[2025-11-21T02:33:44.748785] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-11-21T02:33:44.927325] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-11-21T02:33:45.102735] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-11-21T02:33:45.279049] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-11-21T02:33:45.279484] [WARN ] [STATE ] State set to: WAITING [2025-11-21T02:33:45.279546] [INFO ] [STATE ] Checking TDM service status... [2025-11-21T02:33:45.461498] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T02:33:45.466068] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-20), and is a dependency of this service. [2025-11-21T02:33:45.501460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T02:33:45.537385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T02:33:45.571891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T02:33:45.572175] [WARN ] [STATE ] State set to: RUNNING [2025-11-21T02:33:45.572246] [INFO ] [CACHE ] Starting cache update [2025-11-21T02:33:45.572298] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-11-21T02:33:45.576253] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-11-21T02:33:45.576550] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-11-21T02:33:45.576607] [INFO ] [CACHE ] Cache update completed successfully [2025-11-21T02:33:45.576684] [INFO ] [sig ] Resuming configuration (only processing symbols without existing configuration) [2025-11-21T02:33:45.576732] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-21T02:33:45.626510] [DEBUG] [REMOTE ] Fetched 2064 unique symbols from directory listing. [2025-11-21T02:33:45.631248] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-11-21T02:33:45.632544] [INFO ] [sig ] Skipping 1341 symbols with existing configuration [2025-11-21T02:33:45.633510] [INFO ] [sig ] Found 723 active symbols to configure [2025-11-21T02:33:45.633830] [INFO ] [sig ] [1/723] Configuring AA... [2025-11-21T02:33:45.633893] [INFO ] [CONFIGURE ] AA: Configurate test run. [2025-11-21T02:33:45.633942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-11-21T02:33:45.650917] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AA'. [2025-11-21T02:33:45.651541] [INFO ] [CONFIGURE ] AA: Testing with 29 available features [2025-11-21T02:33:45.651610] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features... [2025-11-21T02:33:45.865309] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:33:46.063369] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:33:46.258183] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:33:46.457505] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:33:46.654189] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:33:46.847621] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:33:47.046912] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:33:47.249663] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:33:47.463381] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:33:47.673818] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:33:47.674026] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 60.00% [2025-11-21T02:33:47.674107] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:33:47.674280] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:33:47.929521] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:33:48.182393] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:33:48.437104] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:33:48.765509] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:33:49.024034] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:33:49.267974] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:33:49.523115] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:33:49.780411] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:33:50.036616] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:33:50.285886] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:33:50.286257] [INFO ] [CONFIGURE ] AA: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T02:33:50.286355] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.6s/test | Remaining: 20966 tests [2025-11-21T02:33:50.286464] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:33:50.286604] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:33:50.549292] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:33:50.813120] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:33:51.056112] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:33:51.293271] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:33:51.548961] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:33:51.797800] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:33:52.054889] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:33:52.304613] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:33:52.549858] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:33:52.800138] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:33:52.800366] [INFO ] [CONFIGURE ] AA: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T02:33:52.800416] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.6s/test | Remaining: 20965 tests [2025-11-21T02:33:52.800469] [INFO ] [CONFIGURE ] AA: Testing feature 3/29: add_daily_returns [2025-11-21T02:33:52.800508] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_daily_returns'] [2025-11-21T02:33:53.024225] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:33:53.240443] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:33:53.459629] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:33:53.689285] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:33:53.921914] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:33:54.156307] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:33:54.381250] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:33:54.608938] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:33:54.838601] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:33:55.066125] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:33:55.066346] [INFO ] [CONFIGURE ] AA: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T02:33:55.066399] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20964 tests [2025-11-21T02:33:55.066440] [INFO ] [CONFIGURE ] AA: Testing feature 4/29: add_ema [2025-11-21T02:33:55.066477] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_ema'] [2025-11-21T02:33:55.327855] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:33:55.589063] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:33:55.848942] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:33:56.111929] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:33:56.372675] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:33:56.629390] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:33:56.885041] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:33:57.143856] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:33:57.408128] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:33:57.663784] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:33:57.664168] [INFO ] [CONFIGURE ] AA: DISCARDED add_ema (score: 40.00%) [2025-11-21T02:33:57.664280] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.5s/test | Remaining: 20963 tests [2025-11-21T02:33:57.664381] [INFO ] [CONFIGURE ] AA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:33:57.664505] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:33:57.926345] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:33:58.197442] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:33:58.459637] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:33:58.727587] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:33:58.991903] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:33:59.249930] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:33:59.509785] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:33:59.775855] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:00.043860] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:01.069693] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:01.069945] [INFO ] [CONFIGURE ] AA: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T02:34:01.070050] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.7s/test | Remaining: 20962 tests [2025-11-21T02:34:01.070115] [INFO ] [CONFIGURE ] AA: Testing feature 6/29: add_failed_moves [2025-11-21T02:34:01.070186] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_failed_moves'] [2025-11-21T02:34:01.298116] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:01.646101] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:01.861103] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:02.085205] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:02.297016] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:02.527294] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:02.755220] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:34:02.983552] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:03.201236] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:03.422971] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:03.423186] [INFO ] [CONFIGURE ] AA: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T02:34:03.423237] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.6s/test | Remaining: 20961 tests [2025-11-21T02:34:03.423277] [INFO ] [CONFIGURE ] AA: Testing feature 7/29: add_lag_shelf [2025-11-21T02:34:03.423314] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_lag_shelf'] [2025-11-21T02:34:03.640496] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:03.852874] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:04.066854] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:04.274583] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:04.493207] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:04.694068] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:04.898212] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:05.096254] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:05.296527] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:05.507869] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:05.508116] [INFO ] [CONFIGURE ] AA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:34:05.508184] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.5s/test | Remaining: 20960 tests [2025-11-21T02:34:05.508228] [INFO ] [CONFIGURE ] AA: Testing feature 8/29: add_macd [2025-11-21T02:34:05.508267] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T02:34:05.829098] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:06.159071] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:06.480445] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:06.798347] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:07.114897] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:34:07.434638] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:07.758673] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:34:08.088696] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:08.405625] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:08.741911] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:08.742173] [INFO ] [CONFIGURE ] AA: DISCARDED add_macd (score: 60.00%) [2025-11-21T02:34:08.742265] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.6s/test | Remaining: 20959 tests [2025-11-21T02:34:08.742333] [INFO ] [CONFIGURE ] AA: Testing feature 9/29: add_mfi [2025-11-21T02:34:08.742412] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_mfi'] [2025-11-21T02:34:08.975238] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:09.200934] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:09.415230] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:09.626215] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:09.845312] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:10.065587] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:10.279543] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:34:10.494178] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:10.713535] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:10.928817] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:10.929050] [INFO ] [CONFIGURE ] AA: DISCARDED add_mfi (score: 50.00%) [2025-11-21T02:34:10.929100] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.6s/test | Remaining: 20958 tests [2025-11-21T02:34:10.929141] [INFO ] [CONFIGURE ] AA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:34:10.929177] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:34:11.237994] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:11.583388] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:11.955968] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:12.348316] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:34:12.709929] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:13.035941] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:13.357516] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:13.681167] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:13.992156] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:14.311441] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:14.311711] [INFO ] [CONFIGURE ] AA: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T02:34:14.311774] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.7s/test | Remaining: 20957 tests [2025-11-21T02:34:14.311826] [INFO ] [CONFIGURE ] AA: Testing feature 11/29: add_obv_daily [2025-11-21T02:34:14.311871] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_obv_daily'] [2025-11-21T02:34:14.545805] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:14.773598] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:14.999501] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:15.220222] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:15.443455] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:15.666023] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:34:15.890035] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:16.113055] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:16.323552] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:16.527245] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:16.527453] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T02:34:16.527502] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.6s/test | Remaining: 20956 tests [2025-11-21T02:34:16.527542] [INFO ] [CONFIGURE ] AA: Testing feature 12/29: add_obv_interval [2025-11-21T02:34:16.527577] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_obv_interval'] [2025-11-21T02:34:16.727887] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:16.934557] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:17.146079] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:17.357380] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:34:17.583801] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:17.793618] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:18.004548] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:18.221171] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:18.432878] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:18.683311] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:18.683784] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T02:34:18.683923] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.6s/test | Remaining: 20955 tests [2025-11-21T02:34:18.684045] [INFO ] [CONFIGURE ] AA: Testing feature 13/29: add_opening_strength [2025-11-21T02:34:18.684165] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T02:34:18.913002] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:19.165135] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:19.406285] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:19.645627] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:19.886491] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:20.121776] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:20.370435] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:20.627723] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:20.864847] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:21.103089] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:34:21.103517] [INFO ] [CONFIGURE ] AA: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T02:34:21.103630] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.6s/test | Remaining: 20954 tests [2025-11-21T02:34:21.103753] [INFO ] [CONFIGURE ] AA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:34:21.103853] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T02:34:21.342456] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:21.575911] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:21.816381] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:22.058378] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:34:22.294179] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:22.528094] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:22.757474] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:22.991765] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:23.237583] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:23.472413] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:23.472634] [INFO ] [CONFIGURE ] AA: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T02:34:23.472713] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.6s/test | Remaining: 20953 tests [2025-11-21T02:34:23.472762] [INFO ] [CONFIGURE ] AA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:34:23.472807] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T02:34:23.674267] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:23.877784] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:24.078090] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:24.277677] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:34:24.479843] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:24.687950] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:24.905097] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:25.103366] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:25.320448] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:25.540418] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:25.540615] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T02:34:25.540730] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.5s/test | Remaining: 20952 tests [2025-11-21T02:34:25.540955] [INFO ] [CONFIGURE ] AA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:34:25.541064] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T02:34:25.770533] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:26.014883] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:26.255156] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:26.487538] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:26.721666] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:26.948942] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:27.178991] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:27.406337] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:27.637395] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:27.876061] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:27.876308] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T02:34:27.876386] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.5s/test | Remaining: 20951 tests [2025-11-21T02:34:27.876435] [INFO ] [CONFIGURE ] AA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:34:27.876476] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_pbf_return_2d'] [2025-11-21T02:34:28.114335] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:28.349530] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:28.588045] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:28.837098] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:29.076596] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:29.315516] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:29.553898] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:29.798907] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:30.049244] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:30.295269] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:30.295706] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T02:34:30.295833] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.5s/test | Remaining: 20950 tests [2025-11-21T02:34:30.295938] [INFO ] [CONFIGURE ] AA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:34:30.296094] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T02:34:30.502546] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:30.708507] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:30.910557] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:31.118601] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:31.338155] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:31.547023] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:31.750446] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:31.956934] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:32.170060] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:32.382145] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:32.382357] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T02:34:32.382411] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.5s/test | Remaining: 20949 tests [2025-11-21T02:34:32.382453] [INFO ] [CONFIGURE ] AA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:34:32.382492] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T02:34:32.590552] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:32.804602] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:33.024003] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:33.241304] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:33.451502] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:33.661402] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:33.880296] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:34.100846] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:34.319970] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:34.535817] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:34:34.536065] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T02:34:34.536119] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20948 tests [2025-11-21T02:34:34.536166] [INFO ] [CONFIGURE ] AA: Testing feature 20/29: add_price_rejection [2025-11-21T02:34:34.536205] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_price_rejection'] [2025-11-21T02:34:34.764831] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:35.005338] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:35.230537] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:35.464399] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:35.701288] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:35.932034] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:36.168356] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:36.399059] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:36.630138] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:36.864030] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:36.864493] [INFO ] [CONFIGURE ] AA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T02:34:36.864611] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20947 tests [2025-11-21T02:34:36.864766] [INFO ] [CONFIGURE ] AA: Testing feature 21/29: add_range_position [2025-11-21T02:34:36.864882] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_range_position'] [2025-11-21T02:34:37.107675] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:37.354630] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:37.618577] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:37.884468] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:38.138305] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:38.403423] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:38.667176] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:38.935127] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:39.197080] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:39.448057] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:39.448274] [INFO ] [CONFIGURE ] AA: DISCARDED add_range_position (score: 40.00%) [2025-11-21T02:34:39.448325] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20946 tests [2025-11-21T02:34:39.448364] [INFO ] [CONFIGURE ] AA: Testing feature 22/29: add_realized_volatility [2025-11-21T02:34:39.448399] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_realized_volatility'] [2025-11-21T02:34:39.770299] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:40.104028] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:40.418800] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:40.742518] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:41.063206] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:41.380914] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:41.712056] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:34:42.043126] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:42.378284] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:42.714172] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:42.714394] [INFO ] [CONFIGURE ] AA: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T02:34:42.714455] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.5s/test | Remaining: 20945 tests [2025-11-21T02:34:42.714503] [INFO ] [CONFIGURE ] AA: Testing feature 23/29: add_recent_range_context [2025-11-21T02:34:42.714553] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_recent_range_context'] [2025-11-21T02:34:42.924752] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:43.134497] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:43.346952] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:43.557235] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:34:43.765908] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:43.987962] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:44.203111] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:44.425837] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:44.642924] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:44.855271] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:44.855502] [INFO ] [CONFIGURE ] AA: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T02:34:44.855562] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.5s/test | Remaining: 20944 tests [2025-11-21T02:34:44.855609] [INFO ] [CONFIGURE ] AA: Testing feature 24/29: add_rsi [2025-11-21T02:34:44.855668] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T02:34:45.144118] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:45.415630] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:45.691258] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:45.960559] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:34:46.234517] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:46.507256] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:46.780723] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:47.052295] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:47.329843] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:47.600750] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:47.601168] [INFO ] [CONFIGURE ] AA: DISCARDED add_rsi (score: 40.00%) [2025-11-21T02:34:47.601301] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.5s/test | Remaining: 20943 tests [2025-11-21T02:34:47.601472] [INFO ] [CONFIGURE ] AA: Testing feature 25/29: add_tick_distribution [2025-11-21T02:34:47.601548] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_tick_distribution'] [2025-11-21T02:34:47.806587] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:48.024350] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:48.230846] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:48.440747] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:34:48.647531] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:48.864213] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:49.075362] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:49.287147] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:49.494623] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:49.711361] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:49.711565] [INFO ] [CONFIGURE ] AA: DISCARDED add_tick_distribution (score: 20.00%) [2025-11-21T02:34:49.711614] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20942 tests [2025-11-21T02:34:49.711671] [INFO ] [CONFIGURE ] AA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:34:49.711745] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T02:34:49.961139] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:50.172557] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:50.385139] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:50.598396] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:50.827993] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:51.061525] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:51.287172] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:34:51.518332] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:51.749203] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:51.982755] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:34:51.983014] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T02:34:51.983066] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20941 tests [2025-11-21T02:34:51.983107] [INFO ] [CONFIGURE ] AA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:34:51.983145] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_volume_price_divergence'] [2025-11-21T02:34:52.225403] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:52.464929] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:52.705659] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:52.959464] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:53.202255] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:53.442944] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:53.704892] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:34:53.970433] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:34:54.232696] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:54.464977] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:54.465207] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T02:34:54.465297] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20940 tests [2025-11-21T02:34:54.465353] [INFO ] [CONFIGURE ] AA: Testing feature 28/29: add_volume_profile [2025-11-21T02:34:54.465402] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_volume_profile'] [2025-11-21T02:34:54.683899] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:54.917429] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:55.151736] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:34:55.387464] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:55.622223] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:34:55.850440] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:34:56.080503] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:34:56.316198] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:56.543393] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:56.770639] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:56.770859] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:34:56.770912] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20939 tests [2025-11-21T02:34:56.770953] [INFO ] [CONFIGURE ] AA: Testing feature 29/29: add_vwap [2025-11-21T02:34:56.770991] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_vwap'] [2025-11-21T02:34:57.001005] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:34:57.226237] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:34:57.465785] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:34:57.698197] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:34:57.934374] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:34:58.164410] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:34:58.402993] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:34:58.632479] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:34:58.882185] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:34:59.116435] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:34:59.116861] [INFO ] [CONFIGURE ] AA: DISCARDED add_vwap (score: 40.00%) [2025-11-21T02:34:59.116977] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20938 tests [2025-11-21T02:34:59.117082] [INFO ] [CONFIGURE ] AA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:34:59.117194] [INFO ] [CONFIGURE ] AA: Best accuracy: 60.00% [2025-11-21T02:34:59.117319] [INFO ] [CONFIGURE ] AA: Best feature set (0 features): [] [2025-11-21T02:34:59.117476] [INFO ] [CONFIGURE ] AA: Improvement over baseline: 0.00% [2025-11-21T02:34:59.117573] [INFO ] [CONFIGURE ] AA: Total time: 1.2 minutes [2025-11-21T02:34:59.117679] [INFO ] [CONFIGURE ] AA: Average time per feature: 2.5 seconds [2025-11-21T02:34:59.117786] [INFO ] [CONFIGURE ] AA: Average speed: 0.41 features/sec [2025-11-21T02:34:59.118523] [INFO ] [LOCAL ] Saved configuration for AA: 0 features, 60.00% accuracy -> ./output/feature-sets/AA.json [2025-11-21T02:34:59.118662] [INFO ] [CONFIGURE ] AA: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-21T02:34:59.118726] [INFO ] [sig ] [1/723] Successfully configured AA | 0.01 sym/s | Total: 1.2m | ETA: 14.7h [2025-11-21T02:34:59.118851] [INFO ] [sig ] [2/723] Configuring AAP... [2025-11-21T02:34:59.118907] [INFO ] [CONFIGURE ] AAP: Configurate test run. [2025-11-21T02:34:59.119057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-11-21T02:34:59.200733] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AAP'. [2025-11-21T02:34:59.201240] [INFO ] [CONFIGURE ] AAP: Testing with 29 available features [2025-11-21T02:34:59.201308] [INFO ] [CONFIGURE ] AAP: Establishing baseline with no features... [2025-11-21T02:34:59.401590] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:34:59.601887] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:34:59.808024] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:00.014577] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:35:00.212837] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:00.420960] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:01.470099] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:01.846150] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:02.068565] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:02.281549] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:02.281916] [INFO ] [CONFIGURE ] AAP: Baseline score (no features): 70.00% [2025-11-21T02:35:02.282028] [INFO ] [CONFIGURE ] AAP: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:35:02.282125] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:35:02.523667] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:02.762461] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:03.002857] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:03.242973] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:03.476606] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:35:03.718481] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:03.960606] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:04.203042] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:04.471840] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:04.781606] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:04.781926] [INFO ] [CONFIGURE ] AAP: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T02:35:04.782002] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20937 tests [2025-11-21T02:35:04.782080] [INFO ] [CONFIGURE ] AAP: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:35:04.782126] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:35:05.124633] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:05.466988] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:35:05.748400] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:06.077605] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:06.335109] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:06.592933] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:06.849301] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:07.096630] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:07.346885] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:35:07.590315] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:07.590543] [INFO ] [CONFIGURE ] AAP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T02:35:07.590596] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20936 tests [2025-11-21T02:35:07.590635] [INFO ] [CONFIGURE ] AAP: Testing feature 3/29: add_daily_returns [2025-11-21T02:35:07.590771] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns'] [2025-11-21T02:35:07.799957] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:08.008040] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:08.212723] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:35:08.422799] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:08.630047] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:08.832215] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:09.057097] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:09.272172] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:09.500372] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:09.719479] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:09.719739] [INFO ] [CONFIGURE ] AAP: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T02:35:09.719826] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20935 tests [2025-11-21T02:35:09.719993] [INFO ] [CONFIGURE ] AAP: Testing feature 4/29: add_ema [2025-11-21T02:35:09.720046] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_ema'] [2025-11-21T02:35:09.980496] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:10.235659] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:35:10.489252] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:10.745301] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:10.995868] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:11.246681] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:11.523548] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:11.798212] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:12.061525] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:12.313506] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:12.313765] [INFO ] [CONFIGURE ] AAP: DISCARDED add_ema (score: 30.00%) [2025-11-21T02:35:12.314012] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20934 tests [2025-11-21T02:35:12.314122] [INFO ] [CONFIGURE ] AAP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:35:12.314226] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:35:12.582509] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:12.844025] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:13.110166] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:13.367409] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:13.627413] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:13.909895] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:14.186416] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:14.459059] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:14.730600] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:14.986407] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:14.986569] [INFO ] [CONFIGURE ] AAP: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T02:35:14.986626] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20933 tests [2025-11-21T02:35:14.986697] [INFO ] [CONFIGURE ] AAP: Testing feature 6/29: add_failed_moves [2025-11-21T02:35:14.986767] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_failed_moves'] [2025-11-21T02:35:15.174486] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:35:15.391146] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:15.597163] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:15.812224] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:35:16.027776] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:16.240011] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:16.457165] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:16.670006] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:16.883693] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:17.092790] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:17.093170] [INFO ] [CONFIGURE ] AAP: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T02:35:17.093278] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20932 tests [2025-11-21T02:35:17.093375] [INFO ] [CONFIGURE ] AAP: Testing feature 7/29: add_lag_shelf [2025-11-21T02:35:17.093489] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_lag_shelf'] [2025-11-21T02:35:17.290107] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:35:17.481988] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:17.672608] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:17.864788] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:35:18.059173] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:18.256489] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:18.452416] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:18.646455] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:18.865607] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:19.074955] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:19.075341] [INFO ] [CONFIGURE ] AAP: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T02:35:19.075409] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.5s/test | Remaining: 20931 tests [2025-11-21T02:35:19.075514] [INFO ] [CONFIGURE ] AAP: Testing feature 8/29: add_macd [2025-11-21T02:35:19.075633] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T02:35:19.406053] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:19.723076] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:20.047316] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:35:20.362971] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:35:20.678197] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:20.992790] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:21.307533] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:21.621533] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:21.944008] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:22.239171] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:22.239450] [INFO ] [CONFIGURE ] AAP: DISCARDED add_macd (score: 60.00%) [2025-11-21T02:35:22.239512] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20930 tests [2025-11-21T02:35:22.239562] [INFO ] [CONFIGURE ] AAP: Testing feature 9/29: add_mfi [2025-11-21T02:35:22.239608] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_mfi'] [2025-11-21T02:35:22.438332] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:22.650509] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:22.865128] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:23.071258] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:23.278445] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:23.487396] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:23.704412] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:23.919763] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:24.133070] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:24.348458] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:24.348710] [INFO ] [CONFIGURE ] AAP: DISCARDED add_mfi (score: 50.00%) [2025-11-21T02:35:24.348854] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20929 tests [2025-11-21T02:35:24.348915] [INFO ] [CONFIGURE ] AAP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:35:24.348967] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:35:24.660276] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:35:24.965585] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:25.288625] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:25.588996] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:25.877491] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:26.157512] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:26.446348] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:26.765290] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:27.094668] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:27.424594] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:27.424878] [INFO ] [CONFIGURE ] AAP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T02:35:27.424942] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20928 tests [2025-11-21T02:35:27.424994] [INFO ] [CONFIGURE ] AAP: Testing feature 11/29: add_obv_daily [2025-11-21T02:35:27.425044] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_obv_daily'] [2025-11-21T02:35:27.645273] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:27.887814] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:28.120356] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:28.351202] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:28.573745] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:28.791573] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:29.021955] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:29.250283] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:29.480607] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:29.708102] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:29.708343] [INFO ] [CONFIGURE ] AAP: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T02:35:29.708602] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20927 tests [2025-11-21T02:35:29.708740] [INFO ] [CONFIGURE ] AAP: Testing feature 12/29: add_obv_interval [2025-11-21T02:35:29.708800] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_obv_interval'] [2025-11-21T02:35:29.924279] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:30.157129] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:35:30.376554] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:30.596587] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:30.820045] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:31.044055] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:35:31.277038] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:31.508021] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:31.729554] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:31.956552] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:31.957039] [INFO ] [CONFIGURE ] AAP: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T02:35:31.957167] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20926 tests [2025-11-21T02:35:31.957281] [INFO ] [CONFIGURE ] AAP: Testing feature 13/29: add_opening_strength [2025-11-21T02:35:31.957386] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T02:35:32.212925] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:35:32.465503] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:32.719460] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:32.982185] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:33.232375] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:33.476249] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:35:33.723249] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:33.970532] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:34.218771] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:34.465002] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:34.465547] [INFO ] [CONFIGURE ] AAP: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T02:35:34.465708] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20925 tests [2025-11-21T02:35:34.465824] [INFO ] [CONFIGURE ] AAP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:35:34.465934] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T02:35:34.707117] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:34.943697] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:35.168690] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:35:35.374925] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:35.595248] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:35.826770] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:36.056202] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:36.285613] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:36.531860] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:35:36.763141] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:36.763346] [INFO ] [CONFIGURE ] AAP: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T02:35:36.763397] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20924 tests [2025-11-21T02:35:36.763444] [INFO ] [CONFIGURE ] AAP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:35:36.763492] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T02:35:36.958626] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:35:37.156448] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:37.360822] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:35:37.558100] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:37.751983] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:37.942341] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:38.133386] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:38.332196] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:38.527313] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:38.718018] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:38.718385] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T02:35:38.718503] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.5s/test | Remaining: 20923 tests [2025-11-21T02:35:38.718616] [INFO ] [CONFIGURE ] AAP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:35:38.718742] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T02:35:38.931344] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:35:39.149400] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:39.367523] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:39.590976] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:35:39.812812] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:35:40.042803] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:40.258153] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:40.480486] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:40.709782] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:40.925973] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:40.926186] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T02:35:40.926413] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20922 tests [2025-11-21T02:35:40.926521] [INFO ] [CONFIGURE ] AAP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:35:40.926575] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_pbf_return_2d'] [2025-11-21T02:35:41.144955] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:41.358855] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:41.576711] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:41.792742] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:42.013093] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:42.250084] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:42.473414] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:42.708910] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:42.937231] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:43.159511] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:43.159726] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T02:35:43.159780] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20921 tests [2025-11-21T02:35:43.159820] [INFO ] [CONFIGURE ] AAP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:35:43.159856] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T02:35:43.357077] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:35:43.552888] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:35:43.746412] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:43.938882] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:44.136338] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:44.327492] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:44.525779] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:44.733742] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:44.947918] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:45.150751] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:45.151157] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T02:35:45.151280] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.4s/test | Remaining: 20920 tests [2025-11-21T02:35:45.151390] [INFO ] [CONFIGURE ] AAP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:35:45.151498] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T02:35:45.347457] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:35:45.546292] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:45.774210] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:45.978124] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:46.177980] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:46.384282] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:46.600227] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:46.835639] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:47.049796] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:47.262885] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:47.263617] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T02:35:47.263830] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.4s/test | Remaining: 20919 tests [2025-11-21T02:35:47.263942] [INFO ] [CONFIGURE ] AAP: Testing feature 20/29: add_price_rejection [2025-11-21T02:35:47.264046] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_price_rejection'] [2025-11-21T02:35:47.473496] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:47.704116] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:47.934040] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:35:48.157581] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:48.381037] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:48.608739] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:35:48.830866] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:49.068574] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:49.305483] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:49.538987] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:49.539231] [INFO ] [CONFIGURE ] AAP: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T02:35:49.539285] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.4s/test | Remaining: 20918 tests [2025-11-21T02:35:49.539326] [INFO ] [CONFIGURE ] AAP: Testing feature 21/29: add_range_position [2025-11-21T02:35:49.539364] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_range_position'] [2025-11-21T02:35:49.789706] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:50.045353] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:50.307335] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:50.550255] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:50.798973] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:51.052296] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:51.323078] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:51.581096] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:51.835035] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:35:52.096581] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:52.097184] [INFO ] [CONFIGURE ] AAP: DISCARDED add_range_position (score: 50.00%) [2025-11-21T02:35:52.097340] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.4s/test | Remaining: 20917 tests [2025-11-21T02:35:52.097458] [INFO ] [CONFIGURE ] AAP: Testing feature 22/29: add_realized_volatility [2025-11-21T02:35:52.097590] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_realized_volatility'] [2025-11-21T02:35:52.496956] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:52.891666] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:53.228754] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:53.558984] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:53.887978] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:54.208571] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:54.525980] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:35:54.843671] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:55.184449] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:35:55.516273] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:55.516503] [INFO ] [CONFIGURE ] AAP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T02:35:55.516574] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20916 tests [2025-11-21T02:35:55.516629] [INFO ] [CONFIGURE ] AAP: Testing feature 23/29: add_recent_range_context [2025-11-21T02:35:55.516732] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_recent_range_context'] [2025-11-21T02:35:55.725465] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:55.939950] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:56.152376] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:56.369535] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:35:56.584692] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:56.804966] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:35:57.022148] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:57.239777] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:35:57.458761] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:35:57.678328] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:35:57.678766] [INFO ] [CONFIGURE ] AAP: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T02:35:57.678908] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20915 tests [2025-11-21T02:35:57.679024] [INFO ] [CONFIGURE ] AAP: Testing feature 24/29: add_rsi [2025-11-21T02:35:57.679133] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T02:35:57.951071] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:35:58.213095] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:35:58.480427] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:35:58.750544] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:35:59.020569] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:35:59.294711] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:35:59.579710] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:35:59.854027] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:36:00.112721] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:00.370561] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:36:00.370823] [INFO ] [CONFIGURE ] AAP: DISCARDED add_rsi (score: 50.00%) [2025-11-21T02:36:00.370890] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20914 tests [2025-11-21T02:36:00.370935] [INFO ] [CONFIGURE ] AAP: Testing feature 25/29: add_tick_distribution [2025-11-21T02:36:00.370980] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_tick_distribution'] [2025-11-21T02:36:00.573873] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:36:00.802479] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:36:01.660622] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:02.151964] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:36:02.384289] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:36:02.620545] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:02.846436] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:36:03.076003] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:36:03.298528] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:36:03.520772] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:36:03.521004] [INFO ] [CONFIGURE ] AAP: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T02:36:03.521059] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20913 tests [2025-11-21T02:36:03.521101] [INFO ] [CONFIGURE ] AAP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:36:03.521138] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T02:36:03.750202] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:36:03.985574] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:36:04.221268] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:04.455447] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:36:04.673016] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:36:04.898304] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:36:05.127326] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:36:05.346982] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:36:05.572975] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:05.803771] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:36:05.804184] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T02:36:05.804313] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20912 tests [2025-11-21T02:36:05.804420] [INFO ] [CONFIGURE ] AAP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:36:05.804548] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_volume_price_divergence'] [2025-11-21T02:36:06.041098] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:36:06.277853] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:36:06.510103] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:06.749508] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:36:06.987601] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:36:07.250603] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:07.497822] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:36:07.739307] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:36:07.984809] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:36:08.222884] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:36:08.223123] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T02:36:08.223178] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.5s/test | Remaining: 20911 tests [2025-11-21T02:36:08.223218] [INFO ] [CONFIGURE ] AAP: Testing feature 28/29: add_volume_profile [2025-11-21T02:36:08.223254] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_volume_profile'] [2025-11-21T02:36:08.455921] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:36:08.669312] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:36:08.873879] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:09.077370] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:36:09.308707] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:36:09.525124] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:36:09.741271] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:36:09.963618] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:36:10.178695] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:10.390417] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:36:10.390613] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T02:36:10.390682] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20910 tests [2025-11-21T02:36:10.390754] [INFO ] [CONFIGURE ] AAP: Testing feature 29/29: add_vwap [2025-11-21T02:36:10.390804] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap'] [2025-11-21T02:36:10.603341] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:36:10.819382] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:36:11.035565] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:11.253694] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:36:11.470186] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:36:11.694079] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:11.918216] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:36:12.137628] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:36:12.343035] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:12.562773] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:36:12.562969] [INFO ] [CONFIGURE ] AAP: DISCARDED add_vwap (score: 60.00%) [2025-11-21T02:36:12.563020] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20909 tests [2025-11-21T02:36:12.563063] [INFO ] [CONFIGURE ] AAP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:36:12.563100] [INFO ] [CONFIGURE ] AAP: Best accuracy: 70.00% [2025-11-21T02:36:12.563134] [INFO ] [CONFIGURE ] AAP: Best feature set (0 features): [] [2025-11-21T02:36:12.563173] [INFO ] [CONFIGURE ] AAP: Improvement over baseline: 0.00% [2025-11-21T02:36:12.563241] [INFO ] [CONFIGURE ] AAP: Total time: 1.2 minutes [2025-11-21T02:36:12.563278] [INFO ] [CONFIGURE ] AAP: Average time per feature: 2.4 seconds [2025-11-21T02:36:12.563312] [INFO ] [CONFIGURE ] AAP: Average speed: 0.41 features/sec [2025-11-21T02:36:12.564533] [INFO ] [LOCAL ] Saved configuration for AAP: 0 features, 70.00% accuracy -> ./output/feature-sets/AAP.json [2025-11-21T02:36:12.564616] [INFO ] [CONFIGURE ] AAP: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T02:36:12.564757] [INFO ] [sig ] [2/723] Successfully configured AAP | 0.01 sym/s | Total: 2.4m | ETA: 14.7h [2025-11-21T02:36:12.564885] [INFO ] [sig ] [3/723] Configuring AAT... [2025-11-21T02:36:12.564942] [INFO ] [CONFIGURE ] AAT: Configurate test run. [2025-11-21T02:36:12.565057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'. [2025-11-21T02:36:12.643588] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AAT'. [2025-11-21T02:36:12.644141] [INFO ] [CONFIGURE ] AAT: Testing with 29 available features [2025-11-21T02:36:12.644211] [INFO ] [CONFIGURE ] AAT: Establishing baseline with no features... [2025-11-21T02:36:12.836936] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:36:13.029691] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:36:13.221680] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:13.416477] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:13.611038] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:13.796891] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:36:13.996774] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:14.212398] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:36:14.407880] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:14.602692] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:36:14.602983] [INFO ] [CONFIGURE ] AAT: Baseline score (no features): 10.00% [2025-11-21T02:36:14.603034] [INFO ] [CONFIGURE ] AAT: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:36:14.603074] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:36:14.831668] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:15.069331] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:15.301383] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:15.528269] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:15.753927] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:15.994191] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:16.238782] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:16.491525] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:36:16.740005] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:16.965199] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:36:16.965411] [INFO ] [CONFIGURE ] AAT: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T02:36:16.965464] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20908 tests [2025-11-21T02:36:16.965501] [INFO ] [CONFIGURE ] AAT: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:36:16.965538] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:36:17.224167] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:17.479443] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:17.740820] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:17.999811] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:18.265739] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:18.525887] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:36:18.784744] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:19.049988] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:36:19.316670] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:19.580784] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:36:19.581020] [INFO ] [CONFIGURE ] AAT: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T02:36:19.581079] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20907 tests [2025-11-21T02:36:19.581125] [INFO ] [CONFIGURE ] AAT: Testing feature 3/29: add_daily_returns [2025-11-21T02:36:19.581170] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T02:36:19.820090] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:36:20.076257] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:36:20.322018] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:20.575015] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:20.817813] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:36:21.064826] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:36:21.304118] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:21.545112] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:36:21.781947] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:22.023789] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:36:22.024140] [INFO ] [CONFIGURE ] AAT: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T02:36:22.024258] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.4s/test | Remaining: 20906 tests [2025-11-21T02:36:22.024363] [INFO ] [CONFIGURE ] AAT: Testing feature 4/29: add_ema [2025-11-21T02:36:22.024467] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T02:36:22.311314] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:22.582049] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:36:22.859863] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:23.136868] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:23.437452] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:36:23.723156] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:23.982722] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:24.247385] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:36:24.502829] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:24.792722] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:36:24.792952] [INFO ] [CONFIGURE ] AAT: DISCARDED add_ema (score: 50.00%) [2025-11-21T02:36:24.793025] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.5s/test | Remaining: 20905 tests [2025-11-21T02:36:24.793077] [INFO ] [CONFIGURE ] AAT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:36:24.793126] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:36:25.069516] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:25.364031] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:25.673551] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:25.964848] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:26.256673] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:26.531284] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:36:26.813343] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:27.092833] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:36:27.365940] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:27.655684] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:36:27.655941] [INFO ] [CONFIGURE ] AAT: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T02:36:27.656085] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20904 tests [2025-11-21T02:36:27.656141] [INFO ] [CONFIGURE ] AAT: Testing feature 6/29: add_failed_moves [2025-11-21T02:36:27.656200] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T02:36:27.942376] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:28.235050] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:28.546669] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:28.851391] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:29.166968] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:29.469286] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:36:29.774801] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:30.049445] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:36:30.342179] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:30.638525] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:36:30.638786] [INFO ] [CONFIGURE ] AAT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T02:36:30.638966] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20903 tests [2025-11-21T02:36:30.639028] [INFO ] [CONFIGURE ] AAT: Testing feature 7/29: add_lag_shelf [2025-11-21T02:36:30.639068] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T02:36:30.911852] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:31.180088] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:31.451086] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:31.736100] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:36:31.997840] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:32.289717] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:32.557779] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:32.826674] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:36:33.103032] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:33.368932] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:36:33.369190] [INFO ] [CONFIGURE ] AAT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T02:36:33.369251] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.5s/test | Remaining: 20902 tests [2025-11-21T02:36:33.369336] [INFO ] [CONFIGURE ] AAT: Testing feature 8/29: add_macd [2025-11-21T02:36:33.369383] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T02:36:33.710506] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:34.067275] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:34.437151] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:34.806491] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:35.171279] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:35.548876] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:35.922173] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:36.291823] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:36:36.656551] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:37.022523] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:36:37.022802] [INFO ] [CONFIGURE ] AAT: DISCARDED add_macd (score: 50.00%) [2025-11-21T02:36:37.022869] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.5s/test | Remaining: 20901 tests [2025-11-21T02:36:37.022934] [INFO ] [CONFIGURE ] AAT: Testing feature 9/29: add_mfi [2025-11-21T02:36:37.022984] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T02:36:37.315593] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:37.613473] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:37.920402] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:36:38.214212] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:38.515471] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:38.810094] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:36:39.133145] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:39.413256] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:36:39.689121] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:39.987569] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:36:39.987911] [INFO ] [CONFIGURE ] AAT: DISCARDED add_mfi (score: 50.00%) [2025-11-21T02:36:39.987978] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.5s/test | Remaining: 20900 tests [2025-11-21T02:36:39.988030] [INFO ] [CONFIGURE ] AAT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:36:39.988079] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:36:40.380307] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:40.773271] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:41.155564] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:41.546314] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:41.940388] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:42.340306] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:42.738113] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:36:43.139671] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:36:43.521842] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:43.910856] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:36:43.911124] [INFO ] [CONFIGURE ] AAT: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T02:36:43.911188] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.5s/test | Remaining: 20899 tests [2025-11-21T02:36:43.911241] [INFO ] [CONFIGURE ] AAT: Testing feature 11/29: add_obv_daily [2025-11-21T02:36:43.911291] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T02:36:44.336178] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:44.753887] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:45.170568] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:45.562922] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:45.984955] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:46.398407] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:46.813264] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:47.223939] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:36:47.649697] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:36:48.071937] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:36:48.072147] [INFO ] [CONFIGURE ] AAT: KEPT add_obv_daily (score: 80.00%) [2025-11-21T02:36:48.072208] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.5s/test | Remaining: 20898 tests [2025-11-21T02:36:48.072260] [INFO ] [CONFIGURE ] AAT: Testing feature 12/29: add_obv_interval [2025-11-21T02:36:48.072306] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T02:36:48.474049] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:36:48.890368] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:36:49.307577] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:49.711413] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:50.109629] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:50.520505] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:50.929604] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:36:51.331521] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:36:51.741690] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:36:52.162665] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:36:52.162896] [INFO ] [CONFIGURE ] AAT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T02:36:52.162983] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.6s/test | Remaining: 20897 tests [2025-11-21T02:36:52.163129] [INFO ] [CONFIGURE ] AAT: Testing feature 13/29: add_opening_strength [2025-11-21T02:36:52.163195] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:36:52.595576] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:53.022406] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:53.454791] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:53.927086] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:54.371191] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:36:54.817407] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:55.268422] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:36:55.708234] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:36:56.147720] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:36:56.615429] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:36:56.615670] [INFO ] [CONFIGURE ] AAT: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T02:36:56.615766] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.6s/test | Remaining: 20896 tests [2025-11-21T02:36:56.615819] [INFO ] [CONFIGURE ] AAT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:36:56.615940] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T02:36:57.062239] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:36:57.505117] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:36:57.937220] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:36:58.361120] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:36:58.808423] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:36:59.247630] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:36:59.697405] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:37:00.141887] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:37:01.570420] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:37:02.059939] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:37:02.060194] [INFO ] [CONFIGURE ] AAT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T02:37:02.060261] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.6s/test | Remaining: 20895 tests [2025-11-21T02:37:02.060318] [INFO ] [CONFIGURE ] AAT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:37:02.060371] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T02:37:02.491858] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:37:02.938144] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:03.366985] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:03.802438] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:04.265449] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:04.711001] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:05.159968] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:37:05.614136] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:06.051141] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:37:06.516123] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:37:06.516378] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T02:37:06.516443] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.7s/test | Remaining: 20894 tests [2025-11-21T02:37:06.516498] [INFO ] [CONFIGURE ] AAT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:37:06.516551] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T02:37:06.987925] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:07.427285] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:07.895291] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:08.361427] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:08.831140] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:09.296277] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:09.738531] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:10.190216] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:10.646490] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:37:11.092679] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:37:11.092909] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T02:37:11.093004] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.7s/test | Remaining: 20893 tests [2025-11-21T02:37:11.093061] [INFO ] [CONFIGURE ] AAT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:37:11.093112] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T02:37:11.544326] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:11.965449] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:37:12.399060] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:12.823360] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:13.240756] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:37:13.662631] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:14.085436] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:14.503696] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:14.936427] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:37:15.364017] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:37:15.364237] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T02:37:15.364299] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.7s/test | Remaining: 20892 tests [2025-11-21T02:37:15.364352] [INFO ] [CONFIGURE ] AAT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:37:15.364399] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T02:37:15.775061] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:16.188592] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:16.599253] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:17.018631] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:17.436047] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:17.853258] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:18.270733] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:18.690208] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:19.141487] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:37:19.561449] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:37:19.561762] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T02:37:19.561827] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.7s/test | Remaining: 20891 tests [2025-11-21T02:37:19.561878] [INFO ] [CONFIGURE ] AAT: Testing feature 20/29: add_price_rejection [2025-11-21T02:37:19.561924] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T02:37:20.006022] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:20.463709] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:37:20.907274] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:37:21.341825] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:21.793688] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:22.244576] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:22.693639] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:23.151939] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:37:23.620671] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:37:24.107336] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:37:24.107592] [INFO ] [CONFIGURE ] AAT: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T02:37:24.107680] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.7s/test | Remaining: 20890 tests [2025-11-21T02:37:24.107741] [INFO ] [CONFIGURE ] AAT: Testing feature 21/29: add_range_position [2025-11-21T02:37:24.107794] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_range_position'] [2025-11-21T02:37:24.576323] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:25.021765] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:25.469389] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:25.933443] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:26.402466] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:26.879910] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:27.340125] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:27.784369] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:28.226077] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:37:28.681834] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:37:28.682103] [INFO ] [CONFIGURE ] AAT: DISCARDED add_range_position (score: 80.00%) [2025-11-21T02:37:28.682165] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.8s/test | Remaining: 20889 tests [2025-11-21T02:37:28.682217] [INFO ] [CONFIGURE ] AAT: Testing feature 22/29: add_realized_volatility [2025-11-21T02:37:28.682272] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T02:37:29.207806] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:37:29.743741] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:30.285860] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:37:30.794984] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:31.343920] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:31.878578] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:32.396311] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:32.915070] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:33.427957] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:37:33.941092] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:37:33.941322] [INFO ] [CONFIGURE ] AAT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T02:37:33.941383] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20888 tests [2025-11-21T02:37:33.941438] [INFO ] [CONFIGURE ] AAT: Testing feature 23/29: add_recent_range_context [2025-11-21T02:37:33.941489] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T02:37:34.347762] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:34.772996] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:35.214198] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:35.646393] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:36.093503] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:37:36.538471] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:36.972637] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:37.403919] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:37.846512] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:37:38.272854] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:37:38.273096] [INFO ] [CONFIGURE ] AAT: KEPT add_recent_range_context (score: 90.00%) [2025-11-21T02:37:38.273156] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20887 tests [2025-11-21T02:37:38.273207] [INFO ] [CONFIGURE ] AAT: Testing feature 24/29: add_rsi [2025-11-21T02:37:38.273256] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T02:37:38.732206] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:39.191949] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:39.646682] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:40.137825] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:40.617849] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:41.094830] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:41.579871] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:42.078313] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:42.561324] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:37:43.042117] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:37:43.042335] [INFO ] [CONFIGURE ] AAT: DISCARDED add_rsi (score: 60.00%) [2025-11-21T02:37:43.042395] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20886 tests [2025-11-21T02:37:43.042446] [INFO ] [CONFIGURE ] AAT: Testing feature 25/29: add_tick_distribution [2025-11-21T02:37:43.042495] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context', 'add_tick_distribution'] [2025-11-21T02:37:43.464273] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:43.852974] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:44.302492] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:44.723276] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:45.157776] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:45.592738] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:46.005041] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:46.430754] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:46.864503] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:37:47.297232] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:37:47.297506] [INFO ] [CONFIGURE ] AAT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T02:37:47.297593] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20885 tests [2025-11-21T02:37:47.297710] [INFO ] [CONFIGURE ] AAT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:37:47.297782] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T02:37:47.749201] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:48.314531] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:48.895481] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:37:49.360361] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:49.806882] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:50.264179] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:50.737239] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:51.188329] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:51.631885] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:37:52.086091] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:37:52.086324] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T02:37:52.086391] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20884 tests [2025-11-21T02:37:52.086444] [INFO ] [CONFIGURE ] AAT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:37:52.086501] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T02:37:52.549909] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:53.021509] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:37:53.496303] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:37:53.974404] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:54.446169] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:37:54.910919] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:55.371452] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:37:55.827224] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:37:56.319608] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:37:56.795006] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:37:56.795294] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T02:37:56.795358] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20883 tests [2025-11-21T02:37:56.795412] [INFO ] [CONFIGURE ] AAT: Testing feature 28/29: add_volume_profile [2025-11-21T02:37:56.795461] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context', 'add_volume_profile'] [2025-11-21T02:37:57.227784] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:37:57.658995] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:37:58.086267] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:37:58.506323] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:37:58.939959] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:37:59.364612] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:37:59.801669] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:38:00.238209] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:38:01.663948] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:38:02.114047] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:38:02.114333] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T02:38:02.114394] [INFO ] [CONFIGURE ] JOB ETA: 17.0h | Avg: 2.9s/test | Remaining: 20882 tests [2025-11-21T02:38:02.114480] [INFO ] [CONFIGURE ] AAT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:38:02.114525] [INFO ] [CONFIGURE ] AAT: Best accuracy: 90.00% [2025-11-21T02:38:02.114570] [INFO ] [CONFIGURE ] AAT: Best feature set (7 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T02:38:02.114667] [INFO ] [CONFIGURE ] AAT: Improvement over baseline: 80.00% [2025-11-21T02:38:02.114720] [INFO ] [CONFIGURE ] AAT: Total time: 1.8 minutes [2025-11-21T02:38:02.114758] [INFO ] [CONFIGURE ] AAT: Average time per feature: 4.0 seconds [2025-11-21T02:38:02.114795] [INFO ] [CONFIGURE ] AAT: Average speed: 0.27 features/sec [2025-11-21T02:38:02.115189] [INFO ] [LOCAL ] Saved configuration for AAT: 7 features, 90.00% accuracy -> ./output/feature-sets/AAT.json [2025-11-21T02:38:02.115249] [INFO ] [CONFIGURE ] AAT: Configuration saved successfully: 7 features, 90.00% accuracy. [2025-11-21T02:38:02.115301] [INFO ] [sig ] [3/723] Successfully configured AAT | 0.01 sym/s | Total: 4.3m | ETA: 17.1h [2025-11-21T02:38:02.115350] [INFO ] [sig ] [4/723] Configuring AB... [2025-11-21T02:38:02.115392] [INFO ] [CONFIGURE ] AB: Configurate test run. [2025-11-21T02:38:02.115433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'. [2025-11-21T02:38:02.193667] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AB'. [2025-11-21T02:38:02.194262] [INFO ] [CONFIGURE ] AB: Testing with 29 available features [2025-11-21T02:38:02.194331] [INFO ] [CONFIGURE ] AB: Establishing baseline with no features... [2025-11-21T02:38:02.393893] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:38:02.594023] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:02.802155] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:38:03.013706] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:03.219008] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:03.424208] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:03.623762] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:03.827476] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:04.029000] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:38:04.225714] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:04.226094] [INFO ] [CONFIGURE ] AB: Baseline score (no features): 40.00% [2025-11-21T02:38:04.226262] [INFO ] [CONFIGURE ] AB: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:38:04.226365] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:38:04.460845] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:04.695634] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:04.940010] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:05.178907] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:05.428706] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:05.668947] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:05.910757] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:06.158269] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:38:06.385129] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:06.603552] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:06.603946] [INFO ] [CONFIGURE ] AB: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T02:38:06.604054] [INFO ] [CONFIGURE ] JOB ETA: 17.0h | Avg: 2.9s/test | Remaining: 20881 tests [2025-11-21T02:38:06.604152] [INFO ] [CONFIGURE ] AB: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:38:06.604267] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:38:06.883470] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:07.162225] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:07.438129] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:38:07.721598] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:08.014404] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:08.286521] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:08.560295] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:08.814885] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:38:09.061030] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:09.308040] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:09.308233] [INFO ] [CONFIGURE ] AB: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T02:38:09.308292] [INFO ] [CONFIGURE ] JOB ETA: 17.0h | Avg: 2.9s/test | Remaining: 20880 tests [2025-11-21T02:38:09.308377] [INFO ] [CONFIGURE ] AB: Testing feature 3/29: add_daily_returns [2025-11-21T02:38:09.308427] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T02:38:09.552209] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:09.807795] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:38:10.069976] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:38:10.336620] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:10.590535] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:10.839417] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:11.097693] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:11.363702] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:38:11.617638] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:11.875941] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:11.876344] [INFO ] [CONFIGURE ] AB: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T02:38:11.876463] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20879 tests [2025-11-21T02:38:11.876568] [INFO ] [CONFIGURE ] AB: Testing feature 4/29: add_ema [2025-11-21T02:38:11.876688] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T02:38:12.175528] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:12.466945] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:12.754395] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:13.041115] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:13.332422] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:13.632043] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:13.932226] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:14.219291] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:14.484021] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:14.734755] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:14.735036] [INFO ] [CONFIGURE ] AB: DISCARDED add_ema (score: 70.00%) [2025-11-21T02:38:14.735257] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20878 tests [2025-11-21T02:38:14.735361] [INFO ] [CONFIGURE ] AB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:38:14.735479] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:38:14.985437] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:15.237882] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:15.529818] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:15.810272] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:16.090909] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:16.376049] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:16.663094] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:16.944617] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:17.228379] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:38:17.515971] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:17.516170] [INFO ] [CONFIGURE ] AB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T02:38:17.516230] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20877 tests [2025-11-21T02:38:17.516280] [INFO ] [CONFIGURE ] AB: Testing feature 6/29: add_failed_moves [2025-11-21T02:38:17.516324] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T02:38:17.761627] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:18.004223] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:18.246476] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:18.493393] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:38:18.744076] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:19.019242] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:19.269432] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:19.511054] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:38:19.763079] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:20.020405] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:20.020670] [INFO ] [CONFIGURE ] AB: KEPT add_failed_moves (score: 90.00%) [2025-11-21T02:38:20.020745] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20876 tests [2025-11-21T02:38:20.020804] [INFO ] [CONFIGURE ] AB: Testing feature 7/29: add_lag_shelf [2025-11-21T02:38:20.020861] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T02:38:20.285026] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:38:20.542188] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:20.799445] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:38:21.054280] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:21.305113] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:21.543546] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:21.788212] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:38:22.027593] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:22.267559] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:38:22.514876] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:22.515062] [INFO ] [CONFIGURE ] AB: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T02:38:22.515110] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20875 tests [2025-11-21T02:38:22.515148] [INFO ] [CONFIGURE ] AB: Testing feature 8/29: add_macd [2025-11-21T02:38:22.515186] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T02:38:22.844521] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:23.179666] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:23.519111] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:23.872094] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:24.243780] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:24.573244] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:24.921886] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:25.255789] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:25.588343] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:25.909790] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:25.910049] [INFO ] [CONFIGURE ] AB: DISCARDED add_macd (score: 60.00%) [2025-11-21T02:38:25.910111] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20874 tests [2025-11-21T02:38:25.910162] [INFO ] [CONFIGURE ] AB: Testing feature 9/29: add_mfi [2025-11-21T02:38:25.910209] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T02:38:26.148445] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:38:26.398794] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:26.643277] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:26.887570] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:27.134085] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:27.376068] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:27.626356] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:27.874708] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:28.122017] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:28.366613] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:28.366882] [INFO ] [CONFIGURE ] AB: DISCARDED add_mfi (score: 60.00%) [2025-11-21T02:38:28.366959] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20873 tests [2025-11-21T02:38:28.367017] [INFO ] [CONFIGURE ] AB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:38:28.367066] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:38:28.702063] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:29.051547] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:29.393869] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:38:29.745891] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:30.105542] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:30.472533] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:30.841200] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:31.209449] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:31.577734] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:31.953051] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:31.953315] [INFO ] [CONFIGURE ] AB: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T02:38:31.953378] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20872 tests [2025-11-21T02:38:31.953435] [INFO ] [CONFIGURE ] AB: Testing feature 11/29: add_obv_daily [2025-11-21T02:38:31.953484] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T02:38:32.235420] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:32.511745] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:32.773552] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:38:33.048920] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:38:33.311220] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:33.569215] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:33.833193] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:38:34.088773] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:34.365623] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:34.626464] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:34.626680] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T02:38:34.626745] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20871 tests [2025-11-21T02:38:34.626810] [INFO ] [CONFIGURE ] AB: Testing feature 12/29: add_obv_interval [2025-11-21T02:38:34.626864] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T02:38:34.883090] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:38:35.143808] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:35.413533] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:35.679339] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:35.937453] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:36.217360] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:36.499120] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:38:36.759004] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:37.035089] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:37.295966] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:37.296166] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T02:38:37.296226] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20870 tests [2025-11-21T02:38:37.296273] [INFO ] [CONFIGURE ] AB: Testing feature 13/29: add_opening_strength [2025-11-21T02:38:37.296321] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:38:37.563522] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:37.834345] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:38.102229] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:38.354547] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:38.610777] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:38.874280] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:39.133063] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:39.384175] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:38:39.642789] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:38:39.897339] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:39.897568] [INFO ] [CONFIGURE ] AB: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T02:38:39.897629] [INFO ] [CONFIGURE ] JOB ETA: 16.9h | Avg: 2.9s/test | Remaining: 20869 tests [2025-11-21T02:38:39.897740] [INFO ] [CONFIGURE ] AB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:38:39.897787] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T02:38:40.156390] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:40.446325] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:40.778200] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:41.124855] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:41.440529] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:41.675390] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:41.893207] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:42.130517] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:42.380398] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:42.653687] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:42.653868] [INFO ] [CONFIGURE ] AB: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T02:38:42.653926] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20868 tests [2025-11-21T02:38:42.653972] [INFO ] [CONFIGURE ] AB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:38:42.654015] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T02:38:42.878046] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:43.109228] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:43.342279] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:43.584735] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:43.828354] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:44.089720] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:44.339520] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:44.584035] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:44.835873] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:45.070940] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:45.071151] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T02:38:45.071201] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20867 tests [2025-11-21T02:38:45.071239] [INFO ] [CONFIGURE ] AB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:38:45.071274] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T02:38:45.330581] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:45.604077] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:45.876358] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:38:46.138462] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:46.394489] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:46.652001] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:46.908103] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:47.168899] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:38:47.440636] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:47.705997] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:47.706237] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T02:38:47.706386] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20866 tests [2025-11-21T02:38:47.706439] [INFO ] [CONFIGURE ] AB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:38:47.706482] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T02:38:47.957497] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:38:48.228238] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:48.479756] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:48.746199] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:49.012858] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:49.284660] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:49.548060] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:49.815239] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:38:50.107902] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:50.402017] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:50.402327] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T02:38:50.402420] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20865 tests [2025-11-21T02:38:50.402483] [INFO ] [CONFIGURE ] AB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:38:50.402534] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T02:38:50.653229] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:50.899111] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:51.142390] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:51.390883] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:51.644319] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:51.899004] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:52.145093] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:52.388700] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:52.636309] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:52.889043] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:52.889268] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T02:38:52.889326] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20864 tests [2025-11-21T02:38:52.889396] [INFO ] [CONFIGURE ] AB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:38:52.889448] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T02:38:53.142881] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:53.391769] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:53.663505] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:53.926859] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:38:54.122304] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:54.320768] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:38:54.573282] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:54.816943] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:55.063475] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:55.307264] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:55.307465] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T02:38:55.307517] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20863 tests [2025-11-21T02:38:55.307558] [INFO ] [CONFIGURE ] AB: Testing feature 20/29: add_price_rejection [2025-11-21T02:38:55.307595] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T02:38:55.572149] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:38:55.830873] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:56.089663] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:56.343073] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:56.607695] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:56.876549] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:57.137622] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:38:57.407022] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:38:57.676020] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:38:57.935551] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:38:57.935763] [INFO ] [CONFIGURE ] AB: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T02:38:57.935827] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20862 tests [2025-11-21T02:38:57.935880] [INFO ] [CONFIGURE ] AB: Testing feature 21/29: add_range_position [2025-11-21T02:38:57.935929] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T02:38:58.229517] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:38:58.519221] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:38:58.799620] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:38:59.081399] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:38:59.372276] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:38:59.657349] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:38:59.950356] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:39:00.240153] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:39:00.525355] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:01.731500] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:01.731786] [INFO ] [CONFIGURE ] AB: DISCARDED add_range_position (score: 60.00%) [2025-11-21T02:39:01.731853] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20861 tests [2025-11-21T02:39:01.731908] [INFO ] [CONFIGURE ] AB: Testing feature 22/29: add_realized_volatility [2025-11-21T02:39:01.731955] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T02:39:02.141168] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:39:02.525485] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:02.909038] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:03.309285] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:39:03.685603] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:39:04.055302] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:04.431428] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:39:04.823225] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:05.200637] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:05.593168] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:05.593448] [INFO ] [CONFIGURE ] AB: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T02:39:05.593515] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20860 tests [2025-11-21T02:39:05.593569] [INFO ] [CONFIGURE ] AB: Testing feature 23/29: add_recent_range_context [2025-11-21T02:39:05.593619] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T02:39:05.856320] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:39:06.110702] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:06.361692] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:06.620962] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:06.881956] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:39:07.136901] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:07.389713] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:39:07.646899] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:07.916393] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:08.190392] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:08.190668] [INFO ] [CONFIGURE ] AB: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T02:39:08.190736] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20859 tests [2025-11-21T02:39:08.190812] [INFO ] [CONFIGURE ] AB: Testing feature 24/29: add_rsi [2025-11-21T02:39:08.190877] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T02:39:08.516621] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:39:08.838519] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:09.138740] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:09.445609] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:39:09.747411] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:39:10.057392] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:10.358240] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:39:10.677848] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:10.988448] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:11.293182] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:11.293380] [INFO ] [CONFIGURE ] AB: DISCARDED add_rsi (score: 70.00%) [2025-11-21T02:39:11.293440] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20858 tests [2025-11-21T02:39:11.293491] [INFO ] [CONFIGURE ] AB: Testing feature 25/29: add_tick_distribution [2025-11-21T02:39:11.293536] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T02:39:11.554774] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:39:11.818514] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:12.083775] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:12.346465] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:39:12.604137] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:39:12.879290] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:39:13.146992] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:39:13.414141] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:13.663844] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:13.927353] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:13.927561] [INFO ] [CONFIGURE ] AB: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T02:39:13.927624] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20857 tests [2025-11-21T02:39:13.927697] [INFO ] [CONFIGURE ] AB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:39:13.927743] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T02:39:14.179441] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:39:14.450002] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:14.713037] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:14.979086] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:39:15.243762] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:39:15.503727] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:15.770995] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:39:16.037447] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:39:16.296401] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:16.580512] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:16.580768] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T02:39:16.580869] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20856 tests [2025-11-21T02:39:16.580927] [INFO ] [CONFIGURE ] AB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:39:16.580968] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T02:39:16.840355] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:39:17.103915] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:17.371350] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:17.649901] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:39:17.917696] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:39:18.184864] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:18.452252] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:39:18.721795] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:18.988335] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:19.270820] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:19.271040] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T02:39:19.271107] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20855 tests [2025-11-21T02:39:19.271158] [INFO ] [CONFIGURE ] AB: Testing feature 28/29: add_volume_profile [2025-11-21T02:39:19.271204] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T02:39:19.541691] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:39:19.807321] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:20.074404] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:20.339960] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:39:20.612946] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:39:20.882436] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:21.149289] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:39:21.417052] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:39:21.683835] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:21.949167] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:21.949355] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T02:39:21.949413] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20854 tests [2025-11-21T02:39:21.949452] [INFO ] [CONFIGURE ] AB: Testing feature 29/29: add_vwap [2025-11-21T02:39:21.949535] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap'] [2025-11-21T02:39:22.213051] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:39:22.474669] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:22.738664] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:22.999732] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:39:23.262975] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:39:23.530150] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:23.797536] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:39:24.063701] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:24.332781] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:24.601555] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:39:24.601758] [INFO ] [CONFIGURE ] AB: DISCARDED add_vwap (score: 60.00%) [2025-11-21T02:39:24.601818] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20853 tests [2025-11-21T02:39:24.601859] [INFO ] [CONFIGURE ] AB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:39:24.601903] [INFO ] [CONFIGURE ] AB: Best accuracy: 90.00% [2025-11-21T02:39:24.601968] [INFO ] [CONFIGURE ] AB: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T02:39:24.602014] [INFO ] [CONFIGURE ] AB: Improvement over baseline: 50.00% [2025-11-21T02:39:24.602052] [INFO ] [CONFIGURE ] AB: Total time: 1.3 minutes [2025-11-21T02:39:24.602092] [INFO ] [CONFIGURE ] AB: Average time per feature: 2.8 seconds [2025-11-21T02:39:24.602132] [INFO ] [CONFIGURE ] AB: Average speed: 0.36 features/sec [2025-11-21T02:39:24.602628] [INFO ] [LOCAL ] Saved configuration for AB: 2 features, 90.00% accuracy -> ./output/feature-sets/AB.json [2025-11-21T02:39:24.602721] [INFO ] [CONFIGURE ] AB: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T02:39:24.602780] [INFO ] [sig ] [4/723] Successfully configured AB | 0.01 sym/s | Total: 5.6m | ETA: 16.9h [2025-11-21T02:39:24.602832] [INFO ] [sig ] [5/723] Configuring ABBV... [2025-11-21T02:39:24.602882] [INFO ] [CONFIGURE ] ABBV: Configurate test run. [2025-11-21T02:39:24.602923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'. [2025-11-21T02:39:24.818878] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABBV'. [2025-11-21T02:39:24.819397] [INFO ] [CONFIGURE ] ABBV: Testing with 29 available features [2025-11-21T02:39:24.819466] [INFO ] [CONFIGURE ] ABBV: Establishing baseline with no features... [2025-11-21T02:39:25.012201] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:39:25.212291] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:25.407284] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:25.606139] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:25.809758] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:26.008444] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:39:26.213768] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:26.416691] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:26.638878] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:26.838941] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:26.839177] [INFO ] [CONFIGURE ] ABBV: Baseline score (no features): 60.00% [2025-11-21T02:39:26.839230] [INFO ] [CONFIGURE ] ABBV: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:39:26.839270] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:39:27.067416] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:39:27.299790] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:27.529862] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:27.767531] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:28.008246] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:28.250421] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:28.544240] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:28.819678] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:29.051486] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:29.326199] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:29.326655] [INFO ] [CONFIGURE ] ABBV: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T02:39:29.326813] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20852 tests [2025-11-21T02:39:29.326926] [INFO ] [CONFIGURE ] ABBV: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:39:29.327038] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:39:29.597096] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:39:29.865676] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:30.133681] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:30.396971] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:30.672698] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:30.948425] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:31.223091] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:31.502753] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:31.787002] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:32.061912] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:39:32.062149] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T02:39:32.062213] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20851 tests [2025-11-21T02:39:32.062264] [INFO ] [CONFIGURE ] ABBV: Testing feature 3/29: add_daily_returns [2025-11-21T02:39:32.062313] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T02:39:32.310228] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:39:32.549045] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:32.796833] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:33.046542] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:33.292677] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:33.542180] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:39:33.793100] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:34.042766] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:39:34.292610] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:34.545573] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:34.546133] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T02:39:34.546251] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20850 tests [2025-11-21T02:39:34.546363] [INFO ] [CONFIGURE ] ABBV: Testing feature 4/29: add_ema [2025-11-21T02:39:34.546492] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T02:39:34.821237] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:39:35.100507] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:35.389633] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:35.681530] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:35.962250] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:36.255478] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:36.548487] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:36.833871] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:37.122367] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:37.413799] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:37.414117] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_ema (score: 60.00%) [2025-11-21T02:39:37.414200] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20849 tests [2025-11-21T02:39:37.414262] [INFO ] [CONFIGURE ] ABBV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:39:37.414334] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:39:37.708497] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:39:38.000968] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:38.294040] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:38.591523] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:38.877152] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:39.157935] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:39:39.434703] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:39.707274] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:39:39.973722] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:40.259366] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:40.259634] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T02:39:40.259721] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20848 tests [2025-11-21T02:39:40.259775] [INFO ] [CONFIGURE ] ABBV: Testing feature 6/29: add_failed_moves [2025-11-21T02:39:40.259827] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T02:39:40.516161] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:39:40.778834] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:41.031862] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:41.259171] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:41.489843] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:41.718386] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:41.949064] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:42.175128] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:42.392750] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:42.617124] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:42.617349] [INFO ] [CONFIGURE ] ABBV: KEPT add_failed_moves (score: 80.00%) [2025-11-21T02:39:42.617402] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20847 tests [2025-11-21T02:39:42.617443] [INFO ] [CONFIGURE ] ABBV: Testing feature 7/29: add_lag_shelf [2025-11-21T02:39:42.617480] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T02:39:42.843162] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:39:43.073079] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:43.298565] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:43.520114] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:43.748210] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:43.969624] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:44.196593] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:44.438396] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:44.672403] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:44.896263] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:44.896469] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:39:44.896521] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20846 tests [2025-11-21T02:39:44.896562] [INFO ] [CONFIGURE ] ABBV: Testing feature 8/29: add_macd [2025-11-21T02:39:44.896601] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T02:39:45.214981] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:39:45.527099] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:45.835637] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:39:46.168769] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:46.497033] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:46.808663] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:47.122190] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:47.462983] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:47.799337] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:48.125318] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:48.125604] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_macd (score: 80.00%) [2025-11-21T02:39:48.125693] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20845 tests [2025-11-21T02:39:48.125801] [INFO ] [CONFIGURE ] ABBV: Testing feature 9/29: add_mfi [2025-11-21T02:39:48.125854] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T02:39:48.387062] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:39:48.629363] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:48.873019] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:49.116445] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:49.366487] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:49.613662] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:49.868167] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:50.130878] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:50.388082] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:50.650503] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:50.650776] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_mfi (score: 70.00%) [2025-11-21T02:39:50.650840] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20844 tests [2025-11-21T02:39:50.650890] [INFO ] [CONFIGURE ] ABBV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:39:50.650937] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:39:50.998530] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:39:51.339890] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:39:51.682427] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:52.028930] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:52.365717] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:52.720567] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:39:53.074529] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:53.429139] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:39:53.767225] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:54.117275] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:39:54.117506] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T02:39:54.117576] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20843 tests [2025-11-21T02:39:54.117625] [INFO ] [CONFIGURE ] ABBV: Testing feature 11/29: add_obv_daily [2025-11-21T02:39:54.117715] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T02:39:54.367954] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:39:54.621367] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:54.885198] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:55.134880] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:39:55.388285] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:55.641843] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:55.900905] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:56.156459] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:39:56.427441] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:39:56.705327] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:56.705525] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T02:39:56.705585] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20842 tests [2025-11-21T02:39:56.705675] [INFO ] [CONFIGURE ] ABBV: Testing feature 12/29: add_obv_interval [2025-11-21T02:39:56.705733] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T02:39:56.961139] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:39:57.223350] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:39:57.475731] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:39:57.735352] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:39:58.001161] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:39:58.265164] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:39:58.530691] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:39:58.791597] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:39:59.056552] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:39:59.338706] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:39:59.338957] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T02:39:59.339020] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20841 tests [2025-11-21T02:39:59.339139] [INFO ] [CONFIGURE ] ABBV: Testing feature 13/29: add_opening_strength [2025-11-21T02:39:59.339213] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:39:59.618508] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:39:59.911018] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:00.200759] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:00.484620] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:01.585748] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:02.095003] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:40:02.384921] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:02.669967] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:40:02.957535] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:03.230811] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:40:03.231043] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T02:40:03.231104] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20840 tests [2025-11-21T02:40:03.231154] [INFO ] [CONFIGURE ] ABBV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:40:03.231198] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T02:40:03.508683] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:03.783321] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:04.061923] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:04.345941] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:04.614550] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:04.886292] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:05.169777] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:05.459855] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:05.745630] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:06.035980] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:06.036243] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T02:40:06.036308] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20839 tests [2025-11-21T02:40:06.036361] [INFO ] [CONFIGURE ] ABBV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:40:06.036409] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T02:40:06.280311] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:06.524890] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:40:06.767211] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:40:07.017472] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:07.265003] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:07.523758] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:07.765305] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:08.016537] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:08.277973] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:40:08.535598] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:08.535850] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T02:40:08.535915] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20838 tests [2025-11-21T02:40:08.535966] [INFO ] [CONFIGURE ] ABBV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:40:08.536013] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T02:40:08.829706] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:09.080181] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:09.351876] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:09.618785] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:09.883540] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:10.168858] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:40:10.434435] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:10.695217] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:40:10.971506] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:11.258393] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:11.258673] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T02:40:11.258754] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20837 tests [2025-11-21T02:40:11.258810] [INFO ] [CONFIGURE ] ABBV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:40:11.258848] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T02:40:11.536773] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:11.809193] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:12.080780] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:12.348794] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:12.622657] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:12.900239] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:40:13.168913] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:13.443138] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:40:13.723190] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:13.996091] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:13.996332] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T02:40:13.996395] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20836 tests [2025-11-21T02:40:13.996480] [INFO ] [CONFIGURE ] ABBV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:40:13.996521] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T02:40:14.248969] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:14.504283] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:14.745970] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:40:15.000936] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:15.246590] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:15.488668] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:15.726558] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:15.974854] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:16.206105] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:16.446345] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:16.446591] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T02:40:16.446864] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20835 tests [2025-11-21T02:40:16.446986] [INFO ] [CONFIGURE ] ABBV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:40:16.447044] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T02:40:16.685882] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:16.922551] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:17.161727] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:40:17.385232] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:17.611266] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:17.857270] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:18.122822] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:18.372902] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:18.625249] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:18.877441] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:18.877738] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T02:40:18.877804] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20834 tests [2025-11-21T02:40:18.877854] [INFO ] [CONFIGURE ] ABBV: Testing feature 20/29: add_price_rejection [2025-11-21T02:40:18.877899] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T02:40:19.162620] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:19.423015] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:19.675547] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:19.937583] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:20.214576] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:20.486578] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:20.750838] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:21.020904] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:21.292887] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:21.561910] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:21.562159] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T02:40:21.562232] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20833 tests [2025-11-21T02:40:21.562298] [INFO ] [CONFIGURE ] ABBV: Testing feature 21/29: add_range_position [2025-11-21T02:40:21.562340] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T02:40:21.867009] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:22.158505] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:22.436441] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:22.719825] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:22.997299] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:23.276126] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:23.561320] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:23.846869] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:24.128864] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:40:24.422857] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:24.423071] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_range_position (score: 60.00%) [2025-11-21T02:40:24.423131] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20832 tests [2025-11-21T02:40:24.423179] [INFO ] [CONFIGURE ] ABBV: Testing feature 22/29: add_realized_volatility [2025-11-21T02:40:24.423222] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T02:40:24.772888] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:25.124032] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:25.476091] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:25.836179] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:26.207365] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:26.569322] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:40:26.950580] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:27.310450] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:27.681511] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:28.059138] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:28.059396] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T02:40:28.059458] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20831 tests [2025-11-21T02:40:28.059511] [INFO ] [CONFIGURE ] ABBV: Testing feature 23/29: add_recent_range_context [2025-11-21T02:40:28.059556] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T02:40:28.324885] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:28.573680] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:28.833826] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:40:29.096759] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:29.340812] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:29.591239] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:40:29.846160] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:30.096564] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:30.357099] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:30.609259] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:30.609465] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T02:40:30.609527] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20830 tests [2025-11-21T02:40:30.609578] [INFO ] [CONFIGURE ] ABBV: Testing feature 24/29: add_rsi [2025-11-21T02:40:30.609626] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T02:40:30.918553] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:31.227634] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:31.530203] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:40:31.844882] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:32.178864] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:40:32.472712] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:32.773980] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:33.078881] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:33.380007] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:33.682741] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:33.682931] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_rsi (score: 60.00%) [2025-11-21T02:40:33.682993] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20829 tests [2025-11-21T02:40:33.683042] [INFO ] [CONFIGURE ] ABBV: Testing feature 25/29: add_tick_distribution [2025-11-21T02:40:33.683086] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T02:40:33.935818] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:34.195587] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:34.446524] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:34.702943] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:34.952267] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:35.199027] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:35.455333] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:35.707099] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:35.963825] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:36.234114] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:36.234345] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T02:40:36.234412] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20828 tests [2025-11-21T02:40:36.234464] [INFO ] [CONFIGURE ] ABBV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:40:36.234509] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T02:40:36.478566] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:36.731926] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:37.016966] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:40:37.301546] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:37.541289] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:37.775694] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:38.009947] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:38.242247] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:38.478361] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:38.715822] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:38.715997] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T02:40:38.716054] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20827 tests [2025-11-21T02:40:38.716100] [INFO ] [CONFIGURE ] ABBV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:40:38.716145] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T02:40:38.960264] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:39.198757] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:39.441679] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:40:39.729835] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:40.009062] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:40.294319] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:40.582463] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:40.857152] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:41.135769] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:41.414701] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:41.414983] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T02:40:41.415050] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20826 tests [2025-11-21T02:40:41.415104] [INFO ] [CONFIGURE ] ABBV: Testing feature 28/29: add_volume_profile [2025-11-21T02:40:41.415154] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T02:40:41.691602] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:41.969269] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:42.238248] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:40:42.501463] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:42.767931] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:43.031604] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:43.304588] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:43.572823] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:43.854221] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:44.107546] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:40:44.107793] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T02:40:44.107852] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20825 tests [2025-11-21T02:40:44.107901] [INFO ] [CONFIGURE ] ABBV: Testing feature 29/29: add_vwap [2025-11-21T02:40:44.107946] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap'] [2025-11-21T02:40:44.361673] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:44.610536] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:40:44.857601] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:45.112990] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:45.370959] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:40:45.635679] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:40:45.896457] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:40:46.168308] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:46.430227] [DEBUG] [FORECASTER] ABBV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:46.690623] [DEBUG] [FORECASTER] ABBV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:40:46.690855] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_vwap (score: 50.00%) [2025-11-21T02:40:46.690915] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20824 tests [2025-11-21T02:40:46.690968] [INFO ] [CONFIGURE ] ABBV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:40:46.691015] [INFO ] [CONFIGURE ] ABBV: Best accuracy: 80.00% [2025-11-21T02:40:46.691060] [INFO ] [CONFIGURE ] ABBV: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T02:40:46.691102] [INFO ] [CONFIGURE ] ABBV: Improvement over baseline: 20.00% [2025-11-21T02:40:46.691142] [INFO ] [CONFIGURE ] ABBV: Total time: 1.3 minutes [2025-11-21T02:40:46.691181] [INFO ] [CONFIGURE ] ABBV: Average time per feature: 2.8 seconds [2025-11-21T02:40:46.691221] [INFO ] [CONFIGURE ] ABBV: Average speed: 0.36 features/sec [2025-11-21T02:40:46.691817] [INFO ] [LOCAL ] Saved configuration for ABBV: 2 features, 80.00% accuracy -> ./output/feature-sets/ABBV.json [2025-11-21T02:40:46.691879] [INFO ] [CONFIGURE ] ABBV: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T02:40:46.691931] [INFO ] [sig ] [5/723] Successfully configured ABBV | 0.01 sym/s | Total: 7.0m | ETA: 16.8h [2025-11-21T02:40:46.691977] [INFO ] [sig ] [6/723] Configuring ABCB... [2025-11-21T02:40:46.692018] [INFO ] [CONFIGURE ] ABCB: Configurate test run. [2025-11-21T02:40:46.692060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-11-21T02:40:46.739368] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABCB'. [2025-11-21T02:40:46.739968] [INFO ] [CONFIGURE ] ABCB: Testing with 29 available features [2025-11-21T02:40:46.740033] [INFO ] [CONFIGURE ] ABCB: Establishing baseline with no features... [2025-11-21T02:40:46.934485] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:47.128914] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:40:47.319244] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:47.501324] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:40:47.684384] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:40:47.865852] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:48.057627] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:40:48.245107] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:40:48.432170] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:48.618330] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:40:48.618539] [INFO ] [CONFIGURE ] ABCB: Baseline score (no features): 60.00% [2025-11-21T02:40:48.618822] [INFO ] [CONFIGURE ] ABCB: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:40:48.618908] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:40:48.853398] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:49.072402] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:40:49.288886] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:49.514548] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:40:49.731320] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:40:49.965987] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:50.189203] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:40:50.415266] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:40:50.634425] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:50.846029] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:40:50.846219] [INFO ] [CONFIGURE ] ABCB: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T02:40:50.846266] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20823 tests [2025-11-21T02:40:50.846304] [INFO ] [CONFIGURE ] ABCB: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:40:50.846339] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:40:51.089527] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:51.336388] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:40:51.596386] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:51.849015] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:40:52.095599] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:40:52.340135] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:52.591331] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:40:52.838351] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:53.095774] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:53.332206] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:40:53.332433] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T02:40:53.332491] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20822 tests [2025-11-21T02:40:53.332532] [INFO ] [CONFIGURE ] ABCB: Testing feature 3/29: add_daily_returns [2025-11-21T02:40:53.332573] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T02:40:53.551806] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:53.773681] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:40:54.000942] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:54.223567] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:40:54.440611] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:40:54.660447] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:54.880828] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:40:55.114499] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:40:55.345166] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:55.576674] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:40:55.576925] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T02:40:55.576982] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20821 tests [2025-11-21T02:40:55.577022] [INFO ] [CONFIGURE ] ABCB: Testing feature 4/29: add_ema [2025-11-21T02:40:55.577057] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T02:40:55.830458] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:40:56.084528] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:40:56.336330] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:56.603843] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:40:56.855225] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:40:57.108221] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:57.364411] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:40:57.618444] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:40:57.877040] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:40:58.133883] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:40:58.134112] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_ema (score: 60.00%) [2025-11-21T02:40:58.134353] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20820 tests [2025-11-21T02:40:58.134465] [INFO ] [CONFIGURE ] ABCB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:40:58.134523] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:40:58.393434] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:40:58.653346] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:40:58.916778] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:40:59.184753] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:40:59.445845] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:40:59.717376] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:40:59.985687] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:00.255995] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:00.530473] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:00.802629] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:00.802834] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T02:41:00.802895] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20819 tests [2025-11-21T02:41:00.802944] [INFO ] [CONFIGURE ] ABCB: Testing feature 6/29: add_failed_moves [2025-11-21T02:41:00.802993] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T02:41:01.730083] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:02.105143] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:02.357427] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:02.596608] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:02.819927] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:03.070482] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:03.321759] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:03.574038] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:03.848602] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:04.097817] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:41:04.098248] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T02:41:04.098388] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20818 tests [2025-11-21T02:41:04.098521] [INFO ] [CONFIGURE ] ABCB: Testing feature 7/29: add_lag_shelf [2025-11-21T02:41:04.098625] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T02:41:04.340053] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:04.576355] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:04.812886] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:05.026546] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:41:05.242306] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:05.463044] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:05.684352] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:05.902367] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:41:06.121820] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:06.342416] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:06.342602] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T02:41:06.342671] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20817 tests [2025-11-21T02:41:06.342740] [INFO ] [CONFIGURE ] ABCB: Testing feature 8/29: add_macd [2025-11-21T02:41:06.342792] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T02:41:06.672823] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:41:06.982453] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:07.294334] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:07.609557] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:07.927765] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:08.241161] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:08.555795] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:08.878229] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:09.189710] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:09.537303] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:09.537613] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_macd (score: 60.00%) [2025-11-21T02:41:09.537700] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20816 tests [2025-11-21T02:41:09.537755] [INFO ] [CONFIGURE ] ABCB: Testing feature 9/29: add_mfi [2025-11-21T02:41:09.537803] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T02:41:09.759150] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:10.006464] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:10.243136] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:10.466356] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:41:10.690730] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:10.912106] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:11.138459] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:11.369275] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:41:11.600299] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:11.849681] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:41:11.849903] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_mfi (score: 60.00%) [2025-11-21T02:41:11.849961] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20815 tests [2025-11-21T02:41:11.850007] [INFO ] [CONFIGURE ] ABCB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:41:11.850051] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:41:12.167520] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:12.490440] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:12.844599] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:13.190257] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:13.539607] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:13.882825] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:41:14.236382] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:14.584015] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:14.925974] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:15.271786] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:41:15.272096] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T02:41:15.272175] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20814 tests [2025-11-21T02:41:15.272237] [INFO ] [CONFIGURE ] ABCB: Testing feature 11/29: add_obv_daily [2025-11-21T02:41:15.272288] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T02:41:15.525123] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:15.767663] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:16.015839] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:16.260442] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:16.498320] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:16.747990] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:16.989748] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:41:17.243165] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:41:17.495939] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:17.749149] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:41:17.749348] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T02:41:17.749398] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20813 tests [2025-11-21T02:41:17.749437] [INFO ] [CONFIGURE ] ABCB: Testing feature 12/29: add_obv_interval [2025-11-21T02:41:17.749471] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T02:41:17.990179] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:18.239690] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:18.489529] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:18.732192] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:18.989130] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:19.252119] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:19.494662] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:41:19.744675] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:20.001190] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:20.250250] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:20.250451] [INFO ] [CONFIGURE ] ABCB: KEPT add_obv_interval (score: 80.00%) [2025-11-21T02:41:20.250503] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20812 tests [2025-11-21T02:41:20.250541] [INFO ] [CONFIGURE ] ABCB: Testing feature 13/29: add_opening_strength [2025-11-21T02:41:20.250576] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:41:20.550334] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:41:20.867589] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:21.169043] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:21.486849] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:21.789509] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:22.078590] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:22.367987] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:22.669120] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:22.966450] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:23.274607] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:41:23.274843] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T02:41:23.274902] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20811 tests [2025-11-21T02:41:23.275012] [INFO ] [CONFIGURE ] ABCB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:41:23.275062] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T02:41:23.578386] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:41:23.930760] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:24.299297] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:24.622941] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:24.906721] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:25.182805] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:25.465226] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:41:25.740314] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:26.007535] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:26.276998] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:26.277191] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T02:41:26.277248] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20810 tests [2025-11-21T02:41:26.277296] [INFO ] [CONFIGURE ] ABCB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:41:26.277339] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T02:41:26.519677] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:26.769971] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:27.014435] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:27.268691] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:27.524417] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:27.773163] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:28.027108] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:28.285614] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:28.540038] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:28.792762] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:28.792971] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T02:41:28.793020] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20809 tests [2025-11-21T02:41:28.793059] [INFO ] [CONFIGURE ] ABCB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:41:28.793095] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T02:41:29.065854] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:29.347506] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:29.635047] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:29.910540] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:30.184307] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:30.455299] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:30.738452] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:41:31.023837] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:31.290355] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:31.557131] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:31.557335] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T02:41:31.557399] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20808 tests [2025-11-21T02:41:31.557450] [INFO ] [CONFIGURE ] ABCB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:41:31.557496] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T02:41:31.832772] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:32.096637] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:41:32.365614] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:32.631608] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:32.900000] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:33.162010] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:33.423588] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:33.692616] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:33.955431] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:34.217893] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:41:34.218070] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T02:41:34.218129] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20807 tests [2025-11-21T02:41:34.218177] [INFO ] [CONFIGURE ] ABCB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:41:34.218220] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T02:41:34.455961] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:41:34.699169] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:34.930528] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:35.168081] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:35.410322] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:35.651431] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:35.904305] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:41:36.154773] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:41:36.417429] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:36.671014] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:36.671203] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T02:41:36.671251] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20806 tests [2025-11-21T02:41:36.671334] [INFO ] [CONFIGURE ] ABCB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:41:36.671374] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T02:41:36.925939] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:41:37.186304] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:37.429850] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:37.683399] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:37.942793] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:38.201567] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:38.459639] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:41:38.707454] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:41:38.954537] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:39.195300] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:39.195768] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T02:41:39.195883] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20805 tests [2025-11-21T02:41:39.195981] [INFO ] [CONFIGURE ] ABCB: Testing feature 20/29: add_price_rejection [2025-11-21T02:41:39.196104] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T02:41:39.454580] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:39.722719] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:39.998597] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:40.261095] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:40.528808] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:40.793376] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:41.056392] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:41.322779] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:41.591683] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:41.880692] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:41.881114] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T02:41:41.881180] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20804 tests [2025-11-21T02:41:41.881266] [INFO ] [CONFIGURE ] ABCB: Testing feature 21/29: add_range_position [2025-11-21T02:41:41.881321] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_range_position'] [2025-11-21T02:41:42.170883] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:42.450730] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:42.744968] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:43.032037] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:41:43.324930] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:43.619037] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:41:43.917403] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:41:44.222369] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:44.530930] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:44.843292] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:41:44.843542] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_range_position (score: 70.00%) [2025-11-21T02:41:44.843607] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20803 tests [2025-11-21T02:41:44.843679] [INFO ] [CONFIGURE ] ABCB: Testing feature 22/29: add_realized_volatility [2025-11-21T02:41:44.843730] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T02:41:45.217659] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:45.590943] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:45.966957] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:46.348377] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:46.725303] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:47.103069] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:47.486299] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:41:47.868544] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:48.264321] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:48.642144] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:48.642404] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T02:41:48.642468] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20802 tests [2025-11-21T02:41:48.642516] [INFO ] [CONFIGURE ] ABCB: Testing feature 23/29: add_recent_range_context [2025-11-21T02:41:48.642568] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T02:41:48.925349] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:49.200312] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:49.478298] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:49.767630] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:41:50.070350] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:50.339515] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:50.626515] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:50.898213] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:51.167662] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:51.453227] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:41:51.453455] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T02:41:51.453968] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20801 tests [2025-11-21T02:41:51.454040] [INFO ] [CONFIGURE ] ABCB: Testing feature 24/29: add_rsi [2025-11-21T02:41:51.454092] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T02:41:51.778625] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:41:52.088875] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:52.406481] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:52.719131] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:53.044003] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:53.347793] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:53.685433] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:54.027995] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:41:54.335977] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:54.653792] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:54.654011] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_rsi (score: 40.00%) [2025-11-21T02:41:54.654090] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20800 tests [2025-11-21T02:41:54.654141] [INFO ] [CONFIGURE ] ABCB: Testing feature 25/29: add_tick_distribution [2025-11-21T02:41:54.654185] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T02:41:54.912530] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:41:55.184216] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:41:55.435367] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:55.696109] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:55.966755] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:56.230514] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:41:56.491786] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:56.760682] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:57.032948] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:41:57.302337] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:57.302584] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T02:41:57.302678] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20799 tests [2025-11-21T02:41:57.302734] [INFO ] [CONFIGURE ] ABCB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:41:57.302781] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T02:41:57.572528] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:41:57.832554] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:41:58.096394] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:41:58.362821] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:41:58.637378] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:41:58.910545] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:41:59.175808] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:41:59.434874] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:41:59.704262] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:41:59.967873] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:41:59.968106] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T02:41:59.968169] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20798 tests [2025-11-21T02:41:59.968220] [INFO ] [CONFIGURE ] ABCB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:41:59.968268] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T02:42:00.256176] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:42:00.540703] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:00.825113] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:42:01.879819] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:42:02.418831] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:42:02.710553] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:42:02.996290] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:42:03.288251] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:03.585122] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:42:03.876178] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:42:03.876408] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T02:42:03.876471] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20797 tests [2025-11-21T02:42:03.876521] [INFO ] [CONFIGURE ] ABCB: Testing feature 28/29: add_volume_profile [2025-11-21T02:42:03.876569] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T02:42:04.168928] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:42:04.451306] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:04.738173] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:42:05.025484] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:42:05.305497] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:42:05.591915] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:42:05.880316] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:42:06.171235] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:42:06.481474] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:42:06.777471] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:42:06.777728] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:42:06.777793] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20796 tests [2025-11-21T02:42:06.777837] [INFO ] [CONFIGURE ] ABCB: Testing feature 29/29: add_vwap [2025-11-21T02:42:06.777891] [INFO ] [CONFIGURE ] ABCB: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_vwap'] [2025-11-21T02:42:07.081451] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:07.381999] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:07.671218] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:42:07.962351] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:42:08.255103] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:42:08.562416] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:42:08.869765] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:42:09.140090] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:09.416665] [DEBUG] [FORECASTER] ABCB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:42:09.691364] [DEBUG] [FORECASTER] ABCB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:42:09.691596] [INFO ] [CONFIGURE ] ABCB: DISCARDED add_vwap (score: 50.00%) [2025-11-21T02:42:09.691688] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20795 tests [2025-11-21T02:42:09.691749] [INFO ] [CONFIGURE ] ABCB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:42:09.691787] [INFO ] [CONFIGURE ] ABCB: Best accuracy: 80.00% [2025-11-21T02:42:09.691824] [INFO ] [CONFIGURE ] ABCB: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T02:42:09.691905] [INFO ] [CONFIGURE ] ABCB: Improvement over baseline: 20.00% [2025-11-21T02:42:09.691946] [INFO ] [CONFIGURE ] ABCB: Total time: 1.4 minutes [2025-11-21T02:42:09.691991] [INFO ] [CONFIGURE ] ABCB: Average time per feature: 2.8 seconds [2025-11-21T02:42:09.692034] [INFO ] [CONFIGURE ] ABCB: Average speed: 0.36 features/sec [2025-11-21T02:42:09.692466] [INFO ] [LOCAL ] Saved configuration for ABCB: 2 features, 80.00% accuracy -> ./output/feature-sets/ABCB.json [2025-11-21T02:42:09.692529] [INFO ] [CONFIGURE ] ABCB: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T02:42:09.692580] [INFO ] [sig ] [6/723] Successfully configured ABCB | 0.01 sym/s | Total: 8.4m | ETA: 16.7h [2025-11-21T02:42:09.692629] [INFO ] [sig ] [7/723] Configuring ABEV... [2025-11-21T02:42:09.692725] [INFO ] [CONFIGURE ] ABEV: Configurate test run. [2025-11-21T02:42:09.692772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'. [2025-11-21T02:42:10.020556] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABEV'. [2025-11-21T02:42:10.020998] [INFO ] [CONFIGURE ] ABEV: Testing with 29 available features [2025-11-21T02:42:10.021063] [INFO ] [CONFIGURE ] ABEV: Establishing baseline with no features... [2025-11-21T02:42:10.206493] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:10.384715] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:42:10.569225] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:10.770444] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:10.965841] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:11.163799] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:42:11.352631] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:11.549782] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:11.749117] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:11.949052] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:11.949401] [INFO ] [CONFIGURE ] ABEV: Baseline score (no features): 60.00% [2025-11-21T02:42:11.949514] [INFO ] [CONFIGURE ] ABEV: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:42:11.949611] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:42:12.172498] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:42:12.391384] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:12.622563] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:12.836818] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:13.049089] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:13.270804] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:13.501985] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:13.746593] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:14.007960] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:42:14.257209] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:42:14.257592] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T02:42:14.257727] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.8s/test | Remaining: 20794 tests [2025-11-21T02:42:14.257829] [INFO ] [CONFIGURE ] ABEV: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:42:14.257927] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:42:14.511212] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:42:14.749558] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:14.990195] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:42:15.234573] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:15.464798] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:15.732114] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:15.980558] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:16.244447] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:16.509346] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:16.837314] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:16.837599] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T02:42:16.837690] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20793 tests [2025-11-21T02:42:16.837747] [INFO ] [CONFIGURE ] ABEV: Testing feature 3/29: add_daily_returns [2025-11-21T02:42:16.837794] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns'] [2025-11-21T02:42:17.139428] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:17.416874] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:17.641384] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:17.868477] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:18.089123] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:42:18.302225] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:18.520227] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:18.733921] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:18.951882] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:19.185639] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:19.185919] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T02:42:19.185973] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20792 tests [2025-11-21T02:42:19.186011] [INFO ] [CONFIGURE ] ABEV: Testing feature 4/29: add_ema [2025-11-21T02:42:19.186047] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_ema'] [2025-11-21T02:42:19.430511] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:42:19.694138] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:42:19.951320] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:20.200570] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:20.456487] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:42:20.708707] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:20.973485] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:21.236239] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:21.496760] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:21.753614] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:21.753905] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_ema (score: 30.00%) [2025-11-21T02:42:21.753961] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20791 tests [2025-11-21T02:42:21.754004] [INFO ] [CONFIGURE ] ABEV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:42:21.754043] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:42:22.022865] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:42:22.287077] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:42:22.552963] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:22.828839] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:23.099026] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:23.370620] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:42:23.626974] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:23.864762] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:24.116226] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:24.371414] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:24.371669] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T02:42:24.371733] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20790 tests [2025-11-21T02:42:24.371801] [INFO ] [CONFIGURE ] ABEV: Testing feature 6/29: add_failed_moves [2025-11-21T02:42:24.371848] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_failed_moves'] [2025-11-21T02:42:24.563777] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:24.757242] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:42:24.951712] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:25.147471] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:25.351568] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:25.547839] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:42:25.745227] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:25.944949] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:26.142781] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:26.340106] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:26.340332] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T02:42:26.340382] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20789 tests [2025-11-21T02:42:26.340421] [INFO ] [CONFIGURE ] ABEV: Testing feature 7/29: add_lag_shelf [2025-11-21T02:42:26.340456] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_lag_shelf'] [2025-11-21T02:42:26.527238] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:26.708717] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:42:26.897392] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:27.084303] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:27.278335] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:27.475051] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:42:27.661764] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:27.859597] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:28.043860] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:28.228093] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:28.228278] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:42:28.228328] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20788 tests [2025-11-21T02:42:28.228369] [INFO ] [CONFIGURE ] ABEV: Testing feature 8/29: add_macd [2025-11-21T02:42:28.228407] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T02:42:28.520716] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:42:28.805115] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:42:29.109093] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:29.407626] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:29.707315] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:42:30.000670] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:30.281490] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:30.560686] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:30.847547] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:42:31.133380] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:42:31.133600] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_macd (score: 30.00%) [2025-11-21T02:42:31.133686] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20787 tests [2025-11-21T02:42:31.133739] [INFO ] [CONFIGURE ] ABEV: Testing feature 9/29: add_mfi [2025-11-21T02:42:31.133786] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_mfi'] [2025-11-21T02:42:31.327313] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:31.520693] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:42:31.718448] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:31.921554] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:32.117782] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:32.313021] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:42:32.511762] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:32.716380] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:32.914861] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:33.118146] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:33.118363] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_mfi (score: 60.00%) [2025-11-21T02:42:33.118416] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20786 tests [2025-11-21T02:42:33.118455] [INFO ] [CONFIGURE ] ABEV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:42:33.118492] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:42:33.395628] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:33.707389] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:42:34.006206] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:42:34.301095] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:34.604274] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:42:34.896523] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:42:35.206517] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:35.515567] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:35.822010] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:36.128268] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:36.128562] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T02:42:36.128634] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20785 tests [2025-11-21T02:42:36.128719] [INFO ] [CONFIGURE ] ABEV: Testing feature 11/29: add_obv_daily [2025-11-21T02:42:36.128774] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_obv_daily'] [2025-11-21T02:42:36.351361] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:36.589217] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:36.803919] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:42:37.025402] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:37.252149] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:42:37.488939] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:42:37.716408] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:37.939043] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:38.155524] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:38.380559] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:38.380852] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T02:42:38.380917] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20784 tests [2025-11-21T02:42:38.380970] [INFO ] [CONFIGURE ] ABEV: Testing feature 12/29: add_obv_interval [2025-11-21T02:42:38.381018] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_obv_interval'] [2025-11-21T02:42:38.588366] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:38.787049] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:38.994816] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:39.200934] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:39.396132] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:42:39.592171] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:39.785798] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:39.980306] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:40.180374] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:40.375947] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:40.376142] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T02:42:40.376192] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20783 tests [2025-11-21T02:42:40.376231] [INFO ] [CONFIGURE ] ABEV: Testing feature 13/29: add_opening_strength [2025-11-21T02:42:40.376266] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T02:42:40.592028] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:40.807483] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:41.025168] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:41.237918] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:41.462132] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:42:41.672458] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:42:41.897054] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:42.125071] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:42.337698] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:42.555557] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:42.555780] [INFO ] [CONFIGURE ] ABEV: KEPT add_opening_strength (score: 70.00%) [2025-11-21T02:42:42.555858] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20782 tests [2025-11-21T02:42:42.555935] [INFO ] [CONFIGURE ] ABEV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:42:42.555986] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T02:42:42.796905] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:43.052601] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:43.312670] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:43.572559] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:43.835189] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:44.092196] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:44.360233] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:44.624322] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:44.887791] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:42:45.152380] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:45.152574] [INFO ] [CONFIGURE ] ABEV: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-21T02:42:45.152633] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20781 tests [2025-11-21T02:42:45.152706] [INFO ] [CONFIGURE ] ABEV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:42:45.152751] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T02:42:45.420177] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:45.698953] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:45.979356] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:42:46.258541] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:46.539446] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:46.817511] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:47.103056] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:47.381516] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:47.659427] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:47.954482] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:47.954806] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T02:42:47.954873] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20780 tests [2025-11-21T02:42:47.954926] [INFO ] [CONFIGURE ] ABEV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:42:47.954979] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T02:42:48.290029] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:48.614761] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:48.928637] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:49.234564] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:49.542006] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:49.837587] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:50.134942] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:42:50.425472] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:50.730782] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:51.049039] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:51.049332] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T02:42:51.049405] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20779 tests [2025-11-21T02:42:51.049483] [INFO ] [CONFIGURE ] ABEV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:42:51.049538] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T02:42:51.341090] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:51.633530] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:51.919505] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:52.216167] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:52.513177] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:52.819690] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:53.128029] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:53.416531] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:53.714170] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:54.016105] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:54.016346] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T02:42:54.016411] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20778 tests [2025-11-21T02:42:54.016464] [INFO ] [CONFIGURE ] ABEV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:42:54.016514] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T02:42:54.292263] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:54.572010] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:54.844182] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:55.127371] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:55.406555] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:42:55.708603] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:55.999728] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:56.298577] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:56.584492] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:56.872325] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:56.872580] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T02:42:56.872665] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20777 tests [2025-11-21T02:42:56.872777] [INFO ] [CONFIGURE ] ABEV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:42:56.872831] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T02:42:57.156482] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:42:57.438867] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:42:57.720701] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:42:57.995020] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:42:58.275458] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:42:58.547670] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:42:58.828343] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:42:59.103352] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:42:59.373247] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:42:59.650361] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:42:59.650556] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T02:42:59.650617] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20776 tests [2025-11-21T02:42:59.650688] [INFO ] [CONFIGURE ] ABEV: Testing feature 20/29: add_price_rejection [2025-11-21T02:42:59.650739] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T02:42:59.943726] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:00.247222] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:01.496949] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:01.809542] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:02.134424] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:02.447956] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:02.763636] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:43:03.072907] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:43:03.417951] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:43:03.746364] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:03.746708] [INFO ] [CONFIGURE ] ABEV: KEPT add_price_rejection (score: 90.00%) [2025-11-21T02:43:03.746846] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20775 tests [2025-11-21T02:43:03.746949] [INFO ] [CONFIGURE ] ABEV: Testing feature 21/29: add_range_position [2025-11-21T02:43:03.747044] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_range_position'] [2025-11-21T02:43:04.165241] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:04.610367] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:05.000467] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:05.337286] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:05.675964] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:06.063707] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:06.451143] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:43:06.827779] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:07.212459] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:43:07.559635] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:07.559855] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_range_position (score: 70.00%) [2025-11-21T02:43:07.559916] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20774 tests [2025-11-21T02:43:07.559963] [INFO ] [CONFIGURE ] ABEV: Testing feature 22/29: add_realized_volatility [2025-11-21T02:43:07.560093] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_realized_volatility'] [2025-11-21T02:43:07.982488] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:08.438995] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:08.867259] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:09.291665] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:09.723369] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:10.142503] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:10.557787] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:43:10.999807] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:11.443780] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:43:11.884955] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:11.885193] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T02:43:11.885284] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20773 tests [2025-11-21T02:43:11.885333] [INFO ] [CONFIGURE ] ABEV: Testing feature 23/29: add_recent_range_context [2025-11-21T02:43:11.885376] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_recent_range_context'] [2025-11-21T02:43:12.166670] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:12.466910] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:12.761441] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:13.061496] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:13.371709] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:13.673372] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:13.972233] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:43:14.270577] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:43:14.556749] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:43:14.841862] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:14.842060] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T02:43:14.842368] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20772 tests [2025-11-21T02:43:14.842425] [INFO ] [CONFIGURE ] ABEV: Testing feature 24/29: add_rsi [2025-11-21T02:43:14.842472] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-21T02:43:15.175615] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:15.527155] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:15.878479] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:16.225057] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:16.575364] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:16.921622] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:43:17.289097] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:43:17.673405] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:18.041103] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:43:18.407972] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:18.408171] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_rsi (score: 70.00%) [2025-11-21T02:43:18.408229] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20771 tests [2025-11-21T02:43:18.408286] [INFO ] [CONFIGURE ] ABEV: Testing feature 25/29: add_tick_distribution [2025-11-21T02:43:18.408332] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_tick_distribution'] [2025-11-21T02:43:18.729518] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:19.044666] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:19.353818] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:19.659580] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:19.975524] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:20.290778] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:20.612635] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:43:20.931696] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:21.240773] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:43:21.576749] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:21.577336] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T02:43:21.577434] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20770 tests [2025-11-21T02:43:21.577490] [INFO ] [CONFIGURE ] ABEV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:43:21.577540] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T02:43:21.919474] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:22.224200] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:22.542326] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:22.857236] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:23.168263] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:23.476466] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:23.800164] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:43:24.126426] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:43:24.449524] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:43:24.769670] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:24.769921] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T02:43:24.769985] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20769 tests [2025-11-21T02:43:24.770034] [INFO ] [CONFIGURE ] ABEV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:43:24.770082] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T02:43:25.110101] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:25.409614] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:25.724493] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:26.034838] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:26.345940] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:26.693084] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:27.000548] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:43:27.328379] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:27.640709] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:43:27.945370] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:27.945569] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T02:43:27.945629] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20768 tests [2025-11-21T02:43:27.945706] [INFO ] [CONFIGURE ] ABEV: Testing feature 28/29: add_volume_profile [2025-11-21T02:43:27.945746] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_volume_profile'] [2025-11-21T02:43:28.248766] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:28.552377] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:28.863272] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:29.169227] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:29.472543] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:29.786037] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:30.096456] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:43:30.405445] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:43:30.710445] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:43:31.024155] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:31.024371] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T02:43:31.024442] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20767 tests [2025-11-21T02:43:31.024494] [INFO ] [CONFIGURE ] ABEV: Testing feature 29/29: add_vwap [2025-11-21T02:43:31.024543] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection', 'add_vwap'] [2025-11-21T02:43:31.347743] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:43:31.672385] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:43:32.016836] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:43:32.341388] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:32.661833] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:33.003535] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:43:33.321773] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:43:33.642923] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:33.956204] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:43:34.274728] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:34.274969] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_vwap (score: 60.00%) [2025-11-21T02:43:34.275027] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20766 tests [2025-11-21T02:43:34.275132] [INFO ] [CONFIGURE ] ABEV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:43:34.275175] [INFO ] [CONFIGURE ] ABEV: Best accuracy: 90.00% [2025-11-21T02:43:34.275215] [INFO ] [CONFIGURE ] ABEV: Best feature set (4 features): ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T02:43:34.275257] [INFO ] [CONFIGURE ] ABEV: Improvement over baseline: 30.00% [2025-11-21T02:43:34.275294] [INFO ] [CONFIGURE ] ABEV: Total time: 1.4 minutes [2025-11-21T02:43:34.275328] [INFO ] [CONFIGURE ] ABEV: Average time per feature: 2.8 seconds [2025-11-21T02:43:34.275377] [INFO ] [CONFIGURE ] ABEV: Average speed: 0.35 features/sec [2025-11-21T02:43:34.275989] [INFO ] [LOCAL ] Saved configuration for ABEV: 4 features, 90.00% accuracy -> ./output/feature-sets/ABEV.json [2025-11-21T02:43:34.276052] [INFO ] [CONFIGURE ] ABEV: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T02:43:34.276101] [INFO ] [sig ] [7/723] Successfully configured ABEV | 0.01 sym/s | Total: 9.8m | ETA: 16.7h [2025-11-21T02:43:34.276148] [INFO ] [sig ] [8/723] Configuring ABG... [2025-11-21T02:43:34.276187] [INFO ] [CONFIGURE ] ABG: Configurate test run. [2025-11-21T02:43:34.276226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-11-21T02:43:34.325197] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABG'. [2025-11-21T02:43:34.325804] [INFO ] [CONFIGURE ] ABG: Testing with 29 available features [2025-11-21T02:43:34.325874] [INFO ] [CONFIGURE ] ABG: Establishing baseline with no features... [2025-11-21T02:43:34.517320] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:34.709149] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:43:34.900824] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:35.092165] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:35.282524] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:43:35.475048] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:43:35.669747] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:35.860282] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:36.054807] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:36.250845] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:36.251309] [INFO ] [CONFIGURE ] ABG: Baseline score (no features): 60.00% [2025-11-21T02:43:36.251363] [INFO ] [CONFIGURE ] ABG: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:43:36.251403] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:43:36.482230] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:43:36.704306] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:43:36.932089] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:37.160712] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:37.387959] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:43:37.619613] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:43:37.845953] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:38.075048] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:38.302665] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:38.526064] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:38.526300] [INFO ] [CONFIGURE ] ABG: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T02:43:38.526354] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20765 tests [2025-11-21T02:43:38.526395] [INFO ] [CONFIGURE ] ABG: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:43:38.526432] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:43:38.762907] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:38.997795] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:43:39.235018] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:39.471297] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:39.709366] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:43:39.956052] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:43:40.198753] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:40.438729] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:40.683035] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:40.925998] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:43:40.926226] [INFO ] [CONFIGURE ] ABG: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T02:43:40.926276] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20764 tests [2025-11-21T02:43:40.926316] [INFO ] [CONFIGURE ] ABG: Testing feature 3/29: add_daily_returns [2025-11-21T02:43:40.926352] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_daily_returns'] [2025-11-21T02:43:41.135723] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:41.351023] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:43:41.556619] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:41.765603] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:41.976078] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:43:42.194986] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:43:42.408225] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:42.619396] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:42.836720] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:43.058190] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:43.058477] [INFO ] [CONFIGURE ] ABG: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T02:43:43.058531] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20763 tests [2025-11-21T02:43:43.058587] [INFO ] [CONFIGURE ] ABG: Testing feature 4/29: add_ema [2025-11-21T02:43:43.058626] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_ema'] [2025-11-21T02:43:43.305678] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:43.550479] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:43:43.795024] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:44.037799] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:44.290380] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:43:44.535801] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:43:44.775898] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:45.026041] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:45.271128] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:45.514619] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:45.515070] [INFO ] [CONFIGURE ] ABG: DISCARDED add_ema (score: 40.00%) [2025-11-21T02:43:45.515183] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20762 tests [2025-11-21T02:43:45.515281] [INFO ] [CONFIGURE ] ABG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:43:45.515402] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:43:45.767596] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:46.026812] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:43:46.278329] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:46.531055] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:46.789631] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:43:47.042487] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:43:47.296635] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:47.547955] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:47.804787] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:48.073609] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:48.073885] [INFO ] [CONFIGURE ] ABG: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T02:43:48.073952] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20761 tests [2025-11-21T02:43:48.074001] [INFO ] [CONFIGURE ] ABG: Testing feature 6/29: add_failed_moves [2025-11-21T02:43:48.074144] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_failed_moves'] [2025-11-21T02:43:48.293357] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:48.507077] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:43:48.738906] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:48.939636] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:49.140086] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:43:49.340219] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:43:49.540093] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:49.742405] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:49.943792] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:50.152323] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:50.152521] [INFO ] [CONFIGURE ] ABG: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T02:43:50.152577] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20760 tests [2025-11-21T02:43:50.152615] [INFO ] [CONFIGURE ] ABG: Testing feature 7/29: add_lag_shelf [2025-11-21T02:43:50.152670] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_lag_shelf'] [2025-11-21T02:43:50.336630] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:50.536053] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:43:50.727702] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:50.918090] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:51.107242] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:43:51.298866] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:43:51.511679] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:51.726353] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:51.921092] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:52.114029] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:52.114221] [INFO ] [CONFIGURE ] ABG: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:43:52.114270] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20759 tests [2025-11-21T02:43:52.114309] [INFO ] [CONFIGURE ] ABG: Testing feature 8/29: add_macd [2025-11-21T02:43:52.114346] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T02:43:52.400275] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:52.689569] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:43:52.976011] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:53.247059] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:53.546455] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:53.848211] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:43:54.139297] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:54.441585] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:54.734104] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:55.036867] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:55.037170] [INFO ] [CONFIGURE ] ABG: KEPT add_macd (score: 70.00%) [2025-11-21T02:43:55.037238] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20758 tests [2025-11-21T02:43:55.037302] [INFO ] [CONFIGURE ] ABG: Testing feature 9/29: add_mfi [2025-11-21T02:43:55.037367] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T02:43:55.347693] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:55.658021] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:43:55.954371] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:43:56.256341] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:43:56.544904] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:43:56.839215] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:43:57.142321] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:43:57.447530] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:43:57.749922] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:43:58.054902] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:43:58.055173] [INFO ] [CONFIGURE ] ABG: DISCARDED add_mfi (score: 60.00%) [2025-11-21T02:43:58.055236] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20757 tests [2025-11-21T02:43:58.055284] [INFO ] [CONFIGURE ] ABG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:43:58.055329] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:43:58.424877] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:43:58.810471] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:43:59.192760] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:43:59.602868] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:00.002545] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:00.389058] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:44:01.451572] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:01.865049] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:02.276329] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:02.672382] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:02.672636] [INFO ] [CONFIGURE ] ABG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T02:44:02.672718] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20756 tests [2025-11-21T02:44:02.672769] [INFO ] [CONFIGURE ] ABG: Testing feature 11/29: add_obv_daily [2025-11-21T02:44:02.672841] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T02:44:02.984779] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:03.297453] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:03.620416] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:03.970127] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:04.303611] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:04.627975] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:04.972443] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:05.310253] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:05.642812] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:44:05.985634] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:05.985943] [INFO ] [CONFIGURE ] ABG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T02:44:05.986015] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20755 tests [2025-11-21T02:44:05.986071] [INFO ] [CONFIGURE ] ABG: Testing feature 12/29: add_obv_interval [2025-11-21T02:44:05.986120] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T02:44:06.315943] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:06.631426] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:06.946403] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:07.276033] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:07.594376] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:07.917606] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:44:08.243639] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:08.557750] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:08.881799] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:09.211219] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:09.211489] [INFO ] [CONFIGURE ] ABG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T02:44:09.211556] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20754 tests [2025-11-21T02:44:09.211611] [INFO ] [CONFIGURE ] ABG: Testing feature 13/29: add_opening_strength [2025-11-21T02:44:09.211770] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:44:09.566697] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:09.928958] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:10.293268] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:10.633425] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:10.982250] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:44:11.323803] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:11.667393] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:12.022973] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:12.368841] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:12.713051] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:12.713286] [INFO ] [CONFIGURE ] ABG: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T02:44:12.713348] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20753 tests [2025-11-21T02:44:12.713401] [INFO ] [CONFIGURE ] ABG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:44:12.713449] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T02:44:13.040717] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:13.384747] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:13.782910] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:14.247938] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:14.616300] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:14.967366] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:15.300151] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:15.627589] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:15.983067] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:16.350344] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:16.351286] [INFO ] [CONFIGURE ] ABG: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T02:44:16.351447] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20752 tests [2025-11-21T02:44:16.351509] [INFO ] [CONFIGURE ] ABG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:44:16.351559] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T02:44:16.676105] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:16.995172] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:17.326721] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:17.640512] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:17.962601] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:44:18.282155] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:18.589360] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:18.885630] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:19.181707] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:19.488040] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:19.488277] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T02:44:19.488340] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20751 tests [2025-11-21T02:44:19.488483] [INFO ] [CONFIGURE ] ABG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:44:19.488533] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T02:44:19.792043] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:20.080552] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:20.377046] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:20.687499] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:20.984855] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:21.289837] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:21.588493] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:21.880033] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:22.177171] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:22.470726] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:22.470932] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T02:44:22.471011] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20750 tests [2025-11-21T02:44:22.471069] [INFO ] [CONFIGURE ] ABG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:44:22.471116] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T02:44:22.771242] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:23.081288] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:44:23.402881] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:23.721207] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:24.047509] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:24.362755] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:24.674427] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:25.009037] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:25.333637] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:25.666098] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:25.666356] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T02:44:25.666425] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20749 tests [2025-11-21T02:44:25.666709] [INFO ] [CONFIGURE ] ABG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:44:25.666762] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T02:44:25.986402] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:26.300401] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:26.605431] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:26.927253] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:27.246281] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:27.559359] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:27.872119] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:28.190323] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:28.504130] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:28.816568] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:28.816968] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T02:44:28.817039] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20748 tests [2025-11-21T02:44:28.817114] [INFO ] [CONFIGURE ] ABG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:44:28.817174] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T02:44:29.106929] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:29.394812] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:29.680969] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:29.974295] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:30.262263] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:44:30.549526] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:30.836966] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:31.121842] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:31.418807] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:31.726804] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:31.727072] [INFO ] [CONFIGURE ] ABG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T02:44:31.727143] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20747 tests [2025-11-21T02:44:31.727198] [INFO ] [CONFIGURE ] ABG: Testing feature 20/29: add_price_rejection [2025-11-21T02:44:31.727245] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T02:44:32.054382] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:32.386768] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:32.711976] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:44:33.042829] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:33.366328] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:44:33.700534] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:34.035609] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:34.351120] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:34.691787] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:35.008633] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:35.008876] [INFO ] [CONFIGURE ] ABG: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T02:44:35.008938] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20746 tests [2025-11-21T02:44:35.008993] [INFO ] [CONFIGURE ] ABG: Testing feature 21/29: add_range_position [2025-11-21T02:44:35.009071] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T02:44:35.317125] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:35.629759] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:35.938907] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:36.268017] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:36.586792] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:44:36.907926] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:37.248310] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:37.569156] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:37.898028] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:38.240950] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:38.241196] [INFO ] [CONFIGURE ] ABG: DISCARDED add_range_position (score: 60.00%) [2025-11-21T02:44:38.241261] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20745 tests [2025-11-21T02:44:38.241412] [INFO ] [CONFIGURE ] ABG: Testing feature 22/29: add_realized_volatility [2025-11-21T02:44:38.241467] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T02:44:38.670068] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:39.057443] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:39.472812] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:39.888739] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:40.311750] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:40.733522] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:41.148345] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:41.555620] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:41.978135] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:42.402302] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:42.402582] [INFO ] [CONFIGURE ] ABG: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T02:44:42.402668] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20744 tests [2025-11-21T02:44:42.402732] [INFO ] [CONFIGURE ] ABG: Testing feature 23/29: add_recent_range_context [2025-11-21T02:44:42.402791] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T02:44:42.710171] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:43.012305] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:43.305057] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:43.614738] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:43.930815] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:44.242687] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:44.559519] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:44.873746] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:45.189875] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:45.499163] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:45.499369] [INFO ] [CONFIGURE ] ABG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T02:44:45.499431] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20743 tests [2025-11-21T02:44:45.499522] [INFO ] [CONFIGURE ] ABG: Testing feature 24/29: add_rsi [2025-11-21T02:44:45.499619] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T02:44:45.826878] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:46.156698] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:44:46.488162] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:46.829946] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:47.166745] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:44:47.500805] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:47.835301] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:48.160536] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:48.488568] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:48.821090] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:48.821294] [INFO ] [CONFIGURE ] ABG: DISCARDED add_rsi (score: 50.00%) [2025-11-21T02:44:48.821369] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20742 tests [2025-11-21T02:44:48.821430] [INFO ] [CONFIGURE ] ABG: Testing feature 25/29: add_tick_distribution [2025-11-21T02:44:48.821479] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T02:44:49.101251] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:49.370484] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:49.629369] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:49.909460] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:50.201936] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:50.503408] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:50.790802] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:51.079221] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:51.368281] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:51.664498] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:51.664775] [INFO ] [CONFIGURE ] ABG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T02:44:51.664867] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20741 tests [2025-11-21T02:44:51.664928] [INFO ] [CONFIGURE ] ABG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:44:51.664975] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T02:44:51.978431] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:52.300296] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:52.614433] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:52.929780] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:53.253306] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:44:53.581677] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:53.912185] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:54.237940] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:54.551879] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:54.861756] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:54.861960] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T02:44:54.862020] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20740 tests [2025-11-21T02:44:54.862068] [INFO ] [CONFIGURE ] ABG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:44:54.862114] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T02:44:55.180211] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:55.501747] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:44:55.830762] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:56.157195] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:56.476928] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:44:56.809464] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:44:57.134165] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:44:57.447955] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:44:57.776901] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:44:58.102559] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:44:58.102811] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T02:44:58.102897] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20739 tests [2025-11-21T02:44:58.103034] [INFO ] [CONFIGURE ] ABG: Testing feature 28/29: add_volume_profile [2025-11-21T02:44:58.103108] [INFO ] [CONFIGURE ] ABG: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T02:44:58.399463] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:44:58.695332] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:44:58.990416] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:44:59.294816] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:44:59.589251] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:44:59.876876] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:00.180480] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:00.473163] [DEBUG] [FORECASTER] ABG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:45:02.077300] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:45:02.398674] [DEBUG] [FORECASTER] ABG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:45:02.398897] [INFO ] [CONFIGURE ] ABG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:45:02.398961] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20738 tests [2025-11-21T02:45:02.399012] [INFO ] [CONFIGURE ] ABG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:45:02.399056] [INFO ] [CONFIGURE ] ABG: Best accuracy: 70.00% [2025-11-21T02:45:02.399123] [INFO ] [CONFIGURE ] ABG: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T02:45:02.399167] [INFO ] [CONFIGURE ] ABG: Improvement over baseline: 10.00% [2025-11-21T02:45:02.399207] [INFO ] [CONFIGURE ] ABG: Total time: 1.4 minutes [2025-11-21T02:45:02.399245] [INFO ] [CONFIGURE ] ABG: Average time per feature: 3.1 seconds [2025-11-21T02:45:02.399284] [INFO ] [CONFIGURE ] ABG: Average speed: 0.34 features/sec [2025-11-21T02:45:02.399698] [INFO ] [LOCAL ] Saved configuration for ABG: 2 features, 70.00% accuracy -> ./output/feature-sets/ABG.json [2025-11-21T02:45:02.399764] [INFO ] [CONFIGURE ] ABG: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T02:45:02.399820] [INFO ] [sig ] [8/723] Successfully configured ABG | 0.01 sym/s | Total: 11.3m | ETA: 16.8h [2025-11-21T02:45:02.399867] [INFO ] [sig ] [9/723] Configuring ABM... [2025-11-21T02:45:02.399912] [INFO ] [CONFIGURE ] ABM: Configurate test run. [2025-11-21T02:45:02.399956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-11-21T02:45:02.478248] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABM'. [2025-11-21T02:45:02.478820] [INFO ] [CONFIGURE ] ABM: Testing with 29 available features [2025-11-21T02:45:02.478891] [INFO ] [CONFIGURE ] ABM: Establishing baseline with no features... [2025-11-21T02:45:02.656253] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:02.858799] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:03.056665] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:45:03.247775] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:03.444746] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:03.644141] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:03.842093] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:04.031313] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:04.228294] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:04.425396] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:04.425664] [INFO ] [CONFIGURE ] ABM: Baseline score (no features): 70.00% [2025-11-21T02:45:04.425728] [INFO ] [CONFIGURE ] ABM: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:45:04.425777] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:45:04.649011] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:04.871013] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:05.092920] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:05.322260] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:05.548822] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:05.778446] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:06.010523] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:06.239829] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:06.465923] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:45:06.690665] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:06.690869] [INFO ] [CONFIGURE ] ABM: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T02:45:06.690942] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20737 tests [2025-11-21T02:45:06.690983] [INFO ] [CONFIGURE ] ABM: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:45:06.691019] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:45:06.917193] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:07.148635] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:07.394520] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:07.642930] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:07.889498] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:45:08.133397] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:08.369849] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:08.618842] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:45:08.863258] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:09.080967] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:09.081253] [INFO ] [CONFIGURE ] ABM: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T02:45:09.081311] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20736 tests [2025-11-21T02:45:09.081350] [INFO ] [CONFIGURE ] ABM: Testing feature 3/29: add_daily_returns [2025-11-21T02:45:09.081385] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_daily_returns'] [2025-11-21T02:45:09.287438] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:09.499942] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:09.712085] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:09.927077] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:10.160666] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:10.371992] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:10.581235] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:10.802136] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:45:11.017052] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:11.227984] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:11.228196] [INFO ] [CONFIGURE ] ABM: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T02:45:11.228246] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20735 tests [2025-11-21T02:45:11.228284] [INFO ] [CONFIGURE ] ABM: Testing feature 4/29: add_ema [2025-11-21T02:45:11.228319] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_ema'] [2025-11-21T02:45:11.475204] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:11.714186] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:11.953707] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:12.202360] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:12.457234] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:12.716315] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:12.964954] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:13.228081] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:13.477362] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:45:13.724307] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:13.724544] [INFO ] [CONFIGURE ] ABM: DISCARDED add_ema (score: 50.00%) [2025-11-21T02:45:13.724606] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20734 tests [2025-11-21T02:45:13.724667] [INFO ] [CONFIGURE ] ABM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:45:13.724740] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:45:13.973947] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:14.235507] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:14.484189] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:45:14.741472] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:15.002218] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:15.258234] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:15.502562] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:15.747273] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:16.005384] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:16.253161] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:16.253491] [INFO ] [CONFIGURE ] ABM: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T02:45:16.253587] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20733 tests [2025-11-21T02:45:16.253687] [INFO ] [CONFIGURE ] ABM: Testing feature 6/29: add_failed_moves [2025-11-21T02:45:16.253754] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_failed_moves'] [2025-11-21T02:45:16.470233] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:16.676925] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:16.881904] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:45:17.097328] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:17.312950] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:17.519497] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:17.726852] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:17.938913] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:18.149303] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:18.362879] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:18.363079] [INFO ] [CONFIGURE ] ABM: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T02:45:18.363132] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20732 tests [2025-11-21T02:45:18.363171] [INFO ] [CONFIGURE ] ABM: Testing feature 7/29: add_lag_shelf [2025-11-21T02:45:18.363205] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_lag_shelf'] [2025-11-21T02:45:18.555578] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:18.744291] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:18.932540] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:45:19.127010] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:19.312986] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:19.502752] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:19.702354] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:19.898618] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:20.102560] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:20.301877] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:20.302068] [INFO ] [CONFIGURE ] ABM: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T02:45:20.302117] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20731 tests [2025-11-21T02:45:20.302157] [INFO ] [CONFIGURE ] ABM: Testing feature 8/29: add_macd [2025-11-21T02:45:20.302194] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T02:45:20.593936] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:20.910535] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:21.210334] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:45:21.499060] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:21.805174] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:22.105077] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:22.398215] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:22.703416] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:22.993035] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:23.292140] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:23.292415] [INFO ] [CONFIGURE ] ABM: DISCARDED add_macd (score: 70.00%) [2025-11-21T02:45:23.292478] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20730 tests [2025-11-21T02:45:23.292531] [INFO ] [CONFIGURE ] ABM: Testing feature 9/29: add_mfi [2025-11-21T02:45:23.292575] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_mfi'] [2025-11-21T02:45:23.500291] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:23.721668] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:23.950861] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:24.200540] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:24.425032] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:24.634733] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:24.844404] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:25.055849] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:25.275461] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:45:25.492161] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:25.492462] [INFO ] [CONFIGURE ] ABM: DISCARDED add_mfi (score: 70.00%) [2025-11-21T02:45:25.492518] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20729 tests [2025-11-21T02:45:25.492558] [INFO ] [CONFIGURE ] ABM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:45:25.492595] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:45:25.799233] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:26.110145] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:26.409956] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:26.720571] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:27.031428] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:27.334410] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:45:27.625444] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:27.926020] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:28.228695] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:28.523836] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:28.524108] [INFO ] [CONFIGURE ] ABM: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T02:45:28.524177] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20728 tests [2025-11-21T02:45:28.524245] [INFO ] [CONFIGURE ] ABM: Testing feature 11/29: add_obv_daily [2025-11-21T02:45:28.524325] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_daily'] [2025-11-21T02:45:28.743844] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:28.963580] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:29.185136] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:29.407178] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:29.634458] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:45:29.867187] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:30.094444] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:30.318587] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:30.544607] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:30.782540] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:30.782992] [INFO ] [CONFIGURE ] ABM: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T02:45:30.783112] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20727 tests [2025-11-21T02:45:30.783215] [INFO ] [CONFIGURE ] ABM: Testing feature 12/29: add_obv_interval [2025-11-21T02:45:30.783332] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_obv_interval'] [2025-11-21T02:45:31.000935] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:31.212108] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:31.416267] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:31.612313] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:31.813094] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:32.016286] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:45:32.215725] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:32.414112] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:32.623780] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:45:32.824497] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:32.824731] [INFO ] [CONFIGURE ] ABM: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T02:45:32.824816] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20726 tests [2025-11-21T02:45:32.824868] [INFO ] [CONFIGURE ] ABM: Testing feature 13/29: add_opening_strength [2025-11-21T02:45:32.824914] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T02:45:33.050470] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:33.283914] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:33.505006] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:45:33.728420] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:33.950511] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:45:34.183250] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:34.427326] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:45:34.658483] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:45:34.884246] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:35.119312] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:35.119528] [INFO ] [CONFIGURE ] ABM: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T02:45:35.119580] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20725 tests [2025-11-21T02:45:35.119620] [INFO ] [CONFIGURE ] ABM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:45:35.119681] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T02:45:35.348111] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:35.559792] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:35.789507] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:36.010685] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:36.234544] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:36.462860] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:36.680492] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:36.899595] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:37.123896] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:45:37.355922] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:37.356211] [INFO ] [CONFIGURE ] ABM: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T02:45:37.356263] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20724 tests [2025-11-21T02:45:37.356303] [INFO ] [CONFIGURE ] ABM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:45:37.356340] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T02:45:37.556132] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:37.752420] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:37.944742] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:38.131310] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:38.310630] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:38.499053] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:38.685485] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:38.868306] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:39.059499] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:39.254009] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:39.254214] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T02:45:39.254265] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20723 tests [2025-11-21T02:45:39.254304] [INFO ] [CONFIGURE ] ABM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:45:39.254340] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T02:45:39.471233] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:39.702183] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:39.936467] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:45:40.153531] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:40.367490] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:40.584005] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:40.799868] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:41.016170] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:41.230551] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:41.449618] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:41.449832] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T02:45:41.449881] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20722 tests [2025-11-21T02:45:41.449919] [INFO ] [CONFIGURE ] ABM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:45:41.449953] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_pbf_return_2d'] [2025-11-21T02:45:41.672557] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:41.878223] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:42.073499] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:42.270705] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:42.471623] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:42.702987] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:42.927887] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:43.145625] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:43.370332] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:43.592509] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:43.592880] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T02:45:43.592990] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20721 tests [2025-11-21T02:45:43.593089] [INFO ] [CONFIGURE ] ABM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:45:43.593209] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T02:45:43.784942] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:43.972971] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:44.162108] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:44.359025] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:44.555151] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:44.761727] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:44.955508] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:45.149863] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:45.349303] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:45:45.543425] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:45.543626] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T02:45:45.543720] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20720 tests [2025-11-21T02:45:45.543798] [INFO ] [CONFIGURE ] ABM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:45:45.543847] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T02:45:45.740063] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:45.935221] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:46.132361] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:46.331182] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:46.527541] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:46.724217] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:46.931591] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:47.131552] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:47.328582] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:47.526465] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:47.526679] [INFO ] [CONFIGURE ] ABM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T02:45:47.526805] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20719 tests [2025-11-21T02:45:47.526864] [INFO ] [CONFIGURE ] ABM: Testing feature 20/29: add_price_rejection [2025-11-21T02:45:47.526932] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_price_rejection'] [2025-11-21T02:45:47.748151] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:47.966615] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:48.179403] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:48.388789] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:48.606213] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:48.821000] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:49.038519] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:49.254181] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:49.462420] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:45:49.682795] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:49.682990] [INFO ] [CONFIGURE ] ABM: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T02:45:49.683039] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20718 tests [2025-11-21T02:45:49.683105] [INFO ] [CONFIGURE ] ABM: Testing feature 21/29: add_range_position [2025-11-21T02:45:49.683152] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_range_position'] [2025-11-21T02:45:49.919842] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:50.152695] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:50.384583] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:50.629516] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:45:50.862604] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:51.097782] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:45:51.327627] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:51.575104] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:51.810370] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:52.041250] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:52.041507] [INFO ] [CONFIGURE ] ABM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T02:45:52.041574] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20717 tests [2025-11-21T02:45:52.041626] [INFO ] [CONFIGURE ] ABM: Testing feature 22/29: add_realized_volatility [2025-11-21T02:45:52.041698] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_realized_volatility'] [2025-11-21T02:45:52.351674] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:45:52.673856] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:53.004965] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:53.324021] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:53.627064] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:53.930822] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:54.323105] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:54.710735] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:55.021634] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:45:55.364927] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:55.365839] [INFO ] [CONFIGURE ] ABM: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T02:45:55.366129] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20716 tests [2025-11-21T02:45:55.366213] [INFO ] [CONFIGURE ] ABM: Testing feature 23/29: add_recent_range_context [2025-11-21T02:45:55.366264] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_recent_range_context'] [2025-11-21T02:45:55.579325] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:55.796854] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:45:56.019262] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:56.224275] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:56.426056] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:45:56.626332] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:56.829992] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:57.040573] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:57.242218] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:45:57.457746] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:45:57.458028] [INFO ] [CONFIGURE ] ABM: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T02:45:57.458089] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20715 tests [2025-11-21T02:45:57.458135] [INFO ] [CONFIGURE ] ABM: Testing feature 24/29: add_rsi [2025-11-21T02:45:57.458175] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T02:45:57.719544] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:45:57.986953] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:45:58.235621] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:45:58.504484] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:45:58.761563] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:45:59.016916] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:45:59.264058] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:45:59.511399] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:45:59.759618] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:46:00.014428] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:46:00.014601] [INFO ] [CONFIGURE ] ABM: DISCARDED add_rsi (score: 60.00%) [2025-11-21T02:46:00.014677] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20714 tests [2025-11-21T02:46:00.014740] [INFO ] [CONFIGURE ] ABM: Testing feature 25/29: add_tick_distribution [2025-11-21T02:46:00.014781] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_tick_distribution'] [2025-11-21T02:46:00.879055] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:46:01.236895] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:46:01.446807] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:46:01.663112] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:46:01.866144] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:46:02.064220] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:02.283206] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:02.480155] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:46:02.681559] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:46:02.879369] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:46:02.879612] [INFO ] [CONFIGURE ] ABM: KEPT add_tick_distribution (score: 80.00%) [2025-11-21T02:46:02.879741] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20713 tests [2025-11-21T02:46:02.879848] [INFO ] [CONFIGURE ] ABM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:46:02.879967] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T02:46:03.095868] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:46:03.322216] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:46:03.596731] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:46:03.820698] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:46:04.049904] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:46:04.276416] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:04.509858] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:04.751620] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:46:05.002299] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:46:05.234100] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:46:05.234296] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T02:46:05.234343] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20712 tests [2025-11-21T02:46:05.234382] [INFO ] [CONFIGURE ] ABM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:46:05.234416] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T02:46:05.484264] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:46:05.727248] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:46:05.971280] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:46:06.223751] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:46:06.474378] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:46:06.721769] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:06.971182] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:07.235942] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:46:07.493855] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:46:07.748860] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:46:07.749088] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T02:46:07.749154] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20711 tests [2025-11-21T02:46:07.749205] [INFO ] [CONFIGURE ] ABM: Testing feature 28/29: add_volume_profile [2025-11-21T02:46:07.749246] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_tick_distribution', 'add_volume_profile'] [2025-11-21T02:46:07.991384] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:08.221842] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:46:08.440631] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:46:08.669219] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:46:08.900344] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:46:09.116502] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:09.326536] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:09.537720] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:46:09.765255] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:46:09.984214] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:46:09.984393] [INFO ] [CONFIGURE ] ABM: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:46:09.984443] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20710 tests [2025-11-21T02:46:09.984484] [INFO ] [CONFIGURE ] ABM: Testing feature 29/29: add_vwap [2025-11-21T02:46:09.984523] [INFO ] [CONFIGURE ] ABM: Testing with features: ['add_tick_distribution', 'add_vwap'] [2025-11-21T02:46:10.197326] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:46:10.417557] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:46:10.638392] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:46:10.858084] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:46:11.068934] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:46:11.275684] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:11.480159] [DEBUG] [FORECASTER] ABM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:11.687427] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:46:11.898087] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:46:12.106344] [DEBUG] [FORECASTER] ABM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:46:12.106538] [INFO ] [CONFIGURE ] ABM: KEPT add_vwap (score: 90.00%) [2025-11-21T02:46:12.106603] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20709 tests [2025-11-21T02:46:12.106675] [INFO ] [CONFIGURE ] ABM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:46:12.106722] [INFO ] [CONFIGURE ] ABM: Best accuracy: 90.00% [2025-11-21T02:46:12.106766] [INFO ] [CONFIGURE ] ABM: Best feature set (2 features): ['add_tick_distribution', 'add_vwap'] [2025-11-21T02:46:12.106857] [INFO ] [CONFIGURE ] ABM: Improvement over baseline: 20.00% [2025-11-21T02:46:12.106954] [INFO ] [CONFIGURE ] ABM: Total time: 1.1 minutes [2025-11-21T02:46:12.106996] [INFO ] [CONFIGURE ] ABM: Average time per feature: 2.3 seconds [2025-11-21T02:46:12.107035] [INFO ] [CONFIGURE ] ABM: Average speed: 0.43 features/sec [2025-11-21T02:46:12.107444] [INFO ] [LOCAL ] Saved configuration for ABM: 2 features, 90.00% accuracy -> ./output/feature-sets/ABM.json [2025-11-21T02:46:12.107506] [INFO ] [CONFIGURE ] ABM: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T02:46:12.107557] [INFO ] [sig ] [9/723] Successfully configured ABM | 0.01 sym/s | Total: 12.4m | ETA: 16.5h [2025-11-21T02:46:12.107603] [INFO ] [sig ] [10/723] Configuring ABR... [2025-11-21T02:46:12.107689] [INFO ] [CONFIGURE ] ABR: Configurate test run. [2025-11-21T02:46:12.107733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'. [2025-11-21T02:46:12.212150] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABR'. [2025-11-21T02:46:12.212705] [INFO ] [CONFIGURE ] ABR: Testing with 29 available features [2025-11-21T02:46:12.212772] [INFO ] [CONFIGURE ] ABR: Establishing baseline with no features... [2025-11-21T02:46:12.376286] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:12.559870] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:46:12.745552] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:12.952356] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:13.132456] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:13.312267] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:46:13.505553] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:13.717732] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:13.911722] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:14.101924] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:46:14.102245] [INFO ] [CONFIGURE ] ABR: Baseline score (no features): 20.00% [2025-11-21T02:46:14.102354] [INFO ] [CONFIGURE ] ABR: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:46:14.102450] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:46:14.333168] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:14.556245] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:14.787209] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:15.012242] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:15.244825] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:15.482481] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:15.724139] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:15.957885] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:16.185801] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:16.413908] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:16.414308] [INFO ] [CONFIGURE ] ABR: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T02:46:16.414417] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20708 tests [2025-11-21T02:46:16.414515] [INFO ] [CONFIGURE ] ABR: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:46:16.414632] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:46:16.671509] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:16.944142] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:17.215890] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:46:17.499308] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:17.784000] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:18.065834] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:18.345515] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:18.600959] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:18.878218] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:19.150631] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:19.150858] [INFO ] [CONFIGURE ] ABR: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T02:46:19.150918] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20707 tests [2025-11-21T02:46:19.150966] [INFO ] [CONFIGURE ] ABR: Testing feature 3/29: add_daily_returns [2025-11-21T02:46:19.151011] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T02:46:19.445075] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:19.728370] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:20.006970] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:20.313787] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:20.601384] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:20.891012] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:21.186267] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:21.484927] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:21.794298] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:22.110964] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:22.111230] [INFO ] [CONFIGURE ] ABR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T02:46:22.111305] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20706 tests [2025-11-21T02:46:22.111368] [INFO ] [CONFIGURE ] ABR: Testing feature 4/29: add_ema [2025-11-21T02:46:22.111427] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T02:46:22.452412] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:22.786798] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:23.139168] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:46:23.485012] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:23.820760] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:24.155759] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:46:24.476083] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:24.787096] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:25.116365] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:25.436181] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:46:25.436385] [INFO ] [CONFIGURE ] ABR: DISCARDED add_ema (score: 50.00%) [2025-11-21T02:46:25.436444] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20705 tests [2025-11-21T02:46:25.436492] [INFO ] [CONFIGURE ] ABR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:46:25.436537] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:46:25.755563] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:26.054221] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:26.347937] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:26.648601] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:26.945897] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:27.249092] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:27.559993] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:27.871966] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:28.191147] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:28.505284] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:28.505512] [INFO ] [CONFIGURE ] ABR: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T02:46:28.505577] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20704 tests [2025-11-21T02:46:28.505628] [INFO ] [CONFIGURE ] ABR: Testing feature 6/29: add_failed_moves [2025-11-21T02:46:28.505701] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T02:46:28.772301] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:29.046250] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:29.311093] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:46:29.567501] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:29.838094] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:30.105433] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:30.371001] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:30.633622] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:30.894282] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:31.152533] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:31.152746] [INFO ] [CONFIGURE ] ABR: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T02:46:31.152804] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20703 tests [2025-11-21T02:46:31.152850] [INFO ] [CONFIGURE ] ABR: Testing feature 7/29: add_lag_shelf [2025-11-21T02:46:31.152892] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T02:46:31.414623] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:31.682396] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:31.951783] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:32.215108] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:32.503151] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:32.795847] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:33.099311] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:33.397147] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:33.705463] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:34.009283] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:34.009519] [INFO ] [CONFIGURE ] ABR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:46:34.009582] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20702 tests [2025-11-21T02:46:34.009632] [INFO ] [CONFIGURE ] ABR: Testing feature 8/29: add_macd [2025-11-21T02:46:34.009702] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T02:46:34.400188] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:34.767087] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:35.138954] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:35.508980] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:35.880505] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:36.240872] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:36.606063] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:36.984240] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T02:46:37.338851] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:37.695285] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:46:37.695534] [INFO ] [CONFIGURE ] ABR: DISCARDED add_macd (score: 40.00%) [2025-11-21T02:46:37.695602] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20701 tests [2025-11-21T02:46:37.695667] [INFO ] [CONFIGURE ] ABR: Testing feature 9/29: add_mfi [2025-11-21T02:46:37.695714] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T02:46:37.961355] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:38.232989] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:38.510611] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:46:38.781313] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:39.060142] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:39.353155] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:39.649303] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:39.953692] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:40.253337] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:40.543261] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:40.543468] [INFO ] [CONFIGURE ] ABR: DISCARDED add_mfi (score: 70.00%) [2025-11-21T02:46:40.543530] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20700 tests [2025-11-21T02:46:40.543580] [INFO ] [CONFIGURE ] ABR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:46:40.543628] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:46:40.919525] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:41.288144] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:41.815213] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:42.199899] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:42.532213] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:46:42.848094] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:43.164702] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:43.479431] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T02:46:43.859467] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:44.234292] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:46:44.234583] [INFO ] [CONFIGURE ] ABR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T02:46:44.234666] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20699 tests [2025-11-21T02:46:44.234721] [INFO ] [CONFIGURE ] ABR: Testing feature 11/29: add_obv_daily [2025-11-21T02:46:44.234767] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T02:46:44.534083] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:44.810115] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:45.115227] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:45.418412] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:45.716081] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:46.006728] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:46.321357] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:46.626674] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:46.937142] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:46:47.246113] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:46:47.246335] [INFO ] [CONFIGURE ] ABR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T02:46:47.246394] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20698 tests [2025-11-21T02:46:47.246440] [INFO ] [CONFIGURE ] ABR: Testing feature 12/29: add_obv_interval [2025-11-21T02:46:47.246484] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T02:46:47.529234] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:47.818535] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:48.108076] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:46:48.392234] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:48.677025] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:48.957547] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:49.240558] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:49.522575] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:49.810187] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:50.112115] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:50.112369] [INFO ] [CONFIGURE ] ABR: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T02:46:50.112436] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20697 tests [2025-11-21T02:46:50.112483] [INFO ] [CONFIGURE ] ABR: Testing feature 13/29: add_opening_strength [2025-11-21T02:46:50.112529] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:46:50.431183] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:50.746135] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:51.074579] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:51.390487] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:51.710714] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:52.034591] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:52.364164] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:46:52.691561] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T02:46:53.030774] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:53.368176] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:53.368415] [INFO ] [CONFIGURE ] ABR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T02:46:53.368479] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.8s/test | Remaining: 20696 tests [2025-11-21T02:46:53.368532] [INFO ] [CONFIGURE ] ABR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:46:53.368578] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T02:46:53.675370] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:53.983526] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:54.296829] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:46:54.607055] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:54.913227] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:55.229351] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:46:55.522566] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:55.816826] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:56.115431] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:56.413397] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:46:56.413611] [INFO ] [CONFIGURE ] ABR: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T02:46:56.413691] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20695 tests [2025-11-21T02:46:56.413742] [INFO ] [CONFIGURE ] ABR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:46:56.413787] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T02:46:56.687505] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:56.960017] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:46:57.237488] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:46:57.518469] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:46:57.808811] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:46:58.088123] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:46:58.376804] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:46:58.669147] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:46:58.955684] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:46:59.253803] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:46:59.253993] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T02:46:59.254052] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20694 tests [2025-11-21T02:46:59.254101] [INFO ] [CONFIGURE ] ABR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:46:59.254147] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T02:46:59.557947] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:46:59.866041] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:00.218470] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:47:01.304049] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:01.633104] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:01.975909] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:02.295924] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:02.617786] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:02.913264] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:03.222709] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:03.222929] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T02:47:03.222990] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20693 tests [2025-11-21T02:47:03.223038] [INFO ] [CONFIGURE ] ABR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:47:03.223082] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T02:47:03.498324] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:03.772724] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:04.058710] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:04.346255] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:04.629292] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:04.908885] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:05.197237] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:05.502836] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:05.794267] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:06.079047] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:06.079243] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T02:47:06.079299] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20692 tests [2025-11-21T02:47:06.079391] [INFO ] [CONFIGURE ] ABR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:47:06.079441] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T02:47:06.339715] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:06.606611] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:06.887321] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:07.176206] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:07.472147] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:07.777748] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:47:08.067982] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:47:08.367546] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:08.673153] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:47:08.978236] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:47:08.978494] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T02:47:08.978558] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20691 tests [2025-11-21T02:47:08.978612] [INFO ] [CONFIGURE ] ABR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:47:08.978689] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T02:47:09.263562] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:09.556238] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:09.838669] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:47:10.131287] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:10.429460] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:10.725878] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:11.020520] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:11.310267] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:11.606540] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:11.918304] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:11.918601] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T02:47:11.918688] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20690 tests [2025-11-21T02:47:11.918747] [INFO ] [CONFIGURE ] ABR: Testing feature 20/29: add_price_rejection [2025-11-21T02:47:11.918799] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T02:47:12.239760] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:12.565848] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:12.874863] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:13.181853] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:13.484696] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:13.796254] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:14.120678] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:14.432579] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:14.747104] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:15.060487] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:15.060751] [INFO ] [CONFIGURE ] ABR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T02:47:15.060815] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20689 tests [2025-11-21T02:47:15.060866] [INFO ] [CONFIGURE ] ABR: Testing feature 21/29: add_range_position [2025-11-21T02:47:15.060914] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T02:47:15.388113] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:15.707366] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:16.035357] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:16.360563] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:16.693867] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:17.025369] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:17.351035] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:47:17.675871] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:18.006101] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:18.341406] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:47:18.341719] [INFO ] [CONFIGURE ] ABR: DISCARDED add_range_position (score: 40.00%) [2025-11-21T02:47:18.341787] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20688 tests [2025-11-21T02:47:18.341843] [INFO ] [CONFIGURE ] ABR: Testing feature 22/29: add_realized_volatility [2025-11-21T02:47:18.341890] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T02:47:18.749000] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:19.156060] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:19.559701] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:19.969783] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:20.374103] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:20.783129] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:47:21.181174] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:21.576980] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:21.997739] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:22.399410] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:22.399676] [INFO ] [CONFIGURE ] ABR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T02:47:22.399739] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20687 tests [2025-11-21T02:47:22.399791] [INFO ] [CONFIGURE ] ABR: Testing feature 23/29: add_recent_range_context [2025-11-21T02:47:22.399890] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T02:47:22.693932] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:22.995185] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:23.297355] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:23.608474] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:23.920740] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:24.246859] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:24.551371] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:47:24.851738] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:25.168335] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:25.463525] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:25.463758] [INFO ] [CONFIGURE ] ABR: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T02:47:25.463821] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20686 tests [2025-11-21T02:47:25.463887] [INFO ] [CONFIGURE ] ABR: Testing feature 24/29: add_rsi [2025-11-21T02:47:25.463939] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T02:47:25.799744] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:26.138228] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:26.479037] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:26.834585] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:27.164676] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:27.501541] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:27.838311] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:47:28.198932] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:28.542082] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:47:28.878095] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:28.878335] [INFO ] [CONFIGURE ] ABR: DISCARDED add_rsi (score: 60.00%) [2025-11-21T02:47:28.878398] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20685 tests [2025-11-21T02:47:28.878449] [INFO ] [CONFIGURE ] ABR: Testing feature 25/29: add_tick_distribution [2025-11-21T02:47:28.878497] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T02:47:29.166991] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:29.458025] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:29.753289] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:30.031747] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:30.328145] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:30.625619] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:30.928921] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:31.218074] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:31.517206] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:31.820580] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:31.820809] [INFO ] [CONFIGURE ] ABR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T02:47:31.820871] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20684 tests [2025-11-21T02:47:31.820922] [INFO ] [CONFIGURE ] ABR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:47:31.820971] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T02:47:32.101231] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:32.377783] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:32.660123] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:32.943428] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:33.224329] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:33.503529] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:33.791488] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:34.075946] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:34.361441] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:34.667764] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:47:34.667945] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T02:47:34.668002] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20683 tests [2025-11-21T02:47:34.668049] [INFO ] [CONFIGURE ] ABR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:47:34.668091] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T02:47:34.977006] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:35.301475] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:35.623637] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:35.948309] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:36.271992] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:36.588307] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:36.907604] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:47:37.231664] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:37.556734] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:37.897080] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:47:37.897388] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T02:47:37.897465] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20682 tests [2025-11-21T02:47:37.897517] [INFO ] [CONFIGURE ] ABR: Testing feature 28/29: add_volume_profile [2025-11-21T02:47:37.897566] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T02:47:38.200517] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:38.501488] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:38.813809] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:47:39.121297] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:39.424127] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:39.734974] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:40.059258] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:40.365857] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:40.686274] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:40.974069] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:47:40.974318] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:47:40.974382] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20681 tests [2025-11-21T02:47:40.974437] [INFO ] [CONFIGURE ] ABR: Testing feature 29/29: add_vwap [2025-11-21T02:47:40.974488] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T02:47:41.262435] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:47:41.567282] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:47:41.876613] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:47:42.179004] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:42.485349] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:47:42.785845] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:47:43.094363] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:47:43.396354] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T02:47:43.703836] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:47:44.021869] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:47:44.022114] [INFO ] [CONFIGURE ] ABR: DISCARDED add_vwap (score: 50.00%) [2025-11-21T02:47:44.022178] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20680 tests [2025-11-21T02:47:44.022230] [INFO ] [CONFIGURE ] ABR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:47:44.022277] [INFO ] [CONFIGURE ] ABR: Best accuracy: 70.00% [2025-11-21T02:47:44.022322] [INFO ] [CONFIGURE ] ABR: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:47:44.022366] [INFO ] [CONFIGURE ] ABR: Improvement over baseline: 50.00% [2025-11-21T02:47:44.022406] [INFO ] [CONFIGURE ] ABR: Total time: 1.5 minutes [2025-11-21T02:47:44.022439] [INFO ] [CONFIGURE ] ABR: Average time per feature: 3.1 seconds [2025-11-21T02:47:44.022481] [INFO ] [CONFIGURE ] ABR: Average speed: 0.32 features/sec [2025-11-21T02:47:44.023010] [INFO ] [LOCAL ] Saved configuration for ABR: 2 features, 70.00% accuracy -> ./output/feature-sets/ABR.json [2025-11-21T02:47:44.023075] [INFO ] [CONFIGURE ] ABR: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T02:47:44.023135] [INFO ] [sig ] [10/723] Successfully configured ABR | 0.01 sym/s | Total: 14.0m | ETA: 16.6h [2025-11-21T02:47:44.023183] [INFO ] [sig ] [11/723] Configuring ABT... [2025-11-21T02:47:44.023231] [INFO ] [CONFIGURE ] ABT: Configurate test run. [2025-11-21T02:47:44.023275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABT' from 'https://tdm.silogroup.org/data/derivative_storage/ABT.csv'. [2025-11-21T02:47:44.070524] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABT'. [2025-11-21T02:47:44.070920] [INFO ] [CONFIGURE ] ABT: Testing with 29 available features [2025-11-21T02:47:44.070985] [INFO ] [CONFIGURE ] ABT: Establishing baseline with no features... [2025-11-21T02:47:44.274928] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:47:44.473798] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:47:44.665297] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:47:44.855031] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:45.036625] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:47:45.226292] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:47:45.410734] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:47:45.599928] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:47:45.783414] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:47:45.973011] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:45.973347] [INFO ] [CONFIGURE ] ABT: Baseline score (no features): 50.00% [2025-11-21T02:47:45.973466] [INFO ] [CONFIGURE ] ABT: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:47:45.973587] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:47:46.197142] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:47:46.422597] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:47:46.654763] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:47:46.892064] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:47.110536] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:47:47.326124] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:47:47.548183] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:47:47.774044] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:47:48.002684] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:47:48.225052] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:48.225398] [INFO ] [CONFIGURE ] ABT: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T02:47:48.225507] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20679 tests [2025-11-21T02:47:48.225612] [INFO ] [CONFIGURE ] ABT: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:47:48.225729] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:47:48.478583] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:47:48.735139] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:47:48.992890] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:47:49.247273] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:49.498767] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:47:49.748047] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:47:50.041478] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:47:50.328680] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:47:50.620119] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:47:50.862617] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:50.862845] [INFO ] [CONFIGURE ] ABT: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T02:47:50.862913] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20678 tests [2025-11-21T02:47:50.862967] [INFO ] [CONFIGURE ] ABT: Testing feature 3/29: add_daily_returns [2025-11-21T02:47:50.863024] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T02:47:51.124792] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:47:51.404870] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:47:51.681221] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:47:51.962973] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:52.240083] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:47:52.525905] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:47:52.802830] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:47:53.078673] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:47:53.359920] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:47:53.664974] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:47:53.665186] [INFO ] [CONFIGURE ] ABT: DISCARDED add_daily_returns (score: 90.00%) [2025-11-21T02:47:53.665255] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20677 tests [2025-11-21T02:47:53.665320] [INFO ] [CONFIGURE ] ABT: Testing feature 4/29: add_ema [2025-11-21T02:47:53.665384] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T02:47:54.011307] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:47:54.328799] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:47:54.649273] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:47:54.979403] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:55.327414] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:47:55.671408] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:47:56.018105] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:47:56.352469] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:47:56.692365] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:47:57.030172] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:47:57.030447] [INFO ] [CONFIGURE ] ABT: DISCARDED add_ema (score: 70.00%) [2025-11-21T02:47:57.030512] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20676 tests [2025-11-21T02:47:57.030566] [INFO ] [CONFIGURE ] ABT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:47:57.030604] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:47:57.353164] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:47:57.675877] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:47:57.990159] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:47:58.312371] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:47:58.627055] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:47:58.949593] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:47:59.263866] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:47:59.570519] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:47:59.898165] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:00.211479] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:00.211777] [INFO ] [CONFIGURE ] ABT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T02:48:00.211845] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.8s/test | Remaining: 20675 tests [2025-11-21T02:48:00.211898] [INFO ] [CONFIGURE ] ABT: Testing feature 6/29: add_failed_moves [2025-11-21T02:48:00.211945] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T02:48:01.151938] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:01.521204] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:01.794991] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:02.089932] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:02.371042] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:02.653912] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:02.937023] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:03.214452] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:03.489724] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:48:03.768956] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:48:03.769229] [INFO ] [CONFIGURE ] ABT: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T02:48:03.769292] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20674 tests [2025-11-21T02:48:03.769342] [INFO ] [CONFIGURE ] ABT: Testing feature 7/29: add_lag_shelf [2025-11-21T02:48:03.769388] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T02:48:04.067549] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:04.356310] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:04.638369] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:04.920408] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:05.204465] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:05.489695] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:05.780864] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:48:06.070672] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:06.358769] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:06.638941] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:06.639158] [INFO ] [CONFIGURE ] ABT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T02:48:06.639220] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.8s/test | Remaining: 20673 tests [2025-11-21T02:48:06.639300] [INFO ] [CONFIGURE ] ABT: Testing feature 8/29: add_macd [2025-11-21T02:48:06.639351] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T02:48:07.025437] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:07.420476] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:07.818436] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:48:08.209310] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:08.601171] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:09.020384] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:09.422181] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:09.811357] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:10.189335] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:10.564164] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:10.564374] [INFO ] [CONFIGURE ] ABT: DISCARDED add_macd (score: 50.00%) [2025-11-21T02:48:10.564435] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20672 tests [2025-11-21T02:48:10.564486] [INFO ] [CONFIGURE ] ABT: Testing feature 9/29: add_mfi [2025-11-21T02:48:10.564531] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T02:48:10.869314] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:11.159348] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:11.455715] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:11.753052] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:12.052221] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:12.346013] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:48:12.643322] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:12.948932] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:13.250899] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:48:13.557488] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:13.557833] [INFO ] [CONFIGURE ] ABT: DISCARDED add_mfi (score: 80.00%) [2025-11-21T02:48:13.557906] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20671 tests [2025-11-21T02:48:13.557963] [INFO ] [CONFIGURE ] ABT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:48:13.558021] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:48:13.941793] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:14.318750] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:14.686496] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:15.062392] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:15.450767] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:15.850049] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:16.238628] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:16.611058] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:16.988761] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:48:17.387454] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:48:17.387691] [INFO ] [CONFIGURE ] ABT: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T02:48:17.387757] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20670 tests [2025-11-21T02:48:17.387808] [INFO ] [CONFIGURE ] ABT: Testing feature 11/29: add_obv_daily [2025-11-21T02:48:17.387855] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T02:48:17.699884] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:48:18.015681] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:18.323330] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:18.637257] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:18.957761] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:19.277161] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:19.584299] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:19.892268] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:20.189525] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:20.492766] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:20.492996] [INFO ] [CONFIGURE ] ABT: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T02:48:20.493064] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20669 tests [2025-11-21T02:48:20.493117] [INFO ] [CONFIGURE ] ABT: Testing feature 12/29: add_obv_interval [2025-11-21T02:48:20.493165] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T02:48:20.784358] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:21.085341] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:21.386311] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:48:21.686760] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:21.988924] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:22.286115] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:22.570301] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:22.851012] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:23.143084] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:23.431376] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:23.431609] [INFO ] [CONFIGURE ] ABT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T02:48:23.431693] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20668 tests [2025-11-21T02:48:23.431746] [INFO ] [CONFIGURE ] ABT: Testing feature 13/29: add_opening_strength [2025-11-21T02:48:23.431792] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:48:23.737993] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:24.039623] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:24.345724] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:48:24.638493] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:24.937676] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:25.234671] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:48:25.529955] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:25.825418] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:26.123740] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:26.436362] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:48:26.436580] [INFO ] [CONFIGURE ] ABT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T02:48:26.436659] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20667 tests [2025-11-21T02:48:26.436712] [INFO ] [CONFIGURE ] ABT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:48:26.436757] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T02:48:26.719145] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:27.002807] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:27.277761] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:48:27.563305] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:27.853890] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:28.145907] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:28.439830] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:28.743743] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:29.052143] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:29.348618] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:48:29.348846] [INFO ] [CONFIGURE ] ABT: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T02:48:29.348932] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20666 tests [2025-11-21T02:48:29.348983] [INFO ] [CONFIGURE ] ABT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:48:29.349029] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T02:48:29.627624] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:29.901346] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:30.173837] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:30.455432] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:30.736829] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:31.014357] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:31.305611] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:31.576554] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:31.873233] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:32.151810] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:32.152013] [INFO ] [CONFIGURE ] ABT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T02:48:32.152082] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20665 tests [2025-11-21T02:48:32.152150] [INFO ] [CONFIGURE ] ABT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:48:32.152211] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T02:48:32.465572] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:32.767503] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:33.064347] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:33.364601] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:33.657264] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:33.976407] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:48:34.287069] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:34.586321] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:34.901903] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:35.202464] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:48:35.202688] [INFO ] [CONFIGURE ] ABT: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T02:48:35.202748] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20664 tests [2025-11-21T02:48:35.202800] [INFO ] [CONFIGURE ] ABT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:48:35.202845] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T02:48:35.481813] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:35.753754] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:36.033222] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:36.310032] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:36.604415] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:36.893508] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:37.171839] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:37.488145] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:37.885375] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:48:38.245308] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:48:38.245613] [INFO ] [CONFIGURE ] ABT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T02:48:38.245718] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20663 tests [2025-11-21T02:48:38.245790] [INFO ] [CONFIGURE ] ABT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:48:38.245852] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T02:48:38.525427] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:38.786479] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:39.055262] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:39.314910] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:39.603173] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:39.896012] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:48:40.209716] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:40.532233] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:40.824246] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:48:41.121199] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:41.121431] [INFO ] [CONFIGURE ] ABT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T02:48:41.121496] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20662 tests [2025-11-21T02:48:41.121550] [INFO ] [CONFIGURE ] ABT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:48:41.121597] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T02:48:41.410272] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:41.695408] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:41.987412] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:42.271127] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:42.574269] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:42.867418] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:48:43.154113] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:43.439547] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:43.718155] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:44.001240] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:44.001458] [INFO ] [CONFIGURE ] ABT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T02:48:44.001518] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20661 tests [2025-11-21T02:48:44.001569] [INFO ] [CONFIGURE ] ABT: Testing feature 20/29: add_price_rejection [2025-11-21T02:48:44.001615] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T02:48:44.300802] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:44.594853] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:44.895931] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:45.188764] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:45.484357] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:45.798395] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:46.106829] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:46.429872] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:46.744097] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:47.039804] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:47.040001] [INFO ] [CONFIGURE ] ABT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T02:48:47.040061] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20660 tests [2025-11-21T02:48:47.040109] [INFO ] [CONFIGURE ] ABT: Testing feature 21/29: add_range_position [2025-11-21T02:48:47.040152] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T02:48:47.349477] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:47.673802] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:48.000765] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:48.313857] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:48.625810] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:48.950724] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:49.269072] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:49.604127] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:49.943415] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:48:50.279724] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:48:50.279960] [INFO ] [CONFIGURE ] ABT: DISCARDED add_range_position (score: 80.00%) [2025-11-21T02:48:50.280019] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20659 tests [2025-11-21T02:48:50.280069] [INFO ] [CONFIGURE ] ABT: Testing feature 22/29: add_realized_volatility [2025-11-21T02:48:50.280112] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T02:48:50.667628] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:51.069435] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:51.491670] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:51.890914] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:52.295537] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:52.697282] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:48:53.097333] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:53.507466] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:53.928678] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:54.343480] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:48:54.343749] [INFO ] [CONFIGURE ] ABT: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T02:48:54.343822] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20658 tests [2025-11-21T02:48:54.343922] [INFO ] [CONFIGURE ] ABT: Testing feature 23/29: add_recent_range_context [2025-11-21T02:48:54.343977] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T02:48:54.632681] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:54.930822] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:55.214831] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:48:55.496304] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:55.784926] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:56.072241] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:48:56.378730] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:56.673912] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:48:56.964330] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:48:57.263573] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:48:57.263850] [INFO ] [CONFIGURE ] ABT: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T02:48:57.263914] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20657 tests [2025-11-21T02:48:57.263963] [INFO ] [CONFIGURE ] ABT: Testing feature 24/29: add_rsi [2025-11-21T02:48:57.264009] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T02:48:57.591714] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:48:57.929545] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:48:58.269871] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:48:58.597973] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:48:58.939327] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:48:59.277136] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:48:59.622116] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:48:59.968340] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:00.302316] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:49:01.610477] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:49:01.610754] [INFO ] [CONFIGURE ] ABT: DISCARDED add_rsi (score: 80.00%) [2025-11-21T02:49:01.610819] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20656 tests [2025-11-21T02:49:01.610895] [INFO ] [CONFIGURE ] ABT: Testing feature 25/29: add_tick_distribution [2025-11-21T02:49:01.610955] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T02:49:01.929849] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:49:02.236699] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:49:02.534307] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:49:02.832973] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:03.122870] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:03.419199] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:49:03.710283] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:49:03.994047] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:04.283544] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:49:04.570505] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:49:04.570743] [INFO ] [CONFIGURE ] ABT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T02:49:04.570808] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20655 tests [2025-11-21T02:49:04.570909] [INFO ] [CONFIGURE ] ABT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:49:04.570958] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T02:49:04.858638] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:49:05.146301] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:49:05.430171] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:49:05.712676] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:05.995286] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:06.292458] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:49:06.589426] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:49:06.877757] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:07.160252] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:49:07.446398] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:49:07.446632] [INFO ] [CONFIGURE ] ABT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T02:49:07.446715] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20654 tests [2025-11-21T02:49:07.446793] [INFO ] [CONFIGURE ] ABT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:49:07.446847] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T02:49:07.761659] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:49:08.086676] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:49:08.417226] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:49:08.743977] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:09.072330] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:09.398543] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:49:09.719377] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:49:10.033285] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:10.347784] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:49:10.663860] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:49:10.664093] [INFO ] [CONFIGURE ] ABT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T02:49:10.664157] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20653 tests [2025-11-21T02:49:10.664236] [INFO ] [CONFIGURE ] ABT: Testing feature 28/29: add_volume_profile [2025-11-21T02:49:10.664319] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T02:49:10.951407] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:49:11.239834] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:49:11.543304] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:49:11.849552] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:12.148674] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:12.451417] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:49:12.756460] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:49:13.074613] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:13.385413] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:49:13.695909] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:49:13.696156] [INFO ] [CONFIGURE ] ABT: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T02:49:13.696248] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20652 tests [2025-11-21T02:49:13.696313] [INFO ] [CONFIGURE ] ABT: Testing feature 29/29: add_vwap [2025-11-21T02:49:13.696366] [INFO ] [CONFIGURE ] ABT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T02:49:14.008490] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:49:14.325224] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:49:14.647139] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:49:14.964190] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:15.275881] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:15.594852] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:49:15.921182] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:49:16.243482] [DEBUG] [FORECASTER] ABT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:16.559921] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:49:16.863138] [DEBUG] [FORECASTER] ABT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:49:16.863338] [INFO ] [CONFIGURE ] ABT: DISCARDED add_vwap (score: 40.00%) [2025-11-21T02:49:16.863400] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20651 tests [2025-11-21T02:49:16.863494] [INFO ] [CONFIGURE ] ABT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:49:16.863544] [INFO ] [CONFIGURE ] ABT: Best accuracy: 90.00% [2025-11-21T02:49:16.863591] [INFO ] [CONFIGURE ] ABT: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:49:16.863636] [INFO ] [CONFIGURE ] ABT: Improvement over baseline: 40.00% [2025-11-21T02:49:16.863699] [INFO ] [CONFIGURE ] ABT: Total time: 1.5 minutes [2025-11-21T02:49:16.863741] [INFO ] [CONFIGURE ] ABT: Average time per feature: 3.1 seconds [2025-11-21T02:49:16.863836] [INFO ] [CONFIGURE ] ABT: Average speed: 0.32 features/sec [2025-11-21T02:49:16.864734] [INFO ] [LOCAL ] Saved configuration for ABT: 2 features, 90.00% accuracy -> ./output/feature-sets/ABT.json [2025-11-21T02:49:16.864913] [INFO ] [CONFIGURE ] ABT: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T02:49:16.864980] [INFO ] [sig ] [11/723] Successfully configured ABT | 0.01 sym/s | Total: 15.5m | ETA: 16.7h [2025-11-21T02:49:16.865052] [INFO ] [sig ] [12/723] Configuring ACA... [2025-11-21T02:49:16.865100] [INFO ] [CONFIGURE ] ACA: Configurate test run. [2025-11-21T02:49:16.865143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'. [2025-11-21T02:49:16.913149] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACA'. [2025-11-21T02:49:16.913683] [INFO ] [CONFIGURE ] ACA: Testing with 29 available features [2025-11-21T02:49:16.913762] [INFO ] [CONFIGURE ] ACA: Establishing baseline with no features... [2025-11-21T02:49:17.107461] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:17.302875] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:49:17.502730] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:17.694552] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:49:17.888549] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:49:18.083609] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:49:18.282825] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:18.481167] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:49:18.682453] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:18.877679] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:49:18.878086] [INFO ] [CONFIGURE ] ACA: Baseline score (no features): 20.00% [2025-11-21T02:49:18.878204] [INFO ] [CONFIGURE ] ACA: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:49:18.878312] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:49:19.121104] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:49:19.350421] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:19.585737] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:49:19.822480] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:49:20.058843] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:20.290792] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:49:20.522199] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:20.759693] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:20.991746] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:21.223559] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:21.223955] [INFO ] [CONFIGURE ] ACA: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T02:49:21.224070] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20650 tests [2025-11-21T02:49:21.224169] [INFO ] [CONFIGURE ] ACA: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:49:21.224285] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:49:21.492951] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:21.768597] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:22.018169] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:49:22.274737] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:22.547414] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:49:22.813137] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:49:23.075548] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:23.339813] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:23.606958] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:23.894087] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:23.894305] [INFO ] [CONFIGURE ] ACA: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T02:49:23.894374] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20649 tests [2025-11-21T02:49:23.894442] [INFO ] [CONFIGURE ] ACA: Testing feature 3/29: add_daily_returns [2025-11-21T02:49:23.894501] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T02:49:24.184770] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:24.469268] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:24.749255] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:49:25.034386] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:25.328146] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:25.610880] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:49:25.897942] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:49:26.175202] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:49:26.461814] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:26.742075] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:26.742311] [INFO ] [CONFIGURE ] ACA: KEPT add_daily_returns (score: 60.00%) [2025-11-21T02:49:26.742399] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20648 tests [2025-11-21T02:49:26.742449] [INFO ] [CONFIGURE ] ACA: Testing feature 4/29: add_ema [2025-11-21T02:49:26.742493] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T02:49:27.057844] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:27.366668] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:27.683603] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:49:28.003016] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:28.310629] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:28.627295] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:49:28.963262] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:29.283406] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:29.599126] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:29.980903] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:29.981246] [INFO ] [CONFIGURE ] ACA: DISCARDED add_ema (score: 60.00%) [2025-11-21T02:49:29.981337] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20647 tests [2025-11-21T02:49:29.981453] [INFO ] [CONFIGURE ] ACA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:49:29.981528] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:49:30.390300] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:30.806251] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:31.136634] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:31.473504] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:31.802771] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:32.148749] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:49:32.486941] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:32.841932] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:49:33.183219] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:49:33.528737] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:33.528991] [INFO ] [CONFIGURE ] ACA: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T02:49:33.529053] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20646 tests [2025-11-21T02:49:33.529103] [INFO ] [CONFIGURE ] ACA: Testing feature 6/29: add_failed_moves [2025-11-21T02:49:33.529148] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T02:49:33.852707] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:34.167895] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:34.496496] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:34.832124] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:35.163506] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:35.492268] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:49:35.837476] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:36.186913] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:49:36.532461] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:49:36.878711] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:36.878988] [INFO ] [CONFIGURE ] ACA: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T02:49:36.879065] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20645 tests [2025-11-21T02:49:36.879118] [INFO ] [CONFIGURE ] ACA: Testing feature 7/29: add_lag_shelf [2025-11-21T02:49:36.879178] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T02:49:37.208565] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:37.543830] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:37.875247] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:38.220531] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:38.565120] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:38.907756] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:49:39.255792] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:39.628101] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:49:39.987958] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:40.333018] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:40.333286] [INFO ] [CONFIGURE ] ACA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:49:40.333348] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20644 tests [2025-11-21T02:49:40.333398] [INFO ] [CONFIGURE ] ACA: Testing feature 8/29: add_macd [2025-11-21T02:49:40.333443] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T02:49:40.733752] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:41.133524] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:41.541502] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:41.947596] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:42.357446] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:42.770686] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:49:43.175690] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:43.580993] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:49:43.974456] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:44.380018] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:44.380314] [INFO ] [CONFIGURE ] ACA: DISCARDED add_macd (score: 70.00%) [2025-11-21T02:49:44.380379] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20643 tests [2025-11-21T02:49:44.380431] [INFO ] [CONFIGURE ] ACA: Testing feature 9/29: add_mfi [2025-11-21T02:49:44.380478] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T02:49:44.718523] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:45.065907] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:45.409854] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:45.746205] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:46.115128] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:46.462492] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:49:46.811619] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:47.186796] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:49:47.542091] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:49:47.898968] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:47.899258] [INFO ] [CONFIGURE ] ACA: DISCARDED add_mfi (score: 80.00%) [2025-11-21T02:49:47.899330] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20642 tests [2025-11-21T02:49:47.899412] [INFO ] [CONFIGURE ] ACA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:49:47.899461] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:49:48.334294] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:48.764239] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:49.187669] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:49.613551] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:50.030884] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:50.437801] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:49:50.848457] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:51.294534] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:51.716311] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:52.142747] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:52.142976] [INFO ] [CONFIGURE ] ACA: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T02:49:52.143042] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20641 tests [2025-11-21T02:49:52.143094] [INFO ] [CONFIGURE ] ACA: Testing feature 11/29: add_obv_daily [2025-11-21T02:49:52.143141] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T02:49:52.503524] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:52.873238] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:53.227863] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:53.586108] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:53.970807] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:54.336028] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:49:54.695063] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:55.051621] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:49:55.399217] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:55.755017] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:55.755254] [INFO ] [CONFIGURE ] ACA: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T02:49:55.755319] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20640 tests [2025-11-21T02:49:55.755371] [INFO ] [CONFIGURE ] ACA: Testing feature 12/29: add_obv_interval [2025-11-21T02:49:55.755418] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T02:49:56.080709] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:56.418317] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:49:56.765472] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:49:57.117563] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:49:57.472293] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:49:57.826695] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:49:58.187475] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:49:58.542681] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:49:58.895866] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:49:59.266621] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:49:59.266925] [INFO ] [CONFIGURE ] ACA: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T02:49:59.267014] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20639 tests [2025-11-21T02:49:59.267117] [INFO ] [CONFIGURE ] ACA: Testing feature 13/29: add_opening_strength [2025-11-21T02:49:59.267170] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-11-21T02:49:59.631139] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:49:59.998705] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:50:00.383214] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:01.533225] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:02.083364] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:02.483709] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:50:02.876511] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:03.249136] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:03.624591] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:50:03.985886] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:03.986109] [INFO ] [CONFIGURE ] ACA: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T02:50:03.986171] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20638 tests [2025-11-21T02:50:03.986215] [INFO ] [CONFIGURE ] ACA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:50:03.986344] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T02:50:04.410880] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:04.774031] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:05.143826] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:05.513026] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:05.884780] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:06.264991] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:06.644666] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:07.013614] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:07.397125] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:50:07.786481] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:07.786760] [INFO ] [CONFIGURE ] ACA: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T02:50:07.786978] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20637 tests [2025-11-21T02:50:07.787058] [INFO ] [CONFIGURE ] ACA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:50:07.787127] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T02:50:08.155685] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:08.508258] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:08.855245] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:09.203750] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:09.565910] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:09.923492] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:10.280015] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:10.639499] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:50:10.983442] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:11.323751] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:11.324072] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T02:50:11.324214] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20636 tests [2025-11-21T02:50:11.324319] [INFO ] [CONFIGURE ] ACA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:50:11.324369] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T02:50:11.684104] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:12.036438] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:12.370468] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:12.709662] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:13.062382] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:13.411369] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:13.804672] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:14.165948] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:50:14.525067] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:14.870303] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:14.870525] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T02:50:14.870601] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20635 tests [2025-11-21T02:50:14.870684] [INFO ] [CONFIGURE ] ACA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:50:14.870735] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T02:50:15.227103] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:15.601292] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:15.985101] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:16.357618] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:16.735882] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:17.107969] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:17.481010] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:17.884111] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:50:18.323406] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:18.710499] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:18.710831] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T02:50:18.710921] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20634 tests [2025-11-21T02:50:18.710981] [INFO ] [CONFIGURE ] ACA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:50:18.711032] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T02:50:19.059606] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:19.401715] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:19.743609] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:20.091073] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:20.436415] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:20.775143] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:21.114148] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:21.453203] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:21.801118] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:22.144003] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:22.144248] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T02:50:22.144313] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20633 tests [2025-11-21T02:50:22.144466] [INFO ] [CONFIGURE ] ACA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:50:22.144547] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T02:50:22.463917] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:22.781661] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:23.101490] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:23.415200] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:23.737800] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:24.071563] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:24.422112] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:24.768743] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:25.105746] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:50:25.437340] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:25.437615] [INFO ] [CONFIGURE ] ACA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T02:50:25.437802] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20632 tests [2025-11-21T02:50:25.437866] [INFO ] [CONFIGURE ] ACA: Testing feature 20/29: add_price_rejection [2025-11-21T02:50:25.437924] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T02:50:25.824002] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:26.200405] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:26.575093] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:26.966021] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:27.358109] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:27.726139] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:28.095401] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:28.474868] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:28.855090] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:50:29.238178] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:29.238431] [INFO ] [CONFIGURE ] ACA: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T02:50:29.238495] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20631 tests [2025-11-21T02:50:29.238544] [INFO ] [CONFIGURE ] ACA: Testing feature 21/29: add_range_position [2025-11-21T02:50:29.238591] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T02:50:29.609270] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:29.973706] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:30.354416] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:30.747999] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:31.145147] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:31.562383] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:31.936748] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:32.300178] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:32.667614] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:33.029146] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:33.029373] [INFO ] [CONFIGURE ] ACA: DISCARDED add_range_position (score: 70.00%) [2025-11-21T02:50:33.029550] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20630 tests [2025-11-21T02:50:33.029620] [INFO ] [CONFIGURE ] ACA: Testing feature 22/29: add_realized_volatility [2025-11-21T02:50:33.029696] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T02:50:33.482105] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:33.963638] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:34.437269] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:34.884737] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:35.333699] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:35.789885] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:36.247402] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:36.707902] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:50:37.190772] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:37.649627] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:37.649874] [INFO ] [CONFIGURE ] ACA: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T02:50:37.649937] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20629 tests [2025-11-21T02:50:37.649987] [INFO ] [CONFIGURE ] ACA: Testing feature 23/29: add_recent_range_context [2025-11-21T02:50:37.650032] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T02:50:38.018908] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:38.398516] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:38.802171] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:39.158831] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:39.529731] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:39.884708] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:40.257196] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:40.607520] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:40.962837] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:41.303270] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:41.303524] [INFO ] [CONFIGURE ] ACA: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T02:50:41.303592] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20628 tests [2025-11-21T02:50:41.303667] [INFO ] [CONFIGURE ] ACA: Testing feature 24/29: add_rsi [2025-11-21T02:50:41.303720] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T02:50:41.692263] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:42.073682] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:42.454333] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:50:42.862283] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:43.252846] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:43.640189] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:44.035513] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:44.433663] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:44.812179] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:45.190473] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:45.190716] [INFO ] [CONFIGURE ] ACA: DISCARDED add_rsi (score: 60.00%) [2025-11-21T02:50:45.190783] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20627 tests [2025-11-21T02:50:45.190835] [INFO ] [CONFIGURE ] ACA: Testing feature 25/29: add_tick_distribution [2025-11-21T02:50:45.190917] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T02:50:45.515205] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:45.853558] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:46.199331] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:46.551465] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:46.896102] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:47.227000] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:47.593672] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:47.957399] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:48.324734] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:48.679926] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:48.680164] [INFO ] [CONFIGURE ] ACA: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T02:50:48.680228] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20626 tests [2025-11-21T02:50:48.680334] [INFO ] [CONFIGURE ] ACA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:50:48.680389] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T02:50:49.047053] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:49.418551] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:49.794819] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:50.164149] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:50.527440] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:50.890272] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:51.258857] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:51.624039] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:51.988155] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:52.346296] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:52.346529] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T02:50:52.346593] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20625 tests [2025-11-21T02:50:52.346686] [INFO ] [CONFIGURE ] ACA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:50:52.346747] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T02:50:52.709360] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:53.100545] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:53.504178] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:53.934372] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:54.309915] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:54.700743] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:50:55.083088] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:55.476626] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:50:55.876576] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:56.276455] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:56.276724] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T02:50:56.276816] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20624 tests [2025-11-21T02:50:56.276872] [INFO ] [CONFIGURE ] ACA: Testing feature 28/29: add_volume_profile [2025-11-21T02:50:56.276920] [INFO ] [CONFIGURE ] ACA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T02:50:56.639112] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:50:56.998791] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:50:57.359536] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:50:57.727164] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:50:58.101812] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:50:58.462103] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:50:58.831137] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:50:59.192006] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:50:59.570585] [DEBUG] [FORECASTER] ACA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:50:59.922589] [DEBUG] [FORECASTER] ACA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:50:59.922882] [INFO ] [CONFIGURE ] ACA: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T02:50:59.922949] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20623 tests [2025-11-21T02:50:59.923005] [INFO ] [CONFIGURE ] ACA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:50:59.923045] [INFO ] [CONFIGURE ] ACA: Best accuracy: 80.00% [2025-11-21T02:50:59.923093] [INFO ] [CONFIGURE ] ACA: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:50:59.923136] [INFO ] [CONFIGURE ] ACA: Improvement over baseline: 60.00% [2025-11-21T02:50:59.923176] [INFO ] [CONFIGURE ] ACA: Total time: 1.7 minutes [2025-11-21T02:50:59.923217] [INFO ] [CONFIGURE ] ACA: Average time per feature: 3.6 seconds [2025-11-21T02:50:59.923257] [INFO ] [CONFIGURE ] ACA: Average speed: 0.29 features/sec [2025-11-21T02:50:59.923818] [INFO ] [LOCAL ] Saved configuration for ACA: 5 features, 80.00% accuracy -> ./output/feature-sets/ACA.json [2025-11-21T02:50:59.923882] [INFO ] [CONFIGURE ] ACA: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T02:50:59.923938] [INFO ] [sig ] [12/723] Successfully configured ACA | 0.01 sym/s | Total: 17.2m | ETA: 17.0h [2025-11-21T02:50:59.923987] [INFO ] [sig ] [13/723] Configuring ACCO... [2025-11-21T02:50:59.924039] [INFO ] [CONFIGURE ] ACCO: Configurate test run. [2025-11-21T02:50:59.924085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-11-21T02:51:00.035054] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACCO'. [2025-11-21T02:51:00.035775] [INFO ] [CONFIGURE ] ACCO: Testing with 29 available features [2025-11-21T02:51:00.035856] [INFO ] [CONFIGURE ] ACCO: Establishing baseline with no features... [2025-11-21T02:51:00.240850] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:00.451056] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:00.654608] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:01.014121] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:01.839789] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:51:02.213170] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:02.413190] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:02.629957] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:02.862620] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:03.076581] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:51:03.076818] [INFO ] [CONFIGURE ] ACCO: Baseline score (no features): 50.00% [2025-11-21T02:51:03.076899] [INFO ] [CONFIGURE ] ACCO: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:51:03.076961] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:51:03.308155] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:51:03.557662] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:03.799660] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:51:04.044309] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:04.288989] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:04.524973] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:04.772324] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:51:05.006052] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:05.242675] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:05.501272] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:51:05.501712] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T02:51:05.501837] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20622 tests [2025-11-21T02:51:05.501951] [INFO ] [CONFIGURE ] ACCO: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:51:05.502063] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:51:05.743541] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:05.999081] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:51:06.240722] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:06.473395] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:06.731867] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:51:06.966756] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:07.207989] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:07.461385] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:07.703532] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:07.952176] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:51:07.952411] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T02:51:07.952465] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20621 tests [2025-11-21T02:51:07.952505] [INFO ] [CONFIGURE ] ACCO: Testing feature 3/29: add_daily_returns [2025-11-21T02:51:07.952543] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_daily_returns'] [2025-11-21T02:51:08.168022] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:08.386968] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:51:08.628560] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:51:08.850626] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:09.090586] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:09.314124] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:09.532969] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:09.740525] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:09.935963] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:10.136160] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:51:10.136379] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T02:51:10.136429] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20620 tests [2025-11-21T02:51:10.136468] [INFO ] [CONFIGURE ] ACCO: Testing feature 4/29: add_ema [2025-11-21T02:51:10.136506] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema'] [2025-11-21T02:51:10.367151] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:51:10.601378] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:10.847063] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:11.090782] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:11.337000] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:51:11.576123] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:11.823582] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:12.066099] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:12.304939] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:12.550876] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:12.551090] [INFO ] [CONFIGURE ] ACCO: KEPT add_ema (score: 70.00%) [2025-11-21T02:51:12.551140] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20619 tests [2025-11-21T02:51:12.551179] [INFO ] [CONFIGURE ] ACCO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:51:12.551215] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:51:12.856165] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:51:13.170250] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:13.471000] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:13.777378] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:14.100279] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:14.412023] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:14.705149] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:51:14.990414] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:15.285074] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:15.577489] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:15.577762] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T02:51:15.577829] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20618 tests [2025-11-21T02:51:15.577881] [INFO ] [CONFIGURE ] ACCO: Testing feature 6/29: add_failed_moves [2025-11-21T02:51:15.577926] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T02:51:15.846145] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:16.102160] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:16.356384] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:16.612861] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:16.899186] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:51:17.159942] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:17.436452] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:17.697962] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:17.956854] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:18.235453] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:18.235726] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T02:51:18.235793] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20617 tests [2025-11-21T02:51:18.235837] [INFO ] [CONFIGURE ] ACCO: Testing feature 7/29: add_lag_shelf [2025-11-21T02:51:18.235913] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T02:51:18.491240] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:51:18.751153] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:18.977031] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:19.202238] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:19.430081] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:51:19.658477] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:19.892764] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:20.123746] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:20.353143] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:20.586402] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:20.586587] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T02:51:20.586635] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20616 tests [2025-11-21T02:51:20.586707] [INFO ] [CONFIGURE ] ACCO: Testing feature 8/29: add_macd [2025-11-21T02:51:20.586786] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T02:51:20.903627] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:21.214034] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:51:21.527675] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:21.864049] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:22.195593] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:22.524631] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:22.861905] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:23.188995] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:23.504526] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:23.824991] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:23.825235] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_macd (score: 60.00%) [2025-11-21T02:51:23.825300] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20615 tests [2025-11-21T02:51:23.825354] [INFO ] [CONFIGURE ] ACCO: Testing feature 9/29: add_mfi [2025-11-21T02:51:23.825400] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T02:51:24.080110] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:24.349612] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:24.622177] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:24.903514] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:25.164268] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:51:25.458487] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:25.834444] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:26.209274] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:26.558635] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:26.847706] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:26.847993] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_mfi (score: 60.00%) [2025-11-21T02:51:26.848056] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20614 tests [2025-11-21T02:51:26.848107] [INFO ] [CONFIGURE ] ACCO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:51:26.848154] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:51:27.174172] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:27.500132] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:27.838605] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:28.190823] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:28.552772] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:28.905026] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:29.253847] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:29.616408] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:29.976566] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:30.337492] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:30.337792] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T02:51:30.337881] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20613 tests [2025-11-21T02:51:30.337956] [INFO ] [CONFIGURE ] ACCO: Testing feature 11/29: add_obv_daily [2025-11-21T02:51:30.338015] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T02:51:30.611444] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:30.891605] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:51:31.195293] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:51:31.484579] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:31.786085] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:32.078406] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:32.364571] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:32.635082] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:32.928959] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:33.208980] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:33.209237] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T02:51:33.209298] [INFO ] [CONFIGURE ] JOB ETA: 16.8h | Avg: 2.9s/test | Remaining: 20612 tests [2025-11-21T02:51:33.209373] [INFO ] [CONFIGURE ] ACCO: Testing feature 12/29: add_obv_interval [2025-11-21T02:51:33.209412] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T02:51:33.467200] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:33.723939] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:51:33.989000] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:34.255628] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:34.524402] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:51:34.785525] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:35.057744] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:35.323731] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:35.587712] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:35.851880] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:35.852124] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T02:51:35.852208] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20611 tests [2025-11-21T02:51:35.852258] [INFO ] [CONFIGURE ] ACCO: Testing feature 13/29: add_opening_strength [2025-11-21T02:51:35.852298] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:51:36.139813] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:36.419556] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:36.717541] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:37.016805] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:37.301138] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:37.594539] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:37.881059] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:51:38.187907] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:38.475867] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:38.766872] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:38.767140] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T02:51:38.767203] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20610 tests [2025-11-21T02:51:38.767255] [INFO ] [CONFIGURE ] ACCO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:51:38.767304] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T02:51:39.043485] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:39.328224] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:39.601050] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:39.875542] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:40.140569] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:40.421611] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:40.693995] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:51:40.963667] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:41.227598] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:41.504676] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:41.504949] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T02:51:41.505030] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20609 tests [2025-11-21T02:51:41.505099] [INFO ] [CONFIGURE ] ACCO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:51:41.505155] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T02:51:41.777455] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:51:42.042460] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:42.300443] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:42.552172] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:42.801299] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:43.070345] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:51:43.324489] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:43.587815] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:43.858889] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:44.112608] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:51:44.112876] [INFO ] [CONFIGURE ] ACCO: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T02:51:44.112941] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20608 tests [2025-11-21T02:51:44.112991] [INFO ] [CONFIGURE ] ACCO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:51:44.113038] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T02:51:44.406211] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:44.679271] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:44.958772] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:45.237277] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:45.514617] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:45.795761] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:51:46.093425] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:46.372890] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:46.653694] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:46.938184] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:46.938457] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T02:51:46.938524] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20607 tests [2025-11-21T02:51:46.938575] [INFO ] [CONFIGURE ] ACCO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:51:46.938624] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T02:51:47.227799] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:47.506378] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:51:47.781456] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:48.063424] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:48.342170] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:48.618753] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:51:48.894982] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:49.172597] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:51:49.456431] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:49.750868] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:49.751143] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T02:51:49.751214] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20606 tests [2025-11-21T02:51:49.751266] [INFO ] [CONFIGURE ] ACCO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:51:49.751335] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T02:51:50.020850] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:50.274883] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:50.538366] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:51:50.797234] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:51.058116] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:51.314745] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:51:51.565250] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:51.808364] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:52.060261] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:52.308283] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:52.308515] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T02:51:52.308567] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20605 tests [2025-11-21T02:51:52.308609] [INFO ] [CONFIGURE ] ACCO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:51:52.308667] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T02:51:52.564344] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:52.810016] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:53.066543] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:53.317384] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:53.579298] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:53.845110] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:51:54.102818] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:54.366305] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:54.635408] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:54.902325] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:54.902554] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T02:51:54.902659] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20604 tests [2025-11-21T02:51:54.902724] [INFO ] [CONFIGURE ] ACCO: Testing feature 20/29: add_price_rejection [2025-11-21T02:51:54.902774] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T02:51:55.187455] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:55.477203] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:55.761703] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:56.061935] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:56.344269] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:56.621702] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:51:56.908142] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:51:57.191543] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:51:57.474237] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:51:57.764963] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:51:57.765183] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T02:51:57.765247] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20603 tests [2025-11-21T02:51:57.765298] [INFO ] [CONFIGURE ] ACCO: Testing feature 21/29: add_range_position [2025-11-21T02:51:57.765337] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T02:51:58.062177] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:51:58.365726] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:51:58.667026] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:51:58.970617] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:51:59.276813] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:51:59.578615] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:51:59.871595] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:52:00.863319] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:01.289746] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:52:01.591302] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:52:01.591511] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_range_position (score: 60.00%) [2025-11-21T02:52:01.591573] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20602 tests [2025-11-21T02:52:01.591619] [INFO ] [CONFIGURE ] ACCO: Testing feature 22/29: add_realized_volatility [2025-11-21T02:52:01.591693] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T02:52:01.951904] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:52:02.317845] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:52:02.690150] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:52:03.058193] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:03.431010] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:52:03.818753] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:04.232414] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:04.614782] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:05.007138] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:52:05.390007] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:05.390277] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T02:52:05.390346] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20601 tests [2025-11-21T02:52:05.390400] [INFO ] [CONFIGURE ] ACCO: Testing feature 23/29: add_recent_range_context [2025-11-21T02:52:05.390449] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T02:52:05.669308] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:52:05.940908] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:52:06.229248] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:52:06.507368] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:06.795954] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:52:07.090336] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:07.365086] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:52:07.647381] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:07.943966] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:52:08.242121] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:08.242399] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T02:52:08.242463] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20600 tests [2025-11-21T02:52:08.242516] [INFO ] [CONFIGURE ] ACCO: Testing feature 24/29: add_rsi [2025-11-21T02:52:08.242563] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_rsi'] [2025-11-21T02:52:08.533768] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:52:08.819025] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:52:09.111062] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:52:09.394241] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:09.707719] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:52:09.996938] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:10.283508] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:52:10.584106] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:10.870910] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:52:11.152519] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:11.152771] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_rsi (score: 70.00%) [2025-11-21T02:52:11.152833] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20599 tests [2025-11-21T02:52:11.152883] [INFO ] [CONFIGURE ] ACCO: Testing feature 25/29: add_tick_distribution [2025-11-21T02:52:11.152928] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T02:52:11.427315] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:52:11.691164] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:52:11.970336] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:52:12.247865] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:12.531257] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:52:12.827829] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:13.128735] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:52:13.476020] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:13.848348] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:52:14.205335] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:52:14.205613] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T02:52:14.205710] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20598 tests [2025-11-21T02:52:14.205768] [INFO ] [CONFIGURE ] ACCO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:52:14.205855] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T02:52:14.494752] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:52:14.786694] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:52:15.080885] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:52:15.370823] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:15.667279] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:52:15.949739] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:16.232352] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:52:16.518444] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:16.782832] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:52:17.078480] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:52:17.078766] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T02:52:17.078835] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20597 tests [2025-11-21T02:52:17.078899] [INFO ] [CONFIGURE ] ACCO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:52:17.078947] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T02:52:17.373470] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:52:17.665777] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:52:17.955404] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:52:18.264054] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:18.568910] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:52:18.868253] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:52:19.169993] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:19.470443] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:19.779398] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:52:20.094845] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:52:20.095128] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T02:52:20.095206] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20596 tests [2025-11-21T02:52:20.095343] [INFO ] [CONFIGURE ] ACCO: Testing feature 28/29: add_volume_profile [2025-11-21T02:52:20.095395] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T02:52:20.390759] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:52:20.703528] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:52:20.991561] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:52:21.275162] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:21.557808] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:52:21.849768] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:22.160173] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:52:22.438926] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:22.721004] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:52:23.026761] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:52:23.027018] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:52:23.027081] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20595 tests [2025-11-21T02:52:23.027134] [INFO ] [CONFIGURE ] ACCO: Testing feature 29/29: add_vwap [2025-11-21T02:52:23.027218] [INFO ] [CONFIGURE ] ACCO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T02:52:23.316930] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:52:23.607838] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:52:23.895247] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:52:24.203836] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:24.510707] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:52:24.799062] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:52:25.081454] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:52:25.361198] [DEBUG] [FORECASTER] ACCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:25.642462] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:52:25.922157] [DEBUG] [FORECASTER] ACCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:25.922359] [INFO ] [CONFIGURE ] ACCO: DISCARDED add_vwap (score: 80.00%) [2025-11-21T02:52:25.922420] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20594 tests [2025-11-21T02:52:25.922515] [INFO ] [CONFIGURE ] ACCO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:52:25.922559] [INFO ] [CONFIGURE ] ACCO: Best accuracy: 80.00% [2025-11-21T02:52:25.922604] [INFO ] [CONFIGURE ] ACCO: Best feature set (2 features): ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T02:52:25.922693] [INFO ] [CONFIGURE ] ACCO: Improvement over baseline: 30.00% [2025-11-21T02:52:25.922737] [INFO ] [CONFIGURE ] ACCO: Total time: 1.4 minutes [2025-11-21T02:52:25.922813] [INFO ] [CONFIGURE ] ACCO: Average time per feature: 2.9 seconds [2025-11-21T02:52:25.922858] [INFO ] [CONFIGURE ] ACCO: Average speed: 0.35 features/sec [2025-11-21T02:52:25.923470] [INFO ] [LOCAL ] Saved configuration for ACCO: 2 features, 80.00% accuracy -> ./output/feature-sets/ACCO.json [2025-11-21T02:52:25.923533] [INFO ] [CONFIGURE ] ACCO: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T02:52:25.923587] [INFO ] [sig ] [13/723] Successfully configured ACCO | 0.01 sym/s | Total: 18.7m | ETA: 17.0h [2025-11-21T02:52:25.923634] [INFO ] [sig ] [14/723] Configuring ACEL... [2025-11-21T02:52:25.923699] [INFO ] [CONFIGURE ] ACEL: Configurate test run. [2025-11-21T02:52:25.923775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-11-21T02:52:26.034855] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACEL'. [2025-11-21T02:52:26.035498] [INFO ] [CONFIGURE ] ACEL: Testing with 29 available features [2025-11-21T02:52:26.035567] [INFO ] [CONFIGURE ] ACEL: Establishing baseline with no features... [2025-11-21T02:52:26.223047] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:26.413862] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:26.599128] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:26.787178] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:52:26.981070] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:27.182876] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:27.384134] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:27.590548] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:27.798323] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:52:28.015444] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:28.015675] [INFO ] [CONFIGURE ] ACEL: Baseline score (no features): 40.00% [2025-11-21T02:52:28.015777] [INFO ] [CONFIGURE ] ACEL: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:52:28.015838] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:52:28.249516] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:28.479320] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:28.714292] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:28.951597] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:52:29.187752] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:29.415850] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:29.643855] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:29.883518] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:30.124503] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:52:30.356718] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:30.356973] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T02:52:30.357025] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20593 tests [2025-11-21T02:52:30.357065] [INFO ] [CONFIGURE ] ACEL: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:52:30.357102] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:52:30.590334] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:30.832885] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:31.080659] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:31.326559] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:31.563380] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:31.789676] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:32.005114] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:32.241759] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:32.477000] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:52:32.718453] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:32.718694] [INFO ] [CONFIGURE ] ACEL: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T02:52:32.718783] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20592 tests [2025-11-21T02:52:32.718840] [INFO ] [CONFIGURE ] ACEL: Testing feature 3/29: add_daily_returns [2025-11-21T02:52:32.718927] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T02:52:32.979208] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:33.250592] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:33.510117] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:33.767340] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:34.022875] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:34.281424] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:34.547271] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:34.815170] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:35.065528] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:52:35.344043] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:35.344379] [INFO ] [CONFIGURE ] ACEL: KEPT add_daily_returns (score: 60.00%) [2025-11-21T02:52:35.344469] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20591 tests [2025-11-21T02:52:35.344541] [INFO ] [CONFIGURE ] ACEL: Testing feature 4/29: add_ema [2025-11-21T02:52:35.344594] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T02:52:35.630784] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:35.919427] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:36.217352] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:36.496793] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:36.776366] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:37.079474] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:37.370605] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:37.687562] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:38.005153] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:52:38.313505] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:38.313747] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_ema (score: 50.00%) [2025-11-21T02:52:38.313809] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20590 tests [2025-11-21T02:52:38.313858] [INFO ] [CONFIGURE ] ACEL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:52:38.313902] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:52:38.642340] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:38.965118] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:39.281592] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:39.585793] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:39.896887] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:40.214307] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:40.520199] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:40.823409] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:41.117251] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:52:41.418367] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:41.418579] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T02:52:41.418662] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20589 tests [2025-11-21T02:52:41.418717] [INFO ] [CONFIGURE ] ACEL: Testing feature 6/29: add_failed_moves [2025-11-21T02:52:41.418765] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T02:52:41.675025] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:41.935395] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:42.193007] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:42.450046] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:42.720286] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:42.979657] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:43.242438] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:43.492152] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:43.752451] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:52:44.017904] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:44.018120] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T02:52:44.018181] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20588 tests [2025-11-21T02:52:44.018232] [INFO ] [CONFIGURE ] ACEL: Testing feature 7/29: add_lag_shelf [2025-11-21T02:52:44.018274] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T02:52:44.261665] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:44.520553] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:44.763239] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:45.016691] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:45.269947] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:45.511954] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:45.755978] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:45.994560] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:46.230892] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:52:46.481950] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:46.482145] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:52:46.482193] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20587 tests [2025-11-21T02:52:46.482230] [INFO ] [CONFIGURE ] ACEL: Testing feature 8/29: add_macd [2025-11-21T02:52:46.482267] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T02:52:46.801996] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:47.134664] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:47.458161] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:47.784164] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:48.110305] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:48.446275] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:48.782995] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:49.121933] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:49.469923] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:52:49.819790] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:49.820076] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_macd (score: 60.00%) [2025-11-21T02:52:49.820143] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20586 tests [2025-11-21T02:52:49.820275] [INFO ] [CONFIGURE ] ACEL: Testing feature 9/29: add_mfi [2025-11-21T02:52:49.820328] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T02:52:50.095281] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:50.365924] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:50.633365] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:50.907874] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:51.172431] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:51.444468] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:51.708627] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:51.995303] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:52.257580] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:52:52.515060] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:52.515308] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_mfi (score: 60.00%) [2025-11-21T02:52:52.515372] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20585 tests [2025-11-21T02:52:52.515525] [INFO ] [CONFIGURE ] ACEL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:52:52.515576] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:52:52.858608] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:53.185087] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:53.522374] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:53.887588] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:54.248130] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:54.595232] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:52:54.949048] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:55.300462] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:55.649017] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:52:56.007739] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:56.008045] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T02:52:56.008122] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20584 tests [2025-11-21T02:52:56.008289] [INFO ] [CONFIGURE ] ACEL: Testing feature 11/29: add_obv_daily [2025-11-21T02:52:56.008342] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T02:52:56.281510] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:56.557863] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:56.838864] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:52:57.130088] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:52:57.418677] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:52:57.697243] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:52:57.981546] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:52:58.270951] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:52:58.557732] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:52:58.840584] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:52:58.840996] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T02:52:58.841066] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20583 tests [2025-11-21T02:52:58.841119] [INFO ] [CONFIGURE ] ACEL: Testing feature 12/29: add_obv_interval [2025-11-21T02:52:58.841177] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T02:52:59.106620] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:52:59.378227] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:52:59.655800] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:52:59.928966] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:00.972550] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:01.484173] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:01.752965] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:02.024677] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:02.290631] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:53:02.563684] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:02.563909] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T02:53:02.563970] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20582 tests [2025-11-21T02:53:02.564094] [INFO ] [CONFIGURE ] ACEL: Testing feature 13/29: add_opening_strength [2025-11-21T02:53:02.564146] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:53:02.836531] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:03.111634] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:03.394011] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:03.666861] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:03.946426] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:53:04.259241] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:53:04.534699] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:04.821738] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:05.113668] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:05.405968] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:53:05.406197] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T02:53:05.406261] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20581 tests [2025-11-21T02:53:05.406392] [INFO ] [CONFIGURE ] ACEL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:53:05.406445] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T02:53:05.700019] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:06.000089] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:06.401435] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:06.793466] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:07.141798] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:53:07.432266] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:07.714311] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:07.975124] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:08.257181] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:08.533579] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:08.533904] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T02:53:08.534034] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20580 tests [2025-11-21T02:53:08.534110] [INFO ] [CONFIGURE ] ACEL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:53:08.534188] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T02:53:08.789678] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:09.057992] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:09.307947] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:09.549469] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:09.796223] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:10.054696] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:10.295913] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:10.541536] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:10.782331] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:11.027317] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:11.027546] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T02:53:11.027612] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20579 tests [2025-11-21T02:53:11.027702] [INFO ] [CONFIGURE ] ACEL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:53:11.027752] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T02:53:11.275521] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:11.522515] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:11.766576] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:12.012698] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:12.269346] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:12.527951] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:12.798263] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:13.062482] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:13.339968] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:13.610858] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:53:13.611122] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T02:53:13.611188] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20578 tests [2025-11-21T02:53:13.611239] [INFO ] [CONFIGURE ] ACEL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:53:13.611297] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T02:53:13.888932] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:14.163343] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:14.451910] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:14.726168] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:15.005829] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:15.281348] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:15.560250] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:15.855635] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:16.144738] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:16.427910] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:16.428144] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T02:53:16.428208] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20577 tests [2025-11-21T02:53:16.428258] [INFO ] [CONFIGURE ] ACEL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:53:16.428302] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T02:53:16.676476] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:16.930265] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:17.193838] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:17.447296] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:17.710018] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:17.977136] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:18.247256] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:18.512422] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:18.784127] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:53:19.039743] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:19.039965] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T02:53:19.040029] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20576 tests [2025-11-21T02:53:19.040082] [INFO ] [CONFIGURE ] ACEL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:53:19.040131] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T02:53:19.285498] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:19.533980] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:19.786586] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:20.037090] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:20.292599] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:20.535424] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:20.790010] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:21.037181] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:21.279025] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:21.530761] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:21.531024] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T02:53:21.531089] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20575 tests [2025-11-21T02:53:21.531140] [INFO ] [CONFIGURE ] ACEL: Testing feature 20/29: add_price_rejection [2025-11-21T02:53:21.531186] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T02:53:21.811762] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:22.089437] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:22.372686] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:22.650611] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:22.934077] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:23.228577] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:23.518793] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:23.815517] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:24.127795] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:24.384288] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:24.384508] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T02:53:24.384597] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20574 tests [2025-11-21T02:53:24.384671] [INFO ] [CONFIGURE ] ACEL: Testing feature 21/29: add_range_position [2025-11-21T02:53:24.384734] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T02:53:24.657697] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:24.923594] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:25.198222] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:53:25.470459] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:25.747277] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:26.017930] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:26.299480] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:26.569964] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:26.843951] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:27.118079] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:27.118298] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_range_position (score: 40.00%) [2025-11-21T02:53:27.118361] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20573 tests [2025-11-21T02:53:27.118410] [INFO ] [CONFIGURE ] ACEL: Testing feature 22/29: add_realized_volatility [2025-11-21T02:53:27.118457] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T02:53:27.494665] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:27.869442] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:28.239503] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:28.606427] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:28.969246] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:29.336341] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:29.704174] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:30.082926] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:30.456731] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:53:30.832602] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:30.832994] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T02:53:30.833076] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20572 tests [2025-11-21T02:53:30.833142] [INFO ] [CONFIGURE ] ACEL: Testing feature 23/29: add_recent_range_context [2025-11-21T02:53:30.833203] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T02:53:31.104434] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:31.368573] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:31.638115] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:31.916812] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:32.186140] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:32.461471] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:32.728439] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:32.992677] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:33.256525] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:53:33.523817] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:33.524035] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T02:53:33.524137] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20571 tests [2025-11-21T02:53:33.524190] [INFO ] [CONFIGURE ] ACEL: Testing feature 24/29: add_rsi [2025-11-21T02:53:33.524254] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T02:53:33.825444] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:34.127165] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:34.414507] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:34.706314] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:35.018132] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:35.328275] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:53:35.622513] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:35.919281] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:36.215848] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:53:36.515252] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:53:36.515493] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_rsi (score: 60.00%) [2025-11-21T02:53:36.515559] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20570 tests [2025-11-21T02:53:36.515612] [INFO ] [CONFIGURE ] ACEL: Testing feature 25/29: add_tick_distribution [2025-11-21T02:53:36.515681] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T02:53:36.763847] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:37.001022] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:37.245660] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:37.496899] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:37.738367] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:37.987375] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:38.234226] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:38.482086] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:38.754535] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:38.997616] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:38.997878] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T02:53:38.997954] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20569 tests [2025-11-21T02:53:38.998032] [INFO ] [CONFIGURE ] ACEL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:53:38.998085] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T02:53:39.261271] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:39.516475] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:39.775908] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:40.037022] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:40.296540] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:40.555524] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:40.813843] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:41.071075] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:41.342657] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:53:41.600686] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:41.600927] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T02:53:41.600995] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20568 tests [2025-11-21T02:53:41.601046] [INFO ] [CONFIGURE ] ACEL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:53:41.601091] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T02:53:41.896031] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:42.184110] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:42.467274] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:42.743866] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:43.020740] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:53:43.301436] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:43.584153] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:43.856015] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:44.137423] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:53:44.430660] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:44.430920] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T02:53:44.431025] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20567 tests [2025-11-21T02:53:44.431087] [INFO ] [CONFIGURE ] ACEL: Testing feature 28/29: add_volume_profile [2025-11-21T02:53:44.431139] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T02:53:44.701214] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:44.970781] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:45.229130] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:45.485837] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:45.749920] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:46.017931] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:46.273359] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:46.531460] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:46.785256] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:53:47.045277] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:47.045487] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:53:47.045547] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20566 tests [2025-11-21T02:53:47.045595] [INFO ] [CONFIGURE ] ACEL: Testing feature 29/29: add_vwap [2025-11-21T02:53:47.045661] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T02:53:47.311024] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:53:47.582929] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:47.849085] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:53:48.110886] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:53:48.386587] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:48.655921] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:53:48.928017] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:53:49.197325] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:49.469102] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:53:49.751285] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:53:49.751494] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_vwap (score: 50.00%) [2025-11-21T02:53:49.751556] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20565 tests [2025-11-21T02:53:49.751607] [INFO ] [CONFIGURE ] ACEL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:53:49.751678] [INFO ] [CONFIGURE ] ACEL: Best accuracy: 60.00% [2025-11-21T02:53:49.751726] [INFO ] [CONFIGURE ] ACEL: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T02:53:49.751770] [INFO ] [CONFIGURE ] ACEL: Improvement over baseline: 20.00% [2025-11-21T02:53:49.751812] [INFO ] [CONFIGURE ] ACEL: Total time: 1.4 minutes [2025-11-21T02:53:49.751852] [INFO ] [CONFIGURE ] ACEL: Average time per feature: 2.8 seconds [2025-11-21T02:53:49.751893] [INFO ] [CONFIGURE ] ACEL: Average speed: 0.35 features/sec [2025-11-21T02:53:49.752491] [INFO ] [LOCAL ] Saved configuration for ACEL: 2 features, 60.00% accuracy -> ./output/feature-sets/ACEL.json [2025-11-21T02:53:49.752562] [INFO ] [CONFIGURE ] ACEL: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T02:53:49.752635] [INFO ] [sig ] [14/723] Successfully configured ACEL | 0.01 sym/s | Total: 20.1m | ETA: 16.9h [2025-11-21T02:53:49.752710] [INFO ] [sig ] [15/723] Configuring ACHR... [2025-11-21T02:53:49.752755] [INFO ] [CONFIGURE ] ACHR: Configurate test run. [2025-11-21T02:53:49.752799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'. [2025-11-21T02:53:49.864394] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACHR'. [2025-11-21T02:53:49.865111] [INFO ] [CONFIGURE ] ACHR: Testing with 29 available features [2025-11-21T02:53:49.865182] [INFO ] [CONFIGURE ] ACHR: Establishing baseline with no features... [2025-11-21T02:53:50.064932] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:53:50.252684] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:50.444056] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:53:50.639259] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:53:50.841890] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:53:51.043874] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:53:51.240604] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:53:51.438517] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:53:51.641449] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:53:51.840563] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:53:51.840786] [INFO ] [CONFIGURE ] ACHR: Baseline score (no features): 60.00% [2025-11-21T02:53:51.840882] [INFO ] [CONFIGURE ] ACHR: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:53:51.840938] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:53:52.085589] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:53:52.341744] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:52.604193] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:53:52.863234] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:53.105907] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:53.404787] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:53:53.702932] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:53:54.032137] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:53:54.316450] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:53:54.564834] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:53:54.565040] [INFO ] [CONFIGURE ] ACHR: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T02:53:54.565093] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20564 tests [2025-11-21T02:53:54.565138] [INFO ] [CONFIGURE ] ACHR: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:53:54.565395] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:53:54.837026] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:53:55.112932] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:55.390366] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:53:55.670822] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:55.941973] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:56.212227] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:53:56.486949] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:53:56.756631] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:57.034827] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:53:57.303503] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:53:57.303700] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T02:53:57.303758] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20563 tests [2025-11-21T02:53:57.303807] [INFO ] [CONFIGURE ] ACHR: Testing feature 3/29: add_daily_returns [2025-11-21T02:53:57.303856] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T02:53:57.551633] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:53:57.799740] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:53:58.066848] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:53:58.328741] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:53:58.578818] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:53:58.834935] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:53:59.089787] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:53:59.338457] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:53:59.602365] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:53:59.856513] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:53:59.856787] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T02:53:59.856871] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20562 tests [2025-11-21T02:53:59.857121] [INFO ] [CONFIGURE ] ACHR: Testing feature 4/29: add_ema [2025-11-21T02:53:59.857337] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T02:54:00.164512] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:01.238784] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:01.799889] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:02.105164] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:02.409246] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:02.695348] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:02.987662] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:03.280104] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:03.565002] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:03.852813] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:03.853073] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_ema (score: 60.00%) [2025-11-21T02:54:03.853127] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20561 tests [2025-11-21T02:54:03.853165] [INFO ] [CONFIGURE ] ACHR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:54:03.853200] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:54:04.143370] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:04.439253] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:04.736185] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:05.020855] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:05.319265] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:54:05.618991] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:05.928039] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:06.217086] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:06.512774] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:06.814272] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:06.814507] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T02:54:06.814570] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20560 tests [2025-11-21T02:54:06.814620] [INFO ] [CONFIGURE ] ACHR: Testing feature 6/29: add_failed_moves [2025-11-21T02:54:06.814692] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T02:54:07.067557] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:07.316312] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:07.572947] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:07.825602] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:08.079690] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:08.328793] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:08.586260] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:08.849903] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:09.116023] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:09.372532] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:09.372992] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T02:54:09.373109] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20559 tests [2025-11-21T02:54:09.373212] [INFO ] [CONFIGURE ] ACHR: Testing feature 7/29: add_lag_shelf [2025-11-21T02:54:09.373328] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T02:54:09.622199] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:09.863663] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:10.117640] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:10.356444] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:10.597182] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:54:10.831170] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:11.065204] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:11.312559] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:11.556893] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:11.806392] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:11.806674] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T02:54:11.806743] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20558 tests [2025-11-21T02:54:11.806993] [INFO ] [CONFIGURE ] ACHR: Testing feature 8/29: add_macd [2025-11-21T02:54:11.807117] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T02:54:12.135309] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:12.465904] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:12.792588] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:13.122342] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:13.445918] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:13.787417] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:14.125083] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:54:14.470042] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:14.838086] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:15.172266] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:54:15.172506] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_macd (score: 40.00%) [2025-11-21T02:54:15.172572] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20557 tests [2025-11-21T02:54:15.172625] [INFO ] [CONFIGURE ] ACHR: Testing feature 9/29: add_mfi [2025-11-21T02:54:15.172700] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T02:54:15.397859] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:15.670038] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:15.920959] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:16.176187] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:16.434265] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:16.673674] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:16.915481] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:17.161453] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:17.411548] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:17.657383] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:17.657573] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_mfi (score: 60.00%) [2025-11-21T02:54:17.657667] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20556 tests [2025-11-21T02:54:17.657745] [INFO ] [CONFIGURE ] ACHR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:54:17.657792] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:54:17.990384] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:18.322882] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:18.674368] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:19.016337] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:19.360175] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:19.700813] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:20.037161] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:20.388208] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:20.730344] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:21.074767] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:21.075004] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T02:54:21.075070] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20555 tests [2025-11-21T02:54:21.075124] [INFO ] [CONFIGURE ] ACHR: Testing feature 11/29: add_obv_daily [2025-11-21T02:54:21.075172] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T02:54:21.338804] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:21.595935] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:21.857188] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:22.125828] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:22.386519] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:54:22.654026] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:22.919003] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:23.179018] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:23.447903] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:23.721813] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:54:23.722232] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T02:54:23.722362] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20554 tests [2025-11-21T02:54:23.722524] [INFO ] [CONFIGURE ] ACHR: Testing feature 12/29: add_obv_interval [2025-11-21T02:54:23.722657] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T02:54:23.987241] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:24.241266] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:24.500458] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:24.747525] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:25.004030] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:25.255705] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:25.512143] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:25.762242] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:54:26.023268] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:26.278579] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:26.278878] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T02:54:26.278954] [INFO ] [CONFIGURE ] JOB ETA: 16.7h | Avg: 2.9s/test | Remaining: 20553 tests [2025-11-21T02:54:26.279013] [INFO ] [CONFIGURE ] ACHR: Testing feature 13/29: add_opening_strength [2025-11-21T02:54:26.279063] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:54:26.548725] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:26.817081] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:27.097330] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:27.373459] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:27.666566] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:27.953588] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:28.226335] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:28.499712] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:28.768886] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:29.039939] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:54:29.040172] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T02:54:29.040234] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20552 tests [2025-11-21T02:54:29.040285] [INFO ] [CONFIGURE ] ACHR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:54:29.040333] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T02:54:29.303726] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:29.570120] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:29.834914] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:54:30.108406] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:30.390287] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:30.652755] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:30.920679] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:54:31.184221] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:31.456447] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:31.741140] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:31.741377] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T02:54:31.741446] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20551 tests [2025-11-21T02:54:31.741513] [INFO ] [CONFIGURE ] ACHR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:54:31.741565] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T02:54:31.980790] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:32.218679] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:32.462922] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:54:32.702986] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:32.948833] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:54:33.203945] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:33.450953] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:33.692069] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:33.937240] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:34.180793] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:34.181029] [INFO ] [CONFIGURE ] ACHR: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T02:54:34.181079] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20550 tests [2025-11-21T02:54:34.181118] [INFO ] [CONFIGURE ] ACHR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:54:34.181153] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T02:54:34.455159] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:34.727812] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:35.000738] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:35.276220] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:35.546851] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:35.829546] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:36.124044] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:36.411835] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:36.699995] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:36.983184] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:54:36.983404] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T02:54:36.983455] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20549 tests [2025-11-21T02:54:36.983495] [INFO ] [CONFIGURE ] ACHR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:54:36.983531] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T02:54:37.248347] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:37.520570] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:37.790700] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:54:38.070303] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:38.326124] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:38.621611] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:38.909361] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:39.189945] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:39.467903] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:39.747208] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:39.747468] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T02:54:39.747536] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20548 tests [2025-11-21T02:54:39.747591] [INFO ] [CONFIGURE ] ACHR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:54:39.747635] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T02:54:39.997496] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:40.241382] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:40.488261] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:40.731357] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:40.996243] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:54:41.244306] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:41.491424] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:41.749730] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:41.999095] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:42.249519] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:42.249741] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T02:54:42.249861] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20547 tests [2025-11-21T02:54:42.249925] [INFO ] [CONFIGURE ] ACHR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:54:42.249975] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T02:54:42.513940] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:42.791800] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:43.054036] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:43.309348] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:43.565622] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:43.826846] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:44.079805] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:44.341292] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:44.601018] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:44.848824] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:54:44.848999] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T02:54:44.849047] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20546 tests [2025-11-21T02:54:44.849086] [INFO ] [CONFIGURE ] ACHR: Testing feature 20/29: add_price_rejection [2025-11-21T02:54:44.849146] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T02:54:45.117928] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:45.384119] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:45.677239] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:45.953277] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:46.229255] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:54:46.510001] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:46.783002] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:47.055299] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:47.330916] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:47.612226] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:47.612418] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T02:54:47.612475] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20545 tests [2025-11-21T02:54:47.612523] [INFO ] [CONFIGURE ] ACHR: Testing feature 21/29: add_range_position [2025-11-21T02:54:47.612566] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T02:54:47.920274] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:48.211953] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:48.506374] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:48.799918] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:49.104564] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:49.404391] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:49.709313] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:50.000110] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:50.307635] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:50.607515] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:50.607730] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T02:54:50.607795] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20544 tests [2025-11-21T02:54:50.607848] [INFO ] [CONFIGURE ] ACHR: Testing feature 22/29: add_realized_volatility [2025-11-21T02:54:50.607893] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T02:54:50.997204] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:51.376953] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:51.765601] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:52.168893] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:52.559963] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:52.953304] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:53.326980] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:54:53.694284] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:54.070090] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:54.450507] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:54.450738] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T02:54:54.450802] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20543 tests [2025-11-21T02:54:54.450852] [INFO ] [CONFIGURE ] ACHR: Testing feature 23/29: add_recent_range_context [2025-11-21T02:54:54.450896] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T02:54:54.711701] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:54.979763] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:55.243894] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:55.520690] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:54:55.800539] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:54:56.064925] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:56.335321] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:56.597431] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:56.867571] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:54:57.136011] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:54:57.136211] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T02:54:57.136292] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20542 tests [2025-11-21T02:54:57.136352] [INFO ] [CONFIGURE ] ACHR: Testing feature 24/29: add_rsi [2025-11-21T02:54:57.136397] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T02:54:57.440160] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:54:57.739864] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:54:58.040390] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:54:58.336100] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:54:58.638036] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:54:58.947506] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:54:59.258923] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:54:59.587240] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:54:59.899458] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:55:00.211415] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:00.211611] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T02:55:00.211718] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20541 tests [2025-11-21T02:55:00.211777] [INFO ] [CONFIGURE ] ACHR: Testing feature 25/29: add_tick_distribution [2025-11-21T02:55:00.211823] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T02:55:00.463275] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:55:00.716222] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:55:01.996717] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:55:02.468432] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:02.805610] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T02:55:03.077924] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:55:03.348914] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:55:03.600580] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:03.869465] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:55:04.133146] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:04.133355] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T02:55:04.133420] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20540 tests [2025-11-21T02:55:04.133473] [INFO ] [CONFIGURE ] ACHR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:55:04.133525] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T02:55:04.404162] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:55:04.656085] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:55:04.901463] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:55:05.147720] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:05.414468] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:55:05.673763] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:55:05.930590] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:55:06.206966] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:06.467893] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:55:06.724874] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:06.725137] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T02:55:06.725200] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20539 tests [2025-11-21T02:55:06.725252] [INFO ] [CONFIGURE ] ACHR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:55:06.725299] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T02:55:07.000553] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:55:07.282635] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:55:07.563871] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:55:07.851635] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:08.133160] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:55:08.420113] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:55:08.705276] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:55:08.991743] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:09.279664] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:55:09.561387] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:09.561583] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T02:55:09.561664] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20538 tests [2025-11-21T02:55:09.561721] [INFO ] [CONFIGURE ] ACHR: Testing feature 28/29: add_volume_profile [2025-11-21T02:55:09.561768] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T02:55:09.862274] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:55:10.140138] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:55:10.419619] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:55:10.692366] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:10.967203] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:55:11.237353] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:55:11.510453] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:55:11.785318] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:12.055226] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T02:55:12.307957] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:12.308190] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:55:12.308252] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20537 tests [2025-11-21T02:55:12.308301] [INFO ] [CONFIGURE ] ACHR: Testing feature 29/29: add_vwap [2025-11-21T02:55:12.308349] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T02:55:12.576091] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:55:12.837886] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:55:13.111811] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:55:13.383573] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:13.671925] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:55:13.948220] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:55:14.225185] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:55:14.495582] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:14.769437] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:55:15.032876] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:15.033112] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_vwap (score: 70.00%) [2025-11-21T02:55:15.033176] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20536 tests [2025-11-21T02:55:15.033229] [INFO ] [CONFIGURE ] ACHR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:55:15.033275] [INFO ] [CONFIGURE ] ACHR: Best accuracy: 80.00% [2025-11-21T02:55:15.033320] [INFO ] [CONFIGURE ] ACHR: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T02:55:15.033364] [INFO ] [CONFIGURE ] ACHR: Improvement over baseline: 20.00% [2025-11-21T02:55:15.033403] [INFO ] [CONFIGURE ] ACHR: Total time: 1.4 minutes [2025-11-21T02:55:15.033465] [INFO ] [CONFIGURE ] ACHR: Average time per feature: 2.9 seconds [2025-11-21T02:55:15.033508] [INFO ] [CONFIGURE ] ACHR: Average speed: 0.35 features/sec [2025-11-21T02:55:15.034153] [INFO ] [LOCAL ] Saved configuration for ACHR: 2 features, 80.00% accuracy -> ./output/feature-sets/ACHR.json [2025-11-21T02:55:15.034215] [INFO ] [CONFIGURE ] ACHR: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T02:55:15.034267] [INFO ] [sig ] [15/723] Successfully configured ACHR | 0.01 sym/s | Total: 21.5m | ETA: 16.9h [2025-11-21T02:55:15.034315] [INFO ] [sig ] [16/723] Configuring ACI... [2025-11-21T02:55:15.034357] [INFO ] [CONFIGURE ] ACI: Configurate test run. [2025-11-21T02:55:15.034399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-11-21T02:55:15.223521] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACI'. [2025-11-21T02:55:15.224078] [INFO ] [CONFIGURE ] ACI: Testing with 29 available features [2025-11-21T02:55:15.224148] [INFO ] [CONFIGURE ] ACI: Establishing baseline with no features... [2025-11-21T02:55:15.409461] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:15.596195] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:15.789500] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:55:15.976708] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:16.171056] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:16.362638] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:16.554765] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:16.756242] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:16.953684] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:17.144424] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:17.144638] [INFO ] [CONFIGURE ] ACI: Baseline score (no features): 60.00% [2025-11-21T02:55:17.144722] [INFO ] [CONFIGURE ] ACI: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:55:17.144791] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:55:17.379619] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:17.600127] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:17.835685] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:18.050730] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:18.282116] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:18.502091] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:18.740218] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:18.978340] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:19.218870] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:55:19.449016] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:19.449264] [INFO ] [CONFIGURE ] ACI: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T02:55:19.449318] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20535 tests [2025-11-21T02:55:19.449359] [INFO ] [CONFIGURE ] ACI: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:55:19.449429] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:55:19.676066] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:19.910889] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:55:20.138748] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:20.369100] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:20.598582] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:55:20.835442] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:55:21.065617] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:21.320082] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:55:21.552070] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:55:21.787596] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:21.787958] [INFO ] [CONFIGURE ] ACI: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T02:55:21.788248] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20534 tests [2025-11-21T02:55:21.788307] [INFO ] [CONFIGURE ] ACI: Testing feature 3/29: add_daily_returns [2025-11-21T02:55:21.788366] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_daily_returns'] [2025-11-21T02:55:22.010667] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:22.213129] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:55:22.426238] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:55:22.636572] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:22.847787] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:23.058771] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:23.269418] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:23.492058] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:23.721600] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:55:23.932929] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:23.933171] [INFO ] [CONFIGURE ] ACI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T02:55:23.933223] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20533 tests [2025-11-21T02:55:23.933262] [INFO ] [CONFIGURE ] ACI: Testing feature 4/29: add_ema [2025-11-21T02:55:23.933300] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_ema'] [2025-11-21T02:55:24.180546] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:24.425315] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:24.667868] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:55:24.904569] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:25.141822] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:55:25.380275] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:25.624332] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:25.868489] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:26.109076] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:55:26.358866] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:26.359299] [INFO ] [CONFIGURE ] ACI: DISCARDED add_ema (score: 40.00%) [2025-11-21T02:55:26.359415] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20532 tests [2025-11-21T02:55:26.359517] [INFO ] [CONFIGURE ] ACI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:55:26.359632] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:55:26.614838] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:55:26.875602] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:27.121932] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:55:27.375314] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:27.623082] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:27.873487] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:28.128619] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:28.388905] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:55:28.645126] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:28.908347] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:28.908832] [INFO ] [CONFIGURE ] ACI: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T02:55:28.908899] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20531 tests [2025-11-21T02:55:28.908950] [INFO ] [CONFIGURE ] ACI: Testing feature 6/29: add_failed_moves [2025-11-21T02:55:28.909000] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T02:55:29.173322] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:55:29.440737] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:29.701365] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:55:29.962790] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:30.225843] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:30.493198] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:30.755505] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:31.032263] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:55:31.294793] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:31.572368] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:31.572761] [INFO ] [CONFIGURE ] ACI: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T02:55:31.572850] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20530 tests [2025-11-21T02:55:31.572907] [INFO ] [CONFIGURE ] ACI: Testing feature 7/29: add_lag_shelf [2025-11-21T02:55:31.572956] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T02:55:31.852045] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:32.113548] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:32.365159] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:55:32.644988] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:32.894709] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:55:33.146605] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:33.392105] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:33.649957] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:33.909076] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:34.171283] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:34.171539] [INFO ] [CONFIGURE ] ACI: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T02:55:34.171601] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20529 tests [2025-11-21T02:55:34.171678] [INFO ] [CONFIGURE ] ACI: Testing feature 8/29: add_macd [2025-11-21T02:55:34.171761] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T02:55:34.493972] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:55:34.821459] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:55:35.146301] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:35.463218] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:35.780536] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:55:36.095906] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:36.413799] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:36.735542] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:37.065164] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:37.405669] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:37.405889] [INFO ] [CONFIGURE ] ACI: DISCARDED add_macd (score: 30.00%) [2025-11-21T02:55:37.405954] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20528 tests [2025-11-21T02:55:37.406007] [INFO ] [CONFIGURE ] ACI: Testing feature 9/29: add_mfi [2025-11-21T02:55:37.406053] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T02:55:37.689606] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:55:37.942930] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:38.203054] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:38.464845] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:38.733706] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:38.996256] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:39.266675] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:39.531827] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:55:39.786079] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:40.044342] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:40.044594] [INFO ] [CONFIGURE ] ACI: DISCARDED add_mfi (score: 60.00%) [2025-11-21T02:55:40.044710] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20527 tests [2025-11-21T02:55:40.044765] [INFO ] [CONFIGURE ] ACI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:55:40.044813] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:55:40.390272] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:40.745110] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:55:41.110229] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:41.481910] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:41.842412] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:42.206926] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:42.570663] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:42.936704] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:43.298917] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:55:43.661006] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:43.661315] [INFO ] [CONFIGURE ] ACI: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T02:55:43.661381] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20526 tests [2025-11-21T02:55:43.661436] [INFO ] [CONFIGURE ] ACI: Testing feature 11/29: add_obv_daily [2025-11-21T02:55:43.661486] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T02:55:43.941556] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:44.216117] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:44.501961] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:44.774590] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:45.037629] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:45.332512] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:45.603071] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:45.866725] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:46.128809] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:55:46.406036] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:46.406246] [INFO ] [CONFIGURE ] ACI: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T02:55:46.406307] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20525 tests [2025-11-21T02:55:46.406355] [INFO ] [CONFIGURE ] ACI: Testing feature 12/29: add_obv_interval [2025-11-21T02:55:46.406397] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T02:55:46.676413] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:55:46.941040] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:47.200317] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:55:47.470181] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:47.735318] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:48.011079] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:55:48.279916] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:48.551605] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:48.824388] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:49.080581] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:49.080834] [INFO ] [CONFIGURE ] ACI: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T02:55:49.080896] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20524 tests [2025-11-21T02:55:49.080948] [INFO ] [CONFIGURE ] ACI: Testing feature 13/29: add_opening_strength [2025-11-21T02:55:49.080986] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:55:49.407349] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:49.788567] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:50.078035] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:50.340788] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:50.566005] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:50.788614] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:55:51.072177] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:51.358537] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:55:51.642623] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:55:51.927764] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:55:51.928001] [INFO ] [CONFIGURE ] ACI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T02:55:51.928091] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20523 tests [2025-11-21T02:55:51.928143] [INFO ] [CONFIGURE ] ACI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:55:51.928187] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T02:55:52.203966] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:52.487112] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:52.769579] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:55:53.054148] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:55:53.343025] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:53.637275] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:53.928749] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:54.213826] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:55:54.494176] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:54.771458] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:54.771665] [INFO ] [CONFIGURE ] ACI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T02:55:54.771724] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20522 tests [2025-11-21T02:55:54.771776] [INFO ] [CONFIGURE ] ACI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:55:54.771866] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T02:55:55.021183] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:55.260310] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:55:55.505282] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:55.754010] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:56.001361] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:56.254239] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:55:56.504895] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:56.770139] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:55:57.029637] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:55:57.280638] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:55:57.280858] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T02:55:57.280917] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20521 tests [2025-11-21T02:55:57.280964] [INFO ] [CONFIGURE ] ACI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:55:57.281006] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T02:55:57.579186] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:55:57.859613] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:55:58.144788] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:55:58.429629] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:55:58.711270] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:55:58.990790] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:55:59.266367] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:55:59.541752] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:55:59.820292] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:00.092014] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:00.092227] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T02:56:00.092290] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20520 tests [2025-11-21T02:56:00.092340] [INFO ] [CONFIGURE ] ACI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:56:00.092386] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T02:56:01.083019] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:56:01.447550] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:56:01.700363] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:01.950616] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:02.195871] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:02.465185] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:56:02.755158] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:03.054727] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:56:03.338558] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:03.617070] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:03.617299] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T02:56:03.617359] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20519 tests [2025-11-21T02:56:03.617483] [INFO ] [CONFIGURE ] ACI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:56:03.617536] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T02:56:03.860989] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:56:04.104773] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:04.362961] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:04.617890] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:04.869218] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:05.121788] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:56:05.370216] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:05.629147] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:05.878413] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:06.131279] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:06.131514] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T02:56:06.131575] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20518 tests [2025-11-21T02:56:06.131625] [INFO ] [CONFIGURE ] ACI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:56:06.131780] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T02:56:06.398939] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:56:06.662674] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:06.937050] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:07.198415] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:07.462434] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:07.744233] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:56:08.009601] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:08.281054] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:08.568359] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:08.858855] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:08.859156] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T02:56:08.859258] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20517 tests [2025-11-21T02:56:08.859310] [INFO ] [CONFIGURE ] ACI: Testing feature 20/29: add_price_rejection [2025-11-21T02:56:08.859358] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T02:56:09.141464] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:56:09.416945] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:09.701830] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:09.975594] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:10.252228] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:10.520019] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:10.763902] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:11.012605] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:11.266077] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:56:11.520083] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:11.520274] [INFO ] [CONFIGURE ] ACI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T02:56:11.520334] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20516 tests [2025-11-21T02:56:11.520412] [INFO ] [CONFIGURE ] ACI: Testing feature 21/29: add_range_position [2025-11-21T02:56:11.520467] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T02:56:11.788143] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:56:12.069959] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:12.351328] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:12.631427] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:12.913450] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:13.223267] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:13.525635] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:13.842562] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:14.148735] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:14.456297] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:14.456575] [INFO ] [CONFIGURE ] ACI: DISCARDED add_range_position (score: 70.00%) [2025-11-21T02:56:14.456715] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20515 tests [2025-11-21T02:56:14.456791] [INFO ] [CONFIGURE ] ACI: Testing feature 22/29: add_realized_volatility [2025-11-21T02:56:14.456843] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T02:56:14.837625] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:56:15.227118] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:15.613106] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:56:16.009419] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:16.432243] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:16.795413] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:56:17.158247] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:17.523001] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:17.882022] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:56:18.244735] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:18.244937] [INFO ] [CONFIGURE ] ACI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T02:56:18.244997] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20514 tests [2025-11-21T02:56:18.245046] [INFO ] [CONFIGURE ] ACI: Testing feature 23/29: add_recent_range_context [2025-11-21T02:56:18.245090] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T02:56:18.492696] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T02:56:18.740854] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:56:18.974210] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:19.217665] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:19.461341] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:19.706013] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:56:19.956914] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:20.205216] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:56:20.456737] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:20.718024] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:20.718300] [INFO ] [CONFIGURE ] ACI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T02:56:20.718393] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20513 tests [2025-11-21T02:56:20.718438] [INFO ] [CONFIGURE ] ACI: Testing feature 24/29: add_rsi [2025-11-21T02:56:20.718487] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T02:56:21.024357] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:56:21.355884] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:56:21.685439] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:22.007317] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:22.345948] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:22.701557] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:23.050210] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:23.358995] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:23.679571] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:23.983538] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:23.983778] [INFO ] [CONFIGURE ] ACI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T02:56:23.983840] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20512 tests [2025-11-21T02:56:23.983889] [INFO ] [CONFIGURE ] ACI: Testing feature 25/29: add_tick_distribution [2025-11-21T02:56:23.983932] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T02:56:24.233736] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:56:24.483235] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:24.732373] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:56:24.983844] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:25.233061] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:25.487610] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:25.738200] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:26.003141] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:26.269869] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:56:26.528435] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:26.528606] [INFO ] [CONFIGURE ] ACI: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T02:56:26.528827] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20511 tests [2025-11-21T02:56:26.528874] [INFO ] [CONFIGURE ] ACI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:56:26.528911] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T02:56:26.792631] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:56:27.047473] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:27.303855] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:56:27.560352] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:56:27.829800] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:28.093537] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:56:28.355315] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:28.625947] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:56:28.881704] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:29.152386] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:29.152612] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T02:56:29.152695] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20510 tests [2025-11-21T02:56:29.152746] [INFO ] [CONFIGURE ] ACI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:56:29.152890] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T02:56:29.428354] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:56:29.705283] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:29.990327] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:56:30.266202] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:56:30.550212] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:56:30.829517] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:56:31.104442] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:31.385869] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:56:31.666026] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:56:31.953706] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:31.954064] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_price_divergence (score: 10.00%) [2025-11-21T02:56:31.954147] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20509 tests [2025-11-21T02:56:31.954230] [INFO ] [CONFIGURE ] ACI: Testing feature 28/29: add_volume_profile [2025-11-21T02:56:31.954300] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T02:56:32.223058] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T02:56:32.500553] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:56:32.777102] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:56:33.042085] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:33.321147] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:56:33.617702] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:56:33.891451] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:56:34.150802] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:56:34.429508] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:34.706857] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:34.707078] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T02:56:34.707136] [INFO ] [CONFIGURE ] JOB ETA: 16.6h | Avg: 2.9s/test | Remaining: 20508 tests [2025-11-21T02:56:34.707276] [INFO ] [CONFIGURE ] ACI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:56:34.707325] [INFO ] [CONFIGURE ] ACI: Best accuracy: 80.00% [2025-11-21T02:56:34.707368] [INFO ] [CONFIGURE ] ACI: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:56:34.707408] [INFO ] [CONFIGURE ] ACI: Improvement over baseline: 20.00% [2025-11-21T02:56:34.707446] [INFO ] [CONFIGURE ] ACI: Total time: 1.3 minutes [2025-11-21T02:56:34.707484] [INFO ] [CONFIGURE ] ACI: Average time per feature: 2.8 seconds [2025-11-21T02:56:34.707539] [INFO ] [CONFIGURE ] ACI: Average speed: 0.37 features/sec [2025-11-21T02:56:34.708351] [INFO ] [LOCAL ] Saved configuration for ACI: 2 features, 80.00% accuracy -> ./output/feature-sets/ACI.json [2025-11-21T02:56:34.708414] [INFO ] [CONFIGURE ] ACI: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T02:56:34.708471] [INFO ] [sig ] [16/723] Successfully configured ACI | 0.01 sym/s | Total: 22.8m | ETA: 16.8h [2025-11-21T02:56:34.708529] [INFO ] [sig ] [17/723] Configuring ACM... [2025-11-21T02:56:34.708572] [INFO ] [CONFIGURE ] ACM: Configurate test run. [2025-11-21T02:56:34.708621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-11-21T02:56:34.918895] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACM'. [2025-11-21T02:56:34.919299] [INFO ] [CONFIGURE ] ACM: Testing with 29 available features [2025-11-21T02:56:34.919367] [INFO ] [CONFIGURE ] ACM: Establishing baseline with no features... [2025-11-21T02:56:35.095337] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:35.275354] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:56:35.454629] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:35.649076] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:35.842255] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:36.039370] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:36.231569] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:56:36.418298] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:36.608601] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:36.788973] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:36.789155] [INFO ] [CONFIGURE ] ACM: Baseline score (no features): 100.00% [2025-11-21T02:56:36.789203] [INFO ] [CONFIGURE ] ACM: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:56:36.789239] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:56:37.002740] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:37.226853] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:56:37.454444] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:37.678668] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:37.898909] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:56:38.121103] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:38.337427] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:56:38.559002] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:38.781180] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:38.998737] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:38.998932] [INFO ] [CONFIGURE ] ACM: DISCARDED add_bollinger_bands (score: 90.00%) [2025-11-21T02:56:38.998984] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20507 tests [2025-11-21T02:56:38.999023] [INFO ] [CONFIGURE ] ACM: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:56:38.999059] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:56:39.220470] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:39.440044] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:56:39.662963] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:39.919782] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:56:40.164945] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:56:40.386441] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:40.610459] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:56:40.834090] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:41.071204] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:41.301252] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:41.301455] [INFO ] [CONFIGURE ] ACM: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T02:56:41.301505] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20506 tests [2025-11-21T02:56:41.301543] [INFO ] [CONFIGURE ] ACM: Testing feature 3/29: add_daily_returns [2025-11-21T02:56:41.301577] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_daily_returns'] [2025-11-21T02:56:41.503906] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:41.733215] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:56:41.967915] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:42.240598] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:42.493615] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:42.694544] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:42.880822] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:56:43.069784] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:43.262793] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:56:43.468078] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:43.468264] [INFO ] [CONFIGURE ] ACM: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T02:56:43.468312] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20505 tests [2025-11-21T02:56:43.468349] [INFO ] [CONFIGURE ] ACM: Testing feature 4/29: add_ema [2025-11-21T02:56:43.468384] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_ema'] [2025-11-21T02:56:43.704365] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:43.953685] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:56:44.204719] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:44.456490] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:44.705091] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:44.950469] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:45.165513] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:56:45.394271] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:45.638197] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:45.861904] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:45.862098] [INFO ] [CONFIGURE ] ACM: DISCARDED add_ema (score: 100.00%) [2025-11-21T02:56:45.862148] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20504 tests [2025-11-21T02:56:45.862186] [INFO ] [CONFIGURE ] ACM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:56:45.862222] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:56:46.105707] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:46.349670] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:56:46.590585] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T02:56:46.840693] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:56:47.079809] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:56:47.324282] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:47.576951] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:56:47.828352] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:48.074596] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:48.322246] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:48.322506] [INFO ] [CONFIGURE ] ACM: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T02:56:48.322571] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20503 tests [2025-11-21T02:56:48.322628] [INFO ] [CONFIGURE ] ACM: Testing feature 6/29: add_failed_moves [2025-11-21T02:56:48.322729] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_failed_moves'] [2025-11-21T02:56:48.528945] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:48.737863] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:56:48.949308] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:49.158617] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:49.370125] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:49.584384] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:49.794853] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:56:50.003075] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:50.222596] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:50.440078] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:50.440293] [INFO ] [CONFIGURE ] ACM: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T02:56:50.440345] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20502 tests [2025-11-21T02:56:50.440384] [INFO ] [CONFIGURE ] ACM: Testing feature 7/29: add_lag_shelf [2025-11-21T02:56:50.440419] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_lag_shelf'] [2025-11-21T02:56:50.636661] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:50.839605] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:56:51.036074] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:51.231792] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:51.431053] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:51.634218] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:51.841115] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:56:52.038066] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:52.236564] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:52.439436] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:56:52.439665] [INFO ] [CONFIGURE ] ACM: DISCARDED add_lag_shelf (score: 100.00%) [2025-11-21T02:56:52.439747] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20501 tests [2025-11-21T02:56:52.439802] [INFO ] [CONFIGURE ] ACM: Testing feature 8/29: add_macd [2025-11-21T02:56:52.439849] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T02:56:52.743114] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:53.040411] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:56:53.343437] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:53.663512] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:56:53.993199] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:56:54.326692] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:54.618422] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:56:54.925141] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:55.225166] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:56:55.522064] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:55.522308] [INFO ] [CONFIGURE ] ACM: DISCARDED add_macd (score: 50.00%) [2025-11-21T02:56:55.522371] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20500 tests [2025-11-21T02:56:55.522422] [INFO ] [CONFIGURE ] ACM: Testing feature 9/29: add_mfi [2025-11-21T02:56:55.522470] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_mfi'] [2025-11-21T02:56:55.732545] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:55.939625] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:56:56.147185] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:56.363526] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:56.574726] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:56.796616] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:57.005786] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:56:57.220240] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:56:57.427538] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:56:57.641534] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:56:57.641839] [INFO ] [CONFIGURE ] ACM: DISCARDED add_mfi (score: 80.00%) [2025-11-21T02:56:57.641895] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20499 tests [2025-11-21T02:56:57.641937] [INFO ] [CONFIGURE ] ACM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:56:57.641978] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:56:57.939606] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:56:58.251716] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:56:58.557002] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:56:58.855582] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:56:59.149712] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:56:59.452323] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:56:59.755261] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:57:00.054765] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:01.102326] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:01.581044] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:57:01.581363] [INFO ] [CONFIGURE ] ACM: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-11-21T02:57:01.581449] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20498 tests [2025-11-21T02:57:01.581515] [INFO ] [CONFIGURE ] ACM: Testing feature 11/29: add_obv_daily [2025-11-21T02:57:01.581575] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_obv_daily'] [2025-11-21T02:57:01.819243] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:02.078143] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:02.311399] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:02.537898] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:02.761967] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:02.982270] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:03.208499] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:03.427485] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:03.659577] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:03.885588] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:03.886037] [INFO ] [CONFIGURE ] ACM: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T02:57:03.886163] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20497 tests [2025-11-21T02:57:03.886287] [INFO ] [CONFIGURE ] ACM: Testing feature 12/29: add_obv_interval [2025-11-21T02:57:03.886391] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_obv_interval'] [2025-11-21T02:57:04.105258] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:04.322330] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:04.537718] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:04.749402] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:04.961695] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:05.178705] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:05.393935] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:05.617191] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:05.825532] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:06.051655] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:06.052040] [INFO ] [CONFIGURE ] ACM: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T02:57:06.052112] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20496 tests [2025-11-21T02:57:06.052220] [INFO ] [CONFIGURE ] ACM: Testing feature 13/29: add_opening_strength [2025-11-21T02:57:06.052341] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T02:57:06.282635] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:06.511919] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:06.747722] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:06.978241] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:07.212550] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:07.440471] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:07.678670] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:07.914144] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:08.160462] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:57:08.406635] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:08.406894] [INFO ] [CONFIGURE ] ACM: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T02:57:08.406956] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20495 tests [2025-11-21T02:57:08.406999] [INFO ] [CONFIGURE ] ACM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:57:08.407035] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T02:57:08.648705] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:08.884072] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:09.136579] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:09.374860] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:09.647324] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:09.877609] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:10.109464] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:10.349472] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:10.582871] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:10.823773] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:10.824021] [INFO ] [CONFIGURE ] ACM: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T02:57:10.824085] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20494 tests [2025-11-21T02:57:10.824234] [INFO ] [CONFIGURE ] ACM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:57:10.824284] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T02:57:11.024499] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:11.223711] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:11.418738] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:11.609866] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:11.816438] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:12.014965] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:12.208792] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:12.407378] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:12.605115] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:12.806125] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:57:12.806532] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_morning_momentum (score: 100.00%) [2025-11-21T02:57:12.806677] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20493 tests [2025-11-21T02:57:12.806837] [INFO ] [CONFIGURE ] ACM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:57:12.806954] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T02:57:13.023799] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:13.236367] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:13.453077] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:13.673931] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:57:13.891075] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:14.106213] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:14.321765] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:14.537492] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:14.747817] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:14.966406] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:14.966612] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T02:57:14.966687] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20492 tests [2025-11-21T02:57:14.966732] [INFO ] [CONFIGURE ] ACM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:57:14.966787] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_pbf_return_2d'] [2025-11-21T02:57:15.184883] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:15.400547] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:15.617717] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:15.831828] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:16.046747] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:16.263283] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:16.480711] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:16.705787] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:16.930266] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:17.170338] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:17.170555] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T02:57:17.170607] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20491 tests [2025-11-21T02:57:17.170669] [INFO ] [CONFIGURE ] ACM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:57:17.170712] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T02:57:17.388793] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:17.577536] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:57:17.779331] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:17.974366] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:18.174857] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:18.386584] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:18.589231] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:18.781136] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:18.978865] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:19.170936] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:57:19.171146] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T02:57:19.171203] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20490 tests [2025-11-21T02:57:19.171244] [INFO ] [CONFIGURE ] ACM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:57:19.171304] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T02:57:19.366415] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:19.564430] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:19.759754] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:19.961249] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:20.159714] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:20.355181] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:20.550772] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:20.753958] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:20.954429] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:21.150181] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:21.150396] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T02:57:21.150463] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20489 tests [2025-11-21T02:57:21.150528] [INFO ] [CONFIGURE ] ACM: Testing feature 20/29: add_price_rejection [2025-11-21T02:57:21.150573] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_price_rejection'] [2025-11-21T02:57:21.358545] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:21.565099] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:21.766745] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:21.980557] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:22.187492] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:22.393425] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:22.607794] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:22.825313] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:23.038299] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:23.250236] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:23.250445] [INFO ] [CONFIGURE ] ACM: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T02:57:23.250499] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20488 tests [2025-11-21T02:57:23.250541] [INFO ] [CONFIGURE ] ACM: Testing feature 21/29: add_range_position [2025-11-21T02:57:23.250579] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_range_position'] [2025-11-21T02:57:23.480750] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:23.712771] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:23.948024] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:24.184126] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:24.416589] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:24.660991] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:24.896994] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:25.135093] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:25.366145] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:25.599336] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:57:25.599556] [INFO ] [CONFIGURE ] ACM: DISCARDED add_range_position (score: 80.00%) [2025-11-21T02:57:25.599608] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20487 tests [2025-11-21T02:57:25.599665] [INFO ] [CONFIGURE ] ACM: Testing feature 22/29: add_realized_volatility [2025-11-21T02:57:25.599733] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_realized_volatility'] [2025-11-21T02:57:25.916846] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:26.243592] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:26.551511] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:26.886792] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:27.225067] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:27.567533] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:27.892898] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:28.226323] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:28.555586] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:28.894670] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:57:28.895181] [INFO ] [CONFIGURE ] ACM: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T02:57:28.895260] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20486 tests [2025-11-21T02:57:28.895314] [INFO ] [CONFIGURE ] ACM: Testing feature 23/29: add_recent_range_context [2025-11-21T02:57:28.895363] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_recent_range_context'] [2025-11-21T02:57:29.107849] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:29.359820] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:29.582131] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:29.791712] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:30.045791] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:30.288784] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:30.506559] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:30.713532] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:30.917012] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:31.123104] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:31.123503] [INFO ] [CONFIGURE ] ACM: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T02:57:31.123627] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20485 tests [2025-11-21T02:57:31.123808] [INFO ] [CONFIGURE ] ACM: Testing feature 24/29: add_rsi [2025-11-21T02:57:31.123913] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T02:57:31.385396] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:31.654682] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:31.927702] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:32.188845] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:32.447900] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:32.718710] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:32.978401] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:33.237256] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:33.501175] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:33.767137] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:33.767378] [INFO ] [CONFIGURE ] ACM: DISCARDED add_rsi (score: 80.00%) [2025-11-21T02:57:33.767455] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20484 tests [2025-11-21T02:57:33.767517] [INFO ] [CONFIGURE ] ACM: Testing feature 25/29: add_tick_distribution [2025-11-21T02:57:33.767563] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_tick_distribution'] [2025-11-21T02:57:33.991320] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:34.230270] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:34.442338] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:34.652083] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:34.865380] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:35.077528] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:35.286126] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:35.499532] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:35.708675] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:35.927377] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T02:57:35.927592] [INFO ] [CONFIGURE ] ACM: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T02:57:35.927695] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20483 tests [2025-11-21T02:57:35.927776] [INFO ] [CONFIGURE ] ACM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:57:35.927825] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T02:57:36.147002] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:36.359392] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:57:36.577523] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:36.794936] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:37.027514] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:37.264327] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:37.488502] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:57:37.707273] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:37.930426] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:38.158216] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:38.158458] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T02:57:38.158522] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20482 tests [2025-11-21T02:57:38.158595] [INFO ] [CONFIGURE ] ACM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:57:38.158635] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_volume_price_divergence'] [2025-11-21T02:57:38.389856] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:38.601637] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:38.818999] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:39.028043] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:39.250439] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:39.478320] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:39.702891] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:39.934966] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:40.163894] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:57:40.389420] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:40.389663] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T02:57:40.389759] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20481 tests [2025-11-21T02:57:40.389812] [INFO ] [CONFIGURE ] ACM: Testing feature 28/29: add_volume_profile [2025-11-21T02:57:40.389861] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_volume_profile'] [2025-11-21T02:57:40.606916] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:40.833440] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:41.053193] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:41.275004] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:41.496407] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:41.706663] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:41.931578] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:42.163982] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:42.382151] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:57:42.600570] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:42.600799] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T02:57:42.600854] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20480 tests [2025-11-21T02:57:42.600892] [INFO ] [CONFIGURE ] ACM: Testing feature 29/29: add_vwap [2025-11-21T02:57:42.600927] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_vwap'] [2025-11-21T02:57:42.834911] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:57:43.059487] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:57:43.280192] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T02:57:43.512510] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T02:57:43.738972] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:43.965247] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:57:44.214093] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:57:44.440410] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:57:44.664870] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:57:44.885981] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:57:44.886202] [INFO ] [CONFIGURE ] ACM: DISCARDED add_vwap (score: 60.00%) [2025-11-21T02:57:44.886251] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20479 tests [2025-11-21T02:57:44.886292] [INFO ] [CONFIGURE ] ACM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:57:44.886325] [INFO ] [CONFIGURE ] ACM: Best accuracy: 100.00% [2025-11-21T02:57:44.886357] [INFO ] [CONFIGURE ] ACM: Best feature set (0 features): [] [2025-11-21T02:57:44.886387] [INFO ] [CONFIGURE ] ACM: Improvement over baseline: 0.00% [2025-11-21T02:57:44.886417] [INFO ] [CONFIGURE ] ACM: Total time: 1.1 minutes [2025-11-21T02:57:44.886446] [INFO ] [CONFIGURE ] ACM: Average time per feature: 2.3 seconds [2025-11-21T02:57:44.886490] [INFO ] [CONFIGURE ] ACM: Average speed: 0.43 features/sec [2025-11-21T02:57:44.887055] [INFO ] [LOCAL ] Saved configuration for ACM: 0 features, 100.00% accuracy -> ./output/feature-sets/ACM.json [2025-11-21T02:57:44.887116] [INFO ] [CONFIGURE ] ACM: Configuration saved successfully: 0 features, 100.00% accuracy. [2025-11-21T02:57:44.887163] [INFO ] [sig ] [17/723] Successfully configured ACM | 0.01 sym/s | Total: 24.0m | ETA: 16.6h [2025-11-21T02:57:44.887202] [INFO ] [sig ] [18/723] Configuring ACN... [2025-11-21T02:57:44.887236] [INFO ] [CONFIGURE ] ACN: Configurate test run. [2025-11-21T02:57:44.887268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-11-21T02:57:44.934901] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACN'. [2025-11-21T02:57:44.935343] [INFO ] [CONFIGURE ] ACN: Testing with 29 available features [2025-11-21T02:57:44.935410] [INFO ] [CONFIGURE ] ACN: Establishing baseline with no features... [2025-11-21T02:57:45.131185] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:45.322022] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:57:45.528092] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:57:45.736300] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:45.937994] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:46.157545] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:57:46.367555] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:57:46.562100] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:57:46.767552] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:57:46.970016] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:57:46.970228] [INFO ] [CONFIGURE ] ACN: Baseline score (no features): 30.00% [2025-11-21T02:57:46.970287] [INFO ] [CONFIGURE ] ACN: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:57:46.970343] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:57:47.217133] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:47.458178] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:57:47.698974] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:57:47.938129] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:48.184263] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:48.418004] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:57:48.650045] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:57:48.892903] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:57:49.131573] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:57:49.368866] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:57:49.369240] [INFO ] [CONFIGURE ] ACN: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T02:57:49.369352] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20478 tests [2025-11-21T02:57:49.369451] [INFO ] [CONFIGURE ] ACN: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:57:49.369569] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T02:57:49.636555] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:49.906300] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:57:50.186165] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:57:50.453005] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:50.718792] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:50.991667] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:57:51.264975] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:57:51.535466] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:57:51.820539] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:57:52.105165] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:57:52.105394] [INFO ] [CONFIGURE ] ACN: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T02:57:52.105455] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20477 tests [2025-11-21T02:57:52.105507] [INFO ] [CONFIGURE ] ACN: Testing feature 3/29: add_daily_returns [2025-11-21T02:57:52.105554] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T02:57:52.392610] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:52.680629] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:57:52.958948] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:57:53.238626] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:53.527106] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:53.804932] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:57:54.091866] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:57:54.366910] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:57:54.645677] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:57:54.931713] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:57:54.931966] [INFO ] [CONFIGURE ] ACN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T02:57:54.932039] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20476 tests [2025-11-21T02:57:54.932160] [INFO ] [CONFIGURE ] ACN: Testing feature 4/29: add_ema [2025-11-21T02:57:54.932213] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T02:57:55.251107] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:55.560015] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:57:55.873771] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:57:56.186772] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:56.503193] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:57:56.820443] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:57:57.145272] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:57:57.470826] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:57:57.788924] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:57:58.117547] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:57:58.117799] [INFO ] [CONFIGURE ] ACN: DISCARDED add_ema (score: 50.00%) [2025-11-21T02:57:58.117864] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20475 tests [2025-11-21T02:57:58.117914] [INFO ] [CONFIGURE ] ACN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:57:58.117960] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:57:58.436738] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:57:58.730858] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:57:59.030366] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:57:59.341805] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:57:59.649712] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:57:59.958663] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:00.272384] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:00.696138] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:01.766029] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:02.089364] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:02.089609] [INFO ] [CONFIGURE ] ACN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T02:58:02.089692] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20474 tests [2025-11-21T02:58:02.089745] [INFO ] [CONFIGURE ] ACN: Testing feature 6/29: add_failed_moves [2025-11-21T02:58:02.089793] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T02:58:02.363915] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:02.636911] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:02.932062] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:03.217417] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:03.493405] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:03.771993] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:04.035447] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:04.310395] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:04.599018] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:04.884471] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:58:04.884716] [INFO ] [CONFIGURE ] ACN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T02:58:04.884807] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20473 tests [2025-11-21T02:58:04.884858] [INFO ] [CONFIGURE ] ACN: Testing feature 7/29: add_lag_shelf [2025-11-21T02:58:04.884902] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T02:58:05.162978] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:05.440303] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:05.728482] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:06.011046] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:06.323907] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:06.637716] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:06.939729] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:07.242491] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:07.532877] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:07.831085] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:58:07.831337] [INFO ] [CONFIGURE ] ACN: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:58:07.831406] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20472 tests [2025-11-21T02:58:07.831466] [INFO ] [CONFIGURE ] ACN: Testing feature 8/29: add_macd [2025-11-21T02:58:07.831518] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T02:58:08.211045] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:58:08.609472] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:58:09.010066] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:58:09.427713] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:09.827951] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:58:10.234382] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:10.624023] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:58:11.035366] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:11.409194] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:11.785433] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:11.785690] [INFO ] [CONFIGURE ] ACN: DISCARDED add_macd (score: 60.00%) [2025-11-21T02:58:11.785761] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20471 tests [2025-11-21T02:58:11.785818] [INFO ] [CONFIGURE ] ACN: Testing feature 9/29: add_mfi [2025-11-21T02:58:11.785864] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T02:58:12.100844] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:12.397354] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:12.714808] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:13.029138] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:13.332713] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:13.628432] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:13.934876] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:14.232764] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:14.539878] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:14.841755] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:14.842004] [INFO ] [CONFIGURE ] ACN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T02:58:14.842068] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20470 tests [2025-11-21T02:58:14.842121] [INFO ] [CONFIGURE ] ACN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:58:14.842175] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:58:15.244951] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:15.651891] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:16.056853] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:58:16.461374] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:16.859313] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:58:17.251184] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:17.665092] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:18.080044] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:18.501764] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:18.902098] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:18.902323] [INFO ] [CONFIGURE ] ACN: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T02:58:18.902387] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20469 tests [2025-11-21T02:58:18.902461] [INFO ] [CONFIGURE ] ACN: Testing feature 11/29: add_obv_daily [2025-11-21T02:58:18.902511] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T02:58:19.219240] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:19.539722] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:19.850030] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:20.172261] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:20.481805] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:58:20.790637] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:21.112097] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:21.431873] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:21.757550] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:22.081125] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:22.081447] [INFO ] [CONFIGURE ] ACN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T02:58:22.081518] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20468 tests [2025-11-21T02:58:22.081573] [INFO ] [CONFIGURE ] ACN: Testing feature 12/29: add_obv_interval [2025-11-21T02:58:22.081620] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T02:58:22.384964] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:22.673097] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:58:22.976787] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:58:23.274609] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:23.579354] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:23.881706] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:24.200488] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:58:24.502760] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:24.825037] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:25.135843] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:25.136104] [INFO ] [CONFIGURE ] ACN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T02:58:25.136167] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20467 tests [2025-11-21T02:58:25.136214] [INFO ] [CONFIGURE ] ACN: Testing feature 13/29: add_opening_strength [2025-11-21T02:58:25.136262] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:58:25.475725] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:58:25.801349] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:26.121396] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:26.456666] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:26.793751] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:58:27.150009] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:27.510032] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:27.862942] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:28.202819] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:28.541794] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:28.542102] [INFO ] [CONFIGURE ] ACN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T02:58:28.542182] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20466 tests [2025-11-21T02:58:28.542241] [INFO ] [CONFIGURE ] ACN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T02:58:28.542295] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T02:58:28.862747] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:29.201370] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:29.498542] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:29.816539] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:30.136607] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:30.450367] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:58:30.772669] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:31.095021] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:31.419534] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:31.739330] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:58:31.739578] [INFO ] [CONFIGURE ] ACN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T02:58:31.739674] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20465 tests [2025-11-21T02:58:31.739743] [INFO ] [CONFIGURE ] ACN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T02:58:31.739801] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T02:58:32.037877] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:32.342853] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:32.639394] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:32.938074] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:33.235182] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:33.530918] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:33.840915] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:34.148255] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:34.454827] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:34.760842] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:58:34.761117] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T02:58:34.761182] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20464 tests [2025-11-21T02:58:34.761241] [INFO ] [CONFIGURE ] ACN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T02:58:34.761290] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T02:58:35.076433] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:35.388067] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:35.710134] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:36.028561] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:36.342276] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:36.673000] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:37.002102] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:37.328674] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:58:37.671163] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:38.096284] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:38.096567] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T02:58:38.096685] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20463 tests [2025-11-21T02:58:38.096826] [INFO ] [CONFIGURE ] ACN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T02:58:38.096888] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T02:58:38.510844] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:38.859494] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:39.162948] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:39.454400] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:39.747437] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:58:40.051730] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:40.342325] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:40.640347] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:40.942737] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:41.240519] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:41.240758] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T02:58:41.240819] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20462 tests [2025-11-21T02:58:41.240891] [INFO ] [CONFIGURE ] ACN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T02:58:41.240941] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T02:58:41.517289] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:58:41.818580] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:42.105721] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:42.359991] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:42.619471] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:42.909532] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:43.183424] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:58:43.464418] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:43.750971] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:44.046205] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:44.046474] [INFO ] [CONFIGURE ] ACN: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-11-21T02:58:44.046538] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20461 tests [2025-11-21T02:58:44.046588] [INFO ] [CONFIGURE ] ACN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T02:58:44.046635] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T02:58:44.346548] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:58:44.644538] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:44.942574] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:45.252772] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:45.555329] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:58:45.858508] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:46.162226] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:58:46.463845] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:46.755860] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:47.051393] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:47.051724] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T02:58:47.051795] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20460 tests [2025-11-21T02:58:47.051854] [INFO ] [CONFIGURE ] ACN: Testing feature 20/29: add_price_rejection [2025-11-21T02:58:47.051903] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T02:58:47.356040] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:58:47.670020] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:47.987152] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:48.307190] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:48.635149] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:48.935619] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:49.240833] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:58:49.556778] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:49.873014] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:50.175144] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:50.175866] [INFO ] [CONFIGURE ] ACN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T02:58:50.175933] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20459 tests [2025-11-21T02:58:50.175986] [INFO ] [CONFIGURE ] ACN: Testing feature 21/29: add_range_position [2025-11-21T02:58:50.176033] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T02:58:50.506308] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:58:50.849022] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:51.183601] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:51.514247] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:51.855739] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:52.194428] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:58:52.527486] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:58:52.864057] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:53.213181] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:53.539392] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:58:53.539697] [INFO ] [CONFIGURE ] ACN: DISCARDED add_range_position (score: 60.00%) [2025-11-21T02:58:53.539771] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20458 tests [2025-11-21T02:58:53.539825] [INFO ] [CONFIGURE ] ACN: Testing feature 22/29: add_realized_volatility [2025-11-21T02:58:53.539874] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T02:58:53.948940] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:58:54.354719] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:54.764216] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:55.165326] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:55.580170] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:58:55.988736] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:58:56.401620] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:58:56.804586] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:58:57.225505] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:58:57.642878] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:58:57.643150] [INFO ] [CONFIGURE ] ACN: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T02:58:57.643246] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20457 tests [2025-11-21T02:58:57.643311] [INFO ] [CONFIGURE ] ACN: Testing feature 23/29: add_recent_range_context [2025-11-21T02:58:57.643357] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T02:58:57.926701] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:58:58.213728] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:58:58.494305] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:58:58.777760] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:58:59.090080] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:58:59.378687] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:58:59.667785] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:58:59.960813] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:00.254773] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:59:00.547461] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:59:00.547751] [INFO ] [CONFIGURE ] ACN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T02:59:00.548542] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20456 tests [2025-11-21T02:59:00.548606] [INFO ] [CONFIGURE ] ACN: Testing feature 24/29: add_rsi [2025-11-21T02:59:00.548687] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T02:59:01.617991] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:59:02.175502] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T02:59:02.520913] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:59:02.869001] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:59:03.224268] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:59:03.566363] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:59:03.914182] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:59:04.269583] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:04.623247] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:59:04.972885] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:59:04.973118] [INFO ] [CONFIGURE ] ACN: KEPT add_rsi (score: 80.00%) [2025-11-21T02:59:04.973181] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20455 tests [2025-11-21T02:59:04.973230] [INFO ] [CONFIGURE ] ACN: Testing feature 25/29: add_tick_distribution [2025-11-21T02:59:04.973277] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T02:59:05.314805] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:05.648849] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:59:05.998773] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:59:06.348906] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:59:06.705762] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:59:07.057063] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:59:07.413810] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T02:59:07.771450] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:08.140634] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:59:08.516993] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T02:59:08.517320] [INFO ] [CONFIGURE ] ACN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T02:59:08.517402] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20454 tests [2025-11-21T02:59:08.517574] [INFO ] [CONFIGURE ] ACN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T02:59:08.517675] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T02:59:08.935349] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:09.315254] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:59:09.699908] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:59:10.069858] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:59:10.451687] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:59:10.833007] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:59:11.211867] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:59:11.594731] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:11.990244] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:59:12.393937] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:59:12.394179] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T02:59:12.394242] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20453 tests [2025-11-21T02:59:12.394294] [INFO ] [CONFIGURE ] ACN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T02:59:12.394440] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T02:59:12.775719] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:13.165421] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:59:13.548584] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:59:13.930866] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:59:14.309293] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:59:14.711672] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:59:15.102295] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:59:15.501694] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:15.904396] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:59:16.297379] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:59:16.297722] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T02:59:16.297794] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20452 tests [2025-11-21T02:59:16.297848] [INFO ] [CONFIGURE ] ACN: Testing feature 28/29: add_volume_profile [2025-11-21T02:59:16.297893] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T02:59:16.658965] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:17.033509] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:59:17.402858] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:59:17.768824] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:59:18.140617] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T02:59:18.502257] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T02:59:18.867473] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:59:19.239284] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:19.613038] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:59:19.997802] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:59:19.998056] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T02:59:19.998116] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20451 tests [2025-11-21T02:59:19.998165] [INFO ] [CONFIGURE ] ACN: Testing feature 29/29: add_vwap [2025-11-21T02:59:19.998210] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T02:59:20.369046] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T02:59:20.733844] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T02:59:21.094572] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:59:21.459136] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T02:59:21.827177] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T02:59:22.214587] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T02:59:22.589446] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T02:59:22.956752] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:23.331826] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T02:59:23.713983] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T02:59:23.714235] [INFO ] [CONFIGURE ] ACN: DISCARDED add_vwap (score: 60.00%) [2025-11-21T02:59:23.714301] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20450 tests [2025-11-21T02:59:23.714353] [INFO ] [CONFIGURE ] ACN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T02:59:23.714388] [INFO ] [CONFIGURE ] ACN: Best accuracy: 80.00% [2025-11-21T02:59:23.714454] [INFO ] [CONFIGURE ] ACN: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T02:59:23.714501] [INFO ] [CONFIGURE ] ACN: Improvement over baseline: 50.00% [2025-11-21T02:59:23.714540] [INFO ] [CONFIGURE ] ACN: Total time: 1.6 minutes [2025-11-21T02:59:23.714580] [INFO ] [CONFIGURE ] ACN: Average time per feature: 3.3 seconds [2025-11-21T02:59:23.714619] [INFO ] [CONFIGURE ] ACN: Average speed: 0.30 features/sec [2025-11-21T02:59:23.715324] [INFO ] [LOCAL ] Saved configuration for ACN: 5 features, 80.00% accuracy -> ./output/feature-sets/ACN.json [2025-11-21T02:59:23.715388] [INFO ] [CONFIGURE ] ACN: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T02:59:23.715449] [INFO ] [sig ] [18/723] Successfully configured ACN | 0.01 sym/s | Total: 25.6m | ETA: 16.7h [2025-11-21T02:59:23.715499] [INFO ] [sig ] [19/723] Configuring ACP... [2025-11-21T02:59:23.715542] [INFO ] [CONFIGURE ] ACP: Configurate test run. [2025-11-21T02:59:23.715586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-11-21T02:59:23.795718] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACP'. [2025-11-21T02:59:23.796313] [INFO ] [CONFIGURE ] ACP: Testing with 29 available features [2025-11-21T02:59:23.796383] [INFO ] [CONFIGURE ] ACP: Establishing baseline with no features... [2025-11-21T02:59:23.996345] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:24.195232] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:59:24.391760] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:59:24.583703] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:59:24.787409] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:25.045477] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:59:25.304414] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:25.556041] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:59:25.774544] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:59:25.953106] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:25.953295] [INFO ] [CONFIGURE ] ACP: Baseline score (no features): 50.00% [2025-11-21T02:59:25.953367] [INFO ] [CONFIGURE ] ACP: Testing feature 1/29: add_bollinger_bands [2025-11-21T02:59:25.953407] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands'] [2025-11-21T02:59:26.170535] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:26.376428] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:59:26.576158] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T02:59:26.793475] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:59:27.013285] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:27.240289] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:59:27.476252] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:27.697920] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:27.924404] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:59:28.149781] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:28.149970] [INFO ] [CONFIGURE ] ACP: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T02:59:28.150019] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20449 tests [2025-11-21T02:59:28.150057] [INFO ] [CONFIGURE ] ACP: Testing feature 2/29: add_cumulative_delta [2025-11-21T02:59:28.150092] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta'] [2025-11-21T02:59:28.386147] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:28.625483] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:59:28.862493] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:29.099687] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:29.346321] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:29.588100] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:29.828205] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:59:30.070896] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:59:30.315758] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:59:30.548348] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:30.548662] [INFO ] [CONFIGURE ] ACP: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T02:59:30.548773] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20448 tests [2025-11-21T02:59:30.548879] [INFO ] [CONFIGURE ] ACP: Testing feature 3/29: add_daily_returns [2025-11-21T02:59:30.549012] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T02:59:30.800727] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:31.048041] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:59:31.295417] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:31.550956] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:31.803236] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:32.072393] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:59:32.331549] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:32.584529] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:32.833153] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:59:33.090006] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:33.091085] [INFO ] [CONFIGURE ] ACP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T02:59:33.091135] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20447 tests [2025-11-21T02:59:33.091172] [INFO ] [CONFIGURE ] ACP: Testing feature 4/29: add_ema [2025-11-21T02:59:33.091208] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T02:59:33.393949] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:33.680586] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:59:33.977178] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:34.281734] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:59:34.592390] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:34.890547] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T02:59:35.185039] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:35.486405] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:59:35.805706] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:59:36.106713] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:36.109964] [INFO ] [CONFIGURE ] ACP: DISCARDED add_ema (score: 30.00%) [2025-11-21T02:59:36.110039] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20446 tests [2025-11-21T02:59:36.110096] [INFO ] [CONFIGURE ] ACP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T02:59:36.110142] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T02:59:36.392278] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:36.686288] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:59:36.965535] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:37.255390] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:37.540129] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:37.820250] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:38.101740] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:38.382003] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:59:38.700073] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:59:38.997025] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:38.997279] [INFO ] [CONFIGURE ] ACP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T02:59:38.997343] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20445 tests [2025-11-21T02:59:38.997398] [INFO ] [CONFIGURE ] ACP: Testing feature 6/29: add_failed_moves [2025-11-21T02:59:38.997449] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T02:59:39.257371] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:39.502131] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:59:39.747470] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:39.989081] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:40.219630] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:40.437012] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:40.662379] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:59:40.892052] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:41.137546] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:59:41.375261] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:41.375497] [INFO ] [CONFIGURE ] ACP: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T02:59:41.375557] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20444 tests [2025-11-21T02:59:41.375606] [INFO ] [CONFIGURE ] ACP: Testing feature 7/29: add_lag_shelf [2025-11-21T02:59:41.375673] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T02:59:41.601566] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:41.822629] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:59:42.053568] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:42.288077] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:42.519070] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:42.753038] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:42.990798] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:59:43.236178] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:59:43.471032] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:59:43.714755] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:43.714986] [INFO ] [CONFIGURE ] ACP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T02:59:43.715037] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20443 tests [2025-11-21T02:59:43.715076] [INFO ] [CONFIGURE ] ACP: Testing feature 8/29: add_macd [2025-11-21T02:59:43.715114] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T02:59:44.057396] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:44.397799] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:59:44.746930] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:45.089681] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:45.435495] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:45.797464] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:46.136009] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:46.476066] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:46.815782] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T02:59:47.157353] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:47.157625] [INFO ] [CONFIGURE ] ACP: DISCARDED add_macd (score: 40.00%) [2025-11-21T02:59:47.157715] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20442 tests [2025-11-21T02:59:47.157768] [INFO ] [CONFIGURE ] ACP: Testing feature 9/29: add_mfi [2025-11-21T02:59:47.157813] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T02:59:47.419600] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:47.676999] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T02:59:47.938030] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:48.202714] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:48.468743] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:48.729184] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:48.997924] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:49.277353] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:59:49.546502] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:59:49.811636] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:49.811900] [INFO ] [CONFIGURE ] ACP: KEPT add_mfi (score: 70.00%) [2025-11-21T02:59:49.811963] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20441 tests [2025-11-21T02:59:49.812012] [INFO ] [CONFIGURE ] ACP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T02:59:49.812050] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T02:59:50.179507] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:50.553234] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:59:50.928873] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:51.298340] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:51.662124] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:52.043441] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:52.409618] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:52.778134] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T02:59:53.146537] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:59:53.516635] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:53.516981] [INFO ] [CONFIGURE ] ACP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T02:59:53.517051] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20440 tests [2025-11-21T02:59:53.517125] [INFO ] [CONFIGURE ] ACP: Testing feature 11/29: add_obv_daily [2025-11-21T02:59:53.517185] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily'] [2025-11-21T02:59:53.801026] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:54.095016] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:59:54.383747] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:54.668136] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T02:59:54.949891] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:55.237921] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:55.513212] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T02:59:55.798584] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:56.083188] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:59:56.375186] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:56.375463] [INFO ] [CONFIGURE ] ACP: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T02:59:56.375540] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20439 tests [2025-11-21T02:59:56.375598] [INFO ] [CONFIGURE ] ACP: Testing feature 12/29: add_obv_interval [2025-11-21T02:59:56.375708] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval'] [2025-11-21T02:59:56.662910] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:56.945753] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T02:59:57.225057] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T02:59:57.506018] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T02:59:57.778714] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T02:59:58.062103] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T02:59:58.342467] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T02:59:58.623129] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T02:59:58.903124] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T02:59:59.176454] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T02:59:59.176668] [INFO ] [CONFIGURE ] ACP: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T02:59:59.176726] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20438 tests [2025-11-21T02:59:59.176826] [INFO ] [CONFIGURE ] ACP: Testing feature 13/29: add_opening_strength [2025-11-21T02:59:59.176884] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T02:59:59.464333] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T02:59:59.751140] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:00.083538] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:01.174765] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:01.499759] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:01.821197] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:02.138467] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:02.413182] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:00:02.732581] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:00:03.020676] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:03.020877] [INFO ] [CONFIGURE ] ACP: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T03:00:03.020937] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20437 tests [2025-11-21T03:00:03.021094] [INFO ] [CONFIGURE ] ACP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:00:03.021146] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T03:00:03.335363] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:03.660738] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:03.976893] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:04.287429] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:04.608400] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:04.957930] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:05.296721] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:00:05.614966] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:05.930914] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:06.232959] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:06.233207] [INFO ] [CONFIGURE ] ACP: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:00:06.233270] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20436 tests [2025-11-21T03:00:06.233319] [INFO ] [CONFIGURE ] ACP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:00:06.233366] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T03:00:06.496225] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:06.772144] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:07.038336] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:07.309257] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:07.593744] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:07.860730] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:08.144310] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:08.413494] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:08.712263] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:08.995905] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:08.996150] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:00:08.996257] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20435 tests [2025-11-21T03:00:08.996323] [INFO ] [CONFIGURE ] ACP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:00:08.996372] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T03:00:09.292525] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:09.595899] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:09.894176] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:10.193416] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:10.482673] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:10.777686] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:11.072391] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:11.365394] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:11.665286] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:00:11.960503] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:11.960783] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T03:00:11.960848] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20434 tests [2025-11-21T03:00:11.960897] [INFO ] [CONFIGURE ] ACP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:00:11.960941] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T03:00:12.256718] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:12.544092] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:12.822591] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:13.105134] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:13.398872] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:13.693118] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:13.981943] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:14.275490] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:14.567187] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:00:14.862397] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:14.862587] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:00:14.862665] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20433 tests [2025-11-21T03:00:14.862716] [INFO ] [CONFIGURE ] ACP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:00:14.862763] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T03:00:15.126152] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:15.388311] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:15.649757] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:15.913117] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:16.176701] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:16.456378] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:16.725664] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:00:16.991363] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:17.276156] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:00:17.608564] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:00:17.608886] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:00:17.608975] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20432 tests [2025-11-21T03:00:17.609050] [INFO ] [CONFIGURE ] ACP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:00:17.609121] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T03:00:17.978703] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:18.314350] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:18.596207] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:18.858585] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:00:19.119717] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:19.396470] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:19.667399] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:19.937904] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:00:20.212989] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:00:20.492083] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:20.492340] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T03:00:20.492402] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20431 tests [2025-11-21T03:00:20.492453] [INFO ] [CONFIGURE ] ACP: Testing feature 20/29: add_price_rejection [2025-11-21T03:00:20.492497] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_price_rejection'] [2025-11-21T03:00:20.793700] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:21.086196] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:21.373371] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:21.679363] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:00:21.966353] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:22.255566] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:22.550214] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:22.826290] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:00:23.107052] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:23.386822] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:23.387074] [INFO ] [CONFIGURE ] ACP: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:00:23.387139] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20430 tests [2025-11-21T03:00:23.387192] [INFO ] [CONFIGURE ] ACP: Testing feature 21/29: add_range_position [2025-11-21T03:00:23.387249] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_range_position'] [2025-11-21T03:00:23.689514] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:23.980942] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:24.258357] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:24.536463] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:24.834307] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:25.117515] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:25.404497] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:25.704090] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:25.984085] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:26.262853] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:26.263088] [INFO ] [CONFIGURE ] ACP: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:00:26.263153] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20429 tests [2025-11-21T03:00:26.263204] [INFO ] [CONFIGURE ] ACP: Testing feature 22/29: add_realized_volatility [2025-11-21T03:00:26.263249] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_realized_volatility'] [2025-11-21T03:00:26.635519] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:27.021169] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:27.401947] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:27.790828] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:28.169595] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:28.537759] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:28.897011] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:29.269805] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:00:29.639397] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:29.995676] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:29.995883] [INFO ] [CONFIGURE ] ACP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:00:29.995941] [INFO ] [CONFIGURE ] JOB ETA: 16.5h | Avg: 2.9s/test | Remaining: 20428 tests [2025-11-21T03:00:29.995986] [INFO ] [CONFIGURE ] ACP: Testing feature 23/29: add_recent_range_context [2025-11-21T03:00:29.996027] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context'] [2025-11-21T03:00:30.232057] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:30.486854] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:30.740129] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:30.997844] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:31.253344] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:31.514108] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:31.777497] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:32.038842] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:00:32.303592] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:32.570790] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:32.571050] [INFO ] [CONFIGURE ] ACP: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:00:32.571130] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20427 tests [2025-11-21T03:00:32.571183] [INFO ] [CONFIGURE ] ACP: Testing feature 24/29: add_rsi [2025-11-21T03:00:32.571228] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T03:00:32.884900] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:33.196205] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:33.502562] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:33.812833] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:00:34.117104] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:00:34.420736] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:34.734919] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:35.059868] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:35.367450] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:35.669542] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:35.669776] [INFO ] [CONFIGURE ] ACP: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:00:35.669839] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20426 tests [2025-11-21T03:00:35.669890] [INFO ] [CONFIGURE ] ACP: Testing feature 25/29: add_tick_distribution [2025-11-21T03:00:35.669933] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_tick_distribution'] [2025-11-21T03:00:35.927055] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:36.181729] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:36.441674] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:36.700518] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:36.962875] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:37.233082] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:37.514930] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:37.800038] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:38.085620] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:00:38.372196] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:38.372458] [INFO ] [CONFIGURE ] ACP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:00:38.372528] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20425 tests [2025-11-21T03:00:38.372580] [INFO ] [CONFIGURE ] ACP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:00:38.372626] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T03:00:38.654748] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:38.943807] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:39.231633] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:39.529715] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:39.815734] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:40.093690] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:40.354419] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:40.630212] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:40.896946] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:41.160114] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:41.160375] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:00:41.160439] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20424 tests [2025-11-21T03:00:41.160501] [INFO ] [CONFIGURE ] ACP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:00:41.160551] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T03:00:41.424004] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:41.694631] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:41.967162] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:42.235351] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:42.515113] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:42.809233] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:43.101072] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:00:43.381252] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:00:43.669226] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:43.952095] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:43.952389] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T03:00:43.952455] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20423 tests [2025-11-21T03:00:43.952507] [INFO ] [CONFIGURE ] ACP: Testing feature 28/29: add_volume_profile [2025-11-21T03:00:43.952556] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_profile'] [2025-11-21T03:00:44.255285] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:44.551245] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:44.841917] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:45.140594] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:45.438198] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:45.727626] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:46.035533] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:46.343740] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:46.661867] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:00:46.945561] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:46.945834] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T03:00:46.945900] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20422 tests [2025-11-21T03:00:46.945953] [INFO ] [CONFIGURE ] ACP: Testing feature 29/29: add_vwap [2025-11-21T03:00:46.946004] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_vwap'] [2025-11-21T03:00:47.231563] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:47.532260] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:47.820194] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:00:48.116631] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:48.404950] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:48.702605] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:49.011534] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:49.302231] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:00:49.604834] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:00:49.893345] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:49.893612] [INFO ] [CONFIGURE ] ACP: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:00:49.893720] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20421 tests [2025-11-21T03:00:49.893778] [INFO ] [CONFIGURE ] ACP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:00:49.893832] [INFO ] [CONFIGURE ] ACP: Best accuracy: 70.00% [2025-11-21T03:00:49.893881] [INFO ] [CONFIGURE ] ACP: Best feature set (2 features): ['add_cumulative_delta', 'add_mfi'] [2025-11-21T03:00:49.893929] [INFO ] [CONFIGURE ] ACP: Improvement over baseline: 20.00% [2025-11-21T03:00:49.893982] [INFO ] [CONFIGURE ] ACP: Total time: 1.4 minutes [2025-11-21T03:00:49.894030] [INFO ] [CONFIGURE ] ACP: Average time per feature: 2.9 seconds [2025-11-21T03:00:49.894076] [INFO ] [CONFIGURE ] ACP: Average speed: 0.35 features/sec [2025-11-21T03:00:49.894664] [INFO ] [LOCAL ] Saved configuration for ACP: 2 features, 70.00% accuracy -> ./output/feature-sets/ACP.json [2025-11-21T03:00:49.894731] [INFO ] [CONFIGURE ] ACP: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T03:00:49.894788] [INFO ] [sig ] [19/723] Successfully configured ACP | 0.01 sym/s | Total: 27.1m | ETA: 16.7h [2025-11-21T03:00:49.894840] [INFO ] [sig ] [20/723] Configuring ACR... [2025-11-21T03:00:49.894886] [INFO ] [CONFIGURE ] ACR: Configurate test run. [2025-11-21T03:00:49.894929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'. [2025-11-21T03:00:50.002670] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACR'. [2025-11-21T03:00:50.003296] [INFO ] [CONFIGURE ] ACR: Testing with 29 available features [2025-11-21T03:00:50.003463] [INFO ] [CONFIGURE ] ACR: Establishing baseline with no features... [2025-11-21T03:00:50.187851] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:50.396271] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:50.595261] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:00:50.792349] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:50.983522] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:51.183212] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:00:51.385393] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:00:51.581203] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:51.784035] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:51.980156] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:00:51.980392] [INFO ] [CONFIGURE ] ACR: Baseline score (no features): 60.00% [2025-11-21T03:00:51.980444] [INFO ] [CONFIGURE ] ACR: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:00:51.980484] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:00:52.202976] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:52.436144] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:52.754895] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:00:52.987930] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:53.229306] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:53.456130] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:53.684544] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:53.914528] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:54.156538] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:54.391999] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:54.392443] [INFO ] [CONFIGURE ] ACR: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T03:00:54.392564] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20420 tests [2025-11-21T03:00:54.392685] [INFO ] [CONFIGURE ] ACR: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:00:54.392795] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:00:54.663463] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:54.929285] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:00:55.192784] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:00:55.456508] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:00:55.720755] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:55.988381] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:56.252089] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:00:56.514131] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:00:56.779931] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:57.045013] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:57.045316] [INFO ] [CONFIGURE ] ACR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:00:57.045409] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20419 tests [2025-11-21T03:00:57.045458] [INFO ] [CONFIGURE ] ACR: Testing feature 3/29: add_daily_returns [2025-11-21T03:00:57.045505] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:00:57.280155] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:00:57.527230] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:00:57.772452] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:00:58.017104] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:00:58.265089] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:00:58.522568] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:00:58.768801] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:00:59.014764] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:00:59.260493] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:00:59.495712] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:00:59.495949] [INFO ] [CONFIGURE ] ACR: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T03:00:59.496001] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20418 tests [2025-11-21T03:00:59.496042] [INFO ] [CONFIGURE ] ACR: Testing feature 4/29: add_ema [2025-11-21T03:00:59.496081] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:00:59.779331] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:00.057770] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:01.125942] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:01:01.582092] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:01.868250] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:02.143877] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:02.415237] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:02.690558] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:02.972368] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:03.247295] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:03.247679] [INFO ] [CONFIGURE ] ACR: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:01:03.247790] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20417 tests [2025-11-21T03:01:03.247894] [INFO ] [CONFIGURE ] ACR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:01:03.248031] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:01:03.536554] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:03.820985] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:04.104210] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:04.396089] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:04.701865] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:05.008773] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:05.304437] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:05.705378] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:06.045884] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:06.319726] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:06.319935] [INFO ] [CONFIGURE ] ACR: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T03:01:06.319994] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20416 tests [2025-11-21T03:01:06.320039] [INFO ] [CONFIGURE ] ACR: Testing feature 6/29: add_failed_moves [2025-11-21T03:01:06.320084] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:01:06.549767] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:06.797485] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:07.036703] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:07.274296] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:07.521866] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:07.765091] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:08.019965] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:08.271976] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:08.516256] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:08.768584] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:08.769375] [INFO ] [CONFIGURE ] ACR: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:01:08.769495] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20415 tests [2025-11-21T03:01:08.769597] [INFO ] [CONFIGURE ] ACR: Testing feature 7/29: add_lag_shelf [2025-11-21T03:01:08.769728] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:01:09.007554] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:09.235844] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:09.477528] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:09.727125] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:09.959093] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:10.191456] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:10.415702] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:10.650096] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:10.885626] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:11.116229] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:11.116663] [INFO ] [CONFIGURE ] ACR: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T03:01:11.116827] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20414 tests [2025-11-21T03:01:11.116935] [INFO ] [CONFIGURE ] ACR: Testing feature 8/29: add_macd [2025-11-21T03:01:11.117036] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:01:11.453998] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:11.783978] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:12.113105] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:01:12.447844] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:12.774181] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:13.117557] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:01:13.445273] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:13.777762] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:14.084034] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:14.422937] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:14.423160] [INFO ] [CONFIGURE ] ACR: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:01:14.423235] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20413 tests [2025-11-21T03:01:14.423323] [INFO ] [CONFIGURE ] ACR: Testing feature 9/29: add_mfi [2025-11-21T03:01:14.423372] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:01:14.681477] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:14.926819] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:15.162738] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:15.406115] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:15.644698] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:15.891601] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:16.107274] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:16.324243] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:16.537889] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:16.758544] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:16.758771] [INFO ] [CONFIGURE ] ACR: DISCARDED add_mfi (score: 70.00%) [2025-11-21T03:01:16.758830] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20412 tests [2025-11-21T03:01:16.758970] [INFO ] [CONFIGURE ] ACR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:01:16.759017] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:01:17.074583] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:17.413306] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:17.757331] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:01:18.089227] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:18.440971] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:18.775774] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:19.115580] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:19.447435] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:19.779675] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:20.102206] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:20.102501] [INFO ] [CONFIGURE ] ACR: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T03:01:20.102569] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20411 tests [2025-11-21T03:01:20.102632] [INFO ] [CONFIGURE ] ACR: Testing feature 11/29: add_obv_daily [2025-11-21T03:01:20.102715] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T03:01:20.354190] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:20.608616] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:20.862547] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:01:21.109601] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:21.363076] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:21.614313] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:21.887340] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:22.152373] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:22.418684] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:22.679409] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:01:22.679893] [INFO ] [CONFIGURE ] ACR: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:01:22.680008] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20410 tests [2025-11-21T03:01:22.680172] [INFO ] [CONFIGURE ] ACR: Testing feature 12/29: add_obv_interval [2025-11-21T03:01:22.680277] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T03:01:22.937046] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:23.186052] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:23.431269] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:23.676557] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:23.935730] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:24.185327] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:24.434412] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:24.691105] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:24.948862] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:25.203438] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:25.203664] [INFO ] [CONFIGURE ] ACR: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:01:25.203746] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20409 tests [2025-11-21T03:01:25.203806] [INFO ] [CONFIGURE ] ACR: Testing feature 13/29: add_opening_strength [2025-11-21T03:01:25.203853] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:01:25.463883] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:25.729362] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:25.991419] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:01:26.254212] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:26.512984] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:26.766891] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:27.049349] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:27.320776] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:27.591971] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:27.861956] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:27.862173] [INFO ] [CONFIGURE ] ACR: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T03:01:27.862235] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20408 tests [2025-11-21T03:01:27.862286] [INFO ] [CONFIGURE ] ACR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:01:27.862389] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T03:01:28.107718] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:28.360501] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:28.621660] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:28.884115] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:29.138065] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:29.389827] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:29.641542] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:01:29.899823] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:30.155010] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:30.409068] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:30.409302] [INFO ] [CONFIGURE ] ACR: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T03:01:30.409474] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20407 tests [2025-11-21T03:01:30.409527] [INFO ] [CONFIGURE ] ACR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:01:30.409573] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T03:01:30.636426] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:30.864255] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:31.097518] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:31.346547] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:01:31.586581] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:31.824762] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:32.061114] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:32.295494] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:32.526427] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:32.762626] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:32.762841] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:01:32.762889] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20406 tests [2025-11-21T03:01:32.762926] [INFO ] [CONFIGURE ] ACR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:01:32.762960] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T03:01:33.011032] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:33.257514] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:33.492675] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:33.727191] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:33.974414] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:34.206025] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:34.441010] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:01:34.673155] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:34.909774] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:01:35.138740] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:01:35.138964] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T03:01:35.139015] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20405 tests [2025-11-21T03:01:35.139052] [INFO ] [CONFIGURE ] ACR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:01:35.139088] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T03:01:35.366313] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:35.620678] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:35.891845] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:36.147722] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:36.404679] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:36.676215] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:36.945542] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:01:37.205005] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:37.460068] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:37.723857] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:37.724099] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T03:01:37.724609] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20404 tests [2025-11-21T03:01:37.724687] [INFO ] [CONFIGURE ] ACR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:01:37.724731] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T03:01:37.948075] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:38.182191] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:38.406657] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:38.627549] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:38.842770] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:39.063736] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:39.280907] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:39.510300] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:39.745392] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:39.964614] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:39.965028] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:01:39.965151] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20403 tests [2025-11-21T03:01:39.965257] [INFO ] [CONFIGURE ] ACR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:01:39.965355] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T03:01:40.174624] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:40.388851] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:40.596893] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:40.806301] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:41.015921] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:41.223386] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:41.433839] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:41.643000] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:41.852244] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:42.063935] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:42.064120] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T03:01:42.064171] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20402 tests [2025-11-21T03:01:42.064210] [INFO ] [CONFIGURE ] ACR: Testing feature 20/29: add_price_rejection [2025-11-21T03:01:42.064247] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T03:01:42.287279] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:01:42.512817] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:42.745580] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:42.965561] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:01:43.187849] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:43.410516] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:43.632616] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:43.883262] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:44.142628] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:44.393045] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:44.393304] [INFO ] [CONFIGURE ] ACR: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T03:01:44.393369] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20401 tests [2025-11-21T03:01:44.393449] [INFO ] [CONFIGURE ] ACR: Testing feature 21/29: add_range_position [2025-11-21T03:01:44.393509] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T03:01:44.675479] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:01:44.957221] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:45.238580] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:45.516043] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:45.782756] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:46.050433] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:46.305613] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:46.581667] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:46.868039] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:47.139069] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:47.139308] [INFO ] [CONFIGURE ] ACR: DISCARDED add_range_position (score: 80.00%) [2025-11-21T03:01:47.139373] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20400 tests [2025-11-21T03:01:47.139616] [INFO ] [CONFIGURE ] ACR: Testing feature 22/29: add_realized_volatility [2025-11-21T03:01:47.139695] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T03:01:47.502134] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:47.874510] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:48.257036] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:48.622863] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:49.003477] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:49.376020] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:49.739304] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:50.103600] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:50.454433] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:50.802943] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:50.803203] [INFO ] [CONFIGURE ] ACR: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T03:01:50.803293] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20399 tests [2025-11-21T03:01:50.803357] [INFO ] [CONFIGURE ] ACR: Testing feature 23/29: add_recent_range_context [2025-11-21T03:01:50.803409] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T03:01:51.034715] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:51.265020] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:51.509586] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:51.752205] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:52.021453] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:52.266691] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:52.508351] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:52.749791] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:52.974077] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:53.189689] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:53.189875] [INFO ] [CONFIGURE ] ACR: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T03:01:53.189923] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20398 tests [2025-11-21T03:01:53.189960] [INFO ] [CONFIGURE ] ACR: Testing feature 24/29: add_rsi [2025-11-21T03:01:53.189995] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T03:01:53.458635] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:53.725001] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:53.996801] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:54.265855] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:01:54.528985] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:54.798457] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:55.090432] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:55.401662] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:55.700064] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:01:55.997166] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:55.997465] [INFO ] [CONFIGURE ] ACR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:01:55.997582] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20397 tests [2025-11-21T03:01:55.997636] [INFO ] [CONFIGURE ] ACR: Testing feature 25/29: add_tick_distribution [2025-11-21T03:01:55.997723] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T03:01:56.239465] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:56.486305] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:56.730192] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:01:56.974617] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:57.214569] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:57.468616] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:57.693878] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:01:57.951139] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:01:58.187533] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:01:58.406559] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:01:58.406801] [INFO ] [CONFIGURE ] ACR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:01:58.406885] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20396 tests [2025-11-21T03:01:58.406937] [INFO ] [CONFIGURE ] ACR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:01:58.406984] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T03:01:58.625797] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:01:58.852104] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:01:59.083091] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:01:59.311661] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:01:59.529524] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:01:59.764134] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:01:59.988973] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:02:00.229267] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:01.264363] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:02:01.651202] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:02:01.651586] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T03:02:01.651671] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20395 tests [2025-11-21T03:02:01.651777] [INFO ] [CONFIGURE ] ACR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:02:01.651908] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T03:02:01.748877] [FATAL] [FORECASTER] Failed to test lookback=11: [03:02:01] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:01.848809] [FATAL] [FORECASTER] Failed to test lookback=10: [03:02:01] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:01.947891] [FATAL] [FORECASTER] Failed to test lookback=9: [03:02:01] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:02.049405] [FATAL] [FORECASTER] Failed to test lookback=8: [03:02:02] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:02.146859] [FATAL] [FORECASTER] Failed to test lookback=7: [03:02:02] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:02.251715] [FATAL] [FORECASTER] Failed to test lookback=6: [03:02:02] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:02.356214] [FATAL] [FORECASTER] Failed to test lookback=5: [03:02:02] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:02.458617] [FATAL] [FORECASTER] Failed to test lookback=4: [03:02:02] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:02.565823] [FATAL] [FORECASTER] Failed to test lookback=3: [03:02:02] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:02.665007] [FATAL] [FORECASTER] Failed to test lookback=2: [03:02:02] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:02:02.665271] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T03:02:02.665330] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20394 tests [2025-11-21T03:02:02.665370] [INFO ] [CONFIGURE ] ACR: Testing feature 28/29: add_volume_profile [2025-11-21T03:02:02.665407] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T03:02:02.911585] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:02:03.135039] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:02:03.358960] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:02:03.587532] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:02:03.817298] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:02:04.055320] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:04.285481] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:02:04.539512] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:04.792418] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:02:05.052669] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:02:05.052904] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T03:02:05.052955] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20393 tests [2025-11-21T03:02:05.052996] [INFO ] [CONFIGURE ] ACR: Testing feature 29/29: add_vwap [2025-11-21T03:02:05.053033] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T03:02:05.314717] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:02:05.571296] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:02:05.831047] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:02:06.094213] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:02:06.354011] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:02:06.618106] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:06.877148] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:02:07.137524] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:07.407725] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:02:07.669078] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:02:07.669412] [INFO ] [CONFIGURE ] ACR: DISCARDED add_vwap (score: 70.00%) [2025-11-21T03:02:07.669487] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20392 tests [2025-11-21T03:02:07.669550] [INFO ] [CONFIGURE ] ACR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:02:07.669598] [INFO ] [CONFIGURE ] ACR: Best accuracy: 80.00% [2025-11-21T03:02:07.669636] [INFO ] [CONFIGURE ] ACR: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T03:02:07.669704] [INFO ] [CONFIGURE ] ACR: Improvement over baseline: 20.00% [2025-11-21T03:02:07.669779] [INFO ] [CONFIGURE ] ACR: Total time: 1.3 minutes [2025-11-21T03:02:07.670025] [INFO ] [CONFIGURE ] ACR: Average time per feature: 2.6 seconds [2025-11-21T03:02:07.670080] [INFO ] [CONFIGURE ] ACR: Average speed: 0.38 features/sec [2025-11-21T03:02:07.670502] [INFO ] [LOCAL ] Saved configuration for ACR: 1 features, 80.00% accuracy -> ./output/feature-sets/ACR.json [2025-11-21T03:02:07.670578] [INFO ] [CONFIGURE ] ACR: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T03:02:07.670659] [INFO ] [sig ] [20/723] Successfully configured ACR | 0.01 sym/s | Total: 28.4m | ETA: 16.6h [2025-11-21T03:02:07.670766] [INFO ] [sig ] [21/723] Configuring ACRE... [2025-11-21T03:02:07.671018] [INFO ] [CONFIGURE ] ACRE: Configurate test run. [2025-11-21T03:02:07.671073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-11-21T03:02:07.719692] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACRE'. [2025-11-21T03:02:07.720409] [INFO ] [CONFIGURE ] ACRE: Testing with 29 available features [2025-11-21T03:02:07.720492] [INFO ] [CONFIGURE ] ACRE: Establishing baseline with no features... [2025-11-21T03:02:07.960227] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:08.170098] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:02:08.377192] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:08.588209] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:02:08.804744] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:09.006142] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:02:09.211130] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:09.413471] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:02:09.611743] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:09.809054] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:02:09.809286] [INFO ] [CONFIGURE ] ACRE: Baseline score (no features): 30.00% [2025-11-21T03:02:09.809338] [INFO ] [CONFIGURE ] ACRE: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:02:09.809376] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:02:10.047574] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:10.281369] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:02:10.509617] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:10.746179] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:10.981799] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:11.212724] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:11.452208] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:11.673401] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:11.908397] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:12.141702] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:12.141958] [INFO ] [CONFIGURE ] ACRE: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T03:02:12.142010] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20391 tests [2025-11-21T03:02:12.142050] [INFO ] [CONFIGURE ] ACRE: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:02:12.142086] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:02:12.384422] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:12.663821] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:12.942953] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:13.220981] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:13.489484] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:13.767613] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:14.050830] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:14.318612] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:14.567626] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:14.830724] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:14.830929] [INFO ] [CONFIGURE ] ACRE: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T03:02:14.831012] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20390 tests [2025-11-21T03:02:14.831082] [INFO ] [CONFIGURE ] ACRE: Testing feature 3/29: add_daily_returns [2025-11-21T03:02:14.831129] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:02:15.103492] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:15.391718] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:15.648945] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:15.904675] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:16.203416] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:16.525044] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:16.848904] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:17.113201] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:17.380049] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:17.678044] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:17.678313] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T03:02:17.678378] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20389 tests [2025-11-21T03:02:17.678430] [INFO ] [CONFIGURE ] ACRE: Testing feature 4/29: add_ema [2025-11-21T03:02:17.678471] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:02:18.008571] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:18.335281] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:18.665239] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:19.010247] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:19.365552] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:19.704509] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:20.059270] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:20.404291] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:20.758585] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:21.111082] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:21.111367] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:02:21.111432] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20388 tests [2025-11-21T03:02:21.111484] [INFO ] [CONFIGURE ] ACRE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:02:21.111531] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:02:21.424606] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:21.708145] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:02:21.991588] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:22.288261] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:22.579967] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:22.873619] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:23.175184] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:23.471143] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:23.768282] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:24.053637] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:24.053858] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:02:24.053916] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20387 tests [2025-11-21T03:02:24.053962] [INFO ] [CONFIGURE ] ACRE: Testing feature 6/29: add_failed_moves [2025-11-21T03:02:24.054029] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T03:02:24.312478] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:24.564925] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:24.817630] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:25.070056] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:25.338486] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:25.592770] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:25.874745] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:26.135855] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:26.404009] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:26.671324] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:26.671536] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:02:26.671674] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20386 tests [2025-11-21T03:02:26.671736] [INFO ] [CONFIGURE ] ACRE: Testing feature 7/29: add_lag_shelf [2025-11-21T03:02:26.671777] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T03:02:26.922492] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:27.174297] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:27.445462] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:27.730101] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:28.002972] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:28.305580] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:28.590832] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:28.893441] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:29.184374] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:29.463557] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:02:29.463846] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:02:29.463912] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20385 tests [2025-11-21T03:02:29.463966] [INFO ] [CONFIGURE ] ACRE: Testing feature 8/29: add_macd [2025-11-21T03:02:29.464015] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T03:02:29.858827] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:30.261938] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:02:30.640477] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:31.021823] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:31.394207] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:31.778832] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:02:32.169682] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:32.552257] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:32.956408] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:33.364612] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:33.364959] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:02:33.365027] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20384 tests [2025-11-21T03:02:33.365078] [INFO ] [CONFIGURE ] ACRE: Testing feature 9/29: add_mfi [2025-11-21T03:02:33.365124] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T03:02:33.655489] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:33.946293] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:34.263286] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:34.539037] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:34.811891] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:35.084560] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:35.367556] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:35.655431] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:35.941596] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:36.221505] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:36.221733] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:02:36.221792] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20383 tests [2025-11-21T03:02:36.221838] [INFO ] [CONFIGURE ] ACRE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:02:36.221883] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:02:36.592774] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:36.966784] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:37.341260] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:37.732535] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:38.121150] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:38.528528] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:02:38.914477] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:39.302256] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:39.683491] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:40.061216] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:40.061420] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:02:40.061480] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20382 tests [2025-11-21T03:02:40.061529] [INFO ] [CONFIGURE ] ACRE: Testing feature 11/29: add_obv_daily [2025-11-21T03:02:40.061572] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T03:02:40.372594] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:40.655826] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:02:40.931866] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:41.207124] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:41.478393] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:41.761289] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:42.043230] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:42.326799] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:02:42.615278] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:42.901967] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:42.902162] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:02:42.902219] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20381 tests [2025-11-21T03:02:42.902268] [INFO ] [CONFIGURE ] ACRE: Testing feature 12/29: add_obv_interval [2025-11-21T03:02:42.902312] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T03:02:43.185816] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:43.461498] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:43.740587] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:44.028927] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:44.324165] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:44.617982] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:44.916269] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:45.211723] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:45.511485] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:45.810461] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:45.810684] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:02:45.810747] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20380 tests [2025-11-21T03:02:45.810795] [INFO ] [CONFIGURE ] ACRE: Testing feature 13/29: add_opening_strength [2025-11-21T03:02:45.810839] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:02:46.135274] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:46.456877] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:46.767526] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:47.089429] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:47.431896] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:47.782305] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:48.107130] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:48.449345] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:48.769585] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:49.089539] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:02:49.089823] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:02:49.089884] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20379 tests [2025-11-21T03:02:49.089937] [INFO ] [CONFIGURE ] ACRE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:02:49.089985] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T03:02:49.388898] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:49.689742] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:49.989868] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:50.288464] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:50.582162] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:50.883404] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:51.181615] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:51.495447] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:02:51.802119] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:52.124732] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:52.126581] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:02:52.126680] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20378 tests [2025-11-21T03:02:52.126737] [INFO ] [CONFIGURE ] ACRE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:02:52.126816] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T03:02:52.410566] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:52.699359] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:52.992023] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:53.279784] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:53.563334] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:53.857487] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:54.163007] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:54.456386] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:54.750171] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:55.043745] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:02:55.043991] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:02:55.044053] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20377 tests [2025-11-21T03:02:55.044101] [INFO ] [CONFIGURE ] ACRE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:02:55.044147] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T03:02:55.345514] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:55.650842] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:02:55.966800] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:56.286317] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:56.591449] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:56.901563] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:02:57.208677] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:02:57.520365] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:02:57.833615] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:02:58.151284] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:02:58.151526] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:02:58.151589] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20376 tests [2025-11-21T03:02:58.151638] [INFO ] [CONFIGURE ] ACRE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:02:58.151716] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T03:02:58.459623] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:02:58.766950] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:02:59.070272] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:02:59.375826] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:02:59.679756] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:02:59.977403] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:00.295787] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:00.596013] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:01.722529] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:02.031942] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:02.032175] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:03:02.032240] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20375 tests [2025-11-21T03:03:02.032291] [INFO ] [CONFIGURE ] ACRE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:03:02.032338] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T03:03:02.318526] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:02.609742] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:02.892756] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:03.166526] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:03.469252] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:03.779857] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:04.092514] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:04.352802] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:04.593666] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:04.808059] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:04.808249] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:03:04.808304] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20374 tests [2025-11-21T03:03:04.808349] [INFO ] [CONFIGURE ] ACRE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:03:04.808391] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T03:03:05.043559] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:05.276529] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:05.511721] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:05.753982] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:06.002331] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:06.267083] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:06.537441] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:06.801082] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:07.083158] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:07.361517] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:07.361770] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:03:07.361830] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20373 tests [2025-11-21T03:03:07.361883] [INFO ] [CONFIGURE ] ACRE: Testing feature 20/29: add_price_rejection [2025-11-21T03:03:07.361931] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T03:03:07.658522] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:07.960970] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:03:08.268091] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:08.572617] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:08.887467] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:09.222777] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:09.538243] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:09.857715] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:10.170563] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:10.471898] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:10.472168] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T03:03:10.472231] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20372 tests [2025-11-21T03:03:10.472280] [INFO ] [CONFIGURE ] ACRE: Testing feature 21/29: add_range_position [2025-11-21T03:03:10.472324] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T03:03:10.784753] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:11.099350] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:03:11.414663] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:11.736724] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:12.044113] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:12.360424] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:12.685587] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:13.006253] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:13.339746] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:13.661291] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:03:13.661542] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_range_position (score: 40.00%) [2025-11-21T03:03:13.661609] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20371 tests [2025-11-21T03:03:13.661684] [INFO ] [CONFIGURE ] ACRE: Testing feature 22/29: add_realized_volatility [2025-11-21T03:03:13.661734] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T03:03:14.068517] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:14.508605] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:14.911616] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:15.311227] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:15.718661] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:16.133966] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:03:16.536768] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:16.949634] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:17.357445] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:17.765282] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:17.765545] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:03:17.765608] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20370 tests [2025-11-21T03:03:17.765682] [INFO ] [CONFIGURE ] ACRE: Testing feature 23/29: add_recent_range_context [2025-11-21T03:03:17.765732] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T03:03:18.066048] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:18.374357] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:18.673891] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:18.974732] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:19.276134] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:19.573319] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:19.896030] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:20.196009] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:03:20.499686] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:20.803308] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:20.803532] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:03:20.803597] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20369 tests [2025-11-21T03:03:20.803675] [INFO ] [CONFIGURE ] ACRE: Testing feature 24/29: add_rsi [2025-11-21T03:03:20.803733] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T03:03:21.161601] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:03:21.505749] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:21.849164] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:22.195353] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:22.546547] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:22.897883] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:23.258692] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:23.606279] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:23.957395] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:24.310604] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:24.310864] [INFO ] [CONFIGURE ] ACRE: KEPT add_rsi (score: 70.00%) [2025-11-21T03:03:24.310930] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20368 tests [2025-11-21T03:03:24.310984] [INFO ] [CONFIGURE ] ACRE: Testing feature 25/29: add_tick_distribution [2025-11-21T03:03:24.311033] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T03:03:24.676308] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:25.029277] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:25.378683] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:25.742530] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:26.101196] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:26.456244] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:26.828809] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:27.180954] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:27.544081] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:27.894105] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:27.894344] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:03:27.894465] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20367 tests [2025-11-21T03:03:27.894526] [INFO ] [CONFIGURE ] ACRE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:03:27.894574] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T03:03:28.245493] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:28.603984] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:28.960218] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:29.320236] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:29.692074] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:30.052946] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:30.421578] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:30.783835] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:31.153132] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:31.527803] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:31.528049] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:03:31.528112] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20366 tests [2025-11-21T03:03:31.528161] [INFO ] [CONFIGURE ] ACRE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:03:31.528208] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T03:03:31.908915] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:03:32.296502] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:32.678140] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:33.063901] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:33.452659] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:33.834551] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:34.213183] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:34.607339] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:35.004520] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:35.397437] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:35.397688] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:03:35.397753] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20365 tests [2025-11-21T03:03:35.397803] [INFO ] [CONFIGURE ] ACRE: Testing feature 28/29: add_volume_profile [2025-11-21T03:03:35.397849] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T03:03:35.762185] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:36.130110] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:36.519329] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:36.893720] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:37.265431] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:37.652251] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:38.035184] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:38.403944] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:38.798675] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:39.186446] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:03:39.186736] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:03:39.186823] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20364 tests [2025-11-21T03:03:39.186877] [INFO ] [CONFIGURE ] ACRE: Testing feature 29/29: add_vwap [2025-11-21T03:03:39.186926] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T03:03:39.559069] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:03:39.934696] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:03:40.305074] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:40.667390] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:03:41.040833] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:03:41.415636] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:03:41.791376] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:42.176103] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:42.559123] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:42.941142] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:42.941402] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_vwap (score: 60.00%) [2025-11-21T03:03:42.941471] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20363 tests [2025-11-21T03:03:42.941527] [INFO ] [CONFIGURE ] ACRE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:03:42.941574] [INFO ] [CONFIGURE ] ACRE: Best accuracy: 70.00% [2025-11-21T03:03:42.941627] [INFO ] [CONFIGURE ] ACRE: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T03:03:42.941699] [INFO ] [CONFIGURE ] ACRE: Improvement over baseline: 40.00% [2025-11-21T03:03:42.941742] [INFO ] [CONFIGURE ] ACRE: Total time: 1.6 minutes [2025-11-21T03:03:42.941784] [INFO ] [CONFIGURE ] ACRE: Average time per feature: 3.2 seconds [2025-11-21T03:03:42.941826] [INFO ] [CONFIGURE ] ACRE: Average speed: 0.31 features/sec [2025-11-21T03:03:42.945223] [INFO ] [LOCAL ] Saved configuration for ACRE: 4 features, 70.00% accuracy -> ./output/feature-sets/ACRE.json [2025-11-21T03:03:42.945387] [INFO ] [CONFIGURE ] ACRE: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T03:03:42.945465] [INFO ] [sig ] [21/723] Successfully configured ACRE | 0.01 sym/s | Total: 30.0m | ETA: 16.7h [2025-11-21T03:03:42.945519] [INFO ] [sig ] [22/723] Configuring ACV... [2025-11-21T03:03:42.945568] [INFO ] [CONFIGURE ] ACV: Configurate test run. [2025-11-21T03:03:42.945615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'. [2025-11-21T03:03:43.034686] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACV'. [2025-11-21T03:03:43.035333] [INFO ] [CONFIGURE ] ACV: Testing with 29 available features [2025-11-21T03:03:43.035401] [INFO ] [CONFIGURE ] ACV: Establishing baseline with no features... [2025-11-21T03:03:43.234830] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:03:43.424283] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:03:43.619331] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:03:43.806831] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:03:44.002460] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:03:44.201701] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:03:44.397881] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:44.595075] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:44.790913] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:03:44.980210] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:03:44.980401] [INFO ] [CONFIGURE ] ACV: Baseline score (no features): 60.00% [2025-11-21T03:03:44.980451] [INFO ] [CONFIGURE ] ACV: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:03:44.980489] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:03:45.209839] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:03:45.447053] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:03:45.668557] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:03:45.890761] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:03:46.115071] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:03:46.337790] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:03:46.564609] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:46.784486] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:03:47.004819] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:03:47.238071] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:03:47.238809] [INFO ] [CONFIGURE ] ACV: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T03:03:47.238927] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20362 tests [2025-11-21T03:03:47.239028] [INFO ] [CONFIGURE ] ACV: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:03:47.239143] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:03:47.475010] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:03:47.702747] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:03:47.929426] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:03:48.158010] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:03:48.381511] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:03:48.607010] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:03:48.844994] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:03:49.083525] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:03:49.331027] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:03:49.563415] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:03:49.563796] [INFO ] [CONFIGURE ] ACV: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:03:49.563906] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20361 tests [2025-11-21T03:03:49.564007] [INFO ] [CONFIGURE ] ACV: Testing feature 3/29: add_daily_returns [2025-11-21T03:03:49.564116] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_daily_returns'] [2025-11-21T03:03:49.762225] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:03:49.964057] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:03:50.167368] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:50.368499] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:03:50.575636] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:03:50.780669] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:03:50.983229] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:03:51.189823] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:03:51.391550] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:03:51.611100] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:03:51.611850] [INFO ] [CONFIGURE ] ACV: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T03:03:51.611921] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20360 tests [2025-11-21T03:03:51.611975] [INFO ] [CONFIGURE ] ACV: Testing feature 4/29: add_ema [2025-11-21T03:03:51.612024] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema'] [2025-11-21T03:03:51.862001] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:03:52.101907] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:03:52.344967] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:03:52.593781] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:03:52.831495] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:03:53.079543] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:03:53.316066] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:53.556121] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:03:53.812070] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:03:54.056734] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:03:54.057181] [INFO ] [CONFIGURE ] ACV: KEPT add_ema (score: 70.00%) [2025-11-21T03:03:54.057292] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20359 tests [2025-11-21T03:03:54.057392] [INFO ] [CONFIGURE ] ACV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:03:54.057533] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:03:54.343327] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:03:54.623442] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:03:54.907321] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:55.202075] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:03:55.491181] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:03:55.764435] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:03:56.033097] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:56.350896] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:03:56.664800] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:03:56.928897] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:03:56.929108] [INFO ] [CONFIGURE ] ACV: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:03:56.929161] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20358 tests [2025-11-21T03:03:56.929211] [INFO ] [CONFIGURE ] ACV: Testing feature 6/29: add_failed_moves [2025-11-21T03:03:56.929249] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T03:03:57.149297] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:03:57.366007] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:03:57.593499] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:03:57.823812] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:03:58.052231] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:03:58.282340] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:03:58.510217] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:03:58.760629] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:03:58.984365] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:03:59.214003] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:03:59.214345] [INFO ] [CONFIGURE ] ACV: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:03:59.214453] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20357 tests [2025-11-21T03:03:59.214549] [INFO ] [CONFIGURE ] ACV: Testing feature 7/29: add_lag_shelf [2025-11-21T03:03:59.214672] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T03:03:59.424673] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:03:59.656787] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:03:59.903228] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:00.135421] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:00.374589] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:00.603743] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:01.599769] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:01.947044] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:02.199608] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:02.435880] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:04:02.436123] [INFO ] [CONFIGURE ] ACV: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T03:04:02.436176] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20356 tests [2025-11-21T03:04:02.436243] [INFO ] [CONFIGURE ] ACV: Testing feature 8/29: add_macd [2025-11-21T03:04:02.436282] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T03:04:02.764445] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:03.087817] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:03.415686] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:03.751093] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:04.060191] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:04:04.386966] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:04.710269] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:05.035482] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:05.353285] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:05.676208] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:05.676509] [INFO ] [CONFIGURE ] ACV: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:04:05.676578] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20355 tests [2025-11-21T03:04:05.676628] [INFO ] [CONFIGURE ] ACV: Testing feature 9/29: add_mfi [2025-11-21T03:04:05.676701] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T03:04:05.931715] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:06.180962] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:06.432081] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:04:06.692420] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:06.943545] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:07.204497] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:07.462033] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:07.725568] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:07.970549] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:08.232767] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:04:08.233073] [INFO ] [CONFIGURE ] ACV: DISCARDED add_mfi (score: 40.00%) [2025-11-21T03:04:08.233153] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20354 tests [2025-11-21T03:04:08.233223] [INFO ] [CONFIGURE ] ACV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:04:08.233283] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:04:08.579150] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:08.889630] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:09.205611] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:09.529166] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:09.843558] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:10.156285] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:10.478670] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:10.796842] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:11.119208] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:04:11.435153] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:11.435397] [INFO ] [CONFIGURE ] ACV: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:04:11.435460] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20353 tests [2025-11-21T03:04:11.435510] [INFO ] [CONFIGURE ] ACV: Testing feature 11/29: add_obv_daily [2025-11-21T03:04:11.435553] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T03:04:11.690557] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:11.956621] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:12.217638] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:12.479677] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:12.762714] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:13.045521] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:13.316297] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:13.573957] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:13.838847] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:04:14.096692] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:14.096955] [INFO ] [CONFIGURE ] ACV: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:04:14.097006] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20352 tests [2025-11-21T03:04:14.097048] [INFO ] [CONFIGURE ] ACV: Testing feature 12/29: add_obv_interval [2025-11-21T03:04:14.097086] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T03:04:14.347939] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:04:14.592456] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:14.840915] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:15.078101] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:15.309047] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:15.553049] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:15.788913] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:16.029086] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:16.273013] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:16.524192] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:16.524592] [INFO ] [CONFIGURE ] ACV: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:04:16.524726] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20351 tests [2025-11-21T03:04:16.524830] [INFO ] [CONFIGURE ] ACV: Testing feature 13/29: add_opening_strength [2025-11-21T03:04:16.524931] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:04:16.781558] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:04:17.034276] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:04:17.299125] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:04:17.591518] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:17.866089] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:18.141176] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:18.417996] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:18.711619] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:19.005247] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:19.290241] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:19.290463] [INFO ] [CONFIGURE ] ACV: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T03:04:19.290525] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20350 tests [2025-11-21T03:04:19.290726] [INFO ] [CONFIGURE ] ACV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:04:19.290780] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T03:04:19.558412] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:19.827282] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:20.087041] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:04:20.357191] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:20.628436] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:20.893254] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:21.162285] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:21.428688] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:21.698384] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:21.967158] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:21.967396] [INFO ] [CONFIGURE ] ACV: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:04:21.967459] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20349 tests [2025-11-21T03:04:21.967587] [INFO ] [CONFIGURE ] ACV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:04:21.967640] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T03:04:22.211318] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:22.453255] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:22.695357] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:22.939030] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:23.188982] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:23.433943] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:23.686183] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:23.917501] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:24.145216] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:24.381938] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:24.382133] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T03:04:24.382182] [INFO ] [CONFIGURE ] JOB ETA: 16.4h | Avg: 2.9s/test | Remaining: 20348 tests [2025-11-21T03:04:24.382220] [INFO ] [CONFIGURE ] ACV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:04:24.382255] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T03:04:24.617714] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:24.856945] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:25.095338] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:25.334568] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:25.581090] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:25.836151] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:26.096447] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:04:26.340296] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:26.605205] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:26.889071] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:26.889365] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T03:04:26.889428] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20347 tests [2025-11-21T03:04:26.889483] [INFO ] [CONFIGURE ] ACV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:04:26.889530] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T03:04:27.165055] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:27.440691] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:27.714685] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:27.983119] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:28.248390] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:28.523972] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:28.808892] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:29.090390] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:29.368811] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:29.658152] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:29.658409] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:04:29.658473] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20346 tests [2025-11-21T03:04:29.658527] [INFO ] [CONFIGURE ] ACV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:04:29.658594] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T03:04:29.907028] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:30.151242] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:30.395169] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:04:30.655429] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:30.901197] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:31.148769] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:31.392370] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:31.633985] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:31.895916] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:32.144998] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:32.145222] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:04:32.145269] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20345 tests [2025-11-21T03:04:32.145308] [INFO ] [CONFIGURE ] ACV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:04:32.145343] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T03:04:32.352766] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:32.583929] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:32.810033] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:04:33.049721] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:33.275239] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:33.501546] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:33.727226] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:33.955408] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:34.191180] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:34.434537] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:04:34.434917] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:04:34.435045] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20344 tests [2025-11-21T03:04:34.435153] [INFO ] [CONFIGURE ] ACV: Testing feature 20/29: add_price_rejection [2025-11-21T03:04:34.435254] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T03:04:34.692114] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:04:34.948619] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:35.201570] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:35.452450] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:35.711363] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:35.967355] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:36.224889] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:36.481426] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:36.737148] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:04:36.996531] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:36.996768] [INFO ] [CONFIGURE ] ACV: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:04:36.996834] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20343 tests [2025-11-21T03:04:36.996879] [INFO ] [CONFIGURE ] ACV: Testing feature 21/29: add_range_position [2025-11-21T03:04:36.996976] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T03:04:37.262583] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:37.546680] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:37.818688] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:38.087892] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:38.365313] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:38.630155] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:38.919595] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:39.194602] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:39.464573] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:04:39.737597] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:39.737845] [INFO ] [CONFIGURE ] ACV: DISCARDED add_range_position (score: 60.00%) [2025-11-21T03:04:39.737908] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20342 tests [2025-11-21T03:04:39.737959] [INFO ] [CONFIGURE ] ACV: Testing feature 22/29: add_realized_volatility [2025-11-21T03:04:39.738009] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T03:04:40.105482] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:40.454695] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:40.809678] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:04:41.177862] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:41.521415] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:41.854846] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:42.184022] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:42.510612] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:42.863461] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:04:43.230216] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:43.230492] [INFO ] [CONFIGURE ] ACV: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:04:43.230578] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20341 tests [2025-11-21T03:04:43.230732] [INFO ] [CONFIGURE ] ACV: Testing feature 23/29: add_recent_range_context [2025-11-21T03:04:43.230816] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T03:04:43.545491] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:43.825834] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:44.120055] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:44.351940] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:44.581472] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:44.818947] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:45.063737] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:04:45.305620] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:45.542109] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:04:45.778261] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:45.778466] [INFO ] [CONFIGURE ] ACV: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:04:45.778567] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20340 tests [2025-11-21T03:04:45.778619] [INFO ] [CONFIGURE ] ACV: Testing feature 24/29: add_rsi [2025-11-21T03:04:45.778681] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T03:04:46.008274] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:46.244022] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:46.501435] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:46.739769] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:46.982832] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:47.236886] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:47.483247] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:47.741923] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:47.999147] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:48.259821] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:04:48.260051] [INFO ] [CONFIGURE ] ACV: DISCARDED add_rsi (score: 70.00%) [2025-11-21T03:04:48.260109] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20339 tests [2025-11-21T03:04:48.260159] [INFO ] [CONFIGURE ] ACV: Testing feature 25/29: add_tick_distribution [2025-11-21T03:04:48.260304] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T03:04:48.493775] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:48.724785] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:48.964229] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:49.186018] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:49.420901] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:49.647371] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:49.879236] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:50.117797] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:50.357601] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:50.598884] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:50.599077] [INFO ] [CONFIGURE ] ACV: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T03:04:50.599126] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20338 tests [2025-11-21T03:04:50.599164] [INFO ] [CONFIGURE ] ACV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:04:50.599197] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T03:04:50.847859] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:51.097382] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:51.352129] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:04:51.613943] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:51.864360] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:52.102712] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:52.344680] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:52.583691] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:52.831061] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:53.088774] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:53.089123] [INFO ] [CONFIGURE ] ACV: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T03:04:53.089185] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20337 tests [2025-11-21T03:04:53.089236] [INFO ] [CONFIGURE ] ACV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:04:53.089285] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T03:04:53.359767] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:53.621843] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:04:53.887247] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:04:54.163449] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:54.438058] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:54.693673] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:54.957369] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:55.215818] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:04:55.479045] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:04:55.752086] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:55.752331] [INFO ] [CONFIGURE ] ACV: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T03:04:55.752406] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20336 tests [2025-11-21T03:04:55.752469] [INFO ] [CONFIGURE ] ACV: Testing feature 28/29: add_volume_profile [2025-11-21T03:04:55.752525] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-21T03:04:56.000298] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:56.246145] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:56.499437] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:56.745437] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:04:57.000453] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:57.248184] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:04:57.495796] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:04:57.763301] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:04:58.013515] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:04:58.264097] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:04:58.264424] [INFO ] [CONFIGURE ] ACV: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T03:04:58.264488] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20335 tests [2025-11-21T03:04:58.264551] [INFO ] [CONFIGURE ] ACV: Testing feature 29/29: add_vwap [2025-11-21T03:04:58.264601] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_vwap'] [2025-11-21T03:04:58.515358] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:04:58.768325] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:04:59.022581] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:04:59.275719] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:04:59.529089] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:04:59.784987] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:05:00.051049] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:05:00.320501] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:00.580184] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:00.893217] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:00.893487] [INFO ] [CONFIGURE ] ACV: DISCARDED add_vwap (score: 40.00%) [2025-11-21T03:05:00.893565] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20334 tests [2025-11-21T03:05:00.893629] [INFO ] [CONFIGURE ] ACV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:05:00.893713] [INFO ] [CONFIGURE ] ACV: Best accuracy: 70.00% [2025-11-21T03:05:00.893929] [INFO ] [CONFIGURE ] ACV: Best feature set (1 features): ['add_ema'] [2025-11-21T03:05:00.893980] [INFO ] [CONFIGURE ] ACV: Improvement over baseline: 10.00% [2025-11-21T03:05:00.894022] [INFO ] [CONFIGURE ] ACV: Total time: 1.3 minutes [2025-11-21T03:05:00.894115] [INFO ] [CONFIGURE ] ACV: Average time per feature: 2.6 seconds [2025-11-21T03:05:00.894164] [INFO ] [CONFIGURE ] ACV: Average speed: 0.38 features/sec [2025-11-21T03:05:00.894636] [INFO ] [LOCAL ] Saved configuration for ACV: 1 features, 70.00% accuracy -> ./output/feature-sets/ACV.json [2025-11-21T03:05:00.894739] [INFO ] [CONFIGURE ] ACV: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T03:05:00.894794] [INFO ] [sig ] [22/723] Successfully configured ACV | 0.01 sym/s | Total: 31.3m | ETA: 16.6h [2025-11-21T03:05:00.894852] [INFO ] [sig ] [23/723] Configuring ACVA... [2025-11-21T03:05:00.894897] [INFO ] [CONFIGURE ] ACVA: Configurate test run. [2025-11-21T03:05:00.894948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'. [2025-11-21T03:05:00.973526] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACVA'. [2025-11-21T03:05:00.973989] [INFO ] [CONFIGURE ] ACVA: Testing with 29 available features [2025-11-21T03:05:00.974054] [INFO ] [CONFIGURE ] ACVA: Establishing baseline with no features... [2025-11-21T03:05:01.762427] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:02.208127] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:02.419889] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:02.631297] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:02.825851] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:03.033031] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:03.236996] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:03.450048] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:03.656892] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:03.858893] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:03.859135] [INFO ] [CONFIGURE ] ACVA: Baseline score (no features): 50.00% [2025-11-21T03:05:03.859238] [INFO ] [CONFIGURE ] ACVA: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:05:03.859282] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:05:04.097497] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:04.337138] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:04.594360] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:04.832857] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:05.070235] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:05.302906] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:05.544255] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:05:05.786601] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:06.024287] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:06.258487] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:06.258896] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T03:05:06.259029] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20333 tests [2025-11-21T03:05:06.259136] [INFO ] [CONFIGURE ] ACVA: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:05:06.259240] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:05:06.501108] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:06.746309] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:07.001343] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:07.252108] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:07.512811] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:07.765204] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:08.036674] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:05:08.284703] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:05:08.531096] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:08.780771] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:08.781157] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:05:08.781211] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20332 tests [2025-11-21T03:05:08.781250] [INFO ] [CONFIGURE ] ACVA: Testing feature 3/29: add_daily_returns [2025-11-21T03:05:08.781286] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_daily_returns'] [2025-11-21T03:05:09.008361] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:09.222669] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:09.444069] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:09.652661] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:09.879429] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:10.106992] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:10.322402] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:10.538939] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:10.753779] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:10.974712] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:10.974941] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:05:10.974997] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20331 tests [2025-11-21T03:05:10.975036] [INFO ] [CONFIGURE ] ACVA: Testing feature 4/29: add_ema [2025-11-21T03:05:10.975072] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_ema'] [2025-11-21T03:05:11.217190] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:11.461736] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:11.707931] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:11.951292] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:12.205115] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:12.425004] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:12.640288] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:05:12.881045] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:13.131549] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:13.377952] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:13.378196] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:05:13.378299] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20330 tests [2025-11-21T03:05:13.378347] [INFO ] [CONFIGURE ] ACVA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:05:13.378387] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:05:13.624394] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:13.870863] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:14.123706] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:14.375216] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:14.642126] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:14.897956] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:15.151367] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:05:15.416595] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:15.688017] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:15.949487] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:15.949829] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:05:15.949899] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20329 tests [2025-11-21T03:05:15.949952] [INFO ] [CONFIGURE ] ACVA: Testing feature 6/29: add_failed_moves [2025-11-21T03:05:15.949997] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_failed_moves'] [2025-11-21T03:05:16.159285] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:16.366252] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:16.576337] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:16.786243] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:16.994306] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:17.204997] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:17.426879] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:17.642619] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:17.866833] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:18.080953] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:18.081175] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:05:18.081225] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20328 tests [2025-11-21T03:05:18.081264] [INFO ] [CONFIGURE ] ACVA: Testing feature 7/29: add_lag_shelf [2025-11-21T03:05:18.081300] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_lag_shelf'] [2025-11-21T03:05:18.276398] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:18.476271] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:18.684283] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:18.880779] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:19.079131] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:19.279473] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:19.483931] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:19.683570] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:19.880782] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:20.081150] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:20.081556] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:05:20.081690] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20327 tests [2025-11-21T03:05:20.081795] [INFO ] [CONFIGURE ] ACVA: Testing feature 8/29: add_macd [2025-11-21T03:05:20.081901] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:05:20.401868] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:20.708248] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:21.013443] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:21.327507] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:21.642550] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:05:21.946206] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:22.247453] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:22.558556] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:22.864238] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:23.171270] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:23.171517] [INFO ] [CONFIGURE ] ACVA: KEPT add_macd (score: 70.00%) [2025-11-21T03:05:23.171579] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20326 tests [2025-11-21T03:05:23.171666] [INFO ] [CONFIGURE ] ACVA: Testing feature 9/29: add_mfi [2025-11-21T03:05:23.171759] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T03:05:23.488913] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:23.824265] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:24.161596] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:24.485667] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:24.820296] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:05:25.150336] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:05:25.473616] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:25.782679] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:26.100784] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:26.419127] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:26.419464] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:05:26.419531] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20325 tests [2025-11-21T03:05:26.419585] [INFO ] [CONFIGURE ] ACVA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:05:26.419632] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:05:26.806605] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:27.204688] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:27.603928] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:27.994513] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:28.399698] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:05:28.805978] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:05:29.220214] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:05:29.619018] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:30.013087] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:30.407098] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:30.407484] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:05:30.407550] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20324 tests [2025-11-21T03:05:30.407604] [INFO ] [CONFIGURE ] ACVA: Testing feature 11/29: add_obv_daily [2025-11-21T03:05:30.407699] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T03:05:30.745099] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:31.083098] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:31.416316] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:31.731333] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:32.039462] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:05:32.349797] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:05:32.660541] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:05:32.975555] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:33.276823] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:33.601623] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:33.601842] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:05:33.601902] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20323 tests [2025-11-21T03:05:33.601953] [INFO ] [CONFIGURE ] ACVA: Testing feature 12/29: add_obv_interval [2025-11-21T03:05:33.601996] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T03:05:33.905520] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:34.227311] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:34.548602] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:34.853088] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:35.169039] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:35.481060] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:05:35.791593] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:36.109737] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:36.417781] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:36.728896] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:36.729110] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T03:05:36.729172] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20322 tests [2025-11-21T03:05:36.729220] [INFO ] [CONFIGURE ] ACVA: Testing feature 13/29: add_opening_strength [2025-11-21T03:05:36.729264] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:05:37.062326] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:37.400852] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:37.736599] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:38.080305] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:38.416678] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:38.779879] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:05:39.119015] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:05:39.473626] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:39.811482] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:40.154479] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:40.154691] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T03:05:40.154753] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20321 tests [2025-11-21T03:05:40.154804] [INFO ] [CONFIGURE ] ACVA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:05:40.154849] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T03:05:40.480519] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:40.817116] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:41.146892] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:41.488912] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:41.813679] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:05:42.148188] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:42.504571] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:42.850794] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:43.200439] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:43.535697] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:43.535949] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T03:05:43.536017] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20320 tests [2025-11-21T03:05:43.536077] [INFO ] [CONFIGURE ] ACVA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:05:43.536129] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T03:05:43.847090] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:44.170497] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:44.492676] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:44.814803] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:45.124174] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:45.431000] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:05:45.732592] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:46.024087] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:46.313085] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:46.601434] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:46.601661] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:05:46.601721] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20319 tests [2025-11-21T03:05:46.601772] [INFO ] [CONFIGURE ] ACVA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:05:46.601820] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T03:05:46.888358] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:47.191157] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:47.495144] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:47.800988] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:48.092489] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:05:48.374270] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:05:48.659523] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:48.949383] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:49.253535] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:49.583133] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:49.583400] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:05:49.583465] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20318 tests [2025-11-21T03:05:49.583519] [INFO ] [CONFIGURE ] ACVA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:05:49.583571] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T03:05:49.892568] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:50.210356] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:50.516692] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:50.820158] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:51.132507] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:51.496170] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:05:51.894474] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:52.238413] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:52.515154] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:05:52.778608] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:52.778841] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:05:52.778912] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20317 tests [2025-11-21T03:05:52.778959] [INFO ] [CONFIGURE ] ACVA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:05:52.779002] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T03:05:53.027047] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:53.299846] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:53.609210] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:53.910513] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:54.196622] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:54.498130] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:54.802872] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:55.108542] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:55.428341] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:55.722370] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:05:55.722638] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:05:55.722728] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20316 tests [2025-11-21T03:05:55.722782] [INFO ] [CONFIGURE ] ACVA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:05:55.722833] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T03:05:56.025517] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:56.324522] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:56.618468] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:05:56.917740] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:05:57.223873] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:05:57.521204] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:05:57.815579] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:05:58.119566] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:05:58.423925] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:05:58.721165] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:05:58.721413] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:05:58.721476] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20315 tests [2025-11-21T03:05:58.721528] [INFO ] [CONFIGURE ] ACVA: Testing feature 20/29: add_price_rejection [2025-11-21T03:05:58.721576] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T03:05:59.043107] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:05:59.373779] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:05:59.707544] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:00.050284] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:01.164554] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:06:01.565033] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:06:01.895059] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:06:02.232837] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:02.569127] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:06:02.899494] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:06:02.899731] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T03:06:02.899799] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20314 tests [2025-11-21T03:06:02.899849] [INFO ] [CONFIGURE ] ACVA: Testing feature 21/29: add_range_position [2025-11-21T03:06:02.899895] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T03:06:03.226854] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:03.552090] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:03.880510] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:04.244191] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:04.571566] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:06:04.904789] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:05.256819] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:05.588580] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:05.925817] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:06:06.275939] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:06:06.276147] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:06:06.276211] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20313 tests [2025-11-21T03:06:06.276260] [INFO ] [CONFIGURE ] ACVA: Testing feature 22/29: add_realized_volatility [2025-11-21T03:06:06.276303] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T03:06:06.710175] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:06:07.135535] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:07.577460] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:08.029638] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:08.483382] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:08.933911] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:09.351574] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:09.784564] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:10.208942] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:06:10.619007] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:06:10.619686] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T03:06:10.619830] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20312 tests [2025-11-21T03:06:10.619887] [INFO ] [CONFIGURE ] ACVA: Testing feature 23/29: add_recent_range_context [2025-11-21T03:06:10.619936] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T03:06:10.951348] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:06:11.280561] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:11.590688] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:11.903330] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:12.213493] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:06:12.549072] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:12.883556] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:13.214009] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:13.545670] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:06:13.875735] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:06:13.876054] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:06:13.876121] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20311 tests [2025-11-21T03:06:13.876173] [INFO ] [CONFIGURE ] ACVA: Testing feature 24/29: add_rsi [2025-11-21T03:06:13.876221] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T03:06:14.239360] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:14.628878] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:14.984686] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:15.343002] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:15.694762] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:06:16.043340] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:06:16.383166] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:06:16.736496] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:17.085913] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:06:17.447878] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:06:17.448125] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:06:17.448207] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20310 tests [2025-11-21T03:06:17.448265] [INFO ] [CONFIGURE ] ACVA: Testing feature 25/29: add_tick_distribution [2025-11-21T03:06:17.448331] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T03:06:17.759846] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:06:18.077486] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:18.381795] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:18.686211] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:18.992932] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:06:19.308987] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:06:19.613754] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:19.939703] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:20.245434] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:06:20.556394] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:06:20.556698] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T03:06:20.556773] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20309 tests [2025-11-21T03:06:20.556825] [INFO ] [CONFIGURE ] ACVA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:06:20.556869] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T03:06:20.880810] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:06:21.195563] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:21.504624] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:21.817044] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:22.153803] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:22.477181] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:22.808316] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:06:23.160278] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:23.499296] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:06:23.830269] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:06:23.830471] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T03:06:23.830545] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20308 tests [2025-11-21T03:06:23.830593] [INFO ] [CONFIGURE ] ACVA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:06:23.830638] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T03:06:24.189165] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:06:24.536373] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:24.879833] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:25.215981] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:25.554741] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:25.889680] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:06:26.228419] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:26.565729] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:26.897108] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:06:27.239924] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:06:27.240129] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T03:06:27.240188] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20307 tests [2025-11-21T03:06:27.240235] [INFO ] [CONFIGURE ] ACVA: Testing feature 28/29: add_volume_profile [2025-11-21T03:06:27.240278] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T03:06:27.541061] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:06:27.842806] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:28.147098] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:06:28.452160] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:28.759430] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:06:29.077025] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:29.391404] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:29.715902] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:30.046090] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:06:30.394161] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:06:30.394387] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T03:06:30.394448] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20306 tests [2025-11-21T03:06:30.394523] [INFO ] [CONFIGURE ] ACVA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:06:30.394568] [INFO ] [CONFIGURE ] ACVA: Best accuracy: 70.00% [2025-11-21T03:06:30.394611] [INFO ] [CONFIGURE ] ACVA: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T03:06:30.394663] [INFO ] [CONFIGURE ] ACVA: Improvement over baseline: 20.00% [2025-11-21T03:06:30.394699] [INFO ] [CONFIGURE ] ACVA: Total time: 1.4 minutes [2025-11-21T03:06:30.394744] [INFO ] [CONFIGURE ] ACVA: Average time per feature: 3.1 seconds [2025-11-21T03:06:30.394783] [INFO ] [CONFIGURE ] ACVA: Average speed: 0.34 features/sec [2025-11-21T03:06:30.395523] [INFO ] [LOCAL ] Saved configuration for ACVA: 2 features, 70.00% accuracy -> ./output/feature-sets/ACVA.json [2025-11-21T03:06:30.395583] [INFO ] [CONFIGURE ] ACVA: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T03:06:30.396044] [INFO ] [sig ] [23/723] Successfully configured ACVA | 0.01 sym/s | Total: 32.7m | ETA: 16.6h [2025-11-21T03:06:30.396097] [INFO ] [sig ] [24/723] Configuring ADC... [2025-11-21T03:06:30.396138] [INFO ] [CONFIGURE ] ADC: Configurate test run. [2025-11-21T03:06:30.396178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-11-21T03:06:30.540842] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADC'. [2025-11-21T03:06:30.541320] [INFO ] [CONFIGURE ] ADC: Testing with 29 available features [2025-11-21T03:06:30.541387] [INFO ] [CONFIGURE ] ADC: Establishing baseline with no features... [2025-11-21T03:06:30.733028] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:30.921558] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:31.108127] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:06:31.303450] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:31.491598] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:31.681362] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:31.874889] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:32.066789] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:06:32.259845] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:32.460751] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:32.460949] [INFO ] [CONFIGURE ] ADC: Baseline score (no features): 60.00% [2025-11-21T03:06:32.461000] [INFO ] [CONFIGURE ] ADC: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:06:32.461048] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:06:32.699901] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:32.931370] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:33.155455] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:06:33.386453] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:33.619615] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:33.864258] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:34.101920] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:34.353863] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:06:34.593210] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:34.838706] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:34.839103] [INFO ] [CONFIGURE ] ADC: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T03:06:34.839217] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20305 tests [2025-11-21T03:06:34.839338] [INFO ] [CONFIGURE ] ADC: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:06:34.839441] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:06:35.083664] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:35.321907] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:35.561153] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:06:35.799890] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:06:36.057297] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:36.301067] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:36.546696] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:36.789149] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:37.025333] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:37.270431] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:37.270894] [INFO ] [CONFIGURE ] ADC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:06:37.271010] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20304 tests [2025-11-21T03:06:37.271081] [INFO ] [CONFIGURE ] ADC: Testing feature 3/29: add_daily_returns [2025-11-21T03:06:37.271144] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_daily_returns'] [2025-11-21T03:06:37.479552] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:37.692022] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:37.902314] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:06:38.115571] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:38.331513] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:38.544982] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:38.765109] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:38.983899] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:06:39.255533] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:39.553872] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:39.554150] [INFO ] [CONFIGURE ] ADC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T03:06:39.554205] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20303 tests [2025-11-21T03:06:39.554246] [INFO ] [CONFIGURE ] ADC: Testing feature 4/29: add_ema [2025-11-21T03:06:39.554286] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_ema'] [2025-11-21T03:06:39.852386] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:40.115445] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:40.359783] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:06:40.579872] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:40.801482] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:41.029205] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:41.271351] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:06:41.520916] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:41.759199] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:06:41.989124] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:41.989328] [INFO ] [CONFIGURE ] ADC: DISCARDED add_ema (score: 20.00%) [2025-11-21T03:06:41.989377] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20302 tests [2025-11-21T03:06:41.989416] [INFO ] [CONFIGURE ] ADC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:06:41.989451] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:06:42.222661] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:42.468136] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:42.720271] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:06:42.971809] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:43.222930] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:06:43.480400] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:43.725925] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:06:43.987515] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:06:44.241943] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:44.512838] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:44.513056] [INFO ] [CONFIGURE ] ADC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:06:44.513115] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20301 tests [2025-11-21T03:06:44.513161] [INFO ] [CONFIGURE ] ADC: Testing feature 6/29: add_failed_moves [2025-11-21T03:06:44.513203] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_failed_moves'] [2025-11-21T03:06:44.712265] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:44.917557] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:45.120042] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:06:45.324984] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:45.525473] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:45.729791] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:45.929509] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:46.106900] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:06:46.289942] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:46.471584] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:46.471811] [INFO ] [CONFIGURE ] ADC: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:06:46.471900] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20300 tests [2025-11-21T03:06:46.471953] [INFO ] [CONFIGURE ] ADC: Testing feature 7/29: add_lag_shelf [2025-11-21T03:06:46.472052] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_lag_shelf'] [2025-11-21T03:06:46.653091] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:46.834279] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:47.006897] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:06:47.197719] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:47.379220] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:47.557554] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:47.741176] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:47.918205] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:06:48.095850] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:48.267697] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:48.267890] [INFO ] [CONFIGURE ] ADC: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T03:06:48.267943] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20299 tests [2025-11-21T03:06:48.267992] [INFO ] [CONFIGURE ] ADC: Testing feature 8/29: add_macd [2025-11-21T03:06:48.268039] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:06:48.539483] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:48.812920] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:49.092294] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:06:49.364488] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:49.641793] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:06:49.938543] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:50.215070] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:06:50.499775] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:50.785001] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:51.059146] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:06:51.059386] [INFO ] [CONFIGURE ] ADC: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:06:51.059446] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20298 tests [2025-11-21T03:06:51.059494] [INFO ] [CONFIGURE ] ADC: Testing feature 9/29: add_mfi [2025-11-21T03:06:51.059537] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_mfi'] [2025-11-21T03:06:51.256453] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:51.440827] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:51.628997] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:06:51.835104] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:52.030784] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:52.235016] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:52.434029] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:52.632554] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:52.833945] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:53.046561] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:53.047047] [INFO ] [CONFIGURE ] ADC: DISCARDED add_mfi (score: 50.00%) [2025-11-21T03:06:53.047161] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20297 tests [2025-11-21T03:06:53.047263] [INFO ] [CONFIGURE ] ADC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:06:53.047378] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:06:53.330620] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:53.626077] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:53.913243] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:06:54.200181] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:54.496699] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:54.803126] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:55.117743] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:55.424814] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:06:55.717245] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:06:56.007112] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:56.007346] [INFO ] [CONFIGURE ] ADC: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:06:56.007406] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20296 tests [2025-11-21T03:06:56.007455] [INFO ] [CONFIGURE ] ADC: Testing feature 11/29: add_obv_daily [2025-11-21T03:06:56.007500] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_obv_daily'] [2025-11-21T03:06:56.222158] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:56.444127] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:06:56.665629] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:06:56.888334] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:57.112966] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:57.342858] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:57.555404] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:06:57.768387] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:06:57.978902] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:06:58.200448] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:06:58.200707] [INFO ] [CONFIGURE ] ADC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:06:58.200832] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20295 tests [2025-11-21T03:06:58.200891] [INFO ] [CONFIGURE ] ADC: Testing feature 12/29: add_obv_interval [2025-11-21T03:06:58.200942] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_obv_interval'] [2025-11-21T03:06:58.421950] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:06:58.627941] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:06:58.833975] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:06:59.048312] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:06:59.258042] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:06:59.480719] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:06:59.693380] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:06:59.902246] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:00.115261] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:00.325171] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:00.325401] [INFO ] [CONFIGURE ] ADC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:07:00.325452] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20294 tests [2025-11-21T03:07:00.325494] [INFO ] [CONFIGURE ] ADC: Testing feature 13/29: add_opening_strength [2025-11-21T03:07:00.325531] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:07:01.280124] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:01.604027] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:01.850965] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:02.095852] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:02.336398] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:02.575895] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:02.823552] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:03.065234] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:03.309505] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:03.576471] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:03.576711] [INFO ] [CONFIGURE ] ADC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:07:03.576827] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20293 tests [2025-11-21T03:07:03.576895] [INFO ] [CONFIGURE ] ADC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:07:03.576953] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T03:07:03.815673] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:04.046379] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:04.285467] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:07:04.527284] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:04.757349] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:04.995037] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:05.233217] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:05.465855] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:05.700384] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:05.932726] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:05.932980] [INFO ] [CONFIGURE ] ADC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T03:07:05.933069] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20292 tests [2025-11-21T03:07:05.933123] [INFO ] [CONFIGURE ] ADC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:07:05.933171] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T03:07:06.126304] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:06.309366] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:06.497219] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:07:06.679639] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:06.865891] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:07.045337] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:07.234955] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:07.422745] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:07.613089] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:07.799681] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:07:07.799864] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T03:07:07.799911] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20291 tests [2025-11-21T03:07:07.799950] [INFO ] [CONFIGURE ] ADC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:07:07.799985] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T03:07:08.009238] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:08.212812] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:08.423125] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:08.623669] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:08.829472] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:09.036297] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:09.241331] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:09.447345] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:09.659523] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:09.875251] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:09.875443] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T03:07:09.875492] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20290 tests [2025-11-21T03:07:09.875530] [INFO ] [CONFIGURE ] ADC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:07:09.875563] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_pbf_return_2d'] [2025-11-21T03:07:10.084684] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:10.289099] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:10.504492] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:07:10.727268] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:10.947763] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:11.164462] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:11.376390] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:11.595380] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:11.809008] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:12.029780] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:12.029982] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T03:07:12.030033] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20289 tests [2025-11-21T03:07:12.030077] [INFO ] [CONFIGURE ] ADC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:07:12.030114] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T03:07:12.208461] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:12.392599] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:07:12.582360] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:12.767398] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:12.951181] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:13.140624] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:13.338337] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:13.550331] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:13.742472] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:13.950734] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:13.950992] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:07:13.951072] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20288 tests [2025-11-21T03:07:13.951114] [INFO ] [CONFIGURE ] ADC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:07:13.951150] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T03:07:14.154271] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:14.365734] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:14.580097] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:07:14.781970] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:14.995968] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:15.193149] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:15.388760] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:15.585457] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:15.782556] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:15.985869] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:15.986079] [INFO ] [CONFIGURE ] ADC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:07:15.986131] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20287 tests [2025-11-21T03:07:15.986173] [INFO ] [CONFIGURE ] ADC: Testing feature 20/29: add_price_rejection [2025-11-21T03:07:15.986210] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_price_rejection'] [2025-11-21T03:07:16.201840] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:16.416460] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:16.632693] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:07:16.847937] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:17.065513] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:17.288895] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:17.508050] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:17.728778] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:17.964672] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:18.190975] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:18.191189] [INFO ] [CONFIGURE ] ADC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:07:18.191239] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20286 tests [2025-11-21T03:07:18.191278] [INFO ] [CONFIGURE ] ADC: Testing feature 21/29: add_range_position [2025-11-21T03:07:18.191314] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_range_position'] [2025-11-21T03:07:18.438994] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:18.685421] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:18.926852] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:19.169965] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:19.419184] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:19.660669] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:19.908758] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:20.154834] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:20.394195] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:20.639408] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:20.639633] [INFO ] [CONFIGURE ] ADC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:07:20.639929] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20285 tests [2025-11-21T03:07:20.640037] [INFO ] [CONFIGURE ] ADC: Testing feature 22/29: add_realized_volatility [2025-11-21T03:07:20.640150] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_realized_volatility'] [2025-11-21T03:07:20.982932] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:21.317330] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:07:21.652739] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:21.994348] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:22.324712] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:07:22.646239] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:22.971685] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:07:23.310094] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:23.636737] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:23.989318] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:23.989565] [INFO ] [CONFIGURE ] ADC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:07:23.989625] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20284 tests [2025-11-21T03:07:23.989700] [INFO ] [CONFIGURE ] ADC: Testing feature 23/29: add_recent_range_context [2025-11-21T03:07:23.989742] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_recent_range_context'] [2025-11-21T03:07:24.198424] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:24.402732] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:24.602472] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:24.807471] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:25.005515] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:25.198519] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:25.394892] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:25.591092] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:25.786565] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:25.986212] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:25.986450] [INFO ] [CONFIGURE ] ADC: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T03:07:25.986502] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20283 tests [2025-11-21T03:07:25.986543] [INFO ] [CONFIGURE ] ADC: Testing feature 24/29: add_rsi [2025-11-21T03:07:25.986580] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T03:07:26.227054] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:26.469804] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:26.733488] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:26.998638] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:27.261331] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:27.519315] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:27.793907] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:28.052378] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:28.323419] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:28.584814] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:07:28.585023] [INFO ] [CONFIGURE ] ADC: DISCARDED add_rsi (score: 30.00%) [2025-11-21T03:07:28.585082] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20282 tests [2025-11-21T03:07:28.585232] [INFO ] [CONFIGURE ] ADC: Testing feature 25/29: add_tick_distribution [2025-11-21T03:07:28.585280] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_tick_distribution'] [2025-11-21T03:07:28.780423] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:28.974916] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:29.185046] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:07:29.398359] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:29.617526] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:07:29.833710] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:30.054353] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:30.263196] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:30.472179] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:30.694282] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:07:30.694893] [INFO ] [CONFIGURE ] ADC: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T03:07:30.695055] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20281 tests [2025-11-21T03:07:30.695199] [INFO ] [CONFIGURE ] ADC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:07:30.695360] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T03:07:30.917351] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:31.129074] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:07:31.370679] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:07:31.664609] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:31.934182] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:32.225434] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:32.460087] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:32.685392] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:32.906892] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:33.125810] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:33.126034] [INFO ] [CONFIGURE ] ADC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:07:33.126086] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20280 tests [2025-11-21T03:07:33.126124] [INFO ] [CONFIGURE ] ADC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:07:33.126160] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_volume_price_divergence'] [2025-11-21T03:07:33.346972] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:33.563707] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:33.790775] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:34.026067] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:34.256901] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:34.482553] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:34.711279] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:34.942561] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:35.171304] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:35.406973] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:35.407195] [INFO ] [CONFIGURE ] ADC: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T03:07:35.407248] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20279 tests [2025-11-21T03:07:35.407287] [INFO ] [CONFIGURE ] ADC: Testing feature 28/29: add_volume_profile [2025-11-21T03:07:35.407498] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_volume_profile'] [2025-11-21T03:07:35.626818] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:35.849249] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:36.075174] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:07:36.302039] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:36.519822] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:36.734689] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:36.953692] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:07:37.173510] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:37.392795] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:37.613349] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:37.613558] [INFO ] [CONFIGURE ] ADC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T03:07:37.613609] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20278 tests [2025-11-21T03:07:37.613667] [INFO ] [CONFIGURE ] ADC: Testing feature 29/29: add_vwap [2025-11-21T03:07:37.613740] [INFO ] [CONFIGURE ] ADC: Testing with features: ['add_vwap'] [2025-11-21T03:07:37.831605] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:07:38.061909] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:38.286342] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:07:38.510531] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:07:38.737506] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:07:38.973019] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:39.206635] [DEBUG] [FORECASTER] ADC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:07:39.428395] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:39.652075] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:07:39.884340] [DEBUG] [FORECASTER] ADC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:07:39.884549] [INFO ] [CONFIGURE ] ADC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:07:39.884598] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20277 tests [2025-11-21T03:07:39.884637] [INFO ] [CONFIGURE ] ADC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:07:39.884741] [INFO ] [CONFIGURE ] ADC: Best accuracy: 60.00% [2025-11-21T03:07:39.884787] [INFO ] [CONFIGURE ] ADC: Best feature set (0 features): [] [2025-11-21T03:07:39.884841] [INFO ] [CONFIGURE ] ADC: Improvement over baseline: 0.00% [2025-11-21T03:07:39.884881] [INFO ] [CONFIGURE ] ADC: Total time: 1.1 minutes [2025-11-21T03:07:39.884922] [INFO ] [CONFIGURE ] ADC: Average time per feature: 2.3 seconds [2025-11-21T03:07:39.884964] [INFO ] [CONFIGURE ] ADC: Average speed: 0.43 features/sec [2025-11-21T03:07:39.885501] [INFO ] [LOCAL ] Saved configuration for ADC: 0 features, 60.00% accuracy -> ./output/feature-sets/ADC.json [2025-11-21T03:07:39.885563] [INFO ] [CONFIGURE ] ADC: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-21T03:07:39.885635] [INFO ] [sig ] [24/723] Successfully configured ADC | 0.01 sym/s | Total: 33.9m | ETA: 16.5h [2025-11-21T03:07:39.885874] [INFO ] [sig ] [25/723] Configuring ADCT... [2025-11-21T03:07:39.885959] [INFO ] [CONFIGURE ] ADCT: Configurate test run. [2025-11-21T03:07:39.886040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'. [2025-11-21T03:07:39.964945] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADCT'. [2025-11-21T03:07:39.965540] [INFO ] [CONFIGURE ] ADCT: Testing with 29 available features [2025-11-21T03:07:39.965623] [INFO ] [CONFIGURE ] ADCT: Establishing baseline with no features... [2025-11-21T03:07:40.157500] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:07:40.351500] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:40.549221] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:07:40.743758] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:40.935617] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:07:41.128065] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:41.320120] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:07:41.515767] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:41.718202] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:07:41.915280] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:07:41.915519] [INFO ] [CONFIGURE ] ADCT: Baseline score (no features): 30.00% [2025-11-21T03:07:41.915586] [INFO ] [CONFIGURE ] ADCT: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:07:41.915638] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:07:42.151119] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:07:42.382444] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:42.613782] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:07:42.850737] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:43.091831] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:43.336161] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:07:43.575726] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:07:43.801955] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:07:44.038375] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:07:44.284223] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:07:44.284503] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T03:07:44.284556] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20276 tests [2025-11-21T03:07:44.284595] [INFO ] [CONFIGURE ] ADCT: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:07:44.284629] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:07:44.527865] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:07:44.763010] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:45.033865] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:07:45.279370] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:45.510437] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:45.756293] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:07:46.007806] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:07:46.254493] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:46.499745] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:07:46.743128] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:07:46.743482] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T03:07:46.743594] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20275 tests [2025-11-21T03:07:46.743711] [INFO ] [CONFIGURE ] ADCT: Testing feature 3/29: add_daily_returns [2025-11-21T03:07:46.743808] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_daily_returns'] [2025-11-21T03:07:46.952701] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:07:47.160354] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:47.370598] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:07:47.575255] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:47.786841] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:47.991861] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:07:48.199629] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:07:48.415755] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:48.626084] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:07:48.834838] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:07:48.835193] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T03:07:48.835309] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20274 tests [2025-11-21T03:07:48.835410] [INFO ] [CONFIGURE ] ADCT: Testing feature 4/29: add_ema [2025-11-21T03:07:48.835550] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema'] [2025-11-21T03:07:49.076016] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:07:49.333702] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:49.576581] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:07:49.820236] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:50.070287] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:50.316116] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:07:50.563246] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:07:50.808413] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:51.055585] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:07:51.304588] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:07:51.304845] [INFO ] [CONFIGURE ] ADCT: KEPT add_ema (score: 40.00%) [2025-11-21T03:07:51.305091] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20273 tests [2025-11-21T03:07:51.305195] [INFO ] [CONFIGURE ] ADCT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:07:51.305338] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:07:51.599974] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:07:51.906455] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:52.202488] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:07:52.491822] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:52.781447] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:53.075050] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:07:53.364945] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:07:53.663863] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:53.968071] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:07:54.271936] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:07:54.272159] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T03:07:54.272222] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20272 tests [2025-11-21T03:07:54.272271] [INFO ] [CONFIGURE ] ADCT: Testing feature 6/29: add_failed_moves [2025-11-21T03:07:54.272317] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T03:07:54.525464] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:07:54.778024] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:55.040036] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:07:55.293320] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:55.544591] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:55.799443] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:07:56.067188] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:07:56.321984] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:56.580501] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:07:56.833715] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:07:56.833963] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T03:07:56.834224] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20271 tests [2025-11-21T03:07:56.834299] [INFO ] [CONFIGURE ] ADCT: Testing feature 7/29: add_lag_shelf [2025-11-21T03:07:56.834353] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T03:07:57.077218] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:07:57.314533] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:07:57.549695] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:07:57.792369] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:07:58.040123] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:07:58.298192] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:07:58.542307] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:07:58.785370] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:07:59.030808] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:07:59.280613] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:07:59.280862] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T03:07:59.280915] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20270 tests [2025-11-21T03:07:59.280956] [INFO ] [CONFIGURE ] ADCT: Testing feature 8/29: add_macd [2025-11-21T03:07:59.280994] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T03:07:59.618738] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:07:59.945166] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:00.291843] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:01.386625] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:01.903104] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:02.245263] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:02.589056] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:08:02.936560] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:03.260286] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:03.585777] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:03.585991] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_macd (score: 30.00%) [2025-11-21T03:08:03.586049] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20269 tests [2025-11-21T03:08:03.586098] [INFO ] [CONFIGURE ] ADCT: Testing feature 9/29: add_mfi [2025-11-21T03:08:03.586143] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T03:08:03.843374] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:04.095195] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:04.359427] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:04.619286] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:04.878759] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:05.148018] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:05.411242] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:05.677014] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:05.941264] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:06.215493] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:08:06.215795] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_mfi (score: 40.00%) [2025-11-21T03:08:06.215864] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20268 tests [2025-11-21T03:08:06.215917] [INFO ] [CONFIGURE ] ADCT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:08:06.215966] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:08:06.568003] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:08:06.914535] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:07.258117] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:07.600831] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:07.946730] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:08.296569] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:08:08.643773] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:08.983131] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:08:09.325745] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:09.662764] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:09.663014] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:08:09.663085] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20267 tests [2025-11-21T03:08:09.663142] [INFO ] [CONFIGURE ] ADCT: Testing feature 11/29: add_obv_daily [2025-11-21T03:08:09.663193] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T03:08:09.949982] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:10.257324] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:10.544581] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:10.827116] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:11.110847] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:11.394781] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:11.676769] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:11.972419] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:12.261077] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:12.540880] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:08:12.541103] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:08:12.541192] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20266 tests [2025-11-21T03:08:12.541274] [INFO ] [CONFIGURE ] ADCT: Testing feature 12/29: add_obv_interval [2025-11-21T03:08:12.541314] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T03:08:12.797516] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:13.060683] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:13.317220] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:13.582095] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:13.843057] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:14.103799] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:14.368767] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:14.635249] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:14.899498] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:08:15.162426] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:08:15.162909] [INFO ] [CONFIGURE ] ADCT: KEPT add_obv_interval (score: 50.00%) [2025-11-21T03:08:15.163034] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20265 tests [2025-11-21T03:08:15.163093] [INFO ] [CONFIGURE ] ADCT: Testing feature 13/29: add_opening_strength [2025-11-21T03:08:15.163198] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:08:15.444749] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:08:15.746881] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:16.039247] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:16.336770] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:16.628748] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:16.918965] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:17.217610] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:08:17.510461] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:17.808861] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:18.105193] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:18.105431] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T03:08:18.105495] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20264 tests [2025-11-21T03:08:18.105547] [INFO ] [CONFIGURE ] ADCT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:08:18.105594] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T03:08:18.394345] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:18.702711] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:19.069468] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:19.420315] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:19.738378] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:20.033906] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:20.345665] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:20.642273] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:08:20.930745] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:08:21.218802] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:21.219011] [INFO ] [CONFIGURE ] ADCT: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-21T03:08:21.219070] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20263 tests [2025-11-21T03:08:21.219121] [INFO ] [CONFIGURE ] ADCT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:08:21.219165] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T03:08:21.500581] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:08:21.794312] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:22.099094] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:22.388025] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:22.675198] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:22.965831] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:23.264637] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:23.564625] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:23.866725] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:08:24.155269] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:24.155533] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:08:24.155597] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20262 tests [2025-11-21T03:08:24.155669] [INFO ] [CONFIGURE ] ADCT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:08:24.155719] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T03:08:24.479518] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:08:24.787393] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:25.117083] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:25.445259] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:25.767046] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:08:26.091187] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:08:26.417458] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:26.735872] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:08:27.055134] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:08:27.357248] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:27.357500] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:08:27.357557] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20261 tests [2025-11-21T03:08:27.357606] [INFO ] [CONFIGURE ] ADCT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:08:27.357668] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T03:08:27.659473] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:08:27.972469] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:28.273804] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:28.580477] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:28.901265] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:29.210683] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:29.521466] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:29.833530] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:30.171612] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:30.485713] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:30.485975] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:08:30.486091] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20260 tests [2025-11-21T03:08:30.486144] [INFO ] [CONFIGURE ] ADCT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:08:30.486188] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T03:08:30.757524] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:08:31.043452] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:31.316355] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:31.591908] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:31.867254] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:32.143960] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:32.422306] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:32.700793] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:32.978715] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:08:33.259527] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:33.259747] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:08:33.259807] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20259 tests [2025-11-21T03:08:33.259857] [INFO ] [CONFIGURE ] ADCT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:08:33.259900] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T03:08:33.543199] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:33.825766] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:34.103885] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:34.394080] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:34.677231] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:34.992471] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:35.276902] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:35.565724] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:08:35.856490] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:08:36.148187] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:36.148390] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T03:08:36.148451] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20258 tests [2025-11-21T03:08:36.148504] [INFO ] [CONFIGURE ] ADCT: Testing feature 20/29: add_price_rejection [2025-11-21T03:08:36.148550] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T03:08:36.457964] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:36.758007] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:37.051523] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:37.347418] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:37.647519] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:37.945328] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:38.251763] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:38.557395] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:08:38.843958] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:39.126968] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:39.127187] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:08:39.127245] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20257 tests [2025-11-21T03:08:39.127292] [INFO ] [CONFIGURE ] ADCT: Testing feature 21/29: add_range_position [2025-11-21T03:08:39.127339] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T03:08:39.444548] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:39.766528] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:40.122317] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:40.474566] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:40.823028] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:41.158424] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:41.490829] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:41.826123] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:08:42.169881] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:42.521028] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:42.521257] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_range_position (score: 60.00%) [2025-11-21T03:08:42.521318] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20256 tests [2025-11-21T03:08:42.521369] [INFO ] [CONFIGURE ] ADCT: Testing feature 22/29: add_realized_volatility [2025-11-21T03:08:42.521421] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T03:08:42.952823] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:43.397537] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:43.821756] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:44.250859] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:44.684879] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:45.102176] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:45.528131] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:45.964556] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:46.394877] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:46.826180] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:46.826472] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:08:46.826682] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20255 tests [2025-11-21T03:08:46.826809] [INFO ] [CONFIGURE ] ADCT: Testing feature 23/29: add_recent_range_context [2025-11-21T03:08:46.826889] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T03:08:47.132723] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:47.422476] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:47.719102] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:48.018114] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:48.322636] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:48.627099] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:48.921177] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:49.216295] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:49.531687] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:49.827707] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:49.827993] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:08:49.828063] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20254 tests [2025-11-21T03:08:49.828123] [INFO ] [CONFIGURE ] ADCT: Testing feature 24/29: add_rsi [2025-11-21T03:08:49.828175] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_rsi'] [2025-11-21T03:08:50.142419] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:50.464923] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:50.771535] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:51.099271] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:51.407670] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:51.721053] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:52.031504] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:52.342358] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:52.655888] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:08:52.981816] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:52.982102] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:08:52.982182] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20253 tests [2025-11-21T03:08:52.982243] [INFO ] [CONFIGURE ] ADCT: Testing feature 25/29: add_tick_distribution [2025-11-21T03:08:52.982296] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T03:08:53.295367] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:53.600325] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:53.912607] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:54.215854] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:54.536503] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:08:54.851028] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:55.173544] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:55.489278] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:55.811935] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:56.126065] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:56.126346] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:08:56.126410] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20252 tests [2025-11-21T03:08:56.126462] [INFO ] [CONFIGURE ] ADCT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:08:56.126503] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T03:08:56.433677] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:08:56.741697] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:08:57.051584] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:08:57.355755] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:08:57.662271] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:08:57.967836] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:08:58.283797] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:08:58.607049] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:08:58.923328] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:08:59.241613] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:08:59.241897] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:08:59.241957] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20251 tests [2025-11-21T03:08:59.242009] [INFO ] [CONFIGURE ] ADCT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:08:59.242051] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T03:08:59.546658] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:08:59.854624] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:09:00.172182] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:09:00.501864] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:09:01.558909] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:09:02.147701] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:09:02.465301] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:09:02.777546] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:09:03.102846] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:03.425253] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:09:03.425493] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T03:09:03.425725] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20250 tests [2025-11-21T03:09:03.425790] [INFO ] [CONFIGURE ] ADCT: Testing feature 28/29: add_volume_profile [2025-11-21T03:09:03.425851] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T03:09:03.761374] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:04.081220] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:09:04.412444] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:09:04.735581] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:09:05.068384] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:09:05.399832] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:09:05.720467] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:09:06.028923] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:09:06.341513] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:09:06.654514] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:09:06.654769] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:09:06.654832] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20249 tests [2025-11-21T03:09:06.654906] [INFO ] [CONFIGURE ] ADCT: Testing feature 29/29: add_vwap [2025-11-21T03:09:06.654964] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T03:09:06.978092] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:09:07.296469] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:09:07.645410] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:09:07.979257] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:09:08.296608] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:09:08.623097] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:09:08.957192] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:09:09.289322] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:09:09.607613] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:09:09.934679] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:09:09.934918] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_vwap (score: 40.00%) [2025-11-21T03:09:09.934980] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20248 tests [2025-11-21T03:09:09.935041] [INFO ] [CONFIGURE ] ADCT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:09:09.935095] [INFO ] [CONFIGURE ] ADCT: Best accuracy: 70.00% [2025-11-21T03:09:09.935155] [INFO ] [CONFIGURE ] ADCT: Best feature set (3 features): ['add_ema', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T03:09:09.935201] [INFO ] [CONFIGURE ] ADCT: Improvement over baseline: 40.00% [2025-11-21T03:09:09.935233] [INFO ] [CONFIGURE ] ADCT: Total time: 1.5 minutes [2025-11-21T03:09:09.935278] [INFO ] [CONFIGURE ] ADCT: Average time per feature: 3.0 seconds [2025-11-21T03:09:09.935328] [INFO ] [CONFIGURE ] ADCT: Average speed: 0.33 features/sec [2025-11-21T03:09:09.935915] [INFO ] [LOCAL ] Saved configuration for ADCT: 3 features, 70.00% accuracy -> ./output/feature-sets/ADCT.json [2025-11-21T03:09:09.935989] [INFO ] [CONFIGURE ] ADCT: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T03:09:09.936043] [INFO ] [sig ] [25/723] Successfully configured ADCT | 0.01 sym/s | Total: 35.4m | ETA: 16.5h [2025-11-21T03:09:09.936094] [INFO ] [sig ] [26/723] Configuring ADM... [2025-11-21T03:09:09.936145] [INFO ] [CONFIGURE ] ADM: Configurate test run. [2025-11-21T03:09:09.936188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'. [2025-11-21T03:09:10.016138] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADM'. [2025-11-21T03:09:10.016892] [INFO ] [CONFIGURE ] ADM: Testing with 29 available features [2025-11-21T03:09:10.016970] [INFO ] [CONFIGURE ] ADM: Establishing baseline with no features... [2025-11-21T03:09:10.215628] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:10.413571] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:10.619980] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:09:10.818144] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:11.010180] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:11.200840] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:11.401526] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:09:11.599124] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:11.800247] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:12.012427] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:12.012886] [INFO ] [CONFIGURE ] ADM: Baseline score (no features): 40.00% [2025-11-21T03:09:12.013036] [INFO ] [CONFIGURE ] ADM: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:09:12.013150] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:09:12.254104] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:12.491998] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:12.728947] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:09:12.969369] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:09:13.204496] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:13.448944] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:13.685890] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:09:13.928781] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:14.160760] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:09:14.397006] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:14.397290] [INFO ] [CONFIGURE ] ADM: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T03:09:14.397359] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20247 tests [2025-11-21T03:09:14.397411] [INFO ] [CONFIGURE ] ADM: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:09:14.397459] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:09:14.640935] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:14.874619] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:15.111747] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:09:15.346697] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:15.588836] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:15.829183] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:16.074546] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:16.319940] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:09:16.566757] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:09:16.809620] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:16.810029] [INFO ] [CONFIGURE ] ADM: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T03:09:16.810142] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20246 tests [2025-11-21T03:09:16.810241] [INFO ] [CONFIGURE ] ADM: Testing feature 3/29: add_daily_returns [2025-11-21T03:09:16.810857] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns'] [2025-11-21T03:09:17.021281] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:17.238677] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:17.456369] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:17.669176] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:17.889082] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:18.110818] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:18.341749] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:18.564411] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:18.783633] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:19.007196] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:19.007910] [INFO ] [CONFIGURE ] ADM: KEPT add_daily_returns (score: 50.00%) [2025-11-21T03:09:19.007996] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20245 tests [2025-11-21T03:09:19.008051] [INFO ] [CONFIGURE ] ADM: Testing feature 4/29: add_ema [2025-11-21T03:09:19.008101] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T03:09:19.270697] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:19.540919] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:19.815795] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:20.077318] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:20.347957] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:20.625616] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:20.890360] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:21.161131] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:21.425720] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:21.695068] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:21.695502] [INFO ] [CONFIGURE ] ADM: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:09:21.695617] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20244 tests [2025-11-21T03:09:21.695739] [INFO ] [CONFIGURE ] ADM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:09:21.695836] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:09:21.966383] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:22.238322] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:22.497168] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:22.760417] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:23.028355] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:23.294564] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:23.583203] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:23.882094] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:24.154465] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:24.424797] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:24.425014] [INFO ] [CONFIGURE ] ADM: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:09:24.425070] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20243 tests [2025-11-21T03:09:24.425116] [INFO ] [CONFIGURE ] ADM: Testing feature 6/29: add_failed_moves [2025-11-21T03:09:24.425161] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T03:09:24.639324] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:24.860258] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:25.079337] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:09:25.302988] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:25.527238] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:25.748811] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:25.969014] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:26.192746] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:26.414487] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:26.633807] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:26.634016] [INFO ] [CONFIGURE ] ADM: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T03:09:26.634066] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20242 tests [2025-11-21T03:09:26.634142] [INFO ] [CONFIGURE ] ADM: Testing feature 7/29: add_lag_shelf [2025-11-21T03:09:26.634180] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T03:09:26.847819] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:27.060335] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:27.309289] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:27.555632] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:27.821064] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:28.095871] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:28.329123] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:28.526344] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:28.702123] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:28.894914] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:28.895120] [INFO ] [CONFIGURE ] ADM: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:09:28.895170] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20241 tests [2025-11-21T03:09:28.895208] [INFO ] [CONFIGURE ] ADM: Testing feature 8/29: add_macd [2025-11-21T03:09:28.895243] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T03:09:29.182748] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:29.482092] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:29.783728] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:30.088722] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:30.402170] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:30.719117] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:31.026347] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:31.342498] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:31.649060] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:31.965887] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:31.966123] [INFO ] [CONFIGURE ] ADM: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:09:31.966184] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20240 tests [2025-11-21T03:09:31.966228] [INFO ] [CONFIGURE ] ADM: Testing feature 9/29: add_mfi [2025-11-21T03:09:31.966272] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T03:09:32.188085] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:32.408829] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:32.631403] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:32.866243] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:33.096103] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:33.324636] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:33.549965] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:33.779986] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:34.019986] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:34.254838] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:34.255080] [INFO ] [CONFIGURE ] ADM: DISCARDED add_mfi (score: 50.00%) [2025-11-21T03:09:34.255144] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20239 tests [2025-11-21T03:09:34.255196] [INFO ] [CONFIGURE ] ADM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:09:34.255244] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:09:34.574991] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:34.875964] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:35.182427] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:35.498925] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:35.806373] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:36.123031] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:36.436681] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:36.748551] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:37.072971] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:37.387868] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:37.388109] [INFO ] [CONFIGURE ] ADM: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:09:37.388169] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20238 tests [2025-11-21T03:09:37.388220] [INFO ] [CONFIGURE ] ADM: Testing feature 11/29: add_obv_daily [2025-11-21T03:09:37.388261] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T03:09:37.623105] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:37.860114] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:38.086337] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:38.319307] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:38.553822] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:38.792812] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:39.043709] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:39.278888] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:39.521073] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:39.754869] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:39.755322] [INFO ] [CONFIGURE ] ADM: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:09:39.755445] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20237 tests [2025-11-21T03:09:39.755555] [INFO ] [CONFIGURE ] ADM: Testing feature 12/29: add_obv_interval [2025-11-21T03:09:39.755673] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T03:09:39.972417] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:40.200044] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:40.421576] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:40.653193] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:40.874268] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:41.105172] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:41.333750] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:41.557915] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:41.779743] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:41.999710] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:41.999927] [INFO ] [CONFIGURE ] ADM: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:09:41.999977] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20236 tests [2025-11-21T03:09:42.000017] [INFO ] [CONFIGURE ] ADM: Testing feature 13/29: add_opening_strength [2025-11-21T03:09:42.000054] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:09:42.228418] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:42.470888] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:42.725229] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:42.964461] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:43.215154] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:43.452969] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:43.696221] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:43.939099] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:44.178996] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:44.423233] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:44.423436] [INFO ] [CONFIGURE ] ADM: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:09:44.423484] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20235 tests [2025-11-21T03:09:44.423522] [INFO ] [CONFIGURE ] ADM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:09:44.423556] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T03:09:44.667131] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:44.913123] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:45.176892] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:09:45.418925] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:45.660375] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:45.901231] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:46.145839] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:46.387862] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:46.634855] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:46.889828] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:46.890363] [INFO ] [CONFIGURE ] ADM: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T03:09:46.890460] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20234 tests [2025-11-21T03:09:46.890544] [INFO ] [CONFIGURE ] ADM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:09:46.890629] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T03:09:47.115046] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:47.331732] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:47.541566] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:47.756630] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:47.971870] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:48.188094] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:48.416121] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:48.641570] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:48.862673] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:49.080622] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:49.080828] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:09:49.080877] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20233 tests [2025-11-21T03:09:49.080915] [INFO ] [CONFIGURE ] ADM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:09:49.080950] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T03:09:49.315971] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:49.560761] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:49.797627] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:50.041899] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:50.287409] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:50.526711] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:50.772298] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:51.013889] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:51.255924] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:51.498073] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:51.498319] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:09:51.498373] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20232 tests [2025-11-21T03:09:51.498415] [INFO ] [CONFIGURE ] ADM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:09:51.498453] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T03:09:51.743152] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:51.983695] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:52.225366] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:09:52.464505] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:52.710956] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:52.948733] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:53.187633] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:53.433591] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:53.679082] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:53.944403] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:53.944750] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T03:09:53.944856] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20231 tests [2025-11-21T03:09:53.944914] [INFO ] [CONFIGURE ] ADM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:09:53.944963] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T03:09:54.153074] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:54.360257] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:54.571279] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:54.786891] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:55.004972] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:55.224413] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:55.443187] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:55.666687] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:55.887322] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:56.105707] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:56.106084] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T03:09:56.106197] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20230 tests [2025-11-21T03:09:56.106295] [INFO ] [CONFIGURE ] ADM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:09:56.106431] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T03:09:56.314175] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:56.524565] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:09:56.734154] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:56.945323] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:57.159602] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:57.377511] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:57.585387] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:09:57.792302] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:09:58.006659] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:09:58.225878] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:09:58.226102] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:09:58.226155] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20229 tests [2025-11-21T03:09:58.226198] [INFO ] [CONFIGURE ] ADM: Testing feature 20/29: add_price_rejection [2025-11-21T03:09:58.226236] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T03:09:58.462547] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:09:58.704710] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:09:58.938194] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:09:59.176971] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:09:59.415885] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:09:59.655005] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:09:59.893341] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:10:00.148176] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:00.389241] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:00.631995] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:00.632349] [INFO ] [CONFIGURE ] ADM: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:10:00.632470] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20228 tests [2025-11-21T03:10:00.632584] [INFO ] [CONFIGURE ] ADM: Testing feature 21/29: add_range_position [2025-11-21T03:10:00.632706] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T03:10:00.890716] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:01.973210] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:02.366699] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:02.593431] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:02.826492] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:03.058178] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:03.314491] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:10:03.567010] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:03.815740] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:04.073416] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:04.073675] [INFO ] [CONFIGURE ] ADM: DISCARDED add_range_position (score: 40.00%) [2025-11-21T03:10:04.073743] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20227 tests [2025-11-21T03:10:04.073792] [INFO ] [CONFIGURE ] ADM: Testing feature 22/29: add_realized_volatility [2025-11-21T03:10:04.073831] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T03:10:04.415984] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:04.759872] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:05.095464] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:05.442865] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:10:05.767111] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:06.092741] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:06.436248] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:10:06.777977] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:07.122700] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:07.468977] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:07.469249] [INFO ] [CONFIGURE ] ADM: KEPT add_realized_volatility (score: 60.00%) [2025-11-21T03:10:07.469313] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20226 tests [2025-11-21T03:10:07.469374] [INFO ] [CONFIGURE ] ADM: Testing feature 23/29: add_recent_range_context [2025-11-21T03:10:07.469503] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T03:10:07.842349] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:08.209411] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:08.567426] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:08.928798] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:09.274757] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:09.623912] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:09.987010] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:10:10.366503] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:10.720960] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:11.079079] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:11.079355] [INFO ] [CONFIGURE ] ADM: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T03:10:11.079421] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20225 tests [2025-11-21T03:10:11.079475] [INFO ] [CONFIGURE ] ADM: Testing feature 24/29: add_rsi [2025-11-21T03:10:11.079523] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-21T03:10:11.470602] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:11.851828] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:12.241247] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:12.657799] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:10:13.068317] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:13.482106] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:13.897658] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:10:14.323525] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:14.813116] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:15.393809] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:10:15.395472] [INFO ] [CONFIGURE ] ADM: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:10:15.395558] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20224 tests [2025-11-21T03:10:15.395614] [INFO ] [CONFIGURE ] ADM: Testing feature 25/29: add_tick_distribution [2025-11-21T03:10:15.395683] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T03:10:15.879041] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:16.227134] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:16.574121] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:10:16.914185] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:10:17.275181] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:17.655944] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:18.031122] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:10:18.388894] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:18.744340] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:10:19.100664] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:19.100869] [INFO ] [CONFIGURE ] ADM: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T03:10:19.100930] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20223 tests [2025-11-21T03:10:19.100981] [INFO ] [CONFIGURE ] ADM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:10:19.101026] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T03:10:19.443488] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:19.799025] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:20.137065] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:20.495332] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:20.849109] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:21.208752] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:21.558453] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:10:21.930441] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:22.299747] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:22.664022] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:10:22.664260] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:10:22.664330] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20222 tests [2025-11-21T03:10:22.664396] [INFO ] [CONFIGURE ] ADM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:10:22.664450] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T03:10:23.037199] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:23.412751] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:23.817887] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:24.211923] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:24.577397] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:24.943541] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:25.354909] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:10:25.745181] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:26.140051] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:26.524081] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:26.524337] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T03:10:26.524402] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20221 tests [2025-11-21T03:10:26.524457] [INFO ] [CONFIGURE ] ADM: Testing feature 28/29: add_volume_profile [2025-11-21T03:10:26.524507] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T03:10:26.887894] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:27.262087] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:27.624306] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:27.993609] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:10:28.374527] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:28.748693] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:29.111396] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:10:29.485589] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:29.877699] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:30.266958] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:10:30.267211] [INFO ] [CONFIGURE ] ADM: KEPT add_volume_profile (score: 70.00%) [2025-11-21T03:10:30.267274] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20220 tests [2025-11-21T03:10:30.267326] [INFO ] [CONFIGURE ] ADM: Testing feature 29/29: add_vwap [2025-11-21T03:10:30.267430] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_volume_profile', 'add_vwap'] [2025-11-21T03:10:30.675491] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:10:31.067059] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:10:31.465768] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:31.882211] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:32.273046] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:32.658124] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:33.049785] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:10:33.442161] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:10:33.822430] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:10:34.207519] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:34.207755] [INFO ] [CONFIGURE ] ADM: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:10:34.207816] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20219 tests [2025-11-21T03:10:34.207886] [INFO ] [CONFIGURE ] ADM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:10:34.207932] [INFO ] [CONFIGURE ] ADM: Best accuracy: 70.00% [2025-11-21T03:10:34.208083] [INFO ] [CONFIGURE ] ADM: Best feature set (3 features): ['add_daily_returns', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T03:10:34.208126] [INFO ] [CONFIGURE ] ADM: Improvement over baseline: 30.00% [2025-11-21T03:10:34.208164] [INFO ] [CONFIGURE ] ADM: Total time: 1.4 minutes [2025-11-21T03:10:34.208202] [INFO ] [CONFIGURE ] ADM: Average time per feature: 2.8 seconds [2025-11-21T03:10:34.208240] [INFO ] [CONFIGURE ] ADM: Average speed: 0.35 features/sec [2025-11-21T03:10:34.208819] [INFO ] [LOCAL ] Saved configuration for ADM: 3 features, 70.00% accuracy -> ./output/feature-sets/ADM.json [2025-11-21T03:10:34.208881] [INFO ] [CONFIGURE ] ADM: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T03:10:34.208930] [INFO ] [sig ] [26/723] Successfully configured ADM | 0.01 sym/s | Total: 36.8m | ETA: 16.4h [2025-11-21T03:10:34.208995] [INFO ] [sig ] [27/723] Configuring ADNT... [2025-11-21T03:10:34.209040] [INFO ] [CONFIGURE ] ADNT: Configurate test run. [2025-11-21T03:10:34.209080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'. [2025-11-21T03:10:34.317438] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADNT'. [2025-11-21T03:10:34.317874] [INFO ] [CONFIGURE ] ADNT: Testing with 29 available features [2025-11-21T03:10:34.317940] [INFO ] [CONFIGURE ] ADNT: Establishing baseline with no features... [2025-11-21T03:10:34.503751] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:10:34.693924] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:10:34.890566] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:35.088247] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:35.289917] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:10:35.491295] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:35.689237] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:10:35.896119] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:10:36.091905] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:10:36.290400] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:36.290596] [INFO ] [CONFIGURE ] ADNT: Baseline score (no features): 30.00% [2025-11-21T03:10:36.290675] [INFO ] [CONFIGURE ] ADNT: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:10:36.290759] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:10:36.523495] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:10:36.756131] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:10:36.986479] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:10:37.217358] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:37.450899] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:10:37.683720] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:37.921303] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:10:38.152707] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:10:38.391370] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:10:38.622369] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:10:38.622572] [INFO ] [CONFIGURE ] ADNT: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T03:10:38.622621] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20218 tests [2025-11-21T03:10:38.622680] [INFO ] [CONFIGURE ] ADNT: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:10:38.622750] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:10:38.907895] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:10:39.174749] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:10:39.463993] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:39.741509] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:40.021113] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:40.312471] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:10:40.596014] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:10:40.870780] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:10:41.154289] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:10:41.435027] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:10:41.435256] [INFO ] [CONFIGURE ] ADNT: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T03:10:41.435316] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20217 tests [2025-11-21T03:10:41.435410] [INFO ] [CONFIGURE ] ADNT: Testing feature 3/29: add_daily_returns [2025-11-21T03:10:41.435454] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:10:41.727676] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:10:42.019837] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:10:42.307635] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:10:42.613922] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:42.915966] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:10:43.214187] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:10:43.509727] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:10:43.809824] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:10:44.105959] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:10:44.405179] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:44.405381] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T03:10:44.405438] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20216 tests [2025-11-21T03:10:44.405486] [INFO ] [CONFIGURE ] ADNT: Testing feature 4/29: add_ema [2025-11-21T03:10:44.405528] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:10:44.736114] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:10:45.061097] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:10:45.390307] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:45.741512] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:46.084218] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:46.417389] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:10:46.788903] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:10:47.129457] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:10:47.466706] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:10:47.804088] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:10:47.804343] [INFO ] [CONFIGURE ] ADNT: KEPT add_ema (score: 80.00%) [2025-11-21T03:10:47.804407] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20215 tests [2025-11-21T03:10:47.804516] [INFO ] [CONFIGURE ] ADNT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:10:47.804571] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:10:48.190832] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:10:48.575437] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:10:48.963581] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:10:49.385353] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:49.768972] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:10:50.160470] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:10:50.548183] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:10:50.939577] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:10:51.330242] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:10:51.729094] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:51.729358] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T03:10:51.729421] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20214 tests [2025-11-21T03:10:51.729473] [INFO ] [CONFIGURE ] ADNT: Testing feature 6/29: add_failed_moves [2025-11-21T03:10:51.729512] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T03:10:52.071031] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:10:52.423418] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:10:52.762456] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:53.105554] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:53.442178] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:53.778248] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:10:54.157253] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:10:54.495705] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:10:54.828162] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:10:55.172107] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:10:55.172353] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:10:55.172413] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20213 tests [2025-11-21T03:10:55.172465] [INFO ] [CONFIGURE ] ADNT: Testing feature 7/29: add_lag_shelf [2025-11-21T03:10:55.172511] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T03:10:55.493914] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:10:55.835950] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:10:56.158894] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:10:56.478384] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:10:56.800219] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:10:57.127919] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:10:57.454112] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:10:57.779717] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:10:58.111462] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:10:58.450572] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:10:58.451277] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T03:10:58.451346] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20212 tests [2025-11-21T03:10:58.451407] [INFO ] [CONFIGURE ] ADNT: Testing feature 8/29: add_macd [2025-11-21T03:10:58.451455] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T03:10:58.876796] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:10:59.287045] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:10:59.695440] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:00.107746] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:01.299762] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:11:01.786838] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:11:02.231840] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:02.657875] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:03.120187] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:03.546865] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:11:03.547145] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_macd (score: 60.00%) [2025-11-21T03:11:03.547209] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20211 tests [2025-11-21T03:11:03.547259] [INFO ] [CONFIGURE ] ADNT: Testing feature 9/29: add_mfi [2025-11-21T03:11:03.547297] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T03:11:03.902156] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:04.278676] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:04.621879] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:04.972118] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:05.313911] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:05.661557] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:11:06.025719] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:06.358267] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:06.678955] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:06.993492] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:06.993755] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_mfi (score: 80.00%) [2025-11-21T03:11:06.993819] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20210 tests [2025-11-21T03:11:06.993868] [INFO ] [CONFIGURE ] ADNT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:11:06.993939] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:11:07.398203] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:07.838782] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:08.367805] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:08.789544] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:09.182353] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:09.579006] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:11:09.970603] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:10.379280] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:11:10.780590] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:11.200374] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:11.200629] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T03:11:11.200715] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20209 tests [2025-11-21T03:11:11.200769] [INFO ] [CONFIGURE ] ADNT: Testing feature 11/29: add_obv_daily [2025-11-21T03:11:11.200816] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T03:11:11.530161] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:11.862979] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:12.193739] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:12.536124] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:12.871214] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:13.208285] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:11:13.538886] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:13.885491] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:14.228887] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:14.555781] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:11:14.556016] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:11:14.556075] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20208 tests [2025-11-21T03:11:14.556122] [INFO ] [CONFIGURE ] ADNT: Testing feature 12/29: add_obv_interval [2025-11-21T03:11:14.556165] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T03:11:14.859970] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:15.157122] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:15.467570] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:15.794947] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:16.125726] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:11:16.446021] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:16.770013] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:17.095657] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:11:17.427262] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:17.758263] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:17.758526] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:11:17.758588] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20207 tests [2025-11-21T03:11:17.758659] [INFO ] [CONFIGURE ] ADNT: Testing feature 13/29: add_opening_strength [2025-11-21T03:11:17.758711] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:11:18.105553] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:18.459801] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:18.818990] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:11:19.166353] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:19.504153] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:19.846400] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:20.181919] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:20.531512] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:20.874285] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:21.223034] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:11:21.223247] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:11:21.223309] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20206 tests [2025-11-21T03:11:21.223356] [INFO ] [CONFIGURE ] ADNT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:11:21.223400] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T03:11:21.564491] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:21.904898] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:22.253431] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:22.599951] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:22.944947] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:23.303173] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:23.658814] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:24.020573] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:24.382321] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:24.742222] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:11:24.742442] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T03:11:24.742502] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20205 tests [2025-11-21T03:11:24.742550] [INFO ] [CONFIGURE ] ADNT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:11:24.742640] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T03:11:25.050278] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:25.359831] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:25.687428] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:26.021073] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:26.348015] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:26.676869] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:27.008371] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:27.348226] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:27.697766] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:28.040807] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:28.041021] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T03:11:28.041084] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20204 tests [2025-11-21T03:11:28.041135] [INFO ] [CONFIGURE ] ADNT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:11:28.041180] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T03:11:28.395458] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:28.746178] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:29.095266] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:29.435824] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:29.782878] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:30.133315] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:30.495124] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:30.857406] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:31.217103] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:31.607751] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:11:31.607978] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:11:31.608041] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20203 tests [2025-11-21T03:11:31.608091] [INFO ] [CONFIGURE ] ADNT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:11:31.608137] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T03:11:31.966484] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:32.310097] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:11:32.660127] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:33.051849] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:33.410731] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:33.776049] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:34.115702] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:34.456620] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:34.796893] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:35.133782] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:11:35.133987] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:11:35.134045] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20202 tests [2025-11-21T03:11:35.134094] [INFO ] [CONFIGURE ] ADNT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:11:35.134146] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T03:11:35.446421] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:35.779473] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:36.096810] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:36.420615] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:36.744023] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:11:37.066764] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:11:37.393162] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:37.712337] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:38.029331] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:38.352281] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:38.352510] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:11:38.352571] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20201 tests [2025-11-21T03:11:38.352621] [INFO ] [CONFIGURE ] ADNT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:11:38.352683] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T03:11:38.667961] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:38.984383] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:39.300033] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:39.620072] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:39.921385] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:40.226832] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:40.557678] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:40.876351] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:41.189048] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:41.499326] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:11:41.499531] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:11:41.499589] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20200 tests [2025-11-21T03:11:41.499639] [INFO ] [CONFIGURE ] ADNT: Testing feature 20/29: add_price_rejection [2025-11-21T03:11:41.499705] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T03:11:41.834612] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:42.166961] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:42.494948] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:42.824814] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:43.156153] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:43.494677] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:43.833829] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:44.185480] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:44.538937] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:44.894068] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:44.894292] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T03:11:44.894354] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20199 tests [2025-11-21T03:11:44.894403] [INFO ] [CONFIGURE ] ADNT: Testing feature 21/29: add_range_position [2025-11-21T03:11:44.894453] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T03:11:45.252863] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:45.628064] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:45.999123] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:46.367862] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:46.745812] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:11:47.130510] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:47.498084] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:47.870182] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:48.242732] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:48.608399] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:48.608729] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_range_position (score: 60.00%) [2025-11-21T03:11:48.608799] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20198 tests [2025-11-21T03:11:48.608851] [INFO ] [CONFIGURE ] ADNT: Testing feature 22/29: add_realized_volatility [2025-11-21T03:11:48.608897] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T03:11:49.039508] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:49.461189] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:49.902804] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:11:50.341255] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:50.778398] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:11:51.209709] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:11:51.651884] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:52.087097] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:52.514564] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:52.959959] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:11:52.960201] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:11:52.960266] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20197 tests [2025-11-21T03:11:52.960314] [INFO ] [CONFIGURE ] ADNT: Testing feature 23/29: add_recent_range_context [2025-11-21T03:11:52.960359] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T03:11:53.298802] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:53.650744] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:54.011606] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:54.361879] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:54.687698] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:55.083869] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:11:55.522071] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:55.878580] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:56.216779] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:56.538385] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:56.538605] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T03:11:56.538683] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20196 tests [2025-11-21T03:11:56.538731] [INFO ] [CONFIGURE ] ADNT: Testing feature 24/29: add_rsi [2025-11-21T03:11:56.538770] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T03:11:56.878308] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:11:57.212911] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:11:57.531537] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:11:57.855721] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:11:58.176790] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:11:58.498135] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:11:58.821066] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:11:59.147632] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:11:59.482020] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:11:59.846189] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:11:59.846980] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T03:11:59.847073] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20195 tests [2025-11-21T03:11:59.847132] [INFO ] [CONFIGURE ] ADNT: Testing feature 25/29: add_tick_distribution [2025-11-21T03:11:59.847184] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T03:12:00.221533] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:00.696463] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:01.698871] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:12:02.057491] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:12:02.433500] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:02.817852] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:03.214857] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:03.564690] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:03.913197] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:12:04.272547] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:12:04.272813] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T03:12:04.272877] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20194 tests [2025-11-21T03:12:04.273031] [INFO ] [CONFIGURE ] ADNT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:12:04.273082] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T03:12:04.628126] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:04.988815] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:12:05.343127] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:12:05.719680] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:12:06.072512] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:06.424031] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:06.767954] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:07.118800] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:12:07.465283] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:12:07.821809] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:12:07.822040] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:12:07.822192] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20193 tests [2025-11-21T03:12:07.822251] [INFO ] [CONFIGURE ] ADNT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:12:07.822300] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T03:12:08.185343] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:08.549629] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:08.943944] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:12:09.328532] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:12:09.678860] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:10.040520] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:10.405301] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:10.764780] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:11.095034] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:11.430035] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:12:11.430740] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:12:11.430804] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20192 tests [2025-11-21T03:12:11.430864] [INFO ] [CONFIGURE ] ADNT: Testing feature 28/29: add_volume_profile [2025-11-21T03:12:11.430906] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T03:12:11.758242] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:12.081895] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:12.401365] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:12:12.731965] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:12:13.078817] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:13.397882] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:13.728116] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:14.060264] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:14.396341] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:12:14.745709] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:12:14.745948] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T03:12:14.746012] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20191 tests [2025-11-21T03:12:14.746065] [INFO ] [CONFIGURE ] ADNT: Testing feature 29/29: add_vwap [2025-11-21T03:12:14.746108] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T03:12:15.102920] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:15.434053] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:15.757300] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:12:16.079691] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:12:16.404202] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:12:16.741852] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:17.074975] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:17.427926] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:12:17.787325] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:12:18.136006] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:18.136228] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:12:18.136286] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20190 tests [2025-11-21T03:12:18.136379] [INFO ] [CONFIGURE ] ADNT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:12:18.136425] [INFO ] [CONFIGURE ] ADNT: Best accuracy: 80.00% [2025-11-21T03:12:18.136469] [INFO ] [CONFIGURE ] ADNT: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:12:18.136563] [INFO ] [CONFIGURE ] ADNT: Improvement over baseline: 50.00% [2025-11-21T03:12:18.136609] [INFO ] [CONFIGURE ] ADNT: Total time: 1.7 minutes [2025-11-21T03:12:18.136697] [INFO ] [CONFIGURE ] ADNT: Average time per feature: 3.5 seconds [2025-11-21T03:12:18.136753] [INFO ] [CONFIGURE ] ADNT: Average speed: 0.28 features/sec [2025-11-21T03:12:18.137497] [INFO ] [LOCAL ] Saved configuration for ADNT: 3 features, 80.00% accuracy -> ./output/feature-sets/ADNT.json [2025-11-21T03:12:18.137559] [INFO ] [CONFIGURE ] ADNT: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T03:12:18.137621] [INFO ] [sig ] [27/723] Successfully configured ADNT | 0.01 sym/s | Total: 38.5m | ETA: 16.6h [2025-11-21T03:12:18.137797] [INFO ] [sig ] [28/723] Configuring ADT... [2025-11-21T03:12:18.137852] [INFO ] [CONFIGURE ] ADT: Configurate test run. [2025-11-21T03:12:18.137894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'. [2025-11-21T03:12:18.244365] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADT'. [2025-11-21T03:12:18.244898] [INFO ] [CONFIGURE ] ADT: Testing with 29 available features [2025-11-21T03:12:18.244970] [INFO ] [CONFIGURE ] ADT: Establishing baseline with no features... [2025-11-21T03:12:18.459804] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:18.659248] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:18.861004] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:19.072339] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:19.268480] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:19.464429] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:19.664974] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:12:19.866704] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:20.068469] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:20.268447] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:20.268882] [INFO ] [CONFIGURE ] ADT: Baseline score (no features): 60.00% [2025-11-21T03:12:20.269003] [INFO ] [CONFIGURE ] ADT: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:12:20.269102] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:12:20.497538] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:20.730409] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:20.967861] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:21.195836] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:21.428044] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:21.675090] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:21.914632] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:22.145125] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:22.373900] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:12:22.620045] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:22.620252] [INFO ] [CONFIGURE ] ADT: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T03:12:22.620346] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20189 tests [2025-11-21T03:12:22.620387] [INFO ] [CONFIGURE ] ADT: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:12:22.620422] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:12:22.857612] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:23.100783] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:23.336042] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:23.572566] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:23.812630] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:24.050241] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:24.288010] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:12:24.530372] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:12:24.769745] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:25.012958] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:25.013174] [INFO ] [CONFIGURE ] ADT: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:12:25.013225] [INFO ] [CONFIGURE ] JOB ETA: 16.3h | Avg: 2.9s/test | Remaining: 20188 tests [2025-11-21T03:12:25.013264] [INFO ] [CONFIGURE ] ADT: Testing feature 3/29: add_daily_returns [2025-11-21T03:12:25.013302] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns'] [2025-11-21T03:12:25.223522] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:25.431724] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:25.649346] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:25.861805] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:26.082702] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:26.290979] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:26.494450] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:26.696349] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:12:26.897100] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:27.099584] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:27.099973] [INFO ] [CONFIGURE ] ADT: KEPT add_daily_returns (score: 70.00%) [2025-11-21T03:12:27.100082] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20187 tests [2025-11-21T03:12:27.100179] [INFO ] [CONFIGURE ] ADT: Testing feature 4/29: add_ema [2025-11-21T03:12:27.100292] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T03:12:27.363257] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:27.621856] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:27.875704] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:28.133170] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:28.389207] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:28.654377] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:28.909184] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:29.167369] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:29.436857] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:29.702786] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:29.703012] [INFO ] [CONFIGURE ] ADT: DISCARDED add_ema (score: 70.00%) [2025-11-21T03:12:29.703062] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20186 tests [2025-11-21T03:12:29.703100] [INFO ] [CONFIGURE ] ADT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:12:29.703136] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:12:29.970361] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:30.236693] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:30.492701] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:30.761094] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:31.022768] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:12:31.287565] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:31.549560] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:31.817583] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:32.081991] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:32.357238] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:32.357453] [INFO ] [CONFIGURE ] ADT: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T03:12:32.357514] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20185 tests [2025-11-21T03:12:32.357568] [INFO ] [CONFIGURE ] ADT: Testing feature 6/29: add_failed_moves [2025-11-21T03:12:32.357611] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T03:12:32.578841] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:32.798569] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:33.016712] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:33.238193] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:33.460850] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:33.684801] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:33.910058] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:34.128726] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:12:34.358739] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:34.581098] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:34.581458] [INFO ] [CONFIGURE ] ADT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:12:34.581567] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20184 tests [2025-11-21T03:12:34.581680] [INFO ] [CONFIGURE ] ADT: Testing feature 7/29: add_lag_shelf [2025-11-21T03:12:34.581777] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T03:12:34.786027] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:34.993350] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:35.204378] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:35.415534] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:35.633167] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:35.850459] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:36.070282] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:36.298137] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:12:36.510291] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:36.718245] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:36.718434] [INFO ] [CONFIGURE ] ADT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T03:12:36.718482] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20183 tests [2025-11-21T03:12:36.718520] [INFO ] [CONFIGURE ] ADT: Testing feature 8/29: add_macd [2025-11-21T03:12:36.718557] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T03:12:37.031410] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:37.334601] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:37.634136] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:37.936591] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:38.242083] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:38.555303] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:38.859295] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:39.179043] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:39.485453] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:12:39.792076] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:39.792313] [INFO ] [CONFIGURE ] ADT: DISCARDED add_macd (score: 60.00%) [2025-11-21T03:12:39.792373] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20182 tests [2025-11-21T03:12:39.792425] [INFO ] [CONFIGURE ] ADT: Testing feature 9/29: add_mfi [2025-11-21T03:12:39.792471] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T03:12:40.015687] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:40.254952] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:40.484464] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:40.723034] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:40.955529] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:41.196929] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:41.435897] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:41.672963] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:41.914953] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:42.155491] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:42.155744] [INFO ] [CONFIGURE ] ADT: KEPT add_mfi (score: 80.00%) [2025-11-21T03:12:42.155815] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20181 tests [2025-11-21T03:12:42.155889] [INFO ] [CONFIGURE ] ADT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:12:42.155946] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:12:42.486569] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:42.820296] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:12:43.149695] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:43.473733] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:43.807377] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:44.139326] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:44.469294] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:44.802314] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:45.138552] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:45.456684] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:45.456916] [INFO ] [CONFIGURE ] ADT: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T03:12:45.456997] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20180 tests [2025-11-21T03:12:45.457047] [INFO ] [CONFIGURE ] ADT: Testing feature 11/29: add_obv_daily [2025-11-21T03:12:45.457091] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_daily'] [2025-11-21T03:12:45.709933] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:45.952144] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:46.211929] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:46.471341] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:46.717272] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:46.961490] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:47.211986] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:47.459750] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:12:47.711143] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:47.958345] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:47.958541] [INFO ] [CONFIGURE ] ADT: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:12:47.958609] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20179 tests [2025-11-21T03:12:47.958676] [INFO ] [CONFIGURE ] ADT: Testing feature 12/29: add_obv_interval [2025-11-21T03:12:47.958722] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_interval'] [2025-11-21T03:12:48.189732] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:48.420802] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:48.651145] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:48.882165] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:49.123340] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:12:49.366492] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:49.615591] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:49.862478] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:50.114247] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:50.358380] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:50.358593] [INFO ] [CONFIGURE ] ADT: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:12:50.358675] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20178 tests [2025-11-21T03:12:50.358731] [INFO ] [CONFIGURE ] ADT: Testing feature 13/29: add_opening_strength [2025-11-21T03:12:50.358776] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength'] [2025-11-21T03:12:50.620129] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:50.871721] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:51.127391] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:12:51.388472] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:51.635895] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:12:51.894088] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:52.164514] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:52.426383] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:52.693585] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:52.962239] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:52.962461] [INFO ] [CONFIGURE ] ADT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T03:12:52.962521] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20177 tests [2025-11-21T03:12:52.962569] [INFO ] [CONFIGURE ] ADT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:12:52.962614] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T03:12:53.228171] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:53.500267] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:53.762937] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:54.041504] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:54.327539] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:54.607136] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:12:54.880863] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:55.152341] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:55.425992] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:55.698419] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:55.698695] [INFO ] [CONFIGURE ] ADT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T03:12:55.698766] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20176 tests [2025-11-21T03:12:55.698846] [INFO ] [CONFIGURE ] ADT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:12:55.698896] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T03:12:55.935934] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:56.181461] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:56.436811] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:56.695899] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:56.950792] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:57.195279] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:57.445124] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:12:57.688542] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:12:57.939245] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:12:58.194406] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:12:58.194636] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T03:12:58.194718] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20175 tests [2025-11-21T03:12:58.194766] [INFO ] [CONFIGURE ] ADT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:12:58.194810] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T03:12:58.450828] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:12:58.700868] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:12:58.944213] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:12:59.185540] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:12:59.428080] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:12:59.669855] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:12:59.912298] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:00.165342] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:00.421955] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:01.385299] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:01.385571] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T03:13:01.385636] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20174 tests [2025-11-21T03:13:01.385713] [INFO ] [CONFIGURE ] ADT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:13:01.385762] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T03:13:01.788379] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:02.049770] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:02.291564] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:02.543292] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:02.798323] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:03.058989] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:03.343803] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:03.705894] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:04.018571] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:04.281476] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:04.281715] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T03:13:04.281778] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20173 tests [2025-11-21T03:13:04.281827] [INFO ] [CONFIGURE ] ADT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:13:04.281875] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T03:13:04.518147] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:04.752909] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:04.989719] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:05.244847] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:05.482396] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:05.728009] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:13:05.967249] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:06.195944] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:06.430714] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:06.666521] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:06.666804] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:13:06.666872] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20172 tests [2025-11-21T03:13:06.666923] [INFO ] [CONFIGURE ] ADT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:13:06.666973] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T03:13:06.883799] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:07.107466] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:07.316460] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:07.544118] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:07.774703] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:07.999588] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:08.221781] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:08.444542] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:08.667215] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:08.885795] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:08.885994] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T03:13:08.886053] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20171 tests [2025-11-21T03:13:08.886102] [INFO ] [CONFIGURE ] ADT: Testing feature 20/29: add_price_rejection [2025-11-21T03:13:08.886145] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_price_rejection'] [2025-11-21T03:13:09.145661] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:09.405778] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:09.673022] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:09.927427] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:10.182475] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:10.431731] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:13:10.687392] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:10.941450] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:11.200732] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:13:11.450857] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:11.451075] [INFO ] [CONFIGURE ] ADT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:13:11.451138] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20170 tests [2025-11-21T03:13:11.451187] [INFO ] [CONFIGURE ] ADT: Testing feature 21/29: add_range_position [2025-11-21T03:13:11.451232] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_range_position'] [2025-11-21T03:13:11.708403] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:11.975152] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:12.243345] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:12.511336] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:12.783440] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:13.066579] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:13.332898] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:13:13.591504] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:13.862665] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:14.125469] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:14.125699] [INFO ] [CONFIGURE ] ADT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T03:13:14.125761] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20169 tests [2025-11-21T03:13:14.125807] [INFO ] [CONFIGURE ] ADT: Testing feature 22/29: add_realized_volatility [2025-11-21T03:13:14.125853] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_realized_volatility'] [2025-11-21T03:13:14.472993] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:14.813946] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:15.157448] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:15.525303] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:15.897919] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:16.273365] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:13:16.646797] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:13:17.012116] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:17.374433] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:17.730722] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:17.730996] [INFO ] [CONFIGURE ] ADT: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:13:17.731061] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20168 tests [2025-11-21T03:13:17.731101] [INFO ] [CONFIGURE ] ADT: Testing feature 23/29: add_recent_range_context [2025-11-21T03:13:17.731137] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_recent_range_context'] [2025-11-21T03:13:17.977462] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:18.223354] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:18.477065] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:18.724585] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:18.974279] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:19.227472] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:13:19.475562] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:19.732813] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:19.988484] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:20.239086] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:20.239311] [INFO ] [CONFIGURE ] ADT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T03:13:20.239388] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20167 tests [2025-11-21T03:13:20.239445] [INFO ] [CONFIGURE ] ADT: Testing feature 24/29: add_rsi [2025-11-21T03:13:20.239493] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T03:13:20.523726] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:20.799728] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:21.078636] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:21.361172] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:21.641080] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:21.930000] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:13:22.205849] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:22.488162] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:22.781538] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:23.075124] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:23.075384] [INFO ] [CONFIGURE ] ADT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T03:13:23.075530] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20166 tests [2025-11-21T03:13:23.075600] [INFO ] [CONFIGURE ] ADT: Testing feature 25/29: add_tick_distribution [2025-11-21T03:13:23.075679] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_tick_distribution'] [2025-11-21T03:13:23.311895] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:23.546923] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:23.788313] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:24.037565] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:24.289566] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:13:24.537568] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:13:24.771185] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:25.009569] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:25.244455] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:25.476453] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:25.476687] [INFO ] [CONFIGURE ] ADT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:13:25.476772] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20165 tests [2025-11-21T03:13:25.476863] [INFO ] [CONFIGURE ] ADT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:13:25.476914] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T03:13:25.715935] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:25.958748] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:26.208675] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:26.460962] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:26.703360] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:26.940457] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:13:27.188550] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:13:27.425988] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:27.670189] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:27.914002] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:27.914245] [INFO ] [CONFIGURE ] ADT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:13:27.914313] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20164 tests [2025-11-21T03:13:27.914365] [INFO ] [CONFIGURE ] ADT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:13:27.914441] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T03:13:28.167114] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:28.420439] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:28.674101] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:28.948523] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:29.210974] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:29.473899] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:13:29.748727] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:30.019909] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:30.286235] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:13:30.547972] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:13:30.548269] [INFO ] [CONFIGURE ] ADT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:13:30.548338] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20163 tests [2025-11-21T03:13:30.548385] [INFO ] [CONFIGURE ] ADT: Testing feature 28/29: add_volume_profile [2025-11-21T03:13:30.548433] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_profile'] [2025-11-21T03:13:30.784766] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:31.020126] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:31.258002] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:31.487417] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:31.720669] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:31.956919] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:32.202111] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:32.439722] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:32.680260] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:13:32.926505] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:32.926805] [INFO ] [CONFIGURE ] ADT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T03:13:32.926869] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20162 tests [2025-11-21T03:13:32.926918] [INFO ] [CONFIGURE ] ADT: Testing feature 29/29: add_vwap [2025-11-21T03:13:32.926963] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_daily_returns', 'add_mfi', 'add_vwap'] [2025-11-21T03:13:33.179704] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:13:33.423666] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:33.669182] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:13:33.921557] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:34.166187] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:13:34.412449] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:34.657339] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:13:34.907059] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:13:35.157844] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:13:35.411335] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:13:35.411606] [INFO ] [CONFIGURE ] ADT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T03:13:35.411691] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20161 tests [2025-11-21T03:13:35.411745] [INFO ] [CONFIGURE ] ADT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:13:35.411792] [INFO ] [CONFIGURE ] ADT: Best accuracy: 80.00% [2025-11-21T03:13:35.411837] [INFO ] [CONFIGURE ] ADT: Best feature set (2 features): ['add_daily_returns', 'add_mfi'] [2025-11-21T03:13:35.411878] [INFO ] [CONFIGURE ] ADT: Improvement over baseline: 20.00% [2025-11-21T03:13:35.411918] [INFO ] [CONFIGURE ] ADT: Total time: 1.3 minutes [2025-11-21T03:13:35.411957] [INFO ] [CONFIGURE ] ADT: Average time per feature: 2.6 seconds [2025-11-21T03:13:35.411998] [INFO ] [CONFIGURE ] ADT: Average speed: 0.39 features/sec [2025-11-21T03:13:35.412562] [INFO ] [LOCAL ] Saved configuration for ADT: 2 features, 80.00% accuracy -> ./output/feature-sets/ADT.json [2025-11-21T03:13:35.412636] [INFO ] [CONFIGURE ] ADT: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T03:13:35.412715] [INFO ] [sig ] [28/723] Successfully configured ADT | 0.01 sym/s | Total: 39.8m | ETA: 16.5h [2025-11-21T03:13:35.412766] [INFO ] [sig ] [29/723] Configuring ADX... [2025-11-21T03:13:35.412810] [INFO ] [CONFIGURE ] ADX: Configurate test run. [2025-11-21T03:13:35.412856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-11-21T03:13:35.494455] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADX'. [2025-11-21T03:13:35.494988] [INFO ] [CONFIGURE ] ADX: Testing with 29 available features [2025-11-21T03:13:35.495062] [INFO ] [CONFIGURE ] ADX: Establishing baseline with no features... [2025-11-21T03:13:35.698797] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:13:35.889416] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:36.081977] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:13:36.282380] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:36.484208] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:13:36.681824] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:36.872203] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:13:37.068538] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:37.270046] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:37.466396] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:37.466599] [INFO ] [CONFIGURE ] ADX: Baseline score (no features): 80.00% [2025-11-21T03:13:37.466667] [INFO ] [CONFIGURE ] ADX: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:13:37.466753] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:13:37.697097] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:13:37.926564] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:38.160235] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:13:38.394709] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:38.626522] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:13:38.864078] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:39.095977] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:13:39.329601] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:39.562156] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:39.793523] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:39.793974] [INFO ] [CONFIGURE ] ADX: DISCARDED add_bollinger_bands (score: 80.00%) [2025-11-21T03:13:39.794090] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20160 tests [2025-11-21T03:13:39.794188] [INFO ] [CONFIGURE ] ADX: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:13:39.794305] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:13:40.029639] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:13:40.263872] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:40.504044] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:13:40.740516] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:40.973682] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:13:41.215564] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:41.456378] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:13:41.696939] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:41.937971] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:42.178577] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:42.178956] [INFO ] [CONFIGURE ] ADX: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T03:13:42.179065] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20159 tests [2025-11-21T03:13:42.179162] [INFO ] [CONFIGURE ] ADX: Testing feature 3/29: add_daily_returns [2025-11-21T03:13:42.179275] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_daily_returns'] [2025-11-21T03:13:42.382080] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:13:42.593817] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:13:42.799484] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:13:43.015152] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:43.228077] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:13:43.439187] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:43.656547] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:13:43.870491] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:44.080762] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:44.293952] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:44.294176] [INFO ] [CONFIGURE ] ADX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:13:44.294273] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20158 tests [2025-11-21T03:13:44.294315] [INFO ] [CONFIGURE ] ADX: Testing feature 4/29: add_ema [2025-11-21T03:13:44.294352] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_ema'] [2025-11-21T03:13:44.541172] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:13:44.787749] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:45.034344] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:13:45.281670] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:45.529215] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:13:45.783277] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:46.031524] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:13:46.291373] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:46.538600] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:46.784126] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:46.784561] [INFO ] [CONFIGURE ] ADX: DISCARDED add_ema (score: 70.00%) [2025-11-21T03:13:46.784703] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20157 tests [2025-11-21T03:13:46.784805] [INFO ] [CONFIGURE ] ADX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:13:46.784901] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:13:47.030049] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:13:47.295003] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:13:47.543874] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:13:47.793208] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:48.065286] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:13:48.320276] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:48.567032] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:13:48.817824] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:49.077115] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:49.322596] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:49.322848] [INFO ] [CONFIGURE ] ADX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:13:49.322905] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20156 tests [2025-11-21T03:13:49.322986] [INFO ] [CONFIGURE ] ADX: Testing feature 6/29: add_failed_moves [2025-11-21T03:13:49.323036] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_failed_moves'] [2025-11-21T03:13:49.529518] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:13:49.733844] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:13:49.941136] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:13:50.156604] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:50.400080] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:13:50.668428] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:50.947764] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:13:51.218396] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:51.439569] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:51.633489] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:51.633742] [INFO ] [CONFIGURE ] ADX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:13:51.633864] [INFO ] [CONFIGURE ] JOB ETA: 16.2h | Avg: 2.9s/test | Remaining: 20155 tests [2025-11-21T03:13:51.633918] [INFO ] [CONFIGURE ] ADX: Testing feature 7/29: add_lag_shelf [2025-11-21T03:13:51.633965] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_lag_shelf'] [2025-11-21T03:13:51.811816] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:13:51.994922] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:52.171340] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:13:52.350921] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:52.526931] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:13:52.709248] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:52.896133] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:13:53.083590] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:53.267362] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:53.452095] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:53.452284] [INFO ] [CONFIGURE ] ADX: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T03:13:53.452331] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20154 tests [2025-11-21T03:13:53.452368] [INFO ] [CONFIGURE ] ADX: Testing feature 8/29: add_macd [2025-11-21T03:13:53.452404] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:13:53.738671] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:13:54.027572] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:54.311242] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:13:54.597793] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:13:54.897046] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:13:55.200272] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:55.492882] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:13:55.785230] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:56.078243] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:56.379490] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:56.379744] [INFO ] [CONFIGURE ] ADX: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:13:56.379812] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20153 tests [2025-11-21T03:13:56.379865] [INFO ] [CONFIGURE ] ADX: Testing feature 9/29: add_mfi [2025-11-21T03:13:56.379905] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_mfi'] [2025-11-21T03:13:56.585057] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:13:56.788102] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:56.990500] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:13:57.205297] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:13:57.414491] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:13:57.645041] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:13:57.862905] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:13:58.075086] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:13:58.296897] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:13:58.513605] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:13:58.513849] [INFO ] [CONFIGURE ] ADX: DISCARDED add_mfi (score: 80.00%) [2025-11-21T03:13:58.513903] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20152 tests [2025-11-21T03:13:58.513946] [INFO ] [CONFIGURE ] ADX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:13:58.513985] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:13:58.816110] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:13:59.115993] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:13:59.421464] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:13:59.719425] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:00.014950] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:00.325317] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:14:00.633121] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:01.578466] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:01.884118] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:02.183977] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:02.184309] [INFO ] [CONFIGURE ] ADX: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:14:02.184377] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20151 tests [2025-11-21T03:14:02.184507] [INFO ] [CONFIGURE ] ADX: Testing feature 11/29: add_obv_daily [2025-11-21T03:14:02.184560] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_obv_daily'] [2025-11-21T03:14:02.401837] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:02.620340] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:02.840043] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:03.059624] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:03.276843] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:03.498594] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:14:03.718501] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:03.945350] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:04.168525] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:04.392725] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:04.392949] [INFO ] [CONFIGURE ] ADX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T03:14:04.393002] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20150 tests [2025-11-21T03:14:04.393045] [INFO ] [CONFIGURE ] ADX: Testing feature 12/29: add_obv_interval [2025-11-21T03:14:04.393084] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_obv_interval'] [2025-11-21T03:14:04.605941] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:04.817370] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:05.029693] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:14:05.246583] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:05.458191] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:05.689139] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:05.901271] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:06.112451] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:06.343483] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:06.562079] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:06.562294] [INFO ] [CONFIGURE ] ADX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:14:06.562345] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20149 tests [2025-11-21T03:14:06.562383] [INFO ] [CONFIGURE ] ADX: Testing feature 13/29: add_opening_strength [2025-11-21T03:14:06.562419] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:14:06.808384] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:14:07.043812] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:07.287095] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:07.524347] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:14:07.771365] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:08.013168] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:14:08.254253] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:08.509294] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:08.759476] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:09.010478] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:09.010716] [INFO ] [CONFIGURE ] ADX: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T03:14:09.010833] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20148 tests [2025-11-21T03:14:09.011002] [INFO ] [CONFIGURE ] ADX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:14:09.011081] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T03:14:09.248570] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:14:09.482002] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:09.717003] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:09.953328] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:10.195210] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:10.431034] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:10.668530] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:10.901097] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:11.132791] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:11.376081] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:11.376370] [INFO ] [CONFIGURE ] ADX: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T03:14:11.376437] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20147 tests [2025-11-21T03:14:11.376570] [INFO ] [CONFIGURE ] ADX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:14:11.376622] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T03:14:11.579524] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:11.781796] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:11.986216] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:12.192335] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:12.392690] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:12.602244] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:12.804007] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:13.006982] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:13.204874] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:13.402733] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:13.402937] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:14:13.402986] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20146 tests [2025-11-21T03:14:13.403024] [INFO ] [CONFIGURE ] ADX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:14:13.403061] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T03:14:13.621460] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:14:13.844988] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:14.068452] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:14:14.292745] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:14.512061] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:14.742052] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:14.964773] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:15.184284] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:15.411016] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:15.642865] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:15.643074] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T03:14:15.643126] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20145 tests [2025-11-21T03:14:15.643166] [INFO ] [CONFIGURE ] ADX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:14:15.643201] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_pbf_return_2d'] [2025-11-21T03:14:15.870792] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:14:16.126388] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:16.361619] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:14:16.586484] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:16.815512] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:17.039203] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:17.274762] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:17.512040] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:17.741981] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:17.965874] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:17.966092] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T03:14:17.966144] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20144 tests [2025-11-21T03:14:17.966186] [INFO ] [CONFIGURE ] ADX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:14:17.966271] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T03:14:18.166998] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:18.357482] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:18.552003] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:14:18.753747] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:18.952658] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:19.152405] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:19.351671] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:19.548042] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:19.747867] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:19.943535] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:19.943756] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:14:19.943816] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20143 tests [2025-11-21T03:14:19.943863] [INFO ] [CONFIGURE ] ADX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:14:19.943900] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T03:14:20.139268] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:14:20.336754] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:20.535594] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:20.732562] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:20.941758] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:21.140624] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:21.346012] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:21.545097] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:21.758292] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:21.973316] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:21.973507] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:14:21.973554] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20142 tests [2025-11-21T03:14:21.973610] [INFO ] [CONFIGURE ] ADX: Testing feature 20/29: add_price_rejection [2025-11-21T03:14:21.973667] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_price_rejection'] [2025-11-21T03:14:22.179734] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:22.395426] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:22.607295] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:22.815147] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:23.027348] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:23.237235] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:23.445784] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:23.662201] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:23.874400] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:24.084974] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:24.085286] [INFO ] [CONFIGURE ] ADX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:14:24.085404] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20141 tests [2025-11-21T03:14:24.085510] [INFO ] [CONFIGURE ] ADX: Testing feature 21/29: add_range_position [2025-11-21T03:14:24.085631] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_range_position'] [2025-11-21T03:14:24.313927] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:24.544670] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:24.769527] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:24.996538] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:25.236247] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:25.468506] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:25.704534] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:25.942278] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:26.176688] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:26.412427] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:26.412812] [INFO ] [CONFIGURE ] ADX: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:14:26.412923] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20140 tests [2025-11-21T03:14:26.413021] [INFO ] [CONFIGURE ] ADX: Testing feature 22/29: add_realized_volatility [2025-11-21T03:14:26.413135] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_realized_volatility'] [2025-11-21T03:14:26.740493] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:27.070545] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:27.404796] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:27.731727] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:28.057544] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:28.372553] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:28.695151] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:29.019386] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:29.350858] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:29.695207] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:29.695563] [INFO ] [CONFIGURE ] ADX: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T03:14:29.695743] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20139 tests [2025-11-21T03:14:29.695831] [INFO ] [CONFIGURE ] ADX: Testing feature 23/29: add_recent_range_context [2025-11-21T03:14:29.695897] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_recent_range_context'] [2025-11-21T03:14:29.904085] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:30.085743] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:30.263605] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:30.450897] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:30.642468] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:30.845426] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:31.047250] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:31.290343] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:31.509403] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:31.731787] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:31.732010] [INFO ] [CONFIGURE ] ADX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:14:31.732061] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20138 tests [2025-11-21T03:14:31.732102] [INFO ] [CONFIGURE ] ADX: Testing feature 24/29: add_rsi [2025-11-21T03:14:31.732141] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T03:14:32.003104] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:32.262596] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:32.531087] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:32.791060] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:33.057071] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:33.314566] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:33.575378] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:33.839502] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:34.098802] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:34.355079] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:34.355289] [INFO ] [CONFIGURE ] ADX: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:14:34.355349] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20137 tests [2025-11-21T03:14:34.355397] [INFO ] [CONFIGURE ] ADX: Testing feature 25/29: add_tick_distribution [2025-11-21T03:14:34.355441] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_tick_distribution'] [2025-11-21T03:14:34.560965] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:34.759124] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:14:34.948370] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:35.137554] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:35.324888] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:35.532778] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:35.745708] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:14:35.956267] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:36.174506] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:36.383851] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:36.384294] [INFO ] [CONFIGURE ] ADX: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T03:14:36.384442] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20136 tests [2025-11-21T03:14:36.384546] [INFO ] [CONFIGURE ] ADX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:14:36.384664] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T03:14:36.601894] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:36.815285] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:37.025711] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:37.239097] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:37.458637] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:37.677709] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:37.897010] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:38.111336] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:38.328594] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:38.531430] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:38.531622] [INFO ] [CONFIGURE ] ADX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:14:38.531699] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20135 tests [2025-11-21T03:14:38.531765] [INFO ] [CONFIGURE ] ADX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:14:38.531814] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_volume_price_divergence'] [2025-11-21T03:14:38.738150] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:38.951223] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:39.166529] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:39.377670] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:39.589623] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:39.824782] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:40.061525] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:40.292770] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:40.529007] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:40.783689] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:40.783937] [INFO ] [CONFIGURE ] ADX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T03:14:40.783990] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20134 tests [2025-11-21T03:14:40.784034] [INFO ] [CONFIGURE ] ADX: Testing feature 28/29: add_volume_profile [2025-11-21T03:14:40.784074] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_volume_profile'] [2025-11-21T03:14:41.000502] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:14:41.209079] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:41.434965] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:14:41.667739] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:41.896313] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:42.135610] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:42.381722] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:42.628238] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:42.865183] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:43.092142] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:43.092345] [INFO ] [CONFIGURE ] ADX: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T03:14:43.092393] [INFO ] [CONFIGURE ] JOB ETA: 16.1h | Avg: 2.9s/test | Remaining: 20133 tests [2025-11-21T03:14:43.092432] [INFO ] [CONFIGURE ] ADX: Testing feature 29/29: add_vwap [2025-11-21T03:14:43.092467] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_vwap'] [2025-11-21T03:14:43.309371] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:14:43.613738] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:14:43.892865] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:44.138559] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:14:44.346478] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:44.569056] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:14:44.802445] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:45.035196] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:45.266072] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:14:45.498804] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:45.499022] [INFO ] [CONFIGURE ] ADX: DISCARDED add_vwap (score: 40.00%) [2025-11-21T03:14:45.499074] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20132 tests [2025-11-21T03:14:45.499114] [INFO ] [CONFIGURE ] ADX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:14:45.499150] [INFO ] [CONFIGURE ] ADX: Best accuracy: 80.00% [2025-11-21T03:14:45.499184] [INFO ] [CONFIGURE ] ADX: Best feature set (0 features): [] [2025-11-21T03:14:45.499217] [INFO ] [CONFIGURE ] ADX: Improvement over baseline: 0.00% [2025-11-21T03:14:45.499249] [INFO ] [CONFIGURE ] ADX: Total time: 1.1 minutes [2025-11-21T03:14:45.499283] [INFO ] [CONFIGURE ] ADX: Average time per feature: 2.3 seconds [2025-11-21T03:14:45.499316] [INFO ] [CONFIGURE ] ADX: Average speed: 0.43 features/sec [2025-11-21T03:14:45.500672] [INFO ] [LOCAL ] Saved configuration for ADX: 0 features, 80.00% accuracy -> ./output/feature-sets/ADX.json [2025-11-21T03:14:45.500947] [INFO ] [CONFIGURE ] ADX: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T03:14:45.501060] [INFO ] [sig ] [29/723] Successfully configured ADX | 0.01 sym/s | Total: 41.0m | ETA: 16.4h [2025-11-21T03:14:45.501162] [INFO ] [sig ] [30/723] Configuring AEE... [2025-11-21T03:14:45.501275] [INFO ] [CONFIGURE ] AEE: Configurate test run. [2025-11-21T03:14:45.501387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-11-21T03:14:45.687455] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEE'. [2025-11-21T03:14:45.688087] [INFO ] [CONFIGURE ] AEE: Testing with 29 available features [2025-11-21T03:14:45.688154] [INFO ] [CONFIGURE ] AEE: Establishing baseline with no features... [2025-11-21T03:14:45.884411] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:14:46.079478] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:14:46.279550] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:14:46.474400] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:46.669425] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:14:46.869265] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:14:47.062883] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:47.264302] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:47.466374] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:14:47.674435] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:14:47.674855] [INFO ] [CONFIGURE ] AEE: Baseline score (no features): 50.00% [2025-11-21T03:14:47.674978] [INFO ] [CONFIGURE ] AEE: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:14:47.675081] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:14:47.921722] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:14:48.158495] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:14:48.391159] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:48.630561] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:48.863444] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:49.106302] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:14:49.340050] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:49.586110] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:49.825760] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:14:50.086875] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:50.087341] [INFO ] [CONFIGURE ] AEE: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T03:14:50.087476] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20131 tests [2025-11-21T03:14:50.087586] [INFO ] [CONFIGURE ] AEE: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:14:50.087715] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:14:50.341673] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:14:50.575417] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:14:50.819331] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:51.058391] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:14:51.305006] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:14:51.553907] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:14:51.794721] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:52.039414] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:52.281001] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:14:52.534186] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:14:52.534399] [INFO ] [CONFIGURE ] AEE: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:14:52.534448] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20130 tests [2025-11-21T03:14:52.534516] [INFO ] [CONFIGURE ] AEE: Testing feature 3/29: add_daily_returns [2025-11-21T03:14:52.534552] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_daily_returns'] [2025-11-21T03:14:52.748374] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:14:52.958000] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:14:53.168989] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:53.389166] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:53.603555] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:14:53.826273] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:14:54.051581] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:54.271462] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:54.487815] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:14:54.698262] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:14:54.698477] [INFO ] [CONFIGURE ] AEE: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T03:14:54.698536] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20129 tests [2025-11-21T03:14:54.698577] [INFO ] [CONFIGURE ] AEE: Testing feature 4/29: add_ema [2025-11-21T03:14:54.698612] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_ema'] [2025-11-21T03:14:54.945990] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:14:55.191665] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:14:55.447761] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:55.691697] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:14:55.934217] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:14:56.180364] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:14:56.431428] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:56.689401] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:56.947500] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:14:57.203458] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:57.203878] [INFO ] [CONFIGURE ] AEE: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:14:57.203948] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20128 tests [2025-11-21T03:14:57.204050] [INFO ] [CONFIGURE ] AEE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:14:57.204178] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:14:57.460530] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:14:57.709985] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:14:57.972432] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:14:58.241527] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:14:58.504913] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:14:58.773999] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:14:59.025005] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:14:59.272690] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:14:59.530893] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:14:59.783221] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:14:59.783427] [INFO ] [CONFIGURE ] AEE: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:14:59.783483] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20127 tests [2025-11-21T03:14:59.783532] [INFO ] [CONFIGURE ] AEE: Testing feature 6/29: add_failed_moves [2025-11-21T03:14:59.783574] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_failed_moves'] [2025-11-21T03:14:59.994302] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:00.206415] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:00.427890] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:00.680488] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:01.619027] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:02.110765] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:02.361531] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:02.593305] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:02.811758] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:03.024504] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:03.024724] [INFO ] [CONFIGURE ] AEE: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:15:03.024985] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20126 tests [2025-11-21T03:15:03.025135] [INFO ] [CONFIGURE ] AEE: Testing feature 7/29: add_lag_shelf [2025-11-21T03:15:03.025250] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_lag_shelf'] [2025-11-21T03:15:03.222360] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:03.422120] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:03.618723] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:03.817332] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:04.017232] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:04.231184] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:04.432830] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:04.637013] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:04.846343] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:05.048521] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:05.048768] [INFO ] [CONFIGURE ] AEE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:15:05.048849] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20125 tests [2025-11-21T03:15:05.048920] [INFO ] [CONFIGURE ] AEE: Testing feature 8/29: add_macd [2025-11-21T03:15:05.048978] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:15:05.351016] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:05.681289] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:06.001165] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:06.321240] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:15:06.658030] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:06.957975] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:15:07.280590] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:07.586158] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:07.926459] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:08.226156] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:08.226379] [INFO ] [CONFIGURE ] AEE: DISCARDED add_macd (score: 30.00%) [2025-11-21T03:15:08.226439] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20124 tests [2025-11-21T03:15:08.226487] [INFO ] [CONFIGURE ] AEE: Testing feature 9/29: add_mfi [2025-11-21T03:15:08.226529] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_mfi'] [2025-11-21T03:15:08.435105] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:08.644605] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:08.858352] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:09.073442] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:09.285886] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:09.492520] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:15:09.689892] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:09.885023] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:10.078760] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:10.273772] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:10.273989] [INFO ] [CONFIGURE ] AEE: DISCARDED add_mfi (score: 30.00%) [2025-11-21T03:15:10.274037] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20123 tests [2025-11-21T03:15:10.274074] [INFO ] [CONFIGURE ] AEE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:15:10.274108] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:15:10.546530] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:10.820632] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:11.112732] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:11.413826] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:11.722925] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:12.057026] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:15:12.363129] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:12.674561] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:15:12.976147] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:13.286027] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:15:13.286362] [INFO ] [CONFIGURE ] AEE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:15:13.286531] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20122 tests [2025-11-21T03:15:13.286592] [INFO ] [CONFIGURE ] AEE: Testing feature 11/29: add_obv_daily [2025-11-21T03:15:13.286687] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_obv_daily'] [2025-11-21T03:15:13.527303] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:13.751616] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:13.978326] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:14.211007] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:14.438830] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:14.659802] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:15:14.882839] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:15.109482] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:15.352050] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:15.588010] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:15.588406] [INFO ] [CONFIGURE ] AEE: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:15:15.588530] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20121 tests [2025-11-21T03:15:15.588664] [INFO ] [CONFIGURE ] AEE: Testing feature 12/29: add_obv_interval [2025-11-21T03:15:15.588782] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_obv_interval'] [2025-11-21T03:15:15.823727] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:16.053901] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:16.285116] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:16.512262] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:15:16.734289] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:16.954252] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:15:17.172204] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:17.393002] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:15:17.602048] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:17.813152] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:17.813371] [INFO ] [CONFIGURE ] AEE: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T03:15:17.813524] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20120 tests [2025-11-21T03:15:17.813656] [INFO ] [CONFIGURE ] AEE: Testing feature 13/29: add_opening_strength [2025-11-21T03:15:17.813767] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:15:18.033966] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:18.266438] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:18.502730] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:18.740162] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:18.974180] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:19.209232] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:19.442671] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:19.676324] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:19.916894] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:20.156425] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:20.156830] [INFO ] [CONFIGURE ] AEE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:15:20.156942] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20119 tests [2025-11-21T03:15:20.157057] [INFO ] [CONFIGURE ] AEE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:15:20.157152] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T03:15:20.391565] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:20.624526] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:20.846490] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:21.085320] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:21.335346] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:21.579900] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:15:21.822223] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:22.073119] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:15:22.311237] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:22.545903] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:22.546146] [INFO ] [CONFIGURE ] AEE: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T03:15:22.546218] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20118 tests [2025-11-21T03:15:22.546268] [INFO ] [CONFIGURE ] AEE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:15:22.546314] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T03:15:22.739289] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:22.933047] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:23.123420] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:23.318322] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:15:23.515864] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:23.723767] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:15:23.927369] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:24.132127] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:24.338229] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:24.541923] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:24.542126] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T03:15:24.542176] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20117 tests [2025-11-21T03:15:24.542215] [INFO ] [CONFIGURE ] AEE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:15:24.542252] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T03:15:24.763277] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:24.988528] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:25.211406] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:25.426171] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:25.645955] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:25.858235] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:26.078573] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:26.300030] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:26.516455] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:15:26.739718] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:26.740100] [INFO ] [CONFIGURE ] AEE: KEPT add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:15:26.740212] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20116 tests [2025-11-21T03:15:26.740313] [INFO ] [CONFIGURE ] AEE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:15:26.740430] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T03:15:26.975468] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:27.217217] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:27.459314] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:27.705533] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:27.969452] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:28.211503] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:28.454716] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:28.689122] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:28.918961] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:29.152836] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:29.153085] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T03:15:29.153146] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20115 tests [2025-11-21T03:15:29.153198] [INFO ] [CONFIGURE ] AEE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:15:29.153244] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T03:15:29.388992] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:29.618907] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:29.839500] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:30.062432] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:30.296262] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:30.539506] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:30.819758] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:31.158532] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:31.469668] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:31.757366] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:31.757629] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:15:31.757858] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20114 tests [2025-11-21T03:15:31.757961] [INFO ] [CONFIGURE ] AEE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:15:31.758076] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T03:15:31.991679] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:32.212829] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:32.440009] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:32.665110] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:32.874669] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:33.080203] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:33.280902] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:33.482827] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:33.690426] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:15:33.894881] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:33.895087] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:15:33.895138] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20113 tests [2025-11-21T03:15:33.895178] [INFO ] [CONFIGURE ] AEE: Testing feature 20/29: add_price_rejection [2025-11-21T03:15:33.895215] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T03:15:34.132478] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:34.375564] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:34.609071] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:34.843523] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:35.109610] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:35.347257] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:35.591048] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:35.829759] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:36.075098] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:15:36.310542] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:36.310742] [INFO ] [CONFIGURE ] AEE: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:15:36.310830] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20112 tests [2025-11-21T03:15:36.310882] [INFO ] [CONFIGURE ] AEE: Testing feature 21/29: add_range_position [2025-11-21T03:15:36.310928] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T03:15:36.535330] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:36.779072] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:37.010109] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:37.253221] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:37.483265] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:37.708800] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:37.941257] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:38.162511] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:38.392717] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:38.619456] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:38.619669] [INFO ] [CONFIGURE ] AEE: DISCARDED add_range_position (score: 40.00%) [2025-11-21T03:15:38.619728] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20111 tests [2025-11-21T03:15:38.619805] [INFO ] [CONFIGURE ] AEE: Testing feature 22/29: add_realized_volatility [2025-11-21T03:15:38.619865] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T03:15:38.956146] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:15:39.293984] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:39.628899] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:39.965837] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:40.296227] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:40.614787] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:40.941719] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:41.266334] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:41.587436] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:41.909138] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:15:41.909348] [INFO ] [CONFIGURE ] AEE: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:15:41.909406] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20110 tests [2025-11-21T03:15:41.909542] [INFO ] [CONFIGURE ] AEE: Testing feature 23/29: add_recent_range_context [2025-11-21T03:15:41.909589] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T03:15:42.122860] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:42.357841] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:42.610127] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:42.831154] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:43.048408] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:43.268553] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:43.486764] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:43.704843] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:43.926081] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:15:44.157408] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:44.157693] [INFO ] [CONFIGURE ] AEE: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:15:44.157764] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20109 tests [2025-11-21T03:15:44.157813] [INFO ] [CONFIGURE ] AEE: Testing feature 24/29: add_rsi [2025-11-21T03:15:44.157859] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T03:15:44.434248] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:15:44.711931] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:44.973436] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:45.237202] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:45.527244] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:45.786682] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:46.044203] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:46.298408] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:46.555914] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:46.819902] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:15:46.820111] [INFO ] [CONFIGURE ] AEE: DISCARDED add_rsi (score: 40.00%) [2025-11-21T03:15:46.820170] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20108 tests [2025-11-21T03:15:46.820218] [INFO ] [CONFIGURE ] AEE: Testing feature 25/29: add_tick_distribution [2025-11-21T03:15:46.820261] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T03:15:47.050119] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:47.275732] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:47.493352] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:15:47.720101] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:47.950468] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:48.171712] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:48.394273] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:48.619523] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:48.842333] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:49.071973] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:49.072349] [INFO ] [CONFIGURE ] AEE: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T03:15:49.072419] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20107 tests [2025-11-21T03:15:49.072523] [INFO ] [CONFIGURE ] AEE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:15:49.072669] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T03:15:49.305763] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:15:49.535623] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:49.774205] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:50.003213] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:50.247830] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:50.480188] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:50.711093] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:50.928820] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:51.146375] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:51.370136] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:51.370324] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T03:15:51.370374] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20106 tests [2025-11-21T03:15:51.370414] [INFO ] [CONFIGURE ] AEE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:15:51.370449] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T03:15:51.598982] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:51.832151] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:52.060447] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:52.296106] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:52.528990] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:52.772763] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:53.032189] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:53.255842] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:53.490096] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:53.725027] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:53.725280] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T03:15:53.725344] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 20105 tests [2025-11-21T03:15:53.725408] [INFO ] [CONFIGURE ] AEE: Testing feature 28/29: add_volume_profile [2025-11-21T03:15:53.725457] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T03:15:53.959093] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:54.194087] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:15:54.424162] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:54.636482] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:15:54.850936] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:55.067010] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:55.276208] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:15:55.487933] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:55.710253] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:55.925983] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:15:55.926191] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T03:15:55.926242] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20104 tests [2025-11-21T03:15:55.926308] [INFO ] [CONFIGURE ] AEE: Testing feature 29/29: add_vwap [2025-11-21T03:15:55.926348] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T03:15:56.142863] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:15:56.362465] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:15:56.577627] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:56.797405] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:15:57.013885] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:15:57.231073] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:15:57.463296] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:15:57.679460] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:15:57.907495] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:15:58.124179] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:15:58.124393] [INFO ] [CONFIGURE ] AEE: DISCARDED add_vwap (score: 30.00%) [2025-11-21T03:15:58.124456] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20103 tests [2025-11-21T03:15:58.124508] [INFO ] [CONFIGURE ] AEE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:15:58.124553] [INFO ] [CONFIGURE ] AEE: Best accuracy: 60.00% [2025-11-21T03:15:58.124599] [INFO ] [CONFIGURE ] AEE: Best feature set (1 features): ['add_pbf_overnight_gap'] [2025-11-21T03:15:58.124678] [INFO ] [CONFIGURE ] AEE: Improvement over baseline: 10.00% [2025-11-21T03:15:58.124735] [INFO ] [CONFIGURE ] AEE: Total time: 1.2 minutes [2025-11-21T03:15:58.124786] [INFO ] [CONFIGURE ] AEE: Average time per feature: 2.4 seconds [2025-11-21T03:15:58.124838] [INFO ] [CONFIGURE ] AEE: Average speed: 0.41 features/sec [2025-11-21T03:15:58.125347] [INFO ] [LOCAL ] Saved configuration for AEE: 1 features, 60.00% accuracy -> ./output/feature-sets/AEE.json [2025-11-21T03:15:58.125417] [INFO ] [CONFIGURE ] AEE: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T03:15:58.125477] [INFO ] [sig ] [30/723] Successfully configured AEE | 0.01 sym/s | Total: 42.2m | ETA: 16.3h [2025-11-21T03:15:58.125535] [INFO ] [sig ] [31/723] Configuring AEFC... [2025-11-21T03:15:58.125586] [INFO ] [CONFIGURE ] AEFC: Configurate test run. [2025-11-21T03:15:58.125637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'. [2025-11-21T03:15:58.231899] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEFC'. [2025-11-21T03:15:58.232275] [INFO ] [CONFIGURE ] AEFC: Testing with 29 available features [2025-11-21T03:15:58.232338] [INFO ] [CONFIGURE ] AEFC: Establishing baseline with no features... [2025-11-21T03:15:58.398405] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:15:58.562508] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:15:58.728767] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:15:58.905803] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:15:59.074867] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:15:59.245230] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:15:59.416187] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:15:59.591136] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:15:59.768985] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:15:59.945728] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:15:59.945897] [INFO ] [CONFIGURE ] AEFC: Baseline score (no features): 60.00% [2025-11-21T03:15:59.945954] [INFO ] [CONFIGURE ] AEFC: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:15:59.946001] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:16:00.159151] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:16:00.369416] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:00.575797] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:00.807311] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:01.055734] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:01.867072] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:02.161373] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:02.418159] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:16:02.649998] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:02.892429] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:02.892713] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T03:16:02.892812] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20102 tests [2025-11-21T03:16:02.892873] [INFO ] [CONFIGURE ] AEFC: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:16:02.892925] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:16:03.129767] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:03.380591] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:03.616534] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:03.867465] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:04.132089] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:04.373867] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:04.612498] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:04.868922] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:05.117869] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:05.354222] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:05.354480] [INFO ] [CONFIGURE ] AEFC: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T03:16:05.354535] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20101 tests [2025-11-21T03:16:05.354579] [INFO ] [CONFIGURE ] AEFC: Testing feature 3/29: add_daily_returns [2025-11-21T03:16:05.354617] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:16:05.626048] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:05.890407] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:06.165237] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:06.423517] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:06.681390] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:06.951142] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:07.207955] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:07.462330] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:07.713666] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:07.981326] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:07.981581] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T03:16:07.981632] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20100 tests [2025-11-21T03:16:07.981706] [INFO ] [CONFIGURE ] AEFC: Testing feature 4/29: add_ema [2025-11-21T03:16:07.981751] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T03:16:08.286380] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:08.599436] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:08.930014] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:09.223604] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:09.520999] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:09.828609] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:10.115887] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:16:10.401627] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:16:10.697067] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:10.989358] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:10.989600] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_ema (score: 50.00%) [2025-11-21T03:16:10.989707] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20099 tests [2025-11-21T03:16:10.989758] [INFO ] [CONFIGURE ] AEFC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:16:10.989817] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:16:11.260367] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:11.539240] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:11.845490] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:12.128870] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:12.404245] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:12.672273] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:12.938001] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:13.193228] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:13.470046] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:13.752707] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:13.752893] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T03:16:13.752946] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20098 tests [2025-11-21T03:16:13.753036] [INFO ] [CONFIGURE ] AEFC: Testing feature 6/29: add_failed_moves [2025-11-21T03:16:13.753084] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T03:16:13.985746] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:14.223585] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:14.458599] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:14.697069] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:14.932585] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:15.177499] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:15.403485] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:15.631808] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:15.868588] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:16.101357] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:16.101590] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T03:16:16.101676] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20097 tests [2025-11-21T03:16:16.101727] [INFO ] [CONFIGURE ] AEFC: Testing feature 7/29: add_lag_shelf [2025-11-21T03:16:16.101770] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T03:16:16.327797] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:16.551910] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:16.790854] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:17.030523] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:17.270870] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:17.503243] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:17.733140] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:17.963613] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:18.200064] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:18.439233] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:18.439542] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T03:16:18.439597] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20096 tests [2025-11-21T03:16:18.439640] [INFO ] [CONFIGURE ] AEFC: Testing feature 8/29: add_macd [2025-11-21T03:16:18.439753] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T03:16:18.804724] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:19.173263] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:19.522747] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:19.867829] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:20.206160] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:20.533327] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:20.872309] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:16:21.188167] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:21.486013] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:16:21.790039] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:16:21.790238] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:16:21.790296] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20095 tests [2025-11-21T03:16:21.790345] [INFO ] [CONFIGURE ] AEFC: Testing feature 9/29: add_mfi [2025-11-21T03:16:21.790436] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T03:16:22.022724] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:22.247439] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:22.472585] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:22.698833] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:22.930895] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:23.158868] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:23.387520] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:23.628166] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:23.877123] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:24.117019] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:24.117246] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_mfi (score: 70.00%) [2025-11-21T03:16:24.117395] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20094 tests [2025-11-21T03:16:24.117461] [INFO ] [CONFIGURE ] AEFC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:16:24.117519] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:16:24.428966] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:24.761483] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:25.083002] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:25.396613] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:25.718032] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:26.059134] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:26.377057] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:26.725136] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:27.060842] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:27.395682] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:27.395874] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T03:16:27.395933] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20093 tests [2025-11-21T03:16:27.396073] [INFO ] [CONFIGURE ] AEFC: Testing feature 11/29: add_obv_daily [2025-11-21T03:16:27.396520] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T03:16:27.654300] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:27.919564] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:28.178352] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:16:28.435948] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:28.707267] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:28.969335] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:29.230516] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:29.514300] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:29.790453] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:30.055187] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:30.055504] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:16:30.055582] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20092 tests [2025-11-21T03:16:30.055634] [INFO ] [CONFIGURE ] AEFC: Testing feature 12/29: add_obv_interval [2025-11-21T03:16:30.055701] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T03:16:30.308480] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:30.552867] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:30.805623] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:31.045757] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:31.267383] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:31.499789] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:31.731583] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:31.952440] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:32.182288] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:32.407562] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:32.407785] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:16:32.407852] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20091 tests [2025-11-21T03:16:32.407900] [INFO ] [CONFIGURE ] AEFC: Testing feature 13/29: add_opening_strength [2025-11-21T03:16:32.407944] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:16:32.657487] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:32.913367] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:33.166115] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:33.415777] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:33.666355] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:33.926585] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:34.185792] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:16:34.451437] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:16:34.729724] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:34.997634] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:34.997846] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T03:16:34.997906] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20090 tests [2025-11-21T03:16:34.997958] [INFO ] [CONFIGURE ] AEFC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:16:34.998002] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T03:16:35.249531] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:16:35.503256] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:35.752427] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:36.005553] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:36.245837] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:36.492017] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:36.734131] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:16:36.972291] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:37.216145] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:37.460096] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:37.460307] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T03:16:37.460401] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20089 tests [2025-11-21T03:16:37.460462] [INFO ] [CONFIGURE ] AEFC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:16:37.460509] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T03:16:37.681528] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:37.911929] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:38.142499] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:38.383448] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:38.625183] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:38.869864] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:39.095115] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:16:39.344702] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:39.598314] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:39.870908] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:39.871155] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:16:39.871515] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20088 tests [2025-11-21T03:16:39.871675] [INFO ] [CONFIGURE ] AEFC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:16:39.871740] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T03:16:40.125917] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:40.377698] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:40.632103] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:40.881070] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:41.119084] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:41.362263] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:41.600972] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:41.874175] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:16:42.152487] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:42.418856] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:42.419062] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:16:42.419124] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20087 tests [2025-11-21T03:16:42.419177] [INFO ] [CONFIGURE ] AEFC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:16:42.419225] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T03:16:42.669733] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:42.929158] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:16:43.176279] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:16:43.438101] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:43.709855] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:43.964247] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:44.230291] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:16:44.493902] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:16:44.746614] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:45.011613] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:45.011857] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:16:45.011920] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20086 tests [2025-11-21T03:16:45.011971] [INFO ] [CONFIGURE ] AEFC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:16:45.012015] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T03:16:45.255906] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:45.497008] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:45.744307] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:45.987131] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:46.227274] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:46.472988] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:46.723402] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:46.989262] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:47.249675] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:47.492828] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:47.493443] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T03:16:47.493497] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20085 tests [2025-11-21T03:16:47.493536] [INFO ] [CONFIGURE ] AEFC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:16:47.493572] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T03:16:47.735833] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:47.970184] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:48.202493] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:48.446623] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:48.675361] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:48.915501] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:49.157783] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:49.388295] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:16:49.628436] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:49.866169] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:49.866376] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:16:49.866427] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20084 tests [2025-11-21T03:16:49.866469] [INFO ] [CONFIGURE ] AEFC: Testing feature 20/29: add_price_rejection [2025-11-21T03:16:49.866506] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T03:16:50.115083] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:50.363751] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:50.610629] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:16:50.848413] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:51.076403] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:51.304361] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:51.535402] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:51.817514] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:52.078993] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:52.333088] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:52.333274] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T03:16:52.333345] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20083 tests [2025-11-21T03:16:52.333395] [INFO ] [CONFIGURE ] AEFC: Testing feature 21/29: add_range_position [2025-11-21T03:16:52.333448] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T03:16:52.599891] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:16:52.868270] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:53.142512] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:53.392505] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:53.659737] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:16:53.914232] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:16:54.180489] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:54.438633] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:16:54.694175] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:54.962026] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:54.962256] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T03:16:54.962415] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20082 tests [2025-11-21T03:16:54.962471] [INFO ] [CONFIGURE ] AEFC: Testing feature 22/29: add_realized_volatility [2025-11-21T03:16:54.962521] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T03:16:55.296196] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:16:55.634478] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:55.987445] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:56.323083] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:56.661253] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:57.010620] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:16:57.362233] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:16:57.704147] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:16:58.042383] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:16:58.393147] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:16:58.393352] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T03:16:58.393410] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20081 tests [2025-11-21T03:16:58.393457] [INFO ] [CONFIGURE ] AEFC: Testing feature 23/29: add_recent_range_context [2025-11-21T03:16:58.393500] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T03:16:58.633208] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:16:58.868918] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:16:59.113410] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:16:59.355734] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:16:59.603091] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:16:59.853249] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:00.804604] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:01.080811] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:01.345990] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:17:01.584707] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:01.584892] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:17:01.584955] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20080 tests [2025-11-21T03:17:01.585018] [INFO ] [CONFIGURE ] AEFC: Testing feature 24/29: add_rsi [2025-11-21T03:17:01.585065] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T03:17:01.880779] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:17:02.176693] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:17:02.465287] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:17:02.750246] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:03.034931] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:17:03.315095] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:03.605213] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:03.900545] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:04.201691] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:17:04.494378] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:04.494595] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T03:17:04.494679] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20079 tests [2025-11-21T03:17:04.494734] [INFO ] [CONFIGURE ] AEFC: Testing feature 25/29: add_tick_distribution [2025-11-21T03:17:04.494779] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T03:17:04.737622] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:17:04.966380] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:17:05.205483] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:17:05.448568] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:05.674420] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:17:05.921834] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:17:06.159859] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:17:06.389936] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:06.617106] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:17:06.846199] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:06.846432] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:17:06.846491] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 20078 tests [2025-11-21T03:17:06.846538] [INFO ] [CONFIGURE ] AEFC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:17:06.846580] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T03:17:07.099424] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:17:07.334316] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:17:07.572584] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:17:07.809891] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:08.047873] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:17:08.295107] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:08.532536] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:08.781307] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:09.029109] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:17:09.266517] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:09.266710] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:17:09.269759] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20077 tests [2025-11-21T03:17:09.269839] [INFO ] [CONFIGURE ] AEFC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:17:09.269886] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T03:17:09.524600] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:17:09.776144] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:17:10.034190] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:17:10.288631] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:10.543793] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:17:10.795824] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:17:11.051852] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:17:11.309629] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:11.572729] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:17:11.838286] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:11.838497] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:17:11.838557] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20076 tests [2025-11-21T03:17:11.838635] [INFO ] [CONFIGURE ] AEFC: Testing feature 28/29: add_volume_profile [2025-11-21T03:17:11.838814] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T03:17:12.079761] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:12.324576] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:17:12.571334] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:17:12.825401] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:13.084242] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:17:13.356582] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:13.629707] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:13.898591] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:14.164904] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:17:14.423452] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:14.423671] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:17:14.423734] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20075 tests [2025-11-21T03:17:14.423861] [INFO ] [CONFIGURE ] AEFC: Testing feature 29/29: add_vwap [2025-11-21T03:17:14.423910] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T03:17:14.685797] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:17:14.948570] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:17:15.232114] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:15.492544] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:15.755870] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:17:16.035109] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:17:16.305327] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:16.577716] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:16.851755] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:17:17.120593] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:17.120806] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_vwap (score: 70.00%) [2025-11-21T03:17:17.120864] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20074 tests [2025-11-21T03:17:17.120918] [INFO ] [CONFIGURE ] AEFC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:17:17.120959] [INFO ] [CONFIGURE ] AEFC: Best accuracy: 80.00% [2025-11-21T03:17:17.121103] [INFO ] [CONFIGURE ] AEFC: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T03:17:17.121150] [INFO ] [CONFIGURE ] AEFC: Improvement over baseline: 20.00% [2025-11-21T03:17:17.121209] [INFO ] [CONFIGURE ] AEFC: Total time: 1.3 minutes [2025-11-21T03:17:17.121287] [INFO ] [CONFIGURE ] AEFC: Average time per feature: 2.7 seconds [2025-11-21T03:17:17.121338] [INFO ] [CONFIGURE ] AEFC: Average speed: 0.38 features/sec [2025-11-21T03:17:17.121871] [INFO ] [LOCAL ] Saved configuration for AEFC: 1 features, 80.00% accuracy -> ./output/feature-sets/AEFC.json [2025-11-21T03:17:17.121932] [INFO ] [CONFIGURE ] AEFC: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T03:17:17.121981] [INFO ] [sig ] [31/723] Successfully configured AEFC | 0.01 sym/s | Total: 43.5m | ETA: 16.2h [2025-11-21T03:17:17.122026] [INFO ] [sig ] [32/723] Configuring AEG... [2025-11-21T03:17:17.122062] [INFO ] [CONFIGURE ] AEG: Configurate test run. [2025-11-21T03:17:17.122103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-11-21T03:17:17.234586] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEG'. [2025-11-21T03:17:17.235035] [INFO ] [CONFIGURE ] AEG: Testing with 29 available features [2025-11-21T03:17:17.235102] [INFO ] [CONFIGURE ] AEG: Establishing baseline with no features... [2025-11-21T03:17:17.426943] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:17.621203] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:17.817852] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:18.013056] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:18.207776] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:18.401009] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:18.599506] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:18.797145] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:17:18.998787] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:19.198363] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:19.198529] [INFO ] [CONFIGURE ] AEG: Baseline score (no features): 30.00% [2025-11-21T03:17:19.198580] [INFO ] [CONFIGURE ] AEG: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:17:19.198618] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:17:19.424298] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:19.653552] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:19.881154] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:20.113303] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:20.344695] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:20.576974] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:17:20.810980] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:21.047399] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:21.278535] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:21.512450] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:21.512751] [INFO ] [CONFIGURE ] AEG: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T03:17:21.512866] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20073 tests [2025-11-21T03:17:21.512968] [INFO ] [CONFIGURE ] AEG: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:17:21.513084] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:17:21.804284] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:22.086947] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:22.383314] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:17:22.656063] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:17:22.929609] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:23.210704] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:23.489891] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:23.769477] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:17:24.021088] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:24.296007] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:24.296241] [INFO ] [CONFIGURE ] AEG: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:17:24.296390] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20072 tests [2025-11-21T03:17:24.296443] [INFO ] [CONFIGURE ] AEG: Testing feature 3/29: add_daily_returns [2025-11-21T03:17:24.296517] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:17:24.542811] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:24.789355] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:25.027372] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:25.268944] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:25.514103] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:25.751670] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:17:25.986260] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:26.221730] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:26.491826] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:26.840464] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:26.840824] [INFO ] [CONFIGURE ] AEG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T03:17:26.840919] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20071 tests [2025-11-21T03:17:26.841005] [INFO ] [CONFIGURE ] AEG: Testing feature 4/29: add_ema [2025-11-21T03:17:26.841084] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:17:27.185237] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:27.470105] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:27.767419] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:28.051614] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:28.321969] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:28.586499] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:28.848808] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:29.121861] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:29.383596] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:29.664765] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:29.665112] [INFO ] [CONFIGURE ] AEG: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:17:29.665223] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20070 tests [2025-11-21T03:17:29.665320] [INFO ] [CONFIGURE ] AEG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:17:29.665435] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:17:29.940265] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:30.218941] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:30.501617] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:30.779567] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:31.060147] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:31.344149] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:31.625566] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:31.907316] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:17:32.182912] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:32.470021] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:32.470235] [INFO ] [CONFIGURE ] AEG: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T03:17:32.470295] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20069 tests [2025-11-21T03:17:32.470567] [INFO ] [CONFIGURE ] AEG: Testing feature 6/29: add_failed_moves [2025-11-21T03:17:32.470827] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:17:32.718561] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:32.960843] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:33.207785] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:33.458629] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:33.704400] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:33.950040] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:17:34.210781] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:34.460847] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:34.709385] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:34.956026] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:34.956205] [INFO ] [CONFIGURE ] AEG: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:17:34.956253] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20068 tests [2025-11-21T03:17:34.956291] [INFO ] [CONFIGURE ] AEG: Testing feature 7/29: add_lag_shelf [2025-11-21T03:17:34.956326] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:17:35.185628] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:35.416855] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:35.655060] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:35.899685] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:36.139581] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:36.391845] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:36.632184] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:36.868890] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:37.105318] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:37.337956] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:37.338204] [INFO ] [CONFIGURE ] AEG: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:17:37.338267] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20067 tests [2025-11-21T03:17:37.338319] [INFO ] [CONFIGURE ] AEG: Testing feature 8/29: add_macd [2025-11-21T03:17:37.338367] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:17:37.669847] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:17:37.998620] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:38.327921] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:38.659542] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:38.999627] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:39.343518] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:39.687301] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:17:40.024377] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:40.363363] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:40.698618] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:40.698828] [INFO ] [CONFIGURE ] AEG: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:17:40.698891] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20066 tests [2025-11-21T03:17:40.698939] [INFO ] [CONFIGURE ] AEG: Testing feature 9/29: add_mfi [2025-11-21T03:17:40.698982] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:17:40.945314] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:41.182728] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:41.414955] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:41.650490] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:41.892421] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:42.137898] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:42.392460] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:42.642285] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:42.896158] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:43.152088] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:43.152381] [INFO ] [CONFIGURE ] AEG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T03:17:43.152446] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20065 tests [2025-11-21T03:17:43.152498] [INFO ] [CONFIGURE ] AEG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:17:43.152540] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:17:43.487420] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:43.824892] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:44.161246] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:44.500457] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:44.835808] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:45.183878] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:45.526358] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:45.867595] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:46.220045] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:46.558698] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:46.558977] [INFO ] [CONFIGURE ] AEG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:17:46.559040] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20064 tests [2025-11-21T03:17:46.559104] [INFO ] [CONFIGURE ] AEG: Testing feature 11/29: add_obv_daily [2025-11-21T03:17:46.559152] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T03:17:46.824288] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:47.069331] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:47.331251] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:47.580913] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:47.829290] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:48.072514] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:48.329805] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:48.615155] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:17:48.894085] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:49.159002] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:49.159189] [INFO ] [CONFIGURE ] AEG: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:17:49.159240] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20063 tests [2025-11-21T03:17:49.159279] [INFO ] [CONFIGURE ] AEG: Testing feature 12/29: add_obv_interval [2025-11-21T03:17:49.159316] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T03:17:49.418625] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:49.667464] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:49.922272] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:50.166776] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:50.420789] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:50.678421] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:17:50.948372] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:51.203413] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:51.462989] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:51.725192] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:17:51.725560] [INFO ] [CONFIGURE ] AEG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:17:51.725696] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20062 tests [2025-11-21T03:17:51.725802] [INFO ] [CONFIGURE ] AEG: Testing feature 13/29: add_opening_strength [2025-11-21T03:17:51.725904] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:17:52.020604] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:52.290487] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:52.564969] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:17:52.842315] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:53.115188] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:53.383789] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:17:53.665243] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:53.957076] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:54.268044] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:54.540451] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:54.540673] [INFO ] [CONFIGURE ] AEG: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T03:17:54.540895] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20061 tests [2025-11-21T03:17:54.540964] [INFO ] [CONFIGURE ] AEG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:17:54.541013] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T03:17:54.814267] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:55.074585] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:55.340297] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:55.604381] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:55.872578] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:56.147580] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:56.419042] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:56.696678] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:56.960529] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:57.227679] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:57.227879] [INFO ] [CONFIGURE ] AEG: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T03:17:57.227939] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20060 tests [2025-11-21T03:17:57.227987] [INFO ] [CONFIGURE ] AEG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:17:57.228031] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T03:17:57.465678] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:17:57.698329] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:17:57.940834] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:17:58.181426] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:17:58.428367] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:17:58.672934] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:17:58.920024] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:17:59.169405] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:17:59.399450] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:17:59.631387] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:17:59.631570] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T03:17:59.631619] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20059 tests [2025-11-21T03:17:59.631680] [INFO ] [CONFIGURE ] AEG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:17:59.631748] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T03:17:59.893578] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:00.145566] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:01.081249] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:01.390816] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:01.641055] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:01.904060] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:18:02.163604] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:02.439277] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:02.710588] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:02.966892] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:02.967094] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:18:02.967145] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20058 tests [2025-11-21T03:18:02.967186] [INFO ] [CONFIGURE ] AEG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:18:02.967223] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T03:18:03.207581] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:03.444904] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:03.710364] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:03.979177] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:04.262807] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:04.522332] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:04.766129] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:05.006077] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:05.254350] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:05.510756] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:05.510945] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:18:05.511002] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20057 tests [2025-11-21T03:18:05.511075] [INFO ] [CONFIGURE ] AEG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:18:05.511124] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T03:18:05.748121] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:05.969436] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:06.204416] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:06.439512] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:06.672513] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:06.907993] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:07.144190] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:07.384580] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:07.617256] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:07.851583] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:18:07.851771] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:18:07.851980] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20056 tests [2025-11-21T03:18:07.852081] [INFO ] [CONFIGURE ] AEG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:18:07.852206] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T03:18:08.083743] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:08.320630] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:08.565272] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:08.802851] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:09.038506] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:09.280941] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:09.520290] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:09.776452] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:10.027824] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:10.276326] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:18:10.276523] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:18:10.276575] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20055 tests [2025-11-21T03:18:10.276616] [INFO ] [CONFIGURE ] AEG: Testing feature 20/29: add_price_rejection [2025-11-21T03:18:10.276839] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T03:18:10.530639] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:10.781157] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:11.034516] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:11.289925] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:11.545372] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:11.818961] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:12.078137] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:12.337814] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:12.616160] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:12.893435] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:18:12.893611] [INFO ] [CONFIGURE ] AEG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:18:12.893679] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20054 tests [2025-11-21T03:18:12.893728] [INFO ] [CONFIGURE ] AEG: Testing feature 21/29: add_range_position [2025-11-21T03:18:12.893764] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T03:18:13.172496] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:13.452840] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:13.734381] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:14.017040] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:14.305159] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:14.638717] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:14.921602] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:15.217066] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:15.522965] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:15.803054] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:15.803239] [INFO ] [CONFIGURE ] AEG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T03:18:15.803297] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20053 tests [2025-11-21T03:18:15.803345] [INFO ] [CONFIGURE ] AEG: Testing feature 22/29: add_realized_volatility [2025-11-21T03:18:15.803390] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T03:18:16.161556] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:16.505072] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:16.866510] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:17.225765] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:17.585265] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:17.957227] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:18.325783] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:18.693893] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:19.087703] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:19.519064] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:19.519331] [INFO ] [CONFIGURE ] AEG: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:18:19.519399] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.8s/test | Remaining: 20052 tests [2025-11-21T03:18:19.519447] [INFO ] [CONFIGURE ] AEG: Testing feature 23/29: add_recent_range_context [2025-11-21T03:18:19.519489] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T03:18:19.785312] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:20.018425] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:20.229620] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:20.436102] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:20.650379] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:20.869185] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:21.100825] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:21.337720] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:21.575327] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:21.791351] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:18:21.791507] [INFO ] [CONFIGURE ] AEG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:18:21.791555] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20051 tests [2025-11-21T03:18:21.791592] [INFO ] [CONFIGURE ] AEG: Testing feature 24/29: add_rsi [2025-11-21T03:18:21.791627] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T03:18:22.050421] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:22.311385] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:22.576628] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:22.846288] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:23.134981] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:23.423199] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:23.715043] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:24.014499] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:24.301626] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:24.580758] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:24.580936] [INFO ] [CONFIGURE ] AEG: DISCARDED add_rsi (score: 30.00%) [2025-11-21T03:18:24.580995] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20050 tests [2025-11-21T03:18:24.581041] [INFO ] [CONFIGURE ] AEG: Testing feature 25/29: add_tick_distribution [2025-11-21T03:18:24.581083] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T03:18:24.804535] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:25.062309] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:25.329758] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:25.588665] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:25.822471] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:26.046942] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:26.268737] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:26.489781] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:26.720758] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:26.965859] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:26.966250] [INFO ] [CONFIGURE ] AEG: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T03:18:26.966370] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20049 tests [2025-11-21T03:18:26.966473] [INFO ] [CONFIGURE ] AEG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:18:26.966565] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T03:18:27.228421] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:27.484591] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:27.740278] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:28.008850] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:28.277836] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:28.546351] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:28.814369] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:29.095042] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:29.361491] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:29.626368] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:29.626688] [INFO ] [CONFIGURE ] AEG: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T03:18:29.626776] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20048 tests [2025-11-21T03:18:29.626832] [INFO ] [CONFIGURE ] AEG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:18:29.626882] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T03:18:29.911233] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:30.186022] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:30.453891] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:30.713427] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:30.973029] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:31.239731] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:31.511677] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:31.785505] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:32.059539] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:32.340316] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:32.340623] [INFO ] [CONFIGURE ] AEG: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T03:18:32.340713] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20047 tests [2025-11-21T03:18:32.340761] [INFO ] [CONFIGURE ] AEG: Testing feature 28/29: add_volume_profile [2025-11-21T03:18:32.340819] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T03:18:32.607983] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:32.879454] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:33.145829] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:33.421553] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:33.686370] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:33.956662] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:34.222252] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:34.500840] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:34.768501] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:35.042364] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:18:35.042875] [INFO ] [CONFIGURE ] AEG: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:18:35.042995] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20046 tests [2025-11-21T03:18:35.043106] [INFO ] [CONFIGURE ] AEG: Testing feature 29/29: add_vwap [2025-11-21T03:18:35.043219] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T03:18:35.314775] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:35.582407] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:35.854477] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:36.118004] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:18:36.386373] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:18:36.636627] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:36.883316] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:37.142274] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:37.396496] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:18:37.649805] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:18:37.650008] [INFO ] [CONFIGURE ] AEG: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:18:37.650067] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20045 tests [2025-11-21T03:18:37.650115] [INFO ] [CONFIGURE ] AEG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:18:37.650156] [INFO ] [CONFIGURE ] AEG: Best accuracy: 60.00% [2025-11-21T03:18:37.650199] [INFO ] [CONFIGURE ] AEG: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T03:18:37.650239] [INFO ] [CONFIGURE ] AEG: Improvement over baseline: 30.00% [2025-11-21T03:18:37.650277] [INFO ] [CONFIGURE ] AEG: Total time: 1.3 minutes [2025-11-21T03:18:37.650315] [INFO ] [CONFIGURE ] AEG: Average time per feature: 2.7 seconds [2025-11-21T03:18:37.650353] [INFO ] [CONFIGURE ] AEG: Average speed: 0.37 features/sec [2025-11-21T03:18:37.651154] [INFO ] [LOCAL ] Saved configuration for AEG: 1 features, 60.00% accuracy -> ./output/feature-sets/AEG.json [2025-11-21T03:18:37.651221] [INFO ] [CONFIGURE ] AEG: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T03:18:37.651269] [INFO ] [sig ] [32/723] Successfully configured AEG | 0.01 sym/s | Total: 44.9m | ETA: 16.1h [2025-11-21T03:18:37.651314] [INFO ] [sig ] [33/723] Configuring AEM... [2025-11-21T03:18:37.651353] [INFO ] [CONFIGURE ] AEM: Configurate test run. [2025-11-21T03:18:37.651394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'. [2025-11-21T03:18:37.730633] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEM'. [2025-11-21T03:18:37.731091] [INFO ] [CONFIGURE ] AEM: Testing with 29 available features [2025-11-21T03:18:37.731164] [INFO ] [CONFIGURE ] AEM: Establishing baseline with no features... [2025-11-21T03:18:37.926589] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:18:38.118266] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:38.315217] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:38.502055] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:38.693437] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:18:38.886905] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:39.075982] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:39.271246] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:39.475096] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:18:39.670597] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:18:39.670792] [INFO ] [CONFIGURE ] AEM: Baseline score (no features): 70.00% [2025-11-21T03:18:39.670839] [INFO ] [CONFIGURE ] AEM: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:18:39.670875] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:18:39.894604] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:18:40.117460] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:40.337368] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:40.565125] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:40.789819] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:18:41.009315] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:41.212884] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:41.420071] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:41.627145] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:18:41.853904] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:18:41.854090] [INFO ] [CONFIGURE ] AEM: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T03:18:41.854138] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20044 tests [2025-11-21T03:18:41.854175] [INFO ] [CONFIGURE ] AEM: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:18:41.854210] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:18:42.071210] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:42.285539] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:42.531751] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:42.771116] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:43.012301] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:18:43.255861] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:18:43.496551] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:43.741348] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:43.996994] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:18:44.259965] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:18:44.260245] [INFO ] [CONFIGURE ] AEM: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T03:18:44.260297] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20043 tests [2025-11-21T03:18:44.260338] [INFO ] [CONFIGURE ] AEM: Testing feature 3/29: add_daily_returns [2025-11-21T03:18:44.260384] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_daily_returns'] [2025-11-21T03:18:44.483108] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:44.702041] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:44.929013] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:45.148446] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:45.366628] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:18:45.585311] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:45.806753] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:46.019493] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:46.238139] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:18:46.461214] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:18:46.461505] [INFO ] [CONFIGURE ] AEM: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T03:18:46.461571] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20042 tests [2025-11-21T03:18:46.461620] [INFO ] [CONFIGURE ] AEM: Testing feature 4/29: add_ema [2025-11-21T03:18:46.461691] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_ema'] [2025-11-21T03:18:46.725687] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:18:46.977701] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:47.223601] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:47.476816] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:47.706937] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:18:47.944302] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:48.190345] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:48.436014] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:48.685846] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:18:48.938206] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:18:48.938462] [INFO ] [CONFIGURE ] AEM: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:18:48.938515] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20041 tests [2025-11-21T03:18:48.938555] [INFO ] [CONFIGURE ] AEM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:18:48.938590] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:18:49.193624] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:49.455094] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:49.713196] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:49.967598] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:50.225548] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:18:50.483082] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:50.732873] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:18:50.987190] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:51.238324] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:18:51.493283] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:18:51.493527] [INFO ] [CONFIGURE ] AEM: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T03:18:51.493586] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20040 tests [2025-11-21T03:18:51.493634] [INFO ] [CONFIGURE ] AEM: Testing feature 6/29: add_failed_moves [2025-11-21T03:18:51.493700] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_failed_moves'] [2025-11-21T03:18:51.711059] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:18:51.922268] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:52.134075] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:52.345354] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:52.558094] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:18:52.773499] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:52.989868] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:53.207780] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:53.427232] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:18:53.641624] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:18:53.641882] [INFO ] [CONFIGURE ] AEM: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:18:53.641939] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20039 tests [2025-11-21T03:18:53.641984] [INFO ] [CONFIGURE ] AEM: Testing feature 7/29: add_lag_shelf [2025-11-21T03:18:53.642024] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_lag_shelf'] [2025-11-21T03:18:53.838619] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:18:54.038995] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:54.237550] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:54.442100] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:54.639094] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:18:54.837540] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:55.038024] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:18:55.236978] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:18:55.432576] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:18:55.635672] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:18:55.636096] [INFO ] [CONFIGURE ] AEM: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T03:18:55.636317] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20038 tests [2025-11-21T03:18:55.636423] [INFO ] [CONFIGURE ] AEM: Testing feature 8/29: add_macd [2025-11-21T03:18:55.636524] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:18:55.936464] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:18:56.236532] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:56.548726] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:18:56.868548] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:18:57.171391] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:18:57.467988] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:18:57.769785] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:18:58.071714] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:18:58.384551] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:18:58.680529] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:18:58.680807] [INFO ] [CONFIGURE ] AEM: DISCARDED add_macd (score: 60.00%) [2025-11-21T03:18:58.680873] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20037 tests [2025-11-21T03:18:58.680922] [INFO ] [CONFIGURE ] AEM: Testing feature 9/29: add_mfi [2025-11-21T03:18:58.680969] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_mfi'] [2025-11-21T03:18:58.889060] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:18:59.099987] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:18:59.322902] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:18:59.538801] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:18:59.752826] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:18:59.971538] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:00.180478] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:01.114205] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:01.338994] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:01.786522] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:01.786910] [INFO ] [CONFIGURE ] AEM: DISCARDED add_mfi (score: 70.00%) [2025-11-21T03:19:01.786981] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20036 tests [2025-11-21T03:19:01.787038] [INFO ] [CONFIGURE ] AEM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:19:01.787086] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:19:02.118823] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:02.484789] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:02.791400] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:03.100385] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:03.414877] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:03.717861] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:19:04.028070] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:04.337230] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:04.645354] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:04.956478] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:04.956758] [INFO ] [CONFIGURE ] AEM: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T03:19:04.956827] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20035 tests [2025-11-21T03:19:04.956879] [INFO ] [CONFIGURE ] AEM: Testing feature 11/29: add_obv_daily [2025-11-21T03:19:04.956925] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_obv_daily'] [2025-11-21T03:19:05.186207] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:05.411432] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:05.641341] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:05.872208] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:06.101631] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:06.330401] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:19:06.575555] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:06.851451] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:07.129256] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:07.337719] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:07.337941] [INFO ] [CONFIGURE ] AEM: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:19:07.338006] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20034 tests [2025-11-21T03:19:07.338050] [INFO ] [CONFIGURE ] AEM: Testing feature 12/29: add_obv_interval [2025-11-21T03:19:07.338086] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_obv_interval'] [2025-11-21T03:19:07.540691] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:07.723040] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:07.905096] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:08.090063] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:08.282529] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:08.467037] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:08.653802] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:08.836490] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:09.021093] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:09.202447] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:09.202625] [INFO ] [CONFIGURE ] AEM: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T03:19:09.202693] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20033 tests [2025-11-21T03:19:09.202776] [INFO ] [CONFIGURE ] AEM: Testing feature 13/29: add_opening_strength [2025-11-21T03:19:09.202827] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:19:09.401826] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:09.598056] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:09.793690] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:10.011038] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:19:10.235409] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:10.461925] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:10.664691] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:10.887219] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:11.098325] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:11.303884] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:19:11.304073] [INFO ] [CONFIGURE ] AEM: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:19:11.304122] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20032 tests [2025-11-21T03:19:11.304158] [INFO ] [CONFIGURE ] AEM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:19:11.304192] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T03:19:11.507689] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:11.714945] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:11.921847] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:12.125994] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:12.342558] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:12.560541] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:12.779025] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:12.983507] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:13.209424] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:13.440698] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:13.440948] [INFO ] [CONFIGURE ] AEM: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T03:19:13.441015] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20031 tests [2025-11-21T03:19:13.441067] [INFO ] [CONFIGURE ] AEM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:19:13.441136] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T03:19:13.618161] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:13.799077] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:13.985454] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:14.174562] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:14.351733] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:14.530472] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:14.726629] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:14.904223] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:15.081124] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:15.258849] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:15.259045] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T03:19:15.259093] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20030 tests [2025-11-21T03:19:15.259131] [INFO ] [CONFIGURE ] AEM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:19:15.259167] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T03:19:15.457626] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:15.658238] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:15.857122] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:16.056355] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:19:16.258963] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:16.465912] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:19:16.673872] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:16.877409] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:17.101168] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:17.324146] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:17.324363] [INFO ] [CONFIGURE ] AEM: KEPT add_pbf_overnight_gap (score: 90.00%) [2025-11-21T03:19:17.324427] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20029 tests [2025-11-21T03:19:17.324491] [INFO ] [CONFIGURE ] AEM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:19:17.324530] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T03:19:17.582262] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:17.824264] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:18.076436] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:18.325337] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:19:18.581345] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:18.829978] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:19.075468] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:19.330012] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:19.582798] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:19.835189] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:19.835413] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:19:19.835475] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20028 tests [2025-11-21T03:19:19.835525] [INFO ] [CONFIGURE ] AEM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:19:19.835564] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T03:19:20.071238] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:20.308532] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:20.544417] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:20.772764] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:21.004711] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:21.249303] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:21.488373] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:21.723410] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:21.952873] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:22.176625] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:19:22.177005] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T03:19:22.177114] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20027 tests [2025-11-21T03:19:22.177210] [INFO ] [CONFIGURE ] AEM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:19:22.177322] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T03:19:22.385138] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:22.591485] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:22.801228] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:23.018581] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:23.232120] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:23.469766] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:19:23.697404] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:23.929082] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:24.155289] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:24.388702] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:24.389001] [INFO ] [CONFIGURE ] AEM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:19:24.389059] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20026 tests [2025-11-21T03:19:24.389101] [INFO ] [CONFIGURE ] AEM: Testing feature 20/29: add_price_rejection [2025-11-21T03:19:24.389138] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T03:19:24.643191] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:24.892715] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:25.140868] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:25.390816] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:25.651829] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:25.903357] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:19:26.151743] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:26.391903] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:26.643847] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:26.882509] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:26.882765] [INFO ] [CONFIGURE ] AEM: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:19:26.882981] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20025 tests [2025-11-21T03:19:26.883089] [INFO ] [CONFIGURE ] AEM: Testing feature 21/29: add_range_position [2025-11-21T03:19:26.883198] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T03:19:27.129817] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:27.374062] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:27.619663] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:27.864021] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:28.115834] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:28.379508] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:28.634232] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:28.890329] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:29.136300] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:29.385220] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:29.385463] [INFO ] [CONFIGURE ] AEM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:19:29.385560] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20024 tests [2025-11-21T03:19:29.385625] [INFO ] [CONFIGURE ] AEM: Testing feature 22/29: add_realized_volatility [2025-11-21T03:19:29.385694] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T03:19:29.730285] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:30.095690] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:30.455741] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:30.805818] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:19:31.168538] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:31.524141] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:31.893269] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:32.251102] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:32.610810] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:32.965329] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:32.965585] [INFO ] [CONFIGURE ] AEM: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:19:32.965667] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20023 tests [2025-11-21T03:19:32.965722] [INFO ] [CONFIGURE ] AEM: Testing feature 23/29: add_recent_range_context [2025-11-21T03:19:32.965767] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T03:19:33.219996] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:33.482874] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:33.731368] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:33.983570] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:34.237971] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:34.493803] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:34.743006] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:35.000557] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:35.251182] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:35.500150] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:35.500412] [INFO ] [CONFIGURE ] AEM: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T03:19:35.500662] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20022 tests [2025-11-21T03:19:35.500780] [INFO ] [CONFIGURE ] AEM: Testing feature 24/29: add_rsi [2025-11-21T03:19:35.500848] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T03:19:35.771747] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:36.041200] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:36.306925] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:36.590758] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:19:36.874891] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:37.153894] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:19:37.427227] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:37.712160] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:19:37.999473] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:38.288661] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:38.288895] [INFO ] [CONFIGURE ] AEM: DISCARDED add_rsi (score: 70.00%) [2025-11-21T03:19:38.288974] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20021 tests [2025-11-21T03:19:38.289026] [INFO ] [CONFIGURE ] AEM: Testing feature 25/29: add_tick_distribution [2025-11-21T03:19:38.289072] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T03:19:38.516549] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:38.750110] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:38.985042] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:39.215208] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:39.449757] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:39.686748] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:39.926119] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:40.161716] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:40.404253] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:40.642257] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:40.642477] [INFO ] [CONFIGURE ] AEM: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T03:19:40.642531] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20020 tests [2025-11-21T03:19:40.642573] [INFO ] [CONFIGURE ] AEM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:19:40.642609] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T03:19:40.886622] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:19:41.132361] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:41.370144] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:41.612625] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:41.866669] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:42.108959] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:42.356041] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:42.601273] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:42.848258] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:43.094357] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:43.094618] [INFO ] [CONFIGURE ] AEM: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T03:19:43.094846] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20019 tests [2025-11-21T03:19:43.094948] [INFO ] [CONFIGURE ] AEM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:19:43.095085] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T03:19:43.340000] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:43.606407] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:43.868903] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:44.130228] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:44.384604] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:44.644505] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:44.899659] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:19:45.159363] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:45.418764] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:45.675549] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:45.675782] [INFO ] [CONFIGURE ] AEM: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T03:19:45.675844] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20018 tests [2025-11-21T03:19:45.675892] [INFO ] [CONFIGURE ] AEM: Testing feature 28/29: add_volume_profile [2025-11-21T03:19:45.675939] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T03:19:45.917257] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:46.162124] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:46.409254] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:46.662691] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:19:46.905746] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:47.142016] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:19:47.385184] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:47.627369] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:47.883227] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:48.127125] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:19:48.127352] [INFO ] [CONFIGURE ] AEM: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T03:19:48.127405] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20017 tests [2025-11-21T03:19:48.127444] [INFO ] [CONFIGURE ] AEM: Testing feature 29/29: add_vwap [2025-11-21T03:19:48.127482] [INFO ] [CONFIGURE ] AEM: Testing with features: ['add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T03:19:48.372935] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:19:48.617494] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:48.874171] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:19:49.120141] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:19:49.367687] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:49.631437] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:19:49.879900] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:50.113637] [DEBUG] [FORECASTER] AEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:50.351217] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:19:50.601283] [DEBUG] [FORECASTER] AEM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:19:50.601487] [INFO ] [CONFIGURE ] AEM: DISCARDED add_vwap (score: 60.00%) [2025-11-21T03:19:50.601851] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.8s/test | Remaining: 20016 tests [2025-11-21T03:19:50.602084] [INFO ] [CONFIGURE ] AEM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:19:50.602135] [INFO ] [CONFIGURE ] AEM: Best accuracy: 90.00% [2025-11-21T03:19:50.602184] [INFO ] [CONFIGURE ] AEM: Best feature set (1 features): ['add_pbf_overnight_gap'] [2025-11-21T03:19:50.602227] [INFO ] [CONFIGURE ] AEM: Improvement over baseline: 20.00% [2025-11-21T03:19:50.602265] [INFO ] [CONFIGURE ] AEM: Total time: 1.2 minutes [2025-11-21T03:19:50.602305] [INFO ] [CONFIGURE ] AEM: Average time per feature: 2.4 seconds [2025-11-21T03:19:50.602343] [INFO ] [CONFIGURE ] AEM: Average speed: 0.41 features/sec [2025-11-21T03:19:50.603120] [INFO ] [LOCAL ] Saved configuration for AEM: 1 features, 90.00% accuracy -> ./output/feature-sets/AEM.json [2025-11-21T03:19:50.603183] [INFO ] [CONFIGURE ] AEM: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T03:19:50.603234] [INFO ] [sig ] [33/723] Successfully configured AEM | 0.01 sym/s | Total: 46.1m | ETA: 16.1h [2025-11-21T03:19:50.603282] [INFO ] [sig ] [34/723] Configuring AEO... [2025-11-21T03:19:50.603324] [INFO ] [CONFIGURE ] AEO: Configurate test run. [2025-11-21T03:19:50.603366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-11-21T03:19:50.790122] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEO'. [2025-11-21T03:19:50.790702] [INFO ] [CONFIGURE ] AEO: Testing with 29 available features [2025-11-21T03:19:50.790771] [INFO ] [CONFIGURE ] AEO: Establishing baseline with no features... [2025-11-21T03:19:50.986837] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:19:51.192539] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:51.400053] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:19:51.606103] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:19:51.818051] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:52.022397] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:19:52.230119] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:52.436540] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:19:52.646310] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:19:52.851574] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:19:52.851955] [INFO ] [CONFIGURE ] AEO: Baseline score (no features): 40.00% [2025-11-21T03:19:52.852065] [INFO ] [CONFIGURE ] AEO: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:19:52.852162] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:19:53.095082] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:19:53.343701] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:53.594447] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:19:53.849905] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:19:54.095250] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:54.359026] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:19:54.641062] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:54.903888] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:19:55.152261] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:19:55.401099] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:19:55.401340] [INFO ] [CONFIGURE ] AEO: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T03:19:55.401392] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.8s/test | Remaining: 20015 tests [2025-11-21T03:19:55.401431] [INFO ] [CONFIGURE ] AEO: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:19:55.401467] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:19:55.680681] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:19:55.971621] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:19:56.254303] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:19:56.545372] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:19:56.840153] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:19:57.125607] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:19:57.410943] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:19:57.695681] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:19:57.983596] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:19:58.268063] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:19:58.268280] [INFO ] [CONFIGURE ] AEO: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T03:19:58.268340] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.8s/test | Remaining: 20014 tests [2025-11-21T03:19:58.268389] [INFO ] [CONFIGURE ] AEO: Testing feature 3/29: add_daily_returns [2025-11-21T03:19:58.268438] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:19:58.528502] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:19:58.785623] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:19:59.038977] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:19:59.288912] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:19:59.547122] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:19:59.812443] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:00.075661] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:00.339792] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:00.595800] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:01.552637] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:20:01.553156] [INFO ] [CONFIGURE ] AEO: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T03:20:01.553273] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.8s/test | Remaining: 20013 tests [2025-11-21T03:20:01.553376] [INFO ] [CONFIGURE ] AEO: Testing feature 4/29: add_ema [2025-11-21T03:20:01.553492] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:20:02.022156] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:20:02.348843] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:20:02.659296] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:02.953601] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:03.248955] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:03.544942] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:03.842146] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:04.155019] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:04.452698] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:20:04.759145] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:04.759392] [INFO ] [CONFIGURE ] AEO: KEPT add_ema (score: 80.00%) [2025-11-21T03:20:04.759457] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.8s/test | Remaining: 20012 tests [2025-11-21T03:20:04.759522] [INFO ] [CONFIGURE ] AEO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:20:04.759578] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:20:05.115204] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:20:05.457171] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:05.801782] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:06.149068] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:06.476055] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:06.818256] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:07.165046] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:07.512743] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:07.884019] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:08.240597] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:08.240892] [INFO ] [CONFIGURE ] AEO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T03:20:08.240959] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20011 tests [2025-11-21T03:20:08.241016] [INFO ] [CONFIGURE ] AEO: Testing feature 6/29: add_failed_moves [2025-11-21T03:20:08.241079] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T03:20:08.562717] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:08.864453] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:20:09.179164] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:09.482183] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:09.796488] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:10.099165] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:10.404881] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:10.701640] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:11.012889] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:20:11.323470] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:20:11.323710] [INFO ] [CONFIGURE ] AEO: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T03:20:11.323802] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20010 tests [2025-11-21T03:20:11.323857] [INFO ] [CONFIGURE ] AEO: Testing feature 7/29: add_lag_shelf [2025-11-21T03:20:11.323912] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T03:20:11.604883] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:11.890823] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:12.159218] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:12.449022] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:12.727000] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:13.011585] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:13.287026] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:13.561332] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:13.850117] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:14.124151] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:20:14.124363] [INFO ] [CONFIGURE ] AEO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T03:20:14.124425] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20009 tests [2025-11-21T03:20:14.124475] [INFO ] [CONFIGURE ] AEO: Testing feature 8/29: add_macd [2025-11-21T03:20:14.124521] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T03:20:14.502132] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:20:14.873027] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:15.242686] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:15.667400] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:16.147011] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:16.645362] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:20:17.029105] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:17.409136] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:20:17.780598] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:20:18.154179] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:18.154431] [INFO ] [CONFIGURE ] AEO: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:20:18.154497] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20008 tests [2025-11-21T03:20:18.154549] [INFO ] [CONFIGURE ] AEO: Testing feature 9/29: add_mfi [2025-11-21T03:20:18.154598] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T03:20:18.455980] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:20:18.761019] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:19.070033] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:19.369734] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:19.690459] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:20.005527] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:20.323266] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:20.636777] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:20.956340] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:21.275457] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:21.275780] [INFO ] [CONFIGURE ] AEO: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:20:21.275846] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20007 tests [2025-11-21T03:20:21.275903] [INFO ] [CONFIGURE ] AEO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:20:21.275950] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:20:21.667739] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:22.060455] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:22.448348] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:22.826949] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:23.223429] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:23.618416] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:24.008710] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:24.410010] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:20:24.795744] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:20:25.185154] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:25.185476] [INFO ] [CONFIGURE ] AEO: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T03:20:25.185540] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20006 tests [2025-11-21T03:20:25.185592] [INFO ] [CONFIGURE ] AEO: Testing feature 11/29: add_obv_daily [2025-11-21T03:20:25.185658] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T03:20:25.500312] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:20:25.810556] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:26.118948] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:26.433815] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:26.747698] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:20:27.053064] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:27.372738] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:20:27.690677] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:20:27.995070] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:28.323399] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:28.323610] [INFO ] [CONFIGURE ] AEO: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T03:20:28.323698] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20005 tests [2025-11-21T03:20:28.323747] [INFO ] [CONFIGURE ] AEO: Testing feature 12/29: add_obv_interval [2025-11-21T03:20:28.323838] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T03:20:28.615925] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:28.930463] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:29.227085] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:29.530662] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:29.848210] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:20:30.150833] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:20:30.441856] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:30.737563] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:31.027798] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:31.318700] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:20:31.318981] [INFO ] [CONFIGURE ] AEO: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T03:20:31.319043] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20004 tests [2025-11-21T03:20:31.319094] [INFO ] [CONFIGURE ] AEO: Testing feature 13/29: add_opening_strength [2025-11-21T03:20:31.319141] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:20:31.624808] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:31.961300] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:20:32.287828] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:32.622953] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:32.978219] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:20:33.312547] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:33.667669] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:34.022863] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:34.360607] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:34.680472] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:34.680690] [INFO ] [CONFIGURE ] AEO: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T03:20:34.680751] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20003 tests [2025-11-21T03:20:34.680798] [INFO ] [CONFIGURE ] AEO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:20:34.680840] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T03:20:34.999127] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:35.309681] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:35.616303] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:35.889714] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:36.163831] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:36.438304] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:36.717848] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:37.029889] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:37.334299] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:37.646205] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:37.646420] [INFO ] [CONFIGURE ] AEO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T03:20:37.646479] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20002 tests [2025-11-21T03:20:37.646527] [INFO ] [CONFIGURE ] AEO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:20:37.646572] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T03:20:37.920976] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:38.185978] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:38.442162] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:38.708342] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:38.977125] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:39.238791] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:39.508233] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:39.782102] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:40.050474] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:20:40.313931] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:40.314123] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T03:20:40.314182] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20001 tests [2025-11-21T03:20:40.314229] [INFO ] [CONFIGURE ] AEO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:20:40.314273] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T03:20:40.593813] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:40.871371] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:20:41.151148] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:41.426254] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:41.721146] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:41.987374] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:42.255039] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:42.520496] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:42.788599] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:43.068321] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:43.068554] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T03:20:43.068619] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 20000 tests [2025-11-21T03:20:43.068693] [INFO ] [CONFIGURE ] AEO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:20:43.068743] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T03:20:43.358190] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:43.636950] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:43.921110] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:44.202334] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:44.491434] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:44.777572] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:45.056357] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:45.339494] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:45.631016] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:45.920585] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:20:45.920795] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T03:20:45.920853] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19999 tests [2025-11-21T03:20:45.920898] [INFO ] [CONFIGURE ] AEO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:20:45.920941] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T03:20:46.185564] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:46.451957] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:46.717069] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:46.988756] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:47.253023] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:47.518794] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:47.786164] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:48.055695] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:20:48.322757] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:48.619919] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:20:48.620132] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:20:48.620194] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19998 tests [2025-11-21T03:20:48.620546] [INFO ] [CONFIGURE ] AEO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:20:48.620753] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T03:20:48.897671] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:49.169422] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:49.445456] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:49.720601] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:49.999143] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:50.274883] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:50.551394] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:50.833795] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:20:51.107357] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:51.396743] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:20:51.396953] [INFO ] [CONFIGURE ] AEO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:20:51.397013] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19997 tests [2025-11-21T03:20:51.397060] [INFO ] [CONFIGURE ] AEO: Testing feature 20/29: add_price_rejection [2025-11-21T03:20:51.397103] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T03:20:51.732136] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:52.049004] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:52.363361] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:52.695829] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:53.031105] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:20:53.362513] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:53.700381] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:54.052160] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:20:54.371689] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:54.687485] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:20:54.687761] [INFO ] [CONFIGURE ] AEO: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:20:54.687826] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19996 tests [2025-11-21T03:20:54.687881] [INFO ] [CONFIGURE ] AEO: Testing feature 21/29: add_range_position [2025-11-21T03:20:54.687936] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T03:20:55.003058] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:55.305331] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:20:55.621132] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:55.938583] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:20:56.251390] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:20:56.559905] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:20:56.883743] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:20:57.218123] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:20:57.573036] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:20:57.931702] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:20:57.932010] [INFO ] [CONFIGURE ] AEO: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:20:57.932089] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19995 tests [2025-11-21T03:20:57.932144] [INFO ] [CONFIGURE ] AEO: Testing feature 22/29: add_realized_volatility [2025-11-21T03:20:57.932205] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T03:20:58.372203] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:20:58.811131] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:20:59.214464] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:20:59.600023] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:21:00.006039] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:00.435179] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:21:00.853449] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:21:01.975980] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:21:02.365880] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:21:02.751452] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:02.751682] [INFO ] [CONFIGURE ] AEO: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T03:21:02.751743] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19994 tests [2025-11-21T03:21:02.751787] [INFO ] [CONFIGURE ] AEO: Testing feature 23/29: add_recent_range_context [2025-11-21T03:21:02.751828] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T03:21:03.019829] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:21:03.348356] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:21:03.757096] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:04.073153] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:21:04.355692] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:04.630570] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:21:04.906987] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:21:05.182016] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:21:05.462593] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:21:05.744776] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:21:05.744992] [INFO ] [CONFIGURE ] AEO: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:21:05.745050] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19993 tests [2025-11-21T03:21:05.745101] [INFO ] [CONFIGURE ] AEO: Testing feature 24/29: add_rsi [2025-11-21T03:21:05.745145] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T03:21:06.037951] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:21:06.343529] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:21:06.642567] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:06.954598] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:21:07.258346] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:07.553183] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:21:07.833764] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:21:08.115636] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:08.396267] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:08.671986] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:08.672192] [INFO ] [CONFIGURE ] AEO: KEPT add_rsi (score: 90.00%) [2025-11-21T03:21:08.672299] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19992 tests [2025-11-21T03:21:08.672349] [INFO ] [CONFIGURE ] AEO: Testing feature 25/29: add_tick_distribution [2025-11-21T03:21:08.672393] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T03:21:08.956145] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:21:09.244477] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:09.541088] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:09.839614] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:21:10.150901] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:10.441421] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:21:10.724877] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:21:11.002682] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:21:11.283118] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:21:11.570602] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:11.570886] [INFO ] [CONFIGURE ] AEO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:21:11.570946] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19991 tests [2025-11-21T03:21:11.570988] [INFO ] [CONFIGURE ] AEO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:21:11.571034] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T03:21:11.896127] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:21:12.181349] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:12.465076] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:12.744298] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:21:13.031484] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:13.313595] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:21:13.596738] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:21:13.888909] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:14.203041] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:14.501748] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:14.501949] [INFO ] [CONFIGURE ] AEO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T03:21:14.502006] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19990 tests [2025-11-21T03:21:14.502053] [INFO ] [CONFIGURE ] AEO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:21:14.502096] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T03:21:14.804725] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:21:15.121234] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:21:15.432384] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:15.753242] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:21:16.063982] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:16.394201] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:21:16.702316] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:21:17.013583] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:17.328840] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:21:17.641941] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:17.643158] [INFO ] [CONFIGURE ] AEO: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T03:21:17.643278] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19989 tests [2025-11-21T03:21:17.643353] [INFO ] [CONFIGURE ] AEO: Testing feature 28/29: add_volume_profile [2025-11-21T03:21:17.643416] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T03:21:17.928939] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:21:18.211766] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:18.493909] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:18.779029] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:21:19.072467] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:19.344313] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:21:19.616445] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:21:19.903514] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:20.214127] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:21:20.516783] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:20.517005] [INFO ] [CONFIGURE ] AEO: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T03:21:20.517064] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19988 tests [2025-11-21T03:21:20.517113] [INFO ] [CONFIGURE ] AEO: Testing feature 29/29: add_vwap [2025-11-21T03:21:20.517161] [INFO ] [CONFIGURE ] AEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T03:21:20.844575] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:21:21.144859] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:21:21.453621] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:21.765038] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:21:22.056365] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:22.343791] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:21:22.629791] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:21:22.920764] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:23.206344] [DEBUG] [FORECASTER] AEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:23.516959] [DEBUG] [FORECASTER] AEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:21:23.517210] [INFO ] [CONFIGURE ] AEO: DISCARDED add_vwap (score: 70.00%) [2025-11-21T03:21:23.517270] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19987 tests [2025-11-21T03:21:23.517317] [INFO ] [CONFIGURE ] AEO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:21:23.517385] [INFO ] [CONFIGURE ] AEO: Best accuracy: 90.00% [2025-11-21T03:21:23.517430] [INFO ] [CONFIGURE ] AEO: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T03:21:23.517472] [INFO ] [CONFIGURE ] AEO: Improvement over baseline: 50.00% [2025-11-21T03:21:23.517514] [INFO ] [CONFIGURE ] AEO: Total time: 1.5 minutes [2025-11-21T03:21:23.517559] [INFO ] [CONFIGURE ] AEO: Average time per feature: 3.1 seconds [2025-11-21T03:21:23.517604] [INFO ] [CONFIGURE ] AEO: Average speed: 0.32 features/sec [2025-11-21T03:21:23.518131] [INFO ] [LOCAL ] Saved configuration for AEO: 3 features, 90.00% accuracy -> ./output/feature-sets/AEO.json [2025-11-21T03:21:23.518191] [INFO ] [CONFIGURE ] AEO: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T03:21:23.518237] [INFO ] [sig ] [34/723] Successfully configured AEO | 0.01 sym/s | Total: 47.6m | ETA: 16.1h [2025-11-21T03:21:23.518281] [INFO ] [sig ] [35/723] Configuring AER... [2025-11-21T03:21:23.518320] [INFO ] [CONFIGURE ] AER: Configurate test run. [2025-11-21T03:21:23.518358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'. [2025-11-21T03:21:23.626792] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AER'. [2025-11-21T03:21:23.627227] [INFO ] [CONFIGURE ] AER: Testing with 29 available features [2025-11-21T03:21:23.627293] [INFO ] [CONFIGURE ] AER: Establishing baseline with no features... [2025-11-21T03:21:23.823018] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:24.034183] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:24.231737] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:24.433418] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:24.632795] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:24.829438] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:21:25.031053] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:25.230538] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:25.425084] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:25.622984] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:21:25.623186] [INFO ] [CONFIGURE ] AER: Baseline score (no features): 20.00% [2025-11-21T03:21:25.623234] [INFO ] [CONFIGURE ] AER: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:21:25.623271] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:21:25.870558] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:26.096113] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:26.321628] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:26.550004] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:26.780003] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:27.015298] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:21:27.245456] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:27.478682] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:21:27.707499] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:27.939743] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:27.940117] [INFO ] [CONFIGURE ] AER: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T03:21:27.940237] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19986 tests [2025-11-21T03:21:27.940345] [INFO ] [CONFIGURE ] AER: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:21:27.940449] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:21:28.180432] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:28.395437] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:28.610816] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:28.826447] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:29.047601] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:29.274697] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:21:29.492053] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:29.715200] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:29.933414] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:30.193379] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:30.193581] [INFO ] [CONFIGURE ] AER: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T03:21:30.193631] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19985 tests [2025-11-21T03:21:30.193710] [INFO ] [CONFIGURE ] AER: Testing feature 3/29: add_daily_returns [2025-11-21T03:21:30.193781] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:21:30.456235] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:30.733888] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:31.015711] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:31.281373] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:31.536412] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:31.813950] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:21:32.076251] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:32.343400] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:32.603794] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:32.861866] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:32.862060] [INFO ] [CONFIGURE ] AER: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:21:32.862109] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19984 tests [2025-11-21T03:21:32.862145] [INFO ] [CONFIGURE ] AER: Testing feature 4/29: add_ema [2025-11-21T03:21:32.862181] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T03:21:33.161242] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:33.457059] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:33.772444] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:34.079097] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:34.383163] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:34.685538] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:21:34.991775] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:35.299367] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:21:35.601453] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:35.913294] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:35.913530] [INFO ] [CONFIGURE ] AER: DISCARDED add_ema (score: 30.00%) [2025-11-21T03:21:35.913591] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19983 tests [2025-11-21T03:21:35.913632] [INFO ] [CONFIGURE ] AER: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:21:35.913704] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:21:36.200835] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:36.494619] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:21:36.771331] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:37.061306] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:37.365302] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:37.644192] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:21:37.924138] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:38.205044] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:21:38.490974] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:38.782252] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:38.782455] [INFO ] [CONFIGURE ] AER: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T03:21:38.782512] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19982 tests [2025-11-21T03:21:38.782560] [INFO ] [CONFIGURE ] AER: Testing feature 6/29: add_failed_moves [2025-11-21T03:21:38.782603] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T03:21:39.019269] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:39.254804] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:39.507605] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:39.755137] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:40.011838] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:40.267484] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:21:40.517252] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:40.774148] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:41.039058] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:41.298688] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:41.298960] [INFO ] [CONFIGURE ] AER: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T03:21:41.299023] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19981 tests [2025-11-21T03:21:41.299107] [INFO ] [CONFIGURE ] AER: Testing feature 7/29: add_lag_shelf [2025-11-21T03:21:41.299192] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T03:21:41.538701] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:41.780902] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:42.029120] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:42.281199] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:42.527787] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:42.773558] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:21:43.036178] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:43.289046] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:43.538450] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:43.790080] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:43.790283] [INFO ] [CONFIGURE ] AER: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T03:21:43.790335] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19980 tests [2025-11-21T03:21:43.790376] [INFO ] [CONFIGURE ] AER: Testing feature 8/29: add_macd [2025-11-21T03:21:43.790415] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T03:21:44.152931] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:44.516421] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:44.878066] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:21:45.252185] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:45.613024] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:45.976074] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:21:46.347786] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:46.734792] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:47.103320] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:47.476955] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:47.477224] [INFO ] [CONFIGURE ] AER: KEPT add_macd (score: 50.00%) [2025-11-21T03:21:47.477288] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19979 tests [2025-11-21T03:21:47.477353] [INFO ] [CONFIGURE ] AER: Testing feature 9/29: add_mfi [2025-11-21T03:21:47.477396] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T03:21:47.845013] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:48.181977] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:48.565988] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:21:48.947044] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:49.299964] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:49.675437] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:21:50.063829] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:50.447766] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:50.830539] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:51.217588] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:51.217938] [INFO ] [CONFIGURE ] AER: DISCARDED add_mfi (score: 50.00%) [2025-11-21T03:21:51.218008] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19978 tests [2025-11-21T03:21:51.218064] [INFO ] [CONFIGURE ] AER: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:21:51.218123] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:21:51.687143] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:52.160461] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:21:52.633490] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:21:53.106861] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:21:53.549370] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:21:54.019237] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:21:54.496878] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:54.959399] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:55.411603] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:55.891343] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:55.891706] [INFO ] [CONFIGURE ] AER: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:21:55.891794] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19977 tests [2025-11-21T03:21:55.891875] [INFO ] [CONFIGURE ] AER: Testing feature 11/29: add_obv_daily [2025-11-21T03:21:55.891943] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T03:21:56.383894] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:21:56.772709] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:21:57.094886] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:21:57.441628] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:21:57.795194] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:21:58.133252] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:21:58.515350] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:21:58.902291] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:21:59.282257] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:21:59.643228] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:21:59.643436] [INFO ] [CONFIGURE ] AER: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T03:21:59.643494] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19976 tests [2025-11-21T03:21:59.643542] [INFO ] [CONFIGURE ] AER: Testing feature 12/29: add_obv_interval [2025-11-21T03:21:59.643588] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T03:21:59.978604] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:00.329798] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:00.672449] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:01.802928] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:22:02.217263] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:02.567837] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:02.922494] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:03.269915] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:03.614788] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:03.977691] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:03.977958] [INFO ] [CONFIGURE ] AER: KEPT add_obv_interval (score: 60.00%) [2025-11-21T03:22:03.978020] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19975 tests [2025-11-21T03:22:03.978068] [INFO ] [CONFIGURE ] AER: Testing feature 13/29: add_opening_strength [2025-11-21T03:22:03.978105] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:22:04.374056] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:04.768662] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:05.179833] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:05.566251] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:05.976251] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:22:06.400286] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:06.798943] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:07.204873] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:07.611460] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:08.017425] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:08.017679] [INFO ] [CONFIGURE ] AER: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T03:22:08.017741] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19974 tests [2025-11-21T03:22:08.017788] [INFO ] [CONFIGURE ] AER: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:22:08.017832] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T03:22:08.379741] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:08.722842] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:09.075621] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:09.458385] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:09.826288] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:10.210334] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:10.583910] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:10.959843] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:11.341145] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:11.722422] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:11.722701] [INFO ] [CONFIGURE ] AER: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:22:11.722779] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19973 tests [2025-11-21T03:22:11.722837] [INFO ] [CONFIGURE ] AER: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:22:11.722886] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T03:22:12.098354] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:12.471146] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:12.839135] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:13.221052] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:22:13.570741] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:13.931203] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:14.307239] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:14.677812] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:15.050220] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:15.405529] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:15.405746] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:22:15.405804] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19972 tests [2025-11-21T03:22:15.405855] [INFO ] [CONFIGURE ] AER: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:22:15.405891] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T03:22:15.766107] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:16.124760] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:16.482398] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:16.854832] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:22:17.235523] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:17.637634] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:18.019760] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:18.406763] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:18.777232] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:19.156056] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:19.156310] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:22:19.156370] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19971 tests [2025-11-21T03:22:19.156418] [INFO ] [CONFIGURE ] AER: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:22:19.156462] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T03:22:19.531892] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:19.905661] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:20.258107] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:22:20.610372] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:20.959921] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:21.310741] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:21.656618] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:22.010397] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:22.361195] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:22.718776] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:22.719032] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:22:22.719097] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.8s/test | Remaining: 19970 tests [2025-11-21T03:22:22.719148] [INFO ] [CONFIGURE ] AER: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:22:22.719193] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T03:22:23.077554] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:23.439827] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:23.808592] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:24.203435] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:24.578763] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:24.933107] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:25.304062] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:25.669216] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:22:26.038054] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:26.404475] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:26.404705] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T03:22:26.404766] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19969 tests [2025-11-21T03:22:26.404815] [INFO ] [CONFIGURE ] AER: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:22:26.404857] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T03:22:26.761905] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:27.132971] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:27.485913] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:27.856437] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:22:28.215630] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:28.581990] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:28.959051] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:29.352339] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:29.739718] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:30.120252] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:30.120455] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:22:30.120514] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19968 tests [2025-11-21T03:22:30.120561] [INFO ] [CONFIGURE ] AER: Testing feature 20/29: add_price_rejection [2025-11-21T03:22:30.120605] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T03:22:30.479478] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:30.860061] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:31.244839] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:31.610547] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:31.993172] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:32.365170] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:22:32.740127] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:33.101094] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:33.450213] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:33.819855] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:33.820099] [INFO ] [CONFIGURE ] AER: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:22:33.820162] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19967 tests [2025-11-21T03:22:33.820209] [INFO ] [CONFIGURE ] AER: Testing feature 21/29: add_range_position [2025-11-21T03:22:33.820253] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_range_position'] [2025-11-21T03:22:34.205958] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:34.591213] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:34.962768] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:35.323568] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:22:35.685986] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:36.060540] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:36.426144] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:36.796137] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:37.161256] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:37.536062] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:37.536279] [INFO ] [CONFIGURE ] AER: DISCARDED add_range_position (score: 60.00%) [2025-11-21T03:22:37.536335] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19966 tests [2025-11-21T03:22:37.536386] [INFO ] [CONFIGURE ] AER: Testing feature 22/29: add_realized_volatility [2025-11-21T03:22:37.536433] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T03:22:38.032332] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:38.539174] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:39.028224] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:22:39.518350] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:40.060855] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:22:40.589742] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:41.108913] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:41.610293] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:42.094456] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:42.589329] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:42.589626] [INFO ] [CONFIGURE ] AER: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T03:22:42.589718] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19965 tests [2025-11-21T03:22:42.589772] [INFO ] [CONFIGURE ] AER: Testing feature 23/29: add_recent_range_context [2025-11-21T03:22:42.589822] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T03:22:43.007265] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:43.385775] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:43.827117] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:44.234298] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:22:44.604094] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:44.967853] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:45.336237] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:45.731234] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:46.095168] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:46.457884] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:46.458114] [INFO ] [CONFIGURE ] AER: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:22:46.458177] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19964 tests [2025-11-21T03:22:46.458226] [INFO ] [CONFIGURE ] AER: Testing feature 24/29: add_rsi [2025-11-21T03:22:46.458276] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T03:22:46.858871] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:47.270857] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:47.717272] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:48.166037] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:48.617591] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:49.060879] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:49.508224] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:49.961206] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:50.417994] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:50.878051] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:50.878523] [INFO ] [CONFIGURE ] AER: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:22:50.878602] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19963 tests [2025-11-21T03:22:50.878686] [INFO ] [CONFIGURE ] AER: Testing feature 25/29: add_tick_distribution [2025-11-21T03:22:50.878738] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T03:22:51.297357] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:51.724221] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:52.101412] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:22:52.457436] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:52.808895] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:53.150307] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:22:53.493614] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:53.854333] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:22:54.217760] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:54.584454] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:54.584660] [INFO ] [CONFIGURE ] AER: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T03:22:54.584717] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19962 tests [2025-11-21T03:22:54.584765] [INFO ] [CONFIGURE ] AER: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:22:54.584809] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T03:22:54.904605] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:55.234464] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:22:55.574195] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:22:55.898715] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:56.225251] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:22:56.546849] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:22:56.865602] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:22:57.194486] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:22:57.533327] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:22:57.877723] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:22:57.877933] [INFO ] [CONFIGURE ] AER: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T03:22:57.877991] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19961 tests [2025-11-21T03:22:57.878039] [INFO ] [CONFIGURE ] AER: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:22:57.878082] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T03:22:58.248321] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:22:58.624318] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:22:59.020960] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:22:59.410354] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:22:59.803774] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:23:00.203362] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:23:00.608288] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:23:01.001781] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:23:02.188705] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:02.612702] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:02.612952] [INFO ] [CONFIGURE ] AER: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T03:23:02.613013] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19960 tests [2025-11-21T03:23:02.613067] [INFO ] [CONFIGURE ] AER: Testing feature 28/29: add_volume_profile [2025-11-21T03:23:02.613115] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T03:23:03.042772] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:23:03.453766] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:23:03.867391] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:23:04.276507] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:23:04.656885] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:23:05.059483] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:23:05.435563] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:23:05.850324] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:23:06.270038] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:06.658594] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:06.658802] [INFO ] [CONFIGURE ] AER: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:23:06.658863] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19959 tests [2025-11-21T03:23:06.658914] [INFO ] [CONFIGURE ] AER: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:23:06.658957] [INFO ] [CONFIGURE ] AER: Best accuracy: 70.00% [2025-11-21T03:23:06.659000] [INFO ] [CONFIGURE ] AER: Best feature set (5 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T03:23:06.659035] [INFO ] [CONFIGURE ] AER: Improvement over baseline: 50.00% [2025-11-21T03:23:06.659074] [INFO ] [CONFIGURE ] AER: Total time: 1.7 minutes [2025-11-21T03:23:06.659112] [INFO ] [CONFIGURE ] AER: Average time per feature: 3.6 seconds [2025-11-21T03:23:06.659150] [INFO ] [CONFIGURE ] AER: Average speed: 0.29 features/sec [2025-11-21T03:23:06.659469] [INFO ] [LOCAL ] Saved configuration for AER: 5 features, 70.00% accuracy -> ./output/feature-sets/AER.json [2025-11-21T03:23:06.659525] [INFO ] [CONFIGURE ] AER: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-11-21T03:23:06.659573] [INFO ] [sig ] [35/723] Successfully configured AER | 0.01 sym/s | Total: 49.4m | ETA: 16.2h [2025-11-21T03:23:06.659617] [INFO ] [sig ] [36/723] Configuring AES... [2025-11-21T03:23:06.659686] [INFO ] [CONFIGURE ] AES: Configurate test run. [2025-11-21T03:23:06.659734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-11-21T03:23:06.764061] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AES'. [2025-11-21T03:23:06.764381] [INFO ] [CONFIGURE ] AES: Testing with 29 available features [2025-11-21T03:23:06.764446] [INFO ] [CONFIGURE ] AES: Establishing baseline with no features... [2025-11-21T03:23:06.921093] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:23:07.074398] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:07.246136] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:07.412970] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:07.592176] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:07.784216] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:23:07.976475] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:23:08.171916] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:08.368019] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:08.562720] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:23:08.562917] [INFO ] [CONFIGURE ] AES: Baseline score (no features): 40.00% [2025-11-21T03:23:08.562981] [INFO ] [CONFIGURE ] AES: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:23:08.563029] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:23:08.794230] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:09.029758] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:09.277226] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:23:09.509875] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:09.773530] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:10.033184] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:10.277254] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:23:10.552034] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:10.801888] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:11.050899] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:23:11.051344] [INFO ] [CONFIGURE ] AES: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T03:23:11.051459] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19958 tests [2025-11-21T03:23:11.051560] [INFO ] [CONFIGURE ] AES: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:23:11.051693] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:23:11.340271] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:11.636287] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:11.925280] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:12.198809] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:12.472727] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:23:12.757542] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:23:13.049750] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:23:13.343616] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:13.625408] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:13.936160] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:13.936957] [INFO ] [CONFIGURE ] AES: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T03:23:13.937029] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19957 tests [2025-11-21T03:23:13.937092] [INFO ] [CONFIGURE ] AES: Testing feature 3/29: add_daily_returns [2025-11-21T03:23:13.937141] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:23:14.252294] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:14.549696] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:14.845057] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:15.158110] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:15.476627] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:15.801104] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:16.124767] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:16.460013] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:16.787105] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:17.098835] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:17.099132] [INFO ] [CONFIGURE ] AES: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T03:23:17.099204] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19956 tests [2025-11-21T03:23:17.099257] [INFO ] [CONFIGURE ] AES: Testing feature 4/29: add_ema [2025-11-21T03:23:17.099304] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:23:17.474272] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:17.851246] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:18.193107] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:18.546346] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:18.901536] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:19.261660] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:23:19.616270] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:19.981666] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:20.343272] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:20.696759] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:23:20.697025] [INFO ] [CONFIGURE ] AES: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:23:20.697084] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19955 tests [2025-11-21T03:23:20.697130] [INFO ] [CONFIGURE ] AES: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:23:20.697172] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:23:21.034336] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:21.383222] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:21.721938] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:23:22.073272] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:22.419989] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:22.772040] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:23.116015] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:23.497159] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:23.870449] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:24.214958] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:24.215190] [INFO ] [CONFIGURE ] AES: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T03:23:24.215254] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19954 tests [2025-11-21T03:23:24.215306] [INFO ] [CONFIGURE ] AES: Testing feature 6/29: add_failed_moves [2025-11-21T03:23:24.215353] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T03:23:24.482391] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:24.732099] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:25.005581] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:25.259971] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:25.515958] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:23:25.767834] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:23:26.016973] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:23:26.282940] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:26.569553] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:26.847620] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:26.847827] [INFO ] [CONFIGURE ] AES: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:23:26.847887] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19953 tests [2025-11-21T03:23:26.847934] [INFO ] [CONFIGURE ] AES: Testing feature 7/29: add_lag_shelf [2025-11-21T03:23:26.847979] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T03:23:27.106082] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:27.358985] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:27.619901] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:27.877445] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:28.137453] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:28.398603] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:28.654786] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:28.918781] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:29.181909] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:29.444855] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:23:29.445025] [INFO ] [CONFIGURE ] AES: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:23:29.445089] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19952 tests [2025-11-21T03:23:29.445135] [INFO ] [CONFIGURE ] AES: Testing feature 8/29: add_macd [2025-11-21T03:23:29.445177] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T03:23:29.796242] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:30.138802] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:30.489231] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:23:30.855708] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:31.205662] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:31.553727] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:31.925874] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:23:32.286425] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:23:32.657034] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:33.025289] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:33.025484] [INFO ] [CONFIGURE ] AES: DISCARDED add_macd (score: 70.00%) [2025-11-21T03:23:33.025543] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19951 tests [2025-11-21T03:23:33.025593] [INFO ] [CONFIGURE ] AES: Testing feature 9/29: add_mfi [2025-11-21T03:23:33.025639] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T03:23:33.292333] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:33.564363] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:33.884391] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:34.193063] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:34.483709] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:23:34.778357] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:23:35.056308] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:35.335314] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:35.608515] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:35.885441] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:35.885638] [INFO ] [CONFIGURE ] AES: KEPT add_mfi (score: 80.00%) [2025-11-21T03:23:35.885719] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19950 tests [2025-11-21T03:23:35.885768] [INFO ] [CONFIGURE ] AES: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:23:35.885806] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:23:36.261779] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:36.647397] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:37.023828] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:23:37.399298] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:37.773042] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:38.160844] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:23:38.553310] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:38.931934] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:39.330150] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:39.706883] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:39.707111] [INFO ] [CONFIGURE ] AES: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T03:23:39.707171] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19949 tests [2025-11-21T03:23:39.707335] [INFO ] [CONFIGURE ] AES: Testing feature 11/29: add_obv_daily [2025-11-21T03:23:39.707386] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_obv_daily'] [2025-11-21T03:23:40.002732] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:40.308940] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:40.596598] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:40.893260] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:41.182112] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:41.470924] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:41.762908] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:42.078969] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:42.392412] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:42.691824] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:42.692022] [INFO ] [CONFIGURE ] AES: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:23:42.692082] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19948 tests [2025-11-21T03:23:42.692132] [INFO ] [CONFIGURE ] AES: Testing feature 12/29: add_obv_interval [2025-11-21T03:23:42.692178] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_obv_interval'] [2025-11-21T03:23:42.981856] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:43.276557] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:43.594197] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:43.912116] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:44.240834] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:44.565065] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:23:44.886973] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:45.212034] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:45.529874] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:45.861147] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:45.861357] [INFO ] [CONFIGURE ] AES: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:23:45.861439] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19947 tests [2025-11-21T03:23:45.861501] [INFO ] [CONFIGURE ] AES: Testing feature 13/29: add_opening_strength [2025-11-21T03:23:45.861550] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:23:46.190912] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:46.522457] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:46.872245] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:47.207992] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:47.555174] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:47.899490] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:48.238730] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:48.581191] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:48.936241] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:49.288818] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:23:49.289073] [INFO ] [CONFIGURE ] AES: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:23:49.289138] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19946 tests [2025-11-21T03:23:49.289200] [INFO ] [CONFIGURE ] AES: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:23:49.289248] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T03:23:49.639701] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:49.991448] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:50.341722] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:23:50.692021] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:51.047998] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:23:51.381461] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:51.726839] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:52.089973] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:52.504322] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:52.898036] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:52.898449] [INFO ] [CONFIGURE ] AES: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T03:23:52.898508] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19945 tests [2025-11-21T03:23:52.898555] [INFO ] [CONFIGURE ] AES: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:23:52.898599] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T03:23:53.220457] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:53.514244] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:53.807375] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:23:54.112484] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:54.421114] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:23:54.714264] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:55.026070] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:23:55.328085] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:55.629752] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:55.940882] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:55.941080] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:23:55.941140] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19944 tests [2025-11-21T03:23:55.941283] [INFO ] [CONFIGURE ] AES: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:23:55.941331] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T03:23:56.257013] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:56.594905] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:23:56.926474] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:23:57.263974] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:23:57.616370] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:23:57.936563] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:23:58.260552] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:23:58.587175] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:23:58.938945] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:23:59.296009] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:23:59.296309] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T03:23:59.296400] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19943 tests [2025-11-21T03:23:59.296464] [INFO ] [CONFIGURE ] AES: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:23:59.296578] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T03:23:59.635400] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:23:59.986185] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:01.052044] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:24:01.501690] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:01.857396] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:02.212167] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:02.555636] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:02.896514] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:03.230392] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:03.576134] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:03.576387] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:24:03.576452] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19942 tests [2025-11-21T03:24:03.576514] [INFO ] [CONFIGURE ] AES: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:24:03.576573] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T03:24:03.874762] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:04.197993] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:04.505430] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:24:04.800711] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:05.103005] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:05.413848] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:05.724254] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:06.031760] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:06.340980] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:06.647606] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:06.647900] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:24:06.647966] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19941 tests [2025-11-21T03:24:06.648019] [INFO ] [CONFIGURE ] AES: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:24:06.648067] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T03:24:06.981106] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:07.299105] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:07.611888] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:24:07.933086] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:08.244894] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:08.552763] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:08.872902] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:24:09.201814] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:09.522297] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:09.829545] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:09.829804] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:24:09.829865] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19940 tests [2025-11-21T03:24:09.829914] [INFO ] [CONFIGURE ] AES: Testing feature 20/29: add_price_rejection [2025-11-21T03:24:09.829958] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_price_rejection'] [2025-11-21T03:24:10.145173] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:10.464787] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:10.779205] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:24:11.098021] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:11.432757] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:11.767348] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:24:12.097195] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:12.423153] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:12.757585] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:24:13.082716] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:24:13.082942] [INFO ] [CONFIGURE ] AES: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T03:24:13.083008] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19939 tests [2025-11-21T03:24:13.083059] [INFO ] [CONFIGURE ] AES: Testing feature 21/29: add_range_position [2025-11-21T03:24:13.083105] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_range_position'] [2025-11-21T03:24:13.435399] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:13.785984] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:14.134496] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:24:14.493081] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:14.836320] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:15.180207] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:24:15.521933] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:15.875725] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:16.218119] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:16.562979] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:24:16.563172] [INFO ] [CONFIGURE ] AES: DISCARDED add_range_position (score: 70.00%) [2025-11-21T03:24:16.563230] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19938 tests [2025-11-21T03:24:16.563279] [INFO ] [CONFIGURE ] AES: Testing feature 22/29: add_realized_volatility [2025-11-21T03:24:16.563323] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_realized_volatility'] [2025-11-21T03:24:16.993795] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:17.427448] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:17.855594] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:24:18.296077] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:18.723026] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:19.159859] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:19.589748] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:20.028964] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:20.468729] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:24:20.922773] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:24:20.923048] [INFO ] [CONFIGURE ] AES: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:24:20.923147] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19937 tests [2025-11-21T03:24:20.923199] [INFO ] [CONFIGURE ] AES: Testing feature 23/29: add_recent_range_context [2025-11-21T03:24:20.923264] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_recent_range_context'] [2025-11-21T03:24:21.242762] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:21.557227] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:21.873638] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:24:22.191004] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:22.495196] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:22.805125] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:23.141695] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:23.476255] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:23.816436] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:24.138701] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:24.138961] [INFO ] [CONFIGURE ] AES: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:24:24.139024] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19936 tests [2025-11-21T03:24:24.139071] [INFO ] [CONFIGURE ] AES: Testing feature 24/29: add_rsi [2025-11-21T03:24:24.139115] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T03:24:24.524166] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:24.886990] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:25.243382] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:24:25.604843] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:25.965321] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:26.341632] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:26.723741] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:27.107828] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:27.479556] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:27.847263] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:27.847471] [INFO ] [CONFIGURE ] AES: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:24:27.847526] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19935 tests [2025-11-21T03:24:27.847572] [INFO ] [CONFIGURE ] AES: Testing feature 25/29: add_tick_distribution [2025-11-21T03:24:27.847615] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_tick_distribution'] [2025-11-21T03:24:28.154666] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:24:28.467929] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:28.787558] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:24:29.113547] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:29.447836] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:29.765934] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:24:30.095327] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:30.414731] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:30.727583] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:31.040842] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:31.041058] [INFO ] [CONFIGURE ] AES: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T03:24:31.041109] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19934 tests [2025-11-21T03:24:31.042326] [INFO ] [CONFIGURE ] AES: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:24:31.042494] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T03:24:31.374130] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:31.687391] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:32.015307] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:24:32.326525] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:32.647194] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:32.965170] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:33.282417] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:24:33.604442] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:33.921859] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:34.249781] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:24:34.250043] [INFO ] [CONFIGURE ] AES: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:24:34.250193] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19933 tests [2025-11-21T03:24:34.250248] [INFO ] [CONFIGURE ] AES: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:24:34.250293] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T03:24:34.584486] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:34.925192] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:35.255469] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:24:35.548446] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:35.838276] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:36.130188] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:36.426042] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:24:36.732313] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:37.054093] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:37.372230] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:24:37.372522] [INFO ] [CONFIGURE ] AES: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T03:24:37.372659] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19932 tests [2025-11-21T03:24:37.372719] [INFO ] [CONFIGURE ] AES: Testing feature 28/29: add_volume_profile [2025-11-21T03:24:37.372773] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_volume_profile'] [2025-11-21T03:24:37.688466] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:38.008947] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:38.324407] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:24:38.663000] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:38.992288] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:39.319611] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:39.618121] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:39.928216] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:40.289525] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:40.646930] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:24:40.647143] [INFO ] [CONFIGURE ] AES: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T03:24:40.647199] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19931 tests [2025-11-21T03:24:40.647268] [INFO ] [CONFIGURE ] AES: Testing feature 29/29: add_vwap [2025-11-21T03:24:40.647314] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_vwap'] [2025-11-21T03:24:40.950827] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:41.263903] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:24:41.555669] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:24:41.852764] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:24:42.163415] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:42.515713] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:24:42.859169] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:24:43.218794] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:24:43.572194] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:24:43.916291] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:24:43.916533] [INFO ] [CONFIGURE ] AES: DISCARDED add_vwap (score: 70.00%) [2025-11-21T03:24:43.916599] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19930 tests [2025-11-21T03:24:43.916696] [INFO ] [CONFIGURE ] AES: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:24:43.916780] [INFO ] [CONFIGURE ] AES: Best accuracy: 80.00% [2025-11-21T03:24:43.916829] [INFO ] [CONFIGURE ] AES: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T03:24:43.916883] [INFO ] [CONFIGURE ] AES: Improvement over baseline: 40.00% [2025-11-21T03:24:43.916925] [INFO ] [CONFIGURE ] AES: Total time: 1.6 minutes [2025-11-21T03:24:43.916967] [INFO ] [CONFIGURE ] AES: Average time per feature: 3.3 seconds [2025-11-21T03:24:43.917020] [INFO ] [CONFIGURE ] AES: Average speed: 0.30 features/sec [2025-11-21T03:24:43.917632] [INFO ] [LOCAL ] Saved configuration for AES: 3 features, 80.00% accuracy -> ./output/feature-sets/AES.json [2025-11-21T03:24:43.917744] [INFO ] [CONFIGURE ] AES: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T03:24:43.917802] [INFO ] [sig ] [36/723] Successfully configured AES | 0.01 sym/s | Total: 51.0m | ETA: 16.2h [2025-11-21T03:24:43.917865] [INFO ] [sig ] [37/723] Configuring AESI... [2025-11-21T03:24:43.917911] [INFO ] [CONFIGURE ] AESI: Configurate test run. [2025-11-21T03:24:43.917953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-11-21T03:24:44.026139] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AESI'. [2025-11-21T03:24:44.026911] [INFO ] [CONFIGURE ] AESI: Testing with 29 available features [2025-11-21T03:24:44.026984] [INFO ] [CONFIGURE ] AESI: Establishing baseline with no features... [2025-11-21T03:24:44.239192] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:44.444853] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:24:44.663979] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:24:44.882430] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:24:45.088247] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:45.293966] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:24:45.513996] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:24:45.711334] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:24:45.911852] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:24:46.125887] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:46.126295] [INFO ] [CONFIGURE ] AESI: Baseline score (no features): 30.00% [2025-11-21T03:24:46.126413] [INFO ] [CONFIGURE ] AESI: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:24:46.126515] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:24:46.373906] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:46.621364] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:24:46.872399] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:24:47.126884] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:24:47.377933] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:47.624680] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:24:47.876793] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:24:48.121445] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:24:48.368532] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:24:48.607530] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:48.607775] [INFO ] [CONFIGURE ] AESI: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T03:24:48.607873] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19929 tests [2025-11-21T03:24:48.607930] [INFO ] [CONFIGURE ] AESI: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:24:48.607982] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:24:48.849373] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:49.096958] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:24:49.345571] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:24:49.605542] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:24:49.848452] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:50.093409] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:24:50.344143] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:24:50.589635] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:24:50.848535] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:51.113071] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:51.113604] [INFO ] [CONFIGURE ] AESI: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T03:24:51.113735] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19928 tests [2025-11-21T03:24:51.113834] [INFO ] [CONFIGURE ] AESI: Testing feature 3/29: add_daily_returns [2025-11-21T03:24:51.113962] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:24:51.369522] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:51.631159] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:24:51.909664] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:24:52.164974] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:24:52.413906] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:24:52.668403] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:24:52.927117] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:24:53.215352] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:24:53.503889] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:53.785432] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:53.785685] [INFO ] [CONFIGURE ] AESI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:24:53.785783] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19927 tests [2025-11-21T03:24:53.785836] [INFO ] [CONFIGURE ] AESI: Testing feature 4/29: add_ema [2025-11-21T03:24:53.785883] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T03:24:54.112437] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:54.424050] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:24:54.746271] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:24:55.045993] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:24:55.358097] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:55.669561] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:24:55.976516] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:24:56.292309] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:24:56.607041] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:24:56.925033] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:24:56.925434] [INFO ] [CONFIGURE ] AESI: KEPT add_ema (score: 60.00%) [2025-11-21T03:24:56.925525] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19926 tests [2025-11-21T03:24:56.925595] [INFO ] [CONFIGURE ] AESI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:24:56.925664] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:24:57.284040] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:24:57.643780] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:24:58.009435] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:24:58.364805] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:24:58.711384] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:24:59.059560] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:24:59.394843] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:24:59.771537] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:00.127405] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:25:01.298994] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:01.299298] [INFO ] [CONFIGURE ] AESI: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T03:25:01.299523] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19925 tests [2025-11-21T03:25:01.299631] [INFO ] [CONFIGURE ] AESI: Testing feature 6/29: add_failed_moves [2025-11-21T03:25:01.299753] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T03:25:01.886851] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:02.267953] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:02.635413] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:03.005013] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:03.366125] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:03.730448] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:04.100041] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:25:04.477461] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:04.836831] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:25:05.201097] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:05.201330] [INFO ] [CONFIGURE ] AESI: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:25:05.201397] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19924 tests [2025-11-21T03:25:05.201443] [INFO ] [CONFIGURE ] AESI: Testing feature 7/29: add_lag_shelf [2025-11-21T03:25:05.201492] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T03:25:05.545327] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:05.894543] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:06.274207] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:06.632295] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:06.984943] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:07.339174] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:07.717198] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:08.063013] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:08.405978] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:08.766111] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:08.766351] [INFO ] [CONFIGURE ] AESI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:25:08.766411] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19923 tests [2025-11-21T03:25:08.766463] [INFO ] [CONFIGURE ] AESI: Testing feature 8/29: add_macd [2025-11-21T03:25:08.766512] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T03:25:09.146332] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:09.534240] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:09.922385] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:10.317921] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:10.722728] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:11.163123] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:11.552249] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:11.955622] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:12.347418] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:12.751348] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:12.751615] [INFO ] [CONFIGURE ] AESI: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:25:12.751715] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19922 tests [2025-11-21T03:25:12.751766] [INFO ] [CONFIGURE ] AESI: Testing feature 9/29: add_mfi [2025-11-21T03:25:12.751804] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T03:25:13.109750] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:13.460131] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:13.848910] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:14.222284] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:14.590372] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:14.953350] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:15.313837] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:25:15.689784] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:16.038163] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:25:16.391035] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:16.391296] [INFO ] [CONFIGURE ] AESI: DISCARDED add_mfi (score: 70.00%) [2025-11-21T03:25:16.391380] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19921 tests [2025-11-21T03:25:16.391429] [INFO ] [CONFIGURE ] AESI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:25:16.391473] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:25:16.826839] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:17.282501] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:25:17.719720] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:18.164745] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:25:18.609245] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:25:19.057350] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:19.510462] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:19.960141] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:20.413911] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:20.858752] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:20.859019] [INFO ] [CONFIGURE ] AESI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:25:20.859081] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19920 tests [2025-11-21T03:25:20.859131] [INFO ] [CONFIGURE ] AESI: Testing feature 11/29: add_obv_daily [2025-11-21T03:25:20.859178] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T03:25:21.227386] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:21.599361] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:25:21.999929] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:22.367706] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:25:22.748019] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:23.105120] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:23.449788] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:25:23.796608] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:24.156578] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:24.532263] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:24.532497] [INFO ] [CONFIGURE ] AESI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:25:24.532562] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19919 tests [2025-11-21T03:25:24.532616] [INFO ] [CONFIGURE ] AESI: Testing feature 12/29: add_obv_interval [2025-11-21T03:25:24.532687] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T03:25:24.897035] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:25.249470] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:25.597425] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:25:25.935327] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:26.275438] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:26.603297] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:26.946179] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:27.263958] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:27.585468] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:25:27.914329] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:27.914592] [INFO ] [CONFIGURE ] AESI: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:25:27.914671] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19918 tests [2025-11-21T03:25:27.914724] [INFO ] [CONFIGURE ] AESI: Testing feature 13/29: add_opening_strength [2025-11-21T03:25:27.914769] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:25:28.268045] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:28.636164] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:28.997898] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:25:29.378439] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:29.756579] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:30.124464] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:25:30.506297] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:25:30.873745] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:31.233941] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:25:31.603546] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:31.603807] [INFO ] [CONFIGURE ] AESI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T03:25:31.603870] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19917 tests [2025-11-21T03:25:31.603919] [INFO ] [CONFIGURE ] AESI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:25:31.603956] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T03:25:31.992398] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:32.377913] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:32.806704] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:33.246492] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:33.580281] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:25:33.922827] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:25:34.292331] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:25:34.656635] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:35.031996] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:35.383591] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:35.383825] [INFO ] [CONFIGURE ] AESI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T03:25:35.383885] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19916 tests [2025-11-21T03:25:35.383933] [INFO ] [CONFIGURE ] AESI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:25:35.383976] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T03:25:35.713361] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:36.037174] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:36.370146] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:36.692315] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:25:37.032083] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:37.361001] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:25:37.685130] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:25:38.015124] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:38.348360] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:38.683330] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:38.683550] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:25:38.683615] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19915 tests [2025-11-21T03:25:38.683686] [INFO ] [CONFIGURE ] AESI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:25:38.683733] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T03:25:39.034389] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:39.373433] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:39.721193] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:40.073674] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:40.428683] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:40.779114] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:41.148349] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:41.507764] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:41.871320] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:42.224017] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:42.224276] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:25:42.224356] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19914 tests [2025-11-21T03:25:42.224417] [INFO ] [CONFIGURE ] AESI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:25:42.224474] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T03:25:42.595803] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:42.982797] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:25:43.364827] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:43.752506] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:44.136908] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:44.518126] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:44.907050] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:45.290216] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:45.667478] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:25:46.003853] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:46.004089] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:25:46.004156] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19913 tests [2025-11-21T03:25:46.004206] [INFO ] [CONFIGURE ] AESI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:25:46.004254] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T03:25:46.328143] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:46.656831] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:47.029753] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:47.348599] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:47.661559] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:25:47.985186] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:48.308136] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:48.631374] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:48.981881] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:49.316448] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:49.316662] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T03:25:49.316741] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19912 tests [2025-11-21T03:25:49.316794] [INFO ] [CONFIGURE ] AESI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:25:49.316838] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T03:25:49.621668] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:49.925525] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:50.226436] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:50.528767] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:50.830389] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:51.139253] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:51.454526] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:25:51.784700] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:52.115515] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:25:52.442222] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:52.442489] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T03:25:52.442548] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19911 tests [2025-11-21T03:25:52.442597] [INFO ] [CONFIGURE ] AESI: Testing feature 20/29: add_price_rejection [2025-11-21T03:25:52.442639] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T03:25:52.792410] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:53.164291] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:25:53.553680] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:53.936853] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:54.313943] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:25:54.677923] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:25:55.042932] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:55.404039] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:55.772888] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:25:56.155957] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:25:56.156219] [INFO ] [CONFIGURE ] AESI: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:25:56.156314] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19910 tests [2025-11-21T03:25:56.156385] [INFO ] [CONFIGURE ] AESI: Testing feature 21/29: add_range_position [2025-11-21T03:25:56.156446] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T03:25:56.564509] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:25:56.981140] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:25:57.401991] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:25:57.823447] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:25:58.238502] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:25:58.630116] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:25:59.015558] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:25:59.395421] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:25:59.790439] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:00.200417] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:26:00.200751] [INFO ] [CONFIGURE ] AESI: DISCARDED add_range_position (score: 30.00%) [2025-11-21T03:26:00.200850] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19909 tests [2025-11-21T03:26:00.200916] [INFO ] [CONFIGURE ] AESI: Testing feature 22/29: add_realized_volatility [2025-11-21T03:26:00.200977] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T03:26:00.664168] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:01.926824] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:26:02.385618] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:26:02.855284] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:03.314977] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:26:03.777185] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:04.278886] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:04.783509] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:26:05.249243] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:05.731557] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:26:05.731853] [INFO ] [CONFIGURE ] AESI: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:26:05.731953] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19908 tests [2025-11-21T03:26:05.732018] [INFO ] [CONFIGURE ] AESI: Testing feature 23/29: add_recent_range_context [2025-11-21T03:26:05.732073] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T03:26:06.109144] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:06.485836] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:26:06.860898] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:26:07.230899] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:07.633857] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:26:08.032571] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:08.418905] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:26:08.818661] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:26:09.182073] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:09.554997] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:26:09.555263] [INFO ] [CONFIGURE ] AESI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:26:09.555328] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19907 tests [2025-11-21T03:26:09.555382] [INFO ] [CONFIGURE ] AESI: Testing feature 24/29: add_rsi [2025-11-21T03:26:09.555421] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi'] [2025-11-21T03:26:09.922189] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:10.300939] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:26:10.674437] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:26:11.043890] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:11.425391] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:26:11.817791] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:12.215613] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:26:12.582168] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:26:12.949546] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:13.321811] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:26:13.322121] [INFO ] [CONFIGURE ] AESI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:26:13.322192] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19906 tests [2025-11-21T03:26:13.322247] [INFO ] [CONFIGURE ] AESI: Testing feature 25/29: add_tick_distribution [2025-11-21T03:26:13.322300] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T03:26:13.683093] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:14.052235] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:26:14.425958] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:26:14.812545] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:15.176995] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:26:15.544173] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:15.903468] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:16.276310] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:26:16.641599] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:17.039491] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:26:17.039761] [INFO ] [CONFIGURE ] AESI: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T03:26:17.039827] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19905 tests [2025-11-21T03:26:17.039968] [INFO ] [CONFIGURE ] AESI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:26:17.040021] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T03:26:17.417587] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:17.798779] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:26:18.168578] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:26:18.534354] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:18.891332] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:26:19.258046] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:26:19.723907] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:20.093220] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:26:20.498757] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:20.841059] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:26:20.841275] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T03:26:20.841337] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19904 tests [2025-11-21T03:26:20.841389] [INFO ] [CONFIGURE ] AESI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:26:20.841437] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T03:26:21.173502] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:21.502395] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:26:21.838630] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:26:22.206213] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:22.602306] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:26:23.003513] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:23.417513] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:23.818145] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:24.221156] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:24.610190] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:26:24.610496] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T03:26:24.610563] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19903 tests [2025-11-21T03:26:24.610620] [INFO ] [CONFIGURE ] AESI: Testing feature 28/29: add_volume_profile [2025-11-21T03:26:24.610688] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T03:26:24.985506] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:25.353075] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:26:25.711996] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:26:26.083549] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:26.467046] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:26:26.854303] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:27.232710] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:26:27.620194] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:26:28.008954] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:28.393975] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:26:28.394210] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T03:26:28.394273] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19902 tests [2025-11-21T03:26:28.394326] [INFO ] [CONFIGURE ] AESI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:26:28.394370] [INFO ] [CONFIGURE ] AESI: Best accuracy: 70.00% [2025-11-21T03:26:28.394417] [INFO ] [CONFIGURE ] AESI: Best feature set (4 features): ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:26:28.394463] [INFO ] [CONFIGURE ] AESI: Improvement over baseline: 40.00% [2025-11-21T03:26:28.394506] [INFO ] [CONFIGURE ] AESI: Total time: 1.7 minutes [2025-11-21T03:26:28.394550] [INFO ] [CONFIGURE ] AESI: Average time per feature: 3.7 seconds [2025-11-21T03:26:28.394603] [INFO ] [CONFIGURE ] AESI: Average speed: 0.28 features/sec [2025-11-21T03:26:28.395374] [INFO ] [LOCAL ] Saved configuration for AESI: 4 features, 70.00% accuracy -> ./output/feature-sets/AESI.json [2025-11-21T03:26:28.395442] [INFO ] [CONFIGURE ] AESI: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T03:26:28.395494] [INFO ] [sig ] [37/723] Successfully configured AESI | 0.01 sym/s | Total: 52.7m | ETA: 16.3h [2025-11-21T03:26:28.395544] [INFO ] [sig ] [38/723] Configuring AFB... [2025-11-21T03:26:28.395587] [INFO ] [CONFIGURE ] AFB: Configurate test run. [2025-11-21T03:26:28.395628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-11-21T03:26:28.474370] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFB'. [2025-11-21T03:26:28.474990] [INFO ] [CONFIGURE ] AFB: Testing with 29 available features [2025-11-21T03:26:28.475110] [INFO ] [CONFIGURE ] AFB: Establishing baseline with no features... [2025-11-21T03:26:28.680612] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:28.879950] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:26:29.078361] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:29.280676] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:29.495994] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:26:29.709779] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:29.927541] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:30.141073] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:30.352363] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:30.562362] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:26:30.562571] [INFO ] [CONFIGURE ] AFB: Baseline score (no features): 60.00% [2025-11-21T03:26:30.562621] [INFO ] [CONFIGURE ] AFB: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:26:30.562683] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:26:30.820899] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:31.090761] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:26:31.334915] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:31.593196] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:31.839506] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:26:32.089821] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:26:32.333834] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:32.573318] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:32.819975] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:33.067020] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:26:33.067250] [INFO ] [CONFIGURE ] AFB: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T03:26:33.067301] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19901 tests [2025-11-21T03:26:33.067340] [INFO ] [CONFIGURE ] AFB: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:26:33.067379] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:26:33.315459] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:26:33.561617] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:26:33.812206] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:34.060938] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:34.317618] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:26:34.566150] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:34.832001] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:35.081438] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:35.329093] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:35.586969] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:26:35.587217] [INFO ] [CONFIGURE ] AFB: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:26:35.587269] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19900 tests [2025-11-21T03:26:35.587312] [INFO ] [CONFIGURE ] AFB: Testing feature 3/29: add_daily_returns [2025-11-21T03:26:35.587350] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_daily_returns'] [2025-11-21T03:26:35.806535] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:36.020247] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:26:36.233524] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:36.454297] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:36.674200] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:26:36.887751] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:37.106937] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:37.319540] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:37.519744] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:37.724251] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:26:37.724447] [INFO ] [CONFIGURE ] AFB: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T03:26:37.724494] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19899 tests [2025-11-21T03:26:37.724533] [INFO ] [CONFIGURE ] AFB: Testing feature 4/29: add_ema [2025-11-21T03:26:37.724568] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_ema'] [2025-11-21T03:26:37.955278] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:38.185204] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:26:38.411579] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:26:38.637077] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:38.861685] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:26:39.095630] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:39.327928] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:39.558971] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:39.797210] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:40.028124] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:26:40.028326] [INFO ] [CONFIGURE ] AFB: DISCARDED add_ema (score: 30.00%) [2025-11-21T03:26:40.028375] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19898 tests [2025-11-21T03:26:40.028414] [INFO ] [CONFIGURE ] AFB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:26:40.028448] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:26:40.261109] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:26:40.492940] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:26:40.755607] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:41.012886] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:41.257991] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:26:41.486199] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:41.721105] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:41.968030] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:42.200840] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:42.442100] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:26:42.442305] [INFO ] [CONFIGURE ] AFB: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T03:26:42.442361] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19897 tests [2025-11-21T03:26:42.442403] [INFO ] [CONFIGURE ] AFB: Testing feature 6/29: add_failed_moves [2025-11-21T03:26:42.442441] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_failed_moves'] [2025-11-21T03:26:42.634672] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:42.825930] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:26:43.017327] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:43.213084] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:43.406026] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:26:43.612324] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:43.822258] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:44.034006] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:44.248743] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:44.461848] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:26:44.462127] [INFO ] [CONFIGURE ] AFB: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:26:44.462191] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19896 tests [2025-11-21T03:26:44.462243] [INFO ] [CONFIGURE ] AFB: Testing feature 7/29: add_lag_shelf [2025-11-21T03:26:44.462291] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_lag_shelf'] [2025-11-21T03:26:44.664143] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:44.875863] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:26:45.072178] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:45.268707] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:45.470412] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:26:45.667757] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:45.868530] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:46.069576] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:46.270791] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:46.471202] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:26:46.471466] [INFO ] [CONFIGURE ] AFB: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T03:26:46.471520] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19895 tests [2025-11-21T03:26:46.471559] [INFO ] [CONFIGURE ] AFB: Testing feature 8/29: add_macd [2025-11-21T03:26:46.471598] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:26:46.778317] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:26:47.088752] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:26:47.399447] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:47.704637] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:48.014346] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:26:48.317679] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:48.622349] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:48.929424] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:26:49.234864] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:49.542549] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:26:49.542795] [INFO ] [CONFIGURE ] AFB: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:26:49.542859] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19894 tests [2025-11-21T03:26:49.542915] [INFO ] [CONFIGURE ] AFB: Testing feature 9/29: add_mfi [2025-11-21T03:26:49.542958] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_mfi'] [2025-11-21T03:26:49.758679] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:49.993349] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:26:50.217889] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:26:50.429784] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:50.647069] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:26:50.869937] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:51.083564] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:51.292881] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:51.502438] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:51.720236] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:26:51.720554] [INFO ] [CONFIGURE ] AFB: DISCARDED add_mfi (score: 30.00%) [2025-11-21T03:26:51.720622] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19893 tests [2025-11-21T03:26:51.720697] [INFO ] [CONFIGURE ] AFB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:26:51.720749] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:26:52.032999] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:26:52.331754] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:26:52.635663] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:52.922753] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:26:53.212611] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:26:53.517814] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:53.832727] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:54.137411] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:54.445981] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:54.763028] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:26:54.763288] [INFO ] [CONFIGURE ] AFB: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T03:26:54.763353] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19892 tests [2025-11-21T03:26:54.763406] [INFO ] [CONFIGURE ] AFB: Testing feature 11/29: add_obv_daily [2025-11-21T03:26:54.763455] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_obv_daily'] [2025-11-21T03:26:54.981061] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:55.199478] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:26:55.421059] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:55.614258] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:55.804891] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:26:55.998831] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:56.193219] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:56.390141] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:56.586405] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:26:56.782331] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:26:56.782517] [INFO ] [CONFIGURE ] AFB: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T03:26:56.782564] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19891 tests [2025-11-21T03:26:56.782602] [INFO ] [CONFIGURE ] AFB: Testing feature 12/29: add_obv_interval [2025-11-21T03:26:56.782638] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_obv_interval'] [2025-11-21T03:26:56.979422] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:26:57.167904] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:26:57.359504] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:57.563003] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:26:57.772588] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:26:57.974928] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:26:58.189414] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:26:58.384423] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:26:58.585801] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:26:58.801219] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:26:58.801452] [INFO ] [CONFIGURE ] AFB: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:26:58.801504] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19890 tests [2025-11-21T03:26:58.801555] [INFO ] [CONFIGURE ] AFB: Testing feature 13/29: add_opening_strength [2025-11-21T03:26:58.801595] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:26:59.031840] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:26:59.269206] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:26:59.532479] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:26:59.782915] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:00.025133] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:27:00.266042] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:00.588101] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:00.929164] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:01.736625] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:27:02.125011] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:27:02.125404] [INFO ] [CONFIGURE ] AFB: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:27:02.125520] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19889 tests [2025-11-21T03:27:02.125621] [INFO ] [CONFIGURE ] AFB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:27:02.125740] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T03:27:02.374979] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:27:02.602253] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:02.820482] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:03.048060] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:27:03.267540] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:03.486700] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:03.706969] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:03.927851] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:04.154001] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:04.382192] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:04.382427] [INFO ] [CONFIGURE ] AFB: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:27:04.382490] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19888 tests [2025-11-21T03:27:04.382541] [INFO ] [CONFIGURE ] AFB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:27:04.382589] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T03:27:04.572458] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:27:04.774632] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:05.000921] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:05.246001] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:05.469731] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:27:05.675840] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:05.880162] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:06.086310] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:06.288322] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:06.498702] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:06.498913] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:27:06.498994] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19887 tests [2025-11-21T03:27:06.499039] [INFO ] [CONFIGURE ] AFB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:27:06.499079] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T03:27:06.731588] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:06.970159] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:07.199631] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:07.424772] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:07.661990] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:27:07.891453] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:08.124193] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:08.348727] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:08.573018] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:08.812351] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:08.812582] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:27:08.812635] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19886 tests [2025-11-21T03:27:08.812728] [INFO ] [CONFIGURE ] AFB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:27:08.812783] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d'] [2025-11-21T03:27:09.044558] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:09.283553] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:09.509473] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:09.738121] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:09.967958] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:10.195778] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:10.424965] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:10.660518] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:10.885194] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:11.118997] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:11.120317] [INFO ] [CONFIGURE ] AFB: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-21T03:27:11.120441] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19885 tests [2025-11-21T03:27:11.120546] [INFO ] [CONFIGURE ] AFB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:27:11.120696] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T03:27:11.342917] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:11.570001] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:27:11.789158] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:12.024385] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:12.252909] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:12.478599] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:12.710941] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:12.940393] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:13.165197] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:13.394052] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:13.394307] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:27:13.394383] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19884 tests [2025-11-21T03:27:13.394438] [INFO ] [CONFIGURE ] AFB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:27:13.394488] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T03:27:13.630904] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:13.863407] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:27:14.095376] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:14.304549] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:14.529127] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:14.761216] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:14.978694] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:15.189783] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:15.413161] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:27:15.633216] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:15.633420] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:27:15.633467] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19883 tests [2025-11-21T03:27:15.633510] [INFO ] [CONFIGURE ] AFB: Testing feature 20/29: add_price_rejection [2025-11-21T03:27:15.633547] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T03:27:15.872558] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:16.116387] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:27:16.355759] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:16.613807] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:16.859814] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:17.132407] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:17.387145] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:17.642370] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:17.907637] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:18.170202] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:18.170437] [INFO ] [CONFIGURE ] AFB: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:27:18.170506] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19882 tests [2025-11-21T03:27:18.170615] [INFO ] [CONFIGURE ] AFB: Testing feature 21/29: add_range_position [2025-11-21T03:27:18.170697] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_range_position'] [2025-11-21T03:27:18.447836] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:18.719389] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:18.995875] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:19.268802] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:27:19.550589] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:19.862580] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:20.140938] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:20.412710] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:20.684081] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:27:20.956050] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:20.956282] [INFO ] [CONFIGURE ] AFB: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:27:20.956343] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19881 tests [2025-11-21T03:27:20.956396] [INFO ] [CONFIGURE ] AFB: Testing feature 22/29: add_realized_volatility [2025-11-21T03:27:20.956442] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T03:27:21.303521] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:21.654680] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:22.011615] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:22.361260] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:22.705690] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:23.053039] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:27:23.407448] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:23.774880] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:24.172546] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:24.529963] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:24.530234] [INFO ] [CONFIGURE ] AFB: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T03:27:24.530299] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19880 tests [2025-11-21T03:27:24.530349] [INFO ] [CONFIGURE ] AFB: Testing feature 23/29: add_recent_range_context [2025-11-21T03:27:24.530396] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T03:27:24.766626] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:25.001583] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:25.239437] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:25.473824] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:25.715140] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:25.948480] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:26.184852] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:26.425390] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:26.661115] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:26.904024] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:26.904238] [INFO ] [CONFIGURE ] AFB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:27:26.904303] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19879 tests [2025-11-21T03:27:26.904354] [INFO ] [CONFIGURE ] AFB: Testing feature 24/29: add_rsi [2025-11-21T03:27:26.904403] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T03:27:27.196426] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:27.486063] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:27.767089] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:28.043348] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:28.303830] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:28.572462] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:27:28.929721] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:29.244901] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:29.528628] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:29.797291] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:29.797522] [INFO ] [CONFIGURE ] AFB: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:27:29.797587] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19878 tests [2025-11-21T03:27:29.797664] [INFO ] [CONFIGURE ] AFB: Testing feature 25/29: add_tick_distribution [2025-11-21T03:27:29.797720] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T03:27:30.045395] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:30.291090] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:30.529683] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:30.769370] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:31.010792] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:31.251045] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:31.488971] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:31.733384] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:31.976193] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:32.242082] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:32.242312] [INFO ] [CONFIGURE ] AFB: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:27:32.242375] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19877 tests [2025-11-21T03:27:32.242516] [INFO ] [CONFIGURE ] AFB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:27:32.242565] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T03:27:32.480576] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:32.730950] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:27:32.974606] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:33.207669] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:33.451867] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:33.699184] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:33.949894] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:34.201045] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:34.444350] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:34.698805] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:34.699088] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:27:34.699177] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19876 tests [2025-11-21T03:27:34.699264] [INFO ] [CONFIGURE ] AFB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:27:34.699361] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T03:27:34.950570] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:35.199680] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:27:35.451124] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:35.703086] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:35.976128] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:36.233778] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:36.487919] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:36.749214] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:37.007420] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:37.275233] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:37.275470] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T03:27:37.275558] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19875 tests [2025-11-21T03:27:37.275621] [INFO ] [CONFIGURE ] AFB: Testing feature 28/29: add_volume_profile [2025-11-21T03:27:37.275723] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T03:27:37.538373] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:27:37.795091] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:27:38.062430] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:38.321032] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:27:38.573959] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:38.834720] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:39.098137] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:39.353030] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:39.602531] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:39.853387] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:39.853609] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:27:39.853694] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19874 tests [2025-11-21T03:27:39.853776] [INFO ] [CONFIGURE ] AFB: Testing feature 29/29: add_vwap [2025-11-21T03:27:39.853851] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d', 'add_vwap'] [2025-11-21T03:27:40.120609] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:27:40.369036] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:27:40.613048] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:27:40.865596] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:27:41.121489] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:27:41.399220] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:27:41.647623] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:41.920660] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:42.180122] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:27:42.434422] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:27:42.434691] [INFO ] [CONFIGURE ] AFB: DISCARDED add_vwap (score: 70.00%) [2025-11-21T03:27:42.434757] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19873 tests [2025-11-21T03:27:42.434818] [INFO ] [CONFIGURE ] AFB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:27:42.434865] [INFO ] [CONFIGURE ] AFB: Best accuracy: 80.00% [2025-11-21T03:27:42.434921] [INFO ] [CONFIGURE ] AFB: Best feature set (1 features): ['add_pbf_return_2d'] [2025-11-21T03:27:42.434964] [INFO ] [CONFIGURE ] AFB: Improvement over baseline: 20.00% [2025-11-21T03:27:42.435004] [INFO ] [CONFIGURE ] AFB: Total time: 1.2 minutes [2025-11-21T03:27:42.435091] [INFO ] [CONFIGURE ] AFB: Average time per feature: 2.5 seconds [2025-11-21T03:27:42.435136] [INFO ] [CONFIGURE ] AFB: Average speed: 0.40 features/sec [2025-11-21T03:27:42.435687] [INFO ] [LOCAL ] Saved configuration for AFB: 1 features, 80.00% accuracy -> ./output/feature-sets/AFB.json [2025-11-21T03:27:42.435763] [INFO ] [CONFIGURE ] AFB: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T03:27:42.435848] [INFO ] [sig ] [38/723] Successfully configured AFB | 0.01 sym/s | Total: 53.9m | ETA: 16.2h [2025-11-21T03:27:42.435913] [INFO ] [sig ] [39/723] Configuring AFG... [2025-11-21T03:27:42.436001] [INFO ] [CONFIGURE ] AFG: Configurate test run. [2025-11-21T03:27:42.436048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'. [2025-11-21T03:27:42.485596] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFG'. [2025-11-21T03:27:42.486143] [INFO ] [CONFIGURE ] AFG: Testing with 29 available features [2025-11-21T03:27:42.486209] [INFO ] [CONFIGURE ] AFG: Establishing baseline with no features... [2025-11-21T03:27:42.683151] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:27:42.881613] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:27:43.098813] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:43.299075] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:27:43.502605] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:27:43.708548] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:27:43.918366] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:44.123083] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:44.327570] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:27:44.534967] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:27:44.535164] [INFO ] [CONFIGURE ] AFG: Baseline score (no features): 50.00% [2025-11-21T03:27:44.535213] [INFO ] [CONFIGURE ] AFG: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:27:44.535253] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:27:44.779203] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:27:45.012818] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:27:45.254236] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:45.497278] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:27:45.744018] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:27:45.989163] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:27:46.235187] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:46.485614] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:46.728974] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:27:46.965741] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:27:46.965972] [INFO ] [CONFIGURE ] AFG: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T03:27:46.966031] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19872 tests [2025-11-21T03:27:46.966072] [INFO ] [CONFIGURE ] AFG: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:27:46.966116] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:27:47.224263] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:27:47.469864] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:27:47.712334] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:47.958398] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:27:48.191896] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:27:48.440660] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:27:48.679226] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:27:48.921723] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:27:49.168824] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:27:49.409116] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:27:49.409498] [INFO ] [CONFIGURE ] AFG: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:27:49.409609] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19871 tests [2025-11-21T03:27:49.409728] [INFO ] [CONFIGURE ] AFG: Testing feature 3/29: add_daily_returns [2025-11-21T03:27:49.409783] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns'] [2025-11-21T03:27:49.621223] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:27:49.833957] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:27:50.047992] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:50.266583] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:27:50.480087] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:27:50.687883] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:27:50.900941] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:51.113940] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:51.329807] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:27:51.547227] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:27:51.547713] [INFO ] [CONFIGURE ] AFG: KEPT add_daily_returns (score: 60.00%) [2025-11-21T03:27:51.547837] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19870 tests [2025-11-21T03:27:51.547940] [INFO ] [CONFIGURE ] AFG: Testing feature 4/29: add_ema [2025-11-21T03:27:51.548056] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T03:27:51.807121] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:27:52.071172] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:27:52.334396] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:52.596084] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:27:52.860890] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:27:53.119125] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:27:53.382027] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:53.647194] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:27:53.921875] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:27:54.191730] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:27:54.192187] [INFO ] [CONFIGURE ] AFG: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:27:54.192315] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19869 tests [2025-11-21T03:27:54.192423] [INFO ] [CONFIGURE ] AFG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:27:54.192528] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:27:54.463338] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:27:54.722346] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:27:55.013931] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:55.290602] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:27:55.560752] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:27:55.830226] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:27:56.104913] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:56.373088] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:27:56.640074] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:27:56.921481] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:27:56.921778] [INFO ] [CONFIGURE ] AFG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:27:56.921849] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19868 tests [2025-11-21T03:27:56.921901] [INFO ] [CONFIGURE ] AFG: Testing feature 6/29: add_failed_moves [2025-11-21T03:27:56.921948] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T03:27:57.153248] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:27:57.379867] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:27:57.609737] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:27:57.837448] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:27:58.079291] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:27:58.305710] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:27:58.534619] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:27:58.770123] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:27:59.000849] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:27:59.230159] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:27:59.230392] [INFO ] [CONFIGURE ] AFG: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:27:59.230445] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19867 tests [2025-11-21T03:27:59.230484] [INFO ] [CONFIGURE ] AFG: Testing feature 7/29: add_lag_shelf [2025-11-21T03:27:59.230521] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T03:27:59.452501] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:27:59.668773] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:27:59.877123] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:00.847940] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:01.188484] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:01.391232] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:01.591960] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:01.799775] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:02.001581] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:02.207293] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:28:02.207438] [INFO ] [CONFIGURE ] AFG: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T03:28:02.207487] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19866 tests [2025-11-21T03:28:02.207525] [INFO ] [CONFIGURE ] AFG: Testing feature 8/29: add_macd [2025-11-21T03:28:02.207561] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T03:28:02.527869] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:02.839109] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:03.147994] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:03.480162] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:03.803014] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:04.143278] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:28:04.456370] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:04.788475] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:05.127180] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:05.452866] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:05.453125] [INFO ] [CONFIGURE ] AFG: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:28:05.453261] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19865 tests [2025-11-21T03:28:05.453361] [INFO ] [CONFIGURE ] AFG: Testing feature 9/29: add_mfi [2025-11-21T03:28:05.453415] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T03:28:05.681500] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:05.919017] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:06.154326] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:06.374924] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:06.609406] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:06.846525] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:07.086750] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:07.331076] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:07.566826] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:07.816064] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:07.816336] [INFO ] [CONFIGURE ] AFG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T03:28:07.816399] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19864 tests [2025-11-21T03:28:07.816452] [INFO ] [CONFIGURE ] AFG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:28:07.816500] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:28:08.141374] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:08.473241] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:08.793453] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:09.103333] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:09.423504] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:09.743067] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:10.058729] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:10.399113] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:10.713697] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:11.041737] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:11.042046] [INFO ] [CONFIGURE ] AFG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:28:11.042111] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19863 tests [2025-11-21T03:28:11.042209] [INFO ] [CONFIGURE ] AFG: Testing feature 11/29: add_obv_daily [2025-11-21T03:28:11.042265] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T03:28:11.271944] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:11.502549] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:11.720855] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:11.943815] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:12.173082] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:12.412894] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:12.651947] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:12.890696] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:13.128705] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:13.372785] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:13.373052] [INFO ] [CONFIGURE ] AFG: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:28:13.373118] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19862 tests [2025-11-21T03:28:13.373171] [INFO ] [CONFIGURE ] AFG: Testing feature 12/29: add_obv_interval [2025-11-21T03:28:13.373218] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T03:28:13.616857] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:13.835183] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:14.060114] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:14.299266] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:14.530299] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:14.765973] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:15.004831] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:15.232394] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:15.425698] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:15.639921] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:28:15.640153] [INFO ] [CONFIGURE ] AFG: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:28:15.640218] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19861 tests [2025-11-21T03:28:15.640269] [INFO ] [CONFIGURE ] AFG: Testing feature 13/29: add_opening_strength [2025-11-21T03:28:15.640316] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:28:15.925127] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:16.261667] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:16.522486] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:16.744217] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:16.950893] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:17.169845] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:17.396825] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:17.629108] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:17.869497] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:18.087046] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:18.087407] [INFO ] [CONFIGURE ] AFG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:28:18.087516] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19860 tests [2025-11-21T03:28:18.087614] [INFO ] [CONFIGURE ] AFG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:28:18.087728] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T03:28:18.300053] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:18.547413] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:18.793177] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:19.031751] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:19.279478] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:19.516064] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:19.761332] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:20.005923] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:20.246252] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:20.485376] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:20.485596] [INFO ] [CONFIGURE ] AFG: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:28:20.485678] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19859 tests [2025-11-21T03:28:20.485730] [INFO ] [CONFIGURE ] AFG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:28:20.485776] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T03:28:20.695527] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:20.902137] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:21.104109] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:21.321850] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:21.555014] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:21.780931] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:22.005429] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:22.227699] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:22.447729] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:22.668489] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:22.668911] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:28:22.669024] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19858 tests [2025-11-21T03:28:22.669123] [INFO ] [CONFIGURE ] AFG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:28:22.669237] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T03:28:22.914971] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:23.167380] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:23.421050] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:23.677878] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:23.928222] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:24.194986] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:28:24.457424] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:24.722702] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:24.972942] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:25.221965] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:25.222158] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:28:25.222207] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19857 tests [2025-11-21T03:28:25.222245] [INFO ] [CONFIGURE ] AFG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:28:25.222281] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T03:28:25.459261] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:25.695484] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:28:25.934616] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:26.173868] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:26.410574] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:26.655057] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:26.898392] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:27.150742] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:28:27.400047] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:27.643737] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:27.644092] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:28:27.644200] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19856 tests [2025-11-21T03:28:27.644298] [INFO ] [CONFIGURE ] AFG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:28:27.644409] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T03:28:27.859717] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:28.071437] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:28.285803] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:28.495394] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:28.713143] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:28.937212] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:29.153996] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:29.370593] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:29.598781] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:29.818310] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:29.818766] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:28:29.818878] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19855 tests [2025-11-21T03:28:29.818976] [INFO ] [CONFIGURE ] AFG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:28:29.819103] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T03:28:30.026924] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:30.245014] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:30.461849] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:30.683370] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:30.919981] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:31.150207] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:31.370783] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:31.598025] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:31.827555] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:32.058063] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:32.058283] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:28:32.058333] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19854 tests [2025-11-21T03:28:32.058372] [INFO ] [CONFIGURE ] AFG: Testing feature 20/29: add_price_rejection [2025-11-21T03:28:32.058407] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T03:28:32.304426] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:32.548372] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:32.795308] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:33.046536] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:33.285670] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:33.526196] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:33.768395] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:28:34.008721] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:34.251478] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:34.497597] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:34.497848] [INFO ] [CONFIGURE ] AFG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:28:34.497902] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19853 tests [2025-11-21T03:28:34.497944] [INFO ] [CONFIGURE ] AFG: Testing feature 21/29: add_range_position [2025-11-21T03:28:34.497982] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T03:28:34.757625] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:35.013724] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:35.273944] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:35.528568] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:35.789375] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:36.052675] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:36.305551] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:28:36.555434] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:36.808723] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:37.064385] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:28:37.064614] [INFO ] [CONFIGURE ] AFG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:28:37.064709] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19852 tests [2025-11-21T03:28:37.064760] [INFO ] [CONFIGURE ] AFG: Testing feature 22/29: add_realized_volatility [2025-11-21T03:28:37.064807] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T03:28:37.392214] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:37.728231] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:38.073234] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:38.418813] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:38.766962] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:39.132778] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:39.485820] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:28:39.821626] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:40.159597] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:40.499008] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:40.499243] [INFO ] [CONFIGURE ] AFG: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T03:28:40.499305] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19851 tests [2025-11-21T03:28:40.499356] [INFO ] [CONFIGURE ] AFG: Testing feature 23/29: add_recent_range_context [2025-11-21T03:28:40.499402] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T03:28:40.731293] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:40.983453] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:41.213280] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:41.473250] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:41.716336] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:41.959059] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:42.197232] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:42.439532] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:28:42.675249] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:42.918629] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:42.918883] [INFO ] [CONFIGURE ] AFG: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:28:42.919451] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19850 tests [2025-11-21T03:28:42.919517] [INFO ] [CONFIGURE ] AFG: Testing feature 24/29: add_rsi [2025-11-21T03:28:42.919561] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T03:28:43.210916] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:43.481060] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:28:43.751047] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:44.031704] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:44.316189] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:44.594134] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:28:44.873791] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:45.151248] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:45.424520] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:45.698771] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:45.698992] [INFO ] [CONFIGURE ] AFG: DISCARDED add_rsi (score: 40.00%) [2025-11-21T03:28:45.699053] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19849 tests [2025-11-21T03:28:45.699114] [INFO ] [CONFIGURE ] AFG: Testing feature 25/29: add_tick_distribution [2025-11-21T03:28:45.699178] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T03:28:45.921258] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:46.146385] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:46.364106] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:46.583012] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:46.799171] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:47.020156] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:47.226454] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:47.452219] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:47.670094] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:47.900776] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:47.900992] [INFO ] [CONFIGURE ] AFG: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T03:28:47.901048] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19848 tests [2025-11-21T03:28:47.901089] [INFO ] [CONFIGURE ] AFG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:28:47.901127] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T03:28:48.137875] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:48.376613] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:48.593946] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:48.809249] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:49.035571] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:49.260047] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:49.484077] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:49.707623] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:49.930560] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:50.142025] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:50.142216] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T03:28:50.142264] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19847 tests [2025-11-21T03:28:50.142302] [INFO ] [CONFIGURE ] AFG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:28:50.142337] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T03:28:50.368184] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:50.602393] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:50.842870] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:51.087588] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:51.327268] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:51.565598] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:51.826142] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:52.104457] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:52.365002] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:52.630769] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:52.630995] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T03:28:52.631060] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19846 tests [2025-11-21T03:28:52.631113] [INFO ] [CONFIGURE ] AFG: Testing feature 28/29: add_volume_profile [2025-11-21T03:28:52.631162] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T03:28:52.876325] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:53.120188] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:53.360389] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:53.605987] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:53.853779] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:54.091719] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:54.334749] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:54.575941] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:54.813765] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:28:55.055516] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:55.055768] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T03:28:55.055875] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19845 tests [2025-11-21T03:28:55.056105] [INFO ] [CONFIGURE ] AFG: Testing feature 29/29: add_vwap [2025-11-21T03:28:55.056239] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T03:28:55.304450] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:28:55.548849] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:28:55.790534] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:28:56.039632] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:28:56.289419] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:28:56.534224] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:28:56.779771] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:57.010362] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:28:57.238817] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:28:57.467975] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:28:57.468186] [INFO ] [CONFIGURE ] AFG: KEPT add_vwap (score: 70.00%) [2025-11-21T03:28:57.468234] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19844 tests [2025-11-21T03:28:57.468273] [INFO ] [CONFIGURE ] AFG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:28:57.468307] [INFO ] [CONFIGURE ] AFG: Best accuracy: 70.00% [2025-11-21T03:28:57.468340] [INFO ] [CONFIGURE ] AFG: Best feature set (2 features): ['add_daily_returns', 'add_vwap'] [2025-11-21T03:28:57.468372] [INFO ] [CONFIGURE ] AFG: Improvement over baseline: 20.00% [2025-11-21T03:28:57.468401] [INFO ] [CONFIGURE ] AFG: Total time: 1.2 minutes [2025-11-21T03:28:57.468430] [INFO ] [CONFIGURE ] AFG: Average time per feature: 2.5 seconds [2025-11-21T03:28:57.468460] [INFO ] [CONFIGURE ] AFG: Average speed: 0.40 features/sec [2025-11-21T03:28:57.468990] [INFO ] [LOCAL ] Saved configuration for AFG: 2 features, 70.00% accuracy -> ./output/feature-sets/AFG.json [2025-11-21T03:28:57.469223] [INFO ] [CONFIGURE ] AFG: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T03:28:57.469323] [INFO ] [sig ] [39/723] Successfully configured AFG | 0.01 sym/s | Total: 55.2m | ETA: 16.1h [2025-11-21T03:28:57.469422] [INFO ] [sig ] [40/723] Configuring AFGB... [2025-11-21T03:28:57.469526] [INFO ] [CONFIGURE ] AFGB: Configurate test run. [2025-11-21T03:28:57.469598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'. [2025-11-21T03:28:57.545622] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFGB'. [2025-11-21T03:28:57.545994] [INFO ] [CONFIGURE ] AFGB: Testing with 29 available features [2025-11-21T03:28:57.546058] [INFO ] [CONFIGURE ] AFGB: Establishing baseline with no features... [2025-11-21T03:28:57.726796] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:28:57.908688] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:28:58.087360] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:28:58.277071] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:28:58.461180] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:28:58.643141] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:28:58.823369] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:28:59.002858] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:28:59.183739] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:28:59.371413] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:28:59.371887] [INFO ] [CONFIGURE ] AFGB: Baseline score (no features): 20.00% [2025-11-21T03:28:59.371947] [INFO ] [CONFIGURE ] AFGB: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:28:59.371986] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:28:59.592790] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:28:59.818401] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:29:00.044686] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:29:01.021877] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:01.498603] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:29:01.737385] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:01.974923] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:02.205441] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:02.436625] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:02.680950] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:02.681377] [INFO ] [CONFIGURE ] AFGB: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T03:29:02.681492] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19843 tests [2025-11-21T03:29:02.681593] [INFO ] [CONFIGURE ] AFGB: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:29:02.681756] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:29:02.949774] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:29:03.215995] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:03.475080] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:03.755009] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:29:04.020782] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:29:04.284966] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:04.554395] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:04.814809] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:29:05.092007] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:29:05.355816] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:29:05.356021] [INFO ] [CONFIGURE ] AFGB: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T03:29:05.356084] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19842 tests [2025-11-21T03:29:05.356136] [INFO ] [CONFIGURE ] AFGB: Testing feature 3/29: add_daily_returns [2025-11-21T03:29:05.356183] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:29:05.633345] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:29:05.914237] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:06.190528] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:06.475072] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:29:06.761765] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:29:07.045549] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:07.375855] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:07.674203] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:29:07.973078] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:08.273867] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:08.274110] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T03:29:08.274170] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19841 tests [2025-11-21T03:29:08.274220] [INFO ] [CONFIGURE ] AFGB: Testing feature 4/29: add_ema [2025-11-21T03:29:08.274266] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:29:08.635407] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:29:09.104479] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:09.523120] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:09.916028] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:29:10.227617] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:10.574132] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:10.893277] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:11.208443] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:11.524264] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:29:11.847240] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:11.847510] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:29:11.847577] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19840 tests [2025-11-21T03:29:11.847629] [INFO ] [CONFIGURE ] AFGB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:29:11.847690] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:29:12.156233] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:12.472012] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:29:12.817226] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:29:13.141350] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:13.455913] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:13.774423] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:14.085343] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:14.393517] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:14.703081] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:15.026570] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:29:15.026847] [INFO ] [CONFIGURE ] AFGB: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T03:29:15.026912] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19839 tests [2025-11-21T03:29:15.027006] [INFO ] [CONFIGURE ] AFGB: Testing feature 6/29: add_failed_moves [2025-11-21T03:29:15.027060] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T03:29:15.340344] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:15.667245] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:29:15.996833] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:29:16.312707] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:16.620626] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:16.932454] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:17.233816] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:17.550186] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:17.868048] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:18.174859] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:29:18.175051] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:29:18.175111] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19838 tests [2025-11-21T03:29:18.175159] [INFO ] [CONFIGURE ] AFGB: Testing feature 7/29: add_lag_shelf [2025-11-21T03:29:18.175204] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T03:29:18.488153] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:18.788290] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:19.091946] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:19.394789] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:19.699270] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:29:20.024933] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:20.341148] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:20.658614] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:20.983129] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:29:21.318090] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:21.318341] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_lag_shelf (score: 10.00%) [2025-11-21T03:29:21.318402] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19837 tests [2025-11-21T03:29:21.318451] [INFO ] [CONFIGURE ] AFGB: Testing feature 8/29: add_macd [2025-11-21T03:29:21.318500] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T03:29:21.687464] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:22.085520] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:22.443163] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:22.831918] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:23.219682] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:23.608105] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:23.986942] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:24.364842] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:24.741021] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:25.110991] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:25.111221] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_macd (score: 30.00%) [2025-11-21T03:29:25.111284] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19836 tests [2025-11-21T03:29:25.111331] [INFO ] [CONFIGURE ] AFGB: Testing feature 9/29: add_mfi [2025-11-21T03:29:25.111386] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T03:29:25.443382] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:25.775833] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:26.110393] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:26.451536] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:26.783117] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:27.135112] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:27.484801] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:27.842774] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:28.183678] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:28.527322] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:29:28.527537] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_mfi (score: 40.00%) [2025-11-21T03:29:28.527670] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19835 tests [2025-11-21T03:29:28.527725] [INFO ] [CONFIGURE ] AFGB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:29:28.527771] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:29:28.939832] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:29.351934] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:29.769256] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:30.202775] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:30.645496] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:31.079490] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:31.521805] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:31.959250] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:32.390883] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:32.814100] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:29:32.814326] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:29:32.814385] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19834 tests [2025-11-21T03:29:32.814515] [INFO ] [CONFIGURE ] AFGB: Testing feature 11/29: add_obv_daily [2025-11-21T03:29:32.814566] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T03:29:33.155453] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:33.491860] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:29:33.833818] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:29:34.173689] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:34.510857] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:29:34.856743] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:35.199246] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:35.543217] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:35.884512] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:36.233766] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:29:36.234002] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T03:29:36.234067] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19833 tests [2025-11-21T03:29:36.234119] [INFO ] [CONFIGURE ] AFGB: Testing feature 12/29: add_obv_interval [2025-11-21T03:29:36.234166] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T03:29:36.561638] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:29:36.888384] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:37.224377] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:37.558407] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:37.889667] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:38.222370] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:38.551817] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:38.881902] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:39.209270] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:29:39.536533] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:29:39.536785] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T03:29:39.536850] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19832 tests [2025-11-21T03:29:39.536994] [INFO ] [CONFIGURE ] AFGB: Testing feature 13/29: add_opening_strength [2025-11-21T03:29:39.537045] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:29:39.887507] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:40.236178] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:29:40.587389] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:29:40.937958] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:29:41.295359] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:41.646292] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:42.012089] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:42.376831] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:42.752125] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:43.125111] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:29:43.125323] [INFO ] [CONFIGURE ] AFGB: KEPT add_opening_strength (score: 70.00%) [2025-11-21T03:29:43.125400] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19831 tests [2025-11-21T03:29:43.125461] [INFO ] [CONFIGURE ] AFGB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:29:43.125507] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T03:29:43.529730] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:29:43.915077] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:44.309522] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:29:44.702871] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:29:45.088868] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:29:45.475404] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:45.864157] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:46.249027] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:29:46.652043] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:47.067930] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:47.068162] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T03:29:47.068241] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19830 tests [2025-11-21T03:29:47.068302] [INFO ] [CONFIGURE ] AFGB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:29:47.068350] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T03:29:47.429967] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:47.805304] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:29:48.197286] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:48.560637] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:29:48.916842] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:29:49.288187] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:49.654081] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:50.019100] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:50.375749] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:50.722901] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:50.723157] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T03:29:50.723224] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19829 tests [2025-11-21T03:29:50.723273] [INFO ] [CONFIGURE ] AFGB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:29:50.723318] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T03:29:51.111075] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:29:51.494241] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:29:51.874752] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:52.276033] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:29:52.673448] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:29:53.090178] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:53.473695] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:53.881786] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:54.272923] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:54.659897] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:54.660122] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T03:29:54.660185] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19828 tests [2025-11-21T03:29:54.660284] [INFO ] [CONFIGURE ] AFGB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:29:54.660337] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T03:29:55.044722] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:55.443002] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:29:55.858749] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:29:56.411874] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:29:56.930364] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:29:57.342846] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:29:57.705121] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:29:58.089860] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:29:58.487963] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:29:58.889514] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:29:58.889813] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T03:29:58.889917] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19827 tests [2025-11-21T03:29:58.889995] [INFO ] [CONFIGURE ] AFGB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:29:58.890068] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T03:29:59.237775] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:29:59.562182] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:29:59.896394] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:30:00.266254] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:01.425519] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:30:01.905598] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:02.264100] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:02.645083] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:30:03.024033] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:03.397394] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:30:03.397637] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:30:03.397737] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19826 tests [2025-11-21T03:30:03.397802] [INFO ] [CONFIGURE ] AFGB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:30:03.397858] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T03:30:03.758561] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:04.140678] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:04.510274] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:30:04.883330] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:30:05.243618] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:30:05.630463] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:06.001604] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:06.372491] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:06.734129] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:07.119318] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:30:07.119567] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:30:07.119633] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19825 tests [2025-11-21T03:30:07.119704] [INFO ] [CONFIGURE ] AFGB: Testing feature 20/29: add_price_rejection [2025-11-21T03:30:07.119754] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T03:30:07.488920] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:07.878388] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:08.301662] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:30:08.703212] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:09.104938] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:30:09.485039] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:09.858827] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:10.258627] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:10.626233] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:11.004445] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:30:11.004698] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T03:30:11.004766] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19824 tests [2025-11-21T03:30:11.004818] [INFO ] [CONFIGURE ] AFGB: Testing feature 21/29: add_range_position [2025-11-21T03:30:11.004866] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T03:30:11.406937] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:11.836529] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:30:12.273065] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:30:12.702979] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:13.129831] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:30:13.568934] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:13.988885] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:14.419368] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:14.823593] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:30:15.236986] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:30:15.237224] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_range_position (score: 30.00%) [2025-11-21T03:30:15.237286] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19823 tests [2025-11-21T03:30:15.237341] [INFO ] [CONFIGURE ] AFGB: Testing feature 22/29: add_realized_volatility [2025-11-21T03:30:15.237390] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T03:30:15.735438] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:16.243926] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:16.757095] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:30:17.279914] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:17.790029] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:18.341175] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:18.862445] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:19.371832] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:19.889742] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:20.394195] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:30:20.394435] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T03:30:20.394499] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19822 tests [2025-11-21T03:30:20.394550] [INFO ] [CONFIGURE ] AFGB: Testing feature 23/29: add_recent_range_context [2025-11-21T03:30:20.394620] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T03:30:20.756036] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:21.129342] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:21.503182] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:30:21.877419] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:30:22.270421] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:30:22.644050] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:23.005969] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:23.383205] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:23.751756] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:30:24.143333] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:30:24.143685] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:30:24.143758] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19821 tests [2025-11-21T03:30:24.143813] [INFO ] [CONFIGURE ] AFGB: Testing feature 24/29: add_rsi [2025-11-21T03:30:24.143865] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T03:30:24.573447] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:24.998561] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:25.418268] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:30:25.877314] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:30:26.301137] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:30:26.734568] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:27.176847] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:27.621406] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:30:28.063863] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:28.519252] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:30:28.519699] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_rsi (score: 70.00%) [2025-11-21T03:30:28.519767] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19820 tests [2025-11-21T03:30:28.519821] [INFO ] [CONFIGURE ] AFGB: Testing feature 25/29: add_tick_distribution [2025-11-21T03:30:28.519871] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T03:30:28.905490] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:29.283627] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:29.662365] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:30:30.050921] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:30:30.442012] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:30:30.842681] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:31.235284] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:31.632805] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:32.016409] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:32.401924] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:30:32.402157] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T03:30:32.402220] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19819 tests [2025-11-21T03:30:32.402272] [INFO ] [CONFIGURE ] AFGB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:30:32.402322] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T03:30:32.783320] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:33.181363] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:33.576985] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:30:33.969631] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:34.364911] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:30:34.737937] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:35.107754] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:35.488967] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:35.858742] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:36.241966] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:30:36.242209] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:30:36.242271] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19818 tests [2025-11-21T03:30:36.242321] [INFO ] [CONFIGURE ] AFGB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:30:36.242365] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T03:30:36.375032] [FATAL] [FORECASTER] Failed to test lookback=11: [03:30:36] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:36.508016] [FATAL] [FORECASTER] Failed to test lookback=10: [03:30:36] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:36.647370] [FATAL] [FORECASTER] Failed to test lookback=9: [03:30:36] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:36.792855] [FATAL] [FORECASTER] Failed to test lookback=8: [03:30:36] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:36.925802] [FATAL] [FORECASTER] Failed to test lookback=7: [03:30:36] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:37.060090] [FATAL] [FORECASTER] Failed to test lookback=6: [03:30:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:37.193446] [FATAL] [FORECASTER] Failed to test lookback=5: [03:30:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:37.324895] [FATAL] [FORECASTER] Failed to test lookback=4: [03:30:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:37.457230] [FATAL] [FORECASTER] Failed to test lookback=3: [03:30:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:37.589104] [FATAL] [FORECASTER] Failed to test lookback=2: [03:30:37] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:30:37.589405] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T03:30:37.589463] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19817 tests [2025-11-21T03:30:37.589504] [INFO ] [CONFIGURE ] AFGB: Testing feature 28/29: add_volume_profile [2025-11-21T03:30:37.589540] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T03:30:37.981174] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:30:38.378669] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:38.774585] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:30:39.155186] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:39.555883] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:39.938981] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:30:40.364726] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:30:40.757799] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:41.141733] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:41.536006] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:30:41.536262] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T03:30:41.536326] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19816 tests [2025-11-21T03:30:41.536381] [INFO ] [CONFIGURE ] AFGB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:30:41.536427] [INFO ] [CONFIGURE ] AFGB: Best accuracy: 70.00% [2025-11-21T03:30:41.536471] [INFO ] [CONFIGURE ] AFGB: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:30:41.536513] [INFO ] [CONFIGURE ] AFGB: Improvement over baseline: 50.00% [2025-11-21T03:30:41.536552] [INFO ] [CONFIGURE ] AFGB: Total time: 1.7 minutes [2025-11-21T03:30:41.536590] [INFO ] [CONFIGURE ] AFGB: Average time per feature: 3.6 seconds [2025-11-21T03:30:41.536745] [INFO ] [CONFIGURE ] AFGB: Average speed: 0.28 features/sec [2025-11-21T03:30:41.537328] [INFO ] [LOCAL ] Saved configuration for AFGB: 6 features, 70.00% accuracy -> ./output/feature-sets/AFGB.json [2025-11-21T03:30:41.537392] [INFO ] [CONFIGURE ] AFGB: Configuration saved successfully: 6 features, 70.00% accuracy. [2025-11-21T03:30:41.537446] [INFO ] [sig ] [40/723] Successfully configured AFGB | 0.01 sym/s | Total: 56.9m | ETA: 16.2h [2025-11-21T03:30:41.537495] [INFO ] [sig ] [41/723] Configuring AFGD... [2025-11-21T03:30:41.537538] [INFO ] [CONFIGURE ] AFGD: Configurate test run. [2025-11-21T03:30:41.537580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'. [2025-11-21T03:30:41.584585] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFGD'. [2025-11-21T03:30:41.585048] [INFO ] [CONFIGURE ] AFGD: Testing with 29 available features [2025-11-21T03:30:41.585113] [INFO ] [CONFIGURE ] AFGD: Establishing baseline with no features... [2025-11-21T03:30:41.765450] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:30:41.949004] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:30:42.142319] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:30:42.338727] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:30:42.526044] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:42.711535] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:30:42.894495] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:30:43.094755] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:43.287592] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:43.482506] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:30:43.482737] [INFO ] [CONFIGURE ] AFGD: Baseline score (no features): 30.00% [2025-11-21T03:30:43.482851] [INFO ] [CONFIGURE ] AFGD: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:30:43.482904] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:30:43.707316] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:30:43.958625] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:44.198257] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:30:44.426066] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:44.663503] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:44.896338] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:30:45.126998] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:30:45.356849] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:45.589216] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:45.824755] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:30:45.824979] [INFO ] [CONFIGURE ] AFGD: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T03:30:45.825236] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19815 tests [2025-11-21T03:30:45.825338] [INFO ] [CONFIGURE ] AFGD: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:30:45.825436] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:30:46.087492] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:30:46.346298] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:46.613195] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:30:46.878018] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:47.157925] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:47.427634] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:30:47.700679] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:30:47.973558] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:48.254182] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:48.529771] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:30:48.530001] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:30:48.530059] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19814 tests [2025-11-21T03:30:48.530110] [INFO ] [CONFIGURE ] AFGD: Testing feature 3/29: add_daily_returns [2025-11-21T03:30:48.530156] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:30:48.764803] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:30:49.002331] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:49.250980] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:30:49.490612] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:49.728214] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:49.977867] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:30:50.229828] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:30:50.471433] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:50.715885] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:30:50.958244] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:30:50.958530] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T03:30:50.958584] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19813 tests [2025-11-21T03:30:50.958637] [INFO ] [CONFIGURE ] AFGD: Testing feature 4/29: add_ema [2025-11-21T03:30:50.958707] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:30:51.238823] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:30:51.510543] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:51.787058] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:30:52.071475] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:52.353100] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:52.624492] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:30:52.906929] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:30:53.155264] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:53.429015] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:30:53.752872] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:30:53.753121] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:30:53.753195] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19812 tests [2025-11-21T03:30:53.753263] [INFO ] [CONFIGURE ] AFGD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:30:53.753325] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:30:54.057273] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:30:54.341807] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:54.650609] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:30:54.931367] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:55.216889] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:55.494573] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:30:55.787486] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:30:56.072615] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:56.369519] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:30:56.667433] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:30:56.667698] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T03:30:56.667767] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19811 tests [2025-11-21T03:30:56.667821] [INFO ] [CONFIGURE ] AFGD: Testing feature 6/29: add_failed_moves [2025-11-21T03:30:56.667875] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:30:56.921818] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:30:57.175489] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:57.417351] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:30:57.660142] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:30:57.901225] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:30:58.142591] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:30:58.389013] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:30:58.635787] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:30:58.874269] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:30:59.115777] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:30:59.116159] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:30:59.116272] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19810 tests [2025-11-21T03:30:59.116331] [INFO ] [CONFIGURE ] AFGD: Testing feature 7/29: add_lag_shelf [2025-11-21T03:30:59.116426] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:30:59.340941] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:30:59.568336] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:30:59.796668] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:00.039687] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:31:00.262891] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:00.490397] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:01.495582] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:01.985938] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:02.240105] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:02.477866] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:02.478065] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:31:02.478118] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19809 tests [2025-11-21T03:31:02.478161] [INFO ] [CONFIGURE ] AFGD: Testing feature 8/29: add_macd [2025-11-21T03:31:02.478200] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:31:02.811906] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:31:03.150409] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:03.497153] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:31:03.838273] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:04.199828] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:04.585272] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:05.016305] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:05.402759] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:05.738384] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:06.069573] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:06.069946] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:31:06.070024] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19808 tests [2025-11-21T03:31:06.070085] [INFO ] [CONFIGURE ] AFGD: Testing feature 9/29: add_mfi [2025-11-21T03:31:06.070134] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:31:06.317681] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:06.547575] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:31:06.772052] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:31:07.000823] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:07.223940] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:07.448191] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:07.675552] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:07.908561] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:08.132280] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:08.355437] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:08.355722] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_mfi (score: 40.00%) [2025-11-21T03:31:08.355787] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19807 tests [2025-11-21T03:31:08.355835] [INFO ] [CONFIGURE ] AFGD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:31:08.355880] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:31:08.662988] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:08.985838] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:09.300682] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:09.616876] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:09.935434] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:10.269040] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:10.584351] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:10.913967] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:11.239698] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:11.563836] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:31:11.564057] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T03:31:11.564121] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19806 tests [2025-11-21T03:31:11.564169] [INFO ] [CONFIGURE ] AFGD: Testing feature 11/29: add_obv_daily [2025-11-21T03:31:11.564230] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T03:31:11.818766] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:31:12.087944] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:12.338211] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:12.581898] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:12.832486] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:13.081386] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:13.328552] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:13.573903] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:13.816224] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:14.051401] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:14.051622] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:31:14.051695] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19805 tests [2025-11-21T03:31:14.051769] [INFO ] [CONFIGURE ] AFGD: Testing feature 12/29: add_obv_interval [2025-11-21T03:31:14.051820] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T03:31:14.285215] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:14.510906] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:14.752494] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:14.987440] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:31:15.222981] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:15.456380] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:15.694304] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:15.928443] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:31:16.166077] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:16.408300] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:31:16.408504] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:31:16.408552] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19804 tests [2025-11-21T03:31:16.408590] [INFO ] [CONFIGURE ] AFGD: Testing feature 13/29: add_opening_strength [2025-11-21T03:31:16.408626] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:31:16.665192] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:16.916257] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:17.184711] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:17.447690] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:17.725752] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:31:17.989055] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:18.245488] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:18.508252] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:18.771401] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:19.028310] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:31:19.028514] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T03:31:19.028571] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19803 tests [2025-11-21T03:31:19.028787] [INFO ] [CONFIGURE ] AFGD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:31:19.028863] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T03:31:19.252023] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:19.493112] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:19.732522] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:19.975024] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:31:20.211359] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:20.464206] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:20.715841] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:20.978906] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:21.228467] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:21.480877] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:31:21.481102] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T03:31:21.481203] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19802 tests [2025-11-21T03:31:21.481479] [INFO ] [CONFIGURE ] AFGD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:31:21.481555] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T03:31:21.699491] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:21.910335] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:22.128048] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:22.339584] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:31:22.555725] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:22.767042] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:22.978439] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:23.189113] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:23.401707] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:23.611164] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:23.611564] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:31:23.611690] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19801 tests [2025-11-21T03:31:23.611791] [INFO ] [CONFIGURE ] AFGD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:31:23.611904] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T03:31:23.834260] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:24.063382] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:24.293353] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:24.521386] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:24.737473] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:24.951181] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:25.166973] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:25.380339] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:25.617912] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:25.843068] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:25.843284] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T03:31:25.843333] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19800 tests [2025-11-21T03:31:25.843373] [INFO ] [CONFIGURE ] AFGD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:31:25.843410] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T03:31:26.080952] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:26.292869] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:26.507976] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:31:26.730344] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:26.956948] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:27.185445] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:27.405577] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:27.626218] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:27.847223] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:28.072875] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:28.073076] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:31:28.073133] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19799 tests [2025-11-21T03:31:28.073181] [INFO ] [CONFIGURE ] AFGD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:31:28.073224] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T03:31:28.305550] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:28.506858] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:28.702955] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:28.914100] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:31:29.124721] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:29.335824] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:29.529861] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:29.726445] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:29.936375] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:30.155580] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:30.155805] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:31:30.156078] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19798 tests [2025-11-21T03:31:30.156182] [INFO ] [CONFIGURE ] AFGD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:31:30.156284] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T03:31:30.377602] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:30.600217] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:30.825222] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:31:31.036965] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:31.242317] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:31.448751] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:31.657375] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:31.864199] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:32.069881] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:32.283075] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:32.283329] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T03:31:32.283383] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19797 tests [2025-11-21T03:31:32.283423] [INFO ] [CONFIGURE ] AFGD: Testing feature 20/29: add_price_rejection [2025-11-21T03:31:32.283459] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T03:31:32.524617] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:32.743954] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:32.956726] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:33.194979] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:33.553869] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:33.909593] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:34.148472] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:34.395216] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:34.655276] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:34.926530] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:34.926813] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:31:34.926875] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19796 tests [2025-11-21T03:31:34.926919] [INFO ] [CONFIGURE ] AFGD: Testing feature 21/29: add_range_position [2025-11-21T03:31:34.926993] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T03:31:35.216471] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:31:35.479907] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:35.758271] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:36.019621] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:36.281235] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:36.548685] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:36.829905] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:37.120296] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:37.407620] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:37.673397] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:31:37.673671] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_range_position (score: 30.00%) [2025-11-21T03:31:37.673738] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19795 tests [2025-11-21T03:31:37.673792] [INFO ] [CONFIGURE ] AFGD: Testing feature 22/29: add_realized_volatility [2025-11-21T03:31:37.673839] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T03:31:38.030668] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:38.386703] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:38.741155] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:39.097521] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:39.393340] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:39.728969] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:40.074164] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:40.417567] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:40.767743] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:41.118757] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:41.119022] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T03:31:41.119082] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19794 tests [2025-11-21T03:31:41.119131] [INFO ] [CONFIGURE ] AFGD: Testing feature 23/29: add_recent_range_context [2025-11-21T03:31:41.119178] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T03:31:41.383037] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:31:41.609443] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:41.827001] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:42.059426] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:42.289888] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:42.513046] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:42.747085] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:42.973218] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:31:43.205457] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:43.448055] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:43.448469] [INFO ] [CONFIGURE ] AFGD: KEPT add_recent_range_context (score: 60.00%) [2025-11-21T03:31:43.448537] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19793 tests [2025-11-21T03:31:43.448682] [INFO ] [CONFIGURE ] AFGD: Testing feature 24/29: add_rsi [2025-11-21T03:31:43.448738] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T03:31:43.778689] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:44.088578] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:44.417660] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:31:44.731459] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:45.056595] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:45.380541] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:45.701758] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:46.019925] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:46.337587] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:46.647127] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:46.647360] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:31:46.647419] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19792 tests [2025-11-21T03:31:46.647469] [INFO ] [CONFIGURE ] AFGD: Testing feature 25/29: add_tick_distribution [2025-11-21T03:31:46.647514] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_tick_distribution'] [2025-11-21T03:31:46.900788] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:47.197796] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:47.537940] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:47.793935] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:48.056947] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:48.318518] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:48.580855] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:48.838410] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:49.096269] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:49.348985] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:49.349193] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T03:31:49.349262] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19791 tests [2025-11-21T03:31:49.349312] [INFO ] [CONFIGURE ] AFGD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:31:49.349356] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T03:31:49.593415] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:49.841795] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:50.082909] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:31:50.333272] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:50.575411] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:50.835487] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:51.082698] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:51.336903] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:51.568670] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:51.812667] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:51.812903] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T03:31:51.812971] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19790 tests [2025-11-21T03:31:51.813057] [INFO ] [CONFIGURE ] AFGD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:31:51.813106] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T03:31:51.938983] [FATAL] [FORECASTER] Failed to test lookback=11: [03:31:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:52.059265] [FATAL] [FORECASTER] Failed to test lookback=10: [03:31:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:52.206820] [FATAL] [FORECASTER] Failed to test lookback=9: [03:31:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:52.351910] [FATAL] [FORECASTER] Failed to test lookback=8: [03:31:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:52.471951] [FATAL] [FORECASTER] Failed to test lookback=7: [03:31:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:52.586753] [FATAL] [FORECASTER] Failed to test lookback=6: [03:31:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:52.698244] [FATAL] [FORECASTER] Failed to test lookback=5: [03:31:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:52.809353] [FATAL] [FORECASTER] Failed to test lookback=4: [03:31:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:52.922674] [FATAL] [FORECASTER] Failed to test lookback=3: [03:31:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:53.035064] [FATAL] [FORECASTER] Failed to test lookback=2: [03:31:53] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:31:53.035393] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T03:31:53.035457] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19789 tests [2025-11-21T03:31:53.035518] [INFO ] [CONFIGURE ] AFGD: Testing feature 28/29: add_volume_profile [2025-11-21T03:31:53.035700] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_profile'] [2025-11-21T03:31:53.308862] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:53.547382] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:53.799030] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:54.040759] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:54.281740] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:54.525868] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:54.781696] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:55.058928] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:55.348036] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:31:55.629459] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:31:55.629743] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T03:31:55.629808] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19788 tests [2025-11-21T03:31:55.629861] [INFO ] [CONFIGURE ] AFGD: Testing feature 29/29: add_vwap [2025-11-21T03:31:55.629917] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_vwap'] [2025-11-21T03:31:55.901679] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:56.176362] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:31:56.445990] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:31:56.720288] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:31:56.994943] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:31:57.272218] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:31:57.550728] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:31:57.838538] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:31:58.141015] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:31:58.434035] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:31:58.434285] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_vwap (score: 20.00%) [2025-11-21T03:31:58.434349] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19787 tests [2025-11-21T03:31:58.434403] [INFO ] [CONFIGURE ] AFGD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:31:58.434448] [INFO ] [CONFIGURE ] AFGD: Best accuracy: 60.00% [2025-11-21T03:31:58.434495] [INFO ] [CONFIGURE ] AFGD: Best feature set (2 features): ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T03:31:58.434538] [INFO ] [CONFIGURE ] AFGD: Improvement over baseline: 30.00% [2025-11-21T03:31:58.434578] [INFO ] [CONFIGURE ] AFGD: Total time: 1.2 minutes [2025-11-21T03:31:58.434623] [INFO ] [CONFIGURE ] AFGD: Average time per feature: 2.6 seconds [2025-11-21T03:31:58.434690] [INFO ] [CONFIGURE ] AFGD: Average speed: 0.39 features/sec [2025-11-21T03:31:58.435084] [INFO ] [LOCAL ] Saved configuration for AFGD: 2 features, 60.00% accuracy -> ./output/feature-sets/AFGD.json [2025-11-21T03:31:58.435149] [INFO ] [CONFIGURE ] AFGD: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T03:31:58.435208] [INFO ] [sig ] [41/723] Successfully configured AFGD | 0.01 sym/s | Total: 58.2m | ETA: 16.1h [2025-11-21T03:31:58.435269] [INFO ] [sig ] [42/723] Configuring AFL... [2025-11-21T03:31:58.435314] [INFO ] [CONFIGURE ] AFL: Configurate test run. [2025-11-21T03:31:58.435356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-11-21T03:31:58.514324] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFL'. [2025-11-21T03:31:58.514778] [INFO ] [CONFIGURE ] AFL: Testing with 29 available features [2025-11-21T03:31:58.514845] [INFO ] [CONFIGURE ] AFL: Establishing baseline with no features... [2025-11-21T03:31:58.706118] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:31:58.897197] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:31:59.095197] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:31:59.297401] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:31:59.497876] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:31:59.702357] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:31:59.890937] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:00.088274] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:00.284245] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:32:00.478525] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:00.478742] [INFO ] [CONFIGURE ] AFL: Baseline score (no features): 30.00% [2025-11-21T03:32:00.478822] [INFO ] [CONFIGURE ] AFL: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:32:00.478920] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:32:00.719723] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:01.733403] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:02.215451] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:32:02.443800] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:02.738238] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:02.971504] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:03.204148] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:03.441698] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:03.695978] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:32:03.941044] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:03.941272] [INFO ] [CONFIGURE ] AFL: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T03:32:03.941328] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19786 tests [2025-11-21T03:32:03.941369] [INFO ] [CONFIGURE ] AFL: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:32:03.941407] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:32:04.211728] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:04.467628] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:04.743134] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:32:05.020178] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:05.299161] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:05.574495] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:05.865211] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:06.147875] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:06.426218] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:06.709958] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:06.710205] [INFO ] [CONFIGURE ] AFL: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:32:06.710264] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19785 tests [2025-11-21T03:32:06.710315] [INFO ] [CONFIGURE ] AFL: Testing feature 3/29: add_daily_returns [2025-11-21T03:32:06.710360] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:32:06.958905] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:07.216493] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:07.462624] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:07.708367] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:07.944016] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:08.192674] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:08.445509] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:08.695165] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:08.952247] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:32:09.199082] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:09.199279] [INFO ] [CONFIGURE ] AFL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:32:09.199325] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19784 tests [2025-11-21T03:32:09.199364] [INFO ] [CONFIGURE ] AFL: Testing feature 4/29: add_ema [2025-11-21T03:32:09.199399] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:32:09.481135] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:09.755820] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:10.035666] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:10.319780] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:32:10.594807] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:10.873598] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:11.153104] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:11.429523] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:11.709943] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:11.988934] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:11.989154] [INFO ] [CONFIGURE ] AFL: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:32:11.989223] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19783 tests [2025-11-21T03:32:11.989272] [INFO ] [CONFIGURE ] AFL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:32:11.989317] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:32:12.268147] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:12.569738] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:12.860450] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:13.178720] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:32:13.454257] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:32:13.735581] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:14.031474] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:14.322161] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:14.612383] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:14.908903] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:14.909143] [INFO ] [CONFIGURE ] AFL: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T03:32:14.909206] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19782 tests [2025-11-21T03:32:14.909256] [INFO ] [CONFIGURE ] AFL: Testing feature 6/29: add_failed_moves [2025-11-21T03:32:14.909302] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:32:15.150867] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:15.396424] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:15.641552] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:32:15.889193] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:16.139606] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:16.371314] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:16.612754] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:16.862535] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:17.112104] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:32:17.359573] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:17.359826] [INFO ] [CONFIGURE ] AFL: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T03:32:17.359887] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19781 tests [2025-11-21T03:32:17.359930] [INFO ] [CONFIGURE ] AFL: Testing feature 7/29: add_lag_shelf [2025-11-21T03:32:17.359968] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:32:17.600355] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:17.834538] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:18.073531] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:32:18.316817] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:18.558885] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:18.799762] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:19.025208] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:19.270517] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:19.511855] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:32:19.755095] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:19.755327] [INFO ] [CONFIGURE ] AFL: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T03:32:19.755380] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19780 tests [2025-11-21T03:32:19.755420] [INFO ] [CONFIGURE ] AFL: Testing feature 8/29: add_macd [2025-11-21T03:32:19.755458] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:32:20.094881] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:20.429529] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:20.763541] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:32:21.096824] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:21.440433] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:21.795825] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:22.146679] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:22.490350] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:22.823906] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:32:23.158304] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:23.158622] [INFO ] [CONFIGURE ] AFL: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:32:23.158716] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19779 tests [2025-11-21T03:32:23.158769] [INFO ] [CONFIGURE ] AFL: Testing feature 9/29: add_mfi [2025-11-21T03:32:23.158814] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:32:23.403573] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:32:23.650379] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:23.907084] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:32:24.166751] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:24.424463] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:24.690457] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:24.941737] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:25.192534] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:25.439771] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:25.699278] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:25.699788] [INFO ] [CONFIGURE ] AFL: KEPT add_mfi (score: 50.00%) [2025-11-21T03:32:25.699864] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19778 tests [2025-11-21T03:32:25.699924] [INFO ] [CONFIGURE ] AFL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:32:25.699989] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:32:26.055792] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:26.408555] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:26.763631] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:27.115552] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:27.471118] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:27.829381] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:28.193100] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:28.547007] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:28.913636] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:29.276340] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:29.276611] [INFO ] [CONFIGURE ] AFL: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-21T03:32:29.276702] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19777 tests [2025-11-21T03:32:29.276777] [INFO ] [CONFIGURE ] AFL: Testing feature 11/29: add_obv_daily [2025-11-21T03:32:29.276828] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T03:32:29.669116] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:30.038634] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:30.420309] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:30.806161] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:32:31.196235] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:32:31.595662] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:31.995781] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:32.397312] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:32.800788] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:33.192280] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:33.192532] [INFO ] [CONFIGURE ] AFL: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T03:32:33.192607] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19776 tests [2025-11-21T03:32:33.192680] [INFO ] [CONFIGURE ] AFL: Testing feature 12/29: add_obv_interval [2025-11-21T03:32:33.192727] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T03:32:33.561261] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:33.932626] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:34.293470] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:34.648536] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:35.001855] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:35.350327] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:32:35.722494] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:36.095443] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:36.445327] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:36.795925] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:36.796134] [INFO ] [CONFIGURE ] AFL: KEPT add_obv_interval (score: 70.00%) [2025-11-21T03:32:36.796194] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19775 tests [2025-11-21T03:32:36.796242] [INFO ] [CONFIGURE ] AFL: Testing feature 13/29: add_opening_strength [2025-11-21T03:32:36.796282] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:32:37.212057] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:37.634570] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:38.064149] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:38.490018] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:38.916236] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:32:39.391054] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:39.824621] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:40.256376] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:40.678231] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:41.094731] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:41.094980] [INFO ] [CONFIGURE ] AFL: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T03:32:41.095200] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19774 tests [2025-11-21T03:32:41.095259] [INFO ] [CONFIGURE ] AFL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:32:41.095307] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T03:32:41.486394] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:41.898439] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:42.295363] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:42.688691] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:43.113024] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:43.521171] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:43.940912] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:44.370836] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:44.846050] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:45.350951] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:45.351237] [INFO ] [CONFIGURE ] AFL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:32:45.351303] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19773 tests [2025-11-21T03:32:45.351354] [INFO ] [CONFIGURE ] AFL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:32:45.351405] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T03:32:45.751755] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:46.192725] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:46.611912] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:47.026865] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:47.449676] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:47.862840] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:48.285983] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:48.706471] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:49.144172] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:32:49.565352] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:49.565609] [INFO ] [CONFIGURE ] AFL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:32:49.565695] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19772 tests [2025-11-21T03:32:49.565750] [INFO ] [CONFIGURE ] AFL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:32:49.565798] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T03:32:49.975270] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:50.367507] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:50.774080] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:51.176448] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:51.582545] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:51.982065] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:52.379366] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:52.783580] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:32:53.217387] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:53.613128] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:53.613374] [INFO ] [CONFIGURE ] AFL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T03:32:53.613437] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19771 tests [2025-11-21T03:32:53.613488] [INFO ] [CONFIGURE ] AFL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:32:53.613536] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T03:32:54.008749] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:54.391610] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:54.783121] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:32:55.168612] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:32:55.552870] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:32:55.932932] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:32:56.328179] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:32:56.718394] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:32:57.148332] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:32:57.551216] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:32:57.551442] [INFO ] [CONFIGURE ] AFL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T03:32:57.551502] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19770 tests [2025-11-21T03:32:57.551552] [INFO ] [CONFIGURE ] AFL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:32:57.551600] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T03:32:57.954030] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:32:58.356093] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:32:58.724250] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:32:59.086336] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:32:59.442853] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:32:59.780840] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:00.131935] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:01.150480] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:33:01.524388] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:33:01.904370] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:01.904661] [INFO ] [CONFIGURE ] AFL: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T03:33:01.904728] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19769 tests [2025-11-21T03:33:01.904781] [INFO ] [CONFIGURE ] AFL: Testing feature 20/29: add_price_rejection [2025-11-21T03:33:01.904828] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T03:33:02.309592] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:33:02.712230] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:03.127984] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:03.516670] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:33:03.927801] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:04.331013] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:04.745197] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:05.149155] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:05.550221] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:33:05.967179] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:05.967455] [INFO ] [CONFIGURE ] AFL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:33:05.967533] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19768 tests [2025-11-21T03:33:05.967604] [INFO ] [CONFIGURE ] AFL: Testing feature 21/29: add_range_position [2025-11-21T03:33:05.967677] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_range_position'] [2025-11-21T03:33:06.447562] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:06.866962] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:07.293469] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:07.737557] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:33:08.171393] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:08.600798] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:09.041131] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:09.460024] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:09.878802] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:33:10.308724] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:10.308962] [INFO ] [CONFIGURE ] AFL: DISCARDED add_range_position (score: 40.00%) [2025-11-21T03:33:10.309028] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19767 tests [2025-11-21T03:33:10.309081] [INFO ] [CONFIGURE ] AFL: Testing feature 22/29: add_realized_volatility [2025-11-21T03:33:10.309132] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T03:33:10.834442] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:11.359042] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:11.909220] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:12.429988] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:33:12.942926] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:33:13.439351] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:13.932230] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:14.448471] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:14.971375] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:33:15.484455] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:15.484912] [INFO ] [CONFIGURE ] AFL: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T03:33:15.484995] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19766 tests [2025-11-21T03:33:15.485052] [INFO ] [CONFIGURE ] AFL: Testing feature 23/29: add_recent_range_context [2025-11-21T03:33:15.485098] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T03:33:15.874715] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:16.262609] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:16.647864] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:17.033368] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:33:17.420595] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:17.818560] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:33:18.221235] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:18.619426] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:19.022487] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:33:19.442524] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:19.442755] [INFO ] [CONFIGURE ] AFL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:33:19.442817] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19765 tests [2025-11-21T03:33:19.442867] [INFO ] [CONFIGURE ] AFL: Testing feature 24/29: add_rsi [2025-11-21T03:33:19.442913] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T03:33:19.880774] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:20.340851] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:20.777252] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:21.223924] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:33:21.662763] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:22.126976] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:22.568815] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:23.011711] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:33:23.456116] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:33:23.935286] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:23.935605] [INFO ] [CONFIGURE ] AFL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:33:23.935698] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19764 tests [2025-11-21T03:33:23.935752] [INFO ] [CONFIGURE ] AFL: Testing feature 25/29: add_tick_distribution [2025-11-21T03:33:23.935801] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T03:33:24.350200] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:24.724234] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:25.108625] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:25.491503] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:33:25.878540] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:26.269819] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:26.669978] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:27.063082] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:27.444020] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:33:27.827795] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:27.828012] [INFO ] [CONFIGURE ] AFL: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T03:33:27.828071] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19763 tests [2025-11-21T03:33:27.828120] [INFO ] [CONFIGURE ] AFL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:33:27.828167] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T03:33:28.207183] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:28.583192] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:28.969932] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:29.344953] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:33:29.721219] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:30.106285] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:30.490984] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:30.881387] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:33:31.273354] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:33:31.664353] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:31.664726] [INFO ] [CONFIGURE ] AFL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:33:31.664791] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19762 tests [2025-11-21T03:33:31.664843] [INFO ] [CONFIGURE ] AFL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:33:31.664891] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T03:33:32.077480] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:33:32.632351] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:33.154372] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:33.585632] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:33:33.997228] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:34.409808] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:34.821353] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:35.246910] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:35.669201] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:33:36.087583] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:36.087857] [INFO ] [CONFIGURE ] AFL: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T03:33:36.087979] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19761 tests [2025-11-21T03:33:36.088043] [INFO ] [CONFIGURE ] AFL: Testing feature 28/29: add_volume_profile [2025-11-21T03:33:36.088094] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T03:33:36.479723] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:36.872936] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:37.283191] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:37.698492] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:33:38.107463] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:38.518979] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:38.907276] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:39.307550] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:39.686276] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:33:40.089056] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:40.089268] [INFO ] [CONFIGURE ] AFL: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T03:33:40.089341] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19760 tests [2025-11-21T03:33:40.089406] [INFO ] [CONFIGURE ] AFL: Testing feature 29/29: add_vwap [2025-11-21T03:33:40.089468] [INFO ] [CONFIGURE ] AFL: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_vwap'] [2025-11-21T03:33:40.497778] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:40.891785] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:33:41.305927] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:33:41.721514] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:33:42.144992] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:33:42.570195] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:33:42.982930] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:33:43.392192] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:33:43.800732] [DEBUG] [FORECASTER] AFL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:33:44.209464] [DEBUG] [FORECASTER] AFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:33:44.209718] [INFO ] [CONFIGURE ] AFL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T03:33:44.209784] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19759 tests [2025-11-21T03:33:44.209835] [INFO ] [CONFIGURE ] AFL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:33:44.209879] [INFO ] [CONFIGURE ] AFL: Best accuracy: 70.00% [2025-11-21T03:33:44.209922] [INFO ] [CONFIGURE ] AFL: Best feature set (5 features): ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T03:33:44.209969] [INFO ] [CONFIGURE ] AFL: Improvement over baseline: 40.00% [2025-11-21T03:33:44.210027] [INFO ] [CONFIGURE ] AFL: Total time: 1.7 minutes [2025-11-21T03:33:44.210071] [INFO ] [CONFIGURE ] AFL: Average time per feature: 3.7 seconds [2025-11-21T03:33:44.210109] [INFO ] [CONFIGURE ] AFL: Average speed: 0.28 features/sec [2025-11-21T03:33:44.210667] [INFO ] [LOCAL ] Saved configuration for AFL: 5 features, 70.00% accuracy -> ./output/feature-sets/AFL.json [2025-11-21T03:33:44.210729] [INFO ] [CONFIGURE ] AFL: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-11-21T03:33:44.210780] [INFO ] [sig ] [42/723] Successfully configured AFL | 0.01 sym/s | Total: 60.0m | ETA: 16.2h [2025-11-21T03:33:44.210840] [INFO ] [sig ] [43/723] Configuring AG... [2025-11-21T03:33:44.210883] [INFO ] [CONFIGURE ] AG: Configurate test run. [2025-11-21T03:33:44.210925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-11-21T03:33:44.258225] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AG'. [2025-11-21T03:33:44.258800] [INFO ] [CONFIGURE ] AG: Testing with 29 available features [2025-11-21T03:33:44.258871] [INFO ] [CONFIGURE ] AG: Establishing baseline with no features... [2025-11-21T03:33:44.463972] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:44.689108] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:33:44.899730] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:33:45.106307] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:33:45.304704] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:33:45.499737] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:33:45.698115] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:33:45.899890] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:33:46.120776] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:33:46.317016] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:33:46.317243] [INFO ] [CONFIGURE ] AG: Baseline score (no features): 60.00% [2025-11-21T03:33:46.317307] [INFO ] [CONFIGURE ] AG: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:33:46.317359] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:33:46.548578] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:46.773940] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:33:46.997637] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:33:47.246106] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:33:47.503498] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:33:47.742556] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:33:47.990125] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:33:48.241312] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:33:48.494101] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:33:48.752286] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:33:48.752719] [INFO ] [CONFIGURE ] AG: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T03:33:48.752839] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19758 tests [2025-11-21T03:33:48.752944] [INFO ] [CONFIGURE ] AG: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:33:48.753118] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:33:49.018109] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:33:49.279309] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:33:49.534570] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:33:49.791014] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:33:50.049434] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:33:50.309926] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:33:50.571424] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:33:50.821155] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:51.075976] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:33:51.336326] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:33:51.336754] [INFO ] [CONFIGURE ] AG: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:33:51.336877] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19757 tests [2025-11-21T03:33:51.336981] [INFO ] [CONFIGURE ] AG: Testing feature 3/29: add_daily_returns [2025-11-21T03:33:51.337083] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns'] [2025-11-21T03:33:51.566187] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:33:51.783899] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:33:52.005744] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:33:52.232042] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:33:52.457813] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:33:52.680130] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:33:52.901554] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:33:53.133299] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:33:53.359854] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:33:53.587153] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:33:53.587369] [INFO ] [CONFIGURE ] AG: KEPT add_daily_returns (score: 70.00%) [2025-11-21T03:33:53.587420] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19756 tests [2025-11-21T03:33:53.587541] [INFO ] [CONFIGURE ] AG: Testing feature 4/29: add_ema [2025-11-21T03:33:53.587585] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T03:33:53.857103] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:33:54.126688] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:33:54.391753] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:33:54.664086] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:33:54.946367] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:33:55.240638] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:33:55.513265] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:33:55.782948] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:33:56.047582] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:33:56.312040] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:33:56.312294] [INFO ] [CONFIGURE ] AG: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:33:56.312350] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19755 tests [2025-11-21T03:33:56.312393] [INFO ] [CONFIGURE ] AG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:33:56.312433] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:33:56.567733] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:33:56.825586] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:33:57.087990] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:33:57.370026] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:33:57.642596] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:33:57.912968] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:33:58.181838] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:33:58.467356] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:33:58.740521] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:33:59.018834] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:33:59.019069] [INFO ] [CONFIGURE ] AG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:33:59.019131] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19754 tests [2025-11-21T03:33:59.019182] [INFO ] [CONFIGURE ] AG: Testing feature 6/29: add_failed_moves [2025-11-21T03:33:59.019229] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T03:33:59.267269] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:33:59.509300] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:33:59.738396] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:33:59.970510] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:34:00.195112] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:01.156250] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:01.393587] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:01.885766] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:02.136309] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:02.365603] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:02.365855] [INFO ] [CONFIGURE ] AG: KEPT add_failed_moves (score: 80.00%) [2025-11-21T03:34:02.365939] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19753 tests [2025-11-21T03:34:02.365995] [INFO ] [CONFIGURE ] AG: Testing feature 7/29: add_lag_shelf [2025-11-21T03:34:02.366100] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T03:34:02.586269] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:34:02.806676] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:03.050207] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:03.314078] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:34:03.541158] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:03.782472] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:04.008976] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:04.238734] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:04.464257] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:04.697768] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:04.697985] [INFO ] [CONFIGURE ] AG: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T03:34:04.698049] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19752 tests [2025-11-21T03:34:04.698096] [INFO ] [CONFIGURE ] AG: Testing feature 8/29: add_macd [2025-11-21T03:34:04.698137] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T03:34:05.034289] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:34:05.367227] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:05.701664] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:34:06.028100] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:34:06.353297] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:06.678692] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:07.015725] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:07.356331] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:34:07.701599] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:08.033476] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:34:08.033754] [INFO ] [CONFIGURE ] AG: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:34:08.033820] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19751 tests [2025-11-21T03:34:08.033871] [INFO ] [CONFIGURE ] AG: Testing feature 9/29: add_mfi [2025-11-21T03:34:08.033918] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi'] [2025-11-21T03:34:08.296111] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:08.548665] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:08.803011] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:09.061365] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:34:09.338261] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:09.587278] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:09.850773] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:10.114424] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:10.370957] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:10.620810] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:10.621027] [INFO ] [CONFIGURE ] AG: DISCARDED add_mfi (score: 70.00%) [2025-11-21T03:34:10.621086] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19750 tests [2025-11-21T03:34:10.621134] [INFO ] [CONFIGURE ] AG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:34:10.621180] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:34:10.951611] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:34:11.290303] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:11.648580] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:34:11.986242] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:12.327067] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:12.679923] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:13.035628] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:13.388471] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:13.725560] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:34:14.071089] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:14.071349] [INFO ] [CONFIGURE ] AG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:34:14.071413] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19749 tests [2025-11-21T03:34:14.071464] [INFO ] [CONFIGURE ] AG: Testing feature 11/29: add_obv_daily [2025-11-21T03:34:14.071513] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T03:34:14.329630] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:14.590515] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:14.844604] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:15.098097] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:15.358193] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:15.628101] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:15.887193] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:16.147103] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:16.429791] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:16.691479] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:16.691935] [INFO ] [CONFIGURE ] AG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:34:16.692006] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19748 tests [2025-11-21T03:34:16.692113] [INFO ] [CONFIGURE ] AG: Testing feature 12/29: add_obv_interval [2025-11-21T03:34:16.692251] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T03:34:16.934111] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:34:17.174190] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:17.415191] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:17.655599] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:17.895483] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:18.139378] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:18.394928] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:18.638950] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:18.893238] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:19.150095] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:19.150321] [INFO ] [CONFIGURE ] AG: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:34:19.150379] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19747 tests [2025-11-21T03:34:19.150421] [INFO ] [CONFIGURE ] AG: Testing feature 13/29: add_opening_strength [2025-11-21T03:34:19.150460] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength'] [2025-11-21T03:34:19.400961] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:19.657373] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:19.933583] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:20.189493] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:20.436501] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:20.685863] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:20.937114] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:21.192815] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:21.430836] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:21.667549] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:21.667803] [INFO ] [CONFIGURE ] AG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:34:21.667868] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19746 tests [2025-11-21T03:34:21.667916] [INFO ] [CONFIGURE ] AG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:34:21.667971] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T03:34:21.934063] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:22.189578] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:22.454252] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:34:22.712217] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:22.980133] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:23.257105] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:23.531847] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:23.801174] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:24.069396] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:24.333887] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:24.334093] [INFO ] [CONFIGURE ] AG: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T03:34:24.334156] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19745 tests [2025-11-21T03:34:24.334210] [INFO ] [CONFIGURE ] AG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:34:24.334266] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T03:34:24.572953] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:34:24.807156] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:25.041805] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:25.277031] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:25.505509] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:25.740419] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:25.980137] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:26.217146] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:26.462562] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:26.705834] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:26.706285] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:34:26.706356] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19744 tests [2025-11-21T03:34:26.706469] [INFO ] [CONFIGURE ] AG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:34:26.706592] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T03:34:26.984829] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:27.247778] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:27.499809] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:27.763409] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:34:28.018606] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:28.278404] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:28.529134] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:28.785936] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:29.048702] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:34:29.309932] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:29.310145] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:34:29.310206] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19743 tests [2025-11-21T03:34:29.310329] [INFO ] [CONFIGURE ] AG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:34:29.310381] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T03:34:29.577181] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:29.835538] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:30.086042] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:30.355515] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:30.612077] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:30.874768] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:31.129679] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:31.384006] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:31.639464] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:31.913347] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:31.913594] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T03:34:31.913677] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19742 tests [2025-11-21T03:34:31.913735] [INFO ] [CONFIGURE ] AG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:34:31.913799] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T03:34:32.159291] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:32.393593] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:32.631051] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:32.869752] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:34:33.114927] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:33.362294] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:33.600966] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:33.845169] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:34.090564] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:34:34.342204] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:34.342428] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:34:34.342481] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19741 tests [2025-11-21T03:34:34.342524] [INFO ] [CONFIGURE ] AG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:34:34.342565] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T03:34:34.577143] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:34.807929] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:35.036815] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:35.275231] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:35.510679] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:35.743502] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:35.991185] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:36.226487] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:36.455639] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:36.695136] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:36.695349] [INFO ] [CONFIGURE ] AG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:34:36.695402] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19740 tests [2025-11-21T03:34:36.695443] [INFO ] [CONFIGURE ] AG: Testing feature 20/29: add_price_rejection [2025-11-21T03:34:36.695484] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T03:34:36.956387] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:34:37.209890] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:37.462535] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:37.717618] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:37.975379] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:38.225240] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:38.477745] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:38.732534] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:39.000467] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:34:39.252721] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:39.252929] [INFO ] [CONFIGURE ] AG: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T03:34:39.253038] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19739 tests [2025-11-21T03:34:39.253115] [INFO ] [CONFIGURE ] AG: Testing feature 21/29: add_range_position [2025-11-21T03:34:39.253162] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_range_position'] [2025-11-21T03:34:39.519885] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:39.782745] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:40.049731] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:40.341746] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:34:40.674601] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:41.057546] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:41.417049] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:41.707733] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:41.995179] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:34:42.270108] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:34:42.270333] [INFO ] [CONFIGURE ] AG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T03:34:42.270405] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19738 tests [2025-11-21T03:34:42.270459] [INFO ] [CONFIGURE ] AG: Testing feature 22/29: add_realized_volatility [2025-11-21T03:34:42.270506] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T03:34:42.636730] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:43.034627] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:43.389163] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:43.764531] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:44.151290] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:44.546820] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:44.911681] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:45.279657] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:45.639110] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:46.000243] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:46.000510] [INFO ] [CONFIGURE ] AG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:34:46.000575] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19737 tests [2025-11-21T03:34:46.000626] [INFO ] [CONFIGURE ] AG: Testing feature 23/29: add_recent_range_context [2025-11-21T03:34:46.000766] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T03:34:46.249370] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:46.503138] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:46.751733] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:47.004410] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:47.253627] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:47.501247] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:47.757618] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:48.009747] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:48.271236] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:48.521258] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:48.521460] [INFO ] [CONFIGURE ] AG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:34:48.521521] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19736 tests [2025-11-21T03:34:48.521570] [INFO ] [CONFIGURE ] AG: Testing feature 24/29: add_rsi [2025-11-21T03:34:48.521617] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T03:34:48.809997] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:34:49.111878] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:49.407746] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:49.708240] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:50.006223] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:34:50.315731] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:50.610938] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:50.909926] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:51.207389] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:51.513148] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:34:51.513398] [INFO ] [CONFIGURE ] AG: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:34:51.513465] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19735 tests [2025-11-21T03:34:51.513519] [INFO ] [CONFIGURE ] AG: Testing feature 25/29: add_tick_distribution [2025-11-21T03:34:51.513570] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T03:34:51.760255] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:52.012382] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:52.266331] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:52.511171] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:34:52.758493] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:53.017418] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:53.263807] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:53.514614] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:53.767039] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:54.026489] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:54.026777] [INFO ] [CONFIGURE ] AG: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:34:54.026866] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19734 tests [2025-11-21T03:34:54.026919] [INFO ] [CONFIGURE ] AG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:34:54.026975] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T03:34:54.316890] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:34:54.619464] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:54.865372] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:34:55.134231] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:55.386376] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:55.638723] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:55.894133] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:56.142725] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:56.398570] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:34:56.647255] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:34:56.647571] [INFO ] [CONFIGURE ] AG: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:34:56.647673] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19733 tests [2025-11-21T03:34:56.647730] [INFO ] [CONFIGURE ] AG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:34:56.647777] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T03:34:56.752875] [FATAL] [FORECASTER] Failed to test lookback=11: [03:34:56] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:56.854847] [FATAL] [FORECASTER] Failed to test lookback=10: [03:34:56] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:56.955207] [FATAL] [FORECASTER] Failed to test lookback=9: [03:34:56] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:57.056307] [FATAL] [FORECASTER] Failed to test lookback=8: [03:34:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:57.157225] [FATAL] [FORECASTER] Failed to test lookback=7: [03:34:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:57.265784] [FATAL] [FORECASTER] Failed to test lookback=6: [03:34:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:57.367315] [FATAL] [FORECASTER] Failed to test lookback=5: [03:34:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:57.466839] [FATAL] [FORECASTER] Failed to test lookback=4: [03:34:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:57.567092] [FATAL] [FORECASTER] Failed to test lookback=3: [03:34:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:57.668791] [FATAL] [FORECASTER] Failed to test lookback=2: [03:34:57] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T03:34:57.669136] [INFO ] [CONFIGURE ] AG: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T03:34:57.669201] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19732 tests [2025-11-21T03:34:57.669247] [INFO ] [CONFIGURE ] AG: Testing feature 28/29: add_volume_profile [2025-11-21T03:34:57.669285] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T03:34:57.929892] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:34:58.181354] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:34:58.447825] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:34:58.698962] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:34:58.955338] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:34:59.219574] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:34:59.480421] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:34:59.729605] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:34:59.988384] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:35:00.215948] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:00.216273] [INFO ] [CONFIGURE ] AG: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:35:00.216366] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19731 tests [2025-11-21T03:35:00.216447] [INFO ] [CONFIGURE ] AG: Testing feature 29/29: add_vwap [2025-11-21T03:35:00.216511] [INFO ] [CONFIGURE ] AG: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap'] [2025-11-21T03:35:00.462775] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:35:00.709283] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:35:01.637357] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:35:02.000885] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:02.293822] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:35:02.550435] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:02.824085] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:35:03.101481] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:03.357383] [DEBUG] [FORECASTER] AG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:35:03.658876] [DEBUG] [FORECASTER] AG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:35:03.659138] [INFO ] [CONFIGURE ] AG: DISCARDED add_vwap (score: 40.00%) [2025-11-21T03:35:03.659202] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19730 tests [2025-11-21T03:35:03.659255] [INFO ] [CONFIGURE ] AG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:35:03.659303] [INFO ] [CONFIGURE ] AG: Best accuracy: 80.00% [2025-11-21T03:35:03.659353] [INFO ] [CONFIGURE ] AG: Best feature set (2 features): ['add_daily_returns', 'add_failed_moves'] [2025-11-21T03:35:03.659398] [INFO ] [CONFIGURE ] AG: Improvement over baseline: 20.00% [2025-11-21T03:35:03.659438] [INFO ] [CONFIGURE ] AG: Total time: 1.3 minutes [2025-11-21T03:35:03.659484] [INFO ] [CONFIGURE ] AG: Average time per feature: 2.7 seconds [2025-11-21T03:35:03.659530] [INFO ] [CONFIGURE ] AG: Average speed: 0.37 features/sec [2025-11-21T03:35:03.659947] [INFO ] [LOCAL ] Saved configuration for AG: 2 features, 80.00% accuracy -> ./output/feature-sets/AG.json [2025-11-21T03:35:03.660011] [INFO ] [CONFIGURE ] AG: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T03:35:03.660071] [INFO ] [sig ] [43/723] Successfully configured AG | 0.01 sym/s | Total: 1.0h | ETA: 16.2h [2025-11-21T03:35:03.660128] [INFO ] [sig ] [44/723] Configuring AGCO... [2025-11-21T03:35:03.660173] [INFO ] [CONFIGURE ] AGCO: Configurate test run. [2025-11-21T03:35:03.660216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-11-21T03:35:03.769690] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGCO'. [2025-11-21T03:35:03.770266] [INFO ] [CONFIGURE ] AGCO: Testing with 29 available features [2025-11-21T03:35:03.770334] [INFO ] [CONFIGURE ] AGCO: Establishing baseline with no features... [2025-11-21T03:35:03.968001] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:04.171285] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:35:04.377616] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:04.578780] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:35:04.787131] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:04.995401] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:35:05.199751] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:35:05.396032] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:35:05.592717] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:05.796127] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:05.796339] [INFO ] [CONFIGURE ] AGCO: Baseline score (no features): 50.00% [2025-11-21T03:35:05.796392] [INFO ] [CONFIGURE ] AGCO: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:35:05.796442] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:35:06.036569] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:06.277302] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:35:06.526497] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:06.771252] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:35:07.017622] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:07.251627] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:35:07.476315] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:07.707612] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:35:07.933427] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:08.164273] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:08.164514] [INFO ] [CONFIGURE ] AGCO: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T03:35:08.164577] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19729 tests [2025-11-21T03:35:08.164628] [INFO ] [CONFIGURE ] AGCO: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:35:08.164698] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:35:08.426991] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:08.691502] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:08.954995] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:35:09.211626] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:35:09.467719] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:09.728049] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:09.987581] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:10.251635] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:10.507129] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:10.765745] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:10.765978] [INFO ] [CONFIGURE ] AGCO: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T03:35:10.766038] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19728 tests [2025-11-21T03:35:10.766092] [INFO ] [CONFIGURE ] AGCO: Testing feature 3/29: add_daily_returns [2025-11-21T03:35:10.766138] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:35:11.043893] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:11.323105] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:11.604455] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:35:11.876968] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:12.146911] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:12.423275] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:12.699364] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:13.005582] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:13.319561] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:13.621874] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:13.622088] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T03:35:13.622146] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19727 tests [2025-11-21T03:35:13.622197] [INFO ] [CONFIGURE ] AGCO: Testing feature 4/29: add_ema [2025-11-21T03:35:13.622245] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:35:13.963892] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:14.309270] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:14.632698] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:35:14.957127] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:15.304047] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:15.644205] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:15.972445] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:16.311634] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:16.650183] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:16.993527] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:16.993840] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_ema (score: 70.00%) [2025-11-21T03:35:16.993923] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19726 tests [2025-11-21T03:35:16.993976] [INFO ] [CONFIGURE ] AGCO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:35:16.994035] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:35:17.314610] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:17.632456] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:17.936436] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:18.247990] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:18.557523] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:18.869457] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:19.183069] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:19.509878] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:19.831953] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:20.176990] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:20.177236] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T03:35:20.177296] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19725 tests [2025-11-21T03:35:20.177341] [INFO ] [CONFIGURE ] AGCO: Testing feature 6/29: add_failed_moves [2025-11-21T03:35:20.177388] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T03:35:20.463274] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:20.750450] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:21.030873] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:35:21.306151] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:35:21.587630] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:21.886098] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:22.181748] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:22.469764] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:22.757925] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:23.046720] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:23.046975] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T03:35:23.047035] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19724 tests [2025-11-21T03:35:23.047085] [INFO ] [CONFIGURE ] AGCO: Testing feature 7/29: add_lag_shelf [2025-11-21T03:35:23.047132] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T03:35:23.324716] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:23.622423] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:23.929257] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:35:24.222433] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:35:24.522258] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:35:24.800158] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:25.078983] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:25.363762] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:25.644739] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:25.932454] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:25.932728] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T03:35:25.932791] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19723 tests [2025-11-21T03:35:25.932838] [INFO ] [CONFIGURE ] AGCO: Testing feature 8/29: add_macd [2025-11-21T03:35:25.932883] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T03:35:26.309817] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:35:26.694184] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:35:27.090924] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:27.494718] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:27.846626] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:28.310133] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:28.789069] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:29.100739] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:35:29.426876] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:35:29.756231] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:29.756465] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_macd (score: 60.00%) [2025-11-21T03:35:29.756525] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19722 tests [2025-11-21T03:35:29.756573] [INFO ] [CONFIGURE ] AGCO: Testing feature 9/29: add_mfi [2025-11-21T03:35:29.756626] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T03:35:30.057094] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:30.355829] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:30.670478] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:35:30.996903] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:31.302526] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:31.596725] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:31.893546] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:32.214856] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:32.523796] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:32.821299] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:32.821552] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_mfi (score: 70.00%) [2025-11-21T03:35:32.821614] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19721 tests [2025-11-21T03:35:32.821687] [INFO ] [CONFIGURE ] AGCO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:35:32.821736] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:35:33.215230] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:33.626534] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:34.030728] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:34.439821] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:35:34.836454] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:35.225972] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:35.616353] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:36.022219] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:36.432134] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:36.823330] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:36.823615] [INFO ] [CONFIGURE ] AGCO: KEPT add_momentum_acceleration (score: 90.00%) [2025-11-21T03:35:36.823776] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19720 tests [2025-11-21T03:35:36.823842] [INFO ] [CONFIGURE ] AGCO: Testing feature 11/29: add_obv_daily [2025-11-21T03:35:36.823890] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T03:35:37.265160] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:35:37.674539] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:38.091786] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:38.507043] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:38.961244] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:39.369481] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:39.778947] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:40.171476] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:40.547462] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:40.930058] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:40.930315] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_obv_daily (score: 90.00%) [2025-11-21T03:35:40.930379] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19719 tests [2025-11-21T03:35:40.930431] [INFO ] [CONFIGURE ] AGCO: Testing feature 12/29: add_obv_interval [2025-11-21T03:35:40.930477] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T03:35:41.290344] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:35:41.648344] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:42.003285] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:42.397868] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:42.784524] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:43.173081] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:43.544397] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:43.941609] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:44.339842] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:44.734722] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:44.734948] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T03:35:44.735011] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19718 tests [2025-11-21T03:35:44.735061] [INFO ] [CONFIGURE ] AGCO: Testing feature 13/29: add_opening_strength [2025-11-21T03:35:44.735106] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:35:45.117989] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:45.504064] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:45.886704] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:46.269920] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:46.644868] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:35:47.029446] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:47.422805] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:47.810979] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:48.207277] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:35:48.612613] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:48.612873] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T03:35:48.612933] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19717 tests [2025-11-21T03:35:48.612985] [INFO ] [CONFIGURE ] AGCO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:35:48.613029] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T03:35:49.034721] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:35:49.443051] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:49.865746] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:50.283923] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:50.695171] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:35:51.114858] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:51.535351] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:51.957201] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:52.364714] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:35:52.771862] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:52.772123] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T03:35:52.772186] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19716 tests [2025-11-21T03:35:52.772239] [INFO ] [CONFIGURE ] AGCO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:35:52.772287] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T03:35:53.191596] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:53.599965] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:35:54.019361] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:35:54.429166] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:54.830343] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:35:55.230472] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:55.626429] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:35:56.016102] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:35:56.428471] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:35:56.837538] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:35:56.837865] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:35:56.837937] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19715 tests [2025-11-21T03:35:56.837990] [INFO ] [CONFIGURE ] AGCO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:35:56.838047] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T03:35:57.258875] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:35:57.670162] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:35:58.081596] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:35:58.496391] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:35:58.909248] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:35:59.336826] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:35:59.749751] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:00.166796] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:00.567397] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:01.756903] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:01.757164] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T03:36:01.757227] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19714 tests [2025-11-21T03:36:01.757278] [INFO ] [CONFIGURE ] AGCO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:36:01.757330] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T03:36:02.373893] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:36:02.765616] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:36:03.157624] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:03.536507] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:36:03.922860] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:36:04.310736] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:04.699982] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:05.091067] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:05.490345] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:36:05.887851] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:05.888092] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T03:36:05.888155] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19713 tests [2025-11-21T03:36:05.888208] [INFO ] [CONFIGURE ] AGCO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:36:05.888257] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T03:36:06.296940] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:36:06.656343] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:36:07.021006] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:07.393573] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:36:07.773305] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:36:08.151905] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:08.528749] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:08.923284] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:09.308801] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:09.704621] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:09.704915] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T03:36:09.705006] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19712 tests [2025-11-21T03:36:09.705080] [INFO ] [CONFIGURE ] AGCO: Testing feature 20/29: add_price_rejection [2025-11-21T03:36:09.705140] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T03:36:10.123914] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:36:10.529043] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:36:10.944165] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:11.342341] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:36:11.751263] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:12.168924] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:12.581485] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:12.983679] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:13.384500] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:36:13.800571] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:13.800849] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:36:13.800916] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19711 tests [2025-11-21T03:36:13.800969] [INFO ] [CONFIGURE ] AGCO: Testing feature 21/29: add_range_position [2025-11-21T03:36:13.801017] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T03:36:14.207465] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:36:14.618188] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:36:15.033952] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:15.450461] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:36:15.867065] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:16.286106] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:16.710889] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:17.137968] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:17.556185] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:36:17.968818] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:17.969061] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_range_position (score: 70.00%) [2025-11-21T03:36:17.969122] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19710 tests [2025-11-21T03:36:17.969170] [INFO ] [CONFIGURE ] AGCO: Testing feature 22/29: add_realized_volatility [2025-11-21T03:36:17.969206] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T03:36:18.451228] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:36:18.922615] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:36:19.405279] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:19.889909] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:36:20.401549] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:20.966895] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:21.545274] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:22.033826] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:22.518434] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:23.007928] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:23.008172] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T03:36:23.008234] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19709 tests [2025-11-21T03:36:23.008287] [INFO ] [CONFIGURE ] AGCO: Testing feature 23/29: add_recent_range_context [2025-11-21T03:36:23.008336] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T03:36:23.402709] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:36:23.836363] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:36:24.233027] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:24.624205] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:36:25.017237] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:36:25.387899] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:25.785892] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:26.194573] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:26.599386] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:36:27.003466] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:27.003744] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T03:36:27.003808] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19708 tests [2025-11-21T03:36:27.003861] [INFO ] [CONFIGURE ] AGCO: Testing feature 24/29: add_rsi [2025-11-21T03:36:27.003909] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T03:36:27.461638] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:36:27.928625] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:36:28.395216] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:28.845606] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:36:29.299497] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:36:29.739353] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:30.203600] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:30.677683] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:31.120569] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:36:31.575194] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:31.575509] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_rsi (score: 70.00%) [2025-11-21T03:36:31.575577] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19707 tests [2025-11-21T03:36:31.575629] [INFO ] [CONFIGURE ] AGCO: Testing feature 25/29: add_tick_distribution [2025-11-21T03:36:31.575709] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T03:36:31.977761] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:36:32.382194] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:36:32.783125] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:33.195272] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:36:33.587610] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:33.991508] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:34.389388] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:34.788450] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:35.186063] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:35.596571] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:35.596896] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T03:36:35.596977] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19706 tests [2025-11-21T03:36:35.597029] [INFO ] [CONFIGURE ] AGCO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:36:35.597077] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T03:36:36.014480] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:36:36.414860] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:36:36.804723] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:37.208061] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:36:37.617945] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:36:38.073551] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:38.489862] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:38.901965] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:39.312054] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:39.706273] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:39.706513] [INFO ] [CONFIGURE ] AGCO: KEPT add_volume_momentum_confirmation (score: 100.00%) [2025-11-21T03:36:39.706576] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19705 tests [2025-11-21T03:36:39.706628] [INFO ] [CONFIGURE ] AGCO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:36:39.706709] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T03:36:40.126870] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:36:40.553120] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:36:40.982111] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:41.418377] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:36:41.891596] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:42.352950] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:42.799931] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:43.260437] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:43.683629] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:44.145156] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:44.145410] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:36:44.145471] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19704 tests [2025-11-21T03:36:44.145525] [INFO ] [CONFIGURE ] AGCO: Testing feature 28/29: add_volume_profile [2025-11-21T03:36:44.145572] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T03:36:44.569188] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:36:44.990156] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:36:45.411767] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:45.847815] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:36:46.276861] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:46.670857] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:47.087465] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:47.507255] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:47.912862] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:48.315464] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:48.315727] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T03:36:48.315792] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19703 tests [2025-11-21T03:36:48.315874] [INFO ] [CONFIGURE ] AGCO: Testing feature 29/29: add_vwap [2025-11-21T03:36:48.315917] [INFO ] [CONFIGURE ] AGCO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T03:36:48.747772] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:36:49.184566] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:36:49.606153] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:36:50.034166] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:36:50.465014] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:50.901890] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:36:51.331794] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:36:51.790345] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:36:52.225478] [DEBUG] [FORECASTER] AGCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:36:52.629520] [DEBUG] [FORECASTER] AGCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:36:52.629757] [INFO ] [CONFIGURE ] AGCO: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:36:52.630229] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19702 tests [2025-11-21T03:36:52.630361] [INFO ] [CONFIGURE ] AGCO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:36:52.630418] [INFO ] [CONFIGURE ] AGCO: Best accuracy: 100.00% [2025-11-21T03:36:52.630470] [INFO ] [CONFIGURE ] AGCO: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T03:36:52.630518] [INFO ] [CONFIGURE ] AGCO: Improvement over baseline: 50.00% [2025-11-21T03:36:52.630556] [INFO ] [CONFIGURE ] AGCO: Total time: 1.8 minutes [2025-11-21T03:36:52.630594] [INFO ] [CONFIGURE ] AGCO: Average time per feature: 3.8 seconds [2025-11-21T03:36:52.630632] [INFO ] [CONFIGURE ] AGCO: Average speed: 0.27 features/sec [2025-11-21T03:36:52.631297] [INFO ] [LOCAL ] Saved configuration for AGCO: 5 features, 100.00% accuracy -> ./output/feature-sets/AGCO.json [2025-11-21T03:36:52.631361] [INFO ] [CONFIGURE ] AGCO: Configuration saved successfully: 5 features, 100.00% accuracy. [2025-11-21T03:36:52.631413] [INFO ] [sig ] [44/723] Successfully configured AGCO | 0.01 sym/s | Total: 1.1h | ETA: 16.2h [2025-11-21T03:36:52.631459] [INFO ] [sig ] [45/723] Configuring AGD... [2025-11-21T03:36:52.631500] [INFO ] [CONFIGURE ] AGD: Configurate test run. [2025-11-21T03:36:52.631541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-11-21T03:36:52.799164] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGD'. [2025-11-21T03:36:52.799802] [INFO ] [CONFIGURE ] AGD: Testing with 29 available features [2025-11-21T03:36:52.799870] [INFO ] [CONFIGURE ] AGD: Establishing baseline with no features... [2025-11-21T03:36:53.001926] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:36:53.200810] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:36:53.398468] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:53.599496] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:36:53.808744] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:54.040826] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:36:54.245274] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:36:54.449255] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:36:54.650353] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:36:54.845867] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:36:54.846054] [INFO ] [CONFIGURE ] AGD: Baseline score (no features): 50.00% [2025-11-21T03:36:54.846103] [INFO ] [CONFIGURE ] AGD: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:36:54.846142] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:36:55.078541] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:36:55.307755] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:36:55.541327] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:55.770663] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:36:56.007136] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:36:56.241808] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:36:56.475405] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:36:56.706028] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:36:56.941130] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:57.175527] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:36:57.175783] [INFO ] [CONFIGURE ] AGD: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T03:36:57.176018] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19701 tests [2025-11-21T03:36:57.176127] [INFO ] [CONFIGURE ] AGD: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:36:57.176230] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:36:57.460046] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:36:57.727010] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:36:57.991441] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:36:58.258633] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:36:58.531371] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:36:58.800161] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:36:59.085894] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:36:59.377727] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:36:59.661712] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:36:59.930814] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:36:59.931021] [INFO ] [CONFIGURE ] AGD: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T03:36:59.931080] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19700 tests [2025-11-21T03:36:59.931130] [INFO ] [CONFIGURE ] AGD: Testing feature 3/29: add_daily_returns [2025-11-21T03:36:59.931176] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:37:00.179126] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:01.068957] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:01.385735] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:01.633115] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:01.894449] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:02.146160] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:02.405075] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:02.657097] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:02.906219] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:03.156370] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:03.156597] [INFO ] [CONFIGURE ] AGD: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T03:37:03.156665] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19699 tests [2025-11-21T03:37:03.156738] [INFO ] [CONFIGURE ] AGD: Testing feature 4/29: add_ema [2025-11-21T03:37:03.156995] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:37:03.448517] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:03.736326] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:37:04.016633] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:04.313438] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:04.588854] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:37:04.868324] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:05.149726] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:05.431001] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:05.727674] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:06.012923] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:06.013194] [INFO ] [CONFIGURE ] AGD: DISCARDED add_ema (score: 50.00%) [2025-11-21T03:37:06.013260] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19698 tests [2025-11-21T03:37:06.013309] [INFO ] [CONFIGURE ] AGD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:37:06.013365] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:37:06.308296] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:06.589939] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:06.878112] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:07.155772] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:07.444752] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:07.774720] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:08.146713] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:08.564855] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:08.875081] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:09.187355] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:09.187619] [INFO ] [CONFIGURE ] AGD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:37:09.187711] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19697 tests [2025-11-21T03:37:09.187765] [INFO ] [CONFIGURE ] AGD: Testing feature 6/29: add_failed_moves [2025-11-21T03:37:09.187811] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:37:09.422339] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:09.663053] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:09.903060] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:10.141210] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:10.380179] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:37:10.629377] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:10.873992] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:11.117821] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:11.359974] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:37:11.606411] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:11.606835] [INFO ] [CONFIGURE ] AGD: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:37:11.606955] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19696 tests [2025-11-21T03:37:11.607058] [INFO ] [CONFIGURE ] AGD: Testing feature 7/29: add_lag_shelf [2025-11-21T03:37:11.607177] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:37:11.837438] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:12.078413] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:12.314416] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:12.556574] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:12.787432] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:13.018284] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:13.252313] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:13.485812] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:13.722090] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:13.965199] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:13.965404] [INFO ] [CONFIGURE ] AGD: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:37:13.965458] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19695 tests [2025-11-21T03:37:13.965502] [INFO ] [CONFIGURE ] AGD: Testing feature 8/29: add_macd [2025-11-21T03:37:13.965550] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:37:14.301392] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:14.649866] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:14.981092] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:15.312589] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:15.634623] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:15.959076] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:16.279258] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:16.601913] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:16.937294] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:37:17.280821] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:37:17.281131] [INFO ] [CONFIGURE ] AGD: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:37:17.281197] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19694 tests [2025-11-21T03:37:17.281251] [INFO ] [CONFIGURE ] AGD: Testing feature 9/29: add_mfi [2025-11-21T03:37:17.281300] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:37:17.542352] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:17.787320] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:18.024316] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:18.273433] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:18.514434] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:18.768186] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:19.025193] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:19.277878] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:19.536189] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:37:19.782322] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:19.782593] [INFO ] [CONFIGURE ] AGD: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:37:19.782677] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19693 tests [2025-11-21T03:37:19.782734] [INFO ] [CONFIGURE ] AGD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:37:19.782783] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:37:20.108666] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:20.436609] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:20.765785] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:21.094958] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:21.430073] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:21.766140] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:22.103767] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:22.442057] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:22.783497] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:23.113023] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:23.113257] [INFO ] [CONFIGURE ] AGD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:37:23.113315] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19692 tests [2025-11-21T03:37:23.113365] [INFO ] [CONFIGURE ] AGD: Testing feature 11/29: add_obv_daily [2025-11-21T03:37:23.113436] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T03:37:23.360941] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:23.609961] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:23.844718] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:24.088934] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:24.334025] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:37:24.570779] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:24.810691] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:25.047911] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:25.294013] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:37:25.535517] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:25.535786] [INFO ] [CONFIGURE ] AGD: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:37:25.535894] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19691 tests [2025-11-21T03:37:25.536013] [INFO ] [CONFIGURE ] AGD: Testing feature 12/29: add_obv_interval [2025-11-21T03:37:25.536128] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T03:37:25.775181] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:26.024604] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:26.262616] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:26.501527] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:26.743382] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:26.985825] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:27.230146] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:27.489596] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:37:27.747452] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:27.994612] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:27.994841] [INFO ] [CONFIGURE ] AGD: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:37:27.994892] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19690 tests [2025-11-21T03:37:27.994930] [INFO ] [CONFIGURE ] AGD: Testing feature 13/29: add_opening_strength [2025-11-21T03:37:27.994965] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:37:28.255892] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:28.520243] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:28.781973] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:29.043737] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:29.311445] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:29.578994] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:29.839206] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:30.108545] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:30.368517] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:30.633384] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:30.633606] [INFO ] [CONFIGURE ] AGD: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:37:30.633694] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19689 tests [2025-11-21T03:37:30.633829] [INFO ] [CONFIGURE ] AGD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:37:30.633894] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T03:37:30.891247] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:31.151725] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:31.405157] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:31.678046] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:31.944195] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:32.211009] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:32.481200] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:32.750776] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:33.017047] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:33.280634] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:33.280849] [INFO ] [CONFIGURE ] AGD: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:37:33.280909] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19688 tests [2025-11-21T03:37:33.280959] [INFO ] [CONFIGURE ] AGD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:37:33.281041] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T03:37:33.508915] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:33.735063] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:33.971697] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:34.204769] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:34.434089] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:37:34.673066] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:34.901762] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:35.134524] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:35.375557] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:35.616570] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:35.616989] [INFO ] [CONFIGURE ] AGD: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:37:35.617167] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19687 tests [2025-11-21T03:37:35.617271] [INFO ] [CONFIGURE ] AGD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:37:35.617366] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T03:37:35.877304] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:36.133887] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:36.387228] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:36.640600] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:36.895721] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:37.154420] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:37.417469] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:37.686805] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:37.951318] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:38.212946] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:37:38.213160] [INFO ] [CONFIGURE ] AGD: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T03:37:38.213244] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19686 tests [2025-11-21T03:37:38.213289] [INFO ] [CONFIGURE ] AGD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:37:38.213329] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T03:37:38.473252] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:38.758101] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:39.028155] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:37:39.294781] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:39.558717] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:39.821410] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:40.081028] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:40.343372] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:40.613080] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:40.873685] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:40.873889] [INFO ] [CONFIGURE ] AGD: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:37:40.873948] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19685 tests [2025-11-21T03:37:40.873990] [INFO ] [CONFIGURE ] AGD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:37:40.874379] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T03:37:41.108952] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:41.332591] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:41.559582] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:41.791391] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:42.029233] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:42.262136] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:42.506005] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:42.747863] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:42.982717] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:43.217526] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:43.217890] [INFO ] [CONFIGURE ] AGD: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:37:43.218003] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19684 tests [2025-11-21T03:37:43.218104] [INFO ] [CONFIGURE ] AGD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:37:43.218218] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T03:37:43.454587] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:43.689285] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:43.919402] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:44.150091] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:44.390438] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:44.625690] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:44.875053] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:45.112861] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:45.347485] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:37:45.581867] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:45.582060] [INFO ] [CONFIGURE ] AGD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:37:45.582109] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19683 tests [2025-11-21T03:37:45.582147] [INFO ] [CONFIGURE ] AGD: Testing feature 20/29: add_price_rejection [2025-11-21T03:37:45.582181] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T03:37:45.832410] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:46.080204] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:46.325556] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:46.593004] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:46.841912] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:47.093941] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:47.348616] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:47.626978] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:47.891015] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:37:48.141905] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:48.142185] [INFO ] [CONFIGURE ] AGD: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:37:48.142440] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19682 tests [2025-11-21T03:37:48.142512] [INFO ] [CONFIGURE ] AGD: Testing feature 21/29: add_range_position [2025-11-21T03:37:48.142564] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T03:37:48.420873] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:48.702394] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:48.981754] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:49.253910] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:49.529292] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:49.809991] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:50.089404] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:50.376890] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:50.670332] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:37:50.958151] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:50.958402] [INFO ] [CONFIGURE ] AGD: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:37:50.958473] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19681 tests [2025-11-21T03:37:50.958526] [INFO ] [CONFIGURE ] AGD: Testing feature 22/29: add_realized_volatility [2025-11-21T03:37:50.958577] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T03:37:51.324483] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:51.686346] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:52.057708] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:52.427267] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:52.795178] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:53.162891] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:53.524530] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:53.907000] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:54.296019] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:37:54.680201] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:54.680522] [INFO ] [CONFIGURE ] AGD: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:37:54.680590] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19680 tests [2025-11-21T03:37:54.680662] [INFO ] [CONFIGURE ] AGD: Testing feature 23/29: add_recent_range_context [2025-11-21T03:37:54.680712] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T03:37:54.920041] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:55.161673] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:55.398889] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:55.639630] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:55.892159] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:56.139660] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:56.386076] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:56.645068] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:56.887201] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:37:57.123091] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:37:57.123312] [INFO ] [CONFIGURE ] AGD: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:37:57.123366] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19679 tests [2025-11-21T03:37:57.123433] [INFO ] [CONFIGURE ] AGD: Testing feature 24/29: add_rsi [2025-11-21T03:37:57.123472] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T03:37:57.418412] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:37:57.712227] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:37:58.002928] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:37:58.299916] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:37:58.599092] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:37:58.900011] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:37:59.217631] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:37:59.522119] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:37:59.821567] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:38:00.119766] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:38:00.119998] [INFO ] [CONFIGURE ] AGD: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:38:00.120059] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19678 tests [2025-11-21T03:38:00.120111] [INFO ] [CONFIGURE ] AGD: Testing feature 25/29: add_tick_distribution [2025-11-21T03:38:00.120157] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T03:38:01.125364] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:38:01.561581] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:01.808665] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:38:02.074610] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:38:02.328830] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:38:02.576322] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:38:02.827765] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:38:03.074793] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:03.324149] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:38:03.573002] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:38:03.573238] [INFO ] [CONFIGURE ] AGD: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:38:03.573312] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19677 tests [2025-11-21T03:38:03.573381] [INFO ] [CONFIGURE ] AGD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:38:03.573445] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T03:38:03.828443] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:38:04.086688] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:38:04.339260] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:38:04.596221] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:38:04.848542] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:38:05.098350] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:38:05.351991] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:38:05.609023] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:05.871779] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:38:06.136247] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:38:06.136471] [INFO ] [CONFIGURE ] AGD: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:38:06.136576] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19676 tests [2025-11-21T03:38:06.136629] [INFO ] [CONFIGURE ] AGD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:38:06.136699] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T03:38:06.404756] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:38:06.669125] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:06.934338] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:38:07.201320] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:38:07.471676] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:38:07.736029] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:38:08.008886] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:38:08.272270] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:08.536674] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:38:08.804995] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:38:08.805246] [INFO ] [CONFIGURE ] AGD: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T03:38:08.805310] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19675 tests [2025-11-21T03:38:08.805359] [INFO ] [CONFIGURE ] AGD: Testing feature 28/29: add_volume_profile [2025-11-21T03:38:08.805400] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T03:38:09.054982] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:38:09.303876] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:09.562109] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:38:09.810554] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:38:10.063315] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:38:10.335144] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:38:10.595626] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:38:10.855221] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:11.109565] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:38:11.370897] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:38:11.371309] [INFO ] [CONFIGURE ] AGD: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T03:38:11.371433] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19674 tests [2025-11-21T03:38:11.371544] [INFO ] [CONFIGURE ] AGD: Testing feature 29/29: add_vwap [2025-11-21T03:38:11.371693] [INFO ] [CONFIGURE ] AGD: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T03:38:11.628786] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:38:11.899930] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:12.166679] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:38:12.433628] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:38:12.704874] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:38:12.985938] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:38:13.249963] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:38:13.518534] [DEBUG] [FORECASTER] AGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:13.775749] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:38:14.032265] [DEBUG] [FORECASTER] AGD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:38:14.032477] [INFO ] [CONFIGURE ] AGD: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:38:14.032535] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19673 tests [2025-11-21T03:38:14.032590] [INFO ] [CONFIGURE ] AGD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:38:14.032630] [INFO ] [CONFIGURE ] AGD: Best accuracy: 70.00% [2025-11-21T03:38:14.032708] [INFO ] [CONFIGURE ] AGD: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T03:38:14.032753] [INFO ] [CONFIGURE ] AGD: Improvement over baseline: 20.00% [2025-11-21T03:38:14.032786] [INFO ] [CONFIGURE ] AGD: Total time: 1.3 minutes [2025-11-21T03:38:14.032827] [INFO ] [CONFIGURE ] AGD: Average time per feature: 2.7 seconds [2025-11-21T03:38:14.032869] [INFO ] [CONFIGURE ] AGD: Average speed: 0.37 features/sec [2025-11-21T03:38:14.033462] [INFO ] [LOCAL ] Saved configuration for AGD: 1 features, 70.00% accuracy -> ./output/feature-sets/AGD.json [2025-11-21T03:38:14.033524] [INFO ] [CONFIGURE ] AGD: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T03:38:14.033575] [INFO ] [sig ] [45/723] Successfully configured AGD | 0.01 sym/s | Total: 1.1h | ETA: 16.2h [2025-11-21T03:38:14.033624] [INFO ] [sig ] [46/723] Configuring AGI... [2025-11-21T03:38:14.033687] [INFO ] [CONFIGURE ] AGI: Configurate test run. [2025-11-21T03:38:14.033735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-11-21T03:38:14.113917] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGI'. [2025-11-21T03:38:14.114426] [INFO ] [CONFIGURE ] AGI: Testing with 29 available features [2025-11-21T03:38:14.114498] [INFO ] [CONFIGURE ] AGI: Establishing baseline with no features... [2025-11-21T03:38:14.316333] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:14.531201] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:14.735560] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:38:14.936437] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:15.135399] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:38:15.329905] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:38:15.525770] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:15.723059] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:15.925475] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:38:16.123287] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:38:16.123751] [INFO ] [CONFIGURE ] AGI: Baseline score (no features): 30.00% [2025-11-21T03:38:16.123870] [INFO ] [CONFIGURE ] AGI: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:38:16.123970] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:38:16.357396] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:16.592136] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:16.825029] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:38:17.055675] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:38:17.298408] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:38:17.549749] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:38:17.833138] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:18.136911] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:18.439835] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:38:18.681796] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:38:18.682218] [INFO ] [CONFIGURE ] AGI: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T03:38:18.682336] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19672 tests [2025-11-21T03:38:18.682444] [INFO ] [CONFIGURE ] AGI: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:38:18.682546] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:38:18.949255] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:19.209292] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:38:19.465271] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:19.725361] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:19.989184] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:20.248288] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:20.515570] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:38:20.794748] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:21.078531] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:38:21.354304] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:38:21.354529] [INFO ] [CONFIGURE ] AGI: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T03:38:21.354598] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19671 tests [2025-11-21T03:38:21.354668] [INFO ] [CONFIGURE ] AGI: Testing feature 3/29: add_daily_returns [2025-11-21T03:38:21.354719] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:38:21.632657] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:21.921802] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:22.207559] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:22.506189] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:22.807119] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:23.100304] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:23.385955] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:23.713056] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:24.024133] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:38:24.321251] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:38:24.321472] [INFO ] [CONFIGURE ] AGI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:38:24.321531] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19670 tests [2025-11-21T03:38:24.321581] [INFO ] [CONFIGURE ] AGI: Testing feature 4/29: add_ema [2025-11-21T03:38:24.321618] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:38:24.652555] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:24.978047] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:25.294243] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:25.617778] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:25.949473] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:26.280632] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:26.613061] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:26.948052] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:27.277992] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:38:27.611795] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:38:27.612048] [INFO ] [CONFIGURE ] AGI: KEPT add_ema (score: 60.00%) [2025-11-21T03:38:27.612112] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19669 tests [2025-11-21T03:38:27.612165] [INFO ] [CONFIGURE ] AGI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:38:27.612213] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:38:27.990037] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:28.366719] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:38:28.747095] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:29.129187] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:29.507490] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:29.888844] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:30.270324] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:30.648479] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:31.023909] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:38:31.403854] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:38:31.404078] [INFO ] [CONFIGURE ] AGI: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T03:38:31.404136] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19668 tests [2025-11-21T03:38:31.404185] [INFO ] [CONFIGURE ] AGI: Testing feature 6/29: add_failed_moves [2025-11-21T03:38:31.404228] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T03:38:31.741089] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:32.071096] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:32.387410] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:32.709943] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:33.046004] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:38:33.370052] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:33.702025] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:34.036069] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:34.392610] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:38:34.750053] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:38:34.750281] [INFO ] [CONFIGURE ] AGI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:38:34.750341] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19667 tests [2025-11-21T03:38:34.750390] [INFO ] [CONFIGURE ] AGI: Testing feature 7/29: add_lag_shelf [2025-11-21T03:38:34.750436] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T03:38:35.070413] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:35.390058] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:38:35.703870] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:36.024658] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:36.329143] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:36.637257] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:36.940412] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:37.258940] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:37.589752] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:38:37.913993] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:38:37.914238] [INFO ] [CONFIGURE ] AGI: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T03:38:37.914300] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19666 tests [2025-11-21T03:38:37.914348] [INFO ] [CONFIGURE ] AGI: Testing feature 8/29: add_macd [2025-11-21T03:38:37.914387] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T03:38:38.317451] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:38.739709] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:39.159947] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:39.553973] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:39.978384] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:40.392200] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:40.786614] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:41.195726] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:41.591727] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:38:41.989435] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:38:41.989676] [INFO ] [CONFIGURE ] AGI: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:38:41.989740] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19665 tests [2025-11-21T03:38:41.989791] [INFO ] [CONFIGURE ] AGI: Testing feature 9/29: add_mfi [2025-11-21T03:38:41.989835] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T03:38:42.292775] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:42.632365] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:42.979045] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:43.321091] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:43.646911] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:43.977059] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:44.312281] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:44.659073] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:45.014538] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:38:45.360050] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:38:45.360344] [INFO ] [CONFIGURE ] AGI: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:38:45.360408] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19664 tests [2025-11-21T03:38:45.360461] [INFO ] [CONFIGURE ] AGI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:38:45.360512] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:38:45.780238] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:46.218860] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:46.641693] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:47.071888] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:47.501539] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:47.939961] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:48.374842] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:48.811180] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:49.242588] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:38:49.663210] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:38:49.663422] [INFO ] [CONFIGURE ] AGI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:38:49.663496] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19663 tests [2025-11-21T03:38:49.663551] [INFO ] [CONFIGURE ] AGI: Testing feature 11/29: add_obv_daily [2025-11-21T03:38:49.663600] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T03:38:50.013317] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:50.361841] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:38:50.711085] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:51.073250] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:51.428511] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:51.800576] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:52.152234] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:52.518390] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:52.873798] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:38:53.244176] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:38:53.244394] [INFO ] [CONFIGURE ] AGI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T03:38:53.244468] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19662 tests [2025-11-21T03:38:53.244517] [INFO ] [CONFIGURE ] AGI: Testing feature 12/29: add_obv_interval [2025-11-21T03:38:53.244562] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T03:38:53.560874] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:53.908150] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:38:54.222062] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:54.543132] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:54.859589] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:38:55.173873] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:55.492214] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:55.819479] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:56.140533] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:38:56.465355] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:38:56.465594] [INFO ] [CONFIGURE ] AGI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:38:56.465676] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19661 tests [2025-11-21T03:38:56.465728] [INFO ] [CONFIGURE ] AGI: Testing feature 13/29: add_opening_strength [2025-11-21T03:38:56.465775] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:38:56.814250] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:38:57.182539] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:38:57.558742] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:38:57.914418] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:38:58.286846] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:38:58.642122] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:38:59.009606] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:38:59.369293] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:38:59.753634] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:00.125430] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:00.125675] [INFO ] [CONFIGURE ] AGI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T03:39:00.125742] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19660 tests [2025-11-21T03:39:00.125794] [INFO ] [CONFIGURE ] AGI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:39:00.125844] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T03:39:00.625232] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:01.672573] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:39:02.089629] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:02.472737] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:02.845542] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:03.220187] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:03.583528] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:03.951481] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:04.330543] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:04.700423] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:39:04.700682] [INFO ] [CONFIGURE ] AGI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:39:04.700743] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19659 tests [2025-11-21T03:39:04.700793] [INFO ] [CONFIGURE ] AGI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:39:04.700839] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T03:39:05.030668] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:05.328909] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:05.736237] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:06.091846] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:06.387892] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:06.682471] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:06.990518] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:07.315180] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:07.664704] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:08.010294] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:39:08.010536] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T03:39:08.010599] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19658 tests [2025-11-21T03:39:08.010706] [INFO ] [CONFIGURE ] AGI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:39:08.010758] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T03:39:08.336595] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:08.699003] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:09.038886] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:09.377685] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:09.713095] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:39:10.043791] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:10.378792] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:10.719779] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:11.078739] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:11.425970] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:39:11.426190] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:39:11.426250] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19657 tests [2025-11-21T03:39:11.426297] [INFO ] [CONFIGURE ] AGI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:39:11.426343] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T03:39:11.767372] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:12.103254] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:12.437189] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:12.777367] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:13.137131] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:39:13.488976] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:13.848223] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:14.213606] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:14.570713] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:39:14.922344] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:39:14.922571] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:39:14.922637] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19656 tests [2025-11-21T03:39:14.922713] [INFO ] [CONFIGURE ] AGI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:39:14.922766] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T03:39:15.250730] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:15.583378] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:15.914470] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:16.253980] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:16.593102] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:16.927576] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:17.248450] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:17.604787] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:17.935696] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:18.271607] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:39:18.271882] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T03:39:18.271947] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19655 tests [2025-11-21T03:39:18.271997] [INFO ] [CONFIGURE ] AGI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:39:18.272044] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T03:39:18.603663] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:18.934542] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:19.257207] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:19.580093] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:19.902693] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:39:20.223721] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:20.561019] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:20.883831] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:21.211029] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:21.538061] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:21.538287] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T03:39:21.538354] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19654 tests [2025-11-21T03:39:21.538405] [INFO ] [CONFIGURE ] AGI: Testing feature 20/29: add_price_rejection [2025-11-21T03:39:21.538450] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T03:39:21.885837] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:22.225554] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:22.565813] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:22.908146] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:23.260927] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:23.616272] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:23.965399] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:24.314515] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:24.667306] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:25.020729] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:25.020964] [INFO ] [CONFIGURE ] AGI: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T03:39:25.021026] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19653 tests [2025-11-21T03:39:25.021085] [INFO ] [CONFIGURE ] AGI: Testing feature 21/29: add_range_position [2025-11-21T03:39:25.021126] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T03:39:25.372719] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:25.726393] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:26.084813] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:26.443155] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:26.801393] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:27.161226] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:27.529923] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:27.895168] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:28.274215] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:28.638440] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:28.638687] [INFO ] [CONFIGURE ] AGI: DISCARDED add_range_position (score: 30.00%) [2025-11-21T03:39:28.638753] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19652 tests [2025-11-21T03:39:28.638804] [INFO ] [CONFIGURE ] AGI: Testing feature 22/29: add_realized_volatility [2025-11-21T03:39:28.638854] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T03:39:29.056084] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:29.480347] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:29.918525] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:30.357794] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:30.795337] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:31.221375] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:31.642385] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:32.079493] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:32.541177] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:32.968976] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:32.969260] [INFO ] [CONFIGURE ] AGI: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T03:39:32.969329] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19651 tests [2025-11-21T03:39:32.969383] [INFO ] [CONFIGURE ] AGI: Testing feature 23/29: add_recent_range_context [2025-11-21T03:39:32.969433] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T03:39:33.299188] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:33.633477] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:33.969492] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:34.302606] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:34.641620] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:34.985706] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:35.327499] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:35.677218] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:36.022430] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:36.377924] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:36.378252] [INFO ] [CONFIGURE ] AGI: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T03:39:36.378330] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19650 tests [2025-11-21T03:39:36.378398] [INFO ] [CONFIGURE ] AGI: Testing feature 24/29: add_rsi [2025-11-21T03:39:36.378449] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T03:39:36.719991] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:37.062516] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:39:37.417156] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:37.765082] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:39:38.100041] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:38.440952] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:38.791403] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:39.152903] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:39.491013] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:39.831038] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:39:39.831300] [INFO ] [CONFIGURE ] AGI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:39:39.831365] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19649 tests [2025-11-21T03:39:39.831419] [INFO ] [CONFIGURE ] AGI: Testing feature 25/29: add_tick_distribution [2025-11-21T03:39:39.831470] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T03:39:40.189823] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:40.521359] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:40.856921] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:41.207965] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:41.546181] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:39:41.890399] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:42.227060] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:42.568438] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:42.904349] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:43.239490] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:43.239773] [INFO ] [CONFIGURE ] AGI: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T03:39:43.239851] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19648 tests [2025-11-21T03:39:43.239909] [INFO ] [CONFIGURE ] AGI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:39:43.239956] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T03:39:43.577252] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:43.919377] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:44.254388] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:44.584662] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:44.912154] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:39:45.256921] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:45.594049] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:45.939511] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:46.282097] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:46.625598] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:39:46.625852] [INFO ] [CONFIGURE ] AGI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:39:46.625925] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19647 tests [2025-11-21T03:39:46.625980] [INFO ] [CONFIGURE ] AGI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:39:46.626030] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T03:39:46.969629] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:47.317007] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:47.658412] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:48.024174] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:48.378897] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:48.750802] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:49.106472] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:49.465582] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:49.829379] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:39:50.204659] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:50.204892] [INFO ] [CONFIGURE ] AGI: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T03:39:50.204956] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19646 tests [2025-11-21T03:39:50.205010] [INFO ] [CONFIGURE ] AGI: Testing feature 28/29: add_volume_profile [2025-11-21T03:39:50.205059] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T03:39:50.545101] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:50.891797] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:39:51.236394] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:51.571696] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:51.918942] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:39:52.258587] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:52.594289] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:52.944482] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:53.296965] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:53.650675] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:39:53.650972] [INFO ] [CONFIGURE ] AGI: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T03:39:53.651039] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19645 tests [2025-11-21T03:39:53.651092] [INFO ] [CONFIGURE ] AGI: Testing feature 29/29: add_vwap [2025-11-21T03:39:53.651138] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T03:39:53.992348] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:39:54.361735] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:39:54.700606] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:39:55.057398] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:55.418547] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:39:55.769589] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:56.120627] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:39:56.470376] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:56.818121] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:39:57.208501] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:39:57.208962] [INFO ] [CONFIGURE ] AGI: DISCARDED add_vwap (score: 60.00%) [2025-11-21T03:39:57.209027] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19644 tests [2025-11-21T03:39:57.209079] [INFO ] [CONFIGURE ] AGI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:39:57.209121] [INFO ] [CONFIGURE ] AGI: Best accuracy: 60.00% [2025-11-21T03:39:57.209168] [INFO ] [CONFIGURE ] AGI: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:39:57.209203] [INFO ] [CONFIGURE ] AGI: Improvement over baseline: 30.00% [2025-11-21T03:39:57.209234] [INFO ] [CONFIGURE ] AGI: Total time: 1.7 minutes [2025-11-21T03:39:57.209264] [INFO ] [CONFIGURE ] AGI: Average time per feature: 3.5 seconds [2025-11-21T03:39:57.209323] [INFO ] [CONFIGURE ] AGI: Average speed: 0.29 features/sec [2025-11-21T03:39:57.210197] [INFO ] [LOCAL ] Saved configuration for AGI: 3 features, 60.00% accuracy -> ./output/feature-sets/AGI.json [2025-11-21T03:39:57.210283] [INFO ] [CONFIGURE ] AGI: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T03:39:57.210369] [INFO ] [sig ] [46/723] Successfully configured AGI | 0.01 sym/s | Total: 1.1h | ETA: 16.2h [2025-11-21T03:39:57.210432] [INFO ] [sig ] [47/723] Configuring AGL... [2025-11-21T03:39:57.210487] [INFO ] [CONFIGURE ] AGL: Configurate test run. [2025-11-21T03:39:57.210545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'. [2025-11-21T03:39:57.433721] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGL'. [2025-11-21T03:39:57.434576] [INFO ] [CONFIGURE ] AGL: Testing with 29 available features [2025-11-21T03:39:57.434707] [INFO ] [CONFIGURE ] AGL: Establishing baseline with no features... [2025-11-21T03:39:57.716578] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:39:58.002933] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:39:58.221034] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:39:58.430964] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:39:58.621910] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:39:58.815078] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:39:59.007736] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:39:59.199263] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:39:59.391899] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:39:59.587216] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:39:59.587388] [INFO ] [CONFIGURE ] AGL: Baseline score (no features): 50.00% [2025-11-21T03:39:59.587439] [INFO ] [CONFIGURE ] AGL: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:39:59.587475] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:39:59.815008] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:00.057051] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:00.302029] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:00.553799] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:01.530701] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:01.897138] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:02.150853] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:02.396691] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:02.648806] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:02.902524] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:02.902764] [INFO ] [CONFIGURE ] AGL: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T03:40:02.902862] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19643 tests [2025-11-21T03:40:02.902925] [INFO ] [CONFIGURE ] AGL: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:40:02.902973] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:40:03.151943] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:03.405028] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:03.662331] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:03.912719] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:04.169789] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:04.427775] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:04.680353] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:40:04.931451] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:05.184168] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:05.444409] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:05.444805] [INFO ] [CONFIGURE ] AGL: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T03:40:05.444925] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19642 tests [2025-11-21T03:40:05.445037] [INFO ] [CONFIGURE ] AGL: Testing feature 3/29: add_daily_returns [2025-11-21T03:40:05.445143] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_daily_returns'] [2025-11-21T03:40:05.661633] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:05.887259] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:06.106109] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:06.327344] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:06.543229] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:06.758951] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:40:06.975580] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:40:07.192142] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:07.423895] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:07.650428] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:07.650876] [INFO ] [CONFIGURE ] AGL: DISCARDED add_daily_returns (score: 10.00%) [2025-11-21T03:40:07.650994] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19641 tests [2025-11-21T03:40:07.651095] [INFO ] [CONFIGURE ] AGL: Testing feature 4/29: add_ema [2025-11-21T03:40:07.651206] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_ema'] [2025-11-21T03:40:07.919374] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:08.180281] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:08.436875] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:08.695275] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:08.955243] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:09.231882] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:09.493136] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:09.744986] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:10.007839] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:10.263285] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:10.263510] [INFO ] [CONFIGURE ] AGL: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:40:10.263562] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19640 tests [2025-11-21T03:40:10.263603] [INFO ] [CONFIGURE ] AGL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:40:10.263638] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:40:10.516469] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:10.773406] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:11.026734] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:11.283408] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:11.538958] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:11.795741] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:12.058039] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:12.316120] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:12.574496] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:12.845258] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:12.845533] [INFO ] [CONFIGURE ] AGL: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T03:40:12.845670] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19639 tests [2025-11-21T03:40:12.845728] [INFO ] [CONFIGURE ] AGL: Testing feature 6/29: add_failed_moves [2025-11-21T03:40:12.845805] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_failed_moves'] [2025-11-21T03:40:13.062734] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:13.276433] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:13.487004] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:13.700292] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:13.906979] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:14.114691] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:14.329503] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:14.549299] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:14.762303] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:14.984676] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:14.985087] [INFO ] [CONFIGURE ] AGL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:40:14.985201] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19638 tests [2025-11-21T03:40:14.985319] [INFO ] [CONFIGURE ] AGL: Testing feature 7/29: add_lag_shelf [2025-11-21T03:40:14.985418] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_lag_shelf'] [2025-11-21T03:40:15.188985] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:15.385111] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:15.589360] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:15.800128] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:16.009353] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:16.217278] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:16.422147] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:16.625334] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:16.825323] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:17.026961] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:17.027195] [INFO ] [CONFIGURE ] AGL: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:40:17.027248] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19637 tests [2025-11-21T03:40:17.027289] [INFO ] [CONFIGURE ] AGL: Testing feature 8/29: add_macd [2025-11-21T03:40:17.027328] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:40:17.331432] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:17.627535] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:17.926921] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:18.223737] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:18.527343] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:18.826558] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:40:19.130556] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:19.434028] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:19.732550] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:20.035232] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:20.035470] [INFO ] [CONFIGURE ] AGL: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:40:20.035558] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19636 tests [2025-11-21T03:40:20.035619] [INFO ] [CONFIGURE ] AGL: Testing feature 9/29: add_mfi [2025-11-21T03:40:20.035698] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_mfi'] [2025-11-21T03:40:20.245864] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:20.453154] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:20.664705] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:20.879152] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:40:21.087400] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:21.304291] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:40:21.527526] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:21.742430] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:21.960299] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:22.173777] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:22.174076] [INFO ] [CONFIGURE ] AGL: DISCARDED add_mfi (score: 40.00%) [2025-11-21T03:40:22.174130] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19635 tests [2025-11-21T03:40:22.174171] [INFO ] [CONFIGURE ] AGL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:40:22.174208] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:40:22.469281] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:22.772009] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:40:23.080054] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:23.378319] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:23.706575] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:24.046710] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:24.378558] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:40:24.683803] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:24.988706] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:25.299524] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:25.299832] [INFO ] [CONFIGURE ] AGL: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T03:40:25.299909] [INFO ] [CONFIGURE ] JOB ETA: 16.0h | Avg: 2.9s/test | Remaining: 19634 tests [2025-11-21T03:40:25.299972] [INFO ] [CONFIGURE ] AGL: Testing feature 11/29: add_obv_daily [2025-11-21T03:40:25.300035] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_obv_daily'] [2025-11-21T03:40:25.526704] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:25.755463] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:25.982584] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:26.208286] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:26.430693] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:26.650316] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:40:26.873076] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:40:27.097921] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:27.322443] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:27.544819] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:27.545240] [INFO ] [CONFIGURE ] AGL: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T03:40:27.545351] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19633 tests [2025-11-21T03:40:27.545455] [INFO ] [CONFIGURE ] AGL: Testing feature 12/29: add_obv_interval [2025-11-21T03:40:27.545580] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_obv_interval'] [2025-11-21T03:40:27.770102] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:27.993516] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:28.214459] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:28.431093] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:28.650813] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:28.872478] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:29.095489] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:29.319858] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:29.540941] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:29.759042] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:29.759260] [INFO ] [CONFIGURE ] AGL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:40:29.759310] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19632 tests [2025-11-21T03:40:29.759350] [INFO ] [CONFIGURE ] AGL: Testing feature 13/29: add_opening_strength [2025-11-21T03:40:29.759385] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:40:29.991954] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:30.227591] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:30.461948] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:30.699995] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:30.938998] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:31.175936] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:31.414428] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:31.651232] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:31.892238] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:32.128341] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:32.128566] [INFO ] [CONFIGURE ] AGL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:40:32.128616] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19631 tests [2025-11-21T03:40:32.128675] [INFO ] [CONFIGURE ] AGL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:40:32.128759] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T03:40:32.360776] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:32.582200] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:32.821884] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:33.058503] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:40:33.294230] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:33.529307] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:40:33.794572] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:34.038143] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:34.280500] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:34.514801] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:34.515043] [INFO ] [CONFIGURE ] AGL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:40:34.515262] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19630 tests [2025-11-21T03:40:34.515328] [INFO ] [CONFIGURE ] AGL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:40:34.515379] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T03:40:34.711436] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:34.910153] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:35.109948] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:35.311326] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:35.513160] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:35.714335] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:35.913300] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:36.113088] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:36.319763] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:36.522537] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:36.522766] [INFO ] [CONFIGURE ] AGL: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:40:36.522848] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19629 tests [2025-11-21T03:40:36.522998] [INFO ] [CONFIGURE ] AGL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:40:36.523078] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T03:40:36.745778] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:36.973200] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:40:37.200487] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:37.420964] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:37.648206] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:40:37.873524] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:38.100766] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:38.333117] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:38.567806] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:38.824556] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:38.824793] [INFO ] [CONFIGURE ] AGL: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T03:40:38.824887] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19628 tests [2025-11-21T03:40:38.824952] [INFO ] [CONFIGURE ] AGL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:40:38.825009] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_return_2d'] [2025-11-21T03:40:39.057589] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:39.290491] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:40:39.537084] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:39.769619] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:39.997429] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:40.232235] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:40.456182] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:40.690507] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:40.909110] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:40:41.128817] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:41.129015] [INFO ] [CONFIGURE ] AGL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T03:40:41.129064] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19627 tests [2025-11-21T03:40:41.129102] [INFO ] [CONFIGURE ] AGL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:40:41.129138] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T03:40:41.334278] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:41.531302] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:41.730126] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:41.924249] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:40:42.117935] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:42.314322] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:42.509564] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:42.709710] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:42.919774] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:43.123427] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:43.123681] [INFO ] [CONFIGURE ] AGL: KEPT add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:40:43.123762] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19626 tests [2025-11-21T03:40:43.123841] [INFO ] [CONFIGURE ] AGL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:40:43.123910] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T03:40:43.334110] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:43.544336] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:43.757560] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:43.977405] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:44.192469] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:44.428319] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:44.698043] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:44.963246] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:45.254701] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:45.513957] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:40:45.514406] [INFO ] [CONFIGURE ] AGL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:40:45.514540] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19625 tests [2025-11-21T03:40:45.514682] [INFO ] [CONFIGURE ] AGL: Testing feature 20/29: add_price_rejection [2025-11-21T03:40:45.514816] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T03:40:45.768045] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:40:46.016191] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:46.262699] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:46.506288] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:46.746670] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:46.987058] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:47.226933] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:47.465723] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:47.708859] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:47.941753] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:40:47.941970] [INFO ] [CONFIGURE ] AGL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T03:40:47.942021] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19624 tests [2025-11-21T03:40:47.942062] [INFO ] [CONFIGURE ] AGL: Testing feature 21/29: add_range_position [2025-11-21T03:40:47.942099] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T03:40:48.189817] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:48.440946] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:48.700938] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:40:48.949381] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:49.221839] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:49.484374] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:49.741832] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:49.995409] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:40:50.263958] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:50.519957] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:40:50.520175] [INFO ] [CONFIGURE ] AGL: DISCARDED add_range_position (score: 60.00%) [2025-11-21T03:40:50.520242] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19623 tests [2025-11-21T03:40:50.520291] [INFO ] [CONFIGURE ] AGL: Testing feature 22/29: add_realized_volatility [2025-11-21T03:40:50.520425] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T03:40:50.847776] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:51.178445] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:51.513135] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:51.844176] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:52.192530] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:52.522050] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:52.893256] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:53.258314] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:53.619373] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:53.979843] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:40:53.980093] [INFO ] [CONFIGURE ] AGL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:40:53.980157] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19622 tests [2025-11-21T03:40:53.980209] [INFO ] [CONFIGURE ] AGL: Testing feature 23/29: add_recent_range_context [2025-11-21T03:40:53.980255] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T03:40:54.216473] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:54.464179] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:54.689303] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:40:54.915535] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:55.145248] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:55.388276] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:55.613207] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:55.837575] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:56.069199] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:40:56.306136] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:40:56.306381] [INFO ] [CONFIGURE ] AGL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:40:56.306433] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19621 tests [2025-11-21T03:40:56.306473] [INFO ] [CONFIGURE ] AGL: Testing feature 24/29: add_rsi [2025-11-21T03:40:56.306510] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T03:40:56.575888] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:56.853376] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:57.123592] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:40:57.383030] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:40:57.663235] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:40:57.944935] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:40:58.219126] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:40:58.494350] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:40:58.764478] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:40:59.037901] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:40:59.038109] [INFO ] [CONFIGURE ] AGL: KEPT add_rsi (score: 80.00%) [2025-11-21T03:40:59.038168] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19620 tests [2025-11-21T03:40:59.038253] [INFO ] [CONFIGURE ] AGL: Testing feature 25/29: add_tick_distribution [2025-11-21T03:40:59.038302] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T03:40:59.326270] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:40:59.608448] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:40:59.887099] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:00.198851] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:00.490333] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:41:00.839491] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:01.686232] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:41:02.198737] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:41:02.499159] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:02.803600] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:02.803848] [INFO ] [CONFIGURE ] AGL: KEPT add_tick_distribution (score: 90.00%) [2025-11-21T03:41:02.803912] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19619 tests [2025-11-21T03:41:02.803965] [INFO ] [CONFIGURE ] AGL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:41:02.804012] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T03:41:03.118010] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:03.418854] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:03.729877] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:04.034374] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:04.333430] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:41:04.643402] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:04.940165] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:41:05.254480] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:41:05.536208] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:41:05.826953] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:05.827205] [INFO ] [CONFIGURE ] AGL: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T03:41:05.827290] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19618 tests [2025-11-21T03:41:05.827352] [INFO ] [CONFIGURE ] AGL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:41:05.827409] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T03:41:06.130057] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:06.422161] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:41:06.712507] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:07.023289] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:07.337082] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:41:07.654818] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:07.963747] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:41:08.256496] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:41:08.583904] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:41:08.898206] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:08.898418] [INFO ] [CONFIGURE ] AGL: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:41:08.898479] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19617 tests [2025-11-21T03:41:08.898531] [INFO ] [CONFIGURE ] AGL: Testing feature 28/29: add_volume_profile [2025-11-21T03:41:08.898575] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T03:41:09.202384] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:09.518140] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:09.827451] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:10.139918] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:41:10.456791] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:41:10.767146] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:11.074418] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:41:11.394409] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:41:11.702737] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:12.021759] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:12.022025] [INFO ] [CONFIGURE ] AGL: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T03:41:12.022091] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19616 tests [2025-11-21T03:41:12.022151] [INFO ] [CONFIGURE ] AGL: Testing feature 29/29: add_vwap [2025-11-21T03:41:12.022207] [INFO ] [CONFIGURE ] AGL: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_tick_distribution', 'add_vwap'] [2025-11-21T03:41:12.338296] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:12.651009] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:12.965258] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:13.277298] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:13.587695] [DEBUG] [FORECASTER] AGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:41:13.902659] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:14.221498] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:41:14.544812] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:41:14.851935] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:15.162234] [DEBUG] [FORECASTER] AGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:15.162477] [INFO ] [CONFIGURE ] AGL: DISCARDED add_vwap (score: 90.00%) [2025-11-21T03:41:15.162552] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19615 tests [2025-11-21T03:41:15.162604] [INFO ] [CONFIGURE ] AGL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:41:15.162676] [INFO ] [CONFIGURE ] AGL: Best accuracy: 90.00% [2025-11-21T03:41:15.162726] [INFO ] [CONFIGURE ] AGL: Best feature set (4 features): ['add_pbf_volatility_5d', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T03:41:15.162770] [INFO ] [CONFIGURE ] AGL: Improvement over baseline: 40.00% [2025-11-21T03:41:15.162809] [INFO ] [CONFIGURE ] AGL: Total time: 1.3 minutes [2025-11-21T03:41:15.162849] [INFO ] [CONFIGURE ] AGL: Average time per feature: 2.6 seconds [2025-11-21T03:41:15.162891] [INFO ] [CONFIGURE ] AGL: Average speed: 0.38 features/sec [2025-11-21T03:41:15.163342] [INFO ] [LOCAL ] Saved configuration for AGL: 4 features, 90.00% accuracy -> ./output/feature-sets/AGL.json [2025-11-21T03:41:15.163402] [INFO ] [CONFIGURE ] AGL: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T03:41:15.163454] [INFO ] [sig ] [47/723] Successfully configured AGL | 0.01 sym/s | Total: 1.1h | ETA: 16.2h [2025-11-21T03:41:15.163501] [INFO ] [sig ] [48/723] Configuring AGM... [2025-11-21T03:41:15.163543] [INFO ] [CONFIGURE ] AGM: Configurate test run. [2025-11-21T03:41:15.163586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-11-21T03:41:15.211138] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGM'. [2025-11-21T03:41:15.211667] [INFO ] [CONFIGURE ] AGM: Testing with 29 available features [2025-11-21T03:41:15.211735] [INFO ] [CONFIGURE ] AGM: Establishing baseline with no features... [2025-11-21T03:41:15.400346] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:15.591026] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:15.774168] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:41:15.951955] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:16.131876] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:41:16.312146] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:41:16.499272] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:16.678340] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:16.866403] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:41:17.045805] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:41:17.045990] [INFO ] [CONFIGURE ] AGM: Baseline score (no features): 40.00% [2025-11-21T03:41:17.046082] [INFO ] [CONFIGURE ] AGM: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:41:17.046122] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:41:17.247955] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:17.448989] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:17.649965] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:41:17.873848] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:18.091032] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:41:18.313616] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:41:18.552887] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:18.786944] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:19.019231] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:19.242332] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:19.242751] [INFO ] [CONFIGURE ] AGM: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T03:41:19.242872] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19614 tests [2025-11-21T03:41:19.242981] [INFO ] [CONFIGURE ] AGM: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:41:19.243086] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:41:19.498521] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:19.759429] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:20.015815] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:20.285619] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:20.564121] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:41:20.834474] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:21.095036] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:21.349873] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:21.619324] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:21.880356] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:21.880593] [INFO ] [CONFIGURE ] AGM: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T03:41:21.880674] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19613 tests [2025-11-21T03:41:21.880727] [INFO ] [CONFIGURE ] AGM: Testing feature 3/29: add_daily_returns [2025-11-21T03:41:21.880770] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:41:22.141599] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:22.427132] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:41:22.708560] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:23.010039] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:23.298857] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:41:23.594954] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:23.890990] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:24.228193] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:24.524081] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:24.812595] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:24.812866] [INFO ] [CONFIGURE ] AGM: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T03:41:24.812920] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19612 tests [2025-11-21T03:41:24.812971] [INFO ] [CONFIGURE ] AGM: Testing feature 4/29: add_ema [2025-11-21T03:41:24.813019] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:41:25.136837] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:25.467045] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:41:25.813197] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:26.162156] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:26.489162] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:41:26.815522] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:27.132075] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:27.471725] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:27.802518] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:28.137624] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:28.137905] [INFO ] [CONFIGURE ] AGM: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:41:28.137966] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19611 tests [2025-11-21T03:41:28.138204] [INFO ] [CONFIGURE ] AGM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:41:28.138246] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:41:28.466601] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:28.796007] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:41:29.115120] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:29.422801] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:29.735527] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:41:30.073452] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:30.390052] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:30.705379] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:31.027192] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:31.336318] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:31.336531] [INFO ] [CONFIGURE ] AGM: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T03:41:31.336587] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19610 tests [2025-11-21T03:41:31.336634] [INFO ] [CONFIGURE ] AGM: Testing feature 6/29: add_failed_moves [2025-11-21T03:41:31.336698] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T03:41:31.602562] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:31.882961] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:32.140618] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:41:32.393762] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:32.659406] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:41:32.940254] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:33.213996] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:33.488921] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:33.775050] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:34.066134] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:34.066364] [INFO ] [CONFIGURE ] AGM: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:41:34.066425] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19609 tests [2025-11-21T03:41:34.066496] [INFO ] [CONFIGURE ] AGM: Testing feature 7/29: add_lag_shelf [2025-11-21T03:41:34.066552] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T03:41:34.349263] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:34.634365] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:34.908729] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:35.187555] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:35.459869] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:41:35.734357] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:36.005340] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:36.280454] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:36.551804] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:36.825064] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:41:36.825269] [INFO ] [CONFIGURE ] AGM: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T03:41:36.825327] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19608 tests [2025-11-21T03:41:36.825375] [INFO ] [CONFIGURE ] AGM: Testing feature 8/29: add_macd [2025-11-21T03:41:36.825423] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T03:41:37.176221] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:37.534874] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:37.897419] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:38.264668] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:38.624943] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:41:38.986514] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:39.357297] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:39.733496] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:40.084970] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:40.470436] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:41:40.470767] [INFO ] [CONFIGURE ] AGM: DISCARDED add_macd (score: 60.00%) [2025-11-21T03:41:40.470854] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19607 tests [2025-11-21T03:41:40.470922] [INFO ] [CONFIGURE ] AGM: Testing feature 9/29: add_mfi [2025-11-21T03:41:40.470979] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T03:41:40.769376] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:41.071700] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:41.366662] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:41.668147] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:41.951225] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:41:42.229446] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:42.508429] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:42.814622] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:43.111864] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:43.405477] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:41:43.405746] [INFO ] [CONFIGURE ] AGM: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:41:43.405808] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19606 tests [2025-11-21T03:41:43.405862] [INFO ] [CONFIGURE ] AGM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:41:43.405906] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:41:43.793288] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:44.181658] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:44.571159] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:44.936213] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:45.323987] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:41:45.691985] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:41:46.064327] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:46.429941] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:46.791990] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:47.164609] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:41:47.164883] [INFO ] [CONFIGURE ] AGM: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T03:41:47.164947] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19605 tests [2025-11-21T03:41:47.164996] [INFO ] [CONFIGURE ] AGM: Testing feature 11/29: add_obv_daily [2025-11-21T03:41:47.165042] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T03:41:47.463675] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:47.781840] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:48.079703] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:48.397363] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:48.695374] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:41:48.983425] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:49.282624] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:49.592169] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:49.918460] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:41:50.236487] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:41:50.236721] [INFO ] [CONFIGURE ] AGM: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T03:41:50.236797] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19604 tests [2025-11-21T03:41:50.236859] [INFO ] [CONFIGURE ] AGM: Testing feature 12/29: add_obv_interval [2025-11-21T03:41:50.236907] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T03:41:50.518906] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:50.829268] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:41:51.121367] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:51.431813] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:51.739593] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:41:52.036801] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:41:52.329329] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:52.624294] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:52.949880] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:53.236136] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:53.236416] [INFO ] [CONFIGURE ] AGM: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:41:53.236489] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19603 tests [2025-11-21T03:41:53.236541] [INFO ] [CONFIGURE ] AGM: Testing feature 13/29: add_opening_strength [2025-11-21T03:41:53.236587] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:41:53.644997] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:54.001056] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:41:54.297865] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:41:54.593950] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:54.912132] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:41:55.256792] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:55.580598] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:55.897408] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:56.223277] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:56.565528] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:41:56.565861] [INFO ] [CONFIGURE ] AGM: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T03:41:56.565926] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19602 tests [2025-11-21T03:41:56.565975] [INFO ] [CONFIGURE ] AGM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:41:56.566015] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T03:41:56.863313] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:41:57.163141] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:41:57.468136] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:41:57.796854] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:41:58.100835] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:41:58.402038] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:41:58.705811] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:41:58.999033] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:41:59.303947] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:41:59.602048] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:41:59.602275] [INFO ] [CONFIGURE ] AGM: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T03:41:59.602335] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19601 tests [2025-11-21T03:41:59.602383] [INFO ] [CONFIGURE ] AGM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:41:59.602420] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T03:41:59.888589] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:01.052294] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:01.484917] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:01.759014] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:02.061199] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:42:02.361434] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:02.650820] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:02.963073] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:03.249790] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:42:03.535900] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:03.536194] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:42:03.536361] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19600 tests [2025-11-21T03:42:03.536424] [INFO ] [CONFIGURE ] AGM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:42:03.536474] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T03:42:03.853239] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:04.168618] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:04.475105] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:04.780714] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:05.086738] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:05.397011] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:42:05.697622] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:06.018041] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:06.329859] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:42:06.637399] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:06.637674] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:42:06.637737] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19599 tests [2025-11-21T03:42:06.637795] [INFO ] [CONFIGURE ] AGM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:42:06.637842] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T03:42:06.928851] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:07.221819] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:42:07.520880] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:07.837460] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:08.141247] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:08.439920] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:08.742050] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:09.042868] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:09.337879] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:09.642435] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:09.642722] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T03:42:09.642787] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19598 tests [2025-11-21T03:42:09.642840] [INFO ] [CONFIGURE ] AGM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:42:09.642883] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T03:42:09.925273] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:10.214131] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:10.507106] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:10.798764] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:11.082128] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:42:11.371584] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:11.672020] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:11.979055] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:12.264468] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:12.562182] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:12.562393] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:42:12.562479] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19597 tests [2025-11-21T03:42:12.562532] [INFO ] [CONFIGURE ] AGM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:42:12.562580] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T03:42:12.848667] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:13.126481] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:13.403454] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:13.684225] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:13.965737] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:42:14.251588] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:14.527028] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:14.801233] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:15.079293] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:15.357118] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:15.357304] [INFO ] [CONFIGURE ] AGM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T03:42:15.357362] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19596 tests [2025-11-21T03:42:15.357410] [INFO ] [CONFIGURE ] AGM: Testing feature 20/29: add_price_rejection [2025-11-21T03:42:15.357457] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T03:42:15.646426] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:15.936864] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:16.224162] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:16.514229] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:16.805389] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:17.106010] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:17.394936] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:17.693985] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:18.004277] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:18.319631] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:42:18.319854] [INFO ] [CONFIGURE ] AGM: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T03:42:18.319916] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19595 tests [2025-11-21T03:42:18.319963] [INFO ] [CONFIGURE ] AGM: Testing feature 21/29: add_range_position [2025-11-21T03:42:18.320006] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T03:42:18.648066] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:18.957351] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:19.261036] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:19.576763] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:19.895049] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:20.206685] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:20.527561] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:20.846418] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:21.165101] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:21.488396] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:21.488639] [INFO ] [CONFIGURE ] AGM: KEPT add_range_position (score: 80.00%) [2025-11-21T03:42:21.488888] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19594 tests [2025-11-21T03:42:21.488941] [INFO ] [CONFIGURE ] AGM: Testing feature 22/29: add_realized_volatility [2025-11-21T03:42:21.488986] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_realized_volatility'] [2025-11-21T03:42:21.920464] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:22.363339] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:22.810411] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:23.256229] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:23.729746] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:24.170006] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:42:24.622453] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:25.063025] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:25.505744] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:25.938025] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:42:25.938292] [INFO ] [CONFIGURE ] AGM: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:42:25.938357] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19593 tests [2025-11-21T03:42:25.938408] [INFO ] [CONFIGURE ] AGM: Testing feature 23/29: add_recent_range_context [2025-11-21T03:42:25.938456] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_recent_range_context'] [2025-11-21T03:42:26.278810] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:26.614584] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:42:26.948696] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:27.286716] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:27.618850] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:27.965541] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:42:28.313007] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:28.678105] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:29.005799] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:29.334749] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:29.334976] [INFO ] [CONFIGURE ] AGM: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:42:29.335038] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19592 tests [2025-11-21T03:42:29.335087] [INFO ] [CONFIGURE ] AGM: Testing feature 24/29: add_rsi [2025-11-21T03:42:29.335190] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T03:42:29.711281] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:30.082051] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:42:30.466928] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:30.846544] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:31.222101] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:31.602227] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:32.007393] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:32.401209] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:32.794262] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:42:33.186001] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:42:33.186243] [INFO ] [CONFIGURE ] AGM: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:42:33.186306] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19591 tests [2025-11-21T03:42:33.186356] [INFO ] [CONFIGURE ] AGM: Testing feature 25/29: add_tick_distribution [2025-11-21T03:42:33.186402] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution'] [2025-11-21T03:42:33.507267] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:33.840969] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:34.169255] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:42:34.499175] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:34.834072] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:35.173240] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:35.532323] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:35.876634] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:36.220159] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:42:36.572304] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:42:36.572546] [INFO ] [CONFIGURE ] AGM: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T03:42:36.572606] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19590 tests [2025-11-21T03:42:36.572675] [INFO ] [CONFIGURE ] AGM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:42:36.572718] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T03:42:36.912565] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:42:37.269250] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:37.617218] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:37.959798] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:42:38.291271] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:42:38.632225] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:38.967590] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:39.325437] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:39.692725] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:40.040114] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:40.040365] [INFO ] [CONFIGURE ] AGM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:42:40.040436] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19589 tests [2025-11-21T03:42:40.040488] [INFO ] [CONFIGURE ] AGM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:42:40.040531] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T03:42:40.390708] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:40.751797] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:41.194723] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:41.689961] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:42.055368] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:42:42.401836] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:42:42.743415] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:43.088589] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:43.444335] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:43.792405] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:43.792676] [INFO ] [CONFIGURE ] AGM: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T03:42:43.792738] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19588 tests [2025-11-21T03:42:43.792788] [INFO ] [CONFIGURE ] AGM: Testing feature 28/29: add_volume_profile [2025-11-21T03:42:43.792831] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_profile'] [2025-11-21T03:42:44.138499] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:44.487620] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:44.835928] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:45.205218] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:45.566253] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:42:45.934011] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:46.314956] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:46.682529] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:47.049317] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:42:47.392317] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:42:47.392531] [INFO ] [CONFIGURE ] AGM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:42:47.392605] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19587 tests [2025-11-21T03:42:47.392687] [INFO ] [CONFIGURE ] AGM: Testing feature 29/29: add_vwap [2025-11-21T03:42:47.392767] [INFO ] [CONFIGURE ] AGM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_vwap'] [2025-11-21T03:42:47.748974] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:42:48.102002] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:42:48.452626] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:48.803736] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:49.155005] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:42:49.522247] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:42:49.920501] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:42:50.266701] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:42:50.630000] [DEBUG] [FORECASTER] AGM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:42:50.983831] [DEBUG] [FORECASTER] AGM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:42:50.984053] [INFO ] [CONFIGURE ] AGM: DISCARDED add_vwap (score: 70.00%) [2025-11-21T03:42:50.984117] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19586 tests [2025-11-21T03:42:50.984169] [INFO ] [CONFIGURE ] AGM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:42:50.984212] [INFO ] [CONFIGURE ] AGM: Best accuracy: 80.00% [2025-11-21T03:42:50.984262] [INFO ] [CONFIGURE ] AGM: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T03:42:50.984306] [INFO ] [CONFIGURE ] AGM: Improvement over baseline: 40.00% [2025-11-21T03:42:50.984348] [INFO ] [CONFIGURE ] AGM: Total time: 1.6 minutes [2025-11-21T03:42:50.984391] [INFO ] [CONFIGURE ] AGM: Average time per feature: 3.2 seconds [2025-11-21T03:42:50.984435] [INFO ] [CONFIGURE ] AGM: Average speed: 0.31 features/sec [2025-11-21T03:42:50.985872] [INFO ] [LOCAL ] Saved configuration for AGM: 3 features, 80.00% accuracy -> ./output/feature-sets/AGM.json [2025-11-21T03:42:50.985940] [INFO ] [CONFIGURE ] AGM: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T03:42:50.985992] [INFO ] [sig ] [48/723] Successfully configured AGM | 0.01 sym/s | Total: 1.2h | ETA: 16.2h [2025-11-21T03:42:50.986042] [INFO ] [sig ] [49/723] Configuring AGO... [2025-11-21T03:42:50.986087] [INFO ] [CONFIGURE ] AGO: Configurate test run. [2025-11-21T03:42:50.986131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-11-21T03:42:51.096628] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGO'. [2025-11-21T03:42:51.097242] [INFO ] [CONFIGURE ] AGO: Testing with 29 available features [2025-11-21T03:42:51.097324] [INFO ] [CONFIGURE ] AGO: Establishing baseline with no features... [2025-11-21T03:42:51.291937] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:42:51.484942] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:42:51.677138] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:42:51.871304] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:42:52.061872] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:42:52.255162] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:42:52.455885] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:42:52.644798] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:42:52.842905] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:42:53.034560] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:53.034768] [INFO ] [CONFIGURE ] AGO: Baseline score (no features): 50.00% [2025-11-21T03:42:53.034822] [INFO ] [CONFIGURE ] AGO: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:42:53.034897] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:42:53.262378] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:42:53.488389] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:42:53.714719] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:42:53.940595] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:54.167875] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:42:54.391810] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:42:54.623636] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:42:54.852097] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:42:55.093883] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:42:55.318319] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:55.318585] [INFO ] [CONFIGURE ] AGO: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T03:42:55.318638] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19585 tests [2025-11-21T03:42:55.318718] [INFO ] [CONFIGURE ] AGO: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:42:55.318768] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:42:55.590674] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:42:55.849749] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:42:56.106355] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:56.363157] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:42:56.626607] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:42:56.896483] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:42:57.166357] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:42:57.430045] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:42:57.687603] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:42:57.952197] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:42:57.952427] [INFO ] [CONFIGURE ] AGO: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:42:57.952486] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19584 tests [2025-11-21T03:42:57.952535] [INFO ] [CONFIGURE ] AGO: Testing feature 3/29: add_daily_returns [2025-11-21T03:42:57.952578] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:42:58.199105] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:42:58.441774] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:42:58.679942] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:42:58.922775] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:42:59.171589] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:42:59.413468] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:42:59.657598] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:42:59.914182] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:00.154722] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:01.135398] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:01.135635] [INFO ] [CONFIGURE ] AGO: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T03:43:01.135716] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19583 tests [2025-11-21T03:43:01.135763] [INFO ] [CONFIGURE ] AGO: Testing feature 4/29: add_ema [2025-11-21T03:43:01.135806] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:43:01.678728] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:01.959256] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:02.231872] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:02.510086] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:02.794182] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:03.067037] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:03.344477] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:03.629084] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:03.924775] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:04.202680] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:04.202954] [INFO ] [CONFIGURE ] AGO: DISCARDED add_ema (score: 50.00%) [2025-11-21T03:43:04.203022] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19582 tests [2025-11-21T03:43:04.203077] [INFO ] [CONFIGURE ] AGO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:43:04.203127] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:43:04.481583] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:04.761902] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:05.040101] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:05.315381] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:05.600991] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:05.872296] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:06.153362] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:06.437537] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:06.733786] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:07.018336] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:07.018577] [INFO ] [CONFIGURE ] AGO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:43:07.018636] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19581 tests [2025-11-21T03:43:07.018727] [INFO ] [CONFIGURE ] AGO: Testing feature 6/29: add_failed_moves [2025-11-21T03:43:07.018776] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:43:07.260839] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:07.493743] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:43:07.733712] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:07.974581] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:08.218310] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:08.457729] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:08.706616] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:08.949222] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:09.204682] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:09.445361] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:09.445578] [INFO ] [CONFIGURE ] AGO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T03:43:09.445630] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19580 tests [2025-11-21T03:43:09.445694] [INFO ] [CONFIGURE ] AGO: Testing feature 7/29: add_lag_shelf [2025-11-21T03:43:09.445768] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:43:09.672473] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:09.897175] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:10.129000] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:10.354615] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:43:10.601114] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:10.828499] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:11.067129] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:11.305213] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:11.541945] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:11.781945] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:11.782352] [INFO ] [CONFIGURE ] AGO: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:43:11.782472] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19579 tests [2025-11-21T03:43:11.782582] [INFO ] [CONFIGURE ] AGO: Testing feature 8/29: add_macd [2025-11-21T03:43:11.782707] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:43:12.128280] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:43:12.453443] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:12.780614] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:13.106065] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:13.433168] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:13.748914] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:43:14.068990] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:14.403223] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:14.733254] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:15.062510] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:15.062801] [INFO ] [CONFIGURE ] AGO: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:43:15.062874] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19578 tests [2025-11-21T03:43:15.062926] [INFO ] [CONFIGURE ] AGO: Testing feature 9/29: add_mfi [2025-11-21T03:43:15.062979] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:43:15.297783] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:15.533497] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:15.774716] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:16.011184] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:16.248161] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:16.493143] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:16.741754] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:16.983115] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:17.220475] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:17.464693] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:17.465047] [INFO ] [CONFIGURE ] AGO: DISCARDED add_mfi (score: 50.00%) [2025-11-21T03:43:17.465121] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19577 tests [2025-11-21T03:43:17.465174] [INFO ] [CONFIGURE ] AGO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:43:17.465233] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:43:17.798793] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:18.144307] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:18.476213] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:43:18.804683] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:19.137793] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:19.468157] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:19.798715] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:20.139808] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:20.487204] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:20.825529] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:20.825861] [INFO ] [CONFIGURE ] AGO: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:43:20.825927] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19576 tests [2025-11-21T03:43:20.825979] [INFO ] [CONFIGURE ] AGO: Testing feature 11/29: add_obv_daily [2025-11-21T03:43:20.826021] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T03:43:21.069167] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:43:21.310386] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:21.561077] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:43:21.805082] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:43:22.063962] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:22.312230] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:22.572848] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:22.821849] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:23.067457] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:43:23.323458] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:23.323932] [INFO ] [CONFIGURE ] AGO: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T03:43:23.324074] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19575 tests [2025-11-21T03:43:23.324189] [INFO ] [CONFIGURE ] AGO: Testing feature 12/29: add_obv_interval [2025-11-21T03:43:23.324297] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T03:43:23.576812] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:23.819725] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:24.071090] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:24.328237] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:24.579664] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:24.824752] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:25.069704] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:25.305671] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:25.543430] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:25.781746] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:25.781947] [INFO ] [CONFIGURE ] AGO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:43:25.781998] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19574 tests [2025-11-21T03:43:25.782038] [INFO ] [CONFIGURE ] AGO: Testing feature 13/29: add_opening_strength [2025-11-21T03:43:25.782074] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:43:26.047960] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:26.305768] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:26.565627] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:26.822814] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:27.097495] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:27.365198] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:27.625427] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:27.899289] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:28.159704] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:28.426066] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:28.426289] [INFO ] [CONFIGURE ] AGO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T03:43:28.426350] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19573 tests [2025-11-21T03:43:28.426400] [INFO ] [CONFIGURE ] AGO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:43:28.426445] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T03:43:28.687261] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:28.943744] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:29.201843] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:29.463270] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:43:29.737416] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:30.001427] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:30.265046] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:30.534409] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:30.793897] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:31.054602] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:31.054852] [INFO ] [CONFIGURE ] AGO: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:43:31.054912] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19572 tests [2025-11-21T03:43:31.054959] [INFO ] [CONFIGURE ] AGO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:43:31.055008] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T03:43:31.288336] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:31.515790] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:31.740591] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:31.981954] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:32.213764] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:32.448722] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:32.689101] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:43:32.921937] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:33.161051] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:43:33.410270] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:33.410523] [INFO ] [CONFIGURE ] AGO: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T03:43:33.410576] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19571 tests [2025-11-21T03:43:33.410617] [INFO ] [CONFIGURE ] AGO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:43:33.410676] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T03:43:33.724084] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:34.031787] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:43:34.337150] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:43:34.646926] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:34.891447] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:35.156243] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:35.418862] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:35.686086] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:35.949803] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:36.212112] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:36.212339] [INFO ] [CONFIGURE ] AGO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:43:36.212562] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19570 tests [2025-11-21T03:43:36.212713] [INFO ] [CONFIGURE ] AGO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:43:36.212772] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T03:43:36.459275] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:43:36.704539] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:36.959820] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:37.207678] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:37.455154] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:37.704863] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:37.955326] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:38.202788] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:38.460824] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:43:38.712519] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:38.712722] [INFO ] [CONFIGURE ] AGO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T03:43:38.712784] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19569 tests [2025-11-21T03:43:38.712832] [INFO ] [CONFIGURE ] AGO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:43:38.712877] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T03:43:38.946120] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:39.184158] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:43:39.414487] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:43:39.651873] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:39.895108] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:40.140339] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:40.382868] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:43:40.630131] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:40.867871] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:43:41.110303] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:41.110776] [INFO ] [CONFIGURE ] AGO: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T03:43:41.110962] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19568 tests [2025-11-21T03:43:41.111084] [INFO ] [CONFIGURE ] AGO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:43:41.111199] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T03:43:41.363806] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:41.617973] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:41.887595] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:42.127865] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:42.356115] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:42.603949] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:42.858819] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:43.110282] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:43.360889] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:43:43.607038] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:43.607535] [INFO ] [CONFIGURE ] AGO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:43:43.607673] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19567 tests [2025-11-21T03:43:43.607785] [INFO ] [CONFIGURE ] AGO: Testing feature 20/29: add_price_rejection [2025-11-21T03:43:43.607889] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T03:43:43.874360] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:44.136529] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:44.406957] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:44.676235] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:44.942149] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:45.211996] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:45.483349] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:45.755475] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:46.038135] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:46.304108] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:46.304365] [INFO ] [CONFIGURE ] AGO: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:43:46.304429] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19566 tests [2025-11-21T03:43:46.304481] [INFO ] [CONFIGURE ] AGO: Testing feature 21/29: add_range_position [2025-11-21T03:43:46.304530] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T03:43:46.589163] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:46.868981] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:47.165893] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:47.446399] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:47.738892] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:48.023260] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:48.303508] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:43:48.589288] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:48.873031] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:43:49.164940] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:49.165200] [INFO ] [CONFIGURE ] AGO: DISCARDED add_range_position (score: 60.00%) [2025-11-21T03:43:49.165262] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19565 tests [2025-11-21T03:43:49.165314] [INFO ] [CONFIGURE ] AGO: Testing feature 22/29: add_realized_volatility [2025-11-21T03:43:49.165360] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T03:43:49.531101] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:49.905492] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:50.291946] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:50.682713] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:43:51.051013] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:51.424950] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:51.802017] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:52.177026] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:52.542027] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:43:52.929165] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:52.929470] [INFO ] [CONFIGURE ] AGO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:43:52.929540] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19564 tests [2025-11-21T03:43:52.929595] [INFO ] [CONFIGURE ] AGO: Testing feature 23/29: add_recent_range_context [2025-11-21T03:43:52.929665] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T03:43:53.188833] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:43:53.447586] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:43:53.707682] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:53.959800] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:54.241344] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:43:54.496381] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:54.757736] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:55.016301] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:55.276245] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:43:55.540596] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:55.540866] [INFO ] [CONFIGURE ] AGO: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:43:55.540925] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19563 tests [2025-11-21T03:43:55.541034] [INFO ] [CONFIGURE ] AGO: Testing feature 24/29: add_rsi [2025-11-21T03:43:55.541083] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T03:43:55.844505] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:43:56.149198] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:43:56.468275] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:56.780615] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:57.087146] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:43:57.387564] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:43:57.714000] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:43:58.028940] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:43:58.340937] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:43:58.651604] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:43:58.651904] [INFO ] [CONFIGURE ] AGO: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:43:58.651973] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19562 tests [2025-11-21T03:43:58.652028] [INFO ] [CONFIGURE ] AGO: Testing feature 25/29: add_tick_distribution [2025-11-21T03:43:58.652075] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T03:43:58.912975] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:43:59.161279] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:43:59.407862] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:43:59.664382] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:43:59.914015] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:00.163936] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:00.416187] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:44:01.429467] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:44:01.706146] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:02.102726] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:44:02.102955] [INFO ] [CONFIGURE ] AGO: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T03:44:02.103007] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19561 tests [2025-11-21T03:44:02.103046] [INFO ] [CONFIGURE ] AGO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:44:02.103091] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T03:44:02.343342] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:02.593463] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:44:02.867825] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:03.109180] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:44:03.348605] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:03.591513] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:03.830746] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:04.077640] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:44:04.320311] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:04.565710] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:44:04.565933] [INFO ] [CONFIGURE ] AGO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T03:44:04.566033] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19560 tests [2025-11-21T03:44:04.566087] [INFO ] [CONFIGURE ] AGO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:44:04.566131] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T03:44:04.835402] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:44:05.108889] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:44:05.379661] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:05.654498] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:44:05.940912] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:44:06.213498] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:06.491023] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:44:06.766819] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:44:07.041497] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:44:07.315017] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:44:07.315249] [INFO ] [CONFIGURE ] AGO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:44:07.315308] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19559 tests [2025-11-21T03:44:07.315356] [INFO ] [CONFIGURE ] AGO: Testing feature 28/29: add_volume_profile [2025-11-21T03:44:07.315401] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T03:44:07.580912] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:07.849291] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:44:08.107335] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:08.365051] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:44:08.628312] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:44:08.885823] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:09.171072] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:09.431617] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:44:09.700425] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:09.994157] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:44:09.994489] [INFO ] [CONFIGURE ] AGO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:44:09.994570] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19558 tests [2025-11-21T03:44:09.994629] [INFO ] [CONFIGURE ] AGO: Testing feature 29/29: add_vwap [2025-11-21T03:44:09.994708] [INFO ] [CONFIGURE ] AGO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T03:44:10.253618] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:10.517722] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:44:10.778504] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:44:11.042388] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:44:11.305350] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:11.567882] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:11.827276] [DEBUG] [FORECASTER] AGO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:44:12.100829] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:44:12.366038] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:44:12.633930] [DEBUG] [FORECASTER] AGO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:44:12.634169] [INFO ] [CONFIGURE ] AGO: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:44:12.634228] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19557 tests [2025-11-21T03:44:12.634278] [INFO ] [CONFIGURE ] AGO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:44:12.634320] [INFO ] [CONFIGURE ] AGO: Best accuracy: 80.00% [2025-11-21T03:44:12.634357] [INFO ] [CONFIGURE ] AGO: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T03:44:12.634397] [INFO ] [CONFIGURE ] AGO: Improvement over baseline: 30.00% [2025-11-21T03:44:12.634435] [INFO ] [CONFIGURE ] AGO: Total time: 1.3 minutes [2025-11-21T03:44:12.634471] [INFO ] [CONFIGURE ] AGO: Average time per feature: 2.7 seconds [2025-11-21T03:44:12.634508] [INFO ] [CONFIGURE ] AGO: Average speed: 0.36 features/sec [2025-11-21T03:44:12.635017] [INFO ] [LOCAL ] Saved configuration for AGO: 2 features, 80.00% accuracy -> ./output/feature-sets/AGO.json [2025-11-21T03:44:12.635079] [INFO ] [CONFIGURE ] AGO: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T03:44:12.635135] [INFO ] [sig ] [49/723] Successfully configured AGO | 0.01 sym/s | Total: 1.2h | ETA: 16.2h [2025-11-21T03:44:12.635200] [INFO ] [sig ] [50/723] Configuring AGRO... [2025-11-21T03:44:12.635249] [INFO ] [CONFIGURE ] AGRO: Configurate test run. [2025-11-21T03:44:12.635293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-11-21T03:44:12.700738] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGRO'. [2025-11-21T03:44:12.701271] [INFO ] [CONFIGURE ] AGRO: Testing with 29 available features [2025-11-21T03:44:12.701342] [INFO ] [CONFIGURE ] AGRO: Establishing baseline with no features... [2025-11-21T03:44:12.886498] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:13.077907] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:13.262202] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:13.458793] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:13.652255] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:13.856363] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:14.044790] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:14.238929] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:14.428060] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:14.621023] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:14.621159] [INFO ] [CONFIGURE ] AGRO: Baseline score (no features): 70.00% [2025-11-21T03:44:14.621206] [INFO ] [CONFIGURE ] AGRO: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:44:14.621242] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:44:14.847885] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:15.075552] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:15.303852] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:15.539328] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:15.766757] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:16.001779] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:16.241888] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:16.474577] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:16.703566] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:16.930638] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:16.930835] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T03:44:16.930884] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19556 tests [2025-11-21T03:44:16.930922] [INFO ] [CONFIGURE ] AGRO: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:44:16.930958] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:44:17.160056] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:17.397363] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:17.624463] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:17.855167] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:18.085301] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:18.316791] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:18.547947] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:18.780952] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:19.018025] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:19.255598] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:19.255801] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T03:44:19.255849] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19555 tests [2025-11-21T03:44:19.255887] [INFO ] [CONFIGURE ] AGRO: Testing feature 3/29: add_daily_returns [2025-11-21T03:44:19.255922] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_daily_returns'] [2025-11-21T03:44:19.462077] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:19.673495] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:19.882957] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:20.089081] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:20.302291] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:20.520496] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:20.743452] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:20.975008] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:21.239954] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:21.521684] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:21.521936] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T03:44:21.522007] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19554 tests [2025-11-21T03:44:21.522063] [INFO ] [CONFIGURE ] AGRO: Testing feature 4/29: add_ema [2025-11-21T03:44:21.522110] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_ema'] [2025-11-21T03:44:21.854620] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:22.098704] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:22.350714] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:22.601132] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:22.872688] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:23.119316] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:23.361626] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:23.614325] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:23.851603] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:24.095293] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:24.095489] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_ema (score: 70.00%) [2025-11-21T03:44:24.095540] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19553 tests [2025-11-21T03:44:24.095580] [INFO ] [CONFIGURE ] AGRO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:44:24.095616] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:44:24.332455] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:24.574285] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:24.812625] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:25.054944] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:25.300400] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:25.555810] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:25.794620] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:26.033983] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:44:26.281120] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:26.537422] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:26.537721] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T03:44:26.537789] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19552 tests [2025-11-21T03:44:26.537839] [INFO ] [CONFIGURE ] AGRO: Testing feature 6/29: add_failed_moves [2025-11-21T03:44:26.537932] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_failed_moves'] [2025-11-21T03:44:26.757838] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:26.977358] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:27.190070] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:27.405142] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:27.616282] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:27.831065] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:28.042624] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:28.261996] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:28.469331] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:28.672871] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:28.673094] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:44:28.673145] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19551 tests [2025-11-21T03:44:28.673183] [INFO ] [CONFIGURE ] AGRO: Testing feature 7/29: add_lag_shelf [2025-11-21T03:44:28.673219] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_lag_shelf'] [2025-11-21T03:44:28.865282] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:29.060506] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:29.256118] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:29.462750] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:29.668228] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:29.865682] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:30.063447] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:30.260904] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:30.460279] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:30.653564] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:30.653797] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T03:44:30.653856] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19550 tests [2025-11-21T03:44:30.653929] [INFO ] [CONFIGURE ] AGRO: Testing feature 8/29: add_macd [2025-11-21T03:44:30.653971] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:44:30.952590] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:31.246874] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:31.561211] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:31.864308] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:32.161068] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:32.461511] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:32.753851] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:33.061252] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:44:33.362002] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:33.667372] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:33.667669] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_macd (score: 60.00%) [2025-11-21T03:44:33.667746] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19549 tests [2025-11-21T03:44:33.667805] [INFO ] [CONFIGURE ] AGRO: Testing feature 9/29: add_mfi [2025-11-21T03:44:33.667846] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi'] [2025-11-21T03:44:33.887133] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:44:34.102136] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:34.318909] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:34.532291] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:34.738477] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:34.947988] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:35.157719] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:35.371496] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:35.592927] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:35.803832] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:35.804078] [INFO ] [CONFIGURE ] AGRO: KEPT add_mfi (score: 80.00%) [2025-11-21T03:44:35.804131] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19548 tests [2025-11-21T03:44:35.804172] [INFO ] [CONFIGURE ] AGRO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:44:35.804209] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:44:36.127936] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:36.454989] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:36.777503] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:37.098433] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:37.423341] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:37.758896] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:38.092322] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:44:38.417792] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:38.750121] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:44:39.076302] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:39.076591] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T03:44:39.076681] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19547 tests [2025-11-21T03:44:39.076737] [INFO ] [CONFIGURE ] AGRO: Testing feature 11/29: add_obv_daily [2025-11-21T03:44:39.076819] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T03:44:39.321332] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:39.565827] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:39.806429] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:40.042423] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:40.282369] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:40.519954] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:40.761142] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:40.993619] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:44:41.235525] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:41.491516] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:41.491800] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:44:41.491866] [INFO ] [CONFIGURE ] JOB ETA: 15.9h | Avg: 2.9s/test | Remaining: 19546 tests [2025-11-21T03:44:41.491921] [INFO ] [CONFIGURE ] AGRO: Testing feature 12/29: add_obv_interval [2025-11-21T03:44:41.491972] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T03:44:41.719051] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:41.944907] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:42.173147] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:42.411423] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:42.651895] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:42.886321] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:43.117669] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:43.350846] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:43.581275] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:43.822299] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:43.822570] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:44:43.822698] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19545 tests [2025-11-21T03:44:43.822754] [INFO ] [CONFIGURE ] AGRO: Testing feature 13/29: add_opening_strength [2025-11-21T03:44:43.822792] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:44:44.080698] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:44.342928] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:44.609687] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:44.868516] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:45.128027] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:45.377899] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:45.642197] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:45.930336] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:46.193415] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:46.454999] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:46.455270] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T03:44:46.455391] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19544 tests [2025-11-21T03:44:46.455445] [INFO ] [CONFIGURE ] AGRO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:44:46.455494] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T03:44:46.692716] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:46.920847] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:47.148312] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:47.385478] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:47.625088] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:47.875903] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:48.118603] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:48.353218] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:48.585011] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:48.819706] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:48.819940] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T03:44:48.820004] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19543 tests [2025-11-21T03:44:48.820052] [INFO ] [CONFIGURE ] AGRO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:44:48.820099] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T03:44:49.036608] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:49.250901] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:49.463043] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:49.679334] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:49.900853] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:50.114193] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:50.338760] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:44:50.560769] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:50.787715] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:51.007232] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:51.007496] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:44:51.007559] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19542 tests [2025-11-21T03:44:51.007607] [INFO ] [CONFIGURE ] AGRO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:44:51.007664] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T03:44:51.238058] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:44:51.473595] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:51.712388] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:51.960525] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:52.201465] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:52.443847] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:52.676106] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:52.921128] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:44:53.167003] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:53.408021] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:53.408400] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T03:44:53.408462] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19541 tests [2025-11-21T03:44:53.408510] [INFO ] [CONFIGURE ] AGRO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:44:53.408555] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T03:44:53.667449] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:53.921484] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:54.168562] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:54.451235] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:54.691499] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:54.923630] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:55.152716] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:55.384314] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:55.626931] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:55.857327] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:55.857581] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T03:44:55.857669] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19540 tests [2025-11-21T03:44:55.857732] [INFO ] [CONFIGURE ] AGRO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:44:55.857787] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T03:44:56.071510] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:56.283216] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:56.495411] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:56.716509] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:56.944247] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:57.166592] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:57.393008] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:57.625169] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:44:57.866481] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:44:58.083834] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:44:58.084087] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:44:58.084149] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19539 tests [2025-11-21T03:44:58.084230] [INFO ] [CONFIGURE ] AGRO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:44:58.084401] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T03:44:58.306810] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:44:58.521550] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:44:58.752504] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:44:58.981698] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:44:59.197052] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:44:59.414968] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:44:59.633484] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:44:59.853933] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:00.071082] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:00.286321] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:00.286543] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T03:45:00.286605] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19538 tests [2025-11-21T03:45:00.286675] [INFO ] [CONFIGURE ] AGRO: Testing feature 20/29: add_price_rejection [2025-11-21T03:45:00.286721] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T03:45:00.530541] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:00.765577] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:01.070304] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:01.948578] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:02.410983] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:02.659091] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:02.911624] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:03.155533] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:03.389535] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:03.629237] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:45:03.629462] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T03:45:03.629610] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19537 tests [2025-11-21T03:45:03.629684] [INFO ] [CONFIGURE ] AGRO: Testing feature 21/29: add_range_position [2025-11-21T03:45:03.629754] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T03:45:03.885419] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:04.142626] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:04.397737] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:04.657969] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:04.910025] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:05.163512] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:05.419965] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:05.685183] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:45:05.939368] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:06.192907] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:06.193136] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_range_position (score: 80.00%) [2025-11-21T03:45:06.193215] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19536 tests [2025-11-21T03:45:06.193288] [INFO ] [CONFIGURE ] AGRO: Testing feature 22/29: add_realized_volatility [2025-11-21T03:45:06.193335] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T03:45:06.521486] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:06.864850] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:07.201944] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:07.539902] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:07.881259] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:08.227080] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:08.576875] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:08.973562] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:45:09.318561] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:09.667051] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:09.667339] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T03:45:09.667406] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19535 tests [2025-11-21T03:45:09.667458] [INFO ] [CONFIGURE ] AGRO: Testing feature 23/29: add_recent_range_context [2025-11-21T03:45:09.667506] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T03:45:09.897911] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:10.136504] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:10.369925] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:10.611938] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:10.829906] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:11.047480] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:11.263511] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:11.497149] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:11.734023] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:11.988979] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:11.989211] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:45:11.989274] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19534 tests [2025-11-21T03:45:11.989326] [INFO ] [CONFIGURE ] AGRO: Testing feature 24/29: add_rsi [2025-11-21T03:45:11.989374] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T03:45:12.266476] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:12.558463] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:12.843313] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:13.121272] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:13.395036] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:13.674413] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:13.941870] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:14.219380] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:14.501181] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:14.777989] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:14.778264] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:45:14.778327] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19533 tests [2025-11-21T03:45:14.778380] [INFO ] [CONFIGURE ] AGRO: Testing feature 25/29: add_tick_distribution [2025-11-21T03:45:14.778425] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T03:45:15.003269] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:15.226430] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:15.449362] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:15.681007] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:15.904146] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:16.137492] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:16.366551] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:16.593375] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:45:16.814674] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:17.037183] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:17.037396] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T03:45:17.037454] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19532 tests [2025-11-21T03:45:17.037503] [INFO ] [CONFIGURE ] AGRO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:45:17.037549] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T03:45:17.269090] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:17.500505] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:17.737463] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:17.975201] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:18.215134] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:18.447551] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:18.677215] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:18.904404] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:19.128506] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:19.347806] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:19.348054] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:45:19.348118] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19531 tests [2025-11-21T03:45:19.348213] [INFO ] [CONFIGURE ] AGRO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:45:19.348261] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T03:45:19.598332] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:45:19.854682] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:20.105772] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:20.353916] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:20.620486] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:20.872480] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:21.122855] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:21.367044] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:21.625014] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:21.882788] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:21.883020] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:45:21.883082] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19530 tests [2025-11-21T03:45:21.883130] [INFO ] [CONFIGURE ] AGRO: Testing feature 28/29: add_volume_profile [2025-11-21T03:45:21.883177] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T03:45:22.121392] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:22.358605] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:22.603779] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:22.858093] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:23.099422] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:23.332517] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:23.573217] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:23.842750] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:45:24.084336] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:24.340609] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:24.340824] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T03:45:24.340882] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19529 tests [2025-11-21T03:45:24.340930] [INFO ] [CONFIGURE ] AGRO: Testing feature 29/29: add_vwap [2025-11-21T03:45:24.340974] [INFO ] [CONFIGURE ] AGRO: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T03:45:24.579264] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:45:24.816868] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:45:25.056271] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:25.297841] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:45:25.535342] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:45:25.775949] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:45:26.016017] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:26.271268] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:26.518908] [DEBUG] [FORECASTER] AGRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:45:26.762586] [DEBUG] [FORECASTER] AGRO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:45:26.762803] [INFO ] [CONFIGURE ] AGRO: DISCARDED add_vwap (score: 60.00%) [2025-11-21T03:45:26.762867] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19528 tests [2025-11-21T03:45:26.762920] [INFO ] [CONFIGURE ] AGRO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:45:26.762967] [INFO ] [CONFIGURE ] AGRO: Best accuracy: 80.00% [2025-11-21T03:45:26.763013] [INFO ] [CONFIGURE ] AGRO: Best feature set (1 features): ['add_mfi'] [2025-11-21T03:45:26.763054] [INFO ] [CONFIGURE ] AGRO: Improvement over baseline: 10.00% [2025-11-21T03:45:26.763095] [INFO ] [CONFIGURE ] AGRO: Total time: 1.2 minutes [2025-11-21T03:45:26.763135] [INFO ] [CONFIGURE ] AGRO: Average time per feature: 2.5 seconds [2025-11-21T03:45:26.763175] [INFO ] [CONFIGURE ] AGRO: Average speed: 0.40 features/sec [2025-11-21T03:45:26.763580] [INFO ] [LOCAL ] Saved configuration for AGRO: 1 features, 80.00% accuracy -> ./output/feature-sets/AGRO.json [2025-11-21T03:45:26.763660] [INFO ] [CONFIGURE ] AGRO: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T03:45:26.763718] [INFO ] [sig ] [50/723] Successfully configured AGRO | 0.01 sym/s | Total: 1.2h | ETA: 16.1h [2025-11-21T03:45:26.763767] [INFO ] [sig ] [51/723] Configuring AGX... [2025-11-21T03:45:26.763811] [INFO ] [CONFIGURE ] AGX: Configurate test run. [2025-11-21T03:45:26.763856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-11-21T03:45:26.839810] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGX'. [2025-11-21T03:45:26.840205] [INFO ] [CONFIGURE ] AGX: Testing with 29 available features [2025-11-21T03:45:26.840272] [INFO ] [CONFIGURE ] AGX: Establishing baseline with no features... [2025-11-21T03:45:27.035244] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:27.224295] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:27.416091] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:27.619076] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:45:27.818140] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:28.010996] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:28.204069] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:28.402916] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:45:28.602576] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:28.799407] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:45:28.799594] [INFO ] [CONFIGURE ] AGX: Baseline score (no features): 100.00% [2025-11-21T03:45:28.799660] [INFO ] [CONFIGURE ] AGX: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:45:28.799716] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:45:29.039336] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:29.247067] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:29.491527] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:29.742805] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:45:30.000814] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:30.266874] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:30.492469] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:30.721260] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:30.953027] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:31.187872] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:45:31.188151] [INFO ] [CONFIGURE ] AGX: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T03:45:31.188221] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19527 tests [2025-11-21T03:45:31.188274] [INFO ] [CONFIGURE ] AGX: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:45:31.188322] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:45:31.430134] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:31.670922] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:31.909858] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:32.155381] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:45:32.402176] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:32.653981] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:32.904169] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:33.147123] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:33.383666] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:33.632425] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:45:33.633527] [INFO ] [CONFIGURE ] AGX: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T03:45:33.633585] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19526 tests [2025-11-21T03:45:33.633633] [INFO ] [CONFIGURE ] AGX: Testing feature 3/29: add_daily_returns [2025-11-21T03:45:33.633692] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_daily_returns'] [2025-11-21T03:45:33.858420] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:34.087617] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:34.312582] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:34.532058] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:45:34.760199] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:34.990838] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:45:35.204506] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:35.420813] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:35.633931] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:35.846076] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:45:35.846321] [INFO ] [CONFIGURE ] AGX: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T03:45:35.846416] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19525 tests [2025-11-21T03:45:35.846459] [INFO ] [CONFIGURE ] AGX: Testing feature 4/29: add_ema [2025-11-21T03:45:35.846497] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_ema'] [2025-11-21T03:45:36.090292] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:36.337873] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:36.588089] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:36.834487] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:45:37.086705] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:45:37.331212] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:37.581688] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:37.838239] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:38.076910] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:38.325559] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:45:38.325919] [INFO ] [CONFIGURE ] AGX: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:45:38.326043] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19524 tests [2025-11-21T03:45:38.326142] [INFO ] [CONFIGURE ] AGX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:45:38.326278] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:45:38.577261] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:38.813370] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:39.052227] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:39.285271] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:45:39.520697] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:39.753585] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:45:39.991023] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:40.241615] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:40.488522] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:40.727201] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:45:40.727416] [INFO ] [CONFIGURE ] AGX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:45:40.727475] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19523 tests [2025-11-21T03:45:40.727521] [INFO ] [CONFIGURE ] AGX: Testing feature 6/29: add_failed_moves [2025-11-21T03:45:40.727569] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_failed_moves'] [2025-11-21T03:45:40.938130] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:41.138285] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:41.340086] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:41.539663] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:45:41.745928] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:41.949280] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:42.156850] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:42.360228] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:42.564764] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:42.788936] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:45:42.789178] [INFO ] [CONFIGURE ] AGX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:45:42.789250] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19522 tests [2025-11-21T03:45:42.789292] [INFO ] [CONFIGURE ] AGX: Testing feature 7/29: add_lag_shelf [2025-11-21T03:45:42.789328] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_lag_shelf'] [2025-11-21T03:45:42.987964] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:43.186533] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:43.385673] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:45:43.581199] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:45:43.787287] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:43.982777] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:44.172114] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:44.364307] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:45:44.557136] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:44.752565] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:45:44.752776] [INFO ] [CONFIGURE ] AGX: DISCARDED add_lag_shelf (score: 100.00%) [2025-11-21T03:45:44.752840] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19521 tests [2025-11-21T03:45:44.752882] [INFO ] [CONFIGURE ] AGX: Testing feature 8/29: add_macd [2025-11-21T03:45:44.752918] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:45:45.033844] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:45.309704] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:45.590297] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:45.891313] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:45:46.177046] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:46.466104] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:45:46.748658] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:47.032793] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:47.326774] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:47.644452] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:45:47.644819] [INFO ] [CONFIGURE ] AGX: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:45:47.644887] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19520 tests [2025-11-21T03:45:47.644939] [INFO ] [CONFIGURE ] AGX: Testing feature 9/29: add_mfi [2025-11-21T03:45:47.644986] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_mfi'] [2025-11-21T03:45:47.874250] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:48.084721] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:48.292469] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:48.513092] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:45:48.725004] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:45:48.931725] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:49.146022] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:49.352568] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:49.562243] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:49.772992] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:45:49.773196] [INFO ] [CONFIGURE ] AGX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:45:49.773244] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19519 tests [2025-11-21T03:45:49.773283] [INFO ] [CONFIGURE ] AGX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:45:49.773319] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:45:50.067872] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:50.359167] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:50.652797] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:50.946375] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:45:51.238840] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:51.528473] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:51.900724] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:52.253678] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:52.598046] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:52.923004] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:45:52.923258] [INFO ] [CONFIGURE ] AGX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T03:45:52.923330] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19518 tests [2025-11-21T03:45:52.923383] [INFO ] [CONFIGURE ] AGX: Testing feature 11/29: add_obv_daily [2025-11-21T03:45:52.923429] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_obv_daily'] [2025-11-21T03:45:53.159667] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:53.429955] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:53.668190] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:53.903195] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:45:54.132850] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:45:54.364166] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:54.601293] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:54.836835] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:55.071348] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:55.312147] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:45:55.312405] [INFO ] [CONFIGURE ] AGX: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:45:55.312471] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19517 tests [2025-11-21T03:45:55.312522] [INFO ] [CONFIGURE ] AGX: Testing feature 12/29: add_obv_interval [2025-11-21T03:45:55.312569] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_obv_interval'] [2025-11-21T03:45:55.533816] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:55.749515] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:55.998964] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:56.227213] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:45:56.466332] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:45:56.729298] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:56.966336] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:57.197720] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:45:57.456632] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:45:57.688485] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:45:57.688809] [INFO ] [CONFIGURE ] AGX: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:45:57.689098] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19516 tests [2025-11-21T03:45:57.689233] [INFO ] [CONFIGURE ] AGX: Testing feature 13/29: add_opening_strength [2025-11-21T03:45:57.689364] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:45:57.921467] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:45:58.169054] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:45:58.410639] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:45:58.644065] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:45:58.877270] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:45:59.114154] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:45:59.361235] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:45:59.609089] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:45:59.845800] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:46:00.080332] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:00.080535] [INFO ] [CONFIGURE ] AGX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T03:46:00.080585] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19515 tests [2025-11-21T03:46:00.080624] [INFO ] [CONFIGURE ] AGX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:46:00.080681] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T03:46:00.357172] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:01.148581] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:01.483757] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:01.702993] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:01.920269] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:02.138205] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:02.353000] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:02.578338] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:02.810730] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:03.039699] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:46:03.039924] [INFO ] [CONFIGURE ] AGX: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T03:46:03.039972] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19514 tests [2025-11-21T03:46:03.040010] [INFO ] [CONFIGURE ] AGX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:46:03.040044] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T03:46:03.236748] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:03.426061] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:03.621276] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:03.817178] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:04.026495] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:04.261132] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:04.489050] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:04.682598] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:04.893300] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:05.104112] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:46:05.104363] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T03:46:05.104426] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19513 tests [2025-11-21T03:46:05.104467] [INFO ] [CONFIGURE ] AGX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:46:05.104504] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T03:46:05.333443] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:05.570501] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:05.802301] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:06.024195] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:46:06.249533] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:06.476090] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:06.706216] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:06.944161] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:46:07.177551] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:07.402553] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:07.402799] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T03:46:07.402856] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19512 tests [2025-11-21T03:46:07.402915] [INFO ] [CONFIGURE ] AGX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:46:07.402988] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_pbf_return_2d'] [2025-11-21T03:46:07.625343] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:07.855495] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:08.089593] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:08.318174] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:46:08.547729] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:08.769338] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:46:09.017186] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:09.249864] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:09.482688] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:09.710833] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:09.711271] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:46:09.711394] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19511 tests [2025-11-21T03:46:09.711503] [INFO ] [CONFIGURE ] AGX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:46:09.711610] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T03:46:09.912264] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:10.114536] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:10.313339] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:10.512320] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:10.719637] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:10.928077] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:11.131912] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:11.341949] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:11.544335] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:11.753872] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:11.754100] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:46:11.754153] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19510 tests [2025-11-21T03:46:11.754192] [INFO ] [CONFIGURE ] AGX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:46:11.754228] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T03:46:11.957165] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:12.163025] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:12.377238] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:12.587777] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:12.801450] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:13.001436] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:13.204816] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:13.414407] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:46:13.611745] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:13.801233] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:46:13.801426] [INFO ] [CONFIGURE ] AGX: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T03:46:13.801475] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19509 tests [2025-11-21T03:46:13.801518] [INFO ] [CONFIGURE ] AGX: Testing feature 20/29: add_price_rejection [2025-11-21T03:46:13.801553] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_price_rejection'] [2025-11-21T03:46:14.003220] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:14.180134] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:14.342825] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:14.557866] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:46:14.771544] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:46:15.000564] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:15.214328] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:15.435787] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:15.666138] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:15.903032] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:46:15.903282] [INFO ] [CONFIGURE ] AGX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:46:15.903335] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19508 tests [2025-11-21T03:46:15.903378] [INFO ] [CONFIGURE ] AGX: Testing feature 21/29: add_range_position [2025-11-21T03:46:15.903416] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_range_position'] [2025-11-21T03:46:16.144062] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:16.374016] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:16.603933] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:16.884369] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:17.193236] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:17.492836] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:17.740126] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:17.977111] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:18.192129] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:18.411935] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:18.412126] [INFO ] [CONFIGURE ] AGX: DISCARDED add_range_position (score: 60.00%) [2025-11-21T03:46:18.412175] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19507 tests [2025-11-21T03:46:18.412213] [INFO ] [CONFIGURE ] AGX: Testing feature 22/29: add_realized_volatility [2025-11-21T03:46:18.412247] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_realized_volatility'] [2025-11-21T03:46:18.712775] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:19.020369] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:19.330414] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:19.636959] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:19.952956] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:20.280432] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:20.590106] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:20.898135] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:21.219947] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:21.530506] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:21.530729] [INFO ] [CONFIGURE ] AGX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T03:46:21.530790] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19506 tests [2025-11-21T03:46:21.530838] [INFO ] [CONFIGURE ] AGX: Testing feature 23/29: add_recent_range_context [2025-11-21T03:46:21.530881] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_recent_range_context'] [2025-11-21T03:46:21.732995] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:21.938378] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:22.138378] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:22.338427] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:22.532965] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:22.733470] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:22.928370] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:23.131880] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:23.329165] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:23.534071] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:23.534264] [INFO ] [CONFIGURE ] AGX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T03:46:23.534312] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19505 tests [2025-11-21T03:46:23.534349] [INFO ] [CONFIGURE ] AGX: Testing feature 24/29: add_rsi [2025-11-21T03:46:23.534385] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T03:46:23.780305] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:24.030778] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:24.285201] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:24.537429] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:24.791317] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:25.058854] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:25.324026] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:25.574178] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:25.826468] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:26.088310] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:46:26.088508] [INFO ] [CONFIGURE ] AGX: DISCARDED add_rsi (score: 80.00%) [2025-11-21T03:46:26.088565] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19504 tests [2025-11-21T03:46:26.088677] [INFO ] [CONFIGURE ] AGX: Testing feature 25/29: add_tick_distribution [2025-11-21T03:46:26.088726] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_tick_distribution'] [2025-11-21T03:46:26.303069] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:26.506976] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:26.711190] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:26.915391] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:27.121318] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:27.324500] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:27.539381] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:27.761694] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:27.972008] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:28.176135] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:28.176328] [INFO ] [CONFIGURE ] AGX: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T03:46:28.176377] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19503 tests [2025-11-21T03:46:28.176416] [INFO ] [CONFIGURE ] AGX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:46:28.176451] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T03:46:28.390580] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:28.602006] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:28.811637] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:29.025599] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:29.235727] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:29.443289] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:29.656444] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:29.868012] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:30.080278] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:46:30.294393] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:30.294901] [INFO ] [CONFIGURE ] AGX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:46:30.294996] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19502 tests [2025-11-21T03:46:30.295058] [INFO ] [CONFIGURE ] AGX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:46:30.295120] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_volume_price_divergence'] [2025-11-21T03:46:30.536048] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:30.758322] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:30.972377] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:31.192539] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:31.423527] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:31.662777] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:31.899196] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:46:32.131449] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:32.353147] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:32.587711] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:32.587952] [INFO ] [CONFIGURE ] AGX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T03:46:32.588006] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19501 tests [2025-11-21T03:46:32.588045] [INFO ] [CONFIGURE ] AGX: Testing feature 28/29: add_volume_profile [2025-11-21T03:46:32.588082] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_volume_profile'] [2025-11-21T03:46:32.809547] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:33.029975] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:33.245821] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:33.470554] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:46:33.688120] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:33.900584] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:34.112204] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:34.327498] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:34.543715] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:34.759902] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:46:34.760352] [INFO ] [CONFIGURE ] AGX: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T03:46:34.760483] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19500 tests [2025-11-21T03:46:34.760543] [INFO ] [CONFIGURE ] AGX: Testing feature 29/29: add_vwap [2025-11-21T03:46:34.760671] [INFO ] [CONFIGURE ] AGX: Testing with features: ['add_vwap'] [2025-11-21T03:46:34.961763] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:46:35.166773] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:35.367022] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:46:35.577139] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:46:35.784237] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:46:35.996319] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:46:36.207189] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:36.418169] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:36.635331] [DEBUG] [FORECASTER] AGX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:46:36.846477] [DEBUG] [FORECASTER] AGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:46:36.846911] [INFO ] [CONFIGURE ] AGX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T03:46:36.847034] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19499 tests [2025-11-21T03:46:36.847145] [INFO ] [CONFIGURE ] AGX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:46:36.847249] [INFO ] [CONFIGURE ] AGX: Best accuracy: 100.00% [2025-11-21T03:46:36.847786] [INFO ] [CONFIGURE ] AGX: Best feature set (0 features): [] [2025-11-21T03:46:36.847838] [INFO ] [CONFIGURE ] AGX: Improvement over baseline: 0.00% [2025-11-21T03:46:36.847948] [INFO ] [CONFIGURE ] AGX: Total time: 1.1 minutes [2025-11-21T03:46:36.847995] [INFO ] [CONFIGURE ] AGX: Average time per feature: 2.3 seconds [2025-11-21T03:46:36.848096] [INFO ] [CONFIGURE ] AGX: Average speed: 0.43 features/sec [2025-11-21T03:46:36.848694] [INFO ] [LOCAL ] Saved configuration for AGX: 0 features, 100.00% accuracy -> ./output/feature-sets/AGX.json [2025-11-21T03:46:36.848817] [INFO ] [CONFIGURE ] AGX: Configuration saved successfully: 0 features, 100.00% accuracy. [2025-11-21T03:46:36.848969] [INFO ] [sig ] [51/723] Successfully configured AGX | 0.01 sym/s | Total: 1.2h | ETA: 16.0h [2025-11-21T03:46:36.849093] [INFO ] [sig ] [52/723] Configuring AHH... [2025-11-21T03:46:36.849184] [INFO ] [CONFIGURE ] AHH: Configurate test run. [2025-11-21T03:46:36.849301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-11-21T03:46:36.927258] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AHH'. [2025-11-21T03:46:36.927774] [INFO ] [CONFIGURE ] AHH: Testing with 29 available features [2025-11-21T03:46:36.927845] [INFO ] [CONFIGURE ] AHH: Establishing baseline with no features... [2025-11-21T03:46:37.111635] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:37.297580] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:37.483147] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:37.681685] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:37.875364] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:46:38.067891] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:38.258231] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:46:38.442216] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:38.635946] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:46:38.823146] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:38.823345] [INFO ] [CONFIGURE ] AHH: Baseline score (no features): 20.00% [2025-11-21T03:46:38.823394] [INFO ] [CONFIGURE ] AHH: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:46:38.823434] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:46:39.060631] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:39.280382] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:39.505723] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:39.733295] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:39.963983] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:46:40.184488] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:40.418070] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:40.643533] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:46:40.867782] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:41.096598] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:41.096858] [INFO ] [CONFIGURE ] AHH: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T03:46:41.096910] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19498 tests [2025-11-21T03:46:41.096992] [INFO ] [CONFIGURE ] AHH: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:46:41.097040] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:46:41.367918] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:41.629267] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:41.905734] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:42.177304] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:42.447538] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:46:42.726694] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:43.007511] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:43.293416] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:46:43.579205] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:43.879130] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:43.879441] [INFO ] [CONFIGURE ] AHH: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:46:43.879507] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19497 tests [2025-11-21T03:46:43.879562] [INFO ] [CONFIGURE ] AHH: Testing feature 3/29: add_daily_returns [2025-11-21T03:46:43.879613] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:46:44.122994] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:44.364542] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:44.606737] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:44.848591] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:45.085570] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:46:45.322536] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:45.563412] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:46:45.808962] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:46.047187] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:46.301692] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:46.301932] [INFO ] [CONFIGURE ] AHH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T03:46:46.301986] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19496 tests [2025-11-21T03:46:46.302034] [INFO ] [CONFIGURE ] AHH: Testing feature 4/29: add_ema [2025-11-21T03:46:46.302084] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:46:46.570228] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:46.855530] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:47.133117] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:47.408116] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:47.703367] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:46:47.978803] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:48.256356] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:48.536044] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:46:48.808365] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:49.086658] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:49.086957] [INFO ] [CONFIGURE ] AHH: DISCARDED add_ema (score: 50.00%) [2025-11-21T03:46:49.087187] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19495 tests [2025-11-21T03:46:49.087254] [INFO ] [CONFIGURE ] AHH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:46:49.087304] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:46:49.365198] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:49.660249] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:49.947715] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:50.229134] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:50.509356] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:46:50.789687] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:51.070962] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:51.363128] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:46:51.644891] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:51.931819] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:51.932057] [INFO ] [CONFIGURE ] AHH: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:46:51.932120] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19494 tests [2025-11-21T03:46:51.932259] [INFO ] [CONFIGURE ] AHH: Testing feature 6/29: add_failed_moves [2025-11-21T03:46:51.932311] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:46:52.165966] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:52.403487] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:52.651088] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:52.889696] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:53.123619] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:46:53.361639] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:53.603445] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:53.842190] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:46:54.084456] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:54.330827] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:54.331054] [INFO ] [CONFIGURE ] AHH: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:46:54.331104] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19493 tests [2025-11-21T03:46:54.331145] [INFO ] [CONFIGURE ] AHH: Testing feature 7/29: add_lag_shelf [2025-11-21T03:46:54.331188] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:46:54.574181] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:54.814487] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:55.041372] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:55.276229] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:55.499631] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:46:55.719236] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:55.941102] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:46:56.160596] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:56.388474] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:56.612107] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:56.612507] [INFO ] [CONFIGURE ] AHH: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T03:46:56.612620] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19492 tests [2025-11-21T03:46:56.612741] [INFO ] [CONFIGURE ] AHH: Testing feature 8/29: add_macd [2025-11-21T03:46:56.612841] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:46:56.929953] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:46:57.250830] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:46:57.576862] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:46:57.904768] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:46:58.230020] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:46:58.555010] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:46:58.884685] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:46:59.236539] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:46:59.558033] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:46:59.902085] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:46:59.902344] [INFO ] [CONFIGURE ] AHH: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:46:59.902411] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19491 tests [2025-11-21T03:46:59.902468] [INFO ] [CONFIGURE ] AHH: Testing feature 9/29: add_mfi [2025-11-21T03:46:59.902519] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:47:00.136085] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:00.962200] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:01.222249] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:01.624122] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:47:01.856279] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:02.092528] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:02.324544] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:47:02.556223] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:02.796959] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:47:03.034760] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:47:03.035057] [INFO ] [CONFIGURE ] AHH: DISCARDED add_mfi (score: 30.00%) [2025-11-21T03:47:03.035124] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19490 tests [2025-11-21T03:47:03.035177] [INFO ] [CONFIGURE ] AHH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:47:03.035225] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:47:03.364093] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:03.693889] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:04.041996] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:04.389217] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:47:04.730886] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:05.074440] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:05.407921] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:05.739310] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:06.073613] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:06.421991] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:06.422239] [INFO ] [CONFIGURE ] AHH: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-21T03:47:06.422301] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19489 tests [2025-11-21T03:47:06.422353] [INFO ] [CONFIGURE ] AHH: Testing feature 11/29: add_obv_daily [2025-11-21T03:47:06.422402] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T03:47:06.787409] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:07.166462] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:07.536979] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:07.936910] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:47:08.305534] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:47:08.674176] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:09.041785] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:09.420480] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:09.785895] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:47:10.220908] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:10.221428] [INFO ] [CONFIGURE ] AHH: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:47:10.221570] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19488 tests [2025-11-21T03:47:10.221671] [INFO ] [CONFIGURE ] AHH: Testing feature 12/29: add_obv_interval [2025-11-21T03:47:10.221747] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T03:47:10.623334] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:11.067253] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:11.409898] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:47:11.753975] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:47:12.091526] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:12.431370] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:12.781709] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:13.132382] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:13.472021] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:47:13.823808] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:13.824013] [INFO ] [CONFIGURE ] AHH: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T03:47:13.824092] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19487 tests [2025-11-21T03:47:13.824141] [INFO ] [CONFIGURE ] AHH: Testing feature 13/29: add_opening_strength [2025-11-21T03:47:13.824184] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:47:14.192639] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:14.569357] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:14.944371] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:15.317990] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:15.698482] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:47:16.077238] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:16.459210] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:16.837447] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:17.216419] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:17.605862] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:17.606254] [INFO ] [CONFIGURE ] AHH: KEPT add_opening_strength (score: 80.00%) [2025-11-21T03:47:17.606321] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19486 tests [2025-11-21T03:47:17.606387] [INFO ] [CONFIGURE ] AHH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:47:17.606432] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T03:47:18.017869] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:18.418454] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:18.823464] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:47:19.243485] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:19.659187] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:20.070923] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:20.488743] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:20.920547] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:21.339812] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:21.759374] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:21.759701] [INFO ] [CONFIGURE ] AHH: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T03:47:21.759815] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19485 tests [2025-11-21T03:47:21.759912] [INFO ] [CONFIGURE ] AHH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:47:21.759988] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T03:47:22.176242] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:22.589346] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:23.004516] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:23.402973] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:23.836348] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:24.267869] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:24.670910] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:25.070774] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:47:25.465205] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:25.868189] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:25.868409] [INFO ] [CONFIGURE ] AHH: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:47:25.868470] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19484 tests [2025-11-21T03:47:25.868521] [INFO ] [CONFIGURE ] AHH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:47:25.868567] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T03:47:26.262298] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:26.671103] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:27.068283] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:27.469401] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:27.879942] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:28.291889] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:28.688879] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:29.091090] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:29.490898] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:29.907901] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:29.908174] [INFO ] [CONFIGURE ] AHH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T03:47:29.908260] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19483 tests [2025-11-21T03:47:29.908326] [INFO ] [CONFIGURE ] AHH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:47:29.908377] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T03:47:30.273735] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:30.642893] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:31.025849] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:31.407554] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:31.773890] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:32.143286] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:32.506083] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:32.880558] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:33.255191] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:33.635547] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:33.636237] [INFO ] [CONFIGURE ] AHH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:47:33.636392] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19482 tests [2025-11-21T03:47:33.636466] [INFO ] [CONFIGURE ] AHH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:47:33.636529] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T03:47:34.026565] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:34.410498] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:34.788333] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:35.167578] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:35.549298] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:47:35.931177] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:36.314244] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:36.690369] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:37.087845] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:37.468926] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:37.469252] [INFO ] [CONFIGURE ] AHH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T03:47:37.469318] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19481 tests [2025-11-21T03:47:37.469370] [INFO ] [CONFIGURE ] AHH: Testing feature 20/29: add_price_rejection [2025-11-21T03:47:37.469417] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T03:47:37.877308] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:38.262526] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:38.656884] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:39.050246] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:39.451061] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:39.839796] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:40.224288] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:40.615361] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:41.006317] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:41.402892] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:41.403118] [INFO ] [CONFIGURE ] AHH: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T03:47:41.403181] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19480 tests [2025-11-21T03:47:41.403233] [INFO ] [CONFIGURE ] AHH: Testing feature 21/29: add_range_position [2025-11-21T03:47:41.403281] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T03:47:41.839913] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:42.260514] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:42.673861] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:47:43.101492] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:47:43.517446] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:43.951156] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:44.395337] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:44.836828] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:45.279327] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:45.708493] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:47:45.709068] [INFO ] [CONFIGURE ] AHH: DISCARDED add_range_position (score: 40.00%) [2025-11-21T03:47:45.709132] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19479 tests [2025-11-21T03:47:45.709183] [INFO ] [CONFIGURE ] AHH: Testing feature 22/29: add_realized_volatility [2025-11-21T03:47:45.709234] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T03:47:46.214996] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:46.712573] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:47.215385] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:47.717973] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:48.210547] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:48.710872] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:49.205880] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:49.712618] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:47:50.224181] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:50.748314] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:50.748593] [INFO ] [CONFIGURE ] AHH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:47:50.748681] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19478 tests [2025-11-21T03:47:50.748737] [INFO ] [CONFIGURE ] AHH: Testing feature 23/29: add_recent_range_context [2025-11-21T03:47:50.748785] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T03:47:51.135841] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:51.527060] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:51.918216] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:52.308806] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:47:52.683664] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:53.071176] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:53.444868] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:53.826694] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:54.214227] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:54.609474] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:54.609730] [INFO ] [CONFIGURE ] AHH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T03:47:54.609798] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19477 tests [2025-11-21T03:47:54.609847] [INFO ] [CONFIGURE ] AHH: Testing feature 24/29: add_rsi [2025-11-21T03:47:54.609892] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T03:47:55.061804] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:47:55.511365] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:47:55.973756] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:47:56.433448] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:47:56.882589] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:47:57.341123] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:47:57.942199] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:47:58.522434] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:47:58.984790] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:47:59.438914] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:47:59.439182] [INFO ] [CONFIGURE ] AHH: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:47:59.439251] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19476 tests [2025-11-21T03:47:59.439303] [INFO ] [CONFIGURE ] AHH: Testing feature 25/29: add_tick_distribution [2025-11-21T03:47:59.439350] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T03:47:59.836829] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:00.240083] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:48:01.325581] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:48:01.870386] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:02.267920] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:02.656845] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:48:03.066411] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:48:03.462363] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:48:03.855725] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:48:04.262201] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:48:04.262478] [INFO ] [CONFIGURE ] AHH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:48:04.262546] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19475 tests [2025-11-21T03:48:04.262598] [INFO ] [CONFIGURE ] AHH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:48:04.262756] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T03:48:04.665735] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:05.094342] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:48:05.516441] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:48:05.949142] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:06.369950] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:06.785534] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:48:07.195515] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:48:07.614826] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:48:08.034752] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:48:08.451258] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:48:08.451496] [INFO ] [CONFIGURE ] AHH: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T03:48:08.451560] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19474 tests [2025-11-21T03:48:08.451720] [INFO ] [CONFIGURE ] AHH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:48:08.451774] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T03:48:08.872287] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:09.302237] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:48:09.714284] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:48:10.122447] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:48:10.531889] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:10.945446] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:48:11.361199] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:48:11.781740] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:48:12.199746] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:48:12.602210] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:48:12.602445] [INFO ] [CONFIGURE ] AHH: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:48:12.602507] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19473 tests [2025-11-21T03:48:12.602710] [INFO ] [CONFIGURE ] AHH: Testing feature 28/29: add_volume_profile [2025-11-21T03:48:12.602777] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T03:48:13.022283] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:13.434495] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:48:13.831823] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:48:14.225022] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:14.667364] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:15.095222] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:48:15.517926] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:48:15.943244] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:48:16.355548] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:48:16.764878] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:48:16.765168] [INFO ] [CONFIGURE ] AHH: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T03:48:16.765237] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19472 tests [2025-11-21T03:48:16.765297] [INFO ] [CONFIGURE ] AHH: Testing feature 29/29: add_vwap [2025-11-21T03:48:16.765346] [INFO ] [CONFIGURE ] AHH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T03:48:17.179329] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:17.585891] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:48:18.005771] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:48:18.428396] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:18.854695] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:19.265093] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:48:19.678131] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:48:20.096560] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:48:20.506507] [DEBUG] [FORECASTER] AHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:48:20.944362] [DEBUG] [FORECASTER] AHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:48:20.944680] [INFO ] [CONFIGURE ] AHH: DISCARDED add_vwap (score: 60.00%) [2025-11-21T03:48:20.944750] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19471 tests [2025-11-21T03:48:20.944803] [INFO ] [CONFIGURE ] AHH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:48:20.944850] [INFO ] [CONFIGURE ] AHH: Best accuracy: 80.00% [2025-11-21T03:48:20.944897] [INFO ] [CONFIGURE ] AHH: Best feature set (5 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:48:20.944945] [INFO ] [CONFIGURE ] AHH: Improvement over baseline: 60.00% [2025-11-21T03:48:20.944997] [INFO ] [CONFIGURE ] AHH: Total time: 1.7 minutes [2025-11-21T03:48:20.945041] [INFO ] [CONFIGURE ] AHH: Average time per feature: 3.6 seconds [2025-11-21T03:48:20.945084] [INFO ] [CONFIGURE ] AHH: Average speed: 0.28 features/sec [2025-11-21T03:48:20.945719] [INFO ] [LOCAL ] Saved configuration for AHH: 5 features, 80.00% accuracy -> ./output/feature-sets/AHH.json [2025-11-21T03:48:20.945784] [INFO ] [CONFIGURE ] AHH: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T03:48:20.945866] [INFO ] [sig ] [52/723] Successfully configured AHH | 0.01 sym/s | Total: 1.2h | ETA: 16.0h [2025-11-21T03:48:20.945930] [INFO ] [sig ] [53/723] Configuring AHT... [2025-11-21T03:48:20.945976] [INFO ] [CONFIGURE ] AHT: Configurate test run. [2025-11-21T03:48:20.946021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'. [2025-11-21T03:48:21.053905] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AHT'. [2025-11-21T03:48:21.054423] [INFO ] [CONFIGURE ] AHT: Testing with 29 available features [2025-11-21T03:48:21.054498] [INFO ] [CONFIGURE ] AHT: Establishing baseline with no features... [2025-11-21T03:48:21.244574] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:21.433748] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:48:21.621307] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:48:21.806391] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:22.004361] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:22.195502] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:48:22.401296] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:48:22.584010] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:22.775547] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:22.962603] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:22.962844] [INFO ] [CONFIGURE ] AHT: Baseline score (no features): 50.00% [2025-11-21T03:48:22.962909] [INFO ] [CONFIGURE ] AHT: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:48:22.962956] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:48:23.180388] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:48:23.402324] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:23.617406] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:23.837826] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:24.068735] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:24.292221] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:24.522121] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:24.743824] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:24.969802] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:25.201776] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:25.202066] [INFO ] [CONFIGURE ] AHT: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T03:48:25.202119] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19470 tests [2025-11-21T03:48:25.202166] [INFO ] [CONFIGURE ] AHT: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:48:25.202203] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:48:25.466009] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:25.729882] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:25.995529] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:26.261845] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:26.534931] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:26.803487] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:48:27.068308] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:48:27.331234] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:27.613725] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:48:27.898539] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:27.898785] [INFO ] [CONFIGURE ] AHT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:48:27.898851] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19469 tests [2025-11-21T03:48:27.898899] [INFO ] [CONFIGURE ] AHT: Testing feature 3/29: add_daily_returns [2025-11-21T03:48:27.898944] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:48:28.145181] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:28.388328] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:48:28.631341] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:28.881217] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:29.125335] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:29.365269] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:29.613205] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:29.871714] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:30.120923] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:30.370852] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:30.371056] [INFO ] [CONFIGURE ] AHT: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:48:30.371105] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19468 tests [2025-11-21T03:48:30.371145] [INFO ] [CONFIGURE ] AHT: Testing feature 4/29: add_ema [2025-11-21T03:48:30.371183] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:48:30.659083] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:48:30.937321] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:31.212904] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:31.489228] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:31.761016] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:32.040131] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:32.310633] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:48:32.582007] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:48:32.863551] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:33.122716] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:33.122970] [INFO ] [CONFIGURE ] AHT: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:48:33.123023] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19467 tests [2025-11-21T03:48:33.123064] [INFO ] [CONFIGURE ] AHT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:48:33.123099] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:48:33.388745] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:33.655493] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:48:33.959131] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:48:34.239044] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:34.512286] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:34.786779] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:48:35.065793] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:48:35.350911] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:35.628080] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:48:35.905633] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:35.905857] [INFO ] [CONFIGURE ] AHT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T03:48:35.905915] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19466 tests [2025-11-21T03:48:35.905963] [INFO ] [CONFIGURE ] AHT: Testing feature 6/29: add_failed_moves [2025-11-21T03:48:35.906007] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:48:36.144367] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:36.383223] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:36.622989] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:36.868079] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:37.109624] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:37.343817] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:37.573106] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:37.814864] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:38.050421] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:38.309909] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:38.310386] [INFO ] [CONFIGURE ] AHT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:48:38.310508] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19465 tests [2025-11-21T03:48:38.310619] [INFO ] [CONFIGURE ] AHT: Testing feature 7/29: add_lag_shelf [2025-11-21T03:48:38.310745] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:48:38.537157] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:38.771186] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:39.005828] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:39.233011] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:39.459866] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:39.684555] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:48:39.916051] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:40.159902] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:40.399679] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:40.638856] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:40.639287] [INFO ] [CONFIGURE ] AHT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T03:48:40.639405] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19464 tests [2025-11-21T03:48:40.639510] [INFO ] [CONFIGURE ] AHT: Testing feature 8/29: add_macd [2025-11-21T03:48:40.639616] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:48:40.967350] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:48:41.284876] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:48:41.601296] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:48:41.927246] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:42.259457] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:42.593767] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:42.930377] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:43.267158] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:43.595119] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:43.916486] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:43.916729] [INFO ] [CONFIGURE ] AHT: DISCARDED add_macd (score: 60.00%) [2025-11-21T03:48:43.916812] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19463 tests [2025-11-21T03:48:43.916865] [INFO ] [CONFIGURE ] AHT: Testing feature 9/29: add_mfi [2025-11-21T03:48:43.916950] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:48:44.150772] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:44.375554] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:44.610936] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:44.845733] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:45.078963] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:45.306326] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:45.533732] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:45.772740] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:46.004953] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:46.244561] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:46.244819] [INFO ] [CONFIGURE ] AHT: DISCARDED add_mfi (score: 50.00%) [2025-11-21T03:48:46.244882] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19462 tests [2025-11-21T03:48:46.244932] [INFO ] [CONFIGURE ] AHT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:48:46.245033] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:48:46.569636] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:46.888996] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:48:47.223621] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:47.560741] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:47.911234] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:48.232406] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:48.559335] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:48.905822] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:49.246543] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:48:49.593190] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:49.593429] [INFO ] [CONFIGURE ] AHT: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T03:48:49.593489] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19461 tests [2025-11-21T03:48:49.593541] [INFO ] [CONFIGURE ] AHT: Testing feature 11/29: add_obv_daily [2025-11-21T03:48:49.593587] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T03:48:49.842541] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:50.085991] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:50.348827] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:50.601007] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:50.848033] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:51.097750] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:51.350481] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:51.587901] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:51.845275] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:52.090887] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:52.091134] [INFO ] [CONFIGURE ] AHT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T03:48:52.091189] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19460 tests [2025-11-21T03:48:52.091231] [INFO ] [CONFIGURE ] AHT: Testing feature 12/29: add_obv_interval [2025-11-21T03:48:52.091269] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T03:48:52.330929] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:52.564213] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:52.797748] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:48:53.047399] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:53.313179] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:53.566314] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:53.808468] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:54.049155] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:54.293069] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:54.538474] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:54.538742] [INFO ] [CONFIGURE ] AHT: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:48:54.538822] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19459 tests [2025-11-21T03:48:54.538888] [INFO ] [CONFIGURE ] AHT: Testing feature 13/29: add_opening_strength [2025-11-21T03:48:54.538935] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:48:54.788845] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:55.051662] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:48:55.305060] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:48:55.561585] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:55.825186] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:48:56.104211] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:48:56.366343] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:56.627265] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:56.893538] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:48:57.158192] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:57.158425] [INFO ] [CONFIGURE ] AHT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:48:57.158487] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19458 tests [2025-11-21T03:48:57.158539] [INFO ] [CONFIGURE ] AHT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:48:57.158584] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T03:48:57.419400] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:48:57.678351] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:48:57.935264] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:48:58.193436] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:48:58.458205] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:48:58.718933] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:48:58.975908] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:48:59.231069] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:48:59.491609] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:48:59.753330] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:48:59.753559] [INFO ] [CONFIGURE ] AHT: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T03:48:59.753623] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19457 tests [2025-11-21T03:48:59.753703] [INFO ] [CONFIGURE ] AHT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:48:59.753755] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T03:48:59.979307] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:00.207804] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:00.433758] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:00.660952] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:01.621405] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:01.995903] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:02.235503] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:02.470517] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:02.702007] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:02.945104] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:02.945346] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T03:49:02.945402] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19456 tests [2025-11-21T03:49:02.945446] [INFO ] [CONFIGURE ] AHT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:49:02.945486] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T03:49:03.216066] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:03.469917] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:03.722828] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:03.971078] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:49:04.218167] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:04.462852] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:04.713550] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:04.965416] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:05.212897] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:05.483213] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:05.483508] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:49:05.483564] [INFO ] [CONFIGURE ] JOB ETA: 15.8h | Avg: 2.9s/test | Remaining: 19455 tests [2025-11-21T03:49:05.483609] [INFO ] [CONFIGURE ] AHT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:49:05.483675] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T03:49:05.780771] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:06.111727] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:06.474940] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:06.752902] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:07.008777] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:07.271954] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:07.526268] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:07.799303] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:08.067761] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:08.333728] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:08.333951] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:49:08.334009] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19454 tests [2025-11-21T03:49:08.334059] [INFO ] [CONFIGURE ] AHT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:49:08.334101] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T03:49:08.565862] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:08.809301] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:09.039902] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:09.268782] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:09.498593] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:09.724348] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:09.951806] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:10.187126] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:10.422351] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:10.653335] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:10.653601] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:49:10.653679] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19453 tests [2025-11-21T03:49:10.653784] [INFO ] [CONFIGURE ] AHT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:49:10.653838] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T03:49:10.886424] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:11.114824] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:49:11.346625] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:11.579309] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:11.814954] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:12.045515] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:12.276566] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:12.510143] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:12.748665] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:12.989827] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:12.990250] [INFO ] [CONFIGURE ] AHT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:49:12.990376] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19452 tests [2025-11-21T03:49:12.990490] [INFO ] [CONFIGURE ] AHT: Testing feature 20/29: add_price_rejection [2025-11-21T03:49:12.990604] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T03:49:13.231957] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:13.480555] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:49:13.721935] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:13.975525] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:14.232941] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:14.489570] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:14.743482] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:14.991511] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:15.240498] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:15.483898] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:15.484117] [INFO ] [CONFIGURE ] AHT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:49:15.484176] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19451 tests [2025-11-21T03:49:15.484231] [INFO ] [CONFIGURE ] AHT: Testing feature 21/29: add_range_position [2025-11-21T03:49:15.484279] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T03:49:15.749546] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:16.019617] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:49:16.288679] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:16.560972] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:16.811589] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:17.075703] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:17.358898] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:49:17.627687] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:17.914377] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:18.187548] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:18.187805] [INFO ] [CONFIGURE ] AHT: DISCARDED add_range_position (score: 30.00%) [2025-11-21T03:49:18.187867] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19450 tests [2025-11-21T03:49:18.187920] [INFO ] [CONFIGURE ] AHT: Testing feature 22/29: add_realized_volatility [2025-11-21T03:49:18.187965] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T03:49:18.537698] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:18.887021] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:49:19.241201] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:49:19.601221] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:19.950681] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:20.313627] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:20.667274] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:21.022473] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:21.372217] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:21.730898] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:21.731210] [INFO ] [CONFIGURE ] AHT: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T03:49:21.731285] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19449 tests [2025-11-21T03:49:21.731385] [INFO ] [CONFIGURE ] AHT: Testing feature 23/29: add_recent_range_context [2025-11-21T03:49:21.731434] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T03:49:21.958620] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:22.203296] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:22.448572] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:22.695035] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:22.948170] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:23.186415] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:23.423268] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:23.649452] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:23.896620] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:24.131097] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:24.131310] [INFO ] [CONFIGURE ] AHT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:49:24.131363] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19448 tests [2025-11-21T03:49:24.131406] [INFO ] [CONFIGURE ] AHT: Testing feature 24/29: add_rsi [2025-11-21T03:49:24.131444] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T03:49:24.438092] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:24.717352] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:25.004814] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:25.292033] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:49:25.587493] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:25.873484] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:26.108704] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:26.390448] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:26.677217] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:49:26.964034] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:49:26.964243] [INFO ] [CONFIGURE ] AHT: DISCARDED add_rsi (score: 40.00%) [2025-11-21T03:49:26.964303] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19447 tests [2025-11-21T03:49:26.964352] [INFO ] [CONFIGURE ] AHT: Testing feature 25/29: add_tick_distribution [2025-11-21T03:49:26.964397] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T03:49:27.200594] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:27.433107] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:27.660108] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:27.893287] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:28.124499] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:28.369679] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:28.607778] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:28.847195] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:29.085934] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:29.322145] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:29.322355] [INFO ] [CONFIGURE ] AHT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:49:29.322405] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19446 tests [2025-11-21T03:49:29.322445] [INFO ] [CONFIGURE ] AHT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:49:29.322482] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T03:49:29.553401] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:29.789210] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:30.023296] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:30.258564] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:30.490413] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:30.729418] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:30.969855] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:31.209193] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:31.454306] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:31.695906] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:31.696127] [INFO ] [CONFIGURE ] AHT: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T03:49:31.696190] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19445 tests [2025-11-21T03:49:31.696238] [INFO ] [CONFIGURE ] AHT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:49:31.696287] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T03:49:31.958822] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:32.220145] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:32.500506] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:32.765857] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:49:33.029210] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:49:33.299827] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:33.569738] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:49:33.832828] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:34.105783] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:34.387069] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:34.387288] [INFO ] [CONFIGURE ] AHT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T03:49:34.387349] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19444 tests [2025-11-21T03:49:34.387398] [INFO ] [CONFIGURE ] AHT: Testing feature 28/29: add_volume_profile [2025-11-21T03:49:34.387443] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T03:49:34.651401] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:34.924824] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:49:35.190927] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:35.455360] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:49:35.730315] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:49:35.996411] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:36.262780] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:36.527533] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:36.791668] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:49:37.061120] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:37.061339] [INFO ] [CONFIGURE ] AHT: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T03:49:37.061401] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19443 tests [2025-11-21T03:49:37.061448] [INFO ] [CONFIGURE ] AHT: Testing feature 29/29: add_vwap [2025-11-21T03:49:37.061493] [INFO ] [CONFIGURE ] AHT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T03:49:37.321317] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:37.585842] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:49:37.863862] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:38.127303] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:49:38.409726] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:38.675965] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:38.951461] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:49:39.218386] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:49:39.489433] [DEBUG] [FORECASTER] AHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:49:39.778309] [DEBUG] [FORECASTER] AHT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:49:39.778570] [INFO ] [CONFIGURE ] AHT: DISCARDED add_vwap (score: 30.00%) [2025-11-21T03:49:39.778634] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19442 tests [2025-11-21T03:49:39.778709] [INFO ] [CONFIGURE ] AHT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:49:39.778752] [INFO ] [CONFIGURE ] AHT: Best accuracy: 70.00% [2025-11-21T03:49:39.778801] [INFO ] [CONFIGURE ] AHT: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T03:49:39.778842] [INFO ] [CONFIGURE ] AHT: Improvement over baseline: 20.00% [2025-11-21T03:49:39.778881] [INFO ] [CONFIGURE ] AHT: Total time: 1.3 minutes [2025-11-21T03:49:39.778920] [INFO ] [CONFIGURE ] AHT: Average time per feature: 2.6 seconds [2025-11-21T03:49:39.778959] [INFO ] [CONFIGURE ] AHT: Average speed: 0.38 features/sec [2025-11-21T03:49:39.779592] [INFO ] [LOCAL ] Saved configuration for AHT: 2 features, 70.00% accuracy -> ./output/feature-sets/AHT.json [2025-11-21T03:49:39.779676] [INFO ] [CONFIGURE ] AHT: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T03:49:39.779731] [INFO ] [sig ] [53/723] Successfully configured AHT | 0.01 sym/s | Total: 1.3h | ETA: 16.0h [2025-11-21T03:49:39.779797] [INFO ] [sig ] [54/723] Configuring AI... [2025-11-21T03:49:39.779843] [INFO ] [CONFIGURE ] AI: Configurate test run. [2025-11-21T03:49:39.779884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-11-21T03:49:39.887887] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AI'. [2025-11-21T03:49:39.888468] [INFO ] [CONFIGURE ] AI: Testing with 29 available features [2025-11-21T03:49:39.888533] [INFO ] [CONFIGURE ] AI: Establishing baseline with no features... [2025-11-21T03:49:40.077507] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:40.271764] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:49:40.464701] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:40.655997] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:40.849144] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:41.041809] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:41.236850] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:41.433936] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:49:41.630620] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:49:41.836089] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:49:41.836287] [INFO ] [CONFIGURE ] AI: Baseline score (no features): 60.00% [2025-11-21T03:49:41.836338] [INFO ] [CONFIGURE ] AI: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:49:41.836378] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:49:42.065989] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:42.286092] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:49:42.512907] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:42.741901] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:49:42.974127] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:43.203401] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:43.439307] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:43.667175] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:49:43.901834] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:49:44.132558] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:49:44.132996] [INFO ] [CONFIGURE ] AI: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T03:49:44.133066] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19441 tests [2025-11-21T03:49:44.133189] [INFO ] [CONFIGURE ] AI: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:49:44.133312] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:49:44.364464] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:44.597098] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:49:44.826343] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:45.061931] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:45.294151] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:45.529297] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:45.762191] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:46.015903] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:49:46.246876] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:49:46.481622] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:49:46.481891] [INFO ] [CONFIGURE ] AI: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T03:49:46.481945] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19440 tests [2025-11-21T03:49:46.481985] [INFO ] [CONFIGURE ] AI: Testing feature 3/29: add_daily_returns [2025-11-21T03:49:46.482023] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_daily_returns'] [2025-11-21T03:49:46.689054] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:46.892960] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:49:47.094743] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:47.298212] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:47.500694] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:47.711503] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:47.918553] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:48.130295] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:49:48.339177] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:49:48.551759] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:49:48.551963] [INFO ] [CONFIGURE ] AI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:49:48.552011] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19439 tests [2025-11-21T03:49:48.552048] [INFO ] [CONFIGURE ] AI: Testing feature 4/29: add_ema [2025-11-21T03:49:48.552082] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_ema'] [2025-11-21T03:49:48.797969] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:49.047188] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:49:49.291043] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:49.544591] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:49.784806] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:49:50.040732] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:50.290530] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:50.544980] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:49:50.799126] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:49:51.054418] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:49:51.054846] [INFO ] [CONFIGURE ] AI: DISCARDED add_ema (score: 60.00%) [2025-11-21T03:49:51.054960] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19438 tests [2025-11-21T03:49:51.055061] [INFO ] [CONFIGURE ] AI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:49:51.055172] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:49:51.303236] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:51.550618] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:49:51.793379] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:52.037847] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:52.272362] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:52.514862] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:52.755945] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:53.005752] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:49:53.282089] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:49:53.609461] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:49:53.609770] [INFO ] [CONFIGURE ] AI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:49:53.609847] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19437 tests [2025-11-21T03:49:53.609910] [INFO ] [CONFIGURE ] AI: Testing feature 6/29: add_failed_moves [2025-11-21T03:49:53.609957] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_failed_moves'] [2025-11-21T03:49:53.833862] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:54.007510] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:49:54.181696] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:54.388131] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:54.595674] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:54.811659] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:55.007418] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:55.201631] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:49:55.412080] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:49:55.621334] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:49:55.621525] [INFO ] [CONFIGURE ] AI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:49:55.621572] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19436 tests [2025-11-21T03:49:55.621610] [INFO ] [CONFIGURE ] AI: Testing feature 7/29: add_lag_shelf [2025-11-21T03:49:55.621669] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_lag_shelf'] [2025-11-21T03:49:55.809874] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:49:55.993755] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:49:56.182672] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:49:56.366293] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:56.552324] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:56.735611] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:49:56.924093] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:57.112830] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:49:57.307812] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:49:57.508676] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:49:57.508826] [INFO ] [CONFIGURE ] AI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T03:49:57.508883] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19435 tests [2025-11-21T03:49:57.508927] [INFO ] [CONFIGURE ] AI: Testing feature 8/29: add_macd [2025-11-21T03:49:57.508963] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:49:57.805475] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:49:58.098751] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:49:58.389376] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:49:58.698873] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:49:58.997120] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:49:59.293627] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:49:59.594297] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:49:59.891944] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:50:00.209401] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:00.504094] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:00.504328] [INFO ] [CONFIGURE ] AI: DISCARDED add_macd (score: 60.00%) [2025-11-21T03:50:00.504390] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19434 tests [2025-11-21T03:50:00.504441] [INFO ] [CONFIGURE ] AI: Testing feature 9/29: add_mfi [2025-11-21T03:50:00.504485] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi'] [2025-11-21T03:50:00.704971] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:01.676950] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:02.127061] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:02.364373] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:02.612780] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:02.832140] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:50:03.046016] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:03.256714] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:03.466717] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:03.678413] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:03.678676] [INFO ] [CONFIGURE ] AI: KEPT add_mfi (score: 70.00%) [2025-11-21T03:50:03.678746] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19433 tests [2025-11-21T03:50:03.678801] [INFO ] [CONFIGURE ] AI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:50:03.678859] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:50:04.023128] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:50:04.352680] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:04.674332] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:05.003842] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:05.322795] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:05.642997] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:05.956248] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:06.273450] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:06.600072] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:06.927295] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:06.927580] [INFO ] [CONFIGURE ] AI: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T03:50:06.927663] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19432 tests [2025-11-21T03:50:06.927723] [INFO ] [CONFIGURE ] AI: Testing feature 11/29: add_obv_daily [2025-11-21T03:50:06.927769] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T03:50:07.179848] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:50:07.423177] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:07.678302] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:07.939012] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:08.195397] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:08.442233] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:50:08.684492] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:08.928314] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:09.176772] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:09.419351] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:09.419607] [INFO ] [CONFIGURE ] AI: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:50:09.419694] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19431 tests [2025-11-21T03:50:09.419748] [INFO ] [CONFIGURE ] AI: Testing feature 12/29: add_obv_interval [2025-11-21T03:50:09.419797] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T03:50:09.646772] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:09.880359] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:10.121398] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:10.351609] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:10.586139] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:10.821592] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:50:11.062597] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:11.302283] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:50:11.548014] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:11.788483] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:11.788728] [INFO ] [CONFIGURE ] AI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:50:11.788793] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19430 tests [2025-11-21T03:50:11.788844] [INFO ] [CONFIGURE ] AI: Testing feature 13/29: add_opening_strength [2025-11-21T03:50:11.788891] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:50:12.046386] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:12.303974] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:12.568089] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:12.841050] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:13.093987] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:13.339221] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:13.599102] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:13.847740] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:14.102101] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:14.362194] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:14.362418] [INFO ] [CONFIGURE ] AI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T03:50:14.362478] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19429 tests [2025-11-21T03:50:14.362528] [INFO ] [CONFIGURE ] AI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:50:14.362574] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T03:50:14.595824] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:50:14.834214] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:15.066427] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:15.302285] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:15.544361] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:15.781853] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:16.025356] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:16.267904] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:16.517109] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:16.759352] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:50:16.759573] [INFO ] [CONFIGURE ] AI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T03:50:16.759632] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19428 tests [2025-11-21T03:50:16.759700] [INFO ] [CONFIGURE ] AI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:50:16.759747] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T03:50:16.979342] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:50:17.201718] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:17.426531] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:17.663389] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:17.902066] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:18.124011] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:18.348280] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:18.572529] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:18.798680] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:19.020999] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:50:19.021246] [INFO ] [CONFIGURE ] AI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:50:19.021317] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19427 tests [2025-11-21T03:50:19.021370] [INFO ] [CONFIGURE ] AI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:50:19.021419] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T03:50:19.263470] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:19.503228] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:19.739740] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:19.992021] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:20.239138] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:20.484997] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:20.734021] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:20.983504] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:50:21.226949] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:21.474610] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:21.474909] [INFO ] [CONFIGURE ] AI: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T03:50:21.474971] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19426 tests [2025-11-21T03:50:21.475022] [INFO ] [CONFIGURE ] AI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:50:21.475065] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T03:50:21.713019] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:21.963657] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:22.204359] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:22.440721] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:22.684661] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:22.917169] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:23.144293] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:23.381518] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:23.613594] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:23.843528] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:23.843759] [INFO ] [CONFIGURE ] AI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:50:23.843821] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19425 tests [2025-11-21T03:50:23.843874] [INFO ] [CONFIGURE ] AI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:50:23.843919] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T03:50:24.059412] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:24.272518] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:24.484969] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:24.708815] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:24.919929] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:25.130405] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:50:25.345869] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:50:25.558175] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:25.772027] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:25.990067] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:25.990295] [INFO ] [CONFIGURE ] AI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T03:50:25.990354] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19424 tests [2025-11-21T03:50:25.990402] [INFO ] [CONFIGURE ] AI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:50:25.990450] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T03:50:26.200681] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:26.411349] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:26.627494] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:26.841031] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:27.060034] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:27.281886] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:27.496424] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:27.719797] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:50:27.946336] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:28.163702] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:28.163920] [INFO ] [CONFIGURE ] AI: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T03:50:28.163980] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19423 tests [2025-11-21T03:50:28.164027] [INFO ] [CONFIGURE ] AI: Testing feature 20/29: add_price_rejection [2025-11-21T03:50:28.164072] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T03:50:28.406278] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:50:28.652265] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:28.883117] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:29.118671] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:29.363737] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:50:29.603800] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:29.834338] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:30.069256] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:30.305231] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:30.546959] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:30.547180] [INFO ] [CONFIGURE ] AI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T03:50:30.547241] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19422 tests [2025-11-21T03:50:30.547337] [INFO ] [CONFIGURE ] AI: Testing feature 21/29: add_range_position [2025-11-21T03:50:30.547385] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T03:50:30.796128] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:50:31.046413] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:31.315388] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:31.583471] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:31.845430] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:32.108449] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:32.366171] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:32.629364] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:50:32.926752] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:33.193404] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:33.193627] [INFO ] [CONFIGURE ] AI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T03:50:33.193713] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19421 tests [2025-11-21T03:50:33.193766] [INFO ] [CONFIGURE ] AI: Testing feature 22/29: add_realized_volatility [2025-11-21T03:50:33.193813] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T03:50:33.537493] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:33.874726] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:34.230012] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:34.596115] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:34.952033] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:35.301505] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:50:35.659236] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:36.011934] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:36.363425] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:36.710918] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:50:36.711160] [INFO ] [CONFIGURE ] AI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:50:36.711255] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19420 tests [2025-11-21T03:50:36.711310] [INFO ] [CONFIGURE ] AI: Testing feature 23/29: add_recent_range_context [2025-11-21T03:50:36.711368] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T03:50:36.949264] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:37.183163] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:37.420700] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:37.657192] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:37.907753] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:38.144790] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:38.383447] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:38.631065] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:38.870067] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:39.119762] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:39.120000] [INFO ] [CONFIGURE ] AI: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:50:39.120060] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19419 tests [2025-11-21T03:50:39.120112] [INFO ] [CONFIGURE ] AI: Testing feature 24/29: add_rsi [2025-11-21T03:50:39.120158] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T03:50:39.408981] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:39.695889] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:39.988874] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:40.292348] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:40.588524] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:40.880656] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:41.166205] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:41.447579] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:41.731303] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:42.017794] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:42.017998] [INFO ] [CONFIGURE ] AI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:50:42.018057] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19418 tests [2025-11-21T03:50:42.018104] [INFO ] [CONFIGURE ] AI: Testing feature 25/29: add_tick_distribution [2025-11-21T03:50:42.018146] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T03:50:42.244775] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:50:42.469427] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:50:42.701414] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:42.961508] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:43.181499] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:43.422989] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:43.666752] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:43.899512] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:44.133940] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:44.360207] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:44.360446] [INFO ] [CONFIGURE ] AI: KEPT add_tick_distribution (score: 80.00%) [2025-11-21T03:50:44.360507] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19417 tests [2025-11-21T03:50:44.360556] [INFO ] [CONFIGURE ] AI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:50:44.360600] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T03:50:44.602793] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:44.849733] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:45.093112] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:45.353387] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:45.583943] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:45.877402] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:50:46.201572] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:46.531118] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:50:46.782180] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:47.022690] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:47.022905] [INFO ] [CONFIGURE ] AI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:50:47.022973] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19416 tests [2025-11-21T03:50:47.023022] [INFO ] [CONFIGURE ] AI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:50:47.023067] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T03:50:47.279406] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:50:47.543593] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:47.815570] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:48.078758] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:50:48.332487] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:50:48.591599] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:48.863027] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:49.124854] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:49.385377] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:49.658537] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:49.658846] [INFO ] [CONFIGURE ] AI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T03:50:49.658931] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19415 tests [2025-11-21T03:50:49.659001] [INFO ] [CONFIGURE ] AI: Testing feature 28/29: add_volume_profile [2025-11-21T03:50:49.659063] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T03:50:49.915732] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:50.167301] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:50.423476] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:50:50.678318] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:50.926796] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:50:51.180824] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:50:51.447393] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:51.709662] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:51.964737] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:52.217325] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:52.217553] [INFO ] [CONFIGURE ] AI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T03:50:52.217613] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19414 tests [2025-11-21T03:50:52.217685] [INFO ] [CONFIGURE ] AI: Testing feature 29/29: add_vwap [2025-11-21T03:50:52.217734] [INFO ] [CONFIGURE ] AI: Testing with features: ['add_mfi', 'add_tick_distribution', 'add_vwap'] [2025-11-21T03:50:52.483322] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:50:52.751539] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:50:53.030933] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:50:53.295086] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:50:53.560634] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:50:53.829925] [DEBUG] [FORECASTER] AI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:50:54.113793] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:50:54.382221] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:54.657035] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:50:54.929909] [DEBUG] [FORECASTER] AI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:50:54.930150] [INFO ] [CONFIGURE ] AI: DISCARDED add_vwap (score: 70.00%) [2025-11-21T03:50:54.930227] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19413 tests [2025-11-21T03:50:54.930293] [INFO ] [CONFIGURE ] AI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:50:54.930356] [INFO ] [CONFIGURE ] AI: Best accuracy: 80.00% [2025-11-21T03:50:54.930424] [INFO ] [CONFIGURE ] AI: Best feature set (2 features): ['add_mfi', 'add_tick_distribution'] [2025-11-21T03:50:54.930488] [INFO ] [CONFIGURE ] AI: Improvement over baseline: 20.00% [2025-11-21T03:50:54.930540] [INFO ] [CONFIGURE ] AI: Total time: 1.2 minutes [2025-11-21T03:50:54.930582] [INFO ] [CONFIGURE ] AI: Average time per feature: 2.5 seconds [2025-11-21T03:50:54.930621] [INFO ] [CONFIGURE ] AI: Average speed: 0.40 features/sec [2025-11-21T03:50:54.931152] [INFO ] [LOCAL ] Saved configuration for AI: 2 features, 80.00% accuracy -> ./output/feature-sets/AI.json [2025-11-21T03:50:54.931213] [INFO ] [CONFIGURE ] AI: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T03:50:54.931266] [INFO ] [sig ] [54/723] Successfully configured AI | 0.01 sym/s | Total: 1.3h | ETA: 15.9h [2025-11-21T03:50:54.931314] [INFO ] [sig ] [55/723] Configuring AIG... [2025-11-21T03:50:54.931356] [INFO ] [CONFIGURE ] AIG: Configurate test run. [2025-11-21T03:50:54.931396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-11-21T03:50:55.149077] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIG'. [2025-11-21T03:50:55.149575] [INFO ] [CONFIGURE ] AIG: Testing with 29 available features [2025-11-21T03:50:55.149669] [INFO ] [CONFIGURE ] AIG: Establishing baseline with no features... [2025-11-21T03:50:55.335023] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:50:55.537405] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:50:55.729035] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:50:55.929238] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:50:56.135551] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:50:56.338277] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:50:56.537309] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:50:56.734963] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:50:56.927366] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:50:57.123515] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:50:57.123732] [INFO ] [CONFIGURE ] AIG: Baseline score (no features): 30.00% [2025-11-21T03:50:57.123811] [INFO ] [CONFIGURE ] AIG: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:50:57.123877] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:50:57.359422] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:50:57.598727] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:50:57.848076] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:50:58.087786] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:50:58.334230] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:50:58.577011] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:50:58.819894] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:50:59.064091] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:50:59.314559] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:50:59.567550] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:50:59.567794] [INFO ] [CONFIGURE ] AIG: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T03:50:59.567945] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19412 tests [2025-11-21T03:50:59.568001] [INFO ] [CONFIGURE ] AIG: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:50:59.568054] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:50:59.863383] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:51:00.869805] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:51:01.288692] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:01.577065] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:01.875979] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:51:02.153787] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:02.433020] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:02.722069] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:03.016772] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:51:03.311195] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:03.311417] [INFO ] [CONFIGURE ] AIG: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T03:51:03.311480] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19411 tests [2025-11-21T03:51:03.311531] [INFO ] [CONFIGURE ] AIG: Testing feature 3/29: add_daily_returns [2025-11-21T03:51:03.311589] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:51:03.580809] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:03.845593] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:04.120487] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:51:04.388397] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:04.657553] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:04.920611] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:51:05.174602] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:05.427464] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:05.680686] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:51:05.955589] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:05.956042] [INFO ] [CONFIGURE ] AIG: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T03:51:05.956169] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19410 tests [2025-11-21T03:51:05.956281] [INFO ] [CONFIGURE ] AIG: Testing feature 4/29: add_ema [2025-11-21T03:51:05.956388] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:51:06.241921] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:51:06.569769] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:51:06.872776] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:51:07.174497] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:07.475098] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:07.780959] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:51:08.109113] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:08.402489] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:51:08.716136] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:09.019146] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:09.019382] [INFO ] [CONFIGURE ] AIG: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:51:09.019447] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19409 tests [2025-11-21T03:51:09.019542] [INFO ] [CONFIGURE ] AIG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:51:09.019593] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:51:09.323191] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:09.616660] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:09.914088] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:10.207863] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:10.498527] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:10.790788] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:11.081582] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:51:11.386978] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:51:11.671445] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:11.989524] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:11.989824] [INFO ] [CONFIGURE ] AIG: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T03:51:11.989900] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19408 tests [2025-11-21T03:51:11.989969] [INFO ] [CONFIGURE ] AIG: Testing feature 6/29: add_failed_moves [2025-11-21T03:51:11.990046] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T03:51:12.290546] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:12.605291] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:12.920842] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:13.225204] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:13.532942] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:13.836390] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:14.133699] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:51:14.441258] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:51:14.742460] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:15.039956] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:15.040190] [INFO ] [CONFIGURE ] AIG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:51:15.040251] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19407 tests [2025-11-21T03:51:15.040305] [INFO ] [CONFIGURE ] AIG: Testing feature 7/29: add_lag_shelf [2025-11-21T03:51:15.040355] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T03:51:15.328875] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:15.616417] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:15.915555] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:51:16.210424] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:16.494286] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:16.790303] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:17.075982] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:17.362921] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:17.639434] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:17.933885] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:17.934099] [INFO ] [CONFIGURE ] AIG: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T03:51:17.934161] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19406 tests [2025-11-21T03:51:17.934219] [INFO ] [CONFIGURE ] AIG: Testing feature 8/29: add_macd [2025-11-21T03:51:17.934278] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T03:51:18.269836] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:18.644925] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:51:18.996719] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:19.343874] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:19.708333] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:20.076378] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:20.430937] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:20.786942] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:21.133161] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:51:21.475198] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:21.475412] [INFO ] [CONFIGURE ] AIG: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:51:21.475469] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19405 tests [2025-11-21T03:51:21.475516] [INFO ] [CONFIGURE ] AIG: Testing feature 9/29: add_mfi [2025-11-21T03:51:21.475555] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T03:51:21.756917] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:22.042311] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:22.319193] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:22.601835] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:22.891977] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:23.181907] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:23.466163] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:51:23.765682] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:24.047825] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:24.335369] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:24.335559] [INFO ] [CONFIGURE ] AIG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T03:51:24.335614] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19404 tests [2025-11-21T03:51:24.335683] [INFO ] [CONFIGURE ] AIG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:51:24.335729] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:51:24.730133] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:25.111170] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:25.494294] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:25.873611] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:26.262517] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:26.640482] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:51:27.018088] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:27.392609] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:27.778367] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:28.160073] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:28.160272] [INFO ] [CONFIGURE ] AIG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T03:51:28.160354] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19403 tests [2025-11-21T03:51:28.160402] [INFO ] [CONFIGURE ] AIG: Testing feature 11/29: add_obv_daily [2025-11-21T03:51:28.160445] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T03:51:28.465558] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:28.766157] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:29.070667] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:29.370627] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:29.671604] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:29.978515] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:51:30.279534] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:30.581392] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:30.888519] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:31.187849] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:31.188066] [INFO ] [CONFIGURE ] AIG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:51:31.188125] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19402 tests [2025-11-21T03:51:31.188171] [INFO ] [CONFIGURE ] AIG: Testing feature 12/29: add_obv_interval [2025-11-21T03:51:31.188210] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T03:51:31.486256] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:31.784436] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:32.079467] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:32.385625] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:32.681387] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:32.988293] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:33.366054] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:51:33.752407] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:34.155163] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:34.483735] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:34.483969] [INFO ] [CONFIGURE ] AIG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:51:34.484092] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19401 tests [2025-11-21T03:51:34.484147] [INFO ] [CONFIGURE ] AIG: Testing feature 13/29: add_opening_strength [2025-11-21T03:51:34.484195] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:51:34.767115] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:35.052950] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:35.356861] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:51:35.684603] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:36.016621] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:36.347970] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:36.664594] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:36.976264] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:37.297303] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:51:37.627067] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:37.627282] [INFO ] [CONFIGURE ] AIG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T03:51:37.627342] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19400 tests [2025-11-21T03:51:37.627390] [INFO ] [CONFIGURE ] AIG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:51:37.627435] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T03:51:37.955994] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:38.271932] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:38.595273] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:38.916770] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:39.249094] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:39.579023] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:39.898855] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:40.218354] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:40.537484] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:40.876465] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:40.876706] [INFO ] [CONFIGURE ] AIG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T03:51:40.876770] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19399 tests [2025-11-21T03:51:40.876832] [INFO ] [CONFIGURE ] AIG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:51:40.876886] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T03:51:41.172779] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:41.457474] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:51:41.746345] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:51:42.037905] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:42.322887] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:42.610038] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:51:42.896576] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:43.178862] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:43.453925] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:43.738671] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:43.738907] [INFO ] [CONFIGURE ] AIG: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:51:43.738991] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19398 tests [2025-11-21T03:51:43.739040] [INFO ] [CONFIGURE ] AIG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:51:43.739085] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T03:51:44.045109] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:44.351802] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:44.670729] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:51:44.995243] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:51:45.317946] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:45.643553] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:45.957794] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:46.273982] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:46.585362] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:46.902665] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:46.902893] [INFO ] [CONFIGURE ] AIG: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T03:51:46.902953] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19397 tests [2025-11-21T03:51:46.903003] [INFO ] [CONFIGURE ] AIG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:51:46.903048] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T03:51:47.217220] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:47.537577] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:47.880727] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:48.198187] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:48.515053] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:48.834745] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:49.163921] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:51:49.505726] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:49.821569] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:50.132750] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:50.132955] [INFO ] [CONFIGURE ] AIG: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:51:50.133013] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19396 tests [2025-11-21T03:51:50.133062] [INFO ] [CONFIGURE ] AIG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:51:50.133105] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T03:51:50.411728] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:50.694036] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:50.970501] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:51.243515] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:51.518377] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:51.800919] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:52.091225] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:52.369639] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:52.645454] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:52.968488] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:52.968752] [INFO ] [CONFIGURE ] AIG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:51:52.968819] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19395 tests [2025-11-21T03:51:52.968870] [INFO ] [CONFIGURE ] AIG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:51:52.968916] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T03:51:53.261231] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:53.554206] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:53.890392] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:51:54.192934] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:54.505899] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:54.823740] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:55.183084] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:55.501547] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:55.793412] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:56.094452] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:51:56.094721] [INFO ] [CONFIGURE ] AIG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T03:51:56.094794] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19394 tests [2025-11-21T03:51:56.094848] [INFO ] [CONFIGURE ] AIG: Testing feature 20/29: add_price_rejection [2025-11-21T03:51:56.094895] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T03:51:56.403209] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:56.715083] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:51:57.043565] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:51:57.339128] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:51:57.640888] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:51:57.954597] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:51:58.263842] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:51:58.567246] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:51:58.890780] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:51:59.196106] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:51:59.196339] [INFO ] [CONFIGURE ] AIG: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T03:51:59.196399] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19393 tests [2025-11-21T03:51:59.196504] [INFO ] [CONFIGURE ] AIG: Testing feature 21/29: add_range_position [2025-11-21T03:51:59.196554] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T03:51:59.530164] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:51:59.860696] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:52:00.224464] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:52:01.125555] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:52:01.691510] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:52:02.052665] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:02.405857] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:52:02.750358] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:52:03.085478] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:52:03.414562] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:03.414873] [INFO ] [CONFIGURE ] AIG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T03:52:03.414936] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19392 tests [2025-11-21T03:52:03.414989] [INFO ] [CONFIGURE ] AIG: Testing feature 22/29: add_realized_volatility [2025-11-21T03:52:03.415036] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T03:52:03.829722] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:52:04.245784] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:52:04.687367] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:52:05.087571] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:52:05.486849] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:52:05.883848] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:06.293935] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:52:06.714528] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:52:07.133698] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:52:07.560128] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:52:07.560405] [INFO ] [CONFIGURE ] AIG: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T03:52:07.560471] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19391 tests [2025-11-21T03:52:07.560525] [INFO ] [CONFIGURE ] AIG: Testing feature 23/29: add_recent_range_context [2025-11-21T03:52:07.560576] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T03:52:07.878750] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:52:08.189402] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:52:08.498832] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:52:08.808783] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:52:09.116327] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:52:09.413164] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:09.708611] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:52:10.007465] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:52:10.302061] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:52:10.597657] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:52:10.597900] [INFO ] [CONFIGURE ] AIG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T03:52:10.597963] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19390 tests [2025-11-21T03:52:10.598015] [INFO ] [CONFIGURE ] AIG: Testing feature 24/29: add_rsi [2025-11-21T03:52:10.598052] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T03:52:10.954416] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:52:11.302176] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:52:11.659325] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:52:12.011685] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:52:12.358674] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:52:12.709074] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:13.067003] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:52:13.427435] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:13.783167] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:52:14.137672] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:14.137907] [INFO ] [CONFIGURE ] AIG: KEPT add_rsi (score: 80.00%) [2025-11-21T03:52:14.137966] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19389 tests [2025-11-21T03:52:14.138018] [INFO ] [CONFIGURE ] AIG: Testing feature 25/29: add_tick_distribution [2025-11-21T03:52:14.138068] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T03:52:14.472027] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:52:14.805833] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:52:15.149008] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:52:15.491101] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:52:15.844068] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:52:16.187876] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:16.557933] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:52:16.931541] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:52:17.293255] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:52:17.646225] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:17.646467] [INFO ] [CONFIGURE ] AIG: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T03:52:17.646529] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19388 tests [2025-11-21T03:52:17.646576] [INFO ] [CONFIGURE ] AIG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:52:17.646679] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T03:52:18.026194] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:52:18.416478] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:52:18.801088] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:52:19.184488] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:52:19.557772] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:52:19.942029] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:20.303741] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:52:20.675273] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:52:21.035529] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:52:21.404350] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:52:21.404611] [INFO ] [CONFIGURE ] AIG: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T03:52:21.404691] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19387 tests [2025-11-21T03:52:21.404737] [INFO ] [CONFIGURE ] AIG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:52:21.404781] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T03:52:21.802404] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:52:22.184751] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:52:22.568356] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:52:22.963236] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:52:23.350244] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:52:23.731791] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:24.082860] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:52:24.439661] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:24.796670] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:52:25.194221] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:25.194479] [INFO ] [CONFIGURE ] AIG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T03:52:25.194547] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19386 tests [2025-11-21T03:52:25.194601] [INFO ] [CONFIGURE ] AIG: Testing feature 28/29: add_volume_profile [2025-11-21T03:52:25.194674] [INFO ] [CONFIGURE ] AIG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T03:52:25.560987] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:52:25.905375] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:26.244352] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:52:26.592508] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:52:26.953765] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T03:52:27.314789] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:27.679900] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:52:28.048056] [DEBUG] [FORECASTER] AIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:28.442563] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:52:28.823493] [DEBUG] [FORECASTER] AIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:28.823776] [INFO ] [CONFIGURE ] AIG: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:52:28.823848] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19385 tests [2025-11-21T03:52:28.823897] [INFO ] [CONFIGURE ] AIG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:52:28.823942] [INFO ] [CONFIGURE ] AIG: Best accuracy: 80.00% [2025-11-21T03:52:28.823993] [INFO ] [CONFIGURE ] AIG: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T03:52:28.824045] [INFO ] [CONFIGURE ] AIG: Improvement over baseline: 50.00% [2025-11-21T03:52:28.824092] [INFO ] [CONFIGURE ] AIG: Total time: 1.5 minutes [2025-11-21T03:52:28.824138] [INFO ] [CONFIGURE ] AIG: Average time per feature: 3.3 seconds [2025-11-21T03:52:28.824190] [INFO ] [CONFIGURE ] AIG: Average speed: 0.32 features/sec [2025-11-21T03:52:28.824870] [INFO ] [LOCAL ] Saved configuration for AIG: 5 features, 80.00% accuracy -> ./output/feature-sets/AIG.json [2025-11-21T03:52:28.824935] [INFO ] [CONFIGURE ] AIG: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T03:52:28.824988] [INFO ] [sig ] [55/723] Successfully configured AIG | 0.01 sym/s | Total: 1.3h | ETA: 15.9h [2025-11-21T03:52:28.825037] [INFO ] [sig ] [56/723] Configuring AIN... [2025-11-21T03:52:28.825080] [INFO ] [CONFIGURE ] AIN: Configurate test run. [2025-11-21T03:52:28.825123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'. [2025-11-21T03:52:28.875061] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIN'. [2025-11-21T03:52:28.875564] [INFO ] [CONFIGURE ] AIN: Testing with 29 available features [2025-11-21T03:52:28.875662] [INFO ] [CONFIGURE ] AIN: Establishing baseline with no features... [2025-11-21T03:52:29.070919] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:29.266195] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:29.468442] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:29.676984] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:52:29.887148] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:52:30.084778] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:30.279675] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:30.475295] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:30.669904] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:30.864588] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:30.864809] [INFO ] [CONFIGURE ] AIN: Baseline score (no features): 30.00% [2025-11-21T03:52:30.864861] [INFO ] [CONFIGURE ] AIN: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:52:30.864902] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:52:31.096114] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:31.323314] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:31.546218] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:31.794905] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:52:32.044298] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:52:32.292890] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:32.528277] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:32.762279] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:33.001191] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:33.224710] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:33.224959] [INFO ] [CONFIGURE ] AIN: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T03:52:33.225009] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19384 tests [2025-11-21T03:52:33.225049] [INFO ] [CONFIGURE ] AIN: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:52:33.225089] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:52:33.488155] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:33.762526] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:34.033846] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:34.310236] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:52:34.591939] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:52:34.857565] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:35.124355] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:52:35.392156] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:35.665164] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:35.943387] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:35.943629] [INFO ] [CONFIGURE ] AIN: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T03:52:35.943712] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19383 tests [2025-11-21T03:52:35.943788] [INFO ] [CONFIGURE ] AIN: Testing feature 3/29: add_daily_returns [2025-11-21T03:52:35.943835] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T03:52:36.178492] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:36.419115] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:36.663982] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:36.906956] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:52:37.148783] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:52:37.391339] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:37.637490] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:37.885100] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:38.143351] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:38.392750] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:38.393273] [INFO ] [CONFIGURE ] AIN: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T03:52:38.393345] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19382 tests [2025-11-21T03:52:38.393447] [INFO ] [CONFIGURE ] AIN: Testing feature 4/29: add_ema [2025-11-21T03:52:38.393586] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T03:52:38.691379] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:38.986947] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:39.262113] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:39.539388] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:52:39.815939] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:52:40.087000] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:40.368047] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:40.641671] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:40.919559] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:41.196567] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:41.196797] [INFO ] [CONFIGURE ] AIN: DISCARDED add_ema (score: 30.00%) [2025-11-21T03:52:41.196899] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19381 tests [2025-11-21T03:52:41.196952] [INFO ] [CONFIGURE ] AIN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:52:41.196999] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:52:41.504892] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:41.793683] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:42.146701] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:42.423099] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:52:42.670500] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:52:42.928853] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:43.200011] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:43.469403] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:52:43.745891] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:44.020294] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:44.020500] [INFO ] [CONFIGURE ] AIN: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T03:52:44.020579] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19380 tests [2025-11-21T03:52:44.020631] [INFO ] [CONFIGURE ] AIN: Testing feature 6/29: add_failed_moves [2025-11-21T03:52:44.020697] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T03:52:44.259959] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:44.487930] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:44.718192] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:44.954220] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:52:45.189174] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:52:45.421355] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:45.659992] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:45.893971] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:46.133975] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:46.368381] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:46.368569] [INFO ] [CONFIGURE ] AIN: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T03:52:46.368628] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19379 tests [2025-11-21T03:52:46.368872] [INFO ] [CONFIGURE ] AIN: Testing feature 7/29: add_lag_shelf [2025-11-21T03:52:46.368922] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T03:52:46.592270] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:46.820009] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:47.049205] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:47.285229] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:52:47.513156] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:52:47.755519] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:47.991220] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:48.226210] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:48.461421] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:48.693607] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:48.694003] [INFO ] [CONFIGURE ] AIN: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T03:52:48.694118] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19378 tests [2025-11-21T03:52:48.694222] [INFO ] [CONFIGURE ] AIN: Testing feature 8/29: add_macd [2025-11-21T03:52:48.694341] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T03:52:49.026142] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:49.360733] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:49.683130] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:50.010430] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:52:50.337512] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:52:50.663785] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:50.987812] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:51.336380] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:52:51.675418] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:52.010038] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:52.010260] [INFO ] [CONFIGURE ] AIN: DISCARDED add_macd (score: 30.00%) [2025-11-21T03:52:52.010321] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19377 tests [2025-11-21T03:52:52.010369] [INFO ] [CONFIGURE ] AIN: Testing feature 9/29: add_mfi [2025-11-21T03:52:52.010463] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T03:52:52.242605] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:52.483993] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:52.719550] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:52.958453] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:52:53.203481] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:52:53.442539] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:53.684805] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:53.911583] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:54.136069] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:54.379232] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:54.379449] [INFO ] [CONFIGURE ] AIN: DISCARDED add_mfi (score: 20.00%) [2025-11-21T03:52:54.379505] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19376 tests [2025-11-21T03:52:54.379551] [INFO ] [CONFIGURE ] AIN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:52:54.379595] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:52:54.697971] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:55.011174] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:55.340383] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:55.667165] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:52:56.001385] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:52:56.331104] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:52:56.666958] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:56.994547] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:57.322351] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:52:57.656417] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:52:57.656682] [INFO ] [CONFIGURE ] AIN: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:52:57.656755] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19375 tests [2025-11-21T03:52:57.656807] [INFO ] [CONFIGURE ] AIN: Testing feature 11/29: add_obv_daily [2025-11-21T03:52:57.656981] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T03:52:57.909428] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:52:58.160001] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:52:58.420438] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:52:58.669043] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:52:58.920862] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:52:59.163527] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:52:59.406798] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:52:59.653894] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:52:59.900430] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:00.157434] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:00.157701] [INFO ] [CONFIGURE ] AIN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:53:00.157946] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19374 tests [2025-11-21T03:53:00.158087] [INFO ] [CONFIGURE ] AIN: Testing feature 12/29: add_obv_interval [2025-11-21T03:53:00.158208] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T03:53:00.399836] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:01.385463] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:01.865182] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:02.110147] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:02.370258] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:02.623457] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:02.875830] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:53:03.117568] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:03.349774] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:03.593610] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:03.593830] [INFO ] [CONFIGURE ] AIN: DISCARDED add_obv_interval (score: 10.00%) [2025-11-21T03:53:03.593880] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19373 tests [2025-11-21T03:53:03.593917] [INFO ] [CONFIGURE ] AIN: Testing feature 13/29: add_opening_strength [2025-11-21T03:53:03.593952] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:53:03.860989] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:04.117686] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:04.384837] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:04.647486] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:04.906119] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:05.166880] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:05.428331] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:05.691687] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:05.956473] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:06.223152] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:06.224156] [INFO ] [CONFIGURE ] AIN: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T03:53:06.224219] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19372 tests [2025-11-21T03:53:06.224267] [INFO ] [CONFIGURE ] AIN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:53:06.224311] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T03:53:06.476773] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:06.727876] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:06.984995] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:07.240533] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:53:07.498610] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:07.763719] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:53:08.027934] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:08.291514] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:08.564025] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:08.866697] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:08.866940] [INFO ] [CONFIGURE ] AIN: KEPT add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:53:08.867008] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19371 tests [2025-11-21T03:53:08.867059] [INFO ] [CONFIGURE ] AIN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:53:08.867106] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T03:53:09.141365] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:09.416568] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:09.680770] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:09.939321] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:53:10.199332] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:10.457158] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:10.737375] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:11.000515] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:11.267944] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:11.529431] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:53:11.529694] [INFO ] [CONFIGURE ] AIN: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:53:11.529760] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19370 tests [2025-11-21T03:53:11.529814] [INFO ] [CONFIGURE ] AIN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:53:11.529860] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T03:53:11.838702] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:12.124460] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:12.428543] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:12.711083] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:12.999683] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:13.293202] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:13.579611] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:13.874330] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:14.158155] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:14.440532] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:14.440782] [INFO ] [CONFIGURE ] AIN: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T03:53:14.440848] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19369 tests [2025-11-21T03:53:14.440898] [INFO ] [CONFIGURE ] AIN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:53:14.440943] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T03:53:14.719185] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:15.003338] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:15.278159] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:15.564736] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:15.855582] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:16.145835] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:53:16.427431] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:16.709394] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:16.995193] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:17.281293] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:17.281531] [INFO ] [CONFIGURE ] AIN: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T03:53:17.281597] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19368 tests [2025-11-21T03:53:17.281665] [INFO ] [CONFIGURE ] AIN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:53:17.281714] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T03:53:17.536149] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:17.792455] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:18.053477] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:18.307246] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:18.566436] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:18.827091] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:19.092362] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:19.357630] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:19.619869] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:19.889374] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:19.889575] [INFO ] [CONFIGURE ] AIN: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T03:53:19.889634] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19367 tests [2025-11-21T03:53:19.889704] [INFO ] [CONFIGURE ] AIN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:53:19.889751] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T03:53:20.146449] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:20.418567] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:20.680796] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:20.942260] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:53:21.205729] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:21.467773] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:21.730374] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:21.993187] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:22.253774] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:22.518975] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:22.519160] [INFO ] [CONFIGURE ] AIN: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T03:53:22.519218] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19366 tests [2025-11-21T03:53:22.519264] [INFO ] [CONFIGURE ] AIN: Testing feature 20/29: add_price_rejection [2025-11-21T03:53:22.519310] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T03:53:22.795356] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:23.073017] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:23.351909] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:23.656310] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:53:23.941346] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:24.232075] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:53:24.503994] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:24.776060] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:25.054520] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:25.334933] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:25.335137] [INFO ] [CONFIGURE ] AIN: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T03:53:25.335196] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19365 tests [2025-11-21T03:53:25.335244] [INFO ] [CONFIGURE ] AIN: Testing feature 21/29: add_range_position [2025-11-21T03:53:25.335288] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T03:53:25.635384] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:25.942534] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:26.243142] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:26.547262] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:53:26.856522] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:27.166099] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:27.468479] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:27.774847] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:28.081113] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:28.398454] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:28.398773] [INFO ] [CONFIGURE ] AIN: DISCARDED add_range_position (score: 30.00%) [2025-11-21T03:53:28.398845] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19364 tests [2025-11-21T03:53:28.398898] [INFO ] [CONFIGURE ] AIN: Testing feature 22/29: add_realized_volatility [2025-11-21T03:53:28.398946] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T03:53:28.801330] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:29.273498] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:29.795631] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:30.190717] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:30.586273] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:30.977435] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:53:31.362293] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:31.754709] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:32.144750] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:32.536326] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:32.536533] [INFO ] [CONFIGURE ] AIN: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T03:53:32.536595] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19363 tests [2025-11-21T03:53:32.536665] [INFO ] [CONFIGURE ] AIN: Testing feature 23/29: add_recent_range_context [2025-11-21T03:53:32.536720] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T03:53:32.806814] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:33.070134] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:33.332839] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:33.606376] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:33.887238] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:34.174157] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:34.454187] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:34.732338] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:35.018771] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:35.298954] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:35.299193] [INFO ] [CONFIGURE ] AIN: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T03:53:35.299257] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19362 tests [2025-11-21T03:53:35.299311] [INFO ] [CONFIGURE ] AIN: Testing feature 24/29: add_rsi [2025-11-21T03:53:35.299360] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T03:53:35.639813] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:35.978305] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:36.321513] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:36.657040] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:53:37.008095] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:37.364063] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:37.695850] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:53:38.031140] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:38.364080] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:38.721732] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:38.722038] [INFO ] [CONFIGURE ] AIN: DISCARDED add_rsi (score: 30.00%) [2025-11-21T03:53:38.722102] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19361 tests [2025-11-21T03:53:38.722163] [INFO ] [CONFIGURE ] AIN: Testing feature 25/29: add_tick_distribution [2025-11-21T03:53:38.722218] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T03:53:39.019098] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:39.292211] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:39.574052] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:39.846975] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:40.135611] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:40.418583] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:53:40.703395] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:40.994882] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:41.286526] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:41.588165] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:41.588456] [INFO ] [CONFIGURE ] AIN: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T03:53:41.588526] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19360 tests [2025-11-21T03:53:41.588580] [INFO ] [CONFIGURE ] AIN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:53:41.588629] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T03:53:41.874331] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:42.156712] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:42.444254] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:42.738825] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:43.027836] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:43.312589] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:43.589397] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:53:43.886601] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:44.182626] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:44.476745] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:44.476972] [INFO ] [CONFIGURE ] AIN: DISCARDED add_volume_momentum_confirmation (score: 10.00%) [2025-11-21T03:53:44.477061] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19359 tests [2025-11-21T03:53:44.477111] [INFO ] [CONFIGURE ] AIN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:53:44.477158] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T03:53:44.759802] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:45.041779] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:45.325864] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:45.623265] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:45.906765] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:46.189804] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:46.478388] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:53:46.758567] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:47.038202] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:47.310161] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:47.310532] [INFO ] [CONFIGURE ] AIN: DISCARDED add_volume_price_divergence (score: 10.00%) [2025-11-21T03:53:47.310603] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19358 tests [2025-11-21T03:53:47.310672] [INFO ] [CONFIGURE ] AIN: Testing feature 28/29: add_volume_profile [2025-11-21T03:53:47.310721] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T03:53:47.575147] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:47.852480] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:48.114829] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:48.383012] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:48.675993] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:48.966529] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:49.265910] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:53:49.556686] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:53:49.837163] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:50.133052] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:50.133303] [INFO ] [CONFIGURE ] AIN: DISCARDED add_volume_profile (score: 10.00%) [2025-11-21T03:53:50.133368] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19357 tests [2025-11-21T03:53:50.133421] [INFO ] [CONFIGURE ] AIN: Testing feature 29/29: add_vwap [2025-11-21T03:53:50.133470] [INFO ] [CONFIGURE ] AIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T03:53:50.420573] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:53:50.723851] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:51.018926] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:53:51.307525] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:53:51.594686] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:53:51.892184] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:53:52.165878] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:52.471058] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:53:52.782754] [DEBUG] [FORECASTER] AIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:53:53.078041] [DEBUG] [FORECASTER] AIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:53.078295] [INFO ] [CONFIGURE ] AIN: DISCARDED add_vwap (score: 30.00%) [2025-11-21T03:53:53.078360] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19356 tests [2025-11-21T03:53:53.078413] [INFO ] [CONFIGURE ] AIN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:53:53.078457] [INFO ] [CONFIGURE ] AIN: Best accuracy: 50.00% [2025-11-21T03:53:53.078503] [INFO ] [CONFIGURE ] AIN: Best feature set (2 features): ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T03:53:53.078546] [INFO ] [CONFIGURE ] AIN: Improvement over baseline: 20.00% [2025-11-21T03:53:53.078586] [INFO ] [CONFIGURE ] AIN: Total time: 1.4 minutes [2025-11-21T03:53:53.078625] [INFO ] [CONFIGURE ] AIN: Average time per feature: 2.8 seconds [2025-11-21T03:53:53.078686] [INFO ] [CONFIGURE ] AIN: Average speed: 0.35 features/sec [2025-11-21T03:53:53.079299] [INFO ] [LOCAL ] Saved configuration for AIN: 2 features, 50.00% accuracy -> ./output/feature-sets/AIN.json [2025-11-21T03:53:53.079363] [INFO ] [CONFIGURE ] AIN: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-11-21T03:53:53.079426] [INFO ] [sig ] [56/723] Successfully configured AIN | 0.01 sym/s | Total: 1.3h | ETA: 15.9h [2025-11-21T03:53:53.079476] [INFO ] [sig ] [57/723] Configuring AIO... [2025-11-21T03:53:53.079521] [INFO ] [CONFIGURE ] AIO: Configurate test run. [2025-11-21T03:53:53.079566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-11-21T03:53:53.171260] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIO'. [2025-11-21T03:53:53.171703] [INFO ] [CONFIGURE ] AIO: Testing with 29 available features [2025-11-21T03:53:53.171775] [INFO ] [CONFIGURE ] AIO: Establishing baseline with no features... [2025-11-21T03:53:53.362797] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:53:53.564134] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:53.762983] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:53:53.955599] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:53:54.146554] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:54.332039] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:53:54.515603] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:53:54.697000] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:53:54.878423] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:53:55.063818] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:53:55.064179] [INFO ] [CONFIGURE ] AIO: Baseline score (no features): 50.00% [2025-11-21T03:53:55.064294] [INFO ] [CONFIGURE ] AIO: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:53:55.064392] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:53:55.282518] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:53:55.501435] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:55.718555] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:53:55.944498] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:53:56.178868] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:56.414096] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:53:56.647996] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:53:56.879439] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:53:57.118735] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:53:57.351736] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:53:57.352007] [INFO ] [CONFIGURE ] AIO: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T03:53:57.352059] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19355 tests [2025-11-21T03:53:57.352099] [INFO ] [CONFIGURE ] AIO: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:53:57.352135] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T03:53:57.623560] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:53:57.905322] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:53:58.177579] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:53:58.446031] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:53:58.713292] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:53:58.989853] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:53:59.255908] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:53:59.528437] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:53:59.794840] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:00.065104] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:00.065289] [INFO ] [CONFIGURE ] AIO: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T03:54:00.065357] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19354 tests [2025-11-21T03:54:00.065404] [INFO ] [CONFIGURE ] AIO: Testing feature 3/29: add_daily_returns [2025-11-21T03:54:00.065488] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T03:54:00.353213] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:00.641064] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:01.655801] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:02.142325] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:02.441757] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:54:02.736363] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:03.036728] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:03.344961] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:03.639964] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:03.935382] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:03.935689] [INFO ] [CONFIGURE ] AIO: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T03:54:03.935756] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19353 tests [2025-11-21T03:54:03.935800] [INFO ] [CONFIGURE ] AIO: Testing feature 4/29: add_ema [2025-11-21T03:54:03.935841] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T03:54:04.272307] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:04.609302] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:04.937285] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:05.259658] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:05.583165] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:05.911235] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:54:06.240277] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:06.592998] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:06.941684] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:07.280815] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:07.281092] [INFO ] [CONFIGURE ] AIO: DISCARDED add_ema (score: 70.00%) [2025-11-21T03:54:07.281155] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19352 tests [2025-11-21T03:54:07.281207] [INFO ] [CONFIGURE ] AIO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:54:07.281252] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:54:07.613288] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:07.954146] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:54:08.268204] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:08.582616] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:08.905477] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:09.214885] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:09.513042] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:09.815636] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:10.125414] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:10.437770] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:54:10.437961] [INFO ] [CONFIGURE ] AIO: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T03:54:10.438018] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19351 tests [2025-11-21T03:54:10.438066] [INFO ] [CONFIGURE ] AIO: Testing feature 6/29: add_failed_moves [2025-11-21T03:54:10.438109] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T03:54:10.713330] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:10.991559] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:11.276613] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:11.558438] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:54:11.844690] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:12.129762] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:12.410120] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:12.688376] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:12.959184] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:13.231984] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:13.232225] [INFO ] [CONFIGURE ] AIO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T03:54:13.232284] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19350 tests [2025-11-21T03:54:13.232335] [INFO ] [CONFIGURE ] AIO: Testing feature 7/29: add_lag_shelf [2025-11-21T03:54:13.232373] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T03:54:13.508483] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:13.777926] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:14.065614] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:14.353940] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:14.644694] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:54:14.927875] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:15.210038] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:15.493229] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:54:15.784781] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:16.069753] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:16.070007] [INFO ] [CONFIGURE ] AIO: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T03:54:16.070063] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19349 tests [2025-11-21T03:54:16.070117] [INFO ] [CONFIGURE ] AIO: Testing feature 8/29: add_macd [2025-11-21T03:54:16.070166] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T03:54:16.471029] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:16.850025] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:17.226204] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:54:17.607663] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:18.007905] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:18.401908] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:18.790812] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:19.167368] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:54:19.531626] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:19.914607] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:19.914845] [INFO ] [CONFIGURE ] AIO: DISCARDED add_macd (score: 80.00%) [2025-11-21T03:54:19.914917] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19348 tests [2025-11-21T03:54:19.915017] [INFO ] [CONFIGURE ] AIO: Testing feature 9/29: add_mfi [2025-11-21T03:54:19.915064] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T03:54:20.195387] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:20.475473] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:20.761244] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:21.040113] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:21.337737] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:21.639859] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:22.008180] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:22.365559] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:22.657966] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:22.949701] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:22.949971] [INFO ] [CONFIGURE ] AIO: DISCARDED add_mfi (score: 80.00%) [2025-11-21T03:54:22.950058] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19347 tests [2025-11-21T03:54:22.950109] [INFO ] [CONFIGURE ] AIO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:54:22.950153] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:54:23.311695] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:23.672449] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:24.031314] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:24.384854] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:54:24.761294] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:25.132794] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:25.508452] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:25.883354] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:54:26.253874] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:26.631793] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:26.632018] [INFO ] [CONFIGURE ] AIO: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T03:54:26.632078] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19346 tests [2025-11-21T03:54:26.632127] [INFO ] [CONFIGURE ] AIO: Testing feature 11/29: add_obv_daily [2025-11-21T03:54:26.632170] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T03:54:26.924352] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:27.218461] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:27.529847] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:27.839253] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:28.141345] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:54:28.445283] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:54:28.756952] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:29.086372] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:29.394148] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:29.728124] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:29.728313] [INFO ] [CONFIGURE ] AIO: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T03:54:29.728373] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19345 tests [2025-11-21T03:54:29.728423] [INFO ] [CONFIGURE ] AIO: Testing feature 12/29: add_obv_interval [2025-11-21T03:54:29.728466] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T03:54:30.014845] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:30.296810] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:30.601530] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:30.899503] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:54:31.197540] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:54:31.506003] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:31.799864] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:32.098914] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:32.390335] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:32.693402] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:32.693703] [INFO ] [CONFIGURE ] AIO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T03:54:32.693771] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19344 tests [2025-11-21T03:54:32.693822] [INFO ] [CONFIGURE ] AIO: Testing feature 13/29: add_opening_strength [2025-11-21T03:54:32.693868] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:54:33.013355] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:33.349149] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:33.665622] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:33.990927] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:34.320682] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:34.640444] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:34.962939] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:35.289522] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:35.615663] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:35.947283] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:35.947486] [INFO ] [CONFIGURE ] AIO: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T03:54:35.947545] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19343 tests [2025-11-21T03:54:35.947596] [INFO ] [CONFIGURE ] AIO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:54:35.947712] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T03:54:36.238215] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:36.533970] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:36.831020] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:37.129200] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:54:37.422155] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:54:37.706569] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:54:38.007429] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:38.309996] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:38.610842] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:38.916850] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:38.917113] [INFO ] [CONFIGURE ] AIO: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:54:38.917176] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19342 tests [2025-11-21T03:54:38.917225] [INFO ] [CONFIGURE ] AIO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:54:38.917270] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T03:54:39.221539] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:39.509816] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:39.793662] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:40.085184] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:40.380902] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:54:40.662094] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:40.954864] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:41.236510] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:41.530119] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:41.812139] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:41.812346] [INFO ] [CONFIGURE ] AIO: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T03:54:41.812417] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19341 tests [2025-11-21T03:54:41.812472] [INFO ] [CONFIGURE ] AIO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:54:41.812522] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T03:54:42.125712] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:42.423695] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:42.725911] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:43.040701] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:43.347994] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:43.651131] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:43.961104] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:44.267637] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:44.593547] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:44.888394] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:44.888585] [INFO ] [CONFIGURE ] AIO: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T03:54:44.888661] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19340 tests [2025-11-21T03:54:44.888709] [INFO ] [CONFIGURE ] AIO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:54:44.888753] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T03:54:45.177393] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:45.467180] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:45.760299] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:46.047718] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:54:46.332149] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:54:46.623605] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:46.917030] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:47.217523] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:47.517355] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:47.827471] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:47.827720] [INFO ] [CONFIGURE ] AIO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T03:54:47.827796] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19339 tests [2025-11-21T03:54:47.827856] [INFO ] [CONFIGURE ] AIO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:54:47.827933] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T03:54:48.102595] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:48.399122] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:48.678629] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:48.965192] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:54:49.244745] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:54:49.522631] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:49.804782] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:50.083192] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:54:50.365986] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:50.639869] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:50.640129] [INFO ] [CONFIGURE ] AIO: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:54:50.640192] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19338 tests [2025-11-21T03:54:50.640242] [INFO ] [CONFIGURE ] AIO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:54:50.640286] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T03:54:50.941159] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:51.230137] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:51.516543] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:54:51.798366] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:52.083459] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:52.368461] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:54:52.652748] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:52.952100] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:54:53.247125] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:53.548885] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:53.549184] [INFO ] [CONFIGURE ] AIO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T03:54:53.549257] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19337 tests [2025-11-21T03:54:53.549311] [INFO ] [CONFIGURE ] AIO: Testing feature 20/29: add_price_rejection [2025-11-21T03:54:53.549357] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T03:54:53.868098] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:54.211258] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:54:54.542455] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:54.865020] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:55.177503] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:55.493616] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:54:55.804578] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:56.110081] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:54:56.414679] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:56.729378] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:56.729682] [INFO ] [CONFIGURE ] AIO: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T03:54:56.729749] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19336 tests [2025-11-21T03:54:56.729813] [INFO ] [CONFIGURE ] AIO: Testing feature 21/29: add_range_position [2025-11-21T03:54:56.729869] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T03:54:57.053918] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:54:57.376407] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:54:57.698475] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:54:58.031381] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:54:58.346743] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:54:58.672062] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:54:58.986910] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:54:59.308515] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:54:59.630498] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:54:59.950628] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:54:59.950958] [INFO ] [CONFIGURE ] AIO: KEPT add_range_position (score: 90.00%) [2025-11-21T03:54:59.951028] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19335 tests [2025-11-21T03:54:59.951082] [INFO ] [CONFIGURE ] AIO: Testing feature 22/29: add_realized_volatility [2025-11-21T03:54:59.951128] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_realized_volatility'] [2025-11-21T03:55:00.402521] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:00.847369] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:55:02.001809] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:55:02.455076] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:02.917266] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:03.357144] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:55:03.803124] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:55:04.248599] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:04.698281] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:05.149254] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:05.149534] [INFO ] [CONFIGURE ] AIO: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T03:55:05.149600] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19334 tests [2025-11-21T03:55:05.149676] [INFO ] [CONFIGURE ] AIO: Testing feature 23/29: add_recent_range_context [2025-11-21T03:55:05.149729] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_recent_range_context'] [2025-11-21T03:55:05.498296] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:05.857186] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:55:06.211686] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:55:06.557689] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:06.899229] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:07.245727] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:07.595528] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:55:07.955840] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:08.312966] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:08.684550] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:08.684919] [INFO ] [CONFIGURE ] AIO: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T03:55:08.685005] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19333 tests [2025-11-21T03:55:08.685089] [INFO ] [CONFIGURE ] AIO: Testing feature 24/29: add_rsi [2025-11-21T03:55:08.685151] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T03:55:09.200750] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:09.692309] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:55:10.115789] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:55:10.475092] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:55:10.828726] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:11.217019] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:55:11.594816] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:55:11.973071] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:55:12.390614] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:12.796319] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:12.796594] [INFO ] [CONFIGURE ] AIO: DISCARDED add_rsi (score: 70.00%) [2025-11-21T03:55:12.796682] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19332 tests [2025-11-21T03:55:12.796739] [INFO ] [CONFIGURE ] AIO: Testing feature 25/29: add_tick_distribution [2025-11-21T03:55:12.796788] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution'] [2025-11-21T03:55:13.166701] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:13.527543] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:55:13.870766] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:55:14.227068] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:14.576715] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:14.922886] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:15.268794] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:55:15.621147] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:15.966710] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:16.311293] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:55:16.311600] [INFO ] [CONFIGURE ] AIO: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T03:55:16.311687] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19331 tests [2025-11-21T03:55:16.311744] [INFO ] [CONFIGURE ] AIO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:55:16.311792] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T03:55:16.653935] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:16.993698] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:55:17.329418] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:55:17.671893] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:18.017180] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:18.357687] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:18.703470] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:55:19.054453] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:19.398532] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:19.740303] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:19.740509] [INFO ] [CONFIGURE ] AIO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T03:55:19.740568] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19330 tests [2025-11-21T03:55:19.740617] [INFO ] [CONFIGURE ] AIO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:55:19.740685] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T03:55:20.091461] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:20.459339] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:55:20.834105] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:55:21.220461] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:21.591128] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:21.971552] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:22.322031] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:55:22.651776] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:22.988402] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:23.346176] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:23.346502] [INFO ] [CONFIGURE ] AIO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T03:55:23.346567] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19329 tests [2025-11-21T03:55:23.346619] [INFO ] [CONFIGURE ] AIO: Testing feature 28/29: add_volume_profile [2025-11-21T03:55:23.346699] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_profile'] [2025-11-21T03:55:23.695573] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:24.066370] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:55:24.431376] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:55:24.793366] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:25.140267] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:25.482786] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:55:25.833241] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:55:26.195561] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:55:26.545407] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:26.905868] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:26.906121] [INFO ] [CONFIGURE ] AIO: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T03:55:26.906183] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19328 tests [2025-11-21T03:55:26.906239] [INFO ] [CONFIGURE ] AIO: Testing feature 29/29: add_vwap [2025-11-21T03:55:26.906284] [INFO ] [CONFIGURE ] AIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_vwap'] [2025-11-21T03:55:27.257662] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:27.603855] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:55:27.960328] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:55:28.327613] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:55:28.681447] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:29.053295] [DEBUG] [FORECASTER] AIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:29.389349] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:55:29.731320] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:30.071669] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:30.459505] [DEBUG] [FORECASTER] AIO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:30.459759] [INFO ] [CONFIGURE ] AIO: DISCARDED add_vwap (score: 80.00%) [2025-11-21T03:55:30.459823] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19327 tests [2025-11-21T03:55:30.459874] [INFO ] [CONFIGURE ] AIO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:55:30.459917] [INFO ] [CONFIGURE ] AIO: Best accuracy: 90.00% [2025-11-21T03:55:30.459964] [INFO ] [CONFIGURE ] AIO: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T03:55:30.460006] [INFO ] [CONFIGURE ] AIO: Improvement over baseline: 40.00% [2025-11-21T03:55:30.460045] [INFO ] [CONFIGURE ] AIO: Total time: 1.6 minutes [2025-11-21T03:55:30.460084] [INFO ] [CONFIGURE ] AIO: Average time per feature: 3.3 seconds [2025-11-21T03:55:30.460123] [INFO ] [CONFIGURE ] AIO: Average speed: 0.30 features/sec [2025-11-21T03:55:30.461157] [INFO ] [LOCAL ] Saved configuration for AIO: 3 features, 90.00% accuracy -> ./output/feature-sets/AIO.json [2025-11-21T03:55:30.461220] [INFO ] [CONFIGURE ] AIO: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T03:55:30.461271] [INFO ] [sig ] [57/723] Successfully configured AIO | 0.01 sym/s | Total: 1.4h | ETA: 15.9h [2025-11-21T03:55:30.461316] [INFO ] [sig ] [58/723] Configuring AIR... [2025-11-21T03:55:30.461357] [INFO ] [CONFIGURE ] AIR: Configurate test run. [2025-11-21T03:55:30.461399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'. [2025-11-21T03:55:30.646566] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIR'. [2025-11-21T03:55:30.647083] [INFO ] [CONFIGURE ] AIR: Testing with 29 available features [2025-11-21T03:55:30.647148] [INFO ] [CONFIGURE ] AIR: Establishing baseline with no features... [2025-11-21T03:55:30.832676] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:31.010348] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:31.186626] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:31.353360] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:31.528172] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:31.699922] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:31.881523] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:55:32.066726] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:32.251493] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:32.430455] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:32.430617] [INFO ] [CONFIGURE ] AIR: Baseline score (no features): 50.00% [2025-11-21T03:55:32.430685] [INFO ] [CONFIGURE ] AIR: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:55:32.430774] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:55:32.652262] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:32.871122] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T03:55:33.106141] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:33.321191] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:33.537159] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:33.759958] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:33.972950] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:55:34.186789] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:55:34.405048] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:34.627754] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:34.628277] [INFO ] [CONFIGURE ] AIR: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T03:55:34.628344] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19326 tests [2025-11-21T03:55:34.628447] [INFO ] [CONFIGURE ] AIR: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:55:34.628501] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:55:34.847831] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:55:35.065845] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:35.283402] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:35.500926] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:55:35.730489] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:35.966927] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:36.190519] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:55:36.419327] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:36.640842] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:36.858446] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:36.858630] [INFO ] [CONFIGURE ] AIR: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T03:55:36.858728] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19325 tests [2025-11-21T03:55:36.858791] [INFO ] [CONFIGURE ] AIR: Testing feature 3/29: add_daily_returns [2025-11-21T03:55:36.858839] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_daily_returns'] [2025-11-21T03:55:37.048701] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:55:37.234543] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:37.420969] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:37.609628] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:37.804151] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:38.007886] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:38.210262] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:55:38.413684] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:55:38.622354] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:38.826635] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:38.826855] [INFO ] [CONFIGURE ] AIR: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T03:55:38.826909] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19324 tests [2025-11-21T03:55:38.826948] [INFO ] [CONFIGURE ] AIR: Testing feature 4/29: add_ema [2025-11-21T03:55:38.826983] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_ema'] [2025-11-21T03:55:39.064935] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:55:39.295084] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:39.532098] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:39.766871] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:55:39.998407] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:40.226139] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:40.461381] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:55:40.698671] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:40.933097] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:41.172088] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:41.172367] [INFO ] [CONFIGURE ] AIR: DISCARDED add_ema (score: 30.00%) [2025-11-21T03:55:41.172428] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19323 tests [2025-11-21T03:55:41.172470] [INFO ] [CONFIGURE ] AIR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:55:41.172516] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:55:41.410517] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:41.650716] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:41.886913] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:42.114781] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:42.343967] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:42.578566] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:42.826315] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:55:43.064107] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:55:43.303386] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:43.548674] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:43.548855] [INFO ] [CONFIGURE ] AIR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T03:55:43.548913] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19322 tests [2025-11-21T03:55:43.548962] [INFO ] [CONFIGURE ] AIR: Testing feature 6/29: add_failed_moves [2025-11-21T03:55:43.549050] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_failed_moves'] [2025-11-21T03:55:43.751425] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:43.954442] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:44.157836] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:44.373083] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:44.596143] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:44.794115] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:44.990745] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:55:45.221358] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:55:45.433412] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:45.639328] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:45.639697] [INFO ] [CONFIGURE ] AIR: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T03:55:45.639819] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19321 tests [2025-11-21T03:55:45.639936] [INFO ] [CONFIGURE ] AIR: Testing feature 7/29: add_lag_shelf [2025-11-21T03:55:45.640042] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_lag_shelf'] [2025-11-21T03:55:45.829859] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:46.022508] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:46.212275] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:46.398576] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:46.594998] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:55:46.778516] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:46.962998] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T03:55:47.144708] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:47.341933] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:47.536495] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:47.536754] [INFO ] [CONFIGURE ] AIR: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:55:47.536864] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19320 tests [2025-11-21T03:55:47.536932] [INFO ] [CONFIGURE ] AIR: Testing feature 8/29: add_macd [2025-11-21T03:55:47.537064] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:55:47.844170] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:55:48.146462] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:48.440768] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:48.742677] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:49.044495] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:49.342351] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:49.647979] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:55:49.935221] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:50.228024] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:50.534885] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:50.535637] [INFO ] [CONFIGURE ] AIR: KEPT add_macd (score: 60.00%) [2025-11-21T03:55:50.535783] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19319 tests [2025-11-21T03:55:50.535839] [INFO ] [CONFIGURE ] AIR: Testing feature 9/29: add_mfi [2025-11-21T03:55:50.535888] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T03:55:50.854307] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:55:51.174760] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:51.533226] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:51.843692] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:52.163423] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:52.486489] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:52.815163] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:55:53.134360] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:55:53.454856] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:53.801302] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:53.801593] [INFO ] [CONFIGURE ] AIR: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:55:53.801683] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19318 tests [2025-11-21T03:55:53.801753] [INFO ] [CONFIGURE ] AIR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:55:53.801811] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:55:54.186190] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:54.570556] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:54.959447] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:55:55.347692] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:55:55.742056] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:56.128369] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:56.504439] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:55:56.896689] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:55:57.287480] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:55:57.674790] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:55:57.675053] [INFO ] [CONFIGURE ] AIR: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T03:55:57.675115] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19317 tests [2025-11-21T03:55:57.675169] [INFO ] [CONFIGURE ] AIR: Testing feature 11/29: add_obv_daily [2025-11-21T03:55:57.675216] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T03:55:58.003800] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:55:58.330204] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:55:58.657934] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:55:58.981949] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:55:59.309857] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:55:59.643366] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:55:59.991172] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:01.072326] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:01.533363] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:01.871769] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:01.871992] [INFO ] [CONFIGURE ] AIR: KEPT add_obv_daily (score: 70.00%) [2025-11-21T03:56:01.872053] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19316 tests [2025-11-21T03:56:01.872094] [INFO ] [CONFIGURE ] AIR: Testing feature 12/29: add_obv_interval [2025-11-21T03:56:01.872142] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T03:56:02.191020] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:02.516039] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:02.844859] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:03.181341] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:03.511569] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:03.839477] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:04.177336] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:04.516897] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:04.851505] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:05.186531] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:05.186803] [INFO ] [CONFIGURE ] AIR: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:56:05.186882] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19315 tests [2025-11-21T03:56:05.186935] [INFO ] [CONFIGURE ] AIR: Testing feature 13/29: add_opening_strength [2025-11-21T03:56:05.186981] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T03:56:05.543855] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:05.904508] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:06.270485] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:56:06.638597] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:07.011060] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:07.388342] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:07.771598] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:08.167250] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:08.537442] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:08.934507] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:08.934888] [INFO ] [CONFIGURE ] AIR: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T03:56:08.934952] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19314 tests [2025-11-21T03:56:08.935001] [INFO ] [CONFIGURE ] AIR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:56:08.935045] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T03:56:09.301681] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:09.662828] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:10.024037] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:56:10.382331] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:10.755708] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:11.118949] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:11.484611] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:11.866004] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:12.244563] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:12.615227] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:56:12.615495] [INFO ] [CONFIGURE ] AIR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:56:12.615565] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19313 tests [2025-11-21T03:56:12.615618] [INFO ] [CONFIGURE ] AIR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:56:12.615691] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T03:56:12.959908] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:13.298751] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:13.630054] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:56:13.971742] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:14.306890] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:56:14.665994] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:15.000335] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:15.333490] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:15.679144] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:16.012666] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:16.012940] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:56:16.013007] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19312 tests [2025-11-21T03:56:16.013058] [INFO ] [CONFIGURE ] AIR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:56:16.013107] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T03:56:16.355784] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:16.698043] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:17.040852] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:17.393784] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:17.741272] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:56:18.097316] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:18.474705] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:18.913967] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:19.426029] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:19.830405] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:19.830600] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:56:19.830681] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19311 tests [2025-11-21T03:56:19.830733] [INFO ] [CONFIGURE ] AIR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:56:19.830779] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T03:56:20.189986] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:20.540570] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:20.890564] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:56:21.239238] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:21.606400] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:56:21.976420] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:22.350920] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:22.720864] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:23.099014] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:23.450491] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:23.450715] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T03:56:23.450777] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19310 tests [2025-11-21T03:56:23.450826] [INFO ] [CONFIGURE ] AIR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:56:23.450870] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T03:56:23.770540] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:56:24.093142] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:24.418291] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:24.757427] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:25.095181] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:56:25.440186] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:25.765930] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:26.116166] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:26.442448] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:26.774140] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:56:26.774344] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T03:56:26.774408] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19309 tests [2025-11-21T03:56:26.774458] [INFO ] [CONFIGURE ] AIR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:56:26.774509] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T03:56:27.100379] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:27.433159] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:27.768728] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:28.096491] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:28.416827] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:28.740123] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:29.075128] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:29.398472] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:29.733456] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:30.064115] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:30.064300] [INFO ] [CONFIGURE ] AIR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T03:56:30.064359] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19308 tests [2025-11-21T03:56:30.064409] [INFO ] [CONFIGURE ] AIR: Testing feature 20/29: add_price_rejection [2025-11-21T03:56:30.064456] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T03:56:30.408614] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:30.753233] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:31.100148] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:56:31.443461] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:56:31.775784] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:32.119266] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:32.459247] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:32.806065] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:56:33.159888] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:33.507223] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:33.507401] [INFO ] [CONFIGURE ] AIR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T03:56:33.507461] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19307 tests [2025-11-21T03:56:33.507509] [INFO ] [CONFIGURE ] AIR: Testing feature 21/29: add_range_position [2025-11-21T03:56:33.507552] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position'] [2025-11-21T03:56:33.859296] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:56:34.212027] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:34.558823] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:34.913992] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:35.274311] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:35.635100] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:35.983809] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:36.340031] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:36.704349] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:56:37.069587] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:37.069847] [INFO ] [CONFIGURE ] AIR: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:56:37.069915] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19306 tests [2025-11-21T03:56:37.069968] [INFO ] [CONFIGURE ] AIR: Testing feature 22/29: add_realized_volatility [2025-11-21T03:56:37.070016] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T03:56:37.509807] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:56:37.947522] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:38.385352] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:38.850038] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:39.314985] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:39.769098] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:40.206606] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:40.654915] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:56:41.095449] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:41.533951] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:56:41.534215] [INFO ] [CONFIGURE ] AIR: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T03:56:41.534279] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19305 tests [2025-11-21T03:56:41.534333] [INFO ] [CONFIGURE ] AIR: Testing feature 23/29: add_recent_range_context [2025-11-21T03:56:41.534382] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T03:56:41.883788] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:42.231211] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:42.577663] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:56:42.919030] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:43.268698] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:43.609089] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:43.953500] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:44.309620] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:44.669253] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:45.025848] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:45.026180] [INFO ] [CONFIGURE ] AIR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T03:56:45.026246] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19304 tests [2025-11-21T03:56:45.026298] [INFO ] [CONFIGURE ] AIR: Testing feature 24/29: add_rsi [2025-11-21T03:56:45.026348] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T03:56:45.404430] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:45.796115] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:46.186163] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:46.569422] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:46.948469] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:47.342945] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:47.745420] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:48.135893] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:48.516679] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:48.911773] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:56:48.911999] [INFO ] [CONFIGURE ] AIR: DISCARDED add_rsi (score: 60.00%) [2025-11-21T03:56:48.912065] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19303 tests [2025-11-21T03:56:48.912122] [INFO ] [CONFIGURE ] AIR: Testing feature 25/29: add_tick_distribution [2025-11-21T03:56:48.912171] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T03:56:49.250238] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:49.581169] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:49.925396] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:50.262292] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:50.601500] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:50.930966] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:51.252363] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:51.580880] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:56:51.925500] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:52.274871] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:52.275165] [INFO ] [CONFIGURE ] AIR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T03:56:52.275241] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19302 tests [2025-11-21T03:56:52.275298] [INFO ] [CONFIGURE ] AIR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:56:52.275346] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T03:56:52.623354] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:56:52.990373] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:53.337517] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:56:53.680200] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:54.026529] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:54.380678] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:54.734422] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:55.085037] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:55.441200] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:55.798024] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:55.798286] [INFO ] [CONFIGURE ] AIR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:56:55.798411] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19301 tests [2025-11-21T03:56:55.798467] [INFO ] [CONFIGURE ] AIR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:56:55.798514] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T03:56:56.171604] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T03:56:56.552165] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:56:56.904621] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:56:57.272166] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:56:57.633708] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:56:57.992181] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:56:58.386674] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:56:58.733924] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:56:59.088537] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:56:59.442555] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:56:59.442796] [INFO ] [CONFIGURE ] AIR: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T03:56:59.442858] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19300 tests [2025-11-21T03:56:59.442905] [INFO ] [CONFIGURE ] AIR: Testing feature 28/29: add_volume_profile [2025-11-21T03:56:59.442949] [INFO ] [CONFIGURE ] AIR: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T03:56:59.805878] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:00.153850] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:01.283628] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:57:01.710199] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:57:02.081388] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:02.431414] [DEBUG] [FORECASTER] AIR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:57:02.781669] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T03:57:03.137237] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:57:03.492035] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:03.868840] [DEBUG] [FORECASTER] AIR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:57:03.869078] [INFO ] [CONFIGURE ] AIR: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T03:57:03.869224] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19299 tests [2025-11-21T03:57:03.869281] [INFO ] [CONFIGURE ] AIR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:57:03.869335] [INFO ] [CONFIGURE ] AIR: Best accuracy: 70.00% [2025-11-21T03:57:03.869382] [INFO ] [CONFIGURE ] AIR: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T03:57:03.869423] [INFO ] [CONFIGURE ] AIR: Improvement over baseline: 20.00% [2025-11-21T03:57:03.869461] [INFO ] [CONFIGURE ] AIR: Total time: 1.5 minutes [2025-11-21T03:57:03.869510] [INFO ] [CONFIGURE ] AIR: Average time per feature: 3.3 seconds [2025-11-21T03:57:03.869551] [INFO ] [CONFIGURE ] AIR: Average speed: 0.32 features/sec [2025-11-21T03:57:03.869953] [INFO ] [LOCAL ] Saved configuration for AIR: 3 features, 70.00% accuracy -> ./output/feature-sets/AIR.json [2025-11-21T03:57:03.870021] [INFO ] [CONFIGURE ] AIR: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T03:57:03.870075] [INFO ] [sig ] [58/723] Successfully configured AIR | 0.01 sym/s | Total: 1.4h | ETA: 15.9h [2025-11-21T03:57:03.870122] [INFO ] [sig ] [59/723] Configuring AIT... [2025-11-21T03:57:03.870163] [INFO ] [CONFIGURE ] AIT: Configurate test run. [2025-11-21T03:57:03.870204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'. [2025-11-21T03:57:03.917522] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIT'. [2025-11-21T03:57:03.918175] [INFO ] [CONFIGURE ] AIT: Testing with 29 available features [2025-11-21T03:57:03.918247] [INFO ] [CONFIGURE ] AIT: Establishing baseline with no features... [2025-11-21T03:57:04.119760] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:04.316945] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:04.516350] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:04.719508] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:04.921020] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:05.117134] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:05.317288] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:05.523692] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:05.722179] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:05.927190] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:57:05.927407] [INFO ] [CONFIGURE ] AIT: Baseline score (no features): 40.00% [2025-11-21T03:57:05.927461] [INFO ] [CONFIGURE ] AIT: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:57:05.927503] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:57:06.222666] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:06.509613] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:06.786267] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:07.005281] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:07.224856] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:07.444938] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:07.669398] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:07.899042] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:08.121381] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:08.344097] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:08.344427] [INFO ] [CONFIGURE ] AIT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T03:57:08.344533] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19298 tests [2025-11-21T03:57:08.344630] [INFO ] [CONFIGURE ] AIT: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:57:08.344760] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:57:08.580380] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:08.808965] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:09.038447] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:57:09.262169] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:09.490093] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:57:09.725235] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:57:09.964189] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:10.190029] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:57:10.431687] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:10.665616] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:10.665884] [INFO ] [CONFIGURE ] AIT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:57:10.666111] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19297 tests [2025-11-21T03:57:10.666190] [INFO ] [CONFIGURE ] AIT: Testing feature 3/29: add_daily_returns [2025-11-21T03:57:10.666305] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns'] [2025-11-21T03:57:10.872742] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:11.076254] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:11.277196] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:11.474087] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:11.679428] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:11.893535] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:12.097285] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:12.296479] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:12.507903] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:12.720451] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:12.720691] [INFO ] [CONFIGURE ] AIT: KEPT add_daily_returns (score: 50.00%) [2025-11-21T03:57:12.720781] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19296 tests [2025-11-21T03:57:12.720846] [INFO ] [CONFIGURE ] AIT: Testing feature 4/29: add_ema [2025-11-21T03:57:12.720895] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T03:57:12.978140] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:13.238081] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:13.498337] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:13.755397] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:14.022739] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:14.284703] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:14.552058] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:14.826284] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:15.093690] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:15.349539] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:15.350015] [INFO ] [CONFIGURE ] AIT: DISCARDED add_ema (score: 30.00%) [2025-11-21T03:57:15.350136] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19295 tests [2025-11-21T03:57:15.350237] [INFO ] [CONFIGURE ] AIT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:57:15.350346] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:57:15.608049] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:15.870081] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:16.140929] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:16.400522] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:16.657610] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:57:16.921222] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:17.185115] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:17.444536] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:17.710245] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:17.978914] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:17.979141] [INFO ] [CONFIGURE ] AIT: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T03:57:17.979294] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19294 tests [2025-11-21T03:57:17.979353] [INFO ] [CONFIGURE ] AIT: Testing feature 6/29: add_failed_moves [2025-11-21T03:57:17.979400] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T03:57:18.210961] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:18.426128] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:18.640939] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:18.864237] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:19.080236] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:19.298107] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:19.524322] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:19.758593] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:19.993173] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:20.208901] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:20.209139] [INFO ] [CONFIGURE ] AIT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T03:57:20.209190] [INFO ] [CONFIGURE ] JOB ETA: 15.7h | Avg: 2.9s/test | Remaining: 19293 tests [2025-11-21T03:57:20.209230] [INFO ] [CONFIGURE ] AIT: Testing feature 7/29: add_lag_shelf [2025-11-21T03:57:20.209268] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T03:57:20.408259] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:20.627688] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:20.841484] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:21.046378] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:21.261237] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:21.468403] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:21.681881] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:21.898779] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:22.119022] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:22.328243] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:22.328489] [INFO ] [CONFIGURE ] AIT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T03:57:22.328544] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19292 tests [2025-11-21T03:57:22.328586] [INFO ] [CONFIGURE ] AIT: Testing feature 8/29: add_macd [2025-11-21T03:57:22.328626] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T03:57:22.637401] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:22.949513] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:23.261721] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:23.576014] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:23.886878] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:24.222768] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:24.537201] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:24.855429] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:25.166875] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:25.491230] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:25.491532] [INFO ] [CONFIGURE ] AIT: DISCARDED add_macd (score: 50.00%) [2025-11-21T03:57:25.491600] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19291 tests [2025-11-21T03:57:25.491688] [INFO ] [CONFIGURE ] AIT: Testing feature 9/29: add_mfi [2025-11-21T03:57:25.491744] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T03:57:25.720192] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:25.947215] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:26.177329] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:26.407717] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:26.636459] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:26.867178] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:27.094454] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:27.320030] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:27.558297] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:27.786932] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:27.787175] [INFO ] [CONFIGURE ] AIT: DISCARDED add_mfi (score: 30.00%) [2025-11-21T03:57:27.787239] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19290 tests [2025-11-21T03:57:27.787290] [INFO ] [CONFIGURE ] AIT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:57:27.787327] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:57:28.110151] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:28.424539] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:28.734308] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:29.056748] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:29.366864] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:29.687454] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:57:30.002226] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:57:30.322598] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:30.639543] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:30.961002] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:30.961236] [INFO ] [CONFIGURE ] AIT: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T03:57:30.961320] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19289 tests [2025-11-21T03:57:30.961384] [INFO ] [CONFIGURE ] AIT: Testing feature 11/29: add_obv_daily [2025-11-21T03:57:30.961435] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T03:57:31.189610] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:31.417740] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:31.647538] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:31.875626] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:32.108155] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:32.332881] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:57:32.566006] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:32.822273] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:33.076186] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:33.305443] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:57:33.305639] [INFO ] [CONFIGURE ] AIT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T03:57:33.305754] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19288 tests [2025-11-21T03:57:33.305807] [INFO ] [CONFIGURE ] AIT: Testing feature 12/29: add_obv_interval [2025-11-21T03:57:33.305854] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T03:57:33.519555] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:33.748092] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:33.968141] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:34.195983] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:34.417875] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:34.641434] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:34.868379] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:35.090391] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:35.310444] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:35.535547] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:57:35.535763] [INFO ] [CONFIGURE ] AIT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T03:57:35.535999] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19287 tests [2025-11-21T03:57:35.536102] [INFO ] [CONFIGURE ] AIT: Testing feature 13/29: add_opening_strength [2025-11-21T03:57:35.536200] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:57:35.768364] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:35.997846] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:36.223535] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:57:36.455715] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:36.686001] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:57:36.923050] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:57:37.156234] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:37.388314] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:37.626722] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:37.865461] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:57:37.865827] [INFO ] [CONFIGURE ] AIT: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T03:57:37.865938] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19286 tests [2025-11-21T03:57:37.866044] [INFO ] [CONFIGURE ] AIT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:57:37.866156] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T03:57:38.103861] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:38.346028] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:38.592726] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:38.836769] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:39.080231] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:39.326680] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:39.569798] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:39.826467] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:40.074949] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:40.332828] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:40.333036] [INFO ] [CONFIGURE ] AIT: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T03:57:40.333093] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19285 tests [2025-11-21T03:57:40.333140] [INFO ] [CONFIGURE ] AIT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:57:40.333184] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T03:57:40.542558] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:40.757833] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:40.968964] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:41.185227] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:41.399440] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:41.615987] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T03:57:41.848006] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:42.066234] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:42.275419] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:42.488679] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:42.488873] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T03:57:42.488922] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19284 tests [2025-11-21T03:57:42.488959] [INFO ] [CONFIGURE ] AIT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:57:42.488992] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T03:57:42.723412] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:42.955081] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:43.184633] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:43.416584] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:43.666220] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:43.908237] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:44.145215] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:44.382159] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:44.622169] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:44.872067] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:44.872476] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T03:57:44.872598] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19283 tests [2025-11-21T03:57:44.872744] [INFO ] [CONFIGURE ] AIT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:57:44.872842] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T03:57:45.122131] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:45.357679] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:45.593856] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:45.824892] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:46.069109] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:46.305994] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:46.551098] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:46.789543] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:47.028555] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:47.271564] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:47.271820] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T03:57:47.271908] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19282 tests [2025-11-21T03:57:47.271960] [INFO ] [CONFIGURE ] AIT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:57:47.272007] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T03:57:47.485079] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:47.700467] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:47.921047] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:48.137047] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:48.350011] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:48.574215] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:48.791318] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:49.007607] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:49.221558] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:49.431365] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:49.431560] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T03:57:49.431608] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19281 tests [2025-11-21T03:57:49.431665] [INFO ] [CONFIGURE ] AIT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:57:49.431712] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T03:57:49.635579] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:49.846945] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:50.071179] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:50.282525] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:50.494269] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:50.708141] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:50.917820] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:51.129416] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:51.336326] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:51.549513] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:51.549735] [INFO ] [CONFIGURE ] AIT: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T03:57:51.549845] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19280 tests [2025-11-21T03:57:51.549899] [INFO ] [CONFIGURE ] AIT: Testing feature 20/29: add_price_rejection [2025-11-21T03:57:51.549945] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T03:57:51.778713] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:52.008206] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:52.235165] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:52.462562] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:52.695397] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:52.943314] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:53.171660] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:53.402295] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:53.651883] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:53.873769] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:53.874015] [INFO ] [CONFIGURE ] AIT: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T03:57:53.874069] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19279 tests [2025-11-21T03:57:53.874109] [INFO ] [CONFIGURE ] AIT: Testing feature 21/29: add_range_position [2025-11-21T03:57:53.874145] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T03:57:54.117128] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:54.364599] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:54.618443] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:57:54.875474] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:57:55.127563] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:57:55.384061] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:55.635731] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:57:55.894474] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:56.141309] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:57:56.392212] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:57:56.392408] [INFO ] [CONFIGURE ] AIT: DISCARDED add_range_position (score: 50.00%) [2025-11-21T03:57:56.392484] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19278 tests [2025-11-21T03:57:56.392541] [INFO ] [CONFIGURE ] AIT: Testing feature 22/29: add_realized_volatility [2025-11-21T03:57:56.392588] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T03:57:56.720834] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:57:57.053832] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:57:57.385598] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T03:57:57.720060] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:57:58.054278] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:57:58.395411] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:57:58.751083] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:57:59.178143] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:57:59.509604] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:57:59.826885] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:57:59.827047] [INFO ] [CONFIGURE ] AIT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T03:57:59.827163] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19277 tests [2025-11-21T03:57:59.827253] [INFO ] [CONFIGURE ] AIT: Testing feature 23/29: add_recent_range_context [2025-11-21T03:57:59.827303] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T03:58:00.057001] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:58:00.282983] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:58:00.542711] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:58:01.383744] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:58:01.669109] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:58:01.888689] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:58:02.141751] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:02.380633] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:58:02.615970] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:02.851513] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:58:02.851743] [INFO ] [CONFIGURE ] AIT: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T03:58:02.851826] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19276 tests [2025-11-21T03:58:02.851982] [INFO ] [CONFIGURE ] AIT: Testing feature 24/29: add_rsi [2025-11-21T03:58:02.852066] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T03:58:03.128123] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:58:03.403630] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:58:03.679289] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:58:03.956947] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:04.243919] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:58:04.522285] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:58:04.798575] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:05.080349] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:58:05.358816] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:05.634801] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:58:05.635054] [INFO ] [CONFIGURE ] AIT: DISCARDED add_rsi (score: 40.00%) [2025-11-21T03:58:05.635118] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19275 tests [2025-11-21T03:58:05.635170] [INFO ] [CONFIGURE ] AIT: Testing feature 25/29: add_tick_distribution [2025-11-21T03:58:05.635238] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T03:58:05.865637] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:58:06.091470] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:58:06.318536] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:58:06.544391] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:58:06.764493] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:58:06.980116] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:58:07.198267] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:07.420201] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:58:07.667772] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:07.895436] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:58:07.895852] [INFO ] [CONFIGURE ] AIT: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T03:58:07.895976] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19274 tests [2025-11-21T03:58:07.896086] [INFO ] [CONFIGURE ] AIT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:58:07.896192] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T03:58:08.132638] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:58:08.375681] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:58:08.610493] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:58:08.851586] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:09.104127] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:58:09.341941] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:58:09.575586] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:09.811536] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:58:10.048388] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:10.284191] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:58:10.284401] [INFO ] [CONFIGURE ] AIT: KEPT add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:58:10.284450] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19273 tests [2025-11-21T03:58:10.284487] [INFO ] [CONFIGURE ] AIT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:58:10.284523] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T03:58:10.552990] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:58:10.823849] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:58:11.088288] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:58:11.353319] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:58:11.614889] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:58:11.881119] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:58:12.154047] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:12.430772] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:58:12.701972] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:12.985682] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:58:12.985963] [INFO ] [CONFIGURE ] AIT: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T03:58:12.986028] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19272 tests [2025-11-21T03:58:12.986080] [INFO ] [CONFIGURE ] AIT: Testing feature 28/29: add_volume_profile [2025-11-21T03:58:12.986126] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T03:58:13.245056] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:58:13.501395] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:58:13.756386] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:58:14.016452] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:14.286916] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:58:14.546781] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:58:14.806862] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:15.070530] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:58:15.345878] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:15.619001] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:58:15.619255] [INFO ] [CONFIGURE ] AIT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T03:58:15.619331] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19271 tests [2025-11-21T03:58:15.619384] [INFO ] [CONFIGURE ] AIT: Testing feature 29/29: add_vwap [2025-11-21T03:58:15.619449] [INFO ] [CONFIGURE ] AIT: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T03:58:15.884247] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T03:58:16.145817] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T03:58:16.411155] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T03:58:16.680865] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:16.941698] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T03:58:17.201808] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T03:58:17.469629] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:17.737892] [DEBUG] [FORECASTER] AIT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:58:18.011756] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:18.272098] [DEBUG] [FORECASTER] AIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:58:18.272317] [INFO ] [CONFIGURE ] AIT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T03:58:18.272380] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19270 tests [2025-11-21T03:58:18.272435] [INFO ] [CONFIGURE ] AIT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:58:18.272479] [INFO ] [CONFIGURE ] AIT: Best accuracy: 60.00% [2025-11-21T03:58:18.272517] [INFO ] [CONFIGURE ] AIT: Best feature set (2 features): ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T03:58:18.272561] [INFO ] [CONFIGURE ] AIT: Improvement over baseline: 20.00% [2025-11-21T03:58:18.272602] [INFO ] [CONFIGURE ] AIT: Total time: 1.2 minutes [2025-11-21T03:58:18.272664] [INFO ] [CONFIGURE ] AIT: Average time per feature: 2.5 seconds [2025-11-21T03:58:18.272711] [INFO ] [CONFIGURE ] AIT: Average speed: 0.40 features/sec [2025-11-21T03:58:18.273335] [INFO ] [LOCAL ] Saved configuration for AIT: 2 features, 60.00% accuracy -> ./output/feature-sets/AIT.json [2025-11-21T03:58:18.273398] [INFO ] [CONFIGURE ] AIT: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T03:58:18.273449] [INFO ] [sig ] [59/723] Successfully configured AIT | 0.01 sym/s | Total: 1.4h | ETA: 15.9h [2025-11-21T03:58:18.273496] [INFO ] [sig ] [60/723] Configuring AIV... [2025-11-21T03:58:18.273558] [INFO ] [CONFIGURE ] AIV: Configurate test run. [2025-11-21T03:58:18.273605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'. [2025-11-21T03:58:18.382852] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIV'. [2025-11-21T03:58:18.383366] [INFO ] [CONFIGURE ] AIV: Testing with 29 available features [2025-11-21T03:58:18.383433] [INFO ] [CONFIGURE ] AIV: Establishing baseline with no features... [2025-11-21T03:58:18.576352] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:18.791865] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:18.990175] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:19.189865] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:19.382975] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:19.578884] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:19.779724] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:19.976312] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:20.168854] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:20.361448] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:20.361676] [INFO ] [CONFIGURE ] AIV: Baseline score (no features): 80.00% [2025-11-21T03:58:20.361767] [INFO ] [CONFIGURE ] AIV: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:58:20.361820] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:58:20.591979] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:20.833170] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:21.068481] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:58:21.295583] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:21.521095] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:21.753259] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:21.981068] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:22.205036] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:58:22.429086] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:22.660079] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:22.660302] [INFO ] [CONFIGURE ] AIV: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T03:58:22.660353] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19269 tests [2025-11-21T03:58:22.660392] [INFO ] [CONFIGURE ] AIV: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:58:22.660428] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:58:22.909587] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:58:23.167893] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:23.420431] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:23.669288] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:23.902891] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:24.128237] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:24.353336] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:24.578371] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:24.804584] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:25.028749] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:25.028943] [INFO ] [CONFIGURE ] AIV: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T03:58:25.028990] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19268 tests [2025-11-21T03:58:25.029028] [INFO ] [CONFIGURE ] AIV: Testing feature 3/29: add_daily_returns [2025-11-21T03:58:25.029061] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_daily_returns'] [2025-11-21T03:58:25.240548] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:25.437128] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:25.634485] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:58:25.831176] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:26.026347] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:26.240365] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:26.457435] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:26.672663] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:26.888074] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:27.099322] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:58:27.099543] [INFO ] [CONFIGURE ] AIV: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T03:58:27.099592] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19267 tests [2025-11-21T03:58:27.099631] [INFO ] [CONFIGURE ] AIV: Testing feature 4/29: add_ema [2025-11-21T03:58:27.099689] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_ema'] [2025-11-21T03:58:27.339117] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:27.585575] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:27.832339] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:58:28.073892] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:28.315728] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:28.553140] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:58:28.787264] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:29.020333] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:29.257261] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:29.489267] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:29.489476] [INFO ] [CONFIGURE ] AIV: DISCARDED add_ema (score: 40.00%) [2025-11-21T03:58:29.489524] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19266 tests [2025-11-21T03:58:29.489563] [INFO ] [CONFIGURE ] AIV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:58:29.489598] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:58:29.723393] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:29.959417] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:30.224841] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:30.473982] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:30.719519] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:30.968831] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:31.215995] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:31.459318] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:31.698500] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:31.943980] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:31.944329] [INFO ] [CONFIGURE ] AIV: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T03:58:31.944398] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19265 tests [2025-11-21T03:58:31.944450] [INFO ] [CONFIGURE ] AIV: Testing feature 6/29: add_failed_moves [2025-11-21T03:58:31.944493] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_failed_moves'] [2025-11-21T03:58:32.144321] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:32.344515] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:32.547361] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:32.747419] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:32.955716] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:33.158598] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:33.357966] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:33.564594] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:33.769010] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:33.976576] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:33.976837] [INFO ] [CONFIGURE ] AIV: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T03:58:33.976920] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19264 tests [2025-11-21T03:58:33.976962] [INFO ] [CONFIGURE ] AIV: Testing feature 7/29: add_lag_shelf [2025-11-21T03:58:33.976999] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_lag_shelf'] [2025-11-21T03:58:34.178555] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:34.370370] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:34.564027] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:34.755520] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:34.950466] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:35.140441] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:35.343513] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:35.543184] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:35.745033] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:35.943456] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:35.943639] [INFO ] [CONFIGURE ] AIV: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T03:58:35.943716] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19263 tests [2025-11-21T03:58:35.943783] [INFO ] [CONFIGURE ] AIV: Testing feature 8/29: add_macd [2025-11-21T03:58:35.943847] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:58:36.232080] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:58:36.528349] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:58:36.819234] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:37.108790] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:58:37.400221] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:37.694754] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:38.002362] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:38.292189] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:38.582511] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:38.878684] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:38.878910] [INFO ] [CONFIGURE ] AIV: DISCARDED add_macd (score: 40.00%) [2025-11-21T03:58:38.878981] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19262 tests [2025-11-21T03:58:38.879034] [INFO ] [CONFIGURE ] AIV: Testing feature 9/29: add_mfi [2025-11-21T03:58:38.879079] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_mfi'] [2025-11-21T03:58:39.079996] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:39.279429] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:39.481445] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:39.685886] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:39.888805] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:40.092849] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:40.307503] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:40.517269] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:40.721664] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:40.931489] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:40.931781] [INFO ] [CONFIGURE ] AIV: DISCARDED add_mfi (score: 60.00%) [2025-11-21T03:58:40.931868] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19261 tests [2025-11-21T03:58:40.931940] [INFO ] [CONFIGURE ] AIV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:58:40.931998] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:58:41.231626] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:41.531868] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:41.825998] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:42.119551] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:58:42.419842] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:42.716306] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:43.019305] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:43.326745] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:58:43.631946] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:43.957006] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:43.957210] [INFO ] [CONFIGURE ] AIV: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T03:58:43.957282] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19260 tests [2025-11-21T03:58:43.957343] [INFO ] [CONFIGURE ] AIV: Testing feature 11/29: add_obv_daily [2025-11-21T03:58:43.957393] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_obv_daily'] [2025-11-21T03:58:44.180470] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:44.398865] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:44.619972] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:44.841126] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:45.065392] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:45.296963] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:45.523497] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:45.753344] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:45.992759] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:46.262826] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:46.263066] [INFO ] [CONFIGURE ] AIV: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T03:58:46.263120] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19259 tests [2025-11-21T03:58:46.263161] [INFO ] [CONFIGURE ] AIV: Testing feature 12/29: add_obv_interval [2025-11-21T03:58:46.263205] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_obv_interval'] [2025-11-21T03:58:46.530019] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:46.810715] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:47.040864] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:47.263200] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:47.478458] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:47.692032] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:47.914619] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:48.126677] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:48.343246] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:48.559929] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:48.560140] [INFO ] [CONFIGURE ] AIV: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T03:58:48.560199] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19258 tests [2025-11-21T03:58:48.560245] [INFO ] [CONFIGURE ] AIV: Testing feature 13/29: add_opening_strength [2025-11-21T03:58:48.560321] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:58:48.792274] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:49.034351] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:49.261121] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:58:49.491429] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:49.724452] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:49.970744] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:50.207069] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:50.436289] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:50.671134] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:50.903251] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:58:50.903670] [INFO ] [CONFIGURE ] AIV: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T03:58:50.903789] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19257 tests [2025-11-21T03:58:50.903896] [INFO ] [CONFIGURE ] AIV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T03:58:50.904006] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T03:58:51.131943] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:51.367547] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:51.594624] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:51.817483] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:52.041407] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:52.260767] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:52.482717] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:52.705264] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:58:52.929717] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:53.139126] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:53.139312] [INFO ] [CONFIGURE ] AIV: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T03:58:53.139360] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19256 tests [2025-11-21T03:58:53.139399] [INFO ] [CONFIGURE ] AIV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T03:58:53.139435] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T03:58:53.330819] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:53.548504] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:53.735213] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:53.915197] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:54.112403] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:54.307493] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:54.500457] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:58:54.691164] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T03:58:54.878345] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:55.070191] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:55.070386] [INFO ] [CONFIGURE ] AIV: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T03:58:55.070434] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19255 tests [2025-11-21T03:58:55.070472] [INFO ] [CONFIGURE ] AIV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T03:58:55.070505] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T03:58:55.278551] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:55.496042] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:55.707355] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:58:55.924399] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:58:56.137772] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:56.352271] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:58:56.571478] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:56.795804] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:57.019862] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:58:57.260618] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:57.260856] [INFO ] [CONFIGURE ] AIV: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T03:58:57.260905] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19254 tests [2025-11-21T03:58:57.260945] [INFO ] [CONFIGURE ] AIV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T03:58:57.260981] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_pbf_return_2d'] [2025-11-21T03:58:57.480960] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:57.701986] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:58:57.920048] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:58:58.170205] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:58:58.396411] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:58:58.619839] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:58:58.841368] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:58:59.062558] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:58:59.281010] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:58:59.498173] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:58:59.498377] [INFO ] [CONFIGURE ] AIV: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T03:58:59.498436] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19253 tests [2025-11-21T03:58:59.498482] [INFO ] [CONFIGURE ] AIV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T03:58:59.498520] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T03:58:59.686257] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:58:59.879280] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:00.071196] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:59:00.264518] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:00.473031] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:01.467784] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:01.851061] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:02.036560] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:02.218610] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:59:02.388895] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:02.389075] [INFO ] [CONFIGURE ] AIV: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T03:59:02.389122] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19252 tests [2025-11-21T03:59:02.389160] [INFO ] [CONFIGURE ] AIV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T03:59:02.389195] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T03:59:02.559519] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:02.733926] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:02.911294] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:03.086211] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:03.264104] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:03.448886] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:03.659629] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:03.866964] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:04.056580] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:59:04.236717] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:04.236927] [INFO ] [CONFIGURE ] AIV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T03:59:04.236975] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19251 tests [2025-11-21T03:59:04.237014] [INFO ] [CONFIGURE ] AIV: Testing feature 20/29: add_price_rejection [2025-11-21T03:59:04.237048] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_price_rejection'] [2025-11-21T03:59:04.437274] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:04.657058] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:04.867293] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:59:05.076457] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:05.300520] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:05.509156] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:05.730601] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:05.947801] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:06.156381] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:59:06.370745] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:06.370924] [INFO ] [CONFIGURE ] AIV: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T03:59:06.370971] [INFO ] [CONFIGURE ] JOB ETA: 15.6h | Avg: 2.9s/test | Remaining: 19250 tests [2025-11-21T03:59:06.371037] [INFO ] [CONFIGURE ] AIV: Testing feature 21/29: add_range_position [2025-11-21T03:59:06.371073] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_range_position'] [2025-11-21T03:59:06.600119] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:06.843760] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:07.083105] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:07.332963] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:07.585478] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:07.837773] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:08.097885] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:08.358678] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:08.613358] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:59:08.866613] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:59:08.866939] [INFO ] [CONFIGURE ] AIV: DISCARDED add_range_position (score: 70.00%) [2025-11-21T03:59:08.866995] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19249 tests [2025-11-21T03:59:08.867059] [INFO ] [CONFIGURE ] AIV: Testing feature 22/29: add_realized_volatility [2025-11-21T03:59:08.867124] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_realized_volatility'] [2025-11-21T03:59:09.208427] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:09.532146] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:09.857607] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:10.173950] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:10.500737] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:10.826951] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:11.155187] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:11.482971] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:11.828406] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:59:12.167668] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T03:59:12.167888] [INFO ] [CONFIGURE ] AIV: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T03:59:12.167951] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19248 tests [2025-11-21T03:59:12.168022] [INFO ] [CONFIGURE ] AIV: Testing feature 23/29: add_recent_range_context [2025-11-21T03:59:12.168070] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_recent_range_context'] [2025-11-21T03:59:12.379693] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:12.603418] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:12.814579] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:59:13.024502] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:13.226178] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:13.432170] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:13.635769] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:13.840961] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:14.048356] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:59:14.255397] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:14.255598] [INFO ] [CONFIGURE ] AIV: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T03:59:14.255666] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19247 tests [2025-11-21T03:59:14.255736] [INFO ] [CONFIGURE ] AIV: Testing feature 24/29: add_rsi [2025-11-21T03:59:14.255789] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T03:59:14.523147] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:14.779040] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:15.048349] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:59:15.325759] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:59:15.593553] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:15.857508] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:16.126100] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:16.391442] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:16.660572] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:59:16.925400] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:16.925586] [INFO ] [CONFIGURE ] AIV: DISCARDED add_rsi (score: 50.00%) [2025-11-21T03:59:16.925669] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19246 tests [2025-11-21T03:59:16.925718] [INFO ] [CONFIGURE ] AIV: Testing feature 25/29: add_tick_distribution [2025-11-21T03:59:16.925823] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_tick_distribution'] [2025-11-21T03:59:17.135360] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:17.347164] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:17.557621] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:17.770030] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:17.946896] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:18.138688] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:18.327154] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:18.518196] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:18.713592] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:59:18.905094] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:18.905263] [INFO ] [CONFIGURE ] AIV: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T03:59:18.905312] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19245 tests [2025-11-21T03:59:18.905350] [INFO ] [CONFIGURE ] AIV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T03:59:18.905385] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T03:59:19.100054] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:19.300832] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:19.501925] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:59:19.706303] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:19.906432] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:20.109233] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:20.316836] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:20.521364] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:20.727441] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:59:20.931138] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:20.931309] [INFO ] [CONFIGURE ] AIV: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T03:59:20.931366] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19244 tests [2025-11-21T03:59:20.931404] [INFO ] [CONFIGURE ] AIV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T03:59:20.931439] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_volume_price_divergence'] [2025-11-21T03:59:21.147008] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:21.357981] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:21.570601] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:59:21.785890] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T03:59:22.017457] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:22.249133] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:22.475123] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:22.696746] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:22.921152] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:59:23.151263] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:23.151447] [INFO ] [CONFIGURE ] AIV: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T03:59:23.151498] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19243 tests [2025-11-21T03:59:23.151537] [INFO ] [CONFIGURE ] AIV: Testing feature 28/29: add_volume_profile [2025-11-21T03:59:23.151573] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_volume_profile'] [2025-11-21T03:59:23.372197] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:23.599876] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:23.830998] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:24.063361] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:24.306983] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:24.532904] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:24.759690] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:24.989050] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:25.212736] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T03:59:25.437117] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:25.437347] [INFO ] [CONFIGURE ] AIV: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T03:59:25.437399] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19242 tests [2025-11-21T03:59:25.437439] [INFO ] [CONFIGURE ] AIV: Testing feature 29/29: add_vwap [2025-11-21T03:59:25.437476] [INFO ] [CONFIGURE ] AIV: Testing with features: ['add_vwap'] [2025-11-21T03:59:25.660704] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:25.883303] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:26.101465] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:26.324691] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T03:59:26.537224] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T03:59:26.753160] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T03:59:26.970050] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:27.194974] [DEBUG] [FORECASTER] AIV: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T03:59:27.417517] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T03:59:27.645124] [DEBUG] [FORECASTER] AIV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T03:59:27.645352] [INFO ] [CONFIGURE ] AIV: DISCARDED add_vwap (score: 50.00%) [2025-11-21T03:59:27.645402] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19241 tests [2025-11-21T03:59:27.645443] [INFO ] [CONFIGURE ] AIV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T03:59:27.645476] [INFO ] [CONFIGURE ] AIV: Best accuracy: 80.00% [2025-11-21T03:59:27.645508] [INFO ] [CONFIGURE ] AIV: Best feature set (0 features): [] [2025-11-21T03:59:27.645539] [INFO ] [CONFIGURE ] AIV: Improvement over baseline: 0.00% [2025-11-21T03:59:27.645568] [INFO ] [CONFIGURE ] AIV: Total time: 1.1 minutes [2025-11-21T03:59:27.645598] [INFO ] [CONFIGURE ] AIV: Average time per feature: 2.3 seconds [2025-11-21T03:59:27.645628] [INFO ] [CONFIGURE ] AIV: Average speed: 0.43 features/sec [2025-11-21T03:59:27.646165] [INFO ] [LOCAL ] Saved configuration for AIV: 0 features, 80.00% accuracy -> ./output/feature-sets/AIV.json [2025-11-21T03:59:27.646419] [INFO ] [CONFIGURE ] AIV: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T03:59:27.646525] [INFO ] [sig ] [60/723] Successfully configured AIV | 0.01 sym/s | Total: 1.4h | ETA: 15.8h [2025-11-21T03:59:27.646652] [INFO ] [sig ] [61/723] Configuring AIZ... [2025-11-21T03:59:27.646743] [INFO ] [CONFIGURE ] AIZ: Configurate test run. [2025-11-21T03:59:27.646840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'. [2025-11-21T03:59:27.756837] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIZ'. [2025-11-21T03:59:27.757343] [INFO ] [CONFIGURE ] AIZ: Testing with 29 available features [2025-11-21T03:59:27.757408] [INFO ] [CONFIGURE ] AIZ: Establishing baseline with no features... [2025-11-21T03:59:27.963931] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:28.169229] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:28.374226] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:28.569173] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:28.765121] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:28.973430] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:29.181583] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:29.383014] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:29.586019] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:29.782860] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:59:29.783105] [INFO ] [CONFIGURE ] AIZ: Baseline score (no features): 40.00% [2025-11-21T03:59:29.783160] [INFO ] [CONFIGURE ] AIZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T03:59:29.783202] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T03:59:30.016832] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:30.252017] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:30.485031] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:30.726188] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:30.959794] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:31.204863] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:31.443365] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:31.686629] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:31.935052] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:32.170686] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:32.170949] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T03:59:32.171002] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19240 tests [2025-11-21T03:59:32.171043] [INFO ] [CONFIGURE ] AIZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T03:59:32.171083] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_cumulative_delta'] [2025-11-21T03:59:32.417842] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:32.666151] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:32.914962] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:59:33.156845] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:33.394450] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:33.626569] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:33.860832] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:34.107366] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:34.343827] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:34.601636] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:34.602089] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T03:59:34.602212] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19239 tests [2025-11-21T03:59:34.602322] [INFO ] [CONFIGURE ] AIZ: Testing feature 3/29: add_daily_returns [2025-11-21T03:59:34.602429] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_daily_returns'] [2025-11-21T03:59:34.819623] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:35.031967] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:59:35.252251] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:35.471951] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:35.686340] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:35.903227] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:36.121262] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:36.342334] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:36.562450] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:36.783995] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:36.784233] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T03:59:36.784284] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19238 tests [2025-11-21T03:59:36.784324] [INFO ] [CONFIGURE ] AIZ: Testing feature 4/29: add_ema [2025-11-21T03:59:36.784361] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_ema'] [2025-11-21T03:59:37.038005] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:37.278963] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:59:37.527809] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:37.780378] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:38.035979] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:38.290784] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:38.550684] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:38.801088] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:59:39.056847] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:39.312623] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:39.312874] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_ema (score: 20.00%) [2025-11-21T03:59:39.312925] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19237 tests [2025-11-21T03:59:39.312966] [INFO ] [CONFIGURE ] AIZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T03:59:39.313002] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T03:59:39.570260] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:39.819919] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:40.059258] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:40.301540] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:40.544607] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:40.787448] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:41.028441] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:41.282973] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:41.524501] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:41.766562] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:41.766784] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T03:59:41.766911] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19236 tests [2025-11-21T03:59:41.766966] [INFO ] [CONFIGURE ] AIZ: Testing feature 6/29: add_failed_moves [2025-11-21T03:59:41.767009] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_failed_moves'] [2025-11-21T03:59:41.973002] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:42.186186] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:42.400296] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:42.623913] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:42.833441] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:43.042345] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:43.252139] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:43.465049] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:43.678414] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:43.903763] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:43.904017] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T03:59:43.904075] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19235 tests [2025-11-21T03:59:43.904117] [INFO ] [CONFIGURE ] AIZ: Testing feature 7/29: add_lag_shelf [2025-11-21T03:59:43.904156] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_lag_shelf'] [2025-11-21T03:59:44.106078] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:44.308399] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:44.503454] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:44.704492] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:44.904802] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:45.099902] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:45.301195] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:45.502298] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:45.701490] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:45.891919] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:59:45.892096] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T03:59:45.892142] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19234 tests [2025-11-21T03:59:45.892181] [INFO ] [CONFIGURE ] AIZ: Testing feature 8/29: add_macd [2025-11-21T03:59:45.892216] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T03:59:46.180639] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:46.462498] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:59:46.755957] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:47.057869] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:47.366691] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:47.672509] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:47.977998] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:48.304101] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:59:48.611335] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T03:59:48.907693] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T03:59:48.907943] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_macd (score: 30.00%) [2025-11-21T03:59:48.908004] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19233 tests [2025-11-21T03:59:48.908057] [INFO ] [CONFIGURE ] AIZ: Testing feature 9/29: add_mfi [2025-11-21T03:59:48.908130] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_mfi'] [2025-11-21T03:59:49.113301] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:49.323816] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:49.540728] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:49.765702] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:49.983802] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:50.206778] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:50.420512] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:50.631967] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:50.849870] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:51.063552] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:51.063805] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_mfi (score: 30.00%) [2025-11-21T03:59:51.063890] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19232 tests [2025-11-21T03:59:51.063947] [INFO ] [CONFIGURE ] AIZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T03:59:51.063998] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T03:59:51.364826] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:51.673146] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:51.978798] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:52.276188] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:52.581490] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:52.893384] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:53.189073] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:53.493181] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T03:59:53.810060] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:54.132195] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:54.132483] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T03:59:54.132549] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19231 tests [2025-11-21T03:59:54.132604] [INFO ] [CONFIGURE ] AIZ: Testing feature 11/29: add_obv_daily [2025-11-21T03:59:54.132679] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_obv_daily'] [2025-11-21T03:59:54.368432] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:54.647026] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:59:54.885765] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T03:59:55.100481] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:55.393812] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:55.630081] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:55.833605] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T03:59:56.023071] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:56.222670] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:56.426531] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:56.426919] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T03:59:56.427050] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19230 tests [2025-11-21T03:59:56.427159] [INFO ] [CONFIGURE ] AIZ: Testing feature 12/29: add_obv_interval [2025-11-21T03:59:56.427263] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_obv_interval'] [2025-11-21T03:59:56.618015] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T03:59:56.807096] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T03:59:57.000808] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:57.189909] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T03:59:57.372262] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:57.561859] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:57.759371] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T03:59:57.950950] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T03:59:58.158634] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T03:59:58.375864] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T03:59:58.376100] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T03:59:58.376158] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19229 tests [2025-11-21T03:59:58.376205] [INFO ] [CONFIGURE ] AIZ: Testing feature 13/29: add_opening_strength [2025-11-21T03:59:58.376244] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T03:59:58.609306] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T03:59:58.823183] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T03:59:59.033797] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T03:59:59.279201] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T03:59:59.503668] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T03:59:59.728043] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T03:59:59.959157] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:00.203063] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:00.450953] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:00.726174] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:00.726611] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T04:00:00.726759] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19228 tests [2025-11-21T04:00:00.726909] [INFO ] [CONFIGURE ] AIZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:00:00.727023] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T04:00:01.759582] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:02.219516] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:02.469892] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:00:02.712341] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:02.947109] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:03.207492] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:03.444769] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:03.677902] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:03.917472] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:04.170273] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:04.170519] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T04:00:04.170588] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19227 tests [2025-11-21T04:00:04.170639] [INFO ] [CONFIGURE ] AIZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:00:04.170712] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T04:00:04.384662] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:04.594505] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:04.806332] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:05.015999] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:05.221154] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:05.431356] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:05.655633] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:05.862367] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:06.081417] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:06.285826] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:06.286080] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T04:00:06.286141] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19226 tests [2025-11-21T04:00:06.286192] [INFO ] [CONFIGURE ] AIZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:00:06.286233] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T04:00:06.508011] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:06.721591] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:06.941456] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:07.175280] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:07.397885] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:07.622115] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:07.852943] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:08.092354] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:08.327741] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:08.567014] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:08.567420] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T04:00:08.567541] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19225 tests [2025-11-21T04:00:08.567669] [INFO ] [CONFIGURE ] AIZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:00:08.567791] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_pbf_return_2d'] [2025-11-21T04:00:08.810232] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:09.033395] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:00:09.259527] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:09.487295] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:09.713628] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:09.940554] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:10.169735] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:00:10.405531] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:10.629818] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:10.861386] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:10.861853] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-11-21T04:00:10.861984] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19224 tests [2025-11-21T04:00:10.862098] [INFO ] [CONFIGURE ] AIZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:00:10.862207] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T04:00:11.058198] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:11.247871] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:11.432736] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:11.625806] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:11.833475] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:12.043496] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:12.243374] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:00:12.443893] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:12.644816] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:12.851626] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:12.851895] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_pbf_volatility_5d (score: 20.00%) [2025-11-21T04:00:12.851947] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19223 tests [2025-11-21T04:00:12.852024] [INFO ] [CONFIGURE ] AIZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:00:12.852064] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T04:00:13.056085] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:13.260892] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:00:13.459533] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:13.664196] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:13.862215] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:14.068377] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:14.294337] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:14.497656] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:14.704198] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:14.908055] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:14.908467] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T04:00:14.908589] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19222 tests [2025-11-21T04:00:14.908709] [INFO ] [CONFIGURE ] AIZ: Testing feature 20/29: add_price_rejection [2025-11-21T04:00:14.908764] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_price_rejection'] [2025-11-21T04:00:15.126491] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:15.340631] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:15.559939] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:15.781964] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:16.002074] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:16.218632] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:16.433039] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:16.654800] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:16.872628] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:17.096308] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:17.096726] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T04:00:17.096851] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19221 tests [2025-11-21T04:00:17.096997] [INFO ] [CONFIGURE ] AIZ: Testing feature 21/29: add_range_position [2025-11-21T04:00:17.097109] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_range_position'] [2025-11-21T04:00:17.336424] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:17.594230] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:00:17.862955] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:18.110324] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:18.357727] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:18.596152] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:18.828385] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:19.065030] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:19.312309] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:19.552411] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:19.552744] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_range_position (score: 20.00%) [2025-11-21T04:00:19.552993] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19220 tests [2025-11-21T04:00:19.553107] [INFO ] [CONFIGURE ] AIZ: Testing feature 22/29: add_realized_volatility [2025-11-21T04:00:19.553220] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_realized_volatility'] [2025-11-21T04:00:19.886263] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:20.222550] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:20.555077] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:20.912273] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:21.258499] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:21.592616] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:21.959618] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:22.297694] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:22.640906] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:22.971628] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:22.971894] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T04:00:22.971958] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19219 tests [2025-11-21T04:00:22.972013] [INFO ] [CONFIGURE ] AIZ: Testing feature 23/29: add_recent_range_context [2025-11-21T04:00:22.972061] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_recent_range_context'] [2025-11-21T04:00:23.192392] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:23.403138] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:23.615849] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:23.826314] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:24.049822] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:24.264904] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:24.486539] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:24.699963] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:24.918482] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:25.135024] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:25.135258] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T04:00:25.135315] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19218 tests [2025-11-21T04:00:25.135362] [INFO ] [CONFIGURE ] AIZ: Testing feature 24/29: add_rsi [2025-11-21T04:00:25.135402] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T04:00:25.403425] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:25.677240] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:00:25.951866] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:26.232978] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:26.499396] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:26.776636] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:27.044149] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:00:27.320036] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:27.586071] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:27.854489] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:27.854725] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_rsi (score: 10.00%) [2025-11-21T04:00:27.854787] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19217 tests [2025-11-21T04:00:27.854842] [INFO ] [CONFIGURE ] AIZ: Testing feature 25/29: add_tick_distribution [2025-11-21T04:00:27.854885] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_tick_distribution'] [2025-11-21T04:00:28.074121] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:28.301586] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:28.509953] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:28.725927] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:28.945769] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:29.167626] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:29.391727] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:29.616906] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:29.818947] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:30.019177] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:30.019395] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T04:00:30.019455] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19216 tests [2025-11-21T04:00:30.019509] [INFO ] [CONFIGURE ] AIZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:00:30.019551] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T04:00:30.241160] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:30.469390] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:30.707186] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:30.936890] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:31.157584] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:31.396142] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:31.644891] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:31.883177] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:32.114561] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:32.347636] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:32.347920] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T04:00:32.347973] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19215 tests [2025-11-21T04:00:32.348014] [INFO ] [CONFIGURE ] AIZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:00:32.348050] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_volume_price_divergence'] [2025-11-21T04:00:32.577399] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:32.808501] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:33.040531] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:33.277183] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:33.509192] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:33.755521] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:33.987915] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:34.222622] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:34.460533] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:34.695957] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:34.696183] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T04:00:34.696246] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19214 tests [2025-11-21T04:00:34.696294] [INFO ] [CONFIGURE ] AIZ: Testing feature 28/29: add_volume_profile [2025-11-21T04:00:34.696332] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_volume_profile'] [2025-11-21T04:00:34.918908] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:00:35.140014] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:35.370829] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:35.605457] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:35.822898] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:36.057368] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:36.287564] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:36.512193] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:36.740843] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:36.967387] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:36.967601] [INFO ] [CONFIGURE ] AIZ: KEPT add_volume_profile (score: 50.00%) [2025-11-21T04:00:36.967674] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19213 tests [2025-11-21T04:00:36.967823] [INFO ] [CONFIGURE ] AIZ: Testing feature 29/29: add_vwap [2025-11-21T04:00:36.967866] [INFO ] [CONFIGURE ] AIZ: Testing with features: ['add_volume_profile', 'add_vwap'] [2025-11-21T04:00:37.218824] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:37.466888] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:37.713399] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:00:37.964042] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:00:38.220212] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:00:38.471896] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:00:38.765335] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:00:39.045310] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:39.314634] [DEBUG] [FORECASTER] AIZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:00:39.581585] [DEBUG] [FORECASTER] AIZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:00:39.581819] [INFO ] [CONFIGURE ] AIZ: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:00:39.581881] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19212 tests [2025-11-21T04:00:39.581934] [INFO ] [CONFIGURE ] AIZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:00:39.581981] [INFO ] [CONFIGURE ] AIZ: Best accuracy: 50.00% [2025-11-21T04:00:39.582038] [INFO ] [CONFIGURE ] AIZ: Best feature set (1 features): ['add_volume_profile'] [2025-11-21T04:00:39.582085] [INFO ] [CONFIGURE ] AIZ: Improvement over baseline: 10.00% [2025-11-21T04:00:39.582126] [INFO ] [CONFIGURE ] AIZ: Total time: 1.2 minutes [2025-11-21T04:00:39.582164] [INFO ] [CONFIGURE ] AIZ: Average time per feature: 2.4 seconds [2025-11-21T04:00:39.582202] [INFO ] [CONFIGURE ] AIZ: Average speed: 0.42 features/sec [2025-11-21T04:00:39.583097] [INFO ] [LOCAL ] Saved configuration for AIZ: 1 features, 50.00% accuracy -> ./output/feature-sets/AIZ.json [2025-11-21T04:00:39.583178] [INFO ] [CONFIGURE ] AIZ: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T04:00:39.583232] [INFO ] [sig ] [61/723] Successfully configured AIZ | 0.01 sym/s | Total: 1.4h | ETA: 15.7h [2025-11-21T04:00:39.583278] [INFO ] [sig ] [62/723] Configuring AIZN... [2025-11-21T04:00:39.583320] [INFO ] [CONFIGURE ] AIZN: Configurate test run. [2025-11-21T04:00:39.583370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-11-21T04:00:39.693870] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIZN'. [2025-11-21T04:00:39.694321] [INFO ] [CONFIGURE ] AIZN: Testing with 29 available features [2025-11-21T04:00:39.694391] [INFO ] [CONFIGURE ] AIZN: Establishing baseline with no features... [2025-11-21T04:00:39.895710] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:00:40.089349] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:40.284682] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:00:40.492486] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:00:40.706569] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:00:40.909558] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:00:41.110897] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:00:41.304453] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:41.497475] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:00:41.711729] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:00:41.711925] [INFO ] [CONFIGURE ] AIZN: Baseline score (no features): 80.00% [2025-11-21T04:00:41.711995] [INFO ] [CONFIGURE ] AIZN: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:00:41.712039] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:00:41.960199] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:42.208756] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:00:42.434803] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:00:42.715926] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:00:42.983042] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:00:43.243336] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:00:43.467120] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:00:43.687043] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:43.935982] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:00:44.190366] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:00:44.190590] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T04:00:44.190661] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19211 tests [2025-11-21T04:00:44.190731] [INFO ] [CONFIGURE ] AIZN: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:00:44.190785] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:00:44.407217] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:44.619190] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:44.857830] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:00:45.100183] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:00:45.316969] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:00:45.530721] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:00:45.763855] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:00:45.993079] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:46.211753] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:00:46.455872] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:00:46.456351] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T04:00:46.456495] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19210 tests [2025-11-21T04:00:46.456659] [INFO ] [CONFIGURE ] AIZN: Testing feature 3/29: add_daily_returns [2025-11-21T04:00:46.456779] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_daily_returns'] [2025-11-21T04:00:46.664512] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:00:46.880704] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:47.091569] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:00:47.292624] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:00:47.501096] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:00:47.710437] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:00:47.945272] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:00:48.145070] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:48.347521] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:00:48.548352] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:00:48.548602] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T04:00:48.548677] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19209 tests [2025-11-21T04:00:48.548748] [INFO ] [CONFIGURE ] AIZN: Testing feature 4/29: add_ema [2025-11-21T04:00:48.548796] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_ema'] [2025-11-21T04:00:48.786745] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:49.012022] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:49.250956] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:00:49.483395] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:00:49.722923] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:00:49.964944] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:00:50.218898] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:00:50.470105] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:50.728779] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:00:50.975011] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:00:50.975231] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:00:50.975284] [INFO ] [CONFIGURE ] JOB ETA: 15.5h | Avg: 2.9s/test | Remaining: 19208 tests [2025-11-21T04:00:50.975325] [INFO ] [CONFIGURE ] AIZN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:00:50.975360] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:00:51.226720] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:51.470943] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:51.729617] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:00:51.991549] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:00:52.229906] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:00:52.471614] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:00:52.707840] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:00:52.946405] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:53.181047] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:00:53.413601] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:00:53.413855] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T04:00:53.413916] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19207 tests [2025-11-21T04:00:53.414004] [INFO ] [CONFIGURE ] AIZN: Testing feature 6/29: add_failed_moves [2025-11-21T04:00:53.414076] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_failed_moves'] [2025-11-21T04:00:53.617021] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:00:53.811148] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:54.011317] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:00:54.199360] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:00:54.391477] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:00:54.595707] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:00:54.793619] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:00:54.991817] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:55.194955] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:00:55.401946] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:00:55.402165] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:00:55.402216] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19206 tests [2025-11-21T04:00:55.402257] [INFO ] [CONFIGURE ] AIZN: Testing feature 7/29: add_lag_shelf [2025-11-21T04:00:55.402295] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_lag_shelf'] [2025-11-21T04:00:55.592484] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:00:55.781453] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:55.985343] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:00:56.175003] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:00:56.361280] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:00:56.541703] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:00:56.707045] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:00:56.871315] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:00:57.036106] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:00:57.205054] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:00:57.205234] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T04:00:57.205283] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19205 tests [2025-11-21T04:00:57.205322] [INFO ] [CONFIGURE ] AIZN: Testing feature 8/29: add_macd [2025-11-21T04:00:57.205359] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:00:57.476716] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:00:57.770204] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:00:58.057283] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:00:58.344573] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:00:58.636351] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:00:58.927929] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:00:59.219546] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:00:59.513987] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:00:59.819606] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:00.187238] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:01:00.187487] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:01:00.187719] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19204 tests [2025-11-21T04:01:00.187844] [INFO ] [CONFIGURE ] AIZN: Testing feature 9/29: add_mfi [2025-11-21T04:01:00.187947] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_mfi'] [2025-11-21T04:01:00.948744] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:01:01.259157] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:01.466395] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:01.675426] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:01.906892] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:02.132084] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:02.339759] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:02.560804] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:02.768247] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:02.980855] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:01:02.981089] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_mfi (score: 80.00%) [2025-11-21T04:01:02.981141] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19203 tests [2025-11-21T04:01:02.981182] [INFO ] [CONFIGURE ] AIZN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:01:02.981220] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:01:03.275128] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:01:03.587586] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:03.892162] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:04.208632] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:04.519047] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:04.825421] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:05.129193] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:05.430954] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:01:05.758454] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:06.078982] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:06.079275] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T04:01:06.079345] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19202 tests [2025-11-21T04:01:06.079408] [INFO ] [CONFIGURE ] AIZN: Testing feature 11/29: add_obv_daily [2025-11-21T04:01:06.079459] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_obv_daily'] [2025-11-21T04:01:06.311194] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:01:06.530362] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:06.741413] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:06.975064] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:07.218860] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:01:07.438317] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:07.700765] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:07.932393] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:08.160515] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:08.394623] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:08.394911] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T04:01:08.394965] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19201 tests [2025-11-21T04:01:08.395008] [INFO ] [CONFIGURE ] AIZN: Testing feature 12/29: add_obv_interval [2025-11-21T04:01:08.395047] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_obv_interval'] [2025-11-21T04:01:08.615303] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:01:08.832075] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:09.052505] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:09.270969] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:01:09.473172] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:01:09.678261] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:09.886894] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:10.105662] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:01:10.331137] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:01:10.546915] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:10.547276] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T04:01:10.547392] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19200 tests [2025-11-21T04:01:10.547512] [INFO ] [CONFIGURE ] AIZN: Testing feature 13/29: add_opening_strength [2025-11-21T04:01:10.547626] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:01:10.759503] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:10.969715] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:11.198507] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:11.407864] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:11.631225] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:01:11.870792] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:12.118477] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:12.366701] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:01:12.608419] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:12.853486] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:12.853720] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:01:12.853835] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19199 tests [2025-11-21T04:01:12.853903] [INFO ] [CONFIGURE ] AIZN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:01:12.853954] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T04:01:13.084632] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:01:13.312540] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:13.536970] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:13.761807] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:13.978393] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:14.228954] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:14.465359] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:14.688143] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:14.909025] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:15.138003] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:15.138238] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T04:01:15.138413] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19198 tests [2025-11-21T04:01:15.138532] [INFO ] [CONFIGURE ] AIZN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:01:15.138623] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T04:01:15.329011] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:15.519434] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:15.694557] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:15.870416] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:16.042468] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:16.216432] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:16.390878] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:16.569127] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:01:16.742404] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:16.917312] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:16.917508] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:01:16.917556] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19197 tests [2025-11-21T04:01:16.917594] [INFO ] [CONFIGURE ] AIZN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:01:16.917628] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T04:01:17.151293] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:17.345599] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:17.534327] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:17.724430] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:17.918597] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:18.119171] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:18.311185] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:18.527221] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:01:18.756470] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:18.967450] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:18.967881] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:01:18.968032] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19196 tests [2025-11-21T04:01:18.968157] [INFO ] [CONFIGURE ] AIZN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:01:18.968286] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_pbf_return_2d'] [2025-11-21T04:01:19.190322] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:19.418124] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:19.644620] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:19.875755] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:20.103587] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:01:20.326129] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:20.568281] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:20.810239] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:01:21.034774] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:21.255569] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:21.255805] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:01:21.255864] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19195 tests [2025-11-21T04:01:21.255902] [INFO ] [CONFIGURE ] AIZN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:01:21.255954] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T04:01:21.444128] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:21.632923] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:21.828252] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:22.010940] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:01:22.192187] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:22.375878] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:22.557189] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:22.744535] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:01:22.934050] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:01:23.120880] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:23.121074] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T04:01:23.121124] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19194 tests [2025-11-21T04:01:23.121164] [INFO ] [CONFIGURE ] AIZN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:01:23.121222] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T04:01:23.303969] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:01:23.484866] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:23.673435] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:23.865518] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:24.060988] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:24.243738] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:24.425692] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:24.607874] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:01:24.792472] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:24.973436] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:24.973625] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:01:24.973695] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19193 tests [2025-11-21T04:01:24.973769] [INFO ] [CONFIGURE ] AIZN: Testing feature 20/29: add_price_rejection [2025-11-21T04:01:24.973817] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection'] [2025-11-21T04:01:25.166441] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:25.357520] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:25.556994] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:25.756265] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:25.952093] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:26.140359] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:26.347238] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:26.559262] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:26.765355] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:26.988515] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:01:26.989777] [INFO ] [CONFIGURE ] AIZN: KEPT add_price_rejection (score: 90.00%) [2025-11-21T04:01:26.989912] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19192 tests [2025-11-21T04:01:26.990025] [INFO ] [CONFIGURE ] AIZN: Testing feature 21/29: add_range_position [2025-11-21T04:01:26.990136] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_range_position'] [2025-11-21T04:01:27.263353] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:27.545525] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:27.818096] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:28.082261] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:28.345578] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:28.640945] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:28.915521] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:29.203604] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:29.492148] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:29.763990] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:01:29.764279] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_range_position (score: 80.00%) [2025-11-21T04:01:29.764348] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19191 tests [2025-11-21T04:01:29.764401] [INFO ] [CONFIGURE ] AIZN: Testing feature 22/29: add_realized_volatility [2025-11-21T04:01:29.764469] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_realized_volatility'] [2025-11-21T04:01:30.134017] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:30.454902] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:30.785136] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:31.121743] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:31.485542] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:01:31.829838] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:32.162229] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:32.494847] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:32.833945] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:33.165979] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:01:33.166196] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:01:33.166256] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19190 tests [2025-11-21T04:01:33.166304] [INFO ] [CONFIGURE ] AIZN: Testing feature 23/29: add_recent_range_context [2025-11-21T04:01:33.166349] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_recent_range_context'] [2025-11-21T04:01:33.392353] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:33.624098] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:33.861557] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:34.102554] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:34.335596] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:34.576639] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:34.819763] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:35.080193] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:35.371855] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:35.667472] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:35.667765] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:01:35.667863] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19189 tests [2025-11-21T04:01:35.667925] [INFO ] [CONFIGURE ] AIZN: Testing feature 24/29: add_rsi [2025-11-21T04:01:35.667987] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-21T04:01:36.001815] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:36.272129] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:36.557809] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:36.841579] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:37.113258] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:37.393354] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:37.677145] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:01:37.973424] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:38.259365] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:38.543329] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:38.543549] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T04:01:38.543609] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19188 tests [2025-11-21T04:01:38.543679] [INFO ] [CONFIGURE ] AIZN: Testing feature 25/29: add_tick_distribution [2025-11-21T04:01:38.543717] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_tick_distribution'] [2025-11-21T04:01:38.765907] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:38.984041] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:39.203862] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:39.424613] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:39.644228] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:39.868411] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:40.091622] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:40.339090] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:40.565504] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:40.797175] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:01:40.797396] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T04:01:40.797445] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19187 tests [2025-11-21T04:01:40.797484] [INFO ] [CONFIGURE ] AIZN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:01:40.797519] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T04:01:41.015919] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:41.230634] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:41.459171] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:41.676053] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:41.898870] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:42.118595] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:42.356500] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:01:42.582580] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:42.815317] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:43.051834] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:43.052030] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:01:43.052086] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19186 tests [2025-11-21T04:01:43.052135] [INFO ] [CONFIGURE ] AIZN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:01:43.052172] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T04:01:43.299290] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:43.558849] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:43.821431] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:01:44.075682] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:44.322505] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:44.576333] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:44.840212] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:45.095107] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:45.346932] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:45.602326] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:45.602534] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T04:01:45.602592] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19185 tests [2025-11-21T04:01:45.602665] [INFO ] [CONFIGURE ] AIZN: Testing feature 28/29: add_volume_profile [2025-11-21T04:01:45.602710] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_volume_profile'] [2025-11-21T04:01:45.844497] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:46.068773] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:46.289088] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:46.527072] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:46.761148] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:01:46.992750] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:47.213449] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:47.437581] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:47.658106] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:47.879481] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:47.879713] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T04:01:47.879794] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19184 tests [2025-11-21T04:01:47.879846] [INFO ] [CONFIGURE ] AIZN: Testing feature 29/29: add_vwap [2025-11-21T04:01:47.879899] [INFO ] [CONFIGURE ] AIZN: Testing with features: ['add_price_rejection', 'add_vwap'] [2025-11-21T04:01:48.101979] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:01:48.337541] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:01:48.576990] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:01:48.799496] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:01:49.023077] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:01:49.289367] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:49.546725] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:01:49.799591] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:50.065713] [DEBUG] [FORECASTER] AIZN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:01:50.344559] [DEBUG] [FORECASTER] AIZN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:01:50.344831] [INFO ] [CONFIGURE ] AIZN: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:01:50.344896] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19183 tests [2025-11-21T04:01:50.344953] [INFO ] [CONFIGURE ] AIZN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:01:50.344997] [INFO ] [CONFIGURE ] AIZN: Best accuracy: 90.00% [2025-11-21T04:01:50.345044] [INFO ] [CONFIGURE ] AIZN: Best feature set (1 features): ['add_price_rejection'] [2025-11-21T04:01:50.345135] [INFO ] [CONFIGURE ] AIZN: Improvement over baseline: 10.00% [2025-11-21T04:01:50.345180] [INFO ] [CONFIGURE ] AIZN: Total time: 1.1 minutes [2025-11-21T04:01:50.345220] [INFO ] [CONFIGURE ] AIZN: Average time per feature: 2.4 seconds [2025-11-21T04:01:50.345262] [INFO ] [CONFIGURE ] AIZN: Average speed: 0.42 features/sec [2025-11-21T04:01:50.345915] [INFO ] [LOCAL ] Saved configuration for AIZN: 1 features, 90.00% accuracy -> ./output/feature-sets/AIZN.json [2025-11-21T04:01:50.345979] [INFO ] [CONFIGURE ] AIZN: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T04:01:50.346034] [INFO ] [sig ] [62/723] Successfully configured AIZN | 0.01 sym/s | Total: 1.5h | ETA: 15.7h [2025-11-21T04:01:50.346082] [INFO ] [sig ] [63/723] Configuring AL... [2025-11-21T04:01:50.346124] [INFO ] [CONFIGURE ] AL: Configurate test run. [2025-11-21T04:01:50.346166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-11-21T04:01:50.426176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AL'. [2025-11-21T04:01:50.426844] [INFO ] [CONFIGURE ] AL: Testing with 29 available features [2025-11-21T04:01:50.426946] [INFO ] [CONFIGURE ] AL: Establishing baseline with no features... [2025-11-21T04:01:50.638495] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:01:50.840375] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:01:51.036295] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:01:51.237565] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:01:51.438928] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:01:51.639846] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:51.847838] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:01:52.055402] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:52.265775] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:01:52.487721] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:01:52.487982] [INFO ] [CONFIGURE ] AL: Baseline score (no features): 40.00% [2025-11-21T04:01:52.488045] [INFO ] [CONFIGURE ] AL: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:01:52.488095] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:01:52.744199] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:52.994859] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:01:53.256386] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:01:53.511875] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:01:53.759413] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:01:53.999198] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:54.244161] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:01:54.479681] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:54.694196] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:01:54.914972] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:01:54.915174] [INFO ] [CONFIGURE ] AL: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:01:54.915223] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19182 tests [2025-11-21T04:01:54.915261] [INFO ] [CONFIGURE ] AL: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:01:54.915295] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:01:55.145591] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:55.388737] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:01:55.621093] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:01:55.851192] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:01:56.107286] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:01:56.339848] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:01:56.590866] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:01:56.858997] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:57.113477] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:01:57.372919] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:01:57.373173] [INFO ] [CONFIGURE ] AL: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T04:01:57.373462] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19181 tests [2025-11-21T04:01:57.373523] [INFO ] [CONFIGURE ] AL: Testing feature 3/29: add_daily_returns [2025-11-21T04:01:57.373671] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:01:57.639791] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:01:57.902506] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:01:58.177672] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:01:58.442366] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:01:58.732237] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:01:59.006329] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:01:59.273478] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:01:59.541094] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:01:59.798548] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:02:00.076545] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:02:00.076849] [INFO ] [CONFIGURE ] AL: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T04:02:00.076941] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19180 tests [2025-11-21T04:02:00.077004] [INFO ] [CONFIGURE ] AL: Testing feature 4/29: add_ema [2025-11-21T04:02:00.077053] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T04:02:01.409869] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:01.745812] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:02.017983] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:02.310324] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:02:02.599093] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:02.911753] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:03.221150] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:03.537959] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:03.860289] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:02:04.186750] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:04.187019] [INFO ] [CONFIGURE ] AL: KEPT add_ema (score: 70.00%) [2025-11-21T04:02:04.187096] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19179 tests [2025-11-21T04:02:04.187153] [INFO ] [CONFIGURE ] AL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:02:04.187212] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:02:04.577947] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:04.945228] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:05.303622] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:02:05.659053] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:06.003454] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:06.371998] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:06.716521] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:02:07.081119] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:07.431125] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:07.787204] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:07.787445] [INFO ] [CONFIGURE ] AL: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T04:02:07.787508] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19178 tests [2025-11-21T04:02:07.787549] [INFO ] [CONFIGURE ] AL: Testing feature 6/29: add_failed_moves [2025-11-21T04:02:07.787662] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T04:02:08.089720] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:08.394541] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:08.721684] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:09.052345] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:02:09.363512] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:09.674593] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:09.984350] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:10.305615] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:10.636284] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:02:10.947175] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:10.947450] [INFO ] [CONFIGURE ] AL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T04:02:10.947553] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19177 tests [2025-11-21T04:02:10.947615] [INFO ] [CONFIGURE ] AL: Testing feature 7/29: add_lag_shelf [2025-11-21T04:02:10.947687] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T04:02:11.252234] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:11.560552] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:11.868161] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:12.176786] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:02:12.473876] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:12.784314] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:13.094972] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:13.401043] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:13.722840] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:02:14.043387] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:14.043638] [INFO ] [CONFIGURE ] AL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:02:14.043724] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19176 tests [2025-11-21T04:02:14.043769] [INFO ] [CONFIGURE ] AL: Testing feature 8/29: add_macd [2025-11-21T04:02:14.043833] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T04:02:14.440921] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:14.838338] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:15.249339] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:02:15.658090] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:02:16.054391] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:16.486896] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:16.901238] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:02:17.307323] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:17.734140] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:18.133197] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:02:18.133493] [INFO ] [CONFIGURE ] AL: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:02:18.133564] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19175 tests [2025-11-21T04:02:18.133619] [INFO ] [CONFIGURE ] AL: Testing feature 9/29: add_mfi [2025-11-21T04:02:18.133693] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T04:02:18.444245] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:18.763712] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:19.071962] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:19.382326] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:19.698555] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:20.014282] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:20.332218] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:20.666900] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:20.990433] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:21.311518] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:21.311792] [INFO ] [CONFIGURE ] AL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:02:21.311859] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19174 tests [2025-11-21T04:02:21.311912] [INFO ] [CONFIGURE ] AL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:02:21.311959] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:02:21.714224] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:22.132307] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:22.618140] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:23.124526] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:23.556374] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:23.971757] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:24.366572] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:02:24.758670] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:25.165510] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:25.551145] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:25.551431] [INFO ] [CONFIGURE ] AL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:02:25.551496] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19173 tests [2025-11-21T04:02:25.551550] [INFO ] [CONFIGURE ] AL: Testing feature 11/29: add_obv_daily [2025-11-21T04:02:25.551598] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T04:02:25.838398] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:26.146195] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:26.462797] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:26.812969] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:27.138604] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:27.453692] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:27.777903] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:02:28.111824] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:28.445459] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:28.771711] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:28.771972] [INFO ] [CONFIGURE ] AL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:02:28.772036] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19172 tests [2025-11-21T04:02:28.772092] [INFO ] [CONFIGURE ] AL: Testing feature 12/29: add_obv_interval [2025-11-21T04:02:28.772141] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T04:02:29.088127] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:29.382009] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:29.689193] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:30.012776] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:30.353061] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:30.648290] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:30.960200] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:02:31.261504] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:31.571124] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:31.871272] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:31.871436] [INFO ] [CONFIGURE ] AL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:02:31.871496] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19171 tests [2025-11-21T04:02:31.871664] [INFO ] [CONFIGURE ] AL: Testing feature 13/29: add_opening_strength [2025-11-21T04:02:31.871723] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:02:32.215331] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:32.557324] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:32.884242] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:02:33.260007] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:02:33.604344] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:33.980102] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:34.341529] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:34.686431] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:35.008423] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:35.372418] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:35.372667] [INFO ] [CONFIGURE ] AL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:02:35.372733] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19170 tests [2025-11-21T04:02:35.372782] [INFO ] [CONFIGURE ] AL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:02:35.372828] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T04:02:35.691619] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:36.003522] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:36.310375] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:36.642044] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:36.977041] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:37.315338] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:37.651307] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:37.985028] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:38.317134] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:02:38.646177] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:38.646403] [INFO ] [CONFIGURE ] AL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T04:02:38.646463] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19169 tests [2025-11-21T04:02:38.646519] [INFO ] [CONFIGURE ] AL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:02:38.646571] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T04:02:38.940236] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:39.237365] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:39.527495] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:39.820805] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:40.114179] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:40.398747] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:40.668689] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:40.932316] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:41.195268] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:41.460060] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:41.460272] [INFO ] [CONFIGURE ] AL: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T04:02:41.460331] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19168 tests [2025-11-21T04:02:41.460378] [INFO ] [CONFIGURE ] AL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:02:41.460421] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T04:02:41.737768] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:42.027383] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:42.311582] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:42.611398] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:42.901830] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:43.225519] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:43.526424] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:43.845092] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:44.162085] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:44.465177] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:44.465439] [INFO ] [CONFIGURE ] AL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:02:44.465505] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19167 tests [2025-11-21T04:02:44.465554] [INFO ] [CONFIGURE ] AL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:02:44.465600] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T04:02:44.792095] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:45.117501] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:45.446424] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:45.801960] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:46.144428] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:46.463588] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:46.789354] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:47.114169] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:47.440177] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:02:47.778067] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:47.778322] [INFO ] [CONFIGURE ] AL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:02:47.778387] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19166 tests [2025-11-21T04:02:47.778436] [INFO ] [CONFIGURE ] AL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:02:47.778485] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T04:02:48.075363] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:48.380919] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:48.675880] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:48.973729] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:02:49.276430] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:49.583625] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:49.894425] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:50.184256] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:50.478674] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:50.786003] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:50.786209] [INFO ] [CONFIGURE ] AL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T04:02:50.786268] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19165 tests [2025-11-21T04:02:50.786316] [INFO ] [CONFIGURE ] AL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:02:50.786361] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T04:02:51.082799] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:02:51.380861] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:51.676460] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:51.968580] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:02:52.279519] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:52.580180] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:52.897517] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:53.199006] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:53.508304] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:02:53.809938] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:53.810264] [INFO ] [CONFIGURE ] AL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:02:53.810328] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19164 tests [2025-11-21T04:02:53.810381] [INFO ] [CONFIGURE ] AL: Testing feature 20/29: add_price_rejection [2025-11-21T04:02:53.810425] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T04:02:54.132936] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:54.469833] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:54.808081] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:02:55.138374] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:02:55.442438] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:55.748064] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:56.059304] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:02:56.370708] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:02:56.689532] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:02:56.999499] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:02:56.999738] [INFO ] [CONFIGURE ] AL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:02:56.999803] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19163 tests [2025-11-21T04:02:56.999856] [INFO ] [CONFIGURE ] AL: Testing feature 21/29: add_range_position [2025-11-21T04:02:56.999904] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T04:02:57.330881] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:02:57.667532] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:02:58.013018] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:02:58.353635] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:02:58.697453] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:02:59.039062] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:02:59.379635] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:02:59.724792] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:00.076987] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:01.237045] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:01.237386] [INFO ] [CONFIGURE ] AL: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:03:01.237459] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19162 tests [2025-11-21T04:03:01.237512] [INFO ] [CONFIGURE ] AL: Testing feature 22/29: add_realized_volatility [2025-11-21T04:03:01.237566] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T04:03:01.805607] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:03:02.205701] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:02.616483] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:03.028295] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:03:03.448594] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:03:03.896011] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:04.315989] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:03:04.748201] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:05.187315] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:05.616850] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:05.617120] [INFO ] [CONFIGURE ] AL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:03:05.617189] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19161 tests [2025-11-21T04:03:05.617243] [INFO ] [CONFIGURE ] AL: Testing feature 23/29: add_recent_range_context [2025-11-21T04:03:05.617289] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T04:03:05.958351] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:03:06.275449] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:06.595164] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:06.895961] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:03:07.204076] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:03:07.505005] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:07.812301] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:03:08.132780] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:08.460493] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:08.806138] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:08.806380] [INFO ] [CONFIGURE ] AL: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T04:03:08.806441] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19160 tests [2025-11-21T04:03:08.806491] [INFO ] [CONFIGURE ] AL: Testing feature 24/29: add_rsi [2025-11-21T04:03:08.806538] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T04:03:09.131928] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:03:09.451279] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:09.765976] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:10.079155] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:03:10.394158] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:03:10.718756] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:11.035424] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:03:11.359302] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:11.690330] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:12.010491] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:12.010758] [INFO ] [CONFIGURE ] AL: DISCARDED add_rsi (score: 40.00%) [2025-11-21T04:03:12.010850] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19159 tests [2025-11-21T04:03:12.010909] [INFO ] [CONFIGURE ] AL: Testing feature 25/29: add_tick_distribution [2025-11-21T04:03:12.010996] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T04:03:12.316764] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:03:12.625415] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:12.928244] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:13.238677] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:03:13.541550] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:03:13.853535] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:14.156557] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:03:14.460585] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:14.769298] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:15.082710] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:15.082966] [INFO ] [CONFIGURE ] AL: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T04:03:15.083030] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19158 tests [2025-11-21T04:03:15.083079] [INFO ] [CONFIGURE ] AL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:03:15.083123] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T04:03:15.403550] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:03:15.722262] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:16.036189] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:16.339774] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:03:16.641925] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:03:16.941126] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:17.253681] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:17.560851] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:17.879959] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:18.194500] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:18.194746] [INFO ] [CONFIGURE ] AL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:03:18.194828] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19157 tests [2025-11-21T04:03:18.194883] [INFO ] [CONFIGURE ] AL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:03:18.194931] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T04:03:18.525522] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:03:18.859168] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:19.181598] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:19.516730] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:03:19.842244] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:03:20.165801] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:20.500266] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:20.830479] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:21.159001] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:21.483897] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:21.484190] [INFO ] [CONFIGURE ] AL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T04:03:21.484258] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19156 tests [2025-11-21T04:03:21.484310] [INFO ] [CONFIGURE ] AL: Testing feature 28/29: add_volume_profile [2025-11-21T04:03:21.484357] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T04:03:21.789697] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:22.100820] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:22.409691] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:22.718109] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:03:23.025420] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:03:23.333370] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:23.655503] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:03:23.979775] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:24.315788] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:24.643942] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:24.644187] [INFO ] [CONFIGURE ] AL: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T04:03:24.644249] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19155 tests [2025-11-21T04:03:24.644301] [INFO ] [CONFIGURE ] AL: Testing feature 29/29: add_vwap [2025-11-21T04:03:24.644349] [INFO ] [CONFIGURE ] AL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T04:03:24.959911] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:25.277930] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:25.592290] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:25.913498] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:03:26.238143] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:03:26.551796] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:26.875389] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:27.203890] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:27.526751] [DEBUG] [FORECASTER] AL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:27.843088] [DEBUG] [FORECASTER] AL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:27.843322] [INFO ] [CONFIGURE ] AL: DISCARDED add_vwap (score: 70.00%) [2025-11-21T04:03:27.843387] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19154 tests [2025-11-21T04:03:27.843444] [INFO ] [CONFIGURE ] AL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:03:27.843489] [INFO ] [CONFIGURE ] AL: Best accuracy: 70.00% [2025-11-21T04:03:27.843537] [INFO ] [CONFIGURE ] AL: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T04:03:27.843580] [INFO ] [CONFIGURE ] AL: Improvement over baseline: 30.00% [2025-11-21T04:03:27.843673] [INFO ] [CONFIGURE ] AL: Total time: 1.6 minutes [2025-11-21T04:03:27.843721] [INFO ] [CONFIGURE ] AL: Average time per feature: 3.3 seconds [2025-11-21T04:03:27.843794] [INFO ] [CONFIGURE ] AL: Average speed: 0.30 features/sec [2025-11-21T04:03:27.844289] [INFO ] [LOCAL ] Saved configuration for AL: 2 features, 70.00% accuracy -> ./output/feature-sets/AL.json [2025-11-21T04:03:27.844351] [INFO ] [CONFIGURE ] AL: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T04:03:27.844406] [INFO ] [sig ] [63/723] Successfully configured AL | 0.01 sym/s | Total: 1.5h | ETA: 15.7h [2025-11-21T04:03:27.844456] [INFO ] [sig ] [64/723] Configuring ALC... [2025-11-21T04:03:27.844499] [INFO ] [CONFIGURE ] ALC: Configurate test run. [2025-11-21T04:03:27.844543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-11-21T04:03:27.892930] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALC'. [2025-11-21T04:03:27.893378] [INFO ] [CONFIGURE ] ALC: Testing with 29 available features [2025-11-21T04:03:27.893446] [INFO ] [CONFIGURE ] ALC: Establishing baseline with no features... [2025-11-21T04:03:28.094031] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:28.291672] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:03:28.487809] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:28.703814] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:28.911499] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:03:29.108160] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:29.302610] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:29.495988] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:29.689225] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:29.882387] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:29.882570] [INFO ] [CONFIGURE ] ALC: Baseline score (no features): 70.00% [2025-11-21T04:03:29.882623] [INFO ] [CONFIGURE ] ALC: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:03:29.882681] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:03:30.107414] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:30.331262] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:03:30.558709] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:30.808378] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:31.160394] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:31.486593] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:31.740296] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:03:31.981052] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:32.216578] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:32.455090] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:32.455315] [INFO ] [CONFIGURE ] ALC: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T04:03:32.455367] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19153 tests [2025-11-21T04:03:32.455408] [INFO ] [CONFIGURE ] ALC: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:03:32.455472] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:03:32.695516] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:32.940671] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:03:33.185602] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:33.428569] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:33.682435] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:33.927763] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:34.173034] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:34.415675] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:34.648018] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:03:34.879635] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:34.879864] [INFO ] [CONFIGURE ] ALC: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T04:03:34.879915] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19152 tests [2025-11-21T04:03:34.879954] [INFO ] [CONFIGURE ] ALC: Testing feature 3/29: add_daily_returns [2025-11-21T04:03:34.879988] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns'] [2025-11-21T04:03:35.081132] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:35.296726] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:35.509931] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:35.726697] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:35.940344] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:36.151879] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:36.367713] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:36.580800] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:36.790698] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:36.998619] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:36.999073] [INFO ] [CONFIGURE ] ALC: KEPT add_daily_returns (score: 90.00%) [2025-11-21T04:03:36.999201] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19151 tests [2025-11-21T04:03:36.999335] [INFO ] [CONFIGURE ] ALC: Testing feature 4/29: add_ema [2025-11-21T04:03:36.999449] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T04:03:37.262490] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:37.529023] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:37.794636] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:38.054692] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:38.310487] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:38.581500] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:38.841583] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:39.108547] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:39.368522] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:39.623457] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:39.623900] [INFO ] [CONFIGURE ] ALC: DISCARDED add_ema (score: 90.00%) [2025-11-21T04:03:39.624017] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19150 tests [2025-11-21T04:03:39.624129] [INFO ] [CONFIGURE ] ALC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:03:39.624237] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:03:39.891443] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:40.157401] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:40.423182] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:40.691605] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:40.958553] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:41.224545] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:03:41.490737] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:41.758870] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:42.025411] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:42.297181] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:42.297415] [INFO ] [CONFIGURE ] ALC: DISCARDED add_exhaustion_signals (score: 90.00%) [2025-11-21T04:03:42.297480] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19149 tests [2025-11-21T04:03:42.297530] [INFO ] [CONFIGURE ] ALC: Testing feature 6/29: add_failed_moves [2025-11-21T04:03:42.297577] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T04:03:42.517371] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:42.736952] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:42.958668] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:43.189994] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:43.413958] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:43.639170] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:43.866696] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:44.091970] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:44.315517] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:44.537033] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:44.537249] [INFO ] [CONFIGURE ] ALC: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T04:03:44.537301] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19148 tests [2025-11-21T04:03:44.537341] [INFO ] [CONFIGURE ] ALC: Testing feature 7/29: add_lag_shelf [2025-11-21T04:03:44.537378] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:03:44.742322] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:44.953493] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:45.162544] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:45.369803] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:45.580751] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:45.798856] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:46.011504] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:46.224610] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:46.441375] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:46.653300] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:46.653555] [INFO ] [CONFIGURE ] ALC: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T04:03:46.653620] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19147 tests [2025-11-21T04:03:46.653697] [INFO ] [CONFIGURE ] ALC: Testing feature 8/29: add_macd [2025-11-21T04:03:46.653749] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:03:46.963205] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:47.282132] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:47.592993] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:47.915374] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:48.252082] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:48.576324] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:48.904874] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:49.232811] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:49.542818] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:49.858936] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:49.859177] [INFO ] [CONFIGURE ] ALC: DISCARDED add_macd (score: 80.00%) [2025-11-21T04:03:49.859239] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19146 tests [2025-11-21T04:03:49.859293] [INFO ] [CONFIGURE ] ALC: Testing feature 9/29: add_mfi [2025-11-21T04:03:49.859338] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T04:03:50.085489] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:50.306482] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:03:50.534142] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:50.766413] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:50.997133] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:51.226799] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:51.456769] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:51.678812] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:51.903301] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:52.138277] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:52.138542] [INFO ] [CONFIGURE ] ALC: DISCARDED add_mfi (score: 80.00%) [2025-11-21T04:03:52.138630] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19145 tests [2025-11-21T04:03:52.138706] [INFO ] [CONFIGURE ] ALC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:03:52.138756] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:03:52.453437] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:52.768674] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:03:53.076110] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:53.385431] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:53.702727] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:54.027827] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:54.362638] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:03:54.677241] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:03:54.988622] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:55.300202] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:55.300454] [INFO ] [CONFIGURE ] ALC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T04:03:55.300515] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19144 tests [2025-11-21T04:03:55.300566] [INFO ] [CONFIGURE ] ALC: Testing feature 11/29: add_obv_daily [2025-11-21T04:03:55.300611] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T04:03:55.529414] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:55.760335] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:03:55.991901] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:56.230930] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:56.467410] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:56.709904] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:03:56.944182] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:03:57.179558] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:57.416120] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:57.650124] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:03:57.650502] [INFO ] [CONFIGURE ] ALC: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T04:03:57.650613] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19143 tests [2025-11-21T04:03:57.650739] [INFO ] [CONFIGURE ] ALC: Testing feature 12/29: add_obv_interval [2025-11-21T04:03:57.650852] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T04:03:57.867154] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:03:58.095176] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:03:58.320455] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:03:58.539729] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:03:58.768147] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:03:58.985102] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:03:59.208838] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:03:59.426134] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:03:59.646748] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:03:59.869628] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:03:59.869861] [INFO ] [CONFIGURE ] ALC: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T04:03:59.869917] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19142 tests [2025-11-21T04:03:59.869958] [INFO ] [CONFIGURE ] ALC: Testing feature 13/29: add_opening_strength [2025-11-21T04:03:59.869995] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:04:00.101098] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:00.337174] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:04:00.570622] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:01.586155] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:02.095806] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:04:02.333243] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:02.571877] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:02.824204] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:03.064603] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:04:03.303664] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:03.303865] [INFO ] [CONFIGURE ] ALC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:04:03.303914] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19141 tests [2025-11-21T04:04:03.303952] [INFO ] [CONFIGURE ] ALC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:04:03.303987] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T04:04:03.550200] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:03.802254] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:04:04.052757] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:04.300402] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:04.555691] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:04.798696] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:04:05.049302] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:05.298159] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:05.544983] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:05.804108] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:05.804340] [INFO ] [CONFIGURE ] ALC: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T04:04:05.804406] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19140 tests [2025-11-21T04:04:05.804461] [INFO ] [CONFIGURE ] ALC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:04:05.804510] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T04:04:06.040787] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:06.259294] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:06.473213] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:06.690385] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:06.904789] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:07.119465] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:07.341556] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:07.557422] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:07.788992] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:08.014396] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:08.014614] [INFO ] [CONFIGURE ] ALC: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T04:04:08.014894] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19139 tests [2025-11-21T04:04:08.015059] [INFO ] [CONFIGURE ] ALC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:04:08.015211] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T04:04:08.264591] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:08.511194] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:04:08.759250] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:09.017424] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:09.269188] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:09.519881] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:09.774266] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:10.023944] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:10.269359] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:04:10.512608] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:10.512858] [INFO ] [CONFIGURE ] ALC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:04:10.512909] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19138 tests [2025-11-21T04:04:10.512948] [INFO ] [CONFIGURE ] ALC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:04:10.512984] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T04:04:10.754467] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:10.996450] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:04:11.242571] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:11.493330] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:11.743510] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:11.992097] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:12.238153] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:12.479914] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:12.719927] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:12.970443] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:12.970722] [INFO ] [CONFIGURE ] ALC: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T04:04:12.970826] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19137 tests [2025-11-21T04:04:12.970885] [INFO ] [CONFIGURE ] ALC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:04:12.970938] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T04:04:13.186798] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:13.403000] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:04:13.644485] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:13.868974] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:14.086341] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:14.308556] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:14.533030] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:14.752051] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:14.978101] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:04:15.205000] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:15.205215] [INFO ] [CONFIGURE ] ALC: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T04:04:15.205268] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19136 tests [2025-11-21T04:04:15.205308] [INFO ] [CONFIGURE ] ALC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:04:15.205346] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T04:04:15.420261] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:15.637351] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:15.847173] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:16.064549] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:16.286144] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:16.521129] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:16.730781] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:16.945809] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:17.164449] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:17.393425] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:17.393626] [INFO ] [CONFIGURE ] ALC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T04:04:17.393700] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19135 tests [2025-11-21T04:04:17.393769] [INFO ] [CONFIGURE ] ALC: Testing feature 20/29: add_price_rejection [2025-11-21T04:04:17.393837] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T04:04:17.641284] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:17.884571] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:18.148934] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:18.418153] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:18.735118] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:19.028532] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:19.272501] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:04:19.515533] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:19.761907] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:19.998976] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:19.999227] [INFO ] [CONFIGURE ] ALC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:04:19.999276] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19134 tests [2025-11-21T04:04:19.999316] [INFO ] [CONFIGURE ] ALC: Testing feature 21/29: add_range_position [2025-11-21T04:04:19.999350] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T04:04:20.247319] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:20.503507] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:20.765632] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:21.029499] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:21.279612] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:21.534215] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:21.788748] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:04:22.054370] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:22.336002] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:22.599620] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:22.599877] [INFO ] [CONFIGURE ] ALC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:04:22.599941] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19133 tests [2025-11-21T04:04:22.599992] [INFO ] [CONFIGURE ] ALC: Testing feature 22/29: add_realized_volatility [2025-11-21T04:04:22.600037] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T04:04:22.930876] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:23.264841] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:04:23.606797] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:23.953083] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:24.316715] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:04:24.663388] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:25.011551] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:25.362358] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:25.694368] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:26.029316] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:26.029548] [INFO ] [CONFIGURE ] ALC: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:04:26.029636] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19132 tests [2025-11-21T04:04:26.029713] [INFO ] [CONFIGURE ] ALC: Testing feature 23/29: add_recent_range_context [2025-11-21T04:04:26.029765] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T04:04:26.252027] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:26.475879] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:26.701148] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:26.930930] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:27.172850] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:27.400796] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:27.625266] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:27.855804] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:28.088036] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:28.324759] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:28.324984] [INFO ] [CONFIGURE ] ALC: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T04:04:28.325041] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19131 tests [2025-11-21T04:04:28.325086] [INFO ] [CONFIGURE ] ALC: Testing feature 24/29: add_rsi [2025-11-21T04:04:28.325125] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T04:04:28.608564] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:28.888960] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:29.165060] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:29.450530] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:29.725010] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:30.004416] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:30.290936] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:30.583626] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:30.889496] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:31.172875] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:31.173189] [INFO ] [CONFIGURE ] ALC: DISCARDED add_rsi (score: 90.00%) [2025-11-21T04:04:31.173251] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19130 tests [2025-11-21T04:04:31.173297] [INFO ] [CONFIGURE ] ALC: Testing feature 25/29: add_tick_distribution [2025-11-21T04:04:31.173343] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T04:04:31.409469] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:31.643193] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:31.872310] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:32.095399] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:32.316039] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:32.545737] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:32.766613] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:32.988050] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:33.211576] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:33.438161] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:33.438361] [INFO ] [CONFIGURE ] ALC: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T04:04:33.438413] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19129 tests [2025-11-21T04:04:33.438455] [INFO ] [CONFIGURE ] ALC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:04:33.438493] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T04:04:33.675905] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:33.912092] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:34.141576] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:34.370020] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:34.610577] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:04:34.839323] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:35.068041] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:35.293875] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:35.514956] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:35.761429] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:04:35.761891] [INFO ] [CONFIGURE ] ALC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:04:35.762022] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19128 tests [2025-11-21T04:04:35.762140] [INFO ] [CONFIGURE ] ALC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:04:35.762255] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T04:04:36.008075] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:36.254956] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:36.504987] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:36.761759] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:37.014013] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:04:37.270748] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:37.527011] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:37.775440] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:38.025903] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:04:38.277416] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:38.277633] [INFO ] [CONFIGURE ] ALC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T04:04:38.277718] [INFO ] [CONFIGURE ] JOB ETA: 15.4h | Avg: 2.9s/test | Remaining: 19127 tests [2025-11-21T04:04:38.277769] [INFO ] [CONFIGURE ] ALC: Testing feature 28/29: add_volume_profile [2025-11-21T04:04:38.277815] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T04:04:38.514975] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:38.750375] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:38.991562] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:39.220378] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:39.452000] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:39.691883] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:39.926416] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:04:40.158721] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:40.393905] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:40.635819] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:40.636038] [INFO ] [CONFIGURE ] ALC: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T04:04:40.636087] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19126 tests [2025-11-21T04:04:40.636126] [INFO ] [CONFIGURE ] ALC: Testing feature 29/29: add_vwap [2025-11-21T04:04:40.636160] [INFO ] [CONFIGURE ] ALC: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T04:04:40.871174] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:41.109931] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:04:41.348810] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:41.590951] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:41.842375] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:42.098584] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:42.339352] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:04:42.580703] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:04:42.818972] [DEBUG] [FORECASTER] ALC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:04:43.063276] [DEBUG] [FORECASTER] ALC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:04:43.063720] [INFO ] [CONFIGURE ] ALC: DISCARDED add_vwap (score: 80.00%) [2025-11-21T04:04:43.063842] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19125 tests [2025-11-21T04:04:43.063953] [INFO ] [CONFIGURE ] ALC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:04:43.064056] [INFO ] [CONFIGURE ] ALC: Best accuracy: 90.00% [2025-11-21T04:04:43.064177] [INFO ] [CONFIGURE ] ALC: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T04:04:43.064287] [INFO ] [CONFIGURE ] ALC: Improvement over baseline: 20.00% [2025-11-21T04:04:43.064383] [INFO ] [CONFIGURE ] ALC: Total time: 1.2 minutes [2025-11-21T04:04:43.064499] [INFO ] [CONFIGURE ] ALC: Average time per feature: 2.5 seconds [2025-11-21T04:04:43.064606] [INFO ] [CONFIGURE ] ALC: Average speed: 0.40 features/sec [2025-11-21T04:04:43.065247] [INFO ] [LOCAL ] Saved configuration for ALC: 1 features, 90.00% accuracy -> ./output/feature-sets/ALC.json [2025-11-21T04:04:43.065369] [INFO ] [CONFIGURE ] ALC: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T04:04:43.065479] [INFO ] [sig ] [64/723] Successfully configured ALC | 0.01 sym/s | Total: 1.5h | ETA: 15.6h [2025-11-21T04:04:43.065600] [INFO ] [sig ] [65/723] Configuring ALE... [2025-11-21T04:04:43.065732] [INFO ] [CONFIGURE ] ALE: Configurate test run. [2025-11-21T04:04:43.065860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-11-21T04:04:43.205200] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALE'. [2025-11-21T04:04:43.205773] [INFO ] [CONFIGURE ] ALE: Testing with 29 available features [2025-11-21T04:04:43.205860] [INFO ] [CONFIGURE ] ALE: Establishing baseline with no features... [2025-11-21T04:04:43.400998] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:43.601159] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:04:43.797611] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:43.992509] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:44.195937] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:44.402106] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:04:44.606298] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:04:44.803961] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:45.004500] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:04:45.198794] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:04:45.199213] [INFO ] [CONFIGURE ] ALE: Baseline score (no features): 60.00% [2025-11-21T04:04:45.199327] [INFO ] [CONFIGURE ] ALE: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:04:45.199386] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:04:45.432851] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:45.671180] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:04:45.903292] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:46.139275] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:04:46.368765] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:46.597550] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:46.831281] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:04:47.064014] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:47.298800] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:04:47.537693] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:04:47.537940] [INFO ] [CONFIGURE ] ALE: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T04:04:47.538003] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19124 tests [2025-11-21T04:04:47.538053] [INFO ] [CONFIGURE ] ALE: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:04:47.538100] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:04:47.788278] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:48.024747] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:04:48.275875] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:48.516027] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:48.768985] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:04:49.013917] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:04:49.254350] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:04:49.494806] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:49.725328] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:04:49.972560] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:49.972820] [INFO ] [CONFIGURE ] ALE: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T04:04:49.972905] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19123 tests [2025-11-21T04:04:49.972964] [INFO ] [CONFIGURE ] ALE: Testing feature 3/29: add_daily_returns [2025-11-21T04:04:49.973016] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_daily_returns'] [2025-11-21T04:04:50.184185] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:50.397380] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:04:50.610241] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:50.821916] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:04:51.038029] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:51.249078] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:04:51.462135] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:04:51.676745] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:51.888030] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:04:52.103504] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:04:52.103751] [INFO ] [CONFIGURE ] ALE: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T04:04:52.103842] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19122 tests [2025-11-21T04:04:52.103906] [INFO ] [CONFIGURE ] ALE: Testing feature 4/29: add_ema [2025-11-21T04:04:52.103997] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_ema'] [2025-11-21T04:04:52.345597] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:52.593316] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:04:52.842794] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:53.086140] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:04:53.328211] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:04:53.574117] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:04:53.826996] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:04:54.082851] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:54.339199] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:04:54.592668] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:04:54.592915] [INFO ] [CONFIGURE ] ALE: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:04:54.592979] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19121 tests [2025-11-21T04:04:54.593031] [INFO ] [CONFIGURE ] ALE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:04:54.593080] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:04:54.837054] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:04:55.085676] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:04:55.331325] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:55.581404] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:04:55.831933] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:04:56.083780] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:04:56.337053] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:04:56.588524] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:56.836013] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:04:57.089347] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:04:57.089584] [INFO ] [CONFIGURE ] ALE: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T04:04:57.089666] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19120 tests [2025-11-21T04:04:57.089812] [INFO ] [CONFIGURE ] ALE: Testing feature 6/29: add_failed_moves [2025-11-21T04:04:57.089861] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_failed_moves'] [2025-11-21T04:04:57.301464] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:57.519078] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:04:57.729831] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:57.941411] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:04:58.149929] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:04:58.356915] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:04:58.566141] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:04:58.779639] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:04:58.988933] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:04:59.216677] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:04:59.216930] [INFO ] [CONFIGURE ] ALE: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:04:59.216986] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19119 tests [2025-11-21T04:04:59.217027] [INFO ] [CONFIGURE ] ALE: Testing feature 7/29: add_lag_shelf [2025-11-21T04:04:59.217063] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_lag_shelf'] [2025-11-21T04:04:59.412092] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:04:59.607088] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:04:59.801944] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:04:59.990689] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:00.936583] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:01.357125] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:05:01.557288] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:01.765432] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:01.972283] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:02.170373] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:02.170843] [INFO ] [CONFIGURE ] ALE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:05:02.170966] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19118 tests [2025-11-21T04:05:02.171069] [INFO ] [CONFIGURE ] ALE: Testing feature 8/29: add_macd [2025-11-21T04:05:02.171188] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:05:02.493948] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:05:02.796458] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:05:03.106029] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:03.404511] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:05:03.711756] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:05:04.046149] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:04.379879] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:04.678786] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:04.964845] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:05.260395] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:05.260682] [INFO ] [CONFIGURE ] ALE: DISCARDED add_macd (score: 20.00%) [2025-11-21T04:05:05.260745] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19117 tests [2025-11-21T04:05:05.260797] [INFO ] [CONFIGURE ] ALE: Testing feature 9/29: add_mfi [2025-11-21T04:05:05.260849] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_mfi'] [2025-11-21T04:05:05.465031] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:05.682235] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:05:05.896570] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:06.114637] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:05:06.331323] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:06.543710] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:05:06.759081] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:06.983481] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:07.197697] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:07.414518] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:07.414832] [INFO ] [CONFIGURE ] ALE: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:05:07.414918] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19116 tests [2025-11-21T04:05:07.414975] [INFO ] [CONFIGURE ] ALE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:05:07.415029] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:05:07.725544] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:08.037036] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:08.348559] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:08.652681] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:08.960974] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:09.247217] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:09.558542] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:09.866678] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:10.179120] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:05:10.496261] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:05:10.496547] [INFO ] [CONFIGURE ] ALE: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T04:05:10.496612] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19115 tests [2025-11-21T04:05:10.496702] [INFO ] [CONFIGURE ] ALE: Testing feature 11/29: add_obv_daily [2025-11-21T04:05:10.496767] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T04:05:10.853122] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:11.215312] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:11.621041] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:12.030425] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:05:12.506087] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:12.876096] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:05:13.208966] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:13.557518] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:13.900487] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:14.250386] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:14.250720] [INFO ] [CONFIGURE ] ALE: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:05:14.250788] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19114 tests [2025-11-21T04:05:14.250839] [INFO ] [CONFIGURE ] ALE: Testing feature 12/29: add_obv_interval [2025-11-21T04:05:14.250886] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T04:05:14.578013] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:14.895036] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:15.220446] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:15.542675] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:15.882705] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:16.213185] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:16.546994] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:16.876147] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:17.201966] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:17.561968] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:17.562225] [INFO ] [CONFIGURE ] ALE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:05:17.562288] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19113 tests [2025-11-21T04:05:17.562343] [INFO ] [CONFIGURE ] ALE: Testing feature 13/29: add_opening_strength [2025-11-21T04:05:17.562412] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:05:17.934320] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:18.284394] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:18.628751] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:18.963603] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:05:19.308158] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:19.647683] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:05:20.008189] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:20.361825] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:20.743284] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:05:21.091008] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:21.091279] [INFO ] [CONFIGURE ] ALE: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:05:21.091346] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19112 tests [2025-11-21T04:05:21.091399] [INFO ] [CONFIGURE ] ALE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:05:21.091447] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T04:05:21.436907] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:21.770448] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:22.129881] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:05:22.467610] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:22.796416] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:23.133086] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:23.466859] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:23.826846] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:24.172220] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:05:24.504996] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:24.505233] [INFO ] [CONFIGURE ] ALE: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:05:24.505303] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19111 tests [2025-11-21T04:05:24.505357] [INFO ] [CONFIGURE ] ALE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:05:24.505514] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T04:05:24.830174] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:25.168455] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:25.486084] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:05:25.821020] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:26.162888] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:26.477100] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:05:26.799584] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:27.116625] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:27.448606] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:27.773351] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:27.773585] [INFO ] [CONFIGURE ] ALE: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:05:27.773669] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19110 tests [2025-11-21T04:05:27.773727] [INFO ] [CONFIGURE ] ALE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:05:27.773777] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T04:05:28.095251] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:28.425770] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:28.762289] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:29.092884] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:05:29.434419] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:29.795237] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:30.158524] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:30.487398] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:30.834388] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:31.163048] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:05:31.163284] [INFO ] [CONFIGURE ] ALE: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:05:31.163345] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19109 tests [2025-11-21T04:05:31.163396] [INFO ] [CONFIGURE ] ALE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:05:31.163440] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T04:05:31.466542] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:31.773604] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:32.069234] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:32.365166] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:32.664121] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:32.961547] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:33.266530] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:33.583618] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:33.892455] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:05:34.197184] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:05:34.197481] [INFO ] [CONFIGURE ] ALE: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T04:05:34.197545] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19108 tests [2025-11-21T04:05:34.197603] [INFO ] [CONFIGURE ] ALE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:05:34.197703] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T04:05:34.509955] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:34.806387] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:35.108700] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:35.414789] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:35.740995] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:36.047403] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:05:36.349467] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:36.656185] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:36.957780] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:37.256684] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:05:37.256918] [INFO ] [CONFIGURE ] ALE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:05:37.256984] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19107 tests [2025-11-21T04:05:37.257033] [INFO ] [CONFIGURE ] ALE: Testing feature 20/29: add_price_rejection [2025-11-21T04:05:37.257079] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T04:05:37.598522] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:37.929938] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:38.237144] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:38.536560] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:38.882933] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:39.190801] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:39.500938] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:39.817834] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:40.133019] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:05:40.452714] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:40.452940] [INFO ] [CONFIGURE ] ALE: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:05:40.453000] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19106 tests [2025-11-21T04:05:40.453049] [INFO ] [CONFIGURE ] ALE: Testing feature 21/29: add_range_position [2025-11-21T04:05:40.453085] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T04:05:40.770939] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:41.106519] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:05:41.426269] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:41.750838] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:42.075895] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:42.394574] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:42.737942] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:43.065377] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:43.389551] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:05:43.715389] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:43.715604] [INFO ] [CONFIGURE ] ALE: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:05:43.715683] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19105 tests [2025-11-21T04:05:43.715736] [INFO ] [CONFIGURE ] ALE: Testing feature 22/29: add_realized_volatility [2025-11-21T04:05:43.715782] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T04:05:44.144068] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:44.571570] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:44.995206] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:45.435036] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:05:45.882551] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:46.313180] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:05:46.747279] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:47.162118] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:47.584470] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:05:48.009457] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:48.009719] [INFO ] [CONFIGURE ] ALE: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:05:48.009784] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19104 tests [2025-11-21T04:05:48.009835] [INFO ] [CONFIGURE ] ALE: Testing feature 23/29: add_recent_range_context [2025-11-21T04:05:48.009882] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T04:05:48.328161] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:48.677244] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:49.005445] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:49.333543] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:49.679570] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:50.015847] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:50.332544] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:50.648349] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:50.966385] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:05:51.281604] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:51.281882] [INFO ] [CONFIGURE ] ALE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:05:51.281943] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19103 tests [2025-11-21T04:05:51.281995] [INFO ] [CONFIGURE ] ALE: Testing feature 24/29: add_rsi [2025-11-21T04:05:51.282038] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T04:05:51.629205] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:51.981385] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:52.330305] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:52.689140] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:53.046360] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:53.377612] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:53.745578] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:54.101399] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:54.457417] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:54.805455] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:05:54.805685] [INFO ] [CONFIGURE ] ALE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T04:05:54.805748] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19102 tests [2025-11-21T04:05:54.805797] [INFO ] [CONFIGURE ] ALE: Testing feature 25/29: add_tick_distribution [2025-11-21T04:05:54.805842] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T04:05:55.106206] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:55.402450] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:55.705905] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:56.002183] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:05:56.293668] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:05:56.595526] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:05:56.882731] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:05:57.173669] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:05:57.474153] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:05:57.782618] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:05:57.782844] [INFO ] [CONFIGURE ] ALE: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T04:05:57.782907] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19101 tests [2025-11-21T04:05:57.782957] [INFO ] [CONFIGURE ] ALE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:05:57.783002] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T04:05:58.090145] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:05:58.401251] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:05:58.734966] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:05:59.097420] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:05:59.496167] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:05:59.845728] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:06:00.160891] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:01.195421] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:01.539397] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:01.871344] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:06:01.871612] [INFO ] [CONFIGURE ] ALE: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:06:01.871695] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19100 tests [2025-11-21T04:06:01.871745] [INFO ] [CONFIGURE ] ALE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:06:01.871788] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T04:06:02.213277] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:06:02.581021] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:06:02.918049] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:03.268687] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:03.603495] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:06:03.947027] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:04.287893] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:04.629368] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:04.973452] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:06:05.326615] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:06:05.326861] [INFO ] [CONFIGURE ] ALE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T04:06:05.327020] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19099 tests [2025-11-21T04:06:05.327087] [INFO ] [CONFIGURE ] ALE: Testing feature 28/29: add_volume_profile [2025-11-21T04:06:05.327137] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T04:06:05.640409] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:06:05.967388] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:06:06.298762] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:06.620775] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:06:06.947185] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:06:07.293966] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:07.627116] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:07.968217] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:08.303186] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:08.660247] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:06:08.660526] [INFO ] [CONFIGURE ] ALE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T04:06:08.660606] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19098 tests [2025-11-21T04:06:08.660714] [INFO ] [CONFIGURE ] ALE: Testing feature 29/29: add_vwap [2025-11-21T04:06:08.660791] [INFO ] [CONFIGURE ] ALE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T04:06:09.028941] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:06:09.350730] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:06:09.675306] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:10.010561] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:06:10.340486] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:06:10.671291] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:10.991553] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:11.305440] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:11.626621] [DEBUG] [FORECASTER] ALE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:06:11.940326] [DEBUG] [FORECASTER] ALE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:06:11.940575] [INFO ] [CONFIGURE ] ALE: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:06:11.940636] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19097 tests [2025-11-21T04:06:11.940703] [INFO ] [CONFIGURE ] ALE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:06:11.940745] [INFO ] [CONFIGURE ] ALE: Best accuracy: 80.00% [2025-11-21T04:06:11.940786] [INFO ] [CONFIGURE ] ALE: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:06:11.940824] [INFO ] [CONFIGURE ] ALE: Improvement over baseline: 20.00% [2025-11-21T04:06:11.940855] [INFO ] [CONFIGURE ] ALE: Total time: 1.4 minutes [2025-11-21T04:06:11.940884] [INFO ] [CONFIGURE ] ALE: Average time per feature: 3.1 seconds [2025-11-21T04:06:11.940921] [INFO ] [CONFIGURE ] ALE: Average speed: 0.33 features/sec [2025-11-21T04:06:11.941603] [INFO ] [LOCAL ] Saved configuration for ALE: 2 features, 80.00% accuracy -> ./output/feature-sets/ALE.json [2025-11-21T04:06:11.941683] [INFO ] [CONFIGURE ] ALE: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T04:06:11.941734] [INFO ] [sig ] [65/723] Successfully configured ALE | 0.01 sym/s | Total: 1.5h | ETA: 15.6h [2025-11-21T04:06:11.941779] [INFO ] [sig ] [66/723] Configuring ALEX... [2025-11-21T04:06:11.941818] [INFO ] [CONFIGURE ] ALEX: Configurate test run. [2025-11-21T04:06:11.941855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-11-21T04:06:12.018184] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALEX'. [2025-11-21T04:06:12.018572] [INFO ] [CONFIGURE ] ALEX: Testing with 29 available features [2025-11-21T04:06:12.018633] [INFO ] [CONFIGURE ] ALEX: Establishing baseline with no features... [2025-11-21T04:06:12.209148] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:12.407572] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:12.588607] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:06:12.777949] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:12.987005] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:13.175247] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:13.361415] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:06:13.548770] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:13.761611] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:13.951133] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:13.951376] [INFO ] [CONFIGURE ] ALEX: Baseline score (no features): 30.00% [2025-11-21T04:06:13.951444] [INFO ] [CONFIGURE ] ALEX: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:06:13.951488] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:06:14.187779] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:06:14.420465] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:14.642346] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:14.877417] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:15.110534] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:15.347358] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:15.592718] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:06:15.853080] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:16.107241] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:16.342868] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:16.343333] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T04:06:16.343477] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19096 tests [2025-11-21T04:06:16.343594] [INFO ] [CONFIGURE ] ALEX: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:06:16.343716] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:06:16.583908] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:06:16.827106] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:17.059554] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:06:17.301352] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:17.541568] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:17.784100] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:18.032840] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:06:18.288271] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:18.548339] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:18.802977] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:18.803431] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_cumulative_delta (score: 10.00%) [2025-11-21T04:06:18.803551] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19095 tests [2025-11-21T04:06:18.803679] [INFO ] [CONFIGURE ] ALEX: Testing feature 3/29: add_daily_returns [2025-11-21T04:06:18.803786] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_daily_returns'] [2025-11-21T04:06:19.018930] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:06:19.223524] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:19.438942] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:06:19.653439] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:19.851513] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:20.039299] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:20.228000] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:20.415628] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:20.604677] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:20.803337] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:20.803534] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T04:06:20.803586] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19094 tests [2025-11-21T04:06:20.803626] [INFO ] [CONFIGURE ] ALEX: Testing feature 4/29: add_ema [2025-11-21T04:06:20.803704] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_ema'] [2025-11-21T04:06:21.018905] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:21.230594] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:21.447186] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:21.665366] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:21.889503] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:22.107935] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:22.332801] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:06:22.552024] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:22.787718] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:23.022943] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:23.023146] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_ema (score: 30.00%) [2025-11-21T04:06:23.023196] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19093 tests [2025-11-21T04:06:23.023235] [INFO ] [CONFIGURE ] ALEX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:06:23.023269] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:06:23.270405] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:23.518860] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:23.770784] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:06:24.033200] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:24.292065] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:24.538915] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:24.784457] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:25.037302] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:25.279797] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:25.523934] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:25.524162] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T04:06:25.524224] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19092 tests [2025-11-21T04:06:25.524274] [INFO ] [CONFIGURE ] ALEX: Testing feature 6/29: add_failed_moves [2025-11-21T04:06:25.524317] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_failed_moves'] [2025-11-21T04:06:25.730401] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:25.942034] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:26.142289] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:06:26.346660] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:26.554002] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:26.760190] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:26.961116] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:06:27.164773] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:27.371001] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:27.576234] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:27.576516] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T04:06:27.576582] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19091 tests [2025-11-21T04:06:27.576632] [INFO ] [CONFIGURE ] ALEX: Testing feature 7/29: add_lag_shelf [2025-11-21T04:06:27.576705] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_lag_shelf'] [2025-11-21T04:06:27.770539] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:27.960541] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:28.169951] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:06:28.368261] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:28.564679] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:28.758016] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:28.949866] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:06:29.142942] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:29.342972] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:29.529501] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:29.529736] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T04:06:29.529816] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19090 tests [2025-11-21T04:06:29.529879] [INFO ] [CONFIGURE ] ALEX: Testing feature 8/29: add_macd [2025-11-21T04:06:29.529927] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:06:29.823486] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:30.113717] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:30.405007] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:30.695120] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:30.990134] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:31.289120] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:31.581415] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:31.875720] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:32.175011] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:06:32.466407] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:32.466662] [INFO ] [CONFIGURE ] ALEX: KEPT add_macd (score: 50.00%) [2025-11-21T04:06:32.466728] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19089 tests [2025-11-21T04:06:32.466779] [INFO ] [CONFIGURE ] ALEX: Testing feature 9/29: add_mfi [2025-11-21T04:06:32.466823] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T04:06:32.773467] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:33.076672] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:33.379743] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:33.691305] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:33.999539] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:34.317835] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:34.627676] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:34.940204] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:35.256765] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:06:35.573235] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:35.573472] [INFO ] [CONFIGURE ] ALEX: KEPT add_mfi (score: 60.00%) [2025-11-21T04:06:35.573532] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19088 tests [2025-11-21T04:06:35.573583] [INFO ] [CONFIGURE ] ALEX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:06:35.573630] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:06:35.994713] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:06:36.405772] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:36.825209] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:37.244406] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:37.664754] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:06:38.089569] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:38.513101] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:38.950942] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:06:39.391779] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:39.824734] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:39.824999] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T04:06:39.825079] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19087 tests [2025-11-21T04:06:39.825131] [INFO ] [CONFIGURE ] ALEX: Testing feature 11/29: add_obv_daily [2025-11-21T04:06:39.825180] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T04:06:40.153566] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:06:40.485759] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:40.823541] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:41.157583] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:41.497972] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:06:41.842616] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:42.192335] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:42.548614] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:42.901497] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:06:43.247417] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:43.247693] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:06:43.247760] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19086 tests [2025-11-21T04:06:43.247809] [INFO ] [CONFIGURE ] ALEX: Testing feature 12/29: add_obv_interval [2025-11-21T04:06:43.247855] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-11-21T04:06:43.564664] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:43.884156] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:44.197783] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:44.509757] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:44.826110] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:45.146683] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:45.457769] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:45.780849] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:46.090632] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:06:46.395878] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:46.396103] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:06:46.396164] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19085 tests [2025-11-21T04:06:46.396323] [INFO ] [CONFIGURE ] ALEX: Testing feature 13/29: add_opening_strength [2025-11-21T04:06:46.396399] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:06:46.731586] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:47.067860] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:47.420617] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:47.778855] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:48.150382] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:48.509628] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:48.876480] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:49.235056] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:49.593535] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:49.954631] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:06:49.954886] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T04:06:49.955026] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19084 tests [2025-11-21T04:06:49.955090] [INFO ] [CONFIGURE ] ALEX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:06:49.955141] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T04:06:50.317512] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:50.663099] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:51.011787] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:51.358832] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:51.703031] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:52.053093] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:52.398061] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:52.744657] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:53.083460] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:06:53.427697] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:53.427915] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:06:53.427975] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19083 tests [2025-11-21T04:06:53.428023] [INFO ] [CONFIGURE ] ALEX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:06:53.428068] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T04:06:53.747572] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:06:54.071783] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:54.379672] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:54.700918] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:55.029883] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:06:55.340059] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:55.658305] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:55.987962] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:56.327348] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:06:56.658443] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:56.658756] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T04:06:56.658824] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19082 tests [2025-11-21T04:06:56.658878] [INFO ] [CONFIGURE ] ALEX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:06:56.658926] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T04:06:57.003433] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:06:57.346371] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:06:57.679181] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:06:58.036009] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:06:58.377681] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:06:58.694725] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:06:59.016223] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:06:59.339420] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:06:59.664057] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:06:59.979214] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:06:59.979431] [INFO ] [CONFIGURE ] ALEX: KEPT add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:06:59.979491] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19081 tests [2025-11-21T04:06:59.979539] [INFO ] [CONFIGURE ] ALEX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:06:59.979578] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T04:07:00.322410] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:01.553401] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:01.911658] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:02.256113] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:02.607973] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:02.965285] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:03.326166] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:03.685263] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:04.035452] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:04.401357] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:04.401577] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:07:04.401634] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19080 tests [2025-11-21T04:07:04.401714] [INFO ] [CONFIGURE ] ALEX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:07:04.401781] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T04:07:04.708737] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:05.016431] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:05.334244] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:05.658310] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:05.977507] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:07:06.291351] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:06.620494] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:06.944290] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:07:07.297281] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:07.691273] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:07.691586] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T04:07:07.691706] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19079 tests [2025-11-21T04:07:07.691820] [INFO ] [CONFIGURE ] ALEX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:07:07.693244] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T04:07:08.155522] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:08.557396] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:08.893464] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:09.222576] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:09.547467] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:07:09.887541] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:10.218177] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:10.531806] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:10.853942] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:07:11.191616] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:11.191857] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:07:11.191915] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19078 tests [2025-11-21T04:07:11.191964] [INFO ] [CONFIGURE ] ALEX: Testing feature 20/29: add_price_rejection [2025-11-21T04:07:11.192009] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T04:07:11.532519] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:11.859498] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:12.200299] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:12.533523] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:12.883128] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:13.228734] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:13.600228] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:13.945929] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:14.299596] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:07:14.640825] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:14.641054] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:07:14.641118] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19077 tests [2025-11-21T04:07:14.641170] [INFO ] [CONFIGURE ] ALEX: Testing feature 21/29: add_range_position [2025-11-21T04:07:14.641216] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T04:07:15.006898] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:15.360302] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:15.730965] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:16.099048] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:16.462899] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:16.833004] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:17.201689] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:17.559028] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:17.935616] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:18.320334] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:18.320597] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_range_position (score: 50.00%) [2025-11-21T04:07:18.320683] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19076 tests [2025-11-21T04:07:18.320742] [INFO ] [CONFIGURE ] ALEX: Testing feature 22/29: add_realized_volatility [2025-11-21T04:07:18.320791] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T04:07:18.793581] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:19.268391] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:19.727260] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:20.175568] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:20.618949] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:21.085566] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:21.554962] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:22.029855] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:22.490408] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:07:22.958481] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:22.958746] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:07:22.958813] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19075 tests [2025-11-21T04:07:22.958865] [INFO ] [CONFIGURE ] ALEX: Testing feature 23/29: add_recent_range_context [2025-11-21T04:07:22.958912] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T04:07:23.298607] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:23.680589] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:24.063326] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:24.401386] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:24.751717] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:25.076514] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:25.409972] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:25.760157] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:07:26.120910] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:07:26.456822] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:26.457063] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T04:07:26.457127] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19074 tests [2025-11-21T04:07:26.457272] [INFO ] [CONFIGURE ] ALEX: Testing feature 24/29: add_rsi [2025-11-21T04:07:26.457327] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T04:07:26.855417] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:27.254809] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:27.629726] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:28.013879] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:28.400488] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:28.797986] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:29.193362] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:29.591710] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:29.979799] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:07:30.362066] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:07:30.362299] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:07:30.362361] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19073 tests [2025-11-21T04:07:30.362414] [INFO ] [CONFIGURE ] ALEX: Testing feature 25/29: add_tick_distribution [2025-11-21T04:07:30.362460] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T04:07:30.698270] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:31.048599] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:31.393128] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:31.727043] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:32.065559] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:32.412142] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:32.771930] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:33.131131] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:33.467693] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:07:33.818373] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:33.818622] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:07:33.818711] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19072 tests [2025-11-21T04:07:33.818762] [INFO ] [CONFIGURE ] ALEX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:07:33.818805] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T04:07:34.163308] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:34.516307] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:34.885114] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:35.242232] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:35.591393] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:07:35.940594] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:36.280350] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:36.623187] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:36.967894] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:37.302622] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:37.302893] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:07:37.302958] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19071 tests [2025-11-21T04:07:37.303013] [INFO ] [CONFIGURE ] ALEX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:07:37.303061] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T04:07:37.634966] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:37.979362] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:38.330506] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:38.681585] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:39.023322] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:39.348292] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:39.671679] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:39.997333] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:07:40.324438] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:40.669458] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:40.670193] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T04:07:40.670296] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19070 tests [2025-11-21T04:07:40.670352] [INFO ] [CONFIGURE ] ALEX: Testing feature 28/29: add_volume_profile [2025-11-21T04:07:40.670401] [INFO ] [CONFIGURE ] ALEX: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T04:07:41.011889] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:41.334807] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:07:41.659756] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:42.005147] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:07:42.351152] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:42.696498] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:43.035935] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:07:43.373000] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:43.721300] [DEBUG] [FORECASTER] ALEX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:07:44.068068] [DEBUG] [FORECASTER] ALEX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:07:44.068296] [INFO ] [CONFIGURE ] ALEX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:07:44.068358] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19069 tests [2025-11-21T04:07:44.068454] [INFO ] [CONFIGURE ] ALEX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:07:44.068501] [INFO ] [CONFIGURE ] ALEX: Best accuracy: 70.00% [2025-11-21T04:07:44.068544] [INFO ] [CONFIGURE ] ALEX: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T04:07:44.068584] [INFO ] [CONFIGURE ] ALEX: Improvement over baseline: 40.00% [2025-11-21T04:07:44.068623] [INFO ] [CONFIGURE ] ALEX: Total time: 1.5 minutes [2025-11-21T04:07:44.068683] [INFO ] [CONFIGURE ] ALEX: Average time per feature: 3.2 seconds [2025-11-21T04:07:44.068724] [INFO ] [CONFIGURE ] ALEX: Average speed: 0.32 features/sec [2025-11-21T04:07:44.069365] [INFO ] [LOCAL ] Saved configuration for ALEX: 4 features, 70.00% accuracy -> ./output/feature-sets/ALEX.json [2025-11-21T04:07:44.069428] [INFO ] [CONFIGURE ] ALEX: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T04:07:44.069480] [INFO ] [sig ] [66/723] Successfully configured ALEX | 0.01 sym/s | Total: 1.6h | ETA: 15.6h [2025-11-21T04:07:44.069530] [INFO ] [sig ] [67/723] Configuring ALIT... [2025-11-21T04:07:44.069571] [INFO ] [CONFIGURE ] ALIT: Configurate test run. [2025-11-21T04:07:44.069612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'. [2025-11-21T04:07:44.121418] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALIT'. [2025-11-21T04:07:44.122039] [INFO ] [CONFIGURE ] ALIT: Testing with 29 available features [2025-11-21T04:07:44.122105] [INFO ] [CONFIGURE ] ALIT: Establishing baseline with no features... [2025-11-21T04:07:44.311631] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:44.500810] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:07:44.689174] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:07:44.876244] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:07:45.068978] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:07:45.263086] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:07:45.458093] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:07:45.649697] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:45.852905] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:46.045447] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:07:46.045682] [INFO ] [CONFIGURE ] ALIT: Baseline score (no features): 80.00% [2025-11-21T04:07:46.045765] [INFO ] [CONFIGURE ] ALIT: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:07:46.045817] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:07:46.271235] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:46.497573] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:07:46.720590] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:46.984718] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:07:47.218381] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:07:47.455947] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:07:47.689192] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:07:47.920860] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:48.160571] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:48.397325] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:07:48.397553] [INFO ] [CONFIGURE ] ALIT: KEPT add_bollinger_bands (score: 90.00%) [2025-11-21T04:07:48.397606] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19068 tests [2025-11-21T04:07:48.397672] [INFO ] [CONFIGURE ] ALIT: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:07:48.397748] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:07:48.682443] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:48.976813] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:07:49.264634] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:49.545767] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:07:49.813999] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:50.077140] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:07:50.343138] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:07:50.605963] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:50.879725] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:51.159985] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:07:51.160259] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-21T04:07:51.160327] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19067 tests [2025-11-21T04:07:51.160377] [INFO ] [CONFIGURE ] ALIT: Testing feature 3/29: add_daily_returns [2025-11-21T04:07:51.160457] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:07:51.401005] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:51.640544] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:07:51.883983] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:52.127848] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:07:52.365665] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:52.611292] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:07:52.858475] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:07:53.110728] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:53.355705] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:53.621250] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:07:53.621677] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T04:07:53.621814] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19066 tests [2025-11-21T04:07:53.621924] [INFO ] [CONFIGURE ] ALIT: Testing feature 4/29: add_ema [2025-11-21T04:07:53.622026] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T04:07:53.928602] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:54.203906] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:07:54.490913] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:07:54.810923] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:07:55.137546] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:55.470867] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:07:55.765598] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:07:56.042215] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:56.316474] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:56.588104] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:07:56.588346] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_ema (score: 80.00%) [2025-11-21T04:07:56.588395] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19065 tests [2025-11-21T04:07:56.588438] [INFO ] [CONFIGURE ] ALIT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:07:56.588474] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:07:56.878381] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:57.172061] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:07:57.441946] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:07:57.712403] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:07:57.987361] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:07:58.268704] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:07:58.547535] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:07:58.846432] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:07:59.131288] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:07:59.415322] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:07:59.415552] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T04:07:59.415620] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19064 tests [2025-11-21T04:07:59.415704] [INFO ] [CONFIGURE ] ALIT: Testing feature 6/29: add_failed_moves [2025-11-21T04:07:59.415743] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T04:07:59.645238] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:07:59.877689] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:00.113236] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:00.350232] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:01.350885] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:01.829243] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:02.059066] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:02.292367] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:02.519956] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:02.750295] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:02.750694] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T04:08:02.750834] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19063 tests [2025-11-21T04:08:02.750936] [INFO ] [CONFIGURE ] ALIT: Testing feature 7/29: add_lag_shelf [2025-11-21T04:08:02.751034] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T04:08:03.002212] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:03.230176] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:03.450720] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:03.683204] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:03.912750] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:04.142760] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:08:04.370292] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:04.606998] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:04.840917] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:05.075734] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:05.075962] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:08:05.076013] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19062 tests [2025-11-21T04:08:05.076053] [INFO ] [CONFIGURE ] ALIT: Testing feature 8/29: add_macd [2025-11-21T04:08:05.076101] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T04:08:05.395285] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:08:05.726487] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:06.062799] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:06.395950] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:06.737732] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:07.066483] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:08:07.415238] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:07.759072] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:08.082075] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:08.415660] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:08:08.415879] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:08:08.415964] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19061 tests [2025-11-21T04:08:08.416028] [INFO ] [CONFIGURE ] ALIT: Testing feature 9/29: add_mfi [2025-11-21T04:08:08.416075] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T04:08:08.646169] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:08.881950] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:09.114801] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:09.340300] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:09.568639] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:09.802872] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:10.032586] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:10.266516] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:10.510201] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:10.755663] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:10.755917] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_mfi (score: 90.00%) [2025-11-21T04:08:10.755980] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19060 tests [2025-11-21T04:08:10.756038] [INFO ] [CONFIGURE ] ALIT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:08:10.756093] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:08:11.096250] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:11.440588] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:11.776201] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:12.111873] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:12.444310] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:12.777196] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:08:13.114762] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:13.459119] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:13.803282] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:14.139537] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:14.139832] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T04:08:14.139896] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19059 tests [2025-11-21T04:08:14.139947] [INFO ] [CONFIGURE ] ALIT: Testing feature 11/29: add_obv_daily [2025-11-21T04:08:14.139992] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T04:08:14.389906] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:14.644745] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:14.889843] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:15.150603] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:15.397341] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:15.665880] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:15.930998] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:16.181672] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:16.437252] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:16.692855] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:16.693252] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T04:08:16.693373] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19058 tests [2025-11-21T04:08:16.693435] [INFO ] [CONFIGURE ] ALIT: Testing feature 12/29: add_obv_interval [2025-11-21T04:08:16.693534] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T04:08:16.943526] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:17.187363] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:17.439586] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:17.695666] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:17.950563] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:18.194914] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:18.444486] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:18.697318] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:18.950637] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:19.208054] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:19.208331] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T04:08:19.208409] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19057 tests [2025-11-21T04:08:19.208473] [INFO ] [CONFIGURE ] ALIT: Testing feature 13/29: add_opening_strength [2025-11-21T04:08:19.208531] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:08:19.481592] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:19.753117] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:20.046762] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:20.319206] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:20.584228] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:20.866011] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:08:21.129330] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:21.397305] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:21.665493] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:21.922927] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:21.923149] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T04:08:21.923205] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19056 tests [2025-11-21T04:08:21.923253] [INFO ] [CONFIGURE ] ALIT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:08:21.923295] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T04:08:22.172860] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:22.419388] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:22.667220] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:22.916865] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:23.167885] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:23.424151] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:23.700185] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:23.948540] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:24.257165] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:24.510744] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:24.510972] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T04:08:24.511025] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19055 tests [2025-11-21T04:08:24.511070] [INFO ] [CONFIGURE ] ALIT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:08:24.511105] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T04:08:24.727500] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:24.949748] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:25.178618] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:25.408593] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:25.632144] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:25.853212] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:26.075452] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:26.297770] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:26.518163] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:26.741480] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:26.742091] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T04:08:26.742330] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19054 tests [2025-11-21T04:08:26.742428] [INFO ] [CONFIGURE ] ALIT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:08:26.742526] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T04:08:26.977980] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:27.217092] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:27.481181] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:27.735824] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:27.988041] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:28.239841] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:28.491164] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:28.752274] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:28.999636] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:29.247961] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:29.248211] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T04:08:29.248275] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19053 tests [2025-11-21T04:08:29.248327] [INFO ] [CONFIGURE ] ALIT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:08:29.248374] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T04:08:29.502153] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:29.746141] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:29.991147] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:30.229107] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:30.487019] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:30.733290] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:30.987977] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:31.244346] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:31.507094] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:31.763041] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:31.763271] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:08:31.763363] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19052 tests [2025-11-21T04:08:31.763412] [INFO ] [CONFIGURE ] ALIT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:08:31.763467] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T04:08:31.988286] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:32.218679] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:32.445461] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:32.674412] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:32.911391] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:33.141137] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:33.368232] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:33.602466] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:33.839843] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:34.065844] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:34.066057] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T04:08:34.066110] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19051 tests [2025-11-21T04:08:34.066151] [INFO ] [CONFIGURE ] ALIT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:08:34.066186] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T04:08:34.296371] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:34.530690] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:34.764546] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:34.998015] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:35.230031] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:35.463581] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:08:35.696023] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:35.932669] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:36.163398] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:36.395166] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:36.395404] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:08:36.395457] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19050 tests [2025-11-21T04:08:36.395498] [INFO ] [CONFIGURE ] ALIT: Testing feature 20/29: add_price_rejection [2025-11-21T04:08:36.395535] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T04:08:36.636355] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:36.879889] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:37.123141] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:37.364764] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:37.606942] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:37.849760] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:38.094715] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:38.348437] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:38.606480] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:38.868349] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:38.868570] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:08:38.868622] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19049 tests [2025-11-21T04:08:38.868684] [INFO ] [CONFIGURE ] ALIT: Testing feature 21/29: add_range_position [2025-11-21T04:08:38.868757] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T04:08:39.160864] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:39.437915] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:39.704466] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:39.980888] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:40.257606] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:40.525930] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:40.807541] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:41.078305] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:41.370009] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:41.643396] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:41.643605] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:08:41.643727] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19048 tests [2025-11-21T04:08:41.643784] [INFO ] [CONFIGURE ] ALIT: Testing feature 22/29: add_realized_volatility [2025-11-21T04:08:41.643834] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T04:08:42.007416] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:42.366370] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:42.723361] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:43.070834] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:43.424028] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:43.802992] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:08:44.159967] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:44.528012] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:44.893528] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:45.249903] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:45.250141] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:08:45.250204] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19047 tests [2025-11-21T04:08:45.250302] [INFO ] [CONFIGURE ] ALIT: Testing feature 23/29: add_recent_range_context [2025-11-21T04:08:45.250352] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T04:08:45.485882] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:45.717745] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:45.951402] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:46.199592] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:46.441898] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:46.684379] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:46.938568] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:47.221380] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:47.552159] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:47.846374] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:47.846702] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T04:08:47.846779] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19046 tests [2025-11-21T04:08:47.846840] [INFO ] [CONFIGURE ] ALIT: Testing feature 24/29: add_rsi [2025-11-21T04:08:47.846915] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T04:08:48.158452] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:48.460306] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:48.798121] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:49.112184] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:49.410556] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:49.710280] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:50.012084] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:50.320384] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:50.625412] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:50.935657] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:50.935890] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_rsi (score: 90.00%) [2025-11-21T04:08:50.935954] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19045 tests [2025-11-21T04:08:50.936111] [INFO ] [CONFIGURE ] ALIT: Testing feature 25/29: add_tick_distribution [2025-11-21T04:08:50.936170] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T04:08:51.195933] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:51.428356] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:51.658433] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:51.897054] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:52.138094] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:52.368325] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:52.598303] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:52.831938] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:53.073990] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:53.308509] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:53.308740] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T04:08:53.308821] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19044 tests [2025-11-21T04:08:53.308886] [INFO ] [CONFIGURE ] ALIT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:08:53.308943] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T04:08:53.546623] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:53.799711] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:54.056466] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:08:54.303157] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:54.548024] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:54.791793] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:08:55.032740] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:55.272018] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:55.520174] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:55.772633] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:55.772879] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:08:55.772959] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19043 tests [2025-11-21T04:08:55.773017] [INFO ] [CONFIGURE ] ALIT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:08:55.773066] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T04:08:56.025227] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:56.281566] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:56.550404] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:56.805690] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:57.057753] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:08:57.304436] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:08:57.556712] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:08:57.807420] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:08:58.061086] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:08:58.314157] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:08:58.314360] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T04:08:58.314428] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19042 tests [2025-11-21T04:08:58.314488] [INFO ] [CONFIGURE ] ALIT: Testing feature 28/29: add_volume_profile [2025-11-21T04:08:58.314540] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T04:08:58.560246] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:08:58.806109] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:08:59.050939] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:08:59.294622] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:08:59.536999] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:08:59.792754] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:09:00.059531] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:09:00.317397] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:09:00.566921] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:09:01.550131] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:01.550384] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:09:01.550448] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19041 tests [2025-11-21T04:09:01.550501] [INFO ] [CONFIGURE ] ALIT: Testing feature 29/29: add_vwap [2025-11-21T04:09:01.550580] [INFO ] [CONFIGURE ] ALIT: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T04:09:02.068465] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:09:02.328616] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:09:02.594836] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:09:02.845568] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:09:03.096934] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:09:03.355206] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:09:03.612194] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:09:03.870092] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:09:04.137264] [DEBUG] [FORECASTER] ALIT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:09:04.394811] [DEBUG] [FORECASTER] ALIT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:04.395030] [INFO ] [CONFIGURE ] ALIT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T04:09:04.395093] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19040 tests [2025-11-21T04:09:04.395171] [INFO ] [CONFIGURE ] ALIT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:09:04.395239] [INFO ] [CONFIGURE ] ALIT: Best accuracy: 90.00% [2025-11-21T04:09:04.395366] [INFO ] [CONFIGURE ] ALIT: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T04:09:04.395421] [INFO ] [CONFIGURE ] ALIT: Improvement over baseline: 10.00% [2025-11-21T04:09:04.395493] [INFO ] [CONFIGURE ] ALIT: Total time: 1.3 minutes [2025-11-21T04:09:04.395537] [INFO ] [CONFIGURE ] ALIT: Average time per feature: 2.7 seconds [2025-11-21T04:09:04.395590] [INFO ] [CONFIGURE ] ALIT: Average speed: 0.37 features/sec [2025-11-21T04:09:04.396132] [INFO ] [LOCAL ] Saved configuration for ALIT: 1 features, 90.00% accuracy -> ./output/feature-sets/ALIT.json [2025-11-21T04:09:04.396226] [INFO ] [CONFIGURE ] ALIT: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T04:09:04.396284] [INFO ] [sig ] [67/723] Successfully configured ALIT | 0.01 sym/s | Total: 1.6h | ETA: 15.6h [2025-11-21T04:09:04.396331] [INFO ] [sig ] [68/723] Configuring ALK... [2025-11-21T04:09:04.396375] [INFO ] [CONFIGURE ] ALK: Configurate test run. [2025-11-21T04:09:04.396418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-11-21T04:09:04.443273] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALK'. [2025-11-21T04:09:04.443859] [INFO ] [CONFIGURE ] ALK: Testing with 29 available features [2025-11-21T04:09:04.443937] [INFO ] [CONFIGURE ] ALK: Establishing baseline with no features... [2025-11-21T04:09:04.645819] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:04.845566] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:05.044015] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:05.241837] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:05.439590] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:09:05.640905] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:05.855542] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:06.062557] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:06.267184] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:06.470472] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:06.470684] [INFO ] [CONFIGURE ] ALK: Baseline score (no features): 50.00% [2025-11-21T04:09:06.470767] [INFO ] [CONFIGURE ] ALK: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:09:06.470819] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:09:06.708630] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:06.934233] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:07.142660] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:07.353248] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:07.562441] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:07.776923] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:07.990569] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:08.206074] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:09:08.431183] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:08.679851] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:08.680323] [INFO ] [CONFIGURE ] ALK: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T04:09:08.680390] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19039 tests [2025-11-21T04:09:08.680513] [INFO ] [CONFIGURE ] ALK: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:09:08.680613] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:09:08.937199] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:09.193325] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:09:09.449912] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:09.702411] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:09.954141] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:10.206916] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:10.466027] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:10.726805] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:10.999270] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:11.267827] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:11.268026] [INFO ] [CONFIGURE ] ALK: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T04:09:11.268082] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19038 tests [2025-11-21T04:09:11.268130] [INFO ] [CONFIGURE ] ALK: Testing feature 3/29: add_daily_returns [2025-11-21T04:09:11.268166] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:09:11.504794] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:11.732017] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:11.959901] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:12.198106] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:12.433450] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:12.676471] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:12.916208] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:13.162087] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:13.404443] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:13.666849] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:13.667110] [INFO ] [CONFIGURE ] ALK: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T04:09:13.667167] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19037 tests [2025-11-21T04:09:13.667216] [INFO ] [CONFIGURE ] ALK: Testing feature 4/29: add_ema [2025-11-21T04:09:13.667255] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T04:09:13.959065] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:14.248533] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:14.516400] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:14.798414] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:15.091439] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:15.372119] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:09:15.634496] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:15.883307] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:16.136344] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:16.383368] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:16.383614] [INFO ] [CONFIGURE ] ALK: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:09:16.383838] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19036 tests [2025-11-21T04:09:16.383938] [INFO ] [CONFIGURE ] ALK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:09:16.384064] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:09:16.638458] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:16.904276] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:17.173374] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:17.454977] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:17.730318] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:09:18.006507] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:09:18.274175] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:18.543927] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:18.812008] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:19.082620] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:19.082857] [INFO ] [CONFIGURE ] ALK: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T04:09:19.082916] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19035 tests [2025-11-21T04:09:19.082966] [INFO ] [CONFIGURE ] ALK: Testing feature 6/29: add_failed_moves [2025-11-21T04:09:19.083009] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T04:09:19.313717] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:19.548977] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:19.778443] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:20.013516] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:20.257046] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:20.504154] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:20.750308] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:20.999890] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:09:21.246662] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:21.505365] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:21.505600] [INFO ] [CONFIGURE ] ALK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T04:09:21.505675] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19034 tests [2025-11-21T04:09:21.505838] [INFO ] [CONFIGURE ] ALK: Testing feature 7/29: add_lag_shelf [2025-11-21T04:09:21.505881] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T04:09:21.739932] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:21.972294] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:22.201559] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:22.436820] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:22.669436] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:09:22.903210] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:23.135686] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:23.361431] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:23.580194] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:23.810226] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:23.810437] [INFO ] [CONFIGURE ] ALK: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T04:09:23.810486] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19033 tests [2025-11-21T04:09:23.810536] [INFO ] [CONFIGURE ] ALK: Testing feature 8/29: add_macd [2025-11-21T04:09:23.810575] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T04:09:24.125502] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:24.445501] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:24.763416] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:25.095824] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:25.443854] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:09:25.797929] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:09:26.146528] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:26.483130] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:26.819728] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:27.156842] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:27.157171] [INFO ] [CONFIGURE ] ALK: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:09:27.157236] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19032 tests [2025-11-21T04:09:27.157287] [INFO ] [CONFIGURE ] ALK: Testing feature 9/29: add_mfi [2025-11-21T04:09:27.157334] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T04:09:27.404639] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:27.650003] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:27.904972] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:28.149093] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:28.395459] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:28.641146] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:28.881524] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:29.124534] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:09:29.370297] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:29.612414] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:29.612684] [INFO ] [CONFIGURE ] ALK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:09:29.612752] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19031 tests [2025-11-21T04:09:29.612805] [INFO ] [CONFIGURE ] ALK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:09:29.612850] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:09:29.947548] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:30.281376] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:30.623357] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:30.964268] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:31.296870] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:31.639688] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:31.976490] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:32.318907] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:32.655087] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:33.009200] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:33.010001] [INFO ] [CONFIGURE ] ALK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:09:33.010076] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19030 tests [2025-11-21T04:09:33.010150] [INFO ] [CONFIGURE ] ALK: Testing feature 11/29: add_obv_daily [2025-11-21T04:09:33.010199] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T04:09:33.262742] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:33.522396] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:33.785258] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:34.037364] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:34.293692] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:34.555890] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:34.834546] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:35.153366] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:35.522925] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:35.803570] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:35.803874] [INFO ] [CONFIGURE ] ALK: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:09:35.803960] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19029 tests [2025-11-21T04:09:35.804029] [INFO ] [CONFIGURE ] ALK: Testing feature 12/29: add_obv_interval [2025-11-21T04:09:35.804090] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T04:09:36.047785] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:36.274210] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:36.508241] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:36.734666] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:36.967827] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:37.209964] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:37.439180] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:09:37.670605] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:09:37.901791] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:38.129015] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:38.129217] [INFO ] [CONFIGURE ] ALK: KEPT add_obv_interval (score: 80.00%) [2025-11-21T04:09:38.129265] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19028 tests [2025-11-21T04:09:38.129303] [INFO ] [CONFIGURE ] ALK: Testing feature 13/29: add_opening_strength [2025-11-21T04:09:38.129337] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:09:38.390859] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:38.653110] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:38.922893] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:39.207779] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:39.494889] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:39.790130] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:40.080000] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:40.367982] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:40.660323] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:40.969756] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:40.969989] [INFO ] [CONFIGURE ] ALK: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T04:09:40.970054] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19027 tests [2025-11-21T04:09:40.970109] [INFO ] [CONFIGURE ] ALK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:09:40.970158] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T04:09:41.251657] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:41.532492] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:09:41.824790] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:42.121164] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:42.407987] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:42.707354] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:43.004086] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:43.291316] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:43.579875] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:43.871618] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:43.871921] [INFO ] [CONFIGURE ] ALK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:09:43.871987] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19026 tests [2025-11-21T04:09:43.872039] [INFO ] [CONFIGURE ] ALK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:09:43.872086] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T04:09:44.134150] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:44.396625] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:44.654412] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:44.904165] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:45.159678] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:45.426909] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:45.684105] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:45.957144] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:09:46.211988] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:46.465512] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:46.465748] [INFO ] [CONFIGURE ] ALK: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:09:46.465803] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19025 tests [2025-11-21T04:09:46.465844] [INFO ] [CONFIGURE ] ALK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:09:46.465882] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T04:09:46.744522] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:47.026496] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:47.326844] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:47.612709] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:47.899249] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:48.182541] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:09:48.473150] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:48.765021] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:49.062425] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:49.349875] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:49.350141] [INFO ] [CONFIGURE ] ALK: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:09:49.350208] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19024 tests [2025-11-21T04:09:49.350261] [INFO ] [CONFIGURE ] ALK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:09:49.350307] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T04:09:49.622048] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:49.898922] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:50.171254] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:09:50.447119] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:50.716317] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:51.003077] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:51.284363] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:51.565828] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:51.846976] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:52.145283] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:52.145509] [INFO ] [CONFIGURE ] ALK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:09:52.145572] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19023 tests [2025-11-21T04:09:52.145659] [INFO ] [CONFIGURE ] ALK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:09:52.145716] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T04:09:52.397064] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:52.649753] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:52.903510] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:53.129699] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:53.359829] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:53.590547] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:53.818667] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:54.058313] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:54.298159] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:54.540491] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:54.540723] [INFO ] [CONFIGURE ] ALK: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:09:54.540806] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19022 tests [2025-11-21T04:09:54.540860] [INFO ] [CONFIGURE ] ALK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:09:54.540914] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T04:09:54.788362] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:55.030792] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:09:55.277761] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:55.510282] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:55.738106] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:09:55.969149] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:56.199200] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:56.436883] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:09:56.664441] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:56.894460] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:56.894756] [INFO ] [CONFIGURE ] ALK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T04:09:56.894822] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19021 tests [2025-11-21T04:09:56.895068] [INFO ] [CONFIGURE ] ALK: Testing feature 20/29: add_price_rejection [2025-11-21T04:09:56.895175] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T04:09:57.142455] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:09:57.412536] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:09:57.685679] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:09:57.933483] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:09:58.182543] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:09:58.433796] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:09:58.695943] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:09:58.974567] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:09:59.271281] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:09:59.556518] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:09:59.556759] [INFO ] [CONFIGURE ] ALK: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:09:59.556825] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19020 tests [2025-11-21T04:09:59.556872] [INFO ] [CONFIGURE ] ALK: Testing feature 21/29: add_range_position [2025-11-21T04:09:59.556930] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_range_position'] [2025-11-21T04:09:59.842368] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:00.139450] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:00.432415] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:00.728245] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:01.799464] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:10:02.340810] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:10:02.655002] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:02.962885] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:03.276466] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:03.573816] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:03.574092] [INFO ] [CONFIGURE ] ALK: DISCARDED add_range_position (score: 80.00%) [2025-11-21T04:10:03.574156] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19019 tests [2025-11-21T04:10:03.574214] [INFO ] [CONFIGURE ] ALK: Testing feature 22/29: add_realized_volatility [2025-11-21T04:10:03.574263] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T04:10:03.946166] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:04.315128] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:04.713285] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:05.094352] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:05.476982] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:10:05.859188] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:10:06.238703] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:10:06.604636] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:06.972292] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:07.329336] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:07.329602] [INFO ] [CONFIGURE ] ALK: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:10:07.329684] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19018 tests [2025-11-21T04:10:07.329741] [INFO ] [CONFIGURE ] ALK: Testing feature 23/29: add_recent_range_context [2025-11-21T04:10:07.329785] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T04:10:07.586790] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:07.846133] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:08.103717] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:08.354145] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:08.622034] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:10:08.890434] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:10:09.170634] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:10:09.421330] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:09.687021] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:09.963854] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:09.964085] [INFO ] [CONFIGURE ] ALK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:10:09.964147] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19017 tests [2025-11-21T04:10:09.964200] [INFO ] [CONFIGURE ] ALK: Testing feature 24/29: add_rsi [2025-11-21T04:10:09.964248] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T04:10:10.305908] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:10.640117] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:10.969998] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:11.293188] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:11.631280] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:10:11.998111] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:10:12.330791] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:10:12.667719] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:10:13.023448] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:13.364222] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:13.364535] [INFO ] [CONFIGURE ] ALK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T04:10:13.364661] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19016 tests [2025-11-21T04:10:13.364733] [INFO ] [CONFIGURE ] ALK: Testing feature 25/29: add_tick_distribution [2025-11-21T04:10:13.364806] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T04:10:13.642341] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:13.927237] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:14.202282] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:14.471044] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:14.748988] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:10:15.013786] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:10:15.282413] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:10:15.550506] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:10:15.838245] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:16.107580] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:16.107845] [INFO ] [CONFIGURE ] ALK: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:10:16.107911] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19015 tests [2025-11-21T04:10:16.107962] [INFO ] [CONFIGURE ] ALK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:10:16.108012] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T04:10:16.391060] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:16.664990] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:16.935342] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:17.202078] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:17.482621] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:10:17.731060] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:10:17.978458] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:10:18.242560] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:10:18.507462] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:18.789516] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:18.789844] [INFO ] [CONFIGURE ] ALK: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:10:18.789935] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19014 tests [2025-11-21T04:10:18.790008] [INFO ] [CONFIGURE ] ALK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:10:18.790054] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T04:10:19.094869] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:19.385571] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:19.681386] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:19.985139] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:20.280382] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:10:20.570020] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:10:20.872954] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:10:21.168820] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:10:21.461840] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:21.753504] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:21.753799] [INFO ] [CONFIGURE ] ALK: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:10:21.753863] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19013 tests [2025-11-21T04:10:21.753912] [INFO ] [CONFIGURE ] ALK: Testing feature 28/29: add_volume_profile [2025-11-21T04:10:21.753957] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T04:10:22.032409] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:22.309229] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:22.594238] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:22.882815] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:23.165932] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:10:23.440765] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:10:23.722088] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:10:23.991481] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:10:24.254618] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:24.517747] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:24.517969] [INFO ] [CONFIGURE ] ALK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:10:24.518029] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19012 tests [2025-11-21T04:10:24.518078] [INFO ] [CONFIGURE ] ALK: Testing feature 29/29: add_vwap [2025-11-21T04:10:24.518123] [INFO ] [CONFIGURE ] ALK: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_vwap'] [2025-11-21T04:10:24.786883] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:25.061594] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:25.334498] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:10:25.615244] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:25.902720] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:10:26.182028] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:10:26.471157] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:10:26.770907] [DEBUG] [FORECASTER] ALK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:10:27.034510] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:27.296774] [DEBUG] [FORECASTER] ALK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:10:27.296993] [INFO ] [CONFIGURE ] ALK: DISCARDED add_vwap (score: 50.00%) [2025-11-21T04:10:27.297058] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19011 tests [2025-11-21T04:10:27.297110] [INFO ] [CONFIGURE ] ALK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:10:27.297154] [INFO ] [CONFIGURE ] ALK: Best accuracy: 80.00% [2025-11-21T04:10:27.297205] [INFO ] [CONFIGURE ] ALK: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T04:10:27.297247] [INFO ] [CONFIGURE ] ALK: Improvement over baseline: 30.00% [2025-11-21T04:10:27.297559] [INFO ] [CONFIGURE ] ALK: Total time: 1.3 minutes [2025-11-21T04:10:27.297853] [INFO ] [CONFIGURE ] ALK: Average time per feature: 2.8 seconds [2025-11-21T04:10:27.297907] [INFO ] [CONFIGURE ] ALK: Average speed: 0.36 features/sec [2025-11-21T04:10:27.298600] [INFO ] [LOCAL ] Saved configuration for ALK: 2 features, 80.00% accuracy -> ./output/feature-sets/ALK.json [2025-11-21T04:10:27.298685] [INFO ] [CONFIGURE ] ALK: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T04:10:27.298748] [INFO ] [sig ] [68/723] Successfully configured ALK | 0.01 sym/s | Total: 1.6h | ETA: 15.5h [2025-11-21T04:10:27.298799] [INFO ] [sig ] [69/723] Configuring ALL... [2025-11-21T04:10:27.298842] [INFO ] [CONFIGURE ] ALL: Configurate test run. [2025-11-21T04:10:27.298887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-11-21T04:10:27.619246] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALL'. [2025-11-21T04:10:27.619755] [INFO ] [CONFIGURE ] ALL: Testing with 29 available features [2025-11-21T04:10:27.619833] [INFO ] [CONFIGURE ] ALL: Establishing baseline with no features... [2025-11-21T04:10:27.801230] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:27.976482] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:28.150801] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:10:28.328430] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:28.503851] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:28.696071] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:28.894502] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:29.086185] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:29.276002] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:29.466366] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:29.466549] [INFO ] [CONFIGURE ] ALL: Baseline score (no features): 70.00% [2025-11-21T04:10:29.466596] [INFO ] [CONFIGURE ] ALL: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:10:29.466633] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:10:29.698667] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:10:29.925003] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:30.163272] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:10:30.390388] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:30.624851] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:30.858745] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:31.087553] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:31.329098] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:31.569558] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:31.826675] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:31.826929] [INFO ] [CONFIGURE ] ALL: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T04:10:31.826985] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19010 tests [2025-11-21T04:10:31.827232] [INFO ] [CONFIGURE ] ALL: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:10:31.827290] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:10:32.077480] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:32.322992] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:32.564156] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:32.814822] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:10:33.061627] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:33.305462] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:33.552360] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:33.797129] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:34.039792] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:34.300823] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:34.301061] [INFO ] [CONFIGURE ] ALL: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T04:10:34.301132] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19009 tests [2025-11-21T04:10:34.301199] [INFO ] [CONFIGURE ] ALL: Testing feature 3/29: add_daily_returns [2025-11-21T04:10:34.301241] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_daily_returns'] [2025-11-21T04:10:34.511907] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:34.721562] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:34.939066] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:35.145719] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:35.358443] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:35.572136] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:35.794231] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:36.009479] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:36.221447] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:36.445726] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:36.446152] [INFO ] [CONFIGURE ] ALL: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T04:10:36.446274] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19008 tests [2025-11-21T04:10:36.446377] [INFO ] [CONFIGURE ] ALL: Testing feature 4/29: add_ema [2025-11-21T04:10:36.446486] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_ema'] [2025-11-21T04:10:36.692827] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:36.936207] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:37.188842] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:37.435504] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:10:37.679684] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:37.938735] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:38.186084] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:38.439411] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:38.707159] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:10:38.963419] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:38.963681] [INFO ] [CONFIGURE ] ALL: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:10:38.964031] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19007 tests [2025-11-21T04:10:38.964159] [INFO ] [CONFIGURE ] ALL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:10:38.964274] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:10:39.207385] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:39.466703] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:39.723689] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:10:39.979465] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:10:40.233168] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:40.481943] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:10:40.736233] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:40.988554] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:41.243837] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:10:41.498825] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:41.499107] [INFO ] [CONFIGURE ] ALL: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T04:10:41.499173] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19006 tests [2025-11-21T04:10:41.499229] [INFO ] [CONFIGURE ] ALL: Testing feature 6/29: add_failed_moves [2025-11-21T04:10:41.499284] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves'] [2025-11-21T04:10:41.714068] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:41.931770] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:42.142895] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:42.357450] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:42.568360] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:42.821895] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:43.115051] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:43.422266] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:43.666175] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:43.894535] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:43.894787] [INFO ] [CONFIGURE ] ALL: KEPT add_failed_moves (score: 80.00%) [2025-11-21T04:10:43.894878] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19005 tests [2025-11-21T04:10:43.894933] [INFO ] [CONFIGURE ] ALL: Testing feature 7/29: add_lag_shelf [2025-11-21T04:10:43.894984] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T04:10:44.090346] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:44.277175] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:44.462565] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:44.649313] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:44.836697] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:45.025722] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:45.227376] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:45.419909] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:45.610113] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:45.804572] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:45.804796] [INFO ] [CONFIGURE ] ALL: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T04:10:45.804852] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19004 tests [2025-11-21T04:10:45.804890] [INFO ] [CONFIGURE ] ALL: Testing feature 8/29: add_macd [2025-11-21T04:10:45.804925] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T04:10:46.102369] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:46.390285] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:46.669698] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:10:46.942338] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:10:47.219105] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:47.485693] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:10:47.780737] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:48.069890] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:48.373067] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:10:48.652211] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:48.652440] [INFO ] [CONFIGURE ] ALL: DISCARDED add_macd (score: 30.00%) [2025-11-21T04:10:48.652501] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19003 tests [2025-11-21T04:10:48.652558] [INFO ] [CONFIGURE ] ALL: Testing feature 9/29: add_mfi [2025-11-21T04:10:48.652605] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T04:10:48.871852] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:49.083231] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:49.289542] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:49.493784] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:49.698335] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:49.892791] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:50.085746] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:50.278965] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:50.479297] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:50.681755] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:50.681974] [INFO ] [CONFIGURE ] ALL: DISCARDED add_mfi (score: 80.00%) [2025-11-21T04:10:50.682094] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19002 tests [2025-11-21T04:10:50.682146] [INFO ] [CONFIGURE ] ALL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:10:50.682245] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:10:50.966887] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:51.251401] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:51.547814] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:10:51.849088] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:10:52.148511] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:52.442478] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:52.733804] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:53.033885] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:53.334782] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:53.656534] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:53.656773] [INFO ] [CONFIGURE ] ALL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:10:53.656834] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19001 tests [2025-11-21T04:10:53.656906] [INFO ] [CONFIGURE ] ALL: Testing feature 11/29: add_obv_daily [2025-11-21T04:10:53.656953] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T04:10:53.887150] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:54.122322] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:10:54.339435] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:54.549736] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:10:54.760995] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:54.974027] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:55.187178] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:55.402542] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:55.621248] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:55.840195] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:55.840392] [INFO ] [CONFIGURE ] ALL: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T04:10:55.840441] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 19000 tests [2025-11-21T04:10:55.840480] [INFO ] [CONFIGURE ] ALL: Testing feature 12/29: add_obv_interval [2025-11-21T04:10:55.840517] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T04:10:56.050166] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:56.256165] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:56.469496] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:56.684010] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:10:56.908419] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:57.125758] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:57.345284] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:57.556130] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:10:57.774398] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:10:57.991795] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:10:57.992023] [INFO ] [CONFIGURE ] ALL: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:10:57.992072] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18999 tests [2025-11-21T04:10:57.992112] [INFO ] [CONFIGURE ] ALL: Testing feature 13/29: add_opening_strength [2025-11-21T04:10:57.992148] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:10:58.213158] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:10:58.438585] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:10:58.672896] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:10:58.918192] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:10:59.161208] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:10:59.396398] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:10:59.636485] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:10:59.863514] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:00.093826] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:11:01.010797] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:01.010944] [INFO ] [CONFIGURE ] ALL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:11:01.011056] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18998 tests [2025-11-21T04:11:01.011123] [INFO ] [CONFIGURE ] ALL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:11:01.011181] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T04:11:01.309195] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:01.532606] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:01.754484] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:01.981204] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:11:02.225352] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:02.448522] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:02.682048] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:02.908476] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:03.134558] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:03.362043] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:03.362370] [INFO ] [CONFIGURE ] ALL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:11:03.362436] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18997 tests [2025-11-21T04:11:03.362482] [INFO ] [CONFIGURE ] ALL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:11:03.362523] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T04:11:03.544695] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:03.728390] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:11:03.910701] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:04.103285] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:11:04.284710] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:04.466677] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:04.648848] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:04.837935] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:05.026577] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:05.214526] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:05.214717] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:11:05.214772] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18996 tests [2025-11-21T04:11:05.214818] [INFO ] [CONFIGURE ] ALL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:11:05.214859] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T04:11:05.423844] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:05.666122] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:05.918027] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:06.136175] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:06.347206] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:06.555715] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:06.773600] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:06.993440] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:07.209202] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:07.424407] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:07.424758] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:11:07.424869] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18995 tests [2025-11-21T04:11:07.424967] [INFO ] [CONFIGURE ] ALL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:11:07.425104] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T04:11:07.644347] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:07.859201] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:08.075041] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:08.295637] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:11:08.509320] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:08.724359] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:08.946056] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:09.165616] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:09.381390] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:09.597059] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:09.597267] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:11:09.597333] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18994 tests [2025-11-21T04:11:09.597489] [INFO ] [CONFIGURE ] ALL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:11:09.597563] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T04:11:09.796426] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:09.984189] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:10.169603] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:10.356081] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:10.544535] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:10.730252] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:10.916474] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:11.107563] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:11.293409] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:11.481442] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:11.481658] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:11:11.481718] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18993 tests [2025-11-21T04:11:11.481787] [INFO ] [CONFIGURE ] ALL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:11:11.481836] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T04:11:11.675111] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:11.870951] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:12.063699] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:12.256401] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:12.449271] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:12.642348] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:12.843393] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:13.045959] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:13.246295] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:13.443639] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:13.443848] [INFO ] [CONFIGURE ] ALL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:11:13.443901] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18992 tests [2025-11-21T04:11:13.443942] [INFO ] [CONFIGURE ] ALL: Testing feature 20/29: add_price_rejection [2025-11-21T04:11:13.443981] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-21T04:11:13.650676] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:13.864324] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:11:14.083212] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:14.305577] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:14.528293] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:14.742531] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:14.957338] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:15.191170] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:15.419195] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:15.645378] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:15.645780] [INFO ] [CONFIGURE ] ALL: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:11:15.645899] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18991 tests [2025-11-21T04:11:15.645997] [INFO ] [CONFIGURE ] ALL: Testing feature 21/29: add_range_position [2025-11-21T04:11:15.646110] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-21T04:11:15.895777] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:16.144143] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:11:16.384608] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:16.631234] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:16.888201] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:17.130873] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:17.381793] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:17.634691] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:17.923480] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:18.173021] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:18.173216] [INFO ] [CONFIGURE ] ALL: DISCARDED add_range_position (score: 80.00%) [2025-11-21T04:11:18.173274] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18990 tests [2025-11-21T04:11:18.173324] [INFO ] [CONFIGURE ] ALL: Testing feature 22/29: add_realized_volatility [2025-11-21T04:11:18.173368] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-21T04:11:18.506523] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:18.841300] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:19.171940] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:19.501968] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:19.833556] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:20.166672] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:20.494524] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:20.819471] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:21.134540] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:21.445814] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:21.446031] [INFO ] [CONFIGURE ] ALL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:11:21.446137] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18989 tests [2025-11-21T04:11:21.446189] [INFO ] [CONFIGURE ] ALL: Testing feature 23/29: add_recent_range_context [2025-11-21T04:11:21.446234] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-21T04:11:21.646594] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:21.851318] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:11:22.049702] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:22.247221] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:22.454288] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:22.654781] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:22.854135] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:23.061127] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:23.270436] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:23.482106] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:23.482299] [INFO ] [CONFIGURE ] ALL: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T04:11:23.482348] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18988 tests [2025-11-21T04:11:23.482387] [INFO ] [CONFIGURE ] ALL: Testing feature 24/29: add_rsi [2025-11-21T04:11:23.482423] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T04:11:23.732894] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:23.975749] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:24.220229] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:24.474684] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:11:24.724955] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:24.971157] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:11:25.218142] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:25.463495] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:11:25.712695] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:25.965914] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:25.966171] [INFO ] [CONFIGURE ] ALL: DISCARDED add_rsi (score: 40.00%) [2025-11-21T04:11:25.966232] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18987 tests [2025-11-21T04:11:25.966290] [INFO ] [CONFIGURE ] ALL: Testing feature 25/29: add_tick_distribution [2025-11-21T04:11:25.966335] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-21T04:11:26.168852] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:26.367225] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:11:26.575044] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:26.779708] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:11:27.001659] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:27.214689] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:27.418217] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:27.625615] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:27.841304] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:28.060332] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:28.060678] [INFO ] [CONFIGURE ] ALL: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:11:28.060758] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18986 tests [2025-11-21T04:11:28.060821] [INFO ] [CONFIGURE ] ALL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:11:28.060868] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T04:11:28.273905] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:11:28.488611] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:11:28.705526] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:28.918178] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:11:29.136223] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:29.369362] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:29.596960] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:29.840216] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:30.070442] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:30.289365] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:30.289582] [INFO ] [CONFIGURE ] ALL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:11:30.289633] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18985 tests [2025-11-21T04:11:30.289697] [INFO ] [CONFIGURE ] ALL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:11:30.289778] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T04:11:30.563786] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:30.839114] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:31.077008] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:31.312900] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:31.531705] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:31.741195] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:31.957540] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:32.170992] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:32.387952] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:11:32.603657] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:32.603838] [INFO ] [CONFIGURE ] ALL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:11:32.603896] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18984 tests [2025-11-21T04:11:32.603948] [INFO ] [CONFIGURE ] ALL: Testing feature 28/29: add_volume_profile [2025-11-21T04:11:32.604068] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-21T04:11:32.820469] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:33.026679] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:33.226145] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:33.432747] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:33.637732] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:33.839098] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:11:34.054898] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:34.262320] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:34.476347] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:11:34.693593] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:34.693850] [INFO ] [CONFIGURE ] ALL: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T04:11:34.693926] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18983 tests [2025-11-21T04:11:34.693991] [INFO ] [CONFIGURE ] ALL: Testing feature 29/29: add_vwap [2025-11-21T04:11:34.694051] [INFO ] [CONFIGURE ] ALL: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-21T04:11:34.910412] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:35.137571] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:11:35.370520] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:35.584812] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:11:35.800377] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:11:36.013995] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:11:36.228308] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:36.439553] [DEBUG] [FORECASTER] ALL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:36.652473] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:11:36.863961] [DEBUG] [FORECASTER] ALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:11:36.864154] [INFO ] [CONFIGURE ] ALL: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:11:36.864203] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18982 tests [2025-11-21T04:11:36.864243] [INFO ] [CONFIGURE ] ALL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:11:36.864277] [INFO ] [CONFIGURE ] ALL: Best accuracy: 80.00% [2025-11-21T04:11:36.864312] [INFO ] [CONFIGURE ] ALL: Best feature set (1 features): ['add_failed_moves'] [2025-11-21T04:11:36.864345] [INFO ] [CONFIGURE ] ALL: Improvement over baseline: 10.00% [2025-11-21T04:11:36.864388] [INFO ] [CONFIGURE ] ALL: Total time: 1.1 minutes [2025-11-21T04:11:36.864419] [INFO ] [CONFIGURE ] ALL: Average time per feature: 2.3 seconds [2025-11-21T04:11:36.864450] [INFO ] [CONFIGURE ] ALL: Average speed: 0.43 features/sec [2025-11-21T04:11:36.865349] [INFO ] [LOCAL ] Saved configuration for ALL: 1 features, 80.00% accuracy -> ./output/feature-sets/ALL.json [2025-11-21T04:11:36.865413] [INFO ] [CONFIGURE ] ALL: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T04:11:36.865462] [INFO ] [sig ] [69/723] Successfully configured ALL | 0.01 sym/s | Total: 1.6h | ETA: 15.5h [2025-11-21T04:11:36.865504] [INFO ] [sig ] [70/723] Configuring ALLE... [2025-11-21T04:11:36.865560] [INFO ] [CONFIGURE ] ALLE: Configurate test run. [2025-11-21T04:11:36.865603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-11-21T04:11:37.078536] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALLE'. [2025-11-21T04:11:37.078938] [INFO ] [CONFIGURE ] ALLE: Testing with 29 available features [2025-11-21T04:11:37.079003] [INFO ] [CONFIGURE ] ALLE: Establishing baseline with no features... [2025-11-21T04:11:37.250377] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:11:37.419577] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:11:37.604182] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:37.784284] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:37.960918] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:11:38.140676] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:11:38.324172] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:38.505223] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:11:38.692981] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:11:38.872992] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:11:38.873293] [INFO ] [CONFIGURE ] ALLE: Baseline score (no features): 40.00% [2025-11-21T04:11:38.873419] [INFO ] [CONFIGURE ] ALLE: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:11:38.873527] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:11:39.091050] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:39.318589] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:11:39.545033] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:39.773861] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:39.992504] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:11:40.212270] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:11:40.431326] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:11:40.644814] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:11:40.869443] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:11:41.087884] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:11:41.088074] [INFO ] [CONFIGURE ] ALLE: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T04:11:41.088122] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18981 tests [2025-11-21T04:11:41.088160] [INFO ] [CONFIGURE ] ALLE: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:11:41.088195] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:11:41.341446] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:41.594735] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:11:41.847704] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:42.102047] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:42.358259] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:11:42.611819] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:11:42.865554] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:11:43.122063] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:43.396014] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:11:43.658848] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:11:43.659002] [INFO ] [CONFIGURE ] ALLE: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T04:11:43.659060] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18980 tests [2025-11-21T04:11:43.659106] [INFO ] [CONFIGURE ] ALLE: Testing feature 3/29: add_daily_returns [2025-11-21T04:11:43.659151] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:11:43.926349] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:44.193535] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:11:44.473774] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:44.751720] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:45.030251] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:11:45.308319] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:11:45.584936] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:45.869929] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:46.145558] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:11:46.424160] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:11:46.424340] [INFO ] [CONFIGURE ] ALLE: KEPT add_daily_returns (score: 80.00%) [2025-11-21T04:11:46.424398] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18979 tests [2025-11-21T04:11:46.424438] [INFO ] [CONFIGURE ] ALLE: Testing feature 4/29: add_ema [2025-11-21T04:11:46.424518] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T04:11:46.731250] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:47.033107] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:11:47.343158] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:47.646951] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:47.966485] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:11:48.280778] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:11:48.606219] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:48.929842] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:49.251177] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:11:49.570940] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:11:49.571150] [INFO ] [CONFIGURE ] ALLE: KEPT add_ema (score: 90.00%) [2025-11-21T04:11:49.571212] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18978 tests [2025-11-21T04:11:49.571304] [INFO ] [CONFIGURE ] ALLE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:11:49.571358] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:11:49.927609] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:50.289273] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:11:50.640809] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:50.998403] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:11:51.346922] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:11:51.703326] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:11:52.041262] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:11:52.392349] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:52.746698] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:11:53.108958] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:11:53.109164] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T04:11:53.109224] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18977 tests [2025-11-21T04:11:53.109274] [INFO ] [CONFIGURE ] ALLE: Testing feature 6/29: add_failed_moves [2025-11-21T04:11:53.109319] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T04:11:53.427968] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:53.771901] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:11:54.086799] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:11:54.409466] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:54.728793] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:11:55.045932] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:11:55.362938] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:55.692732] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:56.021583] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:11:56.357510] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:11:56.357745] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T04:11:56.357809] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18976 tests [2025-11-21T04:11:56.357860] [INFO ] [CONFIGURE ] ALLE: Testing feature 7/29: add_lag_shelf [2025-11-21T04:11:56.357907] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T04:11:56.710392] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:11:57.048576] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:11:57.377822] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:11:57.711414] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:11:58.048961] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:11:58.395335] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:11:58.726888] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:11:59.052192] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:11:59.378753] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:11:59.713824] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:11:59.714023] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T04:11:59.714081] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18975 tests [2025-11-21T04:11:59.714129] [INFO ] [CONFIGURE ] ALLE: Testing feature 8/29: add_macd [2025-11-21T04:11:59.714177] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T04:12:00.113255] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:12:01.423059] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:01.874501] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:12:02.307454] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:02.754594] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:12:03.178132] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:03.608316] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:12:04.041018] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:04.486425] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:04.919401] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:04.919701] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:12:04.919766] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18974 tests [2025-11-21T04:12:04.919817] [INFO ] [CONFIGURE ] ALLE: Testing feature 9/29: add_mfi [2025-11-21T04:12:04.919864] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T04:12:05.277679] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:05.631593] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:05.990506] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:12:06.344916] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:06.705706] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:07.062613] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:07.404707] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:07.753576] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:08.088863] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:08.424067] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:08.424287] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_mfi (score: 90.00%) [2025-11-21T04:12:08.424348] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18973 tests [2025-11-21T04:12:08.424398] [INFO ] [CONFIGURE ] ALLE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:12:08.424466] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:12:08.858041] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:09.283412] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:09.708520] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:12:10.135392] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:10.544667] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:10.959506] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:11.413561] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:11.870388] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:12.312445] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:12:12.770918] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:12.771190] [INFO ] [CONFIGURE ] ALLE: KEPT add_momentum_acceleration (score: 100.00%) [2025-11-21T04:12:12.771259] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18972 tests [2025-11-21T04:12:12.771324] [INFO ] [CONFIGURE ] ALLE: Testing feature 11/29: add_obv_daily [2025-11-21T04:12:12.771393] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T04:12:13.255769] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:13.718784] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:14.177376] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:12:14.647808] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:12:15.105819] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:15.554937] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:16.033017] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:16.453691] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:16.876841] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:17.331528] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:12:17.331734] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T04:12:17.331793] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18971 tests [2025-11-21T04:12:17.331840] [INFO ] [CONFIGURE ] ALLE: Testing feature 12/29: add_obv_interval [2025-11-21T04:12:17.331885] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T04:12:17.766010] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:18.184147] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:18.612117] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:12:19.022446] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:19.461419] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:19.865395] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:20.269684] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:20.661879] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:21.076356] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:12:21.499070] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:21.499307] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T04:12:21.499370] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18970 tests [2025-11-21T04:12:21.499423] [INFO ] [CONFIGURE ] ALLE: Testing feature 13/29: add_opening_strength [2025-11-21T04:12:21.499470] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T04:12:21.961453] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:22.415047] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:22.849857] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:12:23.424288] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:23.899703] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:12:24.311061] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:24.717804] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:12:25.168515] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:25.626206] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:26.090155] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:12:26.090397] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:12:26.090472] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18969 tests [2025-11-21T04:12:26.090530] [INFO ] [CONFIGURE ] ALLE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:12:26.090575] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T04:12:26.555092] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:27.025468] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:27.481496] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:12:27.932909] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:28.390554] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:28.851885] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:29.321021] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:29.793863] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:30.273939] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:30.739769] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:30.740135] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T04:12:30.740204] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18968 tests [2025-11-21T04:12:30.740260] [INFO ] [CONFIGURE ] ALLE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:12:30.740306] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T04:12:31.211443] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:31.678289] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:32.158171] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:12:32.617960] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:12:33.073351] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:33.537309] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:34.002923] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:34.494535] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:34.970975] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:35.430213] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:35.430496] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:12:35.430562] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18967 tests [2025-11-21T04:12:35.430612] [INFO ] [CONFIGURE ] ALLE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:12:35.430679] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T04:12:35.907823] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:36.388388] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:36.854187] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:12:37.323360] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:37.795975] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:38.283926] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:38.766711] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:39.242952] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:39.717319] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:40.187557] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:40.187838] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T04:12:40.187902] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18966 tests [2025-11-21T04:12:40.187977] [INFO ] [CONFIGURE ] ALLE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:12:40.188026] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T04:12:40.631397] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:41.084570] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:41.529938] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:12:42.012147] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:42.466579] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:42.909013] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:43.341098] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:43.775977] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:44.227708] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:44.685018] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:44.685335] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T04:12:44.685403] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18965 tests [2025-11-21T04:12:44.685454] [INFO ] [CONFIGURE ] ALLE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:12:44.685499] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T04:12:45.139922] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:45.577503] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:46.020729] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:12:46.472681] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:46.941220] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:47.394210] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:47.850952] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:48.304552] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:48.749239] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:12:49.194872] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:12:49.195116] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T04:12:49.195181] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18964 tests [2025-11-21T04:12:49.195263] [INFO ] [CONFIGURE ] ALLE: Testing feature 20/29: add_price_rejection [2025-11-21T04:12:49.195306] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T04:12:49.647684] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:50.106240] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:50.566371] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:12:51.028868] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:12:51.486052] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:51.948344] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:52.422618] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:52.900499] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:53.374964] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:53.898973] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:12:53.899223] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:12:53.899286] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18963 tests [2025-11-21T04:12:53.899336] [INFO ] [CONFIGURE ] ALLE: Testing feature 21/29: add_range_position [2025-11-21T04:12:53.899385] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T04:12:54.404372] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:54.905189] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:12:55.393085] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:12:55.887192] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:12:56.367305] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:12:56.840390] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:12:57.350084] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:12:57.846756] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:12:58.356586] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:12:58.844661] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:12:58.844905] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:12:58.844971] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18962 tests [2025-11-21T04:12:58.845021] [INFO ] [CONFIGURE ] ALLE: Testing feature 22/29: add_realized_volatility [2025-11-21T04:12:58.845067] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T04:12:59.390166] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:12:59.939369] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:13:01.213789] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:01.783669] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:13:02.341294] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:13:02.893438] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:13:03.446739] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:04.003350] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:04.580364] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:05.140842] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:13:05.141157] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T04:13:05.141295] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18961 tests [2025-11-21T04:13:05.141362] [INFO ] [CONFIGURE ] ALLE: Testing feature 23/29: add_recent_range_context [2025-11-21T04:13:05.141422] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T04:13:05.597419] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:13:06.057278] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:13:06.507918] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:13:06.957340] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:07.405147] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:13:07.838968] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:13:08.266991] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:08.690161] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:09.109305] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:09.534077] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:13:09.534282] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:13:09.534342] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18960 tests [2025-11-21T04:13:09.534420] [INFO ] [CONFIGURE ] ALLE: Testing feature 24/29: add_rsi [2025-11-21T04:13:09.534477] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi'] [2025-11-21T04:13:09.975588] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:13:10.458799] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:13:10.966437] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:13:11.367451] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:11.796488] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:13:12.216058] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:13:12.688234] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:13.135747] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:13.588844] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:14.026592] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:13:14.026828] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:13:14.026890] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18959 tests [2025-11-21T04:13:14.026954] [INFO ] [CONFIGURE ] ALLE: Testing feature 25/29: add_tick_distribution [2025-11-21T04:13:14.026999] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T04:13:14.458453] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:13:14.900545] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:13:15.333836] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:13:15.771046] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:13:16.192530] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:13:16.644528] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:13:17.087222] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:17.536924] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:17.976572] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:18.413403] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:13:18.413617] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T04:13:18.413699] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18958 tests [2025-11-21T04:13:18.413747] [INFO ] [CONFIGURE ] ALLE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:13:18.413792] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T04:13:18.841407] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:13:19.260595] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:13:19.688073] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:13:20.138834] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:13:20.556254] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:13:20.970396] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:13:21.379884] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:21.791841] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:22.202057] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:22.630149] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:13:22.630403] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T04:13:22.630462] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18957 tests [2025-11-21T04:13:22.630509] [INFO ] [CONFIGURE ] ALLE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:13:22.630595] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T04:13:23.068555] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:13:23.494033] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:13:23.927927] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:13:24.354992] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:24.800857] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:13:25.269903] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:13:25.738274] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:13:26.199303] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:26.671571] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:27.135948] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:13:27.136223] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:13:27.136284] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18956 tests [2025-11-21T04:13:27.136332] [INFO ] [CONFIGURE ] ALLE: Testing feature 28/29: add_volume_profile [2025-11-21T04:13:27.136376] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T04:13:27.601959] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:13:28.050353] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:13:28.493381] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:28.928885] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:29.370263] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:13:29.819631] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:13:30.289859] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:30.761048] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:31.216494] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:13:31.659586] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:13:31.659822] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T04:13:31.659893] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18955 tests [2025-11-21T04:13:31.659971] [INFO ] [CONFIGURE ] ALLE: Testing feature 29/29: add_vwap [2025-11-21T04:13:31.660035] [INFO ] [CONFIGURE ] ALLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T04:13:32.096597] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:13:32.536533] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:13:32.968440] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:13:33.418097] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:13:33.883746] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:13:34.345107] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:13:34.830313] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:35.293995] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:35.761381] [DEBUG] [FORECASTER] ALLE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:36.236551] [DEBUG] [FORECASTER] ALLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:13:36.236832] [INFO ] [CONFIGURE ] ALLE: DISCARDED add_vwap (score: 80.00%) [2025-11-21T04:13:36.236926] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18954 tests [2025-11-21T04:13:36.236984] [INFO ] [CONFIGURE ] ALLE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:13:36.237030] [INFO ] [CONFIGURE ] ALLE: Best accuracy: 100.00% [2025-11-21T04:13:36.237077] [INFO ] [CONFIGURE ] ALLE: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:13:36.237121] [INFO ] [CONFIGURE ] ALLE: Improvement over baseline: 60.00% [2025-11-21T04:13:36.237187] [INFO ] [CONFIGURE ] ALLE: Total time: 2.0 minutes [2025-11-21T04:13:36.237230] [INFO ] [CONFIGURE ] ALLE: Average time per feature: 4.2 seconds [2025-11-21T04:13:36.237272] [INFO ] [CONFIGURE ] ALLE: Average speed: 0.25 features/sec [2025-11-21T04:13:36.237865] [INFO ] [LOCAL ] Saved configuration for ALLE: 6 features, 100.00% accuracy -> ./output/feature-sets/ALLE.json [2025-11-21T04:13:36.237931] [INFO ] [CONFIGURE ] ALLE: Configuration saved successfully: 6 features, 100.00% accuracy. [2025-11-21T04:13:36.237999] [INFO ] [sig ] [70/723] Successfully configured ALLE | 0.01 sym/s | Total: 1.7h | ETA: 15.5h [2025-11-21T04:13:36.238048] [INFO ] [sig ] [71/723] Configuring ALLY... [2025-11-21T04:13:36.238091] [INFO ] [CONFIGURE ] ALLY: Configurate test run. [2025-11-21T04:13:36.238135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-11-21T04:13:36.286686] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALLY'. [2025-11-21T04:13:36.291908] [INFO ] [CONFIGURE ] ALLY: Testing with 29 available features [2025-11-21T04:13:36.292579] [INFO ] [CONFIGURE ] ALLY: Establishing baseline with no features... [2025-11-21T04:13:36.486697] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:13:36.677108] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:13:36.861691] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:37.056605] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:37.256500] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:13:37.444915] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:13:37.632491] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:37.825179] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:13:38.023122] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:38.216859] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:13:38.217316] [INFO ] [CONFIGURE ] ALLY: Baseline score (no features): 40.00% [2025-11-21T04:13:38.217439] [INFO ] [CONFIGURE ] ALLY: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:13:38.217539] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:13:38.442138] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:13:38.669356] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:13:38.897024] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:39.115217] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:39.328858] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:13:39.553499] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:13:39.786975] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:40.020069] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:40.256465] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:13:40.489836] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:13:40.490040] [INFO ] [CONFIGURE ] ALLY: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T04:13:40.490094] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18953 tests [2025-11-21T04:13:40.490153] [INFO ] [CONFIGURE ] ALLY: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:13:40.490191] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:13:40.764307] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:13:41.025689] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:13:41.283540] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:41.542756] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:41.812426] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:13:42.091487] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:13:42.366327] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:42.632707] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:42.916591] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:13:43.190273] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:13:43.190470] [INFO ] [CONFIGURE ] ALLY: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T04:13:43.190532] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18952 tests [2025-11-21T04:13:43.190581] [INFO ] [CONFIGURE ] ALLY: Testing feature 3/29: add_daily_returns [2025-11-21T04:13:43.190629] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:13:43.469600] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:13:43.757631] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:13:44.050700] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:44.338920] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:44.636345] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:13:44.934706] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:13:45.221488] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:45.508263] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:45.800418] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:13:46.088526] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:13:46.088747] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T04:13:46.088808] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18951 tests [2025-11-21T04:13:46.088856] [INFO ] [CONFIGURE ] ALLY: Testing feature 4/29: add_ema [2025-11-21T04:13:46.088900] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T04:13:46.425250] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:13:46.749870] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:13:47.085616] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:47.431213] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:47.770300] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:13:48.144397] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:13:48.484529] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:48.837522] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:49.192055] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:13:49.534267] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:13:49.534518] [INFO ] [CONFIGURE ] ALLY: KEPT add_ema (score: 70.00%) [2025-11-21T04:13:49.534580] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18950 tests [2025-11-21T04:13:49.534634] [INFO ] [CONFIGURE ] ALLY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:13:49.534704] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:13:49.943954] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:13:50.332910] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:13:50.717390] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:51.111288] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:51.505598] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:13:51.866151] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:13:52.214267] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:52.579903] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:52.957468] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:13:53.301676] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:13:53.301947] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T04:13:53.302011] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18949 tests [2025-11-21T04:13:53.302062] [INFO ] [CONFIGURE ] ALLY: Testing feature 6/29: add_failed_moves [2025-11-21T04:13:53.302109] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T04:13:53.626141] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:13:53.940167] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:13:54.253013] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:54.565256] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:54.879196] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:13:55.191657] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:13:55.501791] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:55.815525] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:56.125949] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:13:56.439000] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:13:56.439176] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T04:13:56.439233] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18948 tests [2025-11-21T04:13:56.439282] [INFO ] [CONFIGURE ] ALLY: Testing feature 7/29: add_lag_shelf [2025-11-21T04:13:56.439326] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T04:13:56.741352] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:13:57.042570] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:13:57.353639] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:13:57.685362] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:13:58.031244] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:13:58.367507] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:13:58.705936] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:13:59.036072] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:13:59.349661] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:13:59.658665] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:13:59.658856] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:13:59.658917] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18947 tests [2025-11-21T04:13:59.658967] [INFO ] [CONFIGURE ] ALLY: Testing feature 8/29: add_macd [2025-11-21T04:13:59.659012] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T04:14:00.056417] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:14:00.591180] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:01.517210] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:01.944312] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:14:02.388333] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:02.816521] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:03.224662] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:03.657706] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:04.074015] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:14:04.491757] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:14:04.492059] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:14:04.492136] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18946 tests [2025-11-21T04:14:04.492188] [INFO ] [CONFIGURE ] ALLY: Testing feature 9/29: add_mfi [2025-11-21T04:14:04.492225] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T04:14:04.830028] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:05.166402] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:05.495700] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:05.837034] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:06.170533] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:06.499241] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:06.838708] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:07.181658] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:07.522953] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:14:07.873110] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:14:07.873379] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:14:07.873459] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18945 tests [2025-11-21T04:14:07.873510] [INFO ] [CONFIGURE ] ALLY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:14:07.873555] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:14:08.304095] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:08.698032] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:09.117094] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:09.523397] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:14:09.945756] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:10.367116] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:10.794601] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:11.217682] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:14:11.640234] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:14:12.071236] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:14:12.071500] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:14:12.071563] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18944 tests [2025-11-21T04:14:12.071615] [INFO ] [CONFIGURE ] ALLY: Testing feature 11/29: add_obv_daily [2025-11-21T04:14:12.071688] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T04:14:12.434083] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:12.813997] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:14:13.166396] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:13.489464] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:14:13.828806] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:14.162312] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:14.490001] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:14.798347] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:15.140619] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:14:15.482295] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:14:15.482517] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T04:14:15.482581] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18943 tests [2025-11-21T04:14:15.482633] [INFO ] [CONFIGURE ] ALLY: Testing feature 12/29: add_obv_interval [2025-11-21T04:14:15.482704] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T04:14:15.798371] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:16.118296] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:16.438372] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:16.765754] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:14:17.076758] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:17.412776] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:17.718384] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:18.031523] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:14:18.342911] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:14:18.656022] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:18.656239] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T04:14:18.656301] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18942 tests [2025-11-21T04:14:18.656352] [INFO ] [CONFIGURE ] ALLY: Testing feature 13/29: add_opening_strength [2025-11-21T04:14:18.656399] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:14:19.006841] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:19.352876] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:19.706097] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:20.076318] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:20.502153] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:20.839993] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:21.174528] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:21.525923] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:21.857289] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:14:22.192030] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:22.192241] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T04:14:22.192303] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18941 tests [2025-11-21T04:14:22.192356] [INFO ] [CONFIGURE ] ALLY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:14:22.192403] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T04:14:22.519272] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:22.835789] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:23.157451] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:23.515451] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:23.869765] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:24.186331] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:24.523962] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:24.866189] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:25.212467] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:14:25.564433] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:25.564678] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:14:25.564751] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18940 tests [2025-11-21T04:14:25.564804] [INFO ] [CONFIGURE ] ALLY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:14:25.564849] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T04:14:25.892134] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:26.214603] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:26.538393] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:26.862596] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:27.185017] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:27.508606] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:27.829293] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:28.146035] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:28.467761] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:14:28.784429] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:28.784671] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:14:28.784733] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18939 tests [2025-11-21T04:14:28.784785] [INFO ] [CONFIGURE ] ALLY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:14:28.784828] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T04:14:29.121201] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:29.470068] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:29.820573] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:30.189893] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:30.546307] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:30.892210] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:31.240613] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:31.612453] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:31.976128] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:14:32.332878] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:32.333130] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:14:32.333214] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18938 tests [2025-11-21T04:14:32.333267] [INFO ] [CONFIGURE ] ALLY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:14:32.333314] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T04:14:32.685559] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:33.033377] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:33.371968] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:33.724596] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:14:34.089347] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:34.444871] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:34.794240] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:35.149325] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:35.509412] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:14:35.863095] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:35.863352] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:14:35.863414] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18937 tests [2025-11-21T04:14:35.863463] [INFO ] [CONFIGURE ] ALLY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:14:35.863510] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T04:14:36.184545] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:36.506862] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:36.826090] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:37.151069] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:37.480164] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:37.819163] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:38.156672] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:38.483308] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:38.822239] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:14:39.149056] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:14:39.149268] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T04:14:39.149329] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18936 tests [2025-11-21T04:14:39.149378] [INFO ] [CONFIGURE ] ALLY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:14:39.149423] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T04:14:39.460769] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:39.775497] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:40.102347] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:40.433403] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:14:40.761227] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:41.082477] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:41.423676] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:41.752500] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:42.088145] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:14:42.417249] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:42.417447] [INFO ] [CONFIGURE ] ALLY: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:14:42.417510] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18935 tests [2025-11-21T04:14:42.417560] [INFO ] [CONFIGURE ] ALLY: Testing feature 20/29: add_price_rejection [2025-11-21T04:14:42.417604] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T04:14:42.741563] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:43.076100] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:43.419820] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:14:43.753991] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:44.090262] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:44.438425] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:44.756202] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:45.093314] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:45.430443] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:14:45.752980] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:45.753188] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:14:45.753308] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18934 tests [2025-11-21T04:14:45.753357] [INFO ] [CONFIGURE ] ALLY: Testing feature 21/29: add_range_position [2025-11-21T04:14:45.753400] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T04:14:46.098671] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:46.442042] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:46.785012] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:47.154989] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:14:47.552328] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:47.932335] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:48.308377] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:48.697111] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:49.075119] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:14:49.445708] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:49.445970] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_range_position (score: 80.00%) [2025-11-21T04:14:49.446033] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18933 tests [2025-11-21T04:14:49.446083] [INFO ] [CONFIGURE ] ALLY: Testing feature 22/29: add_realized_volatility [2025-11-21T04:14:49.446131] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T04:14:49.896199] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:50.337113] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:14:50.787309] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:51.232866] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:51.680020] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:52.184913] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:52.668304] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:53.166419] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:53.632482] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:14:54.097544] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:14:54.097834] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:14:54.097905] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18932 tests [2025-11-21T04:14:54.097958] [INFO ] [CONFIGURE ] ALLY: Testing feature 23/29: add_recent_range_context [2025-11-21T04:14:54.098006] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T04:14:54.429091] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:54.766531] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:55.120568] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:55.459156] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:55.800613] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:56.135982] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:56.465407] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:14:56.799755] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:14:57.135237] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:14:57.467385] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:14:57.467569] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T04:14:57.467628] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18931 tests [2025-11-21T04:14:57.467707] [INFO ] [CONFIGURE ] ALLY: Testing feature 24/29: add_rsi [2025-11-21T04:14:57.467754] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_rsi'] [2025-11-21T04:14:57.803200] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:14:58.164198] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:14:58.510820] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:14:58.858322] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:14:59.199917] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:14:59.547279] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:14:59.893188] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:15:00.230691] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:15:01.331070] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:01.825616] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:01.825928] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:15:01.826013] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18930 tests [2025-11-21T04:15:01.826080] [INFO ] [CONFIGURE ] ALLY: Testing feature 25/29: add_tick_distribution [2025-11-21T04:15:01.826129] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T04:15:02.180930] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:15:02.528291] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:15:02.883412] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:03.240725] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:15:03.594420] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:15:03.947839] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:04.288089] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:15:04.633363] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:15:04.981636] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:05.315627] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:05.315893] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:15:05.315955] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18929 tests [2025-11-21T04:15:05.316008] [INFO ] [CONFIGURE ] ALLY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:15:05.316057] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T04:15:05.659004] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:15:06.011809] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:15:06.357114] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:06.703805] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:15:07.054614] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:15:07.495205] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:07.921299] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:15:08.244677] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:15:08.557508] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:08.866724] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:15:08.866915] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:15:08.866998] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18928 tests [2025-11-21T04:15:08.867051] [INFO ] [CONFIGURE ] ALLY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:15:08.867107] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T04:15:09.171383] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:15:09.470078] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:15:09.797167] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:10.109403] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:15:10.470064] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:15:10.809254] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:11.137987] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:15:11.475619] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:15:11.832974] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:12.177549] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:12.177790] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T04:15:12.177856] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18927 tests [2025-11-21T04:15:12.177907] [INFO ] [CONFIGURE ] ALLY: Testing feature 28/29: add_volume_profile [2025-11-21T04:15:12.177955] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T04:15:12.548586] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:15:12.890072] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:15:13.225067] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:13.562342] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:15:13.907426] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:15:14.251753] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:14.586824] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:15:14.931384] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:15:15.283536] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:15:15.622239] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:15:15.622444] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:15:15.622503] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18926 tests [2025-11-21T04:15:15.622549] [INFO ] [CONFIGURE ] ALLY: Testing feature 29/29: add_vwap [2025-11-21T04:15:15.622593] [INFO ] [CONFIGURE ] ALLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T04:15:15.969723] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:15:16.320985] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:15:16.673734] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:17.038084] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:15:17.393772] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:15:17.732299] [DEBUG] [FORECASTER] ALLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:18.054764] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:15:18.380455] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:15:18.708078] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:19.034435] [DEBUG] [FORECASTER] ALLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:19.034606] [INFO ] [CONFIGURE ] ALLY: DISCARDED add_vwap (score: 70.00%) [2025-11-21T04:15:19.034685] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18925 tests [2025-11-21T04:15:19.034754] [INFO ] [CONFIGURE ] ALLY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:15:19.034799] [INFO ] [CONFIGURE ] ALLY: Best accuracy: 80.00% [2025-11-21T04:15:19.034840] [INFO ] [CONFIGURE ] ALLY: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T04:15:19.034882] [INFO ] [CONFIGURE ] ALLY: Improvement over baseline: 40.00% [2025-11-21T04:15:19.034920] [INFO ] [CONFIGURE ] ALLY: Total time: 1.7 minutes [2025-11-21T04:15:19.034958] [INFO ] [CONFIGURE ] ALLY: Average time per feature: 3.5 seconds [2025-11-21T04:15:19.034997] [INFO ] [CONFIGURE ] ALLY: Average speed: 0.29 features/sec [2025-11-21T04:15:19.035604] [INFO ] [LOCAL ] Saved configuration for ALLY: 4 features, 80.00% accuracy -> ./output/feature-sets/ALLY.json [2025-11-21T04:15:19.035689] [INFO ] [CONFIGURE ] ALLY: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T04:15:19.035741] [INFO ] [sig ] [71/723] Successfully configured ALLY | 0.01 sym/s | Total: 1.7h | ETA: 15.5h [2025-11-21T04:15:19.035786] [INFO ] [sig ] [72/723] Configuring ALSN... [2025-11-21T04:15:19.035825] [INFO ] [CONFIGURE ] ALSN: Configurate test run. [2025-11-21T04:15:19.035866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-11-21T04:15:19.083240] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALSN'. [2025-11-21T04:15:19.083607] [INFO ] [CONFIGURE ] ALSN: Testing with 29 available features [2025-11-21T04:15:19.083692] [INFO ] [CONFIGURE ] ALSN: Establishing baseline with no features... [2025-11-21T04:15:19.264202] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:19.443261] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:19.623730] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:19.807320] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:19.981666] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:20.160791] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:20.349591] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:20.548000] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:20.746537] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:20.943375] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:20.943556] [INFO ] [CONFIGURE ] ALSN: Baseline score (no features): 50.00% [2025-11-21T04:15:20.943603] [INFO ] [CONFIGURE ] ALSN: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:15:20.943658] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:15:21.158355] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:21.368870] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:21.580127] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:21.801095] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:22.017353] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:22.230812] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:15:22.443820] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:22.672818] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:22.907958] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:23.128296] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:23.128477] [INFO ] [CONFIGURE ] ALSN: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T04:15:23.128527] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18924 tests [2025-11-21T04:15:23.128565] [INFO ] [CONFIGURE ] ALSN: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:15:23.128601] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:15:23.394933] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:23.653528] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:23.916987] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:24.155664] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:24.395862] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:24.659448] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:15:24.916380] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:25.188694] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:25.433418] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:25.683695] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:25.683893] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T04:15:25.683953] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18923 tests [2025-11-21T04:15:25.684001] [INFO ] [CONFIGURE ] ALSN: Testing feature 3/29: add_daily_returns [2025-11-21T04:15:25.684045] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:15:25.908261] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:26.132724] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:26.357468] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:26.592522] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:26.804087] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:27.017431] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:27.243330] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:27.460686] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:27.674580] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:27.895487] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:27.895672] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T04:15:27.895768] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18922 tests [2025-11-21T04:15:27.895821] [INFO ] [CONFIGURE ] ALSN: Testing feature 4/29: add_ema [2025-11-21T04:15:27.895878] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T04:15:28.137178] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:28.402612] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:28.665394] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:28.935247] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:29.183998] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:29.444601] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:15:29.727369] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:30.000073] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:30.279543] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:30.553485] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:30.553719] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:15:30.553779] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18921 tests [2025-11-21T04:15:30.553826] [INFO ] [CONFIGURE ] ALSN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:15:30.553886] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:15:30.823017] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:31.089958] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:15:31.354795] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:31.621931] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:31.907574] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:32.172512] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:32.445053] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:32.726543] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:33.005680] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:33.278404] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:33.278584] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T04:15:33.278658] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18920 tests [2025-11-21T04:15:33.278717] [INFO ] [CONFIGURE ] ALSN: Testing feature 6/29: add_failed_moves [2025-11-21T04:15:33.278759] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T04:15:33.514578] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:33.741461] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:33.972490] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:34.197481] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:34.424804] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:15:34.662266] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:15:34.885413] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:35.127593] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:35.364819] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:35.590081] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:35.590304] [INFO ] [CONFIGURE ] ALSN: KEPT add_failed_moves (score: 70.00%) [2025-11-21T04:15:35.590362] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18919 tests [2025-11-21T04:15:35.590401] [INFO ] [CONFIGURE ] ALSN: Testing feature 7/29: add_lag_shelf [2025-11-21T04:15:35.590437] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T04:15:35.823337] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:36.050083] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:36.277162] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:36.512302] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:36.746576] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:15:36.990399] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:15:37.217353] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:37.447393] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:37.683786] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:37.912897] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:37.913062] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:15:37.913111] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18918 tests [2025-11-21T04:15:37.913150] [INFO ] [CONFIGURE ] ALSN: Testing feature 8/29: add_macd [2025-11-21T04:15:37.913185] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T04:15:38.231748] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:38.564587] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:38.904408] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:39.224135] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:15:39.561756] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:39.866997] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:40.193427] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:40.494713] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:40.817396] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:41.147396] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:41.147709] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:15:41.147770] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18917 tests [2025-11-21T04:15:41.147820] [INFO ] [CONFIGURE ] ALSN: Testing feature 9/29: add_mfi [2025-11-21T04:15:41.147864] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T04:15:41.380978] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:41.607295] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:41.836391] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:42.083219] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:42.338490] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:42.594378] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:42.852386] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:43.094760] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:43.351324] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:43.608163] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:43.608371] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:15:43.608431] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18916 tests [2025-11-21T04:15:43.608485] [INFO ] [CONFIGURE ] ALSN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:15:43.608533] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:15:43.956196] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:44.311426] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:44.651024] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:44.982816] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:45.327083] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:45.677073] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:15:46.026335] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:46.370754] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:46.722639] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:47.064349] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:47.064589] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:15:47.064670] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18915 tests [2025-11-21T04:15:47.064721] [INFO ] [CONFIGURE ] ALSN: Testing feature 11/29: add_obv_daily [2025-11-21T04:15:47.064765] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T04:15:47.354073] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:47.647069] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:47.914173] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:48.185491] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:15:48.441149] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:48.696902] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:48.945902] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:49.194720] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:49.484986] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:49.755355] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:49.755558] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T04:15:49.755623] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18914 tests [2025-11-21T04:15:49.755686] [INFO ] [CONFIGURE ] ALSN: Testing feature 12/29: add_obv_interval [2025-11-21T04:15:49.755773] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T04:15:50.004765] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:50.254159] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:50.519982] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:50.782038] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:51.043265] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:15:51.308801] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:51.568287] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:51.837847] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:52.093209] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:52.347099] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:52.347302] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:15:52.347363] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18913 tests [2025-11-21T04:15:52.347412] [INFO ] [CONFIGURE ] ALSN: Testing feature 13/29: add_opening_strength [2025-11-21T04:15:52.347464] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:15:52.610447] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:52.894105] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:53.167314] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:53.434604] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:53.720330] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:15:54.001022] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:54.286856] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:54.591234] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:54.894232] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:55.201476] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:55.201784] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T04:15:55.201854] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18912 tests [2025-11-21T04:15:55.201942] [INFO ] [CONFIGURE ] ALSN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:15:55.201996] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T04:15:55.486578] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:55.757056] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:56.024684] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:56.293468] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:56.559984] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:15:56.822696] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:15:57.093997] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:57.363936] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:15:57.632148] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:15:57.897227] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:15:57.897408] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T04:15:57.897481] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18911 tests [2025-11-21T04:15:57.897534] [INFO ] [CONFIGURE ] ALSN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:15:57.897582] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T04:15:58.117408] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:15:58.335497] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:15:58.552871] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:15:58.786940] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:15:59.032627] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:15:59.269436] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:15:59.502474] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:15:59.752028] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:00.050708] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:00.340978] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:00.341174] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:16:00.341226] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18910 tests [2025-11-21T04:16:00.341267] [INFO ] [CONFIGURE ] ALSN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:16:00.341305] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T04:16:00.633375] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:01.501136] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:01.926274] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:02.173179] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:02.405192] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:02.644815] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:02.884480] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:03.141182] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:03.387828] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:03.631173] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:03.631343] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:16:03.631399] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18909 tests [2025-11-21T04:16:03.631445] [INFO ] [CONFIGURE ] ALSN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:16:03.631487] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T04:16:03.899227] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:04.149019] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:04.402700] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:04.659970] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:04.937349] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:05.214436] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:05.491662] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:05.798759] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:06.092398] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:06.363769] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:06.364032] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:16:06.364098] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18908 tests [2025-11-21T04:16:06.364153] [INFO ] [CONFIGURE ] ALSN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:16:06.364204] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T04:16:06.602436] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:06.841002] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:07.102528] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:07.333390] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:07.565521] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:07.803292] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:08.028285] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:08.263088] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:08.493033] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:08.733793] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:08.733982] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T04:16:08.734030] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18907 tests [2025-11-21T04:16:08.734068] [INFO ] [CONFIGURE ] ALSN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:16:08.734103] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T04:16:08.962113] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:09.203092] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:09.422589] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:09.660284] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:09.900454] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:16:10.129545] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:16:10.355339] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:10.588908] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:10.827810] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:11.069383] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:11.069608] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:16:11.069690] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18906 tests [2025-11-21T04:16:11.069744] [INFO ] [CONFIGURE ] ALSN: Testing feature 20/29: add_price_rejection [2025-11-21T04:16:11.069793] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T04:16:11.316948] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:11.561209] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:11.811413] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:12.065413] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:16:12.315433] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:16:12.578878] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:12.849056] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:13.126215] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:13.399389] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:13.667306] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:13.667592] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:16:13.667681] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18905 tests [2025-11-21T04:16:13.667741] [INFO ] [CONFIGURE ] ALSN: Testing feature 21/29: add_range_position [2025-11-21T04:16:13.667792] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T04:16:13.963898] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:14.266372] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:14.540446] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:14.822459] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:15.098502] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:15.404270] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:15.694045] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:15.996631] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:16.288023] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:16.580241] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:16.580508] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_range_position (score: 50.00%) [2025-11-21T04:16:16.580573] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18904 tests [2025-11-21T04:16:16.580626] [INFO ] [CONFIGURE ] ALSN: Testing feature 22/29: add_realized_volatility [2025-11-21T04:16:16.580699] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T04:16:16.945944] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:17.318393] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:17.694315] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:18.081381] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:18.447317] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:16:18.792057] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:19.128374] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:19.476480] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:19.820580] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:20.178561] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:20.178867] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:16:20.178936] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18903 tests [2025-11-21T04:16:20.178991] [INFO ] [CONFIGURE ] ALSN: Testing feature 23/29: add_recent_range_context [2025-11-21T04:16:20.179039] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T04:16:20.418611] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:20.662892] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:20.891393] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:21.119490] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:21.351339] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:16:21.577541] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:16:21.800911] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:22.023130] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:22.248787] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:22.474435] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:22.474612] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:16:22.474692] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18902 tests [2025-11-21T04:16:22.474745] [INFO ] [CONFIGURE ] ALSN: Testing feature 24/29: add_rsi [2025-11-21T04:16:22.474793] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T04:16:22.744764] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:23.015788] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:23.290512] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:23.574772] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:16:23.851051] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:24.109443] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:16:24.386566] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:24.661908] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:24.985199] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:25.314350] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:25.314686] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:16:25.314784] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18901 tests [2025-11-21T04:16:25.314859] [INFO ] [CONFIGURE ] ALSN: Testing feature 25/29: add_tick_distribution [2025-11-21T04:16:25.314928] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T04:16:25.584382] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:25.842496] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:26.093945] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:26.343029] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:26.590119] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:16:26.842675] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:16:27.092469] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:27.340992] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:27.605598] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:27.877059] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:27.877251] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T04:16:27.877310] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18900 tests [2025-11-21T04:16:27.877375] [INFO ] [CONFIGURE ] ALSN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:16:27.877430] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T04:16:28.154252] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:28.446077] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:28.692846] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:28.959464] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:29.207421] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:16:29.457284] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:16:29.714600] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:29.985555] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:30.238120] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:30.490891] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:30.491113] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:16:30.491176] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18899 tests [2025-11-21T04:16:30.491224] [INFO ] [CONFIGURE ] ALSN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:16:30.491267] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T04:16:30.748336] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:31.028325] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:31.302248] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:31.563795] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:31.828469] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:16:32.085191] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:32.343699] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:32.619088] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:32.894483] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:33.158823] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:33.159010] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:16:33.159070] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18898 tests [2025-11-21T04:16:33.159116] [INFO ] [CONFIGURE ] ALSN: Testing feature 28/29: add_volume_profile [2025-11-21T04:16:33.159161] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T04:16:33.433154] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:33.697826] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:33.966331] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:34.245780] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:16:34.518347] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:34.800605] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:35.057782] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:35.313102] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:35.573089] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:35.858726] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:35.859027] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T04:16:35.859093] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18897 tests [2025-11-21T04:16:35.859148] [INFO ] [CONFIGURE ] ALSN: Testing feature 29/29: add_vwap [2025-11-21T04:16:35.859197] [INFO ] [CONFIGURE ] ALSN: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap'] [2025-11-21T04:16:36.133433] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:16:36.405847] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:36.671165] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:16:36.943505] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:16:37.209851] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:37.482044] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:37.741077] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:37.998247] [DEBUG] [FORECASTER] ALSN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:38.244896] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:38.497496] [DEBUG] [FORECASTER] ALSN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:16:38.497697] [INFO ] [CONFIGURE ] ALSN: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:16:38.497758] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18896 tests [2025-11-21T04:16:38.497806] [INFO ] [CONFIGURE ] ALSN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:16:38.497847] [INFO ] [CONFIGURE ] ALSN: Best accuracy: 70.00% [2025-11-21T04:16:38.497888] [INFO ] [CONFIGURE ] ALSN: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T04:16:38.497927] [INFO ] [CONFIGURE ] ALSN: Improvement over baseline: 20.00% [2025-11-21T04:16:38.497964] [INFO ] [CONFIGURE ] ALSN: Total time: 1.3 minutes [2025-11-21T04:16:38.498000] [INFO ] [CONFIGURE ] ALSN: Average time per feature: 2.7 seconds [2025-11-21T04:16:38.498037] [INFO ] [CONFIGURE ] ALSN: Average speed: 0.37 features/sec [2025-11-21T04:16:38.498637] [INFO ] [LOCAL ] Saved configuration for ALSN: 2 features, 70.00% accuracy -> ./output/feature-sets/ALSN.json [2025-11-21T04:16:38.498722] [INFO ] [CONFIGURE ] ALSN: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T04:16:38.498772] [INFO ] [sig ] [72/723] Successfully configured ALSN | 0.01 sym/s | Total: 1.7h | ETA: 15.5h [2025-11-21T04:16:38.498816] [INFO ] [sig ] [73/723] Configuring ALTG... [2025-11-21T04:16:38.498856] [INFO ] [CONFIGURE ] ALTG: Configurate test run. [2025-11-21T04:16:38.498896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-11-21T04:16:38.573576] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALTG'. [2025-11-21T04:16:38.573952] [INFO ] [CONFIGURE ] ALTG: Testing with 29 available features [2025-11-21T04:16:38.574014] [INFO ] [CONFIGURE ] ALTG: Establishing baseline with no features... [2025-11-21T04:16:38.762457] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:38.952493] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:39.147572] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:16:39.328701] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:16:39.512591] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:39.691315] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:39.875011] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:16:40.058976] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:40.249886] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:16:40.429836] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:16:40.429987] [INFO ] [CONFIGURE ] ALTG: Baseline score (no features): 10.00% [2025-11-21T04:16:40.430034] [INFO ] [CONFIGURE ] ALTG: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:16:40.430072] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:16:40.659750] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:40.889681] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:41.130357] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:16:41.345314] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:16:41.561688] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:41.781247] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:42.002953] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:16:42.235265] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:42.461228] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:42.673813] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:16:42.673991] [INFO ] [CONFIGURE ] ALTG: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T04:16:42.674039] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18895 tests [2025-11-21T04:16:42.674077] [INFO ] [CONFIGURE ] ALTG: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:16:42.674113] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:16:42.921408] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:43.163550] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:43.415495] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:16:43.674994] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:16:43.931231] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:16:44.168691] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:44.407866] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:16:44.649131] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:44.920338] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:16:45.179119] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:16:45.179290] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T04:16:45.179346] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18894 tests [2025-11-21T04:16:45.179391] [INFO ] [CONFIGURE ] ALTG: Testing feature 3/29: add_daily_returns [2025-11-21T04:16:45.179433] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:16:45.399444] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:45.629536] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:16:45.850919] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:16:46.072367] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:16:46.305196] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:46.541387] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:46.779048] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:16:47.039928] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:47.284808] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:47.541721] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:16:47.542133] [INFO ] [CONFIGURE ] ALTG: KEPT add_daily_returns (score: 50.00%) [2025-11-21T04:16:47.542261] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18893 tests [2025-11-21T04:16:47.542379] [INFO ] [CONFIGURE ] ALTG: Testing feature 4/29: add_ema [2025-11-21T04:16:47.542489] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T04:16:47.952763] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:48.238322] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:16:48.521634] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:16:48.811224] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:16:49.113678] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:49.422463] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:49.715364] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:16:50.016968] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:50.326602] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:50.630616] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:16:50.630854] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:16:50.630915] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18892 tests [2025-11-21T04:16:50.630957] [INFO ] [CONFIGURE ] ALTG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:16:50.630998] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:16:50.930883] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:51.224112] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:51.522728] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:16:51.820091] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:16:52.118741] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:52.408445] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:52.707265] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:16:53.003419] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:53.306348] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:53.607439] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:16:53.607638] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T04:16:53.607731] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18891 tests [2025-11-21T04:16:53.607779] [INFO ] [CONFIGURE ] ALTG: Testing feature 6/29: add_failed_moves [2025-11-21T04:16:53.607826] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T04:16:53.863013] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:54.118277] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:16:54.369320] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:16:54.636359] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:16:54.898323] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:55.161413] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:55.445196] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:16:55.704300] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:55.969263] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:56.231966] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:16:56.232144] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:16:56.232202] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18890 tests [2025-11-21T04:16:56.232252] [INFO ] [CONFIGURE ] ALTG: Testing feature 7/29: add_lag_shelf [2025-11-21T04:16:56.232321] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:16:56.460632] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:56.682835] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:16:56.904966] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:16:57.126383] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:16:57.346749] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:16:57.564951] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:16:57.795625] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:16:58.023936] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:16:58.254616] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:16:58.492394] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:16:58.492574] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T04:16:58.492625] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18889 tests [2025-11-21T04:16:58.492687] [INFO ] [CONFIGURE ] ALTG: Testing feature 8/29: add_macd [2025-11-21T04:16:58.492754] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:16:58.814607] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:16:59.142884] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:16:59.475786] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:16:59.816791] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:00.171767] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:17:00.496582] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:00.835669] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:01.928720] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:02.233795] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:02.543188] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:02.543406] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:17:02.543465] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18888 tests [2025-11-21T04:17:02.543520] [INFO ] [CONFIGURE ] ALTG: Testing feature 9/29: add_mfi [2025-11-21T04:17:02.543565] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T04:17:02.780309] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:03.017312] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:03.251323] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:03.498308] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:03.738471] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:03.980043] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:04.223538] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:04.480616] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:04.734835] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:17:04.988774] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:17:04.988976] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_mfi (score: 40.00%) [2025-11-21T04:17:04.989033] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18887 tests [2025-11-21T04:17:04.989081] [INFO ] [CONFIGURE ] ALTG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:17:04.989118] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:17:05.308392] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:05.644774] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:17:05.984144] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:06.331817] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:06.683284] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:07.017958] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:07.349747] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:07.683585] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:08.021091] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:17:08.358227] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:08.358399] [INFO ] [CONFIGURE ] ALTG: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-21T04:17:08.358458] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18886 tests [2025-11-21T04:17:08.358508] [INFO ] [CONFIGURE ] ALTG: Testing feature 11/29: add_obv_daily [2025-11-21T04:17:08.358549] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T04:17:08.714116] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:09.086867] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:09.435577] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:09.773253] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:17:10.114262] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:10.454126] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:10.787105] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:11.130961] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:11.489377] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:11.843903] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:11.844152] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T04:17:11.844211] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18885 tests [2025-11-21T04:17:11.844259] [INFO ] [CONFIGURE ] ALTG: Testing feature 12/29: add_obv_interval [2025-11-21T04:17:11.844294] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T04:17:12.199117] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:12.578494] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:12.952814] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:13.327621] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:13.682777] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:17:14.049780] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:14.392968] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:14.736509] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:15.123503] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:15.495000] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:15.495311] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:17:15.495399] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18884 tests [2025-11-21T04:17:15.495468] [INFO ] [CONFIGURE ] ALTG: Testing feature 13/29: add_opening_strength [2025-11-21T04:17:15.495528] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T04:17:15.883326] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:16.259695] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:16.634779] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:17:17.034256] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:17.416329] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:17.801358] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:18.189592] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:17:18.585433] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:18.977359] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:19.354986] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:19.355287] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T04:17:19.355430] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18883 tests [2025-11-21T04:17:19.355490] [INFO ] [CONFIGURE ] ALTG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:17:19.355540] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T04:17:19.724275] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:20.115817] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:20.523936] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:20.919429] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:21.298846] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:17:21.677918] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:22.068981] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:17:22.459878] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:22.854822] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:17:23.252961] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:17:23.253222] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T04:17:23.253287] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18882 tests [2025-11-21T04:17:23.253341] [INFO ] [CONFIGURE ] ALTG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:17:23.253390] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T04:17:23.627716] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:24.020626] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:17:24.429763] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:17:24.801420] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:25.184114] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:25.558940] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:25.933830] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:26.317385] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:17:26.688563] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:17:27.066007] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:27.066759] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:17:27.066827] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18881 tests [2025-11-21T04:17:27.066879] [INFO ] [CONFIGURE ] ALTG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:17:27.066940] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T04:17:27.431693] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:27.803766] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:28.172701] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:28.544919] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:28.921540] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:29.297353] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:29.671162] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:17:30.044774] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:30.424174] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:17:30.814873] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:30.815096] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T04:17:30.815165] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18880 tests [2025-11-21T04:17:30.815224] [INFO ] [CONFIGURE ] ALTG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:17:30.815272] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T04:17:31.180692] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:31.532110] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:31.869295] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:32.206419] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:32.559204] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:32.914423] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:33.268863] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:33.624915] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:33.972387] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:17:34.329881] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:17:34.330180] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T04:17:34.330249] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18879 tests [2025-11-21T04:17:34.330301] [INFO ] [CONFIGURE ] ALTG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:17:34.330351] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T04:17:34.683711] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:35.040958] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:17:35.402063] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:35.761768] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:36.139540] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:36.503935] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:36.865012] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:37.234619] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:37.593200] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:37.940298] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:37.940554] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T04:17:37.940620] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18878 tests [2025-11-21T04:17:37.940694] [INFO ] [CONFIGURE ] ALTG: Testing feature 20/29: add_price_rejection [2025-11-21T04:17:37.940741] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T04:17:38.299876] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:38.675444] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:39.051243] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:39.437799] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:39.818036] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:17:40.197760] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:40.562006] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:40.940939] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:41.321328] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:41.696699] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:17:41.697069] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T04:17:41.697138] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18877 tests [2025-11-21T04:17:41.697192] [INFO ] [CONFIGURE ] ALTG: Testing feature 21/29: add_range_position [2025-11-21T04:17:41.697238] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T04:17:42.107893] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:42.510453] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:17:42.919590] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:43.324592] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:43.729976] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:17:44.184883] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:44.600492] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:17:44.992490] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:45.391967] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:45.797140] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:45.797421] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T04:17:45.797492] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18876 tests [2025-11-21T04:17:45.797545] [INFO ] [CONFIGURE ] ALTG: Testing feature 22/29: add_realized_volatility [2025-11-21T04:17:45.797589] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T04:17:46.305714] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:46.787318] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:47.271044] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:47.767238] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:48.251153] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:17:48.735887] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:49.229602] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:49.716113] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:50.216290] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:50.714823] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:17:50.715149] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T04:17:50.715216] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18875 tests [2025-11-21T04:17:50.715270] [INFO ] [CONFIGURE ] ALTG: Testing feature 23/29: add_recent_range_context [2025-11-21T04:17:50.715321] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T04:17:51.080505] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:51.454438] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:17:51.829991] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:52.200249] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:52.570571] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:52.943883] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:53.322223] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:17:53.712927] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:54.074042] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:17:54.442146] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:54.442361] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T04:17:54.442421] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18874 tests [2025-11-21T04:17:54.442478] [INFO ] [CONFIGURE ] ALTG: Testing feature 24/29: add_rsi [2025-11-21T04:17:54.442524] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T04:17:54.870105] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:55.286530] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:17:55.774328] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:17:56.345633] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:17:56.879493] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:17:57.346746] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:17:57.811005] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:17:58.242621] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:17:58.691483] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:17:59.143001] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:17:59.143278] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:17:59.143343] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18873 tests [2025-11-21T04:17:59.143394] [INFO ] [CONFIGURE ] ALTG: Testing feature 25/29: add_tick_distribution [2025-11-21T04:17:59.143439] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T04:17:59.518283] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:17:59.902542] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:18:00.280891] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:18:00.656168] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:18:01.804674] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:02.277694] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:02.652040] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:03.020337] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:03.392984] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:18:03.772094] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:03.772371] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:18:03.772457] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18872 tests [2025-11-21T04:18:03.772523] [INFO ] [CONFIGURE ] ALTG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:18:03.772627] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T04:18:04.141229] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:18:04.519734] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:18:04.894609] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:18:05.266182] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:18:05.611497] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:05.967067] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:06.294531] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:06.643812] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:06.997115] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:18:07.355141] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:07.355338] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T04:18:07.355394] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18871 tests [2025-11-21T04:18:07.355465] [INFO ] [CONFIGURE ] ALTG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:18:07.355513] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T04:18:07.726692] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:18:08.095844] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:18:08.476700] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:18:08.849340] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:18:09.250026] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:09.618599] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:10.004341] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:10.390811] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:10.781189] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:18:11.164558] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:11.164841] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T04:18:11.164905] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18870 tests [2025-11-21T04:18:11.164957] [INFO ] [CONFIGURE ] ALTG: Testing feature 28/29: add_volume_profile [2025-11-21T04:18:11.165003] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T04:18:11.581340] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:18:11.981967] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:18:12.366127] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:18:12.743678] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:18:13.125079] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:13.502526] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:13.888019] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:14.291818] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:14.688979] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:18:15.074932] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:18:15.075209] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:18:15.075275] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18869 tests [2025-11-21T04:18:15.075330] [INFO ] [CONFIGURE ] ALTG: Testing feature 29/29: add_vwap [2025-11-21T04:18:15.075380] [INFO ] [CONFIGURE ] ALTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T04:18:15.461407] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:18:15.839516] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:18:16.241225] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:18:16.641341] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:18:17.026567] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:17.396673] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:17.806147] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:18.197984] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:18.574423] [DEBUG] [FORECASTER] ALTG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:18:18.965306] [DEBUG] [FORECASTER] ALTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:18:18.965604] [INFO ] [CONFIGURE ] ALTG: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:18:18.965688] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18868 tests [2025-11-21T04:18:18.965741] [INFO ] [CONFIGURE ] ALTG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:18:18.965786] [INFO ] [CONFIGURE ] ALTG: Best accuracy: 60.00% [2025-11-21T04:18:18.965831] [INFO ] [CONFIGURE ] ALTG: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:18:18.965884] [INFO ] [CONFIGURE ] ALTG: Improvement over baseline: 50.00% [2025-11-21T04:18:18.965923] [INFO ] [CONFIGURE ] ALTG: Total time: 1.6 minutes [2025-11-21T04:18:18.965961] [INFO ] [CONFIGURE ] ALTG: Average time per feature: 3.5 seconds [2025-11-21T04:18:18.965998] [INFO ] [CONFIGURE ] ALTG: Average speed: 0.29 features/sec [2025-11-21T04:18:18.966500] [INFO ] [LOCAL ] Saved configuration for ALTG: 4 features, 60.00% accuracy -> ./output/feature-sets/ALTG.json [2025-11-21T04:18:18.966565] [INFO ] [CONFIGURE ] ALTG: Configuration saved successfully: 4 features, 60.00% accuracy. [2025-11-21T04:18:18.966616] [INFO ] [sig ] [73/723] Successfully configured ALTG | 0.01 sym/s | Total: 1.7h | ETA: 15.5h [2025-11-21T04:18:18.966689] [INFO ] [sig ] [74/723] Configuring ALV... [2025-11-21T04:18:18.966736] [INFO ] [CONFIGURE ] ALV: Configurate test run. [2025-11-21T04:18:18.966779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'. [2025-11-21T04:18:19.077863] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALV'. [2025-11-21T04:18:19.078577] [INFO ] [CONFIGURE ] ALV: Testing with 29 available features [2025-11-21T04:18:19.078682] [INFO ] [CONFIGURE ] ALV: Establishing baseline with no features... [2025-11-21T04:18:19.286905] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:19.496229] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:19.714951] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:19.942954] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:20.146963] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:20.363247] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:20.570369] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:20.778701] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:20.987638] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:21.189446] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:21.189700] [INFO ] [CONFIGURE ] ALV: Baseline score (no features): 60.00% [2025-11-21T04:18:21.189791] [INFO ] [CONFIGURE ] ALV: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:18:21.189844] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:18:21.439309] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:21.688657] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:21.918849] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:22.153791] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:22.399589] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:22.636601] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:22.882822] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:23.123316] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:23.359835] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:23.596523] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:23.596798] [INFO ] [CONFIGURE ] ALV: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T04:18:23.596909] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18867 tests [2025-11-21T04:18:23.596982] [INFO ] [CONFIGURE ] ALV: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:18:23.597028] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:18:23.830781] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:24.065681] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:24.316034] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:24.578087] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:18:24.838440] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:25.088784] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:25.335335] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:25.590563] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:25.838780] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:26.087122] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:26.087365] [INFO ] [CONFIGURE ] ALV: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:18:26.087416] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18866 tests [2025-11-21T04:18:26.087456] [INFO ] [CONFIGURE ] ALV: Testing feature 3/29: add_daily_returns [2025-11-21T04:18:26.087498] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_daily_returns'] [2025-11-21T04:18:26.302459] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:26.515622] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:26.734804] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:26.950707] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:18:27.184987] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:27.401013] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:27.619546] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:27.837010] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:28.057173] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:18:28.274000] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:18:28.274268] [INFO ] [CONFIGURE ] ALV: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T04:18:28.274323] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18865 tests [2025-11-21T04:18:28.274363] [INFO ] [CONFIGURE ] ALV: Testing feature 4/29: add_ema [2025-11-21T04:18:28.274399] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_ema'] [2025-11-21T04:18:28.523103] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:28.776297] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:29.030343] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:29.290100] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:29.544236] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:29.793231] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:30.051538] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:30.317324] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:30.576123] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:30.825423] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:18:30.825871] [INFO ] [CONFIGURE ] ALV: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:18:30.825989] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18864 tests [2025-11-21T04:18:30.826126] [INFO ] [CONFIGURE ] ALV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:18:30.826251] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:18:31.098055] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:31.384300] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:18:31.636778] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:31.895212] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:18:32.149393] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:32.399738] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:32.656444] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:32.922920] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:33.152450] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:18:33.397369] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:18:33.397606] [INFO ] [CONFIGURE ] ALV: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T04:18:33.397706] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18863 tests [2025-11-21T04:18:33.397771] [INFO ] [CONFIGURE ] ALV: Testing feature 6/29: add_failed_moves [2025-11-21T04:18:33.397819] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_failed_moves'] [2025-11-21T04:18:33.581137] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:33.767464] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:33.955777] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:34.136680] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:18:34.318089] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:34.519606] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:34.708666] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:34.895422] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:35.085405] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:35.271549] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:35.271755] [INFO ] [CONFIGURE ] ALV: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:18:35.271832] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18862 tests [2025-11-21T04:18:35.271892] [INFO ] [CONFIGURE ] ALV: Testing feature 7/29: add_lag_shelf [2025-11-21T04:18:35.271939] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_lag_shelf'] [2025-11-21T04:18:35.457169] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:35.649861] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:35.846747] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:36.047873] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:36.251402] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:36.458751] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:36.661208] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:36.871014] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:37.077287] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:37.284276] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:37.284523] [INFO ] [CONFIGURE ] ALV: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:18:37.284583] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18861 tests [2025-11-21T04:18:37.284623] [INFO ] [CONFIGURE ] ALV: Testing feature 8/29: add_macd [2025-11-21T04:18:37.284683] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:18:37.606095] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:37.933874] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:38.236957] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:38.535763] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:38.829758] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:39.129785] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:39.422561] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:39.727928] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:40.038633] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:40.346366] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:40.346776] [INFO ] [CONFIGURE ] ALV: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:18:40.346852] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18860 tests [2025-11-21T04:18:40.346903] [INFO ] [CONFIGURE ] ALV: Testing feature 9/29: add_mfi [2025-11-21T04:18:40.346972] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_mfi'] [2025-11-21T04:18:40.555194] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:40.762255] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:40.972399] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:41.185865] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:18:41.402365] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:41.611838] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:41.822132] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:42.034349] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:42.254394] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:42.464179] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:42.464386] [INFO ] [CONFIGURE ] ALV: DISCARDED add_mfi (score: 60.00%) [2025-11-21T04:18:42.464435] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18859 tests [2025-11-21T04:18:42.464473] [INFO ] [CONFIGURE ] ALV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:18:42.464508] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:18:42.760100] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:43.055983] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:43.404613] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:43.791537] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:44.184139] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:44.535530] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:44.822613] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:45.096601] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:45.381957] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:45.692744] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:45.692971] [INFO ] [CONFIGURE ] ALV: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:18:45.693029] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18858 tests [2025-11-21T04:18:45.693076] [INFO ] [CONFIGURE ] ALV: Testing feature 11/29: add_obv_daily [2025-11-21T04:18:45.693118] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily'] [2025-11-21T04:18:45.914603] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:18:46.125066] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:18:46.380999] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:46.610992] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:46.838461] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:47.056035] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:18:47.289900] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:47.500818] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:47.727671] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:18:47.954473] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:47.954854] [INFO ] [CONFIGURE ] ALV: KEPT add_obv_daily (score: 80.00%) [2025-11-21T04:18:47.954966] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18857 tests [2025-11-21T04:18:47.955066] [INFO ] [CONFIGURE ] ALV: Testing feature 12/29: add_obv_interval [2025-11-21T04:18:47.955230] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T04:18:48.193089] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:48.433302] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:48.668119] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:48.906245] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:49.145231] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:49.379964] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:49.620930] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:18:49.865165] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:50.101380] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:50.338013] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:50.338392] [INFO ] [CONFIGURE ] ALV: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:18:50.338457] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18856 tests [2025-11-21T04:18:50.338559] [INFO ] [CONFIGURE ] ALV: Testing feature 13/29: add_opening_strength [2025-11-21T04:18:50.338685] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:18:50.603378] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:18:50.872987] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:18:51.148132] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:51.416941] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:51.684657] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:18:51.953787] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:52.221081] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:52.501307] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:52.783769] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:18:53.070957] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:18:53.071350] [INFO ] [CONFIGURE ] ALV: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:18:53.071459] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18855 tests [2025-11-21T04:18:53.071515] [INFO ] [CONFIGURE ] ALV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:18:53.071619] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T04:18:53.325718] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:18:53.590771] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:18:53.850673] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:54.113812] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:54.385960] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:54.643230] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:54.918993] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:55.200108] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:18:55.464699] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:18:55.720711] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:18:55.720963] [INFO ] [CONFIGURE ] ALV: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:18:55.721034] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18854 tests [2025-11-21T04:18:55.721085] [INFO ] [CONFIGURE ] ALV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:18:55.721129] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T04:18:55.952830] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:56.192031] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:18:56.415791] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:56.654397] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:56.891889] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:57.118617] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:57.334298] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:18:57.549405] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:18:57.782391] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:18:58.008385] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:18:58.008589] [INFO ] [CONFIGURE ] ALV: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T04:18:58.008639] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18853 tests [2025-11-21T04:18:58.008714] [INFO ] [CONFIGURE ] ALV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:18:58.008786] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T04:18:58.270224] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:18:58.520613] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:18:58.768040] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:18:59.025413] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:18:59.271113] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:18:59.512264] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:18:59.763966] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:19:00.019948] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:00.969863] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:19:01.454735] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:01.455034] [INFO ] [CONFIGURE ] ALV: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:19:01.455115] [INFO ] [CONFIGURE ] JOB ETA: 15.3h | Avg: 2.9s/test | Remaining: 18852 tests [2025-11-21T04:19:01.455157] [INFO ] [CONFIGURE ] ALV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:19:01.455193] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T04:19:01.706182] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:19:01.970558] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:19:02.223919] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:02.475158] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:02.725293] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:19:02.982089] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:03.234281] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:03.487255] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:03.742661] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:03.993860] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:19:03.994081] [INFO ] [CONFIGURE ] ALV: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:19:03.994144] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18851 tests [2025-11-21T04:19:03.994193] [INFO ] [CONFIGURE ] ALV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:19:03.994238] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T04:19:04.227249] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:04.459584] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:19:04.689935] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:04.927442] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:05.153736] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:19:05.388327] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:05.625782] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:05.864398] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:19:06.101425] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:06.346469] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:06.346964] [INFO ] [CONFIGURE ] ALV: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T04:19:06.347101] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18850 tests [2025-11-21T04:19:06.347212] [INFO ] [CONFIGURE ] ALV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:19:06.347316] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T04:19:06.574066] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:06.796840] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:19:07.022253] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:07.249328] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:07.481215] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:19:07.714714] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:07.961948] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:19:08.209813] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:08.453118] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:08.744504] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:19:08.745000] [INFO ] [CONFIGURE ] ALV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T04:19:08.745088] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18849 tests [2025-11-21T04:19:08.745151] [INFO ] [CONFIGURE ] ALV: Testing feature 20/29: add_price_rejection [2025-11-21T04:19:08.745207] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_price_rejection'] [2025-11-21T04:19:09.016234] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:19:09.275661] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:19:09.548681] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:09.803344] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:10.068905] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:10.332701] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:10.595590] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:19:10.859625] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:11.113593] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:11.373375] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:19:11.373844] [INFO ] [CONFIGURE ] ALV: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T04:19:11.373996] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18848 tests [2025-11-21T04:19:11.374058] [INFO ] [CONFIGURE ] ALV: Testing feature 21/29: add_range_position [2025-11-21T04:19:11.374162] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_range_position'] [2025-11-21T04:19:11.632807] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:19:11.907298] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:19:12.173208] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:12.436030] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:12.699009] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:12.961134] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:13.223264] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:19:13.485851] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:19:13.749730] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:14.036448] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:14.037256] [INFO ] [CONFIGURE ] ALV: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:19:14.037327] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18847 tests [2025-11-21T04:19:14.037379] [INFO ] [CONFIGURE ] ALV: Testing feature 22/29: add_realized_volatility [2025-11-21T04:19:14.037431] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_realized_volatility'] [2025-11-21T04:19:14.413602] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:14.780325] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:19:15.147936] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:15.507022] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:15.872005] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:16.277552] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:16.635358] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:16.985702] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:17.337305] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:17.689927] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:17.690207] [INFO ] [CONFIGURE ] ALV: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T04:19:17.690272] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18846 tests [2025-11-21T04:19:17.690324] [INFO ] [CONFIGURE ] ALV: Testing feature 23/29: add_recent_range_context [2025-11-21T04:19:17.690370] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_recent_range_context'] [2025-11-21T04:19:17.932239] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:18.173859] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:19:18.416493] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:18.655038] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:18.889115] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:19:19.133408] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:19.376416] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:19.624294] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:19.875210] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:20.128855] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:19:20.129063] [INFO ] [CONFIGURE ] ALV: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T04:19:20.129116] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18845 tests [2025-11-21T04:19:20.129164] [INFO ] [CONFIGURE ] ALV: Testing feature 24/29: add_rsi [2025-11-21T04:19:20.129204] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T04:19:20.430088] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:20.729143] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:19:21.026059] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:21.329121] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:21.617914] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:21.921494] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:22.218191] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:19:22.560592] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:22.862754] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:23.168538] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:23.168829] [INFO ] [CONFIGURE ] ALV: DISCARDED add_rsi (score: 30.00%) [2025-11-21T04:19:23.168897] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18844 tests [2025-11-21T04:19:23.168955] [INFO ] [CONFIGURE ] ALV: Testing feature 25/29: add_tick_distribution [2025-11-21T04:19:23.169002] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_tick_distribution'] [2025-11-21T04:19:23.402384] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:23.644606] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:19:23.880076] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:24.135312] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:24.379094] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:24.618170] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:24.867487] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:25.111018] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:25.355020] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:25.591518] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:19:25.591784] [INFO ] [CONFIGURE ] ALV: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T04:19:25.591856] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18843 tests [2025-11-21T04:19:25.592091] [INFO ] [CONFIGURE ] ALV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:19:25.592208] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T04:19:25.831033] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:26.069438] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:19:26.306196] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:26.549268] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:26.804432] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:27.045414] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:27.281893] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:27.519427] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:27.764509] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:28.009233] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:28.009469] [INFO ] [CONFIGURE ] ALV: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T04:19:28.009519] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18842 tests [2025-11-21T04:19:28.009559] [INFO ] [CONFIGURE ] ALV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:19:28.009595] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T04:19:28.286003] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:19:28.555018] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:19:28.832871] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:29.101132] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:29.378706] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:29.643576] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:29.911407] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:19:30.178192] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:30.443480] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:30.703727] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:19:30.703948] [INFO ] [CONFIGURE ] ALV: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T04:19:30.704021] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18841 tests [2025-11-21T04:19:30.704081] [INFO ] [CONFIGURE ] ALV: Testing feature 28/29: add_volume_profile [2025-11-21T04:19:30.704128] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_volume_profile'] [2025-11-21T04:19:30.954114] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:31.202058] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:19:31.457374] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:31.710152] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:31.977353] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:19:32.226943] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:32.464873] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:19:32.704946] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:32.934279] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:19:33.165693] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:33.166086] [INFO ] [CONFIGURE ] ALV: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:19:33.166205] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18840 tests [2025-11-21T04:19:33.166312] [INFO ] [CONFIGURE ] ALV: Testing feature 29/29: add_vwap [2025-11-21T04:19:33.166418] [INFO ] [CONFIGURE ] ALV: Testing with features: ['add_obv_daily', 'add_vwap'] [2025-11-21T04:19:33.407143] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:19:33.671613] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:19:33.923600] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:34.179085] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:19:34.431403] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:34.682371] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:19:34.943274] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:19:35.200286] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:35.461607] [DEBUG] [FORECASTER] ALV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:19:35.724714] [DEBUG] [FORECASTER] ALV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:35.725029] [INFO ] [CONFIGURE ] ALV: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:19:35.725100] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18839 tests [2025-11-21T04:19:35.725150] [INFO ] [CONFIGURE ] ALV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:19:35.725220] [INFO ] [CONFIGURE ] ALV: Best accuracy: 80.00% [2025-11-21T04:19:35.725271] [INFO ] [CONFIGURE ] ALV: Best feature set (1 features): ['add_obv_daily'] [2025-11-21T04:19:35.725356] [INFO ] [CONFIGURE ] ALV: Improvement over baseline: 20.00% [2025-11-21T04:19:35.725417] [INFO ] [CONFIGURE ] ALV: Total time: 1.2 minutes [2025-11-21T04:19:35.725460] [INFO ] [CONFIGURE ] ALV: Average time per feature: 2.6 seconds [2025-11-21T04:19:35.725502] [INFO ] [CONFIGURE ] ALV: Average speed: 0.39 features/sec [2025-11-21T04:19:35.726044] [INFO ] [LOCAL ] Saved configuration for ALV: 1 features, 80.00% accuracy -> ./output/feature-sets/ALV.json [2025-11-21T04:19:35.726112] [INFO ] [CONFIGURE ] ALV: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T04:19:35.726174] [INFO ] [sig ] [74/723] Successfully configured ALV | 0.01 sym/s | Total: 1.8h | ETA: 15.5h [2025-11-21T04:19:35.726229] [INFO ] [sig ] [75/723] Configuring ALX... [2025-11-21T04:19:35.726269] [INFO ] [CONFIGURE ] ALX: Configurate test run. [2025-11-21T04:19:35.726314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-11-21T04:19:35.778542] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALX'. [2025-11-21T04:19:35.779273] [INFO ] [CONFIGURE ] ALX: Testing with 29 available features [2025-11-21T04:19:35.779365] [INFO ] [CONFIGURE ] ALX: Establishing baseline with no features... [2025-11-21T04:19:35.998268] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:36.227349] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:36.439830] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:36.653243] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:19:36.823964] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:37.051134] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:37.226366] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:37.396595] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:37.565878] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:19:37.763048] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:19:37.763315] [INFO ] [CONFIGURE ] ALX: Baseline score (no features): 50.00% [2025-11-21T04:19:37.763380] [INFO ] [CONFIGURE ] ALX: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:19:37.763432] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:19:37.991199] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:38.217686] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:38.438261] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:19:38.649866] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:19:38.862578] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:39.087491] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:39.310196] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:39.529676] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:39.765369] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:19:39.987807] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:39.988022] [INFO ] [CONFIGURE ] ALX: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T04:19:39.988070] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18838 tests [2025-11-21T04:19:39.988109] [INFO ] [CONFIGURE ] ALX: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:19:39.988144] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:19:40.254890] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:40.516532] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:40.778814] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:19:41.038946] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:19:41.300746] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:41.557783] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:41.808063] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:42.069198] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:42.334908] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:19:42.594771] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:19:42.594970] [INFO ] [CONFIGURE ] ALX: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T04:19:42.595026] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18837 tests [2025-11-21T04:19:42.595065] [INFO ] [CONFIGURE ] ALX: Testing feature 3/29: add_daily_returns [2025-11-21T04:19:42.595101] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:19:42.831680] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:43.061194] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:43.288994] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:43.520480] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:19:43.751406] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:43.976896] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:44.207319] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:44.436545] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:44.670065] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:19:44.907683] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:44.907893] [INFO ] [CONFIGURE ] ALX: KEPT add_daily_returns (score: 70.00%) [2025-11-21T04:19:44.907941] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18836 tests [2025-11-21T04:19:44.907979] [INFO ] [CONFIGURE ] ALX: Testing feature 4/29: add_ema [2025-11-21T04:19:44.908013] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T04:19:45.185474] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:45.465621] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:19:45.740126] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:46.020560] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:19:46.304013] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:46.585534] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:46.872677] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:47.155408] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:47.441505] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:19:47.730764] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:47.731048] [INFO ] [CONFIGURE ] ALX: DISCARDED add_ema (score: 70.00%) [2025-11-21T04:19:47.731146] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18835 tests [2025-11-21T04:19:47.731199] [INFO ] [CONFIGURE ] ALX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:19:47.731242] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:19:48.009869] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:48.293538] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:48.572840] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:19:48.854118] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:19:49.141501] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:49.422098] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:49.719723] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:50.008830] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:50.291082] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:19:50.573985] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:50.574244] [INFO ] [CONFIGURE ] ALX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T04:19:50.574303] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18834 tests [2025-11-21T04:19:50.574355] [INFO ] [CONFIGURE ] ALX: Testing feature 6/29: add_failed_moves [2025-11-21T04:19:50.574399] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T04:19:50.807187] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:51.045737] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:51.286209] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:51.530839] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:19:51.775309] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:52.019770] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:52.260023] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:52.498726] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:52.736813] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:19:52.977002] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:52.977291] [INFO ] [CONFIGURE ] ALX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T04:19:52.977539] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18833 tests [2025-11-21T04:19:52.977611] [INFO ] [CONFIGURE ] ALX: Testing feature 7/29: add_lag_shelf [2025-11-21T04:19:52.977698] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:19:53.200471] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:53.433030] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:53.661944] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:19:53.902080] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:19:54.131370] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:54.362394] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:54.596257] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:54.832856] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:19:55.074236] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:19:55.301024] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:55.301219] [INFO ] [CONFIGURE ] ALX: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:19:55.301266] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18832 tests [2025-11-21T04:19:55.301304] [INFO ] [CONFIGURE ] ALX: Testing feature 8/29: add_macd [2025-11-21T04:19:55.301340] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:19:55.623638] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:55.950427] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:56.282124] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:19:56.614928] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:19:56.959157] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:19:57.297821] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:19:57.653017] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:19:57.988501] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:19:58.339333] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:19:58.677227] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:19:58.677502] [INFO ] [CONFIGURE ] ALX: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:19:58.677570] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18831 tests [2025-11-21T04:19:58.677625] [INFO ] [CONFIGURE ] ALX: Testing feature 9/29: add_mfi [2025-11-21T04:19:58.677703] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T04:19:58.933246] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:19:59.200488] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:19:59.462352] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:19:59.721599] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:19:59.973887] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:00.234035] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:01.195092] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:01.536005] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:01.788396] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:02.055697] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:02.055934] [INFO ] [CONFIGURE ] ALX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T04:20:02.055997] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18830 tests [2025-11-21T04:20:02.056048] [INFO ] [CONFIGURE ] ALX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:20:02.056092] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:20:02.411597] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:02.780679] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:03.159615] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:03.519048] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:03.865216] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:04.204752] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:04.558519] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:04.907759] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:05.260554] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:05.608743] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:05.609020] [INFO ] [CONFIGURE ] ALX: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T04:20:05.609081] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18829 tests [2025-11-21T04:20:05.609138] [INFO ] [CONFIGURE ] ALX: Testing feature 11/29: add_obv_daily [2025-11-21T04:20:05.609190] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T04:20:05.867672] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:06.129334] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:06.396174] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:20:06.660941] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:06.931694] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:07.208760] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:07.478121] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:07.751759] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:08.028312] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:08.302740] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:08.302970] [INFO ] [CONFIGURE ] ALX: KEPT add_obv_daily (score: 80.00%) [2025-11-21T04:20:08.303058] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18828 tests [2025-11-21T04:20:08.303177] [INFO ] [CONFIGURE ] ALX: Testing feature 12/29: add_obv_interval [2025-11-21T04:20:08.303223] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T04:20:08.590168] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:08.890609] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:09.182231] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:09.462454] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:09.743921] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:10.043924] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:10.325154] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:10.609548] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:10.894342] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:20:11.181288] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:11.182070] [INFO ] [CONFIGURE ] ALX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:20:11.182138] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18827 tests [2025-11-21T04:20:11.182187] [INFO ] [CONFIGURE ] ALX: Testing feature 13/29: add_opening_strength [2025-11-21T04:20:11.182235] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_opening_strength'] [2025-11-21T04:20:11.483476] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:11.786042] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:12.098506] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:12.395528] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:12.691881] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:12.994984] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:20:13.290037] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:13.588964] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:13.894992] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:14.196989] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:14.197207] [INFO ] [CONFIGURE ] ALX: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:20:14.197279] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18826 tests [2025-11-21T04:20:14.197333] [INFO ] [CONFIGURE ] ALX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:20:14.197380] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T04:20:14.489685] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:14.782903] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:15.084768] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:15.379298] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:20:15.673908] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:15.971595] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:16.271919] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:16.569882] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:16.878274] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:17.171067] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:17.171328] [INFO ] [CONFIGURE ] ALX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T04:20:17.171393] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18825 tests [2025-11-21T04:20:17.171445] [INFO ] [CONFIGURE ] ALX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:20:17.171491] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T04:20:17.436637] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:17.703767] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:17.969681] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:18.248132] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:20:18.519875] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:18.792149] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:19.064463] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:19.341101] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:19.619245] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:19.895677] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:19.895906] [INFO ] [CONFIGURE ] ALX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T04:20:19.895969] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18824 tests [2025-11-21T04:20:19.896019] [INFO ] [CONFIGURE ] ALX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:20:19.896065] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T04:20:20.186051] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:20.484570] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:20.764106] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:21.056345] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:21.345033] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:21.643288] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:21.942033] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:22.241987] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:22.539805] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:22.833866] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:22.834113] [INFO ] [CONFIGURE ] ALX: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:20:22.834179] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18823 tests [2025-11-21T04:20:22.834237] [INFO ] [CONFIGURE ] ALX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:20:22.834330] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T04:20:23.125234] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:23.440944] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:23.787949] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:24.153199] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:24.498991] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:24.764696] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:25.027378] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:25.305203] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:25.573831] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:25.842304] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:25.842490] [INFO ] [CONFIGURE ] ALX: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:20:25.842550] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18822 tests [2025-11-21T04:20:25.842606] [INFO ] [CONFIGURE ] ALX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:20:25.842685] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T04:20:26.086681] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:26.332984] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:26.579792] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:26.839080] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:27.083872] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:27.336375] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:27.591853] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:27.860122] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:28.120869] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:28.398759] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:28.399055] [INFO ] [CONFIGURE ] ALX: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T04:20:28.399116] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18821 tests [2025-11-21T04:20:28.399166] [INFO ] [CONFIGURE ] ALX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:20:28.399211] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T04:20:28.650518] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:28.916851] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:29.158727] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:29.413196] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:29.656862] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:29.903341] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:30.169707] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:30.445383] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:30.692314] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:30.959367] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:30.959582] [INFO ] [CONFIGURE ] ALX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:20:30.959670] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18820 tests [2025-11-21T04:20:30.959722] [INFO ] [CONFIGURE ] ALX: Testing feature 20/29: add_price_rejection [2025-11-21T04:20:30.959768] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T04:20:31.244496] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:31.511682] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:31.781032] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:32.050758] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:32.322714] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:32.597291] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:32.869693] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:33.144213] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:33.411921] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:33.692027] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:33.692246] [INFO ] [CONFIGURE ] ALX: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:20:33.692302] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18819 tests [2025-11-21T04:20:33.692350] [INFO ] [CONFIGURE ] ALX: Testing feature 21/29: add_range_position [2025-11-21T04:20:33.692395] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_range_position'] [2025-11-21T04:20:33.974818] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:34.263429] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:34.551312] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:20:34.839627] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:35.112415] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:35.377422] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:35.646494] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:35.915919] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:36.209178] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:36.490943] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:36.491142] [INFO ] [CONFIGURE ] ALX: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:20:36.491199] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18818 tests [2025-11-21T04:20:36.491247] [INFO ] [CONFIGURE ] ALX: Testing feature 22/29: add_realized_volatility [2025-11-21T04:20:36.491290] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T04:20:36.852516] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:37.219325] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:37.598013] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:37.953861] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:38.340910] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:38.712364] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:39.079910] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:39.439669] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:39.824421] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:40.216437] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:40.217033] [INFO ] [CONFIGURE ] ALX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:20:40.217098] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18817 tests [2025-11-21T04:20:40.217148] [INFO ] [CONFIGURE ] ALX: Testing feature 23/29: add_recent_range_context [2025-11-21T04:20:40.217194] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T04:20:40.494487] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:40.760253] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:41.035317] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:20:41.303776] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:41.581590] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:41.858953] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:42.132419] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:42.406707] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:42.680061] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:42.955493] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:42.955765] [INFO ] [CONFIGURE ] ALX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:20:42.955827] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18816 tests [2025-11-21T04:20:42.955874] [INFO ] [CONFIGURE ] ALX: Testing feature 24/29: add_rsi [2025-11-21T04:20:42.955919] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T04:20:43.261575] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:43.549984] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:43.835094] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:44.129161] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:44.422407] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:44.721504] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:45.020040] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:45.336538] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:45.635038] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:45.932707] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:45.932941] [INFO ] [CONFIGURE ] ALX: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:20:45.933001] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18815 tests [2025-11-21T04:20:45.933059] [INFO ] [CONFIGURE ] ALX: Testing feature 25/29: add_tick_distribution [2025-11-21T04:20:45.933122] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T04:20:46.195783] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:46.442259] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:20:46.698430] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:46.964019] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:47.234948] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:47.507082] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:47.756545] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:48.009755] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:48.267268] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:20:48.509775] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:48.509951] [INFO ] [CONFIGURE ] ALX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:20:48.510008] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18814 tests [2025-11-21T04:20:48.510055] [INFO ] [CONFIGURE ] ALX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:20:48.510098] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T04:20:48.770163] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:49.056958] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:49.300019] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:20:49.559627] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:49.817939] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:50.075324] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:50.333933] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:50.590905] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:50.860095] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:51.124387] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:20:51.124569] [INFO ] [CONFIGURE ] ALX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:20:51.124625] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18813 tests [2025-11-21T04:20:51.124698] [INFO ] [CONFIGURE ] ALX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:20:51.124744] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T04:20:51.231196] [FATAL] [FORECASTER] Failed to test lookback=11: [04:20:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:51.338690] [FATAL] [FORECASTER] Failed to test lookback=10: [04:20:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:51.443497] [FATAL] [FORECASTER] Failed to test lookback=9: [04:20:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:51.554057] [FATAL] [FORECASTER] Failed to test lookback=8: [04:20:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:51.662056] [FATAL] [FORECASTER] Failed to test lookback=7: [04:20:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:51.771889] [FATAL] [FORECASTER] Failed to test lookback=6: [04:20:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:51.881932] [FATAL] [FORECASTER] Failed to test lookback=5: [04:20:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:51.990114] [FATAL] [FORECASTER] Failed to test lookback=4: [04:20:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:52.094176] [FATAL] [FORECASTER] Failed to test lookback=3: [04:20:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:52.198214] [FATAL] [FORECASTER] Failed to test lookback=2: [04:20:52] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T04:20:52.198496] [INFO ] [CONFIGURE ] ALX: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T04:20:52.198564] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18812 tests [2025-11-21T04:20:52.198612] [INFO ] [CONFIGURE ] ALX: Testing feature 28/29: add_volume_profile [2025-11-21T04:20:52.198670] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T04:20:52.462866] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:52.725192] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:53.023477] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:53.281870] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:53.544282] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:53.804859] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:54.055700] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:54.310834] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:54.565162] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:54.814765] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:54.815001] [INFO ] [CONFIGURE ] ALX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:20:54.815060] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18811 tests [2025-11-21T04:20:54.815106] [INFO ] [CONFIGURE ] ALX: Testing feature 29/29: add_vwap [2025-11-21T04:20:54.815141] [INFO ] [CONFIGURE ] ALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily', 'add_vwap'] [2025-11-21T04:20:55.074673] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:20:55.336421] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:20:55.588370] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:20:55.852202] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:20:56.111464] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:56.367215] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:20:56.637124] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:20:56.910724] [DEBUG] [FORECASTER] ALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:20:57.176796] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:20:57.463242] [DEBUG] [FORECASTER] ALX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:20:57.463499] [INFO ] [CONFIGURE ] ALX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:20:57.463558] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18810 tests [2025-11-21T04:20:57.463606] [INFO ] [CONFIGURE ] ALX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:20:57.463660] [INFO ] [CONFIGURE ] ALX: Best accuracy: 80.00% [2025-11-21T04:20:57.463708] [INFO ] [CONFIGURE ] ALX: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T04:20:57.463787] [INFO ] [CONFIGURE ] ALX: Improvement over baseline: 30.00% [2025-11-21T04:20:57.463838] [INFO ] [CONFIGURE ] ALX: Total time: 1.3 minutes [2025-11-21T04:20:57.463891] [INFO ] [CONFIGURE ] ALX: Average time per feature: 2.7 seconds [2025-11-21T04:20:57.463944] [INFO ] [CONFIGURE ] ALX: Average speed: 0.36 features/sec [2025-11-21T04:20:57.465037] [INFO ] [LOCAL ] Saved configuration for ALX: 3 features, 80.00% accuracy -> ./output/feature-sets/ALX.json [2025-11-21T04:20:57.465112] [INFO ] [CONFIGURE ] ALX: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T04:20:57.465180] [INFO ] [sig ] [75/723] Successfully configured ALX | 0.01 sym/s | Total: 1.8h | ETA: 15.4h [2025-11-21T04:20:57.465237] [INFO ] [sig ] [76/723] Configuring AM... [2025-11-21T04:20:57.465282] [INFO ] [CONFIGURE ] AM: Configurate test run. [2025-11-21T04:20:57.465338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-11-21T04:20:57.672816] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AM'. [2025-11-21T04:20:57.673202] [INFO ] [CONFIGURE ] AM: Testing with 29 available features [2025-11-21T04:20:57.673265] [INFO ] [CONFIGURE ] AM: Establishing baseline with no features... [2025-11-21T04:20:57.863308] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:20:58.048331] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:20:58.233063] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:20:58.418202] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:20:58.608194] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:20:58.816535] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:20:59.016499] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:20:59.216982] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:20:59.417832] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:20:59.618338] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:20:59.618534] [INFO ] [CONFIGURE ] AM: Baseline score (no features): 60.00% [2025-11-21T04:20:59.618585] [INFO ] [CONFIGURE ] AM: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:20:59.618626] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:20:59.849841] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:00.071211] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:00.305465] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:01.312958] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:01.776990] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:02.014013] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:02.242457] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:02.470252] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:02.710707] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:02.941919] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:21:02.942310] [INFO ] [CONFIGURE ] AM: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T04:21:02.942430] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18809 tests [2025-11-21T04:21:02.942539] [INFO ] [CONFIGURE ] AM: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:21:02.942660] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:21:03.174140] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:03.410004] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:03.644403] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:03.873570] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:04.105711] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:04.329980] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:04.550477] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:04.775194] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:04.999065] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:05.222830] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:21:05.223030] [INFO ] [CONFIGURE ] AM: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T04:21:05.223078] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18808 tests [2025-11-21T04:21:05.223117] [INFO ] [CONFIGURE ] AM: Testing feature 3/29: add_daily_returns [2025-11-21T04:21:05.223153] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns'] [2025-11-21T04:21:05.416758] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:05.614091] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:05.822285] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:06.037170] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:06.253537] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:06.471186] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:06.698906] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:06.904829] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:07.117342] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:07.331193] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:07.331385] [INFO ] [CONFIGURE ] AM: KEPT add_daily_returns (score: 70.00%) [2025-11-21T04:21:07.331437] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18807 tests [2025-11-21T04:21:07.331487] [INFO ] [CONFIGURE ] AM: Testing feature 4/29: add_ema [2025-11-21T04:21:07.331524] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T04:21:07.591685] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:07.846519] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:08.101799] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:08.364544] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:08.629508] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:21:08.893764] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:09.159117] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:09.415557] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:09.672230] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:09.932791] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:21:09.933055] [INFO ] [CONFIGURE ] AM: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:21:09.933112] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18806 tests [2025-11-21T04:21:09.933154] [INFO ] [CONFIGURE ] AM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:21:09.933192] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:21:10.221942] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:10.490990] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:10.753734] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:11.020042] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:11.280942] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:21:11.545281] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:11.811454] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:12.076286] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:12.337242] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:12.612623] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:12.612921] [INFO ] [CONFIGURE ] AM: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T04:21:12.612985] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18805 tests [2025-11-21T04:21:12.613033] [INFO ] [CONFIGURE ] AM: Testing feature 6/29: add_failed_moves [2025-11-21T04:21:12.613080] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T04:21:12.836729] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:13.055446] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:13.278812] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:13.484216] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:13.704715] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:13.933234] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:14.159490] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:14.385588] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:14.613924] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:14.839734] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:14.840125] [INFO ] [CONFIGURE ] AM: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T04:21:14.840240] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18804 tests [2025-11-21T04:21:14.840352] [INFO ] [CONFIGURE ] AM: Testing feature 7/29: add_lag_shelf [2025-11-21T04:21:14.840460] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:21:15.050442] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:15.265635] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:15.477922] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:15.686867] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:15.891187] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:16.100908] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:16.311593] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:16.512512] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:16.707048] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:16.891532] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:16.891768] [INFO ] [CONFIGURE ] AM: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:21:16.891970] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18803 tests [2025-11-21T04:21:16.892080] [INFO ] [CONFIGURE ] AM: Testing feature 8/29: add_macd [2025-11-21T04:21:16.892199] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:21:17.170272] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:17.456130] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:17.740289] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:18.032884] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:18.324778] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:21:18.607926] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:18.889825] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:19.177010] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:19.478102] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:19.784812] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:19.785198] [INFO ] [CONFIGURE ] AM: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:21:19.785279] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18802 tests [2025-11-21T04:21:19.785353] [INFO ] [CONFIGURE ] AM: Testing feature 9/29: add_mfi [2025-11-21T04:21:19.785430] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T04:21:20.002076] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:20.240200] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:20.459927] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:20.675638] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:20.889187] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:21.114852] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:21.335144] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:21.548213] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:21.777097] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:21.989201] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:21.989438] [INFO ] [CONFIGURE ] AM: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:21:21.989615] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18801 tests [2025-11-21T04:21:21.989706] [INFO ] [CONFIGURE ] AM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:21:21.989756] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:21:22.280073] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:22.573208] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:22.864852] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:23.179639] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:23.479743] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:21:23.794448] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:24.112736] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:24.429612] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:24.761181] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:25.138409] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:25.138707] [INFO ] [CONFIGURE ] AM: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T04:21:25.138773] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18800 tests [2025-11-21T04:21:25.138827] [INFO ] [CONFIGURE ] AM: Testing feature 11/29: add_obv_daily [2025-11-21T04:21:25.138910] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T04:21:25.381566] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:21:25.626052] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:25.878938] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:26.123119] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:26.361132] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:26.605524] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:26.853775] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:27.115974] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:27.361556] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:27.603362] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:21:27.603770] [INFO ] [CONFIGURE ] AM: KEPT add_obv_daily (score: 80.00%) [2025-11-21T04:21:27.603889] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18799 tests [2025-11-21T04:21:27.603996] [INFO ] [CONFIGURE ] AM: Testing feature 12/29: add_obv_interval [2025-11-21T04:21:27.604101] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T04:21:27.862893] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:28.123588] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:28.389713] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:28.656216] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:28.912113] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:21:29.161205] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:29.421364] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:29.693572] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:29.954591] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:30.213035] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:30.213212] [INFO ] [CONFIGURE ] AM: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:21:30.213260] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18798 tests [2025-11-21T04:21:30.213299] [INFO ] [CONFIGURE ] AM: Testing feature 13/29: add_opening_strength [2025-11-21T04:21:30.213333] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_opening_strength'] [2025-11-21T04:21:30.480736] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:21:30.744142] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:31.006207] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:31.274251] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:31.534293] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:31.804382] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:21:32.069512] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:32.332370] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:32.620027] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:32.871733] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:32.871942] [INFO ] [CONFIGURE ] AM: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T04:21:32.871993] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18797 tests [2025-11-21T04:21:32.872033] [INFO ] [CONFIGURE ] AM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:21:32.872068] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T04:21:33.239964] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:33.612212] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:33.861049] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:34.102760] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:34.340449] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:34.572877] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:34.808941] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:35.041410] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:35.293548] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:35.552864] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:35.553105] [INFO ] [CONFIGURE ] AM: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:21:35.553187] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18796 tests [2025-11-21T04:21:35.553263] [INFO ] [CONFIGURE ] AM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:21:35.553329] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T04:21:35.808050] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:36.063515] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:36.331932] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:36.590170] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:36.849216] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:37.105148] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:37.368036] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:37.620685] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:37.870626] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:38.124513] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:38.124836] [INFO ] [CONFIGURE ] AM: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:21:38.125086] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18795 tests [2025-11-21T04:21:38.125208] [INFO ] [CONFIGURE ] AM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:21:38.125332] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T04:21:38.378095] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:38.635809] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:38.883955] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:39.139761] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:39.398902] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:39.653803] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:39.905133] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:40.167677] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:40.432857] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:40.716141] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:40.716338] [INFO ] [CONFIGURE ] AM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:21:40.716388] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18794 tests [2025-11-21T04:21:40.716428] [INFO ] [CONFIGURE ] AM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:21:40.716464] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T04:21:40.984551] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:41.266584] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:41.544287] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:41.820686] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:42.090724] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:42.366182] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:42.639562] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:42.920674] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:43.189891] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:43.456296] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:43.456521] [INFO ] [CONFIGURE ] AM: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:21:43.456582] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18793 tests [2025-11-21T04:21:43.456630] [INFO ] [CONFIGURE ] AM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:21:43.456704] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T04:21:43.735061] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:43.986284] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:44.251101] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:44.512189] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:44.774734] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:45.036401] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:45.299340] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:45.574474] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:45.839191] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:46.102151] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:46.102669] [INFO ] [CONFIGURE ] AM: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:21:46.102792] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18792 tests [2025-11-21T04:21:46.102900] [INFO ] [CONFIGURE ] AM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:21:46.103003] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T04:21:46.343996] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:46.597155] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:46.838183] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:47.090173] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:47.339825] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:47.595711] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:47.845160] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:48.091345] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:48.386445] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:48.627416] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:21:48.627809] [INFO ] [CONFIGURE ] AM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:21:48.627932] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18791 tests [2025-11-21T04:21:48.628042] [INFO ] [CONFIGURE ] AM: Testing feature 20/29: add_price_rejection [2025-11-21T04:21:48.628149] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T04:21:48.902888] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:49.184434] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:49.454453] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:49.729248] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:49.999565] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:50.285402] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:50.572252] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:21:50.842583] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:51.080308] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:51.322556] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:51.322785] [INFO ] [CONFIGURE ] AM: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:21:51.322846] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18790 tests [2025-11-21T04:21:51.322893] [INFO ] [CONFIGURE ] AM: Testing feature 21/29: add_range_position [2025-11-21T04:21:51.322938] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_range_position'] [2025-11-21T04:21:51.589584] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:51.859031] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:52.138067] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:52.415743] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:52.697073] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:21:52.994011] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:53.313511] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:53.597910] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:53.888395] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:54.187079] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:21:54.187333] [INFO ] [CONFIGURE ] AM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T04:21:54.187395] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18789 tests [2025-11-21T04:21:54.187445] [INFO ] [CONFIGURE ] AM: Testing feature 22/29: add_realized_volatility [2025-11-21T04:21:54.187491] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T04:21:54.547727] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:54.909977] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:55.274396] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:55.638634] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:21:56.007579] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:56.372809] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:56.740726] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:57.104102] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:21:57.466306] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:21:57.835415] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:21:57.835615] [INFO ] [CONFIGURE ] AM: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:21:57.835694] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18788 tests [2025-11-21T04:21:57.835745] [INFO ] [CONFIGURE ] AM: Testing feature 23/29: add_recent_range_context [2025-11-21T04:21:57.835792] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T04:21:58.090080] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:21:58.363920] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:21:58.631023] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:21:58.893124] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:21:59.161189] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:21:59.417692] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:21:59.687681] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:21:59.955425] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:22:00.224331] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:00.486830] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:22:00.487069] [INFO ] [CONFIGURE ] AM: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:22:00.487317] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18787 tests [2025-11-21T04:22:00.487406] [INFO ] [CONFIGURE ] AM: Testing feature 24/29: add_rsi [2025-11-21T04:22:00.487514] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T04:22:01.494113] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:22:01.947627] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:22:02.246415] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:22:02.532696] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:02.827245] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:22:03.111994] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:03.390408] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:22:03.673300] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:22:03.958023] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:04.243123] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:04.243331] [INFO ] [CONFIGURE ] AM: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:22:04.243391] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18786 tests [2025-11-21T04:22:04.243439] [INFO ] [CONFIGURE ] AM: Testing feature 25/29: add_tick_distribution [2025-11-21T04:22:04.243483] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T04:22:04.489523] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:22:04.737915] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:22:04.995794] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:22:05.241904] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:05.503075] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:22:05.765166] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:06.020284] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:22:06.267011] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:22:06.524120] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:06.772454] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:22:06.772714] [INFO ] [CONFIGURE ] AM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:22:06.772802] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18785 tests [2025-11-21T04:22:06.772869] [INFO ] [CONFIGURE ] AM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:22:06.772920] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T04:22:07.032318] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:22:07.299250] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:22:07.565699] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:22:07.827482] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:08.095763] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:22:08.359720] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:08.622885] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:22:08.896439] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:22:09.168816] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:09.426093] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:09.426327] [INFO ] [CONFIGURE ] AM: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:22:09.426393] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18784 tests [2025-11-21T04:22:09.426444] [INFO ] [CONFIGURE ] AM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:22:09.426495] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T04:22:09.690959] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:22:09.962432] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:22:10.238126] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:22:10.511684] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:10.789572] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:22:11.072294] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:11.363799] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:22:11.646286] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:22:11.934264] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:12.221897] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:22:12.222081] [INFO ] [CONFIGURE ] AM: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T04:22:12.222138] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18783 tests [2025-11-21T04:22:12.222193] [INFO ] [CONFIGURE ] AM: Testing feature 28/29: add_volume_profile [2025-11-21T04:22:12.222253] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T04:22:12.486626] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:22:12.760873] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:22:13.028690] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:22:13.302763] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:13.566042] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:22:13.825948] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:14.095189] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:22:14.361826] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:22:14.615716] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:14.877674] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:14.877912] [INFO ] [CONFIGURE ] AM: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:22:14.877966] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18782 tests [2025-11-21T04:22:14.878015] [INFO ] [CONFIGURE ] AM: Testing feature 29/29: add_vwap [2025-11-21T04:22:14.878096] [INFO ] [CONFIGURE ] AM: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_vwap'] [2025-11-21T04:22:15.127749] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:22:15.371865] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:22:15.628273] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:22:15.903266] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:16.173942] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:22:16.455150] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:16.727828] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:22:16.993869] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:22:17.267877] [DEBUG] [FORECASTER] AM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:17.539851] [DEBUG] [FORECASTER] AM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:17.540107] [INFO ] [CONFIGURE ] AM: DISCARDED add_vwap (score: 70.00%) [2025-11-21T04:22:17.540168] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18781 tests [2025-11-21T04:22:17.540229] [INFO ] [CONFIGURE ] AM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:22:17.540276] [INFO ] [CONFIGURE ] AM: Best accuracy: 80.00% [2025-11-21T04:22:17.540321] [INFO ] [CONFIGURE ] AM: Best feature set (2 features): ['add_daily_returns', 'add_obv_daily'] [2025-11-21T04:22:17.540371] [INFO ] [CONFIGURE ] AM: Improvement over baseline: 20.00% [2025-11-21T04:22:17.540409] [INFO ] [CONFIGURE ] AM: Total time: 1.3 minutes [2025-11-21T04:22:17.540448] [INFO ] [CONFIGURE ] AM: Average time per feature: 2.7 seconds [2025-11-21T04:22:17.540486] [INFO ] [CONFIGURE ] AM: Average speed: 0.37 features/sec [2025-11-21T04:22:17.541478] [INFO ] [LOCAL ] Saved configuration for AM: 2 features, 80.00% accuracy -> ./output/feature-sets/AM.json [2025-11-21T04:22:17.541542] [INFO ] [CONFIGURE ] AM: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T04:22:17.541609] [INFO ] [sig ] [76/723] Successfully configured AM | 0.01 sym/s | Total: 1.8h | ETA: 15.4h [2025-11-21T04:22:17.541678] [INFO ] [sig ] [77/723] Configuring AMBP... [2025-11-21T04:22:17.541723] [INFO ] [CONFIGURE ] AMBP: Configurate test run. [2025-11-21T04:22:17.541764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-11-21T04:22:17.763025] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMBP'. [2025-11-21T04:22:17.763615] [INFO ] [CONFIGURE ] AMBP: Testing with 29 available features [2025-11-21T04:22:17.763718] [INFO ] [CONFIGURE ] AMBP: Establishing baseline with no features... [2025-11-21T04:22:17.960433] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:18.158950] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:18.372781] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:18.568476] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:18.767797] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:22:18.964896] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:19.163463] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:19.365167] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:19.572279] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:22:19.783006] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:19.783264] [INFO ] [CONFIGURE ] AMBP: Baseline score (no features): 60.00% [2025-11-21T04:22:19.783346] [INFO ] [CONFIGURE ] AMBP: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:22:19.783389] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:22:20.048021] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:20.380758] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:22:20.714902] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:21.033321] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:21.284372] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:22:21.540938] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:21.796468] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:22:22.045580] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:22:22.285483] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:22.523471] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:22.523850] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:22:22.523970] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18780 tests [2025-11-21T04:22:22.524077] [INFO ] [CONFIGURE ] AMBP: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:22:22.524180] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:22:22.749747] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:22.964134] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:23.171018] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:23.379894] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:23.597214] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:22:23.810974] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:24.034862] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:22:24.268976] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:24.509389] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:22:24.742549] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:24.742760] [INFO ] [CONFIGURE ] AMBP: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T04:22:24.742842] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18779 tests [2025-11-21T04:22:24.742894] [INFO ] [CONFIGURE ] AMBP: Testing feature 3/29: add_daily_returns [2025-11-21T04:22:24.742949] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:22:24.986571] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:25.231146] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:22:25.473454] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:25.720634] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:25.977964] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:22:26.211781] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:26.440055] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:26.682836] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:22:26.928446] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:27.178118] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:27.178295] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T04:22:27.178342] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18778 tests [2025-11-21T04:22:27.178388] [INFO ] [CONFIGURE ] AMBP: Testing feature 4/29: add_ema [2025-11-21T04:22:27.178431] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T04:22:27.473268] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:27.761520] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:28.049000] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:28.329743] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:28.609277] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:22:28.918180] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:29.213799] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:29.512936] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:29.808981] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:30.107997] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:30.108195] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_ema (score: 40.00%) [2025-11-21T04:22:30.108252] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18777 tests [2025-11-21T04:22:30.108297] [INFO ] [CONFIGURE ] AMBP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:22:30.108338] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:22:30.376484] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:22:30.675392] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:22:30.963084] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:31.251382] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:31.538983] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:22:31.845998] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:32.137635] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:22:32.461809] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:32.756313] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:33.039803] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:33.040044] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T04:22:33.040103] [INFO ] [CONFIGURE ] JOB ETA: 15.2h | Avg: 2.9s/test | Remaining: 18776 tests [2025-11-21T04:22:33.040149] [INFO ] [CONFIGURE ] AMBP: Testing feature 6/29: add_failed_moves [2025-11-21T04:22:33.040194] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T04:22:33.285533] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:33.530160] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:33.783968] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:34.031599] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:34.288953] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:22:34.535976] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:34.796525] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:35.050299] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:35.306612] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:35.558202] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:35.558478] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:22:35.558542] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18775 tests [2025-11-21T04:22:35.558594] [INFO ] [CONFIGURE ] AMBP: Testing feature 7/29: add_lag_shelf [2025-11-21T04:22:35.558662] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T04:22:35.792456] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:36.025569] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:36.281588] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:36.521510] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:36.764294] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:22:37.005009] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:37.251756] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:22:37.504819] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:37.756840] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:22:38.018379] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:38.018764] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:22:38.019074] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18774 tests [2025-11-21T04:22:38.019193] [INFO ] [CONFIGURE ] AMBP: Testing feature 8/29: add_macd [2025-11-21T04:22:38.019303] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T04:22:38.396864] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:38.733158] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:39.052849] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:39.368703] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:39.686446] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:22:40.014305] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:40.346022] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:22:40.672379] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:22:40.995935] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:41.331615] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:41.331827] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:22:41.331888] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18773 tests [2025-11-21T04:22:41.331946] [INFO ] [CONFIGURE ] AMBP: Testing feature 9/29: add_mfi [2025-11-21T04:22:41.331991] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T04:22:41.575924] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:41.817378] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:42.057345] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:42.299779] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:42.542041] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:22:42.788083] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:43.034874] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:43.289824] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:43.537439] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:22:43.786393] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:43.786581] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:22:43.786639] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18772 tests [2025-11-21T04:22:43.786712] [INFO ] [CONFIGURE ] AMBP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:22:43.786757] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:22:44.122386] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:44.456324] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:22:44.793308] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:45.123515] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:45.453176] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:22:45.783906] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:46.110857] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:46.448310] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:46.786492] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:22:47.123980] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:47.124160] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:22:47.124218] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18771 tests [2025-11-21T04:22:47.124265] [INFO ] [CONFIGURE ] AMBP: Testing feature 11/29: add_obv_daily [2025-11-21T04:22:47.124311] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T04:22:47.369543] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:47.621266] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:47.868006] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:48.111093] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:48.356871] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:22:48.639230] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:48.914634] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:49.194044] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:49.479220] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:49.765311] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:49.765777] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:22:49.765845] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18770 tests [2025-11-21T04:22:49.765911] [INFO ] [CONFIGURE ] AMBP: Testing feature 12/29: add_obv_interval [2025-11-21T04:22:49.765959] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T04:22:50.021472] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:50.277350] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:22:50.528414] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:50.814727] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:51.092399] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:22:51.361312] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:51.631545] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:51.879793] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:22:52.121711] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:52.373548] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:52.373733] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T04:22:52.373787] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18769 tests [2025-11-21T04:22:52.373839] [INFO ] [CONFIGURE ] AMBP: Testing feature 13/29: add_opening_strength [2025-11-21T04:22:52.373882] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:22:52.659366] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:52.952478] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:53.250770] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:53.544371] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:53.839390] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:22:54.129528] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:54.411103] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:54.705108] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:22:54.995406] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:55.295454] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:55.295737] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T04:22:55.295799] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18768 tests [2025-11-21T04:22:55.295846] [INFO ] [CONFIGURE ] AMBP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:22:55.295888] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T04:22:55.569554] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:55.829098] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:56.088955] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:56.362838] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:22:56.625111] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:22:56.899906] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:57.167705] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:22:57.442598] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:22:57.721016] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:22:57.990904] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:22:57.991097] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T04:22:57.991156] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18767 tests [2025-11-21T04:22:57.991204] [INFO ] [CONFIGURE ] AMBP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:22:57.991248] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T04:22:58.236311] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:22:58.484548] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:22:58.736813] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:22:58.971659] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:22:59.192118] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:22:59.424591] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:22:59.666510] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:22:59.918711] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:00.149518] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:23:00.415074] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:00.415378] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:23:00.415445] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18766 tests [2025-11-21T04:23:00.415497] [INFO ] [CONFIGURE ] AMBP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:23:00.415567] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T04:23:00.717843] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:01.759225] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:02.070107] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:02.316353] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:02.604065] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:23:02.859714] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:03.106195] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:03.354150] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:03.595770] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:03.843686] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:03.843892] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:23:03.843951] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18765 tests [2025-11-21T04:23:03.844000] [INFO ] [CONFIGURE ] AMBP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:23:03.844044] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T04:23:04.112329] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:23:04.377013] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:04.633618] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:04.877807] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:05.114862] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:23:05.359719] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:05.605667] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:23:05.847367] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:06.084063] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:06.321218] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:06.321415] [INFO ] [CONFIGURE ] AMBP: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-21T04:23:06.321472] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18764 tests [2025-11-21T04:23:06.321520] [INFO ] [CONFIGURE ] AMBP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:23:06.321563] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T04:23:06.569094] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:06.819148] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:07.062790] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:07.306911] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:07.551954] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:23:07.802706] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:08.050775] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:23:08.302826] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:23:08.548943] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:08.801157] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:08.801342] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T04:23:08.801400] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18763 tests [2025-11-21T04:23:08.801902] [INFO ] [CONFIGURE ] AMBP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:23:08.801955] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T04:23:09.050144] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:23:09.311258] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:09.586347] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:09.835401] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:10.086232] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:23:10.361875] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:10.629168] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:10.887862] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:11.179804] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:11.453116] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:11.453307] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T04:23:11.453368] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18762 tests [2025-11-21T04:23:11.453425] [INFO ] [CONFIGURE ] AMBP: Testing feature 20/29: add_price_rejection [2025-11-21T04:23:11.453481] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T04:23:11.743709] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:12.025888] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:23:12.310041] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:12.584640] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:12.895189] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:23:13.190349] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:13.489271] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:13.760393] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:14.032897] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:14.340213] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:14.340467] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:23:14.340554] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18761 tests [2025-11-21T04:23:14.340629] [INFO ] [CONFIGURE ] AMBP: Testing feature 21/29: add_range_position [2025-11-21T04:23:14.340724] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T04:23:14.691672] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:15.036561] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:23:15.309375] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:15.596411] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:15.869850] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:23:16.137738] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:16.417531] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:16.712861] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:17.015518] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:17.317943] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:17.318775] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_range_position (score: 40.00%) [2025-11-21T04:23:17.318838] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18760 tests [2025-11-21T04:23:17.318891] [INFO ] [CONFIGURE ] AMBP: Testing feature 22/29: add_realized_volatility [2025-11-21T04:23:17.318939] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T04:23:17.700526] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:23:18.081770] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:18.461719] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:18.848240] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:19.241844] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:23:19.659861] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:20.040836] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:20.422980] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:23:20.808905] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:23:21.194819] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:21.195014] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:23:21.195078] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18759 tests [2025-11-21T04:23:21.195128] [INFO ] [CONFIGURE ] AMBP: Testing feature 23/29: add_recent_range_context [2025-11-21T04:23:21.195174] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T04:23:21.471537] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:21.765343] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:22.045343] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:22.317573] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:22.597207] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:23:22.876182] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:23.164117] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:23:23.464243] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:23.776112] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:24.077576] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:24.077896] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:23:24.077962] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18758 tests [2025-11-21T04:23:24.078017] [INFO ] [CONFIGURE ] AMBP: Testing feature 24/29: add_rsi [2025-11-21T04:23:24.078132] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T04:23:24.413566] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:23:24.756860] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:25.109968] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:25.457969] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:25.811596] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:23:26.166359] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:26.523705] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:26.885544] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:27.236267] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:23:27.589228] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:27.589604] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:23:27.589787] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18757 tests [2025-11-21T04:23:27.589840] [INFO ] [CONFIGURE ] AMBP: Testing feature 25/29: add_tick_distribution [2025-11-21T04:23:27.589888] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T04:23:27.880131] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:28.190298] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:28.511958] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:28.803666] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:29.096007] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:23:29.385957] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:29.671917] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:29.946207] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:30.218811] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:30.492053] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:30.492229] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:23:30.492288] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18756 tests [2025-11-21T04:23:30.492334] [INFO ] [CONFIGURE ] AMBP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:23:30.492376] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T04:23:30.754308] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:31.021361] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:31.290002] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:31.569336] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:31.849715] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:23:32.133976] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:32.409821] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:23:32.686034] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:32.979457] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:33.259417] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:33.259616] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:23:33.259698] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18755 tests [2025-11-21T04:23:33.259751] [INFO ] [CONFIGURE ] AMBP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:23:33.259798] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T04:23:33.558601] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:33.862375] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:34.167443] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:34.471171] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:34.774315] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:23:35.083407] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:35.390968] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:35.711422] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:23:36.018208] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:36.332155] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:36.332376] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T04:23:36.332439] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18754 tests [2025-11-21T04:23:36.332489] [INFO ] [CONFIGURE ] AMBP: Testing feature 28/29: add_volume_profile [2025-11-21T04:23:36.332532] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T04:23:36.630866] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:36.918358] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:37.215892] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:37.514340] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:37.814427] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:23:38.115605] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:38.420743] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:38.727942] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:23:39.025215] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:23:39.332962] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:39.333170] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:23:39.333230] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18753 tests [2025-11-21T04:23:39.333281] [INFO ] [CONFIGURE ] AMBP: Testing feature 29/29: add_vwap [2025-11-21T04:23:39.333329] [INFO ] [CONFIGURE ] AMBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T04:23:39.635490] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:39.941098] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:23:40.235798] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:40.523072] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:23:40.812872] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:23:41.100583] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:23:41.395573] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:23:41.687475] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:23:41.989175] [DEBUG] [FORECASTER] AMBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:42.287459] [DEBUG] [FORECASTER] AMBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:23:42.288367] [INFO ] [CONFIGURE ] AMBP: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:23:42.288452] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18752 tests [2025-11-21T04:23:42.288516] [INFO ] [CONFIGURE ] AMBP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:23:42.288564] [INFO ] [CONFIGURE ] AMBP: Best accuracy: 80.00% [2025-11-21T04:23:42.288608] [INFO ] [CONFIGURE ] AMBP: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T04:23:42.288672] [INFO ] [CONFIGURE ] AMBP: Improvement over baseline: 20.00% [2025-11-21T04:23:42.288715] [INFO ] [CONFIGURE ] AMBP: Total time: 1.4 minutes [2025-11-21T04:23:42.288756] [INFO ] [CONFIGURE ] AMBP: Average time per feature: 2.8 seconds [2025-11-21T04:23:42.288797] [INFO ] [CONFIGURE ] AMBP: Average speed: 0.35 features/sec [2025-11-21T04:23:42.289516] [INFO ] [LOCAL ] Saved configuration for AMBP: 2 features, 80.00% accuracy -> ./output/feature-sets/AMBP.json [2025-11-21T04:23:42.289576] [INFO ] [CONFIGURE ] AMBP: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T04:23:42.289628] [INFO ] [sig ] [77/723] Successfully configured AMBP | 0.01 sym/s | Total: 1.8h | ETA: 15.4h [2025-11-21T04:23:42.289716] [INFO ] [sig ] [78/723] Configuring AMC... [2025-11-21T04:23:42.289760] [INFO ] [CONFIGURE ] AMC: Configurate test run. [2025-11-21T04:23:42.289803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-11-21T04:23:42.339594] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMC'. [2025-11-21T04:23:42.340114] [INFO ] [CONFIGURE ] AMC: Testing with 29 available features [2025-11-21T04:23:42.340191] [INFO ] [CONFIGURE ] AMC: Establishing baseline with no features... [2025-11-21T04:23:42.530626] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:23:42.725702] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:23:42.926539] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:43.137532] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:43.333610] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:23:43.532480] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:23:43.729548] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:43.932665] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:23:44.131736] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:44.336372] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:23:44.336788] [INFO ] [CONFIGURE ] AMC: Baseline score (no features): 20.00% [2025-11-21T04:23:44.336910] [INFO ] [CONFIGURE ] AMC: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:23:44.337047] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:23:44.582150] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:44.835360] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:45.071984] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:45.310672] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:45.558630] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:23:45.795374] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:23:46.033130] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:46.270073] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:23:46.508929] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:46.749030] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:23:46.749458] [INFO ] [CONFIGURE ] AMC: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T04:23:46.749578] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18751 tests [2025-11-21T04:23:46.749702] [INFO ] [CONFIGURE ] AMC: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:23:46.749811] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:23:47.035576] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:47.320948] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:23:47.592566] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:47.879848] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:48.158252] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:23:48.428205] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:23:48.702394] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:48.982179] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:23:49.248925] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:49.521266] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:23:49.521464] [INFO ] [CONFIGURE ] AMC: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T04:23:49.521526] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18750 tests [2025-11-21T04:23:49.521574] [INFO ] [CONFIGURE ] AMC: Testing feature 3/29: add_daily_returns [2025-11-21T04:23:49.521614] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:23:49.763343] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:23:50.013219] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:50.259448] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:50.499633] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:50.748175] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:23:51.004147] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:23:51.239824] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:51.464128] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:23:51.684750] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:23:51.916512] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:23:51.916708] [INFO ] [CONFIGURE ] AMC: KEPT add_daily_returns (score: 70.00%) [2025-11-21T04:23:51.916785] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18749 tests [2025-11-21T04:23:51.916837] [INFO ] [CONFIGURE ] AMC: Testing feature 4/29: add_ema [2025-11-21T04:23:51.916886] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T04:23:52.219440] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:52.528049] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:23:52.824996] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:23:53.125722] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:53.434689] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:23:53.761524] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:23:54.068573] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:54.376491] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:23:54.683582] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:23:54.985138] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:23:54.985381] [INFO ] [CONFIGURE ] AMC: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:23:54.985445] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18748 tests [2025-11-21T04:23:54.985500] [INFO ] [CONFIGURE ] AMC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:23:54.985550] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:23:55.288507] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:23:55.586679] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:55.884827] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:23:56.198853] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:56.507183] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:23:56.804534] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:23:57.118612] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:23:57.421811] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:23:57.727067] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:23:58.040728] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:23:58.041043] [INFO ] [CONFIGURE ] AMC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T04:23:58.041112] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18747 tests [2025-11-21T04:23:58.041165] [INFO ] [CONFIGURE ] AMC: Testing feature 6/29: add_failed_moves [2025-11-21T04:23:58.041256] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T04:23:58.308178] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:23:58.570144] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:23:58.833636] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:23:59.105132] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:23:59.389467] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:23:59.664930] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:23:59.933475] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:00.212712] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:00.477356] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:00.742282] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:00.742512] [INFO ] [CONFIGURE ] AMC: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:24:00.742562] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18746 tests [2025-11-21T04:24:00.742601] [INFO ] [CONFIGURE ] AMC: Testing feature 7/29: add_lag_shelf [2025-11-21T04:24:00.742639] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:24:01.507380] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:02.222104] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:02.769758] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:03.012704] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:03.251456] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:03.496779] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:03.750571] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:04.008181] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:04.266217] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:04.531890] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:04.532178] [INFO ] [CONFIGURE ] AMC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:24:04.532231] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18745 tests [2025-11-21T04:24:04.532300] [INFO ] [CONFIGURE ] AMC: Testing feature 8/29: add_macd [2025-11-21T04:24:04.532344] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:24:04.888692] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:05.236461] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:05.582622] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:05.930191] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:06.285248] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:06.637144] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:06.975381] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:07.324299] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:07.686857] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:08.058004] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:24:08.058220] [INFO ] [CONFIGURE ] AMC: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:24:08.058283] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18744 tests [2025-11-21T04:24:08.058333] [INFO ] [CONFIGURE ] AMC: Testing feature 9/29: add_mfi [2025-11-21T04:24:08.058377] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T04:24:08.321272] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:08.590856] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:08.855145] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:09.089499] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:09.325432] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:09.593344] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:09.845904] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:10.089062] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:10.326076] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:10.555101] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:10.555343] [INFO ] [CONFIGURE ] AMC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T04:24:10.555404] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18743 tests [2025-11-21T04:24:10.555454] [INFO ] [CONFIGURE ] AMC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:24:10.555498] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:24:10.870992] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:11.181554] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:24:11.497269] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:11.847731] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:12.194221] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:12.545334] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:12.891528] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:24:13.243882] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:13.590677] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:13.955660] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:13.955842] [INFO ] [CONFIGURE ] AMC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:24:13.955905] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18742 tests [2025-11-21T04:24:13.955958] [INFO ] [CONFIGURE ] AMC: Testing feature 11/29: add_obv_daily [2025-11-21T04:24:13.956004] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T04:24:14.230744] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:14.509121] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:24:14.770782] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:15.036392] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:15.301746] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:15.573309] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:15.844097] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:16.117066] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:16.394602] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:16.678819] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:16.679014] [INFO ] [CONFIGURE ] AMC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:24:16.679085] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18741 tests [2025-11-21T04:24:16.679126] [INFO ] [CONFIGURE ] AMC: Testing feature 12/29: add_obv_interval [2025-11-21T04:24:16.679164] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T04:24:16.937777] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:17.202986] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:17.463366] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:17.716339] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:17.972392] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:18.255712] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:24:18.522096] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:24:18.791090] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:19.050873] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:19.307796] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:19.307977] [INFO ] [CONFIGURE ] AMC: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T04:24:19.308027] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18740 tests [2025-11-21T04:24:19.308069] [INFO ] [CONFIGURE ] AMC: Testing feature 13/29: add_opening_strength [2025-11-21T04:24:19.308109] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:24:19.584423] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:19.856511] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:24:20.129013] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:20.399799] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:20.678504] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:20.971726] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:24:21.236464] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:24:21.501962] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:21.787472] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:22.073510] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:22.073738] [INFO ] [CONFIGURE ] AMC: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:24:22.073800] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18739 tests [2025-11-21T04:24:22.073847] [INFO ] [CONFIGURE ] AMC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:24:22.073892] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T04:24:22.356698] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:22.631875] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:22.914409] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:23.209912] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:23.476541] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:23.749634] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:24.043342] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:24.306603] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:24.575442] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:24.842437] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:24.842629] [INFO ] [CONFIGURE ] AMC: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T04:24:24.842722] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18738 tests [2025-11-21T04:24:24.842774] [INFO ] [CONFIGURE ] AMC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:24:24.842817] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T04:24:25.101701] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:25.328417] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:25.554313] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:25.799587] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:26.047482] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:24:26.300733] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:26.547390] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:24:26.785412] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:27.025553] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:27.278743] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:27.278950] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:24:27.279001] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18737 tests [2025-11-21T04:24:27.279039] [INFO ] [CONFIGURE ] AMC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:24:27.279075] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T04:24:27.537411] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:27.801624] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:24:28.072837] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:28.336422] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:28.594431] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:28.867314] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:24:29.130703] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:29.389367] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:29.658065] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:29.920447] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:29.920719] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T04:24:29.920778] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18736 tests [2025-11-21T04:24:29.920868] [INFO ] [CONFIGURE ] AMC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:24:29.920913] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T04:24:30.188574] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:30.456027] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:30.733004] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:31.002253] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:31.269089] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:24:31.532722] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:31.799619] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:24:32.067974] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:32.334215] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:32.608231] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:32.608844] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:24:32.608911] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18735 tests [2025-11-21T04:24:32.608963] [INFO ] [CONFIGURE ] AMC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:24:32.609009] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T04:24:32.843035] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:33.100021] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:33.359297] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:33.621056] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:33.879067] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:34.142212] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:24:34.399686] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:34.653415] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:34.935428] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:35.192293] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:35.192591] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:24:35.192664] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18734 tests [2025-11-21T04:24:35.192717] [INFO ] [CONFIGURE ] AMC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:24:35.192764] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T04:24:35.440332] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:35.696133] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:35.951141] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:36.202581] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:36.451815] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:36.709597] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:36.970250] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:37.239950] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:37.497571] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:37.760001] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:37.760461] [INFO ] [CONFIGURE ] AMC: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:24:37.760587] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18733 tests [2025-11-21T04:24:37.760787] [INFO ] [CONFIGURE ] AMC: Testing feature 20/29: add_price_rejection [2025-11-21T04:24:37.760917] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T04:24:38.032787] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:38.300308] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:38.571718] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:38.854388] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:39.125781] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:39.395159] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:39.668911] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:39.937002] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:40.202860] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:40.467458] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:40.467670] [INFO ] [CONFIGURE ] AMC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:24:40.467735] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18732 tests [2025-11-21T04:24:40.467784] [INFO ] [CONFIGURE ] AMC: Testing feature 21/29: add_range_position [2025-11-21T04:24:40.467826] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T04:24:40.756896] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:41.046252] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:24:41.339881] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:41.628063] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:41.926418] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:42.225480] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:42.524125] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:42.823096] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:43.129953] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:43.427950] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:43.428164] [INFO ] [CONFIGURE ] AMC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:24:43.428225] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18731 tests [2025-11-21T04:24:43.428288] [INFO ] [CONFIGURE ] AMC: Testing feature 22/29: add_realized_volatility [2025-11-21T04:24:43.428347] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T04:24:43.811732] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:44.206478] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:24:44.595838] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:45.004826] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:45.392619] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:45.779739] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:24:46.170405] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:46.562499] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:46.959616] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:47.360965] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:47.361342] [INFO ] [CONFIGURE ] AMC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:24:47.361414] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18730 tests [2025-11-21T04:24:47.361467] [INFO ] [CONFIGURE ] AMC: Testing feature 23/29: add_recent_range_context [2025-11-21T04:24:47.361509] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T04:24:47.621278] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:47.896448] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:48.162339] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:48.418496] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:48.686145] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:48.954680] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:49.221843] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:49.490605] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:49.761511] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:50.031895] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:50.032168] [INFO ] [CONFIGURE ] AMC: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:24:50.032278] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18729 tests [2025-11-21T04:24:50.032334] [INFO ] [CONFIGURE ] AMC: Testing feature 24/29: add_rsi [2025-11-21T04:24:50.032383] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T04:24:50.365567] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:50.707403] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:51.039225] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:51.354202] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:51.677322] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:52.006592] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:24:52.339844] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:52.660623] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:52.985520] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:24:53.325940] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:53.326190] [INFO ] [CONFIGURE ] AMC: DISCARDED add_rsi (score: 60.00%) [2025-11-21T04:24:53.326251] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18728 tests [2025-11-21T04:24:53.326300] [INFO ] [CONFIGURE ] AMC: Testing feature 25/29: add_tick_distribution [2025-11-21T04:24:53.326346] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T04:24:53.605459] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:24:53.882483] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:24:54.156712] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:54.433109] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:54.708461] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:24:54.986178] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:55.253802] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:24:55.521222] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:55.791884] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:56.064888] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:24:56.065098] [INFO ] [CONFIGURE ] AMC: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T04:24:56.065159] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18727 tests [2025-11-21T04:24:56.065209] [INFO ] [CONFIGURE ] AMC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:24:56.065252] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T04:24:56.329046] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:56.606156] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:24:56.872732] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:24:57.171558] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:24:57.451508] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:24:57.737443] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:24:58.014481] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:24:58.307786] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:24:58.586383] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:24:58.861717] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:24:58.861959] [INFO ] [CONFIGURE ] AMC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:24:58.862023] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18726 tests [2025-11-21T04:24:58.862074] [INFO ] [CONFIGURE ] AMC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:24:58.862118] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T04:24:59.108586] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:24:59.348140] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:24:59.604343] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:24:59.862445] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:25:00.137060] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:00.396115] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:00.737101] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:01.543495] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:01.916275] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:02.189741] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:25:02.189997] [INFO ] [CONFIGURE ] AMC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T04:25:02.190075] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18725 tests [2025-11-21T04:25:02.190138] [INFO ] [CONFIGURE ] AMC: Testing feature 28/29: add_volume_profile [2025-11-21T04:25:02.190198] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T04:25:02.453674] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:02.716702] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:25:02.989534] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:25:03.246490] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:25:03.512493] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:03.788185] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:25:04.068043] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:25:04.348828] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:04.625191] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:04.902247] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:25:04.902424] [INFO ] [CONFIGURE ] AMC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T04:25:04.902483] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18724 tests [2025-11-21T04:25:04.902565] [INFO ] [CONFIGURE ] AMC: Testing feature 29/29: add_vwap [2025-11-21T04:25:04.902613] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T04:25:05.173635] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:05.451945] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:25:05.726320] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:25:05.998015] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:25:06.265215] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:06.546170] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:25:06.818861] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:25:07.092861] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:07.381846] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:07.677854] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:25:07.678136] [INFO ] [CONFIGURE ] AMC: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:25:07.678199] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18723 tests [2025-11-21T04:25:07.678249] [INFO ] [CONFIGURE ] AMC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:25:07.678286] [INFO ] [CONFIGURE ] AMC: Best accuracy: 80.00% [2025-11-21T04:25:07.678324] [INFO ] [CONFIGURE ] AMC: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T04:25:07.678359] [INFO ] [CONFIGURE ] AMC: Improvement over baseline: 60.00% [2025-11-21T04:25:07.678390] [INFO ] [CONFIGURE ] AMC: Total time: 1.4 minutes [2025-11-21T04:25:07.678620] [INFO ] [CONFIGURE ] AMC: Average time per feature: 2.9 seconds [2025-11-21T04:25:07.678694] [INFO ] [CONFIGURE ] AMC: Average speed: 0.35 features/sec [2025-11-21T04:25:07.679215] [INFO ] [LOCAL ] Saved configuration for AMC: 3 features, 80.00% accuracy -> ./output/feature-sets/AMC.json [2025-11-21T04:25:07.679279] [INFO ] [CONFIGURE ] AMC: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T04:25:07.679338] [INFO ] [sig ] [78/723] Successfully configured AMC | 0.01 sym/s | Total: 1.9h | ETA: 15.3h [2025-11-21T04:25:07.679400] [INFO ] [sig ] [79/723] Configuring AMG... [2025-11-21T04:25:07.679442] [INFO ] [CONFIGURE ] AMG: Configurate test run. [2025-11-21T04:25:07.679483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-11-21T04:25:07.787593] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMG'. [2025-11-21T04:25:07.788274] [INFO ] [CONFIGURE ] AMG: Testing with 29 available features [2025-11-21T04:25:07.788342] [INFO ] [CONFIGURE ] AMG: Establishing baseline with no features... [2025-11-21T04:25:08.001959] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:08.190487] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:08.375339] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:25:08.549986] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:08.726825] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:08.897028] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:09.085751] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:09.253297] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:09.418886] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:09.587965] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:09.588322] [INFO ] [CONFIGURE ] AMG: Baseline score (no features): 60.00% [2025-11-21T04:25:09.588439] [INFO ] [CONFIGURE ] AMG: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:25:09.588542] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:25:09.801054] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:10.016457] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:10.217864] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:25:10.453922] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:10.684813] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:10.925451] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:11.193853] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:11.425054] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:11.649113] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:11.870990] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:11.871161] [INFO ] [CONFIGURE ] AMG: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T04:25:11.871209] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18722 tests [2025-11-21T04:25:11.871246] [INFO ] [CONFIGURE ] AMG: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:25:11.871281] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:25:12.076041] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:12.283748] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:12.475770] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:12.667234] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:25:12.871539] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:13.073710] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:13.284570] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:13.509707] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:13.716747] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:13.947394] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:13.947578] [INFO ] [CONFIGURE ] AMG: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T04:25:13.947627] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18721 tests [2025-11-21T04:25:13.947686] [INFO ] [CONFIGURE ] AMG: Testing feature 3/29: add_daily_returns [2025-11-21T04:25:13.947756] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:25:14.187847] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:14.416473] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:14.648973] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:25:14.880717] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:15.113788] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:15.346132] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:15.580172] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:15.819162] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:16.050008] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:16.280514] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:16.280734] [INFO ] [CONFIGURE ] AMG: KEPT add_daily_returns (score: 80.00%) [2025-11-21T04:25:16.280791] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18720 tests [2025-11-21T04:25:16.280831] [INFO ] [CONFIGURE ] AMG: Testing feature 4/29: add_ema [2025-11-21T04:25:16.280868] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T04:25:16.561675] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:16.839785] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:17.109914] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:17.399057] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:17.686347] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:25:17.974536] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:18.276228] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:18.564230] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:18.860561] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:19.150310] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:19.150524] [INFO ] [CONFIGURE ] AMG: DISCARDED add_ema (score: 70.00%) [2025-11-21T04:25:19.150587] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18719 tests [2025-11-21T04:25:19.150662] [INFO ] [CONFIGURE ] AMG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:25:19.150715] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:25:19.460621] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:19.788009] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:20.104804] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:20.420787] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:20.723540] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:25:21.031828] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:21.348169] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:21.659162] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:21.969444] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:22.301589] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:22.301830] [INFO ] [CONFIGURE ] AMG: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T04:25:22.301928] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18718 tests [2025-11-21T04:25:22.301983] [INFO ] [CONFIGURE ] AMG: Testing feature 6/29: add_failed_moves [2025-11-21T04:25:22.302024] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T04:25:22.565853] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:22.826345] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:23.086385] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:23.350837] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:23.610015] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:23.862019] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:24.097281] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:24.368461] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:24.634455] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:24.870527] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:24.870711] [INFO ] [CONFIGURE ] AMG: KEPT add_failed_moves (score: 90.00%) [2025-11-21T04:25:24.870766] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18717 tests [2025-11-21T04:25:24.870813] [INFO ] [CONFIGURE ] AMG: Testing feature 7/29: add_lag_shelf [2025-11-21T04:25:24.870858] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T04:25:25.108206] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:25.343289] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:25.590599] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:25.827127] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:26.095150] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:26.367175] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:26.648554] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:26.914995] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:27.181473] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:27.441289] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:27.441538] [INFO ] [CONFIGURE ] AMG: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T04:25:27.441601] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18716 tests [2025-11-21T04:25:27.441675] [INFO ] [CONFIGURE ] AMG: Testing feature 8/29: add_macd [2025-11-21T04:25:27.441739] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T04:25:27.777793] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:28.119158] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:28.478997] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:28.817127] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:29.168403] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:29.513426] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:29.846875] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:30.208146] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:30.557625] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:30.920995] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:30.921406] [INFO ] [CONFIGURE ] AMG: DISCARDED add_macd (score: 80.00%) [2025-11-21T04:25:30.921478] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18715 tests [2025-11-21T04:25:30.921534] [INFO ] [CONFIGURE ] AMG: Testing feature 9/29: add_mfi [2025-11-21T04:25:30.921586] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_mfi'] [2025-11-21T04:25:31.173757] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:31.421178] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:31.668157] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:31.915568] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:32.169591] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:32.426213] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:32.683299] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:32.952264] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:33.213932] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:33.467930] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:33.468130] [INFO ] [CONFIGURE ] AMG: DISCARDED add_mfi (score: 80.00%) [2025-11-21T04:25:33.468187] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18714 tests [2025-11-21T04:25:33.468235] [INFO ] [CONFIGURE ] AMG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:25:33.468279] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:25:33.789582] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:34.116059] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:34.461169] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:34.798303] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:35.137985] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:35.478972] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:35.819967] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:36.168702] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:36.510399] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:36.840088] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:36.840294] [INFO ] [CONFIGURE ] AMG: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-11-21T04:25:36.840350] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18713 tests [2025-11-21T04:25:36.840399] [INFO ] [CONFIGURE ] AMG: Testing feature 11/29: add_obv_daily [2025-11-21T04:25:36.840499] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T04:25:37.103668] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:37.371691] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:37.632869] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:37.893352] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:38.156081] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:38.415840] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:38.678450] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:38.931610] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:39.199396] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:39.459679] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:39.459877] [INFO ] [CONFIGURE ] AMG: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T04:25:39.459939] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18712 tests [2025-11-21T04:25:39.459985] [INFO ] [CONFIGURE ] AMG: Testing feature 12/29: add_obv_interval [2025-11-21T04:25:39.460031] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T04:25:39.706011] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:39.945594] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:40.212818] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:40.478452] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:40.739438] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:41.003289] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:41.244674] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:41.493373] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:41.746053] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:42.009787] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:42.009993] [INFO ] [CONFIGURE ] AMG: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T04:25:42.010053] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18711 tests [2025-11-21T04:25:42.010104] [INFO ] [CONFIGURE ] AMG: Testing feature 13/29: add_opening_strength [2025-11-21T04:25:42.010175] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_opening_strength'] [2025-11-21T04:25:42.272695] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:42.540505] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:42.807079] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:43.066419] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:43.333050] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:43.616812] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:43.900474] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:44.164403] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:44.425627] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:44.690639] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:44.690863] [INFO ] [CONFIGURE ] AMG: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T04:25:44.690922] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18710 tests [2025-11-21T04:25:44.690971] [INFO ] [CONFIGURE ] AMG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:25:44.691015] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T04:25:44.949783] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:45.211916] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:25:45.474290] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:45.741166] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:46.005064] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:25:46.285322] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:46.548473] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:46.821720] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:47.087000] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:47.348220] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:47.348413] [INFO ] [CONFIGURE ] AMG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:25:47.348473] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18709 tests [2025-11-21T04:25:47.348521] [INFO ] [CONFIGURE ] AMG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:25:47.348564] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T04:25:47.589738] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:47.827267] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:48.071941] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:48.316179] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:48.587260] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:48.863032] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:49.133178] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:49.390000] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:49.638709] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:49.873140] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:49.873376] [INFO ] [CONFIGURE ] AMG: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T04:25:49.873438] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18708 tests [2025-11-21T04:25:49.873487] [INFO ] [CONFIGURE ] AMG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:25:49.873531] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T04:25:50.121505] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:50.382350] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:25:50.648321] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:50.911659] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:51.171956] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:25:51.433446] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:51.687208] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:51.935667] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:52.192433] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:25:52.467592] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:25:52.467881] [INFO ] [CONFIGURE ] AMG: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T04:25:52.467940] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18707 tests [2025-11-21T04:25:52.467979] [INFO ] [CONFIGURE ] AMG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:25:52.468019] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T04:25:52.728268] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:25:52.982327] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:53.235336] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:53.496563] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:53.778959] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:54.059657] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:54.320169] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:54.558475] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:54.807706] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:55.082474] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:55.082677] [INFO ] [CONFIGURE ] AMG: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T04:25:55.082740] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18706 tests [2025-11-21T04:25:55.082789] [INFO ] [CONFIGURE ] AMG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:25:55.082833] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T04:25:55.347700] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:55.587517] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:55.844856] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:56.094832] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:56.329017] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:56.553808] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:56.821882] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:57.092044] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:25:57.359297] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:25:57.644693] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:25:57.644982] [INFO ] [CONFIGURE ] AMG: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T04:25:57.645047] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18705 tests [2025-11-21T04:25:57.645100] [INFO ] [CONFIGURE ] AMG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:25:57.645178] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T04:25:57.957377] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:25:58.237899] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:25:58.566672] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:25:58.816459] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:25:59.054262] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:25:59.280527] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:25:59.540178] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:25:59.774690] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:00.006570] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:26:00.243423] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:00.243616] [INFO ] [CONFIGURE ] AMG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:26:00.243694] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18704 tests [2025-11-21T04:26:00.243743] [INFO ] [CONFIGURE ] AMG: Testing feature 20/29: add_price_rejection [2025-11-21T04:26:00.243787] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T04:26:00.509217] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:00.809398] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:26:01.655162] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:02.061211] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:02.321417] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:02.582602] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:02.863460] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:03.145343] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:03.424086] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:26:03.702900] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:03.703742] [INFO ] [CONFIGURE ] AMG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:26:03.703807] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18703 tests [2025-11-21T04:26:03.703861] [INFO ] [CONFIGURE ] AMG: Testing feature 21/29: add_range_position [2025-11-21T04:26:03.703905] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_range_position'] [2025-11-21T04:26:04.013390] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:04.336298] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:26:04.646171] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:04.946180] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:05.248421] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:05.543278] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:05.850228] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:06.153767] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:06.453435] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:26:06.763746] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:06.764026] [INFO ] [CONFIGURE ] AMG: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:26:06.764091] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18702 tests [2025-11-21T04:26:06.764156] [INFO ] [CONFIGURE ] AMG: Testing feature 22/29: add_realized_volatility [2025-11-21T04:26:06.764205] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T04:26:07.161075] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:26:07.573844] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:26:07.972626] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:08.355241] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:08.738884] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:09.123206] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:09.507830] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:09.895724] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:10.296277] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:26:10.703400] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:10.703691] [INFO ] [CONFIGURE ] AMG: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T04:26:10.703769] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18701 tests [2025-11-21T04:26:10.703823] [INFO ] [CONFIGURE ] AMG: Testing feature 23/29: add_recent_range_context [2025-11-21T04:26:10.703878] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T04:26:10.983751] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:11.260555] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:26:11.529762] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:11.805770] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:12.076811] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:12.356379] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:12.625527] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:12.905325] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:13.184335] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:26:13.489273] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:13.489637] [INFO ] [CONFIGURE ] AMG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:26:13.489726] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18700 tests [2025-11-21T04:26:13.489781] [INFO ] [CONFIGURE ] AMG: Testing feature 24/29: add_rsi [2025-11-21T04:26:13.489830] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T04:26:13.810898] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:14.133545] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:26:14.433935] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:14.734043] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:15.032849] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:26:15.368265] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:15.697075] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:16.022763] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:16.343569] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:26:16.658885] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:16.659172] [INFO ] [CONFIGURE ] AMG: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:26:16.659243] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18699 tests [2025-11-21T04:26:16.659299] [INFO ] [CONFIGURE ] AMG: Testing feature 25/29: add_tick_distribution [2025-11-21T04:26:16.659354] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T04:26:16.926107] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:17.187749] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:26:17.450688] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:17.735481] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:18.007989] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:18.285275] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:18.565095] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:18.841565] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:19.120109] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:26:19.390505] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:19.390761] [INFO ] [CONFIGURE ] AMG: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:26:19.390825] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18698 tests [2025-11-21T04:26:19.390878] [INFO ] [CONFIGURE ] AMG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:26:19.390934] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T04:26:19.668280] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:19.953740] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:26:20.250364] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:20.530427] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:20.814498] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:21.084020] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:21.371938] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:21.667619] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:21.972556] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:26:22.282032] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:22.282287] [INFO ] [CONFIGURE ] AMG: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:26:22.282350] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18697 tests [2025-11-21T04:26:22.282403] [INFO ] [CONFIGURE ] AMG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:26:22.282452] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T04:26:22.586611] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:22.888671] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:26:23.187829] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:23.501996] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:23.809424] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:24.112007] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:24.425087] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:24.722162] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:25.025852] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:26:25.342951] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:25.343230] [INFO ] [CONFIGURE ] AMG: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T04:26:25.343295] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18696 tests [2025-11-21T04:26:25.343456] [INFO ] [CONFIGURE ] AMG: Testing feature 28/29: add_volume_profile [2025-11-21T04:26:25.343531] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T04:26:25.632517] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:25.925477] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:26:26.207853] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:26.484193] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:26.767050] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:27.047926] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:27.337938] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:27.619879] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:27.911045] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:26:28.194407] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:28.194662] [INFO ] [CONFIGURE ] AMG: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T04:26:28.194725] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18695 tests [2025-11-21T04:26:28.194798] [INFO ] [CONFIGURE ] AMG: Testing feature 29/29: add_vwap [2025-11-21T04:26:28.194861] [INFO ] [CONFIGURE ] AMG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_vwap'] [2025-11-21T04:26:28.478764] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:26:28.765019] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:26:29.105058] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:26:29.399516] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:26:29.684952] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:29.971075] [DEBUG] [FORECASTER] AMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:26:30.252934] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:26:30.561608] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:26:30.850945] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:26:31.142307] [DEBUG] [FORECASTER] AMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:31.142563] [INFO ] [CONFIGURE ] AMG: DISCARDED add_vwap (score: 80.00%) [2025-11-21T04:26:31.142627] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18694 tests [2025-11-21T04:26:31.142731] [INFO ] [CONFIGURE ] AMG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:26:31.142845] [INFO ] [CONFIGURE ] AMG: Best accuracy: 90.00% [2025-11-21T04:26:31.142893] [INFO ] [CONFIGURE ] AMG: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T04:26:31.142982] [INFO ] [CONFIGURE ] AMG: Improvement over baseline: 30.00% [2025-11-21T04:26:31.143027] [INFO ] [CONFIGURE ] AMG: Total time: 1.4 minutes [2025-11-21T04:26:31.143092] [INFO ] [CONFIGURE ] AMG: Average time per feature: 2.8 seconds [2025-11-21T04:26:31.143151] [INFO ] [CONFIGURE ] AMG: Average speed: 0.36 features/sec [2025-11-21T04:26:31.143838] [INFO ] [LOCAL ] Saved configuration for AMG: 3 features, 90.00% accuracy -> ./output/feature-sets/AMG.json [2025-11-21T04:26:31.143900] [INFO ] [CONFIGURE ] AMG: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T04:26:31.143953] [INFO ] [sig ] [79/723] Successfully configured AMG | 0.01 sym/s | Total: 1.9h | ETA: 15.3h [2025-11-21T04:26:31.144019] [INFO ] [sig ] [80/723] Configuring AMH... [2025-11-21T04:26:31.144073] [INFO ] [CONFIGURE ] AMH: Configurate test run. [2025-11-21T04:26:31.144142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'. [2025-11-21T04:26:31.221713] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMH'. [2025-11-21T04:26:31.222289] [INFO ] [CONFIGURE ] AMH: Testing with 29 available features [2025-11-21T04:26:31.222353] [INFO ] [CONFIGURE ] AMH: Establishing baseline with no features... [2025-11-21T04:26:31.418973] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:31.617979] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:31.820359] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:32.020984] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:32.227383] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:26:32.437435] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:32.638447] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:26:32.844520] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:33.049018] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:26:33.251197] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:33.251603] [INFO ] [CONFIGURE ] AMH: Baseline score (no features): 50.00% [2025-11-21T04:26:33.251744] [INFO ] [CONFIGURE ] AMH: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:26:33.251845] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:26:33.486420] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:33.720135] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:33.950125] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:34.198418] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:34.446129] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:26:34.683693] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:34.923767] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:26:35.164088] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:35.398634] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:26:35.642725] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:35.643199] [INFO ] [CONFIGURE ] AMH: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:26:35.643269] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18693 tests [2025-11-21T04:26:35.643390] [INFO ] [CONFIGURE ] AMH: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:26:35.643444] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:26:35.890826] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:36.141058] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:36.396834] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:36.642306] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:36.897312] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:26:37.150021] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:37.406169] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:26:37.657132] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:37.905831] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:26:38.155779] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:38.156051] [INFO ] [CONFIGURE ] AMH: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:26:38.156106] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18692 tests [2025-11-21T04:26:38.156157] [INFO ] [CONFIGURE ] AMH: Testing feature 3/29: add_daily_returns [2025-11-21T04:26:38.156247] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_daily_returns'] [2025-11-21T04:26:38.368440] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:38.592181] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:38.833818] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:39.051076] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:39.263001] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:26:39.480580] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:39.694533] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:26:39.911707] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:40.129225] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:26:40.341912] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:40.342153] [INFO ] [CONFIGURE ] AMH: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T04:26:40.342213] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18691 tests [2025-11-21T04:26:40.342254] [INFO ] [CONFIGURE ] AMH: Testing feature 4/29: add_ema [2025-11-21T04:26:40.342290] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_ema'] [2025-11-21T04:26:40.591832] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:40.853246] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:41.100826] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:41.351523] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:41.599317] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:26:41.853335] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:42.103271] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:26:42.359928] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:42.606818] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:26:42.871224] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:42.871466] [INFO ] [CONFIGURE ] AMH: DISCARDED add_ema (score: 40.00%) [2025-11-21T04:26:42.871516] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18690 tests [2025-11-21T04:26:42.871557] [INFO ] [CONFIGURE ] AMH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:26:42.871595] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:26:43.118462] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:43.364490] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:43.615690] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:43.864965] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:44.116700] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:44.374957] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:44.636527] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:26:44.886973] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:45.140534] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:26:45.385265] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:26:45.385522] [INFO ] [CONFIGURE ] AMH: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T04:26:45.385586] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18689 tests [2025-11-21T04:26:45.385639] [INFO ] [CONFIGURE ] AMH: Testing feature 6/29: add_failed_moves [2025-11-21T04:26:45.385710] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T04:26:45.648535] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:45.914338] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:46.185537] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:46.445570] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:46.706089] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:46.968907] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:47.233518] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:26:47.499956] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:47.782546] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:26:48.074333] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:26:48.074917] [INFO ] [CONFIGURE ] AMH: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:26:48.074986] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18688 tests [2025-11-21T04:26:48.075039] [INFO ] [CONFIGURE ] AMH: Testing feature 7/29: add_lag_shelf [2025-11-21T04:26:48.075087] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T04:26:48.339638] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:48.587938] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:48.840530] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:49.101285] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:49.349959] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:49.598522] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:26:49.850854] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:26:50.148711] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:50.478637] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:26:50.840203] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:26:50.842299] [INFO ] [CONFIGURE ] AMH: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T04:26:50.842406] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18687 tests [2025-11-21T04:26:50.842464] [INFO ] [CONFIGURE ] AMH: Testing feature 8/29: add_macd [2025-11-21T04:26:50.842513] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T04:26:51.195835] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:51.538973] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:51.862060] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:52.173751] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:52.485469] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:52.799823] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:53.109926] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:26:53.408720] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:53.717895] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:26:54.023075] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:26:54.023294] [INFO ] [CONFIGURE ] AMH: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:26:54.023352] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18686 tests [2025-11-21T04:26:54.023401] [INFO ] [CONFIGURE ] AMH: Testing feature 9/29: add_mfi [2025-11-21T04:26:54.023442] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T04:26:54.289098] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:26:54.534435] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:54.781089] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:55.027595] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:55.281369] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:55.533196] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:26:55.781799] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:26:56.033620] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:56.281915] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:26:56.535584] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:26:56.535910] [INFO ] [CONFIGURE ] AMH: DISCARDED add_mfi (score: 60.00%) [2025-11-21T04:26:56.535975] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18685 tests [2025-11-21T04:26:56.536025] [INFO ] [CONFIGURE ] AMH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:26:56.536071] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:26:56.881299] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:26:57.191988] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:26:57.526539] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:26:57.890620] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:26:58.243336] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:26:58.597758] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:26:58.948634] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:26:59.300205] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:26:59.658102] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:27:00.012403] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:27:00.012734] [INFO ] [CONFIGURE ] AMH: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T04:27:00.012800] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18684 tests [2025-11-21T04:27:00.012852] [INFO ] [CONFIGURE ] AMH: Testing feature 11/29: add_obv_daily [2025-11-21T04:27:00.012899] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T04:27:00.280357] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:00.537765] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:00.801797] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:01.807361] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:02.149146] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:02.416818] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:02.678305] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:02.954944] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:03.227602] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:27:03.495604] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:03.495856] [INFO ] [CONFIGURE ] AMH: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:27:03.495920] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18683 tests [2025-11-21T04:27:03.495972] [INFO ] [CONFIGURE ] AMH: Testing feature 12/29: add_obv_interval [2025-11-21T04:27:03.496020] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T04:27:03.752738] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:04.017968] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:04.289450] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:04.552865] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:04.818172] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:05.088860] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:05.363609] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:05.631924] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:05.893304] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:27:06.155375] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:06.155619] [INFO ] [CONFIGURE ] AMH: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:27:06.155709] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18682 tests [2025-11-21T04:27:06.155762] [INFO ] [CONFIGURE ] AMH: Testing feature 13/29: add_opening_strength [2025-11-21T04:27:06.155814] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:27:06.435899] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:06.715939] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:06.997901] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:27:07.270109] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:07.561163] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:07.854289] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:08.137900] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:08.420381] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:08.704714] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:27:08.996987] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:08.997219] [INFO ] [CONFIGURE ] AMH: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:27:08.997285] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18681 tests [2025-11-21T04:27:08.997335] [INFO ] [CONFIGURE ] AMH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:27:08.997383] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T04:27:09.279697] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:09.565085] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:09.844996] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:10.142881] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:10.423998] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:10.702385] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:10.984532] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:11.265677] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:11.550300] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:11.835297] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:11.835537] [INFO ] [CONFIGURE ] AMH: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:27:11.835600] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18680 tests [2025-11-21T04:27:11.835669] [INFO ] [CONFIGURE ] AMH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:27:11.835720] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T04:27:12.102867] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:27:12.377412] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:12.664819] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:12.947617] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:13.231333] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:13.509972] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:13.796321] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:14.077074] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:14.376223] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:14.665462] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:14.665685] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:27:14.665747] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18679 tests [2025-11-21T04:27:14.666237] [INFO ] [CONFIGURE ] AMH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:27:14.666288] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T04:27:14.966811] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:15.278936] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:15.598817] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:15.905942] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:27:16.216569] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:16.531428] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:16.837848] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:27:17.151977] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:17.461914] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:17.774489] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:17.774824] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:27:17.774888] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18678 tests [2025-11-21T04:27:17.774936] [INFO ] [CONFIGURE ] AMH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:27:17.774981] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T04:27:18.088876] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:18.412285] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:18.719222] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:19.038843] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:19.354809] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:19.670793] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:19.983074] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:20.294947] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:20.617179] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:20.934852] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:20.935062] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:27:20.935127] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18677 tests [2025-11-21T04:27:20.935183] [INFO ] [CONFIGURE ] AMH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:27:20.935231] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T04:27:21.214804] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:21.488928] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:21.769452] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:22.049449] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:22.335734] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:22.615720] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:22.908735] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:23.189414] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:23.476770] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:23.787826] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:23.788072] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T04:27:23.788135] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18676 tests [2025-11-21T04:27:23.788184] [INFO ] [CONFIGURE ] AMH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:27:23.788221] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T04:27:24.083619] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:24.368243] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:24.645548] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:24.924613] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:25.208440] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:25.485210] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:25.772229] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:26.053563] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:26.339258] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:26.618700] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:26.618920] [INFO ] [CONFIGURE ] AMH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:27:26.618981] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18675 tests [2025-11-21T04:27:26.619028] [INFO ] [CONFIGURE ] AMH: Testing feature 20/29: add_price_rejection [2025-11-21T04:27:26.619075] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T04:27:26.910921] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:27.201321] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:27.490398] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:27.795251] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:28.088736] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:28.384498] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:28.693588] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:28.985727] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:29.295113] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:29.605477] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:29.605742] [INFO ] [CONFIGURE ] AMH: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:27:29.605812] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18674 tests [2025-11-21T04:27:29.605864] [INFO ] [CONFIGURE ] AMH: Testing feature 21/29: add_range_position [2025-11-21T04:27:29.605989] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T04:27:29.925831] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:30.244599] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:30.563079] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:30.897631] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:31.236184] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:31.553674] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:31.879041] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:32.183912] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:32.506794] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:32.830962] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:32.831253] [INFO ] [CONFIGURE ] AMH: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:27:32.831320] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18673 tests [2025-11-21T04:27:32.831376] [INFO ] [CONFIGURE ] AMH: Testing feature 22/29: add_realized_volatility [2025-11-21T04:27:32.831427] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T04:27:33.248444] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:33.644433] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:34.045549] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:34.453748] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:34.850295] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:35.250415] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:35.651374] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:36.056063] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:36.463500] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:36.885374] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:36.885595] [INFO ] [CONFIGURE ] AMH: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:27:36.885688] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18672 tests [2025-11-21T04:27:36.885749] [INFO ] [CONFIGURE ] AMH: Testing feature 23/29: add_recent_range_context [2025-11-21T04:27:36.885803] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T04:27:37.170842] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:37.454625] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:37.745373] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:38.013597] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:38.369073] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:38.696419] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:38.992153] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:27:39.287901] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:39.563494] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:39.840268] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:39.840470] [INFO ] [CONFIGURE ] AMH: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T04:27:39.840530] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18671 tests [2025-11-21T04:27:39.840579] [INFO ] [CONFIGURE ] AMH: Testing feature 24/29: add_rsi [2025-11-21T04:27:39.840624] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T04:27:40.167406] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:40.489660] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:40.814019] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:41.139721] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:41.462906] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:41.786254] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:42.117982] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:42.451157] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:42.790066] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:43.134919] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:43.135144] [INFO ] [CONFIGURE ] AMH: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:27:43.135208] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18670 tests [2025-11-21T04:27:43.135256] [INFO ] [CONFIGURE ] AMH: Testing feature 25/29: add_tick_distribution [2025-11-21T04:27:43.135302] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T04:27:43.411038] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:43.697224] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:43.979116] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:44.270606] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:44.563753] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:44.857492] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:45.144205] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:45.433726] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:45.718680] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:45.988982] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:27:45.989412] [INFO ] [CONFIGURE ] AMH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:27:45.989473] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18669 tests [2025-11-21T04:27:45.989529] [INFO ] [CONFIGURE ] AMH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:27:45.989574] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T04:27:46.267186] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:46.552024] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:46.839838] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:47.124560] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:47.409860] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:47.699864] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:47.984329] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:48.283848] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:48.575684] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:27:48.864160] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:48.864397] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:27:48.864461] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18668 tests [2025-11-21T04:27:48.864524] [INFO ] [CONFIGURE ] AMH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:27:48.864581] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T04:27:49.158273] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:49.446485] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:49.732706] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:50.031681] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:50.323039] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:50.624461] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:50.926471] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:51.224000] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:51.518625] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:27:51.815614] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:51.815878] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:27:51.815942] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18667 tests [2025-11-21T04:27:51.815997] [INFO ] [CONFIGURE ] AMH: Testing feature 28/29: add_volume_profile [2025-11-21T04:27:51.816043] [INFO ] [CONFIGURE ] AMH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T04:27:52.115416] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:27:52.408499] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:27:52.701923] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:52.999913] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:27:53.296147] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:53.594507] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:27:53.895855] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:27:54.205887] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:54.510867] [DEBUG] [FORECASTER] AMH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:27:54.807926] [DEBUG] [FORECASTER] AMH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:54.808126] [INFO ] [CONFIGURE ] AMH: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:27:54.808189] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18666 tests [2025-11-21T04:27:54.808239] [INFO ] [CONFIGURE ] AMH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:27:54.808281] [INFO ] [CONFIGURE ] AMH: Best accuracy: 70.00% [2025-11-21T04:27:54.808323] [INFO ] [CONFIGURE ] AMH: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T04:27:54.808364] [INFO ] [CONFIGURE ] AMH: Improvement over baseline: 20.00% [2025-11-21T04:27:54.808402] [INFO ] [CONFIGURE ] AMH: Total time: 1.4 minutes [2025-11-21T04:27:54.808439] [INFO ] [CONFIGURE ] AMH: Average time per feature: 2.9 seconds [2025-11-21T04:27:54.808476] [INFO ] [CONFIGURE ] AMH: Average speed: 0.36 features/sec [2025-11-21T04:27:54.809063] [INFO ] [LOCAL ] Saved configuration for AMH: 3 features, 70.00% accuracy -> ./output/feature-sets/AMH.json [2025-11-21T04:27:54.809137] [INFO ] [CONFIGURE ] AMH: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T04:27:54.809197] [INFO ] [sig ] [80/723] Successfully configured AMH | 0.01 sym/s | Total: 1.9h | ETA: 15.3h [2025-11-21T04:27:54.809251] [INFO ] [sig ] [81/723] Configuring AMP... [2025-11-21T04:27:54.809296] [INFO ] [CONFIGURE ] AMP: Configurate test run. [2025-11-21T04:27:54.809335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-11-21T04:27:54.888745] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMP'. [2025-11-21T04:27:54.889166] [INFO ] [CONFIGURE ] AMP: Testing with 29 available features [2025-11-21T04:27:54.889234] [INFO ] [CONFIGURE ] AMP: Establishing baseline with no features... [2025-11-21T04:27:55.073334] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:27:55.251717] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:27:55.427715] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:55.610533] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:27:55.801282] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:55.989911] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:27:56.176293] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:27:56.359183] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:27:56.544492] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:27:56.728169] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:27:56.728318] [INFO ] [CONFIGURE ] AMP: Baseline score (no features): 50.00% [2025-11-21T04:27:56.728365] [INFO ] [CONFIGURE ] AMP: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:27:56.728401] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:27:56.953902] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:27:57.173995] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:27:57.405521] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:27:57.638292] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:27:57.873946] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:27:58.116225] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:27:58.364867] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:27:58.596889] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:27:58.829206] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:27:59.064401] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:27:59.064798] [INFO ] [CONFIGURE ] AMP: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T04:27:59.064927] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18665 tests [2025-11-21T04:27:59.065032] [INFO ] [CONFIGURE ] AMP: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:27:59.065144] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:27:59.329787] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:27:59.592787] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:27:59.855020] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:00.125608] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:00.383799] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:00.647568] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:00.912146] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:01.963902] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:02.410236] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:02.693297] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:02.693557] [INFO ] [CONFIGURE ] AMP: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T04:28:02.693631] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18664 tests [2025-11-21T04:28:02.693721] [INFO ] [CONFIGURE ] AMP: Testing feature 3/29: add_daily_returns [2025-11-21T04:28:02.693782] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:28:02.993670] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:28:03.294306] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:03.592322] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:03.895129] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:04.198387] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:04.514079] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:04.816544] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:05.112554] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:05.407827] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:05.708491] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:05.708738] [INFO ] [CONFIGURE ] AMP: KEPT add_daily_returns (score: 80.00%) [2025-11-21T04:28:05.708896] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18663 tests [2025-11-21T04:28:05.708954] [INFO ] [CONFIGURE ] AMP: Testing feature 4/29: add_ema [2025-11-21T04:28:05.709027] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T04:28:06.038320] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:06.371862] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:06.699692] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:07.043678] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:07.380708] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:07.709057] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:08.052246] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:08.379169] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:08.722970] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:09.081459] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:09.081739] [INFO ] [CONFIGURE ] AMP: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:28:09.081803] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18662 tests [2025-11-21T04:28:09.081857] [INFO ] [CONFIGURE ] AMP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:28:09.081906] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:28:09.441520] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:28:09.793985] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:10.156284] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:10.512880] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:10.872563] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:11.234775] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:11.596245] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:11.966670] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:12.323396] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:12.684335] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:12.684603] [INFO ] [CONFIGURE ] AMP: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T04:28:12.684686] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18661 tests [2025-11-21T04:28:12.684740] [INFO ] [CONFIGURE ] AMP: Testing feature 6/29: add_failed_moves [2025-11-21T04:28:12.684791] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T04:28:13.030015] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:28:13.333268] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:13.654976] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:13.970895] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:14.285605] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:14.601079] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:14.912435] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:15.219566] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:15.531267] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:15.851318] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:15.851556] [INFO ] [CONFIGURE ] AMP: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T04:28:15.851623] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18660 tests [2025-11-21T04:28:15.851711] [INFO ] [CONFIGURE ] AMP: Testing feature 7/29: add_lag_shelf [2025-11-21T04:28:15.851761] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:28:16.141120] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:16.434660] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:16.730102] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:17.018360] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:17.307126] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:17.607833] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:17.904550] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:18.205777] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:18.511441] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:18.803761] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:18.803992] [INFO ] [CONFIGURE ] AMP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:28:18.804055] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18659 tests [2025-11-21T04:28:18.804108] [INFO ] [CONFIGURE ] AMP: Testing feature 8/29: add_macd [2025-11-21T04:28:18.804159] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:28:19.183780] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:28:19.559967] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:19.944740] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:20.334577] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:20.717091] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:28:21.112472] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:21.489097] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:21.879788] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:28:22.254727] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:22.639897] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:22.640147] [INFO ] [CONFIGURE ] AMP: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:28:22.640210] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18658 tests [2025-11-21T04:28:22.640265] [INFO ] [CONFIGURE ] AMP: Testing feature 9/29: add_mfi [2025-11-21T04:28:22.640384] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T04:28:22.980420] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:23.298720] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:23.596973] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:23.920988] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:24.243796] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:24.566856] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:24.865805] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:25.178673] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:25.498857] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:25.823301] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:25.823527] [INFO ] [CONFIGURE ] AMP: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:28:25.823586] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18657 tests [2025-11-21T04:28:25.823637] [INFO ] [CONFIGURE ] AMP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:28:25.823707] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:28:26.213040] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:26.589592] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:26.969853] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:27.353122] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:27.729243] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:28.113017] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:28.484884] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:28.870169] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:29.238768] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:29.632766] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:28:29.632977] [INFO ] [CONFIGURE ] AMP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T04:28:29.633034] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18656 tests [2025-11-21T04:28:29.633083] [INFO ] [CONFIGURE ] AMP: Testing feature 11/29: add_obv_daily [2025-11-21T04:28:29.633133] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T04:28:29.965856] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:30.281289] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:30.601223] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:30.917880] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:31.234554] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:28:31.562179] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:31.876492] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:32.197731] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:32.514617] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:32.800339] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:32.800573] [INFO ] [CONFIGURE ] AMP: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:28:32.800659] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18655 tests [2025-11-21T04:28:32.800713] [INFO ] [CONFIGURE ] AMP: Testing feature 12/29: add_obv_interval [2025-11-21T04:28:32.800757] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T04:28:33.092069] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:33.397243] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:33.696963] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:33.996662] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:34.301408] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:28:34.593026] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:34.871976] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:35.162564] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:35.482138] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:35.782277] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:35.782507] [INFO ] [CONFIGURE ] AMP: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:28:35.782567] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18654 tests [2025-11-21T04:28:35.782617] [INFO ] [CONFIGURE ] AMP: Testing feature 13/29: add_opening_strength [2025-11-21T04:28:35.782686] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:28:36.104318] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:36.419916] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:36.730710] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:37.033246] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:37.354359] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:37.663158] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:37.960397] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:38.266600] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:38.572955] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:38.880097] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:38.880331] [INFO ] [CONFIGURE ] AMP: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:28:38.880390] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18653 tests [2025-11-21T04:28:38.880439] [INFO ] [CONFIGURE ] AMP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:28:38.880532] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T04:28:39.183212] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:39.494037] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:39.805393] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:40.117927] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:40.423040] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:40.751303] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:41.085062] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:41.409333] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:41.726028] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:42.025977] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:28:42.026227] [INFO ] [CONFIGURE ] AMP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:28:42.026286] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18652 tests [2025-11-21T04:28:42.026334] [INFO ] [CONFIGURE ] AMP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:28:42.026377] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T04:28:42.312254] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:42.597102] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:42.890010] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:43.205135] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:43.496396] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:28:43.792573] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:44.087604] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:44.390838] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:44.693765] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:44.993561] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:44.993773] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:28:44.993834] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18651 tests [2025-11-21T04:28:44.993882] [INFO ] [CONFIGURE ] AMP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:28:44.993927] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T04:28:45.294692] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:28:45.592503] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:45.891144] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:46.174216] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:46.497543] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:28:46.872930] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:47.235012] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:47.549738] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:47.849088] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:48.161783] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:48.161999] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:28:48.162061] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18650 tests [2025-11-21T04:28:48.162113] [INFO ] [CONFIGURE ] AMP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:28:48.162161] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T04:28:48.455376] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:28:48.767321] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:49.076692] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:49.387603] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:49.688607] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:49.985620] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:50.315844] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:50.624891] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:28:50.910539] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:51.202374] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:51.202576] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:28:51.202633] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18649 tests [2025-11-21T04:28:51.202702] [INFO ] [CONFIGURE ] AMP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:28:51.202749] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T04:28:51.467059] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:51.765684] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:52.041809] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:52.308396] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:28:52.576096] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:52.860614] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:53.131138] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:53.407124] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:53.687490] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:53.981143] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:53.981356] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:28:53.981418] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18648 tests [2025-11-21T04:28:53.981464] [INFO ] [CONFIGURE ] AMP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:28:53.981515] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T04:28:54.255119] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:54.526748] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:54.815204] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:55.106570] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:55.381554] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:55.650478] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:55.925734] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:56.197329] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:56.476266] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:56.746340] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:56.746551] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:28:56.746620] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18647 tests [2025-11-21T04:28:56.746684] [INFO ] [CONFIGURE ] AMP: Testing feature 20/29: add_price_rejection [2025-11-21T04:28:56.746723] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T04:28:57.057575] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:28:57.350726] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:28:57.665214] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:28:57.967949] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:28:58.296055] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:28:58.612217] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:28:58.908014] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:28:59.215066] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:28:59.569820] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:28:59.914956] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:28:59.915242] [INFO ] [CONFIGURE ] AMP: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:28:59.915320] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18646 tests [2025-11-21T04:28:59.915378] [INFO ] [CONFIGURE ] AMP: Testing feature 21/29: add_range_position [2025-11-21T04:28:59.915428] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T04:29:00.313192] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:01.440717] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:01.743135] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:29:02.048147] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:29:02.325129] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:02.599440] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:02.896520] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:03.190794] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:03.481708] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:03.771635] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:03.771893] [INFO ] [CONFIGURE ] AMP: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:29:03.771953] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18645 tests [2025-11-21T04:29:03.772003] [INFO ] [CONFIGURE ] AMP: Testing feature 22/29: add_realized_volatility [2025-11-21T04:29:03.772048] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T04:29:04.176160] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:04.574194] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:04.982380] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:29:05.373519] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:29:05.762670] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:06.153374] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:06.538410] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:06.949959] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:07.343204] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:07.733254] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:07.733461] [INFO ] [CONFIGURE ] AMP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:29:07.733519] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18644 tests [2025-11-21T04:29:07.733568] [INFO ] [CONFIGURE ] AMP: Testing feature 23/29: add_recent_range_context [2025-11-21T04:29:07.733612] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T04:29:08.016213] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:29:08.298459] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:08.607824] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:29:08.919604] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:29:09.234038] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:09.520703] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:09.804052] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:10.125186] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:10.431409] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:10.732115] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:10.732316] [INFO ] [CONFIGURE ] AMP: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T04:29:10.732375] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18643 tests [2025-11-21T04:29:10.732424] [INFO ] [CONFIGURE ] AMP: Testing feature 24/29: add_rsi [2025-11-21T04:29:10.732471] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T04:29:11.031753] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:11.323010] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:11.621192] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:29:11.919530] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:29:12.242236] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:12.576751] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:12.906063] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:13.244671] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:13.590210] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:13.943808] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:13.944075] [INFO ] [CONFIGURE ] AMP: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:29:13.944139] [INFO ] [CONFIGURE ] JOB ETA: 15.1h | Avg: 2.9s/test | Remaining: 18642 tests [2025-11-21T04:29:13.944191] [INFO ] [CONFIGURE ] AMP: Testing feature 25/29: add_tick_distribution [2025-11-21T04:29:13.944239] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T04:29:14.254010] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:29:14.563393] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:14.857989] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:29:15.134350] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:29:15.415492] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:15.692138] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:15.974769] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:16.265137] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:16.549318] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:16.809095] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:16.809309] [INFO ] [CONFIGURE ] AMP: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T04:29:16.809366] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18641 tests [2025-11-21T04:29:16.809416] [INFO ] [CONFIGURE ] AMP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:29:16.809461] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T04:29:17.087546] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:17.386125] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:17.684226] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:29:17.979381] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:29:18.273448] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:18.574050] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:18.864311] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:19.141022] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:19.437020] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:19.736254] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:19.736471] [INFO ] [CONFIGURE ] AMP: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:29:19.736532] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18640 tests [2025-11-21T04:29:19.736583] [INFO ] [CONFIGURE ] AMP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:29:19.736630] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T04:29:20.049366] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:20.366135] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:20.665392] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:29:21.013901] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:29:21.332662] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:21.630561] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:21.970814] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:22.309967] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:22.642376] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:22.971547] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:22.971805] [INFO ] [CONFIGURE ] AMP: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T04:29:22.971868] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18639 tests [2025-11-21T04:29:22.971915] [INFO ] [CONFIGURE ] AMP: Testing feature 28/29: add_volume_profile [2025-11-21T04:29:22.971960] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T04:29:23.276873] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:29:23.573210] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:23.883472] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:29:24.219079] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:29:24.528701] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:24.833375] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:25.138905] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:25.451812] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:25.757702] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:26.070656] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:26.070878] [INFO ] [CONFIGURE ] AMP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:29:26.070938] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18638 tests [2025-11-21T04:29:26.070985] [INFO ] [CONFIGURE ] AMP: Testing feature 29/29: add_vwap [2025-11-21T04:29:26.071029] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T04:29:26.379177] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:29:26.687760] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:26.974413] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:29:27.262539] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:29:27.559752] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:29:27.853575] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:29:28.159813] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:28.473580] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:28.773820] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:29.083118] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:29.083338] [INFO ] [CONFIGURE ] AMP: DISCARDED add_vwap (score: 80.00%) [2025-11-21T04:29:29.083396] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18637 tests [2025-11-21T04:29:29.083446] [INFO ] [CONFIGURE ] AMP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:29:29.083488] [INFO ] [CONFIGURE ] AMP: Best accuracy: 80.00% [2025-11-21T04:29:29.083541] [INFO ] [CONFIGURE ] AMP: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:29:29.083583] [INFO ] [CONFIGURE ] AMP: Improvement over baseline: 30.00% [2025-11-21T04:29:29.083622] [INFO ] [CONFIGURE ] AMP: Total time: 1.5 minutes [2025-11-21T04:29:29.083686] [INFO ] [CONFIGURE ] AMP: Average time per feature: 3.2 seconds [2025-11-21T04:29:29.083727] [INFO ] [CONFIGURE ] AMP: Average speed: 0.31 features/sec [2025-11-21T04:29:29.084305] [INFO ] [LOCAL ] Saved configuration for AMP: 3 features, 80.00% accuracy -> ./output/feature-sets/AMP.json [2025-11-21T04:29:29.084363] [INFO ] [CONFIGURE ] AMP: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T04:29:29.084415] [INFO ] [sig ] [81/723] Successfully configured AMP | 0.01 sym/s | Total: 1.9h | ETA: 15.3h [2025-11-21T04:29:29.084459] [INFO ] [sig ] [82/723] Configuring AMPX... [2025-11-21T04:29:29.084500] [INFO ] [CONFIGURE ] AMPX: Configurate test run. [2025-11-21T04:29:29.084539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-11-21T04:29:29.136804] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMPX'. [2025-11-21T04:29:29.137563] [INFO ] [CONFIGURE ] AMPX: Testing with 29 available features [2025-11-21T04:29:29.137689] [INFO ] [CONFIGURE ] AMPX: Establishing baseline with no features... [2025-11-21T04:29:29.333605] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:29.530584] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:29.732728] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:29:29.927317] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:30.125176] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:30.326215] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:30.527828] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:29:30.728252] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:30.927594] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:31.133072] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:31.133377] [INFO ] [CONFIGURE ] AMPX: Baseline score (no features): 50.00% [2025-11-21T04:29:31.133464] [INFO ] [CONFIGURE ] AMPX: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:29:31.133526] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:29:31.373847] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:29:31.618395] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:31.873366] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:29:32.119619] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:32.361499] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:32.602031] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:32.858324] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:33.088755] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:33.316451] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:33.542382] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:33.542971] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T04:29:33.543093] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18636 tests [2025-11-21T04:29:33.543201] [INFO ] [CONFIGURE ] AMPX: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:29:33.543307] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:29:33.773224] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:34.026906] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:34.364971] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:29:34.652435] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:34.923748] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:35.169754] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:29:35.410788] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:35.663169] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:35.914682] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:36.143394] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:36.143587] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:29:36.143634] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18635 tests [2025-11-21T04:29:36.143694] [INFO ] [CONFIGURE ] AMPX: Testing feature 3/29: add_daily_returns [2025-11-21T04:29:36.143762] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_daily_returns'] [2025-11-21T04:29:36.329136] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:36.514912] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:36.728115] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:29:36.942896] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:29:37.135627] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:37.327343] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:37.516316] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:29:37.704539] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:37.896142] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:29:38.086015] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:38.086201] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T04:29:38.086250] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18634 tests [2025-11-21T04:29:38.086289] [INFO ] [CONFIGURE ] AMPX: Testing feature 4/29: add_ema [2025-11-21T04:29:38.086325] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_ema'] [2025-11-21T04:29:38.310041] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:38.531134] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:38.754074] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:29:38.975133] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:39.199709] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:39.415468] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:39.640903] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:29:39.862089] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:40.090597] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:29:40.318792] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:40.318999] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_ema (score: 40.00%) [2025-11-21T04:29:40.319048] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18633 tests [2025-11-21T04:29:40.319086] [INFO ] [CONFIGURE ] AMPX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:29:40.319120] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:29:40.541752] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:40.757346] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:29:40.993295] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:29:41.229820] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:29:41.449747] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:41.674853] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:41.897688] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:42.103536] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:42.307975] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:29:42.527478] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:42.527727] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T04:29:42.527796] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18632 tests [2025-11-21T04:29:42.527842] [INFO ] [CONFIGURE ] AMPX: Testing feature 6/29: add_failed_moves [2025-11-21T04:29:42.527884] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_failed_moves'] [2025-11-21T04:29:42.746987] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:42.953397] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:43.145869] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:29:43.341516] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:43.532670] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:43.735967] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:43.937674] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:29:44.137490] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:44.342735] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:44.542756] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:44.542947] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:29:44.542994] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18631 tests [2025-11-21T04:29:44.543032] [INFO ] [CONFIGURE ] AMPX: Testing feature 7/29: add_lag_shelf [2025-11-21T04:29:44.543066] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_lag_shelf'] [2025-11-21T04:29:44.736666] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:44.913911] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:45.090161] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:29:45.267845] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:45.436269] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:45.608222] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:45.787577] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:29:45.964430] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:46.146783] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:46.326357] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:46.326541] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T04:29:46.326588] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18630 tests [2025-11-21T04:29:46.326626] [INFO ] [CONFIGURE ] AMPX: Testing feature 8/29: add_macd [2025-11-21T04:29:46.326682] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:29:46.609553] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:46.887340] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:29:47.148075] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:29:47.418405] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:47.684736] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:47.972872] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:29:48.274384] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:29:48.570563] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:48.869091] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:29:49.148070] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:49.148297] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_macd (score: 30.00%) [2025-11-21T04:29:49.148357] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18629 tests [2025-11-21T04:29:49.148408] [INFO ] [CONFIGURE ] AMPX: Testing feature 9/29: add_mfi [2025-11-21T04:29:49.148450] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_mfi'] [2025-11-21T04:29:49.330814] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:49.514182] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:49.704150] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:29:49.901460] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:50.107611] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:50.323105] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:50.558849] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:29:50.775580] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:50.995023] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:51.214666] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:51.214926] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:29:51.214979] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18628 tests [2025-11-21T04:29:51.215033] [INFO ] [CONFIGURE ] AMPX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:29:51.215076] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:29:51.516815] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:29:51.827114] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:52.099801] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:29:52.379459] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:52.677056] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:52.969303] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:53.258842] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:29:53.551713] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:29:53.855002] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:54.153719] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:29:54.153967] [INFO ] [CONFIGURE ] AMPX: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-21T04:29:54.154029] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18627 tests [2025-11-21T04:29:54.154080] [INFO ] [CONFIGURE ] AMPX: Testing feature 11/29: add_obv_daily [2025-11-21T04:29:54.154126] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T04:29:54.459881] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:29:54.776486] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:55.078673] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:29:55.414886] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:29:55.744002] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:56.093823] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:29:56.416388] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:29:56.755466] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:29:57.078525] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:29:57.396880] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:29:57.397158] [INFO ] [CONFIGURE ] AMPX: KEPT add_obv_daily (score: 70.00%) [2025-11-21T04:29:57.397222] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18626 tests [2025-11-21T04:29:57.397271] [INFO ] [CONFIGURE ] AMPX: Testing feature 12/29: add_obv_interval [2025-11-21T04:29:57.397315] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T04:29:57.721386] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:29:58.055194] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:29:58.401472] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:29:58.730497] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:29:59.057992] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:29:59.400347] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:29:59.729928] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:00.067401] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:00.422504] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:30:01.438842] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:30:01.439101] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:30:01.439164] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18625 tests [2025-11-21T04:30:01.439221] [INFO ] [CONFIGURE ] AMPX: Testing feature 13/29: add_opening_strength [2025-11-21T04:30:01.439307] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:30:01.842066] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:30:02.217588] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:02.603274] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:30:03.061428] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:03.456104] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:03.837389] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:04.216089] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:30:04.597723] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:04.976081] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:05.369947] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:05.370253] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T04:30:05.370321] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18624 tests [2025-11-21T04:30:05.370372] [INFO ] [CONFIGURE ] AMPX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:30:05.370420] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T04:30:05.766850] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:06.142217] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:06.512473] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:06.883607] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:30:07.253038] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:07.637595] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:30:08.018598] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:08.444014] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:08.829778] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:30:09.199185] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:30:09.199409] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:30:09.199468] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18623 tests [2025-11-21T04:30:09.199520] [INFO ] [CONFIGURE ] AMPX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:30:09.199569] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T04:30:09.579370] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:09.966845] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:10.346329] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:10.713136] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:11.079784] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:11.442719] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:11.819952] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:30:12.197506] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:12.591946] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:12.971914] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:12.972182] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T04:30:12.972244] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18622 tests [2025-11-21T04:30:12.972295] [INFO ] [CONFIGURE ] AMPX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:30:12.972341] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T04:30:13.375084] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:13.751025] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:14.131688] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:14.508613] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:30:14.901606] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:15.279897] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:30:15.665591] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:16.050929] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:16.428956] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:16.809313] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:16.809595] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:30:16.809683] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18621 tests [2025-11-21T04:30:16.809750] [INFO ] [CONFIGURE ] AMPX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:30:16.809801] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T04:30:17.146945] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:17.493172] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:17.821265] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:18.168100] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:18.518136] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:18.859778] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:19.215195] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:30:19.557217] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:19.893743] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:20.228295] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:20.228508] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T04:30:20.228583] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18620 tests [2025-11-21T04:30:20.228640] [INFO ] [CONFIGURE ] AMPX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:30:20.228710] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T04:30:20.568940] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:20.917759] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:21.262182] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:21.609481] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:21.966067] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:22.304245] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:22.654141] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:23.021696] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:23.376846] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:30:23.728003] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:23.728279] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T04:30:23.728352] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18619 tests [2025-11-21T04:30:23.728408] [INFO ] [CONFIGURE ] AMPX: Testing feature 20/29: add_price_rejection [2025-11-21T04:30:23.728454] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T04:30:24.063529] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:24.401721] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:24.751201] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:25.122949] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:25.493729] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:25.876006] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:26.290340] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:26.754163] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:27.219180] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:27.591320] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:27.591560] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:30:27.591623] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18618 tests [2025-11-21T04:30:27.591709] [INFO ] [CONFIGURE ] AMPX: Testing feature 21/29: add_range_position [2025-11-21T04:30:27.591758] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_range_position'] [2025-11-21T04:30:27.992514] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:28.387508] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:28.755379] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:29.127218] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:29.494498] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:29.879834] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:30.286755] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:30.667983] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:31.069161] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:30:31.486513] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:31.486777] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:30:31.486840] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18617 tests [2025-11-21T04:30:31.486890] [INFO ] [CONFIGURE ] AMPX: Testing feature 22/29: add_realized_volatility [2025-11-21T04:30:31.486946] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T04:30:31.964284] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:32.440919] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:32.908443] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:33.371837] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:33.833162] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:34.299887] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:34.773625] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:30:35.243204] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:35.710125] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:36.170307] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:30:36.170549] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:30:36.170627] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18616 tests [2025-11-21T04:30:36.170744] [INFO ] [CONFIGURE ] AMPX: Testing feature 23/29: add_recent_range_context [2025-11-21T04:30:36.170804] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T04:30:36.529899] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:36.887253] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:37.253326] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:37.622993] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:37.980181] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:38.337798] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:38.714734] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:39.087055] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:39.455248] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:39.818487] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:39.818774] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T04:30:39.818841] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18615 tests [2025-11-21T04:30:39.818893] [INFO ] [CONFIGURE ] AMPX: Testing feature 24/29: add_rsi [2025-11-21T04:30:39.818939] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T04:30:40.240360] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:30:40.655675] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:41.075145] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:41.508226] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:41.922031] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:42.322752] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:30:42.729936] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:43.136465] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:43.541812] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:43.961490] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:43.961735] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_rsi (score: 30.00%) [2025-11-21T04:30:43.961798] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18614 tests [2025-11-21T04:30:43.961847] [INFO ] [CONFIGURE ] AMPX: Testing feature 25/29: add_tick_distribution [2025-11-21T04:30:43.961891] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T04:30:44.325413] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:44.676376] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:45.029116] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:45.386677] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:30:45.735604] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:46.100868] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:46.450016] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:30:46.791367] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:47.137107] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:47.504719] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:47.504979] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T04:30:47.505040] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18613 tests [2025-11-21T04:30:47.505090] [INFO ] [CONFIGURE ] AMPX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:30:47.505135] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T04:30:47.867002] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:48.218964] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:48.565628] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:30:48.915993] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:49.269681] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:49.623024] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:30:49.977289] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:50.328549] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:50.676995] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:51.024207] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:51.024441] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T04:30:51.024501] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18612 tests [2025-11-21T04:30:51.024550] [INFO ] [CONFIGURE ] AMPX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:30:51.024592] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T04:30:51.383698] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:51.750605] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:52.114189] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:30:52.480004] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:52.835349] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:53.193686] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:53.551977] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:30:53.933659] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:54.308051] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:30:54.668770] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:54.668986] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T04:30:54.669046] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18611 tests [2025-11-21T04:30:54.669095] [INFO ] [CONFIGURE ] AMPX: Testing feature 28/29: add_volume_profile [2025-11-21T04:30:54.669139] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T04:30:55.016881] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:55.371671] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:55.737424] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:56.091294] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:30:56.433393] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:30:56.774369] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:30:57.126305] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:30:57.490555] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:30:57.845597] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:30:58.201932] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:30:58.202187] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T04:30:58.202259] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18610 tests [2025-11-21T04:30:58.202316] [INFO ] [CONFIGURE ] AMPX: Testing feature 29/29: add_vwap [2025-11-21T04:30:58.202362] [INFO ] [CONFIGURE ] AMPX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_vwap'] [2025-11-21T04:30:58.556305] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:30:58.908581] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:30:59.267832] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:30:59.622011] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:30:59.989226] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:31:00.355041] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:31:01.563619] [DEBUG] [FORECASTER] AMPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:31:02.156303] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:31:02.528378] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:31:02.910198] [DEBUG] [FORECASTER] AMPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:02.910466] [INFO ] [CONFIGURE ] AMPX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:31:02.910530] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18609 tests [2025-11-21T04:31:02.910579] [INFO ] [CONFIGURE ] AMPX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:31:02.910615] [INFO ] [CONFIGURE ] AMPX: Best accuracy: 70.00% [2025-11-21T04:31:02.910686] [INFO ] [CONFIGURE ] AMPX: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T04:31:02.910734] [INFO ] [CONFIGURE ] AMPX: Improvement over baseline: 20.00% [2025-11-21T04:31:02.910773] [INFO ] [CONFIGURE ] AMPX: Total time: 1.5 minutes [2025-11-21T04:31:02.910811] [INFO ] [CONFIGURE ] AMPX: Average time per feature: 3.3 seconds [2025-11-21T04:31:02.910849] [INFO ] [CONFIGURE ] AMPX: Average speed: 0.32 features/sec [2025-11-21T04:31:02.911213] [INFO ] [LOCAL ] Saved configuration for AMPX: 3 features, 70.00% accuracy -> ./output/feature-sets/AMPX.json [2025-11-21T04:31:02.911272] [INFO ] [CONFIGURE ] AMPX: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T04:31:02.911325] [INFO ] [sig ] [82/723] Successfully configured AMPX | 0.01 sym/s | Total: 2.0h | ETA: 15.3h [2025-11-21T04:31:02.911372] [INFO ] [sig ] [83/723] Configuring AMR... [2025-11-21T04:31:02.911412] [INFO ] [CONFIGURE ] AMR: Configurate test run. [2025-11-21T04:31:02.911453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'. [2025-11-21T04:31:03.005015] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMR'. [2025-11-21T04:31:03.005629] [INFO ] [CONFIGURE ] AMR: Testing with 29 available features [2025-11-21T04:31:03.005731] [INFO ] [CONFIGURE ] AMR: Establishing baseline with no features... [2025-11-21T04:31:03.206359] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:03.408471] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:03.623662] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:03.830662] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:04.058085] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:04.272420] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:04.487328] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:04.702570] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:04.913929] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:31:05.115293] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:05.115474] [INFO ] [CONFIGURE ] AMR: Baseline score (no features): 40.00% [2025-11-21T04:31:05.115521] [INFO ] [CONFIGURE ] AMR: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:31:05.115557] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:31:05.358873] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:05.595966] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:05.839418] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:06.089750] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:06.330509] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:06.570889] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:06.802074] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:07.045193] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:07.279151] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:31:07.515200] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:31:07.515399] [INFO ] [CONFIGURE ] AMR: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T04:31:07.515446] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18608 tests [2025-11-21T04:31:07.515484] [INFO ] [CONFIGURE ] AMR: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:31:07.515519] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:31:07.789687] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:08.057725] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:08.332170] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:08.616676] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:08.896239] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:09.168153] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:09.435992] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:31:09.708410] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:09.984145] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:10.253436] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:10.253708] [INFO ] [CONFIGURE ] AMR: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T04:31:10.253771] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18607 tests [2025-11-21T04:31:10.253823] [INFO ] [CONFIGURE ] AMR: Testing feature 3/29: add_daily_returns [2025-11-21T04:31:10.253866] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:31:10.539795] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:10.826146] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:11.125756] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:11.439988] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:11.709729] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:11.977989] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:31:12.265032] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:31:12.564248] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:12.844676] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:13.132277] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:13.132497] [INFO ] [CONFIGURE ] AMR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T04:31:13.132560] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18606 tests [2025-11-21T04:31:13.132613] [INFO ] [CONFIGURE ] AMR: Testing feature 4/29: add_ema [2025-11-21T04:31:13.132682] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T04:31:13.447187] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:13.810558] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:14.239233] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:14.646685] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:14.938759] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:31:15.241334] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:15.552084] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:15.878467] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:16.202178] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:16.507548] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:31:16.507809] [INFO ] [CONFIGURE ] AMR: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:31:16.507866] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18605 tests [2025-11-21T04:31:16.507918] [INFO ] [CONFIGURE ] AMR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:31:16.507961] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:31:16.808396] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:17.110784] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:17.410982] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:17.699904] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:17.999548] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:18.317983] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:18.628410] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:18.949734] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:19.245213] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:31:19.548467] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:19.548768] [INFO ] [CONFIGURE ] AMR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T04:31:19.548836] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18604 tests [2025-11-21T04:31:19.548885] [INFO ] [CONFIGURE ] AMR: Testing feature 6/29: add_failed_moves [2025-11-21T04:31:19.548934] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T04:31:19.805333] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:20.046348] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:20.294953] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:20.566869] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:20.812566] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:21.059455] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:21.323225] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:21.578567] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:21.837556] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:22.095124] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:22.095327] [INFO ] [CONFIGURE ] AMR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:31:22.095384] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18603 tests [2025-11-21T04:31:22.095433] [INFO ] [CONFIGURE ] AMR: Testing feature 7/29: add_lag_shelf [2025-11-21T04:31:22.095475] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T04:31:22.350931] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:22.627345] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:22.905503] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:23.175884] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:23.443326] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:23.732894] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:24.008978] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:31:24.277454] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:24.552016] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:24.833818] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:24.833994] [INFO ] [CONFIGURE ] AMR: KEPT add_lag_shelf (score: 80.00%) [2025-11-21T04:31:24.834053] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18602 tests [2025-11-21T04:31:24.834102] [INFO ] [CONFIGURE ] AMR: Testing feature 8/29: add_macd [2025-11-21T04:31:24.834147] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T04:31:25.193131] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:25.548023] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:25.903718] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:26.289175] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:26.648314] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:31:26.997726] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:27.366699] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:27.735604] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:28.101443] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:28.459598] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:28.459829] [INFO ] [CONFIGURE ] AMR: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:31:28.459890] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18601 tests [2025-11-21T04:31:28.459929] [INFO ] [CONFIGURE ] AMR: Testing feature 9/29: add_mfi [2025-11-21T04:31:28.459975] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_mfi'] [2025-11-21T04:31:28.746628] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:29.022939] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:29.310182] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:29.594632] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:29.875356] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:30.157504] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:30.445911] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:31:30.725113] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:31.013813] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:31.304605] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:31.304928] [INFO ] [CONFIGURE ] AMR: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:31:31.304993] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18600 tests [2025-11-21T04:31:31.305079] [INFO ] [CONFIGURE ] AMR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:31:31.305124] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:31:31.676689] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:31:32.052917] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:32.416694] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:32.791719] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:33.183446] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:33.554498] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:33.930530] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:34.302126] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:34.708053] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:35.108243] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:35.108508] [INFO ] [CONFIGURE ] AMR: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T04:31:35.108574] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18599 tests [2025-11-21T04:31:35.108628] [INFO ] [CONFIGURE ] AMR: Testing feature 11/29: add_obv_daily [2025-11-21T04:31:35.108711] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T04:31:35.425773] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:35.741584] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:36.051994] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:36.363669] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:31:36.673332] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:36.986137] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:31:37.289828] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:31:37.605935] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:37.928606] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:38.209330] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:38.209540] [INFO ] [CONFIGURE ] AMR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:31:38.209603] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18598 tests [2025-11-21T04:31:38.209676] [INFO ] [CONFIGURE ] AMR: Testing feature 12/29: add_obv_interval [2025-11-21T04:31:38.209725] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T04:31:38.464117] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:38.726190] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:39.018590] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:39.300898] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:39.580493] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:39.861259] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:40.151302] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:31:40.430338] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:40.714988] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:40.998831] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:31:40.999071] [INFO ] [CONFIGURE ] AMR: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T04:31:40.999131] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18597 tests [2025-11-21T04:31:40.999181] [INFO ] [CONFIGURE ] AMR: Testing feature 13/29: add_opening_strength [2025-11-21T04:31:40.999223] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:31:41.311446] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:41.601492] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:31:41.900749] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:42.200556] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:42.517855] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:42.842815] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:43.180304] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:43.502421] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:43.834629] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:44.137710] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:44.137956] [INFO ] [CONFIGURE ] AMR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:31:44.138031] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18596 tests [2025-11-21T04:31:44.138087] [INFO ] [CONFIGURE ] AMR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:31:44.138136] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T04:31:44.430136] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:31:44.742022] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:45.046832] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:45.341484] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:31:45.657244] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:45.953262] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:46.246027] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:46.534575] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:46.831777] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:47.137977] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:47.138171] [INFO ] [CONFIGURE ] AMR: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:31:47.138230] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18595 tests [2025-11-21T04:31:47.138277] [INFO ] [CONFIGURE ] AMR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:31:47.138313] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T04:31:47.422342] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:31:47.687782] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:47.942712] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:48.196402] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:48.457252] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:48.721820] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:49.003119] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:49.293990] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:49.574742] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:49.867966] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:49.868209] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T04:31:49.868293] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18594 tests [2025-11-21T04:31:49.868345] [INFO ] [CONFIGURE ] AMR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:31:49.868392] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T04:31:50.181608] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:50.491661] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:50.799582] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:51.109144] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:51.423150] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:51.753461] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:52.081216] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:31:52.403786] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:52.730497] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:53.058848] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:53.059119] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T04:31:53.059183] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18593 tests [2025-11-21T04:31:53.059238] [INFO ] [CONFIGURE ] AMR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:31:53.059286] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T04:31:53.369880] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:53.707697] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:54.031776] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:31:54.338134] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:54.634756] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:31:54.932109] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:55.230225] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:31:55.530117] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:55.838980] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:31:56.136408] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:56.136632] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:31:56.136715] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18592 tests [2025-11-21T04:31:56.136763] [INFO ] [CONFIGURE ] AMR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:31:56.136810] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T04:31:56.410368] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:56.686711] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:56.961341] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:57.227803] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:31:57.498863] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:31:57.766946] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:31:58.036513] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:31:58.309865] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:31:58.575058] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:31:58.864372] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:31:58.864592] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T04:31:58.864679] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18591 tests [2025-11-21T04:31:58.864731] [INFO ] [CONFIGURE ] AMR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:31:58.864775] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T04:31:59.127376] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:31:59.387533] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:31:59.660753] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:31:59.951700] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:00.216837] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:00.466157] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:00.711769] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:32:01.036009] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:01.860018] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:32:02.268244] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:02.268451] [INFO ] [CONFIGURE ] AMR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:32:02.268549] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18590 tests [2025-11-21T04:32:02.268614] [INFO ] [CONFIGURE ] AMR: Testing feature 20/29: add_price_rejection [2025-11-21T04:32:02.268697] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T04:32:02.551407] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:02.821393] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:32:03.096253] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:32:03.365548] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:03.658049] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:03.965074] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:04.286224] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:32:04.607504] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:04.933011] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:32:05.245316] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:05.245552] [INFO ] [CONFIGURE ] AMR: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:32:05.245615] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18589 tests [2025-11-21T04:32:05.245690] [INFO ] [CONFIGURE ] AMR: Testing feature 21/29: add_range_position [2025-11-21T04:32:05.245742] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_range_position'] [2025-11-21T04:32:05.571482] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:05.901348] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:32:06.225390] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:32:06.558636] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:06.890246] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:07.228979] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:07.569456] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:32:07.907471] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:08.266088] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:32:08.609012] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:08.609323] [INFO ] [CONFIGURE ] AMR: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:32:08.609407] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18588 tests [2025-11-21T04:32:08.609472] [INFO ] [CONFIGURE ] AMR: Testing feature 22/29: add_realized_volatility [2025-11-21T04:32:08.609523] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-21T04:32:09.055542] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:09.463071] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:32:09.871763] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:32:10.287033] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:10.710848] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:11.118249] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:11.524757] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:32:11.920372] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:12.336900] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:32:12.756707] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:12.756952] [INFO ] [CONFIGURE ] AMR: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:32:12.757060] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18587 tests [2025-11-21T04:32:12.757114] [INFO ] [CONFIGURE ] AMR: Testing feature 23/29: add_recent_range_context [2025-11-21T04:32:12.757161] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-21T04:32:13.062916] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:13.371929] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:32:13.690134] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:32:14.007160] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:14.320876] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:14.640962] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:14.944215] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:32:15.249994] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:15.551459] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:32:15.869488] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:15.869738] [INFO ] [CONFIGURE ] AMR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T04:32:15.869810] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18586 tests [2025-11-21T04:32:15.869871] [INFO ] [CONFIGURE ] AMR: Testing feature 24/29: add_rsi [2025-11-21T04:32:15.869921] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-11-21T04:32:16.225069] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:16.595739] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:32:16.939148] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:32:17.284821] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:32:17.627445] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:17.976745] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:18.322878] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:32:18.662767] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:19.019813] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:32:19.398245] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:19.399078] [INFO ] [CONFIGURE ] AMR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:32:19.399172] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18585 tests [2025-11-21T04:32:19.399244] [INFO ] [CONFIGURE ] AMR: Testing feature 25/29: add_tick_distribution [2025-11-21T04:32:19.399308] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-21T04:32:19.705989] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:20.004770] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:32:20.304118] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:32:20.606189] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:20.920022] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:21.234670] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:21.542538] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:32:21.845557] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:22.148571] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:32:22.451606] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:22.451863] [INFO ] [CONFIGURE ] AMR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:32:22.451925] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18584 tests [2025-11-21T04:32:22.451974] [INFO ] [CONFIGURE ] AMR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:32:22.452022] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-21T04:32:22.755036] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:23.076579] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:32:23.374786] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:32:23.683821] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:24.059817] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:24.445262] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:24.725846] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:32:25.015069] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:25.289659] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:32:25.566700] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:25.566909] [INFO ] [CONFIGURE ] AMR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:32:25.567023] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18583 tests [2025-11-21T04:32:25.567075] [INFO ] [CONFIGURE ] AMR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:32:25.567118] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-21T04:32:25.888969] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:26.219288] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:32:26.547444] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:32:26.861936] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:32:27.178338] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:27.491585] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:27.802861] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:32:28.116623] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:28.424607] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:32:28.725850] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:28.726070] [INFO ] [CONFIGURE ] AMR: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:32:28.726132] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18582 tests [2025-11-21T04:32:28.726179] [INFO ] [CONFIGURE ] AMR: Testing feature 28/29: add_volume_profile [2025-11-21T04:32:28.726223] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_volume_profile'] [2025-11-21T04:32:29.019944] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:29.315430] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:32:29.609536] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:32:29.903766] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:30.194498] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:30.482009] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:30.798922] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:32:31.101951] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:31.410634] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:32:31.720425] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:31.720676] [INFO ] [CONFIGURE ] AMR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:32:31.720747] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18581 tests [2025-11-21T04:32:31.720794] [INFO ] [CONFIGURE ] AMR: Testing feature 29/29: add_vwap [2025-11-21T04:32:31.720838] [INFO ] [CONFIGURE ] AMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_vwap'] [2025-11-21T04:32:32.003346] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:32:32.294417] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:32:32.583510] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:32:32.877802] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:33.176357] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:33.475888] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:32:33.780304] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:32:34.078892] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:32:34.379860] [DEBUG] [FORECASTER] AMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:32:34.675462] [DEBUG] [FORECASTER] AMR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:32:34.675679] [INFO ] [CONFIGURE ] AMR: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:32:34.675741] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18580 tests [2025-11-21T04:32:34.675789] [INFO ] [CONFIGURE ] AMR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:32:34.675825] [INFO ] [CONFIGURE ] AMR: Best accuracy: 80.00% [2025-11-21T04:32:34.675867] [INFO ] [CONFIGURE ] AMR: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T04:32:34.675906] [INFO ] [CONFIGURE ] AMR: Improvement over baseline: 40.00% [2025-11-21T04:32:34.675945] [INFO ] [CONFIGURE ] AMR: Total time: 1.5 minutes [2025-11-21T04:32:34.675980] [INFO ] [CONFIGURE ] AMR: Average time per feature: 3.1 seconds [2025-11-21T04:32:34.676022] [INFO ] [CONFIGURE ] AMR: Average speed: 0.32 features/sec [2025-11-21T04:32:34.676735] [INFO ] [LOCAL ] Saved configuration for AMR: 3 features, 80.00% accuracy -> ./output/feature-sets/AMR.json [2025-11-21T04:32:34.676807] [INFO ] [CONFIGURE ] AMR: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T04:32:34.676858] [INFO ] [sig ] [83/723] Successfully configured AMR | 0.01 sym/s | Total: 2.0h | ETA: 15.3h [2025-11-21T04:32:34.676902] [INFO ] [sig ] [84/723] Configuring AMT... [2025-11-21T04:32:34.676941] [INFO ] [CONFIGURE ] AMT: Configurate test run. [2025-11-21T04:32:34.677010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'. [2025-11-21T04:32:34.757868] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMT'. [2025-11-21T04:32:34.758458] [INFO ] [CONFIGURE ] AMT: Testing with 29 available features [2025-11-21T04:32:34.758533] [INFO ] [CONFIGURE ] AMT: Establishing baseline with no features... [2025-11-21T04:32:34.954564] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:32:35.159148] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:35.352429] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:35.535706] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:35.719414] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:35.904303] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:36.090816] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:32:36.277248] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:36.460765] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:36.644966] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:36.645155] [INFO ] [CONFIGURE ] AMT: Baseline score (no features): 60.00% [2025-11-21T04:32:36.645203] [INFO ] [CONFIGURE ] AMT: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:32:36.645240] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:32:36.852593] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:32:37.071945] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:37.289680] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:32:37.504511] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:37.712795] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:32:37.931240] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:38.149259] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:32:38.364077] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:38.573904] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:38.785413] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:38.785603] [INFO ] [CONFIGURE ] AMT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:32:38.785674] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18579 tests [2025-11-21T04:32:38.785746] [INFO ] [CONFIGURE ] AMT: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:32:38.785797] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:32:38.996616] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:32:39.210912] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:39.423162] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:39.633698] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:39.855369] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:32:40.078583] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:40.309399] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:32:40.556162] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:40.806767] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:41.047837] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:41.048061] [INFO ] [CONFIGURE ] AMT: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T04:32:41.048113] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18578 tests [2025-11-21T04:32:41.048155] [INFO ] [CONFIGURE ] AMT: Testing feature 3/29: add_daily_returns [2025-11-21T04:32:41.048192] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns'] [2025-11-21T04:32:41.260688] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:32:41.471559] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:41.687188] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:41.903832] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:42.120891] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:42.341780] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:42.567016] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:32:42.791255] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:43.022570] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:43.247969] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:43.248201] [INFO ] [CONFIGURE ] AMT: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T04:32:43.248254] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18577 tests [2025-11-21T04:32:43.248301] [INFO ] [CONFIGURE ] AMT: Testing feature 4/29: add_ema [2025-11-21T04:32:43.248347] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_ema'] [2025-11-21T04:32:43.492440] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:32:43.739192] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:43.996777] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:44.260544] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:44.516754] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:32:44.783540] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:45.038728] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:32:45.287829] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:45.537613] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:45.784505] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:45.784757] [INFO ] [CONFIGURE ] AMT: DISCARDED add_ema (score: 30.00%) [2025-11-21T04:32:45.784885] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18576 tests [2025-11-21T04:32:45.784939] [INFO ] [CONFIGURE ] AMT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:32:45.784986] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:32:46.045151] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:32:46.298521] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:46.560638] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:32:46.824082] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:32:47.094760] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:32:47.357909] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:47.628830] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:32:47.889192] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:48.169911] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:48.438322] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:48.438587] [INFO ] [CONFIGURE ] AMT: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T04:32:48.438834] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18575 tests [2025-11-21T04:32:48.438894] [INFO ] [CONFIGURE ] AMT: Testing feature 6/29: add_failed_moves [2025-11-21T04:32:48.438953] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_failed_moves'] [2025-11-21T04:32:48.655876] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:32:48.876662] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:49.094371] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:49.316245] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:49.529940] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:49.742437] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:49.952446] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:32:50.168978] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:50.382063] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:50.597983] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:50.598240] [INFO ] [CONFIGURE ] AMT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:32:50.598306] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18574 tests [2025-11-21T04:32:50.598357] [INFO ] [CONFIGURE ] AMT: Testing feature 7/29: add_lag_shelf [2025-11-21T04:32:50.598404] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_lag_shelf'] [2025-11-21T04:32:50.795165] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:32:51.009300] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:51.205799] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:51.403516] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:51.611789] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:51.823397] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:52.025364] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:32:52.222782] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:52.418990] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:52.614605] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:52.614810] [INFO ] [CONFIGURE ] AMT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:32:52.614856] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18573 tests [2025-11-21T04:32:52.614894] [INFO ] [CONFIGURE ] AMT: Testing feature 8/29: add_macd [2025-11-21T04:32:52.614930] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:32:52.906549] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:32:53.207410] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:53.507391] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:53.808294] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:32:54.106156] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:54.409567] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:54.710305] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:32:55.013585] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:55.309926] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:32:55.603747] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:55.603992] [INFO ] [CONFIGURE ] AMT: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:32:55.604051] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18572 tests [2025-11-21T04:32:55.604098] [INFO ] [CONFIGURE ] AMT: Testing feature 9/29: add_mfi [2025-11-21T04:32:55.604141] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_mfi'] [2025-11-21T04:32:55.801909] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:32:56.006082] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:56.203509] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:56.407569] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:32:56.612841] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:32:56.819550] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:57.020758] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:32:57.218009] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:32:57.416976] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:32:57.618617] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:32:57.618855] [INFO ] [CONFIGURE ] AMT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T04:32:57.618909] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18571 tests [2025-11-21T04:32:57.618951] [INFO ] [CONFIGURE ] AMT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:32:57.618988] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:32:57.923294] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:32:58.217867] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:32:58.519922] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:32:58.828979] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:32:59.128188] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:32:59.432842] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:32:59.743478] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:33:00.057409] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:01.122068] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:01.641536] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:33:01.641816] [INFO ] [CONFIGURE ] AMT: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T04:33:01.641882] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18570 tests [2025-11-21T04:33:01.641933] [INFO ] [CONFIGURE ] AMT: Testing feature 11/29: add_obv_daily [2025-11-21T04:33:01.641985] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_daily'] [2025-11-21T04:33:01.886891] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:33:02.119002] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:02.345356] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:02.570433] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:02.797985] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:33:03.034449] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:03.269035] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:33:03.513680] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:03.748593] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:03.983320] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:03.983556] [INFO ] [CONFIGURE ] AMT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:33:03.983609] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18569 tests [2025-11-21T04:33:03.983668] [INFO ] [CONFIGURE ] AMT: Testing feature 12/29: add_obv_interval [2025-11-21T04:33:03.983739] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_obv_interval'] [2025-11-21T04:33:04.210926] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:33:04.441383] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:33:04.660411] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:04.898978] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:05.124639] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:05.349047] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:05.580257] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:33:05.803119] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:06.022360] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:06.240516] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:06.240770] [INFO ] [CONFIGURE ] AMT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:33:06.240851] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18568 tests [2025-11-21T04:33:06.240904] [INFO ] [CONFIGURE ] AMT: Testing feature 13/29: add_opening_strength [2025-11-21T04:33:06.240962] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:33:06.485943] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:06.729961] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:06.980700] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:33:07.221887] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:07.464880] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:07.712844] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:07.959474] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:33:08.224629] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:08.467059] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:08.723518] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:08.723782] [INFO ] [CONFIGURE ] AMT: KEPT add_opening_strength (score: 80.00%) [2025-11-21T04:33:08.724081] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18567 tests [2025-11-21T04:33:08.724198] [INFO ] [CONFIGURE ] AMT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:33:08.724315] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T04:33:09.002960] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:09.268699] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:09.540098] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:09.809041] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:10.075023] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:33:10.351553] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:10.627055] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:33:10.948883] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:11.288017] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:11.641307] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:11.641584] [INFO ] [CONFIGURE ] AMT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:33:11.641691] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18566 tests [2025-11-21T04:33:11.641749] [INFO ] [CONFIGURE ] AMT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:33:11.641810] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T04:33:11.945323] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:12.179959] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:12.410978] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:12.637811] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:12.862201] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:13.107834] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:13.376142] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:13.643272] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:13.905768] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:14.163812] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:14.164017] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:33:14.164067] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18565 tests [2025-11-21T04:33:14.164104] [INFO ] [CONFIGURE ] AMT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:33:14.164139] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T04:33:14.461761] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:14.727205] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:14.994537] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:15.257123] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:33:15.520816] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:15.786811] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:16.051180] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:16.312794] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:16.593465] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:16.860915] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:16.861137] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:33:16.861187] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18564 tests [2025-11-21T04:33:16.861224] [INFO ] [CONFIGURE ] AMT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:33:16.861261] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T04:33:17.123682] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:17.397618] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:17.661798] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:17.932919] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:18.205864] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:18.483040] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:18.742980] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:19.007375] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:19.272150] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:19.551742] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:19.551933] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:33:19.551991] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18563 tests [2025-11-21T04:33:19.552037] [INFO ] [CONFIGURE ] AMT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:33:19.552081] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T04:33:19.792986] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:20.035385] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:33:20.285233] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:20.546241] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:20.807467] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:21.062826] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:21.299425] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:21.535461] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:21.787327] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:22.031956] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:22.032342] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:33:22.032466] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18562 tests [2025-11-21T04:33:22.032593] [INFO ] [CONFIGURE ] AMT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:33:22.032721] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T04:33:22.262092] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:22.493929] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:22.721321] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:22.950913] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:23.179682] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:23.407265] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:23.638934] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:33:23.887596] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:24.123812] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:24.363061] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:24.363796] [INFO ] [CONFIGURE ] AMT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:33:24.363996] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18561 tests [2025-11-21T04:33:24.364111] [INFO ] [CONFIGURE ] AMT: Testing feature 20/29: add_price_rejection [2025-11-21T04:33:24.364219] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T04:33:24.637751] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:24.905833] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:25.168589] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:33:25.430011] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:25.699222] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:25.974798] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:26.240062] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:26.519821] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:26.800181] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:27.078613] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:27.078917] [INFO ] [CONFIGURE ] AMT: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:33:27.078985] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18560 tests [2025-11-21T04:33:27.079040] [INFO ] [CONFIGURE ] AMT: Testing feature 21/29: add_range_position [2025-11-21T04:33:27.079092] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T04:33:27.374168] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:27.670964] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:27.966868] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:28.264872] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:28.552131] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:28.851089] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:29.153967] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:29.453020] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:29.752298] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:30.044236] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:30.044490] [INFO ] [CONFIGURE ] AMT: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:33:30.044570] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18559 tests [2025-11-21T04:33:30.044711] [INFO ] [CONFIGURE ] AMT: Testing feature 22/29: add_realized_volatility [2025-11-21T04:33:30.044764] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T04:33:30.424699] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:30.813662] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:31.192795] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:31.574090] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:31.962918] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:32.331978] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:32.715183] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:33.098786] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:33.470395] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:33.849005] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:33.849287] [INFO ] [CONFIGURE ] AMT: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:33:33.849351] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18558 tests [2025-11-21T04:33:33.849405] [INFO ] [CONFIGURE ] AMT: Testing feature 23/29: add_recent_range_context [2025-11-21T04:33:33.849453] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T04:33:34.115810] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:34.364625] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:34.632302] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:34.906134] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:35.175485] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:35.443131] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:35.709735] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:33:35.974572] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:36.243948] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:36.514359] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:36.514563] [INFO ] [CONFIGURE ] AMT: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T04:33:36.514667] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18557 tests [2025-11-21T04:33:36.514721] [INFO ] [CONFIGURE ] AMT: Testing feature 24/29: add_rsi [2025-11-21T04:33:36.514769] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T04:33:36.815263] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:37.131195] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:37.435737] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:37.737495] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:38.068438] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:38.379341] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:38.695470] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:39.024211] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:39.348327] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:39.678913] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:39.679145] [INFO ] [CONFIGURE ] AMT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:33:39.679207] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18556 tests [2025-11-21T04:33:39.679258] [INFO ] [CONFIGURE ] AMT: Testing feature 25/29: add_tick_distribution [2025-11-21T04:33:39.679302] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T04:33:39.930291] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:40.187449] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:40.440475] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:40.705003] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:40.964626] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:41.221503] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:41.486880] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:41.749626] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:42.035303] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:42.293600] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:42.293864] [INFO ] [CONFIGURE ] AMT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:33:42.293924] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18555 tests [2025-11-21T04:33:42.293977] [INFO ] [CONFIGURE ] AMT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:33:42.294021] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T04:33:42.545551] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:42.792604] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:43.041330] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:43.304030] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:43.563672] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:43.818552] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:44.077819] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:44.338305] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:44.591532] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:44.840837] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:44.841065] [INFO ] [CONFIGURE ] AMT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:33:44.841125] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18554 tests [2025-11-21T04:33:44.841175] [INFO ] [CONFIGURE ] AMT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:33:44.841218] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T04:33:45.126180] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:45.418577] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:33:45.711340] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:33:46.003238] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:33:46.286573] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:46.575136] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:46.866721] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:47.150250] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:47.435208] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:47.722979] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:47.723189] [INFO ] [CONFIGURE ] AMT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:33:47.723250] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18553 tests [2025-11-21T04:33:47.723300] [INFO ] [CONFIGURE ] AMT: Testing feature 28/29: add_volume_profile [2025-11-21T04:33:47.723347] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T04:33:47.996285] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:48.276243] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:33:48.542745] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:48.810360] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:49.088538] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:49.358068] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:49.631518] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:49.919469] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:50.206465] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:50.487337] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:50.487563] [INFO ] [CONFIGURE ] AMT: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:33:50.487628] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18552 tests [2025-11-21T04:33:50.487705] [INFO ] [CONFIGURE ] AMT: Testing feature 29/29: add_vwap [2025-11-21T04:33:50.487755] [INFO ] [CONFIGURE ] AMT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T04:33:50.774576] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:51.054263] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:33:51.342691] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:33:51.632837] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:51.923882] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:52.207548] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:33:52.470216] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:33:52.740056] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:33:53.014077] [DEBUG] [FORECASTER] AMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:33:53.286630] [DEBUG] [FORECASTER] AMT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:33:53.286848] [INFO ] [CONFIGURE ] AMT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:33:53.286910] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18551 tests [2025-11-21T04:33:53.286982] [INFO ] [CONFIGURE ] AMT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:33:53.287038] [INFO ] [CONFIGURE ] AMT: Best accuracy: 80.00% [2025-11-21T04:33:53.287081] [INFO ] [CONFIGURE ] AMT: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:33:53.287123] [INFO ] [CONFIGURE ] AMT: Improvement over baseline: 20.00% [2025-11-21T04:33:53.287162] [INFO ] [CONFIGURE ] AMT: Total time: 1.3 minutes [2025-11-21T04:33:53.287201] [INFO ] [CONFIGURE ] AMT: Average time per feature: 2.6 seconds [2025-11-21T04:33:53.287241] [INFO ] [CONFIGURE ] AMT: Average speed: 0.38 features/sec [2025-11-21T04:33:53.287872] [INFO ] [LOCAL ] Saved configuration for AMT: 2 features, 80.00% accuracy -> ./output/feature-sets/AMT.json [2025-11-21T04:33:53.287937] [INFO ] [CONFIGURE ] AMT: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T04:33:53.287988] [INFO ] [sig ] [84/723] Successfully configured AMT | 0.01 sym/s | Total: 2.0h | ETA: 15.2h [2025-11-21T04:33:53.288034] [INFO ] [sig ] [85/723] Configuring AMWL... [2025-11-21T04:33:53.288076] [INFO ] [CONFIGURE ] AMWL: Configurate test run. [2025-11-21T04:33:53.288117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-11-21T04:33:53.475015] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMWL'. [2025-11-21T04:33:53.475420] [INFO ] [CONFIGURE ] AMWL: Testing with 29 available features [2025-11-21T04:33:53.475483] [INFO ] [CONFIGURE ] AMWL: Establishing baseline with no features... [2025-11-21T04:33:53.664541] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:53.863357] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:33:54.067116] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:33:54.266389] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:54.459052] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:54.648015] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:33:54.834623] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:33:55.025526] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:33:55.210342] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:55.395516] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:33:55.395733] [INFO ] [CONFIGURE ] AMWL: Baseline score (no features): 60.00% [2025-11-21T04:33:55.395788] [INFO ] [CONFIGURE ] AMWL: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:33:55.395864] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:33:55.617056] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:55.833509] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:33:56.056438] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:33:56.276758] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:33:56.505280] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:56.724145] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:33:56.943975] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:33:57.152098] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:33:57.355220] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:33:57.582127] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:33:57.582373] [INFO ] [CONFIGURE ] AMWL: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T04:33:57.582427] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18550 tests [2025-11-21T04:33:57.582466] [INFO ] [CONFIGURE ] AMWL: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:33:57.582502] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:33:57.844880] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:33:58.100471] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:33:58.361602] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:33:58.632448] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:33:58.900154] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:33:59.156606] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:33:59.405569] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:33:59.687995] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:33:59.942548] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:00.215271] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:00.215603] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T04:34:00.215779] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18549 tests [2025-11-21T04:34:00.215842] [INFO ] [CONFIGURE ] AMWL: Testing feature 3/29: add_daily_returns [2025-11-21T04:34:00.215891] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:34:00.446392] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:01.435904] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:01.830138] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:02.066814] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:02.301243] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:02.540239] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:02.782219] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:03.024438] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:03.276898] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:03.560895] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:34:03.561207] [INFO ] [CONFIGURE ] AMWL: KEPT add_daily_returns (score: 80.00%) [2025-11-21T04:34:03.561293] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18548 tests [2025-11-21T04:34:03.561402] [INFO ] [CONFIGURE ] AMWL: Testing feature 4/29: add_ema [2025-11-21T04:34:03.561481] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T04:34:03.871291] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:04.225559] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:04.549081] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:04.845313] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:05.102074] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:05.370315] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:34:05.645491] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:05.936742] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:06.230708] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:06.526420] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:06.526699] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_ema (score: 80.00%) [2025-11-21T04:34:06.526765] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18547 tests [2025-11-21T04:34:06.526817] [INFO ] [CONFIGURE ] AMWL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:34:06.526860] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:34:06.826703] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:07.138195] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:07.439031] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:07.742839] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:08.051294] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:08.359431] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:08.661602] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:08.959945] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:09.257813] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:09.551521] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:09.551796] [INFO ] [CONFIGURE ] AMWL: KEPT add_exhaustion_signals (score: 90.00%) [2025-11-21T04:34:09.551860] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18546 tests [2025-11-21T04:34:09.551912] [INFO ] [CONFIGURE ] AMWL: Testing feature 6/29: add_failed_moves [2025-11-21T04:34:09.552026] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T04:34:09.871076] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:10.186702] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:10.498393] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:10.805596] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:11.118147] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:11.435403] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:11.767872] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:12.087969] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:12.392184] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:12.702592] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:34:12.702819] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T04:34:12.702878] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18545 tests [2025-11-21T04:34:12.702927] [INFO ] [CONFIGURE ] AMWL: Testing feature 7/29: add_lag_shelf [2025-11-21T04:34:12.702971] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T04:34:12.996310] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:13.296560] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:13.591866] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:13.881865] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:14.181542] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:14.476437] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:14.781916] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:15.081335] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:15.392724] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:15.700215] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:15.700470] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T04:34:15.700530] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18544 tests [2025-11-21T04:34:15.700578] [INFO ] [CONFIGURE ] AMWL: Testing feature 8/29: add_macd [2025-11-21T04:34:15.700615] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T04:34:16.095020] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:16.451831] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:16.822390] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:17.193670] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:17.560308] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:17.928534] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:34:18.296657] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:34:18.678847] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:19.063308] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:19.431277] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:19.431520] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_macd (score: 70.00%) [2025-11-21T04:34:19.431588] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18543 tests [2025-11-21T04:34:19.431666] [INFO ] [CONFIGURE ] AMWL: Testing feature 9/29: add_mfi [2025-11-21T04:34:19.431723] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T04:34:19.766863] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:20.088362] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:20.409715] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:20.717396] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:21.022137] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:21.354942] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:21.656252] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:34:21.971455] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:22.267578] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:22.569843] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:22.570066] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_mfi (score: 80.00%) [2025-11-21T04:34:22.570126] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18542 tests [2025-11-21T04:34:22.570178] [INFO ] [CONFIGURE ] AMWL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:34:22.570221] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:34:22.954112] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:23.334346] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:23.719793] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:34:24.112019] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:24.509265] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:24.900213] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:25.287472] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:25.678023] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:26.079455] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:26.453542] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:26.453846] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T04:34:26.453908] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18541 tests [2025-11-21T04:34:26.453959] [INFO ] [CONFIGURE ] AMWL: Testing feature 11/29: add_obv_daily [2025-11-21T04:34:26.454005] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T04:34:26.740411] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:27.036069] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:27.328333] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:27.650518] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:28.015100] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:28.317423] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:28.617244] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:34:28.926666] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:29.247132] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:29.556857] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:29.557097] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T04:34:29.557160] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18540 tests [2025-11-21T04:34:29.557212] [INFO ] [CONFIGURE ] AMWL: Testing feature 12/29: add_obv_interval [2025-11-21T04:34:29.557256] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T04:34:29.838760] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:30.104408] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:30.377534] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:30.651812] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:30.930029] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:31.202309] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:31.482351] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:31.775903] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:32.076155] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:32.364755] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:32.365018] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T04:34:32.365108] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18539 tests [2025-11-21T04:34:32.365159] [INFO ] [CONFIGURE ] AMWL: Testing feature 13/29: add_opening_strength [2025-11-21T04:34:32.365204] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-11-21T04:34:32.674788] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:32.970717] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:33.266013] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:34:33.588634] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:33.903160] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:34.218738] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:34.529970] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:34.836436] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:35.145766] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:35.454474] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:35.454725] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T04:34:35.454792] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18538 tests [2025-11-21T04:34:35.454846] [INFO ] [CONFIGURE ] AMWL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:34:35.455049] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T04:34:35.798282] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:36.142712] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:36.482954] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:34:36.818128] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:37.159172] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:37.497371] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:37.822915] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:38.152862] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:38.476057] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:38.802618] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:38.802861] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T04:34:38.802922] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18537 tests [2025-11-21T04:34:38.802971] [INFO ] [CONFIGURE ] AMWL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:34:38.803015] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T04:34:39.107005] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:39.396431] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:39.693334] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:39.991147] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:40.307677] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:40.605930] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:40.907000] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:41.201555] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:41.502833] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:41.807345] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:41.807546] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-11-21T04:34:41.807614] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18536 tests [2025-11-21T04:34:41.807689] [INFO ] [CONFIGURE ] AMWL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:34:41.807737] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T04:34:42.122010] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:42.433918] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:42.749287] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:43.062195] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:43.383625] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:43.720933] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:44.063224] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:44.382459] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:44.699367] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:45.022831] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:45.023126] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T04:34:45.023221] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18535 tests [2025-11-21T04:34:45.023295] [INFO ] [CONFIGURE ] AMWL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:34:45.023376] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T04:34:45.346329] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:45.662686] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:45.980101] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:34:46.294452] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:46.608379] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:46.929282] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:47.249836] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:47.565097] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:47.888084] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:48.215307] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:48.215508] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T04:34:48.215568] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18534 tests [2025-11-21T04:34:48.215615] [INFO ] [CONFIGURE ] AMWL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:34:48.215682] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T04:34:48.503710] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:48.811076] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:49.110228] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:49.400147] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:49.708080] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:50.017207] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:50.324699] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:50.614935] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:50.913455] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:51.211068] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:51.211368] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T04:34:51.211440] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18533 tests [2025-11-21T04:34:51.211492] [INFO ] [CONFIGURE ] AMWL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:34:51.211607] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T04:34:51.584589] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:51.950356] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:52.256603] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:34:52.557968] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:52.861451] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:53.163629] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:53.465072] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:53.790837] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:54.093995] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:54.397786] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:54.398018] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T04:34:54.398081] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18532 tests [2025-11-21T04:34:54.398131] [INFO ] [CONFIGURE ] AMWL: Testing feature 20/29: add_price_rejection [2025-11-21T04:34:54.398189] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T04:34:54.719693] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:55.039325] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:55.365862] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:34:55.694765] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:56.018988] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:34:56.340265] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:34:56.666992] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:34:56.995105] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:34:57.333595] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:34:57.638357] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:34:57.638601] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T04:34:57.638690] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18531 tests [2025-11-21T04:34:57.638748] [INFO ] [CONFIGURE ] AMWL: Testing feature 21/29: add_range_position [2025-11-21T04:34:57.638797] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T04:34:57.973413] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:34:58.328045] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:34:58.668397] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:34:59.017190] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:34:59.351271] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:34:59.683567] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:00.046767] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:35:00.393970] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:35:00.808490] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:01.842794] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:01.843021] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:35:01.843081] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18530 tests [2025-11-21T04:35:01.843130] [INFO ] [CONFIGURE ] AMWL: Testing feature 22/29: add_realized_volatility [2025-11-21T04:35:01.843178] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T04:35:02.267517] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:35:02.699847] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:03.157318] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:35:03.572287] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:35:03.982602] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:35:04.386457] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:04.798365] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:35:05.205412] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:35:05.619223] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:06.048242] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:35:06.048516] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T04:35:06.048585] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18529 tests [2025-11-21T04:35:06.048662] [INFO ] [CONFIGURE ] AMWL: Testing feature 23/29: add_recent_range_context [2025-11-21T04:35:06.048717] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T04:35:06.346432] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:35:06.657454] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:06.972975] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:35:07.317825] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:35:07.628513] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:35:07.924908] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:08.221921] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:35:08.523924] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:35:08.830683] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:09.132359] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:09.132591] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T04:35:09.132692] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18528 tests [2025-11-21T04:35:09.132869] [INFO ] [CONFIGURE ] AMWL: Testing feature 24/29: add_rsi [2025-11-21T04:35:09.132945] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T04:35:09.473111] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:35:09.805812] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:10.116843] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:35:10.456118] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:35:10.812569] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:35:11.188125] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:11.565210] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:35:11.956671] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:35:12.343442] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:12.700359] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:12.700595] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_rsi (score: 80.00%) [2025-11-21T04:35:12.700677] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18527 tests [2025-11-21T04:35:12.700731] [INFO ] [CONFIGURE ] AMWL: Testing feature 25/29: add_tick_distribution [2025-11-21T04:35:12.700778] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T04:35:13.024826] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:35:13.352350] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:13.663180] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:35:13.930676] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:35:14.212673] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:35:14.503557] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:14.781799] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:35:15.088662] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:35:15.420916] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:15.728524] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:15.728779] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T04:35:15.728845] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18526 tests [2025-11-21T04:35:15.728906] [INFO ] [CONFIGURE ] AMWL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:35:15.728958] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T04:35:16.051442] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:35:16.376675] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:16.709255] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:35:17.030498] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:35:17.342991] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:35:17.658472] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:17.977080] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:35:18.296366] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:35:18.611572] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:18.953045] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:18.953297] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T04:35:18.953361] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18525 tests [2025-11-21T04:35:18.953503] [INFO ] [CONFIGURE ] AMWL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:35:18.953559] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T04:35:19.300682] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:35:19.621657] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:19.949958] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:35:20.262285] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:35:20.573024] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:35:20.912068] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:21.248993] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:35:21.584334] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:35:21.932796] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:22.281934] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:22.282183] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T04:35:22.282245] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18524 tests [2025-11-21T04:35:22.282298] [INFO ] [CONFIGURE ] AMWL: Testing feature 28/29: add_volume_profile [2025-11-21T04:35:22.282345] [INFO ] [CONFIGURE ] AMWL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T04:35:22.603795] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:35:22.915621] [DEBUG] [FORECASTER] AMWL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:23.229238] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:35:23.542438] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:35:23.885351] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:35:24.217785] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:24.532609] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:35:24.865751] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:35:25.194610] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:25.515091] [DEBUG] [FORECASTER] AMWL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:25.515383] [INFO ] [CONFIGURE ] AMWL: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T04:35:25.515555] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18523 tests [2025-11-21T04:35:25.515628] [INFO ] [CONFIGURE ] AMWL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:35:25.515715] [INFO ] [CONFIGURE ] AMWL: Best accuracy: 90.00% [2025-11-21T04:35:25.515767] [INFO ] [CONFIGURE ] AMWL: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:35:25.515818] [INFO ] [CONFIGURE ] AMWL: Improvement over baseline: 30.00% [2025-11-21T04:35:25.515862] [INFO ] [CONFIGURE ] AMWL: Total time: 1.5 minutes [2025-11-21T04:35:25.515900] [INFO ] [CONFIGURE ] AMWL: Average time per feature: 3.2 seconds [2025-11-21T04:35:25.515952] [INFO ] [CONFIGURE ] AMWL: Average speed: 0.32 features/sec [2025-11-21T04:35:25.516682] [INFO ] [LOCAL ] Saved configuration for AMWL: 4 features, 90.00% accuracy -> ./output/feature-sets/AMWL.json [2025-11-21T04:35:25.516747] [INFO ] [CONFIGURE ] AMWL: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T04:35:25.516831] [INFO ] [sig ] [85/723] Successfully configured AMWL | 0.01 sym/s | Total: 2.0h | ETA: 15.2h [2025-11-21T04:35:25.516883] [INFO ] [sig ] [86/723] Configuring AMX... [2025-11-21T04:35:25.516939] [INFO ] [CONFIGURE ] AMX: Configurate test run. [2025-11-21T04:35:25.517006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-11-21T04:35:25.627508] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMX'. [2025-11-21T04:35:25.628214] [INFO ] [CONFIGURE ] AMX: Testing with 29 available features [2025-11-21T04:35:25.628302] [INFO ] [CONFIGURE ] AMX: Establishing baseline with no features... [2025-11-21T04:35:25.829292] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:26.038185] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:26.242763] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:26.449951] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:26.652430] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:26.827521] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:27.023093] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:35:27.233490] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:35:27.432827] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:27.627837] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:27.628044] [INFO ] [CONFIGURE ] AMX: Baseline score (no features): 60.00% [2025-11-21T04:35:27.628093] [INFO ] [CONFIGURE ] AMX: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:35:27.628131] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:35:27.867599] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:28.106940] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:35:28.352589] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:35:28.582711] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:28.822527] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:29.057095] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:29.300687] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:35:29.547697] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:35:29.800618] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:35:30.056676] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:30.057144] [INFO ] [CONFIGURE ] AMX: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T04:35:30.057282] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18522 tests [2025-11-21T04:35:30.057393] [INFO ] [CONFIGURE ] AMX: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:35:30.057505] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:35:30.305009] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:30.550297] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:35:30.797734] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:31.041820] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:31.292276] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:35:31.534635] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:31.765007] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:35:31.990760] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:35:32.228194] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:32.457387] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:32.457582] [INFO ] [CONFIGURE ] AMX: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T04:35:32.457632] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18521 tests [2025-11-21T04:35:32.457708] [INFO ] [CONFIGURE ] AMX: Testing feature 3/29: add_daily_returns [2025-11-21T04:35:32.457776] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_daily_returns'] [2025-11-21T04:35:32.662515] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:32.866369] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:33.068743] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:33.268280] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:33.463007] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:33.655339] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:35:33.842561] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:35:34.038225] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:35:34.231524] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:34.445792] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:34.446003] [INFO ] [CONFIGURE ] AMX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T04:35:34.446059] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18520 tests [2025-11-21T04:35:34.446102] [INFO ] [CONFIGURE ] AMX: Testing feature 4/29: add_ema [2025-11-21T04:35:34.446144] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_ema'] [2025-11-21T04:35:34.683140] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:34.933009] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:35:35.167915] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:35.407160] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:35.654201] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:35:35.910931] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:35:36.172217] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:35:36.429119] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:35:36.680281] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:36.933936] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:36.934176] [INFO ] [CONFIGURE ] AMX: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:35:36.934231] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18519 tests [2025-11-21T04:35:36.934273] [INFO ] [CONFIGURE ] AMX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:35:36.934312] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:35:37.197818] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:37.464255] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:35:37.734169] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:37.998127] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:38.257856] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:38.521264] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:38.793924] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:35:39.066634] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:35:39.318782] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:35:39.578952] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:39.579158] [INFO ] [CONFIGURE ] AMX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T04:35:39.579217] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18518 tests [2025-11-21T04:35:39.579255] [INFO ] [CONFIGURE ] AMX: Testing feature 6/29: add_failed_moves [2025-11-21T04:35:39.579299] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_failed_moves'] [2025-11-21T04:35:39.791068] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:40.004030] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:40.218774] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:35:40.418888] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:40.626883] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:35:40.830765] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:41.034222] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:35:41.239784] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:35:41.444487] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:35:41.650844] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:41.651053] [INFO ] [CONFIGURE ] AMX: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T04:35:41.651109] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18517 tests [2025-11-21T04:35:41.651192] [INFO ] [CONFIGURE ] AMX: Testing feature 7/29: add_lag_shelf [2025-11-21T04:35:41.651232] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_lag_shelf'] [2025-11-21T04:35:41.844017] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:42.033057] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:42.222198] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:42.410596] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:42.604296] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:42.796845] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:42.987314] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:35:43.183476] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:35:43.380879] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:43.567918] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:43.568105] [INFO ] [CONFIGURE ] AMX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:35:43.568152] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18516 tests [2025-11-21T04:35:43.568188] [INFO ] [CONFIGURE ] AMX: Testing feature 8/29: add_macd [2025-11-21T04:35:43.568224] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:35:43.863356] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:35:44.152624] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:35:44.446278] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:44.736081] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:45.042485] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:45.350205] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:35:45.652401] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:35:45.951606] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:35:46.251660] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:46.549557] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:35:46.549803] [INFO ] [CONFIGURE ] AMX: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:35:46.549865] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18515 tests [2025-11-21T04:35:46.549914] [INFO ] [CONFIGURE ] AMX: Testing feature 9/29: add_mfi [2025-11-21T04:35:46.549957] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_mfi'] [2025-11-21T04:35:46.754832] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:46.963013] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:47.176664] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:47.391066] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:47.603902] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:47.808630] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:48.014496] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:35:48.233158] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:35:48.454455] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:35:48.674026] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:48.674262] [INFO ] [CONFIGURE ] AMX: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:35:48.674317] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18514 tests [2025-11-21T04:35:48.674360] [INFO ] [CONFIGURE ] AMX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:35:48.674399] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:35:48.977277] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:49.270536] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:35:49.576401] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:49.877264] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:50.195077] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:35:50.493408] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:35:50.809028] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:35:51.112247] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:35:51.417595] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:35:51.714035] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:51.714234] [INFO ] [CONFIGURE ] AMX: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T04:35:51.714292] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18513 tests [2025-11-21T04:35:51.714341] [INFO ] [CONFIGURE ] AMX: Testing feature 11/29: add_obv_daily [2025-11-21T04:35:51.714384] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_obv_daily'] [2025-11-21T04:35:51.939594] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:35:52.141555] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:52.366033] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:52.593224] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:52.813974] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:53.048207] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:35:53.275618] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:35:53.524047] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:35:53.769845] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:35:53.991300] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:53.991478] [INFO ] [CONFIGURE ] AMX: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T04:35:53.991526] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18512 tests [2025-11-21T04:35:53.991747] [INFO ] [CONFIGURE ] AMX: Testing feature 12/29: add_obv_interval [2025-11-21T04:35:53.991787] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_obv_interval'] [2025-11-21T04:35:54.194523] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:54.409092] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:54.617016] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:35:54.826250] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:55.040548] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:55.253779] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:55.473880] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:35:55.688970] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:35:55.903705] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:35:56.123120] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:56.123514] [INFO ] [CONFIGURE ] AMX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:35:56.123638] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18511 tests [2025-11-21T04:35:56.123768] [INFO ] [CONFIGURE ] AMX: Testing feature 13/29: add_opening_strength [2025-11-21T04:35:56.123875] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:35:56.357911] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:56.588463] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:35:56.819747] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:35:57.048346] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:57.280814] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:35:57.511573] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:35:57.746354] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:35:57.976891] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:35:58.216625] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:35:58.454753] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:35:58.455184] [INFO ] [CONFIGURE ] AMX: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:35:58.455330] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18510 tests [2025-11-21T04:35:58.455449] [INFO ] [CONFIGURE ] AMX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:35:58.455580] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T04:35:58.691060] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:35:58.924763] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:35:59.164212] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:35:59.433203] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:35:59.715228] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:00.065528] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:00.354185] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:36:00.580665] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:00.942360] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:01.684324] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:01.684589] [INFO ] [CONFIGURE ] AMX: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:36:01.684813] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18509 tests [2025-11-21T04:36:01.684931] [INFO ] [CONFIGURE ] AMX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:36:01.685064] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T04:36:01.970486] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:02.184380] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:02.429988] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:02.673339] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:02.916708] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:36:03.162120] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:36:03.398378] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:03.638078] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:03.879514] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:04.123559] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:04.123825] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T04:36:04.123888] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18508 tests [2025-11-21T04:36:04.123940] [INFO ] [CONFIGURE ] AMX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:36:04.123988] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T04:36:04.378805] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:04.632686] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:04.882437] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:05.146480] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:05.400172] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:05.651464] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:05.906043] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:06.164053] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:06.423614] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:06.700679] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:06.700974] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:36:06.701048] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18507 tests [2025-11-21T04:36:06.701109] [INFO ] [CONFIGURE ] AMX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:36:06.701160] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T04:36:06.966543] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:07.243475] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:07.515271] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:07.805917] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:08.101967] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:36:08.396425] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:36:08.698764] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:08.986246] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:09.266266] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:09.553178] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:09.553474] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:36:09.553538] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18506 tests [2025-11-21T04:36:09.553593] [INFO ] [CONFIGURE ] AMX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:36:09.553664] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T04:36:09.806684] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:10.048042] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:36:10.275971] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:36:10.501041] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:10.729411] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:10.960981] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:11.195112] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:36:11.438713] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:11.667140] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:11.904762] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:11.904976] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:36:11.905036] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18505 tests [2025-11-21T04:36:11.905116] [INFO ] [CONFIGURE ] AMX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:36:11.905165] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T04:36:12.136948] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:12.375335] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:12.617306] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:12.852237] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:13.090308] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:13.334300] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:13.576238] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:13.811946] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:14.044147] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:36:14.285179] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:14.285385] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T04:36:14.285447] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18504 tests [2025-11-21T04:36:14.285501] [INFO ] [CONFIGURE ] AMX: Testing feature 20/29: add_price_rejection [2025-11-21T04:36:14.285577] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T04:36:14.536393] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:14.788815] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:15.049393] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:15.303531] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:15.550009] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:15.802659] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:16.058883] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:36:16.308149] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:16.545582] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:16.786762] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:16.786980] [INFO ] [CONFIGURE ] AMX: KEPT add_price_rejection (score: 80.00%) [2025-11-21T04:36:16.787040] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18503 tests [2025-11-21T04:36:16.787087] [INFO ] [CONFIGURE ] AMX: Testing feature 21/29: add_range_position [2025-11-21T04:36:16.787130] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_range_position'] [2025-11-21T04:36:17.073294] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:17.366740] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:17.665156] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:17.965043] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:18.258030] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:18.559975] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:18.854346] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:19.177079] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:19.491278] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:19.793833] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:19.794043] [INFO ] [CONFIGURE ] AMX: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:36:19.794101] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18502 tests [2025-11-21T04:36:19.794148] [INFO ] [CONFIGURE ] AMX: Testing feature 22/29: add_realized_volatility [2025-11-21T04:36:19.794191] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_realized_volatility'] [2025-11-21T04:36:20.183040] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:20.551620] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:20.918676] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:21.300597] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:21.660387] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:21.997857] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:22.337689] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:22.689404] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:23.065011] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:36:23.429275] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:23.429478] [INFO ] [CONFIGURE ] AMX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:36:23.429540] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18501 tests [2025-11-21T04:36:23.429591] [INFO ] [CONFIGURE ] AMX: Testing feature 23/29: add_recent_range_context [2025-11-21T04:36:23.429635] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_recent_range_context'] [2025-11-21T04:36:23.671456] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:23.928581] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:24.185410] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:24.432196] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:24.677925] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:24.930273] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:25.181768] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:36:25.436715] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:25.700481] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:25.961830] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:25.962019] [INFO ] [CONFIGURE ] AMX: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T04:36:25.962077] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18500 tests [2025-11-21T04:36:25.962123] [INFO ] [CONFIGURE ] AMX: Testing feature 24/29: add_rsi [2025-11-21T04:36:25.962168] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-21T04:36:26.271788] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:26.579462] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:26.884453] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:27.194178] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:27.527034] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:27.841207] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:28.149285] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:28.454884] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:28.760941] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:29.054292] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:29.054482] [INFO ] [CONFIGURE ] AMX: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:36:29.054541] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18499 tests [2025-11-21T04:36:29.054588] [INFO ] [CONFIGURE ] AMX: Testing feature 25/29: add_tick_distribution [2025-11-21T04:36:29.054630] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_tick_distribution'] [2025-11-21T04:36:29.291330] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:29.538154] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:29.790556] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:30.036325] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:30.294493] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:30.548258] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:30.808005] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:36:31.070778] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:36:31.330783] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:31.590215] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:31.590404] [INFO ] [CONFIGURE ] AMX: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T04:36:31.590465] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18498 tests [2025-11-21T04:36:31.590513] [INFO ] [CONFIGURE ] AMX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:36:31.590555] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T04:36:31.845972] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:32.098733] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:36:32.356502] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:32.610428] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:32.887422] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:36:33.155006] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:36:33.420238] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:36:33.684248] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:33.949527] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:34.203783] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:34.203955] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:36:34.204014] [INFO ] [CONFIGURE ] JOB ETA: 15.0h | Avg: 2.9s/test | Remaining: 18497 tests [2025-11-21T04:36:34.204063] [INFO ] [CONFIGURE ] AMX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:36:34.204102] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T04:36:34.486279] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:34.781844] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:35.078008] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:35.364222] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:35.648961] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:35.929742] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:36:36.212388] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:36.500169] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:36.787688] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:37.074520] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:37.074737] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:36:37.074799] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18496 tests [2025-11-21T04:36:37.074846] [INFO ] [CONFIGURE ] AMX: Testing feature 28/29: add_volume_profile [2025-11-21T04:36:37.074889] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_profile'] [2025-11-21T04:36:37.353099] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:37.630798] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:36:37.908714] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:38.182048] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:38.460760] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:38.753112] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:36:39.037818] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:39.324757] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:39.610466] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:36:39.895399] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:39.895609] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T04:36:39.895700] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18495 tests [2025-11-21T04:36:39.895753] [INFO ] [CONFIGURE ] AMX: Testing feature 29/29: add_vwap [2025-11-21T04:36:39.895807] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_vwap'] [2025-11-21T04:36:40.187449] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:36:40.470485] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:40.763036] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:36:41.045160] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:36:41.330766] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:41.612515] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:36:41.894810] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:36:42.169287] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:36:42.451846] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:36:42.733716] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:36:42.733903] [INFO ] [CONFIGURE ] AMX: DISCARDED add_vwap (score: 70.00%) [2025-11-21T04:36:42.733963] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18494 tests [2025-11-21T04:36:42.734013] [INFO ] [CONFIGURE ] AMX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:36:42.734055] [INFO ] [CONFIGURE ] AMX: Best accuracy: 80.00% [2025-11-21T04:36:42.734098] [INFO ] [CONFIGURE ] AMX: Best feature set (2 features): ['add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T04:36:42.734141] [INFO ] [CONFIGURE ] AMX: Improvement over baseline: 20.00% [2025-11-21T04:36:42.734222] [INFO ] [CONFIGURE ] AMX: Total time: 1.3 minutes [2025-11-21T04:36:42.734267] [INFO ] [CONFIGURE ] AMX: Average time per feature: 2.6 seconds [2025-11-21T04:36:42.734305] [INFO ] [CONFIGURE ] AMX: Average speed: 0.39 features/sec [2025-11-21T04:36:42.734861] [INFO ] [LOCAL ] Saved configuration for AMX: 2 features, 80.00% accuracy -> ./output/feature-sets/AMX.json [2025-11-21T04:36:42.734925] [INFO ] [CONFIGURE ] AMX: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T04:36:42.734976] [INFO ] [sig ] [86/723] Successfully configured AMX | 0.01 sym/s | Total: 2.0h | ETA: 15.2h [2025-11-21T04:36:42.735025] [INFO ] [sig ] [87/723] Configuring AN... [2025-11-21T04:36:42.735068] [INFO ] [CONFIGURE ] AN: Configurate test run. [2025-11-21T04:36:42.735109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-11-21T04:36:42.915780] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AN'. [2025-11-21T04:36:42.916407] [INFO ] [CONFIGURE ] AN: Testing with 29 available features [2025-11-21T04:36:42.916490] [INFO ] [CONFIGURE ] AN: Establishing baseline with no features... [2025-11-21T04:36:43.115591] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:43.320739] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:36:43.519333] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:36:43.713845] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:36:43.908440] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:44.115919] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:36:44.314128] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:36:44.507990] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:36:44.699314] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:36:44.882027] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:36:44.882195] [INFO ] [CONFIGURE ] AN: Baseline score (no features): 40.00% [2025-11-21T04:36:44.882242] [INFO ] [CONFIGURE ] AN: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:36:44.882279] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:36:45.098413] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:45.316721] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:45.541363] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:36:45.760830] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:36:45.983620] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:46.212956] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:36:46.452226] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:36:46.690611] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:36:46.930449] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:36:47.218265] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:36:47.218746] [INFO ] [CONFIGURE ] AN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:36:47.218881] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18493 tests [2025-11-21T04:36:47.219005] [INFO ] [CONFIGURE ] AN: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:36:47.219184] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:36:47.521472] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:47.861860] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:48.103147] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:36:48.353175] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:36:48.601812] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:36:48.846453] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:36:49.089862] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:36:49.331700] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:36:49.581201] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:36:49.824199] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:36:49.824393] [INFO ] [CONFIGURE ] AN: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T04:36:49.824442] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18492 tests [2025-11-21T04:36:49.824482] [INFO ] [CONFIGURE ] AN: Testing feature 3/29: add_daily_returns [2025-11-21T04:36:49.824518] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:36:50.085635] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:50.353400] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:50.610700] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:36:50.891738] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:36:51.149239] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:51.414898] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:36:51.671927] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:36:51.940156] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:36:52.197829] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:36:52.473088] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:36:52.473327] [INFO ] [CONFIGURE ] AN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T04:36:52.473391] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18491 tests [2025-11-21T04:36:52.473441] [INFO ] [CONFIGURE ] AN: Testing feature 4/29: add_ema [2025-11-21T04:36:52.473489] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T04:36:52.778404] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:53.075837] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:53.383021] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:36:53.698469] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:36:54.043888] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:36:54.356027] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:36:54.660777] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:36:54.964198] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:36:55.271394] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:36:55.576637] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:36:55.576944] [INFO ] [CONFIGURE ] AN: DISCARDED add_ema (score: 30.00%) [2025-11-21T04:36:55.577169] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18490 tests [2025-11-21T04:36:55.577227] [INFO ] [CONFIGURE ] AN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:36:55.577277] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:36:55.868806] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:56.165469] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:36:56.463030] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:36:56.758261] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:36:57.030128] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:36:57.309085] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:36:57.583782] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:36:57.860555] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:36:58.137715] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:36:58.410759] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:36:58.410941] [INFO ] [CONFIGURE ] AN: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T04:36:58.410995] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18489 tests [2025-11-21T04:36:58.411043] [INFO ] [CONFIGURE ] AN: Testing feature 6/29: add_failed_moves [2025-11-21T04:36:58.411088] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T04:36:58.658740] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:36:58.908972] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:36:59.180740] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:36:59.423423] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:36:59.671472] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:36:59.917547] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:37:00.163106] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:00.416553] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:00.660144] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:37:01.052201] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:01.052484] [INFO ] [CONFIGURE ] AN: KEPT add_failed_moves (score: 80.00%) [2025-11-21T04:37:01.052792] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18488 tests [2025-11-21T04:37:01.052900] [INFO ] [CONFIGURE ] AN: Testing feature 7/29: add_lag_shelf [2025-11-21T04:37:01.052956] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T04:37:01.894434] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:02.235516] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:02.495510] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:02.756872] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:03.014777] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:37:03.271017] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:37:03.531590] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:03.786692] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:04.043159] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:37:04.316568] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:04.316909] [INFO ] [CONFIGURE ] AN: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T04:37:04.316998] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18487 tests [2025-11-21T04:37:04.317054] [INFO ] [CONFIGURE ] AN: Testing feature 8/29: add_macd [2025-11-21T04:37:04.317104] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T04:37:04.677010] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:05.031609] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:05.404581] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:05.767669] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:06.142334] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:06.524273] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:06.898371] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:37:07.272603] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:07.608019] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:07.935960] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:07.936189] [INFO ] [CONFIGURE ] AN: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:37:07.936252] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18486 tests [2025-11-21T04:37:07.936301] [INFO ] [CONFIGURE ] AN: Testing feature 9/29: add_mfi [2025-11-21T04:37:07.936346] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_mfi'] [2025-11-21T04:37:08.179333] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:08.420045] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:08.664720] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:08.910276] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:09.162815] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:09.416580] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:37:09.666100] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:09.923916] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:10.187592] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:10.442209] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:10.442408] [INFO ] [CONFIGURE ] AN: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:37:10.442498] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18485 tests [2025-11-21T04:37:10.442548] [INFO ] [CONFIGURE ] AN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:37:10.442591] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:37:10.775789] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:11.104770] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:11.454292] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:11.797843] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:12.139001] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:37:12.506489] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:12.870769] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:13.229086] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:13.591169] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:13.967891] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:13.968194] [INFO ] [CONFIGURE ] AN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T04:37:13.968260] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18484 tests [2025-11-21T04:37:13.968314] [INFO ] [CONFIGURE ] AN: Testing feature 11/29: add_obv_daily [2025-11-21T04:37:13.968363] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T04:37:14.229916] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:14.497892] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:14.749565] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:37:15.011478] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:15.287603] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:37:15.562368] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:15.835161] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:37:16.113540] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:16.392689] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:16.677572] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:16.677833] [INFO ] [CONFIGURE ] AN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T04:37:16.677898] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18483 tests [2025-11-21T04:37:16.677952] [INFO ] [CONFIGURE ] AN: Testing feature 12/29: add_obv_interval [2025-11-21T04:37:16.678001] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T04:37:16.947954] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:17.215905] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:17.492613] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:17.760782] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:18.031909] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:18.296543] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:18.557518] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:37:18.805509] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:19.065486] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:19.316402] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:19.316666] [INFO ] [CONFIGURE ] AN: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:37:19.316732] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18482 tests [2025-11-21T04:37:19.316781] [INFO ] [CONFIGURE ] AN: Testing feature 13/29: add_opening_strength [2025-11-21T04:37:19.316825] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:37:19.607868] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:19.874406] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:20.187363] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:20.483345] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:20.777875] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:21.074949] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:21.373449] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:21.673524] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:21.985668] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:22.310252] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:22.310552] [INFO ] [CONFIGURE ] AN: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:37:22.310639] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18481 tests [2025-11-21T04:37:22.310740] [INFO ] [CONFIGURE ] AN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:37:22.310805] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T04:37:22.596086] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:22.886086] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:23.166475] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:23.454925] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:23.747978] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:37:24.043873] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:24.331075] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:37:24.637093] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:24.927666] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:25.214413] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:25.214706] [INFO ] [CONFIGURE ] AN: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T04:37:25.214771] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18480 tests [2025-11-21T04:37:25.214825] [INFO ] [CONFIGURE ] AN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:37:25.214934] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T04:37:25.482803] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:25.737908] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:26.003137] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:26.268697] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:37:26.537982] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:37:26.805600] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:27.077099] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:27.354841] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:27.624136] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:27.891268] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:27.891514] [INFO ] [CONFIGURE ] AN: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T04:37:27.891573] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18479 tests [2025-11-21T04:37:27.891621] [INFO ] [CONFIGURE ] AN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:37:27.891689] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T04:37:28.179526] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:28.458174] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:28.741621] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:29.032246] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:29.322392] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:29.605168] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:29.887342] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:30.181097] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:30.481369] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:30.774839] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:30.775095] [INFO ] [CONFIGURE ] AN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:37:30.775156] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18478 tests [2025-11-21T04:37:30.775202] [INFO ] [CONFIGURE ] AN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:37:30.775250] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T04:37:31.065366] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:31.348607] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:31.630813] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:37:31.919671] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:32.201422] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:32.487283] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:32.768963] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:33.050618] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:33.330455] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:33.611549] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:33.611814] [INFO ] [CONFIGURE ] AN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:37:33.611879] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18477 tests [2025-11-21T04:37:33.611931] [INFO ] [CONFIGURE ] AN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:37:33.612016] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T04:37:33.873838] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:34.141854] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:34.429526] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:34.692939] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:34.959454] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:35.221917] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:37:35.489181] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:35.765188] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:36.040505] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:36.309212] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:36.309526] [INFO ] [CONFIGURE ] AN: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T04:37:36.309588] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18476 tests [2025-11-21T04:37:36.309638] [INFO ] [CONFIGURE ] AN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:37:36.309709] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T04:37:36.577531] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:36.843873] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:37.112143] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:37.383072] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:37.653541] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:37.920996] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:37:38.190544] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:38.459262] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:38.766572] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:39.036295] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:39.036501] [INFO ] [CONFIGURE ] AN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:37:39.036563] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18475 tests [2025-11-21T04:37:39.036627] [INFO ] [CONFIGURE ] AN: Testing feature 20/29: add_price_rejection [2025-11-21T04:37:39.036704] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T04:37:39.313552] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:39.591981] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:39.874928] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:37:40.227102] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:40.530751] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:37:40.821752] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:41.091338] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:41.346234] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:41.610405] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:41.860020] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:41.860220] [INFO ] [CONFIGURE ] AN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:37:41.860279] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18474 tests [2025-11-21T04:37:41.860326] [INFO ] [CONFIGURE ] AN: Testing feature 21/29: add_range_position [2025-11-21T04:37:41.860368] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_range_position'] [2025-11-21T04:37:42.128605] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:37:42.398983] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:42.663170] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:37:42.924770] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:37:43.185265] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:37:43.449920] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:43.714393] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:43.978583] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:44.240087] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:44.501981] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:44.502180] [INFO ] [CONFIGURE ] AN: DISCARDED add_range_position (score: 50.00%) [2025-11-21T04:37:44.502238] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18473 tests [2025-11-21T04:37:44.502288] [INFO ] [CONFIGURE ] AN: Testing feature 22/29: add_realized_volatility [2025-11-21T04:37:44.502332] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T04:37:44.845730] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:45.188490] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:45.531058] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:45.892030] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:46.270338] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:46.629053] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:46.999462] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:47.357195] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:47.703721] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:37:48.055080] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:48.055290] [INFO ] [CONFIGURE ] AN: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T04:37:48.055351] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18472 tests [2025-11-21T04:37:48.055401] [INFO ] [CONFIGURE ] AN: Testing feature 23/29: add_recent_range_context [2025-11-21T04:37:48.055448] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T04:37:48.328635] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:48.597402] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:48.872123] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:37:49.140109] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:37:49.411120] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:49.679477] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:49.948703] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:37:50.253971] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:50.562344] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:50.848038] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:50.848273] [INFO ] [CONFIGURE ] AN: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T04:37:50.848332] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18471 tests [2025-11-21T04:37:50.848372] [INFO ] [CONFIGURE ] AN: Testing feature 24/29: add_rsi [2025-11-21T04:37:50.848420] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T04:37:51.170558] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:51.498099] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:51.818504] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:52.133674] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:37:52.460248] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:37:52.782089] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:53.103289] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:53.430841] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:53.761430] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:54.094511] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:54.094773] [INFO ] [CONFIGURE ] AN: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:37:54.094835] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18470 tests [2025-11-21T04:37:54.094877] [INFO ] [CONFIGURE ] AN: Testing feature 25/29: add_tick_distribution [2025-11-21T04:37:54.094959] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T04:37:54.368974] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:54.638721] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:37:54.912314] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:37:55.184149] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:55.457592] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:55.731306] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:56.008124] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:37:56.276591] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:56.549547] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:56.837365] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:56.837669] [INFO ] [CONFIGURE ] AN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:37:56.837748] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18469 tests [2025-11-21T04:37:56.837809] [INFO ] [CONFIGURE ] AN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:37:56.837860] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T04:37:57.107825] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:37:57.379705] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:37:57.651630] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:37:57.917955] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:37:58.184242] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:37:58.452933] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:37:58.715409] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:37:58.976007] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:37:59.248043] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:37:59.523238] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:37:59.523495] [INFO ] [CONFIGURE ] AN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:37:59.523560] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18468 tests [2025-11-21T04:37:59.523622] [INFO ] [CONFIGURE ] AN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:37:59.523691] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T04:37:59.815942] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:38:00.139325] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:01.039294] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:01.417868] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:38:01.728048] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:38:02.061494] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:02.366358] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:38:02.672217] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:02.983094] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:38:03.296818] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:03.297098] [INFO ] [CONFIGURE ] AN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T04:38:03.297220] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18467 tests [2025-11-21T04:38:03.297277] [INFO ] [CONFIGURE ] AN: Testing feature 28/29: add_volume_profile [2025-11-21T04:38:03.297326] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T04:38:03.585200] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:38:03.850695] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:04.124113] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:04.404432] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:38:04.685998] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:38:04.971544] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:05.248446] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:38:05.523839] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:05.808044] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:38:06.092471] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:06.092843] [INFO ] [CONFIGURE ] AN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:38:06.092915] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18466 tests [2025-11-21T04:38:06.092970] [INFO ] [CONFIGURE ] AN: Testing feature 29/29: add_vwap [2025-11-21T04:38:06.093021] [INFO ] [CONFIGURE ] AN: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap'] [2025-11-21T04:38:06.370081] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:38:06.641769] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:38:06.919094] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:07.193224] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:38:07.470236] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:38:07.752242] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:08.033859] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:38:08.327501] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:08.621732] [DEBUG] [FORECASTER] AN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:38:08.923289] [DEBUG] [FORECASTER] AN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:08.923549] [INFO ] [CONFIGURE ] AN: DISCARDED add_vwap (score: 50.00%) [2025-11-21T04:38:08.923617] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18465 tests [2025-11-21T04:38:08.923698] [INFO ] [CONFIGURE ] AN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:38:08.923746] [INFO ] [CONFIGURE ] AN: Best accuracy: 80.00% [2025-11-21T04:38:08.923791] [INFO ] [CONFIGURE ] AN: Best feature set (2 features): ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T04:38:08.923832] [INFO ] [CONFIGURE ] AN: Improvement over baseline: 40.00% [2025-11-21T04:38:08.923874] [INFO ] [CONFIGURE ] AN: Total time: 1.4 minutes [2025-11-21T04:38:08.923917] [INFO ] [CONFIGURE ] AN: Average time per feature: 2.9 seconds [2025-11-21T04:38:08.923960] [INFO ] [CONFIGURE ] AN: Average speed: 0.35 features/sec [2025-11-21T04:38:08.924379] [INFO ] [LOCAL ] Saved configuration for AN: 2 features, 80.00% accuracy -> ./output/feature-sets/AN.json [2025-11-21T04:38:08.924465] [INFO ] [CONFIGURE ] AN: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T04:38:08.924528] [INFO ] [sig ] [87/723] Successfully configured AN | 0.01 sym/s | Total: 2.1h | ETA: 15.2h [2025-11-21T04:38:08.924590] [INFO ] [sig ] [88/723] Configuring ANET... [2025-11-21T04:38:08.924639] [INFO ] [CONFIGURE ] ANET: Configurate test run. [2025-11-21T04:38:08.924708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'. [2025-11-21T04:38:09.001818] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ANET'. [2025-11-21T04:38:09.002614] [INFO ] [CONFIGURE ] ANET: Testing with 29 available features [2025-11-21T04:38:09.002725] [INFO ] [CONFIGURE ] ANET: Establishing baseline with no features... [2025-11-21T04:38:09.219439] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:09.416788] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:09.607280] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:09.807366] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:10.003501] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:10.203936] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:10.402928] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:10.600517] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:10.802260] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:11.000382] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:11.000599] [INFO ] [CONFIGURE ] ANET: Baseline score (no features): 60.00% [2025-11-21T04:38:11.000675] [INFO ] [CONFIGURE ] ANET: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:38:11.000719] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:38:11.230491] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:11.459632] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:11.681307] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:11.930563] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:12.165731] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:12.395122] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:12.643598] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:12.883062] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:38:13.117091] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:13.350295] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:13.350500] [INFO ] [CONFIGURE ] ANET: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T04:38:13.350549] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18464 tests [2025-11-21T04:38:13.350588] [INFO ] [CONFIGURE ] ANET: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:38:13.350622] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:38:13.593904] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:13.830931] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:14.075766] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:14.316975] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:14.555326] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:14.795188] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:15.031795] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:15.275154] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:38:15.515313] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:15.769869] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:15.770263] [INFO ] [CONFIGURE ] ANET: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T04:38:15.770377] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18463 tests [2025-11-21T04:38:15.770485] [INFO ] [CONFIGURE ] ANET: Testing feature 3/29: add_daily_returns [2025-11-21T04:38:15.770596] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_daily_returns'] [2025-11-21T04:38:15.989364] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:16.202312] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:16.414762] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:16.635493] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:16.857096] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:17.070418] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:17.285854] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:38:17.513739] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:38:17.726294] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:17.945141] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:17.945573] [INFO ] [CONFIGURE ] ANET: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T04:38:17.945807] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18462 tests [2025-11-21T04:38:17.945922] [INFO ] [CONFIGURE ] ANET: Testing feature 4/29: add_ema [2025-11-21T04:38:17.946027] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_ema'] [2025-11-21T04:38:18.199106] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:38:18.447358] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:18.701829] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:18.953536] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:19.207235] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:19.445962] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:19.688080] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:19.935238] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:38:20.175953] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:38:20.426569] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:20.426841] [INFO ] [CONFIGURE ] ANET: DISCARDED add_ema (score: 30.00%) [2025-11-21T04:38:20.427003] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18461 tests [2025-11-21T04:38:20.427076] [INFO ] [CONFIGURE ] ANET: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:38:20.427123] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:38:20.667785] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:20.930278] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:21.176245] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:21.417985] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:21.654093] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:21.900675] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:22.138105] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:22.347753] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:22.593173] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:22.840135] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:22.840365] [INFO ] [CONFIGURE ] ANET: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T04:38:22.840425] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18460 tests [2025-11-21T04:38:22.840502] [INFO ] [CONFIGURE ] ANET: Testing feature 6/29: add_failed_moves [2025-11-21T04:38:22.840560] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T04:38:23.107085] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:23.356423] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:23.614797] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:23.872201] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:24.143113] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:24.395200] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:24.659210] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:38:24.910000] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:25.161250] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:25.398563] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:25.398838] [INFO ] [CONFIGURE ] ANET: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:38:25.398920] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18459 tests [2025-11-21T04:38:25.398977] [INFO ] [CONFIGURE ] ANET: Testing feature 7/29: add_lag_shelf [2025-11-21T04:38:25.399029] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T04:38:25.652550] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:25.904069] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:26.144350] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:26.395504] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:26.651781] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:26.886926] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:27.137603] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:38:27.398981] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:27.705146] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:27.974426] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:27.974717] [INFO ] [CONFIGURE ] ANET: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:38:27.974833] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18458 tests [2025-11-21T04:38:27.974917] [INFO ] [CONFIGURE ] ANET: Testing feature 8/29: add_macd [2025-11-21T04:38:27.974980] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T04:38:28.272331] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:38:28.543137] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:28.815801] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:29.087231] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:29.371004] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:29.647847] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:29.964087] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:30.280846] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:38:30.588518] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:30.879284] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:30.879492] [INFO ] [CONFIGURE ] ANET: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:38:30.879573] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18457 tests [2025-11-21T04:38:30.879624] [INFO ] [CONFIGURE ] ANET: Testing feature 9/29: add_mfi [2025-11-21T04:38:30.879684] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T04:38:31.124268] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:31.331883] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:31.555999] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:31.804872] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:32.039905] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:32.299663] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:32.552773] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:38:32.780471] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:33.013406] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:33.254928] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:33.255331] [INFO ] [CONFIGURE ] ANET: DISCARDED add_mfi (score: 60.00%) [2025-11-21T04:38:33.255401] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18456 tests [2025-11-21T04:38:33.255463] [INFO ] [CONFIGURE ] ANET: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:38:33.255721] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:38:33.633074] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:34.006066] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:34.399253] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:34.780847] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:35.114663] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:35.428158] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:35.758846] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:36.099810] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:38:36.438321] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:36.791574] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:36.791816] [INFO ] [CONFIGURE ] ANET: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T04:38:36.791879] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18455 tests [2025-11-21T04:38:36.791942] [INFO ] [CONFIGURE ] ANET: Testing feature 11/29: add_obv_daily [2025-11-21T04:38:36.792001] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T04:38:37.060042] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:38:37.328590] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:37.603066] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:37.937254] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:38.208388] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:38.489493] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:38.771299] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:39.045742] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:39.309307] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:38:39.577620] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:38:39.577930] [INFO ] [CONFIGURE ] ANET: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T04:38:39.577994] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18454 tests [2025-11-21T04:38:39.578045] [INFO ] [CONFIGURE ] ANET: Testing feature 12/29: add_obv_interval [2025-11-21T04:38:39.578092] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T04:38:39.842353] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:38:40.120106] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:40.388579] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:40.673022] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:40.953634] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:41.234567] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T04:38:41.518424] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:38:41.801872] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:38:42.078853] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:38:42.357550] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:42.357858] [INFO ] [CONFIGURE ] ANET: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T04:38:42.357920] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18453 tests [2025-11-21T04:38:42.357971] [INFO ] [CONFIGURE ] ANET: Testing feature 13/29: add_opening_strength [2025-11-21T04:38:42.358017] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:38:42.639299] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:42.932529] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:43.262184] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:43.564428] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:43.863997] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:44.153070] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:44.454180] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:44.758102] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:45.073825] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:45.376184] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:45.376454] [INFO ] [CONFIGURE ] ANET: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:38:45.376517] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18452 tests [2025-11-21T04:38:45.376566] [INFO ] [CONFIGURE ] ANET: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:38:45.376603] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T04:38:45.661470] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:38:45.981208] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:46.245319] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:46.510380] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:46.763340] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:47.011788] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:47.262884] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:47.512220] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:38:47.800586] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:48.055636] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:48.055859] [INFO ] [CONFIGURE ] ANET: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T04:38:48.055920] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18451 tests [2025-11-21T04:38:48.055971] [INFO ] [CONFIGURE ] ANET: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:38:48.056012] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T04:38:48.281586] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:48.499827] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:48.741414] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:48.994536] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:49.260914] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:49.524609] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:49.786980] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:50.046361] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:50.319666] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:50.577637] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:50.577897] [INFO ] [CONFIGURE ] ANET: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:38:50.577959] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18450 tests [2025-11-21T04:38:50.578013] [INFO ] [CONFIGURE ] ANET: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:38:50.578053] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T04:38:50.866639] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:51.145101] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:51.441425] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:38:51.722351] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:52.006841] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:52.287000] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:52.557051] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:52.829803] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:53.102352] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:38:53.371957] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:53.372162] [INFO ] [CONFIGURE ] ANET: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:38:53.372225] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18449 tests [2025-11-21T04:38:53.372282] [INFO ] [CONFIGURE ] ANET: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:38:53.372343] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T04:38:53.651069] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:53.928484] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:54.208394] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:54.484986] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:54.753912] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:55.033236] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:55.310200] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:55.589549] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:55.893411] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:56.179588] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:56.179805] [INFO ] [CONFIGURE ] ANET: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:38:56.179863] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18448 tests [2025-11-21T04:38:56.179911] [INFO ] [CONFIGURE ] ANET: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:38:56.179961] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T04:38:56.427323] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:38:56.681231] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:56.925456] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:57.172009] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:57.413733] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:38:57.671517] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:38:57.919702] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:38:58.170988] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:38:58.423136] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:38:58.678580] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:38:58.678821] [INFO ] [CONFIGURE ] ANET: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:38:58.678881] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18447 tests [2025-11-21T04:38:58.678927] [INFO ] [CONFIGURE ] ANET: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:38:58.678970] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T04:38:58.932916] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:38:59.189266] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:38:59.444470] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:38:59.693017] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:38:59.939988] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:00.190241] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:01.129815] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:39:01.676567] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:01.950454] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:02.227513] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:02.227746] [INFO ] [CONFIGURE ] ANET: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T04:39:02.227809] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18446 tests [2025-11-21T04:39:02.227859] [INFO ] [CONFIGURE ] ANET: Testing feature 20/29: add_price_rejection [2025-11-21T04:39:02.227904] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T04:39:02.521795] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:39:02.793019] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:03.055761] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:39:03.310608] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:39:03.572004] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:03.837572] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:04.093261] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:04.359490] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:04.631411] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:04.891674] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:04.891879] [INFO ] [CONFIGURE ] ANET: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:39:04.891938] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18445 tests [2025-11-21T04:39:04.892007] [INFO ] [CONFIGURE ] ANET: Testing feature 21/29: add_range_position [2025-11-21T04:39:04.892053] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T04:39:05.172468] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:05.453625] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:05.759564] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:39:06.050232] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:39:06.328210] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:06.613773] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:06.896607] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:07.186689] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:07.480007] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:07.777473] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:07.777713] [INFO ] [CONFIGURE ] ANET: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:39:07.777777] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18444 tests [2025-11-21T04:39:07.777821] [INFO ] [CONFIGURE ] ANET: Testing feature 22/29: add_realized_volatility [2025-11-21T04:39:07.777871] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T04:39:08.150820] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:08.525038] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:08.894688] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:39:09.264411] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:39:09.624048] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:09.986168] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:10.351752] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:10.714111] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:11.090403] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:11.457078] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:11.457307] [INFO ] [CONFIGURE ] ANET: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:39:11.457368] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18443 tests [2025-11-21T04:39:11.457420] [INFO ] [CONFIGURE ] ANET: Testing feature 23/29: add_recent_range_context [2025-11-21T04:39:11.457458] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T04:39:11.723673] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:39:11.977856] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:12.235224] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:39:12.494389] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:39:12.753274] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:13.008116] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:13.273438] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:13.525504] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:13.776729] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:39:14.027874] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:14.028084] [INFO ] [CONFIGURE ] ANET: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T04:39:14.028154] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18442 tests [2025-11-21T04:39:14.028203] [INFO ] [CONFIGURE ] ANET: Testing feature 24/29: add_rsi [2025-11-21T04:39:14.028239] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T04:39:14.334348] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:14.643275] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:14.940245] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:39:15.243318] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:39:15.546534] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:15.869778] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:16.178528] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:16.489371] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:16.786475] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:17.087210] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:17.087411] [INFO ] [CONFIGURE ] ANET: DISCARDED add_rsi (score: 40.00%) [2025-11-21T04:39:17.087472] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18441 tests [2025-11-21T04:39:17.087521] [INFO ] [CONFIGURE ] ANET: Testing feature 25/29: add_tick_distribution [2025-11-21T04:39:17.087565] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T04:39:17.341816] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:39:17.590027] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:17.839443] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:39:18.093164] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:39:18.341337] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:18.595255] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:18.847442] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:39:19.118100] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:19.368117] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:39:19.619452] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:19.619708] [INFO ] [CONFIGURE ] ANET: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T04:39:19.619773] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18440 tests [2025-11-21T04:39:19.619820] [INFO ] [CONFIGURE ] ANET: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:39:19.619865] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T04:39:19.872846] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:39:20.124254] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:20.385869] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:39:20.656847] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:39:20.921542] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:21.189844] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:21.461166] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:39:21.733777] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:21.996427] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:39:22.279184] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:22.279437] [INFO ] [CONFIGURE ] ANET: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T04:39:22.279505] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18439 tests [2025-11-21T04:39:22.279555] [INFO ] [CONFIGURE ] ANET: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:39:22.279599] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T04:39:22.553086] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:39:22.820369] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:23.082209] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:39:23.347313] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:39:23.616481] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:23.883947] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:24.159946] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:24.432634] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:24.704570] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:24.971673] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:24.971879] [INFO ] [CONFIGURE ] ANET: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T04:39:24.971938] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18438 tests [2025-11-21T04:39:24.971988] [INFO ] [CONFIGURE ] ANET: Testing feature 28/29: add_volume_profile [2025-11-21T04:39:24.972030] [INFO ] [CONFIGURE ] ANET: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T04:39:25.228344] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:39:25.488059] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:25.754461] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:39:26.023814] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:39:26.304671] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:26.580359] [DEBUG] [FORECASTER] ANET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:39:26.852531] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:27.117890] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:27.374776] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:27.644019] [DEBUG] [FORECASTER] ANET: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:27.644219] [INFO ] [CONFIGURE ] ANET: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:39:27.644277] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18437 tests [2025-11-21T04:39:27.644327] [INFO ] [CONFIGURE ] ANET: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:39:27.644373] [INFO ] [CONFIGURE ] ANET: Best accuracy: 70.00% [2025-11-21T04:39:27.644415] [INFO ] [CONFIGURE ] ANET: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:39:27.644455] [INFO ] [CONFIGURE ] ANET: Improvement over baseline: 10.00% [2025-11-21T04:39:27.644493] [INFO ] [CONFIGURE ] ANET: Total time: 1.3 minutes [2025-11-21T04:39:27.644531] [INFO ] [CONFIGURE ] ANET: Average time per feature: 2.7 seconds [2025-11-21T04:39:27.644568] [INFO ] [CONFIGURE ] ANET: Average speed: 0.38 features/sec [2025-11-21T04:39:27.644961] [INFO ] [LOCAL ] Saved configuration for ANET: 2 features, 70.00% accuracy -> ./output/feature-sets/ANET.json [2025-11-21T04:39:27.645021] [INFO ] [CONFIGURE ] ANET: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T04:39:27.645071] [INFO ] [sig ] [88/723] Successfully configured ANET | 0.01 sym/s | Total: 2.1h | ETA: 15.1h [2025-11-21T04:39:27.645115] [INFO ] [sig ] [89/723] Configuring AOD... [2025-11-21T04:39:27.645155] [INFO ] [CONFIGURE ] AOD: Configurate test run. [2025-11-21T04:39:27.645194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'. [2025-11-21T04:39:27.692300] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AOD'. [2025-11-21T04:39:27.692698] [INFO ] [CONFIGURE ] AOD: Testing with 29 available features [2025-11-21T04:39:27.692763] [INFO ] [CONFIGURE ] AOD: Establishing baseline with no features... [2025-11-21T04:39:27.882282] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:28.074563] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:28.267201] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:28.458368] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:39:28.650932] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:28.850212] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:39:29.048324] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:29.253577] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:29.455056] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:29.658857] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:29.659090] [INFO ] [CONFIGURE ] AOD: Baseline score (no features): 60.00% [2025-11-21T04:39:29.659169] [INFO ] [CONFIGURE ] AOD: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:39:29.659232] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:39:29.890565] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:30.112593] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:30.333120] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:30.553702] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:30.775623] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:31.019311] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:39:31.243244] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:31.466328] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:31.690393] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:31.913131] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:39:31.913531] [INFO ] [CONFIGURE ] AOD: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T04:39:31.913658] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18436 tests [2025-11-21T04:39:31.913760] [INFO ] [CONFIGURE ] AOD: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:39:31.913855] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:39:32.155440] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:32.396444] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:32.632470] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:39:32.867796] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:33.105277] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:33.336126] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:39:33.569619] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:33.805062] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:34.032083] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:39:34.292079] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:34.292294] [INFO ] [CONFIGURE ] AOD: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:39:34.292344] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18435 tests [2025-11-21T04:39:34.292383] [INFO ] [CONFIGURE ] AOD: Testing feature 3/29: add_daily_returns [2025-11-21T04:39:34.292418] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_daily_returns'] [2025-11-21T04:39:34.501836] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:34.711062] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:34.918257] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:35.127391] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:35.336753] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:35.553553] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:39:35.766762] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:35.968542] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:36.250116] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:36.521837] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:39:36.522236] [INFO ] [CONFIGURE ] AOD: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T04:39:36.522365] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18434 tests [2025-11-21T04:39:36.522470] [INFO ] [CONFIGURE ] AOD: Testing feature 4/29: add_ema [2025-11-21T04:39:36.522572] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_ema'] [2025-11-21T04:39:36.783716] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:37.021662] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:37.269668] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:39:37.514519] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:37.759168] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:38.012173] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:39:38.267943] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:38.537009] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:38.792520] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:39:39.049944] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:39.050201] [INFO ] [CONFIGURE ] AOD: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:39:39.050255] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18433 tests [2025-11-21T04:39:39.050297] [INFO ] [CONFIGURE ] AOD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:39:39.050334] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:39:39.296155] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:39.536801] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:39.784877] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:40.033788] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:40.303105] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:40.548406] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:39:40.792371] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:41.038727] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:41.293578] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:39:41.533554] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:39:41.533844] [INFO ] [CONFIGURE ] AOD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T04:39:41.533930] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18432 tests [2025-11-21T04:39:41.533990] [INFO ] [CONFIGURE ] AOD: Testing feature 6/29: add_failed_moves [2025-11-21T04:39:41.534039] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves'] [2025-11-21T04:39:41.734621] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:41.939893] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:42.158053] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:42.369353] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:42.577089] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:39:42.784487] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:39:42.996465] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:43.207783] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:43.422552] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:43.642326] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:39:43.642599] [INFO ] [CONFIGURE ] AOD: KEPT add_failed_moves (score: 80.00%) [2025-11-21T04:39:43.642674] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18431 tests [2025-11-21T04:39:43.642750] [INFO ] [CONFIGURE ] AOD: Testing feature 7/29: add_lag_shelf [2025-11-21T04:39:43.642802] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T04:39:43.857366] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:44.065003] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:44.277055] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:44.489332] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:44.695745] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:39:44.902051] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:39:45.117552] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:45.326418] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:45.532389] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:45.739313] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:39:45.739742] [INFO ] [CONFIGURE ] AOD: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T04:39:45.739860] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18430 tests [2025-11-21T04:39:45.739959] [INFO ] [CONFIGURE ] AOD: Testing feature 8/29: add_macd [2025-11-21T04:39:45.740075] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T04:39:46.043918] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:46.366216] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:46.675807] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:39:46.984275] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:47.290965] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:47.595975] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:39:47.908037] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:48.215834] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:48.523665] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:39:48.835834] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:39:48.836093] [INFO ] [CONFIGURE ] AOD: DISCARDED add_macd (score: 30.00%) [2025-11-21T04:39:48.836156] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18429 tests [2025-11-21T04:39:48.836204] [INFO ] [CONFIGURE ] AOD: Testing feature 9/29: add_mfi [2025-11-21T04:39:48.836255] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T04:39:49.054998] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:49.273038] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:49.495677] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:49.716452] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:39:49.935887] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:39:50.155583] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:39:50.395379] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:50.620803] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:50.852752] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:39:51.078174] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:51.078449] [INFO ] [CONFIGURE ] AOD: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:39:51.078518] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18428 tests [2025-11-21T04:39:51.078582] [INFO ] [CONFIGURE ] AOD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:39:51.078632] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:39:51.411235] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:51.724905] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:39:52.038485] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:52.354130] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:52.670939] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:53.002715] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:39:53.324772] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:53.666099] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:39:53.978574] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:54.282787] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:54.283034] [INFO ] [CONFIGURE ] AOD: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T04:39:54.283093] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18427 tests [2025-11-21T04:39:54.283143] [INFO ] [CONFIGURE ] AOD: Testing feature 11/29: add_obv_daily [2025-11-21T04:39:54.283246] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T04:39:54.501926] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:54.720349] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:54.950437] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:39:55.180925] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:55.397904] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:55.621177] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:39:55.855693] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:56.103322] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:56.337961] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:56.569883] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:56.570311] [INFO ] [CONFIGURE ] AOD: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:39:56.570427] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18426 tests [2025-11-21T04:39:56.570527] [INFO ] [CONFIGURE ] AOD: Testing feature 12/29: add_obv_interval [2025-11-21T04:39:56.570659] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T04:39:56.787491] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:56.995834] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:57.223276] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:39:57.447584] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:39:57.672993] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:39:57.898229] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:39:58.125003] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:39:58.348634] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:39:58.572143] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:39:58.799746] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:39:58.800003] [INFO ] [CONFIGURE ] AOD: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:39:58.800066] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18425 tests [2025-11-21T04:39:58.800118] [INFO ] [CONFIGURE ] AOD: Testing feature 13/29: add_opening_strength [2025-11-21T04:39:58.800168] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:39:59.045868] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:39:59.287336] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:39:59.532140] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:39:59.783074] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:00.028444] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:00.272825] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:00.524049] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:01.510753] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:01.947146] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:02.234287] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:02.234558] [INFO ] [CONFIGURE ] AOD: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:40:02.234621] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18424 tests [2025-11-21T04:40:02.234703] [INFO ] [CONFIGURE ] AOD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:40:02.234752] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T04:40:02.485462] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:02.729459] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:02.967517] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:03.203449] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:03.440259] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:40:03.688271] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:40:03.931779] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:04.176851] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:04.421669] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:04.675536] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:04.675810] [INFO ] [CONFIGURE ] AOD: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:40:04.675882] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18423 tests [2025-11-21T04:40:04.675936] [INFO ] [CONFIGURE ] AOD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:40:04.675989] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T04:40:04.893429] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:05.109025] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:05.327011] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:05.549299] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:05.769282] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:05.996326] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:06.209982] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:06.430160] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:06.648590] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:06.865247] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:40:06.865488] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:40:06.865539] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18422 tests [2025-11-21T04:40:06.865578] [INFO ] [CONFIGURE ] AOD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:40:06.865614] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T04:40:07.100624] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:07.354631] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:07.593275] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:07.850760] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:08.114916] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:08.366891] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:08.609986] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:08.854976] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:40:09.089616] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:09.324240] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:40:09.324433] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:40:09.324484] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18421 tests [2025-11-21T04:40:09.324526] [INFO ] [CONFIGURE ] AOD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:40:09.324563] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T04:40:09.555564] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:09.794181] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:10.040315] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:10.293833] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:10.546314] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:10.783616] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:40:11.019248] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:11.262322] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:11.507311] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:11.747854] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:11.748103] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:40:11.748190] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18420 tests [2025-11-21T04:40:11.748245] [INFO ] [CONFIGURE ] AOD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:40:11.748293] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T04:40:11.951552] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:12.161489] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:12.376203] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:12.590462] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:12.804750] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:40:13.028357] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:40:13.245324] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:13.460973] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:13.682882] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:13.905232] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:40:13.905527] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:40:13.905580] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18419 tests [2025-11-21T04:40:13.905621] [INFO ] [CONFIGURE ] AOD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:40:13.905679] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T04:40:14.119624] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:14.336351] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:14.550017] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:14.764860] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:14.986256] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:15.203931] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:15.417970] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:15.641210] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:15.863609] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:16.085776] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:40:16.086039] [INFO ] [CONFIGURE ] AOD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:40:16.086279] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18418 tests [2025-11-21T04:40:16.086394] [INFO ] [CONFIGURE ] AOD: Testing feature 20/29: add_price_rejection [2025-11-21T04:40:16.086502] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-21T04:40:16.313697] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:16.546348] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:16.791002] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:17.016561] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:17.243255] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:17.469521] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:17.699583] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:17.928090] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:40:18.167344] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:18.405331] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:40:18.405659] [INFO ] [CONFIGURE ] AOD: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:40:18.405749] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18417 tests [2025-11-21T04:40:18.405806] [INFO ] [CONFIGURE ] AOD: Testing feature 21/29: add_range_position [2025-11-21T04:40:18.405869] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-21T04:40:18.658346] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:18.908629] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:19.164126] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:19.414790] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:19.675133] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:19.933777] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:20.184000] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:20.433552] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:40:20.686930] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:20.945495] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:40:20.945783] [INFO ] [CONFIGURE ] AOD: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:40:20.945848] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18416 tests [2025-11-21T04:40:20.945931] [INFO ] [CONFIGURE ] AOD: Testing feature 22/29: add_realized_volatility [2025-11-21T04:40:20.945981] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-21T04:40:21.291813] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:21.638377] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:21.980409] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:22.320151] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:22.651135] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:23.017389] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:23.432818] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:23.893886] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:40:24.245697] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:40:24.559470] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:24.559710] [INFO ] [CONFIGURE ] AOD: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:40:24.559773] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18415 tests [2025-11-21T04:40:24.559849] [INFO ] [CONFIGURE ] AOD: Testing feature 23/29: add_recent_range_context [2025-11-21T04:40:24.559906] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-21T04:40:24.755701] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:24.963088] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:25.159351] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:25.356859] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:25.557102] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:25.784921] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:25.994082] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:26.207115] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:26.413342] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:26.622201] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:26.622611] [INFO ] [CONFIGURE ] AOD: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:40:26.622743] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18414 tests [2025-11-21T04:40:26.622841] [INFO ] [CONFIGURE ] AOD: Testing feature 24/29: add_rsi [2025-11-21T04:40:26.623001] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T04:40:26.881155] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:27.145422] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:27.421486] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:27.709457] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:27.986396] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:28.272708] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:40:28.546577] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:40:28.831375] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:40:29.107816] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:29.376391] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:29.376620] [INFO ] [CONFIGURE ] AOD: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:40:29.376773] [INFO ] [CONFIGURE ] JOB ETA: 14.9h | Avg: 2.9s/test | Remaining: 18413 tests [2025-11-21T04:40:29.376850] [INFO ] [CONFIGURE ] AOD: Testing feature 25/29: add_tick_distribution [2025-11-21T04:40:29.376895] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-21T04:40:29.600981] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:29.822404] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:30.051690] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:30.288336] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:30.509347] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:30.740475] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:30.966894] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:31.190360] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:31.419838] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:31.647881] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:31.648256] [INFO ] [CONFIGURE ] AOD: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T04:40:31.648372] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18412 tests [2025-11-21T04:40:31.648473] [INFO ] [CONFIGURE ] AOD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:40:31.648589] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T04:40:31.873936] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:32.106225] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:32.340218] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:32.570953] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:32.796861] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:40:33.031021] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:33.253813] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:40:33.487949] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:40:33.728514] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:40:33.981346] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:40:33.981635] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:40:33.981917] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18411 tests [2025-11-21T04:40:33.982020] [INFO ] [CONFIGURE ] AOD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:40:33.982135] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T04:40:34.238443] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:34.484847] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:34.735460] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:34.981658] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:35.228376] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:35.468720] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:40:35.714076] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:35.962814] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:40:36.207801] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:40:36.458133] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:36.458344] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T04:40:36.458404] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18410 tests [2025-11-21T04:40:36.458514] [INFO ] [CONFIGURE ] AOD: Testing feature 28/29: add_volume_profile [2025-11-21T04:40:36.458561] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-21T04:40:36.684446] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:36.913407] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:37.148112] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:40:37.373469] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:37.601230] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:37.822046] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:40:38.044445] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:38.267401] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:40:38.487104] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:40:38.708286] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:40:38.708627] [INFO ] [CONFIGURE ] AOD: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:40:38.708759] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18409 tests [2025-11-21T04:40:38.708862] [INFO ] [CONFIGURE ] AOD: Testing feature 29/29: add_vwap [2025-11-21T04:40:38.708980] [INFO ] [CONFIGURE ] AOD: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-21T04:40:38.932172] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:39.153546] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:40:39.373380] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:40:39.593232] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:40:39.817542] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:40:40.040284] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:40:40.263631] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:40:40.489759] [DEBUG] [FORECASTER] AOD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:40.709903] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:40:40.930553] [DEBUG] [FORECASTER] AOD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:40:40.930769] [INFO ] [CONFIGURE ] AOD: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:40:40.930852] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18408 tests [2025-11-21T04:40:40.930904] [INFO ] [CONFIGURE ] AOD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:40:40.930950] [INFO ] [CONFIGURE ] AOD: Best accuracy: 80.00% [2025-11-21T04:40:40.930996] [INFO ] [CONFIGURE ] AOD: Best feature set (1 features): ['add_failed_moves'] [2025-11-21T04:40:40.931041] [INFO ] [CONFIGURE ] AOD: Improvement over baseline: 20.00% [2025-11-21T04:40:40.931084] [INFO ] [CONFIGURE ] AOD: Total time: 1.2 minutes [2025-11-21T04:40:40.931129] [INFO ] [CONFIGURE ] AOD: Average time per feature: 2.5 seconds [2025-11-21T04:40:40.931176] [INFO ] [CONFIGURE ] AOD: Average speed: 0.41 features/sec [2025-11-21T04:40:40.931854] [INFO ] [LOCAL ] Saved configuration for AOD: 1 features, 80.00% accuracy -> ./output/feature-sets/AOD.json [2025-11-21T04:40:40.931932] [INFO ] [CONFIGURE ] AOD: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T04:40:40.931996] [INFO ] [sig ] [89/723] Successfully configured AOD | 0.01 sym/s | Total: 2.1h | ETA: 15.1h [2025-11-21T04:40:40.932063] [INFO ] [sig ] [90/723] Configuring AOMR... [2025-11-21T04:40:40.932117] [INFO ] [CONFIGURE ] AOMR: Configurate test run. [2025-11-21T04:40:40.932172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'. [2025-11-21T04:40:41.119792] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AOMR'. [2025-11-21T04:40:41.120195] [INFO ] [CONFIGURE ] AOMR: Testing with 29 available features [2025-11-21T04:40:41.120262] [INFO ] [CONFIGURE ] AOMR: Establishing baseline with no features... [2025-11-21T04:40:41.309541] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:41.506515] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:40:41.696762] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:40:41.900774] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:42.091777] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:42.283004] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:42.477871] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:40:42.672375] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:42.866034] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:40:43.060115] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:40:43.060288] [INFO ] [CONFIGURE ] AOMR: Baseline score (no features): 60.00% [2025-11-21T04:40:43.060384] [INFO ] [CONFIGURE ] AOMR: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:40:43.060426] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:40:43.279502] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:43.495398] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:40:43.723207] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:40:43.940433] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:44.157556] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:44.376221] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:44.598242] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:40:44.821568] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:45.042378] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:40:45.261437] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:40:45.261615] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T04:40:45.261685] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18407 tests [2025-11-21T04:40:45.261753] [INFO ] [CONFIGURE ] AOMR: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:40:45.261828] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:40:45.495592] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:45.724621] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:40:45.954584] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:40:46.183429] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:46.416029] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:46.658833] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:46.888972] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:40:47.121949] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:47.363219] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:40:47.596052] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:40:47.596245] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T04:40:47.596307] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18406 tests [2025-11-21T04:40:47.596358] [INFO ] [CONFIGURE ] AOMR: Testing feature 3/29: add_daily_returns [2025-11-21T04:40:47.596395] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_daily_returns'] [2025-11-21T04:40:47.798713] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:47.998141] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:40:48.186308] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:40:48.375908] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:48.562819] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:48.745874] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:48.930417] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:40:49.114986] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:49.297501] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:40:49.504055] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:40:49.504302] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T04:40:49.504355] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18405 tests [2025-11-21T04:40:49.504396] [INFO ] [CONFIGURE ] AOMR: Testing feature 4/29: add_ema [2025-11-21T04:40:49.504434] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_ema'] [2025-11-21T04:40:49.728504] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:49.946732] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:40:50.166137] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:40:50.405278] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:50.644912] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:50.880399] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:51.130965] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:40:51.365230] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:51.609967] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:40:51.852573] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:40:51.852783] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:40:51.852864] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18404 tests [2025-11-21T04:40:51.853114] [INFO ] [CONFIGURE ] AOMR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:40:51.853230] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:40:52.072207] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:52.290600] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:40:52.510970] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:40:52.729858] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:52.952407] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:53.176816] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:53.415444] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:40:53.653778] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:53.889000] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:40:54.129996] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:40:54.130206] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T04:40:54.130269] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18403 tests [2025-11-21T04:40:54.130414] [INFO ] [CONFIGURE ] AOMR: Testing feature 6/29: add_failed_moves [2025-11-21T04:40:54.130463] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_failed_moves'] [2025-11-21T04:40:54.340065] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:54.533346] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:40:54.729768] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:40:54.922972] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:55.104149] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:55.287008] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:55.467348] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:40:55.654565] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:55.836680] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:40:56.020131] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:40:56.020289] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:40:56.020335] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18402 tests [2025-11-21T04:40:56.020373] [INFO ] [CONFIGURE ] AOMR: Testing feature 7/29: add_lag_shelf [2025-11-21T04:40:56.020406] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_lag_shelf'] [2025-11-21T04:40:56.185596] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:56.348544] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:40:56.522607] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:40:56.725523] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:56.911174] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:57.114547] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:57.313062] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:40:57.508255] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:40:57.707795] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:40:57.906164] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:40:57.906397] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:40:57.906445] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18401 tests [2025-11-21T04:40:57.906483] [INFO ] [CONFIGURE ] AOMR: Testing feature 8/29: add_macd [2025-11-21T04:40:57.906520] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:40:58.221306] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:40:58.512440] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:40:58.813330] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:40:59.094720] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:40:59.363350] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:40:59.627200] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:40:59.890104] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:41:00.171279] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:00.460596] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:00.755684] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:00.756010] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:41:00.756178] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18400 tests [2025-11-21T04:41:00.756233] [INFO ] [CONFIGURE ] AOMR: Testing feature 9/29: add_mfi [2025-11-21T04:41:00.756275] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_mfi'] [2025-11-21T04:41:01.768962] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:02.090102] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:02.300274] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:41:02.513516] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:41:02.721425] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:02.925484] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:03.126160] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:41:03.322547] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:03.509505] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:03.713220] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:03.713400] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_mfi (score: 60.00%) [2025-11-21T04:41:03.713449] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18399 tests [2025-11-21T04:41:03.713488] [INFO ] [CONFIGURE ] AOMR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:41:03.713523] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:41:04.001435] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:04.307954] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:41:04.604737] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:04.901743] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:41:05.204928] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:05.501071] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:05.804145] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:06.094294] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:06.391034] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:06.683621] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:06.683838] [INFO ] [CONFIGURE ] AOMR: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T04:41:06.683896] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18398 tests [2025-11-21T04:41:06.683945] [INFO ] [CONFIGURE ] AOMR: Testing feature 11/29: add_obv_daily [2025-11-21T04:41:06.683990] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T04:41:06.999299] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:07.309044] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:07.621578] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:07.932378] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:08.250140] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:08.572286] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:08.883949] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:09.197993] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:09.518783] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:41:09.840168] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:09.840357] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:41:09.840418] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18397 tests [2025-11-21T04:41:09.840469] [INFO ] [CONFIGURE ] AOMR: Testing feature 12/29: add_obv_interval [2025-11-21T04:41:09.840515] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T04:41:10.143375] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:10.444138] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:41:10.744267] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:11.045427] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:41:11.361521] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:11.679728] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:11.983128] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:41:12.299082] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:12.608385] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:12.913168] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:12.913358] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:41:12.913419] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18396 tests [2025-11-21T04:41:12.913469] [INFO ] [CONFIGURE ] AOMR: Testing feature 13/29: add_opening_strength [2025-11-21T04:41:12.913515] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:41:13.241810] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:13.570625] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:13.902033] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:14.228290] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:14.556621] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:14.887915] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:41:15.218811] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:41:15.571444] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:15.913897] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:16.328292] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:16.328585] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:41:16.328703] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18395 tests [2025-11-21T04:41:16.328810] [INFO ] [CONFIGURE ] AOMR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:41:16.328885] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T04:41:16.781424] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:17.149498] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:17.486296] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:41:17.784317] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:18.101735] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:18.415029] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:18.743173] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:19.070710] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:19.396530] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:19.719395] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:19.719586] [INFO ] [CONFIGURE ] AOMR: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-21T04:41:19.719663] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18394 tests [2025-11-21T04:41:19.719714] [INFO ] [CONFIGURE ] AOMR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:41:19.719760] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T04:41:20.053916] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:20.389212] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:20.748766] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:41:21.103458] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:21.457031] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:41:21.805353] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:22.138245] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:41:22.479053] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:22.817135] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:23.165103] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:23.165396] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:41:23.165462] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18393 tests [2025-11-21T04:41:23.165515] [INFO ] [CONFIGURE ] AOMR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:41:23.165564] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T04:41:23.526881] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:23.889333] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:24.244118] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:41:24.597002] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:24.932189] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:25.283448] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:25.620600] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:25.962124] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:26.301376] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:26.644732] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:26.644924] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T04:41:26.644981] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18392 tests [2025-11-21T04:41:26.645028] [INFO ] [CONFIGURE ] AOMR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:41:26.645073] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T04:41:26.967914] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:27.290835] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:27.616730] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:41:27.938801] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:28.259606] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:28.599470] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:28.935603] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:29.244544] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:29.549639] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:29.855622] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:29.855840] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T04:41:29.855898] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18391 tests [2025-11-21T04:41:29.855945] [INFO ] [CONFIGURE ] AOMR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:41:29.855989] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T04:41:30.148307] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:30.451370] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:30.752773] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:41:31.055581] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:31.359933] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:31.667241] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:31.978716] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:32.282036] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:32.610029] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:41:32.907435] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:32.907608] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:41:32.907710] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18390 tests [2025-11-21T04:41:32.907760] [INFO ] [CONFIGURE ] AOMR: Testing feature 20/29: add_price_rejection [2025-11-21T04:41:32.907803] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T04:41:33.265745] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:33.578259] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:33.898761] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:34.209730] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:34.523032] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:34.849593] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:35.175669] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:41:35.509141] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:35.832310] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:36.165190] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:36.165420] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:41:36.165486] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18389 tests [2025-11-21T04:41:36.165536] [INFO ] [CONFIGURE ] AOMR: Testing feature 21/29: add_range_position [2025-11-21T04:41:36.165580] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T04:41:36.530941] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:36.885548] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:37.241995] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:41:37.607220] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:37.960802] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:41:38.311324] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:38.664545] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:39.010629] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:39.363581] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:41:39.713686] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:39.713879] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:41:39.713939] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18388 tests [2025-11-21T04:41:39.713987] [INFO ] [CONFIGURE ] AOMR: Testing feature 22/29: add_realized_volatility [2025-11-21T04:41:39.714031] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T04:41:40.154985] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:40.596162] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:41.042033] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:41.483544] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:41.939405] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:41:42.402758] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:42.859212] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:43.304170] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:43.767301] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:41:44.194545] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:44.194796] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:41:44.194857] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18387 tests [2025-11-21T04:41:44.194908] [INFO ] [CONFIGURE ] AOMR: Testing feature 23/29: add_recent_range_context [2025-11-21T04:41:44.194953] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T04:41:44.511831] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:44.833312] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:45.148147] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:41:45.466157] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:41:45.786446] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:46.103420] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:46.423025] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:46.750251] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:47.072599] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:47.396712] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:47.396910] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:41:47.396986] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18386 tests [2025-11-21T04:41:47.397038] [INFO ] [CONFIGURE ] AOMR: Testing feature 24/29: add_rsi [2025-11-21T04:41:47.397083] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T04:41:47.742874] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:48.095123] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:48.470369] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:48.833781] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:41:49.184135] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:49.535544] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:49.898409] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:50.256312] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:50.616857] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:41:50.967844] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:41:50.968134] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_rsi (score: 40.00%) [2025-11-21T04:41:50.968196] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18385 tests [2025-11-21T04:41:50.968245] [INFO ] [CONFIGURE ] AOMR: Testing feature 25/29: add_tick_distribution [2025-11-21T04:41:50.968289] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T04:41:51.259919] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:51.571624] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:41:51.913869] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:52.234996] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:52.554474] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:41:52.868668] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:53.175536] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:41:53.477924] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:53.785326] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:41:54.090613] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:41:54.090932] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T04:41:54.090991] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18384 tests [2025-11-21T04:41:54.091038] [INFO ] [CONFIGURE ] AOMR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:41:54.091082] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T04:41:54.405176] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:54.731758] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:55.042317] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:55.364272] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:55.704212] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:41:56.040891] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:56.382500] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:41:56.718481] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:41:57.035109] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:41:57.355010] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:41:57.355194] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:41:57.355251] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18383 tests [2025-11-21T04:41:57.355297] [INFO ] [CONFIGURE ] AOMR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:41:57.355341] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T04:41:57.688545] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:41:58.029554] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:41:58.369254] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:41:58.706165] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:41:59.042082] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:41:59.394448] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:41:59.754302] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:42:00.107071] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:42:00.464271] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:00.816226] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:42:00.816473] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T04:42:00.816567] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18382 tests [2025-11-21T04:42:00.816610] [INFO ] [CONFIGURE ] AOMR: Testing feature 28/29: add_volume_profile [2025-11-21T04:42:00.816668] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T04:42:01.875305] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:42:02.228606] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:42:02.543375] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:42:02.843447] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:03.167328] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:03.499850] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:42:03.922918] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:04.365601] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:42:04.687764] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:42:04.991290] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:42:04.991508] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T04:42:04.991570] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18381 tests [2025-11-21T04:42:04.991619] [INFO ] [CONFIGURE ] AOMR: Testing feature 29/29: add_vwap [2025-11-21T04:42:04.991686] [INFO ] [CONFIGURE ] AOMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T04:42:05.306474] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:42:05.643235] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:42:05.965982] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:42:06.293734] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:06.611435] [DEBUG] [FORECASTER] AOMR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:42:06.934141] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:42:07.264893] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:07.587434] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:42:07.923613] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:42:08.261404] [DEBUG] [FORECASTER] AOMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:42:08.261596] [INFO ] [CONFIGURE ] AOMR: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:42:08.261673] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18380 tests [2025-11-21T04:42:08.261723] [INFO ] [CONFIGURE ] AOMR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:42:08.261764] [INFO ] [CONFIGURE ] AOMR: Best accuracy: 80.00% [2025-11-21T04:42:08.261806] [INFO ] [CONFIGURE ] AOMR: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T04:42:08.261847] [INFO ] [CONFIGURE ] AOMR: Improvement over baseline: 20.00% [2025-11-21T04:42:08.261885] [INFO ] [CONFIGURE ] AOMR: Total time: 1.4 minutes [2025-11-21T04:42:08.261923] [INFO ] [CONFIGURE ] AOMR: Average time per feature: 3.0 seconds [2025-11-21T04:42:08.261961] [INFO ] [CONFIGURE ] AOMR: Average speed: 0.34 features/sec [2025-11-21T04:42:08.262310] [INFO ] [LOCAL ] Saved configuration for AOMR: 3 features, 80.00% accuracy -> ./output/feature-sets/AOMR.json [2025-11-21T04:42:08.262370] [INFO ] [CONFIGURE ] AOMR: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T04:42:08.262417] [INFO ] [sig ] [90/723] Successfully configured AOMR | 0.01 sym/s | Total: 2.1h | ETA: 15.0h [2025-11-21T04:42:08.262462] [INFO ] [sig ] [91/723] Configuring AON... [2025-11-21T04:42:08.262501] [INFO ] [CONFIGURE ] AON: Configurate test run. [2025-11-21T04:42:08.262540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-11-21T04:42:08.447556] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AON'. [2025-11-21T04:42:08.447934] [INFO ] [CONFIGURE ] AON: Testing with 29 available features [2025-11-21T04:42:08.448007] [INFO ] [CONFIGURE ] AON: Establishing baseline with no features... [2025-11-21T04:42:08.622037] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:08.794303] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:08.970466] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:09.141490] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:09.313219] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:09.491905] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:09.667198] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:09.840143] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:10.013289] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:10.193885] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:10.194153] [INFO ] [CONFIGURE ] AON: Baseline score (no features): 70.00% [2025-11-21T04:42:10.194202] [INFO ] [CONFIGURE ] AON: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:42:10.194239] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:42:10.401684] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:10.611300] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:10.820229] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:11.030736] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:11.240151] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:11.448275] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:11.666134] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:11.880352] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:12.092329] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:12.308838] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:42:12.309175] [INFO ] [CONFIGURE ] AON: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T04:42:12.309292] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18379 tests [2025-11-21T04:42:12.309390] [INFO ] [CONFIGURE ] AON: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:42:12.309501] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:42:12.528384] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:12.740019] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:12.965300] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:13.174451] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:13.385584] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:42:13.602637] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:13.813348] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:14.023571] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:14.237740] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:14.473048] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:14.473382] [INFO ] [CONFIGURE ] AON: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T04:42:14.473493] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18378 tests [2025-11-21T04:42:14.473592] [INFO ] [CONFIGURE ] AON: Testing feature 3/29: add_daily_returns [2025-11-21T04:42:14.473736] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_daily_returns'] [2025-11-21T04:42:14.674876] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:14.886249] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:15.091764] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:15.292163] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:42:15.484346] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:15.676731] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:15.865543] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:16.055967] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:16.248711] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:16.453422] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:16.453662] [INFO ] [CONFIGURE ] AON: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T04:42:16.453733] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18377 tests [2025-11-21T04:42:16.453787] [INFO ] [CONFIGURE ] AON: Testing feature 4/29: add_ema [2025-11-21T04:42:16.453837] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_ema'] [2025-11-21T04:42:16.686865] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:16.911861] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:17.139153] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:17.371889] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:17.611925] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:17.834079] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:18.058158] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:18.283379] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:18.515353] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:18.739137] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:18.739350] [INFO ] [CONFIGURE ] AON: DISCARDED add_ema (score: 70.00%) [2025-11-21T04:42:18.739414] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18376 tests [2025-11-21T04:42:18.739466] [INFO ] [CONFIGURE ] AON: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:42:18.739515] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:42:18.974046] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:19.200760] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:19.422956] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:19.661331] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:19.890356] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:20.129162] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:20.362159] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:20.595819] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:20.837803] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:21.063557] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:21.063776] [INFO ] [CONFIGURE ] AON: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T04:42:21.063834] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18375 tests [2025-11-21T04:42:21.063872] [INFO ] [CONFIGURE ] AON: Testing feature 6/29: add_failed_moves [2025-11-21T04:42:21.063981] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_failed_moves'] [2025-11-21T04:42:21.246731] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:21.444681] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:21.653509] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:21.842041] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:22.043568] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:22.246280] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:22.443639] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:22.643397] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:22.848381] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:23.054745] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:23.054986] [INFO ] [CONFIGURE ] AON: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T04:42:23.055037] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18374 tests [2025-11-21T04:42:23.055075] [INFO ] [CONFIGURE ] AON: Testing feature 7/29: add_lag_shelf [2025-11-21T04:42:23.055110] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_lag_shelf'] [2025-11-21T04:42:23.240950] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:23.424532] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:23.616137] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:23.810767] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:23.998265] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:24.205874] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:24.396410] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:24.585175] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:24.774958] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:24.969637] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:24.969835] [INFO ] [CONFIGURE ] AON: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:42:24.969893] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18373 tests [2025-11-21T04:42:24.969937] [INFO ] [CONFIGURE ] AON: Testing feature 8/29: add_macd [2025-11-21T04:42:24.969974] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:42:25.260270] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:25.567608] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:25.873555] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:42:26.195422] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:26.496142] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:26.792048] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:42:27.077112] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:27.362184] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:27.662127] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:27.940378] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:27.940580] [INFO ] [CONFIGURE ] AON: DISCARDED add_macd (score: 70.00%) [2025-11-21T04:42:27.940638] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18372 tests [2025-11-21T04:42:27.940708] [INFO ] [CONFIGURE ] AON: Testing feature 9/29: add_mfi [2025-11-21T04:42:27.940823] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_mfi'] [2025-11-21T04:42:28.134391] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:28.335444] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:28.531903] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:42:28.727667] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:28.926009] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:29.126980] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:29.330659] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:42:29.535326] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:29.756738] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:29.972442] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:29.972733] [INFO ] [CONFIGURE ] AON: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:42:29.972807] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18371 tests [2025-11-21T04:42:29.972861] [INFO ] [CONFIGURE ] AON: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:42:29.972910] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:42:30.296253] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:30.613580] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:30.925896] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:31.255156] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:31.573464] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:31.894547] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:32.216124] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:42:32.542621] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:32.852526] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:33.174501] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:33.174844] [INFO ] [CONFIGURE ] AON: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:42:33.174912] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18370 tests [2025-11-21T04:42:33.174966] [INFO ] [CONFIGURE ] AON: Testing feature 11/29: add_obv_daily [2025-11-21T04:42:33.175013] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_obv_daily'] [2025-11-21T04:42:33.407455] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:33.633873] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:33.871588] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:34.103702] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:42:34.341280] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:34.568219] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:34.800906] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:42:35.032274] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:35.258721] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:35.487771] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:35.488181] [INFO ] [CONFIGURE ] AON: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:42:35.488290] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18369 tests [2025-11-21T04:42:35.488387] [INFO ] [CONFIGURE ] AON: Testing feature 12/29: add_obv_interval [2025-11-21T04:42:35.488500] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_obv_interval'] [2025-11-21T04:42:35.701060] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:35.927604] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:36.153364] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:36.375328] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:36.606735] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:36.828939] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:37.069913] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:42:37.297117] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:37.532215] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:37.760804] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:37.761184] [INFO ] [CONFIGURE ] AON: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:42:37.761296] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18368 tests [2025-11-21T04:42:37.761397] [INFO ] [CONFIGURE ] AON: Testing feature 13/29: add_opening_strength [2025-11-21T04:42:37.761513] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:42:38.001565] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:42:38.239560] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:38.481915] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:38.720138] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:42:38.960014] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:39.201985] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:39.440965] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:39.673809] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:39.904037] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:40.138347] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:40.138523] [INFO ] [CONFIGURE ] AON: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:42:40.138571] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18367 tests [2025-11-21T04:42:40.138612] [INFO ] [CONFIGURE ] AON: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:42:40.138670] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T04:42:40.365632] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:40.593113] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:42:40.819772] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:41.054053] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:41.288812] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:41.521909] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:41.764918] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:41.994555] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:42.225715] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:42.455060] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:42.455292] [INFO ] [CONFIGURE ] AON: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:42:42.455369] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18366 tests [2025-11-21T04:42:42.455424] [INFO ] [CONFIGURE ] AON: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:42:42.455479] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T04:42:42.651639] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:42:42.852090] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:43.049893] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:43.245592] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:43.442191] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:43.648758] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:43.864526] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:44.063401] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:44.274432] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:44.476433] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:42:44.477147] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T04:42:44.477211] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18365 tests [2025-11-21T04:42:44.477251] [INFO ] [CONFIGURE ] AON: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:42:44.477287] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T04:42:44.695920] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:44.913223] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:45.137608] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:45.356257] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:45.577308] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:45.795931] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:46.023285] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:42:46.243579] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:46.463876] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:46.691395] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:46.691773] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:42:46.691907] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18364 tests [2025-11-21T04:42:46.692008] [INFO ] [CONFIGURE ] AON: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:42:46.692142] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_pbf_return_2d'] [2025-11-21T04:42:46.918588] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:42:47.119603] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:47.322325] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:47.536960] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:47.749955] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:47.962805] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:48.179583] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:48.412815] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:48.637348] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:48.857236] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:48.857419] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:42:48.857467] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18363 tests [2025-11-21T04:42:48.857507] [INFO ] [CONFIGURE ] AON: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:42:48.857542] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T04:42:49.052751] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:49.245610] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:49.439755] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:42:49.640742] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:42:49.847881] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:50.045861] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:50.244195] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:50.440733] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:50.641723] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:50.839925] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:50.840106] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T04:42:50.840154] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18362 tests [2025-11-21T04:42:50.840191] [INFO ] [CONFIGURE ] AON: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:42:50.840226] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T04:42:51.037268] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:51.232899] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:51.440943] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:51.640447] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:51.850145] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:52.048520] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:52.248928] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:52.448114] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:52.656083] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:52.851245] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:52.851422] [INFO ] [CONFIGURE ] AON: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:42:52.851470] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18361 tests [2025-11-21T04:42:52.851549] [INFO ] [CONFIGURE ] AON: Testing feature 20/29: add_price_rejection [2025-11-21T04:42:52.851588] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_price_rejection'] [2025-11-21T04:42:53.066587] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:53.276799] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:53.489973] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:53.747706] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:53.970357] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:54.192906] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:54.411974] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:54.636846] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:54.863225] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:55.074777] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:55.074966] [INFO ] [CONFIGURE ] AON: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:42:55.075016] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18360 tests [2025-11-21T04:42:55.075055] [INFO ] [CONFIGURE ] AON: Testing feature 21/29: add_range_position [2025-11-21T04:42:55.075089] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_range_position'] [2025-11-21T04:42:55.312861] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:42:55.550782] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:42:55.784390] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:56.019772] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:56.264689] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:56.516665] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:56.772431] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:42:57.044211] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:42:57.291235] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:42:57.527685] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:42:57.527854] [INFO ] [CONFIGURE ] AON: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:42:57.527901] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18359 tests [2025-11-21T04:42:57.527940] [INFO ] [CONFIGURE ] AON: Testing feature 22/29: add_realized_volatility [2025-11-21T04:42:57.527973] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_realized_volatility'] [2025-11-21T04:42:57.852775] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:42:58.185608] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:42:58.516025] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:42:58.838867] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:42:59.173806] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:42:59.512723] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:42:59.844560] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:43:01.018988] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:01.364420] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:43:01.666182] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:43:01.666413] [INFO ] [CONFIGURE ] AON: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:43:01.666475] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18358 tests [2025-11-21T04:43:01.666524] [INFO ] [CONFIGURE ] AON: Testing feature 23/29: add_recent_range_context [2025-11-21T04:43:01.666568] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_recent_range_context'] [2025-11-21T04:43:01.857864] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:43:02.053812] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:02.246578] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:43:02.423603] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:43:02.608535] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:02.796549] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:02.986011] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:43:03.199732] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:03.412838] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:43:03.622300] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:43:03.622536] [INFO ] [CONFIGURE ] AON: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T04:43:03.622589] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18357 tests [2025-11-21T04:43:03.622629] [INFO ] [CONFIGURE ] AON: Testing feature 24/29: add_rsi [2025-11-21T04:43:03.622691] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T04:43:03.884223] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:43:04.149714] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:04.424532] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:43:04.696230] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:04.957563] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:05.218744] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:05.479784] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:43:05.759358] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:06.031617] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:43:06.297931] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:43:06.298166] [INFO ] [CONFIGURE ] AON: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:43:06.298227] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18356 tests [2025-11-21T04:43:06.298279] [INFO ] [CONFIGURE ] AON: Testing feature 25/29: add_tick_distribution [2025-11-21T04:43:06.298323] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_tick_distribution'] [2025-11-21T04:43:06.506309] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:43:06.718164] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:06.933599] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:43:07.151372] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:07.365283] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:07.579945] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:07.793464] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:43:08.008940] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:08.222187] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:43:08.436363] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:43:08.436600] [INFO ] [CONFIGURE ] AON: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T04:43:08.436668] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18355 tests [2025-11-21T04:43:08.436743] [INFO ] [CONFIGURE ] AON: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:43:08.436793] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T04:43:08.656358] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:08.873843] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:09.091829] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:43:09.310312] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:09.529565] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:09.746407] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:09.960304] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:43:10.174919] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:10.392310] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:43:10.605520] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:43:10.605769] [INFO ] [CONFIGURE ] AON: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:43:10.605865] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18354 tests [2025-11-21T04:43:10.605925] [INFO ] [CONFIGURE ] AON: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:43:10.605972] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_volume_price_divergence'] [2025-11-21T04:43:10.825867] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:11.047361] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:11.280942] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:43:11.510180] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:11.783746] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:12.097150] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:12.368479] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:43:12.639546] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:12.880742] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:43:13.126701] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:43:13.126900] [INFO ] [CONFIGURE ] AON: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T04:43:13.126974] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18353 tests [2025-11-21T04:43:13.127018] [INFO ] [CONFIGURE ] AON: Testing feature 28/29: add_volume_profile [2025-11-21T04:43:13.127055] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_volume_profile'] [2025-11-21T04:43:13.322114] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:43:13.521259] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:13.744582] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:43:13.967888] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:14.193733] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:14.393582] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:14.595663] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:43:14.787044] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:15.006160] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:43:15.208165] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:43:15.208343] [INFO ] [CONFIGURE ] AON: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T04:43:15.208392] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18352 tests [2025-11-21T04:43:15.208433] [INFO ] [CONFIGURE ] AON: Testing feature 29/29: add_vwap [2025-11-21T04:43:15.208470] [INFO ] [CONFIGURE ] AON: Testing with features: ['add_vwap'] [2025-11-21T04:43:15.404447] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:43:15.602724] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:15.795383] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:43:15.989709] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:16.185130] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:16.381344] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:16.577616] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:43:16.776884] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:16.981246] [DEBUG] [FORECASTER] AON: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:43:17.207753] [DEBUG] [FORECASTER] AON: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:43:17.208017] [INFO ] [CONFIGURE ] AON: DISCARDED add_vwap (score: 70.00%) [2025-11-21T04:43:17.208069] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18351 tests [2025-11-21T04:43:17.208112] [INFO ] [CONFIGURE ] AON: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:43:17.208147] [INFO ] [CONFIGURE ] AON: Best accuracy: 70.00% [2025-11-21T04:43:17.208182] [INFO ] [CONFIGURE ] AON: Best feature set (0 features): [] [2025-11-21T04:43:17.208215] [INFO ] [CONFIGURE ] AON: Improvement over baseline: 0.00% [2025-11-21T04:43:17.208247] [INFO ] [CONFIGURE ] AON: Total time: 1.1 minutes [2025-11-21T04:43:17.208279] [INFO ] [CONFIGURE ] AON: Average time per feature: 2.3 seconds [2025-11-21T04:43:17.208312] [INFO ] [CONFIGURE ] AON: Average speed: 0.43 features/sec [2025-11-21T04:43:17.208997] [INFO ] [LOCAL ] Saved configuration for AON: 0 features, 70.00% accuracy -> ./output/feature-sets/AON.json [2025-11-21T04:43:17.209402] [INFO ] [CONFIGURE ] AON: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T04:43:17.209624] [INFO ] [sig ] [91/723] Successfully configured AON | 0.01 sym/s | Total: 2.2h | ETA: 15.0h [2025-11-21T04:43:17.209793] [INFO ] [sig ] [92/723] Configuring AOS... [2025-11-21T04:43:17.209887] [INFO ] [CONFIGURE ] AOS: Configurate test run. [2025-11-21T04:43:17.209993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-11-21T04:43:17.286325] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AOS'. [2025-11-21T04:43:17.286757] [INFO ] [CONFIGURE ] AOS: Testing with 29 available features [2025-11-21T04:43:17.286820] [INFO ] [CONFIGURE ] AOS: Establishing baseline with no features... [2025-11-21T04:43:17.468759] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:17.661502] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:17.848078] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:18.035156] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:43:18.232074] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:43:18.430036] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:18.627901] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:43:18.830121] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:19.033449] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:43:19.234089] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:43:19.234293] [INFO ] [CONFIGURE ] AOS: Baseline score (no features): 0.00% [2025-11-21T04:43:19.234341] [INFO ] [CONFIGURE ] AOS: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:43:19.234381] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:43:19.479869] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:19.714164] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:19.952409] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:20.187762] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:20.422905] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:43:20.655984] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:20.890483] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:43:21.123615] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:21.362157] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:21.603783] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:43:21.604003] [INFO ] [CONFIGURE ] AOS: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T04:43:21.604052] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18350 tests [2025-11-21T04:43:21.604091] [INFO ] [CONFIGURE ] AOS: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:43:21.604127] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:43:21.888011] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:22.165317] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:22.433145] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:22.703806] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:43:22.972464] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:43:23.247887] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:23.518544] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:43:23.807763] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:24.087824] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:24.369611] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:43:24.369882] [INFO ] [CONFIGURE ] AOS: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T04:43:24.369944] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18349 tests [2025-11-21T04:43:24.370019] [INFO ] [CONFIGURE ] AOS: Testing feature 3/29: add_daily_returns [2025-11-21T04:43:24.370066] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:43:24.622880] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:24.867855] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:25.107496] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:43:25.353054] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:25.605782] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:43:25.857308] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:26.113934] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:43:26.359705] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:26.615249] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:26.874969] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:43:26.875202] [INFO ] [CONFIGURE ] AOS: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T04:43:26.875253] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18348 tests [2025-11-21T04:43:26.875293] [INFO ] [CONFIGURE ] AOS: Testing feature 4/29: add_ema [2025-11-21T04:43:26.875330] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T04:43:27.171173] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:27.466526] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:27.759035] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:28.045720] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:28.338901] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:43:28.626164] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:43:28.920143] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:43:29.204756] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:43:29.488174] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:29.779860] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:43:29.780175] [INFO ] [CONFIGURE ] AOS: KEPT add_ema (score: 50.00%) [2025-11-21T04:43:29.780296] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18347 tests [2025-11-21T04:43:29.780360] [INFO ] [CONFIGURE ] AOS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:43:29.780409] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:43:30.096025] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:30.415833] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:30.747869] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:31.076827] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:31.403477] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:31.734097] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:43:32.075610] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:43:32.415464] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:32.765263] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:33.105919] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:43:33.106194] [INFO ] [CONFIGURE ] AOS: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T04:43:33.106265] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18346 tests [2025-11-21T04:43:33.106314] [INFO ] [CONFIGURE ] AOS: Testing feature 6/29: add_failed_moves [2025-11-21T04:43:33.106363] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T04:43:33.432586] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:33.765270] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:34.087950] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:34.423473] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:34.761614] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:35.088437] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:43:35.425395] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:43:35.766625] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:36.105373] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:36.444915] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:43:36.445170] [INFO ] [CONFIGURE ] AOS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:43:36.445232] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18345 tests [2025-11-21T04:43:36.445307] [INFO ] [CONFIGURE ] AOS: Testing feature 7/29: add_lag_shelf [2025-11-21T04:43:36.445366] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T04:43:36.785789] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:37.136583] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:37.473526] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:37.806876] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:38.145911] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:38.479216] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:43:38.808081] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:43:39.127924] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:43:39.455868] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:39.784748] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:43:39.784961] [INFO ] [CONFIGURE ] AOS: KEPT add_lag_shelf (score: 70.00%) [2025-11-21T04:43:39.785022] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18344 tests [2025-11-21T04:43:39.785071] [INFO ] [CONFIGURE ] AOS: Testing feature 8/29: add_macd [2025-11-21T04:43:39.785114] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd'] [2025-11-21T04:43:40.196170] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:40.597007] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:40.985267] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:41.374455] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:43:41.765016] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:42.159969] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:43:42.560574] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:43:42.962707] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:43.359754] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:43.770140] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:43:43.770350] [INFO ] [CONFIGURE ] AOS: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:43:43.770414] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18343 tests [2025-11-21T04:43:43.770462] [INFO ] [CONFIGURE ] AOS: Testing feature 9/29: add_mfi [2025-11-21T04:43:43.770507] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi'] [2025-11-21T04:43:44.120870] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:44.476587] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:43:44.831400] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:45.192803] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:45.539224] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:45.895803] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:43:46.237193] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:43:46.582011] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:43:46.927356] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:47.286079] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:43:47.286287] [INFO ] [CONFIGURE ] AOS: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:43:47.286346] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18342 tests [2025-11-21T04:43:47.286447] [INFO ] [CONFIGURE ] AOS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:43:47.286499] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:43:47.714308] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:48.141564] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:48.569291] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:48.997121] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:43:49.431689] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:49.867619] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:43:50.304350] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:43:50.744578] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:43:51.181617] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:51.619980] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:43:51.620186] [INFO ] [CONFIGURE ] AOS: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T04:43:51.620248] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18341 tests [2025-11-21T04:43:51.620300] [INFO ] [CONFIGURE ] AOS: Testing feature 11/29: add_obv_daily [2025-11-21T04:43:51.620347] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T04:43:51.975714] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:52.327482] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:52.686371] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:53.048188] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:53.395068] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:43:53.765261] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:43:54.123335] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:43:54.479232] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:43:54.827496] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:55.184102] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:43:55.184795] [INFO ] [CONFIGURE ] AOS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:43:55.184856] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18340 tests [2025-11-21T04:43:55.184905] [INFO ] [CONFIGURE ] AOS: Testing feature 12/29: add_obv_interval [2025-11-21T04:43:55.184951] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T04:43:55.501572] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:55.817984] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:56.137883] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:56.469364] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:43:56.805007] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:43:57.163569] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:43:57.463107] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:43:57.770418] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:43:58.071624] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:43:58.399423] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:43:58.399662] [INFO ] [CONFIGURE ] AOS: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T04:43:58.399727] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18339 tests [2025-11-21T04:43:58.399778] [INFO ] [CONFIGURE ] AOS: Testing feature 13/29: add_opening_strength [2025-11-21T04:43:58.399823] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:43:58.756230] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:43:59.134101] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:43:59.479509] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:43:59.940985] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:00.361111] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:01.417873] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:01.823312] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:44:02.165063] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:02.527602] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:02.876071] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:02.876275] [INFO ] [CONFIGURE ] AOS: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T04:44:02.876334] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18338 tests [2025-11-21T04:44:02.876383] [INFO ] [CONFIGURE ] AOS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:44:02.876425] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T04:44:03.204124] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:03.541006] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:03.911057] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:04.237916] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:04.575986] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:04.957044] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:05.326210] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:05.673018] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:44:06.013424] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:06.360111] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:06.360331] [INFO ] [CONFIGURE ] AOS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T04:44:06.360394] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18337 tests [2025-11-21T04:44:06.360527] [INFO ] [CONFIGURE ] AOS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:44:06.360575] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T04:44:06.667566] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:06.990290] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:07.303859] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:07.621578] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:44:07.941717] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:08.267281] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:08.582039] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:08.896830] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:09.210461] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:09.527614] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:09.527820] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:44:09.527879] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18336 tests [2025-11-21T04:44:09.527935] [INFO ] [CONFIGURE ] AOS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:44:09.527991] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T04:44:09.857005] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:10.200406] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:44:10.532197] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:10.859418] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:11.204615] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:11.540805] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:11.871685] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:44:12.206107] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:12.557525] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:12.908474] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:12.908836] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:44:12.908903] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18335 tests [2025-11-21T04:44:12.908956] [INFO ] [CONFIGURE ] AOS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:44:12.909002] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T04:44:13.252843] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:13.609854] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:13.968193] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:14.325312] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:44:14.683024] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:15.037705] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:15.392871] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:15.756685] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:16.130283] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:16.480520] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:16.480768] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:44:16.480830] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18334 tests [2025-11-21T04:44:16.480909] [INFO ] [CONFIGURE ] AOS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:44:16.480968] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T04:44:16.780072] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:17.074211] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:17.384138] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:17.722853] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:18.075264] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:18.404052] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:18.721557] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:19.050745] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:19.368875] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:19.688330] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:19.688779] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T04:44:19.688844] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18333 tests [2025-11-21T04:44:19.688986] [INFO ] [CONFIGURE ] AOS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:44:19.689049] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T04:44:20.007875] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:20.334981] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:20.657030] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:20.971142] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:44:21.298118] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:21.629908] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:21.956283] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:22.284624] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:44:22.603164] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:22.923963] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:22.924179] [INFO ] [CONFIGURE ] AOS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:44:22.924270] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18332 tests [2025-11-21T04:44:22.924326] [INFO ] [CONFIGURE ] AOS: Testing feature 20/29: add_price_rejection [2025-11-21T04:44:22.924369] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T04:44:23.256063] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:23.598228] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:44:23.930460] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:24.269892] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:24.609602] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:24.951785] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:25.284727] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:25.620828] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:44:25.959042] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:26.321378] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:26.321581] [INFO ] [CONFIGURE ] AOS: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:44:26.321638] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18331 tests [2025-11-21T04:44:26.321701] [INFO ] [CONFIGURE ] AOS: Testing feature 21/29: add_range_position [2025-11-21T04:44:26.321747] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position'] [2025-11-21T04:44:26.683571] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:44:27.027213] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:27.415019] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:27.780367] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:28.144550] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:28.502283] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:28.855754] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:44:29.238901] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:29.618961] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:30.016255] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:30.016520] [INFO ] [CONFIGURE ] AOS: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:44:30.016586] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18330 tests [2025-11-21T04:44:30.016639] [INFO ] [CONFIGURE ] AOS: Testing feature 22/29: add_realized_volatility [2025-11-21T04:44:30.016806] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-21T04:44:30.465070] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:30.945101] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:44:31.392854] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:31.855765] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:32.327195] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:32.782363] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:33.238341] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:33.692363] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:44:34.132049] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:34.562465] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:34.562725] [INFO ] [CONFIGURE ] AOS: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T04:44:34.562787] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18329 tests [2025-11-21T04:44:34.562833] [INFO ] [CONFIGURE ] AOS: Testing feature 23/29: add_recent_range_context [2025-11-21T04:44:34.562878] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-21T04:44:34.891154] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:35.222010] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:44:35.546166] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:35.877260] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:36.211318] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:44:36.538624] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:36.880621] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:37.216933] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:44:37.584197] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:37.921061] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:37.921261] [INFO ] [CONFIGURE ] AOS: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T04:44:37.921323] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18328 tests [2025-11-21T04:44:37.921372] [INFO ] [CONFIGURE ] AOS: Testing feature 24/29: add_rsi [2025-11-21T04:44:37.921420] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_rsi'] [2025-11-21T04:44:38.243827] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:38.560324] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:38.889040] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:39.218398] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:44:39.532526] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:39.848088] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:40.160438] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:40.487384] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:40.810190] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:41.162857] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:41.163095] [INFO ] [CONFIGURE ] AOS: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:44:41.163200] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18327 tests [2025-11-21T04:44:41.163264] [INFO ] [CONFIGURE ] AOS: Testing feature 25/29: add_tick_distribution [2025-11-21T04:44:41.163313] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-21T04:44:41.487762] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:41.803345] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:42.118793] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:44:42.449601] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:42.769595] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:43.119524] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:43.454118] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:43.789278] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:44:44.130623] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:44.474309] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:44.474500] [INFO ] [CONFIGURE ] AOS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:44:44.474560] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18326 tests [2025-11-21T04:44:44.474609] [INFO ] [CONFIGURE ] AOS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:44:44.474673] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-21T04:44:44.810916] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:45.149960] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:45.492078] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:45.834608] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:44:46.189966] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:46.530868] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:46.871809] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:47.219382] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:47.572553] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:44:47.936887] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:47.937150] [INFO ] [CONFIGURE ] AOS: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:44:47.937211] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18325 tests [2025-11-21T04:44:47.937253] [INFO ] [CONFIGURE ] AOS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:44:47.937291] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-21T04:44:48.288454] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:48.670178] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:49.068667] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:49.445236] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:44:49.808985] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:50.187627] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:44:50.543293] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:50.905407] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:44:51.258415] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:51.616522] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:51.616771] [INFO ] [CONFIGURE ] AOS: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:44:51.616844] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18324 tests [2025-11-21T04:44:51.616917] [INFO ] [CONFIGURE ] AOS: Testing feature 28/29: add_volume_profile [2025-11-21T04:44:51.616991] [INFO ] [CONFIGURE ] AOS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile'] [2025-11-21T04:44:51.957408] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:44:52.360106] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:44:52.806909] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:44:53.199776] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:44:53.530200] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:53.860893] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:54.199977] [DEBUG] [FORECASTER] AOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:44:54.520690] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:44:54.866755] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:44:55.209233] [DEBUG] [FORECASTER] AOS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:44:55.209427] [INFO ] [CONFIGURE ] AOS: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:44:55.209486] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18323 tests [2025-11-21T04:44:55.209535] [INFO ] [CONFIGURE ] AOS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:44:55.209579] [INFO ] [CONFIGURE ] AOS: Best accuracy: 70.00% [2025-11-21T04:44:55.209624] [INFO ] [CONFIGURE ] AOS: Best feature set (5 features): ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T04:44:55.209689] [INFO ] [CONFIGURE ] AOS: Improvement over baseline: 70.00% [2025-11-21T04:44:55.209732] [INFO ] [CONFIGURE ] AOS: Total time: 1.6 minutes [2025-11-21T04:44:55.209772] [INFO ] [CONFIGURE ] AOS: Average time per feature: 3.4 seconds [2025-11-21T04:44:55.209810] [INFO ] [CONFIGURE ] AOS: Average speed: 0.30 features/sec [2025-11-21T04:44:55.210422] [INFO ] [LOCAL ] Saved configuration for AOS: 5 features, 70.00% accuracy -> ./output/feature-sets/AOS.json [2025-11-21T04:44:55.210484] [INFO ] [CONFIGURE ] AOS: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-11-21T04:44:55.210541] [INFO ] [sig ] [92/723] Successfully configured AOS | 0.01 sym/s | Total: 2.2h | ETA: 15.0h [2025-11-21T04:44:55.210591] [INFO ] [sig ] [93/723] Configuring AP... [2025-11-21T04:44:55.210634] [INFO ] [CONFIGURE ] AP: Configurate test run. [2025-11-21T04:44:55.210700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-11-21T04:44:55.325441] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AP'. [2025-11-21T04:44:55.325996] [INFO ] [CONFIGURE ] AP: Testing with 29 available features [2025-11-21T04:44:55.326069] [INFO ] [CONFIGURE ] AP: Establishing baseline with no features... [2025-11-21T04:44:55.514851] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:44:55.706479] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:44:55.894936] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:44:56.071596] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:56.243842] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:56.435194] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:56.628281] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:44:56.822512] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:44:57.012941] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:44:57.207840] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:44:57.207985] [INFO ] [CONFIGURE ] AP: Baseline score (no features): 50.00% [2025-11-21T04:44:57.208035] [INFO ] [CONFIGURE ] AP: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:44:57.208080] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:44:57.438495] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:44:57.663486] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:44:57.880904] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:44:58.093395] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:44:58.314747] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:44:58.529833] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:44:58.745797] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:44:58.970389] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:44:59.200903] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:44:59.422208] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:44:59.422390] [INFO ] [CONFIGURE ] AP: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T04:44:59.422437] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18322 tests [2025-11-21T04:44:59.422474] [INFO ] [CONFIGURE ] AP: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:44:59.422507] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:44:59.647065] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:44:59.872922] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:00.109433] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:00.335271] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:00.565878] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:01.465977] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:01.760361] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:45:02.027589] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:02.279680] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:02.525683] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:02.525946] [INFO ] [CONFIGURE ] AP: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T04:45:02.526010] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18321 tests [2025-11-21T04:45:02.526077] [INFO ] [CONFIGURE ] AP: Testing feature 3/29: add_daily_returns [2025-11-21T04:45:02.526131] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns'] [2025-11-21T04:45:02.737403] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:02.948131] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:03.157608] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:03.369817] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:03.581298] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:03.796744] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:04.004794] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:04.219531] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:45:04.437792] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:04.653604] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:04.653881] [INFO ] [CONFIGURE ] AP: KEPT add_daily_returns (score: 60.00%) [2025-11-21T04:45:04.653936] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18320 tests [2025-11-21T04:45:04.653976] [INFO ] [CONFIGURE ] AP: Testing feature 4/29: add_ema [2025-11-21T04:45:04.654015] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T04:45:04.916995] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:45:05.175951] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:05.444026] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:05.712929] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:05.978078] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:06.238327] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:45:06.499998] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:06.773167] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:45:07.037536] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:07.315375] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:07.315600] [INFO ] [CONFIGURE ] AP: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:45:07.315672] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18319 tests [2025-11-21T04:45:07.315748] [INFO ] [CONFIGURE ] AP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:45:07.315801] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:45:07.584366] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:45:07.864514] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:08.129895] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:08.400922] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:45:08.668904] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:08.920819] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:09.174695] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:09.395312] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:09.628212] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:09.869266] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:09.869500] [INFO ] [CONFIGURE ] AP: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T04:45:09.869561] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18318 tests [2025-11-21T04:45:09.869611] [INFO ] [CONFIGURE ] AP: Testing feature 6/29: add_failed_moves [2025-11-21T04:45:09.869667] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T04:45:10.063421] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:10.261081] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:10.470345] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:10.664606] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:10.856013] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:11.048001] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:11.242880] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:11.436895] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:45:11.628377] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:11.825572] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:11.825766] [INFO ] [CONFIGURE ] AP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T04:45:11.825838] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18317 tests [2025-11-21T04:45:11.825999] [INFO ] [CONFIGURE ] AP: Testing feature 7/29: add_lag_shelf [2025-11-21T04:45:11.826049] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:45:12.003375] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:12.179697] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:12.361197] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:12.543931] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:12.724301] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:12.904348] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:13.083967] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:13.269732] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:45:13.452973] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:13.636459] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:13.636767] [INFO ] [CONFIGURE ] AP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:45:13.636902] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18316 tests [2025-11-21T04:45:13.637026] [INFO ] [CONFIGURE ] AP: Testing feature 8/29: add_macd [2025-11-21T04:45:13.637122] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:45:13.914187] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:14.209367] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:14.508749] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:14.830477] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:15.165865] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:15.467478] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:15.778404] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:16.094130] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:16.402608] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:16.734021] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:16.734293] [INFO ] [CONFIGURE ] AP: KEPT add_macd (score: 70.00%) [2025-11-21T04:45:16.734353] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18315 tests [2025-11-21T04:45:16.734412] [INFO ] [CONFIGURE ] AP: Testing feature 9/29: add_mfi [2025-11-21T04:45:16.734467] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T04:45:17.058346] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:17.387821] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:17.709443] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:18.036565] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:18.361923] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:18.676451] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:18.983533] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:19.295598] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:19.603227] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:19.920830] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:19.921191] [INFO ] [CONFIGURE ] AP: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:45:19.921255] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18314 tests [2025-11-21T04:45:19.921298] [INFO ] [CONFIGURE ] AP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:45:19.921337] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:45:20.322388] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:20.745874] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:21.164075] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:21.578576] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:45:21.992457] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:45:22.406864] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:22.831693] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:23.241617] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:23.662179] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:24.081099] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:24.081421] [INFO ] [CONFIGURE ] AP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T04:45:24.081500] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18313 tests [2025-11-21T04:45:24.081563] [INFO ] [CONFIGURE ] AP: Testing feature 11/29: add_obv_daily [2025-11-21T04:45:24.081621] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T04:45:24.394483] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:24.722456] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:25.033579] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:45:25.360751] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:25.681261] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:26.015155] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:26.343363] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:26.662850] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:27.006822] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:27.339811] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:27.340076] [INFO ] [CONFIGURE ] AP: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:45:27.340137] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18312 tests [2025-11-21T04:45:27.340188] [INFO ] [CONFIGURE ] AP: Testing feature 12/29: add_obv_interval [2025-11-21T04:45:27.340279] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T04:45:27.663982] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:45:27.985516] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:28.291743] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:28.606856] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:45:28.919231] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:29.230667] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:29.549737] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:29.872350] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:30.192359] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:30.511939] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:30.512138] [INFO ] [CONFIGURE ] AP: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T04:45:30.512200] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18311 tests [2025-11-21T04:45:30.512251] [INFO ] [CONFIGURE ] AP: Testing feature 13/29: add_opening_strength [2025-11-21T04:45:30.512296] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-21T04:45:30.843692] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:45:31.174136] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:31.509933] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:45:31.837588] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:45:32.166724] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:45:32.499660] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:32.845618] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:33.174905] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:45:33.512847] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:33.855173] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:33.855422] [INFO ] [CONFIGURE ] AP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:45:33.855483] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18310 tests [2025-11-21T04:45:33.855534] [INFO ] [CONFIGURE ] AP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:45:33.855580] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T04:45:34.201074] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:34.538059] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:34.879244] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:45:35.209241] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:35.543636] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:35.892258] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:36.211149] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:36.524767] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:36.842286] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:37.177585] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:37.177818] [INFO ] [CONFIGURE ] AP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:45:37.177877] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18309 tests [2025-11-21T04:45:37.177926] [INFO ] [CONFIGURE ] AP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:45:37.177970] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T04:45:37.445740] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:37.722026] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:37.996233] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:38.265459] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:45:38.534206] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:38.805406] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:39.076318] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:39.350969] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:39.631351] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:39.988460] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:39.988752] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:45:39.988837] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18308 tests [2025-11-21T04:45:39.988907] [INFO ] [CONFIGURE ] AP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:45:39.988972] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T04:45:40.373451] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:40.715096] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:40.981119] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:45:41.273908] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:41.568312] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:41.861756] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:42.154038] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:42.460613] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:42.770498] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:43.097471] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:43.097692] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:45:43.097755] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18307 tests [2025-11-21T04:45:43.097802] [INFO ] [CONFIGURE ] AP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:45:43.097846] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T04:45:43.395395] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:43.697977] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:44.001439] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:44.308596] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:45:44.628711] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:44.967406] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:45.313383] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:45.637694] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:45.942992] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:46.283930] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:46.284132] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:45:46.284192] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18306 tests [2025-11-21T04:45:46.284242] [INFO ] [CONFIGURE ] AP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:45:46.284285] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T04:45:46.557383] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:46.832743] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:47.127553] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:45:47.428352] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:45:47.726742] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:48.023360] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:48.301178] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:48.567802] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:48.834057] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:49.104137] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:49.104356] [INFO ] [CONFIGURE ] AP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T04:45:49.104415] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18305 tests [2025-11-21T04:45:49.104461] [INFO ] [CONFIGURE ] AP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:45:49.104506] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T04:45:49.379476] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:49.666479] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:49.952517] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:45:50.233939] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:45:50.512539] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:50.832003] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:51.149002] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:51.432057] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:51.709326] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:51.991388] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:45:51.991606] [INFO ] [CONFIGURE ] AP: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:45:51.991684] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18304 tests [2025-11-21T04:45:51.991734] [INFO ] [CONFIGURE ] AP: Testing feature 20/29: add_price_rejection [2025-11-21T04:45:51.991778] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T04:45:52.301861] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:52.628155] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:52.962564] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:45:53.289657] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:53.627453] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:53.969982] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:54.327929] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:54.648707] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:54.959166] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:55.292367] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:55.292700] [INFO ] [CONFIGURE ] AP: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:45:55.292765] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18303 tests [2025-11-21T04:45:55.292812] [INFO ] [CONFIGURE ] AP: Testing feature 21/29: add_range_position [2025-11-21T04:45:55.292857] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T04:45:55.588423] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:45:55.884202] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:45:56.183822] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:45:56.481303] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:45:56.791558] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:45:57.086009] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:45:57.385152] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:45:57.688540] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:45:57.999267] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:45:58.308712] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:45:58.308908] [INFO ] [CONFIGURE ] AP: DISCARDED add_range_position (score: 40.00%) [2025-11-21T04:45:58.308967] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18302 tests [2025-11-21T04:45:58.309012] [INFO ] [CONFIGURE ] AP: Testing feature 22/29: add_realized_volatility [2025-11-21T04:45:58.309056] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T04:45:58.712492] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:45:59.124504] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:45:59.520826] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:45:59.952599] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:46:00.384092] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:01.505224] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:01.952026] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:46:02.325830] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:46:02.723679] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:46:03.160461] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:46:03.160677] [INFO ] [CONFIGURE ] AP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:46:03.160741] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18301 tests [2025-11-21T04:46:03.160791] [INFO ] [CONFIGURE ] AP: Testing feature 23/29: add_recent_range_context [2025-11-21T04:46:03.160838] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T04:46:03.490265] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:46:03.812629] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:46:04.141686] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:04.476433] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:46:04.800744] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:05.121570] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:05.455231] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:46:05.784916] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:46:06.093215] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:06.393717] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:46:06.393914] [INFO ] [CONFIGURE ] AP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:46:06.393972] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18300 tests [2025-11-21T04:46:06.394020] [INFO ] [CONFIGURE ] AP: Testing feature 24/29: add_rsi [2025-11-21T04:46:06.394064] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T04:46:06.712961] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:46:07.019378] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:46:07.329330] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:07.637705] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:46:07.948508] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:08.271902] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:08.591398] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:46:08.919431] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:46:09.244719] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:46:09.583276] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:46:09.583513] [INFO ] [CONFIGURE ] AP: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:46:09.583574] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18299 tests [2025-11-21T04:46:09.583625] [INFO ] [CONFIGURE ] AP: Testing feature 25/29: add_tick_distribution [2025-11-21T04:46:09.583697] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T04:46:09.868137] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:46:10.156827] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:46:10.437530] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:46:10.713034] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:46:10.998388] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:11.274759] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:11.577100] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:46:11.880934] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:46:12.162603] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:12.447109] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:46:12.447337] [INFO ] [CONFIGURE ] AP: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T04:46:12.447518] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18298 tests [2025-11-21T04:46:12.447573] [INFO ] [CONFIGURE ] AP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:46:12.447616] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T04:46:12.750327] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:13.050461] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:46:13.365033] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:13.674522] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:46:13.981716] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:14.285810] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:14.588207] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:46:14.904832] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:46:15.222012] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:15.532595] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:46:15.532847] [INFO ] [CONFIGURE ] AP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:46:15.532916] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18297 tests [2025-11-21T04:46:15.532972] [INFO ] [CONFIGURE ] AP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:46:15.533021] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T04:46:15.837866] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:16.149430] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:46:16.465975] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:16.818322] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:46:17.165083] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:46:17.515043] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:17.877588] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:46:18.253876] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:46:18.611788] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:18.971129] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:46:18.971368] [INFO ] [CONFIGURE ] AP: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:46:18.971431] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18296 tests [2025-11-21T04:46:18.971484] [INFO ] [CONFIGURE ] AP: Testing feature 28/29: add_volume_profile [2025-11-21T04:46:18.971531] [INFO ] [CONFIGURE ] AP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T04:46:19.292465] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:46:19.614632] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:46:19.951495] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:20.284772] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:46:20.619758] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:20.964339] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:21.296840] [DEBUG] [FORECASTER] AP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:46:21.636606] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:46:21.995101] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:22.332868] [DEBUG] [FORECASTER] AP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:46:22.333119] [INFO ] [CONFIGURE ] AP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:46:22.333198] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18295 tests [2025-11-21T04:46:22.333266] [INFO ] [CONFIGURE ] AP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:46:22.333346] [INFO ] [CONFIGURE ] AP: Best accuracy: 80.00% [2025-11-21T04:46:22.333412] [INFO ] [CONFIGURE ] AP: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T04:46:22.333482] [INFO ] [CONFIGURE ] AP: Improvement over baseline: 30.00% [2025-11-21T04:46:22.333540] [INFO ] [CONFIGURE ] AP: Total time: 1.4 minutes [2025-11-21T04:46:22.333594] [INFO ] [CONFIGURE ] AP: Average time per feature: 3.0 seconds [2025-11-21T04:46:22.333666] [INFO ] [CONFIGURE ] AP: Average speed: 0.34 features/sec [2025-11-21T04:46:22.334223] [INFO ] [LOCAL ] Saved configuration for AP: 4 features, 80.00% accuracy -> ./output/feature-sets/AP.json [2025-11-21T04:46:22.334301] [INFO ] [CONFIGURE ] AP: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T04:46:22.334361] [INFO ] [sig ] [93/723] Successfully configured AP | 0.01 sym/s | Total: 2.2h | ETA: 15.0h [2025-11-21T04:46:22.334419] [INFO ] [sig ] [94/723] Configuring APAM... [2025-11-21T04:46:22.334468] [INFO ] [CONFIGURE ] APAM: Configurate test run. [2025-11-21T04:46:22.334521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-11-21T04:46:22.410033] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APAM'. [2025-11-21T04:46:22.410545] [INFO ] [CONFIGURE ] APAM: Testing with 29 available features [2025-11-21T04:46:22.410614] [INFO ] [CONFIGURE ] APAM: Establishing baseline with no features... [2025-11-21T04:46:22.605011] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:22.796522] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:22.992737] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:23.203173] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:23.403176] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:23.602216] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:23.798684] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:23.973452] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:24.142907] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:24.322313] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:24.322522] [INFO ] [CONFIGURE ] APAM: Baseline score (no features): 60.00% [2025-11-21T04:46:24.322570] [INFO ] [CONFIGURE ] APAM: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:46:24.322606] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:46:24.523595] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:24.722908] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:46:24.921671] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:46:25.123489] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:25.323866] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:25.529034] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:25.729555] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:25.930362] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:26.131298] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:26.333215] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:26.333397] [INFO ] [CONFIGURE ] APAM: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:46:26.333446] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18294 tests [2025-11-21T04:46:26.333484] [INFO ] [CONFIGURE ] APAM: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:46:26.333519] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:46:26.540813] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:26.779621] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:26.982132] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:27.184710] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:27.393428] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:46:27.625096] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:27.854119] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:28.090018] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:28.315356] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:28.538503] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:46:28.538887] [INFO ] [CONFIGURE ] APAM: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:46:28.539009] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18293 tests [2025-11-21T04:46:28.539117] [INFO ] [CONFIGURE ] APAM: Testing feature 3/29: add_daily_returns [2025-11-21T04:46:28.539237] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns'] [2025-11-21T04:46:28.738269] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:28.938899] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:29.137630] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:29.326755] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:29.510773] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:29.695351] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:29.884286] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:46:30.075105] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:30.263383] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:30.451137] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:46:30.451352] [INFO ] [CONFIGURE ] APAM: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T04:46:30.451411] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18292 tests [2025-11-21T04:46:30.451453] [INFO ] [CONFIGURE ] APAM: Testing feature 4/29: add_ema [2025-11-21T04:46:30.451487] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_ema'] [2025-11-21T04:46:30.664090] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:30.888178] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:31.108261] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:46:31.330575] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:31.544670] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:31.789399] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:32.040334] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:32.288809] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:32.540402] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:32.787846] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:32.788079] [INFO ] [CONFIGURE ] APAM: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:46:32.788131] [INFO ] [CONFIGURE ] JOB ETA: 14.8h | Avg: 2.9s/test | Remaining: 18291 tests [2025-11-21T04:46:32.788171] [INFO ] [CONFIGURE ] APAM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:46:32.788207] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:46:33.030717] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:46:33.279738] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:33.520702] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:46:33.769492] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:34.000495] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:34.230548] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:34.483968] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:46:34.734977] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:46:34.990216] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:35.248577] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:35.248811] [INFO ] [CONFIGURE ] APAM: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T04:46:35.248874] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18290 tests [2025-11-21T04:46:35.248928] [INFO ] [CONFIGURE ] APAM: Testing feature 6/29: add_failed_moves [2025-11-21T04:46:35.248972] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_failed_moves'] [2025-11-21T04:46:35.460191] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:46:35.677827] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:35.891740] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:36.096186] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:36.308142] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:36.514894] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:36.723337] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:36.930152] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:37.136947] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:37.346917] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:37.347134] [INFO ] [CONFIGURE ] APAM: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:46:37.347183] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18289 tests [2025-11-21T04:46:37.347221] [INFO ] [CONFIGURE ] APAM: Testing feature 7/29: add_lag_shelf [2025-11-21T04:46:37.347255] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_lag_shelf'] [2025-11-21T04:46:37.543606] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:37.763619] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:37.959491] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:38.166502] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:38.370995] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:38.568880] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:38.771602] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:38.986960] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:39.185420] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:39.381478] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:39.381859] [INFO ] [CONFIGURE ] APAM: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:46:39.381975] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18288 tests [2025-11-21T04:46:39.382080] [INFO ] [CONFIGURE ] APAM: Testing feature 8/29: add_macd [2025-11-21T04:46:39.382200] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:46:39.668550] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:39.953457] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:46:40.263663] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:40.564352] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:40.867219] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:41.180184] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:41.481070] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:46:41.779677] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:46:42.079847] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:42.380134] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:42.380349] [INFO ] [CONFIGURE ] APAM: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:46:42.380411] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18287 tests [2025-11-21T04:46:42.380460] [INFO ] [CONFIGURE ] APAM: Testing feature 9/29: add_mfi [2025-11-21T04:46:42.380659] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_mfi'] [2025-11-21T04:46:42.592494] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:46:42.800329] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:43.007887] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:46:43.209693] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:43.415017] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:43.616273] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:43.821817] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:46:44.024962] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:44.240958] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:44.441053] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:44.441281] [INFO ] [CONFIGURE ] APAM: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:46:44.441331] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18286 tests [2025-11-21T04:46:44.441370] [INFO ] [CONFIGURE ] APAM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:46:44.441406] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:46:44.733981] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:46:45.019142] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:45.308601] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:46:45.601763] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:45.897950] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:46.195004] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:46.489611] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:46:46.800601] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:47.112108] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:47.412104] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:46:47.412359] [INFO ] [CONFIGURE ] APAM: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T04:46:47.412422] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18285 tests [2025-11-21T04:46:47.412469] [INFO ] [CONFIGURE ] APAM: Testing feature 11/29: add_obv_daily [2025-11-21T04:46:47.412517] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_obv_daily'] [2025-11-21T04:46:47.631600] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:47.849409] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:48.082190] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:48.368903] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:48.665701] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:48.924441] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:49.150755] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:46:49.346303] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:49.537172] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:49.728022] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:46:49.728229] [INFO ] [CONFIGURE ] APAM: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T04:46:49.728279] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18284 tests [2025-11-21T04:46:49.728317] [INFO ] [CONFIGURE ] APAM: Testing feature 12/29: add_obv_interval [2025-11-21T04:46:49.728352] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_obv_interval'] [2025-11-21T04:46:49.911550] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:50.097357] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:50.281998] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:46:50.469541] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:50.673764] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:50.881029] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:51.089986] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:51.293930] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:46:51.499477] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:51.707474] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:51.707687] [INFO ] [CONFIGURE ] APAM: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:46:51.707783] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18283 tests [2025-11-21T04:46:51.707848] [INFO ] [CONFIGURE ] APAM: Testing feature 13/29: add_opening_strength [2025-11-21T04:46:51.707905] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:46:51.913352] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:52.122335] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:52.332492] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:52.536429] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:46:52.747203] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:52.961345] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:46:53.182189] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:46:53.403012] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:46:53.613708] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:53.832598] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:53.832822] [INFO ] [CONFIGURE ] APAM: KEPT add_opening_strength (score: 70.00%) [2025-11-21T04:46:53.832888] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18282 tests [2025-11-21T04:46:53.832941] [INFO ] [CONFIGURE ] APAM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:46:53.832988] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T04:46:54.074927] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:54.311514] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:54.560346] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:54.827810] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:46:55.081495] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:55.316058] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:55.572275] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:55.828780] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:46:56.084301] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:56.355868] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:56.356061] [INFO ] [CONFIGURE ] APAM: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:46:56.356118] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18281 tests [2025-11-21T04:46:56.356165] [INFO ] [CONFIGURE ] APAM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:46:56.356203] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T04:46:56.586992] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:56.818795] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:57.061978] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:57.304265] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:46:57.546845] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:46:57.791294] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:46:58.035453] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:46:58.287874] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:46:58.534699] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:46:58.784680] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:46:58.784899] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:46:58.784955] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18280 tests [2025-11-21T04:46:58.784994] [INFO ] [CONFIGURE ] APAM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:46:58.785029] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T04:46:59.053341] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:46:59.334710] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:46:59.622932] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:46:59.918818] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:00.200241] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:00.489259] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:01.499184] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:01.939348] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:02.223439] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:02.505435] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:02.505692] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:47:02.505756] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18279 tests [2025-11-21T04:47:02.505810] [INFO ] [CONFIGURE ] APAM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:47:02.505850] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T04:47:02.779804] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:03.052547] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:03.333831] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:03.604924] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:03.863528] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:04.137630] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:04.437887] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:04.703217] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:04.971099] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:05.240706] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:05.240951] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:47:05.241014] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18278 tests [2025-11-21T04:47:05.241065] [INFO ] [CONFIGURE ] APAM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:47:05.241109] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T04:47:05.488160] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:05.747040] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:06.012786] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:06.269123] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:47:06.530467] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:06.785032] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:07.039706] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:07.299236] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:07.557575] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:07.818799] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:07.819051] [INFO ] [CONFIGURE ] APAM: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T04:47:07.819117] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18277 tests [2025-11-21T04:47:07.819182] [INFO ] [CONFIGURE ] APAM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:47:07.819236] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T04:47:08.064612] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:08.329486] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:08.582404] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:08.837857] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:47:09.096741] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:09.348127] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:47:09.597558] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:09.839846] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:10.073458] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:10.307438] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:10.307634] [INFO ] [CONFIGURE ] APAM: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:47:10.307728] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18276 tests [2025-11-21T04:47:10.307782] [INFO ] [CONFIGURE ] APAM: Testing feature 20/29: add_price_rejection [2025-11-21T04:47:10.307967] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T04:47:10.577744] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:10.841758] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:11.118131] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:11.401882] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:11.674632] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:47:11.958769] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:12.232688] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:12.505335] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:12.785597] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:47:13.064663] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:13.064884] [INFO ] [CONFIGURE ] APAM: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T04:47:13.064946] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18275 tests [2025-11-21T04:47:13.064991] [INFO ] [CONFIGURE ] APAM: Testing feature 21/29: add_range_position [2025-11-21T04:47:13.065041] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T04:47:13.370283] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:13.661941] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:47:13.955548] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:14.252224] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:47:14.546744] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:14.846734] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:15.139657] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:15.424191] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:15.721125] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:47:16.027770] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:16.028171] [INFO ] [CONFIGURE ] APAM: DISCARDED add_range_position (score: 80.00%) [2025-11-21T04:47:16.028265] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18274 tests [2025-11-21T04:47:16.028327] [INFO ] [CONFIGURE ] APAM: Testing feature 22/29: add_realized_volatility [2025-11-21T04:47:16.028385] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T04:47:16.394697] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:16.761133] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:17.123051] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:17.486305] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:17.843566] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:18.220440] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:18.597843] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:18.979621] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:19.362421] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:19.742662] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:19.742990] [INFO ] [CONFIGURE ] APAM: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:47:19.743058] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18273 tests [2025-11-21T04:47:19.743114] [INFO ] [CONFIGURE ] APAM: Testing feature 23/29: add_recent_range_context [2025-11-21T04:47:19.743156] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T04:47:20.009424] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:20.278469] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:20.542667] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:20.815292] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:21.084418] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:21.355715] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:21.631481] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:21.904110] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:22.177357] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:22.446677] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:22.446915] [INFO ] [CONFIGURE ] APAM: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T04:47:22.446993] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18272 tests [2025-11-21T04:47:22.447046] [INFO ] [CONFIGURE ] APAM: Testing feature 24/29: add_rsi [2025-11-21T04:47:22.447093] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T04:47:22.754068] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:23.077012] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:23.407175] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:23.759283] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:24.080506] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:24.403371] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:47:24.707960] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:47:25.022750] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:25.329373] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:25.644172] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:25.644397] [INFO ] [CONFIGURE ] APAM: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:47:25.644461] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18271 tests [2025-11-21T04:47:25.644512] [INFO ] [CONFIGURE ] APAM: Testing feature 25/29: add_tick_distribution [2025-11-21T04:47:25.644558] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T04:47:25.898023] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:26.155737] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:26.416360] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:26.673437] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:26.947621] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:27.213328] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:27.470300] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:27.738444] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:27.997368] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:28.260480] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:28.260723] [INFO ] [CONFIGURE ] APAM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:47:28.260789] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18270 tests [2025-11-21T04:47:28.260838] [INFO ] [CONFIGURE ] APAM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:47:28.260882] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T04:47:28.523256] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:28.790708] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:29.055219] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:29.316428] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:29.573998] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:29.833437] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:30.100460] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:30.364241] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:30.621734] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:30.888116] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:30.888372] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:47:30.888435] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18269 tests [2025-11-21T04:47:30.888483] [INFO ] [CONFIGURE ] APAM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:47:30.888532] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T04:47:31.164555] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:31.437187] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:31.709811] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:31.973747] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:47:32.238631] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:32.517815] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:32.792460] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:33.067196] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:33.344849] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:33.626385] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:33.626668] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T04:47:33.626733] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18268 tests [2025-11-21T04:47:33.626786] [INFO ] [CONFIGURE ] APAM: Testing feature 28/29: add_volume_profile [2025-11-21T04:47:33.626833] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T04:47:33.891958] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:47:34.161863] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:34.443580] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:34.725216] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:35.006071] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:47:35.297128] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:35.644358] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:36.002056] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:36.354017] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:36.648584] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:36.648862] [INFO ] [CONFIGURE ] APAM: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:47:36.648926] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18267 tests [2025-11-21T04:47:36.648979] [INFO ] [CONFIGURE ] APAM: Testing feature 29/29: add_vwap [2025-11-21T04:47:36.649025] [INFO ] [CONFIGURE ] APAM: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T04:47:36.926967] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:37.195402] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:47:37.457696] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:47:37.722185] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:47:37.993238] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T04:47:38.265048] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:38.544918] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:38.830269] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:47:39.118793] [DEBUG] [FORECASTER] APAM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:47:39.390267] [DEBUG] [FORECASTER] APAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:39.390454] [INFO ] [CONFIGURE ] APAM: DISCARDED add_vwap (score: 30.00%) [2025-11-21T04:47:39.390513] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18266 tests [2025-11-21T04:47:39.390562] [INFO ] [CONFIGURE ] APAM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:47:39.390605] [INFO ] [CONFIGURE ] APAM: Best accuracy: 80.00% [2025-11-21T04:47:39.390667] [INFO ] [CONFIGURE ] APAM: Best feature set (3 features): ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T04:47:39.390712] [INFO ] [CONFIGURE ] APAM: Improvement over baseline: 20.00% [2025-11-21T04:47:39.390744] [INFO ] [CONFIGURE ] APAM: Total time: 1.3 minutes [2025-11-21T04:47:39.390782] [INFO ] [CONFIGURE ] APAM: Average time per feature: 2.6 seconds [2025-11-21T04:47:39.390820] [INFO ] [CONFIGURE ] APAM: Average speed: 0.39 features/sec [2025-11-21T04:47:39.391291] [INFO ] [LOCAL ] Saved configuration for APAM: 3 features, 80.00% accuracy -> ./output/feature-sets/APAM.json [2025-11-21T04:47:39.391351] [INFO ] [CONFIGURE ] APAM: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T04:47:39.391402] [INFO ] [sig ] [94/723] Successfully configured APAM | 0.01 sym/s | Total: 2.2h | ETA: 14.9h [2025-11-21T04:47:39.391448] [INFO ] [sig ] [95/723] Configuring APD... [2025-11-21T04:47:39.391490] [INFO ] [CONFIGURE ] APD: Configurate test run. [2025-11-21T04:47:39.391534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-11-21T04:47:39.467914] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APD'. [2025-11-21T04:47:39.468238] [INFO ] [CONFIGURE ] APD: Testing with 29 available features [2025-11-21T04:47:39.468303] [INFO ] [CONFIGURE ] APD: Establishing baseline with no features... [2025-11-21T04:47:39.661260] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:39.852942] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:47:40.051452] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:40.263631] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:47:40.463363] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:47:40.658030] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:47:40.857229] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:41.057676] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:41.255930] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:47:41.452521] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:47:41.452956] [INFO ] [CONFIGURE ] APD: Baseline score (no features): 50.00% [2025-11-21T04:47:41.453076] [INFO ] [CONFIGURE ] APD: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:47:41.453219] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:47:41.693949] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:41.931230] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:47:42.177080] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:42.415074] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:47:42.667679] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:47:42.921860] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:47:43.155235] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:43.392867] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:43.648293] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:47:43.893387] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:47:43.893605] [INFO ] [CONFIGURE ] APD: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T04:47:43.893676] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18265 tests [2025-11-21T04:47:43.893749] [INFO ] [CONFIGURE ] APD: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:47:43.893800] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:47:44.143518] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:44.397662] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:47:44.649221] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:44.921580] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:47:45.170770] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:47:45.414262] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:45.662351] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:45.919110] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:46.165402] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:47:46.410861] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:47:46.411230] [INFO ] [CONFIGURE ] APD: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:47:46.411295] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18264 tests [2025-11-21T04:47:46.411406] [INFO ] [CONFIGURE ] APD: Testing feature 3/29: add_daily_returns [2025-11-21T04:47:46.411548] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_daily_returns'] [2025-11-21T04:47:46.619757] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:46.838978] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:47:47.048438] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:47.263887] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:47:47.473981] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:47:47.695483] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:47:47.918025] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:48.131807] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:48.347618] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:47:48.570499] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:47:48.570702] [INFO ] [CONFIGURE ] APD: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T04:47:48.570996] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18263 tests [2025-11-21T04:47:48.571196] [INFO ] [CONFIGURE ] APD: Testing feature 4/29: add_ema [2025-11-21T04:47:48.571316] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema'] [2025-11-21T04:47:48.813381] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:49.055827] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:47:49.295075] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:49.538577] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:47:49.781277] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:47:50.028746] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:47:50.267941] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:50.506619] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:50.757943] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:47:50.997693] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:47:50.998170] [INFO ] [CONFIGURE ] APD: KEPT add_ema (score: 60.00%) [2025-11-21T04:47:50.998289] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18262 tests [2025-11-21T04:47:50.998399] [INFO ] [CONFIGURE ] APD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:47:50.998504] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:47:51.286273] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:51.569133] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:47:51.868709] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:47:52.160484] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:47:52.452773] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:47:52.751829] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:47:53.041274] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:53.344168] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:53.656740] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:47:53.942916] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:47:53.943125] [INFO ] [CONFIGURE ] APD: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T04:47:53.943188] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18261 tests [2025-11-21T04:47:53.943245] [INFO ] [CONFIGURE ] APD: Testing feature 6/29: add_failed_moves [2025-11-21T04:47:53.943299] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T04:47:54.169097] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:54.397175] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:47:54.627585] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:54.879888] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:47:55.116147] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:47:55.368073] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:47:55.608797] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:55.859831] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:56.115097] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:47:56.381216] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:47:56.381445] [INFO ] [CONFIGURE ] APD: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:47:56.381535] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18260 tests [2025-11-21T04:47:56.381589] [INFO ] [CONFIGURE ] APD: Testing feature 7/29: add_lag_shelf [2025-11-21T04:47:56.381662] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T04:47:56.634004] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:56.880050] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:47:57.126868] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:47:57.371118] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:47:57.611291] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:47:57.851836] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:47:58.089623] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:47:58.333329] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:47:58.576079] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:47:58.822433] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:47:58.822699] [INFO ] [CONFIGURE ] APD: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:47:58.822784] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18259 tests [2025-11-21T04:47:58.822839] [INFO ] [CONFIGURE ] APD: Testing feature 8/29: add_macd [2025-11-21T04:47:58.823046] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T04:47:59.144096] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:47:59.467246] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:47:59.787785] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:48:00.109484] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:00.431861] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:00.750708] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:48:01.730085] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:48:02.119024] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:02.431001] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:02.728315] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:02.728581] [INFO ] [CONFIGURE ] APD: DISCARDED add_macd (score: 20.00%) [2025-11-21T04:48:02.728663] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18258 tests [2025-11-21T04:48:02.728757] [INFO ] [CONFIGURE ] APD: Testing feature 9/29: add_mfi [2025-11-21T04:48:02.728809] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T04:48:02.986622] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:03.244972] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:03.498367] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:03.756628] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:48:04.011770] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:04.281427] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:48:04.530342] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:04.789941] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:05.040135] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:05.293471] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:05.293738] [INFO ] [CONFIGURE ] APD: DISCARDED add_mfi (score: 40.00%) [2025-11-21T04:48:05.293829] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18257 tests [2025-11-21T04:48:05.293880] [INFO ] [CONFIGURE ] APD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:48:05.293923] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:48:05.625548] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:05.945787] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:06.269184] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:06.592619] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:06.922313] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:48:07.247522] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:48:07.578190] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:07.921238] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:08.254050] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:08.606602] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:08.607180] [INFO ] [CONFIGURE ] APD: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:48:08.607246] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18256 tests [2025-11-21T04:48:08.607300] [INFO ] [CONFIGURE ] APD: Testing feature 11/29: add_obv_daily [2025-11-21T04:48:08.607350] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T04:48:08.873447] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:09.149065] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:09.421699] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:09.709530] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:48:09.996155] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:10.275584] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:10.546380] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:10.815388] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:11.099848] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:11.382137] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:11.382666] [INFO ] [CONFIGURE ] APD: KEPT add_obv_daily (score: 70.00%) [2025-11-21T04:48:11.382744] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18255 tests [2025-11-21T04:48:11.382859] [INFO ] [CONFIGURE ] APD: Testing feature 12/29: add_obv_interval [2025-11-21T04:48:11.382930] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T04:48:11.671168] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:11.960053] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:48:12.245826] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:12.533379] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:48:12.818108] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:13.101198] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:13.379819] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:13.677172] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:13.966055] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:14.257479] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:14.257739] [INFO ] [CONFIGURE ] APD: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:48:14.257803] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18254 tests [2025-11-21T04:48:14.257885] [INFO ] [CONFIGURE ] APD: Testing feature 13/29: add_opening_strength [2025-11-21T04:48:14.257938] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:48:14.571968] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:14.884697] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:15.202163] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:15.502038] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:15.826919] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:16.144541] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:48:16.437248] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:16.749340] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:17.058386] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:17.367112] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:17.367327] [INFO ] [CONFIGURE ] APD: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T04:48:17.367385] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18253 tests [2025-11-21T04:48:17.367441] [INFO ] [CONFIGURE ] APD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:48:17.367487] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T04:48:17.663824] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:17.957890] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:18.239187] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:18.507427] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:48:18.782341] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:19.079511] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:19.360577] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:19.629011] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:19.896621] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:20.168581] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:20.168784] [INFO ] [CONFIGURE ] APD: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T04:48:20.168842] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18252 tests [2025-11-21T04:48:20.168890] [INFO ] [CONFIGURE ] APD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:48:20.168932] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T04:48:20.404966] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:20.643003] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:20.918146] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:21.196640] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:21.469251] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:21.741746] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:22.017564] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:22.290954] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:22.574837] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:22.858415] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:22.858676] [INFO ] [CONFIGURE ] APD: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:48:22.858740] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18251 tests [2025-11-21T04:48:22.858790] [INFO ] [CONFIGURE ] APD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:48:22.858836] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T04:48:23.156383] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:23.456067] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:23.768697] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:24.073906] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:48:24.366017] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:24.664564] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:48:24.969367] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:25.262452] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:25.546811] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:25.840229] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:25.840483] [INFO ] [CONFIGURE ] APD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:48:25.840543] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18250 tests [2025-11-21T04:48:25.840590] [INFO ] [CONFIGURE ] APD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:48:25.840633] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T04:48:26.129602] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:26.425767] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:48:26.728161] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:27.031571] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:27.333844] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:48:27.642379] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:27.955528] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:28.353119] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:28.662531] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:28.931637] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:28.931865] [INFO ] [CONFIGURE ] APD: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-21T04:48:28.931929] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18249 tests [2025-11-21T04:48:28.931977] [INFO ] [CONFIGURE ] APD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:48:28.932022] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T04:48:29.183623] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:29.430328] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:48:29.695137] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:29.964096] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:30.234465] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:30.506610] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:30.775814] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:31.044481] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:31.309897] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:31.577444] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:31.577639] [INFO ] [CONFIGURE ] APD: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:48:31.577712] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18248 tests [2025-11-21T04:48:31.577758] [INFO ] [CONFIGURE ] APD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:48:31.577801] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T04:48:31.809159] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:32.064222] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:32.335309] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:32.608415] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:32.883058] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:33.149678] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:33.421799] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:33.706977] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:33.998531] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:34.277232] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:34.277439] [INFO ] [CONFIGURE ] APD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:48:34.277496] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18247 tests [2025-11-21T04:48:34.277543] [INFO ] [CONFIGURE ] APD: Testing feature 20/29: add_price_rejection [2025-11-21T04:48:34.277585] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T04:48:34.572430] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:34.864949] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:35.153924] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:35.440320] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:35.730131] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:36.070032] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:36.358883] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:36.657070] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:36.941059] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:37.226405] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:37.226576] [INFO ] [CONFIGURE ] APD: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T04:48:37.226633] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18246 tests [2025-11-21T04:48:37.226699] [INFO ] [CONFIGURE ] APD: Testing feature 21/29: add_range_position [2025-11-21T04:48:37.226744] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T04:48:37.519087] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:37.810524] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:48:38.137795] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:38.442412] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:38.766532] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:39.071068] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:39.381672] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:39.684266] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:39.989882] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:40.312140] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:40.312449] [INFO ] [CONFIGURE ] APD: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:48:40.312513] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18245 tests [2025-11-21T04:48:40.312562] [INFO ] [CONFIGURE ] APD: Testing feature 22/29: add_realized_volatility [2025-11-21T04:48:40.312611] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T04:48:40.705503] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:41.099275] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:48:41.488201] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:41.879986] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:48:42.279931] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:42.684110] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:43.096355] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:43.475352] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:43.857830] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:44.265794] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:44.266039] [INFO ] [CONFIGURE ] APD: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:48:44.266101] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18244 tests [2025-11-21T04:48:44.266150] [INFO ] [CONFIGURE ] APD: Testing feature 23/29: add_recent_range_context [2025-11-21T04:48:44.266187] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T04:48:44.567481] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:44.869184] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:48:45.207736] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:45.524845] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:45.825234] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:46.124663] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:46.433360] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:46.747352] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:47.067289] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:47.386030] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:47.386322] [INFO ] [CONFIGURE ] APD: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T04:48:47.386389] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18243 tests [2025-11-21T04:48:47.386441] [INFO ] [CONFIGURE ] APD: Testing feature 24/29: add_rsi [2025-11-21T04:48:47.386491] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_rsi'] [2025-11-21T04:48:47.688871] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:47.979820] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:48:48.298095] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:48.619401] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:48:48.949604] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:49.265381] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:49.600946] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:49.932530] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:50.276202] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:50.606328] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:50.606549] [INFO ] [CONFIGURE ] APD: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:48:50.606613] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18242 tests [2025-11-21T04:48:50.606685] [INFO ] [CONFIGURE ] APD: Testing feature 25/29: add_tick_distribution [2025-11-21T04:48:50.606734] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T04:48:50.923591] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:51.255612] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:51.551166] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:51.834384] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:52.126300] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:52.404987] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:52.686918] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:52.973256] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:53.255723] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:48:53.543693] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:48:53.543881] [INFO ] [CONFIGURE ] APD: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T04:48:53.543938] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18241 tests [2025-11-21T04:48:53.543984] [INFO ] [CONFIGURE ] APD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:48:53.544037] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T04:48:53.823483] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:54.136729] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:54.411900] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:54.689537] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:48:54.967535] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:48:55.266418] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:55.574934] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:55.890846] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:56.218717] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:56.533506] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:56.533834] [INFO ] [CONFIGURE ] APD: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T04:48:56.533903] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18240 tests [2025-11-21T04:48:56.534004] [INFO ] [CONFIGURE ] APD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:48:56.534061] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T04:48:56.857984] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:48:57.183689] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T04:48:57.519951] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:48:57.858420] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:48:58.199940] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:48:58.539987] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:48:58.882965] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:48:59.214468] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:48:59.558510] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:48:59.896918] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:48:59.897263] [INFO ] [CONFIGURE ] APD: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T04:48:59.897330] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18239 tests [2025-11-21T04:48:59.897417] [INFO ] [CONFIGURE ] APD: Testing feature 28/29: add_volume_profile [2025-11-21T04:48:59.897480] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T04:49:00.234230] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:49:00.572100] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:49:00.901716] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:02.022943] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:02.347746] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:49:02.671227] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:02.990196] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:49:03.308483] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:03.622006] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:03.913674] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:49:03.913837] [INFO ] [CONFIGURE ] APD: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T04:49:03.913892] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18238 tests [2025-11-21T04:49:03.913937] [INFO ] [CONFIGURE ] APD: Testing feature 29/29: add_vwap [2025-11-21T04:49:03.913984] [INFO ] [CONFIGURE ] APD: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T04:49:04.251718] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:49:04.564725] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T04:49:04.887038] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:05.208362] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:05.530010] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:49:05.851002] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:06.176472] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:49:06.505171] [DEBUG] [FORECASTER] APD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:06.836838] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:07.153416] [DEBUG] [FORECASTER] APD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:07.153613] [INFO ] [CONFIGURE ] APD: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:49:07.153703] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18237 tests [2025-11-21T04:49:07.153755] [INFO ] [CONFIGURE ] APD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:49:07.153797] [INFO ] [CONFIGURE ] APD: Best accuracy: 80.00% [2025-11-21T04:49:07.153837] [INFO ] [CONFIGURE ] APD: Best feature set (3 features): ['add_ema', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T04:49:07.153875] [INFO ] [CONFIGURE ] APD: Improvement over baseline: 30.00% [2025-11-21T04:49:07.153917] [INFO ] [CONFIGURE ] APD: Total time: 1.4 minutes [2025-11-21T04:49:07.153960] [INFO ] [CONFIGURE ] APD: Average time per feature: 3.0 seconds [2025-11-21T04:49:07.154004] [INFO ] [CONFIGURE ] APD: Average speed: 0.34 features/sec [2025-11-21T04:49:07.154392] [INFO ] [LOCAL ] Saved configuration for APD: 3 features, 80.00% accuracy -> ./output/feature-sets/APD.json [2025-11-21T04:49:07.154451] [INFO ] [CONFIGURE ] APD: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T04:49:07.154508] [INFO ] [sig ] [95/723] Successfully configured APD | 0.01 sym/s | Total: 2.3h | ETA: 14.9h [2025-11-21T04:49:07.154555] [INFO ] [sig ] [96/723] Configuring APG... [2025-11-21T04:49:07.154595] [INFO ] [CONFIGURE ] APG: Configurate test run. [2025-11-21T04:49:07.154634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-11-21T04:49:07.230894] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APG'. [2025-11-21T04:49:07.231308] [INFO ] [CONFIGURE ] APG: Testing with 29 available features [2025-11-21T04:49:07.231371] [INFO ] [CONFIGURE ] APG: Establishing baseline with no features... [2025-11-21T04:49:07.425580] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:07.635203] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:07.851593] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:08.059959] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:08.241442] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:49:08.426075] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:49:08.609289] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:08.792104] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:08.976905] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:09.166735] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:09.167157] [INFO ] [CONFIGURE ] APG: Baseline score (no features): 40.00% [2025-11-21T04:49:09.167276] [INFO ] [CONFIGURE ] APG: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:49:09.167381] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:49:09.385026] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:09.599125] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:09.814575] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:49:10.030519] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:10.242865] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:49:10.463586] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:10.679909] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:10.900834] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:11.124278] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:11.356592] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:11.356917] [INFO ] [CONFIGURE ] APG: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:49:11.357003] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18236 tests [2025-11-21T04:49:11.357046] [INFO ] [CONFIGURE ] APG: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:49:11.357083] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:49:11.583205] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:11.794867] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:12.014625] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:12.228175] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:49:12.438703] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:12.652596] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:12.864716] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:13.079260] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:13.294616] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:13.506929] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:13.507155] [INFO ] [CONFIGURE ] APG: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T04:49:13.507206] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18235 tests [2025-11-21T04:49:13.507245] [INFO ] [CONFIGURE ] APG: Testing feature 3/29: add_daily_returns [2025-11-21T04:49:13.507281] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T04:49:13.732476] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:13.955108] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:14.184803] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:14.409316] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:14.641478] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:14.862095] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:49:15.115738] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:15.350764] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:15.606370] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:15.905616] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:15.905888] [INFO ] [CONFIGURE ] APG: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T04:49:15.906027] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18234 tests [2025-11-21T04:49:15.906103] [INFO ] [CONFIGURE ] APG: Testing feature 4/29: add_ema [2025-11-21T04:49:15.906184] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T04:49:16.226163] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:16.488639] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:16.749325] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:17.003755] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:17.264084] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:17.525271] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:17.806883] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:18.074463] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:18.339118] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:18.619100] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:18.619287] [INFO ] [CONFIGURE ] APG: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:49:18.619344] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18233 tests [2025-11-21T04:49:18.619389] [INFO ] [CONFIGURE ] APG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:49:18.619424] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:49:18.869516] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:19.138630] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:19.382946] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:19.636325] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:19.883960] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:49:20.147159] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:20.424861] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:20.694880] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:20.973162] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:21.261067] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:21.261296] [INFO ] [CONFIGURE ] APG: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T04:49:21.261357] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18232 tests [2025-11-21T04:49:21.261405] [INFO ] [CONFIGURE ] APG: Testing feature 6/29: add_failed_moves [2025-11-21T04:49:21.261447] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T04:49:21.511895] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:21.752694] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:21.975174] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:22.213413] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:49:22.455494] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:22.694625] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:22.937718] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:23.174743] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:23.383517] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:23.592606] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:23.592804] [INFO ] [CONFIGURE ] APG: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:49:23.592859] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18231 tests [2025-11-21T04:49:23.592908] [INFO ] [CONFIGURE ] APG: Testing feature 7/29: add_lag_shelf [2025-11-21T04:49:23.592944] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T04:49:23.787280] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:23.993208] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:24.201853] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:24.408622] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:49:24.608866] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:24.809896] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:25.017066] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:25.222843] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:25.431059] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:25.638995] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:25.639155] [INFO ] [CONFIGURE ] APG: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T04:49:25.639203] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18230 tests [2025-11-21T04:49:25.639241] [INFO ] [CONFIGURE ] APG: Testing feature 8/29: add_macd [2025-11-21T04:49:25.639276] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T04:49:25.940181] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:26.257094] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:26.602339] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:49:26.939909] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:27.279960] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:49:27.612558] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:27.955203] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:28.297466] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:28.637572] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:28.976366] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:49:28.976622] [INFO ] [CONFIGURE ] APG: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:49:28.976711] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18229 tests [2025-11-21T04:49:28.976766] [INFO ] [CONFIGURE ] APG: Testing feature 9/29: add_mfi [2025-11-21T04:49:28.976815] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T04:49:29.242966] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:29.506982] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:29.771325] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:30.033569] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:49:30.294143] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:30.554292] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:30.809376] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:31.066403] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:31.323700] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:31.578954] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:31.579242] [INFO ] [CONFIGURE ] APG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:49:31.579318] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18228 tests [2025-11-21T04:49:31.579377] [INFO ] [CONFIGURE ] APG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:49:31.579424] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:49:31.923120] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:32.266396] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:32.616103] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:32.968907] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:33.322419] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:33.671688] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:49:34.012470] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:34.353843] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:34.711170] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:35.067422] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:35.068531] [INFO ] [CONFIGURE ] APG: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T04:49:35.068601] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18227 tests [2025-11-21T04:49:35.068682] [INFO ] [CONFIGURE ] APG: Testing feature 11/29: add_obv_daily [2025-11-21T04:49:35.068735] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T04:49:35.338252] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:35.610485] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:35.880744] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:36.142877] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:49:36.413479] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:36.673513] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:49:36.941610] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:37.213556] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:37.485565] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:37.751594] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:37.751881] [INFO ] [CONFIGURE ] APG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:49:37.751945] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18226 tests [2025-11-21T04:49:37.751997] [INFO ] [CONFIGURE ] APG: Testing feature 12/29: add_obv_interval [2025-11-21T04:49:37.752050] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T04:49:38.003476] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:38.265176] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:38.525875] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:38.774467] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:39.047833] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:39.323261] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:39.589592] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:39.858157] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:40.113851] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:40.378967] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:49:40.379241] [INFO ] [CONFIGURE ] APG: KEPT add_obv_interval (score: 60.00%) [2025-11-21T04:49:40.379302] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18225 tests [2025-11-21T04:49:40.379354] [INFO ] [CONFIGURE ] APG: Testing feature 13/29: add_opening_strength [2025-11-21T04:49:40.379400] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:49:40.681470] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:49:40.978688] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:41.275992] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:41.574358] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:49:41.852469] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:42.146753] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:49:42.446271] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:42.745272] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:43.042341] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:43.329464] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:49:43.329681] [INFO ] [CONFIGURE ] APG: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T04:49:43.329743] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18224 tests [2025-11-21T04:49:43.329789] [INFO ] [CONFIGURE ] APG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:49:43.329832] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T04:49:43.613734] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:43.907901] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:44.201807] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:44.490788] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:44.791844] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:49:45.093670] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:45.390033] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:45.687699] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:45.982065] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:46.275350] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:46.275598] [INFO ] [CONFIGURE ] APG: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T04:49:46.275686] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18223 tests [2025-11-21T04:49:46.275742] [INFO ] [CONFIGURE ] APG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:49:46.275791] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T04:49:46.549345] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:49:46.823867] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:47.096249] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:47.364200] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:47.633765] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:47.901402] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:48.165551] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:48.437074] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:48.709325] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:49:48.980613] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:49:48.980868] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:49:48.980931] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18222 tests [2025-11-21T04:49:48.980983] [INFO ] [CONFIGURE ] APG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:49:48.981029] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T04:49:49.260188] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:49.549319] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:49.829871] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:50.114567] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:49:50.393366] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:49:50.674805] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:49:50.956306] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:51.229110] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:49:51.501222] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:51.786065] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:51.786334] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T04:49:51.786397] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18221 tests [2025-11-21T04:49:51.786448] [INFO ] [CONFIGURE ] APG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:49:51.786495] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T04:49:52.070723] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:52.351904] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:52.643917] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:52.933926] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:53.223087] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:53.520484] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:53.814181] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:54.111292] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:54.402965] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:54.688754] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:54.689016] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T04:49:54.689076] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18220 tests [2025-11-21T04:49:54.689126] [INFO ] [CONFIGURE ] APG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:49:54.689172] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T04:49:54.968803] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:55.244793] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:55.519039] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:55.783525] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:49:56.061863] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:56.340264] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:56.626856] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:56.911538] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:57.201237] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:49:57.478016] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:49:57.478242] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T04:49:57.478305] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18219 tests [2025-11-21T04:49:57.478358] [INFO ] [CONFIGURE ] APG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:49:57.478408] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T04:49:57.733375] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:49:57.994673] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:49:58.246209] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:49:58.504765] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:49:58.765033] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:49:59.023110] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:49:59.268158] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:49:59.513953] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:49:59.766619] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:00.044118] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:00.044332] [INFO ] [CONFIGURE ] APG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T04:50:00.044392] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18218 tests [2025-11-21T04:50:00.044441] [INFO ] [CONFIGURE ] APG: Testing feature 20/29: add_price_rejection [2025-11-21T04:50:00.044485] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T04:50:00.318088] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:00.593169] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:00.866127] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:01.973350] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:50:02.445125] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:02.737546] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:03.031681] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:03.322725] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:03.616333] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:03.911817] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:50:03.912100] [INFO ] [CONFIGURE ] APG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:50:03.912169] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18217 tests [2025-11-21T04:50:03.912220] [INFO ] [CONFIGURE ] APG: Testing feature 21/29: add_range_position [2025-11-21T04:50:03.912268] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_range_position'] [2025-11-21T04:50:04.225935] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:50:04.527140] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:04.824325] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:05.136787] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:50:05.443228] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:05.744583] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:06.057704] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:06.368175] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:06.673736] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:06.971467] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:50:06.971745] [INFO ] [CONFIGURE ] APG: DISCARDED add_range_position (score: 30.00%) [2025-11-21T04:50:06.971835] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18216 tests [2025-11-21T04:50:06.971887] [INFO ] [CONFIGURE ] APG: Testing feature 22/29: add_realized_volatility [2025-11-21T04:50:06.971925] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T04:50:07.363535] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:07.768934] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:08.164932] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:08.557829] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:50:08.963115] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:09.337903] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:09.719934] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:10.130602] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:10.535550] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:10.922597] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:50:10.922923] [INFO ] [CONFIGURE ] APG: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:50:10.922989] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18215 tests [2025-11-21T04:50:10.923039] [INFO ] [CONFIGURE ] APG: Testing feature 23/29: add_recent_range_context [2025-11-21T04:50:10.923085] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T04:50:11.209565] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:11.505580] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:11.793200] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:12.085703] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:50:12.381199] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:12.678989] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:12.976525] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:13.274125] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:13.559706] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:13.845184] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:50:13.845416] [INFO ] [CONFIGURE ] APG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T04:50:13.845480] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18214 tests [2025-11-21T04:50:13.845533] [INFO ] [CONFIGURE ] APG: Testing feature 24/29: add_rsi [2025-11-21T04:50:13.845580] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T04:50:14.162939] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:14.494774] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:14.811541] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:15.137136] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:50:15.456074] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:15.770859] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:16.081714] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:16.394985] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:16.714841] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:17.042663] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:17.042948] [INFO ] [CONFIGURE ] APG: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:50:17.043015] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18213 tests [2025-11-21T04:50:17.043069] [INFO ] [CONFIGURE ] APG: Testing feature 25/29: add_tick_distribution [2025-11-21T04:50:17.043116] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T04:50:17.311744] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:17.579938] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:17.854046] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:18.128460] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:50:18.397071] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:18.674023] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:18.948747] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:19.230823] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:19.538529] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:19.834656] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:19.834901] [INFO ] [CONFIGURE ] APG: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:50:19.834967] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18212 tests [2025-11-21T04:50:19.835023] [INFO ] [CONFIGURE ] APG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:50:19.835068] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T04:50:20.124976] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:20.402511] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:20.687803] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:20.964918] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:50:21.244614] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:21.528590] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:21.817468] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:22.098897] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:22.383530] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:22.654519] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:50:22.654852] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:50:22.654915] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18211 tests [2025-11-21T04:50:22.655008] [INFO ] [CONFIGURE ] APG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:50:22.655059] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T04:50:22.924599] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:23.200473] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:23.459381] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:23.731048] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:50:23.999846] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:24.263570] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:24.536173] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:24.799800] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:25.131605] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:25.511917] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:25.512204] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T04:50:25.512298] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18210 tests [2025-11-21T04:50:25.512377] [INFO ] [CONFIGURE ] APG: Testing feature 28/29: add_volume_profile [2025-11-21T04:50:25.512453] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T04:50:25.826196] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:26.075352] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:26.320098] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:26.572202] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:50:26.815975] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:27.048264] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:27.281272] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:27.532606] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:27.796842] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:28.050167] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:28.050431] [INFO ] [CONFIGURE ] APG: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T04:50:28.050497] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18209 tests [2025-11-21T04:50:28.050552] [INFO ] [CONFIGURE ] APG: Testing feature 29/29: add_vwap [2025-11-21T04:50:28.050602] [INFO ] [CONFIGURE ] APG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_vwap'] [2025-11-21T04:50:28.326356] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:28.589473] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:28.846555] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:29.091545] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:50:29.339925] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:29.606680] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:29.867185] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:50:30.150433] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:30.410116] [DEBUG] [FORECASTER] APG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:30.677130] [DEBUG] [FORECASTER] APG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:30.677330] [INFO ] [CONFIGURE ] APG: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:50:30.677387] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18208 tests [2025-11-21T04:50:30.677434] [INFO ] [CONFIGURE ] APG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:50:30.677476] [INFO ] [CONFIGURE ] APG: Best accuracy: 60.00% [2025-11-21T04:50:30.677516] [INFO ] [CONFIGURE ] APG: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T04:50:30.677587] [INFO ] [CONFIGURE ] APG: Improvement over baseline: 20.00% [2025-11-21T04:50:30.677626] [INFO ] [CONFIGURE ] APG: Total time: 1.4 minutes [2025-11-21T04:50:30.677692] [INFO ] [CONFIGURE ] APG: Average time per feature: 2.8 seconds [2025-11-21T04:50:30.677731] [INFO ] [CONFIGURE ] APG: Average speed: 0.36 features/sec [2025-11-21T04:50:30.678247] [INFO ] [LOCAL ] Saved configuration for APG: 2 features, 60.00% accuracy -> ./output/feature-sets/APG.json [2025-11-21T04:50:30.678307] [INFO ] [CONFIGURE ] APG: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T04:50:30.678355] [INFO ] [sig ] [96/723] Successfully configured APG | 0.01 sym/s | Total: 2.3h | ETA: 14.9h [2025-11-21T04:50:30.678399] [INFO ] [sig ] [97/723] Configuring APH... [2025-11-21T04:50:30.678439] [INFO ] [CONFIGURE ] APH: Configurate test run. [2025-11-21T04:50:30.678472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-11-21T04:50:30.862794] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APH'. [2025-11-21T04:50:30.863246] [INFO ] [CONFIGURE ] APH: Testing with 29 available features [2025-11-21T04:50:30.863317] [INFO ] [CONFIGURE ] APH: Establishing baseline with no features... [2025-11-21T04:50:31.042510] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:31.221758] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:31.410507] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:31.584534] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:31.756267] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:31.935077] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:32.122246] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:32.303908] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:32.481103] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:32.664673] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:32.664862] [INFO ] [CONFIGURE ] APH: Baseline score (no features): 70.00% [2025-11-21T04:50:32.664912] [INFO ] [CONFIGURE ] APH: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:50:32.664949] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:50:32.883535] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:33.100793] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:33.318431] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:33.552458] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:50:33.793096] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:34.030533] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:34.272028] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:34.519817] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:34.774208] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:35.032897] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:35.033094] [INFO ] [CONFIGURE ] APH: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T04:50:35.033145] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18207 tests [2025-11-21T04:50:35.033186] [INFO ] [CONFIGURE ] APH: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:50:35.033224] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:50:35.294134] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:50:35.539185] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:35.765248] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:35.989345] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:36.211743] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:36.439384] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:36.663956] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:36.898737] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:37.122370] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:37.353568] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:50:37.353801] [INFO ] [CONFIGURE ] APH: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:50:37.353895] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18206 tests [2025-11-21T04:50:37.353947] [INFO ] [CONFIGURE ] APH: Testing feature 3/29: add_daily_returns [2025-11-21T04:50:37.353993] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns'] [2025-11-21T04:50:37.550223] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:50:37.754294] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:37.948563] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:38.138123] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:38.325813] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:38.518807] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:38.713858] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:38.912038] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:39.114379] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:39.312777] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:39.312984] [INFO ] [CONFIGURE ] APH: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T04:50:39.313033] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18205 tests [2025-11-21T04:50:39.313124] [INFO ] [CONFIGURE ] APH: Testing feature 4/29: add_ema [2025-11-21T04:50:39.313171] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_ema'] [2025-11-21T04:50:39.542340] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:39.778522] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:40.010935] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:40.258424] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:40.482999] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:40.704932] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:40.937258] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:41.167529] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:41.395775] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:41.636335] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:41.636552] [INFO ] [CONFIGURE ] APH: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:50:41.636601] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18204 tests [2025-11-21T04:50:41.636639] [INFO ] [CONFIGURE ] APH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:50:41.636723] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:50:41.854558] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:42.082453] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:42.300733] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:42.522907] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:42.754234] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:43.016067] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:43.246550] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:43.476131] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:43.713511] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:43.958897] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:43.959108] [INFO ] [CONFIGURE ] APH: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T04:50:43.959170] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18203 tests [2025-11-21T04:50:43.959229] [INFO ] [CONFIGURE ] APH: Testing feature 6/29: add_failed_moves [2025-11-21T04:50:43.959273] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_failed_moves'] [2025-11-21T04:50:44.165369] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:44.367147] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:44.570412] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:44.774339] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:44.974997] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:45.193690] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:45.396504] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:45.597493] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:45.798773] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:46.000353] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:46.000550] [INFO ] [CONFIGURE ] APH: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T04:50:46.000598] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18202 tests [2025-11-21T04:50:46.000635] [INFO ] [CONFIGURE ] APH: Testing feature 7/29: add_lag_shelf [2025-11-21T04:50:46.000701] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_lag_shelf'] [2025-11-21T04:50:46.182327] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:46.369536] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:46.555771] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:46.743902] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:46.927892] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:47.112591] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:47.299242] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:47.486957] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:47.677075] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:47.860750] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:47.860963] [INFO ] [CONFIGURE ] APH: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T04:50:47.861010] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18201 tests [2025-11-21T04:50:47.861055] [INFO ] [CONFIGURE ] APH: Testing feature 8/29: add_macd [2025-11-21T04:50:47.861091] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:50:48.139231] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:48.410659] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:48.684277] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:48.961438] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:49.235540] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:50:49.512331] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:49.783543] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:50.058584] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:50.329012] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:50:50.612756] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:50.612962] [INFO ] [CONFIGURE ] APH: DISCARDED add_macd (score: 70.00%) [2025-11-21T04:50:50.613020] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18200 tests [2025-11-21T04:50:50.613106] [INFO ] [CONFIGURE ] APH: Testing feature 9/29: add_mfi [2025-11-21T04:50:50.613152] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_mfi'] [2025-11-21T04:50:50.815914] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:51.016454] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:51.212995] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:51.431893] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:51.648290] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:51.869098] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:52.090225] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:52.302063] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:50:52.522178] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:52.742803] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:52.743138] [INFO ] [CONFIGURE ] APH: DISCARDED add_mfi (score: 70.00%) [2025-11-21T04:50:52.743355] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18199 tests [2025-11-21T04:50:52.743479] [INFO ] [CONFIGURE ] APH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:50:52.743586] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:50:53.064174] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:53.376025] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:53.683125] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:53.996315] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:54.315233] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:54.629259] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:54.954251] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:55.274632] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:55.589130] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:55.901209] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:50:55.901495] [INFO ] [CONFIGURE ] APH: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T04:50:55.901600] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18198 tests [2025-11-21T04:50:55.901675] [INFO ] [CONFIGURE ] APH: Testing feature 11/29: add_obv_daily [2025-11-21T04:50:55.901757] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_obv_daily'] [2025-11-21T04:50:56.128457] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:56.365044] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:50:56.598476] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:50:56.829629] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:57.065806] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:57.302047] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:57.536268] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:50:57.769737] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:50:57.998335] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:50:58.237248] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:50:58.237767] [INFO ] [CONFIGURE ] APH: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T04:50:58.237960] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18197 tests [2025-11-21T04:50:58.238086] [INFO ] [CONFIGURE ] APH: Testing feature 12/29: add_obv_interval [2025-11-21T04:50:58.238215] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_obv_interval'] [2025-11-21T04:50:58.472145] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:50:58.695137] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:50:58.926213] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:50:59.176190] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:50:59.406208] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:50:59.632425] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:50:59.843393] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:00.059569] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:51:00.319419] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:51:01.220305] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:51:01.220536] [INFO ] [CONFIGURE ] APH: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T04:51:01.220606] [INFO ] [CONFIGURE ] JOB ETA: 14.7h | Avg: 2.9s/test | Remaining: 18196 tests [2025-11-21T04:51:01.220689] [INFO ] [CONFIGURE ] APH: Testing feature 13/29: add_opening_strength [2025-11-21T04:51:01.220742] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:51:01.568864] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:01.829959] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:02.089365] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:02.334116] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:51:02.577713] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:02.824636] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:03.077700] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:03.332069] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:03.594448] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:03.852391] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:03.852944] [INFO ] [CONFIGURE ] APH: KEPT add_opening_strength (score: 80.00%) [2025-11-21T04:51:03.853089] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18195 tests [2025-11-21T04:51:03.853207] [INFO ] [CONFIGURE ] APH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:51:03.853320] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T04:51:04.157616] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:04.429465] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:04.705123] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:04.975071] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:05.244555] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:05.486447] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:05.750000] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:06.018931] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:06.302863] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:51:06.573736] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:06.573986] [INFO ] [CONFIGURE ] APH: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:51:06.574048] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18194 tests [2025-11-21T04:51:06.574098] [INFO ] [CONFIGURE ] APH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:51:06.574142] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T04:51:06.841584] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:07.105234] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:07.373309] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:51:07.639475] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:07.887931] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:08.130445] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:08.379812] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:08.629470] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:08.880146] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:51:09.124038] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:09.124215] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T04:51:09.124263] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18193 tests [2025-11-21T04:51:09.124302] [INFO ] [CONFIGURE ] APH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:51:09.124337] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T04:51:09.382976] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:09.646445] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:09.913435] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:10.183464] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:10.447172] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:10.713728] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:10.979971] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:11.245846] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:11.505119] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:51:11.769273] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:11.769489] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:51:11.769554] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18192 tests [2025-11-21T04:51:11.769616] [INFO ] [CONFIGURE ] APH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:51:11.769789] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T04:51:12.027224] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:12.287564] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:12.598242] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:12.946297] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:51:13.249192] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:13.478197] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:13.728470] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:51:13.983056] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:14.230304] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:14.482621] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:14.482820] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T04:51:14.482880] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18191 tests [2025-11-21T04:51:14.482926] [INFO ] [CONFIGURE ] APH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:51:14.482976] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T04:51:14.714210] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:51:14.948738] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:15.183971] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:15.415157] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:15.665372] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:15.901713] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:16.138130] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:16.383013] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:16.621670] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:16.860139] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:16.860314] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:51:16.860361] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18190 tests [2025-11-21T04:51:16.860399] [INFO ] [CONFIGURE ] APH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:51:16.860435] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T04:51:17.091371] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:17.323144] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:17.574413] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:17.805801] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:18.020803] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:18.241253] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:18.466599] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:18.706730] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:18.937407] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:19.168369] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:19.168561] [INFO ] [CONFIGURE ] APH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:51:19.168608] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18189 tests [2025-11-21T04:51:19.168700] [INFO ] [CONFIGURE ] APH: Testing feature 20/29: add_price_rejection [2025-11-21T04:51:19.168761] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T04:51:19.420144] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:19.667545] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:19.930813] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:51:20.191167] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:20.451717] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:20.702044] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:20.955182] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:51:21.210492] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:21.465944] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:21.714979] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:21.715164] [INFO ] [CONFIGURE ] APH: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:51:21.715221] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18188 tests [2025-11-21T04:51:21.715305] [INFO ] [CONFIGURE ] APH: Testing feature 21/29: add_range_position [2025-11-21T04:51:21.715349] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T04:51:21.982018] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:22.256236] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:22.546971] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:22.813261] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:23.081210] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:23.361202] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:23.630782] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:23.879858] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:24.147511] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:24.413860] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:24.414066] [INFO ] [CONFIGURE ] APH: DISCARDED add_range_position (score: 70.00%) [2025-11-21T04:51:24.414126] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18187 tests [2025-11-21T04:51:24.414167] [INFO ] [CONFIGURE ] APH: Testing feature 22/29: add_realized_volatility [2025-11-21T04:51:24.414215] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T04:51:24.776189] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:25.158897] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:25.519318] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:25.883022] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:26.257021] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:26.644485] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:51:27.052127] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:27.427666] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:27.800961] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:51:28.174452] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:28.174818] [INFO ] [CONFIGURE ] APH: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:51:28.174886] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18186 tests [2025-11-21T04:51:28.174941] [INFO ] [CONFIGURE ] APH: Testing feature 23/29: add_recent_range_context [2025-11-21T04:51:28.174989] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T04:51:28.438730] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:28.706415] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:28.981478] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:29.252508] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:51:29.514703] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:29.789369] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:30.059866] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:30.335304] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:51:30.623243] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:30.910579] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:30.910880] [INFO ] [CONFIGURE ] APH: KEPT add_recent_range_context (score: 90.00%) [2025-11-21T04:51:30.910947] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18185 tests [2025-11-21T04:51:30.911004] [INFO ] [CONFIGURE ] APH: Testing feature 24/29: add_rsi [2025-11-21T04:51:30.911047] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T04:51:31.256619] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:31.582857] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:31.876260] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:32.172355] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:32.474518] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:32.780083] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:33.084028] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:33.386294] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:33.688878] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:51:34.000475] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:34.000861] [INFO ] [CONFIGURE ] APH: DISCARDED add_rsi (score: 60.00%) [2025-11-21T04:51:34.000927] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18184 tests [2025-11-21T04:51:34.000977] [INFO ] [CONFIGURE ] APH: Testing feature 25/29: add_tick_distribution [2025-11-21T04:51:34.001023] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_tick_distribution'] [2025-11-21T04:51:34.258611] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:34.518931] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:34.793112] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:35.055067] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:35.314973] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:35.567917] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:35.845270] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:51:36.119446] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:36.401315] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:36.691006] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:36.691288] [INFO ] [CONFIGURE ] APH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:51:36.691357] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18183 tests [2025-11-21T04:51:36.691410] [INFO ] [CONFIGURE ] APH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:51:36.691458] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T04:51:36.982720] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:37.277429] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:37.566539] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:37.843121] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:38.127246] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:38.414780] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:38.719310] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:38.991756] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:39.253320] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:39.517171] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:39.517351] [INFO ] [CONFIGURE ] APH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:51:39.517410] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18182 tests [2025-11-21T04:51:39.517461] [INFO ] [CONFIGURE ] APH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:51:39.517537] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T04:51:39.788553] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:40.059488] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:40.334947] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:40.619394] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:51:40.896962] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:41.175623] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:41.455485] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:41.730046] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:42.007961] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:42.288535] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:42.288770] [INFO ] [CONFIGURE ] APH: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T04:51:42.288833] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18181 tests [2025-11-21T04:51:42.288885] [INFO ] [CONFIGURE ] APH: Testing feature 28/29: add_volume_profile [2025-11-21T04:51:42.288933] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_volume_profile'] [2025-11-21T04:51:42.562177] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:42.853940] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:43.139631] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:43.431694] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:43.715963] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:44.013240] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:44.314505] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:44.588907] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:44.863392] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:45.152381] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:45.152567] [INFO ] [CONFIGURE ] APH: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T04:51:45.152627] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18180 tests [2025-11-21T04:51:45.152743] [INFO ] [CONFIGURE ] APH: Testing feature 29/29: add_vwap [2025-11-21T04:51:45.152790] [INFO ] [CONFIGURE ] APH: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_vwap'] [2025-11-21T04:51:45.436420] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:51:45.720669] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:51:45.999144] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:46.290695] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:51:46.581833] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:46.883872] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:47.173683] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:47.456149] [DEBUG] [FORECASTER] APH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:51:47.733543] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:51:48.007713] [DEBUG] [FORECASTER] APH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:48.007917] [INFO ] [CONFIGURE ] APH: DISCARDED add_vwap (score: 70.00%) [2025-11-21T04:51:48.007976] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18179 tests [2025-11-21T04:51:48.008027] [INFO ] [CONFIGURE ] APH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:51:48.008070] [INFO ] [CONFIGURE ] APH: Best accuracy: 90.00% [2025-11-21T04:51:48.008113] [INFO ] [CONFIGURE ] APH: Best feature set (3 features): ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T04:51:48.008155] [INFO ] [CONFIGURE ] APH: Improvement over baseline: 20.00% [2025-11-21T04:51:48.008195] [INFO ] [CONFIGURE ] APH: Total time: 1.3 minutes [2025-11-21T04:51:48.008259] [INFO ] [CONFIGURE ] APH: Average time per feature: 2.6 seconds [2025-11-21T04:51:48.008301] [INFO ] [CONFIGURE ] APH: Average speed: 0.38 features/sec [2025-11-21T04:51:48.008820] [INFO ] [LOCAL ] Saved configuration for APH: 3 features, 90.00% accuracy -> ./output/feature-sets/APH.json [2025-11-21T04:51:48.008880] [INFO ] [CONFIGURE ] APH: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T04:51:48.008939] [INFO ] [sig ] [97/723] Successfully configured APH | 0.01 sym/s | Total: 2.3h | ETA: 14.8h [2025-11-21T04:51:48.008995] [INFO ] [sig ] [98/723] Configuring APLE... [2025-11-21T04:51:48.009040] [INFO ] [CONFIGURE ] APLE: Configurate test run. [2025-11-21T04:51:48.009082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-11-21T04:51:48.058413] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APLE'. [2025-11-21T04:51:48.059141] [INFO ] [CONFIGURE ] APLE: Testing with 29 available features [2025-11-21T04:51:48.059220] [INFO ] [CONFIGURE ] APLE: Establishing baseline with no features... [2025-11-21T04:51:48.262551] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:51:48.461157] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:51:48.664445] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:51:48.866099] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:51:49.071953] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:49.277268] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:49.477495] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:49.677013] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:51:49.879255] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:51:50.075004] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:51:50.075277] [INFO ] [CONFIGURE ] APLE: Baseline score (no features): 50.00% [2025-11-21T04:51:50.075353] [INFO ] [CONFIGURE ] APLE: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:51:50.075396] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:51:50.318722] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:51:50.552204] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:51:50.788854] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:51:51.028921] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:51:51.267213] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:51.510537] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:51:51.753231] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:51:51.992221] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:51:52.229760] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:51:52.475637] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:52.475939] [INFO ] [CONFIGURE ] APLE: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T04:51:52.476005] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18178 tests [2025-11-21T04:51:52.476049] [INFO ] [CONFIGURE ] APLE: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:51:52.476086] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:51:52.717126] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:51:52.960258] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:51:53.201674] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:51:53.452764] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:51:53.713867] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:51:53.962023] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:54.199549] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:54.450194] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:51:54.699005] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:51:54.953935] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:54.954414] [INFO ] [CONFIGURE ] APLE: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T04:51:54.954527] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18177 tests [2025-11-21T04:51:54.954625] [INFO ] [CONFIGURE ] APLE: Testing feature 3/29: add_daily_returns [2025-11-21T04:51:54.954744] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_daily_returns'] [2025-11-21T04:51:55.168063] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:51:55.380453] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:51:55.586153] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:51:55.798660] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:51:56.000859] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:56.209694] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:56.427387] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:51:56.648788] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:51:56.870861] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:51:57.096496] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:51:57.096713] [INFO ] [CONFIGURE ] APLE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T04:51:57.096793] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18176 tests [2025-11-21T04:51:57.096867] [INFO ] [CONFIGURE ] APLE: Testing feature 4/29: add_ema [2025-11-21T04:51:57.096946] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema'] [2025-11-21T04:51:57.361774] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:51:57.610253] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:51:57.846324] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:51:58.098228] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:51:58.358608] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:51:58.613294] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:51:58.870571] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:51:59.145451] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:51:59.406434] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:51:59.666052] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:51:59.666303] [INFO ] [CONFIGURE ] APLE: KEPT add_ema (score: 60.00%) [2025-11-21T04:51:59.666354] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18175 tests [2025-11-21T04:51:59.666395] [INFO ] [CONFIGURE ] APLE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:51:59.666431] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:51:59.957745] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:00.275997] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:01.313618] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:01.852178] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:02.177962] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:52:02.487251] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:02.796237] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:03.116816] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:03.423443] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:03.734677] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:03.734982] [INFO ] [CONFIGURE ] APLE: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T04:52:03.735049] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18174 tests [2025-11-21T04:52:03.735101] [INFO ] [CONFIGURE ] APLE: Testing feature 6/29: add_failed_moves [2025-11-21T04:52:03.735148] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T04:52:04.047361] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:04.373769] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:04.694955] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:05.060488] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:05.530745] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:05.863302] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:52:06.186591] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:06.503449] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:06.804052] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:07.114031] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:52:07.114223] [INFO ] [CONFIGURE ] APLE: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T04:52:07.114281] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18173 tests [2025-11-21T04:52:07.114328] [INFO ] [CONFIGURE ] APLE: Testing feature 7/29: add_lag_shelf [2025-11-21T04:52:07.114372] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T04:52:07.395394] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:07.683871] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:07.984990] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:08.299735] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:08.607890] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:08.922362] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:09.228404] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:09.523257] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:09.821457] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:10.104261] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:10.104442] [INFO ] [CONFIGURE ] APLE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:52:10.104501] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18172 tests [2025-11-21T04:52:10.104550] [INFO ] [CONFIGURE ] APLE: Testing feature 8/29: add_macd [2025-11-21T04:52:10.104594] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T04:52:10.476034] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:10.842417] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:52:11.211471] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:11.584930] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:11.951463] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:12.320811] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:52:12.704829] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:13.096603] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:13.464022] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:13.839232] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:13.839474] [INFO ] [CONFIGURE ] APLE: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:52:13.839540] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18171 tests [2025-11-21T04:52:13.839593] [INFO ] [CONFIGURE ] APLE: Testing feature 9/29: add_mfi [2025-11-21T04:52:13.839659] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T04:52:14.163735] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:14.498668] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:14.831001] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:15.168200] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:15.478385] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:15.787409] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:16.096617] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:16.404740] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:16.726661] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:17.039559] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:17.039798] [INFO ] [CONFIGURE ] APLE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T04:52:17.039862] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18170 tests [2025-11-21T04:52:17.039912] [INFO ] [CONFIGURE ] APLE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:52:17.039955] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:52:17.443257] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:52:17.854699] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:18.245715] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:52:18.632216] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:19.017518] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:19.392463] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:19.779712] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:20.153953] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:20.555625] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:20.955731] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:20.955992] [INFO ] [CONFIGURE ] APLE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T04:52:20.956054] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18169 tests [2025-11-21T04:52:20.956105] [INFO ] [CONFIGURE ] APLE: Testing feature 11/29: add_obv_daily [2025-11-21T04:52:20.956158] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T04:52:21.299138] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:21.618927] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:21.955801] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:22.292258] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:22.640018] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:22.979193] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:52:23.324364] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:23.670696] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:24.031518] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:24.388220] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:24.388498] [INFO ] [CONFIGURE ] APLE: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:52:24.388563] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18168 tests [2025-11-21T04:52:24.388616] [INFO ] [CONFIGURE ] APLE: Testing feature 12/29: add_obv_interval [2025-11-21T04:52:24.388694] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T04:52:24.711818] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:25.057455] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:25.388703] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:25.721446] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:26.050794] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:26.381226] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:26.706919] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:27.039181] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:27.366704] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:27.704340] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:27.704621] [INFO ] [CONFIGURE ] APLE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:52:27.704709] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18167 tests [2025-11-21T04:52:27.704762] [INFO ] [CONFIGURE ] APLE: Testing feature 13/29: add_opening_strength [2025-11-21T04:52:27.704809] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:52:28.069978] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:28.425238] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:52:28.765167] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:52:29.109729] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:29.443259] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:52:29.787225] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:30.142803] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:30.484111] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:30.823525] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:31.158966] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:31.159164] [INFO ] [CONFIGURE ] APLE: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:52:31.159224] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18166 tests [2025-11-21T04:52:31.159275] [INFO ] [CONFIGURE ] APLE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:52:31.159322] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T04:52:31.479205] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:31.799410] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:52:32.113592] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:52:32.427756] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:32.747865] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:52:33.074313] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:52:33.383555] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:33.698663] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:34.010784] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:34.334403] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:34.334592] [INFO ] [CONFIGURE ] APLE: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:52:34.334671] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18165 tests [2025-11-21T04:52:34.334725] [INFO ] [CONFIGURE ] APLE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:52:34.334769] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T04:52:34.629696] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:34.933442] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:35.226830] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:35.537442] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:35.861720] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:36.181738] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:36.502096] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:36.829925] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:37.152827] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:37.472689] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:37.472942] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:52:37.473002] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18164 tests [2025-11-21T04:52:37.473051] [INFO ] [CONFIGURE ] APLE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:52:37.473096] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T04:52:37.784360] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:38.094579] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:38.401818] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:38.731233] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:39.084627] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:52:39.392479] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:39.690446] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:40.007521] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:40.302696] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:40.624445] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:40.624703] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T04:52:40.624772] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18163 tests [2025-11-21T04:52:40.624822] [INFO ] [CONFIGURE ] APLE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:52:40.624867] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T04:52:40.939981] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:52:41.248886] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:52:41.556916] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:41.866312] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:42.182111] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:42.498813] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:42.832544] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:43.173328] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:43.518421] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:43.880543] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:43.880808] [INFO ] [CONFIGURE ] APLE: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-21T04:52:43.880872] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18162 tests [2025-11-21T04:52:43.880924] [INFO ] [CONFIGURE ] APLE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:52:43.880973] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T04:52:44.214029] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:52:44.554310] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:44.894089] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:45.229825] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:45.571720] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:52:45.910462] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:46.263197] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:46.609832] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:46.960959] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:47.320615] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:47.320919] [INFO ] [CONFIGURE ] APLE: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T04:52:47.320987] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18161 tests [2025-11-21T04:52:47.321036] [INFO ] [CONFIGURE ] APLE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:52:47.321083] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T04:52:47.646956] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:52:47.972573] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:52:48.302498] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:48.634519] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:48.948392] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:52:49.281368] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:49.603385] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:49.916816] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:50.240398] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:50.562850] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:50.563048] [INFO ] [CONFIGURE ] APLE: KEPT add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T04:52:50.563109] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18160 tests [2025-11-21T04:52:50.563196] [INFO ] [CONFIGURE ] APLE: Testing feature 20/29: add_price_rejection [2025-11-21T04:52:50.563244] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T04:52:50.919823] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:51.260759] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:52:51.604368] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:52:51.956078] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:52.348572] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:52.808561] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:53.157710] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:53.462035] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:53.748572] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:54.087101] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:54.087351] [INFO ] [CONFIGURE ] APLE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:52:54.087412] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18159 tests [2025-11-21T04:52:54.087462] [INFO ] [CONFIGURE ] APLE: Testing feature 21/29: add_range_position [2025-11-21T04:52:54.087508] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T04:52:54.421855] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:52:54.751675] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:52:55.084792] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:52:55.458517] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:52:55.851534] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:52:56.233104] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:52:56.613594] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:52:57.002964] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:52:57.396795] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:52:57.780709] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:52:57.781048] [INFO ] [CONFIGURE ] APLE: DISCARDED add_range_position (score: 60.00%) [2025-11-21T04:52:57.781119] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18158 tests [2025-11-21T04:52:57.781176] [INFO ] [CONFIGURE ] APLE: Testing feature 22/29: add_realized_volatility [2025-11-21T04:52:57.781228] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T04:52:58.240154] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:52:58.704361] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:52:59.167919] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:52:59.634526] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:53:00.106208] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:00.576552] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:53:01.961424] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:53:02.437620] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:53:02.923831] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:53:03.384402] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:03.384743] [INFO ] [CONFIGURE ] APLE: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T04:53:03.384842] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18157 tests [2025-11-21T04:53:03.384916] [INFO ] [CONFIGURE ] APLE: Testing feature 23/29: add_recent_range_context [2025-11-21T04:53:03.384982] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T04:53:03.719361] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:53:04.089047] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:53:04.456355] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:53:04.815629] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:53:05.206617] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:53:05.606181] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:53:05.973836] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:53:06.331626] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:53:06.689969] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:53:07.060142] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:07.060509] [INFO ] [CONFIGURE ] APLE: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T04:53:07.060577] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18156 tests [2025-11-21T04:53:07.060630] [INFO ] [CONFIGURE ] APLE: Testing feature 24/29: add_rsi [2025-11-21T04:53:07.060711] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_rsi'] [2025-11-21T04:53:07.402154] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:53:07.722463] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:53:08.039579] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:53:08.385882] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:53:08.693551] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:09.002423] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:53:09.314956] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:53:09.631394] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:53:09.994194] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:53:10.330436] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:10.330700] [INFO ] [CONFIGURE ] APLE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T04:53:10.330765] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18155 tests [2025-11-21T04:53:10.330825] [INFO ] [CONFIGURE ] APLE: Testing feature 25/29: add_tick_distribution [2025-11-21T04:53:10.330868] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T04:53:10.686136] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:53:11.037631] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:11.395936] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:53:11.763508] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:53:12.128967] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:53:12.478090] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:53:12.850373] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:53:13.217189] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:53:13.585758] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:53:13.936604] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:13.936965] [INFO ] [CONFIGURE ] APLE: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T04:53:13.937040] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18154 tests [2025-11-21T04:53:13.937091] [INFO ] [CONFIGURE ] APLE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:53:13.937140] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T04:53:14.270154] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:53:14.611089] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:14.962185] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:15.301780] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:53:15.641697] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:15.973738] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:53:16.305082] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:53:16.640215] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:53:16.975401] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:53:17.317482] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:17.317742] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:53:17.317810] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18153 tests [2025-11-21T04:53:17.317862] [INFO ] [CONFIGURE ] APLE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:53:17.317907] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T04:53:17.683921] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:53:18.048453] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:53:18.408309] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:53:18.772666] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:53:19.139661] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:53:19.508745] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:53:19.839921] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:53:20.193301] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:53:20.571879] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:53:20.944565] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:20.944847] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T04:53:20.944914] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18152 tests [2025-11-21T04:53:20.944966] [INFO ] [CONFIGURE ] APLE: Testing feature 28/29: add_volume_profile [2025-11-21T04:53:20.945012] [INFO ] [CONFIGURE ] APLE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T04:53:21.303109] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:53:21.668454] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:22.045089] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:53:22.414227] [DEBUG] [FORECASTER] APLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:53:22.780979] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:53:23.150170] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:53:23.516098] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:53:23.895331] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:53:24.277167] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:53:24.644980] [DEBUG] [FORECASTER] APLE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:24.645208] [INFO ] [CONFIGURE ] APLE: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T04:53:24.645271] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18151 tests [2025-11-21T04:53:24.645326] [INFO ] [CONFIGURE ] APLE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:53:24.645373] [INFO ] [CONFIGURE ] APLE: Best accuracy: 90.00% [2025-11-21T04:53:24.645420] [INFO ] [CONFIGURE ] APLE: Best feature set (5 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T04:53:24.645525] [INFO ] [CONFIGURE ] APLE: Improvement over baseline: 40.00% [2025-11-21T04:53:24.645571] [INFO ] [CONFIGURE ] APLE: Total time: 1.6 minutes [2025-11-21T04:53:24.645612] [INFO ] [CONFIGURE ] APLE: Average time per feature: 3.4 seconds [2025-11-21T04:53:24.645673] [INFO ] [CONFIGURE ] APLE: Average speed: 0.31 features/sec [2025-11-21T04:53:24.646308] [INFO ] [LOCAL ] Saved configuration for APLE: 5 features, 90.00% accuracy -> ./output/feature-sets/APLE.json [2025-11-21T04:53:24.646371] [INFO ] [CONFIGURE ] APLE: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T04:53:24.646425] [INFO ] [sig ] [98/723] Successfully configured APLE | 0.01 sym/s | Total: 2.3h | ETA: 14.8h [2025-11-21T04:53:24.646474] [INFO ] [sig ] [99/723] Configuring APOS... [2025-11-21T04:53:24.646518] [INFO ] [CONFIGURE ] APOS: Configurate test run. [2025-11-21T04:53:24.646561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-11-21T04:53:24.834831] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APOS'. [2025-11-21T04:53:24.835374] [INFO ] [CONFIGURE ] APOS: Testing with 29 available features [2025-11-21T04:53:24.835446] [INFO ] [CONFIGURE ] APOS: Establishing baseline with no features... [2025-11-21T04:53:25.031841] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:53:25.228681] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:25.432809] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:25.638058] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:25.836257] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:26.033628] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:26.229615] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:26.425251] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:26.620483] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:26.824465] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:26.824673] [INFO ] [CONFIGURE ] APOS: Baseline score (no features): 50.00% [2025-11-21T04:53:26.824733] [INFO ] [CONFIGURE ] APOS: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:53:26.824802] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:53:27.057188] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:27.289750] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:27.521803] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:27.742243] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:27.971992] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:28.187589] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:28.421540] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:28.649638] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:28.881856] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:29.115738] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:53:29.115960] [INFO ] [CONFIGURE ] APOS: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T04:53:29.116011] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18150 tests [2025-11-21T04:53:29.116114] [INFO ] [CONFIGURE ] APOS: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:53:29.116155] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:53:29.348478] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:29.583981] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:53:29.817447] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:53:30.054256] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:53:30.290811] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:30.530194] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:30.773658] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:31.006596] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:31.241034] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:53:31.469104] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:53:31.469311] [INFO ] [CONFIGURE ] APOS: DISCARDED add_cumulative_delta (score: 10.00%) [2025-11-21T04:53:31.469359] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18149 tests [2025-11-21T04:53:31.469395] [INFO ] [CONFIGURE ] APOS: Testing feature 3/29: add_daily_returns [2025-11-21T04:53:31.469430] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_daily_returns'] [2025-11-21T04:53:31.665983] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:31.869121] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:32.069882] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:32.269311] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:53:32.467282] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:32.677273] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:32.884688] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:33.095794] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:33.308818] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:33.521022] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:53:33.521224] [INFO ] [CONFIGURE ] APOS: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T04:53:33.521276] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18148 tests [2025-11-21T04:53:33.521314] [INFO ] [CONFIGURE ] APOS: Testing feature 4/29: add_ema [2025-11-21T04:53:33.521349] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_ema'] [2025-11-21T04:53:33.760981] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:53:34.005043] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:34.249201] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:34.515266] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:34.765249] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:35.009660] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:35.262983] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:35.512882] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:35.777853] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:53:36.030767] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:53:36.031000] [INFO ] [CONFIGURE ] APOS: DISCARDED add_ema (score: 30.00%) [2025-11-21T04:53:36.031054] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18147 tests [2025-11-21T04:53:36.031096] [INFO ] [CONFIGURE ] APOS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:53:36.031133] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:53:36.284098] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:36.533790] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:36.784011] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:37.038061] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:37.297570] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:37.549083] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:37.792324] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:53:38.034519] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:53:38.283725] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:38.527597] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:53:38.527851] [INFO ] [CONFIGURE ] APOS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T04:53:38.527915] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18146 tests [2025-11-21T04:53:38.527967] [INFO ] [CONFIGURE ] APOS: Testing feature 6/29: add_failed_moves [2025-11-21T04:53:38.528010] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_failed_moves'] [2025-11-21T04:53:38.738548] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:38.951184] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:39.169717] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:39.385324] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:39.594269] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:39.803240] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:40.021920] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:40.230832] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:40.449038] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:40.674606] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:53:40.674946] [INFO ] [CONFIGURE ] APOS: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T04:53:40.675058] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18145 tests [2025-11-21T04:53:40.675159] [INFO ] [CONFIGURE ] APOS: Testing feature 7/29: add_lag_shelf [2025-11-21T04:53:40.675274] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_lag_shelf'] [2025-11-21T04:53:40.865845] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:53:41.062220] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:41.258219] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:41.459962] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:41.657466] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:41.858117] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:42.062130] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:42.268421] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:42.476743] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:42.676618] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:42.676840] [INFO ] [CONFIGURE ] APOS: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T04:53:42.676891] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18144 tests [2025-11-21T04:53:42.676954] [INFO ] [CONFIGURE ] APOS: Testing feature 8/29: add_macd [2025-11-21T04:53:42.676994] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T04:53:42.981159] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:43.277177] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:43.574361] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:53:43.868496] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:44.170096] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:44.482185] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:44.789717] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:45.143755] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:45.448805] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:45.764976] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:45.765238] [INFO ] [CONFIGURE ] APOS: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:53:45.765303] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18143 tests [2025-11-21T04:53:45.765362] [INFO ] [CONFIGURE ] APOS: Testing feature 9/29: add_mfi [2025-11-21T04:53:45.765412] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_mfi'] [2025-11-21T04:53:45.987512] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:53:46.203218] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:46.414579] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:46.638040] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:53:46.848922] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:47.062137] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:47.273936] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:47.492365] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:47.706558] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:47.923863] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:47.924182] [INFO ] [CONFIGURE ] APOS: DISCARDED add_mfi (score: 40.00%) [2025-11-21T04:53:47.924237] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18142 tests [2025-11-21T04:53:47.924279] [INFO ] [CONFIGURE ] APOS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:53:47.924318] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:53:48.238338] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:48.543682] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:48.853944] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:49.161227] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:53:49.476275] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:49.787729] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:50.107758] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:50.405741] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:50.732030] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:53:51.044763] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:53:51.044995] [INFO ] [CONFIGURE ] APOS: DISCARDED add_momentum_acceleration (score: 10.00%) [2025-11-21T04:53:51.045056] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18141 tests [2025-11-21T04:53:51.045108] [INFO ] [CONFIGURE ] APOS: Testing feature 11/29: add_obv_daily [2025-11-21T04:53:51.045197] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_obv_daily'] [2025-11-21T04:53:51.273852] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:53:51.502912] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:51.726349] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:51.950582] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:52.181411] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:52.399034] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:52.629755] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:52.845826] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:53.065387] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:53.279957] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:53.280327] [INFO ] [CONFIGURE ] APOS: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:53:53.280394] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18140 tests [2025-11-21T04:53:53.280495] [INFO ] [CONFIGURE ] APOS: Testing feature 12/29: add_obv_interval [2025-11-21T04:53:53.280611] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_obv_interval'] [2025-11-21T04:53:53.492693] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:53.690952] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:53.897765] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:54.116361] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:53:54.325777] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:54.534407] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:54.745256] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:54.962251] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:55.173685] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:55.383903] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:53:55.384108] [INFO ] [CONFIGURE ] APOS: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T04:53:55.384157] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18139 tests [2025-11-21T04:53:55.384197] [INFO ] [CONFIGURE ] APOS: Testing feature 13/29: add_opening_strength [2025-11-21T04:53:55.384232] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:53:55.616366] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:53:55.864173] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:53:56.102429] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:56.340210] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:53:56.577745] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:56.820855] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:57.068504] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:57.308516] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:57.548192] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:53:57.787631] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:53:57.787857] [INFO ] [CONFIGURE ] APOS: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T04:53:57.787906] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18138 tests [2025-11-21T04:53:57.787945] [INFO ] [CONFIGURE ] APOS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:53:57.787980] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T04:53:58.016409] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:53:58.250350] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:53:58.502816] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:53:58.738027] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:53:58.970228] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:53:59.201781] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:53:59.429246] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:53:59.656173] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:53:59.886598] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:00.121831] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:54:00.122171] [INFO ] [CONFIGURE ] APOS: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T04:54:00.122242] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18137 tests [2025-11-21T04:54:00.122325] [INFO ] [CONFIGURE ] APOS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:54:00.122377] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T04:54:00.330666] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:54:00.557403] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:00.885762] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:01.949123] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:54:02.238504] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:02.435927] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:02.641566] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:02.846629] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:03.056058] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:03.260945] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:03.261339] [INFO ] [CONFIGURE ] APOS: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T04:54:03.261455] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18136 tests [2025-11-21T04:54:03.261557] [INFO ] [CONFIGURE ] APOS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:54:03.261686] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T04:54:03.492678] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:54:03.716527] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:03.956336] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:04.196816] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:54:04.429784] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:04.666353] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:04.898182] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:05.133395] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:05.362770] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:05.589353] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:54:05.589576] [INFO ] [CONFIGURE ] APOS: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T04:54:05.589628] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18135 tests [2025-11-21T04:54:05.589691] [INFO ] [CONFIGURE ] APOS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:54:05.589764] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_pbf_return_2d'] [2025-11-21T04:54:05.824404] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:54:06.058912] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:54:06.280339] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:06.499198] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:06.722338] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:06.947939] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:07.192226] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:07.427328] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:07.662328] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:07.897285] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:54:07.897491] [INFO ] [CONFIGURE ] APOS: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-11-21T04:54:07.897541] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18134 tests [2025-11-21T04:54:07.897580] [INFO ] [CONFIGURE ] APOS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:54:07.897616] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T04:54:08.100789] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:54:08.307281] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:08.505398] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:08.705150] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:54:08.916410] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:09.124802] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:09.324689] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:09.523462] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:09.732031] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:09.937919] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:54:09.938135] [INFO ] [CONFIGURE ] APOS: DISCARDED add_pbf_volatility_5d (score: 20.00%) [2025-11-21T04:54:09.938189] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18133 tests [2025-11-21T04:54:09.938238] [INFO ] [CONFIGURE ] APOS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:54:09.938278] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T04:54:10.140551] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:54:10.350670] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:10.566283] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:10.777737] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:10.978245] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:11.186905] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:11.394749] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:11.603093] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:11.825847] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:54:12.038894] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:12.039113] [INFO ] [CONFIGURE ] APOS: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T04:54:12.039179] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18132 tests [2025-11-21T04:54:12.039222] [INFO ] [CONFIGURE ] APOS: Testing feature 20/29: add_price_rejection [2025-11-21T04:54:12.039258] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection'] [2025-11-21T04:54:12.261497] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:54:12.484823] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:12.705710] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:54:12.922042] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:13.141610] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:13.363796] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:13.584095] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:13.806499] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:14.033506] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:14.264074] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:14.264288] [INFO ] [CONFIGURE ] APOS: KEPT add_price_rejection (score: 70.00%) [2025-11-21T04:54:14.264337] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18131 tests [2025-11-21T04:54:14.264376] [INFO ] [CONFIGURE ] APOS: Testing feature 21/29: add_range_position [2025-11-21T04:54:14.264412] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_range_position'] [2025-11-21T04:54:14.540019] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:54:14.813517] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:15.075556] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:15.344183] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:15.615177] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:15.904095] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:16.171004] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:16.439968] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:54:16.721460] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:17.007726] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:54:17.007966] [INFO ] [CONFIGURE ] APOS: DISCARDED add_range_position (score: 40.00%) [2025-11-21T04:54:17.008029] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18130 tests [2025-11-21T04:54:17.008084] [INFO ] [CONFIGURE ] APOS: Testing feature 22/29: add_realized_volatility [2025-11-21T04:54:17.008142] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_realized_volatility'] [2025-11-21T04:54:17.370473] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:54:17.727421] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:18.094271] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:18.457204] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:54:18.832554] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:19.181112] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:19.541901] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:19.908574] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:20.278639] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:20.640999] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:20.641236] [INFO ] [CONFIGURE ] APOS: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:54:20.641349] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18129 tests [2025-11-21T04:54:20.641418] [INFO ] [CONFIGURE ] APOS: Testing feature 23/29: add_recent_range_context [2025-11-21T04:54:20.641468] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_recent_range_context'] [2025-11-21T04:54:20.899314] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:54:21.148227] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:21.392155] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:21.637722] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:21.885600] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:22.140857] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:22.398182] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:22.635893] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:22.867175] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:23.104531] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:23.104982] [INFO ] [CONFIGURE ] APOS: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T04:54:23.105051] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18128 tests [2025-11-21T04:54:23.105138] [INFO ] [CONFIGURE ] APOS: Testing feature 24/29: add_rsi [2025-11-21T04:54:23.105194] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-21T04:54:23.372923] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:54:23.646782] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:23.926713] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:24.202343] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:24.478923] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:24.751796] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:25.023499] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:25.309378] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T04:54:25.592059] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:54:25.876886] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:25.877101] [INFO ] [CONFIGURE ] APOS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T04:54:25.877177] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18127 tests [2025-11-21T04:54:25.877233] [INFO ] [CONFIGURE ] APOS: Testing feature 25/29: add_tick_distribution [2025-11-21T04:54:25.877282] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_tick_distribution'] [2025-11-21T04:54:26.106617] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:54:26.334835] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:26.559327] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:26.795692] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:27.019006] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:27.242702] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:27.478140] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:27.717573] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:27.945669] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:28.181274] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:28.182025] [INFO ] [CONFIGURE ] APOS: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T04:54:28.182090] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18126 tests [2025-11-21T04:54:28.182151] [INFO ] [CONFIGURE ] APOS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:54:28.182196] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T04:54:28.401746] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:54:28.621561] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:28.846910] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:29.046341] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:29.249089] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:29.450914] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:29.652855] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:29.856099] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:30.070835] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:54:30.274307] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:30.274511] [INFO ] [CONFIGURE ] APOS: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:54:30.274580] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18125 tests [2025-11-21T04:54:30.274760] [INFO ] [CONFIGURE ] APOS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:54:30.274810] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T04:54:30.532040] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:54:30.798054] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:31.058483] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:31.320360] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:54:31.580435] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:31.839226] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:32.087165] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:32.331174] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:32.585590] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:32.835618] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:32.835880] [INFO ] [CONFIGURE ] APOS: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T04:54:32.835942] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18124 tests [2025-11-21T04:54:32.835998] [INFO ] [CONFIGURE ] APOS: Testing feature 28/29: add_volume_profile [2025-11-21T04:54:32.836045] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_volume_profile'] [2025-11-21T04:54:33.070461] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:54:33.304885] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:54:33.523983] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:54:33.743231] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:33.961310] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:34.181068] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:34.402282] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:34.632006] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:34.858123] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:35.082554] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:35.082834] [INFO ] [CONFIGURE ] APOS: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T04:54:35.083088] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18123 tests [2025-11-21T04:54:35.083232] [INFO ] [CONFIGURE ] APOS: Testing feature 29/29: add_vwap [2025-11-21T04:54:35.083373] [INFO ] [CONFIGURE ] APOS: Testing with features: ['add_price_rejection', 'add_vwap'] [2025-11-21T04:54:35.316538] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:54:35.561244] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:35.804176] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:54:36.034009] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:54:36.262735] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:36.489404] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:54:36.732841] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:36.972280] [DEBUG] [FORECASTER] APOS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T04:54:37.210307] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:54:37.440613] [DEBUG] [FORECASTER] APOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:54:37.440913] [INFO ] [CONFIGURE ] APOS: DISCARDED add_vwap (score: 50.00%) [2025-11-21T04:54:37.441030] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18122 tests [2025-11-21T04:54:37.441097] [INFO ] [CONFIGURE ] APOS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:54:37.441158] [INFO ] [CONFIGURE ] APOS: Best accuracy: 70.00% [2025-11-21T04:54:37.441205] [INFO ] [CONFIGURE ] APOS: Best feature set (1 features): ['add_price_rejection'] [2025-11-21T04:54:37.441246] [INFO ] [CONFIGURE ] APOS: Improvement over baseline: 20.00% [2025-11-21T04:54:37.441352] [INFO ] [CONFIGURE ] APOS: Total time: 1.2 minutes [2025-11-21T04:54:37.441445] [INFO ] [CONFIGURE ] APOS: Average time per feature: 2.4 seconds [2025-11-21T04:54:37.441487] [INFO ] [CONFIGURE ] APOS: Average speed: 0.41 features/sec [2025-11-21T04:54:37.442104] [INFO ] [LOCAL ] Saved configuration for APOS: 1 features, 70.00% accuracy -> ./output/feature-sets/APOS.json [2025-11-21T04:54:37.442180] [INFO ] [CONFIGURE ] APOS: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T04:54:37.442231] [INFO ] [sig ] [99/723] Successfully configured APOS | 0.01 sym/s | Total: 2.3h | ETA: 14.8h [2025-11-21T04:54:37.442288] [INFO ] [sig ] [100/723] Configuring APTV... [2025-11-21T04:54:37.442333] [INFO ] [CONFIGURE ] APTV: Configurate test run. [2025-11-21T04:54:37.442375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'. [2025-11-21T04:54:37.544904] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APTV'. [2025-11-21T04:54:37.545327] [INFO ] [CONFIGURE ] APTV: Testing with 29 available features [2025-11-21T04:54:37.545392] [INFO ] [CONFIGURE ] APTV: Establishing baseline with no features... [2025-11-21T04:54:37.737842] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:54:37.934773] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:54:38.129690] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:38.332671] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:38.529841] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:38.737198] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:54:38.944051] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:39.140434] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:54:39.335363] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:54:39.529835] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:54:39.530191] [INFO ] [CONFIGURE ] APTV: Baseline score (no features): 50.00% [2025-11-21T04:54:39.530299] [INFO ] [CONFIGURE ] APTV: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:54:39.530397] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:54:39.763338] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:54:40.005966] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:54:40.242886] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:40.478556] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:40.717003] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:40.954378] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:54:41.191277] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:54:41.428044] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:54:41.668337] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:54:41.902664] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:54:41.903054] [INFO ] [CONFIGURE ] APTV: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T04:54:41.903174] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18121 tests [2025-11-21T04:54:41.903273] [INFO ] [CONFIGURE ] APTV: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:54:41.903385] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:54:42.137469] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:54:42.372712] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:54:42.604822] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:42.847726] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:54:43.078638] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:43.317228] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:54:43.551733] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:43.780416] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:54:44.012920] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:54:44.253307] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:54:44.253713] [INFO ] [CONFIGURE ] APTV: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:54:44.253824] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18120 tests [2025-11-21T04:54:44.253920] [INFO ] [CONFIGURE ] APTV: Testing feature 3/29: add_daily_returns [2025-11-21T04:54:44.254031] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns'] [2025-11-21T04:54:44.462008] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:54:44.670369] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:54:44.880827] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:45.093790] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:45.313411] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:45.539663] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:54:45.780658] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:45.988709] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:54:46.198791] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:54:46.413383] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:54:46.413796] [INFO ] [CONFIGURE ] APTV: KEPT add_daily_returns (score: 80.00%) [2025-11-21T04:54:46.413916] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18119 tests [2025-11-21T04:54:46.414019] [INFO ] [CONFIGURE ] APTV: Testing feature 4/29: add_ema [2025-11-21T04:54:46.414136] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T04:54:46.665590] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:54:46.930584] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:47.192844] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:47.461546] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:47.728082] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:47.996497] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:54:48.241365] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:48.516406] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:54:48.834267] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:54:49.125809] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:54:49.126228] [INFO ] [CONFIGURE ] APTV: DISCARDED add_ema (score: 60.00%) [2025-11-21T04:54:49.126462] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18118 tests [2025-11-21T04:54:49.126576] [INFO ] [CONFIGURE ] APTV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:54:49.126701] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:54:49.402961] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:54:49.641662] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:49.876564] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:50.105784] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:50.335759] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:50.570370] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:54:50.814382] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:51.054074] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:54:51.285737] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:54:51.527008] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:54:51.527234] [INFO ] [CONFIGURE ] APTV: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T04:54:51.527295] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18117 tests [2025-11-21T04:54:51.527349] [INFO ] [CONFIGURE ] APTV: Testing feature 6/29: add_failed_moves [2025-11-21T04:54:51.527395] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T04:54:51.743277] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:54:51.950633] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:54:52.151850] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:52.348086] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:52.546749] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:54:52.744614] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:54:52.948390] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:53.149166] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:54:53.356467] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:54:53.558592] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:54:53.558805] [INFO ] [CONFIGURE ] APTV: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:54:53.558885] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18116 tests [2025-11-21T04:54:53.558945] [INFO ] [CONFIGURE ] APTV: Testing feature 7/29: add_lag_shelf [2025-11-21T04:54:53.559000] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:54:53.744404] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:54:53.934047] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:54:54.121626] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:54.309031] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:54.500672] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:54.689096] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:54:54.880179] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:55.074326] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:54:55.265402] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:54:55.464051] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:54:55.464415] [INFO ] [CONFIGURE ] APTV: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T04:54:55.464533] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18115 tests [2025-11-21T04:54:55.464654] [INFO ] [CONFIGURE ] APTV: Testing feature 8/29: add_macd [2025-11-21T04:54:55.464759] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:54:55.750089] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:54:56.033748] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:56.312246] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T04:54:56.598634] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:56.885669] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:57.175787] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:54:57.464689] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:54:57.760218] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:54:58.051912] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:54:58.341195] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:54:58.341431] [INFO ] [CONFIGURE ] APTV: DISCARDED add_macd (score: 60.00%) [2025-11-21T04:54:58.341495] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18114 tests [2025-11-21T04:54:58.341545] [INFO ] [CONFIGURE ] APTV: Testing feature 9/29: add_mfi [2025-11-21T04:54:58.341587] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T04:54:58.551086] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:54:58.761779] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:54:58.979026] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:54:59.198665] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:54:59.414546] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:54:59.636086] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:54:59.854229] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:00.094632] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:01.105256] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:01.496009] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:55:01.496265] [INFO ] [CONFIGURE ] APTV: DISCARDED add_mfi (score: 50.00%) [2025-11-21T04:55:01.496331] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18113 tests [2025-11-21T04:55:01.496390] [INFO ] [CONFIGURE ] APTV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:55:01.496497] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:55:01.836249] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:02.175546] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:02.500338] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:02.838470] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:03.156639] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:03.474250] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:03.794742] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:04.119621] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:04.448312] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:04.768256] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:04.768512] [INFO ] [CONFIGURE ] APTV: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T04:55:04.768575] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18112 tests [2025-11-21T04:55:04.768628] [INFO ] [CONFIGURE ] APTV: Testing feature 11/29: add_obv_daily [2025-11-21T04:55:04.768702] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T04:55:05.014204] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:05.259915] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:05.503899] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:05.753501] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:05.996407] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:06.247202] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:06.487526] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:06.724313] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:06.942411] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:07.175110] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:07.175341] [INFO ] [CONFIGURE ] APTV: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T04:55:07.175403] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18111 tests [2025-11-21T04:55:07.175451] [INFO ] [CONFIGURE ] APTV: Testing feature 12/29: add_obv_interval [2025-11-21T04:55:07.175496] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T04:55:07.388751] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:07.609899] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:07.827068] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:08.050174] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:08.269063] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:08.489888] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:08.724031] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:08.964776] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:09.190234] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:09.412932] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:09.413327] [INFO ] [CONFIGURE ] APTV: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T04:55:09.413437] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18110 tests [2025-11-21T04:55:09.413539] [INFO ] [CONFIGURE ] APTV: Testing feature 13/29: add_opening_strength [2025-11-21T04:55:09.413720] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T04:55:09.650043] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:09.890379] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:10.140108] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:10.380286] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:10.626676] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:10.876244] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:11.115271] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:11.368612] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:11.617980] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:11.871440] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:55:11.871689] [INFO ] [CONFIGURE ] APTV: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:55:11.871778] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18109 tests [2025-11-21T04:55:11.871835] [INFO ] [CONFIGURE ] APTV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:55:11.871884] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T04:55:12.123304] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:12.378791] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:12.645573] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:12.902808] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:13.164996] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:13.420069] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:13.682185] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:13.928747] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:14.177109] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:14.425791] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:14.425990] [INFO ] [CONFIGURE ] APTV: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T04:55:14.426046] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18108 tests [2025-11-21T04:55:14.426158] [INFO ] [CONFIGURE ] APTV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:55:14.426207] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T04:55:14.639988] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:14.857083] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:15.079961] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:15.306795] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:15.527972] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:15.749661] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:15.965095] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:16.189484] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:16.416194] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:16.644214] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:16.644409] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T04:55:16.644458] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18107 tests [2025-11-21T04:55:16.644496] [INFO ] [CONFIGURE ] APTV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:55:16.644531] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T04:55:16.876320] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:17.117282] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:17.358536] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:17.594769] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:17.837235] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:18.076575] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:18.323691] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:18.578372] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:18.825454] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:19.077840] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:19.079225] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T04:55:19.079348] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18106 tests [2025-11-21T04:55:19.079411] [INFO ] [CONFIGURE ] APTV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:55:19.079476] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T04:55:19.327054] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:19.574763] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:19.837873] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:20.080906] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:20.319055] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:20.552981] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:20.812464] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:21.058562] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:21.298804] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:21.531808] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:55:21.531974] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:55:21.532022] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18105 tests [2025-11-21T04:55:21.532059] [INFO ] [CONFIGURE ] APTV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:55:21.532092] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T04:55:21.740328] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:21.948884] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:22.161777] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:22.373393] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:55:22.588606] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:22.798738] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:23.012397] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:23.228659] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:23.441145] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:23.666731] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:23.666991] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T04:55:23.667211] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18104 tests [2025-11-21T04:55:23.667312] [INFO ] [CONFIGURE ] APTV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:55:23.667437] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T04:55:23.881926] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:24.086535] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:24.279031] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:24.467239] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:24.685408] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:24.903072] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:25.123597] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:25.338765] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:25.556993] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:25.767713] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:55:25.767925] [INFO ] [CONFIGURE ] APTV: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T04:55:25.767980] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18103 tests [2025-11-21T04:55:25.768021] [INFO ] [CONFIGURE ] APTV: Testing feature 20/29: add_price_rejection [2025-11-21T04:55:25.768057] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T04:55:26.008704] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:26.247283] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:26.479455] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:26.718226] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:26.960414] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:27.206872] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:27.451969] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:27.710446] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:27.958701] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:28.221306] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:28.221784] [INFO ] [CONFIGURE ] APTV: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:55:28.221940] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18102 tests [2025-11-21T04:55:28.222059] [INFO ] [CONFIGURE ] APTV: Testing feature 21/29: add_range_position [2025-11-21T04:55:28.222163] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T04:55:28.491309] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:28.751531] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:29.009324] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:29.275764] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:29.533314] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:29.796724] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:30.049816] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:30.310688] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:30.565101] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:30.843261] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:30.843525] [INFO ] [CONFIGURE ] APTV: DISCARDED add_range_position (score: 50.00%) [2025-11-21T04:55:30.843590] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18101 tests [2025-11-21T04:55:30.843637] [INFO ] [CONFIGURE ] APTV: Testing feature 22/29: add_realized_volatility [2025-11-21T04:55:30.843714] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T04:55:31.191466] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:31.550417] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:31.902633] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:32.236422] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:55:32.570964] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:32.958150] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:33.299427] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:33.653217] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:33.991973] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:34.324190] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:34.324432] [INFO ] [CONFIGURE ] APTV: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T04:55:34.324553] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18100 tests [2025-11-21T04:55:34.324734] [INFO ] [CONFIGURE ] APTV: Testing feature 23/29: add_recent_range_context [2025-11-21T04:55:34.324783] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T04:55:34.559377] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:34.792383] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:35.023134] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:35.257015] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:35.489262] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:35.722838] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:35.968961] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:36.207239] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:36.441388] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:36.677817] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:55:36.678051] [INFO ] [CONFIGURE ] APTV: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T04:55:36.678261] [INFO ] [CONFIGURE ] JOB ETA: 14.6h | Avg: 2.9s/test | Remaining: 18099 tests [2025-11-21T04:55:36.678359] [INFO ] [CONFIGURE ] APTV: Testing feature 24/29: add_rsi [2025-11-21T04:55:36.678412] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T04:55:36.947521] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:37.200843] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:37.451353] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:37.714368] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:37.979865] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:38.251555] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:38.503319] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:38.751358] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:38.997477] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:39.247633] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:39.247859] [INFO ] [CONFIGURE ] APTV: DISCARDED add_rsi (score: 70.00%) [2025-11-21T04:55:39.247919] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18098 tests [2025-11-21T04:55:39.247965] [INFO ] [CONFIGURE ] APTV: Testing feature 25/29: add_tick_distribution [2025-11-21T04:55:39.248009] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T04:55:39.444681] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:39.645955] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:39.847427] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:40.051215] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:40.274976] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:40.478739] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:40.680524] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:40.882134] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:41.094636] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:41.374854] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:55:41.375128] [INFO ] [CONFIGURE ] APTV: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:55:41.375200] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18097 tests [2025-11-21T04:55:41.375260] [INFO ] [CONFIGURE ] APTV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:55:41.375317] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T04:55:41.662233] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:41.910053] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:42.132178] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:42.340326] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:42.554352] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:42.775676] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:43.005023] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:43.228407] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:43.453867] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:43.664635] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:43.664875] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T04:55:43.664923] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18096 tests [2025-11-21T04:55:43.664961] [INFO ] [CONFIGURE ] APTV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:55:43.664997] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T04:55:43.891621] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:44.116893] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:44.346547] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:44.580793] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:44.811927] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:45.036477] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:55:45.260750] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:45.482613] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:45.741562] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:45.990709] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T04:55:45.990934] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T04:55:45.991097] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18095 tests [2025-11-21T04:55:45.991242] [INFO ] [CONFIGURE ] APTV: Testing feature 28/29: add_volume_profile [2025-11-21T04:55:45.991358] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T04:55:46.197023] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:46.402947] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:46.605427] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:46.810138] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:55:47.016753] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:47.223639] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:47.433617] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:47.642355] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:47.852633] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:48.063006] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:55:48.063213] [INFO ] [CONFIGURE ] APTV: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T04:55:48.063263] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18094 tests [2025-11-21T04:55:48.063310] [INFO ] [CONFIGURE ] APTV: Testing feature 29/29: add_vwap [2025-11-21T04:55:48.063354] [INFO ] [CONFIGURE ] APTV: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T04:55:48.278181] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T04:55:48.488331] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:48.704027] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T04:55:48.935609] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:55:49.155793] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:55:49.372636] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:55:49.591322] [DEBUG] [FORECASTER] APTV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:49.811632] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:55:50.038470] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:55:50.254830] [DEBUG] [FORECASTER] APTV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:55:50.255027] [INFO ] [CONFIGURE ] APTV: DISCARDED add_vwap (score: 60.00%) [2025-11-21T04:55:50.255077] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18093 tests [2025-11-21T04:55:50.255118] [INFO ] [CONFIGURE ] APTV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:55:50.255151] [INFO ] [CONFIGURE ] APTV: Best accuracy: 80.00% [2025-11-21T04:55:50.255185] [INFO ] [CONFIGURE ] APTV: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T04:55:50.255218] [INFO ] [CONFIGURE ] APTV: Improvement over baseline: 30.00% [2025-11-21T04:55:50.255248] [INFO ] [CONFIGURE ] APTV: Total time: 1.2 minutes [2025-11-21T04:55:50.255277] [INFO ] [CONFIGURE ] APTV: Average time per feature: 2.4 seconds [2025-11-21T04:55:50.255307] [INFO ] [CONFIGURE ] APTV: Average speed: 0.41 features/sec [2025-11-21T04:55:50.256023] [INFO ] [LOCAL ] Saved configuration for APTV: 1 features, 80.00% accuracy -> ./output/feature-sets/APTV.json [2025-11-21T04:55:50.256082] [INFO ] [CONFIGURE ] APTV: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T04:55:50.256124] [INFO ] [sig ] [100/723] Successfully configured APTV | 0.01 sym/s | Total: 2.4h | ETA: 14.8h [2025-11-21T04:55:50.256179] [INFO ] [sig ] [101/723] Configuring AQN... [2025-11-21T04:55:50.256216] [INFO ] [CONFIGURE ] AQN: Configurate test run. [2025-11-21T04:55:50.256250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-11-21T04:55:50.303683] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AQN'. [2025-11-21T04:55:50.304239] [INFO ] [CONFIGURE ] AQN: Testing with 29 available features [2025-11-21T04:55:50.304306] [INFO ] [CONFIGURE ] AQN: Establishing baseline with no features... [2025-11-21T04:55:50.497666] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:50.672989] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:50.850729] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:55:51.040432] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:55:51.221333] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:51.399416] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:55:51.573582] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:51.745368] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:51.918854] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:52.090452] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:55:52.090805] [INFO ] [CONFIGURE ] AQN: Baseline score (no features): 40.00% [2025-11-21T04:55:52.090914] [INFO ] [CONFIGURE ] AQN: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:55:52.091018] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:55:52.292860] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:52.515702] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:52.736794] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:55:52.969553] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:55:53.194453] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:53.417606] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:55:53.642916] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:55:53.870203] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:54.097791] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:54.324381] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:55:54.324575] [INFO ] [CONFIGURE ] AQN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:55:54.324623] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18092 tests [2025-11-21T04:55:54.324681] [INFO ] [CONFIGURE ] AQN: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:55:54.324747] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:55:54.554487] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:54.787221] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:55.030727] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:55:55.278939] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:55:55.504312] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:55.732486] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:55:55.969839] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:56.196713] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:56.414213] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:56.625766] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:55:56.625961] [INFO ] [CONFIGURE ] AQN: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T04:55:56.626010] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18091 tests [2025-11-21T04:55:56.626047] [INFO ] [CONFIGURE ] AQN: Testing feature 3/29: add_daily_returns [2025-11-21T04:55:56.626081] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns'] [2025-11-21T04:55:56.806742] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:56.987528] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:55:57.172228] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:55:57.365200] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:55:57.551782] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:55:57.747763] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:55:57.940901] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:55:58.126771] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:55:58.311307] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:55:58.499098] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:55:58.499300] [INFO ] [CONFIGURE ] AQN: KEPT add_daily_returns (score: 50.00%) [2025-11-21T04:55:58.499350] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18090 tests [2025-11-21T04:55:58.499389] [INFO ] [CONFIGURE ] AQN: Testing feature 4/29: add_ema [2025-11-21T04:55:58.499425] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T04:55:58.732320] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:55:58.960286] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:55:59.189530] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:55:59.462665] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:55:59.737490] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:00.007669] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:00.272276] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:01.221852] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:01.569661] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:01.824243] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:01.824480] [INFO ] [CONFIGURE ] AQN: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:56:01.824530] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18089 tests [2025-11-21T04:56:01.824570] [INFO ] [CONFIGURE ] AQN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:56:01.824633] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:56:02.091012] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:02.345333] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:56:02.599942] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:56:02.875459] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:03.135669] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:03.401072] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:03.663500] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:56:03.927803] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:04.198438] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:04.476150] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:04.476417] [INFO ] [CONFIGURE ] AQN: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T04:56:04.476502] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18088 tests [2025-11-21T04:56:04.476576] [INFO ] [CONFIGURE ] AQN: Testing feature 6/29: add_failed_moves [2025-11-21T04:56:04.476662] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T04:56:04.700998] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:04.949957] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:05.176036] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:56:05.401621] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:05.631022] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:05.862052] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:06.099748] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:06.328463] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:06.554196] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:06.775145] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:06.775361] [INFO ] [CONFIGURE ] AQN: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:56:06.775409] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18087 tests [2025-11-21T04:56:06.775449] [INFO ] [CONFIGURE ] AQN: Testing feature 7/29: add_lag_shelf [2025-11-21T04:56:06.775485] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:56:06.976972] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:07.180235] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:07.393919] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:56:07.606071] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:07.814277] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:08.016425] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:08.220257] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:08.425869] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:08.629200] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:08.833077] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:08.833269] [INFO ] [CONFIGURE ] AQN: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T04:56:08.833320] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18086 tests [2025-11-21T04:56:08.833359] [INFO ] [CONFIGURE ] AQN: Testing feature 8/29: add_macd [2025-11-21T04:56:08.833396] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:56:09.135509] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:09.429880] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:56:09.748120] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:56:10.049866] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:10.364678] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:10.675696] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:10.981824] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:11.291435] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:11.606882] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:11.924281] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:11.924492] [INFO ] [CONFIGURE ] AQN: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:56:11.924553] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18085 tests [2025-11-21T04:56:11.924666] [INFO ] [CONFIGURE ] AQN: Testing feature 9/29: add_mfi [2025-11-21T04:56:11.924728] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T04:56:12.146076] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:12.366886] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:56:12.595921] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:56:12.835267] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T04:56:13.066097] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:13.293261] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:13.520385] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:13.737032] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:13.965396] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:14.197747] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:14.197997] [INFO ] [CONFIGURE ] AQN: DISCARDED add_mfi (score: 30.00%) [2025-11-21T04:56:14.198077] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18084 tests [2025-11-21T04:56:14.198131] [INFO ] [CONFIGURE ] AQN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:56:14.198268] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:56:14.516117] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:14.833444] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:15.148889] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:56:15.479963] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:15.798899] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:16.141474] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:16.474030] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:16.799508] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:17.127540] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:17.466983] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:56:17.467247] [INFO ] [CONFIGURE ] AQN: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-21T04:56:17.467310] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18083 tests [2025-11-21T04:56:17.467359] [INFO ] [CONFIGURE ] AQN: Testing feature 11/29: add_obv_daily [2025-11-21T04:56:17.467409] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T04:56:17.818028] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:18.156728] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:56:18.489589] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:18.807631] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:19.116688] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:19.445485] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:19.784180] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:20.112171] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:20.432116] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:20.758223] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:20.758467] [INFO ] [CONFIGURE ] AQN: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:56:20.758530] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18082 tests [2025-11-21T04:56:20.758581] [INFO ] [CONFIGURE ] AQN: Testing feature 12/29: add_obv_interval [2025-11-21T04:56:20.758626] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T04:56:21.073111] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:21.397092] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:21.733961] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:22.064404] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:22.384669] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:22.711780] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:23.030401] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:56:23.358312] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:23.681743] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:24.013870] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:56:24.014094] [INFO ] [CONFIGURE ] AQN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T04:56:24.014154] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18081 tests [2025-11-21T04:56:24.014214] [INFO ] [CONFIGURE ] AQN: Testing feature 13/29: add_opening_strength [2025-11-21T04:56:24.014260] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T04:56:24.370023] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:24.713968] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:25.054819] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:25.407852] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:25.765774] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:56:26.116713] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:26.467161] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:26.782659] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:27.119097] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:27.443252] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:27.443497] [INFO ] [CONFIGURE ] AQN: KEPT add_opening_strength (score: 70.00%) [2025-11-21T04:56:27.443559] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18080 tests [2025-11-21T04:56:27.443609] [INFO ] [CONFIGURE ] AQN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:56:27.443675] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T04:56:27.839414] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:28.206060] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:56:28.583684] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:29.084159] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:29.493513] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:29.870599] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:30.248297] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:30.620005] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:30.997572] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:31.376164] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:31.376390] [INFO ] [CONFIGURE ] AQN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T04:56:31.376454] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18079 tests [2025-11-21T04:56:31.376509] [INFO ] [CONFIGURE ] AQN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:56:31.376557] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T04:56:31.744136] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:32.100818] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:32.457170] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:32.821297] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:33.173797] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:33.533709] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:33.920184] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:56:34.277698] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:34.637211] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:34.998309] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:34.998550] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:56:34.998612] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18078 tests [2025-11-21T04:56:34.998705] [INFO ] [CONFIGURE ] AQN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:56:34.998771] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T04:56:35.335267] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:35.672722] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:56:36.015066] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:36.373018] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:36.728549] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:37.088692] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:37.441203] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:37.793238] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:38.152411] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:38.516966] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:38.517168] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T04:56:38.517224] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18077 tests [2025-11-21T04:56:38.517295] [INFO ] [CONFIGURE ] AQN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:56:38.517351] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T04:56:38.846272] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:39.202344] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:39.552116] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:39.898516] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:40.240972] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:56:40.577407] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:40.922200] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:41.273571] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:41.624625] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:41.969285] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:41.969520] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T04:56:41.969581] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18076 tests [2025-11-21T04:56:41.969631] [INFO ] [CONFIGURE ] AQN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:56:41.969703] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T04:56:42.309020] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:42.659607] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:43.005359] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:43.350115] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:43.692064] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:56:44.034573] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:44.392776] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:44.735635] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:45.065198] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:45.392329] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:45.392527] [INFO ] [CONFIGURE ] AQN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T04:56:45.392583] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18075 tests [2025-11-21T04:56:45.392634] [INFO ] [CONFIGURE ] AQN: Testing feature 20/29: add_price_rejection [2025-11-21T04:56:45.392703] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T04:56:45.721339] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:46.059983] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:56:46.385238] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:46.730922] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:47.052663] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:56:47.379174] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:47.702135] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:56:48.029880] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:48.366046] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:48.705242] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:48.705489] [INFO ] [CONFIGURE ] AQN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:56:48.705548] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18074 tests [2025-11-21T04:56:48.705594] [INFO ] [CONFIGURE ] AQN: Testing feature 21/29: add_range_position [2025-11-21T04:56:48.705637] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_range_position'] [2025-11-21T04:56:49.083403] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:49.452832] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:49.843339] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:56:50.240956] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:50.637305] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:51.016409] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:51.403896] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:51.817422] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:52.215405] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:52.621436] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:52.621719] [INFO ] [CONFIGURE ] AQN: DISCARDED add_range_position (score: 50.00%) [2025-11-21T04:56:52.621785] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18073 tests [2025-11-21T04:56:52.621838] [INFO ] [CONFIGURE ] AQN: Testing feature 22/29: add_realized_volatility [2025-11-21T04:56:52.621883] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T04:56:53.096605] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:53.576256] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:56:54.089883] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:54.582179] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:55.061603] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:56:55.585623] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:56:56.088334] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:56:56.574126] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:56:57.055242] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:56:57.531402] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:56:57.531667] [INFO ] [CONFIGURE ] AQN: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T04:56:57.531731] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18072 tests [2025-11-21T04:56:57.531787] [INFO ] [CONFIGURE ] AQN: Testing feature 23/29: add_recent_range_context [2025-11-21T04:56:57.531834] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T04:56:57.873053] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:56:58.222751] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:56:58.588055] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:56:58.951976] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:56:59.307699] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:56:59.668871] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:57:00.022802] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:57:00.375770] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:57:01.625931] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:01.999594] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:57:01.999863] [INFO ] [CONFIGURE ] AQN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T04:57:01.999931] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18071 tests [2025-11-21T04:57:01.999986] [INFO ] [CONFIGURE ] AQN: Testing feature 24/29: add_rsi [2025-11-21T04:57:02.000037] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T04:57:02.425498] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:57:02.837941] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:03.255952] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:03.673872] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:57:04.082459] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:57:04.485953] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:57:04.925386] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:57:05.367590] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:57:05.828809] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:06.249216] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:57:06.249425] [INFO ] [CONFIGURE ] AQN: DISCARDED add_rsi (score: 40.00%) [2025-11-21T04:57:06.249487] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18070 tests [2025-11-21T04:57:06.249541] [INFO ] [CONFIGURE ] AQN: Testing feature 25/29: add_tick_distribution [2025-11-21T04:57:06.249600] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T04:57:06.623018] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:57:06.974501] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:07.339171] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:07.716832] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:57:08.110608] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:57:08.486007] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:57:08.886294] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:57:09.262467] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:57:09.610451] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:09.965169] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:57:09.965434] [INFO ] [CONFIGURE ] AQN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T04:57:09.965497] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18069 tests [2025-11-21T04:57:09.965547] [INFO ] [CONFIGURE ] AQN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:57:09.965592] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T04:57:10.308425] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:57:10.662279] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:11.003460] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:11.346739] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:57:11.697208] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:57:12.054550] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:57:12.400675] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:57:12.767954] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:57:13.125768] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:13.478222] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:57:13.478439] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:57:13.478499] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18068 tests [2025-11-21T04:57:13.478548] [INFO ] [CONFIGURE ] AQN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:57:13.478590] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T04:57:13.835910] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:57:14.220693] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:14.586587] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:14.949999] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:57:15.334805] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:57:15.714923] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:57:16.087712] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:57:16.463805] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:57:16.844009] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:17.231250] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:57:17.231493] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T04:57:17.231559] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18067 tests [2025-11-21T04:57:17.231615] [INFO ] [CONFIGURE ] AQN: Testing feature 28/29: add_volume_profile [2025-11-21T04:57:17.231686] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T04:57:17.614633] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:57:17.989987] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:18.374048] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:18.758657] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:57:19.142201] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:57:19.505858] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:57:19.861482] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:57:20.232898] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:57:20.597136] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:20.948964] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:57:20.949208] [INFO ] [CONFIGURE ] AQN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T04:57:20.949267] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18066 tests [2025-11-21T04:57:20.949314] [INFO ] [CONFIGURE ] AQN: Testing feature 29/29: add_vwap [2025-11-21T04:57:20.949356] [INFO ] [CONFIGURE ] AQN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_vwap'] [2025-11-21T04:57:21.282973] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T04:57:21.628447] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:21.963485] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:22.317848] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T04:57:22.700142] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:57:23.071442] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T04:57:23.449827] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:57:23.835394] [DEBUG] [FORECASTER] AQN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:57:24.231367] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:24.601953] [DEBUG] [FORECASTER] AQN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T04:57:24.602237] [INFO ] [CONFIGURE ] AQN: DISCARDED add_vwap (score: 40.00%) [2025-11-21T04:57:24.602311] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18065 tests [2025-11-21T04:57:24.602364] [INFO ] [CONFIGURE ] AQN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:57:24.602408] [INFO ] [CONFIGURE ] AQN: Best accuracy: 70.00% [2025-11-21T04:57:24.602450] [INFO ] [CONFIGURE ] AQN: Best feature set (4 features): ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T04:57:24.602493] [INFO ] [CONFIGURE ] AQN: Improvement over baseline: 30.00% [2025-11-21T04:57:24.602532] [INFO ] [CONFIGURE ] AQN: Total time: 1.5 minutes [2025-11-21T04:57:24.602570] [INFO ] [CONFIGURE ] AQN: Average time per feature: 3.3 seconds [2025-11-21T04:57:24.602608] [INFO ] [CONFIGURE ] AQN: Average speed: 0.31 features/sec [2025-11-21T04:57:24.603139] [INFO ] [LOCAL ] Saved configuration for AQN: 4 features, 70.00% accuracy -> ./output/feature-sets/AQN.json [2025-11-21T04:57:24.603202] [INFO ] [CONFIGURE ] AQN: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T04:57:24.603254] [INFO ] [sig ] [101/723] Successfully configured AQN | 0.01 sym/s | Total: 2.4h | ETA: 14.7h [2025-11-21T04:57:24.603302] [INFO ] [sig ] [102/723] Configuring ARDC... [2025-11-21T04:57:24.603339] [INFO ] [CONFIGURE ] ARDC: Configurate test run. [2025-11-21T04:57:24.603382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-11-21T04:57:24.680237] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARDC'. [2025-11-21T04:57:24.680707] [INFO ] [CONFIGURE ] ARDC: Testing with 29 available features [2025-11-21T04:57:24.680771] [INFO ] [CONFIGURE ] ARDC: Establishing baseline with no features... [2025-11-21T04:57:24.861591] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:57:25.042907] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:57:25.223861] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:25.401955] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:25.584892] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:25.753431] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:57:25.927547] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:57:26.102768] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:26.280404] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:26.462383] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:26.462569] [INFO ] [CONFIGURE ] ARDC: Baseline score (no features): 40.00% [2025-11-21T04:57:26.462616] [INFO ] [CONFIGURE ] ARDC: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:57:26.462673] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:57:26.689060] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:57:26.918937] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:27.143815] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:27.369226] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:57:27.592855] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:27.824516] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:28.049394] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:28.284761] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:28.513230] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:28.748829] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:28.749099] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T04:57:28.749156] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18064 tests [2025-11-21T04:57:28.749198] [INFO ] [CONFIGURE ] ARDC: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:57:28.749239] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_cumulative_delta'] [2025-11-21T04:57:28.979798] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:57:29.205191] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:29.431382] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:29.668095] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:29.898742] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:30.136566] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:30.373096] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:57:30.606957] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:30.845927] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:31.081737] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:31.081970] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T04:57:31.082021] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18063 tests [2025-11-21T04:57:31.082059] [INFO ] [CONFIGURE ] ARDC: Testing feature 3/29: add_daily_returns [2025-11-21T04:57:31.082096] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns'] [2025-11-21T04:57:31.285038] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:57:31.488983] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:57:31.700704] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:31.910457] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:57:32.119935] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:32.327949] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:32.541394] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:32.752038] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:32.962885] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:33.175462] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:33.175732] [INFO ] [CONFIGURE ] ARDC: KEPT add_daily_returns (score: 50.00%) [2025-11-21T04:57:33.176000] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18062 tests [2025-11-21T04:57:33.176149] [INFO ] [CONFIGURE ] ARDC: Testing feature 4/29: add_ema [2025-11-21T04:57:33.176339] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T04:57:33.437008] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:57:33.704290] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:33.973076] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:34.223075] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:34.477207] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:34.727032] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:34.981568] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:57:35.240910] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:35.495337] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:35.751901] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:35.752161] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_ema (score: 40.00%) [2025-11-21T04:57:35.752217] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18061 tests [2025-11-21T04:57:35.752261] [INFO ] [CONFIGURE ] ARDC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:57:35.752302] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:57:36.016578] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:57:36.280460] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:36.575903] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:36.895121] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:37.236058] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:37.511292] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:57:37.761094] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:57:37.983125] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:38.213872] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:38.453348] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:38.453539] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T04:57:38.453593] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18060 tests [2025-11-21T04:57:38.453632] [INFO ] [CONFIGURE ] ARDC: Testing feature 6/29: add_failed_moves [2025-11-21T04:57:38.453714] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T04:57:38.661665] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:57:38.872216] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:57:39.074886] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:39.276144] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:39.480514] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:39.690852] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:39.905533] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:40.121971] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:40.332913] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:40.541817] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:40.542012] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T04:57:40.542061] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18059 tests [2025-11-21T04:57:40.542100] [INFO ] [CONFIGURE ] ARDC: Testing feature 7/29: add_lag_shelf [2025-11-21T04:57:40.542135] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T04:57:40.736597] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:57:40.935778] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:57:41.134885] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:41.334743] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:57:41.531761] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:41.745013] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:41.964857] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:42.164925] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:42.366354] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:42.569869] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:42.570292] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T04:57:42.570426] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18058 tests [2025-11-21T04:57:42.570576] [INFO ] [CONFIGURE ] ARDC: Testing feature 8/29: add_macd [2025-11-21T04:57:42.570727] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T04:57:42.881378] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:57:43.183785] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:43.485339] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:43.800441] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:57:44.105470] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:44.411752] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:57:44.722470] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:57:45.029164] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:45.339483] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:45.656544] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:45.656826] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_macd (score: 50.00%) [2025-11-21T04:57:45.656890] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18057 tests [2025-11-21T04:57:45.657040] [INFO ] [CONFIGURE ] ARDC: Testing feature 9/29: add_mfi [2025-11-21T04:57:45.657146] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T04:57:45.877228] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:57:46.102320] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:46.349123] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:46.588945] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:46.830019] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:47.070687] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:47.297922] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:47.527937] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:47.750696] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:47.975895] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:47.976094] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_mfi (score: 40.00%) [2025-11-21T04:57:47.976151] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18056 tests [2025-11-21T04:57:47.976210] [INFO ] [CONFIGURE ] ARDC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:57:47.976278] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:57:48.283155] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:57:48.607763] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:48.909494] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:49.217472] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:49.531823] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:49.840843] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:50.153188] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:50.477618] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:50.790545] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:51.117153] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:51.117347] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T04:57:51.117407] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18055 tests [2025-11-21T04:57:51.117454] [INFO ] [CONFIGURE ] ARDC: Testing feature 11/29: add_obv_daily [2025-11-21T04:57:51.117505] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T04:57:51.340045] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:57:51.578014] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:57:51.805465] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:52.041773] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:57:52.269501] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:52.503213] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:52.739341] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:52.965553] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:53.196707] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:57:53.437741] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:53.438117] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:57:53.438190] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18054 tests [2025-11-21T04:57:53.438239] [INFO ] [CONFIGURE ] ARDC: Testing feature 12/29: add_obv_interval [2025-11-21T04:57:53.438297] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T04:57:53.641056] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:57:53.866335] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:57:54.084360] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:54.306308] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:57:54.521159] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:54.740624] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:54.951105] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:55.168243] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:55.381232] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:55.594634] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:55.594984] [INFO ] [CONFIGURE ] ARDC: KEPT add_obv_interval (score: 60.00%) [2025-11-21T04:57:55.595096] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18053 tests [2025-11-21T04:57:55.595195] [INFO ] [CONFIGURE ] ARDC: Testing feature 13/29: add_opening_strength [2025-11-21T04:57:55.595318] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_opening_strength'] [2025-11-21T04:57:55.843017] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:57:56.083482] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:57:56.323895] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:57:56.566107] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:56.820725] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:57.080772] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:57.337493] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:57:57.592109] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:57:57.839691] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:57:58.076292] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:57:58.076527] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T04:57:58.076753] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18052 tests [2025-11-21T04:57:58.076853] [INFO ] [CONFIGURE ] ARDC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:57:58.076983] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T04:57:58.318046] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:57:58.557047] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:57:58.795632] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:57:59.038123] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:57:59.275969] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:57:59.516736] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:57:59.763320] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:00.009104] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:00.267585] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:00.522312] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:00.522585] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T04:58:00.522707] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18051 tests [2025-11-21T04:58:00.522758] [INFO ] [CONFIGURE ] ARDC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:58:00.522803] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T04:58:01.478061] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:01.975096] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:02.215758] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:58:02.455079] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:02.700038] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:02.937336] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:03.174945] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:03.412186] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:03.644480] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:58:03.874504] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:03.874772] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T04:58:03.874860] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18050 tests [2025-11-21T04:58:03.874926] [INFO ] [CONFIGURE ] ARDC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:58:03.874985] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T04:58:04.130110] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:04.380242] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:04.625605] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:04.874322] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:05.118843] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:05.367003] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:05.621265] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:05.873820] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:06.123697] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:06.374585] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:06.374814] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:58:06.374941] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18049 tests [2025-11-21T04:58:06.374994] [INFO ] [CONFIGURE ] ARDC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:58:06.375039] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T04:58:06.626237] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:06.885044] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:07.127696] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:07.372698] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:07.627480] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:07.875289] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:08.144296] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:08.401507] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:08.654310] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:08.900035] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:08.900219] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T04:58:08.900279] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18048 tests [2025-11-21T04:58:08.900327] [INFO ] [CONFIGURE ] ARDC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:58:08.900370] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T04:58:09.142277] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:09.370986] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:09.600539] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:09.838439] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:10.068855] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:10.302460] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:10.534520] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:10.770244] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:11.000174] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:11.232208] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:11.232387] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T04:58:11.232436] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18047 tests [2025-11-21T04:58:11.232473] [INFO ] [CONFIGURE ] ARDC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:58:11.232508] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T04:58:11.455097] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:11.687172] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:11.922244] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:12.149760] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:12.375943] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:12.602869] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:12.827074] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:13.058081] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:13.284919] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:58:13.518223] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:13.518562] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T04:58:13.518707] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18046 tests [2025-11-21T04:58:13.518810] [INFO ] [CONFIGURE ] ARDC: Testing feature 20/29: add_price_rejection [2025-11-21T04:58:13.518909] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T04:58:13.765230] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:58:14.006794] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:14.254559] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:58:14.499095] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:14.742390] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:14.985269] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:15.256119] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:15.501001] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:15.748076] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:15.995579] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:15.996206] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T04:58:15.996318] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18045 tests [2025-11-21T04:58:15.996383] [INFO ] [CONFIGURE ] ARDC: Testing feature 21/29: add_range_position [2025-11-21T04:58:15.996436] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_range_position'] [2025-11-21T04:58:16.251496] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:16.505775] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:58:16.783906] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:17.059570] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:17.326178] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:17.595616] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:17.856751] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:18.120250] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:18.389059] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:18.649588] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:18.649880] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_range_position (score: 30.00%) [2025-11-21T04:58:18.649956] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18044 tests [2025-11-21T04:58:18.650004] [INFO ] [CONFIGURE ] ARDC: Testing feature 22/29: add_realized_volatility [2025-11-21T04:58:18.650048] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T04:58:19.002845] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:19.350271] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:19.694556] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:58:20.041450] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:20.402325] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:20.745267] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:21.096000] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:21.451211] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:21.816509] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:22.163172] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:22.163366] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T04:58:22.163427] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18043 tests [2025-11-21T04:58:22.163475] [INFO ] [CONFIGURE ] ARDC: Testing feature 23/29: add_recent_range_context [2025-11-21T04:58:22.163518] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T04:58:22.403059] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:22.640345] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:22.882435] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:23.118491] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:23.356983] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:23.605153] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:23.857081] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:24.103672] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:24.382915] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:24.670976] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:24.671260] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T04:58:24.671351] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18042 tests [2025-11-21T04:58:24.671428] [INFO ] [CONFIGURE ] ARDC: Testing feature 24/29: add_rsi [2025-11-21T04:58:24.671499] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T04:58:24.992322] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:25.275013] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:58:25.543884] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:25.808516] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:26.067077] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:26.342864] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:26.634034] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:26.943498] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:27.226187] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:58:27.521670] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:27.521865] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:58:27.521928] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18041 tests [2025-11-21T04:58:27.521979] [INFO ] [CONFIGURE ] ARDC: Testing feature 25/29: add_tick_distribution [2025-11-21T04:58:27.522024] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T04:58:27.749870] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:27.989251] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:28.231271] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:58:28.469847] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:28.704451] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:28.939458] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:29.173283] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:29.400497] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:29.628896] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T04:58:29.845159] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:29.845424] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T04:58:29.845475] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18040 tests [2025-11-21T04:58:29.845513] [INFO ] [CONFIGURE ] ARDC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:58:29.845549] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T04:58:30.053189] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:30.257728] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:58:30.462181] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:30.667129] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:30.875600] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:31.084012] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:31.292863] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:31.503531] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:31.749836] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:58:31.975793] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:31.975977] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T04:58:31.976066] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18039 tests [2025-11-21T04:58:31.976118] [INFO ] [CONFIGURE ] ARDC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T04:58:31.976172] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T04:58:32.216856] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:32.451811] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:32.682400] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:32.914234] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:33.144710] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:33.379196] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:33.618890] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:33.852918] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:34.088165] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:58:34.340311] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:34.340551] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T04:58:34.340703] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18038 tests [2025-11-21T04:58:34.340760] [INFO ] [CONFIGURE ] ARDC: Testing feature 28/29: add_volume_profile [2025-11-21T04:58:34.340807] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T04:58:34.576117] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:34.819464] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:58:35.052421] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:35.294169] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:35.535150] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:35.780039] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:36.025284] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T04:58:36.263553] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:36.497268] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:58:36.744987] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:36.745188] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T04:58:36.745253] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18037 tests [2025-11-21T04:58:36.745311] [INFO ] [CONFIGURE ] ARDC: Testing feature 29/29: add_vwap [2025-11-21T04:58:36.745364] [INFO ] [CONFIGURE ] ARDC: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_vwap'] [2025-11-21T04:58:36.989825] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:37.226416] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:58:37.450261] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:58:37.670934] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:37.890387] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T04:58:38.108604] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:38.334839] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T04:58:38.561757] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:38.780586] [DEBUG] [FORECASTER] ARDC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T04:58:39.002862] [DEBUG] [FORECASTER] ARDC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T04:58:39.003037] [INFO ] [CONFIGURE ] ARDC: DISCARDED add_vwap (score: 30.00%) [2025-11-21T04:58:39.003096] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18036 tests [2025-11-21T04:58:39.003147] [INFO ] [CONFIGURE ] ARDC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T04:58:39.003191] [INFO ] [CONFIGURE ] ARDC: Best accuracy: 60.00% [2025-11-21T04:58:39.003233] [INFO ] [CONFIGURE ] ARDC: Best feature set (2 features): ['add_daily_returns', 'add_obv_interval'] [2025-11-21T04:58:39.003273] [INFO ] [CONFIGURE ] ARDC: Improvement over baseline: 20.00% [2025-11-21T04:58:39.003311] [INFO ] [CONFIGURE ] ARDC: Total time: 1.2 minutes [2025-11-21T04:58:39.003352] [INFO ] [CONFIGURE ] ARDC: Average time per feature: 2.5 seconds [2025-11-21T04:58:39.003391] [INFO ] [CONFIGURE ] ARDC: Average speed: 0.40 features/sec [2025-11-21T04:58:39.003900] [INFO ] [LOCAL ] Saved configuration for ARDC: 2 features, 60.00% accuracy -> ./output/feature-sets/ARDC.json [2025-11-21T04:58:39.003961] [INFO ] [CONFIGURE ] ARDC: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T04:58:39.004011] [INFO ] [sig ] [102/723] Successfully configured ARDC | 0.01 sym/s | Total: 2.4h | ETA: 14.7h [2025-11-21T04:58:39.004056] [INFO ] [sig ] [103/723] Configuring ARES... [2025-11-21T04:58:39.004096] [INFO ] [CONFIGURE ] ARES: Configurate test run. [2025-11-21T04:58:39.004137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'. [2025-11-21T04:58:39.050597] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARES'. [2025-11-21T04:58:39.051028] [INFO ] [CONFIGURE ] ARES: Testing with 29 available features [2025-11-21T04:58:39.051093] [INFO ] [CONFIGURE ] ARES: Establishing baseline with no features... [2025-11-21T04:58:39.216247] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:39.402782] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:39.605437] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:39.793770] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:39.988191] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:58:40.179736] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:40.370907] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:58:40.562846] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:58:40.758077] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:58:40.954154] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:58:40.954310] [INFO ] [CONFIGURE ] ARES: Baseline score (no features): 30.00% [2025-11-21T04:58:40.954357] [INFO ] [CONFIGURE ] ARES: Testing feature 1/29: add_bollinger_bands [2025-11-21T04:58:40.954397] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands'] [2025-11-21T04:58:41.157685] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:41.360447] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:41.573485] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:41.779373] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:41.991872] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:58:42.198518] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:42.417227] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:58:42.660425] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:58:42.908216] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:58:43.152768] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:58:43.153266] [INFO ] [CONFIGURE ] ARES: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T04:58:43.153394] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18035 tests [2025-11-21T04:58:43.153501] [INFO ] [CONFIGURE ] ARES: Testing feature 2/29: add_cumulative_delta [2025-11-21T04:58:43.153603] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T04:58:43.430318] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:43.705191] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:43.989358] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:58:44.268480] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:44.542775] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:58:44.818093] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:45.111469] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:58:45.383544] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:58:45.653975] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:58:45.932617] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:58:45.932899] [INFO ] [CONFIGURE ] ARES: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T04:58:45.933004] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18034 tests [2025-11-21T04:58:45.933193] [INFO ] [CONFIGURE ] ARES: Testing feature 3/29: add_daily_returns [2025-11-21T04:58:45.933258] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T04:58:46.181626] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:46.404285] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:46.652167] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:46.902607] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:47.150181] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:58:47.393008] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:47.639480] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:58:47.898764] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:58:48.152627] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:58:48.397734] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:58:48.397984] [INFO ] [CONFIGURE ] ARES: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T04:58:48.398046] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18033 tests [2025-11-21T04:58:48.398087] [INFO ] [CONFIGURE ] ARES: Testing feature 4/29: add_ema [2025-11-21T04:58:48.398127] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T04:58:48.669465] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:58:48.944401] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:49.226526] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:49.503201] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T04:58:49.780083] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:58:50.057341] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:58:50.341616] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:58:50.621639] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:58:50.921617] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:58:51.202227] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:58:51.202466] [INFO ] [CONFIGURE ] ARES: DISCARDED add_ema (score: 50.00%) [2025-11-21T04:58:51.202517] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18032 tests [2025-11-21T04:58:51.202555] [INFO ] [CONFIGURE ] ARES: Testing feature 5/29: add_exhaustion_signals [2025-11-21T04:58:51.202637] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T04:58:51.487760] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:51.782832] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:52.076608] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:52.371320] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:52.654370] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:58:52.941287] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:58:53.227565] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:58:53.520020] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:58:53.818569] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:58:54.108350] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:58:54.108603] [INFO ] [CONFIGURE ] ARES: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T04:58:54.108688] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18031 tests [2025-11-21T04:58:54.108740] [INFO ] [CONFIGURE ] ARES: Testing feature 6/29: add_failed_moves [2025-11-21T04:58:54.108785] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T04:58:54.400621] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:54.673933] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:54.951987] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:55.238562] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:55.524845] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:58:55.808255] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:58:56.103638] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:58:56.396355] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:58:56.699409] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:58:56.989522] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:58:56.989742] [INFO ] [CONFIGURE ] ARES: KEPT add_failed_moves (score: 80.00%) [2025-11-21T04:58:56.989815] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18030 tests [2025-11-21T04:58:56.989972] [INFO ] [CONFIGURE ] ARES: Testing feature 7/29: add_lag_shelf [2025-11-21T04:58:56.990021] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T04:58:57.275836] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:58:57.562810] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:58:57.849415] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:58:58.156366] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:58:58.438778] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:58:58.728199] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:58:59.009625] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:58:59.300513] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:58:59.617193] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:58:59.923380] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:58:59.923603] [INFO ] [CONFIGURE ] ARES: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T04:58:59.923690] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18029 tests [2025-11-21T04:58:59.923761] [INFO ] [CONFIGURE ] ARES: Testing feature 8/29: add_macd [2025-11-21T04:58:59.923814] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T04:59:00.302930] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:00.651418] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:59:01.785171] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:02.370492] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:02.734701] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:03.087955] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:59:03.448137] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:03.815579] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:04.179452] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:04.549691] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:04.549960] [INFO ] [CONFIGURE ] ARES: DISCARDED add_macd (score: 40.00%) [2025-11-21T04:59:04.550024] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18028 tests [2025-11-21T04:59:04.550075] [INFO ] [CONFIGURE ] ARES: Testing feature 9/29: add_mfi [2025-11-21T04:59:04.550124] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T04:59:04.849977] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:05.147455] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:05.451199] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:05.756374] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:06.060453] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:59:06.362904] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:06.674012] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:59:06.999338] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:07.315669] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:07.620390] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:07.620711] [INFO ] [CONFIGURE ] ARES: DISCARDED add_mfi (score: 80.00%) [2025-11-21T04:59:07.620779] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18027 tests [2025-11-21T04:59:07.620835] [INFO ] [CONFIGURE ] ARES: Testing feature 10/29: add_momentum_acceleration [2025-11-21T04:59:07.620883] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T04:59:08.026540] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:08.428608] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:59:08.855809] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:09.259976] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:09.659176] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:10.060273] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:59:10.457452] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:10.862565] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:11.264588] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:11.673357] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:11.673636] [INFO ] [CONFIGURE ] ARES: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T04:59:11.673735] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18026 tests [2025-11-21T04:59:11.673802] [INFO ] [CONFIGURE ] ARES: Testing feature 11/29: add_obv_daily [2025-11-21T04:59:11.673859] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T04:59:11.974486] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:12.286673] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:12.583739] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:12.886170] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:13.193036] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:13.509529] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:59:13.817578] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:14.123560] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:14.443337] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:14.753561] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:14.753815] [INFO ] [CONFIGURE ] ARES: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T04:59:14.753879] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18025 tests [2025-11-21T04:59:14.753929] [INFO ] [CONFIGURE ] ARES: Testing feature 12/29: add_obv_interval [2025-11-21T04:59:14.753975] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T04:59:15.079826] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:15.384207] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:59:15.689291] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:16.002787] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:16.316087] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:16.636826] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:59:16.973830] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:17.410393] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:17.822808] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:18.140554] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:18.140776] [INFO ] [CONFIGURE ] ARES: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T04:59:18.140834] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18024 tests [2025-11-21T04:59:18.140882] [INFO ] [CONFIGURE ] ARES: Testing feature 13/29: add_opening_strength [2025-11-21T04:59:18.140926] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T04:59:18.421408] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:18.728483] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:19.048062] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:19.365053] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:19.679902] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:19.987985] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:20.298438] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:59:20.614758] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:20.927777] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:21.234113] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:21.234380] [INFO ] [CONFIGURE ] ARES: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T04:59:21.234442] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18023 tests [2025-11-21T04:59:21.234492] [INFO ] [CONFIGURE ] ARES: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T04:59:21.234543] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T04:59:21.551767] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:21.872639] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:22.182520] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:22.508807] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:22.833351] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:59:23.180803] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:59:23.519265] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:59:23.894390] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:24.230769] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T04:59:24.569890] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:24.570150] [INFO ] [CONFIGURE ] ARES: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T04:59:24.570214] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18022 tests [2025-11-21T04:59:24.570266] [INFO ] [CONFIGURE ] ARES: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T04:59:24.570315] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T04:59:24.853444] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:25.132928] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:25.427021] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:25.728295] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:26.024768] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:26.302563] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:26.585561] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:26.870750] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:27.163007] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:27.459636] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:27.459906] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T04:59:27.460006] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18021 tests [2025-11-21T04:59:27.460067] [INFO ] [CONFIGURE ] ARES: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T04:59:27.460133] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T04:59:27.772985] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:28.082689] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:28.391203] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:28.708083] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:29.028065] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:29.346339] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:29.667814] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:29.991283] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:59:30.303550] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:30.617532] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:30.617770] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T04:59:30.617842] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18020 tests [2025-11-21T04:59:30.617892] [INFO ] [CONFIGURE ] ARES: Testing feature 17/29: add_pbf_return_2d [2025-11-21T04:59:30.617936] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T04:59:30.936038] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:31.260345] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:59:31.580266] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:59:31.883522] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:32.208898] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:59:32.537760] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:32.862142] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:59:33.154438] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:33.436581] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:33.762161] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:33.762534] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T04:59:33.762596] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18019 tests [2025-11-21T04:59:33.762667] [INFO ] [CONFIGURE ] ARES: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T04:59:33.762718] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T04:59:34.040181] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:34.323465] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:34.603596] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:34.886565] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:35.169280] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:35.450557] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:35.732296] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:36.011265] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:36.302488] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:36.596547] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:36.596809] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T04:59:36.596872] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18018 tests [2025-11-21T04:59:36.596918] [INFO ] [CONFIGURE ] ARES: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T04:59:36.596988] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T04:59:36.898399] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:37.188874] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:37.472852] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:37.757496] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:38.042696] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:59:38.335378] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:38.627867] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:59:38.927984] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:39.257727] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:39.549369] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:39.549592] [INFO ] [CONFIGURE ] ARES: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T04:59:39.549681] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18017 tests [2025-11-21T04:59:39.549737] [INFO ] [CONFIGURE ] ARES: Testing feature 20/29: add_price_rejection [2025-11-21T04:59:39.549788] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T04:59:39.851139] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:40.147564] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:40.458454] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:40.773026] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:41.095697] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:59:41.400321] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:59:41.726594] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:42.038779] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:42.351065] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:42.660442] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:42.660671] [INFO ] [CONFIGURE ] ARES: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T04:59:42.660734] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18016 tests [2025-11-21T04:59:42.660772] [INFO ] [CONFIGURE ] ARES: Testing feature 21/29: add_range_position [2025-11-21T04:59:42.660819] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T04:59:43.005716] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:43.351204] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:43.685735] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:59:44.024269] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:44.365400] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:44.718962] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:59:45.051337] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:45.392988] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T04:59:45.733970] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:46.078567] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:46.078865] [INFO ] [CONFIGURE ] ARES: DISCARDED add_range_position (score: 30.00%) [2025-11-21T04:59:46.078945] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18015 tests [2025-11-21T04:59:46.078998] [INFO ] [CONFIGURE ] ARES: Testing feature 22/29: add_realized_volatility [2025-11-21T04:59:46.079042] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T04:59:46.516294] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:46.952564] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:47.380327] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T04:59:47.815559] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:48.251447] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:59:48.671855] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:49.100308] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:49.527355] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:49.949240] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:50.386896] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:50.387179] [INFO ] [CONFIGURE ] ARES: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T04:59:50.387253] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18014 tests [2025-11-21T04:59:50.387334] [INFO ] [CONFIGURE ] ARES: Testing feature 23/29: add_recent_range_context [2025-11-21T04:59:50.387413] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T04:59:50.695428] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:50.996290] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:51.291190] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:51.572547] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:51.876181] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:52.162729] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:52.446467] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T04:59:52.739079] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:53.039807] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:53.328968] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:53.329185] [INFO ] [CONFIGURE ] ARES: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T04:59:53.329255] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18013 tests [2025-11-21T04:59:53.329305] [INFO ] [CONFIGURE ] ARES: Testing feature 24/29: add_rsi [2025-11-21T04:59:53.329348] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T04:59:53.680781] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T04:59:54.037233] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T04:59:54.386693] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:54.721851] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:55.067048] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T04:59:55.406908] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T04:59:55.742677] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:59:56.086331] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:56.424902] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:56.772832] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:56.773056] [INFO ] [CONFIGURE ] ARES: DISCARDED add_rsi (score: 50.00%) [2025-11-21T04:59:56.773116] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18012 tests [2025-11-21T04:59:56.773163] [INFO ] [CONFIGURE ] ARES: Testing feature 25/29: add_tick_distribution [2025-11-21T04:59:56.773205] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T04:59:57.064171] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T04:59:57.361271] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T04:59:57.630885] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T04:59:57.907615] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T04:59:58.196606] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T04:59:58.487372] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T04:59:58.798832] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T04:59:59.104091] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T04:59:59.414002] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T04:59:59.723867] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T04:59:59.724102] [INFO ] [CONFIGURE ] ARES: KEPT add_tick_distribution (score: 90.00%) [2025-11-21T04:59:59.724166] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18011 tests [2025-11-21T04:59:59.724222] [INFO ] [CONFIGURE ] ARES: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T04:59:59.724269] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T05:00:00.055900] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:00:01.198832] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:00:01.840326] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:02.191760] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:02.526799] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:00:02.869804] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:03.219415] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:03.555313] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:03.887595] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:00:04.244092] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:04.244394] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:00:04.244474] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18010 tests [2025-11-21T05:00:04.244538] [INFO ] [CONFIGURE ] ARES: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:00:04.244620] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T05:00:04.680449] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:00:05.187701] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:05.607406] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:05.970287] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:06.320802] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:00:06.683433] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:00:07.059595] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:07.429298] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:07.753364] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:00:08.075613] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:08.075903] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:00:08.075970] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18009 tests [2025-11-21T05:00:08.076026] [INFO ] [CONFIGURE ] ARES: Testing feature 28/29: add_volume_profile [2025-11-21T05:00:08.076075] [INFO ] [CONFIGURE ] ARES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T05:00:08.399248] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:00:08.715633] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:00:09.025285] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:09.341585] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:09.651029] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:00:09.963893] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:10.299775] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:00:10.629807] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:10.959297] [DEBUG] [FORECASTER] ARES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:00:11.278181] [DEBUG] [FORECASTER] ARES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:11.278447] [INFO ] [CONFIGURE ] ARES: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:00:11.278516] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18008 tests [2025-11-21T05:00:11.278570] [INFO ] [CONFIGURE ] ARES: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:00:11.278615] [INFO ] [CONFIGURE ] ARES: Best accuracy: 90.00% [2025-11-21T05:00:11.278682] [INFO ] [CONFIGURE ] ARES: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T05:00:11.278729] [INFO ] [CONFIGURE ] ARES: Improvement over baseline: 60.00% [2025-11-21T05:00:11.278816] [INFO ] [CONFIGURE ] ARES: Total time: 1.5 minutes [2025-11-21T05:00:11.278857] [INFO ] [CONFIGURE ] ARES: Average time per feature: 3.2 seconds [2025-11-21T05:00:11.278897] [INFO ] [CONFIGURE ] ARES: Average speed: 0.32 features/sec [2025-11-21T05:00:11.279445] [INFO ] [LOCAL ] Saved configuration for ARES: 5 features, 90.00% accuracy -> ./output/feature-sets/ARES.json [2025-11-21T05:00:11.279506] [INFO ] [CONFIGURE ] ARES: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T05:00:11.279563] [INFO ] [sig ] [103/723] Successfully configured ARES | 0.01 sym/s | Total: 2.4h | ETA: 14.7h [2025-11-21T05:00:11.279616] [INFO ] [sig ] [104/723] Configuring ARI... [2025-11-21T05:00:11.279688] [INFO ] [CONFIGURE ] ARI: Configurate test run. [2025-11-21T05:00:11.279733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-11-21T05:00:11.360593] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARI'. [2025-11-21T05:00:11.361147] [INFO ] [CONFIGURE ] ARI: Testing with 29 available features [2025-11-21T05:00:11.361218] [INFO ] [CONFIGURE ] ARI: Establishing baseline with no features... [2025-11-21T05:00:11.577569] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:00:11.782726] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:00:11.987728] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:00:12.195147] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:00:12.398536] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:12.599343] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:12.813748] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:13.019221] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:00:13.224022] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:00:13.438997] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:00:13.439437] [INFO ] [CONFIGURE ] ARI: Baseline score (no features): 40.00% [2025-11-21T05:00:13.439576] [INFO ] [CONFIGURE ] ARI: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:00:13.439707] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:00:13.694740] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:00:13.952018] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:14.210169] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:14.457868] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:00:14.702195] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:14.957984] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:00:15.208041] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:15.449879] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:00:15.692968] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:00:15.934562] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:15.934803] [INFO ] [CONFIGURE ] ARI: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T05:00:15.935062] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18007 tests [2025-11-21T05:00:15.935175] [INFO ] [CONFIGURE ] ARI: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:00:15.935287] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:00:16.215810] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:16.506137] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:16.793131] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:17.082160] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:17.361936] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:17.664611] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:17.950317] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:18.247378] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:18.530089] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:00:18.813223] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:18.813480] [INFO ] [CONFIGURE ] ARI: KEPT add_cumulative_delta (score: 100.00%) [2025-11-21T05:00:18.813562] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18006 tests [2025-11-21T05:00:18.813619] [INFO ] [CONFIGURE ] ARI: Testing feature 3/29: add_daily_returns [2025-11-21T05:00:18.813691] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:00:19.112610] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:19.414880] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:19.715775] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:20.006880] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:20.297399] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:20.543912] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:20.814249] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:21.087568] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:00:21.359593] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:21.635771] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:21.635969] [INFO ] [CONFIGURE ] ARI: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T05:00:21.636024] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18005 tests [2025-11-21T05:00:21.636084] [INFO ] [CONFIGURE ] ARI: Testing feature 4/29: add_ema [2025-11-21T05:00:21.636128] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T05:00:21.955707] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:22.280290] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:22.591942] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:22.936715] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:23.282383] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:23.630256] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:23.979079] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:00:24.281006] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:24.597822] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:24.914058] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:24.914268] [INFO ] [CONFIGURE ] ARI: DISCARDED add_ema (score: 80.00%) [2025-11-21T05:00:24.914326] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18004 tests [2025-11-21T05:00:24.914365] [INFO ] [CONFIGURE ] ARI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:00:24.914408] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:00:25.191304] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:25.503128] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:25.797435] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:26.103746] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:26.400120] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:26.676371] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:26.965421] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:27.256587] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:27.536447] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:27.819452] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:27.819705] [INFO ] [CONFIGURE ] ARI: DISCARDED add_exhaustion_signals (score: 90.00%) [2025-11-21T05:00:27.819766] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18003 tests [2025-11-21T05:00:27.819816] [INFO ] [CONFIGURE ] ARI: Testing feature 6/29: add_failed_moves [2025-11-21T05:00:27.819875] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T05:00:28.094263] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:28.363562] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:28.629537] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:28.898246] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:29.140436] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:29.379460] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:29.627824] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:29.875488] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:30.154467] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:00:30.441034] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:30.441304] [INFO ] [CONFIGURE ] ARI: DISCARDED add_failed_moves (score: 100.00%) [2025-11-21T05:00:30.441374] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18002 tests [2025-11-21T05:00:30.441430] [INFO ] [CONFIGURE ] ARI: Testing feature 7/29: add_lag_shelf [2025-11-21T05:00:30.441480] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T05:00:30.725177] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:31.006202] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:00:31.289028] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:31.581772] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:31.890998] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:32.185165] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:32.475412] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:32.780470] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:33.070419] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:33.367670] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:33.367896] [INFO ] [CONFIGURE ] ARI: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T05:00:33.367961] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18001 tests [2025-11-21T05:00:33.368201] [INFO ] [CONFIGURE ] ARI: Testing feature 8/29: add_macd [2025-11-21T05:00:33.368265] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T05:00:33.776674] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:34.173142] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:34.562911] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:34.954949] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:35.345288] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:35.739478] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:36.140310] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:36.530720] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:36.930238] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:37.324514] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:00:37.324810] [INFO ] [CONFIGURE ] ARI: DISCARDED add_macd (score: 80.00%) [2025-11-21T05:00:37.324877] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 18000 tests [2025-11-21T05:00:37.324926] [INFO ] [CONFIGURE ] ARI: Testing feature 9/29: add_mfi [2025-11-21T05:00:37.324963] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T05:00:37.636298] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:37.943468] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:38.251578] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:38.554500] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:00:38.854675] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:39.168247] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:39.482072] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:39.795498] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:40.113273] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:40.423590] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:40.423975] [INFO ] [CONFIGURE ] ARI: DISCARDED add_mfi (score: 80.00%) [2025-11-21T05:00:40.424044] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17999 tests [2025-11-21T05:00:40.424106] [INFO ] [CONFIGURE ] ARI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:00:40.424162] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:00:40.804285] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:41.213502] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:41.605943] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:42.052220] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:42.477214] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:42.864286] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:43.259761] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:43.635216] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:44.032473] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:44.430025] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:44.430277] [INFO ] [CONFIGURE ] ARI: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-11-21T05:00:44.430341] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17998 tests [2025-11-21T05:00:44.430397] [INFO ] [CONFIGURE ] ARI: Testing feature 11/29: add_obv_daily [2025-11-21T05:00:44.430444] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T05:00:44.750906] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:45.064546] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:45.372722] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:45.689118] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:00:45.999902] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:46.310408] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:00:46.623401] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:00:46.938074] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:47.259440] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:00:47.586138] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:47.586371] [INFO ] [CONFIGURE ] ARI: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:00:47.586443] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17997 tests [2025-11-21T05:00:47.586495] [INFO ] [CONFIGURE ] ARI: Testing feature 12/29: add_obv_interval [2025-11-21T05:00:47.586540] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T05:00:47.887696] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:48.194171] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:48.492728] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:48.799070] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:49.094986] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:49.377846] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:49.673204] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:00:49.967054] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:00:50.257845] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:50.548169] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:50.548373] [INFO ] [CONFIGURE ] ARI: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T05:00:50.548436] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17996 tests [2025-11-21T05:00:50.548487] [INFO ] [CONFIGURE ] ARI: Testing feature 13/29: add_opening_strength [2025-11-21T05:00:50.548534] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:00:50.865088] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:51.194070] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:00:51.530337] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:51.867210] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:52.195777] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:52.512812] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:52.843239] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:53.177591] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:00:53.499783] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:53.835242] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:53.835470] [INFO ] [CONFIGURE ] ARI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T05:00:53.835535] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17995 tests [2025-11-21T05:00:53.835583] [INFO ] [CONFIGURE ] ARI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:00:53.835630] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T05:00:54.156844] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:54.480146] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:54.781550] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:55.082481] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:00:55.372741] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:55.669831] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:55.969687] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:56.269707] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:00:56.582150] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:00:56.890794] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:56.891027] [INFO ] [CONFIGURE ] ARI: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T05:00:56.891089] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17994 tests [2025-11-21T05:00:56.891138] [INFO ] [CONFIGURE ] ARI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:00:56.891176] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T05:00:57.191020] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:00:57.490972] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:00:57.778970] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:00:58.082160] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:00:58.377045] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:00:58.666229] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:00:58.956776] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:00:59.249257] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:00:59.544948] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:00:59.843075] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:00:59.843303] [INFO ] [CONFIGURE ] ARI: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T05:00:59.843364] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17993 tests [2025-11-21T05:00:59.843419] [INFO ] [CONFIGURE ] ARI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:00:59.843473] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T05:01:00.179275] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:00.495374] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:01.524459] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:01.960197] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:01:02.302638] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:02.649386] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:02.980360] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:03.297603] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:01:03.618154] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:01:03.937563] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:01:03.937830] [INFO ] [CONFIGURE ] ARI: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T05:01:03.937895] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17992 tests [2025-11-21T05:01:03.937961] [INFO ] [CONFIGURE ] ARI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:01:03.938008] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T05:01:04.257299] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:04.557021] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:04.861296] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:01:05.161991] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:05.460915] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:05.764443] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:06.057160] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:06.348394] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:01:06.648845] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:01:06.962596] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:06.962892] [INFO ] [CONFIGURE ] ARI: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T05:01:06.962959] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17991 tests [2025-11-21T05:01:06.963010] [INFO ] [CONFIGURE ] ARI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:01:06.963049] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T05:01:07.256717] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:07.547248] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:07.840360] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:08.145830] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:08.428245] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:08.730321] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:09.023745] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:01:09.288487] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:01:09.559629] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:01:09.826078] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:09.826305] [INFO ] [CONFIGURE ] ARI: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T05:01:09.826365] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17990 tests [2025-11-21T05:01:09.826412] [INFO ] [CONFIGURE ] ARI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:01:09.826455] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T05:01:10.107574] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:10.406187] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:10.700563] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:10.986262] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:11.273319] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:11.572293] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:11.886727] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:01:12.195618] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:01:12.523044] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:01:12.846256] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:12.846498] [INFO ] [CONFIGURE ] ARI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T05:01:12.846561] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17989 tests [2025-11-21T05:01:12.846621] [INFO ] [CONFIGURE ] ARI: Testing feature 20/29: add_price_rejection [2025-11-21T05:01:12.846693] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T05:01:13.284551] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:13.625092] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:13.923583] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:14.206984] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:14.493207] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:14.792598] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:15.124341] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:15.483355] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:01:15.821950] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:01:16.140305] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:16.140565] [INFO ] [CONFIGURE ] ARI: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T05:01:16.140666] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17988 tests [2025-11-21T05:01:16.140727] [INFO ] [CONFIGURE ] ARI: Testing feature 21/29: add_range_position [2025-11-21T05:01:16.140767] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T05:01:16.474392] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:16.802260] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:01:17.152265] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:17.494246] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:01:17.809245] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:18.116685] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:01:18.435460] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:18.755727] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:01:19.072622] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:01:19.394349] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:19.394575] [INFO ] [CONFIGURE ] ARI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:01:19.394636] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17987 tests [2025-11-21T05:01:19.394709] [INFO ] [CONFIGURE ] ARI: Testing feature 22/29: add_realized_volatility [2025-11-21T05:01:19.394756] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T05:01:19.808176] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:20.221910] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:01:20.641898] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:21.055036] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:21.466822] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:21.878607] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:22.252934] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:01:22.620755] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:01:22.997488] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:01:23.365620] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:23.365847] [INFO ] [CONFIGURE ] ARI: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T05:01:23.365906] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17986 tests [2025-11-21T05:01:23.365954] [INFO ] [CONFIGURE ] ARI: Testing feature 23/29: add_recent_range_context [2025-11-21T05:01:23.366004] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T05:01:23.635427] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:23.907430] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:24.176059] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:24.443732] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:24.715424] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:24.989055] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:25.256834] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:01:25.532625] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:01:25.806422] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:01:26.079355] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:26.079581] [INFO ] [CONFIGURE ] ARI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:01:26.079660] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17985 tests [2025-11-21T05:01:26.079714] [INFO ] [CONFIGURE ] ARI: Testing feature 24/29: add_rsi [2025-11-21T05:01:26.079751] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T05:01:26.390164] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:26.696832] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:27.021981] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:27.357112] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:01:27.663041] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:27.973487] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:28.289626] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:01:28.601769] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:01:28.905665] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:01:29.207950] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:29.208176] [INFO ] [CONFIGURE ] ARI: DISCARDED add_rsi (score: 70.00%) [2025-11-21T05:01:29.208238] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17984 tests [2025-11-21T05:01:29.208286] [INFO ] [CONFIGURE ] ARI: Testing feature 25/29: add_tick_distribution [2025-11-21T05:01:29.208323] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T05:01:29.475936] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:29.747548] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:30.006219] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:30.268331] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:30.532468] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:30.796637] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:31.059267] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:31.322555] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:01:31.591415] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:01:31.869865] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:31.870038] [INFO ] [CONFIGURE ] ARI: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T05:01:31.870137] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17983 tests [2025-11-21T05:01:31.870188] [INFO ] [CONFIGURE ] ARI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:01:31.870225] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T05:01:32.124316] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:32.371486] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:32.632009] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:32.900074] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:33.154835] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:33.411521] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:33.675534] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:33.969061] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:01:34.251042] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:01:34.530818] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:34.531063] [INFO ] [CONFIGURE ] ARI: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T05:01:34.531124] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17982 tests [2025-11-21T05:01:34.531176] [INFO ] [CONFIGURE ] ARI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:01:34.531220] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T05:01:34.833865] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:35.136061] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:35.432198] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:35.736173] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:01:36.047045] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:36.356210] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:36.663734] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:36.969314] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:01:37.261005] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:01:37.560363] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:37.560572] [INFO ] [CONFIGURE ] ARI: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T05:01:37.560633] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17981 tests [2025-11-21T05:01:37.560706] [INFO ] [CONFIGURE ] ARI: Testing feature 28/29: add_volume_profile [2025-11-21T05:01:37.560754] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T05:01:37.846630] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:38.129987] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:38.413003] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:38.688463] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:38.999362] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:39.318594] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:39.615417] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:01:39.897370] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:01:40.178076] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:01:40.452360] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:40.452677] [INFO ] [CONFIGURE ] ARI: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T05:01:40.452752] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17980 tests [2025-11-21T05:01:40.452803] [INFO ] [CONFIGURE ] ARI: Testing feature 29/29: add_vwap [2025-11-21T05:01:40.452847] [INFO ] [CONFIGURE ] ARI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T05:01:40.730584] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:01:41.001030] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:01:41.266555] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:41.558115] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:41.860920] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:42.161959] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:01:42.469176] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:42.752087] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:01:43.027928] [DEBUG] [FORECASTER] ARI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:01:43.301809] [DEBUG] [FORECASTER] ARI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:43.301980] [INFO ] [CONFIGURE ] ARI: DISCARDED add_vwap (score: 80.00%) [2025-11-21T05:01:43.302039] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17979 tests [2025-11-21T05:01:43.302087] [INFO ] [CONFIGURE ] ARI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:01:43.302129] [INFO ] [CONFIGURE ] ARI: Best accuracy: 100.00% [2025-11-21T05:01:43.302186] [INFO ] [CONFIGURE ] ARI: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:01:43.302227] [INFO ] [CONFIGURE ] ARI: Improvement over baseline: 60.00% [2025-11-21T05:01:43.302266] [INFO ] [CONFIGURE ] ARI: Total time: 1.5 minutes [2025-11-21T05:01:43.302304] [INFO ] [CONFIGURE ] ARI: Average time per feature: 3.1 seconds [2025-11-21T05:01:43.302342] [INFO ] [CONFIGURE ] ARI: Average speed: 0.32 features/sec [2025-11-21T05:01:43.302877] [INFO ] [LOCAL ] Saved configuration for ARI: 2 features, 100.00% accuracy -> ./output/feature-sets/ARI.json [2025-11-21T05:01:43.302935] [INFO ] [CONFIGURE ] ARI: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-11-21T05:01:43.302983] [INFO ] [sig ] [104/723] Successfully configured ARI | 0.01 sym/s | Total: 2.5h | ETA: 14.7h [2025-11-21T05:01:43.303026] [INFO ] [sig ] [105/723] Configuring ARMK... [2025-11-21T05:01:43.303066] [INFO ] [CONFIGURE ] ARMK: Configurate test run. [2025-11-21T05:01:43.303106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-11-21T05:01:43.409319] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARMK'. [2025-11-21T05:01:43.409841] [INFO ] [CONFIGURE ] ARMK: Testing with 29 available features [2025-11-21T05:01:43.409915] [INFO ] [CONFIGURE ] ARMK: Establishing baseline with no features... [2025-11-21T05:01:43.588781] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:01:43.773756] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:01:43.958693] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:44.151009] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:44.316872] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:44.487855] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:01:44.670953] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:01:44.863823] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:01:45.059775] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:01:45.246743] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:01:45.246903] [INFO ] [CONFIGURE ] ARMK: Baseline score (no features): 70.00% [2025-11-21T05:01:45.246979] [INFO ] [CONFIGURE ] ARMK: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:01:45.247019] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:01:45.453961] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:01:45.661756] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:01:45.875522] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:46.078038] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:46.284662] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:46.490305] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:46.699803] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:46.904462] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:01:47.120310] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:01:47.326114] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:01:47.326285] [INFO ] [CONFIGURE ] ARMK: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T05:01:47.326335] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17978 tests [2025-11-21T05:01:47.326376] [INFO ] [CONFIGURE ] ARMK: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:01:47.326414] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:01:47.568971] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:01:47.809765] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:01:48.065778] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:48.309610] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:48.574162] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:48.833185] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:01:49.074260] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:49.326040] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:01:49.575813] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:01:49.837098] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:01:49.837307] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:01:49.837365] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17977 tests [2025-11-21T05:01:49.837413] [INFO ] [CONFIGURE ] ARMK: Testing feature 3/29: add_daily_returns [2025-11-21T05:01:49.837455] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:01:50.048571] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:01:50.273627] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:01:50.488243] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:50.713010] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:50.926558] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:51.151565] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:51.382507] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:51.598054] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:01:51.818748] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:01:52.045142] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:01:52.045480] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T05:01:52.045586] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17976 tests [2025-11-21T05:01:52.045701] [INFO ] [CONFIGURE ] ARMK: Testing feature 4/29: add_ema [2025-11-21T05:01:52.045797] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:01:52.296312] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:01:52.538530] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:01:52.779837] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:53.024864] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:53.284333] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:53.559780] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:53.820498] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:54.079260] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:01:54.340198] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:01:54.590218] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:01:54.590393] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_ema (score: 80.00%) [2025-11-21T05:01:54.590442] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17975 tests [2025-11-21T05:01:54.590482] [INFO ] [CONFIGURE ] ARMK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:01:54.590518] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:01:54.839736] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:01:55.106255] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:01:55.372017] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:01:55.619052] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:55.875416] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:56.147476] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:56.425240] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:56.680706] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:01:56.944566] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:01:57.239093] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:01:57.239294] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T05:01:57.239360] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17974 tests [2025-11-21T05:01:57.239425] [INFO ] [CONFIGURE ] ARMK: Testing feature 6/29: add_failed_moves [2025-11-21T05:01:57.239472] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:01:57.483154] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:01:57.726969] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:01:57.971891] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:01:58.208899] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:01:58.422503] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:01:58.644945] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:01:58.868359] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:01:59.085697] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:01:59.296385] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:01:59.507161] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:01:59.507308] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T05:01:59.507356] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17973 tests [2025-11-21T05:01:59.507393] [INFO ] [CONFIGURE ] ARMK: Testing feature 7/29: add_lag_shelf [2025-11-21T05:01:59.507427] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:01:59.710117] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:01:59.918089] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:00.155173] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:00.433144] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:02:00.753218] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:01.641993] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:01.954766] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:02.169619] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:02.373739] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:02.584614] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:02.584809] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:02:02.584993] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17972 tests [2025-11-21T05:02:02.585131] [INFO ] [CONFIGURE ] ARMK: Testing feature 8/29: add_macd [2025-11-21T05:02:02.585187] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:02:02.906583] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:02:03.205413] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:03.504701] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:03.868928] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:04.217475] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:04.556472] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:02:04.896887] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:05.255373] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:05.600733] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:02:05.941397] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:02:05.941707] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_macd (score: 50.00%) [2025-11-21T05:02:05.941773] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17971 tests [2025-11-21T05:02:05.941827] [INFO ] [CONFIGURE ] ARMK: Testing feature 9/29: add_mfi [2025-11-21T05:02:05.941912] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:02:06.177831] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:06.414009] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:06.653960] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:06.903435] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:07.167793] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:07.417136] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:07.663128] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:02:07.915863] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:02:08.171432] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:08.433126] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:08.433400] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T05:02:08.433463] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17970 tests [2025-11-21T05:02:08.433514] [INFO ] [CONFIGURE ] ARMK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:02:08.433552] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:02:08.776246] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:09.113753] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:09.431626] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:09.771889] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:10.112758] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:10.452668] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:10.785948] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:11.130898] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:02:11.483673] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:11.829809] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:11.830124] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T05:02:11.830189] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17969 tests [2025-11-21T05:02:11.830243] [INFO ] [CONFIGURE ] ARMK: Testing feature 11/29: add_obv_daily [2025-11-21T05:02:11.830290] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T05:02:12.089619] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:12.326779] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:12.555635] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:12.788737] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:12.997921] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:13.213979] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:13.431507] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:13.647844] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:13.896277] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:14.140502] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:14.140718] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:02:14.140807] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17968 tests [2025-11-21T05:02:14.140860] [INFO ] [CONFIGURE ] ARMK: Testing feature 12/29: add_obv_interval [2025-11-21T05:02:14.140906] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T05:02:14.387491] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:14.628370] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:14.867051] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:15.087705] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:15.304732] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:15.521214] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:15.746543] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:15.983975] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:02:16.251711] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:16.513509] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:16.513982] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T05:02:16.514052] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17967 tests [2025-11-21T05:02:16.514095] [INFO ] [CONFIGURE ] ARMK: Testing feature 13/29: add_opening_strength [2025-11-21T05:02:16.514133] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:02:16.760245] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:17.032448] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:17.305632] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:17.578326] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:17.852860] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:18.112390] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:18.405137] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:18.685349] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:18.959846] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:19.207108] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:02:19.207310] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T05:02:19.207368] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17966 tests [2025-11-21T05:02:19.207414] [INFO ] [CONFIGURE ] ARMK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:02:19.207456] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T05:02:19.445854] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:19.698714] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:19.958766] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:20.195511] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:20.438074] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:20.682232] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:02:20.930719] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:21.178777] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:21.411459] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:21.702527] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:21.702836] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T05:02:21.702913] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17965 tests [2025-11-21T05:02:21.702972] [INFO ] [CONFIGURE ] ARMK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:02:21.703029] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T05:02:21.911358] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:22.118682] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:22.317167] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:22.523021] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:22.737585] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:22.944444] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:23.171000] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:23.379477] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:02:23.589698] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:23.801808] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:23.802003] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T05:02:23.802054] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17964 tests [2025-11-21T05:02:23.802094] [INFO ] [CONFIGURE ] ARMK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:02:23.802130] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T05:02:24.036441] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:24.269483] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:24.511250] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:24.752515] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:24.988614] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:25.223984] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:25.458393] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:25.693142] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:25.925380] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:26.170102] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:26.170278] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:02:26.170327] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17963 tests [2025-11-21T05:02:26.170367] [INFO ] [CONFIGURE ] ARMK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:02:26.170404] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T05:02:26.415366] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:26.661179] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:26.900238] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:27.155449] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:27.396517] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:27.635291] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:27.869055] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:28.102078] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:28.339912] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:28.569018] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:28.569201] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T05:02:28.569259] [INFO ] [CONFIGURE ] JOB ETA: 14.5h | Avg: 2.9s/test | Remaining: 17962 tests [2025-11-21T05:02:28.569325] [INFO ] [CONFIGURE ] ARMK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:02:28.569371] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T05:02:28.766074] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:28.970238] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:29.171745] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:29.372961] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:29.579920] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:29.787906] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:29.999286] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:30.239597] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:30.458515] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:30.698858] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:30.699315] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:02:30.699447] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17961 tests [2025-11-21T05:02:30.699553] [INFO ] [CONFIGURE ] ARMK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:02:30.699677] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T05:02:30.910822] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:31.121433] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:31.326196] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:31.537009] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:31.742315] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:31.952858] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:32.179871] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:02:32.389355] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:02:32.597353] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:32.809576] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:32.809785] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:02:32.809844] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17960 tests [2025-11-21T05:02:32.809885] [INFO ] [CONFIGURE ] ARMK: Testing feature 20/29: add_price_rejection [2025-11-21T05:02:32.809920] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T05:02:33.028032] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:33.244187] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:33.463689] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:33.683482] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:33.901369] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:34.124398] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:34.344367] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:34.566799] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:34.796796] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:35.020682] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:02:35.020941] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T05:02:35.021004] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17959 tests [2025-11-21T05:02:35.021051] [INFO ] [CONFIGURE ] ARMK: Testing feature 21/29: add_range_position [2025-11-21T05:02:35.021093] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T05:02:35.266198] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:35.521128] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:35.776305] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:36.023733] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:36.281312] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:36.556110] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:36.832185] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:37.090541] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:37.371800] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:37.651559] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:37.651774] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_range_position (score: 70.00%) [2025-11-21T05:02:37.651837] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17958 tests [2025-11-21T05:02:37.651885] [INFO ] [CONFIGURE ] ARMK: Testing feature 22/29: add_realized_volatility [2025-11-21T05:02:37.651929] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T05:02:38.002130] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:38.354292] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:38.707099] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:39.063310] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:39.423216] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:39.765678] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:02:40.116979] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:40.461837] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:40.794344] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:41.121453] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:41.121632] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:02:41.121715] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17957 tests [2025-11-21T05:02:41.121764] [INFO ] [CONFIGURE ] ARMK: Testing feature 23/29: add_recent_range_context [2025-11-21T05:02:41.121810] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T05:02:41.327608] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:41.534315] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:41.740181] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:41.950122] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:42.185740] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:42.409663] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:42.630488] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:42.849972] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:43.069535] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:43.289778] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:43.290004] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:02:43.290217] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17956 tests [2025-11-21T05:02:43.290322] [INFO ] [CONFIGURE ] ARMK: Testing feature 24/29: add_rsi [2025-11-21T05:02:43.290376] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T05:02:43.561780] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:43.841873] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:44.109048] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:44.381922] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:02:44.654090] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:44.923305] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:45.195756] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:45.467358] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:45.736185] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:46.009985] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:46.010163] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:02:46.010218] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17955 tests [2025-11-21T05:02:46.010264] [INFO ] [CONFIGURE ] ARMK: Testing feature 25/29: add_tick_distribution [2025-11-21T05:02:46.010303] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T05:02:46.228876] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:46.445348] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:46.669713] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:46.885687] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:47.103660] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:47.335842] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:47.556176] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:02:47.775458] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:02:47.991809] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:48.209010] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:48.209180] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T05:02:48.209239] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17954 tests [2025-11-21T05:02:48.209308] [INFO ] [CONFIGURE ] ARMK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:02:48.209348] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T05:02:48.427817] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:48.647484] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:48.887140] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:49.133407] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:49.370894] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:49.612160] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:49.858009] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:50.099337] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:50.343920] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:50.583236] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:50.583412] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T05:02:50.583461] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17953 tests [2025-11-21T05:02:50.583498] [INFO ] [CONFIGURE ] ARMK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:02:50.583535] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T05:02:50.827663] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:51.078101] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:51.324084] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:51.572158] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:51.826303] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:52.075861] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:02:52.320859] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:52.581571] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:52.819451] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:53.179112] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:53.179402] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:02:53.179483] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17952 tests [2025-11-21T05:02:53.179550] [INFO ] [CONFIGURE ] ARMK: Testing feature 28/29: add_volume_profile [2025-11-21T05:02:53.179612] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T05:02:53.445995] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:53.681990] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:53.938125] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:54.161738] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:02:54.388415] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:54.612597] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:54.839792] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:02:55.065915] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:55.288939] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:55.526321] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:55.526631] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:02:55.526755] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17951 tests [2025-11-21T05:02:55.526851] [INFO ] [CONFIGURE ] ARMK: Testing feature 29/29: add_vwap [2025-11-21T05:02:55.526973] [INFO ] [CONFIGURE ] ARMK: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T05:02:55.769803] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:02:56.026683] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:02:56.268593] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:02:56.519943] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:02:56.755570] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:02:57.007934] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:02:57.257154] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:02:57.508037] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:02:57.774952] [DEBUG] [FORECASTER] ARMK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:02:58.040376] [DEBUG] [FORECASTER] ARMK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:02:58.040625] [INFO ] [CONFIGURE ] ARMK: DISCARDED add_vwap (score: 60.00%) [2025-11-21T05:02:58.040730] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17950 tests [2025-11-21T05:02:58.040833] [INFO ] [CONFIGURE ] ARMK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:02:58.040894] [INFO ] [CONFIGURE ] ARMK: Best accuracy: 80.00% [2025-11-21T05:02:58.040960] [INFO ] [CONFIGURE ] ARMK: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T05:02:58.041004] [INFO ] [CONFIGURE ] ARMK: Improvement over baseline: 10.00% [2025-11-21T05:02:58.041100] [INFO ] [CONFIGURE ] ARMK: Total time: 1.2 minutes [2025-11-21T05:02:58.041151] [INFO ] [CONFIGURE ] ARMK: Average time per feature: 2.5 seconds [2025-11-21T05:02:58.041193] [INFO ] [CONFIGURE ] ARMK: Average speed: 0.40 features/sec [2025-11-21T05:02:58.042259] [INFO ] [LOCAL ] Saved configuration for ARMK: 1 features, 80.00% accuracy -> ./output/feature-sets/ARMK.json [2025-11-21T05:02:58.042425] [INFO ] [CONFIGURE ] ARMK: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T05:02:58.042486] [INFO ] [sig ] [105/723] Successfully configured ARMK | 0.01 sym/s | Total: 2.5h | ETA: 14.6h [2025-11-21T05:02:58.042545] [INFO ] [sig ] [106/723] Configuring AROC... [2025-11-21T05:02:58.042591] [INFO ] [CONFIGURE ] AROC: Configurate test run. [2025-11-21T05:02:58.042633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-11-21T05:02:58.090912] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AROC'. [2025-11-21T05:02:58.091393] [INFO ] [CONFIGURE ] AROC: Testing with 29 available features [2025-11-21T05:02:58.091463] [INFO ] [CONFIGURE ] AROC: Establishing baseline with no features... [2025-11-21T05:02:58.282377] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:02:58.469075] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:02:58.656076] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:02:58.839706] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:02:59.016881] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:02:59.185629] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:02:59.351896] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:02:59.519539] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:02:59.688083] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:02:59.860187] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:02:59.860346] [INFO ] [CONFIGURE ] AROC: Baseline score (no features): 50.00% [2025-11-21T05:02:59.860392] [INFO ] [CONFIGURE ] AROC: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:02:59.860433] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:03:00.071441] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:00.276669] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:00.482574] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:00.705858] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:01.640104] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:01.990234] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:02.229805] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:02.441163] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:02.649919] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:02.865525] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:02.866126] [INFO ] [CONFIGURE ] AROC: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T05:03:02.866175] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17949 tests [2025-11-21T05:03:02.866213] [INFO ] [CONFIGURE ] AROC: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:03:02.866247] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:03:03.114891] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:03.345977] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:03.590184] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:03.828267] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:04.072898] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:04.315024] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:04.556434] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:04.800468] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:05.045596] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:03:05.285524] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:05.285743] [INFO ] [CONFIGURE ] AROC: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:03:05.285884] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17948 tests [2025-11-21T05:03:05.285934] [INFO ] [CONFIGURE ] AROC: Testing feature 3/29: add_daily_returns [2025-11-21T05:03:05.285977] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:03:05.507736] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:05.736712] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:05.969834] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:03:06.188789] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:06.410319] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:06.630520] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:06.848451] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:07.071568] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:07.307040] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:07.530116] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:07.530306] [INFO ] [CONFIGURE ] AROC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:03:07.530355] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17947 tests [2025-11-21T05:03:07.530393] [INFO ] [CONFIGURE ] AROC: Testing feature 4/29: add_ema [2025-11-21T05:03:07.530429] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:03:07.792241] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:08.065579] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:08.323988] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:08.578565] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:08.833873] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:09.099217] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:09.369804] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:03:09.625047] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:09.877292] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:10.132964] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:10.133194] [INFO ] [CONFIGURE ] AROC: DISCARDED add_ema (score: 60.00%) [2025-11-21T05:03:10.133397] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17946 tests [2025-11-21T05:03:10.133502] [INFO ] [CONFIGURE ] AROC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:03:10.133618] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:03:10.389938] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:03:10.658767] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:10.940350] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:03:11.219532] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:11.481912] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:11.744371] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:12.031577] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:12.301249] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:12.572812] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:12.849175] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:12.849384] [INFO ] [CONFIGURE ] AROC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T05:03:12.849446] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17945 tests [2025-11-21T05:03:12.849498] [INFO ] [CONFIGURE ] AROC: Testing feature 6/29: add_failed_moves [2025-11-21T05:03:12.849542] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:03:13.099072] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:13.351892] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:13.621070] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:03:13.870837] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:14.128342] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:14.378921] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:14.643577] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:14.889556] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:15.142427] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:15.391904] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:15.392177] [INFO ] [CONFIGURE ] AROC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:03:15.392381] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17944 tests [2025-11-21T05:03:15.392479] [INFO ] [CONFIGURE ] AROC: Testing feature 7/29: add_lag_shelf [2025-11-21T05:03:15.392590] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:03:15.621156] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:15.857627] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:16.088202] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:16.318087] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:16.548693] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:16.784891] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:17.010226] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:03:17.232375] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:17.452160] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:17.691253] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:17.691437] [INFO ] [CONFIGURE ] AROC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:03:17.691486] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17943 tests [2025-11-21T05:03:17.691526] [INFO ] [CONFIGURE ] AROC: Testing feature 8/29: add_macd [2025-11-21T05:03:17.691564] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:03:18.005048] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:18.316191] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:18.624858] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:03:18.933983] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:19.232240] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:19.538967] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:19.875486] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:20.191192] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:20.499862] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:20.809432] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:20.809674] [INFO ] [CONFIGURE ] AROC: DISCARDED add_macd (score: 60.00%) [2025-11-21T05:03:20.809739] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17942 tests [2025-11-21T05:03:20.809786] [INFO ] [CONFIGURE ] AROC: Testing feature 9/29: add_mfi [2025-11-21T05:03:20.809829] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:03:21.032254] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:21.255794] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:21.479468] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:21.704613] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:21.928711] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:22.153629] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:22.384490] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:22.612601] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:22.826558] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:23.046732] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:23.046963] [INFO ] [CONFIGURE ] AROC: KEPT add_mfi (score: 70.00%) [2025-11-21T05:03:23.047042] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17941 tests [2025-11-21T05:03:23.047097] [INFO ] [CONFIGURE ] AROC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:03:23.047144] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:03:23.368060] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:23.718707] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:24.048551] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:03:24.375241] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:24.701790] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:25.030230] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:03:25.353269] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:03:25.682627] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:26.011265] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:26.341808] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:26.342018] [INFO ] [CONFIGURE ] AROC: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:03:26.342076] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17940 tests [2025-11-21T05:03:26.342121] [INFO ] [CONFIGURE ] AROC: Testing feature 11/29: add_obv_daily [2025-11-21T05:03:26.342164] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily'] [2025-11-21T05:03:26.584593] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:03:26.840556] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:27.089446] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:27.342313] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:27.587989] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:27.847407] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:28.097104] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:28.351186] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:28.599617] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:03:28.863894] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:28.864066] [INFO ] [CONFIGURE ] AROC: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:03:28.864122] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17939 tests [2025-11-21T05:03:28.864169] [INFO ] [CONFIGURE ] AROC: Testing feature 12/29: add_obv_interval [2025-11-21T05:03:28.864209] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval'] [2025-11-21T05:03:29.098501] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:29.340562] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:29.571895] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:29.812808] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:30.056435] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:30.302345] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:30.544899] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:30.783306] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:31.019175] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:31.253853] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:31.254030] [INFO ] [CONFIGURE ] AROC: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T05:03:31.254084] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17938 tests [2025-11-21T05:03:31.254131] [INFO ] [CONFIGURE ] AROC: Testing feature 13/29: add_opening_strength [2025-11-21T05:03:31.254173] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:03:31.511940] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:31.772481] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:32.032439] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:32.300596] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:32.562394] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:32.823919] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:03:33.098388] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:33.381288] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:33.665231] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:33.926097] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:33.926262] [INFO ] [CONFIGURE ] AROC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T05:03:33.926318] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17937 tests [2025-11-21T05:03:33.926364] [INFO ] [CONFIGURE ] AROC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:03:33.926410] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T05:03:34.168791] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:34.407842] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:34.653686] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:34.901208] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:35.147981] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:35.393355] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:35.650868] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:35.896038] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:36.143432] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:03:36.394256] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:36.394464] [INFO ] [CONFIGURE ] AROC: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:03:36.394525] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17936 tests [2025-11-21T05:03:36.394575] [INFO ] [CONFIGURE ] AROC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:03:36.394621] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T05:03:36.625345] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:36.859449] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:37.097828] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:37.333273] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:37.562277] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:37.803584] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:38.044168] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:03:38.286050] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:38.530547] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:38.785832] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:38.786037] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:03:38.786099] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17935 tests [2025-11-21T05:03:38.786152] [INFO ] [CONFIGURE ] AROC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:03:38.786200] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T05:03:39.033973] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:39.288604] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:39.549052] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:03:39.807234] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:40.065230] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:40.326359] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:03:40.598099] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:03:40.897748] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:41.227557] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:41.528251] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:41.528473] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T05:03:41.528534] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17934 tests [2025-11-21T05:03:41.528584] [INFO ] [CONFIGURE ] AROC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:03:41.528637] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T05:03:41.789356] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:42.044337] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:42.282515] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:42.541339] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:42.789598] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:43.051210] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:43.315697] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:43.576896] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:43.820170] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:44.054363] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:44.054537] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:03:44.054594] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17933 tests [2025-11-21T05:03:44.054639] [INFO ] [CONFIGURE ] AROC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:03:44.054706] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T05:03:44.278444] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:44.497380] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:44.722968] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:44.946739] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:45.177960] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:45.409509] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:45.634128] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:45.861410] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:46.092863] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:46.328020] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:46.328200] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:03:46.328257] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17932 tests [2025-11-21T05:03:46.328303] [INFO ] [CONFIGURE ] AROC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:03:46.328346] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T05:03:46.566586] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:46.811510] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:47.040124] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:47.277290] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:47.514922] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:47.753367] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:03:47.983890] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:48.237416] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:48.481263] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:48.726066] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:48.726245] [INFO ] [CONFIGURE ] AROC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T05:03:48.726302] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17931 tests [2025-11-21T05:03:48.726349] [INFO ] [CONFIGURE ] AROC: Testing feature 20/29: add_price_rejection [2025-11-21T05:03:48.726392] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection'] [2025-11-21T05:03:48.983119] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:49.242742] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:49.498800] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:49.760389] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:50.025950] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:03:50.293611] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:03:50.559553] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:50.823777] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:51.088199] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:51.348558] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:51.348821] [INFO ] [CONFIGURE ] AROC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:03:51.348884] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17930 tests [2025-11-21T05:03:51.348934] [INFO ] [CONFIGURE ] AROC: Testing feature 21/29: add_range_position [2025-11-21T05:03:51.348984] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position'] [2025-11-21T05:03:51.626766] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:51.906498] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:52.189003] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:52.479098] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:52.753284] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:53.059323] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:53.335147] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:53.616383] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:53.897394] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:54.164470] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:54.164671] [INFO ] [CONFIGURE ] AROC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T05:03:54.164738] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17929 tests [2025-11-21T05:03:54.164785] [INFO ] [CONFIGURE ] AROC: Testing feature 22/29: add_realized_volatility [2025-11-21T05:03:54.164830] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility'] [2025-11-21T05:03:54.512200] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:54.875855] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:03:55.244838] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:03:55.588471] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:03:55.940362] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:56.291565] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:03:56.644259] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:03:56.993421] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:03:57.349559] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:03:57.738219] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:03:57.738415] [INFO ] [CONFIGURE ] AROC: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:03:57.738478] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17928 tests [2025-11-21T05:03:57.738529] [INFO ] [CONFIGURE ] AROC: Testing feature 23/29: add_recent_range_context [2025-11-21T05:03:57.738576] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context'] [2025-11-21T05:03:57.982603] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:03:58.244765] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:03:58.507054] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:03:58.768979] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:03:59.036608] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:03:59.286279] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:03:59.535373] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:03:59.784925] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:04:00.057437] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:00.323719] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:04:00.323897] [INFO ] [CONFIGURE ] AROC: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:04:00.323958] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17927 tests [2025-11-21T05:04:00.324007] [INFO ] [CONFIGURE ] AROC: Testing feature 24/29: add_rsi [2025-11-21T05:04:00.324053] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T05:04:00.631416] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:04:01.066142] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:04:02.020080] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:04:02.354515] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:04:02.677558] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:02.992034] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:04:03.312764] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:03.640206] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:04:03.962737] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:04.280094] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:04:04.281077] [INFO ] [CONFIGURE ] AROC: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:04:04.281152] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17926 tests [2025-11-21T05:04:04.281207] [INFO ] [CONFIGURE ] AROC: Testing feature 25/29: add_tick_distribution [2025-11-21T05:04:04.281256] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution'] [2025-11-21T05:04:04.544570] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:04:04.813850] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:05.100185] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:04:05.370373] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:04:05.664703] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:05.962477] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:04:06.256029] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:06.558577] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:04:06.852429] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:07.137164] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:04:07.137434] [INFO ] [CONFIGURE ] AROC: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T05:04:07.137502] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17925 tests [2025-11-21T05:04:07.137672] [INFO ] [CONFIGURE ] AROC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:04:07.137730] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T05:04:07.416330] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:04:07.691626] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:07.961500] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:04:08.237374] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:04:08.509688] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:08.791932] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:04:09.082134] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:04:09.355358] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:04:09.627109] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:09.891372] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:04:09.891707] [INFO ] [CONFIGURE ] AROC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T05:04:09.891774] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17924 tests [2025-11-21T05:04:09.891827] [INFO ] [CONFIGURE ] AROC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:04:09.891886] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T05:04:10.141753] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:04:10.395181] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:04:10.671587] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:04:10.945516] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:04:11.220514] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:11.495161] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:04:11.771718] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:12.058427] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:04:12.353112] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:12.637445] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:04:12.637680] [INFO ] [CONFIGURE ] AROC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:04:12.637742] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17923 tests [2025-11-21T05:04:12.637788] [INFO ] [CONFIGURE ] AROC: Testing feature 28/29: add_volume_profile [2025-11-21T05:04:12.637830] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile'] [2025-11-21T05:04:12.900011] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:04:13.161795] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:04:13.422908] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:04:13.690956] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:04:13.963897] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:14.234269] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:04:14.502328] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:04:14.767319] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:04:15.034247] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:15.305221] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:04:15.305428] [INFO ] [CONFIGURE ] AROC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:04:15.305487] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17922 tests [2025-11-21T05:04:15.305537] [INFO ] [CONFIGURE ] AROC: Testing feature 29/29: add_vwap [2025-11-21T05:04:15.305583] [INFO ] [CONFIGURE ] AROC: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap'] [2025-11-21T05:04:15.591395] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:04:15.873273] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:16.156706] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:04:16.439034] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:04:16.707702] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:16.983162] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:04:17.254051] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:04:17.542570] [DEBUG] [FORECASTER] AROC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:04:17.815543] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:18.098526] [DEBUG] [FORECASTER] AROC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:04:18.098764] [INFO ] [CONFIGURE ] AROC: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:04:18.098827] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17921 tests [2025-11-21T05:04:18.098875] [INFO ] [CONFIGURE ] AROC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:04:18.098917] [INFO ] [CONFIGURE ] AROC: Best accuracy: 70.00% [2025-11-21T05:04:18.098960] [INFO ] [CONFIGURE ] AROC: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:04:18.099002] [INFO ] [CONFIGURE ] AROC: Improvement over baseline: 20.00% [2025-11-21T05:04:18.099042] [INFO ] [CONFIGURE ] AROC: Total time: 1.3 minutes [2025-11-21T05:04:18.099083] [INFO ] [CONFIGURE ] AROC: Average time per feature: 2.7 seconds [2025-11-21T05:04:18.099123] [INFO ] [CONFIGURE ] AROC: Average speed: 0.37 features/sec [2025-11-21T05:04:18.099699] [INFO ] [LOCAL ] Saved configuration for AROC: 2 features, 70.00% accuracy -> ./output/feature-sets/AROC.json [2025-11-21T05:04:18.099764] [INFO ] [CONFIGURE ] AROC: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T05:04:18.099814] [INFO ] [sig ] [106/723] Successfully configured AROC | 0.01 sym/s | Total: 2.5h | ETA: 14.6h [2025-11-21T05:04:18.099862] [INFO ] [sig ] [107/723] Configuring ARR... [2025-11-21T05:04:18.099903] [INFO ] [CONFIGURE ] ARR: Configurate test run. [2025-11-21T05:04:18.099945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'. [2025-11-21T05:04:18.337663] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARR'. [2025-11-21T05:04:18.338460] [INFO ] [CONFIGURE ] ARR: Testing with 29 available features [2025-11-21T05:04:18.338553] [INFO ] [CONFIGURE ] ARR: Establishing baseline with no features... [2025-11-21T05:04:18.544004] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:18.735881] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:18.926797] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:19.118289] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:19.309989] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:04:19.507578] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:04:19.708012] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:19.905853] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:20.108412] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:04:20.306335] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:04:20.306552] [INFO ] [CONFIGURE ] ARR: Baseline score (no features): 30.00% [2025-11-21T05:04:20.306601] [INFO ] [CONFIGURE ] ARR: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:04:20.306640] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:04:20.533315] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:20.766341] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:21.001968] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:21.234603] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:04:21.471054] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:04:21.716331] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:04:21.970890] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:04:22.208548] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:22.456125] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:04:22.689827] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:04:22.690106] [INFO ] [CONFIGURE ] ARR: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T05:04:22.690347] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17920 tests [2025-11-21T05:04:22.690452] [INFO ] [CONFIGURE ] ARR: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:04:22.690570] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:04:22.931842] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:23.173332] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:23.408174] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:23.653336] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:23.874514] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:24.096168] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:04:24.310267] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:24.521934] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:24.730788] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:24.945808] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:04:24.946075] [INFO ] [CONFIGURE ] ARR: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T05:04:24.946126] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17919 tests [2025-11-21T05:04:24.946163] [INFO ] [CONFIGURE ] ARR: Testing feature 3/29: add_daily_returns [2025-11-21T05:04:24.946198] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:04:25.166628] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:25.385211] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:25.608366] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:25.828848] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:26.046008] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:26.272397] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:04:26.498314] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:26.732925] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:26.950603] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:27.170022] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:04:27.170228] [INFO ] [CONFIGURE ] ARR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:04:27.170429] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17918 tests [2025-11-21T05:04:27.170550] [INFO ] [CONFIGURE ] ARR: Testing feature 4/29: add_ema [2025-11-21T05:04:27.170617] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T05:04:27.435739] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:27.685598] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:27.945565] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:28.211281] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:04:28.469237] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:28.731249] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:04:28.989216] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:29.253455] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:29.515839] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:29.779266] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:04:29.779449] [INFO ] [CONFIGURE ] ARR: DISCARDED add_ema (score: 50.00%) [2025-11-21T05:04:29.779508] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17917 tests [2025-11-21T05:04:29.779555] [INFO ] [CONFIGURE ] ARR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:04:29.779597] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:04:30.031426] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:30.291731] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:30.552711] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:30.812607] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:04:31.058792] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:31.317788] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:04:31.579522] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:31.840470] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:32.093356] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:32.348852] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:04:32.349055] [INFO ] [CONFIGURE ] ARR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:04:32.349115] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17916 tests [2025-11-21T05:04:32.349164] [INFO ] [CONFIGURE ] ARR: Testing feature 6/29: add_failed_moves [2025-11-21T05:04:32.349210] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T05:04:32.572682] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:32.796686] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:33.013481] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:33.223371] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:33.438153] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:04:33.652460] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:04:33.868072] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:34.085790] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:34.298891] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:34.510301] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:04:34.510481] [INFO ] [CONFIGURE ] ARR: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T05:04:34.510537] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17915 tests [2025-11-21T05:04:34.510584] [INFO ] [CONFIGURE ] ARR: Testing feature 7/29: add_lag_shelf [2025-11-21T05:04:34.510627] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T05:04:34.714941] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:34.908439] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:35.104150] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:35.314285] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:35.522164] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:35.731467] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:04:35.939963] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:36.145282] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:36.348075] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:36.560759] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:04:36.560928] [INFO ] [CONFIGURE ] ARR: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:04:36.560978] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17914 tests [2025-11-21T05:04:36.561017] [INFO ] [CONFIGURE ] ARR: Testing feature 8/29: add_macd [2025-11-21T05:04:36.561085] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T05:04:36.867518] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:37.186830] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:37.519462] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:37.825803] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:38.163034] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:38.510319] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:04:38.845840] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:39.186578] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:39.520122] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:39.854562] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:04:39.854779] [INFO ] [CONFIGURE ] ARR: KEPT add_macd (score: 60.00%) [2025-11-21T05:04:39.854851] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17913 tests [2025-11-21T05:04:39.854907] [INFO ] [CONFIGURE ] ARR: Testing feature 9/29: add_mfi [2025-11-21T05:04:39.854952] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T05:04:40.207406] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:40.561940] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:40.919058] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:41.269266] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:41.592535] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:41.921681] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:04:42.274532] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:42.635801] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:43.009042] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:43.361779] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:04:43.361971] [INFO ] [CONFIGURE ] ARR: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:04:43.362031] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17912 tests [2025-11-21T05:04:43.362079] [INFO ] [CONFIGURE ] ARR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:04:43.362123] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:04:43.791159] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:44.227578] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:44.663044] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:45.099587] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:04:45.545985] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:45.988617] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:04:46.417582] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:46.847470] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:47.276294] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:47.706853] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:04:47.707050] [INFO ] [CONFIGURE ] ARR: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:04:47.707110] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17911 tests [2025-11-21T05:04:47.707159] [INFO ] [CONFIGURE ] ARR: Testing feature 11/29: add_obv_daily [2025-11-21T05:04:47.707209] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T05:04:48.060066] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:48.414763] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:48.731558] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:49.115280] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:49.558367] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:49.932239] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:04:50.278709] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:50.613074] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:50.978898] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:51.305733] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:04:51.305923] [INFO ] [CONFIGURE ] ARR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:04:51.305983] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17910 tests [2025-11-21T05:04:51.306030] [INFO ] [CONFIGURE ] ARR: Testing feature 12/29: add_obv_interval [2025-11-21T05:04:51.306077] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T05:04:51.608927] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:51.910876] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:52.211542] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:52.514895] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:04:52.817799] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:04:53.124163] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:04:53.442522] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:53.759148] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:54.095241] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:54.433349] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:04:54.433536] [INFO ] [CONFIGURE ] ARR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T05:04:54.433596] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17909 tests [2025-11-21T05:04:54.433664] [INFO ] [CONFIGURE ] ARR: Testing feature 13/29: add_opening_strength [2025-11-21T05:04:54.433716] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:04:54.804961] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:55.175242] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:55.527930] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:55.883291] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:56.240032] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:04:56.588482] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:04:56.940000] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:04:57.294045] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:04:57.674929] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:04:58.056158] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:04:58.056374] [INFO ] [CONFIGURE ] ARR: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T05:04:58.056437] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17908 tests [2025-11-21T05:04:58.056487] [INFO ] [CONFIGURE ] ARR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:04:58.056535] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T05:04:58.395979] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:04:58.730042] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:04:59.068041] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:04:59.414227] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:04:59.760752] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:00.117591] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:00.467972] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:00.817132] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:01.896483] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:02.275351] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:02.275554] [INFO ] [CONFIGURE ] ARR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:05:02.275613] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17907 tests [2025-11-21T05:05:02.275702] [INFO ] [CONFIGURE ] ARR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:05:02.275759] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T05:05:02.640240] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:02.998772] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:03.370898] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:03.727377] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:05:04.077394] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:04.434225] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:04.777756] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:05.128927] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:05.479359] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:05.835552] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:05.835787] [INFO ] [CONFIGURE ] ARR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T05:05:05.835849] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17906 tests [2025-11-21T05:05:05.835897] [INFO ] [CONFIGURE ] ARR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:05:05.835941] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T05:05:06.200383] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:06.571893] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:06.935927] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:07.292379] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:05:07.646637] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:08.007765] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:08.358491] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:08.692587] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:09.034162] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:09.392916] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:09.393129] [INFO ] [CONFIGURE ] ARR: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T05:05:09.393188] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17905 tests [2025-11-21T05:05:09.393235] [INFO ] [CONFIGURE ] ARR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:05:09.393279] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T05:05:09.754424] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:10.124562] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:10.491005] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:10.848684] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:05:11.204396] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:11.571054] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:11.939159] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:12.305605] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:12.684485] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:13.052607] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:13.052826] [INFO ] [CONFIGURE ] ARR: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:05:13.052889] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17904 tests [2025-11-21T05:05:13.052938] [INFO ] [CONFIGURE ] ARR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:05:13.052986] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T05:05:13.400859] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:13.732966] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:14.073375] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:14.414169] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:05:14.749062] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:15.111937] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:15.454905] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:15.799428] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:16.141916] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:05:16.490124] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:16.490304] [INFO ] [CONFIGURE ] ARR: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T05:05:16.490366] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17903 tests [2025-11-21T05:05:16.490419] [INFO ] [CONFIGURE ] ARR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:05:16.490466] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T05:05:16.827562] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:17.162787] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:17.515020] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:17.847122] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:05:18.167575] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:18.482907] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:18.794263] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:19.109619] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:19.425295] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:05:19.744876] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:05:19.745078] [INFO ] [CONFIGURE ] ARR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T05:05:19.745138] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17902 tests [2025-11-21T05:05:19.745186] [INFO ] [CONFIGURE ] ARR: Testing feature 20/29: add_price_rejection [2025-11-21T05:05:19.745228] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T05:05:20.072252] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:20.397805] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:20.724831] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:21.051605] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:05:21.380023] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:21.709893] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:22.036618] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:22.368419] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:22.697952] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:23.029964] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:23.030194] [INFO ] [CONFIGURE ] ARR: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T05:05:23.030254] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17901 tests [2025-11-21T05:05:23.030303] [INFO ] [CONFIGURE ] ARR: Testing feature 21/29: add_range_position [2025-11-21T05:05:23.030347] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T05:05:23.359223] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:23.696180] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:24.048147] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:24.399008] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:05:24.747956] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:25.093443] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:25.444737] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:25.806691] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:26.164191] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:26.510873] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:26.511065] [INFO ] [CONFIGURE ] ARR: DISCARDED add_range_position (score: 40.00%) [2025-11-21T05:05:26.511125] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17900 tests [2025-11-21T05:05:26.511173] [INFO ] [CONFIGURE ] ARR: Testing feature 22/29: add_realized_volatility [2025-11-21T05:05:26.511219] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T05:05:26.920087] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:27.364733] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:27.798885] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:28.224587] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:05:28.655625] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:29.089796] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:29.528430] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:29.958087] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:30.390352] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:30.827318] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:05:30.827489] [INFO ] [CONFIGURE ] ARR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:05:30.827549] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17899 tests [2025-11-21T05:05:30.827598] [INFO ] [CONFIGURE ] ARR: Testing feature 23/29: add_recent_range_context [2025-11-21T05:05:30.827660] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T05:05:31.151056] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:31.467509] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:31.792171] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:32.141096] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:05:32.472718] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:32.797313] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:05:33.122140] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:33.444072] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:33.768246] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:34.091564] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:34.091753] [INFO ] [CONFIGURE ] ARR: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T05:05:34.091812] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17898 tests [2025-11-21T05:05:34.091858] [INFO ] [CONFIGURE ] ARR: Testing feature 24/29: add_rsi [2025-11-21T05:05:34.091898] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T05:05:34.446406] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:34.804951] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:35.161365] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:35.519030] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:05:35.883463] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:36.261028] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:36.741610] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:37.210104] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:37.593801] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:37.966395] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:37.966584] [INFO ] [CONFIGURE ] ARR: DISCARDED add_rsi (score: 40.00%) [2025-11-21T05:05:37.966663] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17897 tests [2025-11-21T05:05:37.966718] [INFO ] [CONFIGURE ] ARR: Testing feature 25/29: add_tick_distribution [2025-11-21T05:05:37.966764] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T05:05:38.286546] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:38.603380] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:38.923170] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:39.242030] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:05:39.560848] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:39.895444] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:40.240089] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:40.594829] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:40.942234] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:41.299863] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:41.300090] [INFO ] [CONFIGURE ] ARR: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T05:05:41.300195] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17896 tests [2025-11-21T05:05:41.300249] [INFO ] [CONFIGURE ] ARR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:05:41.300295] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T05:05:41.653334] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:41.990401] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:42.315971] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:42.693261] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:05:43.047592] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:43.410239] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:43.775188] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:44.142210] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:44.521538] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:44.895901] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:44.896077] [INFO ] [CONFIGURE ] ARR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T05:05:44.896138] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17895 tests [2025-11-21T05:05:44.896186] [INFO ] [CONFIGURE ] ARR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:05:44.896232] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T05:05:45.256866] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:45.627930] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:46.004849] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:46.373979] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:05:46.758101] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:47.138466] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:47.516040] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:47.885911] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:48.257413] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:48.622984] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:48.623183] [INFO ] [CONFIGURE ] ARR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:05:48.623242] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17894 tests [2025-11-21T05:05:48.623292] [INFO ] [CONFIGURE ] ARR: Testing feature 28/29: add_volume_profile [2025-11-21T05:05:48.623337] [INFO ] [CONFIGURE ] ARR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T05:05:48.980708] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:05:49.342965] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:05:49.711399] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:05:50.083362] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:05:50.461194] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:05:50.833912] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:05:51.195277] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:05:51.572996] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:51.955107] [DEBUG] [FORECASTER] ARR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:05:52.330327] [DEBUG] [FORECASTER] ARR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:52.330595] [INFO ] [CONFIGURE ] ARR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T05:05:52.330686] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17893 tests [2025-11-21T05:05:52.330744] [INFO ] [CONFIGURE ] ARR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:05:52.330791] [INFO ] [CONFIGURE ] ARR: Best accuracy: 60.00% [2025-11-21T05:05:52.330839] [INFO ] [CONFIGURE ] ARR: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T05:05:52.330883] [INFO ] [CONFIGURE ] ARR: Improvement over baseline: 30.00% [2025-11-21T05:05:52.330923] [INFO ] [CONFIGURE ] ARR: Total time: 1.5 minutes [2025-11-21T05:05:52.330963] [INFO ] [CONFIGURE ] ARR: Average time per feature: 3.3 seconds [2025-11-21T05:05:52.331004] [INFO ] [CONFIGURE ] ARR: Average speed: 0.32 features/sec [2025-11-21T05:05:52.331602] [INFO ] [LOCAL ] Saved configuration for ARR: 3 features, 60.00% accuracy -> ./output/feature-sets/ARR.json [2025-11-21T05:05:52.331686] [INFO ] [CONFIGURE ] ARR: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T05:05:52.331742] [INFO ] [sig ] [107/723] Successfully configured ARR | 0.01 sym/s | Total: 2.5h | ETA: 14.6h [2025-11-21T05:05:52.331791] [INFO ] [sig ] [108/723] Configuring ARW... [2025-11-21T05:05:52.331833] [INFO ] [CONFIGURE ] ARW: Configurate test run. [2025-11-21T05:05:52.331876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'. [2025-11-21T05:05:52.407250] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARW'. [2025-11-21T05:05:52.407696] [INFO ] [CONFIGURE ] ARW: Testing with 29 available features [2025-11-21T05:05:52.407763] [INFO ] [CONFIGURE ] ARW: Establishing baseline with no features... [2025-11-21T05:05:52.627767] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:05:52.821951] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:05:53.013770] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:05:53.207963] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:05:53.396943] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:05:53.586086] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:53.782929] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:05:53.976271] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:54.185995] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:05:54.377183] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:54.377464] [INFO ] [CONFIGURE ] ARW: Baseline score (no features): 70.00% [2025-11-21T05:05:54.377569] [INFO ] [CONFIGURE ] ARW: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:05:54.377681] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:05:54.602450] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:05:54.842232] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:05:55.071663] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:05:55.303439] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:05:55.527310] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:05:55.757458] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:05:55.981537] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:05:56.211979] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:56.455891] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:05:56.694830] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:56.695035] [INFO ] [CONFIGURE ] ARW: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T05:05:56.695087] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17892 tests [2025-11-21T05:05:56.695127] [INFO ] [CONFIGURE ] ARW: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:05:56.695163] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:05:56.937336] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:05:57.183727] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:05:57.434558] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:05:57.667425] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:05:57.895859] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:05:58.123180] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:05:58.357035] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:05:58.590933] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:05:58.823490] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:05:59.054946] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:05:59.055138] [INFO ] [CONFIGURE ] ARW: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T05:05:59.055188] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17891 tests [2025-11-21T05:05:59.055227] [INFO ] [CONFIGURE ] ARW: Testing feature 3/29: add_daily_returns [2025-11-21T05:05:59.055263] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_daily_returns'] [2025-11-21T05:05:59.254729] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:05:59.459884] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:05:59.665588] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:05:59.868855] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:00.075128] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:00.279805] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:00.484350] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:00.686398] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:00.894321] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:01.800732] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:01.801237] [INFO ] [CONFIGURE ] ARW: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T05:06:01.801399] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17890 tests [2025-11-21T05:06:01.801552] [INFO ] [CONFIGURE ] ARW: Testing feature 4/29: add_ema [2025-11-21T05:06:01.801716] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema'] [2025-11-21T05:06:02.165688] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:02.378244] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:02.601022] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:02.816522] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:03.036521] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:03.255491] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:03.473083] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:03.689899] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:03.907038] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:04.123987] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:04.124184] [INFO ] [CONFIGURE ] ARW: KEPT add_ema (score: 80.00%) [2025-11-21T05:06:04.124236] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17889 tests [2025-11-21T05:06:04.124275] [INFO ] [CONFIGURE ] ARW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:06:04.124313] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:06:04.383799] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:04.662362] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:06:04.948533] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:06:05.240888] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:05.526580] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:05.814718] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:06.108783] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:06.407109] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:06.695386] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:06.992857] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:06.993126] [INFO ] [CONFIGURE ] ARW: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:06:06.993193] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17888 tests [2025-11-21T05:06:06.993242] [INFO ] [CONFIGURE ] ARW: Testing feature 6/29: add_failed_moves [2025-11-21T05:06:06.993293] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T05:06:07.238503] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:07.486826] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:07.744939] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:07.992337] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:08.246856] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:08.498140] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:08.748471] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:09.000791] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:09.236751] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:09.454737] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:09.454928] [INFO ] [CONFIGURE ] ARW: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T05:06:09.454977] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17887 tests [2025-11-21T05:06:09.455015] [INFO ] [CONFIGURE ] ARW: Testing feature 7/29: add_lag_shelf [2025-11-21T05:06:09.455050] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T05:06:09.661270] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:09.871119] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:10.082249] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:10.290544] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:10.503281] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:10.710438] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:10.927296] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:11.134927] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:11.341829] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:11.571720] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:11.571903] [INFO ] [CONFIGURE ] ARW: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T05:06:11.571952] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17886 tests [2025-11-21T05:06:11.571994] [INFO ] [CONFIGURE ] ARW: Testing feature 8/29: add_macd [2025-11-21T05:06:11.572032] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T05:06:11.848300] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:12.129395] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:06:12.411431] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:06:12.715511] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:13.008557] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:13.288741] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:13.571546] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:13.856847] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:14.140321] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:14.422335] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:14.422534] [INFO ] [CONFIGURE ] ARW: DISCARDED add_macd (score: 60.00%) [2025-11-21T05:06:14.422593] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17885 tests [2025-11-21T05:06:14.422639] [INFO ] [CONFIGURE ] ARW: Testing feature 9/29: add_mfi [2025-11-21T05:06:14.422707] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T05:06:14.653390] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:14.883272] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:15.114375] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:15.342599] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:15.573037] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:15.801841] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:16.030456] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:06:16.260004] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:16.490530] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:16.719556] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:16.719776] [INFO ] [CONFIGURE ] ARW: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:06:16.719839] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17884 tests [2025-11-21T05:06:16.719883] [INFO ] [CONFIGURE ] ARW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:06:16.719927] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:06:17.015712] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:17.311901] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:17.611175] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:17.944286] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:18.269670] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:18.594269] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:06:18.910141] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:19.249450] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:19.589546] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:19.886818] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:19.887054] [INFO ] [CONFIGURE ] ARW: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T05:06:19.887119] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17883 tests [2025-11-21T05:06:19.887167] [INFO ] [CONFIGURE ] ARW: Testing feature 11/29: add_obv_daily [2025-11-21T05:06:19.887204] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T05:06:20.130687] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:20.373897] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:20.610206] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:20.848856] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:21.088468] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:21.327343] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:06:21.569740] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:06:21.809221] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:22.045744] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:22.302857] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:22.303035] [INFO ] [CONFIGURE ] ARW: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:06:22.303084] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17882 tests [2025-11-21T05:06:22.303122] [INFO ] [CONFIGURE ] ARW: Testing feature 12/29: add_obv_interval [2025-11-21T05:06:22.303157] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T05:06:22.536891] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:22.779562] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:23.019769] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:23.258854] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:23.507130] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:23.751799] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:23.981233] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:24.224339] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:24.454857] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:24.691509] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:24.691722] [INFO ] [CONFIGURE ] ARW: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T05:06:24.691924] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17881 tests [2025-11-21T05:06:24.692040] [INFO ] [CONFIGURE ] ARW: Testing feature 13/29: add_opening_strength [2025-11-21T05:06:24.692149] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:06:24.939560] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:25.184113] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:25.433898] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:06:25.694184] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:25.961360] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:26.232157] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:26.495838] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:06:26.761772] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:27.022517] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:27.289536] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:27.289735] [INFO ] [CONFIGURE ] ARW: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:06:27.289797] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17880 tests [2025-11-21T05:06:27.289847] [INFO ] [CONFIGURE ] ARW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:06:27.289891] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T05:06:27.543334] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:27.805535] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:28.057256] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:28.314235] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:28.609346] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:28.933864] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:29.295618] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:29.560363] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:29.810453] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:30.063616] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:30.063817] [INFO ] [CONFIGURE ] ARW: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T05:06:30.063876] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17879 tests [2025-11-21T05:06:30.063921] [INFO ] [CONFIGURE ] ARW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:06:30.063963] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T05:06:30.280262] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:30.498359] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:30.713101] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:30.937345] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:31.172421] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:31.402880] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:31.638331] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:31.869915] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:32.102815] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:32.331145] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:32.331317] [INFO ] [CONFIGURE ] ARW: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T05:06:32.331366] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17878 tests [2025-11-21T05:06:32.331405] [INFO ] [CONFIGURE ] ARW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:06:32.331441] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T05:06:32.565194] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:32.802853] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:06:33.025559] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:33.271012] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:33.521841] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:33.772504] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:34.017717] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:06:34.271292] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:34.521846] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:34.770979] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:34.771190] [INFO ] [CONFIGURE ] ARW: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:06:34.771469] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17877 tests [2025-11-21T05:06:34.771604] [INFO ] [CONFIGURE ] ARW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:06:34.771681] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T05:06:35.032840] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:35.289941] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:35.548542] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:35.805042] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:36.061750] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:36.321060] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:36.580635] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:36.842386] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:37.102260] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:37.371527] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:37.371728] [INFO ] [CONFIGURE ] ARW: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T05:06:37.371787] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17876 tests [2025-11-21T05:06:37.371839] [INFO ] [CONFIGURE ] ARW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:06:37.371880] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T05:06:37.608335] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:37.855291] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:38.101409] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:38.342496] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:38.579718] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:38.820526] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:39.065722] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:39.302893] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:39.537573] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:39.772274] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:39.772628] [INFO ] [CONFIGURE ] ARW: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T05:06:39.772765] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17875 tests [2025-11-21T05:06:39.772870] [INFO ] [CONFIGURE ] ARW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:06:39.772974] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T05:06:39.994122] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:40.214270] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:40.435589] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:40.658976] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:40.885390] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:41.111249] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:41.335616] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:41.561195] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:41.785691] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:42.015830] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:42.016022] [INFO ] [CONFIGURE ] ARW: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:06:42.016072] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17874 tests [2025-11-21T05:06:42.016109] [INFO ] [CONFIGURE ] ARW: Testing feature 20/29: add_price_rejection [2025-11-21T05:06:42.016144] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T05:06:42.263891] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:42.516360] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:42.772538] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:43.031348] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:43.291994] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:43.530972] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:43.772406] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:44.015149] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:44.262180] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:44.501021] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:44.501192] [INFO ] [CONFIGURE ] ARW: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T05:06:44.501250] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17873 tests [2025-11-21T05:06:44.501296] [INFO ] [CONFIGURE ] ARW: Testing feature 21/29: add_range_position [2025-11-21T05:06:44.501338] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T05:06:44.733809] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:44.970459] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:45.210364] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:45.453923] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:45.697307] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:06:45.937696] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:46.178965] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:46.416592] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:46.658879] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:46.904794] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:46.904975] [INFO ] [CONFIGURE ] ARW: DISCARDED add_range_position (score: 80.00%) [2025-11-21T05:06:46.905033] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17872 tests [2025-11-21T05:06:46.905080] [INFO ] [CONFIGURE ] ARW: Testing feature 22/29: add_realized_volatility [2025-11-21T05:06:46.905123] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T05:06:47.231979] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:47.562056] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:47.913880] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:48.271426] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:06:48.626786] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:48.976439] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:49.325813] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:49.676164] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:50.025258] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:06:50.379523] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:50.379770] [INFO ] [CONFIGURE ] ARW: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:06:50.379835] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17871 tests [2025-11-21T05:06:50.379883] [INFO ] [CONFIGURE ] ARW: Testing feature 23/29: add_recent_range_context [2025-11-21T05:06:50.379927] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T05:06:50.639581] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:50.899565] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:06:51.155030] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:51.413678] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:51.675365] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:51.938787] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:52.195875] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:52.454520] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:52.710452] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:52.976498] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:52.976714] [INFO ] [CONFIGURE ] ARW: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:06:52.976773] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17870 tests [2025-11-21T05:06:52.976824] [INFO ] [CONFIGURE ] ARW: Testing feature 24/29: add_rsi [2025-11-21T05:06:52.976868] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T05:06:53.246203] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:53.513300] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:06:53.783464] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:54.041552] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:54.323445] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:54.605954] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:54.882292] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:55.148223] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:55.426549] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:55.696031] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:55.696280] [INFO ] [CONFIGURE ] ARW: DISCARDED add_rsi (score: 70.00%) [2025-11-21T05:06:55.696344] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17869 tests [2025-11-21T05:06:55.696425] [INFO ] [CONFIGURE ] ARW: Testing feature 25/29: add_tick_distribution [2025-11-21T05:06:55.696485] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T05:06:55.940778] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:56.188779] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:56.432943] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:56.716911] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:56.953869] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:57.188560] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:06:57.423077] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:06:57.673159] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:06:57.927067] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:06:58.188149] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:06:58.188410] [INFO ] [CONFIGURE ] ARW: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T05:06:58.188664] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17868 tests [2025-11-21T05:06:58.188770] [INFO ] [CONFIGURE ] ARW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:06:58.188825] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T05:06:58.455272] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:06:58.716450] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:06:58.972303] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:06:59.233764] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:06:59.493951] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:06:59.762408] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:07:00.035043] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:07:01.054157] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:01.385175] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:07:01.647802] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:07:01.647987] [INFO ] [CONFIGURE ] ARW: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:07:01.648046] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17867 tests [2025-11-21T05:07:01.648131] [INFO ] [CONFIGURE ] ARW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:07:01.648196] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T05:07:01.926097] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:07:02.195742] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:07:02.469575] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:02.745891] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:03.026841] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:07:03.307410] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:03.584513] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:03.868756] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:04.151046] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:07:04.436359] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:07:04.436549] [INFO ] [CONFIGURE ] ARW: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T05:07:04.436610] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17866 tests [2025-11-21T05:07:04.436685] [INFO ] [CONFIGURE ] ARW: Testing feature 28/29: add_volume_profile [2025-11-21T05:07:04.436734] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-21T05:07:04.680756] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:07:04.929341] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:05.174639] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:05.421320] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:05.676263] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:07:05.933686] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:06.185383] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:07:06.437751] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:06.687733] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:07:06.949214] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:07:06.949403] [INFO ] [CONFIGURE ] ARW: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T05:07:06.949480] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17865 tests [2025-11-21T05:07:06.949533] [INFO ] [CONFIGURE ] ARW: Testing feature 29/29: add_vwap [2025-11-21T05:07:06.949580] [INFO ] [CONFIGURE ] ARW: Testing with features: ['add_ema', 'add_vwap'] [2025-11-21T05:07:07.202031] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:07:07.458736] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:07.724725] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:07:07.987899] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:08.238489] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:07:08.484941] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:08.734199] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:07:08.980925] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:09.231938] [DEBUG] [FORECASTER] ARW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:07:09.478829] [DEBUG] [FORECASTER] ARW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:07:09.479016] [INFO ] [CONFIGURE ] ARW: DISCARDED add_vwap (score: 70.00%) [2025-11-21T05:07:09.479073] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17864 tests [2025-11-21T05:07:09.479142] [INFO ] [CONFIGURE ] ARW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:07:09.479181] [INFO ] [CONFIGURE ] ARW: Best accuracy: 80.00% [2025-11-21T05:07:09.479224] [INFO ] [CONFIGURE ] ARW: Best feature set (1 features): ['add_ema'] [2025-11-21T05:07:09.479269] [INFO ] [CONFIGURE ] ARW: Improvement over baseline: 10.00% [2025-11-21T05:07:09.479313] [INFO ] [CONFIGURE ] ARW: Total time: 1.3 minutes [2025-11-21T05:07:09.479357] [INFO ] [CONFIGURE ] ARW: Average time per feature: 2.6 seconds [2025-11-21T05:07:09.479402] [INFO ] [CONFIGURE ] ARW: Average speed: 0.39 features/sec [2025-11-21T05:07:09.479757] [INFO ] [LOCAL ] Saved configuration for ARW: 1 features, 80.00% accuracy -> ./output/feature-sets/ARW.json [2025-11-21T05:07:09.479815] [INFO ] [CONFIGURE ] ARW: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T05:07:09.479863] [INFO ] [sig ] [108/723] Successfully configured ARW | 0.01 sym/s | Total: 2.6h | ETA: 14.6h [2025-11-21T05:07:09.479905] [INFO ] [sig ] [109/723] Configuring ASB... [2025-11-21T05:07:09.479945] [INFO ] [CONFIGURE ] ASB: Configurate test run. [2025-11-21T05:07:09.479978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-11-21T05:07:09.557843] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASB'. [2025-11-21T05:07:09.558194] [INFO ] [CONFIGURE ] ASB: Testing with 29 available features [2025-11-21T05:07:09.558255] [INFO ] [CONFIGURE ] ASB: Establishing baseline with no features... [2025-11-21T05:07:09.742980] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:07:09.926343] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:10.113043] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:07:10.299311] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:10.485219] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:07:10.676216] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:10.862233] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:11.049285] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:07:11.235097] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:11.422105] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:07:11.422270] [INFO ] [CONFIGURE ] ASB: Baseline score (no features): 40.00% [2025-11-21T05:07:11.422318] [INFO ] [CONFIGURE ] ASB: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:07:11.422355] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:07:11.635931] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:11.852226] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:12.068069] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:07:12.285830] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:12.508665] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:12.730061] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:12.949844] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:13.174727] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:13.395146] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:13.619005] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:07:13.619366] [INFO ] [CONFIGURE ] ASB: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T05:07:13.619465] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17863 tests [2025-11-21T05:07:13.619550] [INFO ] [CONFIGURE ] ASB: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:07:13.619626] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:07:13.871347] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:14.124166] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:14.375610] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:14.637431] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:14.894034] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:07:15.151554] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:07:15.407442] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:15.662951] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:07:15.906189] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:16.198136] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:07:16.198372] [INFO ] [CONFIGURE ] ASB: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:07:16.198445] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17862 tests [2025-11-21T05:07:16.198499] [INFO ] [CONFIGURE ] ASB: Testing feature 3/29: add_daily_returns [2025-11-21T05:07:16.198541] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:07:16.432174] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:16.728411] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:16.983191] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:17.228872] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:17.465092] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:17.697397] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:17.927388] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:18.161388] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:18.396689] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:18.630492] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:07:18.630694] [INFO ] [CONFIGURE ] ASB: KEPT add_daily_returns (score: 80.00%) [2025-11-21T05:07:18.630773] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17861 tests [2025-11-21T05:07:18.630824] [INFO ] [CONFIGURE ] ASB: Testing feature 4/29: add_ema [2025-11-21T05:07:18.630870] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T05:07:18.905291] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:19.185846] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:07:19.463530] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:07:19.744950] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:20.020037] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:07:20.302628] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:20.591718] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:20.882387] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:07:21.174678] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:21.457133] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:07:21.457351] [INFO ] [CONFIGURE ] ASB: DISCARDED add_ema (score: 50.00%) [2025-11-21T05:07:21.457409] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17860 tests [2025-11-21T05:07:21.457458] [INFO ] [CONFIGURE ] ASB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:07:21.457501] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:07:21.739492] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:07:22.017111] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:07:22.297177] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:22.581525] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:07:22.864901] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:23.156600] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:07:23.434864] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:23.718449] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:23.998388] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:24.283085] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:07:24.283270] [INFO ] [CONFIGURE ] ASB: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:07:24.283327] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17859 tests [2025-11-21T05:07:24.283374] [INFO ] [CONFIGURE ] ASB: Testing feature 6/29: add_failed_moves [2025-11-21T05:07:24.283417] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T05:07:24.525738] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:24.773505] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:25.014305] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:25.261431] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:25.511773] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:25.755979] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:26.020577] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:26.279969] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:26.539082] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:26.789443] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:07:26.789675] [INFO ] [CONFIGURE ] ASB: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T05:07:26.789890] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17858 tests [2025-11-21T05:07:26.790054] [INFO ] [CONFIGURE ] ASB: Testing feature 7/29: add_lag_shelf [2025-11-21T05:07:26.790113] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T05:07:27.027393] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:27.260986] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:07:27.499632] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:27.743623] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:27.979542] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:28.227924] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:28.466075] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:28.705027] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:28.940578] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:29.183973] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:07:29.184333] [INFO ] [CONFIGURE ] ASB: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T05:07:29.184444] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17857 tests [2025-11-21T05:07:29.184534] [INFO ] [CONFIGURE ] ASB: Testing feature 8/29: add_macd [2025-11-21T05:07:29.184614] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T05:07:29.508532] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:07:29.839544] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:30.174308] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:30.515720] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:30.846771] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:31.175087] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:07:31.508791] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:31.854018] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:32.188148] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:32.520526] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:07:32.520766] [INFO ] [CONFIGURE ] ASB: DISCARDED add_macd (score: 70.00%) [2025-11-21T05:07:32.520836] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17856 tests [2025-11-21T05:07:32.520900] [INFO ] [CONFIGURE ] ASB: Testing feature 9/29: add_mfi [2025-11-21T05:07:32.520950] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T05:07:32.777494] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:33.034024] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:07:33.284559] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:33.540397] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:33.795614] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:34.053694] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:34.307677] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:34.561420] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:34.817734] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:35.071609] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:07:35.071819] [INFO ] [CONFIGURE ] ASB: DISCARDED add_mfi (score: 70.00%) [2025-11-21T05:07:35.071878] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17855 tests [2025-11-21T05:07:35.071928] [INFO ] [CONFIGURE ] ASB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:07:35.071974] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:07:35.408820] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:35.754095] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:36.121638] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:36.460329] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:36.813631] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:37.159574] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:37.511323] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:37.830264] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:38.167785] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:38.508883] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:07:38.509100] [INFO ] [CONFIGURE ] ASB: KEPT add_momentum_acceleration (score: 90.00%) [2025-11-21T05:07:38.509163] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17854 tests [2025-11-21T05:07:38.509211] [INFO ] [CONFIGURE ] ASB: Testing feature 11/29: add_obv_daily [2025-11-21T05:07:38.509256] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T05:07:38.856878] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:39.205239] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:39.554250] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:39.903814] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:07:40.256331] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:07:40.604393] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:40.957217] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:41.303314] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:07:41.652900] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:42.009102] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:07:42.009286] [INFO ] [CONFIGURE ] ASB: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:07:42.009344] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17853 tests [2025-11-21T05:07:42.009393] [INFO ] [CONFIGURE ] ASB: Testing feature 12/29: add_obv_interval [2025-11-21T05:07:42.009436] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T05:07:42.354097] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:42.701306] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:43.046354] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:07:43.393087] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:43.757136] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:44.123037] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:44.492795] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:44.857948] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:45.220383] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:45.581125] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:07:45.581337] [INFO ] [CONFIGURE ] ASB: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T05:07:45.581397] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17852 tests [2025-11-21T05:07:45.581445] [INFO ] [CONFIGURE ] ASB: Testing feature 13/29: add_opening_strength [2025-11-21T05:07:45.581490] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T05:07:45.946480] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:46.323220] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:07:46.695606] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:47.080870] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:47.465543] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:47.848463] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:48.243821] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:48.625383] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:48.997933] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:49.375179] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:07:49.375383] [INFO ] [CONFIGURE ] ASB: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T05:07:49.375442] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17851 tests [2025-11-21T05:07:49.375495] [INFO ] [CONFIGURE ] ASB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:07:49.375538] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T05:07:49.743548] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:50.110592] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:07:50.479239] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:50.852576] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:51.219434] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:07:51.592170] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:51.970576] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:52.342954] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:07:52.716540] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:07:53.090364] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:07:53.090622] [INFO ] [CONFIGURE ] ASB: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T05:07:53.090728] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17850 tests [2025-11-21T05:07:53.090795] [INFO ] [CONFIGURE ] ASB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:07:53.090856] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T05:07:53.457958] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:53.830768] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:07:54.208795] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:54.587740] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:54.965947] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:55.330265] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:55.691363] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:56.058328] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:07:56.422707] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:07:56.792139] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:07:56.792378] [INFO ] [CONFIGURE ] ASB: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:07:56.792439] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17849 tests [2025-11-21T05:07:56.792488] [INFO ] [CONFIGURE ] ASB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:07:56.792533] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T05:07:57.156173] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:07:57.522439] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:07:57.890346] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:07:58.264125] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:07:58.637707] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:07:59.007127] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:07:59.366793] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:07:59.726972] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:00.086605] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:01.165661] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:08:01.165974] [INFO ] [CONFIGURE ] ASB: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:08:01.166813] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17848 tests [2025-11-21T05:08:01.166876] [INFO ] [CONFIGURE ] ASB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:08:01.167009] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T05:08:01.680964] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:02.046769] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:02.395421] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:02.764929] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:03.110362] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:03.459183] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:03.809682] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:04.164514] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:04.531726] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:04.891602] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:04.891889] [INFO ] [CONFIGURE ] ASB: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T05:08:04.891953] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17847 tests [2025-11-21T05:08:04.892003] [INFO ] [CONFIGURE ] ASB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:08:04.892051] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T05:08:05.250278] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:05.610041] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:05.994302] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:06.342735] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:06.687542] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:07.040588] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:07.387482] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:07.733949] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:08:08.091499] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:08.442220] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:08.442376] [INFO ] [CONFIGURE ] ASB: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T05:08:08.442436] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17846 tests [2025-11-21T05:08:08.442498] [INFO ] [CONFIGURE ] ASB: Testing feature 20/29: add_price_rejection [2025-11-21T05:08:08.442545] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T05:08:08.781498] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:09.167223] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:09.531569] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:09.897512] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:10.274591] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:10.659871] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:11.033659] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:11.392997] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:11.749825] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:12.101453] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:08:12.101696] [INFO ] [CONFIGURE ] ASB: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T05:08:12.101762] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17845 tests [2025-11-21T05:08:12.101810] [INFO ] [CONFIGURE ] ASB: Testing feature 21/29: add_range_position [2025-11-21T05:08:12.101854] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T05:08:12.445509] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:12.795409] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:13.156503] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:13.518882] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:13.909354] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:14.292762] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:14.682145] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:15.064953] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:15.445440] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:08:15.827437] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:08:15.827627] [INFO ] [CONFIGURE ] ASB: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:08:15.827710] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17844 tests [2025-11-21T05:08:15.827763] [INFO ] [CONFIGURE ] ASB: Testing feature 22/29: add_realized_volatility [2025-11-21T05:08:15.827810] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T05:08:16.301256] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:16.779102] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:17.261161] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:17.741077] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:18.213819] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:18.691613] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:19.162298] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:19.628226] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:20.123540] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:20.604436] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:20.604635] [INFO ] [CONFIGURE ] ASB: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T05:08:20.604716] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17843 tests [2025-11-21T05:08:20.604813] [INFO ] [CONFIGURE ] ASB: Testing feature 23/29: add_recent_range_context [2025-11-21T05:08:20.604893] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T05:08:20.953202] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:21.292720] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:21.655574] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:22.001031] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:22.340332] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:22.670973] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:23.018822] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:23.341946] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:08:23.718697] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:24.064435] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:24.064662] [INFO ] [CONFIGURE ] ASB: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T05:08:24.064723] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17842 tests [2025-11-21T05:08:24.064794] [INFO ] [CONFIGURE ] ASB: Testing feature 24/29: add_rsi [2025-11-21T05:08:24.064842] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T05:08:24.469796] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:24.874593] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:25.256749] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:08:25.638114] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:08:26.031787] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:26.531368] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:26.982545] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:27.378807] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:08:27.751098] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:08:28.120595] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:28.120847] [INFO ] [CONFIGURE ] ASB: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:08:28.120929] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17841 tests [2025-11-21T05:08:28.121060] [INFO ] [CONFIGURE ] ASB: Testing feature 25/29: add_tick_distribution [2025-11-21T05:08:28.121106] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T05:08:28.486551] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:28.823482] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:29.146782] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:29.468660] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:29.798968] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:30.123354] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:30.456522] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:30.794234] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:08:31.136802] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:31.479946] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:31.480140] [INFO ] [CONFIGURE ] ASB: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T05:08:31.480199] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17840 tests [2025-11-21T05:08:31.480246] [INFO ] [CONFIGURE ] ASB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:08:31.480294] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T05:08:31.821933] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:32.161218] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:32.507016] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:32.844083] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:33.188632] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:33.543147] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:33.897266] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:34.240379] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:08:34.590370] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:34.944663] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:34.944831] [INFO ] [CONFIGURE ] ASB: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T05:08:34.944889] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17839 tests [2025-11-21T05:08:34.944940] [INFO ] [CONFIGURE ] ASB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:08:34.944983] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T05:08:35.303200] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:35.660315] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:36.015100] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:36.371971] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:36.728219] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:37.088985] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:08:37.423468] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:37.764088] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:08:38.134310] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:38.474707] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:38.474881] [INFO ] [CONFIGURE ] ASB: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T05:08:38.474988] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17838 tests [2025-11-21T05:08:38.475040] [INFO ] [CONFIGURE ] ASB: Testing feature 28/29: add_volume_profile [2025-11-21T05:08:38.475084] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T05:08:38.803110] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:08:39.154438] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:39.499478] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:39.846948] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:08:40.194439] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:08:40.542167] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:40.890320] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:41.237623] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:41.585065] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:41.944836] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:08:41.945046] [INFO ] [CONFIGURE ] ASB: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:08:41.945106] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17837 tests [2025-11-21T05:08:41.945153] [INFO ] [CONFIGURE ] ASB: Testing feature 29/29: add_vwap [2025-11-21T05:08:41.945195] [INFO ] [CONFIGURE ] ASB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T05:08:42.311782] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:08:42.673613] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:43.025743] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:08:43.398138] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:08:43.770229] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:08:44.132420] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:08:44.494026] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:08:44.860093] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:45.217837] [DEBUG] [FORECASTER] ASB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:45.563519] [DEBUG] [FORECASTER] ASB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:08:45.563734] [INFO ] [CONFIGURE ] ASB: DISCARDED add_vwap (score: 30.00%) [2025-11-21T05:08:45.563795] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17836 tests [2025-11-21T05:08:45.563869] [INFO ] [CONFIGURE ] ASB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:08:45.563915] [INFO ] [CONFIGURE ] ASB: Best accuracy: 90.00% [2025-11-21T05:08:45.563959] [INFO ] [CONFIGURE ] ASB: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:08:45.564001] [INFO ] [CONFIGURE ] ASB: Improvement over baseline: 50.00% [2025-11-21T05:08:45.564040] [INFO ] [CONFIGURE ] ASB: Total time: 1.6 minutes [2025-11-21T05:08:45.564078] [INFO ] [CONFIGURE ] ASB: Average time per feature: 3.4 seconds [2025-11-21T05:08:45.564116] [INFO ] [CONFIGURE ] ASB: Average speed: 0.31 features/sec [2025-11-21T05:08:45.565065] [INFO ] [LOCAL ] Saved configuration for ASB: 4 features, 90.00% accuracy -> ./output/feature-sets/ASB.json [2025-11-21T05:08:45.565129] [INFO ] [CONFIGURE ] ASB: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T05:08:45.565179] [INFO ] [sig ] [109/723] Successfully configured ASB | 0.01 sym/s | Total: 2.6h | ETA: 14.6h [2025-11-21T05:08:45.565238] [INFO ] [sig ] [110/723] Configuring ASBA... [2025-11-21T05:08:45.565289] [INFO ] [CONFIGURE ] ASBA: Configurate test run. [2025-11-21T05:08:45.565331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-11-21T05:08:45.755295] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASBA'. [2025-11-21T05:08:45.755716] [INFO ] [CONFIGURE ] ASBA: Testing with 29 available features [2025-11-21T05:08:45.755783] [INFO ] [CONFIGURE ] ASBA: Establishing baseline with no features... [2025-11-21T05:08:45.923383] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:08:46.084356] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:46.250740] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:08:46.409943] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:08:46.591163] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:08:46.761715] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:46.935025] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:08:47.109497] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:47.280391] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:47.451836] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:08:47.451990] [INFO ] [CONFIGURE ] ASBA: Baseline score (no features): 50.00% [2025-11-21T05:08:47.452038] [INFO ] [CONFIGURE ] ASBA: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:08:47.452075] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:08:47.659228] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:08:47.877232] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:48.083925] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:08:48.290038] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:08:48.501975] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:08:48.711225] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:48.915270] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:08:49.121685] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:49.325077] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:49.530629] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:08:49.530823] [INFO ] [CONFIGURE ] ASBA: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T05:08:49.530873] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17835 tests [2025-11-21T05:08:49.530912] [INFO ] [CONFIGURE ] ASBA: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:08:49.530949] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:08:49.762999] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:08:50.004718] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:50.242043] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:08:50.474487] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:08:50.716417] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:08:50.951311] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:51.187838] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:08:51.422572] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:51.658572] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:51.906002] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:08:51.906180] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T05:08:51.906248] [INFO ] [CONFIGURE ] JOB ETA: 14.4h | Avg: 2.9s/test | Remaining: 17834 tests [2025-11-21T05:08:51.906294] [INFO ] [CONFIGURE ] ASBA: Testing feature 3/29: add_daily_returns [2025-11-21T05:08:51.906347] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:08:52.117320] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:08:52.325937] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:52.540723] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:08:52.761431] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:08:52.979036] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:08:53.203385] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:08:53.428482] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:08:53.667210] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:53.903399] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:54.148398] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:08:54.148736] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:08:54.148844] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17833 tests [2025-11-21T05:08:54.148929] [INFO ] [CONFIGURE ] ASBA: Testing feature 4/29: add_ema [2025-11-21T05:08:54.149005] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:08:54.399970] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:08:54.655177] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:08:54.907756] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:08:55.160127] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:08:55.421980] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:08:55.677583] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:55.946367] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:08:56.202461] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:56.458809] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:56.712924] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:08:56.713109] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_ema (score: 60.00%) [2025-11-21T05:08:56.713180] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17832 tests [2025-11-21T05:08:56.713234] [INFO ] [CONFIGURE ] ASBA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:08:56.713296] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:08:56.975322] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:08:57.236579] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:08:57.494741] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:08:57.757938] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:08:58.027706] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:08:58.301429] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:08:58.599994] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:08:58.881135] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:08:59.142889] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:08:59.406327] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:08:59.406521] [INFO ] [CONFIGURE ] ASBA: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T05:08:59.406580] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17831 tests [2025-11-21T05:08:59.406625] [INFO ] [CONFIGURE ] ASBA: Testing feature 6/29: add_failed_moves [2025-11-21T05:08:59.406689] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T05:08:59.674561] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:08:59.949260] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:09:00.221568] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:00.492878] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:01.473046] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:01.949587] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:02.246725] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:02.559010] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:02.897052] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:03.214063] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:03.214352] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:09:03.214434] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17830 tests [2025-11-21T05:09:03.214493] [INFO ] [CONFIGURE ] ASBA: Testing feature 7/29: add_lag_shelf [2025-11-21T05:09:03.214544] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T05:09:03.507243] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:03.789900] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:09:04.076883] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:04.361325] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:04.631180] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:04.904746] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:05.185286] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:09:05.456585] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:05.733748] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:06.015796] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:06.016062] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:09:06.016126] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17829 tests [2025-11-21T05:09:06.016175] [INFO ] [CONFIGURE ] ASBA: Testing feature 8/29: add_macd [2025-11-21T05:09:06.016214] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T05:09:06.360615] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:06.732237] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:07.091214] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:07.437806] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:07.798580] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:09:08.143839] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:08.499005] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:08.874109] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:09.219998] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:09.561462] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:09.561764] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_macd (score: 70.00%) [2025-11-21T05:09:09.561844] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17828 tests [2025-11-21T05:09:09.561898] [INFO ] [CONFIGURE ] ASBA: Testing feature 9/29: add_mfi [2025-11-21T05:09:09.561941] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T05:09:09.835506] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:10.108862] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:09:10.397564] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:10.693398] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:10.965816] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:11.255945] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:11.533034] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:11.804628] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:12.078065] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:12.346668] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:12.346992] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:09:12.347057] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17827 tests [2025-11-21T05:09:12.347109] [INFO ] [CONFIGURE ] ASBA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:09:12.347156] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:09:12.719622] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:13.083245] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:13.520337] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:14.000011] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:14.448525] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:09:14.780533] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:15.115954] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:09:15.453146] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:15.792421] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:16.153388] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:16.153605] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:09:16.153686] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17826 tests [2025-11-21T05:09:16.153740] [INFO ] [CONFIGURE ] ASBA: Testing feature 11/29: add_obv_daily [2025-11-21T05:09:16.153787] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T05:09:16.425272] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:16.698728] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:16.964220] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:17.230011] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:17.485419] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:17.735808] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:17.987854] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:09:18.247874] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:18.530057] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:18.799786] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:09:18.799967] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:09:18.800024] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17825 tests [2025-11-21T05:09:18.800071] [INFO ] [CONFIGURE ] ASBA: Testing feature 12/29: add_obv_interval [2025-11-21T05:09:18.800117] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T05:09:19.088521] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:19.351142] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:19.620387] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:19.890677] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:20.161996] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:09:20.428210] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:20.699674] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:20.968466] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:21.242680] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:21.522572] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:09:21.522793] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:09:21.522858] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17824 tests [2025-11-21T05:09:21.522908] [INFO ] [CONFIGURE ] ASBA: Testing feature 13/29: add_opening_strength [2025-11-21T05:09:21.522953] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:09:21.827613] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:22.109814] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:22.392911] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:22.674527] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:22.982380] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:23.299062] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:23.606555] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:23.904279] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:24.198718] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:24.505362] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:24.505578] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T05:09:24.505658] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17823 tests [2025-11-21T05:09:24.505708] [INFO ] [CONFIGURE ] ASBA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:09:24.505752] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T05:09:24.797841] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:25.108343] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:09:25.415720] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:25.720118] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:26.031391] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:09:26.331695] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:26.613987] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:26.905213] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:27.168711] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:27.439305] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:09:27.439604] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:09:27.439685] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17822 tests [2025-11-21T05:09:27.439737] [INFO ] [CONFIGURE ] ASBA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:09:27.439785] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T05:09:27.686805] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:27.941568] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:28.192148] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:28.435290] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:28.687980] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:28.935069] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:29.185136] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:09:29.421118] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:29.663889] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:29.901248] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:29.901494] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:09:29.901553] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17821 tests [2025-11-21T05:09:29.901601] [INFO ] [CONFIGURE ] ASBA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:09:29.901666] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T05:09:30.161281] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:30.420484] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:09:30.682325] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:30.952345] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:31.239552] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:31.535672] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:31.841087] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:32.139778] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:32.438379] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:32.733040] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:09:32.733225] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:09:32.733286] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17820 tests [2025-11-21T05:09:32.733335] [INFO ] [CONFIGURE ] ASBA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:09:32.733379] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T05:09:33.019456] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:33.316789] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:33.604826] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:33.907070] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:34.210944] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:34.519848] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:34.827418] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:35.129819] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:35.430572] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:35.727874] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:35.728087] [INFO ] [CONFIGURE ] ASBA: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-21T05:09:35.728152] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17819 tests [2025-11-21T05:09:35.728202] [INFO ] [CONFIGURE ] ASBA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:09:35.728248] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T05:09:36.034545] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:36.339729] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:36.648999] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:36.940142] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:37.228765] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:09:37.514580] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:37.803705] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:09:38.093199] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:38.383121] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:38.684959] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:38.685166] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:09:38.685225] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17818 tests [2025-11-21T05:09:38.685274] [INFO ] [CONFIGURE ] ASBA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:09:38.685319] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T05:09:38.974101] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:39.243111] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:39.507424] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:39.774146] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:40.041973] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:40.311385] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:40.592830] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:40.879348] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:41.166322] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:41.455474] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:41.455702] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T05:09:41.455766] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17817 tests [2025-11-21T05:09:41.455815] [INFO ] [CONFIGURE ] ASBA: Testing feature 20/29: add_price_rejection [2025-11-21T05:09:41.455859] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T05:09:41.749290] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:42.043879] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:42.332962] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:42.630978] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:42.927608] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:43.224773] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:43.523383] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:43.833830] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:44.147119] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:44.447763] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:44.447950] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T05:09:44.448009] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17816 tests [2025-11-21T05:09:44.448056] [INFO ] [CONFIGURE ] ASBA: Testing feature 21/29: add_range_position [2025-11-21T05:09:44.448103] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T05:09:44.774213] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:09:45.114364] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:45.455373] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:45.791780] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:46.119615] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:46.467527] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:46.808633] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:47.147495] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:47.489242] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:47.826235] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:09:47.826424] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_range_position (score: 70.00%) [2025-11-21T05:09:47.826484] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17815 tests [2025-11-21T05:09:47.826534] [INFO ] [CONFIGURE ] ASBA: Testing feature 22/29: add_realized_volatility [2025-11-21T05:09:47.826576] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T05:09:48.239030] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:48.676332] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:09:49.106506] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:49.528495] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:49.949343] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:09:50.380626] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:50.800455] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:09:51.219548] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:09:51.645194] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:52.065660] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:52.065877] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:09:52.065941] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17814 tests [2025-11-21T05:09:52.065992] [INFO ] [CONFIGURE ] ASBA: Testing feature 23/29: add_recent_range_context [2025-11-21T05:09:52.066038] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T05:09:52.353870] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:52.658317] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:09:52.965372] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:53.273773] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:53.578830] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:53.895918] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:09:54.217367] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:54.525738] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:54.831866] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:55.143886] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:09:55.144068] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:09:55.144129] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17813 tests [2025-11-21T05:09:55.144179] [INFO ] [CONFIGURE ] ASBA: Testing feature 24/29: add_rsi [2025-11-21T05:09:55.144226] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T05:09:55.498189] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:55.850105] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:09:56.203106] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:56.563376] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:09:56.914856] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:09:57.268820] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:09:57.626625] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:09:57.975942] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:09:58.337228] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:09:58.709618] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:09:58.709825] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_rsi (score: 50.00%) [2025-11-21T05:09:58.709885] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17812 tests [2025-11-21T05:09:58.709933] [INFO ] [CONFIGURE ] ASBA: Testing feature 25/29: add_tick_distribution [2025-11-21T05:09:58.709975] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T05:09:59.016244] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:09:59.319359] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:09:59.632062] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:09:59.939817] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:10:00.245584] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:10:00.555609] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:01.057078] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:02.140787] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:10:02.468566] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:10:02.812805] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:10:02.813083] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T05:10:02.813150] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17811 tests [2025-11-21T05:10:02.813205] [INFO ] [CONFIGURE ] ASBA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:10:02.813255] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T05:10:03.140693] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:10:03.481986] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:10:03.833826] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:04.167044] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:10:04.493954] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:10:04.821184] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:05.146468] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:10:05.468424] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:10:05.784353] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:10:06.145973] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:10:06.146328] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T05:10:06.146419] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17810 tests [2025-11-21T05:10:06.146497] [INFO ] [CONFIGURE ] ASBA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:10:06.146571] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T05:10:06.314243] [FATAL] [FORECASTER] Failed to test lookback=11: [05:10:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:06.491685] [FATAL] [FORECASTER] Failed to test lookback=10: [05:10:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:06.685770] [FATAL] [FORECASTER] Failed to test lookback=9: [05:10:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:06.877963] [FATAL] [FORECASTER] Failed to test lookback=8: [05:10:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:07.034940] [FATAL] [FORECASTER] Failed to test lookback=7: [05:10:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:07.182853] [FATAL] [FORECASTER] Failed to test lookback=6: [05:10:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:07.322831] [FATAL] [FORECASTER] Failed to test lookback=5: [05:10:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:07.456091] [FATAL] [FORECASTER] Failed to test lookback=4: [05:10:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:07.586886] [FATAL] [FORECASTER] Failed to test lookback=3: [05:10:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:07.717697] [FATAL] [FORECASTER] Failed to test lookback=2: [05:10:07] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T05:10:07.718079] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T05:10:07.718148] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17809 tests [2025-11-21T05:10:07.718193] [INFO ] [CONFIGURE ] ASBA: Testing feature 28/29: add_volume_profile [2025-11-21T05:10:07.718230] [INFO ] [CONFIGURE ] ASBA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T05:10:08.054133] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:10:08.385868] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:10:08.725973] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:09.084465] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:10:09.410679] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:10:09.742487] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:10.076236] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:10:10.406102] [DEBUG] [FORECASTER] ASBA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:10:10.726809] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:10:11.060416] [DEBUG] [FORECASTER] ASBA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:11.060720] [INFO ] [CONFIGURE ] ASBA: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T05:10:11.060798] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17808 tests [2025-11-21T05:10:11.060871] [INFO ] [CONFIGURE ] ASBA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:10:11.060922] [INFO ] [CONFIGURE ] ASBA: Best accuracy: 80.00% [2025-11-21T05:10:11.060971] [INFO ] [CONFIGURE ] ASBA: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T05:10:11.061016] [INFO ] [CONFIGURE ] ASBA: Improvement over baseline: 30.00% [2025-11-21T05:10:11.061059] [INFO ] [CONFIGURE ] ASBA: Total time: 1.4 minutes [2025-11-21T05:10:11.061099] [INFO ] [CONFIGURE ] ASBA: Average time per feature: 3.0 seconds [2025-11-21T05:10:11.061141] [INFO ] [CONFIGURE ] ASBA: Average speed: 0.35 features/sec [2025-11-21T05:10:11.061555] [INFO ] [LOCAL ] Saved configuration for ASBA: 4 features, 80.00% accuracy -> ./output/feature-sets/ASBA.json [2025-11-21T05:10:11.061631] [INFO ] [CONFIGURE ] ASBA: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T05:10:11.061740] [INFO ] [sig ] [110/723] Successfully configured ASBA | 0.01 sym/s | Total: 2.6h | ETA: 14.5h [2025-11-21T05:10:11.061801] [INFO ] [sig ] [111/723] Configuring ASC... [2025-11-21T05:10:11.061857] [INFO ] [CONFIGURE ] ASC: Configurate test run. [2025-11-21T05:10:11.061910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-11-21T05:10:11.249802] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASC'. [2025-11-21T05:10:11.250283] [INFO ] [CONFIGURE ] ASC: Testing with 29 available features [2025-11-21T05:10:11.250348] [INFO ] [CONFIGURE ] ASC: Establishing baseline with no features... [2025-11-21T05:10:11.437479] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:11.626073] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:11.819115] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:10:12.018051] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:12.210837] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:12.404561] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:12.600726] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:12.789794] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:10:12.991883] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:13.183074] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:13.183498] [INFO ] [CONFIGURE ] ASC: Baseline score (no features): 50.00% [2025-11-21T05:10:13.183618] [INFO ] [CONFIGURE ] ASC: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:10:13.183721] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:10:13.415628] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:13.653515] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:13.881750] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:14.119622] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:14.355864] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:14.597061] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:14.831710] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:10:15.069446] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:10:15.305726] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:15.546064] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:15.546383] [INFO ] [CONFIGURE ] ASC: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T05:10:15.546458] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17807 tests [2025-11-21T05:10:15.546520] [INFO ] [CONFIGURE ] ASC: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:10:15.546582] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:10:15.812497] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:16.065254] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:16.315123] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:16.553350] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:16.793277] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:17.038914] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:17.289805] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:17.534441] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:17.785534] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:18.047473] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:18.047756] [INFO ] [CONFIGURE ] ASC: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T05:10:18.047817] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17806 tests [2025-11-21T05:10:18.047857] [INFO ] [CONFIGURE ] ASC: Testing feature 3/29: add_daily_returns [2025-11-21T05:10:18.047895] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:10:18.298579] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:18.557149] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:18.820581] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:10:19.080670] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:19.336544] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:19.586421] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:19.845788] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:10:20.100449] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:20.370574] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:20.632411] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:20.632907] [INFO ] [CONFIGURE ] ASC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:10:20.632984] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17805 tests [2025-11-21T05:10:20.633094] [INFO ] [CONFIGURE ] ASC: Testing feature 4/29: add_ema [2025-11-21T05:10:20.633177] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T05:10:20.925502] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:21.211462] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:21.491194] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:21.773951] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:22.054117] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:22.342383] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:22.645895] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:22.930423] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:10:23.216760] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:23.509868] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:10:23.510105] [INFO ] [CONFIGURE ] ASC: DISCARDED add_ema (score: 50.00%) [2025-11-21T05:10:23.510167] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17804 tests [2025-11-21T05:10:23.510213] [INFO ] [CONFIGURE ] ASC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:10:23.510260] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:10:23.794543] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:24.096995] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:24.399906] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:10:24.685811] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:24.976157] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:25.266606] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:25.557471] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:25.845623] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:26.130224] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:26.421235] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:26.421522] [INFO ] [CONFIGURE ] ASC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T05:10:26.421595] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17803 tests [2025-11-21T05:10:26.421678] [INFO ] [CONFIGURE ] ASC: Testing feature 6/29: add_failed_moves [2025-11-21T05:10:26.421736] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T05:10:26.662023] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:26.904910] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:27.128368] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:27.357502] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:27.613907] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:27.881784] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:28.135328] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:28.384516] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:28.646474] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:28.897551] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:28.897821] [INFO ] [CONFIGURE ] ASC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T05:10:28.897887] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17802 tests [2025-11-21T05:10:28.897941] [INFO ] [CONFIGURE ] ASC: Testing feature 7/29: add_lag_shelf [2025-11-21T05:10:28.897991] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T05:10:29.131304] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:29.363866] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:29.603859] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:29.841683] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:30.079121] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:30.313112] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:30.551339] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:30.788750] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:31.025386] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:31.264316] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:31.264580] [INFO ] [CONFIGURE ] ASC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T05:10:31.264663] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17801 tests [2025-11-21T05:10:31.264720] [INFO ] [CONFIGURE ] ASC: Testing feature 8/29: add_macd [2025-11-21T05:10:31.264772] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T05:10:31.615602] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:31.974038] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:32.322613] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:10:32.656374] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:10:32.987812] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:33.329040] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:33.678485] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:10:34.029031] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:34.379009] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:34.729286] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:34.729546] [INFO ] [CONFIGURE ] ASC: DISCARDED add_macd (score: 60.00%) [2025-11-21T05:10:34.729608] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17800 tests [2025-11-21T05:10:34.729681] [INFO ] [CONFIGURE ] ASC: Testing feature 9/29: add_mfi [2025-11-21T05:10:34.729722] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T05:10:34.983328] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:35.233187] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:35.485170] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:10:35.743259] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:36.000678] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:36.256723] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:36.530322] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:36.814312] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:37.080997] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:37.341724] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:37.341991] [INFO ] [CONFIGURE ] ASC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:10:37.342057] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17799 tests [2025-11-21T05:10:37.342108] [INFO ] [CONFIGURE ] ASC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:10:37.342156] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:10:37.684402] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:38.032752] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:38.383977] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:38.763415] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:10:39.105553] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:39.450974] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:39.795817] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:40.141248] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:40.484865] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:40.836341] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:40.836598] [INFO ] [CONFIGURE ] ASC: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T05:10:40.836681] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17798 tests [2025-11-21T05:10:40.836736] [INFO ] [CONFIGURE ] ASC: Testing feature 11/29: add_obv_daily [2025-11-21T05:10:40.836785] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T05:10:41.191956] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:41.527920] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:41.871595] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:42.211429] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:10:42.575399] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:42.933859] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:43.290335] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:43.636237] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:43.989964] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:44.344555] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:10:44.344792] [INFO ] [CONFIGURE ] ASC: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:10:44.344881] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17797 tests [2025-11-21T05:10:44.344933] [INFO ] [CONFIGURE ] ASC: Testing feature 12/29: add_obv_interval [2025-11-21T05:10:44.344978] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T05:10:44.674265] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:45.007571] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:45.319903] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:45.630328] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:10:45.942609] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:46.256532] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:46.600546] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:46.955675] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:47.306468] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:47.646855] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:47.647090] [INFO ] [CONFIGURE ] ASC: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T05:10:47.647149] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17796 tests [2025-11-21T05:10:47.647198] [INFO ] [CONFIGURE ] ASC: Testing feature 13/29: add_opening_strength [2025-11-21T05:10:47.647244] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:10:47.985757] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:48.339272] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:48.680965] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:10:49.057240] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:49.422456] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:49.777966] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:50.131049] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:10:50.476327] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:50.851590] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:51.230789] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:51.231031] [INFO ] [CONFIGURE ] ASC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:10:51.231092] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17795 tests [2025-11-21T05:10:51.231141] [INFO ] [CONFIGURE ] ASC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:10:51.231184] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T05:10:51.598313] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:51.969178] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:52.340437] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:10:52.680550] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:10:53.043113] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:53.426854] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:53.828617] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:10:54.341779] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:54.780767] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:55.127854] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:55.128096] [INFO ] [CONFIGURE ] ASC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T05:10:55.128157] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17794 tests [2025-11-21T05:10:55.128205] [INFO ] [CONFIGURE ] ASC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:10:55.128249] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T05:10:55.443874] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:55.776849] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:56.139311] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:56.496890] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:10:56.846010] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:10:57.160574] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:10:57.506458] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:10:57.858456] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:10:58.194235] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:10:58.533030] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:10:58.533281] [INFO ] [CONFIGURE ] ASC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:10:58.533343] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17793 tests [2025-11-21T05:10:58.533391] [INFO ] [CONFIGURE ] ASC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:10:58.533441] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T05:10:58.878487] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:10:59.241919] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:10:59.610734] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:10:59.964118] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:00.985257] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:01.486685] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:01.832335] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:02.169432] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:11:02.508191] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:02.855913] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:02.856132] [INFO ] [CONFIGURE ] ASC: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T05:11:02.856234] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17792 tests [2025-11-21T05:11:02.856289] [INFO ] [CONFIGURE ] ASC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:11:02.856336] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T05:11:03.176887] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:03.513824] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:03.842871] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:04.181444] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:04.495466] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:04.804359] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:05.115148] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:05.425332] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:11:05.773438] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:06.115901] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:11:06.116118] [INFO ] [CONFIGURE ] ASC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:11:06.116181] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17791 tests [2025-11-21T05:11:06.116231] [INFO ] [CONFIGURE ] ASC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:11:06.116277] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T05:11:06.460262] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:06.797217] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:07.145700] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:07.465610] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:07.790122] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:08.136246] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:08.459052] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:08.784100] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:09.128325] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:09.458957] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:09.459172] [INFO ] [CONFIGURE ] ASC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:11:09.459234] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17790 tests [2025-11-21T05:11:09.459285] [INFO ] [CONFIGURE ] ASC: Testing feature 20/29: add_price_rejection [2025-11-21T05:11:09.459332] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T05:11:09.808638] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:10.159089] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:10.515182] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:10.851538] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:11.188203] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:11.529794] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:11.870436] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:12.211372] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:12.553989] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:12.888297] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:12.888523] [INFO ] [CONFIGURE ] ASC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T05:11:12.888583] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17789 tests [2025-11-21T05:11:12.888628] [INFO ] [CONFIGURE ] ASC: Testing feature 21/29: add_range_position [2025-11-21T05:11:12.888693] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T05:11:13.233179] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:13.577078] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:13.926301] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:11:14.274030] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:14.621213] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:14.975944] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:11:15.327074] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:15.676137] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:16.024025] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:16.376141] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:16.376334] [INFO ] [CONFIGURE ] ASC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T05:11:16.376392] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17788 tests [2025-11-21T05:11:16.376439] [INFO ] [CONFIGURE ] ASC: Testing feature 22/29: add_realized_volatility [2025-11-21T05:11:16.376483] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T05:11:16.795812] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:17.211459] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:17.631721] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:18.053619] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:18.482372] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:18.918943] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:19.351677] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:11:19.791795] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:20.217735] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:20.678214] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:20.678453] [INFO ] [CONFIGURE ] ASC: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T05:11:20.678545] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17787 tests [2025-11-21T05:11:20.678597] [INFO ] [CONFIGURE ] ASC: Testing feature 23/29: add_recent_range_context [2025-11-21T05:11:20.678663] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T05:11:21.038948] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:21.399278] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:21.764136] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:11:22.117361] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:22.465523] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:22.817226] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:23.186359] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:23.516079] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:23.858937] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:24.192060] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:24.192282] [INFO ] [CONFIGURE ] ASC: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:11:24.192342] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17786 tests [2025-11-21T05:11:24.192393] [INFO ] [CONFIGURE ] ASC: Testing feature 24/29: add_rsi [2025-11-21T05:11:24.192442] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T05:11:24.576975] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:24.970467] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:25.366553] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:25.758636] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:26.156483] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:26.560727] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:26.968333] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:27.363794] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:11:27.766206] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:28.169860] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:28.170110] [INFO ] [CONFIGURE ] ASC: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:11:28.170191] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17785 tests [2025-11-21T05:11:28.170265] [INFO ] [CONFIGURE ] ASC: Testing feature 25/29: add_tick_distribution [2025-11-21T05:11:28.170335] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T05:11:28.509069] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:28.856099] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:29.221087] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:11:29.568569] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:29.925934] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:30.277451] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:30.624178] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:30.980505] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:31.330100] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:31.682716] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:31.682956] [INFO ] [CONFIGURE ] ASC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T05:11:31.683019] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17784 tests [2025-11-21T05:11:31.683073] [INFO ] [CONFIGURE ] ASC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:11:31.683120] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T05:11:32.039870] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:32.396235] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:32.750912] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:33.110025] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:33.465268] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:33.809612] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:34.163177] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:11:34.528352] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:34.873717] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:35.228705] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:35.228934] [INFO ] [CONFIGURE ] ASC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:11:35.228996] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17783 tests [2025-11-21T05:11:35.229042] [INFO ] [CONFIGURE ] ASC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:11:35.229086] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T05:11:35.581807] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:11:35.939580] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:36.304682] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:36.674487] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:37.042615] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:37.413396] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:37.784919] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:38.153596] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:38.514747] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:38.872977] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:38.873181] [INFO ] [CONFIGURE ] ASC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T05:11:38.873267] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17782 tests [2025-11-21T05:11:38.873316] [INFO ] [CONFIGURE ] ASC: Testing feature 28/29: add_volume_profile [2025-11-21T05:11:38.873359] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T05:11:39.221271] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:39.565160] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:39.907857] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:40.250757] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:40.600242] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:40.943486] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:41.314039] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:41.675322] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:42.034959] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:42.384404] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:11:42.384611] [INFO ] [CONFIGURE ] ASC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:11:42.384694] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17781 tests [2025-11-21T05:11:42.384744] [INFO ] [CONFIGURE ] ASC: Testing feature 29/29: add_vwap [2025-11-21T05:11:42.384787] [INFO ] [CONFIGURE ] ASC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T05:11:42.730326] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:11:43.080417] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:11:43.432896] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:11:43.792105] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:44.143107] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:11:44.487026] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:11:44.819867] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:11:45.161222] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:11:45.522159] [DEBUG] [FORECASTER] ASC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:45.892513] [DEBUG] [FORECASTER] ASC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:11:45.892755] [INFO ] [CONFIGURE ] ASC: DISCARDED add_vwap (score: 60.00%) [2025-11-21T05:11:45.892858] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17780 tests [2025-11-21T05:11:45.892917] [INFO ] [CONFIGURE ] ASC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:11:45.892961] [INFO ] [CONFIGURE ] ASC: Best accuracy: 80.00% [2025-11-21T05:11:45.893007] [INFO ] [CONFIGURE ] ASC: Best feature set (3 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:11:45.893071] [INFO ] [CONFIGURE ] ASC: Improvement over baseline: 30.00% [2025-11-21T05:11:45.893118] [INFO ] [CONFIGURE ] ASC: Total time: 1.5 minutes [2025-11-21T05:11:45.893158] [INFO ] [CONFIGURE ] ASC: Average time per feature: 3.3 seconds [2025-11-21T05:11:45.893195] [INFO ] [CONFIGURE ] ASC: Average speed: 0.31 features/sec [2025-11-21T05:11:45.893843] [INFO ] [LOCAL ] Saved configuration for ASC: 3 features, 80.00% accuracy -> ./output/feature-sets/ASC.json [2025-11-21T05:11:45.893916] [INFO ] [CONFIGURE ] ASC: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T05:11:45.893968] [INFO ] [sig ] [111/723] Successfully configured ASC | 0.01 sym/s | Total: 2.6h | ETA: 14.5h [2025-11-21T05:11:45.894014] [INFO ] [sig ] [112/723] Configuring ASG... [2025-11-21T05:11:45.894054] [INFO ] [CONFIGURE ] ASG: Configurate test run. [2025-11-21T05:11:45.894107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-11-21T05:11:45.940151] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASG'. [2025-11-21T05:11:45.940541] [INFO ] [CONFIGURE ] ASG: Testing with 29 available features [2025-11-21T05:11:45.940604] [INFO ] [CONFIGURE ] ASG: Establishing baseline with no features... [2025-11-21T05:11:46.127672] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:11:46.317747] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:11:46.503144] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:11:46.693082] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:46.877094] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:11:47.064905] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:11:47.270064] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:11:47.474400] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:11:47.661515] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:11:47.850756] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:11:47.850970] [INFO ] [CONFIGURE ] ASG: Baseline score (no features): 30.00% [2025-11-21T05:11:47.851029] [INFO ] [CONFIGURE ] ASG: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:11:47.851078] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:11:48.072452] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:11:48.297825] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:11:48.524691] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:48.772666] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:49.020907] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:11:49.270338] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:11:49.502496] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:11:49.757185] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:11:49.995133] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:11:50.220628] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:11:50.221075] [INFO ] [CONFIGURE ] ASG: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T05:11:50.221187] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17779 tests [2025-11-21T05:11:50.221279] [INFO ] [CONFIGURE ] ASG: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:11:50.221359] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:11:50.484416] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:11:50.738875] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:11:50.991389] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:51.244363] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:11:51.512859] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:11:51.766807] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:11:52.023228] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:11:52.278429] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:11:52.536053] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:11:52.790751] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:11:52.790929] [INFO ] [CONFIGURE ] ASG: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:11:52.790986] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17778 tests [2025-11-21T05:11:52.791059] [INFO ] [CONFIGURE ] ASG: Testing feature 3/29: add_daily_returns [2025-11-21T05:11:52.791103] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:11:53.026431] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:11:53.258975] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:11:53.492518] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:53.729273] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:53.979490] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:11:54.221968] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:11:54.466519] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:11:54.707499] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:11:54.943708] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:11:55.179092] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:11:55.179305] [INFO ] [CONFIGURE ] ASG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:11:55.179355] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17777 tests [2025-11-21T05:11:55.179394] [INFO ] [CONFIGURE ] ASG: Testing feature 4/29: add_ema [2025-11-21T05:11:55.179429] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:11:55.448876] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:11:55.719871] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:11:55.990219] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:56.267569] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:56.538394] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:11:56.810248] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:11:57.080639] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:11:57.353724] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:11:57.628558] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:11:57.908219] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:11:57.908446] [INFO ] [CONFIGURE ] ASG: KEPT add_ema (score: 70.00%) [2025-11-21T05:11:57.908496] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17776 tests [2025-11-21T05:11:57.908537] [INFO ] [CONFIGURE ] ASG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:11:57.908575] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:11:58.221261] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:11:58.533029] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:11:58.856792] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:11:59.150322] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:11:59.465744] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:11:59.784249] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:00.112217] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:01.112989] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:01.453840] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:01.763885] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:01.764109] [INFO ] [CONFIGURE ] ASG: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T05:12:01.764170] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17775 tests [2025-11-21T05:12:01.764218] [INFO ] [CONFIGURE ] ASG: Testing feature 6/29: add_failed_moves [2025-11-21T05:12:01.764269] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T05:12:02.084763] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:02.408044] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:02.731689] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:03.009472] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:12:03.289214] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:03.556059] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:03.830103] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:04.103035] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:04.374866] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:04.638967] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:04.639174] [INFO ] [CONFIGURE ] ASG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T05:12:04.639233] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17774 tests [2025-11-21T05:12:04.639282] [INFO ] [CONFIGURE ] ASG: Testing feature 7/29: add_lag_shelf [2025-11-21T05:12:04.639327] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T05:12:04.877464] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:05.129369] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:05.397545] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:12:05.633148] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:12:05.869886] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:06.113290] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:06.350867] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:06.588196] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:06.826045] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:07.064937] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:07.065150] [INFO ] [CONFIGURE ] ASG: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:12:07.065206] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17773 tests [2025-11-21T05:12:07.065284] [INFO ] [CONFIGURE ] ASG: Testing feature 8/29: add_macd [2025-11-21T05:12:07.065332] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T05:12:07.393609] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:12:07.723639] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:08.035255] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:08.367904] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:08.691159] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:12:09.027732] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:09.346237] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:12:09.676036] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:12:10.021496] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:10.378346] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:10.378582] [INFO ] [CONFIGURE ] ASG: DISCARDED add_macd (score: 60.00%) [2025-11-21T05:12:10.378733] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17772 tests [2025-11-21T05:12:10.378792] [INFO ] [CONFIGURE ] ASG: Testing feature 9/29: add_mfi [2025-11-21T05:12:10.378838] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T05:12:10.662201] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:10.945623] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:11.214978] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:11.471991] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:12:11.724535] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:11.981702] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:12.245286] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:12.516833] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:12.792519] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:13.078520] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:13.078768] [INFO ] [CONFIGURE ] ASG: DISCARDED add_mfi (score: 70.00%) [2025-11-21T05:12:13.078830] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17771 tests [2025-11-21T05:12:13.078927] [INFO ] [CONFIGURE ] ASG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:12:13.078980] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:12:13.410633] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:13.739108] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:14.093999] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:12:14.448610] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:14.777517] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:12:15.112440] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:15.483807] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:15.841853] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:16.191470] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:16.554920] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:16.555127] [INFO ] [CONFIGURE ] ASG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:12:16.555184] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17770 tests [2025-11-21T05:12:16.555296] [INFO ] [CONFIGURE ] ASG: Testing feature 11/29: add_obv_daily [2025-11-21T05:12:16.555348] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T05:12:16.851389] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:17.148370] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:12:17.446212] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:17.729067] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:18.007249] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:18.279964] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:18.581516] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:18.871872] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:19.148563] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:19.428097] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:19.428298] [INFO ] [CONFIGURE ] ASG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T05:12:19.428378] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17769 tests [2025-11-21T05:12:19.428434] [INFO ] [CONFIGURE ] ASG: Testing feature 12/29: add_obv_interval [2025-11-21T05:12:19.428493] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T05:12:19.704683] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:19.978801] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:20.250029] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:12:20.518558] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:20.796616] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:21.061888] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:21.318802] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:21.581573] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:21.846011] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:22.101771] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:12:22.101983] [INFO ] [CONFIGURE ] ASG: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T05:12:22.102047] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17768 tests [2025-11-21T05:12:22.102104] [INFO ] [CONFIGURE ] ASG: Testing feature 13/29: add_opening_strength [2025-11-21T05:12:22.102182] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:12:22.383770] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:22.662785] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:12:22.951774] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:23.241514] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:12:23.538605] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:12:23.836822] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:24.149285] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:24.439123] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:24.726337] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:25.017428] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:25.017616] [INFO ] [CONFIGURE ] ASG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:12:25.017789] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17767 tests [2025-11-21T05:12:25.017845] [INFO ] [CONFIGURE ] ASG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:12:25.017891] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T05:12:25.294070] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:25.580397] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:25.856947] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:26.130713] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:26.404082] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:12:26.726313] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:27.004696] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:27.278175] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:12:27.557640] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:27.870954] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:27.871167] [INFO ] [CONFIGURE ] ASG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T05:12:27.871307] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17766 tests [2025-11-21T05:12:27.871368] [INFO ] [CONFIGURE ] ASG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:12:27.871414] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T05:12:28.135829] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:28.392258] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:28.647113] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:12:28.918019] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:29.179519] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:12:29.434362] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:29.733535] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:30.025879] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:30.306771] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:30.592060] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:30.592248] [INFO ] [CONFIGURE ] ASG: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T05:12:30.592321] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17765 tests [2025-11-21T05:12:30.592370] [INFO ] [CONFIGURE ] ASG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:12:30.592414] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T05:12:30.870416] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:31.169003] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:31.446778] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:31.723082] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:32.007712] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:32.302321] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:32.582928] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:32.863552] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:33.144620] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:33.428315] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:33.428517] [INFO ] [CONFIGURE ] ASG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:12:33.428577] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17764 tests [2025-11-21T05:12:33.428627] [INFO ] [CONFIGURE ] ASG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:12:33.428702] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T05:12:33.726636] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:34.021233] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:34.287394] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:34.572329] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:34.841406] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:12:35.134336] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:35.426483] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:35.721875] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:36.028012] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:36.335279] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:36.335469] [INFO ] [CONFIGURE ] ASG: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:12:36.335527] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17763 tests [2025-11-21T05:12:36.335575] [INFO ] [CONFIGURE ] ASG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:12:36.335617] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T05:12:36.587865] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:36.838352] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:37.091021] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:12:37.350547] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:12:37.620842] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:37.893435] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:38.168556] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:38.440018] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:38.716330] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:38.983626] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:38.983807] [INFO ] [CONFIGURE ] ASG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:12:38.983878] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17762 tests [2025-11-21T05:12:38.983927] [INFO ] [CONFIGURE ] ASG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:12:38.983971] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T05:12:39.218137] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:39.447796] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:39.681878] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:39.922739] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:12:40.160027] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:40.397483] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:40.640323] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:40.895197] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:41.144232] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:12:41.395696] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:41.395925] [INFO ] [CONFIGURE ] ASG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:12:41.396056] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17761 tests [2025-11-21T05:12:41.396111] [INFO ] [CONFIGURE ] ASG: Testing feature 20/29: add_price_rejection [2025-11-21T05:12:41.396158] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T05:12:41.682083] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:41.966821] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:42.251070] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:42.540755] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:12:42.822797] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:43.098188] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:43.385672] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:43.671117] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:43.972175] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:44.253023] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:12:44.253228] [INFO ] [CONFIGURE ] ASG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:12:44.253288] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17760 tests [2025-11-21T05:12:44.253341] [INFO ] [CONFIGURE ] ASG: Testing feature 21/29: add_range_position [2025-11-21T05:12:44.253421] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T05:12:44.526258] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:44.802309] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:45.085341] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:45.363568] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:45.636794] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:45.918027] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:46.200539] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:12:46.475618] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:46.751491] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:47.031294] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:12:47.031500] [INFO ] [CONFIGURE ] ASG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T05:12:47.031558] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17759 tests [2025-11-21T05:12:47.031636] [INFO ] [CONFIGURE ] ASG: Testing feature 22/29: add_realized_volatility [2025-11-21T05:12:47.031700] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T05:12:47.402319] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:47.769441] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:48.133599] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:48.505808] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:12:48.873434] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:49.283855] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:49.698467] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:50.188560] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:12:50.637495] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:51.046272] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:12:51.046624] [INFO ] [CONFIGURE ] ASG: KEPT add_realized_volatility (score: 80.00%) [2025-11-21T05:12:51.046717] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17758 tests [2025-11-21T05:12:51.046772] [INFO ] [CONFIGURE ] ASG: Testing feature 23/29: add_recent_range_context [2025-11-21T05:12:51.046822] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T05:12:51.459243] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:12:51.861701] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:12:52.254790] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:12:52.648000] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:53.048294] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:53.441880] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:53.842582] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:54.218255] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:54.592923] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:54.964638] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:12:54.964850] [INFO ] [CONFIGURE ] ASG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:12:54.964909] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17757 tests [2025-11-21T05:12:54.964956] [INFO ] [CONFIGURE ] ASG: Testing feature 24/29: add_rsi [2025-11-21T05:12:54.965000] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_rsi'] [2025-11-21T05:12:55.372025] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:55.760777] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:12:56.147665] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:12:56.532118] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:12:56.942536] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:12:57.354291] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:12:57.739686] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:12:58.155980] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:12:58.579200] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:12:58.997210] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:12:58.997393] [INFO ] [CONFIGURE ] ASG: DISCARDED add_rsi (score: 40.00%) [2025-11-21T05:12:58.997452] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17756 tests [2025-11-21T05:12:58.997501] [INFO ] [CONFIGURE ] ASG: Testing feature 25/29: add_tick_distribution [2025-11-21T05:12:58.997545] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T05:12:59.400825] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:12:59.802294] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:13:00.216170] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:13:01.218333] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:01.641798] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:13:02.080845] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:02.484402] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:02.895219] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:03.317840] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:13:03.734716] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:13:03.734938] [INFO ] [CONFIGURE ] ASG: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:13:03.734998] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17755 tests [2025-11-21T05:13:03.735046] [INFO ] [CONFIGURE ] ASG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:13:03.735088] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T05:13:04.193751] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:13:04.596498] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:13:05.014980] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:13:05.444303] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:05.868260] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:13:06.290939] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:06.708307] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:07.118342] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:07.533212] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:13:07.948349] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:13:07.948591] [INFO ] [CONFIGURE ] ASG: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:13:07.948673] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17754 tests [2025-11-21T05:13:07.948723] [INFO ] [CONFIGURE ] ASG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:13:07.948768] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T05:13:08.368734] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:13:08.778401] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:13:09.201412] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:13:09.608183] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:10.013823] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:13:10.416378] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:10.820925] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:11.235835] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:11.649746] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:13:12.063275] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:13:12.063535] [INFO ] [CONFIGURE ] ASG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:13:12.063596] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17753 tests [2025-11-21T05:13:12.063666] [INFO ] [CONFIGURE ] ASG: Testing feature 28/29: add_volume_profile [2025-11-21T05:13:12.063712] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T05:13:12.479001] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:13:12.895551] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:13:13.314264] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:13:13.775686] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:14.217740] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:13:14.633583] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:15.052542] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:15.490791] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:15.940809] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:13:16.371453] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:13:16.371696] [INFO ] [CONFIGURE ] ASG: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T05:13:16.371758] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17752 tests [2025-11-21T05:13:16.371810] [INFO ] [CONFIGURE ] ASG: Testing feature 29/29: add_vwap [2025-11-21T05:13:16.371856] [INFO ] [CONFIGURE ] ASG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility', 'add_vwap'] [2025-11-21T05:13:16.790906] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:13:17.209582] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:13:17.649729] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:13:18.075979] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:18.491113] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:13:18.935415] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:19.368065] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:19.805569] [DEBUG] [FORECASTER] ASG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:20.231634] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:13:20.649058] [DEBUG] [FORECASTER] ASG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:13:20.649300] [INFO ] [CONFIGURE ] ASG: DISCARDED add_vwap (score: 70.00%) [2025-11-21T05:13:20.649361] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17751 tests [2025-11-21T05:13:20.649410] [INFO ] [CONFIGURE ] ASG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:13:20.649450] [INFO ] [CONFIGURE ] ASG: Best accuracy: 80.00% [2025-11-21T05:13:20.649491] [INFO ] [CONFIGURE ] ASG: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T05:13:20.649531] [INFO ] [CONFIGURE ] ASG: Improvement over baseline: 50.00% [2025-11-21T05:13:20.649567] [INFO ] [CONFIGURE ] ASG: Total time: 1.5 minutes [2025-11-21T05:13:20.649604] [INFO ] [CONFIGURE ] ASG: Average time per feature: 3.2 seconds [2025-11-21T05:13:20.649660] [INFO ] [CONFIGURE ] ASG: Average speed: 0.31 features/sec [2025-11-21T05:13:20.650124] [INFO ] [LOCAL ] Saved configuration for ASG: 3 features, 80.00% accuracy -> ./output/feature-sets/ASG.json [2025-11-21T05:13:20.650190] [INFO ] [CONFIGURE ] ASG: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T05:13:20.650240] [INFO ] [sig ] [112/723] Successfully configured ASG | 0.01 sym/s | Total: 2.7h | ETA: 14.5h [2025-11-21T05:13:20.650284] [INFO ] [sig ] [113/723] Configuring ASH... [2025-11-21T05:13:20.650323] [INFO ] [CONFIGURE ] ASH: Configurate test run. [2025-11-21T05:13:20.650361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-11-21T05:13:20.839039] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASH'. [2025-11-21T05:13:20.839452] [INFO ] [CONFIGURE ] ASH: Testing with 29 available features [2025-11-21T05:13:20.839515] [INFO ] [CONFIGURE ] ASH: Establishing baseline with no features... [2025-11-21T05:13:21.007243] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:13:21.181574] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:13:21.357460] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:21.529863] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:21.702764] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:13:21.877662] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:13:22.052738] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:13:22.231904] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:22.405847] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:22.580567] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:22.580755] [INFO ] [CONFIGURE ] ASH: Baseline score (no features): 60.00% [2025-11-21T05:13:22.580809] [INFO ] [CONFIGURE ] ASH: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:13:22.580848] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:13:22.786144] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:23.003376] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:13:23.207517] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:23.414836] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:23.621677] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:13:23.828999] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:13:24.031211] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:13:24.243984] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:24.457339] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:24.662563] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:24.662758] [INFO ] [CONFIGURE ] ASH: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T05:13:24.662830] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17750 tests [2025-11-21T05:13:24.662965] [INFO ] [CONFIGURE ] ASH: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:13:24.663023] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:13:24.870635] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:25.079772] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:25.292273] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:25.501533] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:25.711306] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:13:25.923661] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:26.142098] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:13:26.354370] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:26.564965] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:26.779679] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:26.779864] [INFO ] [CONFIGURE ] ASH: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T05:13:26.779914] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17749 tests [2025-11-21T05:13:26.779955] [INFO ] [CONFIGURE ] ASH: Testing feature 3/29: add_daily_returns [2025-11-21T05:13:26.779991] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_daily_returns'] [2025-11-21T05:13:26.965948] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:13:27.146996] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:27.325161] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:27.511319] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:27.697214] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:27.885138] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:28.078981] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:13:28.270659] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:28.461020] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:28.648095] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:28.648271] [INFO ] [CONFIGURE ] ASH: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T05:13:28.648319] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17748 tests [2025-11-21T05:13:28.648358] [INFO ] [CONFIGURE ] ASH: Testing feature 4/29: add_ema [2025-11-21T05:13:28.648394] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema'] [2025-11-21T05:13:28.865085] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:29.085859] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:29.310174] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:29.528856] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:29.748634] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:29.967670] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:13:30.186285] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:30.404554] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:30.626154] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:30.846400] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:30.846634] [INFO ] [CONFIGURE ] ASH: KEPT add_ema (score: 70.00%) [2025-11-21T05:13:30.846737] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17747 tests [2025-11-21T05:13:30.846793] [INFO ] [CONFIGURE ] ASH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:13:30.846936] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:13:31.108000] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:13:31.369201] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:31.632850] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:31.954735] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:32.240918] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:32.520051] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:32.803349] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:13:33.093598] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:33.375825] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:13:33.664251] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:33.664456] [INFO ] [CONFIGURE ] ASH: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:13:33.664517] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17746 tests [2025-11-21T05:13:33.664557] [INFO ] [CONFIGURE ] ASH: Testing feature 6/29: add_failed_moves [2025-11-21T05:13:33.664794] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T05:13:33.909405] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:13:34.156397] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:34.419331] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:13:34.663766] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:34.915034] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:35.157499] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:35.402343] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:35.649201] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:35.895578] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:36.146479] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:36.146742] [INFO ] [CONFIGURE ] ASH: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T05:13:36.146981] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17745 tests [2025-11-21T05:13:36.147092] [INFO ] [CONFIGURE ] ASH: Testing feature 7/29: add_lag_shelf [2025-11-21T05:13:36.147176] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T05:13:36.374789] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:36.600847] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:36.833303] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:37.068055] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:37.302908] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:37.540342] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:13:37.773334] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:38.007380] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:38.242363] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:38.488006] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:38.488355] [INFO ] [CONFIGURE ] ASH: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T05:13:38.488454] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17744 tests [2025-11-21T05:13:38.488539] [INFO ] [CONFIGURE ] ASH: Testing feature 8/29: add_macd [2025-11-21T05:13:38.488616] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T05:13:38.796340] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:39.112758] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:39.427262] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:39.747846] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:40.066745] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:40.377487] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:40.686395] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:40.997747] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:41.307413] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:13:41.625149] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:41.625373] [INFO ] [CONFIGURE ] ASH: DISCARDED add_macd (score: 40.00%) [2025-11-21T05:13:41.625443] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17743 tests [2025-11-21T05:13:41.625505] [INFO ] [CONFIGURE ] ASH: Testing feature 9/29: add_mfi [2025-11-21T05:13:41.625561] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T05:13:41.876705] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:42.139911] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:42.387068] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:13:42.698819] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:43.007800] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:43.272560] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:13:43.482167] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:43.694387] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:43.922841] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:44.159566] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:44.159787] [INFO ] [CONFIGURE ] ASH: KEPT add_mfi (score: 80.00%) [2025-11-21T05:13:44.159847] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17742 tests [2025-11-21T05:13:44.159897] [INFO ] [CONFIGURE ] ASH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:13:44.159942] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:13:44.501738] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:44.853027] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:45.210043] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:45.561844] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:45.915857] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:46.276864] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:46.620407] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:46.975433] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:47.329981] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:47.686228] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:47.686458] [INFO ] [CONFIGURE ] ASH: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T05:13:47.686518] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17741 tests [2025-11-21T05:13:47.686570] [INFO ] [CONFIGURE ] ASH: Testing feature 11/29: add_obv_daily [2025-11-21T05:13:47.686627] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_obv_daily'] [2025-11-21T05:13:47.951543] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:48.205688] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:48.464237] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:48.721447] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:48.979266] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:13:49.234630] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:49.496858] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:49.764080] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:50.021444] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:50.281785] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:50.281992] [INFO ] [CONFIGURE ] ASH: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T05:13:50.282051] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17740 tests [2025-11-21T05:13:50.282097] [INFO ] [CONFIGURE ] ASH: Testing feature 12/29: add_obv_interval [2025-11-21T05:13:50.282139] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_obv_interval'] [2025-11-21T05:13:50.517063] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:13:50.753011] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:50.990154] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:51.231225] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:51.469157] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:13:51.708991] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:51.953423] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:52.202681] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:52.447101] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:52.692767] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:52.692958] [INFO ] [CONFIGURE ] ASH: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:13:52.693017] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17739 tests [2025-11-21T05:13:52.693065] [INFO ] [CONFIGURE ] ASH: Testing feature 13/29: add_opening_strength [2025-11-21T05:13:52.693111] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:13:52.974441] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:13:53.244043] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:53.519784] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:53.810190] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:54.084332] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:13:54.360573] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:54.650202] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:54.944106] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:13:55.234330] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:13:55.523906] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:55.524159] [INFO ] [CONFIGURE ] ASH: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:13:55.524219] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17738 tests [2025-11-21T05:13:55.524267] [INFO ] [CONFIGURE ] ASH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:13:55.524303] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T05:13:55.821098] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:13:56.117414] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:56.407685] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:13:56.684783] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:56.962565] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:13:57.242181] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:13:57.522431] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:13:57.803795] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:13:58.081554] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:13:58.371824] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:13:58.372000] [INFO ] [CONFIGURE ] ASH: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:13:58.372056] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17737 tests [2025-11-21T05:13:58.372102] [INFO ] [CONFIGURE ] ASH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:13:58.372143] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T05:13:58.627743] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:13:58.881850] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:13:59.148628] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:13:59.422919] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:13:59.681498] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:13:59.950221] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:00.211684] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:01.149771] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:14:01.407032] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:01.643717] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:01.643920] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:14:01.643979] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17736 tests [2025-11-21T05:14:01.644027] [INFO ] [CONFIGURE ] ASH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:14:01.644072] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T05:14:01.897278] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:02.154586] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:02.407449] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:02.665781] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:02.923338] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:03.196057] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:03.459122] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:03.723680] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:14:03.991035] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:04.282455] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:04.282677] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T05:14:04.282741] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17735 tests [2025-11-21T05:14:04.282792] [INFO ] [CONFIGURE ] ASH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:14:04.282838] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T05:14:04.580915] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:04.855972] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:05.134153] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:05.411914] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:05.702195] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:05.981470] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:06.255063] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:06.539151] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:14:06.813352] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:07.087866] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:07.088097] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T05:14:07.088156] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17734 tests [2025-11-21T05:14:07.088203] [INFO ] [CONFIGURE ] ASH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:14:07.088245] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T05:14:07.342734] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:07.598359] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:07.858250] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:08.131716] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:08.385895] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:08.641407] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:08.905801] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:09.163052] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:09.425638] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:09.680518] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:09.680715] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:14:09.680773] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17733 tests [2025-11-21T05:14:09.680820] [INFO ] [CONFIGURE ] ASH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:14:09.680864] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T05:14:09.944951] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:14:10.209393] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:10.471286] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:10.736054] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:11.005773] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:11.266299] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:14:11.538440] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:11.804085] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:12.071394] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:12.339711] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:12.339893] [INFO ] [CONFIGURE ] ASH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:14:12.339952] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17732 tests [2025-11-21T05:14:12.340000] [INFO ] [CONFIGURE ] ASH: Testing feature 20/29: add_price_rejection [2025-11-21T05:14:12.340045] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_price_rejection'] [2025-11-21T05:14:12.619390] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:14:12.900460] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:13.183178] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:13.462424] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:13.740269] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:14.025680] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:14:14.324157] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:14.632115] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:14:14.928257] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:15.203215] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:15.203408] [INFO ] [CONFIGURE ] ASH: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:14:15.203466] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17731 tests [2025-11-21T05:14:15.203513] [INFO ] [CONFIGURE ] ASH: Testing feature 21/29: add_range_position [2025-11-21T05:14:15.203559] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_range_position'] [2025-11-21T05:14:15.487082] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:14:15.776081] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:16.063492] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:16.352025] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:16.639472] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:16.933467] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:17.218857] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:17.502310] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:17.801972] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:14:18.099950] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:18.100154] [INFO ] [CONFIGURE ] ASH: DISCARDED add_range_position (score: 50.00%) [2025-11-21T05:14:18.100214] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17730 tests [2025-11-21T05:14:18.100264] [INFO ] [CONFIGURE ] ASH: Testing feature 22/29: add_realized_volatility [2025-11-21T05:14:18.100309] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_realized_volatility'] [2025-11-21T05:14:18.469432] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:14:18.830952] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:19.192090] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:19.564981] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:14:19.927392] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:20.312161] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:14:20.696635] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:21.064563] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:14:21.432119] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:21.798540] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:21.798772] [INFO ] [CONFIGURE ] ASH: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:14:21.798832] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17729 tests [2025-11-21T05:14:21.798905] [INFO ] [CONFIGURE ] ASH: Testing feature 23/29: add_recent_range_context [2025-11-21T05:14:21.798996] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_recent_range_context'] [2025-11-21T05:14:22.061277] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:22.339549] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:22.613302] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:22.876512] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:23.134745] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:23.394311] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:23.667820] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:23.941741] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:24.205581] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:24.479333] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:24.479549] [INFO ] [CONFIGURE ] ASH: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:14:24.479745] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17728 tests [2025-11-21T05:14:24.479802] [INFO ] [CONFIGURE ] ASH: Testing feature 24/29: add_rsi [2025-11-21T05:14:24.479847] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_rsi'] [2025-11-21T05:14:24.745681] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:25.014125] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:25.283328] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:25.551713] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:25.822824] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:26.091729] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:14:26.361906] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:26.638288] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:26.910713] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:27.182193] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:27.182381] [INFO ] [CONFIGURE ] ASH: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:14:27.182454] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17727 tests [2025-11-21T05:14:27.182505] [INFO ] [CONFIGURE ] ASH: Testing feature 25/29: add_tick_distribution [2025-11-21T05:14:27.182547] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_tick_distribution'] [2025-11-21T05:14:27.442194] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:27.702995] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:27.964786] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:28.227952] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:28.503665] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:28.761429] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:29.019152] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:29.286758] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:29.557217] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:29.833158] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:29.833426] [INFO ] [CONFIGURE ] ASH: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T05:14:29.833514] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17726 tests [2025-11-21T05:14:29.833571] [INFO ] [CONFIGURE ] ASH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:14:29.833620] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T05:14:30.186548] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:14:30.487014] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:30.734846] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:30.980890] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:31.224696] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:14:31.485283] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:14:31.755270] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:32.007769] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:32.263158] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:32.524160] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:32.524343] [INFO ] [CONFIGURE ] ASH: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T05:14:32.524399] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17725 tests [2025-11-21T05:14:32.524471] [INFO ] [CONFIGURE ] ASH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:14:32.524517] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T05:14:32.797352] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:33.055239] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:33.315457] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:33.577248] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:33.846998] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:34.128666] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:14:34.402503] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:34.708901] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:14:34.995144] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:35.278882] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:35.279062] [INFO ] [CONFIGURE ] ASH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:14:35.279119] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17724 tests [2025-11-21T05:14:35.279165] [INFO ] [CONFIGURE ] ASH: Testing feature 28/29: add_volume_profile [2025-11-21T05:14:35.279207] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_volume_profile'] [2025-11-21T05:14:35.547154] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:35.812456] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:36.083355] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:36.350888] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:36.626345] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:36.895093] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:14:37.169825] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:37.447502] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:14:37.714626] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:14:37.987216] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:37.987394] [INFO ] [CONFIGURE ] ASH: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:14:37.987450] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17723 tests [2025-11-21T05:14:37.987498] [INFO ] [CONFIGURE ] ASH: Testing feature 29/29: add_vwap [2025-11-21T05:14:37.987540] [INFO ] [CONFIGURE ] ASH: Testing with features: ['add_ema', 'add_mfi', 'add_vwap'] [2025-11-21T05:14:38.242890] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:14:38.498057] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:14:38.755438] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:39.017185] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:39.280358] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:14:39.571705] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:39.847032] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:40.115715] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:14:40.380480] [DEBUG] [FORECASTER] ASH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:14:40.659938] [DEBUG] [FORECASTER] ASH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:14:40.660146] [INFO ] [CONFIGURE ] ASH: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:14:40.660209] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17722 tests [2025-11-21T05:14:40.660261] [INFO ] [CONFIGURE ] ASH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:14:40.660305] [INFO ] [CONFIGURE ] ASH: Best accuracy: 80.00% [2025-11-21T05:14:40.660347] [INFO ] [CONFIGURE ] ASH: Best feature set (2 features): ['add_ema', 'add_mfi'] [2025-11-21T05:14:40.660387] [INFO ] [CONFIGURE ] ASH: Improvement over baseline: 20.00% [2025-11-21T05:14:40.660427] [INFO ] [CONFIGURE ] ASH: Total time: 1.3 minutes [2025-11-21T05:14:40.660467] [INFO ] [CONFIGURE ] ASH: Average time per feature: 2.7 seconds [2025-11-21T05:14:40.660507] [INFO ] [CONFIGURE ] ASH: Average speed: 0.37 features/sec [2025-11-21T05:14:40.661284] [INFO ] [LOCAL ] Saved configuration for ASH: 2 features, 80.00% accuracy -> ./output/feature-sets/ASH.json [2025-11-21T05:14:40.661348] [INFO ] [CONFIGURE ] ASH: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T05:14:40.661401] [INFO ] [sig ] [113/723] Successfully configured ASH | 0.01 sym/s | Total: 2.7h | ETA: 14.5h [2025-11-21T05:14:40.661449] [INFO ] [sig ] [114/723] Configuring ASIX... [2025-11-21T05:14:40.661492] [INFO ] [CONFIGURE ] ASIX: Configurate test run. [2025-11-21T05:14:40.661536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-11-21T05:14:40.766118] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASIX'. [2025-11-21T05:14:40.766436] [INFO ] [CONFIGURE ] ASIX: Testing with 29 available features [2025-11-21T05:14:40.766497] [INFO ] [CONFIGURE ] ASIX: Establishing baseline with no features... [2025-11-21T05:14:40.955726] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:14:41.143555] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:14:41.353111] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:14:41.539475] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:41.732977] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:41.926184] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:42.119269] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:42.310485] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:42.507758] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:14:42.702381] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:14:42.702573] [INFO ] [CONFIGURE ] ASIX: Baseline score (no features): 30.00% [2025-11-21T05:14:42.702796] [INFO ] [CONFIGURE ] ASIX: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:14:42.702879] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:14:42.946882] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:14:43.167124] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:14:43.387048] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:43.613329] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:43.841415] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:14:44.061972] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:44.282315] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:44.507043] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:44.732408] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:14:44.958344] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:14:44.958529] [INFO ] [CONFIGURE ] ASIX: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T05:14:44.958578] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17721 tests [2025-11-21T05:14:44.958617] [INFO ] [CONFIGURE ] ASIX: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:14:44.958676] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:14:45.222155] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:14:45.450803] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:14:45.679209] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:45.909754] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:46.145354] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:14:46.383250] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:46.623397] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:46.877292] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:47.122983] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:14:47.369545] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:14:47.369758] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T05:14:47.369879] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17720 tests [2025-11-21T05:14:47.369930] [INFO ] [CONFIGURE ] ASIX: Testing feature 3/29: add_daily_returns [2025-11-21T05:14:47.369970] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:14:47.581014] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:14:47.792221] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:14:48.012245] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:48.229628] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:48.445256] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:14:48.662083] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:48.885364] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:49.113588] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:49.334427] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:14:49.562150] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:14:49.562326] [INFO ] [CONFIGURE ] ASIX: KEPT add_daily_returns (score: 70.00%) [2025-11-21T05:14:49.562391] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17719 tests [2025-11-21T05:14:49.562453] [INFO ] [CONFIGURE ] ASIX: Testing feature 4/29: add_ema [2025-11-21T05:14:49.562491] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T05:14:49.824567] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:14:50.085140] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:14:50.341549] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:50.601912] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:14:50.875222] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:14:51.153327] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:51.429202] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:14:51.715185] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:51.999919] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:14:52.278055] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:14:52.278276] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_ema (score: 70.00%) [2025-11-21T05:14:52.278334] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17718 tests [2025-11-21T05:14:52.278419] [INFO ] [CONFIGURE ] ASIX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:14:52.278467] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:14:52.542631] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:14:52.804958] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:14:53.070144] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:53.332454] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:53.602169] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:14:53.867880] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:54.137723] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:54.401176] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:54.689938] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:14:54.972384] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:14:54.972567] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T05:14:54.972636] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17717 tests [2025-11-21T05:14:54.972705] [INFO ] [CONFIGURE ] ASIX: Testing feature 6/29: add_failed_moves [2025-11-21T05:14:54.972749] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T05:14:55.200665] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:14:55.432212] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:14:55.660476] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:55.890077] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:56.116886] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:14:56.343929] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:56.569573] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:56.797635] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:57.031808] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:14:57.259730] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:14:57.259925] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:14:57.260117] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17716 tests [2025-11-21T05:14:57.260206] [INFO ] [CONFIGURE ] ASIX: Testing feature 7/29: add_lag_shelf [2025-11-21T05:14:57.260262] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T05:14:57.474443] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:14:57.689125] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:14:57.908131] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:14:58.183235] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:14:58.408397] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:14:58.633079] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:14:58.856582] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:14:59.073335] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:14:59.292250] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:14:59.520167] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:14:59.520365] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:14:59.520425] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17715 tests [2025-11-21T05:14:59.520476] [INFO ] [CONFIGURE ] ASIX: Testing feature 8/29: add_macd [2025-11-21T05:14:59.520523] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T05:14:59.822199] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:00.128579] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:01.137443] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:01.467477] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:15:01.791404] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:02.105239] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:02.421749] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:02.763630] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:03.113992] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:15:03.460966] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:15:03.461166] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_macd (score: 40.00%) [2025-11-21T05:15:03.461226] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17714 tests [2025-11-21T05:15:03.461267] [INFO ] [CONFIGURE ] ASIX: Testing feature 9/29: add_mfi [2025-11-21T05:15:03.461311] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T05:15:03.719728] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:03.977881] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:04.236084] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:04.491605] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:04.751025] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:05.001497] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:05.263382] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:05.519995] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:05.775209] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:15:06.039332] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:06.039540] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:15:06.039604] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17713 tests [2025-11-21T05:15:06.039677] [INFO ] [CONFIGURE ] ASIX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:15:06.039720] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:15:06.389804] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:06.740177] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:07.077478] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:07.435252] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:07.788225] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:08.136574] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:15:08.478999] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:08.823139] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:09.178042] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:15:09.526439] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:09.526626] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T05:15:09.526702] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17712 tests [2025-11-21T05:15:09.526753] [INFO ] [CONFIGURE ] ASIX: Testing feature 11/29: add_obv_daily [2025-11-21T05:15:09.526796] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T05:15:09.787512] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:10.058867] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:10.321592] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:10.582365] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:10.845231] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:11.107556] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:11.375586] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:11.638820] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:11.900201] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:12.163002] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:12.163255] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:15:12.163308] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17711 tests [2025-11-21T05:15:12.163349] [INFO ] [CONFIGURE ] ASIX: Testing feature 12/29: add_obv_interval [2025-11-21T05:15:12.163385] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T05:15:12.402422] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:12.619376] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:12.845884] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:13.065745] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:15:13.311446] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:13.532566] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:13.769510] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:15:13.996797] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:14.232210] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:15:14.465589] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:14.465844] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T05:15:14.465903] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17710 tests [2025-11-21T05:15:14.465944] [INFO ] [CONFIGURE ] ASIX: Testing feature 13/29: add_opening_strength [2025-11-21T05:15:14.465981] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:15:14.714286] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:14.948144] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:15.184179] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:15.438540] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:15.694978] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:15.945774] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:16.184740] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:16.420319] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:16.651158] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:16.881612] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:16.881796] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T05:15:16.881844] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17709 tests [2025-11-21T05:15:16.881886] [INFO ] [CONFIGURE ] ASIX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:15:16.881934] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T05:15:17.119893] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:17.362613] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:17.604985] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:17.850143] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:15:18.092902] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:18.337046] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:18.578704] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:18.819253] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:19.064420] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:19.307918] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:15:19.308087] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:15:19.308142] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17708 tests [2025-11-21T05:15:19.308189] [INFO ] [CONFIGURE ] ASIX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:15:19.308231] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T05:15:19.529228] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:19.763841] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:19.995860] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:20.228144] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:20.445478] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:20.660951] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:20.882406] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:21.103458] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:21.318201] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:21.533748] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:15:21.534060] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:15:21.534163] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17707 tests [2025-11-21T05:15:21.534242] [INFO ] [CONFIGURE ] ASIX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:15:21.534322] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T05:15:21.776500] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:22.056674] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:22.330116] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:22.591961] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:22.855400] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:23.109580] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:23.359800] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:23.613672] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:23.864154] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:24.117906] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:24.118161] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:15:24.118365] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17706 tests [2025-11-21T05:15:24.118431] [INFO ] [CONFIGURE ] ASIX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:15:24.118480] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T05:15:24.383170] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:24.657539] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:24.925588] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:25.180271] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:25.431167] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:25.681670] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:25.942565] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:15:26.201868] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:26.469271] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:26.741676] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:26.741859] [INFO ] [CONFIGURE ] ASIX: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-21T05:15:26.741940] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17705 tests [2025-11-21T05:15:26.742058] [INFO ] [CONFIGURE ] ASIX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:15:26.742108] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T05:15:27.010940] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:27.278891] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:27.549118] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:27.815511] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:15:28.078752] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:28.344616] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:28.618241] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:28.884497] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:29.147668] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:29.419561] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:29.419826] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:15:29.419915] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17704 tests [2025-11-21T05:15:29.419963] [INFO ] [CONFIGURE ] ASIX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:15:29.420008] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T05:15:29.703692] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:29.965722] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:30.229091] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:30.503664] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:30.766124] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:31.026851] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:31.291012] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:31.545332] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:31.805488] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:32.065136] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:32.065301] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:15:32.065355] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17703 tests [2025-11-21T05:15:32.065445] [INFO ] [CONFIGURE ] ASIX: Testing feature 20/29: add_price_rejection [2025-11-21T05:15:32.065492] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T05:15:32.347424] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:32.624816] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:32.903092] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:33.186504] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:33.486547] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:33.761891] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:34.038798] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:34.318998] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:34.605823] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:34.889985] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:34.890161] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T05:15:34.890219] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17702 tests [2025-11-21T05:15:34.890268] [INFO ] [CONFIGURE ] ASIX: Testing feature 21/29: add_range_position [2025-11-21T05:15:34.890313] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T05:15:35.188944] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:35.483328] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:35.788953] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:36.080968] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:36.377202] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:15:36.669230] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:15:36.964422] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:37.263639] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:37.560860] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:37.877747] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:37.877995] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_range_position (score: 70.00%) [2025-11-21T05:15:37.878085] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17701 tests [2025-11-21T05:15:37.878209] [INFO ] [CONFIGURE ] ASIX: Testing feature 22/29: add_realized_volatility [2025-11-21T05:15:37.878287] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T05:15:38.395908] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:38.844781] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:39.215383] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:39.587143] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:39.950889] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:40.313132] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:40.684739] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:15:41.062372] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:41.418405] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:41.785181] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:15:41.785431] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T05:15:41.785530] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17700 tests [2025-11-21T05:15:41.785675] [INFO ] [CONFIGURE ] ASIX: Testing feature 23/29: add_recent_range_context [2025-11-21T05:15:41.785724] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T05:15:42.046699] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:42.309705] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:42.572698] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:42.838414] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:43.098829] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:43.358764] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:43.627282] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:43.887841] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:44.150269] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:44.414773] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:44.414976] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:15:44.415037] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17699 tests [2025-11-21T05:15:44.415088] [INFO ] [CONFIGURE ] ASIX: Testing feature 24/29: add_rsi [2025-11-21T05:15:44.415136] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T05:15:44.744355] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:45.047789] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:45.346368] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:45.652624] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:45.961305] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:46.263560] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:46.577694] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:15:46.886132] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:15:47.195370] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:15:47.508668] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:47.508850] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:15:47.508925] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17698 tests [2025-11-21T05:15:47.508979] [INFO ] [CONFIGURE ] ASIX: Testing feature 25/29: add_tick_distribution [2025-11-21T05:15:47.509027] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T05:15:47.764335] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:48.020900] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:48.275441] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:48.528709] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:48.783432] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:49.059147] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:49.319364] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:15:49.578301] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:49.872567] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:50.150900] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:50.151097] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T05:15:50.151153] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17697 tests [2025-11-21T05:15:50.151200] [INFO ] [CONFIGURE ] ASIX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:15:50.151242] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T05:15:50.428834] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:50.711576] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:50.998438] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:15:51.295583] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:51.579868] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:51.846404] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:52.116702] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:15:52.382405] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:52.654288] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:52.950575] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:52.950797] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T05:15:52.950857] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17696 tests [2025-11-21T05:15:52.950905] [INFO ] [CONFIGURE ] ASIX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:15:52.950984] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T05:15:53.259314] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:53.561772] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:53.877046] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:54.200768] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:54.484587] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:54.778217] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:55.065222] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:15:55.353407] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:55.641601] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:55.934091] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:15:55.934287] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T05:15:55.934401] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17695 tests [2025-11-21T05:15:55.934454] [INFO ] [CONFIGURE ] ASIX: Testing feature 28/29: add_volume_profile [2025-11-21T05:15:55.934500] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T05:15:56.199538] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:56.464633] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:56.728287] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:56.990742] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:15:57.261070] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:15:57.537372] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:15:57.809143] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:15:58.087819] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:15:58.371857] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:15:58.642769] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:15:58.642977] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T05:15:58.643057] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17694 tests [2025-11-21T05:15:58.643106] [INFO ] [CONFIGURE ] ASIX: Testing feature 29/29: add_vwap [2025-11-21T05:15:58.643150] [INFO ] [CONFIGURE ] ASIX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T05:15:58.906516] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:15:59.172963] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:15:59.436828] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:15:59.715326] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:16:00.013750] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:16:00.360591] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:16:01.334498] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:16:01.644359] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:01.964625] [DEBUG] [FORECASTER] ASIX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:16:02.324375] [DEBUG] [FORECASTER] ASIX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:02.324701] [INFO ] [CONFIGURE ] ASIX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T05:16:02.324796] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17693 tests [2025-11-21T05:16:02.324877] [INFO ] [CONFIGURE ] ASIX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:16:02.324951] [INFO ] [CONFIGURE ] ASIX: Best accuracy: 80.00% [2025-11-21T05:16:02.325035] [INFO ] [CONFIGURE ] ASIX: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T05:16:02.325098] [INFO ] [CONFIGURE ] ASIX: Improvement over baseline: 50.00% [2025-11-21T05:16:02.325155] [INFO ] [CONFIGURE ] ASIX: Total time: 1.3 minutes [2025-11-21T05:16:02.325213] [INFO ] [CONFIGURE ] ASIX: Average time per feature: 2.7 seconds [2025-11-21T05:16:02.325270] [INFO ] [CONFIGURE ] ASIX: Average speed: 0.36 features/sec [2025-11-21T05:16:02.325778] [INFO ] [LOCAL ] Saved configuration for ASIX: 3 features, 80.00% accuracy -> ./output/feature-sets/ASIX.json [2025-11-21T05:16:02.325858] [INFO ] [CONFIGURE ] ASIX: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T05:16:02.325931] [INFO ] [sig ] [114/723] Successfully configured ASIX | 0.01 sym/s | Total: 2.7h | ETA: 14.4h [2025-11-21T05:16:02.325999] [INFO ] [sig ] [115/723] Configuring ASPN... [2025-11-21T05:16:02.326061] [INFO ] [CONFIGURE ] ASPN: Configurate test run. [2025-11-21T05:16:02.326121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-11-21T05:16:02.377206] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASPN'. [2025-11-21T05:16:02.378045] [INFO ] [CONFIGURE ] ASPN: Testing with 29 available features [2025-11-21T05:16:02.378135] [INFO ] [CONFIGURE ] ASPN: Establishing baseline with no features... [2025-11-21T05:16:02.591547] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:02.779529] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:02.955074] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:03.132483] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:03.301964] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:03.467413] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:16:03.651509] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:03.826421] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:03.995705] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:04.170163] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:04.170334] [INFO ] [CONFIGURE ] ASPN: Baseline score (no features): 40.00% [2025-11-21T05:16:04.170380] [INFO ] [CONFIGURE ] ASPN: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:16:04.170417] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:16:04.377724] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:04.581145] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:04.801901] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:05.010955] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:05.219332] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:05.428134] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:05.635974] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:05.843301] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:06.058435] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:06.267463] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:06.267681] [INFO ] [CONFIGURE ] ASPN: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T05:16:06.267759] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17692 tests [2025-11-21T05:16:06.267818] [INFO ] [CONFIGURE ] ASPN: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:16:06.267971] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:16:06.501313] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:06.738479] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:06.996156] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:07.245407] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:07.496889] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:07.751203] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:16:08.001799] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:08.248133] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:08.497419] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:08.743318] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:08.743505] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T05:16:08.743580] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17691 tests [2025-11-21T05:16:08.743628] [INFO ] [CONFIGURE ] ASPN: Testing feature 3/29: add_daily_returns [2025-11-21T05:16:08.743696] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:16:08.960015] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:16:09.174721] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:09.392058] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:09.610506] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:09.835267] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:10.058246] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:16:10.277994] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:10.497359] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:10.713504] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:10.928933] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:10.929116] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T05:16:10.929164] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17690 tests [2025-11-21T05:16:10.929202] [INFO ] [CONFIGURE ] ASPN: Testing feature 4/29: add_ema [2025-11-21T05:16:10.929237] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:16:11.175087] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:11.422990] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:11.672622] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:11.922060] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:12.173595] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:12.419868] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:12.671365] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:12.918690] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:13.164621] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:13.415140] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:13.415403] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_ema (score: 50.00%) [2025-11-21T05:16:13.415467] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17689 tests [2025-11-21T05:16:13.415516] [INFO ] [CONFIGURE ] ASPN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:16:13.415562] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:16:13.666388] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:13.917810] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:14.171539] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:14.426467] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:14.683394] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:14.937782] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:16:15.190595] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:15.445079] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:15.699461] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:15.957183] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:15.957387] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:16:15.957445] [INFO ] [CONFIGURE ] JOB ETA: 14.3h | Avg: 2.9s/test | Remaining: 17688 tests [2025-11-21T05:16:15.957495] [INFO ] [CONFIGURE ] ASPN: Testing feature 6/29: add_failed_moves [2025-11-21T05:16:15.957539] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:16:16.174064] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:16.405018] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:16.618335] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:16.827759] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:17.037245] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:17.251137] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:17.475025] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:17.688624] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:17.904791] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:18.118362] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:18.118535] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:16:18.118583] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17687 tests [2025-11-21T05:16:18.118621] [INFO ] [CONFIGURE ] ASPN: Testing feature 7/29: add_lag_shelf [2025-11-21T05:16:18.118677] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:16:18.330010] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:18.535172] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:18.743408] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:18.949075] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:19.155842] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:19.367499] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:16:19.581893] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:19.803154] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:20.021530] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:20.240988] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:20.241197] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T05:16:20.241254] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17686 tests [2025-11-21T05:16:20.241293] [INFO ] [CONFIGURE ] ASPN: Testing feature 8/29: add_macd [2025-11-21T05:16:20.241329] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:16:20.550986] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:16:20.902670] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:21.227546] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:21.538910] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:21.867727] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:22.206439] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:22.533852] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:22.882070] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:23.227720] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:16:23.570619] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:23.570850] [INFO ] [CONFIGURE ] ASPN: KEPT add_macd (score: 60.00%) [2025-11-21T05:16:23.570911] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17685 tests [2025-11-21T05:16:23.570989] [INFO ] [CONFIGURE ] ASPN: Testing feature 9/29: add_mfi [2025-11-21T05:16:23.571036] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T05:16:23.881526] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:16:24.186169] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:24.491897] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:24.803731] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:25.162050] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:25.591506] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:25.945040] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:26.338759] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:26.663036] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:26.974269] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:26.974462] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T05:16:26.974542] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17684 tests [2025-11-21T05:16:26.974667] [INFO ] [CONFIGURE ] ASPN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:16:26.974715] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:16:27.344302] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:27.715042] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:28.087170] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:28.477314] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:28.860695] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:29.246126] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:29.630816] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:30.022397] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:30.417247] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:30.800334] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:30.800552] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:16:30.800615] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17683 tests [2025-11-21T05:16:30.800685] [INFO ] [CONFIGURE ] ASPN: Testing feature 11/29: add_obv_daily [2025-11-21T05:16:30.800733] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T05:16:31.122146] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:31.442844] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:31.771382] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:32.098610] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:32.433096] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:32.770779] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:33.123269] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:33.473946] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:33.828449] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:34.183414] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:34.183623] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:16:34.183733] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17682 tests [2025-11-21T05:16:34.183871] [INFO ] [CONFIGURE ] ASPN: Testing feature 12/29: add_obv_interval [2025-11-21T05:16:34.183922] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T05:16:34.511494] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:34.830141] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:35.157837] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:35.500304] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:35.838964] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:36.172708] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:36.504283] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:36.831301] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:37.164599] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:37.498268] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:37.498456] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T05:16:37.498514] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17681 tests [2025-11-21T05:16:37.498634] [INFO ] [CONFIGURE ] ASPN: Testing feature 13/29: add_opening_strength [2025-11-21T05:16:37.498717] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:16:37.854716] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:16:38.219461] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:38.562793] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:38.916170] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:39.265365] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:39.635244] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:40.008026] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:40.366002] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:40.731493] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:41.093409] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:41.093601] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:16:41.093696] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17680 tests [2025-11-21T05:16:41.093748] [INFO ] [CONFIGURE ] ASPN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:16:41.093873] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T05:16:41.443164] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:16:41.800101] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:42.149595] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:42.495532] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:42.844262] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:43.188711] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:43.534006] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:43.879964] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:44.230422] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:44.583580] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:44.583796] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:16:44.583875] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17679 tests [2025-11-21T05:16:44.583965] [INFO ] [CONFIGURE ] ASPN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:16:44.584013] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T05:16:44.912018] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:16:45.238827] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:45.572381] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:45.913213] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:16:46.238964] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:46.567090] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:46.894686] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:47.226877] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:47.561481] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:47.915159] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:47.915354] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T05:16:47.915414] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17678 tests [2025-11-21T05:16:47.915485] [INFO ] [CONFIGURE ] ASPN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:16:47.915537] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T05:16:48.237742] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:48.535596] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:48.838184] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:49.145028] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:49.451306] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:49.768991] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:50.087315] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:50.383405] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:50.675903] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:50.968689] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:50.968888] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:16:50.968951] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17677 tests [2025-11-21T05:16:50.969062] [INFO ] [CONFIGURE ] ASPN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:16:50.969109] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T05:16:51.278911] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:16:51.589359] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:51.904962] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:52.226287] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:52.554174] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:52.887964] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:16:53.222924] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:53.576403] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:53.907982] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:16:54.248994] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:54.249184] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T05:16:54.249266] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17676 tests [2025-11-21T05:16:54.249315] [INFO ] [CONFIGURE ] ASPN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:16:54.249360] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T05:16:54.566880] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:54.882455] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:55.190042] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:55.499051] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:55.810756] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:56.114167] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:56.422389] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:16:56.740187] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:16:57.065145] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:16:57.383136] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:16:57.383329] [INFO ] [CONFIGURE ] ASPN: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:16:57.383387] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17675 tests [2025-11-21T05:16:57.383434] [INFO ] [CONFIGURE ] ASPN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:16:57.383511] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T05:16:57.702014] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:16:58.025226] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:16:58.348135] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:16:58.683406] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:16:59.031478] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:16:59.363250] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:16:59.690450] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:00.031815] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:00.440225] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:01.252732] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:01.252963] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:17:01.253021] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17674 tests [2025-11-21T05:17:01.253105] [INFO ] [CONFIGURE ] ASPN: Testing feature 20/29: add_price_rejection [2025-11-21T05:17:01.253159] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T05:17:01.606249] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:01.938552] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:02.264725] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:02.607709] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:02.953549] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:03.300938] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:17:03.666761] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:04.028847] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:04.394317] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:04.755083] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:04.755250] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:17:04.755307] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17673 tests [2025-11-21T05:17:04.755354] [INFO ] [CONFIGURE ] ASPN: Testing feature 21/29: add_range_position [2025-11-21T05:17:04.755389] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T05:17:05.132497] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:05.519995] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:05.899515] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:06.308775] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:06.685081] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:07.041488] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:17:07.405285] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:07.755230] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:08.116528] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:08.473913] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:08.474120] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:17:08.474181] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17672 tests [2025-11-21T05:17:08.474220] [INFO ] [CONFIGURE ] ASPN: Testing feature 22/29: add_realized_volatility [2025-11-21T05:17:08.474267] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T05:17:08.907351] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:09.342633] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:09.773195] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:10.226932] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:10.663503] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:11.104546] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:17:11.536038] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:11.983445] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:12.436754] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:17:12.904723] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:12.904979] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T05:17:12.905043] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17671 tests [2025-11-21T05:17:12.905096] [INFO ] [CONFIGURE ] ASPN: Testing feature 23/29: add_recent_range_context [2025-11-21T05:17:12.905142] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T05:17:13.258207] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:13.629886] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:13.980446] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:14.333053] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:17:14.673298] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:15.027882] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:17:15.371836] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:15.728394] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:16.067518] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:16.409933] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:17:16.410136] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:17:16.410193] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17670 tests [2025-11-21T05:17:16.410242] [INFO ] [CONFIGURE ] ASPN: Testing feature 24/29: add_rsi [2025-11-21T05:17:16.410288] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T05:17:16.781260] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:17.155735] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:17.526232] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:17.905956] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:18.263107] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:18.654784] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:17:19.087756] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:19.442288] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:19.793109] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:20.185786] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:17:20.185995] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:17:20.186056] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17669 tests [2025-11-21T05:17:20.186127] [INFO ] [CONFIGURE ] ASPN: Testing feature 25/29: add_tick_distribution [2025-11-21T05:17:20.186174] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T05:17:20.496837] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:20.807561] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:21.138476] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:21.489686] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:21.821998] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:22.176141] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:17:22.521911] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:22.856833] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:23.194753] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:23.538936] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:23.539143] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:17:23.539204] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17668 tests [2025-11-21T05:17:23.539254] [INFO ] [CONFIGURE ] ASPN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:17:23.539301] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T05:17:23.881838] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:24.216367] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:24.548733] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:24.888192] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:25.236700] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:25.579988] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:17:25.925148] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:26.271095] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:26.625253] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:26.975181] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:17:26.975378] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T05:17:26.975435] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17667 tests [2025-11-21T05:17:26.975485] [INFO ] [CONFIGURE ] ASPN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:17:26.975529] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T05:17:27.326286] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:27.672845] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:28.028602] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:28.379818] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:28.731157] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:29.092581] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:17:29.443399] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:29.795677] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:17:30.155347] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:30.523013] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:30.523196] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:17:30.523258] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17666 tests [2025-11-21T05:17:30.523306] [INFO ] [CONFIGURE ] ASPN: Testing feature 28/29: add_volume_profile [2025-11-21T05:17:30.523352] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T05:17:30.865773] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:31.209151] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:31.556808] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:31.916366] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:32.270497] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:17:32.630205] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:17:32.988695] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:17:33.344478] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:33.695219] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:17:34.051875] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:34.052058] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T05:17:34.052116] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17665 tests [2025-11-21T05:17:34.052166] [INFO ] [CONFIGURE ] ASPN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:17:34.052210] [INFO ] [CONFIGURE ] ASPN: Best accuracy: 70.00% [2025-11-21T05:17:34.052254] [INFO ] [CONFIGURE ] ASPN: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T05:17:34.052295] [INFO ] [CONFIGURE ] ASPN: Improvement over baseline: 30.00% [2025-11-21T05:17:34.052335] [INFO ] [CONFIGURE ] ASPN: Total time: 1.5 minutes [2025-11-21T05:17:34.052373] [INFO ] [CONFIGURE ] ASPN: Average time per feature: 3.2 seconds [2025-11-21T05:17:34.052412] [INFO ] [CONFIGURE ] ASPN: Average speed: 0.32 features/sec [2025-11-21T05:17:34.052856] [INFO ] [LOCAL ] Saved configuration for ASPN: 4 features, 70.00% accuracy -> ./output/feature-sets/ASPN.json [2025-11-21T05:17:34.052916] [INFO ] [CONFIGURE ] ASPN: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T05:17:34.052968] [INFO ] [sig ] [115/723] Successfully configured ASPN | 0.01 sym/s | Total: 2.7h | ETA: 14.4h [2025-11-21T05:17:34.053014] [INFO ] [sig ] [116/723] Configuring ASX... [2025-11-21T05:17:34.053057] [INFO ] [CONFIGURE ] ASX: Configurate test run. [2025-11-21T05:17:34.053100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'. [2025-11-21T05:17:34.159852] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASX'. [2025-11-21T05:17:34.160473] [INFO ] [CONFIGURE ] ASX: Testing with 29 available features [2025-11-21T05:17:34.160570] [INFO ] [CONFIGURE ] ASX: Establishing baseline with no features... [2025-11-21T05:17:34.361574] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:34.567636] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:17:34.767106] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:34.970848] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:17:35.172389] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:35.368940] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:17:35.572029] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:35.768991] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:35.985752] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:17:36.181933] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:36.182147] [INFO ] [CONFIGURE ] ASX: Baseline score (no features): 20.00% [2025-11-21T05:17:36.182198] [INFO ] [CONFIGURE ] ASX: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:17:36.182238] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:17:36.416893] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:36.644482] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:17:36.875576] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:37.109335] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:17:37.344841] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:37.583795] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:17:37.822945] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:38.064827] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:38.303184] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:17:38.550075] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:38.550433] [INFO ] [CONFIGURE ] ASX: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T05:17:38.550509] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17664 tests [2025-11-21T05:17:38.550570] [INFO ] [CONFIGURE ] ASX: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:17:38.550615] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:17:38.791510] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:39.017758] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:39.242563] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:39.487200] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:39.723014] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:39.957931] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:17:40.191452] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:40.417242] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:40.648983] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:17:40.877319] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:40.877518] [INFO ] [CONFIGURE ] ASX: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T05:17:40.877566] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17663 tests [2025-11-21T05:17:40.877603] [INFO ] [CONFIGURE ] ASX: Testing feature 3/29: add_daily_returns [2025-11-21T05:17:40.877638] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:17:41.111703] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:41.345442] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:41.585639] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:41.825577] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:42.068240] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:42.313142] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:17:42.579357] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:42.829667] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:43.078459] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:17:43.328508] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:43.328778] [INFO ] [CONFIGURE ] ASX: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T05:17:43.329015] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17662 tests [2025-11-21T05:17:43.329113] [INFO ] [CONFIGURE ] ASX: Testing feature 4/29: add_ema [2025-11-21T05:17:43.329197] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T05:17:43.615060] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:43.902733] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:44.193107] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:44.477118] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:44.766691] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:45.062804] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:17:45.348859] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:45.643579] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:45.940437] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:17:46.241472] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:46.241702] [INFO ] [CONFIGURE ] ASX: DISCARDED add_ema (score: 40.00%) [2025-11-21T05:17:46.241768] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17661 tests [2025-11-21T05:17:46.241809] [INFO ] [CONFIGURE ] ASX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:17:46.241869] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:17:46.524988] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:46.806541] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:47.081231] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:47.356958] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:17:47.631763] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:47.915066] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:17:48.192445] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:48.472131] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:48.748802] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:17:49.022163] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:49.022356] [INFO ] [CONFIGURE ] ASX: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T05:17:49.022416] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17660 tests [2025-11-21T05:17:49.022465] [INFO ] [CONFIGURE ] ASX: Testing feature 6/29: add_failed_moves [2025-11-21T05:17:49.022509] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T05:17:49.259584] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:49.494928] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:49.732704] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:49.977579] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:50.219016] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:50.459050] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:17:50.699360] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:50.943679] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:51.183477] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:17:51.443513] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:51.443732] [INFO ] [CONFIGURE ] ASX: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T05:17:51.443792] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17659 tests [2025-11-21T05:17:51.443840] [INFO ] [CONFIGURE ] ASX: Testing feature 7/29: add_lag_shelf [2025-11-21T05:17:51.443885] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T05:17:51.684758] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:17:51.921452] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:52.155019] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:52.379006] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:52.606921] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:52.805900] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:17:53.013254] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:53.219263] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:53.420875] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:17:53.623792] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:53.623964] [INFO ] [CONFIGURE ] ASX: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T05:17:53.624015] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17658 tests [2025-11-21T05:17:53.624109] [INFO ] [CONFIGURE ] ASX: Testing feature 8/29: add_macd [2025-11-21T05:17:53.624150] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T05:17:53.920974] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:54.213671] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:54.502347] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:54.798554] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:55.129611] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:55.448867] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:17:55.779624] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:56.121490] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:56.451376] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:17:56.778933] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:17:56.779129] [INFO ] [CONFIGURE ] ASX: KEPT add_macd (score: 60.00%) [2025-11-21T05:17:56.779190] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17657 tests [2025-11-21T05:17:56.779238] [INFO ] [CONFIGURE ] ASX: Testing feature 9/29: add_mfi [2025-11-21T05:17:56.779281] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T05:17:57.117399] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:17:57.456308] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:17:57.797984] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:17:58.141781] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:17:58.485524] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:17:58.833888] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:17:59.180415] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:17:59.528284] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:17:59.876406] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:00.234123] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:00.234322] [INFO ] [CONFIGURE ] ASX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:18:00.234382] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17656 tests [2025-11-21T05:18:00.234433] [INFO ] [CONFIGURE ] ASX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:18:00.234478] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:18:01.671885] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:02.132309] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:02.573065] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:03.010833] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:18:03.449303] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:03.888369] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:04.338418] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:04.775637] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:05.221761] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:18:05.727791] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:05.728014] [INFO ] [CONFIGURE ] ASX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:18:05.728075] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17655 tests [2025-11-21T05:18:05.728124] [INFO ] [CONFIGURE ] ASX: Testing feature 11/29: add_obv_daily [2025-11-21T05:18:05.728163] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T05:18:06.181826] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:06.567054] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:06.935704] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:07.278553] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:07.639555] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:07.997174] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:18:08.345509] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:08.699830] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:09.052517] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:09.398763] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:09.398956] [INFO ] [CONFIGURE ] ASX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T05:18:09.399013] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17654 tests [2025-11-21T05:18:09.399060] [INFO ] [CONFIGURE ] ASX: Testing feature 12/29: add_obv_interval [2025-11-21T05:18:09.399100] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T05:18:09.715834] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:10.052468] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:10.380474] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:10.694640] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:11.021698] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:11.340219] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:11.663458] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:11.994637] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:12.320337] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:12.649562] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:12.649786] [INFO ] [CONFIGURE ] ASX: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T05:18:12.649850] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17653 tests [2025-11-21T05:18:12.649901] [INFO ] [CONFIGURE ] ASX: Testing feature 13/29: add_opening_strength [2025-11-21T05:18:12.649943] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:18:13.022206] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:13.405507] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:13.789552] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:14.174776] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:14.554712] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:14.961752] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:15.336395] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:18:15.715615] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:16.090392] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:16.470382] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:16.470588] [INFO ] [CONFIGURE ] ASX: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T05:18:16.470668] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17652 tests [2025-11-21T05:18:16.470722] [INFO ] [CONFIGURE ] ASX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:18:16.470769] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T05:18:16.828370] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:17.190581] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:17.554145] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:17.915125] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:18:18.288107] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:18.643025] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:19.010532] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:18:19.374375] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:19.746209] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:20.124984] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:20.125175] [INFO ] [CONFIGURE ] ASX: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T05:18:20.125234] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17651 tests [2025-11-21T05:18:20.125287] [INFO ] [CONFIGURE ] ASX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:18:20.125328] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T05:18:20.475933] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:18:20.819817] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:21.160289] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:21.500129] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:21.835759] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:22.176699] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:22.516110] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:22.870737] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:23.212704] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:18:23.576226] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:23.576422] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T05:18:23.576483] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17650 tests [2025-11-21T05:18:23.576533] [INFO ] [CONFIGURE ] ASX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:18:23.576569] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T05:18:23.939685] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:18:24.314365] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:24.669759] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:25.040324] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:18:25.391458] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:25.743843] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:26.090611] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:18:26.439707] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:26.775157] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:27.095397] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:27.095579] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T05:18:27.095632] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17649 tests [2025-11-21T05:18:27.095701] [INFO ] [CONFIGURE ] ASX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:18:27.095744] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T05:18:27.448193] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:18:27.776382] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:28.100823] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:28.434129] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:28.762503] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:29.094160] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:29.430538] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:29.765403] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:30.112834] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:30.477791] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:30.477995] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:18:30.478055] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17648 tests [2025-11-21T05:18:30.478094] [INFO ] [CONFIGURE ] ASX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:18:30.478140] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T05:18:30.815843] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:31.154479] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:31.499752] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:31.840366] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:32.182139] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:32.525421] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:32.871238] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:18:33.221269] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:33.550196] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:33.902832] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:33.903041] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T05:18:33.903106] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17647 tests [2025-11-21T05:18:33.903157] [INFO ] [CONFIGURE ] ASX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:18:33.903197] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T05:18:34.260788] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:18:34.606508] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:34.957457] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:35.303016] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:18:35.640521] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:35.976541] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:18:36.319598] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:36.662984] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:36.998405] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:37.347594] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:37.347855] [INFO ] [CONFIGURE ] ASX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T05:18:37.347922] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17646 tests [2025-11-21T05:18:37.347973] [INFO ] [CONFIGURE ] ASX: Testing feature 20/29: add_price_rejection [2025-11-21T05:18:37.348018] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T05:18:37.707084] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:38.067858] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:38.434262] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:38.808936] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:39.160064] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:39.504528] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:39.844911] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:40.211568] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:40.567351] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:40.921872] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:40.922078] [INFO ] [CONFIGURE ] ASX: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T05:18:40.922138] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17645 tests [2025-11-21T05:18:40.922183] [INFO ] [CONFIGURE ] ASX: Testing feature 21/29: add_range_position [2025-11-21T05:18:40.922230] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T05:18:41.287883] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:41.650606] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:42.016279] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:42.381182] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:42.738450] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:43.101449] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:18:43.462941] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:18:43.836378] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:44.200142] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:44.564529] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:44.564747] [INFO ] [CONFIGURE ] ASX: DISCARDED add_range_position (score: 20.00%) [2025-11-21T05:18:44.564807] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17644 tests [2025-11-21T05:18:44.564847] [INFO ] [CONFIGURE ] ASX: Testing feature 22/29: add_realized_volatility [2025-11-21T05:18:44.564890] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T05:18:44.993080] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:18:45.430091] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:45.890418] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:46.339824] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:18:46.771511] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:47.196162] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:47.601391] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:48.046834] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:48.504033] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:48.946224] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:48.946425] [INFO ] [CONFIGURE ] ASX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:18:48.946488] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17643 tests [2025-11-21T05:18:48.946541] [INFO ] [CONFIGURE ] ASX: Testing feature 23/29: add_recent_range_context [2025-11-21T05:18:48.946588] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T05:18:49.296359] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:49.660561] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:50.021082] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:50.371046] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:50.719543] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:51.069446] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:51.405103] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:18:51.757552] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:52.109062] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:52.443045] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:52.443255] [INFO ] [CONFIGURE ] ASX: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T05:18:52.443321] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17642 tests [2025-11-21T05:18:52.443369] [INFO ] [CONFIGURE ] ASX: Testing feature 24/29: add_rsi [2025-11-21T05:18:52.443405] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T05:18:52.822225] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:53.194516] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:53.574341] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:53.970719] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:54.370531] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:54.774319] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:55.171777] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:55.575503] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:55.969522] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:56.358529] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:56.358760] [INFO ] [CONFIGURE ] ASX: DISCARDED add_rsi (score: 40.00%) [2025-11-21T05:18:56.358859] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17641 tests [2025-11-21T05:18:56.358927] [INFO ] [CONFIGURE ] ASX: Testing feature 25/29: add_tick_distribution [2025-11-21T05:18:56.358966] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T05:18:56.688699] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:18:57.018828] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:18:57.343311] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:18:57.669602] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:18:57.999193] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:18:58.331101] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:18:58.680730] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:18:59.011392] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:18:59.353912] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:18:59.698566] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:18:59.698771] [INFO ] [CONFIGURE ] ASX: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T05:18:59.698833] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17640 tests [2025-11-21T05:18:59.698881] [INFO ] [CONFIGURE ] ASX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:18:59.698932] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T05:19:00.035807] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:00.401152] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:01.506700] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:19:02.006589] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:19:02.357735] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:19:02.712210] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:19:03.077284] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:19:03.431741] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:19:03.794185] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:19:04.150881] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:19:04.151088] [INFO ] [CONFIGURE ] ASX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T05:19:04.151150] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17639 tests [2025-11-21T05:19:04.151201] [INFO ] [CONFIGURE ] ASX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:19:04.151248] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T05:19:04.515198] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:19:04.878140] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:05.250421] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:19:05.615570] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:05.986300] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:19:06.364305] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:19:06.743977] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:07.114759] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:19:07.492101] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:19:07.863658] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:19:07.863851] [INFO ] [CONFIGURE ] ASX: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T05:19:07.863918] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17638 tests [2025-11-21T05:19:07.863969] [INFO ] [CONFIGURE ] ASX: Testing feature 28/29: add_volume_profile [2025-11-21T05:19:07.864016] [INFO ] [CONFIGURE ] ASX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T05:19:08.222455] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:08.580415] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:08.934492] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:19:09.283513] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:09.647586] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:19:10.008984] [DEBUG] [FORECASTER] ASX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:19:10.385336] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:10.761123] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:19:11.125093] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:11.493730] [DEBUG] [FORECASTER] ASX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:19:11.493918] [INFO ] [CONFIGURE ] ASX: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T05:19:11.493982] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17637 tests [2025-11-21T05:19:11.494034] [INFO ] [CONFIGURE ] ASX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:19:11.494078] [INFO ] [CONFIGURE ] ASX: Best accuracy: 60.00% [2025-11-21T05:19:11.494123] [INFO ] [CONFIGURE ] ASX: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T05:19:11.494165] [INFO ] [CONFIGURE ] ASX: Improvement over baseline: 40.00% [2025-11-21T05:19:11.494215] [INFO ] [CONFIGURE ] ASX: Total time: 1.6 minutes [2025-11-21T05:19:11.494251] [INFO ] [CONFIGURE ] ASX: Average time per feature: 3.4 seconds [2025-11-21T05:19:11.494294] [INFO ] [CONFIGURE ] ASX: Average speed: 0.30 features/sec [2025-11-21T05:19:11.494660] [INFO ] [LOCAL ] Saved configuration for ASX: 3 features, 60.00% accuracy -> ./output/feature-sets/ASX.json [2025-11-21T05:19:11.494725] [INFO ] [CONFIGURE ] ASX: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T05:19:11.494777] [INFO ] [sig ] [116/723] Successfully configured ASX | 0.01 sym/s | Total: 2.8h | ETA: 14.4h [2025-11-21T05:19:11.494826] [INFO ] [sig ] [117/723] Configuring ATHM... [2025-11-21T05:19:11.494869] [INFO ] [CONFIGURE ] ATHM: Configurate test run. [2025-11-21T05:19:11.494913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-11-21T05:19:11.573894] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATHM'. [2025-11-21T05:19:11.574470] [INFO ] [CONFIGURE ] ATHM: Testing with 29 available features [2025-11-21T05:19:11.574538] [INFO ] [CONFIGURE ] ATHM: Establishing baseline with no features... [2025-11-21T05:19:11.762913] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:19:11.948145] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:19:12.128132] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:12.302101] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:12.477823] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:12.666175] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:12.848345] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:13.032528] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:13.217187] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:13.401434] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:13.401597] [INFO ] [CONFIGURE ] ATHM: Baseline score (no features): 50.00% [2025-11-21T05:19:13.401685] [INFO ] [CONFIGURE ] ATHM: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:19:13.401776] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:19:13.623278] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:13.850740] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:14.089342] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:14.351894] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:14.636016] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:14.866588] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:15.079529] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:15.308238] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:15.535521] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:15.763444] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:15.763628] [INFO ] [CONFIGURE ] ATHM: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T05:19:15.763872] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17636 tests [2025-11-21T05:19:15.763957] [INFO ] [CONFIGURE ] ATHM: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:19:15.764035] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:19:16.021456] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:16.275436] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:16.535925] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:16.800990] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:17.059489] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:17.324056] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:17.586199] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:17.851673] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:18.103879] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:18.364929] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:18.365112] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T05:19:18.365170] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17635 tests [2025-11-21T05:19:18.365209] [INFO ] [CONFIGURE ] ATHM: Testing feature 3/29: add_daily_returns [2025-11-21T05:19:18.365290] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:19:18.600426] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:18.842012] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:19:19.078486] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:19.317488] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:19.561130] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:19.802781] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:20.044449] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:20.290471] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:20.534634] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:20.776535] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:20.776741] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T05:19:20.776822] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17634 tests [2025-11-21T05:19:20.776876] [INFO ] [CONFIGURE ] ATHM: Testing feature 4/29: add_ema [2025-11-21T05:19:20.776977] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:19:21.053002] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:21.324862] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:21.580743] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:21.840531] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:22.099041] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:22.355805] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:22.612521] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:22.871988] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:23.133874] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:23.396770] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:23.397019] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_ema (score: 70.00%) [2025-11-21T05:19:23.397101] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17633 tests [2025-11-21T05:19:23.397154] [INFO ] [CONFIGURE ] ATHM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:19:23.397197] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:19:23.658432] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:23.918073] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:19:24.167988] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:24.423516] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:24.676715] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:24.932385] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:25.190003] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:25.451904] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:25.715748] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:25.970635] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:25.970850] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T05:19:25.970909] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17632 tests [2025-11-21T05:19:25.970957] [INFO ] [CONFIGURE ] ATHM: Testing feature 6/29: add_failed_moves [2025-11-21T05:19:25.970999] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:19:26.187349] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:26.409694] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:26.633570] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:26.847327] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:27.061046] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:27.275826] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:27.493557] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:27.710076] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:27.931514] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:28.148399] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:28.148578] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T05:19:28.148627] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17631 tests [2025-11-21T05:19:28.148687] [INFO ] [CONFIGURE ] ATHM: Testing feature 7/29: add_lag_shelf [2025-11-21T05:19:28.148897] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:19:28.356347] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:28.562349] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:28.769181] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:28.986386] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:29.195908] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:29.404638] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:29.614770] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:29.826610] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:30.045174] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:30.258990] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:30.259192] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T05:19:30.259241] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17630 tests [2025-11-21T05:19:30.259279] [INFO ] [CONFIGURE ] ATHM: Testing feature 8/29: add_macd [2025-11-21T05:19:30.259314] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:19:30.556981] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:19:30.852966] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:31.153060] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:31.450859] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:31.752082] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:32.052713] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:32.353120] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:32.650970] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:32.950589] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:33.253931] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:19:33.254144] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_macd (score: 50.00%) [2025-11-21T05:19:33.254236] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17629 tests [2025-11-21T05:19:33.254285] [INFO ] [CONFIGURE ] ATHM: Testing feature 9/29: add_mfi [2025-11-21T05:19:33.254329] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:19:33.467550] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:33.681531] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:19:33.896156] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:34.109102] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:34.329872] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:34.542561] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:34.761553] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:35.000125] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:35.243684] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:35.478694] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:35.478894] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:19:35.478953] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17628 tests [2025-11-21T05:19:35.478999] [INFO ] [CONFIGURE ] ATHM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:19:35.479072] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:19:35.803061] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:36.123894] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:36.442743] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:36.760606] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:37.084688] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:37.420866] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:19:37.738162] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:38.065359] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:38.399245] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:38.732016] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:38.732322] [INFO ] [CONFIGURE ] ATHM: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T05:19:38.732382] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17627 tests [2025-11-21T05:19:38.732431] [INFO ] [CONFIGURE ] ATHM: Testing feature 11/29: add_obv_daily [2025-11-21T05:19:38.732484] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T05:19:39.062304] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:39.389283] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:39.719413] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:40.062019] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:40.416700] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:40.780510] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:41.132254] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:41.482935] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:41.843959] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:42.197064] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:42.197285] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:19:42.197347] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17626 tests [2025-11-21T05:19:42.197396] [INFO ] [CONFIGURE ] ATHM: Testing feature 12/29: add_obv_interval [2025-11-21T05:19:42.197437] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T05:19:42.530509] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:42.862660] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:43.197677] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:43.540036] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:43.887471] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:44.230584] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:19:44.572743] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:44.909716] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:45.256299] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:45.607965] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:45.608184] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T05:19:45.608241] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17625 tests [2025-11-21T05:19:45.608289] [INFO ] [CONFIGURE ] ATHM: Testing feature 13/29: add_opening_strength [2025-11-21T05:19:45.608333] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:19:45.989122] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:19:46.361292] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:46.721946] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:47.082023] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:47.448411] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:47.823181] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:19:48.200434] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:48.574239] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:48.944956] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:49.316666] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:49.316893] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T05:19:49.316965] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17624 tests [2025-11-21T05:19:49.317014] [INFO ] [CONFIGURE ] ATHM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:19:49.317058] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T05:19:49.658132] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:50.002318] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:19:50.351517] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:50.703426] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:51.050610] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:51.397833] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:19:51.748051] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:52.103164] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:52.471342] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:52.829727] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:52.829926] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T05:19:52.829985] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17623 tests [2025-11-21T05:19:52.830033] [INFO ] [CONFIGURE ] ATHM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:19:52.830076] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T05:19:53.172338] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:19:53.528759] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:19:53.884225] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:54.228234] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:54.564296] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:54.913336] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:19:55.262075] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:55.622170] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:55.972776] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:56.323190] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:56.323405] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:19:56.323466] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17622 tests [2025-11-21T05:19:56.323516] [INFO ] [CONFIGURE ] ATHM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:19:56.323562] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T05:19:56.669013] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:19:57.016806] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:19:57.366757] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:19:57.726750] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:19:58.075493] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:19:58.425424] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:19:58.786362] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:19:59.144219] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:19:59.506873] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:19:59.867601] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:19:59.867847] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T05:19:59.867909] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17621 tests [2025-11-21T05:19:59.867957] [INFO ] [CONFIGURE ] ATHM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:19:59.868003] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T05:20:00.207683] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:00.553841] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:01.298523] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:02.468477] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:02.843234] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:20:03.212604] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:03.563993] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:03.918814] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:04.285014] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:04.649278] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:04.649603] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:20:04.649698] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17620 tests [2025-11-21T05:20:04.649755] [INFO ] [CONFIGURE ] ATHM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:20:04.649805] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T05:20:04.992981] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:20:05.334363] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:05.671933] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:06.016558] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:06.350765] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:06.688701] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:07.028346] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:07.350778] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:07.684785] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:08.028112] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:08.028343] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T05:20:08.028403] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17619 tests [2025-11-21T05:20:08.028447] [INFO ] [CONFIGURE ] ATHM: Testing feature 20/29: add_price_rejection [2025-11-21T05:20:08.028492] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T05:20:08.382153] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:08.737327] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:09.081964] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:09.436204] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:09.789753] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:10.141507] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:10.506767] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:10.851540] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:11.196059] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:11.539106] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:11.539278] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:20:11.539337] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17618 tests [2025-11-21T05:20:11.539385] [INFO ] [CONFIGURE ] ATHM: Testing feature 21/29: add_range_position [2025-11-21T05:20:11.539429] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T05:20:11.899460] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:12.248236] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:12.600981] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:12.948712] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:13.300501] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:13.650885] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:14.009940] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:14.351312] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:14.687716] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:15.025492] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:15.025743] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T05:20:15.025804] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17617 tests [2025-11-21T05:20:15.025853] [INFO ] [CONFIGURE ] ATHM: Testing feature 22/29: add_realized_volatility [2025-11-21T05:20:15.025897] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T05:20:15.463357] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:15.900155] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:16.348917] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:16.803386] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:17.252922] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:17.694842] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:18.149220] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:18.600086] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:19.053703] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:19.502908] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:19.503157] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:20:19.503222] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17616 tests [2025-11-21T05:20:19.503270] [INFO ] [CONFIGURE ] ATHM: Testing feature 23/29: add_recent_range_context [2025-11-21T05:20:19.503314] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T05:20:19.842202] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:20.183737] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:20.540388] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:20.900751] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:21.250343] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:21.599711] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:21.948972] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:22.299239] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:22.659680] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:23.015749] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:23.015968] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:20:23.016032] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17615 tests [2025-11-21T05:20:23.016080] [INFO ] [CONFIGURE ] ATHM: Testing feature 24/29: add_rsi [2025-11-21T05:20:23.016126] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T05:20:23.398599] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:20:23.781832] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:20:24.171636] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:24.560401] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:24.948208] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:25.330793] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:25.712756] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:26.090471] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:26.467968] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:26.861592] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:26.861926] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:20:26.861999] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17614 tests [2025-11-21T05:20:26.862047] [INFO ] [CONFIGURE ] ATHM: Testing feature 25/29: add_tick_distribution [2025-11-21T05:20:26.862091] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T05:20:27.190449] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:20:27.522918] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:27.862875] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:28.202455] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:28.545767] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:28.867487] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:29.188204] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:29.512274] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:29.843956] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:30.194073] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:30.194292] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T05:20:30.194355] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17613 tests [2025-11-21T05:20:30.194406] [INFO ] [CONFIGURE ] ATHM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:20:30.194451] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T05:20:30.557007] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:30.895217] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:31.245732] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:31.591278] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:31.937637] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:32.275258] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:32.635189] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:32.986243] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:33.328997] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:33.674176] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:33.674360] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:20:33.674419] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17612 tests [2025-11-21T05:20:33.674469] [INFO ] [CONFIGURE ] ATHM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:20:33.674513] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T05:20:34.042305] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:34.389991] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:34.742364] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:35.103124] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:35.471522] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:35.829789] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:36.187998] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:36.547545] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:36.913209] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:37.284935] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:37.285120] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:20:37.285183] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17611 tests [2025-11-21T05:20:37.285241] [INFO ] [CONFIGURE ] ATHM: Testing feature 28/29: add_volume_profile [2025-11-21T05:20:37.285292] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T05:20:37.622336] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:37.952043] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:38.283869] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:38.631842] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:20:38.951208] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:39.299435] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:20:39.612207] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:39.925758] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:40.247154] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:40.574910] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:40.575096] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T05:20:40.575153] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17610 tests [2025-11-21T05:20:40.575200] [INFO ] [CONFIGURE ] ATHM: Testing feature 29/29: add_vwap [2025-11-21T05:20:40.575243] [INFO ] [CONFIGURE ] ATHM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T05:20:40.897497] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:20:41.210481] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:20:41.527047] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:41.856395] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:20:42.184316] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:20:42.512206] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:42.836816] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:43.189143] [DEBUG] [FORECASTER] ATHM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:43.515068] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:20:43.847894] [DEBUG] [FORECASTER] ATHM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:43.848101] [INFO ] [CONFIGURE ] ATHM: DISCARDED add_vwap (score: 60.00%) [2025-11-21T05:20:43.848162] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17609 tests [2025-11-21T05:20:43.848211] [INFO ] [CONFIGURE ] ATHM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:20:43.848254] [INFO ] [CONFIGURE ] ATHM: Best accuracy: 80.00% [2025-11-21T05:20:43.848297] [INFO ] [CONFIGURE ] ATHM: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:20:43.848338] [INFO ] [CONFIGURE ] ATHM: Improvement over baseline: 30.00% [2025-11-21T05:20:43.848376] [INFO ] [CONFIGURE ] ATHM: Total time: 1.5 minutes [2025-11-21T05:20:43.848414] [INFO ] [CONFIGURE ] ATHM: Average time per feature: 3.2 seconds [2025-11-21T05:20:43.848452] [INFO ] [CONFIGURE ] ATHM: Average speed: 0.32 features/sec [2025-11-21T05:20:43.848951] [INFO ] [LOCAL ] Saved configuration for ATHM: 3 features, 80.00% accuracy -> ./output/feature-sets/ATHM.json [2025-11-21T05:20:43.849012] [INFO ] [CONFIGURE ] ATHM: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T05:20:43.849069] [INFO ] [sig ] [117/723] Successfully configured ATHM | 0.01 sym/s | Total: 2.8h | ETA: 14.4h [2025-11-21T05:20:43.849116] [INFO ] [sig ] [118/723] Configuring ATMU... [2025-11-21T05:20:43.849155] [INFO ] [CONFIGURE ] ATMU: Configurate test run. [2025-11-21T05:20:43.849194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'. [2025-11-21T05:20:43.924106] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATMU'. [2025-11-21T05:20:43.924560] [INFO ] [CONFIGURE ] ATMU: Testing with 29 available features [2025-11-21T05:20:43.924624] [INFO ] [CONFIGURE ] ATMU: Establishing baseline with no features... [2025-11-21T05:20:44.093482] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:20:44.264020] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:20:44.431701] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:20:44.602670] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:20:44.774989] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:20:44.944111] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:45.122233] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:20:45.294186] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:45.469461] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:20:45.649466] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:45.649665] [INFO ] [CONFIGURE ] ATMU: Baseline score (no features): 70.00% [2025-11-21T05:20:45.649747] [INFO ] [CONFIGURE ] ATMU: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:20:45.649813] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:20:45.854562] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:20:46.061902] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:20:46.271180] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:20:46.491779] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:20:46.700742] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:20:46.915760] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:47.133398] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:20:47.341341] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:47.550923] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:20:47.760348] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:47.760695] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T05:20:47.760800] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17608 tests [2025-11-21T05:20:47.760886] [INFO ] [CONFIGURE ] ATMU: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:20:47.760961] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:20:47.969019] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:20:48.177521] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:20:48.385974] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:48.592100] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:20:48.807514] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:20:49.019986] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:49.230606] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:20:49.442923] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:49.658013] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:20:49.870373] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:49.870584] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:20:49.870668] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17607 tests [2025-11-21T05:20:49.870737] [INFO ] [CONFIGURE ] ATMU: Testing feature 3/29: add_daily_returns [2025-11-21T05:20:49.870788] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_daily_returns'] [2025-11-21T05:20:50.056361] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:20:50.242926] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:20:50.445879] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:50.632913] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:20:50.822699] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:20:51.020227] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:51.215013] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:51.406445] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:20:51.594713] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:20:51.784063] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:51.784247] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T05:20:51.784297] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17606 tests [2025-11-21T05:20:51.784338] [INFO ] [CONFIGURE ] ATMU: Testing feature 4/29: add_ema [2025-11-21T05:20:51.784374] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_ema'] [2025-11-21T05:20:52.006402] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:20:52.226587] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:20:52.444542] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:20:52.670817] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:20:52.902212] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:20:53.127720] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:53.351071] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:53.585320] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:20:53.836752] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:20:54.117128] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:54.117389] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_ema (score: 30.00%) [2025-11-21T05:20:54.117445] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17605 tests [2025-11-21T05:20:54.117487] [INFO ] [CONFIGURE ] ATMU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:20:54.117525] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:20:54.425886] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:20:54.746686] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:20:54.987300] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:20:55.214484] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:20:55.451325] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:20:55.676090] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:55.922920] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:56.180560] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:20:56.418973] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:20:56.648419] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:20:56.648624] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T05:20:56.648706] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17604 tests [2025-11-21T05:20:56.648757] [INFO ] [CONFIGURE ] ATMU: Testing feature 6/29: add_failed_moves [2025-11-21T05:20:56.648801] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_failed_moves'] [2025-11-21T05:20:56.833096] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:20:57.029775] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:20:57.218004] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:20:57.405137] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:20:57.593120] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:20:57.780065] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:57.966592] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:20:58.153394] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:20:58.343955] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:20:58.536848] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:20:58.537181] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:20:58.537231] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17603 tests [2025-11-21T05:20:58.537269] [INFO ] [CONFIGURE ] ATMU: Testing feature 7/29: add_lag_shelf [2025-11-21T05:20:58.537304] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_lag_shelf'] [2025-11-21T05:20:58.717520] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:20:58.898566] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:20:59.074478] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:20:59.250848] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:20:59.433609] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:20:59.609326] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:20:59.780467] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:20:59.949854] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:00.125342] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:00.297153] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:00.297317] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T05:21:00.297364] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17602 tests [2025-11-21T05:21:00.297402] [INFO ] [CONFIGURE ] ATMU: Testing feature 8/29: add_macd [2025-11-21T05:21:00.297438] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T05:21:01.221032] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:01.502399] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:01.767486] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:02.063541] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:02.353681] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:21:02.643329] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:02.923888] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:21:03.208121] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:03.493008] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:03.778827] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:03.779066] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_macd (score: 30.00%) [2025-11-21T05:21:03.779126] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17601 tests [2025-11-21T05:21:03.779176] [INFO ] [CONFIGURE ] ATMU: Testing feature 9/29: add_mfi [2025-11-21T05:21:03.779218] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi'] [2025-11-21T05:21:03.975862] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:04.183496] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:21:04.386383] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:04.586140] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:21:04.783731] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:04.986227] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:05.185814] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:05.373951] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:05.559342] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:05.755693] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:05.755939] [INFO ] [CONFIGURE ] ATMU: KEPT add_mfi (score: 90.00%) [2025-11-21T05:21:05.755998] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17600 tests [2025-11-21T05:21:05.756040] [INFO ] [CONFIGURE ] ATMU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:21:05.756077] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:21:06.043079] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:06.330927] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:06.638349] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:06.942625] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:07.251152] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:07.569129] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:07.883722] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:21:08.217811] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:08.544307] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:08.859465] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:08.859715] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:21:08.859780] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17599 tests [2025-11-21T05:21:08.859830] [INFO ] [CONFIGURE ] ATMU: Testing feature 11/29: add_obv_daily [2025-11-21T05:21:08.859874] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T05:21:09.096290] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:09.327467] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:09.569848] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:09.803160] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:10.015530] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:10.248231] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:10.498142] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:10.753860] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:10.995238] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:11.232392] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:11.232598] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:21:11.232697] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17598 tests [2025-11-21T05:21:11.232821] [INFO ] [CONFIGURE ] ATMU: Testing feature 12/29: add_obv_interval [2025-11-21T05:21:11.232868] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T05:21:11.452534] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:11.670633] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:11.898251] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:12.122113] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:12.344280] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:12.566774] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:12.791944] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:13.015833] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:13.241369] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:13.464302] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:13.464483] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:21:13.464541] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17597 tests [2025-11-21T05:21:13.464588] [INFO ] [CONFIGURE ] ATMU: Testing feature 13/29: add_opening_strength [2025-11-21T05:21:13.464679] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:21:13.710025] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:13.961380] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:21:14.212861] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:14.461908] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:14.712743] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:14.967299] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:15.228237] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:15.469451] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:15.705302] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:21:15.941075] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:15.941288] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T05:21:15.941446] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17596 tests [2025-11-21T05:21:15.941503] [INFO ] [CONFIGURE ] ATMU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:21:15.941550] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T05:21:16.160056] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:16.379981] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:16.624845] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:16.861328] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:17.093412] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:17.326547] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:17.560917] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:17.792472] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:18.032170] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:18.272056] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:18.272245] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T05:21:18.272305] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17595 tests [2025-11-21T05:21:18.272419] [INFO ] [CONFIGURE ] ATMU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:21:18.272470] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T05:21:18.490689] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:18.708874] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:18.942413] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:19.170329] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:19.402089] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:19.636732] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:19.876739] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:20.112748] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:20.343581] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:20.573749] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:20.574026] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:21:20.574095] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17594 tests [2025-11-21T05:21:20.574144] [INFO ] [CONFIGURE ] ATMU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:21:20.574191] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T05:21:20.821665] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:21.066563] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:21.309605] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:21.558224] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:21.816814] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:22.063240] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:22.310500] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:22.564587] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:22.812055] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:23.051126] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:23.051367] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:21:23.051428] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17593 tests [2025-11-21T05:21:23.051480] [INFO ] [CONFIGURE ] ATMU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:21:23.051523] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T05:21:23.290387] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:23.528950] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:23.758871] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:24.004132] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:24.263749] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:24.503951] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:24.744562] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:24.984299] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:25.226196] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:25.475627] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:25.475919] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:21:25.475980] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17592 tests [2025-11-21T05:21:25.476034] [INFO ] [CONFIGURE ] ATMU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:21:25.476116] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T05:21:25.693698] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:25.914785] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:26.132862] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:26.354444] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:21:26.572583] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:26.801027] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:27.026934] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:27.248912] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:27.475462] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:27.706162] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:27.706438] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:21:27.706577] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17591 tests [2025-11-21T05:21:27.706633] [INFO ] [CONFIGURE ] ATMU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:21:27.706703] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T05:21:27.933205] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:28.166721] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:28.391540] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:28.616748] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:28.830915] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:29.048846] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:29.276192] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:21:29.499065] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:29.720003] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:29.940179] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:29.940406] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:21:29.940469] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17590 tests [2025-11-21T05:21:29.940540] [INFO ] [CONFIGURE ] ATMU: Testing feature 20/29: add_price_rejection [2025-11-21T05:21:29.940587] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T05:21:30.189774] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:30.434730] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:30.684625] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:30.930796] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:31.178155] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:31.421373] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:31.664152] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:31.922645] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:32.174217] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:32.416364] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:32.416658] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:21:32.416727] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17589 tests [2025-11-21T05:21:32.416777] [INFO ] [CONFIGURE ] ATMU: Testing feature 21/29: add_range_position [2025-11-21T05:21:32.416821] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T05:21:32.675096] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:32.945509] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:33.218423] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:33.476316] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:21:33.734750] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:21:34.012457] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:34.280248] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:34.536772] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:34.796778] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:35.048476] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:35.048740] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_range_position (score: 50.00%) [2025-11-21T05:21:35.048804] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17588 tests [2025-11-21T05:21:35.048936] [INFO ] [CONFIGURE ] ATMU: Testing feature 22/29: add_realized_volatility [2025-11-21T05:21:35.048983] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T05:21:35.398502] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:35.745397] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:36.098336] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:36.445969] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:36.788495] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:37.129929] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:37.478986] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:37.827792] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:38.174154] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:38.518022] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:38.518350] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:21:38.518444] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17587 tests [2025-11-21T05:21:38.518522] [INFO ] [CONFIGURE ] ATMU: Testing feature 23/29: add_recent_range_context [2025-11-21T05:21:38.518572] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T05:21:38.761544] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:38.994967] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:39.237162] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:39.469710] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:39.719564] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:39.999014] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:40.249818] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:21:40.496169] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:40.754481] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:41.007801] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:41.008135] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:21:41.008242] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17586 tests [2025-11-21T05:21:41.008310] [INFO ] [CONFIGURE ] ATMU: Testing feature 24/29: add_rsi [2025-11-21T05:21:41.008372] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T05:21:41.336506] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:41.680547] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:42.086476] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:42.478026] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:42.831271] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:21:43.116995] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:43.375274] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:21:43.641800] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:43.911730] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:44.185626] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:44.185846] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_rsi (score: 20.00%) [2025-11-21T05:21:44.185907] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17585 tests [2025-11-21T05:21:44.186022] [INFO ] [CONFIGURE ] ATMU: Testing feature 25/29: add_tick_distribution [2025-11-21T05:21:44.186069] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T05:21:44.403580] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:44.629298] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:44.855377] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:45.072184] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:21:45.289049] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:21:45.520700] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:45.735562] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:45.951674] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:46.167426] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:46.386776] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:46.387007] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T05:21:46.387068] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17584 tests [2025-11-21T05:21:46.387118] [INFO ] [CONFIGURE ] ATMU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:21:46.387160] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T05:21:46.617979] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:46.836311] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:21:47.054908] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:47.274730] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:21:47.482519] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:47.694306] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:47.909762] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:48.122766] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:21:48.357580] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:48.590507] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:48.590762] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T05:21:48.590902] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17583 tests [2025-11-21T05:21:48.590957] [INFO ] [CONFIGURE ] ATMU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:21:48.591003] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T05:21:48.844852] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:49.101991] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:49.341498] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:49.579503] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:49.816515] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:50.057294] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:50.301975] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:50.549390] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:50.787661] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:51.028729] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:51.028912] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T05:21:51.028972] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17582 tests [2025-11-21T05:21:51.029057] [INFO ] [CONFIGURE ] ATMU: Testing feature 28/29: add_volume_profile [2025-11-21T05:21:51.029106] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T05:21:51.244212] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:51.469296] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:51.697612] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:51.929003] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:52.153188] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:21:52.376885] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:52.605525] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:21:52.833729] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:53.058738] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:53.282818] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:53.283030] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:21:53.283089] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17581 tests [2025-11-21T05:21:53.283136] [INFO ] [CONFIGURE ] ATMU: Testing feature 29/29: add_vwap [2025-11-21T05:21:53.283180] [INFO ] [CONFIGURE ] ATMU: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T05:21:53.508248] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:21:53.737734] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:53.963660] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:54.196434] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:54.418559] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:21:54.640314] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:54.859898] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:21:55.073844] [DEBUG] [FORECASTER] ATMU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:21:55.284889] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:21:55.507520] [DEBUG] [FORECASTER] ATMU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:55.507727] [INFO ] [CONFIGURE ] ATMU: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:21:55.507791] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17580 tests [2025-11-21T05:21:55.507840] [INFO ] [CONFIGURE ] ATMU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:21:55.507902] [INFO ] [CONFIGURE ] ATMU: Best accuracy: 90.00% [2025-11-21T05:21:55.507948] [INFO ] [CONFIGURE ] ATMU: Best feature set (1 features): ['add_mfi'] [2025-11-21T05:21:55.507987] [INFO ] [CONFIGURE ] ATMU: Improvement over baseline: 20.00% [2025-11-21T05:21:55.508032] [INFO ] [CONFIGURE ] ATMU: Total time: 1.2 minutes [2025-11-21T05:21:55.508077] [INFO ] [CONFIGURE ] ATMU: Average time per feature: 2.4 seconds [2025-11-21T05:21:55.508123] [INFO ] [CONFIGURE ] ATMU: Average speed: 0.42 features/sec [2025-11-21T05:21:55.508682] [INFO ] [LOCAL ] Saved configuration for ATMU: 1 features, 90.00% accuracy -> ./output/feature-sets/ATMU.json [2025-11-21T05:21:55.508743] [INFO ] [CONFIGURE ] ATMU: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T05:21:55.508791] [INFO ] [sig ] [118/723] Successfully configured ATMU | 0.01 sym/s | Total: 2.8h | ETA: 14.4h [2025-11-21T05:21:55.508836] [INFO ] [sig ] [119/723] Configuring ATR... [2025-11-21T05:21:55.508875] [INFO ] [CONFIGURE ] ATR: Configurate test run. [2025-11-21T05:21:55.508913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'. [2025-11-21T05:21:55.556115] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATR'. [2025-11-21T05:21:55.556504] [INFO ] [CONFIGURE ] ATR: Testing with 29 available features [2025-11-21T05:21:55.556569] [INFO ] [CONFIGURE ] ATR: Establishing baseline with no features... [2025-11-21T05:21:55.740953] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:21:55.911587] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:21:56.081789] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:21:56.251908] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:56.428981] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:21:56.601528] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:56.777388] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:21:56.962273] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:21:57.136459] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:21:57.308777] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:21:57.309080] [INFO ] [CONFIGURE ] ATR: Baseline score (no features): 50.00% [2025-11-21T05:21:57.309205] [INFO ] [CONFIGURE ] ATR: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:21:57.309282] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:21:57.516075] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:21:57.720501] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:21:57.925517] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:21:58.130068] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:21:58.340116] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:21:58.555634] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:21:58.769793] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:21:58.985110] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:21:59.197240] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:21:59.410228] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:21:59.410406] [INFO ] [CONFIGURE ] ATR: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T05:21:59.410457] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17579 tests [2025-11-21T05:21:59.410497] [INFO ] [CONFIGURE ] ATR: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:21:59.410533] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:21:59.625027] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:21:59.847226] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:00.086441] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:00.322457] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:01.195783] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:22:01.529148] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:01.749193] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:01.979221] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:02.192034] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:02.398764] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:02.398932] [INFO ] [CONFIGURE ] ATR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T05:22:02.398980] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17578 tests [2025-11-21T05:22:02.399018] [INFO ] [CONFIGURE ] ATR: Testing feature 3/29: add_daily_returns [2025-11-21T05:22:02.399052] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_daily_returns'] [2025-11-21T05:22:02.577477] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:02.754297] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:22:02.963612] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:03.145163] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:03.330749] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:03.518520] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:22:03.709191] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:03.904248] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:04.099018] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:04.287532] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:04.287727] [INFO ] [CONFIGURE ] ATR: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T05:22:04.287811] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17577 tests [2025-11-21T05:22:04.287864] [INFO ] [CONFIGURE ] ATR: Testing feature 4/29: add_ema [2025-11-21T05:22:04.287913] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_ema'] [2025-11-21T05:22:04.519048] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:22:04.755912] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:04.983337] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:22:05.218255] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:05.444794] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:05.700226] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:05.924852] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:06.152406] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:06.367281] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:06.607318] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:06.607519] [INFO ] [CONFIGURE ] ATR: DISCARDED add_ema (score: 30.00%) [2025-11-21T05:22:06.607568] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17576 tests [2025-11-21T05:22:06.607607] [INFO ] [CONFIGURE ] ATR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:22:06.607660] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:22:06.833913] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:07.084402] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:07.325708] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:22:07.566126] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:07.797575] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:08.031259] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:08.265224] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:08.496566] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:08.733244] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:08.964091] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:22:08.964281] [INFO ] [CONFIGURE ] ATR: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T05:22:08.964336] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17575 tests [2025-11-21T05:22:08.964381] [INFO ] [CONFIGURE ] ATR: Testing feature 6/29: add_failed_moves [2025-11-21T05:22:08.964417] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves'] [2025-11-21T05:22:09.152355] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:09.335769] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:09.525096] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:09.710176] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:09.889180] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:22:10.066290] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:10.244276] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:10.430385] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:10.620516] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:10.814313] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:10.814494] [INFO ] [CONFIGURE ] ATR: KEPT add_failed_moves (score: 60.00%) [2025-11-21T05:22:10.814542] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17574 tests [2025-11-21T05:22:10.814579] [INFO ] [CONFIGURE ] ATR: Testing feature 7/29: add_lag_shelf [2025-11-21T05:22:10.814634] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T05:22:11.037314] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:11.224807] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:11.417434] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:11.608221] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:11.818508] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:22:12.010141] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:12.206453] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:12.405387] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:12.620550] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:12.821268] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:12.821632] [INFO ] [CONFIGURE ] ATR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:22:12.821800] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17573 tests [2025-11-21T05:22:12.821895] [INFO ] [CONFIGURE ] ATR: Testing feature 8/29: add_macd [2025-11-21T05:22:12.822003] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T05:22:13.124697] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:13.422292] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:13.727308] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:14.023187] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:14.321087] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:14.617010] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:14.915475] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:15.219796] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:15.512857] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:15.816013] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:22:15.816219] [INFO ] [CONFIGURE ] ATR: DISCARDED add_macd (score: 30.00%) [2025-11-21T05:22:15.816277] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17572 tests [2025-11-21T05:22:15.816323] [INFO ] [CONFIGURE ] ATR: Testing feature 9/29: add_mfi [2025-11-21T05:22:15.816365] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T05:22:16.030664] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:16.235046] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:16.443522] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:16.650225] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:16.862454] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:17.074557] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:17.287532] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:17.517031] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:17.728440] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:17.936032] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:17.936243] [INFO ] [CONFIGURE ] ATR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T05:22:17.936303] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17571 tests [2025-11-21T05:22:17.936349] [INFO ] [CONFIGURE ] ATR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:22:17.936391] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:22:18.234596] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:18.545627] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:22:18.847596] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:19.157582] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:19.444842] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:19.744119] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:20.036708] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:20.332709] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:20.642814] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:20.924871] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:20.925049] [INFO ] [CONFIGURE ] ATR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:22:20.925105] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17570 tests [2025-11-21T05:22:20.925150] [INFO ] [CONFIGURE ] ATR: Testing feature 11/29: add_obv_daily [2025-11-21T05:22:20.925193] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T05:22:21.121123] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:21.313444] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:22:21.519977] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:21.719042] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:22:21.921797] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:22:22.126478] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:22.335179] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:22.543179] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:22.748707] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:22.961455] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:22.961622] [INFO ] [CONFIGURE ] ATR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:22:22.961697] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17569 tests [2025-11-21T05:22:22.961762] [INFO ] [CONFIGURE ] ATR: Testing feature 12/29: add_obv_interval [2025-11-21T05:22:22.961813] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T05:22:23.162880] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:23.383322] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:23.590378] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:23.790361] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:23.993428] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:24.198860] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:24.411347] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:24.622263] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:24.832840] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:25.042319] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:22:25.042510] [INFO ] [CONFIGURE ] ATR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T05:22:25.042570] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17568 tests [2025-11-21T05:22:25.042621] [INFO ] [CONFIGURE ] ATR: Testing feature 13/29: add_opening_strength [2025-11-21T05:22:25.042686] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:22:25.260085] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:25.482567] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:22:25.707738] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:25.946146] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:26.167452] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:26.386430] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:26.603303] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:26.829497] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:27.051440] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:27.281223] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:27.281421] [INFO ] [CONFIGURE ] ATR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T05:22:27.281483] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17567 tests [2025-11-21T05:22:27.281532] [INFO ] [CONFIGURE ] ATR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:22:27.281577] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T05:22:27.542454] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:27.773703] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:22:28.017326] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:28.236190] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:28.480100] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:28.705603] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:28.935243] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:29.169878] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:29.392872] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:29.624675] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:29.624893] [INFO ] [CONFIGURE ] ATR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:22:29.624960] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17566 tests [2025-11-21T05:22:29.625010] [INFO ] [CONFIGURE ] ATR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:22:29.625055] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T05:22:29.816131] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:22:30.007926] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:30.203695] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:22:30.395013] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:30.581985] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:30.777383] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:30.980425] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:31.164168] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:31.354299] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:31.544724] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:31.544910] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T05:22:31.544958] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17565 tests [2025-11-21T05:22:31.544996] [INFO ] [CONFIGURE ] ATR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:22:31.545032] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T05:22:31.754521] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:31.965248] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:22:32.179723] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:32.389060] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:32.615812] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:32.841160] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:33.058930] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:33.279818] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:33.503477] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:33.733502] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:33.733697] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T05:22:33.733781] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17564 tests [2025-11-21T05:22:33.733835] [INFO ] [CONFIGURE ] ATR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:22:33.733883] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T05:22:33.966080] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:34.194174] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:34.411002] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:34.625198] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:34.835988] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:35.046526] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:35.257927] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:35.461251] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:35.669134] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:35.878825] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:35.879015] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T05:22:35.879087] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17563 tests [2025-11-21T05:22:35.879159] [INFO ] [CONFIGURE ] ATR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:22:35.879205] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T05:22:36.060409] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:36.235426] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:36.410682] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:36.591433] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:36.778472] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:36.959380] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:37.140599] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:37.319172] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:37.499293] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:37.679248] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:37.679441] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T05:22:37.679502] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17562 tests [2025-11-21T05:22:37.679552] [INFO ] [CONFIGURE ] ATR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:22:37.679598] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T05:22:37.864063] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:38.051537] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:22:38.249520] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:38.438407] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:38.627772] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:38.815906] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:39.009018] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:39.198659] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:39.392220] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:39.608273] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:39.608462] [INFO ] [CONFIGURE ] ATR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:22:39.608510] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17561 tests [2025-11-21T05:22:39.608548] [INFO ] [CONFIGURE ] ATR: Testing feature 20/29: add_price_rejection [2025-11-21T05:22:39.608604] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-21T05:22:39.820357] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:40.037060] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:40.246490] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:40.455384] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:40.664485] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:40.873455] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:41.087590] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:41.302669] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:41.514917] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:41.729178] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:22:41.729371] [INFO ] [CONFIGURE ] ATR: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T05:22:41.729610] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17560 tests [2025-11-21T05:22:41.729666] [INFO ] [CONFIGURE ] ATR: Testing feature 21/29: add_range_position [2025-11-21T05:22:41.729711] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-21T05:22:41.945227] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:22:42.164189] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:42.407162] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:42.649564] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:42.891600] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:43.130468] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:43.372781] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:43.612387] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:43.846483] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:44.085713] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:44.085906] [INFO ] [CONFIGURE ] ATR: DISCARDED add_range_position (score: 40.00%) [2025-11-21T05:22:44.085970] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17559 tests [2025-11-21T05:22:44.086015] [INFO ] [CONFIGURE ] ATR: Testing feature 22/29: add_realized_volatility [2025-11-21T05:22:44.086060] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-21T05:22:44.401142] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:44.719459] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:45.029194] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:45.336827] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:45.649295] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:45.955572] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:46.271020] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:46.599629] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:46.943063] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:47.272541] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:22:47.272771] [INFO ] [CONFIGURE ] ATR: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T05:22:47.272835] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17558 tests [2025-11-21T05:22:47.272901] [INFO ] [CONFIGURE ] ATR: Testing feature 23/29: add_recent_range_context [2025-11-21T05:22:47.272948] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-21T05:22:47.484037] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:47.692497] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:22:47.904529] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:48.120587] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:48.327907] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:22:48.531953] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:48.730955] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:48.927324] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:49.137218] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:49.338381] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:49.338596] [INFO ] [CONFIGURE ] ATR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:22:49.338664] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17557 tests [2025-11-21T05:22:49.338722] [INFO ] [CONFIGURE ] ATR: Testing feature 24/29: add_rsi [2025-11-21T05:22:49.338771] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T05:22:49.585465] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:49.816340] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:50.050944] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:50.294245] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:50.556997] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:50.855815] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:51.190070] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:51.455335] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:51.698711] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:51.941268] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:51.941475] [INFO ] [CONFIGURE ] ATR: DISCARDED add_rsi (score: 30.00%) [2025-11-21T05:22:51.941535] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17556 tests [2025-11-21T05:22:51.941582] [INFO ] [CONFIGURE ] ATR: Testing feature 25/29: add_tick_distribution [2025-11-21T05:22:51.941623] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-21T05:22:52.138137] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:52.334669] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:52.537336] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:52.736335] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:52.934333] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:53.134627] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:53.333196] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:53.531771] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:53.749797] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:53.947951] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:53.948112] [INFO ] [CONFIGURE ] ATR: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T05:22:53.948159] [INFO ] [CONFIGURE ] JOB ETA: 14.2h | Avg: 2.9s/test | Remaining: 17555 tests [2025-11-21T05:22:53.948198] [INFO ] [CONFIGURE ] ATR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:22:53.948232] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T05:22:54.151360] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:54.355418] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:54.557797] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:54.763263] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:54.966187] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:55.188928] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:55.395339] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:55.597980] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:22:55.814245] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:22:56.020809] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:56.020999] [INFO ] [CONFIGURE ] ATR: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T05:22:56.021050] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17554 tests [2025-11-21T05:22:56.021090] [INFO ] [CONFIGURE ] ATR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:22:56.021126] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T05:22:56.243246] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:56.464278] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:56.677861] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:56.887025] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:57.106500] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:57.339280] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:57.570429] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:22:57.809162] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:22:58.064473] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:22:58.305266] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:22:58.305504] [INFO ] [CONFIGURE ] ATR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:22:58.305562] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17553 tests [2025-11-21T05:22:58.305611] [INFO ] [CONFIGURE ] ATR: Testing feature 28/29: add_volume_profile [2025-11-21T05:22:58.305675] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-21T05:22:58.544439] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:22:58.782116] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:22:59.010985] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:22:59.245616] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:22:59.478722] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:22:59.720532] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:22:59.930882] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:23:00.140228] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:23:00.350314] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:23:01.251891] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:01.252140] [INFO ] [CONFIGURE ] ATR: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:23:01.252246] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17552 tests [2025-11-21T05:23:01.252332] [INFO ] [CONFIGURE ] ATR: Testing feature 29/29: add_vwap [2025-11-21T05:23:01.252406] [INFO ] [CONFIGURE ] ATR: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-21T05:23:01.550312] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:23:01.796374] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:23:02.033578] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:02.252172] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:23:02.480837] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:02.704961] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:02.925299] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:23:03.141429] [DEBUG] [FORECASTER] ATR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:23:03.356146] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:23:03.568949] [DEBUG] [FORECASTER] ATR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:23:03.569119] [INFO ] [CONFIGURE ] ATR: DISCARDED add_vwap (score: 20.00%) [2025-11-21T05:23:03.569167] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17551 tests [2025-11-21T05:23:03.569207] [INFO ] [CONFIGURE ] ATR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:23:03.569241] [INFO ] [CONFIGURE ] ATR: Best accuracy: 60.00% [2025-11-21T05:23:03.569275] [INFO ] [CONFIGURE ] ATR: Best feature set (1 features): ['add_failed_moves'] [2025-11-21T05:23:03.569329] [INFO ] [CONFIGURE ] ATR: Improvement over baseline: 10.00% [2025-11-21T05:23:03.569362] [INFO ] [CONFIGURE ] ATR: Total time: 1.1 minutes [2025-11-21T05:23:03.569393] [INFO ] [CONFIGURE ] ATR: Average time per feature: 2.3 seconds [2025-11-21T05:23:03.569424] [INFO ] [CONFIGURE ] ATR: Average speed: 0.44 features/sec [2025-11-21T05:23:03.569741] [INFO ] [LOCAL ] Saved configuration for ATR: 1 features, 60.00% accuracy -> ./output/feature-sets/ATR.json [2025-11-21T05:23:03.569804] [INFO ] [CONFIGURE ] ATR: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T05:23:03.569851] [INFO ] [sig ] [119/723] Successfully configured ATR | 0.01 sym/s | Total: 2.8h | ETA: 14.3h [2025-11-21T05:23:03.569891] [INFO ] [sig ] [120/723] Configuring AUB... [2025-11-21T05:23:03.569930] [INFO ] [CONFIGURE ] AUB: Configurate test run. [2025-11-21T05:23:03.569969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-11-21T05:23:03.615239] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AUB'. [2025-11-21T05:23:03.615587] [INFO ] [CONFIGURE ] AUB: Testing with 29 available features [2025-11-21T05:23:03.615689] [INFO ] [CONFIGURE ] AUB: Establishing baseline with no features... [2025-11-21T05:23:03.802682] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:03.973549] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:04.149234] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:04.323110] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:04.498562] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:04.687857] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:04.885224] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:05.080630] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:05.274096] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:05.468157] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:05.468387] [INFO ] [CONFIGURE ] AUB: Baseline score (no features): 50.00% [2025-11-21T05:23:05.468436] [INFO ] [CONFIGURE ] AUB: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:23:05.468474] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:23:05.697547] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:05.926436] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:23:06.162627] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:06.396098] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:06.631600] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:06.837553] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:07.044469] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:07.260882] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:07.473211] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:23:07.687376] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:07.687607] [INFO ] [CONFIGURE ] AUB: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T05:23:07.687711] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17550 tests [2025-11-21T05:23:07.687800] [INFO ] [CONFIGURE ] AUB: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:23:07.687879] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:23:07.934983] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:08.173700] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:08.410562] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:08.649547] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:23:08.897838] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:23:09.137091] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:09.382090] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:09.621060] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:09.862160] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:10.105280] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:10.105467] [INFO ] [CONFIGURE ] AUB: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:23:10.105524] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17549 tests [2025-11-21T05:23:10.105566] [INFO ] [CONFIGURE ] AUB: Testing feature 3/29: add_daily_returns [2025-11-21T05:23:10.105603] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:23:10.326355] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:10.551800] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:10.769136] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:10.991404] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:11.231051] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:11.465812] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:23:11.690952] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:11.940914] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:12.190340] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:12.413349] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:12.413570] [INFO ] [CONFIGURE ] AUB: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:23:12.413635] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17548 tests [2025-11-21T05:23:12.413712] [INFO ] [CONFIGURE ] AUB: Testing feature 4/29: add_ema [2025-11-21T05:23:12.413796] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:23:12.669310] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:12.930266] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:23:13.187439] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:13.456826] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:13.737763] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:14.016024] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:14.285367] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:14.573334] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:14.845452] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:15.123104] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:15.123296] [INFO ] [CONFIGURE ] AUB: DISCARDED add_ema (score: 70.00%) [2025-11-21T05:23:15.123358] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17547 tests [2025-11-21T05:23:15.123408] [INFO ] [CONFIGURE ] AUB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:23:15.123454] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:23:15.401312] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:15.676393] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:15.967475] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:16.262875] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:16.550305] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:16.822318] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:23:17.093767] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:17.356294] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:17.625009] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:23:17.896222] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:17.896417] [INFO ] [CONFIGURE ] AUB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:23:17.896476] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17546 tests [2025-11-21T05:23:17.896523] [INFO ] [CONFIGURE ] AUB: Testing feature 6/29: add_failed_moves [2025-11-21T05:23:17.896630] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:23:18.140914] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:18.382242] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:23:18.630207] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:18.886100] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:19.140628] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:19.419032] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:19.671720] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:19.919562] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:20.174411] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:20.423814] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:20.424085] [INFO ] [CONFIGURE ] AUB: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T05:23:20.424152] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17545 tests [2025-11-21T05:23:20.424202] [INFO ] [CONFIGURE ] AUB: Testing feature 7/29: add_lag_shelf [2025-11-21T05:23:20.424242] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:23:20.663354] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:20.903797] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:21.144762] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:21.377067] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:21.612969] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:21.844286] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:22.077006] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:22.316564] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:22.559124] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:22.800224] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:22.800459] [INFO ] [CONFIGURE ] AUB: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:23:22.800510] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17544 tests [2025-11-21T05:23:22.800549] [INFO ] [CONFIGURE ] AUB: Testing feature 8/29: add_macd [2025-11-21T05:23:22.800585] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:23:23.137319] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:23.473082] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:23.800139] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:24.135346] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:24.462516] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:24.788754] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:25.141304] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:25.481684] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:25.810816] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:26.151301] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:26.151472] [INFO ] [CONFIGURE ] AUB: DISCARDED add_macd (score: 50.00%) [2025-11-21T05:23:26.151529] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17543 tests [2025-11-21T05:23:26.151568] [INFO ] [CONFIGURE ] AUB: Testing feature 9/29: add_mfi [2025-11-21T05:23:26.151620] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:23:26.385766] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:26.622745] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:23:26.864046] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:27.104753] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:27.345602] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:27.590479] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:27.843702] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:28.095433] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:28.345949] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:28.597527] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:23:28.597826] [INFO ] [CONFIGURE ] AUB: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:23:28.597891] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17542 tests [2025-11-21T05:23:28.597943] [INFO ] [CONFIGURE ] AUB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:23:28.598022] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:23:28.936161] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:23:29.290031] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:23:29.623055] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:29.958174] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:23:30.304105] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:30.639186] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:30.976335] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:31.312011] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:31.643405] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:31.979432] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:23:31.979630] [INFO ] [CONFIGURE ] AUB: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T05:23:31.979733] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17541 tests [2025-11-21T05:23:31.979787] [INFO ] [CONFIGURE ] AUB: Testing feature 11/29: add_obv_daily [2025-11-21T05:23:31.979833] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T05:23:32.231538] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:32.499105] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:23:32.748402] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:33.024009] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:33.294602] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:33.541504] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:33.800038] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:34.072006] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:23:34.343265] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:34.611925] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:23:34.612258] [INFO ] [CONFIGURE ] AUB: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:23:34.612363] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17540 tests [2025-11-21T05:23:34.612448] [INFO ] [CONFIGURE ] AUB: Testing feature 12/29: add_obv_interval [2025-11-21T05:23:34.612523] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T05:23:34.846439] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:23:35.092491] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:35.326222] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:35.573861] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:35.819358] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:23:36.067300] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:23:36.328357] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:36.619052] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:36.868603] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:37.120671] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:37.120874] [INFO ] [CONFIGURE ] AUB: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T05:23:37.121082] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17539 tests [2025-11-21T05:23:37.121178] [INFO ] [CONFIGURE ] AUB: Testing feature 13/29: add_opening_strength [2025-11-21T05:23:37.121230] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:23:37.375867] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:37.618581] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:37.851910] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:38.101169] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:38.397679] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:38.652278] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:38.903895] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:39.150821] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:39.390195] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:23:39.633767] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:23:39.633946] [INFO ] [CONFIGURE ] AUB: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:23:39.634099] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17538 tests [2025-11-21T05:23:39.634188] [INFO ] [CONFIGURE ] AUB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:23:39.634263] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T05:23:39.867700] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:40.106181] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:40.341006] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:23:40.582906] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:40.843253] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:41.110039] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:41.357266] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:41.594234] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:41.833805] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:42.070687] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:42.070949] [INFO ] [CONFIGURE ] AUB: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:23:42.071029] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17537 tests [2025-11-21T05:23:42.071084] [INFO ] [CONFIGURE ] AUB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:23:42.071128] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T05:23:42.286818] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:42.511498] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:42.740020] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:42.969419] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:43.201665] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:43.442841] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:43.672774] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:43.905072] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:44.145872] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:44.378106] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:44.378442] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:23:44.378540] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17536 tests [2025-11-21T05:23:44.378620] [INFO ] [CONFIGURE ] AUB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:23:44.378727] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T05:23:44.628460] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:44.879225] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:45.137868] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:45.398090] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:45.641184] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:45.879145] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:46.120858] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:46.362044] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:46.615043] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:46.854568] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:46.854808] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:23:46.854875] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17535 tests [2025-11-21T05:23:46.854926] [INFO ] [CONFIGURE ] AUB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:23:46.854972] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T05:23:47.102545] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:47.354801] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:23:47.602819] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:47.856231] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:48.110107] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:48.363361] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:23:48.617080] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:48.882147] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:49.141371] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:49.410201] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:49.410460] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:23:49.410524] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17534 tests [2025-11-21T05:23:49.410575] [INFO ] [CONFIGURE ] AUB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:23:49.410621] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T05:23:49.642965] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:49.878018] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:50.118456] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:50.355420] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:50.592920] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:23:50.823109] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:51.071493] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:51.324962] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:51.563843] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:51.809285] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:51.809511] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:23:51.809565] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17533 tests [2025-11-21T05:23:51.809605] [INFO ] [CONFIGURE ] AUB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:23:51.809661] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T05:23:52.052056] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:52.283383] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:52.523351] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:52.763469] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:53.007358] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:53.245135] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:53.484395] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:53.726684] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:53.979590] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:54.208806] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:54.209184] [INFO ] [CONFIGURE ] AUB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:23:54.209297] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17532 tests [2025-11-21T05:23:54.209386] [INFO ] [CONFIGURE ] AUB: Testing feature 20/29: add_price_rejection [2025-11-21T05:23:54.209460] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T05:23:54.467482] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:54.721333] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:54.979155] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:55.233836] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:55.479609] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:55.728177] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:55.979323] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:56.234842] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:56.487878] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:56.730550] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:23:56.730862] [INFO ] [CONFIGURE ] AUB: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:23:56.730945] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17531 tests [2025-11-21T05:23:56.730996] [INFO ] [CONFIGURE ] AUB: Testing feature 21/29: add_range_position [2025-11-21T05:23:56.731055] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T05:23:56.994536] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:23:57.263077] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:23:57.528658] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:23:57.805072] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:23:58.082422] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:23:58.352022] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:23:58.624786] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:23:58.893081] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:23:59.159454] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:23:59.439766] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:23:59.440034] [INFO ] [CONFIGURE ] AUB: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:23:59.440097] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17530 tests [2025-11-21T05:23:59.440146] [INFO ] [CONFIGURE ] AUB: Testing feature 22/29: add_realized_volatility [2025-11-21T05:23:59.440192] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T05:23:59.781445] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:24:00.132415] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:24:00.490079] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:24:01.424078] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:24:01.811536] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:24:02.174621] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:02.528492] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:24:02.880603] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:24:03.243045] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:24:03.608753] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:24:03.609030] [INFO ] [CONFIGURE ] AUB: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:24:03.609098] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17529 tests [2025-11-21T05:24:03.609233] [INFO ] [CONFIGURE ] AUB: Testing feature 23/29: add_recent_range_context [2025-11-21T05:24:03.609287] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T05:24:03.851112] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:24:04.099629] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:24:04.353809] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:24:04.599924] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:24:04.842991] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:24:05.087099] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:05.341398] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:24:05.590408] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:24:05.838504] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:24:06.086474] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:06.086710] [INFO ] [CONFIGURE ] AUB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:24:06.086791] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17528 tests [2025-11-21T05:24:06.086844] [INFO ] [CONFIGURE ] AUB: Testing feature 24/29: add_rsi [2025-11-21T05:24:06.086894] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T05:24:06.408514] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:24:06.722457] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:07.037694] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:07.325572] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:24:07.603733] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:24:07.903204] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:24:08.206611] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:24:08.512634] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:24:08.813326] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:24:09.122125] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:24:09.122431] [INFO ] [CONFIGURE ] AUB: DISCARDED add_rsi (score: 40.00%) [2025-11-21T05:24:09.122499] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17527 tests [2025-11-21T05:24:09.122552] [INFO ] [CONFIGURE ] AUB: Testing feature 25/29: add_tick_distribution [2025-11-21T05:24:09.122601] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T05:24:09.349100] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:24:09.569268] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:09.784896] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:10.006048] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:24:10.223444] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:24:10.446247] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:10.704316] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:24:10.956839] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:24:11.224898] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:24:11.485447] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:11.485899] [INFO ] [CONFIGURE ] AUB: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:24:11.486044] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17526 tests [2025-11-21T05:24:11.486140] [INFO ] [CONFIGURE ] AUB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:24:11.486249] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T05:24:11.752420] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:24:12.018063] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:24:12.281175] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:12.545850] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:24:12.808196] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:24:13.068221] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:13.338436] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:24:13.622395] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:24:13.877753] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:24:14.156064] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:14.156307] [INFO ] [CONFIGURE ] AUB: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T05:24:14.156368] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17525 tests [2025-11-21T05:24:14.156421] [INFO ] [CONFIGURE ] AUB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:24:14.156466] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T05:24:14.420429] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:24:14.696253] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:24:14.960767] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:15.221291] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:24:15.493717] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:24:15.768218] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:16.062942] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:24:16.349121] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:24:16.626237] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:24:16.899628] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:16.899875] [INFO ] [CONFIGURE ] AUB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:24:16.899937] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17524 tests [2025-11-21T05:24:16.899984] [INFO ] [CONFIGURE ] AUB: Testing feature 28/29: add_volume_profile [2025-11-21T05:24:16.900032] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T05:24:17.166141] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:24:17.455702] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:24:17.728605] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:24:17.992259] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:24:18.263714] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:24:18.541177] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:18.807184] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:24:19.079100] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:24:19.344392] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:24:19.622329] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:19.622619] [INFO ] [CONFIGURE ] AUB: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:24:19.622746] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17523 tests [2025-11-21T05:24:19.622822] [INFO ] [CONFIGURE ] AUB: Testing feature 29/29: add_vwap [2025-11-21T05:24:19.622996] [INFO ] [CONFIGURE ] AUB: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T05:24:19.897060] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:24:20.173078] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:24:20.452604] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:20.717439] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:24:20.986264] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:24:21.255787] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:21.520416] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:24:21.787423] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:24:22.061907] [DEBUG] [FORECASTER] AUB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:24:22.339234] [DEBUG] [FORECASTER] AUB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:22.339475] [INFO ] [CONFIGURE ] AUB: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:24:22.339537] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17522 tests [2025-11-21T05:24:22.339588] [INFO ] [CONFIGURE ] AUB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:24:22.339631] [INFO ] [CONFIGURE ] AUB: Best accuracy: 80.00% [2025-11-21T05:24:22.339700] [INFO ] [CONFIGURE ] AUB: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T05:24:22.339742] [INFO ] [CONFIGURE ] AUB: Improvement over baseline: 30.00% [2025-11-21T05:24:22.339781] [INFO ] [CONFIGURE ] AUB: Total time: 1.3 minutes [2025-11-21T05:24:22.339822] [INFO ] [CONFIGURE ] AUB: Average time per feature: 2.7 seconds [2025-11-21T05:24:22.339861] [INFO ] [CONFIGURE ] AUB: Average speed: 0.38 features/sec [2025-11-21T05:24:22.340723] [INFO ] [LOCAL ] Saved configuration for AUB: 1 features, 80.00% accuracy -> ./output/feature-sets/AUB.json [2025-11-21T05:24:22.340785] [INFO ] [CONFIGURE ] AUB: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T05:24:22.340836] [INFO ] [sig ] [120/723] Successfully configured AUB | 0.01 sym/s | Total: 2.8h | ETA: 14.3h [2025-11-21T05:24:22.340884] [INFO ] [sig ] [121/723] Configuring AVA... [2025-11-21T05:24:22.340945] [INFO ] [CONFIGURE ] AVA: Configurate test run. [2025-11-21T05:24:22.340989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-11-21T05:24:22.421936] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVA'. [2025-11-21T05:24:22.422544] [INFO ] [CONFIGURE ] AVA: Testing with 29 available features [2025-11-21T05:24:22.422615] [INFO ] [CONFIGURE ] AVA: Establishing baseline with no features... [2025-11-21T05:24:22.633872] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:24:22.842141] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:23.042501] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:23.240116] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:23.434356] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:23.639356] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:23.834278] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:24.035597] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:24.242911] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:24.437836] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:24.438205] [INFO ] [CONFIGURE ] AVA: Baseline score (no features): 50.00% [2025-11-21T05:24:24.438347] [INFO ] [CONFIGURE ] AVA: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:24:24.438429] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:24:24.672860] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:24.914152] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:25.156687] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:25.400388] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:25.642687] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:24:25.879441] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:26.129519] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:26.389052] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:26.632009] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:26.882525] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:26.882758] [INFO ] [CONFIGURE ] AVA: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T05:24:26.882844] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17521 tests [2025-11-21T05:24:26.882899] [INFO ] [CONFIGURE ] AVA: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:24:26.882947] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:24:27.169272] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:27.476496] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:27.766074] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:28.058737] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:28.326130] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:28.600706] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:28.872475] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:29.149073] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:29.429570] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:24:29.694097] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:29.694363] [INFO ] [CONFIGURE ] AVA: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T05:24:29.694428] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17520 tests [2025-11-21T05:24:29.694489] [INFO ] [CONFIGURE ] AVA: Testing feature 3/29: add_daily_returns [2025-11-21T05:24:29.694538] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:24:29.933301] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:30.168852] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:30.439502] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:30.772470] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:31.114351] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:24:31.404077] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:31.644856] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:31.893479] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:32.147910] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:32.411348] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:32.411583] [INFO ] [CONFIGURE ] AVA: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T05:24:32.411636] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17519 tests [2025-11-21T05:24:32.411727] [INFO ] [CONFIGURE ] AVA: Testing feature 4/29: add_ema [2025-11-21T05:24:32.411799] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:24:32.697409] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:32.977936] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:33.263421] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:33.552585] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:33.852942] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:34.132592] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:34.405799] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:34.686411] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:34.986580] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:24:35.275035] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:35.275261] [INFO ] [CONFIGURE ] AVA: DISCARDED add_ema (score: 50.00%) [2025-11-21T05:24:35.275321] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17518 tests [2025-11-21T05:24:35.275382] [INFO ] [CONFIGURE ] AVA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:24:35.275426] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:24:35.555571] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:24:35.828148] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:36.109787] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:36.390161] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:36.691101] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:36.992268] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:37.283004] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:37.575509] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:37.869105] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:38.166110] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:38.166356] [INFO ] [CONFIGURE ] AVA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:24:38.166441] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17517 tests [2025-11-21T05:24:38.166515] [INFO ] [CONFIGURE ] AVA: Testing feature 6/29: add_failed_moves [2025-11-21T05:24:38.166592] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:24:38.412373] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:38.665303] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:38.916828] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:39.174263] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:39.411355] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:24:39.651696] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:39.904165] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:40.147915] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:40.396059] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:40.639386] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:40.639613] [INFO ] [CONFIGURE ] AVA: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T05:24:40.639686] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17516 tests [2025-11-21T05:24:40.639769] [INFO ] [CONFIGURE ] AVA: Testing feature 7/29: add_lag_shelf [2025-11-21T05:24:40.639821] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:24:40.863395] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:24:41.091780] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:41.309239] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:41.545741] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:41.769167] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:24:42.004128] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:42.245066] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:42.488414] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:42.740405] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:42.980435] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:42.980672] [INFO ] [CONFIGURE ] AVA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:24:42.980743] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17515 tests [2025-11-21T05:24:42.980819] [INFO ] [CONFIGURE ] AVA: Testing feature 8/29: add_macd [2025-11-21T05:24:42.980870] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:24:43.325112] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:43.661977] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:43.998929] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:44.342833] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:44.688361] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:45.024362] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:45.351596] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:24:45.693515] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:46.038322] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:46.380923] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:46.381166] [INFO ] [CONFIGURE ] AVA: DISCARDED add_macd (score: 70.00%) [2025-11-21T05:24:46.381231] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17514 tests [2025-11-21T05:24:46.381281] [INFO ] [CONFIGURE ] AVA: Testing feature 9/29: add_mfi [2025-11-21T05:24:46.381328] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:24:46.630299] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:46.878888] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:47.120395] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:47.372577] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:47.615473] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:24:47.877637] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:48.132170] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:48.374539] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:48.616974] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:48.861126] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:48.861368] [INFO ] [CONFIGURE ] AVA: DISCARDED add_mfi (score: 70.00%) [2025-11-21T05:24:48.861434] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17513 tests [2025-11-21T05:24:48.861489] [INFO ] [CONFIGURE ] AVA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:24:48.861534] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:24:49.194052] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:49.532599] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:24:49.852873] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:50.188787] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:50.522803] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:50.857377] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:51.191114] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:51.548334] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:51.891109] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:52.229850] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:52.230073] [INFO ] [CONFIGURE ] AVA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:24:52.230132] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17512 tests [2025-11-21T05:24:52.230182] [INFO ] [CONFIGURE ] AVA: Testing feature 11/29: add_obv_daily [2025-11-21T05:24:52.230228] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T05:24:52.477748] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:24:52.727306] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:52.985747] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:53.246876] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:53.504353] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:53.764134] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:54.019885] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:54.280923] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:54.540407] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:54.805127] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:54.805578] [INFO ] [CONFIGURE ] AVA: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T05:24:54.805767] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17511 tests [2025-11-21T05:24:54.805909] [INFO ] [CONFIGURE ] AVA: Testing feature 12/29: add_obv_interval [2025-11-21T05:24:54.805999] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T05:24:55.059594] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:24:55.312849] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:55.561418] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:55.812793] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:56.065427] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:56.309737] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:56.560927] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:56.829259] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:57.074619] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:24:57.325199] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:24:57.325408] [INFO ] [CONFIGURE ] AVA: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:24:57.325522] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17510 tests [2025-11-21T05:24:57.325573] [INFO ] [CONFIGURE ] AVA: Testing feature 13/29: add_opening_strength [2025-11-21T05:24:57.325613] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:24:57.578101] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:24:57.841271] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:24:58.109205] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:24:58.381627] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:24:58.648381] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:24:58.932076] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:24:59.199143] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:24:59.470082] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:24:59.738755] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:25:00.012167] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:00.012407] [INFO ] [CONFIGURE ] AVA: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:25:00.012470] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17509 tests [2025-11-21T05:25:00.012526] [INFO ] [CONFIGURE ] AVA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:25:00.012577] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T05:25:00.275603] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:25:00.537039] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:01.472895] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:01.745322] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:02.027825] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:02.295125] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:02.560928] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:02.861457] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:03.153028] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:25:03.428221] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:03.428468] [INFO ] [CONFIGURE ] AVA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T05:25:03.428535] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17508 tests [2025-11-21T05:25:03.428590] [INFO ] [CONFIGURE ] AVA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:25:03.428662] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T05:25:03.666278] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:03.902120] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:04.148403] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:04.387321] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:04.635188] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:04.879442] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:05.118089] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:25:05.360012] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:05.597879] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:25:05.840058] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:05.840512] [INFO ] [CONFIGURE ] AVA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:25:05.840623] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17507 tests [2025-11-21T05:25:05.840731] [INFO ] [CONFIGURE ] AVA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:25:05.840855] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T05:25:06.119856] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:25:06.384993] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:06.660285] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:06.934782] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:07.209602] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:07.488997] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:07.749883] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:08.016113] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:08.274604] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:08.529570] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:08.530036] [INFO ] [CONFIGURE ] AVA: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T05:25:08.530152] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17506 tests [2025-11-21T05:25:08.530242] [INFO ] [CONFIGURE ] AVA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:25:08.530362] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T05:25:08.787245] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:09.057379] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:09.323816] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:09.575705] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:09.851124] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:10.127992] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:10.391676] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:10.650397] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:10.918688] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:11.181132] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:11.181359] [INFO ] [CONFIGURE ] AVA: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:25:11.181419] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17505 tests [2025-11-21T05:25:11.181469] [INFO ] [CONFIGURE ] AVA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:25:11.181516] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T05:25:11.409469] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:11.649525] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:11.885220] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:12.114156] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:12.347148] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:12.579832] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:12.816696] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:13.059902] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:13.306701] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:13.554609] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:13.555026] [INFO ] [CONFIGURE ] AVA: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:25:13.555139] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17504 tests [2025-11-21T05:25:13.555231] [INFO ] [CONFIGURE ] AVA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:25:13.555313] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T05:25:13.794362] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:14.029406] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:14.262365] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:14.512528] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:14.757371] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:14.996564] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:15.243568] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:15.484153] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:15.726023] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:15.971336] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:15.971726] [INFO ] [CONFIGURE ] AVA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:25:15.971843] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17503 tests [2025-11-21T05:25:15.971946] [INFO ] [CONFIGURE ] AVA: Testing feature 20/29: add_price_rejection [2025-11-21T05:25:15.972086] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T05:25:16.224216] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:25:16.472560] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:16.751345] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:17.015329] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:17.274435] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:17.547856] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:17.824863] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:18.113163] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:18.441482] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:18.748573] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:18.748829] [INFO ] [CONFIGURE ] AVA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:25:18.748895] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17502 tests [2025-11-21T05:25:18.748947] [INFO ] [CONFIGURE ] AVA: Testing feature 21/29: add_range_position [2025-11-21T05:25:18.749023] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T05:25:19.050049] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:19.334821] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:19.611504] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:19.898467] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:20.176754] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:20.460330] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:20.745067] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:21.032942] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:25:21.309861] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:25:21.605219] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:21.605433] [INFO ] [CONFIGURE ] AVA: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:25:21.605496] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17501 tests [2025-11-21T05:25:21.605546] [INFO ] [CONFIGURE ] AVA: Testing feature 22/29: add_realized_volatility [2025-11-21T05:25:21.605593] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T05:25:21.953961] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:22.316551] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:22.674861] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:23.057454] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:25:23.422364] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:23.811129] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:24.187021] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:24.553447] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:24.922505] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:25.300253] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:25.300530] [INFO ] [CONFIGURE ] AVA: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:25:25.300597] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17500 tests [2025-11-21T05:25:25.300668] [INFO ] [CONFIGURE ] AVA: Testing feature 23/29: add_recent_range_context [2025-11-21T05:25:25.300717] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T05:25:25.544789] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:25.793090] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:26.032980] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:26.279506] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:26.528704] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:26.781617] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:27.066818] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:27.324479] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:27.581992] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:27.833079] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:27.833308] [INFO ] [CONFIGURE ] AVA: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:25:27.833538] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17499 tests [2025-11-21T05:25:27.833633] [INFO ] [CONFIGURE ] AVA: Testing feature 24/29: add_rsi [2025-11-21T05:25:27.833809] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T05:25:28.146409] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:28.458088] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:28.772119] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:29.080053] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:29.379557] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:29.690673] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:29.982928] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:30.303806] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:30.600748] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:30.901876] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:30.902104] [INFO ] [CONFIGURE ] AVA: DISCARDED add_rsi (score: 70.00%) [2025-11-21T05:25:30.902168] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17498 tests [2025-11-21T05:25:30.902218] [INFO ] [CONFIGURE ] AVA: Testing feature 25/29: add_tick_distribution [2025-11-21T05:25:30.902268] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T05:25:31.144115] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:31.392615] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:31.640906] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:31.884605] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:32.129318] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:32.378547] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:32.626577] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:32.882176] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:33.128376] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:33.377033] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:33.377288] [INFO ] [CONFIGURE ] AVA: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T05:25:33.377341] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17497 tests [2025-11-21T05:25:33.377382] [INFO ] [CONFIGURE ] AVA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:25:33.377418] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T05:25:33.627293] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:33.888020] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:34.146999] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:34.402837] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:34.649605] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:34.895139] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:35.143275] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:35.393281] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T05:25:35.656395] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:35.926190] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:25:35.926417] [INFO ] [CONFIGURE ] AVA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T05:25:35.926482] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17496 tests [2025-11-21T05:25:35.926542] [INFO ] [CONFIGURE ] AVA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:25:35.926589] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T05:25:36.185554] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:36.429203] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:36.695599] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:36.954388] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:37.223945] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:37.478071] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:37.731374] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:37.989483] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:38.262247] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:38.521173] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:38.521374] [INFO ] [CONFIGURE ] AVA: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T05:25:38.521432] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17495 tests [2025-11-21T05:25:38.521479] [INFO ] [CONFIGURE ] AVA: Testing feature 28/29: add_volume_profile [2025-11-21T05:25:38.521522] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T05:25:38.740217] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:25:38.968897] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:39.188491] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:39.410294] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:39.647517] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:39.870944] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:40.098452] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:40.332957] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:40.568607] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:40.811181] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:40.811424] [INFO ] [CONFIGURE ] AVA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:25:40.811679] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17494 tests [2025-11-21T05:25:40.811777] [INFO ] [CONFIGURE ] AVA: Testing feature 29/29: add_vwap [2025-11-21T05:25:40.811831] [INFO ] [CONFIGURE ] AVA: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T05:25:41.049756] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:41.275659] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:25:41.524064] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:25:41.799017] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:25:42.033900] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:42.288972] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:42.552136] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:42.808975] [DEBUG] [FORECASTER] AVA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T05:25:43.057700] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:43.304414] [DEBUG] [FORECASTER] AVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:43.304607] [INFO ] [CONFIGURE ] AVA: DISCARDED add_vwap (score: 70.00%) [2025-11-21T05:25:43.304682] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17493 tests [2025-11-21T05:25:43.304749] [INFO ] [CONFIGURE ] AVA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:25:43.304794] [INFO ] [CONFIGURE ] AVA: Best accuracy: 70.00% [2025-11-21T05:25:43.304836] [INFO ] [CONFIGURE ] AVA: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T05:25:43.304876] [INFO ] [CONFIGURE ] AVA: Improvement over baseline: 20.00% [2025-11-21T05:25:43.304914] [INFO ] [CONFIGURE ] AVA: Total time: 1.3 minutes [2025-11-21T05:25:43.304951] [INFO ] [CONFIGURE ] AVA: Average time per feature: 2.7 seconds [2025-11-21T05:25:43.304989] [INFO ] [CONFIGURE ] AVA: Average speed: 0.37 features/sec [2025-11-21T05:25:43.305456] [INFO ] [LOCAL ] Saved configuration for AVA: 1 features, 70.00% accuracy -> ./output/feature-sets/AVA.json [2025-11-21T05:25:43.305515] [INFO ] [CONFIGURE ] AVA: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T05:25:43.305570] [INFO ] [sig ] [121/723] Successfully configured AVA | 0.01 sym/s | Total: 2.9h | ETA: 14.3h [2025-11-21T05:25:43.305616] [INFO ] [sig ] [122/723] Configuring AVB... [2025-11-21T05:25:43.305674] [INFO ] [CONFIGURE ] AVB: Configurate test run. [2025-11-21T05:25:43.305715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-11-21T05:25:43.490077] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVB'. [2025-11-21T05:25:43.490478] [INFO ] [CONFIGURE ] AVB: Testing with 29 available features [2025-11-21T05:25:43.490552] [INFO ] [CONFIGURE ] AVB: Establishing baseline with no features... [2025-11-21T05:25:43.653303] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:43.848014] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:25:44.040762] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:25:44.239782] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:25:44.435853] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:44.628098] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:25:44.821998] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:45.010781] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:25:45.205277] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:45.398488] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:45.398696] [INFO ] [CONFIGURE ] AVB: Baseline score (no features): 40.00% [2025-11-21T05:25:45.398777] [INFO ] [CONFIGURE ] AVB: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:25:45.398827] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:25:45.629113] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:45.877104] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:25:46.113429] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:25:46.348263] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:25:46.591552] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:46.828502] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:47.068731] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:47.312076] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:25:47.546721] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:25:47.786416] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:47.786616] [INFO ] [CONFIGURE ] AVB: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T05:25:47.786685] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17492 tests [2025-11-21T05:25:47.786758] [INFO ] [CONFIGURE ] AVB: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:25:47.786806] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:25:48.053766] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:48.330309] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:25:48.597444] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:25:48.870918] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:25:49.151732] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:49.419667] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:49.677719] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:49.934400] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:25:50.201843] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:25:50.487813] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:50.488162] [INFO ] [CONFIGURE ] AVB: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T05:25:50.488231] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17491 tests [2025-11-21T05:25:50.488283] [INFO ] [CONFIGURE ] AVB: Testing feature 3/29: add_daily_returns [2025-11-21T05:25:50.488332] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:25:50.741027] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:50.992331] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:25:51.247749] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:25:51.509563] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:25:51.786690] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:52.057012] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:25:52.323606] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:52.582925] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:25:52.847718] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:25:53.107593] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:53.107858] [INFO ] [CONFIGURE ] AVB: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T05:25:53.107918] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17490 tests [2025-11-21T05:25:53.107969] [INFO ] [CONFIGURE ] AVB: Testing feature 4/29: add_ema [2025-11-21T05:25:53.108007] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:25:53.401223] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:25:53.695306] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:25:54.038010] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:25:54.352529] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:25:54.674350] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:25:54.979809] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:25:55.288726] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:55.602824] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:25:55.917558] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:25:56.217930] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:56.218150] [INFO ] [CONFIGURE ] AVB: DISCARDED add_ema (score: 20.00%) [2025-11-21T05:25:56.218214] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17489 tests [2025-11-21T05:25:56.218337] [INFO ] [CONFIGURE ] AVB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:25:56.218384] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:25:56.518332] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:56.818964] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:25:57.114769] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:25:57.411060] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:25:57.703733] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:25:58.007553] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:25:58.306029] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:25:58.595986] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:25:58.901211] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:25:59.204361] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:25:59.204608] [INFO ] [CONFIGURE ] AVB: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T05:25:59.204695] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17488 tests [2025-11-21T05:25:59.204749] [INFO ] [CONFIGURE ] AVB: Testing feature 6/29: add_failed_moves [2025-11-21T05:25:59.204799] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:25:59.459042] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:25:59.704365] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:25:59.949552] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:00.198523] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:00.449892] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:01.514084] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:26:02.045677] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:02.276275] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:02.513694] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:02.757054] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:02.757285] [INFO ] [CONFIGURE ] AVB: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:26:02.757334] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17487 tests [2025-11-21T05:26:02.757374] [INFO ] [CONFIGURE ] AVB: Testing feature 7/29: add_lag_shelf [2025-11-21T05:26:02.757410] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:26:02.982107] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:03.212843] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:03.450868] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:03.676481] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:03.901214] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:04.132126] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:04.369664] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:26:04.611893] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:04.875418] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:05.112149] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:05.112355] [INFO ] [CONFIGURE ] AVB: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:26:05.112407] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17486 tests [2025-11-21T05:26:05.112449] [INFO ] [CONFIGURE ] AVB: Testing feature 8/29: add_macd [2025-11-21T05:26:05.112542] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:26:05.437593] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:26:05.804339] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:06.145061] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:06.504223] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:06.913232] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:07.272471] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:26:07.625095] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:07.973818] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:08.325822] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:08.675474] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:08.675736] [INFO ] [CONFIGURE ] AVB: DISCARDED add_macd (score: 60.00%) [2025-11-21T05:26:08.675801] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17485 tests [2025-11-21T05:26:08.675855] [INFO ] [CONFIGURE ] AVB: Testing feature 9/29: add_mfi [2025-11-21T05:26:08.675903] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:26:08.924373] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:09.168439] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:09.421480] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:09.666220] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:09.914896] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:10.171825] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:26:10.426106] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:10.675987] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:10.931453] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:11.181448] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:11.181721] [INFO ] [CONFIGURE ] AVB: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:26:11.181786] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17484 tests [2025-11-21T05:26:11.181838] [INFO ] [CONFIGURE ] AVB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:26:11.181885] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:26:11.521910] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:11.860660] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:12.188429] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:12.530192] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:12.876686] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:13.242030] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:13.583509] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:13.937116] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:14.291514] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:14.654964] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:14.655264] [INFO ] [CONFIGURE ] AVB: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:26:14.655331] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17483 tests [2025-11-21T05:26:14.655385] [INFO ] [CONFIGURE ] AVB: Testing feature 11/29: add_obv_daily [2025-11-21T05:26:14.655434] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T05:26:14.926273] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:15.180395] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:15.432417] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:15.694050] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:15.946047] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:16.200055] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:16.458827] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:16.729826] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:16.989625] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:17.251579] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:17.251980] [INFO ] [CONFIGURE ] AVB: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T05:26:17.252038] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17482 tests [2025-11-21T05:26:17.252077] [INFO ] [CONFIGURE ] AVB: Testing feature 12/29: add_obv_interval [2025-11-21T05:26:17.252113] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T05:26:17.525512] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:26:17.782002] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:18.044513] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:18.322842] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:18.587974] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:18.855869] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:19.126891] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:19.386553] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:19.647283] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:19.919767] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:19.919994] [INFO ] [CONFIGURE ] AVB: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T05:26:19.920047] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17481 tests [2025-11-21T05:26:19.920089] [INFO ] [CONFIGURE ] AVB: Testing feature 13/29: add_opening_strength [2025-11-21T05:26:19.920127] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:26:20.210338] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:20.506481] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:20.795319] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:21.073513] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:21.363074] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:21.652515] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:21.947775] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:22.239769] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:22.528083] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:22.818474] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:22.818776] [INFO ] [CONFIGURE ] AVB: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T05:26:22.818851] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17480 tests [2025-11-21T05:26:22.818915] [INFO ] [CONFIGURE ] AVB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:26:22.818966] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T05:26:23.133248] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:23.407485] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:23.677745] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:23.976228] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:24.290199] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:24.575225] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:24.854713] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:25.118107] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:25.374783] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:25.631091] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:25.631291] [INFO ] [CONFIGURE ] AVB: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T05:26:25.631348] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17479 tests [2025-11-21T05:26:25.631395] [INFO ] [CONFIGURE ] AVB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:26:25.631438] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T05:26:25.848729] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:26.078188] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:26.322341] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:26.584284] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:26.842663] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:27.085747] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:27.342548] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:27.579402] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:27.858857] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:28.157705] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:28.157999] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T05:26:28.158220] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17478 tests [2025-11-21T05:26:28.158353] [INFO ] [CONFIGURE ] AVB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:26:28.158432] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T05:26:28.433594] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:28.717983] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:28.974878] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:29.243238] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:29.507303] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:29.757661] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:30.002852] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:30.254327] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:30.502394] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:30.751829] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:30.752027] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T05:26:30.752075] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17477 tests [2025-11-21T05:26:30.752113] [INFO ] [CONFIGURE ] AVB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:26:30.752147] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T05:26:31.002019] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:31.253166] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:31.507052] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:31.807135] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:32.071602] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:32.328861] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:32.580328] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:32.830828] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:33.080865] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:33.335041] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:33.335258] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T05:26:33.335317] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17476 tests [2025-11-21T05:26:33.335362] [INFO ] [CONFIGURE ] AVB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:26:33.335406] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T05:26:33.554249] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:33.773967] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:33.993684] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:34.217598] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:34.448051] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:34.697095] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:34.931401] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:35.179990] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:35.416154] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:35.651518] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:35.651745] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:26:35.651820] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17475 tests [2025-11-21T05:26:35.651884] [INFO ] [CONFIGURE ] AVB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:26:35.651931] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T05:26:35.887501] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:36.128228] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:36.368637] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:36.610118] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:36.874490] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:37.133410] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:37.383238] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:26:37.627030] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:37.870085] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:38.122978] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:38.123222] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:26:38.123277] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17474 tests [2025-11-21T05:26:38.123316] [INFO ] [CONFIGURE ] AVB: Testing feature 20/29: add_price_rejection [2025-11-21T05:26:38.123353] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T05:26:38.377405] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:26:38.643840] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:38.912045] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:39.181301] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:39.441538] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:39.697894] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:26:39.959996] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:40.222186] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:40.480719] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:40.734601] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:40.734827] [INFO ] [CONFIGURE ] AVB: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:26:40.734878] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17473 tests [2025-11-21T05:26:40.734975] [INFO ] [CONFIGURE ] AVB: Testing feature 21/29: add_range_position [2025-11-21T05:26:40.735015] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T05:26:41.030754] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:41.319838] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:41.612711] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:41.910277] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:42.173156] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:42.440886] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:26:42.725817] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:43.038572] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:43.344959] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:43.626462] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:43.626699] [INFO ] [CONFIGURE ] AVB: DISCARDED add_range_position (score: 70.00%) [2025-11-21T05:26:43.626764] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17472 tests [2025-11-21T05:26:43.626814] [INFO ] [CONFIGURE ] AVB: Testing feature 22/29: add_realized_volatility [2025-11-21T05:26:43.626859] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T05:26:43.996207] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:44.356309] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:44.722545] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:45.095789] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:45.456305] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:45.829129] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:46.204751] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:46.581580] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:46.969343] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:47.327714] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:47.328379] [INFO ] [CONFIGURE ] AVB: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:26:47.328569] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17471 tests [2025-11-21T05:26:47.328706] [INFO ] [CONFIGURE ] AVB: Testing feature 23/29: add_recent_range_context [2025-11-21T05:26:47.328797] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T05:26:47.575271] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:47.808302] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:48.038825] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:48.278268] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:48.515234] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:48.764974] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:26:49.023795] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:49.271255] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:49.526924] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:49.778367] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:49.778586] [INFO ] [CONFIGURE ] AVB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:26:49.778666] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17470 tests [2025-11-21T05:26:49.778720] [INFO ] [CONFIGURE ] AVB: Testing feature 24/29: add_rsi [2025-11-21T05:26:49.778766] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T05:26:50.101600] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:50.407959] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:50.708223] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:51.001882] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:26:51.309551] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:51.617784] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:51.953632] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:52.265705] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:52.579132] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:52.905177] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:52.905488] [INFO ] [CONFIGURE ] AVB: DISCARDED add_rsi (score: 50.00%) [2025-11-21T05:26:52.905577] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17469 tests [2025-11-21T05:26:52.905673] [INFO ] [CONFIGURE ] AVB: Testing feature 25/29: add_tick_distribution [2025-11-21T05:26:52.905739] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T05:26:53.154273] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:53.404078] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:53.663211] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:53.932509] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:54.192626] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:54.437282] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:26:54.678100] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:54.919770] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:26:55.164427] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:55.408715] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:55.408951] [INFO ] [CONFIGURE ] AVB: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:26:55.409001] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17468 tests [2025-11-21T05:26:55.409039] [INFO ] [CONFIGURE ] AVB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:26:55.409073] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T05:26:55.659595] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:26:55.909077] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:56.158322] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:56.407022] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:56.658288] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:26:56.914845] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:26:57.170094] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:26:57.440995] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:26:57.699554] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:26:57.955802] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:26:57.956006] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:26:57.956059] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17467 tests [2025-11-21T05:26:57.956114] [INFO ] [CONFIGURE ] AVB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:26:57.956159] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T05:26:58.223563] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:26:58.481201] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:26:58.744689] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:26:59.006846] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:26:59.270354] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:26:59.533904] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:26:59.796454] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:27:00.060630] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:00.318772] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:27:00.580038] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:00.580260] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:27:00.580321] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17466 tests [2025-11-21T05:27:00.580370] [INFO ] [CONFIGURE ] AVB: Testing feature 28/29: add_volume_profile [2025-11-21T05:27:00.580420] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T05:27:00.843718] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:01.989716] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:02.247222] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:02.525638] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:27:02.799501] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:03.082556] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:03.340173] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:27:03.603407] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:03.874179] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:27:04.139311] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:04.139572] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:27:04.139833] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17465 tests [2025-11-21T05:27:04.139936] [INFO ] [CONFIGURE ] AVB: Testing feature 29/29: add_vwap [2025-11-21T05:27:04.140015] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T05:27:04.415882] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:04.689306] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:04.956465] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:05.235321] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:27:05.509276] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:05.781744] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:27:06.050846] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:27:06.322398] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:06.585436] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:27:06.869917] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:06.870230] [INFO ] [CONFIGURE ] AVB: DISCARDED add_vwap (score: 50.00%) [2025-11-21T05:27:06.870294] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17464 tests [2025-11-21T05:27:06.870339] [INFO ] [CONFIGURE ] AVB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:27:06.870382] [INFO ] [CONFIGURE ] AVB: Best accuracy: 70.00% [2025-11-21T05:27:06.870424] [INFO ] [CONFIGURE ] AVB: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T05:27:06.870463] [INFO ] [CONFIGURE ] AVB: Improvement over baseline: 30.00% [2025-11-21T05:27:06.870501] [INFO ] [CONFIGURE ] AVB: Total time: 1.4 minutes [2025-11-21T05:27:06.870538] [INFO ] [CONFIGURE ] AVB: Average time per feature: 2.8 seconds [2025-11-21T05:27:06.870573] [INFO ] [CONFIGURE ] AVB: Average speed: 0.36 features/sec [2025-11-21T05:27:06.870941] [INFO ] [LOCAL ] Saved configuration for AVB: 1 features, 70.00% accuracy -> ./output/feature-sets/AVB.json [2025-11-21T05:27:06.870998] [INFO ] [CONFIGURE ] AVB: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T05:27:06.871054] [INFO ] [sig ] [122/723] Successfully configured AVB | 0.01 sym/s | Total: 2.9h | ETA: 14.2h [2025-11-21T05:27:06.871102] [INFO ] [sig ] [123/723] Configuring AVNS... [2025-11-21T05:27:06.871142] [INFO ] [CONFIGURE ] AVNS: Configurate test run. [2025-11-21T05:27:06.871181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-11-21T05:27:06.981035] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVNS'. [2025-11-21T05:27:06.981573] [INFO ] [CONFIGURE ] AVNS: Testing with 29 available features [2025-11-21T05:27:06.981666] [INFO ] [CONFIGURE ] AVNS: Establishing baseline with no features... [2025-11-21T05:27:07.182260] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:07.391239] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:07.587630] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:07.789879] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:07.990069] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:08.195283] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:08.395561] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:08.595595] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:08.805512] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:09.011967] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:27:09.012422] [INFO ] [CONFIGURE ] AVNS: Baseline score (no features): 70.00% [2025-11-21T05:27:09.012528] [INFO ] [CONFIGURE ] AVNS: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:27:09.012607] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:27:09.256791] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:09.499382] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:09.731153] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:09.963432] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:10.195443] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:10.429293] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:10.662837] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:10.898921] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:11.129756] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:11.359583] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:11.359812] [INFO ] [CONFIGURE ] AVNS: KEPT add_bollinger_bands (score: 90.00%) [2025-11-21T05:27:11.359868] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17463 tests [2025-11-21T05:27:11.359949] [INFO ] [CONFIGURE ] AVNS: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:27:11.359999] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:27:11.625594] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:11.909316] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:12.184238] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:12.464765] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:12.758748] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:13.051103] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:27:13.336207] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:13.624579] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:27:13.915869] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:14.204861] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:14.205075] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T05:27:14.205141] [INFO ] [CONFIGURE ] JOB ETA: 14.1h | Avg: 2.9s/test | Remaining: 17462 tests [2025-11-21T05:27:14.205192] [INFO ] [CONFIGURE ] AVNS: Testing feature 3/29: add_daily_returns [2025-11-21T05:27:14.205240] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:27:14.461180] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:14.722277] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:14.972109] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:15.304725] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:15.645416] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:15.977421] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:16.239473] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:16.496131] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:16.763992] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:27:17.017912] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:17.018131] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T05:27:17.018183] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17461 tests [2025-11-21T05:27:17.018226] [INFO ] [CONFIGURE ] AVNS: Testing feature 4/29: add_ema [2025-11-21T05:27:17.018265] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:27:17.309380] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:17.604720] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:17.904789] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:18.221236] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:18.534132] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:18.839633] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:19.145051] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:19.441159] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:19.732731] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:20.024262] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:20.024512] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_ema (score: 80.00%) [2025-11-21T05:27:20.024576] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17460 tests [2025-11-21T05:27:20.024630] [INFO ] [CONFIGURE ] AVNS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:27:20.024703] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:27:20.316424] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:20.611849] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:20.908487] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:21.217835] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:21.512145] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:21.817303] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:22.111439] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:22.401873] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:27:22.699315] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:22.990588] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:22.990835] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T05:27:22.990897] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17459 tests [2025-11-21T05:27:22.990947] [INFO ] [CONFIGURE ] AVNS: Testing feature 6/29: add_failed_moves [2025-11-21T05:27:22.990995] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:27:23.247752] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:23.494961] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:23.744413] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:23.999328] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:24.242910] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:24.481977] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:24.742183] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:25.002803] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:25.264563] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:25.523831] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:25.524061] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T05:27:25.524111] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17458 tests [2025-11-21T05:27:25.524152] [INFO ] [CONFIGURE ] AVNS: Testing feature 7/29: add_lag_shelf [2025-11-21T05:27:25.524190] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:27:25.773201] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:26.016101] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:26.243301] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:26.466212] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:26.697435] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:26.925217] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:27.155259] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:27.383328] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:27.621266] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:27.862342] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:27.862813] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T05:27:27.862932] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17457 tests [2025-11-21T05:27:27.863021] [INFO ] [CONFIGURE ] AVNS: Testing feature 8/29: add_macd [2025-11-21T05:27:27.863140] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:27:28.216746] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:28.567029] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:28.903333] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:29.246238] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:29.602800] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:29.958378] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:30.303905] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:30.651522] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:27:31.006385] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:31.355944] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:31.356186] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_macd (score: 70.00%) [2025-11-21T05:27:31.356250] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17456 tests [2025-11-21T05:27:31.356302] [INFO ] [CONFIGURE ] AVNS: Testing feature 9/29: add_mfi [2025-11-21T05:27:31.356349] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:27:31.601908] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:31.862377] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:32.106087] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:32.352717] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:32.606155] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:27:32.859384] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:33.111485] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:33.365780] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:33.619674] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:33.869157] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:33.869410] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_mfi (score: 80.00%) [2025-11-21T05:27:33.869471] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17455 tests [2025-11-21T05:27:33.869520] [INFO ] [CONFIGURE ] AVNS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:27:33.869565] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:27:34.207089] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:27:34.546351] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:34.881188] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:35.214150] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:35.561272] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:27:35.898936] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:36.231490] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:36.565638] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:36.913955] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:37.252075] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:37.252276] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T05:27:37.252374] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17454 tests [2025-11-21T05:27:37.252428] [INFO ] [CONFIGURE ] AVNS: Testing feature 11/29: add_obv_daily [2025-11-21T05:27:37.252475] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T05:27:37.509964] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:37.763661] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:38.024005] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:38.282035] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:38.545924] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:38.810988] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:27:39.069042] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:39.326531] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:39.583636] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:39.843264] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:39.843727] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T05:27:39.843837] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17453 tests [2025-11-21T05:27:39.843925] [INFO ] [CONFIGURE ] AVNS: Testing feature 12/29: add_obv_interval [2025-11-21T05:27:39.844042] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T05:27:40.098742] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:40.349564] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:40.604630] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:40.858789] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:41.110923] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:27:41.363812] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:41.617392] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:41.887921] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:42.144970] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:42.401922] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:42.402133] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T05:27:42.402187] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17452 tests [2025-11-21T05:27:42.402230] [INFO ] [CONFIGURE ] AVNS: Testing feature 13/29: add_opening_strength [2025-11-21T05:27:42.402268] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:27:42.678308] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:42.943164] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:43.204883] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:43.465796] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:43.725025] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:27:43.980727] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:44.242119] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:44.510200] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:27:44.780901] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:45.042559] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:45.042826] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T05:27:45.042882] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17451 tests [2025-11-21T05:27:45.042934] [INFO ] [CONFIGURE ] AVNS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:27:45.042979] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T05:27:45.292148] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:45.538379] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:45.790919] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:46.038606] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:46.286017] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:46.540383] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:46.824001] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:47.095906] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:47.370044] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:47.649096] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:47.649343] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T05:27:47.649410] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17450 tests [2025-11-21T05:27:47.649466] [INFO ] [CONFIGURE ] AVNS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:27:47.649517] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T05:27:47.892597] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:48.137932] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:27:48.381567] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:48.617495] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:48.861630] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:49.110548] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:49.356532] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:49.599139] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:27:49.837127] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:50.080266] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:50.080689] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-11-21T05:27:50.080800] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17449 tests [2025-11-21T05:27:50.080886] [INFO ] [CONFIGURE ] AVNS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:27:50.081020] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T05:27:50.347806] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:50.618174] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:50.887848] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:51.150623] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:51.422059] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:51.686386] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:27:51.961466] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:52.227495] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:52.493238] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:52.762449] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:52.762864] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:27:52.762948] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17448 tests [2025-11-21T05:27:52.763000] [INFO ] [CONFIGURE ] AVNS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:27:52.763059] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T05:27:53.039700] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:53.304724] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:53.565099] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:53.824476] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:54.088404] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:27:54.354034] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:54.621405] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:54.883410] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:55.141790] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:55.404179] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:55.404394] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T05:27:55.404455] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17447 tests [2025-11-21T05:27:55.404504] [INFO ] [CONFIGURE ] AVNS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:27:55.404546] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T05:27:55.642433] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:55.882159] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:56.122507] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:56.359513] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:56.596744] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:27:56.840338] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:57.085188] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:27:57.328215] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:57.561574] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:27:57.793697] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:27:57.793894] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:27:57.793943] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17446 tests [2025-11-21T05:27:57.793982] [INFO ] [CONFIGURE ] AVNS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:27:57.794017] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T05:27:58.029036] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:27:58.261097] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:27:58.494233] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:27:58.730182] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:27:58.964986] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:27:59.200564] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:27:59.439639] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:27:59.682772] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:27:59.921692] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:00.157065] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:00.157273] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T05:28:00.157322] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17445 tests [2025-11-21T05:28:00.157361] [INFO ] [CONFIGURE ] AVNS: Testing feature 20/29: add_price_rejection [2025-11-21T05:28:00.157397] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T05:28:00.403095] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:00.653968] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:00.901718] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:01.951576] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:02.437594] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:28:02.706688] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:02.970691] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:28:03.238785] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:28:03.514860] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:03.775299] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:03.775517] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T05:28:03.775601] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17444 tests [2025-11-21T05:28:03.775682] [INFO ] [CONFIGURE ] AVNS: Testing feature 21/29: add_range_position [2025-11-21T05:28:03.775732] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T05:28:04.070263] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:04.364516] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:04.648201] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:04.930130] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:05.234046] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:28:05.524610] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:05.810751] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:06.119416] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:06.422271] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:06.735755] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:06.736052] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:28:06.736136] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17443 tests [2025-11-21T05:28:06.736196] [INFO ] [CONFIGURE ] AVNS: Testing feature 22/29: add_realized_volatility [2025-11-21T05:28:06.736246] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T05:28:07.190838] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:07.613795] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:08.043458] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:08.407773] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:08.768716] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:28:09.109079] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:09.497788] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:09.863769] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:10.208610] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:28:10.550075] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:10.550346] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:28:10.550408] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17442 tests [2025-11-21T05:28:10.550457] [INFO ] [CONFIGURE ] AVNS: Testing feature 23/29: add_recent_range_context [2025-11-21T05:28:10.550500] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T05:28:10.763000] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:10.985535] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:11.200926] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:11.417748] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:11.635994] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:28:11.856294] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:12.078541] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:28:12.314128] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:12.568828] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:12.825534] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:12.825771] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T05:28:12.825854] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17441 tests [2025-11-21T05:28:12.825907] [INFO ] [CONFIGURE ] AVNS: Testing feature 24/29: add_rsi [2025-11-21T05:28:12.825958] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T05:28:13.138189] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:13.449509] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:13.766004] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:14.091659] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:14.408130] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:28:14.723351] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:15.032003] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:15.352237] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:28:15.669686] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:15.983117] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:15.983351] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_rsi (score: 70.00%) [2025-11-21T05:28:15.983414] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17440 tests [2025-11-21T05:28:15.983530] [INFO ] [CONFIGURE ] AVNS: Testing feature 25/29: add_tick_distribution [2025-11-21T05:28:15.983583] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T05:28:16.233962] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:16.484309] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:16.739185] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:16.990943] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:17.246843] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:28:17.494977] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:17.757024] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:28:18.022866] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:18.290229] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:18.554033] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:18.554423] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T05:28:18.554526] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17439 tests [2025-11-21T05:28:18.554621] [INFO ] [CONFIGURE ] AVNS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:28:18.554745] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T05:28:18.822761] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:19.082272] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:19.341499] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:19.601721] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:19.853611] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:28:20.115202] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:20.388671] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:28:20.646045] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:28:20.911716] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:21.165096] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:21.165311] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T05:28:21.165432] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17438 tests [2025-11-21T05:28:21.165486] [INFO ] [CONFIGURE ] AVNS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:28:21.165529] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T05:28:21.430590] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:21.691075] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:21.954457] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:22.223684] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:22.493340] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:28:22.753411] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:23.027971] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:23.314893] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:23.588799] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:23.855810] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:23.856049] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T05:28:23.856119] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17437 tests [2025-11-21T05:28:23.856171] [INFO ] [CONFIGURE ] AVNS: Testing feature 28/29: add_volume_profile [2025-11-21T05:28:23.856246] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T05:28:24.106669] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:24.362854] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:24.623577] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:24.889047] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:25.151192] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:28:25.414541] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:25.680205] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:25.955215] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:28:26.227610] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:26.492951] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:26.493307] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T05:28:26.493363] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17436 tests [2025-11-21T05:28:26.493405] [INFO ] [CONFIGURE ] AVNS: Testing feature 29/29: add_vwap [2025-11-21T05:28:26.493444] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T05:28:26.755004] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:27.030411] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:27.298224] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:27.557796] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:28:27.822108] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:28:28.074765] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:28.342958] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:28.609103] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:28:28.880209] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:28:29.151459] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:29.151703] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_vwap (score: 70.00%) [2025-11-21T05:28:29.151787] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17435 tests [2025-11-21T05:28:29.151911] [INFO ] [CONFIGURE ] AVNS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:28:29.151980] [INFO ] [CONFIGURE ] AVNS: Best accuracy: 90.00% [2025-11-21T05:28:29.152037] [INFO ] [CONFIGURE ] AVNS: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T05:28:29.152078] [INFO ] [CONFIGURE ] AVNS: Improvement over baseline: 20.00% [2025-11-21T05:28:29.152115] [INFO ] [CONFIGURE ] AVNS: Total time: 1.3 minutes [2025-11-21T05:28:29.152152] [INFO ] [CONFIGURE ] AVNS: Average time per feature: 2.8 seconds [2025-11-21T05:28:29.152190] [INFO ] [CONFIGURE ] AVNS: Average speed: 0.36 features/sec [2025-11-21T05:28:29.152814] [INFO ] [LOCAL ] Saved configuration for AVNS: 1 features, 90.00% accuracy -> ./output/feature-sets/AVNS.json [2025-11-21T05:28:29.152878] [INFO ] [CONFIGURE ] AVNS: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T05:28:29.152937] [INFO ] [sig ] [123/723] Successfully configured AVNS | 0.01 sym/s | Total: 2.9h | ETA: 14.2h [2025-11-21T05:28:29.152985] [INFO ] [sig ] [124/723] Configuring AVY... [2025-11-21T05:28:29.153026] [INFO ] [CONFIGURE ] AVY: Configurate test run. [2025-11-21T05:28:29.153067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'. [2025-11-21T05:28:29.233309] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVY'. [2025-11-21T05:28:29.233841] [INFO ] [CONFIGURE ] AVY: Testing with 29 available features [2025-11-21T05:28:29.233908] [INFO ] [CONFIGURE ] AVY: Establishing baseline with no features... [2025-11-21T05:28:29.428721] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:29.620947] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:29.818483] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:30.016678] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:30.211846] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:28:30.408923] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:30.607346] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:30.804797] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:31.004898] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:31.205177] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:28:31.205602] [INFO ] [CONFIGURE ] AVY: Baseline score (no features): 40.00% [2025-11-21T05:28:31.205756] [INFO ] [CONFIGURE ] AVY: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:28:31.205837] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:28:31.450025] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:31.679393] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:31.926994] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:32.161280] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:32.392494] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:32.639443] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:32.878575] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:33.113029] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:28:33.351808] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:33.592035] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:28:33.592445] [INFO ] [CONFIGURE ] AVY: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T05:28:33.592561] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17434 tests [2025-11-21T05:28:33.592674] [INFO ] [CONFIGURE ] AVY: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:28:33.592800] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:28:33.831213] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:34.076962] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:34.319606] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:34.565231] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:34.816063] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:35.066057] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:35.308546] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:35.559725] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:35.810888] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:36.053518] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:36.053788] [INFO ] [CONFIGURE ] AVY: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T05:28:36.053883] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17433 tests [2025-11-21T05:28:36.053927] [INFO ] [CONFIGURE ] AVY: Testing feature 3/29: add_daily_returns [2025-11-21T05:28:36.053965] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:28:36.306356] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:36.557395] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:36.809601] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:37.069988] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:37.379955] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:37.652362] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:37.921746] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:38.197254] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:28:38.463079] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:38.714490] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:38.714733] [INFO ] [CONFIGURE ] AVY: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T05:28:38.714817] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17432 tests [2025-11-21T05:28:38.714870] [INFO ] [CONFIGURE ] AVY: Testing feature 4/29: add_ema [2025-11-21T05:28:38.714922] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T05:28:39.028925] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:39.333481] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:39.633615] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:39.925735] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:40.214395] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:40.494135] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:40.766548] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:41.026209] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:41.281823] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:41.545221] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:41.545435] [INFO ] [CONFIGURE ] AVY: DISCARDED add_ema (score: 40.00%) [2025-11-21T05:28:41.545493] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17431 tests [2025-11-21T05:28:41.545539] [INFO ] [CONFIGURE ] AVY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:28:41.545583] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:28:41.800241] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:42.049858] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:42.349061] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:42.630620] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:42.912805] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:43.197784] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:43.484392] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:43.766055] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:44.052596] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:44.339935] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:44.340202] [INFO ] [CONFIGURE ] AVY: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:28:44.340267] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17430 tests [2025-11-21T05:28:44.340318] [INFO ] [CONFIGURE ] AVY: Testing feature 6/29: add_failed_moves [2025-11-21T05:28:44.340355] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T05:28:44.589281] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:44.835411] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:45.080886] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:45.322814] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:45.570625] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:45.805432] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:46.041659] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:46.280318] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:46.528280] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:46.777434] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:46.777735] [INFO ] [CONFIGURE ] AVY: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:28:46.777802] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17429 tests [2025-11-21T05:28:46.777876] [INFO ] [CONFIGURE ] AVY: Testing feature 7/29: add_lag_shelf [2025-11-21T05:28:46.777927] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T05:28:47.009305] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:47.246349] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:47.483349] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:47.711159] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:47.940362] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:48.170531] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:48.409414] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:48.648250] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:48.896795] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:49.150686] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:49.150900] [INFO ] [CONFIGURE ] AVY: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:28:49.150982] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17428 tests [2025-11-21T05:28:49.151025] [INFO ] [CONFIGURE ] AVY: Testing feature 8/29: add_macd [2025-11-21T05:28:49.151063] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T05:28:49.487562] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:49.832822] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:50.182226] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:50.528286] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:50.882335] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:51.227878] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:28:51.581925] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:51.934691] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:28:52.288635] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:28:52.642387] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:28:52.642668] [INFO ] [CONFIGURE ] AVY: DISCARDED add_macd (score: 40.00%) [2025-11-21T05:28:52.642744] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17427 tests [2025-11-21T05:28:52.642803] [INFO ] [CONFIGURE ] AVY: Testing feature 9/29: add_mfi [2025-11-21T05:28:52.642849] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T05:28:52.875575] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:53.137821] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:53.409321] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:53.702548] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:53.978471] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:54.243516] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:54.519609] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:54.822484] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:55.150514] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:55.407292] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:55.407536] [INFO ] [CONFIGURE ] AVY: DISCARDED add_mfi (score: 40.00%) [2025-11-21T05:28:55.407596] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17426 tests [2025-11-21T05:28:55.407664] [INFO ] [CONFIGURE ] AVY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:28:55.407711] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:28:55.760061] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:56.090237] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:28:56.402721] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:56.716304] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:28:57.052632] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:28:57.378385] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:28:57.721967] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:28:58.067827] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:28:58.402942] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:28:58.742180] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:28:58.742433] [INFO ] [CONFIGURE ] AVY: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:28:58.742492] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17425 tests [2025-11-21T05:28:58.742534] [INFO ] [CONFIGURE ] AVY: Testing feature 11/29: add_obv_daily [2025-11-21T05:28:58.742607] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T05:28:59.007359] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:28:59.272770] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:28:59.537210] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:28:59.803232] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:00.065496] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:00.336761] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:01.421959] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:01.686298] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:29:01.958950] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:02.237029] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:02.237259] [INFO ] [CONFIGURE ] AVY: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T05:29:02.237319] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17424 tests [2025-11-21T05:29:02.237370] [INFO ] [CONFIGURE ] AVY: Testing feature 12/29: add_obv_interval [2025-11-21T05:29:02.237407] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T05:29:02.489401] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:02.728625] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:02.983125] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:03.242389] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:03.491409] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:03.747937] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:03.995837] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:04.244507] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:29:04.507898] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:04.771844] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:04.772122] [INFO ] [CONFIGURE ] AVY: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:29:04.772216] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17423 tests [2025-11-21T05:29:04.772297] [INFO ] [CONFIGURE ] AVY: Testing feature 13/29: add_opening_strength [2025-11-21T05:29:04.772391] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:29:05.059239] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:05.351009] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:05.637089] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:05.916379] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:06.206441] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:29:06.492750] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:06.786923] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:07.081533] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:07.373140] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:07.672689] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:07.672945] [INFO ] [CONFIGURE ] AVY: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:29:07.673011] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17422 tests [2025-11-21T05:29:07.673065] [INFO ] [CONFIGURE ] AVY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:29:07.673116] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T05:29:07.939756] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:08.209075] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:08.477625] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:08.764600] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:09.044046] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:09.330974] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:09.606959] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:09.880968] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:10.166565] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:10.459321] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:29:10.459562] [INFO ] [CONFIGURE ] AVY: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T05:29:10.459669] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17421 tests [2025-11-21T05:29:10.459728] [INFO ] [CONFIGURE ] AVY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:29:10.459779] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T05:29:10.711263] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:10.969779] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:11.225083] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:11.474492] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:11.729734] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:11.976894] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:12.223393] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:12.485087] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:12.733744] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:29:12.986214] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:12.986639] [INFO ] [CONFIGURE ] AVY: KEPT add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:29:12.986765] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17420 tests [2025-11-21T05:29:12.986852] [INFO ] [CONFIGURE ] AVY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:29:12.986950] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T05:29:13.257867] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:13.533891] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:13.810723] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:14.090420] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:14.364625] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:14.646503] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:14.922623] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:15.207905] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:15.477896] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:15.752089] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:15.752296] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T05:29:15.752355] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17419 tests [2025-11-21T05:29:15.752403] [INFO ] [CONFIGURE ] AVY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:29:15.752454] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T05:29:16.030571] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:16.314678] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:16.599444] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:16.876550] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:17.152232] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:17.443184] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:17.710339] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:17.979328] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:18.262282] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:18.537915] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:18.538104] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T05:29:18.538159] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17418 tests [2025-11-21T05:29:18.538218] [INFO ] [CONFIGURE ] AVY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:29:18.538262] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T05:29:18.780767] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:19.019207] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:19.271090] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:19.514124] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:19.760123] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:20.004135] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:20.247459] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:20.490551] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:29:20.748493] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:29:20.997372] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:20.997577] [INFO ] [CONFIGURE ] AVY: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:29:20.997635] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17417 tests [2025-11-21T05:29:20.997704] [INFO ] [CONFIGURE ] AVY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:29:20.997749] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T05:29:21.256177] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:21.517405] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:21.774299] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:22.042734] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:22.307397] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:22.567127] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:22.821959] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:23.078386] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:23.333377] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:23.601360] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:23.601580] [INFO ] [CONFIGURE ] AVY: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T05:29:23.601679] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17416 tests [2025-11-21T05:29:23.601742] [INFO ] [CONFIGURE ] AVY: Testing feature 20/29: add_price_rejection [2025-11-21T05:29:23.601791] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T05:29:23.888700] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:24.172268] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:24.443771] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:24.763271] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:25.031728] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:29:25.300137] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:25.571722] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:25.847285] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:26.126498] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:26.407418] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:26.407632] [INFO ] [CONFIGURE ] AVY: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T05:29:26.407712] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17415 tests [2025-11-21T05:29:26.407763] [INFO ] [CONFIGURE ] AVY: Testing feature 21/29: add_range_position [2025-11-21T05:29:26.407808] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T05:29:26.710208] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:27.014408] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:27.317985] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:27.619926] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:27.931524] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:29:28.240841] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:28.547756] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:28.888419] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:29:29.205635] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:29.510605] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:29.510835] [INFO ] [CONFIGURE ] AVY: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:29:29.510897] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17414 tests [2025-11-21T05:29:29.510945] [INFO ] [CONFIGURE ] AVY: Testing feature 22/29: add_realized_volatility [2025-11-21T05:29:29.510981] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T05:29:29.889251] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:30.273772] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:30.672468] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:31.063765] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:31.450367] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:31.831442] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:32.217842] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:32.603469] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:32.988631] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:33.369469] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:33.369700] [INFO ] [CONFIGURE ] AVY: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T05:29:33.369759] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17413 tests [2025-11-21T05:29:33.369807] [INFO ] [CONFIGURE ] AVY: Testing feature 23/29: add_recent_range_context [2025-11-21T05:29:33.369851] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T05:29:33.644953] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:33.895429] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:34.140602] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:34.387229] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:34.648582] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:34.910701] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:35.175841] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:35.455351] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:29:35.743325] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:29:36.044788] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:36.045043] [INFO ] [CONFIGURE ] AVY: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:29:36.045102] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17412 tests [2025-11-21T05:29:36.045165] [INFO ] [CONFIGURE ] AVY: Testing feature 24/29: add_rsi [2025-11-21T05:29:36.045213] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T05:29:36.358001] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:36.681114] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:37.010412] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:37.335241] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:37.664023] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:29:37.987457] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:38.309754] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:38.631591] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:29:38.952407] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:39.276037] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:39.276262] [INFO ] [CONFIGURE ] AVY: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:29:39.276326] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17411 tests [2025-11-21T05:29:39.276377] [INFO ] [CONFIGURE ] AVY: Testing feature 25/29: add_tick_distribution [2025-11-21T05:29:39.276442] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T05:29:39.544888] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:39.817814] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:40.082620] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:40.357175] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:40.634439] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:40.905887] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:41.184712] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:41.459766] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:41.732534] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:42.007881] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:42.008099] [INFO ] [CONFIGURE ] AVY: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T05:29:42.008159] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17410 tests [2025-11-21T05:29:42.008208] [INFO ] [CONFIGURE ] AVY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:29:42.008253] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T05:29:42.277703] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:42.570150] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:42.843949] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:43.105101] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:43.367978] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:43.631175] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:29:43.889671] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:44.151136] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:44.429228] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:44.702733] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:44.702944] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T05:29:44.703001] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17409 tests [2025-11-21T05:29:44.703050] [INFO ] [CONFIGURE ] AVY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:29:44.703087] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T05:29:44.993286] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:45.288195] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:29:45.582227] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:45.871621] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:46.178743] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:29:46.460939] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:46.744162] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:47.037248] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:47.325111] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:29:47.620036] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:47.620261] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T05:29:47.620319] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17408 tests [2025-11-21T05:29:47.620366] [INFO ] [CONFIGURE ] AVY: Testing feature 28/29: add_volume_profile [2025-11-21T05:29:47.620410] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T05:29:47.870347] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:48.129096] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:48.388059] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:48.645320] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:48.918155] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:49.203418] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:49.512818] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:49.814722] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:50.115833] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:50.410637] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:50.410881] [INFO ] [CONFIGURE ] AVY: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T05:29:50.410948] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17407 tests [2025-11-21T05:29:50.411001] [INFO ] [CONFIGURE ] AVY: Testing feature 29/29: add_vwap [2025-11-21T05:29:50.411048] [INFO ] [CONFIGURE ] AVY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T05:29:50.699142] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:29:50.988830] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:29:51.273441] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:51.560087] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:51.842105] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:29:52.116336] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:52.386762] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:52.677416] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:52.959752] [DEBUG] [FORECASTER] AVY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:53.237349] [DEBUG] [FORECASTER] AVY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:29:53.237539] [INFO ] [CONFIGURE ] AVY: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:29:53.237596] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17406 tests [2025-11-21T05:29:53.237661] [INFO ] [CONFIGURE ] AVY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:29:53.237709] [INFO ] [CONFIGURE ] AVY: Best accuracy: 70.00% [2025-11-21T05:29:53.237753] [INFO ] [CONFIGURE ] AVY: Best feature set (3 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T05:29:53.237794] [INFO ] [CONFIGURE ] AVY: Improvement over baseline: 30.00% [2025-11-21T05:29:53.237831] [INFO ] [CONFIGURE ] AVY: Total time: 1.4 minutes [2025-11-21T05:29:53.237868] [INFO ] [CONFIGURE ] AVY: Average time per feature: 2.8 seconds [2025-11-21T05:29:53.237906] [INFO ] [CONFIGURE ] AVY: Average speed: 0.35 features/sec [2025-11-21T05:29:53.238503] [INFO ] [LOCAL ] Saved configuration for AVY: 3 features, 70.00% accuracy -> ./output/feature-sets/AVY.json [2025-11-21T05:29:53.238563] [INFO ] [CONFIGURE ] AVY: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T05:29:53.238615] [INFO ] [sig ] [124/723] Successfully configured AVY | 0.01 sym/s | Total: 2.9h | ETA: 14.2h [2025-11-21T05:29:53.238681] [INFO ] [sig ] [125/723] Configuring AWF... [2025-11-21T05:29:53.238724] [INFO ] [CONFIGURE ] AWF: Configurate test run. [2025-11-21T05:29:53.238764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-11-21T05:29:53.315608] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AWF'. [2025-11-21T05:29:53.316132] [INFO ] [CONFIGURE ] AWF: Testing with 29 available features [2025-11-21T05:29:53.316203] [INFO ] [CONFIGURE ] AWF: Establishing baseline with no features... [2025-11-21T05:29:53.500011] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:29:53.685604] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:29:53.873826] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:54.057837] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:29:54.245789] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:29:54.435910] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:54.622063] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:29:54.810797] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:55.007411] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:55.203500] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:29:55.203729] [INFO ] [CONFIGURE ] AWF: Baseline score (no features): 40.00% [2025-11-21T05:29:55.203782] [INFO ] [CONFIGURE ] AWF: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:29:55.203819] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:29:55.422156] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:29:55.660101] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:29:55.889429] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:56.114571] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:56.338034] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:29:56.583591] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:56.817105] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:29:57.049141] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:29:57.281792] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:29:57.513566] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:29:57.513802] [INFO ] [CONFIGURE ] AWF: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T05:29:57.514041] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17405 tests [2025-11-21T05:29:57.514134] [INFO ] [CONFIGURE ] AWF: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:29:57.514214] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:29:57.775036] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:29:58.035072] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:29:58.299879] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:29:58.563600] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:29:58.828280] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:29:59.098166] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:29:59.359967] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:29:59.640064] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:29:59.902049] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:00.184772] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:00.184985] [INFO ] [CONFIGURE ] AWF: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T05:30:00.185044] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17404 tests [2025-11-21T05:30:00.185094] [INFO ] [CONFIGURE ] AWF: Testing feature 3/29: add_daily_returns [2025-11-21T05:30:00.185140] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:30:00.430945] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:01.280249] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:01.659255] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:01.913483] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:30:02.147142] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:02.376476] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:02.617229] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:02.874125] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:03.131147] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:03.450124] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:03.451236] [INFO ] [CONFIGURE ] AWF: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:30:03.451341] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17403 tests [2025-11-21T05:30:03.451399] [INFO ] [CONFIGURE ] AWF: Testing feature 4/29: add_ema [2025-11-21T05:30:03.451459] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:30:03.809793] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:04.092193] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:04.363454] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:04.619019] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:04.870659] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:05.125184] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:05.373916] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:05.630273] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:05.881357] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:06.126494] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:06.126736] [INFO ] [CONFIGURE ] AWF: DISCARDED add_ema (score: 40.00%) [2025-11-21T05:30:06.126821] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17402 tests [2025-11-21T05:30:06.126873] [INFO ] [CONFIGURE ] AWF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:30:06.126932] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:30:06.392549] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:06.658243] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:06.943041] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:07.218165] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:07.514139] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:07.806356] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:08.107126] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:30:08.401243] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:08.697092] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:08.990786] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:08.991047] [INFO ] [CONFIGURE ] AWF: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T05:30:08.991120] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17401 tests [2025-11-21T05:30:08.991184] [INFO ] [CONFIGURE ] AWF: Testing feature 6/29: add_failed_moves [2025-11-21T05:30:08.991232] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:30:09.237605] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:09.478589] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:09.718769] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:09.957503] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:10.198997] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:10.439712] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:10.688462] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:10.932442] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:30:11.176034] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:11.432056] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:11.432309] [INFO ] [CONFIGURE ] AWF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:30:11.432363] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17400 tests [2025-11-21T05:30:11.432408] [INFO ] [CONFIGURE ] AWF: Testing feature 7/29: add_lag_shelf [2025-11-21T05:30:11.432448] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:30:11.670282] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:11.921398] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:12.156325] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:12.406840] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:12.689867] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:12.930892] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:13.171394] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:13.415324] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:13.652024] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:13.898062] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:13.898453] [INFO ] [CONFIGURE ] AWF: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T05:30:13.898560] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17399 tests [2025-11-21T05:30:13.898671] [INFO ] [CONFIGURE ] AWF: Testing feature 8/29: add_macd [2025-11-21T05:30:13.898787] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:30:14.241899] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:14.583152] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:30:14.927208] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:15.263109] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:15.594610] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:15.938205] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:16.271955] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:16.613190] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:30:16.952369] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:17.295069] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:17.295311] [INFO ] [CONFIGURE ] AWF: KEPT add_macd (score: 60.00%) [2025-11-21T05:30:17.295375] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17398 tests [2025-11-21T05:30:17.295427] [INFO ] [CONFIGURE ] AWF: Testing feature 9/29: add_mfi [2025-11-21T05:30:17.295473] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T05:30:17.666366] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:18.036821] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:18.399445] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:18.762029] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:19.117568] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:19.465272] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:19.825035] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:20.160862] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:30:20.525139] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:20.892772] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:20.893041] [INFO ] [CONFIGURE ] AWF: DISCARDED add_mfi (score: 50.00%) [2025-11-21T05:30:20.893109] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17397 tests [2025-11-21T05:30:20.893166] [INFO ] [CONFIGURE ] AWF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:30:20.893210] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:30:21.330519] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:21.767697] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:30:22.210157] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:22.640245] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:23.072238] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:23.492619] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:23.918326] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:24.338519] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:24.762010] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:25.200165] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:25.200517] [INFO ] [CONFIGURE ] AWF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:30:25.200586] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17396 tests [2025-11-21T05:30:25.200662] [INFO ] [CONFIGURE ] AWF: Testing feature 11/29: add_obv_daily [2025-11-21T05:30:25.200712] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T05:30:25.575130] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:25.973024] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:26.344971] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:26.713484] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:27.081830] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:27.458567] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:27.826971] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:28.202559] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:30:28.567670] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:28.949535] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:28.949777] [INFO ] [CONFIGURE ] AWF: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T05:30:28.949838] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17395 tests [2025-11-21T05:30:28.949887] [INFO ] [CONFIGURE ] AWF: Testing feature 12/29: add_obv_interval [2025-11-21T05:30:28.949940] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T05:30:29.314957] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:29.680104] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:30.047822] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:30.384442] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:30.720439] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:31.062518] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:30:31.402140] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:31.738835] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:32.091568] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:32.441038] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:32.441284] [INFO ] [CONFIGURE ] AWF: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T05:30:32.441346] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17394 tests [2025-11-21T05:30:32.441397] [INFO ] [CONFIGURE ] AWF: Testing feature 13/29: add_opening_strength [2025-11-21T05:30:32.441475] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:30:32.828733] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:33.209201] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:33.587414] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:33.962294] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:34.364672] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:34.754871] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:30:35.137755] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:35.525389] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:30:35.936235] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:36.328832] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:36.329101] [INFO ] [CONFIGURE ] AWF: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T05:30:36.329169] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17393 tests [2025-11-21T05:30:36.329223] [INFO ] [CONFIGURE ] AWF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:30:36.329272] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T05:30:36.693024] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:37.073658] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:37.470349] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:37.838055] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:30:38.193088] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:38.563111] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:30:38.957385] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:39.337166] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:39.655703] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:39.977957] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:39.978193] [INFO ] [CONFIGURE ] AWF: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T05:30:39.978254] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17392 tests [2025-11-21T05:30:39.978301] [INFO ] [CONFIGURE ] AWF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:30:39.978345] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T05:30:40.275807] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:40.590230] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:40.906925] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:41.215188] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:41.532874] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:41.841867] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:42.142680] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:42.479244] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:42.824986] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:43.170293] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:43.170529] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T05:30:43.170617] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17391 tests [2025-11-21T05:30:43.170691] [INFO ] [CONFIGURE ] AWF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:30:43.170739] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T05:30:43.502817] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:43.854249] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:44.194490] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:44.534509] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:44.887070] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:45.231871] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:45.568877] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:45.915540] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:46.258851] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:46.614718] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:46.615051] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T05:30:46.615143] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17390 tests [2025-11-21T05:30:46.615218] [INFO ] [CONFIGURE ] AWF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:30:46.615294] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T05:30:46.985501] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:47.361295] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:47.735987] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:48.083149] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:48.433441] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:48.795981] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:30:49.160194] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:49.514702] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:30:49.882755] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:50.243376] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:50.243624] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T05:30:50.243708] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17389 tests [2025-11-21T05:30:50.243759] [INFO ] [CONFIGURE ] AWF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:30:50.243803] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T05:30:50.575664] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:50.914049] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:30:51.373486] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:51.814184] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:52.150364] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:52.456797] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:52.780763] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:53.106833] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:30:53.437377] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:53.769518] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:53.769779] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:30:53.769841] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17388 tests [2025-11-21T05:30:53.769889] [INFO ] [CONFIGURE ] AWF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:30:53.769934] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T05:30:54.082073] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:54.396010] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:30:54.710549] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:55.035817] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:55.357385] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:55.676953] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:30:55.999258] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:56.316280] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:30:56.632796] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:30:56.944974] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:30:56.945177] [INFO ] [CONFIGURE ] AWF: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:30:56.945238] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17387 tests [2025-11-21T05:30:56.945286] [INFO ] [CONFIGURE ] AWF: Testing feature 20/29: add_price_rejection [2025-11-21T05:30:56.945331] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T05:30:57.288768] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:30:57.645488] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:30:57.988492] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:30:58.344035] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:30:58.693252] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:30:59.050107] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:30:59.396928] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:30:59.731858] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:00.071016] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:31:00.410286] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:00.410497] [INFO ] [CONFIGURE ] AWF: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T05:31:00.410556] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17386 tests [2025-11-21T05:31:00.410603] [INFO ] [CONFIGURE ] AWF: Testing feature 21/29: add_range_position [2025-11-21T05:31:00.410739] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T05:31:01.491263] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:01.966077] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:31:02.327602] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:02.722261] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:31:03.075861] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:03.447352] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:31:03.835043] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:31:04.214828] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:04.589816] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:31:04.950983] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:04.951227] [INFO ] [CONFIGURE ] AWF: DISCARDED add_range_position (score: 40.00%) [2025-11-21T05:31:04.951291] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17385 tests [2025-11-21T05:31:04.951345] [INFO ] [CONFIGURE ] AWF: Testing feature 22/29: add_realized_volatility [2025-11-21T05:31:04.951391] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T05:31:05.418296] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:05.872047] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:06.342936] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:06.797105] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:31:07.266061] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:07.743473] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:08.229853] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:31:08.740316] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:09.220060] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:31:09.679196] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:09.679445] [INFO ] [CONFIGURE ] AWF: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:31:09.679508] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17384 tests [2025-11-21T05:31:09.679560] [INFO ] [CONFIGURE ] AWF: Testing feature 23/29: add_recent_range_context [2025-11-21T05:31:09.679605] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T05:31:10.037631] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:10.404851] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:31:10.762347] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:11.129328] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:31:11.521674] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:11.902635] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:12.282698] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:31:12.670140] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:13.051976] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:31:13.419039] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:13.419289] [INFO ] [CONFIGURE ] AWF: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T05:31:13.419360] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17383 tests [2025-11-21T05:31:13.419414] [INFO ] [CONFIGURE ] AWF: Testing feature 24/29: add_rsi [2025-11-21T05:31:13.419460] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T05:31:13.819092] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:14.216803] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:31:14.602425] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:14.990635] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:31:15.369536] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:15.757777] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:16.135930] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:31:16.502402] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:16.868731] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:31:17.238970] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:17.239188] [INFO ] [CONFIGURE ] AWF: DISCARDED add_rsi (score: 40.00%) [2025-11-21T05:31:17.239260] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17382 tests [2025-11-21T05:31:17.239320] [INFO ] [CONFIGURE ] AWF: Testing feature 25/29: add_tick_distribution [2025-11-21T05:31:17.239369] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T05:31:17.588634] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:17.915394] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:18.241700] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:18.562567] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:31:18.884800] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:19.205142] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:19.548452] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:31:19.881158] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:20.211780] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:31:20.544243] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:20.544446] [INFO ] [CONFIGURE ] AWF: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:31:20.544510] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17381 tests [2025-11-21T05:31:20.544561] [INFO ] [CONFIGURE ] AWF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:31:20.544606] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T05:31:20.887723] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:21.235639] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:21.579274] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:21.927929] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:31:22.275939] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:22.664673] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:23.018698] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:23.369679] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:23.729192] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:31:24.092587] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:24.092813] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T05:31:24.092873] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17380 tests [2025-11-21T05:31:24.092920] [INFO ] [CONFIGURE ] AWF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:31:24.092965] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T05:31:24.472074] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:24.824252] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:31:25.181100] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:25.535373] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:31:25.896597] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:26.255334] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:26.623885] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:31:26.989181] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:27.353599] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:31:27.748412] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:27.748633] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:31:27.748718] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17379 tests [2025-11-21T05:31:27.748769] [INFO ] [CONFIGURE ] AWF: Testing feature 28/29: add_volume_profile [2025-11-21T05:31:27.748817] [INFO ] [CONFIGURE ] AWF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T05:31:28.081710] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:28.429043] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:28.757681] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:29.087099] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:31:29.420452] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:29.748408] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:30.094609] [DEBUG] [FORECASTER] AWF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:31:30.453157] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:30.802230] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:31:31.112957] [DEBUG] [FORECASTER] AWF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:31.113189] [INFO ] [CONFIGURE ] AWF: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:31:31.113249] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17378 tests [2025-11-21T05:31:31.113299] [INFO ] [CONFIGURE ] AWF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:31:31.113342] [INFO ] [CONFIGURE ] AWF: Best accuracy: 60.00% [2025-11-21T05:31:31.113384] [INFO ] [CONFIGURE ] AWF: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:31:31.113422] [INFO ] [CONFIGURE ] AWF: Improvement over baseline: 20.00% [2025-11-21T05:31:31.113458] [INFO ] [CONFIGURE ] AWF: Total time: 1.6 minutes [2025-11-21T05:31:31.113494] [INFO ] [CONFIGURE ] AWF: Average time per feature: 3.4 seconds [2025-11-21T05:31:31.113531] [INFO ] [CONFIGURE ] AWF: Average speed: 0.30 features/sec [2025-11-21T05:31:31.114454] [INFO ] [LOCAL ] Saved configuration for AWF: 3 features, 60.00% accuracy -> ./output/feature-sets/AWF.json [2025-11-21T05:31:31.114514] [INFO ] [CONFIGURE ] AWF: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T05:31:31.114565] [INFO ] [sig ] [125/723] Successfully configured AWF | 0.01 sym/s | Total: 3.0h | ETA: 14.2h [2025-11-21T05:31:31.114608] [INFO ] [sig ] [126/723] Configuring AWI... [2025-11-21T05:31:31.114669] [INFO ] [CONFIGURE ] AWI: Configurate test run. [2025-11-21T05:31:31.114713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-11-21T05:31:31.161421] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AWI'. [2025-11-21T05:31:31.161854] [INFO ] [CONFIGURE ] AWI: Testing with 29 available features [2025-11-21T05:31:31.161921] [INFO ] [CONFIGURE ] AWI: Establishing baseline with no features... [2025-11-21T05:31:31.329826] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:31:31.498099] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:31.678377] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:31.860054] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:32.035731] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:32.211438] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:32.386961] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:32.570468] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:32.751938] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:31:32.942508] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:31:32.942698] [INFO ] [CONFIGURE ] AWI: Baseline score (no features): 60.00% [2025-11-21T05:31:32.942754] [INFO ] [CONFIGURE ] AWI: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:31:32.942797] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:31:33.150218] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:33.355785] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:33.563451] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:31:33.772571] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:33.977184] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:31:34.189509] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:34.399514] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:34.625949] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:34.856450] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:35.093569] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:35.093983] [INFO ] [CONFIGURE ] AWI: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T05:31:35.094091] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17377 tests [2025-11-21T05:31:35.094176] [INFO ] [CONFIGURE ] AWI: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:31:35.094252] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:31:35.322250] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:35.554605] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:35.786662] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:36.029494] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:36.270798] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:36.512702] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:36.745602] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:36.979559] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:37.203962] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:37.437291] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:37.437482] [INFO ] [CONFIGURE ] AWI: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T05:31:37.437531] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17376 tests [2025-11-21T05:31:37.437569] [INFO ] [CONFIGURE ] AWI: Testing feature 3/29: add_daily_returns [2025-11-21T05:31:37.437605] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:31:37.678709] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:37.914565] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:38.155984] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:38.393263] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:38.628461] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:38.862513] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:39.095800] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:39.325980] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:39.562333] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:39.795147] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:31:39.795329] [INFO ] [CONFIGURE ] AWI: KEPT add_daily_returns (score: 80.00%) [2025-11-21T05:31:39.795379] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17375 tests [2025-11-21T05:31:39.795417] [INFO ] [CONFIGURE ] AWI: Testing feature 4/29: add_ema [2025-11-21T05:31:39.795909] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T05:31:40.066478] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:31:40.362112] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:40.639683] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:31:40.926078] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:41.212312] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:41.501619] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:41.783939] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:42.053876] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:42.318794] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:42.612103] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:31:42.612418] [INFO ] [CONFIGURE ] AWI: DISCARDED add_ema (score: 60.00%) [2025-11-21T05:31:42.612482] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17374 tests [2025-11-21T05:31:42.612531] [INFO ] [CONFIGURE ] AWI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:31:42.612574] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:31:42.922799] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:43.223526] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:43.499293] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:43.842866] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:44.218117] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:44.548704] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:44.845167] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:45.122091] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:31:45.406345] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:45.706380] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:45.706566] [INFO ] [CONFIGURE ] AWI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T05:31:45.706628] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17373 tests [2025-11-21T05:31:45.706709] [INFO ] [CONFIGURE ] AWI: Testing feature 6/29: add_failed_moves [2025-11-21T05:31:45.706756] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T05:31:45.954758] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:46.198311] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:46.434592] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:46.693380] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:46.954072] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:47.210976] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:47.462559] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:47.714476] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:47.988216] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:48.245910] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:31:48.246091] [INFO ] [CONFIGURE ] AWI: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T05:31:48.246148] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17372 tests [2025-11-21T05:31:48.246195] [INFO ] [CONFIGURE ] AWI: Testing feature 7/29: add_lag_shelf [2025-11-21T05:31:48.246239] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T05:31:48.471105] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:48.702745] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:48.954533] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:49.212440] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:49.463781] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:49.709103] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:49.948173] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:50.181812] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:50.420471] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:50.654753] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:31:50.654940] [INFO ] [CONFIGURE ] AWI: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T05:31:50.654990] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17371 tests [2025-11-21T05:31:50.655028] [INFO ] [CONFIGURE ] AWI: Testing feature 8/29: add_macd [2025-11-21T05:31:50.655063] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T05:31:50.955660] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:31:51.253765] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:51.571750] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:51.893382] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:52.220173] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:52.545628] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:52.891217] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:53.224043] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:53.546830] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:53.881547] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:31:53.881789] [INFO ] [CONFIGURE ] AWI: DISCARDED add_macd (score: 60.00%) [2025-11-21T05:31:53.881850] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17370 tests [2025-11-21T05:31:53.881900] [INFO ] [CONFIGURE ] AWI: Testing feature 9/29: add_mfi [2025-11-21T05:31:53.881945] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T05:31:54.151881] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:54.436798] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:54.712260] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:54.989448] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:55.266429] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:55.534376] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:55.803956] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:56.069603] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:56.342384] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:31:56.609378] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:31:56.609611] [INFO ] [CONFIGURE ] AWI: DISCARDED add_mfi (score: 80.00%) [2025-11-21T05:31:56.609692] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17369 tests [2025-11-21T05:31:56.609744] [INFO ] [CONFIGURE ] AWI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:31:56.609788] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:31:56.944509] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:31:57.283796] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:31:57.611163] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:31:57.950765] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:31:58.297363] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:31:58.646457] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:31:59.001284] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:31:59.378610] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:31:59.744803] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:00.107071] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:00.107390] [INFO ] [CONFIGURE ] AWI: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T05:32:00.107451] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17368 tests [2025-11-21T05:32:00.107503] [INFO ] [CONFIGURE ] AWI: Testing feature 11/29: add_obv_daily [2025-11-21T05:32:00.107548] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T05:32:00.403945] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:00.703446] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:02.019400] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:32:02.297499] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:02.587537] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:02.895190] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:03.208212] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:03.501917] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:03.781306] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:04.075615] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:32:04.075840] [INFO ] [CONFIGURE ] AWI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T05:32:04.075900] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17367 tests [2025-11-21T05:32:04.075950] [INFO ] [CONFIGURE ] AWI: Testing feature 12/29: add_obv_interval [2025-11-21T05:32:04.075994] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T05:32:04.342501] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:04.637851] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:04.921216] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:05.199332] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:05.472267] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:05.745172] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:06.017685] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:06.290158] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:32:06.564407] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:32:06.832027] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:32:06.832217] [INFO ] [CONFIGURE ] AWI: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T05:32:06.832276] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17366 tests [2025-11-21T05:32:06.832327] [INFO ] [CONFIGURE ] AWI: Testing feature 13/29: add_opening_strength [2025-11-21T05:32:06.832371] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:32:07.120321] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:07.381371] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:07.633165] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:07.889734] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:08.168195] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:08.454279] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:08.735603] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:09.005835] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:09.266112] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:09.531195] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:09.531889] [INFO ] [CONFIGURE ] AWI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T05:32:09.531961] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17365 tests [2025-11-21T05:32:09.532013] [INFO ] [CONFIGURE ] AWI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:32:09.532058] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T05:32:09.805017] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:10.077396] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:10.354522] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:10.625266] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:10.903530] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:11.180209] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:11.462513] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:11.735289] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:11.993074] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:12.264833] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:12.265071] [INFO ] [CONFIGURE ] AWI: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T05:32:12.265129] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17364 tests [2025-11-21T05:32:12.265178] [INFO ] [CONFIGURE ] AWI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:32:12.265223] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T05:32:12.521637] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:32:12.784524] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:13.037385] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:32:13.299988] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:13.571459] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:13.846046] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:14.106197] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:14.371222] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:32:14.640734] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:14.915330] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:14.915568] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:32:14.915634] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17363 tests [2025-11-21T05:32:14.915706] [INFO ] [CONFIGURE ] AWI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:32:14.915755] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T05:32:15.217078] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:15.486384] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:15.772415] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:16.058320] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:16.349391] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:16.638599] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:16.924482] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:17.224358] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:17.524017] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:32:17.845148] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:17.845454] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:32:17.845519] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17362 tests [2025-11-21T05:32:17.845572] [INFO ] [CONFIGURE ] AWI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:32:17.845619] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T05:32:18.155151] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:32:18.436603] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:18.742860] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:32:19.044938] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:19.336015] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:19.622343] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:19.898863] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:20.171498] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:20.450838] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:20.718073] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:32:20.718289] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:32:20.718349] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17361 tests [2025-11-21T05:32:20.718400] [INFO ] [CONFIGURE ] AWI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:32:20.718444] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T05:32:20.973250] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:21.234839] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:21.502336] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:21.764418] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:22.027064] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:22.292803] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:22.548554] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:22.826311] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:23.092987] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:32:23.353485] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:23.353696] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:32:23.353755] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17360 tests [2025-11-21T05:32:23.353811] [INFO ] [CONFIGURE ] AWI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:32:23.353854] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T05:32:23.611223] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:32:23.850527] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:24.071527] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:24.295179] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:24.519736] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:24.751774] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:25.000308] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:25.241756] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:25.488339] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:25.730336] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:32:25.730523] [INFO ] [CONFIGURE ] AWI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:32:25.730585] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17359 tests [2025-11-21T05:32:25.730635] [INFO ] [CONFIGURE ] AWI: Testing feature 20/29: add_price_rejection [2025-11-21T05:32:25.730705] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T05:32:26.001561] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:26.268371] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:26.554542] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:26.837226] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:27.117771] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:27.406556] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:27.689134] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:27.975734] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:28.263174] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:28.546755] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:28.546951] [INFO ] [CONFIGURE ] AWI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T05:32:28.547013] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17358 tests [2025-11-21T05:32:28.547072] [INFO ] [CONFIGURE ] AWI: Testing feature 21/29: add_range_position [2025-11-21T05:32:28.547124] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T05:32:28.822610] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:32:29.119231] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:29.402340] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:29.684519] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:29.972362] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:30.281840] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:30.566238] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:30.845289] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:32:31.169670] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:31.540831] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:31.541103] [INFO ] [CONFIGURE ] AWI: DISCARDED add_range_position (score: 70.00%) [2025-11-21T05:32:31.541176] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17357 tests [2025-11-21T05:32:31.541537] [INFO ] [CONFIGURE ] AWI: Testing feature 22/29: add_realized_volatility [2025-11-21T05:32:31.541601] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T05:32:31.999441] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:32:32.371162] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:32.740043] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:33.131633] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:33.500131] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:33.853241] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:34.203884] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:34.556033] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:34.909175] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:35.279714] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:35.279900] [INFO ] [CONFIGURE ] AWI: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T05:32:35.279959] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17356 tests [2025-11-21T05:32:35.280010] [INFO ] [CONFIGURE ] AWI: Testing feature 23/29: add_recent_range_context [2025-11-21T05:32:35.280057] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T05:32:35.523535] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:35.768299] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:36.012069] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:36.258208] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:36.506240] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:36.755005] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:37.003607] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:37.249900] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:37.514754] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:37.780606] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:32:37.780825] [INFO ] [CONFIGURE ] AWI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:32:37.780881] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17355 tests [2025-11-21T05:32:37.780921] [INFO ] [CONFIGURE ] AWI: Testing feature 24/29: add_rsi [2025-11-21T05:32:37.780958] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T05:32:38.053425] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:38.338143] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:38.615994] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:32:38.897771] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:39.173563] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:39.468109] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:39.762317] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:40.053623] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:40.347064] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:40.629865] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:40.630081] [INFO ] [CONFIGURE ] AWI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:32:40.630143] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17354 tests [2025-11-21T05:32:40.630191] [INFO ] [CONFIGURE ] AWI: Testing feature 25/29: add_tick_distribution [2025-11-21T05:32:40.630236] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T05:32:40.869965] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:32:41.141073] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:41.398351] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:41.667565] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:41.922788] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:42.149823] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:42.383738] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:32:42.653554] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:42.905130] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:43.139488] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:43.139683] [INFO ] [CONFIGURE ] AWI: KEPT add_tick_distribution (score: 90.00%) [2025-11-21T05:32:43.139743] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17353 tests [2025-11-21T05:32:43.139786] [INFO ] [CONFIGURE ] AWI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:32:43.139826] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T05:32:43.408531] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:43.679759] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:32:43.921226] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:32:44.164754] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:44.412759] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:44.681179] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:44.947487] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:45.188580] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:32:45.431729] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:45.678894] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:45.679070] [INFO ] [CONFIGURE ] AWI: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T05:32:45.679128] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17352 tests [2025-11-21T05:32:45.679176] [INFO ] [CONFIGURE ] AWI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:32:45.679279] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T05:32:45.949957] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:46.222973] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:46.502379] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:46.792292] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:47.065753] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:47.367164] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:47.695808] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:48.016947] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:48.331231] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:32:48.637457] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:48.637718] [INFO ] [CONFIGURE ] AWI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:32:48.637782] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17351 tests [2025-11-21T05:32:48.637831] [INFO ] [CONFIGURE ] AWI: Testing feature 28/29: add_volume_profile [2025-11-21T05:32:48.637874] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T05:32:48.945485] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:32:49.238396] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:49.530333] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:49.816179] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:50.109275] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:50.404830] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:50.693541] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:50.991546] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:32:51.290208] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:51.577309] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:51.577496] [INFO ] [CONFIGURE ] AWI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:32:51.577554] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17350 tests [2025-11-21T05:32:51.577599] [INFO ] [CONFIGURE ] AWI: Testing feature 29/29: add_vwap [2025-11-21T05:32:51.577659] [INFO ] [CONFIGURE ] AWI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_vwap'] [2025-11-21T05:32:51.858328] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:32:52.152291] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:32:52.444479] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:52.732391] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:53.046016] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:32:53.343631] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:32:53.643866] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:32:53.913194] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:32:54.212224] [DEBUG] [FORECASTER] AWI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:32:54.507551] [DEBUG] [FORECASTER] AWI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:32:54.507751] [INFO ] [CONFIGURE ] AWI: DISCARDED add_vwap (score: 80.00%) [2025-11-21T05:32:54.507811] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17349 tests [2025-11-21T05:32:54.507859] [INFO ] [CONFIGURE ] AWI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:32:54.507901] [INFO ] [CONFIGURE ] AWI: Best accuracy: 90.00% [2025-11-21T05:32:54.507946] [INFO ] [CONFIGURE ] AWI: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T05:32:54.507986] [INFO ] [CONFIGURE ] AWI: Improvement over baseline: 30.00% [2025-11-21T05:32:54.508024] [INFO ] [CONFIGURE ] AWI: Total time: 1.4 minutes [2025-11-21T05:32:54.508061] [INFO ] [CONFIGURE ] AWI: Average time per feature: 2.8 seconds [2025-11-21T05:32:54.508099] [INFO ] [CONFIGURE ] AWI: Average speed: 0.36 features/sec [2025-11-21T05:32:54.508615] [INFO ] [LOCAL ] Saved configuration for AWI: 3 features, 90.00% accuracy -> ./output/feature-sets/AWI.json [2025-11-21T05:32:54.508696] [INFO ] [CONFIGURE ] AWI: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T05:32:54.508754] [INFO ] [sig ] [126/723] Successfully configured AWI | 0.01 sym/s | Total: 3.0h | ETA: 14.1h [2025-11-21T05:32:54.508801] [INFO ] [sig ] [127/723] Configuring AX... [2025-11-21T05:32:54.508841] [INFO ] [CONFIGURE ] AX: Configurate test run. [2025-11-21T05:32:54.508880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'. [2025-11-21T05:32:54.586694] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AX'. [2025-11-21T05:32:54.587237] [INFO ] [CONFIGURE ] AX: Testing with 29 available features [2025-11-21T05:32:54.587320] [INFO ] [CONFIGURE ] AX: Establishing baseline with no features... [2025-11-21T05:32:54.758369] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:32:54.952597] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:32:55.136738] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:55.322950] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:55.512223] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:32:55.700113] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:32:55.888799] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:56.082849] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:32:56.274556] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:32:56.464803] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:32:56.464965] [INFO ] [CONFIGURE ] AX: Baseline score (no features): 20.00% [2025-11-21T05:32:56.465011] [INFO ] [CONFIGURE ] AX: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:32:56.465049] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:32:56.693468] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:32:56.927740] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:32:57.161295] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:32:57.392198] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:32:57.612560] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:32:57.837402] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:32:58.076160] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:32:58.310306] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:32:58.533736] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:32:58.765726] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:32:58.765926] [INFO ] [CONFIGURE ] AX: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-21T05:32:58.765976] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17348 tests [2025-11-21T05:32:58.766017] [INFO ] [CONFIGURE ] AX: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:32:58.766052] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:32:58.998823] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:32:59.231238] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:32:59.470018] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:32:59.712775] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:32:59.949436] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:00.190752] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:00.426839] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:00.667846] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:00.899938] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:01.858390] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:01.858812] [INFO ] [CONFIGURE ] AX: KEPT add_cumulative_delta (score: 30.00%) [2025-11-21T05:33:01.858933] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17347 tests [2025-11-21T05:33:01.859019] [INFO ] [CONFIGURE ] AX: Testing feature 3/29: add_daily_returns [2025-11-21T05:33:01.859147] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:33:02.230473] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:02.484154] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:02.729250] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:02.989667] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:03.250857] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:03.492452] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:03.740617] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:03.988746] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:04.245438] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:04.503120] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:04.503320] [INFO ] [CONFIGURE ] AX: KEPT add_daily_returns (score: 40.00%) [2025-11-21T05:33:04.503370] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17346 tests [2025-11-21T05:33:04.503441] [INFO ] [CONFIGURE ] AX: Testing feature 4/29: add_ema [2025-11-21T05:33:04.503479] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T05:33:04.782551] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:05.067170] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:05.351574] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:05.641269] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:05.909441] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:06.178909] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:06.443474] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:06.701873] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:33:06.969728] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:07.241611] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:07.241922] [INFO ] [CONFIGURE ] AX: KEPT add_ema (score: 50.00%) [2025-11-21T05:33:07.241995] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17345 tests [2025-11-21T05:33:07.242048] [INFO ] [CONFIGURE ] AX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:33:07.242093] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:33:07.538263] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:07.844116] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:08.142782] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:33:08.444460] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:08.751012] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:09.062383] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:09.359833] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:09.667384] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:09.964971] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:10.267254] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:10.267437] [INFO ] [CONFIGURE ] AX: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T05:33:10.267495] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17344 tests [2025-11-21T05:33:10.267538] [INFO ] [CONFIGURE ] AX: Testing feature 6/29: add_failed_moves [2025-11-21T05:33:10.267581] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T05:33:10.547638] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:10.821744] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:11.089092] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:11.359124] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:11.624316] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:11.893865] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:12.163715] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:12.432129] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:33:12.701688] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:12.984203] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:12.984402] [INFO ] [CONFIGURE ] AX: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:33:12.984458] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17343 tests [2025-11-21T05:33:12.984509] [INFO ] [CONFIGURE ] AX: Testing feature 7/29: add_lag_shelf [2025-11-21T05:33:12.984553] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T05:33:13.255953] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:13.531658] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:13.830143] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:14.127302] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:14.422280] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:14.711903] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:14.998048] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:15.288018] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:33:15.572246] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:15.861198] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:15.861461] [INFO ] [CONFIGURE ] AX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:33:15.861523] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17342 tests [2025-11-21T05:33:15.861575] [INFO ] [CONFIGURE ] AX: Testing feature 8/29: add_macd [2025-11-21T05:33:15.861624] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T05:33:16.260271] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:16.633052] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:17.034018] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:33:17.406533] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:17.782493] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:33:18.175067] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:18.576537] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:18.964980] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:19.353996] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:19.757067] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:19.757298] [INFO ] [CONFIGURE ] AX: DISCARDED add_macd (score: 20.00%) [2025-11-21T05:33:19.757358] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17341 tests [2025-11-21T05:33:19.757409] [INFO ] [CONFIGURE ] AX: Testing feature 9/29: add_mfi [2025-11-21T05:33:19.757456] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T05:33:20.082798] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:20.407285] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:20.724965] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:21.056731] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:21.386259] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:21.710510] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:22.039086] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:22.368940] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:22.702223] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:23.038555] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:23.038844] [INFO ] [CONFIGURE ] AX: DISCARDED add_mfi (score: 40.00%) [2025-11-21T05:33:23.038917] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17340 tests [2025-11-21T05:33:23.038996] [INFO ] [CONFIGURE ] AX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:33:23.039052] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:33:23.464220] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:23.906137] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:24.338022] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:24.757139] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:25.176225] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:25.597184] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:26.011397] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:26.379861] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:26.747827] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:27.117120] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:27.117392] [INFO ] [CONFIGURE ] AX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:33:27.117455] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17339 tests [2025-11-21T05:33:27.117504] [INFO ] [CONFIGURE ] AX: Testing feature 11/29: add_obv_daily [2025-11-21T05:33:27.117547] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-21T05:33:27.408993] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:27.714412] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:28.027890] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:28.348222] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:28.649445] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:33:28.950003] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:29.268580] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:29.597690] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:29.927087] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:30.252097] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:30.252345] [INFO ] [CONFIGURE ] AX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T05:33:30.252409] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17338 tests [2025-11-21T05:33:30.252461] [INFO ] [CONFIGURE ] AX: Testing feature 12/29: add_obv_interval [2025-11-21T05:33:30.252508] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-21T05:33:30.566974] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:33:30.874144] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:31.187607] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:31.499727] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:31.816246] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:32.138145] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:32.471844] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:32.788874] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:33.115687] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:33.435890] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:33.436190] [INFO ] [CONFIGURE ] AX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:33:33.436256] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17337 tests [2025-11-21T05:33:33.436310] [INFO ] [CONFIGURE ] AX: Testing feature 13/29: add_opening_strength [2025-11-21T05:33:33.436359] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-21T05:33:33.771596] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:34.107799] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:34.439956] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:34.766517] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:35.095089] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:35.422919] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:35.755584] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:36.088952] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:33:36.430532] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:36.771371] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:36.771606] [INFO ] [CONFIGURE ] AX: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:33:36.771697] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17336 tests [2025-11-21T05:33:36.771751] [INFO ] [CONFIGURE ] AX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:33:36.771800] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T05:33:37.097600] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:37.439373] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:37.765666] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:33:38.114453] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:33:38.458788] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:38.798630] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:39.136963] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:39.510749] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:39.953420] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:40.392997] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:40.393269] [INFO ] [CONFIGURE ] AX: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T05:33:40.393333] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17335 tests [2025-11-21T05:33:40.393382] [INFO ] [CONFIGURE ] AX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:33:40.393427] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T05:33:40.660524] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:40.938619] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:41.241083] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:33:41.542559] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:41.847736] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:42.149878] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:42.477619] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:42.796513] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:33:43.106490] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:43.394277] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:43.394465] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T05:33:43.394525] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17334 tests [2025-11-21T05:33:43.394572] [INFO ] [CONFIGURE ] AX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:33:43.394616] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T05:33:43.705412] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:44.018756] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:44.345300] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:33:44.666118] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:44.976777] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:45.307719] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:45.650415] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:45.986638] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:46.320203] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:46.667348] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:46.667635] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T05:33:46.667728] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17333 tests [2025-11-21T05:33:46.667797] [INFO ] [CONFIGURE ] AX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:33:46.667849] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T05:33:46.988229] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:47.298708] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:47.616929] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:47.938516] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:48.266943] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:48.599697] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:48.914315] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:49.232897] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:33:49.550325] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:49.870266] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:49.870670] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:33:49.870738] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17332 tests [2025-11-21T05:33:49.870829] [INFO ] [CONFIGURE ] AX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:33:49.870880] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T05:33:50.180117] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:50.487987] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:50.803360] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:51.122949] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:51.445363] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:51.762798] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:52.094007] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:52.418347] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:52.739931] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:53.080456] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:53.080797] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T05:33:53.080861] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17331 tests [2025-11-21T05:33:53.080916] [INFO ] [CONFIGURE ] AX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:33:53.080959] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T05:33:53.383905] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:53.705713] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:54.029004] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:33:54.375383] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:33:54.701192] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:55.018767] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:55.337223] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:55.672483] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:33:55.977509] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:56.293082] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:56.293267] [INFO ] [CONFIGURE ] AX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T05:33:56.293328] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17330 tests [2025-11-21T05:33:56.293378] [INFO ] [CONFIGURE ] AX: Testing feature 20/29: add_price_rejection [2025-11-21T05:33:56.293423] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-21T05:33:56.623844] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:33:56.971841] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:33:57.307600] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:33:57.645575] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:33:58.018168] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:33:58.363903] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:33:58.688318] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:33:59.015236] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:33:59.349303] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:33:59.683504] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:33:59.683751] [INFO ] [CONFIGURE ] AX: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T05:33:59.683819] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17329 tests [2025-11-21T05:33:59.683869] [INFO ] [CONFIGURE ] AX: Testing feature 21/29: add_range_position [2025-11-21T05:33:59.683917] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-21T05:34:00.031454] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:01.279432] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:01.625846] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:34:01.966979] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:34:02.308716] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:02.670045] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:03.040548] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:03.394815] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:03.780694] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:04.135224] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:04.135462] [INFO ] [CONFIGURE ] AX: DISCARDED add_range_position (score: 30.00%) [2025-11-21T05:34:04.135568] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17328 tests [2025-11-21T05:34:04.135672] [INFO ] [CONFIGURE ] AX: Testing feature 22/29: add_realized_volatility [2025-11-21T05:34:04.135738] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_realized_volatility'] [2025-11-21T05:34:04.568199] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:04.994691] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:05.427265] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:34:05.851927] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:34:06.291901] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:06.725776] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:07.162091] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:07.603748] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:08.066671] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:08.513952] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:08.514162] [INFO ] [CONFIGURE ] AX: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T05:34:08.514222] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17327 tests [2025-11-21T05:34:08.514272] [INFO ] [CONFIGURE ] AX: Testing feature 23/29: add_recent_range_context [2025-11-21T05:34:08.514315] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_recent_range_context'] [2025-11-21T05:34:08.851307] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:09.183588] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:09.508581] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:34:09.836218] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:34:10.167157] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:10.497203] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:10.830148] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:11.164180] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:11.499326] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:11.839126] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:11.839528] [INFO ] [CONFIGURE ] AX: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T05:34:11.839597] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17326 tests [2025-11-21T05:34:11.839638] [INFO ] [CONFIGURE ] AX: Testing feature 24/29: add_rsi [2025-11-21T05:34:11.839699] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T05:34:12.157782] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:12.479510] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:12.774253] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:34:13.083986] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:34:13.400874] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:13.718579] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:14.036261] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:14.365539] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:14.690779] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:15.013502] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:15.013745] [INFO ] [CONFIGURE ] AX: DISCARDED add_rsi (score: 30.00%) [2025-11-21T05:34:15.013812] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17325 tests [2025-11-21T05:34:15.013863] [INFO ] [CONFIGURE ] AX: Testing feature 25/29: add_tick_distribution [2025-11-21T05:34:15.013907] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_tick_distribution'] [2025-11-21T05:34:15.338820] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:15.664491] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:15.982084] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:34:16.298392] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:34:16.627442] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:16.963907] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:17.293677] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:17.630470] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:17.966179] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:18.306031] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:18.306295] [INFO ] [CONFIGURE ] AX: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T05:34:18.306359] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17324 tests [2025-11-21T05:34:18.306424] [INFO ] [CONFIGURE ] AX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:34:18.306475] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T05:34:18.617076] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:18.918713] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:19.217359] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:34:19.514327] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:34:19.851584] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:20.166500] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:20.510867] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:20.831240] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:21.145864] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:21.456232] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:21.456559] [INFO ] [CONFIGURE ] AX: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T05:34:21.456622] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17323 tests [2025-11-21T05:34:21.456791] [INFO ] [CONFIGURE ] AX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:34:21.456844] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T05:34:21.797335] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:22.130922] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:22.459289] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:34:22.790712] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:23.147250] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:23.477852] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:23.815702] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:24.150970] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:24.484325] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:24.826055] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:24.826261] [INFO ] [CONFIGURE ] AX: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T05:34:24.826322] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17322 tests [2025-11-21T05:34:24.826372] [INFO ] [CONFIGURE ] AX: Testing feature 28/29: add_volume_profile [2025-11-21T05:34:24.826420] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_profile'] [2025-11-21T05:34:25.151517] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:25.488237] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:25.820126] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:34:26.151415] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:34:26.481506] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:26.856383] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:27.223910] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:27.637405] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:28.008250] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:28.350961] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:28.351199] [INFO ] [CONFIGURE ] AX: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T05:34:28.351265] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17321 tests [2025-11-21T05:34:28.351316] [INFO ] [CONFIGURE ] AX: Testing feature 29/29: add_vwap [2025-11-21T05:34:28.351363] [INFO ] [CONFIGURE ] AX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap'] [2025-11-21T05:34:28.685032] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:34:29.024615] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:29.362153] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:34:29.704080] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:34:30.048574] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:34:30.405118] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:34:30.748950] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:34:31.088200] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:31.414113] [DEBUG] [FORECASTER] AX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:31.740880] [DEBUG] [FORECASTER] AX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:34:31.741105] [INFO ] [CONFIGURE ] AX: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:34:31.741167] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17320 tests [2025-11-21T05:34:31.741233] [INFO ] [CONFIGURE ] AX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:34:31.741279] [INFO ] [CONFIGURE ] AX: Best accuracy: 50.00% [2025-11-21T05:34:31.741323] [INFO ] [CONFIGURE ] AX: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T05:34:31.741364] [INFO ] [CONFIGURE ] AX: Improvement over baseline: 30.00% [2025-11-21T05:34:31.741402] [INFO ] [CONFIGURE ] AX: Total time: 1.6 minutes [2025-11-21T05:34:31.741442] [INFO ] [CONFIGURE ] AX: Average time per feature: 3.3 seconds [2025-11-21T05:34:31.741481] [INFO ] [CONFIGURE ] AX: Average speed: 0.30 features/sec [2025-11-21T05:34:31.742027] [INFO ] [LOCAL ] Saved configuration for AX: 3 features, 50.00% accuracy -> ./output/feature-sets/AX.json [2025-11-21T05:34:31.742088] [INFO ] [CONFIGURE ] AX: Configuration saved successfully: 3 features, 50.00% accuracy. [2025-11-21T05:34:31.742132] [INFO ] [sig ] [127/723] Successfully configured AX | 0.01 sym/s | Total: 3.0h | ETA: 14.1h [2025-11-21T05:34:31.742178] [INFO ] [sig ] [128/723] Configuring AXL... [2025-11-21T05:34:31.742218] [INFO ] [CONFIGURE ] AXL: Configurate test run. [2025-11-21T05:34:31.742261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-11-21T05:34:31.837297] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AXL'. [2025-11-21T05:34:31.837699] [INFO ] [CONFIGURE ] AXL: Testing with 29 available features [2025-11-21T05:34:31.837770] [INFO ] [CONFIGURE ] AXL: Establishing baseline with no features... [2025-11-21T05:34:32.051134] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:32.247549] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:32.444535] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:32.648823] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:32.863227] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:33.081119] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:33.283639] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:33.489518] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:34:33.695892] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:33.904534] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:33.905255] [INFO ] [CONFIGURE ] AXL: Baseline score (no features): 50.00% [2025-11-21T05:34:33.905309] [INFO ] [CONFIGURE ] AXL: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:34:33.905346] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:34:34.137586] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:34.381599] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:34.632040] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:34.875819] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:35.131535] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:35.367053] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:35.595494] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:35.832524] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:36.053190] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:36.299142] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:36.299383] [INFO ] [CONFIGURE ] AXL: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T05:34:36.299435] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17319 tests [2025-11-21T05:34:36.299475] [INFO ] [CONFIGURE ] AXL: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:34:36.299511] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:34:36.550693] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:36.788125] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:34:37.030842] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:37.276853] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:37.517331] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:37.761954] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:38.032538] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:38.280477] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:34:38.538449] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:38.787432] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:38.787872] [INFO ] [CONFIGURE ] AXL: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T05:34:38.787979] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17318 tests [2025-11-21T05:34:38.788062] [INFO ] [CONFIGURE ] AXL: Testing feature 3/29: add_daily_returns [2025-11-21T05:34:38.788160] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_daily_returns'] [2025-11-21T05:34:39.030292] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:39.246862] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:39.461755] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:39.683590] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:39.896810] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:40.117452] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:40.343765] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:40.561767] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:34:40.785494] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:40.990698] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:40.990916] [INFO ] [CONFIGURE ] AXL: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:34:40.990966] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17317 tests [2025-11-21T05:34:40.991083] [INFO ] [CONFIGURE ] AXL: Testing feature 4/29: add_ema [2025-11-21T05:34:40.991125] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_ema'] [2025-11-21T05:34:41.205182] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:41.423385] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:41.640700] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:41.857736] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:42.083096] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:42.296955] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:42.514106] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:42.730779] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:34:42.950032] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:43.186861] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:43.187252] [INFO ] [CONFIGURE ] AXL: DISCARDED add_ema (score: 50.00%) [2025-11-21T05:34:43.187357] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17316 tests [2025-11-21T05:34:43.187444] [INFO ] [CONFIGURE ] AXL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:34:43.187519] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:34:43.403702] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:43.622694] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:43.868438] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:44.129174] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:44.379389] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:44.626671] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:44.876554] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:34:45.126470] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:34:45.375341] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:45.621106] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:45.621341] [INFO ] [CONFIGURE ] AXL: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T05:34:45.621407] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17315 tests [2025-11-21T05:34:45.621456] [INFO ] [CONFIGURE ] AXL: Testing feature 6/29: add_failed_moves [2025-11-21T05:34:45.621503] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T05:34:45.867551] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:46.115841] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:46.386123] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:46.649494] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:46.916682] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:47.183592] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:47.455989] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:47.722209] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:34:47.985254] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:48.255202] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:48.255447] [INFO ] [CONFIGURE ] AXL: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T05:34:48.255509] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17314 tests [2025-11-21T05:34:48.255562] [INFO ] [CONFIGURE ] AXL: Testing feature 7/29: add_lag_shelf [2025-11-21T05:34:48.255612] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T05:34:48.515416] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:34:48.770481] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:49.028789] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:49.275546] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:49.535925] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:49.789089] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:50.041442] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:50.300074] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:34:50.563055] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:50.832161] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:50.832378] [INFO ] [CONFIGURE ] AXL: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T05:34:50.832446] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17313 tests [2025-11-21T05:34:50.832499] [INFO ] [CONFIGURE ] AXL: Testing feature 8/29: add_macd [2025-11-21T05:34:50.832547] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T05:34:51.181796] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:51.521059] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:51.881168] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:52.226338] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:52.562864] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:52.904286] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:53.259550] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:53.611753] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:34:53.959000] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:54.313767] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:54.314011] [INFO ] [CONFIGURE ] AXL: DISCARDED add_macd (score: 50.00%) [2025-11-21T05:34:54.314075] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17312 tests [2025-11-21T05:34:54.314124] [INFO ] [CONFIGURE ] AXL: Testing feature 9/29: add_mfi [2025-11-21T05:34:54.314161] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T05:34:54.576852] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:34:54.842581] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:55.104097] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:55.368067] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:55.628840] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:55.891922] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:56.151579] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:56.414174] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:34:56.676870] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:34:56.943097] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:34:56.943378] [INFO ] [CONFIGURE ] AXL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T05:34:56.943442] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17311 tests [2025-11-21T05:34:56.943494] [INFO ] [CONFIGURE ] AXL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:34:56.943542] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:34:57.302405] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:34:57.665543] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:34:58.023633] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:34:58.382567] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:34:58.732772] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:34:59.090503] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:34:59.449793] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:34:59.811025] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:35:00.193276] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:01.447306] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:01.447546] [INFO ] [CONFIGURE ] AXL: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T05:35:01.447607] [INFO ] [CONFIGURE ] JOB ETA: 14.0h | Avg: 2.9s/test | Remaining: 17310 tests [2025-11-21T05:35:01.447672] [INFO ] [CONFIGURE ] AXL: Testing feature 11/29: add_obv_daily [2025-11-21T05:35:01.447728] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T05:35:01.767250] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:02.071619] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:02.342405] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:02.621446] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:02.897773] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:03.179407] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:03.458025] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:03.735869] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:04.034636] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:04.320819] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:04.321074] [INFO ] [CONFIGURE ] AXL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T05:35:04.321154] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17309 tests [2025-11-21T05:35:04.321213] [INFO ] [CONFIGURE ] AXL: Testing feature 12/29: add_obv_interval [2025-11-21T05:35:04.321263] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T05:35:04.587529] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:04.873853] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:05.161013] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:05.440159] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:05.711212] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:05.982717] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:06.248289] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:35:06.525251] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:06.798346] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:07.055338] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:07.055557] [INFO ] [CONFIGURE ] AXL: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T05:35:07.055618] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17308 tests [2025-11-21T05:35:07.055699] [INFO ] [CONFIGURE ] AXL: Testing feature 13/29: add_opening_strength [2025-11-21T05:35:07.055745] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:35:07.312280] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:35:07.594327] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:07.879050] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:08.169258] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:08.487350] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:08.799335] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:09.096551] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:09.393963] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:09.682946] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:09.967833] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:09.968032] [INFO ] [CONFIGURE ] AXL: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T05:35:09.968090] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17307 tests [2025-11-21T05:35:09.968138] [INFO ] [CONFIGURE ] AXL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:35:09.968180] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T05:35:10.240399] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:10.506020] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:10.789353] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:11.069361] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:11.348364] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:11.621919] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:11.899563] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:12.181742] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:12.479280] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:12.771502] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:12.771748] [INFO ] [CONFIGURE ] AXL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:35:12.771809] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17306 tests [2025-11-21T05:35:12.771860] [INFO ] [CONFIGURE ] AXL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:35:12.771905] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T05:35:13.031997] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:35:13.268928] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:13.487976] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:13.704988] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:13.922717] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:14.161198] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:14.400461] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:14.638554] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:35:14.875354] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:15.145488] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:15.145727] [INFO ] [CONFIGURE ] AXL: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T05:35:15.145792] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17305 tests [2025-11-21T05:35:15.145843] [INFO ] [CONFIGURE ] AXL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:35:15.145889] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T05:35:15.425467] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:35:15.709235] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:15.984796] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:16.261123] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:16.534300] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:16.830590] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:17.086658] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:17.344575] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:35:17.603101] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:17.863034] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:17.863334] [INFO ] [CONFIGURE ] AXL: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T05:35:17.863416] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17304 tests [2025-11-21T05:35:17.863480] [INFO ] [CONFIGURE ] AXL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:35:17.863540] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T05:35:18.117080] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:35:18.400584] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:18.683996] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:18.966331] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:19.243583] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:19.517296] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:19.795329] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:20.057162] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:20.358141] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:20.689856] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:20.690143] [INFO ] [CONFIGURE ] AXL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T05:35:20.690229] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17303 tests [2025-11-21T05:35:20.690295] [INFO ] [CONFIGURE ] AXL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:35:20.690357] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T05:35:20.980256] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:21.225729] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:21.448287] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:21.675996] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:21.912230] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:22.141505] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:22.363529] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:22.608703] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:22.866794] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:23.096390] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:23.096587] [INFO ] [CONFIGURE ] AXL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:35:23.096664] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17302 tests [2025-11-21T05:35:23.096716] [INFO ] [CONFIGURE ] AXL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:35:23.096762] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T05:35:23.314115] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:23.546244] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:23.779041] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:24.005741] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:24.227211] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:24.450418] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:24.678763] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:24.909290] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:25.143749] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:25.373256] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:25.373455] [INFO ] [CONFIGURE ] AXL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T05:35:25.373512] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17301 tests [2025-11-21T05:35:25.373559] [INFO ] [CONFIGURE ] AXL: Testing feature 20/29: add_price_rejection [2025-11-21T05:35:25.373602] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T05:35:25.608270] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:25.850409] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:26.086161] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:26.331879] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:26.564462] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:26.806790] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:27.047486] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:27.288366] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:27.543105] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:27.787367] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:27.787580] [INFO ] [CONFIGURE ] AXL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:35:27.787660] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17300 tests [2025-11-21T05:35:27.787713] [INFO ] [CONFIGURE ] AXL: Testing feature 21/29: add_range_position [2025-11-21T05:35:27.787757] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T05:35:28.044346] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:28.310414] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:35:28.568711] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:28.836497] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:29.101847] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:35:29.359695] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:29.638362] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:29.884985] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:30.140053] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:30.426159] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:30.426441] [INFO ] [CONFIGURE ] AXL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T05:35:30.426507] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17299 tests [2025-11-21T05:35:30.426585] [INFO ] [CONFIGURE ] AXL: Testing feature 22/29: add_realized_volatility [2025-11-21T05:35:30.426636] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T05:35:30.808434] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:31.200820] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:31.573286] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:31.952158] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:32.346407] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:32.738319] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:33.118838] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:35:33.493238] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:33.855740] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:34.219553] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:34.219800] [INFO ] [CONFIGURE ] AXL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:35:34.219860] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17298 tests [2025-11-21T05:35:34.219906] [INFO ] [CONFIGURE ] AXL: Testing feature 23/29: add_recent_range_context [2025-11-21T05:35:34.219949] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T05:35:34.467938] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:34.712043] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:35:34.974562] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:35.228570] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:35.480156] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:35.729790] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:35.981833] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:36.238906] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:36.491009] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:36.745782] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:36.746006] [INFO ] [CONFIGURE ] AXL: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T05:35:36.746067] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17297 tests [2025-11-21T05:35:36.746117] [INFO ] [CONFIGURE ] AXL: Testing feature 24/29: add_rsi [2025-11-21T05:35:36.746164] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T05:35:37.046617] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:37.346794] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:37.648929] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:37.944114] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:38.241185] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:38.547398] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:38.858822] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:39.181948] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:39.501440] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:39.808455] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:39.808703] [INFO ] [CONFIGURE ] AXL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T05:35:39.808768] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17296 tests [2025-11-21T05:35:39.808820] [INFO ] [CONFIGURE ] AXL: Testing feature 25/29: add_tick_distribution [2025-11-21T05:35:39.808866] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T05:35:40.083171] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:40.343469] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:40.593272] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:40.843227] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:41.091436] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:41.339212] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:41.596134] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:41.854857] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:42.096552] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:42.336476] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:42.336730] [INFO ] [CONFIGURE ] AXL: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T05:35:42.336791] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17295 tests [2025-11-21T05:35:42.336838] [INFO ] [CONFIGURE ] AXL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:35:42.336880] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T05:35:42.584167] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:42.855136] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:43.099899] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:43.376406] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:43.657052] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:43.944272] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:44.218391] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:44.494929] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:44.775944] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:45.049890] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:45.050116] [INFO ] [CONFIGURE ] AXL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T05:35:45.050180] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17294 tests [2025-11-21T05:35:45.050234] [INFO ] [CONFIGURE ] AXL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:35:45.050281] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T05:35:45.332422] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:45.621555] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:45.903727] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:46.159409] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:46.411514] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:46.676396] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:46.919259] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:47.183964] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:47.437271] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:47.700752] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:47.701016] [INFO ] [CONFIGURE ] AXL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:35:47.701076] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17293 tests [2025-11-21T05:35:47.701124] [INFO ] [CONFIGURE ] AXL: Testing feature 28/29: add_volume_profile [2025-11-21T05:35:47.701168] [INFO ] [CONFIGURE ] AXL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T05:35:47.965108] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:35:48.232669] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:35:48.494581] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:35:48.752617] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:49.011351] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:35:49.270443] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:49.540251] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:35:49.804217] [DEBUG] [FORECASTER] AXL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:50.071287] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:50.336232] [DEBUG] [FORECASTER] AXL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:35:50.336431] [INFO ] [CONFIGURE ] AXL: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:35:50.336492] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17292 tests [2025-11-21T05:35:50.336543] [INFO ] [CONFIGURE ] AXL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:35:50.336588] [INFO ] [CONFIGURE ] AXL: Best accuracy: 60.00% [2025-11-21T05:35:50.336633] [INFO ] [CONFIGURE ] AXL: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:35:50.336828] [INFO ] [CONFIGURE ] AXL: Improvement over baseline: 10.00% [2025-11-21T05:35:50.336875] [INFO ] [CONFIGURE ] AXL: Total time: 1.3 minutes [2025-11-21T05:35:50.336947] [INFO ] [CONFIGURE ] AXL: Average time per feature: 2.7 seconds [2025-11-21T05:35:50.336992] [INFO ] [CONFIGURE ] AXL: Average speed: 0.38 features/sec [2025-11-21T05:35:50.337475] [INFO ] [LOCAL ] Saved configuration for AXL: 2 features, 60.00% accuracy -> ./output/feature-sets/AXL.json [2025-11-21T05:35:50.337541] [INFO ] [CONFIGURE ] AXL: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T05:35:50.337611] [INFO ] [sig ] [128/723] Successfully configured AXL | 0.01 sym/s | Total: 3.0h | ETA: 14.1h [2025-11-21T05:35:50.337707] [INFO ] [sig ] [129/723] Configuring AXTA... [2025-11-21T05:35:50.337748] [INFO ] [CONFIGURE ] AXTA: Configurate test run. [2025-11-21T05:35:50.337789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-11-21T05:35:50.383792] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AXTA'. [2025-11-21T05:35:50.384104] [INFO ] [CONFIGURE ] AXTA: Testing with 29 available features [2025-11-21T05:35:50.384166] [INFO ] [CONFIGURE ] AXTA: Establishing baseline with no features... [2025-11-21T05:35:50.574199] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:35:50.745638] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:35:50.917535] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:35:51.091151] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:51.265531] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:35:51.440531] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:51.615640] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:35:51.790888] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:51.964308] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:52.145809] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:35:52.146156] [INFO ] [CONFIGURE ] AXTA: Baseline score (no features): 40.00% [2025-11-21T05:35:52.146261] [INFO ] [CONFIGURE ] AXTA: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:35:52.146338] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:35:52.349815] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:35:52.566115] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:35:52.783633] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:35:53.000471] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:53.216372] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:35:53.426431] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:53.629416] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:35:53.840357] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:54.045660] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:54.259077] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:35:54.259274] [INFO ] [CONFIGURE ] AXTA: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T05:35:54.259322] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17291 tests [2025-11-21T05:35:54.259359] [INFO ] [CONFIGURE ] AXTA: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:35:54.259394] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:35:54.498070] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:35:54.734552] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:35:54.967746] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:35:55.230909] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:55.488706] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:35:55.747693] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:35:56.007870] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:35:56.262754] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:56.515251] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:56.775344] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:35:56.775550] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T05:35:56.775610] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17290 tests [2025-11-21T05:35:56.775681] [INFO ] [CONFIGURE ] AXTA: Testing feature 3/29: add_daily_returns [2025-11-21T05:35:56.775728] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:35:57.008423] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:35:57.246602] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:35:57.484282] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:35:57.736344] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:35:57.992789] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:35:58.245135] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:35:58.492404] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:35:58.750955] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:35:58.999470] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:35:59.245170] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:35:59.245666] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:35:59.245815] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17289 tests [2025-11-21T05:35:59.245980] [INFO ] [CONFIGURE ] AXTA: Testing feature 4/29: add_ema [2025-11-21T05:35:59.246102] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:35:59.526071] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:35:59.792769] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:00.059639] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:00.324544] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:36:01.272365] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:01.709948] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:02.001442] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:02.292915] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:02.582536] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:02.867382] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:02.867675] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_ema (score: 50.00%) [2025-11-21T05:36:02.867752] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17288 tests [2025-11-21T05:36:02.867861] [INFO ] [CONFIGURE ] AXTA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:36:02.867916] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:36:03.157134] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:03.449675] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:03.748909] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:04.055069] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:04.357315] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:04.641398] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:04.941328] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:05.240434] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:05.534664] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:05.835322] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:05.835588] [INFO ] [CONFIGURE ] AXTA: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T05:36:05.835673] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17287 tests [2025-11-21T05:36:05.835731] [INFO ] [CONFIGURE ] AXTA: Testing feature 6/29: add_failed_moves [2025-11-21T05:36:05.835782] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T05:36:06.134120] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:06.458725] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:06.761294] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:07.059409] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:07.410758] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:07.740248] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:36:08.164517] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:08.529242] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:08.843771] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:09.138975] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:09.139181] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:36:09.139240] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17286 tests [2025-11-21T05:36:09.139344] [INFO ] [CONFIGURE ] AXTA: Testing feature 7/29: add_lag_shelf [2025-11-21T05:36:09.139393] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T05:36:09.413389] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:09.696477] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:09.980894] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:10.266070] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:10.558195] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:10.850932] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:11.139463] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:36:11.435047] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:11.735890] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:12.033085] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:12.033323] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:36:12.033424] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17285 tests [2025-11-21T05:36:12.033484] [INFO ] [CONFIGURE ] AXTA: Testing feature 8/29: add_macd [2025-11-21T05:36:12.033531] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T05:36:12.400755] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:12.769314] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:13.142557] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:36:13.519843] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:36:13.892176] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:14.265929] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:36:14.621285] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:14.976072] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:15.346813] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:15.731034] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:15.731338] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_macd (score: 40.00%) [2025-11-21T05:36:15.731403] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17284 tests [2025-11-21T05:36:15.731452] [INFO ] [CONFIGURE ] AXTA: Testing feature 9/29: add_mfi [2025-11-21T05:36:15.731503] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T05:36:16.050963] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:16.362958] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:16.667838] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:16.977016] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:17.276100] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:17.599227] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:17.921423] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:18.236537] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:18.540102] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:18.830175] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:18.830395] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_mfi (score: 70.00%) [2025-11-21T05:36:18.830454] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17283 tests [2025-11-21T05:36:18.830496] [INFO ] [CONFIGURE ] AXTA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:36:18.830577] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:36:19.235057] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:19.643599] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:20.054556] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:20.463477] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:20.877940] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:21.293583] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:21.714405] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:22.131622] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:22.539306] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:22.946768] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:22.947080] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T05:36:22.947149] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17282 tests [2025-11-21T05:36:22.947224] [INFO ] [CONFIGURE ] AXTA: Testing feature 11/29: add_obv_daily [2025-11-21T05:36:22.947278] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T05:36:23.258390] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:23.577901] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:23.902578] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:24.238919] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:24.570289] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:24.885677] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:25.213088] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:25.533007] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:36:25.851855] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:26.178479] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:26.178779] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:36:26.178848] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17281 tests [2025-11-21T05:36:26.178973] [INFO ] [CONFIGURE ] AXTA: Testing feature 12/29: add_obv_interval [2025-11-21T05:36:26.179074] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T05:36:26.494427] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:26.810741] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:27.123891] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:36:27.435548] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:36:27.757223] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:28.057298] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:36:28.382875] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:36:28.703236] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:29.021553] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:29.324336] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:29.324555] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T05:36:29.324617] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17280 tests [2025-11-21T05:36:29.324761] [INFO ] [CONFIGURE ] AXTA: Testing feature 13/29: add_opening_strength [2025-11-21T05:36:29.324812] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:36:29.640506] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:29.953552] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:30.278287] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:30.568682] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:36:30.855540] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:31.156061] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:31.467981] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:31.781424] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:32.092397] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:32.402234] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:32.402533] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T05:36:32.402597] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17279 tests [2025-11-21T05:36:32.402667] [INFO ] [CONFIGURE ] AXTA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:36:32.402715] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T05:36:32.707007] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:33.018053] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:33.330142] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:33.635898] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:33.935458] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:34.239298] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:36:34.553433] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:34.877060] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:35.193713] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:35.509086] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:36:35.509299] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T05:36:35.509357] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17278 tests [2025-11-21T05:36:35.509430] [INFO ] [CONFIGURE ] AXTA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:36:35.509478] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T05:36:35.781494] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:36.050245] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:36.319938] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:36:36.590204] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:36.875952] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:37.151724] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:36:37.420147] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:37.712952] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:37.990956] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:38.264034] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:36:38.264252] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:36:38.264311] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17277 tests [2025-11-21T05:36:38.264361] [INFO ] [CONFIGURE ] AXTA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:36:38.264404] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T05:36:38.581015] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:38.900174] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:39.227325] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:39.535365] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:39.843712] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:40.161176] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:40.463019] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:40.770111] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:41.089291] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:41.417460] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:41.417717] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:36:41.417783] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17276 tests [2025-11-21T05:36:41.417835] [INFO ] [CONFIGURE ] AXTA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:36:41.417883] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T05:36:41.739790] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:42.050017] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:42.346442] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:42.660791] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:42.971726] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:43.290346] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:43.621463] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:43.945195] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:44.261740] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:44.577955] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:44.578202] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T05:36:44.578265] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17275 tests [2025-11-21T05:36:44.578315] [INFO ] [CONFIGURE ] AXTA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:36:44.578361] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T05:36:44.858055] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:45.149768] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:45.426794] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:45.711017] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:36:45.996831] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:46.284399] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:46.569297] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:36:46.858712] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:47.157067] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:47.453724] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:47.453939] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:36:47.454002] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17274 tests [2025-11-21T05:36:47.454051] [INFO ] [CONFIGURE ] AXTA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:36:47.454099] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T05:36:47.743195] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:48.046194] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:48.344971] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:48.653173] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:48.960758] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:49.256504] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:49.556146] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:49.861273] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:50.168041] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:50.472903] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:36:50.473163] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:36:50.473229] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17273 tests [2025-11-21T05:36:50.473289] [INFO ] [CONFIGURE ] AXTA: Testing feature 20/29: add_price_rejection [2025-11-21T05:36:50.473341] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T05:36:50.775246] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:51.080292] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:51.392169] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:51.690598] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:36:52.004895] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:52.303934] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:52.605791] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:52.928025] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:53.238581] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:53.572516] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:36:53.572762] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T05:36:53.572834] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17272 tests [2025-11-21T05:36:53.572895] [INFO ] [CONFIGURE ] AXTA: Testing feature 21/29: add_range_position [2025-11-21T05:36:53.572942] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T05:36:53.914048] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:54.247120] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:54.567675] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:54.894906] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:55.230246] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:55.565552] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:36:55.906226] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:36:56.246392] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:36:56.571935] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:36:56.907621] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:36:56.907919] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_range_position (score: 70.00%) [2025-11-21T05:36:56.907984] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17271 tests [2025-11-21T05:36:56.908038] [INFO ] [CONFIGURE ] AXTA: Testing feature 22/29: add_realized_volatility [2025-11-21T05:36:56.908086] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T05:36:57.308087] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:36:57.723012] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:36:58.137287] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:36:58.564389] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:36:59.005359] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:36:59.432593] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:36:59.860552] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:37:00.293231] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:01.500719] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:02.016269] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:37:02.016535] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T05:37:02.016596] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17270 tests [2025-11-21T05:37:02.016699] [INFO ] [CONFIGURE ] AXTA: Testing feature 23/29: add_recent_range_context [2025-11-21T05:37:02.016752] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T05:37:02.302159] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:37:02.602365] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:37:02.899017] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:37:03.208095] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:37:03.498993] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:37:03.793682] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:37:04.082009] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:37:04.365925] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:04.648434] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:04.945062] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:37:04.945287] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:37:04.945352] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17269 tests [2025-11-21T05:37:04.945403] [INFO ] [CONFIGURE ] AXTA: Testing feature 24/29: add_rsi [2025-11-21T05:37:04.945448] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T05:37:05.277914] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:37:05.618976] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:37:05.959934] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:37:06.302971] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:37:06.649060] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:37:06.995524] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:37:07.343883] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:37:07.702884] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:08.073514] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:08.430324] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:08.430557] [INFO ] [CONFIGURE ] AXTA: KEPT add_rsi (score: 80.00%) [2025-11-21T05:37:08.430623] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17268 tests [2025-11-21T05:37:08.430710] [INFO ] [CONFIGURE ] AXTA: Testing feature 25/29: add_tick_distribution [2025-11-21T05:37:08.430774] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T05:37:08.795538] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:37:09.163180] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:37:09.504723] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:37:09.859086] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:37:10.211541] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:37:10.552449] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:37:10.905162] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:37:11.242245] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:11.572491] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:11.931607] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:11.931850] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T05:37:11.931915] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17267 tests [2025-11-21T05:37:11.931965] [INFO ] [CONFIGURE ] AXTA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:37:11.932014] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T05:37:12.289426] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:37:12.632883] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:37:12.982785] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:37:13.323771] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:37:13.687866] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:37:14.072344] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:37:14.435380] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:37:14.790109] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:15.134037] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:15.508566] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:15.508866] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:37:15.508964] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17266 tests [2025-11-21T05:37:15.509038] [INFO ] [CONFIGURE ] AXTA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:37:15.509104] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T05:37:15.948517] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:37:16.441609] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:37:16.840118] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:37:17.211837] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:37:17.586107] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:37:17.949806] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:37:18.329221] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:37:18.699072] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:37:19.094922] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:19.496470] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:19.496782] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:37:19.496852] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17265 tests [2025-11-21T05:37:19.496927] [INFO ] [CONFIGURE ] AXTA: Testing feature 28/29: add_volume_profile [2025-11-21T05:37:19.496987] [INFO ] [CONFIGURE ] AXTA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T05:37:19.872615] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:37:20.227890] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:37:20.590932] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:37:20.979613] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:37:21.354073] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:37:21.713197] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:37:22.074471] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:37:22.431127] [DEBUG] [FORECASTER] AXTA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:22.798725] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:23.164533] [DEBUG] [FORECASTER] AXTA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:37:23.164837] [INFO ] [CONFIGURE ] AXTA: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:37:23.164905] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17264 tests [2025-11-21T05:37:23.164957] [INFO ] [CONFIGURE ] AXTA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:37:23.165003] [INFO ] [CONFIGURE ] AXTA: Best accuracy: 80.00% [2025-11-21T05:37:23.165048] [INFO ] [CONFIGURE ] AXTA: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T05:37:23.165092] [INFO ] [CONFIGURE ] AXTA: Improvement over baseline: 40.00% [2025-11-21T05:37:23.165135] [INFO ] [CONFIGURE ] AXTA: Total time: 1.5 minutes [2025-11-21T05:37:23.165175] [INFO ] [CONFIGURE ] AXTA: Average time per feature: 3.3 seconds [2025-11-21T05:37:23.165215] [INFO ] [CONFIGURE ] AXTA: Average speed: 0.32 features/sec [2025-11-21T05:37:23.166008] [INFO ] [LOCAL ] Saved configuration for AXTA: 5 features, 80.00% accuracy -> ./output/feature-sets/AXTA.json [2025-11-21T05:37:23.166074] [INFO ] [CONFIGURE ] AXTA: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T05:37:23.166130] [INFO ] [sig ] [129/723] Successfully configured AXTA | 0.01 sym/s | Total: 3.1h | ETA: 14.1h [2025-11-21T05:37:23.166180] [INFO ] [sig ] [130/723] Configuring AZZ... [2025-11-21T05:37:23.166225] [INFO ] [CONFIGURE ] AZZ: Configurate test run. [2025-11-21T05:37:23.166268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-11-21T05:37:23.243909] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AZZ'. [2025-11-21T05:37:23.244430] [INFO ] [CONFIGURE ] AZZ: Testing with 29 available features [2025-11-21T05:37:23.244496] [INFO ] [CONFIGURE ] AZZ: Establishing baseline with no features... [2025-11-21T05:37:23.438890] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:23.634925] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:37:23.844516] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:24.049728] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:24.245153] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:24.439090] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:24.634381] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:24.824406] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:25.015486] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:25.211862] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:25.212070] [INFO ] [CONFIGURE ] AZZ: Baseline score (no features): 50.00% [2025-11-21T05:37:25.212120] [INFO ] [CONFIGURE ] AZZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:37:25.212159] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:37:25.442231] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:25.675392] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:37:25.904266] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:37:26.140158] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:26.372866] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:26.611401] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:26.849422] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:27.084257] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:27.324211] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:27.560247] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:27.560612] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T05:37:27.560738] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17263 tests [2025-11-21T05:37:27.560826] [INFO ] [CONFIGURE ] AZZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:37:27.560902] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:37:27.813038] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:28.056029] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:37:28.297697] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:28.546546] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:37:28.792571] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:29.039226] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:29.280587] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:29.523918] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:29.757000] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:37:30.011181] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:30.011456] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T05:37:30.011510] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17262 tests [2025-11-21T05:37:30.011550] [INFO ] [CONFIGURE ] AZZ: Testing feature 3/29: add_daily_returns [2025-11-21T05:37:30.011586] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_daily_returns'] [2025-11-21T05:37:30.218608] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:30.425109] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:37:30.629913] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:30.840806] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:31.052028] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:31.268139] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:31.479579] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:31.693070] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:31.908760] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:32.120626] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:32.120865] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:37:32.120916] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17261 tests [2025-11-21T05:37:32.120956] [INFO ] [CONFIGURE ] AZZ: Testing feature 4/29: add_ema [2025-11-21T05:37:32.120996] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema'] [2025-11-21T05:37:32.359583] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:32.597247] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:32.837635] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:33.080887] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:33.328205] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:33.576716] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:33.838700] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:34.090939] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:34.344162] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:34.589841] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:34.590087] [INFO ] [CONFIGURE ] AZZ: KEPT add_ema (score: 60.00%) [2025-11-21T05:37:34.590140] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17260 tests [2025-11-21T05:37:34.590182] [INFO ] [CONFIGURE ] AZZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:37:34.590220] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:37:34.886443] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:35.199090] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:35.515307] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:37:35.817032] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:36.122563] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:36.424848] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:36.725984] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:37:37.039530] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:37.343094] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:37.645684] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:37.645885] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T05:37:37.645943] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17259 tests [2025-11-21T05:37:37.645989] [INFO ] [CONFIGURE ] AZZ: Testing feature 6/29: add_failed_moves [2025-11-21T05:37:37.646034] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T05:37:37.890274] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:38.141362] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:38.404813] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:38.667099] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:38.932997] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:39.202112] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:39.467938] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:39.724284] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:39.978589] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:40.257741] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:40.258088] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:37:40.258177] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17258 tests [2025-11-21T05:37:40.258235] [INFO ] [CONFIGURE ] AZZ: Testing feature 7/29: add_lag_shelf [2025-11-21T05:37:40.258282] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T05:37:40.506562] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:40.746413] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:40.985564] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:41.228235] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:41.462362] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:41.700628] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:41.944469] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:42.185124] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:42.430761] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:42.678918] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:42.679140] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:37:42.679195] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17257 tests [2025-11-21T05:37:42.679236] [INFO ] [CONFIGURE ] AZZ: Testing feature 8/29: add_macd [2025-11-21T05:37:42.679281] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T05:37:43.034827] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:37:43.373366] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:43.712988] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:44.063743] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:44.411452] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:44.794936] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:45.142240] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:45.480990] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:45.820979] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:46.161083] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:46.161308] [INFO ] [CONFIGURE ] AZZ: KEPT add_macd (score: 70.00%) [2025-11-21T05:37:46.161370] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17256 tests [2025-11-21T05:37:46.161441] [INFO ] [CONFIGURE ] AZZ: Testing feature 9/29: add_mfi [2025-11-21T05:37:46.161492] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T05:37:46.545012] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:37:46.920388] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:47.300928] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:47.699727] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:48.107614] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:48.507855] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:48.878728] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:49.253426] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:37:49.616504] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:37:49.971212] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:49.971445] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_mfi (score: 60.00%) [2025-11-21T05:37:49.971506] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17255 tests [2025-11-21T05:37:49.971558] [INFO ] [CONFIGURE ] AZZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:37:49.971605] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:37:50.416959] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:50.871756] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:51.330146] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:37:51.774572] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:52.199943] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:52.644414] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:53.092024] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:53.531300] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:53.996553] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:37:54.458892] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:37:54.459171] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T05:37:54.459234] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17254 tests [2025-11-21T05:37:54.459348] [INFO ] [CONFIGURE ] AZZ: Testing feature 11/29: add_obv_daily [2025-11-21T05:37:54.459396] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T05:37:54.821874] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:37:55.195323] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:55.564455] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:37:55.950250] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:56.311858] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:37:56.675782] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:37:57.049328] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:37:57.421447] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:37:57.796334] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:37:58.170319] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:37:58.170541] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:37:58.170601] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17253 tests [2025-11-21T05:37:58.170701] [INFO ] [CONFIGURE ] AZZ: Testing feature 12/29: add_obv_interval [2025-11-21T05:37:58.170754] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T05:37:58.515971] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:37:58.860380] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:37:59.216442] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:37:59.586152] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:37:59.944391] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:00.295076] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:38:00.644517] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:01.754914] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:02.327660] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:02.708038] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:02.708265] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T05:38:02.708332] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17252 tests [2025-11-21T05:38:02.708386] [INFO ] [CONFIGURE ] AZZ: Testing feature 13/29: add_opening_strength [2025-11-21T05:38:02.708432] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:38:03.139947] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:38:03.678032] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:04.161022] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:38:04.576854] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:38:04.957677] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:05.362971] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:05.753157] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:06.158021] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:06.561808] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:06.983910] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:06.984162] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:38:06.984226] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17251 tests [2025-11-21T05:38:06.984270] [INFO ] [CONFIGURE ] AZZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:38:06.984326] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T05:38:07.341111] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:38:07.707028] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:08.072313] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:38:08.441913] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:08.841206] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:09.232973] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:09.609187] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:09.978251] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:10.340714] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:38:10.726256] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:10.726496] [INFO ] [CONFIGURE ] AZZ: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-21T05:38:10.726560] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17250 tests [2025-11-21T05:38:10.726610] [INFO ] [CONFIGURE ] AZZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:38:10.726675] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T05:38:11.117539] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:38:11.523313] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:11.913339] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:38:12.276709] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:12.659838] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:13.039820] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:13.428849] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:13.839285] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:14.239815] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:38:14.640526] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:14.640893] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T05:38:14.640962] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17249 tests [2025-11-21T05:38:14.641016] [INFO ] [CONFIGURE ] AZZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:38:14.641065] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T05:38:15.037003] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:38:15.447681] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:15.850121] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:38:16.266787] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:16.655697] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:17.054514] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:17.454149] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:17.843097] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:18.254427] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:38:18.649947] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:18.650175] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:38:18.650236] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17248 tests [2025-11-21T05:38:18.650293] [INFO ] [CONFIGURE ] AZZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:38:18.650340] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T05:38:19.036444] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:38:19.432486] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:19.826421] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:38:20.205140] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:38:20.603457] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:20.998675] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:21.400269] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:21.796940] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:22.201547] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:22.593527] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:22.593806] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:38:22.593869] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17247 tests [2025-11-21T05:38:22.593919] [INFO ] [CONFIGURE ] AZZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:38:22.593965] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T05:38:22.982189] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:38:23.350858] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:23.743951] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:38:24.126368] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:24.525191] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:24.922068] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:25.307286] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:25.694916] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:26.109131] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:38:26.498231] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:26.498956] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T05:38:26.499033] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17246 tests [2025-11-21T05:38:26.499084] [INFO ] [CONFIGURE ] AZZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:38:26.499133] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T05:38:26.890292] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:38:27.269891] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:27.670445] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:38:28.058303] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:28.450355] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:28.828882] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:29.221679] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:29.595875] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:29.968311] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:30.322396] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:30.322598] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:38:30.322678] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17245 tests [2025-11-21T05:38:30.322725] [INFO ] [CONFIGURE ] AZZ: Testing feature 20/29: add_price_rejection [2025-11-21T05:38:30.322766] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T05:38:30.697218] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:38:31.066740] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:31.431771] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:38:31.811975] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:32.185669] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:32.544828] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:32.925101] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:33.353174] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:33.777551] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:38:34.206127] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:34.206418] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:38:34.206508] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17244 tests [2025-11-21T05:38:34.206563] [INFO ] [CONFIGURE ] AZZ: Testing feature 21/29: add_range_position [2025-11-21T05:38:34.206613] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T05:38:34.637308] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:38:35.048252] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:35.453392] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:38:35.878399] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:38:36.312603] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:36.727540] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:37.153270] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:37.579782] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:38.023209] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:38.433366] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:38.433587] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_range_position (score: 40.00%) [2025-11-21T05:38:38.433677] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17243 tests [2025-11-21T05:38:38.433744] [INFO ] [CONFIGURE ] AZZ: Testing feature 22/29: add_realized_volatility [2025-11-21T05:38:38.433804] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T05:38:38.964941] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:38:39.473756] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:39.958431] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:38:40.438369] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:38:40.924834] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:41.408451] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:41.892325] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:42.369886] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:42.882830] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:43.392301] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:43.392619] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:38:43.392732] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17242 tests [2025-11-21T05:38:43.392805] [INFO ] [CONFIGURE ] AZZ: Testing feature 23/29: add_recent_range_context [2025-11-21T05:38:43.392859] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T05:38:43.797930] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:38:44.195174] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:44.634661] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:38:45.061389] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:45.460143] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:45.848985] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:46.242327] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:46.635208] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:47.036282] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:38:47.455600] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:47.455854] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:38:47.455919] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17241 tests [2025-11-21T05:38:47.455970] [INFO ] [CONFIGURE ] AZZ: Testing feature 24/29: add_rsi [2025-11-21T05:38:47.456017] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_rsi'] [2025-11-21T05:38:47.848623] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:38:48.235328] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:48.641989] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:38:49.027592] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:38:49.426920] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:49.825736] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:50.220852] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:50.608914] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:51.010152] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:51.416027] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:51.416285] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_rsi (score: 50.00%) [2025-11-21T05:38:51.416355] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17240 tests [2025-11-21T05:38:51.416414] [INFO ] [CONFIGURE ] AZZ: Testing feature 25/29: add_tick_distribution [2025-11-21T05:38:51.416464] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T05:38:51.824899] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:38:52.231431] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:52.631002] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:38:53.041763] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:53.448467] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:53.844870] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:54.234633] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:54.650560] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:55.031368] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:55.430857] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:55.431176] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:38:55.431256] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17239 tests [2025-11-21T05:38:55.431335] [INFO ] [CONFIGURE ] AZZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:38:55.431385] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T05:38:55.896702] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:38:56.382204] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:38:56.809006] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:38:57.176238] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:38:57.572899] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:38:57.946881] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:38:58.328363] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:38:58.699811] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:38:59.074984] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:38:59.477480] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:38:59.477728] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:38:59.477792] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17238 tests [2025-11-21T05:38:59.477844] [INFO ] [CONFIGURE ] AZZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:38:59.477892] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T05:38:59.886690] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:39:01.031082] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:01.543433] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:39:01.964035] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:39:02.380508] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:02.801671] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:39:03.205282] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:39:03.612376] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:04.025449] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:39:04.439416] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:39:04.439730] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:39:04.439795] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17237 tests [2025-11-21T05:39:04.439852] [INFO ] [CONFIGURE ] AZZ: Testing feature 28/29: add_volume_profile [2025-11-21T05:39:04.439898] [INFO ] [CONFIGURE ] AZZ: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T05:39:04.859708] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:05.256814] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:05.655362] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:39:06.048537] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:39:06.440223] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:06.825711] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:39:07.218049] [DEBUG] [FORECASTER] AZZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:39:07.629925] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:08.037870] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:39:08.445514] [DEBUG] [FORECASTER] AZZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:39:08.445736] [INFO ] [CONFIGURE ] AZZ: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:39:08.445797] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17236 tests [2025-11-21T05:39:08.445846] [INFO ] [CONFIGURE ] AZZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:39:08.445887] [INFO ] [CONFIGURE ] AZZ: Best accuracy: 80.00% [2025-11-21T05:39:08.445930] [INFO ] [CONFIGURE ] AZZ: Best feature set (4 features): ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T05:39:08.445970] [INFO ] [CONFIGURE ] AZZ: Improvement over baseline: 30.00% [2025-11-21T05:39:08.446009] [INFO ] [CONFIGURE ] AZZ: Total time: 1.7 minutes [2025-11-21T05:39:08.446048] [INFO ] [CONFIGURE ] AZZ: Average time per feature: 3.7 seconds [2025-11-21T05:39:08.446086] [INFO ] [CONFIGURE ] AZZ: Average speed: 0.28 features/sec [2025-11-21T05:39:08.446448] [INFO ] [LOCAL ] Saved configuration for AZZ: 4 features, 80.00% accuracy -> ./output/feature-sets/AZZ.json [2025-11-21T05:39:08.446507] [INFO ] [CONFIGURE ] AZZ: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T05:39:08.446558] [INFO ] [sig ] [130/723] Successfully configured AZZ | 0.01 sym/s | Total: 3.1h | ETA: 14.1h [2025-11-21T05:39:08.446604] [INFO ] [sig ] [131/723] Configuring BA... [2025-11-21T05:39:08.446666] [INFO ] [CONFIGURE ] BA: Configurate test run. [2025-11-21T05:39:08.446712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-11-21T05:39:08.522693] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BA'. [2025-11-21T05:39:08.523077] [INFO ] [CONFIGURE ] BA: Testing with 29 available features [2025-11-21T05:39:08.523139] [INFO ] [CONFIGURE ] BA: Establishing baseline with no features... [2025-11-21T05:39:08.718957] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:08.930537] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:39:09.132152] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:09.325194] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:09.525335] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:09.723746] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:09.919153] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:10.123802] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:39:10.324369] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:10.524473] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:10.524680] [INFO ] [CONFIGURE ] BA: Baseline score (no features): 50.00% [2025-11-21T05:39:10.524759] [INFO ] [CONFIGURE ] BA: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:39:10.524809] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:39:10.764189] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:11.002772] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:11.235236] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:11.469726] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:11.688371] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:11.911134] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:12.133825] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:12.362319] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:39:12.609095] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:12.837820] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:12.838028] [INFO ] [CONFIGURE ] BA: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T05:39:12.838077] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17235 tests [2025-11-21T05:39:12.838114] [INFO ] [CONFIGURE ] BA: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:39:12.838149] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:39:13.095999] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:39:13.346831] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:39:13.611528] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:39:13.886143] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:14.142712] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:39:14.410427] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:14.680008] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:14.946109] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:15.216046] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:15.485588] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:39:15.485811] [INFO ] [CONFIGURE ] BA: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:39:15.485888] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17234 tests [2025-11-21T05:39:15.485935] [INFO ] [CONFIGURE ] BA: Testing feature 3/29: add_daily_returns [2025-11-21T05:39:15.485977] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:39:15.723592] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:15.969833] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:39:16.214968] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:39:16.460082] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:16.711761] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:16.955516] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:17.199243] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:17.455600] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:17.710482] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:17.962074] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:17.962699] [INFO ] [CONFIGURE ] BA: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T05:39:17.962959] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17233 tests [2025-11-21T05:39:17.963047] [INFO ] [CONFIGURE ] BA: Testing feature 4/29: add_ema [2025-11-21T05:39:17.963132] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:39:18.243101] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:18.531835] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:18.819213] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:39:19.103378] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:19.385961] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:19.684730] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:19.978028] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:20.259389] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:20.540742] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:20.835992] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:20.836724] [INFO ] [CONFIGURE ] BA: DISCARDED add_ema (score: 60.00%) [2025-11-21T05:39:20.836794] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17232 tests [2025-11-21T05:39:20.836843] [INFO ] [CONFIGURE ] BA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:39:20.836889] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:39:21.118875] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:21.405985] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:21.692188] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:21.976565] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:22.271238] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:22.567790] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:39:22.848398] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:23.136491] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:39:23.426280] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:39:23.727851] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:23.728090] [INFO ] [CONFIGURE ] BA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:39:23.728152] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17231 tests [2025-11-21T05:39:23.728202] [INFO ] [CONFIGURE ] BA: Testing feature 6/29: add_failed_moves [2025-11-21T05:39:23.728247] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:39:23.998182] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:24.251143] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:24.493691] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:24.744533] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:24.996086] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:39:25.244959] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:25.497852] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:25.748024] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:25.998462] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:26.257972] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:26.258201] [INFO ] [CONFIGURE ] BA: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:39:26.258252] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17230 tests [2025-11-21T05:39:26.258291] [INFO ] [CONFIGURE ] BA: Testing feature 7/29: add_lag_shelf [2025-11-21T05:39:26.258326] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:39:26.493097] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:26.726442] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:26.974038] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:39:27.213084] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:27.444158] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:27.680445] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:27.921848] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:28.161684] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:28.406117] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:28.643332] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:28.643688] [INFO ] [CONFIGURE ] BA: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:39:28.643808] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17229 tests [2025-11-21T05:39:28.643905] [INFO ] [CONFIGURE ] BA: Testing feature 8/29: add_macd [2025-11-21T05:39:28.643991] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:39:28.975092] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:29.304096] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:39:29.658329] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:29.993193] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:30.325209] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:30.652753] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:39:30.993321] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:31.333231] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:39:31.669587] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:39:31.998608] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:31.998870] [INFO ] [CONFIGURE ] BA: DISCARDED add_macd (score: 50.00%) [2025-11-21T05:39:31.998928] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17228 tests [2025-11-21T05:39:31.998983] [INFO ] [CONFIGURE ] BA: Testing feature 9/29: add_mfi [2025-11-21T05:39:31.999031] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:39:32.232285] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:32.472342] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:32.721628] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:32.972982] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:33.222947] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:33.474844] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:33.727609] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:33.978304] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:34.244462] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:34.497443] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:34.497667] [INFO ] [CONFIGURE ] BA: KEPT add_mfi (score: 70.00%) [2025-11-21T05:39:34.497729] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17227 tests [2025-11-21T05:39:34.497774] [INFO ] [CONFIGURE ] BA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:39:34.497822] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:39:34.854106] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:35.213118] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:35.570265] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:35.931332] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:36.289800] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:36.664321] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:37.014691] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:37.363781] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:39:37.720386] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:38.081939] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:38.082193] [INFO ] [CONFIGURE ] BA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:39:38.082261] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17226 tests [2025-11-21T05:39:38.082380] [INFO ] [CONFIGURE ] BA: Testing feature 11/29: add_obv_daily [2025-11-21T05:39:38.082433] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily'] [2025-11-21T05:39:38.364334] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:38.643678] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:38.920601] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:39.205944] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:39.507411] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:39.806572] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:40.100552] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:39:40.389730] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:40.680886] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:40.968964] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:39:40.969251] [INFO ] [CONFIGURE ] BA: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:39:40.969313] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17225 tests [2025-11-21T05:39:40.969426] [INFO ] [CONFIGURE ] BA: Testing feature 12/29: add_obv_interval [2025-11-21T05:39:40.969520] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval'] [2025-11-21T05:39:41.240427] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:41.513232] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:41.784366] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:39:42.048455] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:42.307684] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:42.556379] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:42.814406] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:43.071066] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:43.347966] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:39:43.667178] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:43.667518] [INFO ] [CONFIGURE ] BA: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T05:39:43.667807] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17224 tests [2025-11-21T05:39:43.667895] [INFO ] [CONFIGURE ] BA: Testing feature 13/29: add_opening_strength [2025-11-21T05:39:43.667972] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:39:44.102526] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:39:44.435744] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:39:44.762875] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:39:45.050395] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:45.331060] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:45.611100] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:45.887606] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:46.171422] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:46.450368] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:46.727571] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:46.727788] [INFO ] [CONFIGURE ] BA: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:39:46.727874] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17223 tests [2025-11-21T05:39:46.727924] [INFO ] [CONFIGURE ] BA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:39:46.727967] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T05:39:46.981538] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:47.237301] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:47.492434] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:47.753470] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:48.029844] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:48.296853] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:48.560323] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:48.832158] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:49.103604] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:49.381215] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:49.381458] [INFO ] [CONFIGURE ] BA: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T05:39:49.381529] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17222 tests [2025-11-21T05:39:49.381623] [INFO ] [CONFIGURE ] BA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:39:49.381692] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T05:39:49.653716] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:49.907843] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:50.164781] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:50.417058] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:50.670883] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:50.930611] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:51.204764] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:51.474018] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:51.750511] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:52.013300] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:39:52.013508] [INFO ] [CONFIGURE ] BA: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T05:39:52.013571] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17221 tests [2025-11-21T05:39:52.013668] [INFO ] [CONFIGURE ] BA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:39:52.013721] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T05:39:52.287925] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:52.562456] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:52.837084] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:53.113850] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:53.384467] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:53.657013] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:53.926582] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:54.213115] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:54.482136] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:54.780790] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:54.781024] [INFO ] [CONFIGURE ] BA: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:39:54.781205] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17220 tests [2025-11-21T05:39:54.781264] [INFO ] [CONFIGURE ] BA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:39:54.781314] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T05:39:55.084769] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:55.381269] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:39:55.691538] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:55.997728] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:39:56.281180] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:39:56.565410] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:39:56.856706] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:57.147231] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:39:57.433427] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:39:57.713218] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:39:57.713450] [INFO ] [CONFIGURE ] BA: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:39:57.713510] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17219 tests [2025-11-21T05:39:57.713561] [INFO ] [CONFIGURE ] BA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:39:57.713609] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T05:39:57.965766] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:39:58.227471] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:39:58.477909] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:39:58.724679] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:39:58.970230] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:39:59.223108] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:39:59.493328] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:39:59.756111] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:00.018511] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:00.406735] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:40:00.406915] [INFO ] [CONFIGURE ] BA: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:40:00.406976] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17218 tests [2025-11-21T05:40:00.407017] [INFO ] [CONFIGURE ] BA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:40:00.407063] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T05:40:01.258126] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:01.618413] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:40:01.924819] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:02.227502] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:40:02.504715] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:02.794997] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:03.087583] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:03.367339] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:03.658750] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:03.969157] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:40:03.969406] [INFO ] [CONFIGURE ] BA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:40:03.969467] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17217 tests [2025-11-21T05:40:03.969519] [INFO ] [CONFIGURE ] BA: Testing feature 20/29: add_price_rejection [2025-11-21T05:40:03.969564] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T05:40:04.267780] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:04.569199] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:40:04.854550] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:40:05.154685] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:40:05.444353] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:05.728762] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:06.018690] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:06.319275] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:06.609996] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:06.908280] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:40:06.908485] [INFO ] [CONFIGURE ] BA: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T05:40:06.908545] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17216 tests [2025-11-21T05:40:06.908593] [INFO ] [CONFIGURE ] BA: Testing feature 21/29: add_range_position [2025-11-21T05:40:06.908638] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T05:40:07.213023] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:07.530912] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:40:07.851249] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:08.167475] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:40:08.486152] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:08.841598] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:09.191662] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:09.501542] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:09.830464] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:10.152565] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:40:10.152827] [INFO ] [CONFIGURE ] BA: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:40:10.152893] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17215 tests [2025-11-21T05:40:10.152944] [INFO ] [CONFIGURE ] BA: Testing feature 22/29: add_realized_volatility [2025-11-21T05:40:10.153045] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T05:40:10.555403] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:10.948932] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:40:11.367845] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:11.770879] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:40:12.168234] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:12.557314] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:12.957248] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:13.348055] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:13.740306] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:14.138834] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:40:14.139124] [INFO ] [CONFIGURE ] BA: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T05:40:14.139195] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17214 tests [2025-11-21T05:40:14.139268] [INFO ] [CONFIGURE ] BA: Testing feature 23/29: add_recent_range_context [2025-11-21T05:40:14.139321] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T05:40:14.418904] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:14.709371] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:40:14.995477] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:15.286189] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:40:15.570785] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:15.848167] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:16.131818] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:16.411705] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:16.685781] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:16.964279] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:40:16.964495] [INFO ] [CONFIGURE ] BA: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:40:16.964558] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17213 tests [2025-11-21T05:40:16.964609] [INFO ] [CONFIGURE ] BA: Testing feature 24/29: add_rsi [2025-11-21T05:40:16.964684] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T05:40:17.297122] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:17.633391] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:17.972888] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:18.317766] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:40:18.663062] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:18.989416] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:19.337863] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:19.715010] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:20.065208] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:20.409999] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:40:20.410219] [INFO ] [CONFIGURE ] BA: DISCARDED add_rsi (score: 40.00%) [2025-11-21T05:40:20.410282] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17212 tests [2025-11-21T05:40:20.410332] [INFO ] [CONFIGURE ] BA: Testing feature 25/29: add_tick_distribution [2025-11-21T05:40:20.410378] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T05:40:20.700066] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:20.994616] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:40:21.286300] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:21.571917] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:40:21.864866] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:22.150797] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:22.440121] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:22.734675] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:23.035108] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:23.319224] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:40:23.319438] [INFO ] [CONFIGURE ] BA: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:40:23.319496] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17211 tests [2025-11-21T05:40:23.319544] [INFO ] [CONFIGURE ] BA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:40:23.319589] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T05:40:23.630767] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:23.925170] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:24.219479] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:24.510967] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:40:24.803252] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:25.088828] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:25.365099] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:25.651397] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:25.941121] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:40:26.242215] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:40:26.242452] [INFO ] [CONFIGURE ] BA: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T05:40:26.242512] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17210 tests [2025-11-21T05:40:26.242563] [INFO ] [CONFIGURE ] BA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:40:26.242609] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T05:40:26.529748] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:26.832682] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:27.130524] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:27.414180] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:40:27.701933] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:27.987591] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:28.275924] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:28.575959] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:28.868234] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:29.158767] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:40:29.158982] [INFO ] [CONFIGURE ] BA: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:40:29.159046] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17209 tests [2025-11-21T05:40:29.159098] [INFO ] [CONFIGURE ] BA: Testing feature 28/29: add_volume_profile [2025-11-21T05:40:29.159148] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T05:40:29.449292] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:29.761355] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:30.059731] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:30.349028] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:40:30.639377] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:30.928691] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:31.227014] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:31.526455] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:31.824785] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:40:32.130804] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:40:32.131068] [INFO ] [CONFIGURE ] BA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:40:32.131137] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17208 tests [2025-11-21T05:40:32.131192] [INFO ] [CONFIGURE ] BA: Testing feature 29/29: add_vwap [2025-11-21T05:40:32.131242] [INFO ] [CONFIGURE ] BA: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T05:40:32.423860] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:40:32.723211] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:40:33.032190] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:40:33.327707] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:40:33.623127] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:40:33.917704] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:40:34.227831] [DEBUG] [FORECASTER] BA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:40:34.534760] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:40:34.828891] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:40:35.126311] [DEBUG] [FORECASTER] BA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:40:35.126690] [INFO ] [CONFIGURE ] BA: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:40:35.126770] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17207 tests [2025-11-21T05:40:35.126831] [INFO ] [CONFIGURE ] BA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:40:35.126886] [INFO ] [CONFIGURE ] BA: Best accuracy: 80.00% [2025-11-21T05:40:35.126967] [INFO ] [CONFIGURE ] BA: Best feature set (3 features): ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T05:40:35.127020] [INFO ] [CONFIGURE ] BA: Improvement over baseline: 30.00% [2025-11-21T05:40:35.127069] [INFO ] [CONFIGURE ] BA: Total time: 1.4 minutes [2025-11-21T05:40:35.127121] [INFO ] [CONFIGURE ] BA: Average time per feature: 2.9 seconds [2025-11-21T05:40:35.127175] [INFO ] [CONFIGURE ] BA: Average speed: 0.34 features/sec [2025-11-21T05:40:35.127857] [INFO ] [LOCAL ] Saved configuration for BA: 3 features, 80.00% accuracy -> ./output/feature-sets/BA.json [2025-11-21T05:40:35.127931] [INFO ] [CONFIGURE ] BA: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T05:40:35.127994] [INFO ] [sig ] [131/723] Successfully configured BA | 0.01 sym/s | Total: 3.1h | ETA: 14.1h [2025-11-21T05:40:35.128050] [INFO ] [sig ] [132/723] Configuring BABA... [2025-11-21T05:40:35.128102] [INFO ] [CONFIGURE ] BABA: Configurate test run. [2025-11-21T05:40:35.128153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-11-21T05:40:35.191944] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BABA'. [2025-11-21T05:40:35.192682] [INFO ] [CONFIGURE ] BABA: Testing with 29 available features [2025-11-21T05:40:35.192776] [INFO ] [CONFIGURE ] BABA: Establishing baseline with no features... [2025-11-21T05:40:35.404495] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:35.611365] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:35.814691] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:40:36.025977] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:36.235211] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:40:36.444879] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:36.653136] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:36.866134] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:37.078320] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:40:37.286921] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:40:37.287119] [INFO ] [CONFIGURE ] BABA: Baseline score (no features): 50.00% [2025-11-21T05:40:37.287171] [INFO ] [CONFIGURE ] BABA: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:40:37.287237] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:40:37.526693] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:37.771747] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:38.019872] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:40:38.277195] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:38.529806] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:40:38.795825] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:39.047140] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:39.314861] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:39.586182] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:40:39.842112] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:40:39.842339] [INFO ] [CONFIGURE ] BABA: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T05:40:39.842388] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17206 tests [2025-11-21T05:40:39.842429] [INFO ] [CONFIGURE ] BABA: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:40:39.842467] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:40:40.093799] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:40.352481] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:40.634835] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:40:40.886724] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:41.141332] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:40:41.387440] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:40:41.639120] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:41.892744] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:42.142927] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:40:42.389964] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:40:42.390172] [INFO ] [CONFIGURE ] BABA: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T05:40:42.390220] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17205 tests [2025-11-21T05:40:42.390258] [INFO ] [CONFIGURE ] BABA: Testing feature 3/29: add_daily_returns [2025-11-21T05:40:42.390292] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:40:42.698721] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:42.974592] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:43.233973] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:40:43.485478] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:43.746089] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:40:43.998582] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:44.254791] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:44.519779] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:44.776151] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:40:45.039552] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:40:45.039811] [INFO ] [CONFIGURE ] BABA: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T05:40:45.039870] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17204 tests [2025-11-21T05:40:45.040019] [INFO ] [CONFIGURE ] BABA: Testing feature 4/29: add_ema [2025-11-21T05:40:45.040068] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T05:40:45.350547] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:45.641555] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:45.933789] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:40:46.226505] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:46.527013] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:40:46.839126] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:40:47.146151] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:47.450619] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:47.761146] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:40:48.085667] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:40:48.085925] [INFO ] [CONFIGURE ] BABA: DISCARDED add_ema (score: 70.00%) [2025-11-21T05:40:48.085986] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17203 tests [2025-11-21T05:40:48.086038] [INFO ] [CONFIGURE ] BABA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:40:48.086084] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:40:48.380557] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:48.685793] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:48.964868] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:40:49.238890] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:49.522066] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:40:49.813703] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:50.106636] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:50.415540] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:50.749788] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:40:51.059183] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:40:51.059454] [INFO ] [CONFIGURE ] BABA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:40:51.059525] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17202 tests [2025-11-21T05:40:51.059585] [INFO ] [CONFIGURE ] BABA: Testing feature 6/29: add_failed_moves [2025-11-21T05:40:51.059667] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T05:40:51.334739] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:51.622446] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:51.915288] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:40:52.246013] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:52.514194] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:40:52.792372] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:40:53.080950] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:53.329521] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:53.593064] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:40:53.868276] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:40:53.868541] [INFO ] [CONFIGURE ] BABA: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:40:53.868619] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17201 tests [2025-11-21T05:40:53.868731] [INFO ] [CONFIGURE ] BABA: Testing feature 7/29: add_lag_shelf [2025-11-21T05:40:53.868800] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T05:40:54.125676] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:54.385571] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:54.632223] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:40:54.901427] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:55.157681] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:40:55.403365] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:40:55.651729] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:55.893980] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:56.140612] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:40:56.393212] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:40:56.393437] [INFO ] [CONFIGURE ] BABA: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T05:40:56.393488] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17200 tests [2025-11-21T05:40:56.393527] [INFO ] [CONFIGURE ] BABA: Testing feature 8/29: add_macd [2025-11-21T05:40:56.393565] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T05:40:56.746119] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:40:57.120740] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:40:57.491079] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:40:57.851115] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:40:58.219471] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:40:58.583907] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:40:58.953610] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:40:59.325026] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:40:59.695960] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:41:00.081570] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:00.081829] [INFO ] [CONFIGURE ] BABA: DISCARDED add_macd (score: 70.00%) [2025-11-21T05:41:00.081899] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17199 tests [2025-11-21T05:41:00.081953] [INFO ] [CONFIGURE ] BABA: Testing feature 9/29: add_mfi [2025-11-21T05:41:00.082003] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T05:41:00.344900] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:01.431075] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:01.844599] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:02.122148] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:02.410066] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:02.687580] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:02.966809] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:03.239188] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:03.512434] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:03.814319] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:03.814557] [INFO ] [CONFIGURE ] BABA: DISCARDED add_mfi (score: 50.00%) [2025-11-21T05:41:03.814621] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17198 tests [2025-11-21T05:41:03.814695] [INFO ] [CONFIGURE ] BABA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:41:03.814744] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:41:04.196404] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:04.569299] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:04.949324] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:05.304306] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:05.640397] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:05.973706] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:06.332336] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:06.698181] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:07.059711] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:07.428894] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:07.429150] [INFO ] [CONFIGURE ] BABA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:41:07.429213] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17197 tests [2025-11-21T05:41:07.429267] [INFO ] [CONFIGURE ] BABA: Testing feature 11/29: add_obv_daily [2025-11-21T05:41:07.429314] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T05:41:07.707269] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:07.982969] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:08.262577] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:08.545512] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:41:08.843716] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:09.183441] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:09.461248] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:09.741057] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:10.052825] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:10.341236] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:10.341470] [INFO ] [CONFIGURE ] BABA: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T05:41:10.341533] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17196 tests [2025-11-21T05:41:10.341615] [INFO ] [CONFIGURE ] BABA: Testing feature 12/29: add_obv_interval [2025-11-21T05:41:10.341698] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T05:41:10.606231] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:10.865106] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:11.129494] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:11.381395] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:11.628011] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:11.897124] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:12.153063] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:12.410635] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:12.668181] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:12.927325] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:12.927548] [INFO ] [CONFIGURE ] BABA: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T05:41:12.927607] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17195 tests [2025-11-21T05:41:12.927676] [INFO ] [CONFIGURE ] BABA: Testing feature 13/29: add_opening_strength [2025-11-21T05:41:12.927724] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:41:13.226056] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:13.521084] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:13.816540] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:14.120138] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:14.420698] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:14.716220] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:15.033705] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:15.345309] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:41:15.653307] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:15.958302] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:15.958539] [INFO ] [CONFIGURE ] BABA: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:41:15.958604] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17194 tests [2025-11-21T05:41:15.958679] [INFO ] [CONFIGURE ] BABA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:41:15.958730] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T05:41:16.245374] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:16.544083] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:16.818779] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:17.094563] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:41:17.369882] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:17.662504] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:17.937116] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:18.208215] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:18.496306] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:18.796449] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:18.796687] [INFO ] [CONFIGURE ] BABA: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:41:18.796752] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17193 tests [2025-11-21T05:41:18.796805] [INFO ] [CONFIGURE ] BABA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:41:18.796854] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T05:41:19.048871] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:19.331574] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:19.583131] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:19.840482] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:20.100401] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:20.353717] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:20.614956] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:20.871528] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:21.152814] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:21.411299] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:21.411518] [INFO ] [CONFIGURE ] BABA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:41:21.411579] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17192 tests [2025-11-21T05:41:21.411622] [INFO ] [CONFIGURE ] BABA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:41:21.411683] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T05:41:21.701107] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:21.982139] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:22.251858] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:22.532834] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:22.821840] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:23.105925] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:23.407902] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:23.714691] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:24.004988] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:24.291431] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:24.291731] [INFO ] [CONFIGURE ] BABA: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:41:24.291798] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17191 tests [2025-11-21T05:41:24.291839] [INFO ] [CONFIGURE ] BABA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:41:24.291887] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T05:41:24.575200] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:24.839981] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:25.133782] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:25.408623] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:25.690848] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:25.992858] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:26.271527] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:26.542805] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:26.836199] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:27.115706] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:27.115988] [INFO ] [CONFIGURE ] BABA: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T05:41:27.116078] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17190 tests [2025-11-21T05:41:27.116133] [INFO ] [CONFIGURE ] BABA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:41:27.116183] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T05:41:27.389048] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:27.654862] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:27.912976] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:28.176285] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:28.444010] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:28.706506] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:28.966787] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:29.223301] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:29.483602] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:29.760363] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:29.760630] [INFO ] [CONFIGURE ] BABA: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:41:29.760723] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17189 tests [2025-11-21T05:41:29.760777] [INFO ] [CONFIGURE ] BABA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:41:29.760826] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T05:41:30.027996] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:30.285964] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:30.541066] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:30.795500] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:31.079038] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:31.335572] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:31.600246] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:31.860823] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:32.129886] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:32.397795] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:32.398026] [INFO ] [CONFIGURE ] BABA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:41:32.398245] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17188 tests [2025-11-21T05:41:32.398336] [INFO ] [CONFIGURE ] BABA: Testing feature 20/29: add_price_rejection [2025-11-21T05:41:32.398412] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T05:41:32.691724] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:32.977090] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:33.257973] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:33.539577] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:33.817121] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:34.095990] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:34.387901] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:34.668318] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:34.965266] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:35.252572] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:35.252888] [INFO ] [CONFIGURE ] BABA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:41:35.252962] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17187 tests [2025-11-21T05:41:35.253021] [INFO ] [CONFIGURE ] BABA: Testing feature 21/29: add_range_position [2025-11-21T05:41:35.253070] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T05:41:35.553562] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:35.843066] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:36.146387] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:36.451600] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:36.760313] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:37.067158] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:37.377208] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:37.681066] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:37.984394] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:38.284129] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:38.284464] [INFO ] [CONFIGURE ] BABA: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:41:38.284535] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17186 tests [2025-11-21T05:41:38.284624] [INFO ] [CONFIGURE ] BABA: Testing feature 22/29: add_realized_volatility [2025-11-21T05:41:38.284708] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T05:41:38.690540] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:39.131538] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:39.654863] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:40.058002] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:40.448127] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:40.820494] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:41.209220] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:41.588106] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:41.998484] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:42.385338] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:42.385566] [INFO ] [CONFIGURE ] BABA: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:41:42.385629] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17185 tests [2025-11-21T05:41:42.385722] [INFO ] [CONFIGURE ] BABA: Testing feature 23/29: add_recent_range_context [2025-11-21T05:41:42.385773] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T05:41:42.660872] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:42.937196] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:43.201377] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:43.467829] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:43.741255] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:44.021738] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:44.302257] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:44.585119] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:41:44.872388] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:45.176781] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:45.177076] [INFO ] [CONFIGURE ] BABA: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:41:45.177142] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17184 tests [2025-11-21T05:41:45.177193] [INFO ] [CONFIGURE ] BABA: Testing feature 24/29: add_rsi [2025-11-21T05:41:45.177240] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T05:41:45.494871] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:45.841632] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:46.169270] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:46.500776] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:46.836843] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:47.176685] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:47.509867] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:47.868475] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:48.214868] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:48.562920] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:48.563184] [INFO ] [CONFIGURE ] BABA: DISCARDED add_rsi (score: 40.00%) [2025-11-21T05:41:48.563248] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17183 tests [2025-11-21T05:41:48.563302] [INFO ] [CONFIGURE ] BABA: Testing feature 25/29: add_tick_distribution [2025-11-21T05:41:48.563351] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T05:41:48.833669] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:49.124680] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:49.402829] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:49.686411] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:49.963358] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:50.239727] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:50.515811] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:50.779253] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:51.060599] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:51.333911] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:51.334133] [INFO ] [CONFIGURE ] BABA: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T05:41:51.334194] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17182 tests [2025-11-21T05:41:51.334249] [INFO ] [CONFIGURE ] BABA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:41:51.334296] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T05:41:51.587279] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:51.850869] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:52.112048] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:41:52.369245] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:52.632799] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:52.893169] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:41:53.165353] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:53.433419] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:53.746667] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:41:54.013757] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:54.013999] [INFO ] [CONFIGURE ] BABA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T05:41:54.014061] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17181 tests [2025-11-21T05:41:54.014113] [INFO ] [CONFIGURE ] BABA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:41:54.014162] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T05:41:54.323308] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:54.621540] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:54.915584] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:55.224303] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:55.526617] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:41:55.832987] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:56.124343] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:56.427757] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:56.723328] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:57.063005] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:57.063237] [INFO ] [CONFIGURE ] BABA: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:41:57.063297] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17180 tests [2025-11-21T05:41:57.063346] [INFO ] [CONFIGURE ] BABA: Testing feature 28/29: add_volume_profile [2025-11-21T05:41:57.063397] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T05:41:57.341173] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:41:57.618930] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:41:57.901878] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:41:58.188789] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:41:58.487678] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:41:58.781185] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:41:59.073891] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:41:59.373772] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:41:59.680630] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:41:59.979023] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:41:59.979234] [INFO ] [CONFIGURE ] BABA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:41:59.979294] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17179 tests [2025-11-21T05:41:59.979344] [INFO ] [CONFIGURE ] BABA: Testing feature 29/29: add_vwap [2025-11-21T05:41:59.979391] [INFO ] [CONFIGURE ] BABA: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T05:42:00.270357] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:42:00.546409] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:42:01.631934] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:42:02.069055] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:42:02.367845] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:42:02.657363] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:42:02.950403] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:03.248934] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:42:03.531612] [DEBUG] [FORECASTER] BABA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:42:03.822537] [DEBUG] [FORECASTER] BABA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:42:03.822759] [INFO ] [CONFIGURE ] BABA: DISCARDED add_vwap (score: 50.00%) [2025-11-21T05:42:03.822823] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17178 tests [2025-11-21T05:42:03.822867] [INFO ] [CONFIGURE ] BABA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:42:03.822911] [INFO ] [CONFIGURE ] BABA: Best accuracy: 70.00% [2025-11-21T05:42:03.822954] [INFO ] [CONFIGURE ] BABA: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T05:42:03.822995] [INFO ] [CONFIGURE ] BABA: Improvement over baseline: 20.00% [2025-11-21T05:42:03.823034] [INFO ] [CONFIGURE ] BABA: Total time: 1.4 minutes [2025-11-21T05:42:03.823073] [INFO ] [CONFIGURE ] BABA: Average time per feature: 3.0 seconds [2025-11-21T05:42:03.823114] [INFO ] [CONFIGURE ] BABA: Average speed: 0.34 features/sec [2025-11-21T05:42:03.823816] [INFO ] [LOCAL ] Saved configuration for BABA: 1 features, 70.00% accuracy -> ./output/feature-sets/BABA.json [2025-11-21T05:42:03.823877] [INFO ] [CONFIGURE ] BABA: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T05:42:03.823930] [INFO ] [sig ] [132/723] Successfully configured BABA | 0.01 sym/s | Total: 3.1h | ETA: 14.1h [2025-11-21T05:42:03.823975] [INFO ] [sig ] [133/723] Configuring BAC... [2025-11-21T05:42:03.824018] [INFO ] [CONFIGURE ] BAC: Configurate test run. [2025-11-21T05:42:03.824060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-11-21T05:42:03.930774] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAC'. [2025-11-21T05:42:03.931162] [INFO ] [CONFIGURE ] BAC: Testing with 29 available features [2025-11-21T05:42:03.931227] [INFO ] [CONFIGURE ] BAC: Establishing baseline with no features... [2025-11-21T05:42:04.140066] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:04.348669] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:04.553120] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:04.758289] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:04.968546] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:05.190319] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:05.401004] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:05.611958] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:05.832418] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:06.032264] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:06.032451] [INFO ] [CONFIGURE ] BAC: Baseline score (no features): 50.00% [2025-11-21T05:42:06.032498] [INFO ] [CONFIGURE ] BAC: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:42:06.032534] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:42:06.269775] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:06.510529] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:06.749597] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:06.987608] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:07.224441] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:07.462850] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:07.695945] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:07.942535] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:08.189402] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:08.440195] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:08.440608] [INFO ] [CONFIGURE ] BAC: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T05:42:08.440765] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17177 tests [2025-11-21T05:42:08.440855] [INFO ] [CONFIGURE ] BAC: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:42:08.440976] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:42:08.703219] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:08.971897] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:09.279428] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:09.567291] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:09.829916] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:10.104057] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:10.374859] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:10.654762] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:10.923353] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:11.199468] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:11.199915] [INFO ] [CONFIGURE ] BAC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T05:42:11.200030] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17176 tests [2025-11-21T05:42:11.200118] [INFO ] [CONFIGURE ] BAC: Testing feature 3/29: add_daily_returns [2025-11-21T05:42:11.200229] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_daily_returns'] [2025-11-21T05:42:11.421662] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:11.668183] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:11.896957] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:12.131683] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:12.374833] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:12.612544] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:12.837943] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:13.083510] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:13.318202] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:13.536268] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:13.536697] [INFO ] [CONFIGURE ] BAC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:42:13.536805] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17175 tests [2025-11-21T05:42:13.536891] [INFO ] [CONFIGURE ] BAC: Testing feature 4/29: add_ema [2025-11-21T05:42:13.537043] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_ema'] [2025-11-21T05:42:13.797364] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:14.051451] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:14.332296] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:14.614131] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:14.888248] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:15.155230] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:15.424455] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:15.694901] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:15.957911] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:16.204017] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:42:16.204247] [INFO ] [CONFIGURE ] BAC: DISCARDED add_ema (score: 40.00%) [2025-11-21T05:42:16.204299] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17174 tests [2025-11-21T05:42:16.204339] [INFO ] [CONFIGURE ] BAC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:42:16.204375] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:42:16.463920] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:16.720484] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:16.979427] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:17.237723] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:17.499752] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:17.762266] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:18.027314] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:18.279000] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:18.540529] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:18.802580] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:18.802844] [INFO ] [CONFIGURE ] BAC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:42:18.803090] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17173 tests [2025-11-21T05:42:18.803129] [INFO ] [CONFIGURE ] BAC: Testing feature 6/29: add_failed_moves [2025-11-21T05:42:18.803173] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_failed_moves'] [2025-11-21T05:42:19.016541] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:19.238213] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:19.458556] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:19.672532] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:19.888140] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:20.109191] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:20.321931] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:20.540986] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:20.761007] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:20.986320] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:20.986729] [INFO ] [CONFIGURE ] BAC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:42:20.986842] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17172 tests [2025-11-21T05:42:20.986960] [INFO ] [CONFIGURE ] BAC: Testing feature 7/29: add_lag_shelf [2025-11-21T05:42:20.987067] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_lag_shelf'] [2025-11-21T05:42:21.194454] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:21.404292] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:21.612183] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:21.829698] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:22.039960] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:22.245143] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:22.453526] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:22.668922] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:22.882889] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:23.098942] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:23.099159] [INFO ] [CONFIGURE ] BAC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:42:23.099210] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17171 tests [2025-11-21T05:42:23.099251] [INFO ] [CONFIGURE ] BAC: Testing feature 8/29: add_macd [2025-11-21T05:42:23.099290] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T05:42:23.411714] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:42:23.728868] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:24.051453] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:24.397851] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:24.715071] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:25.048314] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:25.360197] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:42:25.683859] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:26.022526] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:26.331009] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:26.331257] [INFO ] [CONFIGURE ] BAC: KEPT add_macd (score: 70.00%) [2025-11-21T05:42:26.331322] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17170 tests [2025-11-21T05:42:26.331373] [INFO ] [CONFIGURE ] BAC: Testing feature 9/29: add_mfi [2025-11-21T05:42:26.331420] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T05:42:26.662380] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:42:26.999099] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:27.337065] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:27.677687] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:28.027222] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:28.388954] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:28.730248] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:42:29.074357] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:29.420044] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:29.755082] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:29.755359] [INFO ] [CONFIGURE ] BAC: DISCARDED add_mfi (score: 70.00%) [2025-11-21T05:42:29.755423] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17169 tests [2025-11-21T05:42:29.755474] [INFO ] [CONFIGURE ] BAC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:42:29.755521] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:42:30.162039] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:30.554777] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:30.945100] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:31.325545] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:31.774429] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:32.220514] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:32.718283] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:33.121691] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:33.472318] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:33.822207] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:33.822483] [INFO ] [CONFIGURE ] BAC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:42:33.822566] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17168 tests [2025-11-21T05:42:33.822618] [INFO ] [CONFIGURE ] BAC: Testing feature 11/29: add_obv_daily [2025-11-21T05:42:33.822684] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T05:42:34.114581] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:42:34.418670] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:34.735131] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:35.027822] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:35.330941] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:35.651011] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:35.997389] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:42:36.336504] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:36.679854] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:37.020546] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:37.020792] [INFO ] [CONFIGURE ] BAC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:42:37.020855] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17167 tests [2025-11-21T05:42:37.021051] [INFO ] [CONFIGURE ] BAC: Testing feature 12/29: add_obv_interval [2025-11-21T05:42:37.021103] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T05:42:37.346559] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:42:37.687010] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:38.023983] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:38.351557] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:38.651782] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:38.987355] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:39.338613] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:42:39.684091] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:40.023569] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:40.371305] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:40.371671] [INFO ] [CONFIGURE ] BAC: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T05:42:40.371767] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17166 tests [2025-11-21T05:42:40.371824] [INFO ] [CONFIGURE ] BAC: Testing feature 13/29: add_opening_strength [2025-11-21T05:42:40.371874] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:42:40.760350] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:41.150932] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:41.518298] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:42:41.903621] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:42.265779] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:42.637852] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:43.035886] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:42:43.407386] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:43.805201] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:44.171741] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:44.171985] [INFO ] [CONFIGURE ] BAC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:42:44.172051] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17165 tests [2025-11-21T05:42:44.172108] [INFO ] [CONFIGURE ] BAC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:42:44.172173] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T05:42:44.555850] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:44.929006] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:45.311044] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:45.692489] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:46.060370] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:46.425858] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:46.790824] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:42:47.145234] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:47.510259] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:47.870993] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:47.871278] [INFO ] [CONFIGURE ] BAC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T05:42:47.871356] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17164 tests [2025-11-21T05:42:47.871435] [INFO ] [CONFIGURE ] BAC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:42:47.871486] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T05:42:48.207521] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:48.543545] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:48.883437] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:49.210232] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:49.540191] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:49.866135] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:50.201806] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:42:50.541872] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:50.880432] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:51.240948] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:51.241202] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:42:51.241272] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17163 tests [2025-11-21T05:42:51.241397] [INFO ] [CONFIGURE ] BAC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:42:51.241455] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T05:42:51.572988] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:42:51.908855] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:52.232348] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:52.560727] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:52.887426] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:53.205412] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:53.544847] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:42:53.926550] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:54.273793] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:54.622413] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:54.622790] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:42:54.622860] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17162 tests [2025-11-21T05:42:54.622913] [INFO ] [CONFIGURE ] BAC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:42:54.622960] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T05:42:54.980696] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:42:55.341921] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:55.687665] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:56.026693] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:56.380255] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:42:56.740922] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:42:57.097197] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:42:57.437921] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:42:57.771016] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:42:58.117033] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:42:58.117301] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:42:58.117387] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17161 tests [2025-11-21T05:42:58.117445] [INFO ] [CONFIGURE ] BAC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:42:58.117496] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T05:42:58.447805] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:42:58.766087] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:42:59.077738] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:42:59.397063] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:42:59.726415] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:00.211184] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:01.416950] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:01.760576] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:02.108566] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:02.426263] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:02.426494] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:43:02.426558] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17160 tests [2025-11-21T05:43:02.426658] [INFO ] [CONFIGURE ] BAC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:43:02.426714] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T05:43:02.723836] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:43:03.021771] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:03.309566] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:43:03.601697] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:03.924059] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:04.231460] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:04.548132] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:43:04.872706] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:05.222564] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:05.575118] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:05.575356] [INFO ] [CONFIGURE ] BAC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T05:43:05.575419] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17159 tests [2025-11-21T05:43:05.575535] [INFO ] [CONFIGURE ] BAC: Testing feature 20/29: add_price_rejection [2025-11-21T05:43:05.575583] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T05:43:05.916756] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:43:06.250343] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:06.578961] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:43:06.919126] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:07.251116] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:07.587934] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:07.939356] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:08.279069] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:08.625140] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:08.979488] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:08.979772] [INFO ] [CONFIGURE ] BAC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:43:08.979866] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17158 tests [2025-11-21T05:43:08.979920] [INFO ] [CONFIGURE ] BAC: Testing feature 21/29: add_range_position [2025-11-21T05:43:08.979966] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T05:43:09.307759] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:43:09.648395] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:09.974657] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:10.317315] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:10.665263] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:10.996404] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:11.328267] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:11.665101] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:12.014752] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:12.349342] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:12.349565] [INFO ] [CONFIGURE ] BAC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T05:43:12.349627] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17157 tests [2025-11-21T05:43:12.349743] [INFO ] [CONFIGURE ] BAC: Testing feature 22/29: add_realized_volatility [2025-11-21T05:43:12.349796] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T05:43:12.797863] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:43:13.241310] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:13.688762] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:14.130464] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:14.571018] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:15.015976] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:15.463461] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:15.917464] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:16.376706] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:16.837516] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:16.837793] [INFO ] [CONFIGURE ] BAC: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T05:43:16.837886] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17156 tests [2025-11-21T05:43:16.837940] [INFO ] [CONFIGURE ] BAC: Testing feature 23/29: add_recent_range_context [2025-11-21T05:43:16.837996] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T05:43:17.169537] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:43:17.505305] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:17.847005] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:43:18.203340] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:18.540235] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:18.944574] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:19.360917] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:19.812257] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:20.189941] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:20.526555] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:20.526808] [INFO ] [CONFIGURE ] BAC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T05:43:20.526883] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17155 tests [2025-11-21T05:43:20.526960] [INFO ] [CONFIGURE ] BAC: Testing feature 24/29: add_rsi [2025-11-21T05:43:20.527007] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T05:43:20.876813] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:43:21.231834] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:21.606327] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:43:21.977375] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:22.356068] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:22.734331] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:23.097278] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:23.485978] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:23.862362] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:24.239069] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:24.239307] [INFO ] [CONFIGURE ] BAC: DISCARDED add_rsi (score: 50.00%) [2025-11-21T05:43:24.239494] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17154 tests [2025-11-21T05:43:24.239553] [INFO ] [CONFIGURE ] BAC: Testing feature 25/29: add_tick_distribution [2025-11-21T05:43:24.239601] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T05:43:24.551801] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:43:24.854855] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:25.184394] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:43:25.487639] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:25.797328] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:26.127889] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:26.426924] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:43:26.739332] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:27.055959] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:27.380158] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:27.380383] [INFO ] [CONFIGURE ] BAC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T05:43:27.380442] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17153 tests [2025-11-21T05:43:27.380495] [INFO ] [CONFIGURE ] BAC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:43:27.380540] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T05:43:27.728246] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:43:28.056315] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:28.370110] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:43:28.698708] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:29.029879] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:29.362063] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:29.692435] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:30.033392] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:30.377382] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:30.687692] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:30.687914] [INFO ] [CONFIGURE ] BAC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:43:30.687975] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17152 tests [2025-11-21T05:43:30.688068] [INFO ] [CONFIGURE ] BAC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:43:30.688116] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T05:43:31.022172] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:43:31.355155] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:31.701251] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:43:32.053373] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:32.379069] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:32.695741] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:33.026833] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:33.349175] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:33.701275] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:34.052128] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:34.052372] [INFO ] [CONFIGURE ] BAC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:43:34.052435] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17151 tests [2025-11-21T05:43:34.052486] [INFO ] [CONFIGURE ] BAC: Testing feature 28/29: add_volume_profile [2025-11-21T05:43:34.052607] [INFO ] [CONFIGURE ] BAC: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T05:43:34.368258] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:43:34.703271] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:35.042258] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:43:35.379884] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:43:35.705586] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:36.032297] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:36.352187] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:43:36.667271] [DEBUG] [FORECASTER] BAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:36.991133] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:43:37.319958] [DEBUG] [FORECASTER] BAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:43:37.320222] [INFO ] [CONFIGURE ] BAC: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:43:37.320281] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17150 tests [2025-11-21T05:43:37.320335] [INFO ] [CONFIGURE ] BAC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:43:37.320382] [INFO ] [CONFIGURE ] BAC: Best accuracy: 70.00% [2025-11-21T05:43:37.320424] [INFO ] [CONFIGURE ] BAC: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T05:43:37.320466] [INFO ] [CONFIGURE ] BAC: Improvement over baseline: 20.00% [2025-11-21T05:43:37.320507] [INFO ] [CONFIGURE ] BAC: Total time: 1.5 minutes [2025-11-21T05:43:37.320545] [INFO ] [CONFIGURE ] BAC: Average time per feature: 3.3 seconds [2025-11-21T05:43:37.320583] [INFO ] [CONFIGURE ] BAC: Average speed: 0.32 features/sec [2025-11-21T05:43:37.321143] [INFO ] [LOCAL ] Saved configuration for BAC: 2 features, 70.00% accuracy -> ./output/feature-sets/BAC.json [2025-11-21T05:43:37.321212] [INFO ] [CONFIGURE ] BAC: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T05:43:37.321265] [INFO ] [sig ] [133/723] Successfully configured BAC | 0.01 sym/s | Total: 3.2h | ETA: 14.0h [2025-11-21T05:43:37.321328] [INFO ] [sig ] [134/723] Configuring BAH... [2025-11-21T05:43:37.321372] [INFO ] [CONFIGURE ] BAH: Configurate test run. [2025-11-21T05:43:37.321415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-11-21T05:43:37.405262] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAH'. [2025-11-21T05:43:37.406262] [INFO ] [CONFIGURE ] BAH: Testing with 29 available features [2025-11-21T05:43:37.406361] [INFO ] [CONFIGURE ] BAH: Establishing baseline with no features... [2025-11-21T05:43:37.600336] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:43:37.799501] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:37.993431] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:38.190783] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:38.370523] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:43:38.573071] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:38.765021] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:43:38.948725] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:39.138427] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:43:39.328827] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:43:39.329208] [INFO ] [CONFIGURE ] BAH: Baseline score (no features): 20.00% [2025-11-21T05:43:39.329333] [INFO ] [CONFIGURE ] BAH: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:43:39.329415] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:43:39.563192] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:43:39.809331] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:40.063420] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:40.313116] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:40.574344] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:40.797766] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:41.016210] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:43:41.234492] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:41.468165] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:43:41.700703] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:43:41.701092] [INFO ] [CONFIGURE ] BAH: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T05:43:41.701199] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17149 tests [2025-11-21T05:43:41.701285] [INFO ] [CONFIGURE ] BAH: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:43:41.701359] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:43:41.938239] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:43:42.182213] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:42.426487] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:42.672689] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:42.947274] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:43.223659] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:43.484362] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:43:43.753826] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:44.015236] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:43:44.268659] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:43:44.269155] [INFO ] [CONFIGURE ] BAH: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T05:43:44.269268] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17148 tests [2025-11-21T05:43:44.269377] [INFO ] [CONFIGURE ] BAH: Testing feature 3/29: add_daily_returns [2025-11-21T05:43:44.269470] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns'] [2025-11-21T05:43:44.490552] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:43:44.714194] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:44.952268] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:45.183611] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:45.427282] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:45.650818] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:45.873898] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:43:46.108123] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:46.334498] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:43:46.566096] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:43:46.566310] [INFO ] [CONFIGURE ] BAH: KEPT add_daily_returns (score: 30.00%) [2025-11-21T05:43:46.566372] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17147 tests [2025-11-21T05:43:46.566425] [INFO ] [CONFIGURE ] BAH: Testing feature 4/29: add_ema [2025-11-21T05:43:46.566466] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T05:43:46.840778] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:43:47.097528] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:47.356775] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:47.632773] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:47.907506] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:48.178564] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:48.444384] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:43:48.721740] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:48.993609] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:43:49.274150] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:43:49.274444] [INFO ] [CONFIGURE ] BAH: DISCARDED add_ema (score: 20.00%) [2025-11-21T05:43:49.274711] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17146 tests [2025-11-21T05:43:49.274845] [INFO ] [CONFIGURE ] BAH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:43:49.274929] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:43:49.557366] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:43:49.829727] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:50.111934] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:50.391134] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:50.659500] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:50.930793] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:51.215419] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:43:51.489447] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:51.773400] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:43:52.050751] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:43:52.050997] [INFO ] [CONFIGURE ] BAH: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T05:43:52.051093] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17145 tests [2025-11-21T05:43:52.051150] [INFO ] [CONFIGURE ] BAH: Testing feature 6/29: add_failed_moves [2025-11-21T05:43:52.051200] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T05:43:52.284926] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:43:52.514895] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:52.735108] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:52.959963] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:53.188541] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:53.417745] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:53.653020] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:43:53.924660] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:54.203616] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:43:54.448879] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:43:54.449303] [INFO ] [CONFIGURE ] BAH: DISCARDED add_failed_moves (score: 20.00%) [2025-11-21T05:43:54.449419] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17144 tests [2025-11-21T05:43:54.449512] [INFO ] [CONFIGURE ] BAH: Testing feature 7/29: add_lag_shelf [2025-11-21T05:43:54.449669] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T05:43:54.664966] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:43:54.876493] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:55.101401] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:55.374946] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:55.634499] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:55.868893] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:56.091624] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:43:56.316877] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:56.538624] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:43:56.766950] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:43:56.767181] [INFO ] [CONFIGURE ] BAH: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T05:43:56.767239] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17143 tests [2025-11-21T05:43:56.767282] [INFO ] [CONFIGURE ] BAH: Testing feature 8/29: add_macd [2025-11-21T05:43:56.767319] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T05:43:57.105577] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:43:57.427434] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:43:57.754675] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:43:58.080243] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:43:58.416414] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:43:58.743681] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:43:59.057811] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:43:59.373236] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:43:59.694149] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:44:00.018078] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:00.018396] [INFO ] [CONFIGURE ] BAH: KEPT add_macd (score: 50.00%) [2025-11-21T05:44:00.018457] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17142 tests [2025-11-21T05:44:00.018509] [INFO ] [CONFIGURE ] BAH: Testing feature 9/29: add_mfi [2025-11-21T05:44:00.018554] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T05:44:00.326620] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:44:01.353186] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:44:01.933055] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:44:02.256689] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:44:02.586756] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:02.919831] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:03.241167] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:03.585564] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:03.944161] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:04.275269] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:44:04.275573] [INFO ] [CONFIGURE ] BAH: DISCARDED add_mfi (score: 10.00%) [2025-11-21T05:44:04.275639] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17141 tests [2025-11-21T05:44:04.275714] [INFO ] [CONFIGURE ] BAH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:44:04.275765] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:44:04.702420] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:44:05.129068] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:05.566690] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:44:05.999940] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:44:06.434696] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:44:06.861830] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:07.296633] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:44:07.774079] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:08.228609] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:44:08.679231] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:08.679673] [INFO ] [CONFIGURE ] BAH: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:44:08.679737] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17140 tests [2025-11-21T05:44:08.679793] [INFO ] [CONFIGURE ] BAH: Testing feature 11/29: add_obv_daily [2025-11-21T05:44:08.679842] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T05:44:09.023576] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:09.353376] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:09.710826] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:44:10.050215] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:10.394828] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:10.745252] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:11.110563] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:11.458369] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:11.807491] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:44:12.184603] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:12.185412] [INFO ] [CONFIGURE ] BAH: KEPT add_obv_daily (score: 70.00%) [2025-11-21T05:44:12.185478] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17139 tests [2025-11-21T05:44:12.185532] [INFO ] [CONFIGURE ] BAH: Testing feature 12/29: add_obv_interval [2025-11-21T05:44:12.185580] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T05:44:12.550674] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:44:12.907782] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:44:13.271378] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:44:13.640105] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:14.011966] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:14.388756] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:14.766762] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:15.130128] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:15.504249] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:15.881197] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:15.881431] [INFO ] [CONFIGURE ] BAH: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T05:44:15.881492] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17138 tests [2025-11-21T05:44:15.881541] [INFO ] [CONFIGURE ] BAH: Testing feature 13/29: add_opening_strength [2025-11-21T05:44:15.881601] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_opening_strength'] [2025-11-21T05:44:16.245435] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:16.644446] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:17.037369] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:44:17.426836] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:44:17.812880] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:18.240607] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:18.625832] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:19.007272] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:19.383599] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:19.761376] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:44:19.761618] [INFO ] [CONFIGURE ] BAH: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T05:44:19.761707] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17137 tests [2025-11-21T05:44:19.761770] [INFO ] [CONFIGURE ] BAH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:44:19.761819] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T05:44:20.134426] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:44:20.490459] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:44:20.860730] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:44:21.227728] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:21.588603] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:21.968896] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:22.360998] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:22.744930] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:23.108532] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:23.479208] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:44:23.479463] [INFO ] [CONFIGURE ] BAH: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T05:44:23.479525] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17136 tests [2025-11-21T05:44:23.479574] [INFO ] [CONFIGURE ] BAH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:44:23.479613] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T05:44:23.828140] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:24.185904] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:24.554619] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:44:24.908971] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:25.256200] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:44:25.619288] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:44:25.993383] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:26.348950] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:26.703136] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:27.052876] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:44:27.053145] [INFO ] [CONFIGURE ] BAH: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T05:44:27.053207] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17135 tests [2025-11-21T05:44:27.053258] [INFO ] [CONFIGURE ] BAH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:44:27.053306] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T05:44:27.411176] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:27.795479] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:44:28.184875] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:44:28.551615] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:28.914304] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:29.361670] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:29.788609] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:30.158914] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:30.535878] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:30.914718] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:30.914927] [INFO ] [CONFIGURE ] BAH: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T05:44:30.914987] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17134 tests [2025-11-21T05:44:30.915039] [INFO ] [CONFIGURE ] BAH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:44:30.915084] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T05:44:31.268158] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:31.625338] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:31.992507] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:44:32.358585] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:44:32.717334] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:33.092003] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:33.445156] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:33.804097] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:34.169200] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:44:34.537605] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:34.537849] [INFO ] [CONFIGURE ] BAH: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:44:34.537914] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17133 tests [2025-11-21T05:44:34.537979] [INFO ] [CONFIGURE ] BAH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:44:34.538041] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T05:44:34.889264] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:35.233380] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:35.589220] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:44:35.948566] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:36.301989] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:36.653859] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:37.010056] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:37.358287] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:37.714635] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:38.071914] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:38.072208] [INFO ] [CONFIGURE ] BAH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:44:38.072275] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17132 tests [2025-11-21T05:44:38.072348] [INFO ] [CONFIGURE ] BAH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:44:38.072400] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T05:44:38.436776] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:38.799435] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:39.185443] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:44:39.532343] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:39.885171] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:40.236571] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:40.608283] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:40.961007] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:41.312666] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:41.687663] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:41.687986] [INFO ] [CONFIGURE ] BAH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:44:41.688089] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17131 tests [2025-11-21T05:44:41.688173] [INFO ] [CONFIGURE ] BAH: Testing feature 20/29: add_price_rejection [2025-11-21T05:44:41.688250] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T05:44:42.067589] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:42.437946] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:42.830446] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:44:43.193120] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:43.557354] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:43.940151] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:44:44.316256] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:44.687175] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:45.059607] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:45.415064] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:44:45.415282] [INFO ] [CONFIGURE ] BAH: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:44:45.415342] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17130 tests [2025-11-21T05:44:45.415391] [INFO ] [CONFIGURE ] BAH: Testing feature 21/29: add_range_position [2025-11-21T05:44:45.415438] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position'] [2025-11-21T05:44:45.797671] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:46.184747] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:44:46.563656] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:44:46.937079] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:44:47.321015] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:47.709749] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:48.104340] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:48.486461] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:48.867869] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:44:49.246067] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:44:49.246317] [INFO ] [CONFIGURE ] BAH: DISCARDED add_range_position (score: 40.00%) [2025-11-21T05:44:49.246378] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17129 tests [2025-11-21T05:44:49.246445] [INFO ] [CONFIGURE ] BAH: Testing feature 22/29: add_realized_volatility [2025-11-21T05:44:49.246491] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T05:44:49.708457] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:50.230509] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:50.726616] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:44:51.194517] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:51.668375] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:44:52.142572] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:52.624079] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:53.106318] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:53.607818] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:54.087821] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:44:54.088089] [INFO ] [CONFIGURE ] BAH: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T05:44:54.088150] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17128 tests [2025-11-21T05:44:54.088200] [INFO ] [CONFIGURE ] BAH: Testing feature 23/29: add_recent_range_context [2025-11-21T05:44:54.088245] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T05:44:54.446343] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:54.806111] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:44:55.170877] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:44:55.536553] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:44:55.905727] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:44:56.276314] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:44:56.632524] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:44:56.990998] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:44:57.349786] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:44:57.718432] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:44:57.718670] [INFO ] [CONFIGURE ] BAH: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T05:44:57.718733] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17127 tests [2025-11-21T05:44:57.718781] [INFO ] [CONFIGURE ] BAH: Testing feature 24/29: add_rsi [2025-11-21T05:44:57.718824] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T05:44:58.132308] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:44:58.538749] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:44:58.932272] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:44:59.329729] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:44:59.732696] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:00.135106] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:45:00.545852] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:45:01.767399] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:02.368060] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:45:02.793964] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:45:02.794264] [INFO ] [CONFIGURE ] BAH: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:45:02.794329] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17126 tests [2025-11-21T05:45:02.794383] [INFO ] [CONFIGURE ] BAH: Testing feature 25/29: add_tick_distribution [2025-11-21T05:45:02.794432] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T05:45:03.148935] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:03.487780] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:45:03.863891] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:45:04.212771] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:04.567072] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:04.923055] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:45:05.283303] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:45:05.631995] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:05.985936] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:45:06.339764] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:45:06.340012] [INFO ] [CONFIGURE ] BAH: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T05:45:06.340113] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17125 tests [2025-11-21T05:45:06.340165] [INFO ] [CONFIGURE ] BAH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:45:06.340210] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T05:45:06.689489] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:45:07.032527] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:45:07.371903] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:45:07.715355] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:45:08.090434] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:08.453752] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:45:08.833927] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:45:09.223681] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:09.573964] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:45:09.932269] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:09.932539] [INFO ] [CONFIGURE ] BAH: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T05:45:09.932625] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17124 tests [2025-11-21T05:45:09.932711] [INFO ] [CONFIGURE ] BAH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:45:09.932760] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T05:45:10.314222] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:10.704523] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:45:11.091280] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:11.464386] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:45:11.855927] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:12.252072] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:45:12.631845] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T05:45:13.023958] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:13.426761] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:45:13.811232] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:13.811491] [INFO ] [CONFIGURE ] BAH: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T05:45:13.811553] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17123 tests [2025-11-21T05:45:13.811628] [INFO ] [CONFIGURE ] BAH: Testing feature 28/29: add_volume_profile [2025-11-21T05:45:13.811705] [INFO ] [CONFIGURE ] BAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T05:45:14.140222] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:45:14.520335] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:45:14.896167] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:45:15.296487] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:15.702018] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:16.122232] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:45:16.610168] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:45:17.137335] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:17.519887] [DEBUG] [FORECASTER] BAH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:45:17.895276] [DEBUG] [FORECASTER] BAH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:17.895526] [INFO ] [CONFIGURE ] BAH: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T05:45:17.895595] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17122 tests [2025-11-21T05:45:17.895669] [INFO ] [CONFIGURE ] BAH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:45:17.895718] [INFO ] [CONFIGURE ] BAH: Best accuracy: 70.00% [2025-11-21T05:45:17.895766] [INFO ] [CONFIGURE ] BAH: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T05:45:17.895808] [INFO ] [CONFIGURE ] BAH: Improvement over baseline: 50.00% [2025-11-21T05:45:17.895848] [INFO ] [CONFIGURE ] BAH: Total time: 1.6 minutes [2025-11-21T05:45:17.895889] [INFO ] [CONFIGURE ] BAH: Average time per feature: 3.5 seconds [2025-11-21T05:45:17.895928] [INFO ] [CONFIGURE ] BAH: Average speed: 0.29 features/sec [2025-11-21T05:45:17.896588] [INFO ] [LOCAL ] Saved configuration for BAH: 4 features, 70.00% accuracy -> ./output/feature-sets/BAH.json [2025-11-21T05:45:17.896675] [INFO ] [CONFIGURE ] BAH: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T05:45:17.896732] [INFO ] [sig ] [134/723] Successfully configured BAH | 0.01 sym/s | Total: 3.2h | ETA: 14.0h [2025-11-21T05:45:17.896783] [INFO ] [sig ] [135/723] Configuring BAK... [2025-11-21T05:45:17.896826] [INFO ] [CONFIGURE ] BAK: Configurate test run. [2025-11-21T05:45:17.896868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-11-21T05:45:17.947040] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAK'. [2025-11-21T05:45:17.947556] [INFO ] [CONFIGURE ] BAK: Testing with 29 available features [2025-11-21T05:45:17.947626] [INFO ] [CONFIGURE ] BAK: Establishing baseline with no features... [2025-11-21T05:45:18.131589] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:45:18.329472] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:18.528541] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:45:18.725604] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:18.924667] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:19.126836] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:45:19.332147] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:19.540794] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:19.756857] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:45:19.975709] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:45:19.975910] [INFO ] [CONFIGURE ] BAK: Baseline score (no features): 40.00% [2025-11-21T05:45:19.975959] [INFO ] [CONFIGURE ] BAK: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:45:19.976045] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:45:20.199843] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:45:20.422412] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:20.659167] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:45:20.900140] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:45:21.134634] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:21.367231] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:45:21.597102] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:21.833928] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:22.074096] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:45:22.310869] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:22.311086] [INFO ] [CONFIGURE ] BAK: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T05:45:22.311137] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17121 tests [2025-11-21T05:45:22.311175] [INFO ] [CONFIGURE ] BAK: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:45:22.311211] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:45:22.562389] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:22.802951] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:23.055317] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:23.292916] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:23.547688] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:23.803018] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:24.076694] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:24.345829] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:24.589251] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:24.831723] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:45:24.831940] [INFO ] [CONFIGURE ] BAK: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T05:45:24.832018] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17120 tests [2025-11-21T05:45:24.832059] [INFO ] [CONFIGURE ] BAK: Testing feature 3/29: add_daily_returns [2025-11-21T05:45:24.832095] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:45:25.092135] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:25.353748] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:25.616106] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:45:25.884335] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:26.131406] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:26.379376] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:26.640812] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:26.900780] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:27.154330] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:27.408070] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:27.408329] [INFO ] [CONFIGURE ] BAK: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T05:45:27.408599] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17119 tests [2025-11-21T05:45:27.408717] [INFO ] [CONFIGURE ] BAK: Testing feature 4/29: add_ema [2025-11-21T05:45:27.408771] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T05:45:27.704281] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:27.999477] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:28.289852] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:28.587530] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:28.876713] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:29.175318] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:29.464851] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:29.766495] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:30.069203] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:30.359395] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:30.359617] [INFO ] [CONFIGURE ] BAK: KEPT add_ema (score: 70.00%) [2025-11-21T05:45:30.359701] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17118 tests [2025-11-21T05:45:30.359754] [INFO ] [CONFIGURE ] BAK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:45:30.359801] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:45:30.695821] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:31.001833] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:31.341880] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:31.680396] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:45:32.040133] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:32.379788] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:45:32.717470] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:33.079175] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:33.427638] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:33.757242] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:33.757477] [INFO ] [CONFIGURE ] BAK: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:45:33.757536] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17117 tests [2025-11-21T05:45:33.757615] [INFO ] [CONFIGURE ] BAK: Testing feature 6/29: add_failed_moves [2025-11-21T05:45:33.757683] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T05:45:34.041199] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:34.337984] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:34.625564] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:34.931330] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:35.227831] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:35.518434] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:35.824182] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:36.124487] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:36.428867] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:36.733870] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:36.734194] [INFO ] [CONFIGURE ] BAK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T05:45:36.734259] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17116 tests [2025-11-21T05:45:36.734310] [INFO ] [CONFIGURE ] BAK: Testing feature 7/29: add_lag_shelf [2025-11-21T05:45:36.734360] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T05:45:37.019874] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:37.312055] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:37.605607] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:37.899403] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:38.171014] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:38.465161] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:38.757757] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:39.063044] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:39.359721] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:39.656746] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:39.657070] [INFO ] [CONFIGURE ] BAK: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T05:45:39.657137] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17115 tests [2025-11-21T05:45:39.657191] [INFO ] [CONFIGURE ] BAK: Testing feature 8/29: add_macd [2025-11-21T05:45:39.657246] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T05:45:40.038174] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:45:40.410201] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:40.794100] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:41.183223] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:45:41.578480] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:41.973445] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:45:42.356520] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:42.751140] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:43.147605] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:45:43.539292] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:43.539709] [INFO ] [CONFIGURE ] BAK: DISCARDED add_macd (score: 40.00%) [2025-11-21T05:45:43.539783] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17114 tests [2025-11-21T05:45:43.539842] [INFO ] [CONFIGURE ] BAK: Testing feature 9/29: add_mfi [2025-11-21T05:45:43.539896] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T05:45:43.840867] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:44.137597] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:44.443761] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:44.743939] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:45.046126] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:45.362975] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:45.694418] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:46.020409] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:46.320367] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:46.640983] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:46.641241] [INFO ] [CONFIGURE ] BAK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T05:45:46.641303] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17113 tests [2025-11-21T05:45:46.641354] [INFO ] [CONFIGURE ] BAK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:45:46.641401] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:45:47.011219] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:47.394342] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:47.790925] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:48.172007] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:48.566261] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:48.989352] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:49.402533] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:49.820738] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:50.220184] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:50.607177] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:50.607423] [INFO ] [CONFIGURE ] BAK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T05:45:50.607485] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17112 tests [2025-11-21T05:45:50.607539] [INFO ] [CONFIGURE ] BAK: Testing feature 11/29: add_obv_daily [2025-11-21T05:45:50.607587] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T05:45:50.948430] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:51.265802] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:51.592964] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:51.914262] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:52.249673] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:52.570967] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:52.903299] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:45:53.226668] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:45:53.552710] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:53.870711] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:53.871129] [INFO ] [CONFIGURE ] BAK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:45:53.871195] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17111 tests [2025-11-21T05:45:53.871247] [INFO ] [CONFIGURE ] BAK: Testing feature 12/29: add_obv_interval [2025-11-21T05:45:53.871293] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T05:45:54.165188] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:54.460681] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:54.761627] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:55.079835] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:55.382831] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:45:55.687853] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:45:55.996322] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:45:56.283465] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:45:56.589942] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:45:56.904815] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:45:56.905032] [INFO ] [CONFIGURE ] BAK: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T05:45:56.905096] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17110 tests [2025-11-21T05:45:56.905147] [INFO ] [CONFIGURE ] BAK: Testing feature 13/29: add_opening_strength [2025-11-21T05:45:56.905193] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:45:57.236826] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:45:57.574249] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:45:57.924262] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:45:58.251017] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:45:58.593638] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:45:58.961292] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:45:59.313321] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:45:59.656043] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:00.024485] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:01.103491] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:01.103837] [INFO ] [CONFIGURE ] BAK: KEPT add_opening_strength (score: 80.00%) [2025-11-21T05:46:01.103925] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17109 tests [2025-11-21T05:46:01.103986] [INFO ] [CONFIGURE ] BAK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:46:01.104066] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T05:46:01.518186] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:01.902341] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:02.288822] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:02.653347] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:46:03.040281] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:46:03.404616] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:03.768571] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:04.131466] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:04.517308] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:04.875405] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:04.875632] [INFO ] [CONFIGURE ] BAK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T05:46:04.875722] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17108 tests [2025-11-21T05:46:04.875772] [INFO ] [CONFIGURE ] BAK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:46:04.875822] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T05:46:05.214254] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:05.566673] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:05.918771] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:06.278330] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:46:06.608531] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:46:06.958161] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:07.273966] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:07.627767] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:07.980946] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:08.339986] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:08.340323] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:46:08.340394] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17107 tests [2025-11-21T05:46:08.340450] [INFO ] [CONFIGURE ] BAK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:46:08.340502] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T05:46:08.707473] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:09.177835] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:09.615326] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:46:09.971630] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:46:10.334792] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:10.699358] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:46:11.062121] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:11.467197] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:11.820071] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:12.184556] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:46:12.184829] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T05:46:12.184894] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17106 tests [2025-11-21T05:46:12.184948] [INFO ] [CONFIGURE ] BAK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:46:12.185002] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T05:46:12.553053] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:12.930598] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:13.298192] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:46:13.659075] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:46:14.018918] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:14.387692] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:14.732444] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:15.078974] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:15.425453] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:15.776881] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:15.777158] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:46:15.777229] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17105 tests [2025-11-21T05:46:15.777298] [INFO ] [CONFIGURE ] BAK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:46:15.777344] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T05:46:16.134831] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:16.485037] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:16.827849] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:17.170960] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:46:17.523092] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:17.869334] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:18.229811] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:18.578623] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:18.933914] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:19.274434] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:46:19.274707] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:46:19.274770] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17104 tests [2025-11-21T05:46:19.274841] [INFO ] [CONFIGURE ] BAK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:46:19.274893] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T05:46:19.606176] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:19.957468] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:20.291533] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:20.620194] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:46:20.955929] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:21.279950] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:21.583806] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:21.929604] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:22.253618] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:22.580275] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:22.580520] [INFO ] [CONFIGURE ] BAK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T05:46:22.580583] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17103 tests [2025-11-21T05:46:22.580633] [INFO ] [CONFIGURE ] BAK: Testing feature 20/29: add_price_rejection [2025-11-21T05:46:22.580701] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T05:46:22.927899] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:23.285898] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:23.650069] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:24.001893] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:46:24.364902] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:24.728201] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:46:25.103202] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:25.471802] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:25.841455] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:26.212703] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:26.212930] [INFO ] [CONFIGURE ] BAK: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T05:46:26.212995] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17102 tests [2025-11-21T05:46:26.213047] [INFO ] [CONFIGURE ] BAK: Testing feature 21/29: add_range_position [2025-11-21T05:46:26.213094] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T05:46:26.579977] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:26.946850] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:27.303114] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:46:27.668269] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:46:28.051814] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:28.421423] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:28.784549] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:46:29.151041] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:29.520246] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:46:29.882425] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:29.882752] [INFO ] [CONFIGURE ] BAK: DISCARDED add_range_position (score: 70.00%) [2025-11-21T05:46:29.882844] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17101 tests [2025-11-21T05:46:29.882899] [INFO ] [CONFIGURE ] BAK: Testing feature 22/29: add_realized_volatility [2025-11-21T05:46:29.882945] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T05:46:30.353270] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:30.819671] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:31.276140] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:31.738238] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:46:32.186005] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:46:32.649555] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:33.121436] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:33.577148] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:34.031450] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:34.495568] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:46:34.495840] [INFO ] [CONFIGURE ] BAK: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:46:34.495905] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17100 tests [2025-11-21T05:46:34.496052] [INFO ] [CONFIGURE ] BAK: Testing feature 23/29: add_recent_range_context [2025-11-21T05:46:34.496104] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T05:46:34.826936] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:35.164996] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:35.505909] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:35.835877] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:46:36.183265] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:36.522307] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:36.858292] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:37.197424] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:37.524493] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:37.853929] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:37.854145] [INFO ] [CONFIGURE ] BAK: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T05:46:37.854207] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17099 tests [2025-11-21T05:46:37.854334] [INFO ] [CONFIGURE ] BAK: Testing feature 24/29: add_rsi [2025-11-21T05:46:37.854389] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_rsi'] [2025-11-21T05:46:38.174777] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:38.517132] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:38.852016] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:39.198001] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:46:39.535744] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:46:39.885822] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:40.241084] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:40.595124] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:40.999378] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:41.373212] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:41.373459] [INFO ] [CONFIGURE ] BAK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:46:41.373525] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17098 tests [2025-11-21T05:46:41.373577] [INFO ] [CONFIGURE ] BAK: Testing feature 25/29: add_tick_distribution [2025-11-21T05:46:41.373695] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T05:46:41.702063] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:42.031371] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:42.367959] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:42.704532] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:46:43.048922] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:43.381978] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:43.725083] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:44.062517] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:44.398142] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:44.731980] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:44.732218] [INFO ] [CONFIGURE ] BAK: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T05:46:44.732285] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17097 tests [2025-11-21T05:46:44.732337] [INFO ] [CONFIGURE ] BAK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:46:44.732384] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T05:46:45.081271] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:45.432669] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:45.789615] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:46:46.146297] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:46:46.494567] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:46.852299] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:47.207308] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:47.555275] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:47.909512] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:48.260858] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:48.261067] [INFO ] [CONFIGURE ] BAK: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T05:46:48.261316] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17096 tests [2025-11-21T05:46:48.261453] [INFO ] [CONFIGURE ] BAK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:46:48.261505] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T05:46:48.614634] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:46:48.976990] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:49.350838] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:46:49.721578] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:46:50.079016] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:46:50.434473] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:50.811921] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:46:51.206272] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:51.571227] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:51.956398] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:51.956723] [INFO ] [CONFIGURE ] BAK: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T05:46:51.956790] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17095 tests [2025-11-21T05:46:51.956842] [INFO ] [CONFIGURE ] BAK: Testing feature 28/29: add_volume_profile [2025-11-21T05:46:51.956889] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T05:46:52.321075] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:52.684001] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:53.038789] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:46:53.388116] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:46:53.736983] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:54.075763] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:46:54.425218] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:46:54.766884] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:55.107394] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:55.441835] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:55.442093] [INFO ] [CONFIGURE ] BAK: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T05:46:55.442157] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17094 tests [2025-11-21T05:46:55.442269] [INFO ] [CONFIGURE ] BAK: Testing feature 29/29: add_vwap [2025-11-21T05:46:55.442322] [INFO ] [CONFIGURE ] BAK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T05:46:55.784636] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:56.233566] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:46:56.734809] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:46:57.211106] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:46:57.565204] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:46:57.919661] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:46:58.312287] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:46:58.665898] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:46:59.034232] [DEBUG] [FORECASTER] BAK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:46:59.400192] [DEBUG] [FORECASTER] BAK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:46:59.400478] [INFO ] [CONFIGURE ] BAK: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:46:59.400569] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17093 tests [2025-11-21T05:46:59.400622] [INFO ] [CONFIGURE ] BAK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:46:59.400687] [INFO ] [CONFIGURE ] BAK: Best accuracy: 80.00% [2025-11-21T05:46:59.400738] [INFO ] [CONFIGURE ] BAK: Best feature set (4 features): ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:46:59.400780] [INFO ] [CONFIGURE ] BAK: Improvement over baseline: 40.00% [2025-11-21T05:46:59.400819] [INFO ] [CONFIGURE ] BAK: Total time: 1.7 minutes [2025-11-21T05:46:59.400858] [INFO ] [CONFIGURE ] BAK: Average time per feature: 3.4 seconds [2025-11-21T05:46:59.400903] [INFO ] [CONFIGURE ] BAK: Average speed: 0.29 features/sec [2025-11-21T05:46:59.401532] [INFO ] [LOCAL ] Saved configuration for BAK: 4 features, 80.00% accuracy -> ./output/feature-sets/BAK.json [2025-11-21T05:46:59.401596] [INFO ] [CONFIGURE ] BAK: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T05:46:59.401676] [INFO ] [sig ] [135/723] Successfully configured BAK | 0.01 sym/s | Total: 3.2h | ETA: 14.0h [2025-11-21T05:46:59.401749] [INFO ] [sig ] [136/723] Configuring BALL... [2025-11-21T05:46:59.401799] [INFO ] [CONFIGURE ] BALL: Configurate test run. [2025-11-21T05:46:59.401844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-11-21T05:46:59.481561] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BALL'. [2025-11-21T05:46:59.482201] [INFO ] [CONFIGURE ] BALL: Testing with 29 available features [2025-11-21T05:46:59.482269] [INFO ] [CONFIGURE ] BALL: Establishing baseline with no features... [2025-11-21T05:46:59.687473] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:46:59.882537] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:00.081199] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:00.285217] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:01.211979] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:47:01.573010] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:01.780515] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:01.984411] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:02.187609] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:02.370749] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:02.371109] [INFO ] [CONFIGURE ] BALL: Baseline score (no features): 40.00% [2025-11-21T05:47:02.371218] [INFO ] [CONFIGURE ] BALL: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:47:02.371299] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:47:02.606272] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:02.843817] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:03.079212] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:03.296160] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:03.538969] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:03.780526] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:04.030168] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:04.279112] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:04.518048] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:47:04.769539] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:04.769976] [INFO ] [CONFIGURE ] BALL: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T05:47:04.770099] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17092 tests [2025-11-21T05:47:04.770221] [INFO ] [CONFIGURE ] BALL: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:47:04.770335] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:47:05.069229] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:47:05.354817] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:05.651019] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:05.950298] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:06.244003] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:06.527531] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:06.808822] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:07.093397] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:07.385513] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:07.688927] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:07.689212] [INFO ] [CONFIGURE ] BALL: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T05:47:07.689354] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17091 tests [2025-11-21T05:47:07.689428] [INFO ] [CONFIGURE ] BALL: Testing feature 3/29: add_daily_returns [2025-11-21T05:47:07.689493] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:47:07.939980] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:08.184371] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:08.442740] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:08.697872] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:08.952463] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:09.215241] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:09.468567] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:09.722295] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:09.972748] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:10.213504] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:47:10.213743] [INFO ] [CONFIGURE ] BALL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T05:47:10.213873] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17090 tests [2025-11-21T05:47:10.214032] [INFO ] [CONFIGURE ] BALL: Testing feature 4/29: add_ema [2025-11-21T05:47:10.214114] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T05:47:10.496371] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:10.761990] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:11.030617] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:11.327470] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:11.617361] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:47:11.908162] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:12.202387] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:12.490845] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:12.773488] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:13.058386] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:47:13.058633] [INFO ] [CONFIGURE ] BALL: DISCARDED add_ema (score: 30.00%) [2025-11-21T05:47:13.058733] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17089 tests [2025-11-21T05:47:13.058786] [INFO ] [CONFIGURE ] BALL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:47:13.058832] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:47:13.345297] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:13.631063] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:13.910304] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:14.201231] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:47:14.487424] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:14.765178] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:15.040725] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:15.311049] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:15.585729] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:15.864130] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:47:15.864450] [INFO ] [CONFIGURE ] BALL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:47:15.864515] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17088 tests [2025-11-21T05:47:15.864565] [INFO ] [CONFIGURE ] BALL: Testing feature 6/29: add_failed_moves [2025-11-21T05:47:15.864611] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T05:47:16.099174] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:16.324962] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:16.565909] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:16.802303] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:17.037809] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:17.276880] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:17.513381] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:17.754354] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:17.997043] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:47:18.238329] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:18.238532] [INFO ] [CONFIGURE ] BALL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:47:18.238584] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17087 tests [2025-11-21T05:47:18.238625] [INFO ] [CONFIGURE ] BALL: Testing feature 7/29: add_lag_shelf [2025-11-21T05:47:18.238685] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T05:47:18.466370] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:18.687796] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:18.912056] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:19.128221] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:19.357909] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:47:19.577218] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:19.799366] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:20.022820] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:20.245130] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:20.466670] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:20.466886] [INFO ] [CONFIGURE ] BALL: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T05:47:20.466967] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17086 tests [2025-11-21T05:47:20.467009] [INFO ] [CONFIGURE ] BALL: Testing feature 8/29: add_macd [2025-11-21T05:47:20.467047] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T05:47:20.799220] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:47:21.123826] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:21.451067] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:21.779430] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:22.104562] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:22.429977] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:22.754835] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:23.076578] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:23.401091] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:23.729916] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:47:23.730140] [INFO ] [CONFIGURE ] BALL: DISCARDED add_macd (score: 30.00%) [2025-11-21T05:47:23.730202] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17085 tests [2025-11-21T05:47:23.730280] [INFO ] [CONFIGURE ] BALL: Testing feature 9/29: add_mfi [2025-11-21T05:47:23.730329] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T05:47:23.972854] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:24.208760] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:24.435311] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:24.677234] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:24.912764] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:25.139450] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:25.375735] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:25.621964] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:25.859336] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:26.094246] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:26.094476] [INFO ] [CONFIGURE ] BALL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T05:47:26.094591] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17084 tests [2025-11-21T05:47:26.094665] [INFO ] [CONFIGURE ] BALL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:47:26.094717] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:47:26.432855] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:26.760691] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:27.089164] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:27.415902] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:27.750182] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:28.078251] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:28.405794] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:28.731755] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:29.072743] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:29.398246] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:47:29.398478] [INFO ] [CONFIGURE ] BALL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:47:29.398540] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17083 tests [2025-11-21T05:47:29.398589] [INFO ] [CONFIGURE ] BALL: Testing feature 11/29: add_obv_daily [2025-11-21T05:47:29.398700] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T05:47:29.631084] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:29.883480] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:30.128714] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:30.395951] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:30.634183] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:30.875213] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:31.119809] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:31.363686] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:31.596663] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:47:31.853824] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:31.854029] [INFO ] [CONFIGURE ] BALL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:47:31.854079] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17082 tests [2025-11-21T05:47:31.854118] [INFO ] [CONFIGURE ] BALL: Testing feature 12/29: add_obv_interval [2025-11-21T05:47:31.854152] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T05:47:32.100546] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:32.343558] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:32.582659] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:32.822913] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:33.073031] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:33.313043] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:33.553471] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:33.789516] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:34.025511] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:47:34.265455] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:47:34.265708] [INFO ] [CONFIGURE ] BALL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:47:34.265798] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17081 tests [2025-11-21T05:47:34.265851] [INFO ] [CONFIGURE ] BALL: Testing feature 13/29: add_opening_strength [2025-11-21T05:47:34.265900] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:47:34.518700] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:47:34.776434] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:35.047076] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:35.306850] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:35.559734] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:35.806165] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:36.056253] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:36.317529] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:36.571982] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:36.831393] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:47:36.831612] [INFO ] [CONFIGURE ] BALL: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T05:47:36.831743] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17080 tests [2025-11-21T05:47:36.831889] [INFO ] [CONFIGURE ] BALL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:47:36.831940] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T05:47:37.090753] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:37.344390] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:37.596513] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:37.848159] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:38.099807] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:38.357613] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:38.612261] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:38.864299] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:39.107573] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:39.353360] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:39.353587] [INFO ] [CONFIGURE ] BALL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:47:39.353669] [INFO ] [CONFIGURE ] JOB ETA: 13.9h | Avg: 2.9s/test | Remaining: 17079 tests [2025-11-21T05:47:39.353723] [INFO ] [CONFIGURE ] BALL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:47:39.353770] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T05:47:39.572128] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:39.791532] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:40.000794] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:40.215998] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:40.430544] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:40.642147] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:40.870488] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:41.119263] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:41.374330] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:47:41.606105] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:41.606337] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:47:41.606389] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17078 tests [2025-11-21T05:47:41.606429] [INFO ] [CONFIGURE ] BALL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:47:41.606468] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T05:47:41.862567] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:42.107362] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:47:42.352570] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:42.599974] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:42.840502] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:43.091137] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:43.341353] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:43.579473] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:43.830147] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:44.081401] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:44.081793] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:47:44.081902] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17077 tests [2025-11-21T05:47:44.081989] [INFO ] [CONFIGURE ] BALL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:47:44.082065] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T05:47:44.347537] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:44.626604] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:44.871339] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:45.123472] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:45.366371] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:45.621495] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:45.871425] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:46.125197] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:46.395894] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:46.648709] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:46.648924] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:47:46.648984] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17076 tests [2025-11-21T05:47:46.649035] [INFO ] [CONFIGURE ] BALL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:47:46.649080] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T05:47:46.864173] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:47.078602] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:47.299344] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:47.519274] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:47.743890] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:47:47.975879] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:48.201861] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:48.428277] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:48.652248] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:48.884314] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:48.884558] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T05:47:48.884623] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17075 tests [2025-11-21T05:47:48.884698] [INFO ] [CONFIGURE ] BALL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:47:48.884783] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T05:47:49.108694] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:49.331952] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:49.566663] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:49.794913] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:50.028409] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:50.257570] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:50.483996] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:50.718597] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:50.946178] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:51.173607] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:51.174049] [INFO ] [CONFIGURE ] BALL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T05:47:51.174162] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17074 tests [2025-11-21T05:47:51.174254] [INFO ] [CONFIGURE ] BALL: Testing feature 20/29: add_price_rejection [2025-11-21T05:47:51.174366] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T05:47:51.417115] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:51.656681] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:51.892090] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:52.130517] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:52.364900] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:52.605911] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:52.845287] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:53.086506] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:53.328674] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:47:53.570137] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:53.570382] [INFO ] [CONFIGURE ] BALL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:47:53.570433] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17073 tests [2025-11-21T05:47:53.570477] [INFO ] [CONFIGURE ] BALL: Testing feature 21/29: add_range_position [2025-11-21T05:47:53.570527] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T05:47:53.831866] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:54.102037] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:54.367297] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:54.631990] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:47:54.893573] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:47:55.157331] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:55.418095] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:55.689473] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:55.970363] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:56.248732] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:47:56.248951] [INFO ] [CONFIGURE ] BALL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T05:47:56.249009] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17072 tests [2025-11-21T05:47:56.249054] [INFO ] [CONFIGURE ] BALL: Testing feature 22/29: add_realized_volatility [2025-11-21T05:47:56.249098] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T05:47:56.606991] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:47:56.953179] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:47:57.306329] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:47:57.662963] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:47:58.028191] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:47:58.375878] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:47:58.722838] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:47:59.083718] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:47:59.433974] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:47:59.804516] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:47:59.804832] [INFO ] [CONFIGURE ] BALL: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T05:47:59.805088] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17071 tests [2025-11-21T05:47:59.805138] [INFO ] [CONFIGURE ] BALL: Testing feature 23/29: add_recent_range_context [2025-11-21T05:47:59.805183] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T05:48:00.041319] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:48:00.275164] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:01.254624] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:01.724001] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:48:01.972758] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:48:02.222127] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:02.473171] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:48:02.712289] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:02.945909] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:48:03.180604] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:48:03.180920] [INFO ] [CONFIGURE ] BALL: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T05:48:03.180974] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17070 tests [2025-11-21T05:48:03.181017] [INFO ] [CONFIGURE ] BALL: Testing feature 24/29: add_rsi [2025-11-21T05:48:03.181054] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T05:48:03.468878] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:48:03.764039] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:04.059910] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:04.386692] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:48:04.731857] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:48:05.087584] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:05.443185] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:48:05.788889] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:06.105709] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:48:06.410895] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:48:06.411183] [INFO ] [CONFIGURE ] BALL: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:48:06.411327] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17069 tests [2025-11-21T05:48:06.411384] [INFO ] [CONFIGURE ] BALL: Testing feature 25/29: add_tick_distribution [2025-11-21T05:48:06.411432] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T05:48:06.664054] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:48:06.906548] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:07.156273] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:07.408692] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:48:07.678020] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:48:07.930808] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:08.189362] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:48:08.441910] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:08.690451] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:48:08.945028] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:48:08.945409] [INFO ] [CONFIGURE ] BALL: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:48:08.945521] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17068 tests [2025-11-21T05:48:08.945612] [INFO ] [CONFIGURE ] BALL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:48:08.945739] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T05:48:09.206709] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:48:09.454473] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:09.703515] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:09.947368] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:48:10.197810] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:48:10.447722] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:10.689761] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:48:10.939428] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:11.191588] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:48:11.442287] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:11.442518] [INFO ] [CONFIGURE ] BALL: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T05:48:11.442605] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17067 tests [2025-11-21T05:48:11.442677] [INFO ] [CONFIGURE ] BALL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:48:11.442726] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T05:48:11.710747] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:48:11.985912] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:12.244025] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:12.507200] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:48:12.764839] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:48:13.030663] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:13.287308] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:48:13.558088] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:13.819491] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:48:14.084082] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:48:14.084342] [INFO ] [CONFIGURE ] BALL: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T05:48:14.084438] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17066 tests [2025-11-21T05:48:14.084490] [INFO ] [CONFIGURE ] BALL: Testing feature 28/29: add_volume_profile [2025-11-21T05:48:14.084537] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T05:48:14.337619] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:48:14.591543] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:14.847528] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:15.104204] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:48:15.358104] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:48:15.623497] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:15.887330] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:48:16.143994] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:16.395915] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:48:16.665142] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:48:16.665431] [INFO ] [CONFIGURE ] BALL: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T05:48:16.665495] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17065 tests [2025-11-21T05:48:16.665603] [INFO ] [CONFIGURE ] BALL: Testing feature 29/29: add_vwap [2025-11-21T05:48:16.665700] [INFO ] [CONFIGURE ] BALL: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T05:48:16.928986] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:48:17.198610] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:17.467568] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:17.736226] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:48:18.000725] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:48:18.273041] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:18.534542] [DEBUG] [FORECASTER] BALL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T05:48:18.810206] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:19.093222] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:48:19.350787] [DEBUG] [FORECASTER] BALL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:19.351016] [INFO ] [CONFIGURE ] BALL: DISCARDED add_vwap (score: 50.00%) [2025-11-21T05:48:19.351078] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17064 tests [2025-11-21T05:48:19.351155] [INFO ] [CONFIGURE ] BALL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:48:19.351201] [INFO ] [CONFIGURE ] BALL: Best accuracy: 60.00% [2025-11-21T05:48:19.351246] [INFO ] [CONFIGURE ] BALL: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T05:48:19.351285] [INFO ] [CONFIGURE ] BALL: Improvement over baseline: 20.00% [2025-11-21T05:48:19.351322] [INFO ] [CONFIGURE ] BALL: Total time: 1.3 minutes [2025-11-21T05:48:19.351359] [INFO ] [CONFIGURE ] BALL: Average time per feature: 2.7 seconds [2025-11-21T05:48:19.351397] [INFO ] [CONFIGURE ] BALL: Average speed: 0.38 features/sec [2025-11-21T05:48:19.352045] [INFO ] [LOCAL ] Saved configuration for BALL: 1 features, 60.00% accuracy -> ./output/feature-sets/BALL.json [2025-11-21T05:48:19.352110] [INFO ] [CONFIGURE ] BALL: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T05:48:19.352162] [INFO ] [sig ] [136/723] Successfully configured BALL | 0.01 sym/s | Total: 3.2h | ETA: 14.0h [2025-11-21T05:48:19.352209] [INFO ] [sig ] [137/723] Configuring BAM... [2025-11-21T05:48:19.352247] [INFO ] [CONFIGURE ] BAM: Configurate test run. [2025-11-21T05:48:19.352290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-11-21T05:48:19.465176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAM'. [2025-11-21T05:48:19.465954] [INFO ] [CONFIGURE ] BAM: Testing with 29 available features [2025-11-21T05:48:19.466036] [INFO ] [CONFIGURE ] BAM: Establishing baseline with no features... [2025-11-21T05:48:19.666267] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:19.883504] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:48:20.081141] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:20.269439] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:20.456238] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:20.649590] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:20.841612] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:21.035510] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:21.234429] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:21.454019] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:21.454594] [INFO ] [CONFIGURE ] BAM: Baseline score (no features): 40.00% [2025-11-21T05:48:21.454762] [INFO ] [CONFIGURE ] BAM: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:48:21.454862] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:48:21.692864] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:21.926460] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:22.168723] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:22.419637] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:22.660447] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:22.897055] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:23.138671] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:23.378574] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:23.622716] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:23.872372] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:23.872575] [INFO ] [CONFIGURE ] BAM: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T05:48:23.872628] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17063 tests [2025-11-21T05:48:23.872755] [INFO ] [CONFIGURE ] BAM: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:48:23.872803] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:48:24.134214] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:24.390238] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:48:24.630256] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:24.860932] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:48:25.087406] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:48:25.319490] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:25.558965] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:48:25.797143] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:26.033952] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:26.274736] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:48:26.274959] [INFO ] [CONFIGURE ] BAM: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T05:48:26.275010] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17062 tests [2025-11-21T05:48:26.275125] [INFO ] [CONFIGURE ] BAM: Testing feature 3/29: add_daily_returns [2025-11-21T05:48:26.275178] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_daily_returns'] [2025-11-21T05:48:26.475376] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:26.679739] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:26.879051] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:27.072445] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:27.266969] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:27.469383] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:27.667860] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:48:27.875455] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:28.085551] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:28.283172] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:28.283377] [INFO ] [CONFIGURE ] BAM: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T05:48:28.283429] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17061 tests [2025-11-21T05:48:28.283470] [INFO ] [CONFIGURE ] BAM: Testing feature 4/29: add_ema [2025-11-21T05:48:28.283508] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_ema'] [2025-11-21T05:48:28.530263] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:28.762318] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:29.004007] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:29.234571] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:29.466307] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:29.705964] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:29.942300] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:48:30.179769] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:30.420309] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:30.660390] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:30.660805] [INFO ] [CONFIGURE ] BAM: DISCARDED add_ema (score: 30.00%) [2025-11-21T05:48:30.660914] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17060 tests [2025-11-21T05:48:30.661003] [INFO ] [CONFIGURE ] BAM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:48:30.661101] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:48:30.898560] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:31.136854] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:31.387412] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:31.639314] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:48:31.884910] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:32.135026] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:32.384218] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:32.622785] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:48:32.867135] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:33.099622] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:33.099901] [INFO ] [CONFIGURE ] BAM: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:48:33.099966] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17059 tests [2025-11-21T05:48:33.100069] [INFO ] [CONFIGURE ] BAM: Testing feature 6/29: add_failed_moves [2025-11-21T05:48:33.100118] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_failed_moves'] [2025-11-21T05:48:33.291603] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:33.493937] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:33.706574] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:33.908726] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:34.111932] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:34.318205] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:34.528377] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:34.731967] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:34.942143] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:35.154668] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:35.154896] [INFO ] [CONFIGURE ] BAM: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T05:48:35.154947] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17058 tests [2025-11-21T05:48:35.154988] [INFO ] [CONFIGURE ] BAM: Testing feature 7/29: add_lag_shelf [2025-11-21T05:48:35.155024] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_lag_shelf'] [2025-11-21T05:48:35.328596] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:35.509539] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:48:35.693141] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:35.883467] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:36.073720] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:36.261219] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:36.456694] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:36.660746] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:36.853027] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:37.032924] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:37.033117] [INFO ] [CONFIGURE ] BAM: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T05:48:37.033164] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17057 tests [2025-11-21T05:48:37.033230] [INFO ] [CONFIGURE ] BAM: Testing feature 8/29: add_macd [2025-11-21T05:48:37.033280] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T05:48:37.295734] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:37.549682] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:37.842453] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:38.142545] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:38.432879] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:38.729934] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:39.026857] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:39.330572] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:39.636662] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:39.955026] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:39.955271] [INFO ] [CONFIGURE ] BAM: DISCARDED add_macd (score: 40.00%) [2025-11-21T05:48:39.955330] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17056 tests [2025-11-21T05:48:39.955380] [INFO ] [CONFIGURE ] BAM: Testing feature 9/29: add_mfi [2025-11-21T05:48:39.955423] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_mfi'] [2025-11-21T05:48:40.164978] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:40.374990] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:40.583034] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:40.800294] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:41.011312] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:48:41.216500] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:41.422922] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:41.636109] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:48:41.856180] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:42.071872] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:42.072201] [INFO ] [CONFIGURE ] BAM: DISCARDED add_mfi (score: 30.00%) [2025-11-21T05:48:42.072257] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17055 tests [2025-11-21T05:48:42.072300] [INFO ] [CONFIGURE ] BAM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:48:42.072337] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:48:42.365425] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:42.662477] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:42.969787] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:43.270187] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:48:43.571628] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:43.868575] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:44.177043] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:48:44.481182] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:48:44.791271] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:45.091800] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:45.092054] [INFO ] [CONFIGURE ] BAM: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T05:48:45.092115] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17054 tests [2025-11-21T05:48:45.092227] [INFO ] [CONFIGURE ] BAM: Testing feature 11/29: add_obv_daily [2025-11-21T05:48:45.092275] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily'] [2025-11-21T05:48:45.315052] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:45.545780] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:48:45.770679] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:46.009796] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:46.240290] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:46.477252] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:46.722360] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:46.940637] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:48:47.165928] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:47.387298] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:47.387689] [INFO ] [CONFIGURE ] BAM: KEPT add_obv_daily (score: 50.00%) [2025-11-21T05:48:47.387826] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17053 tests [2025-11-21T05:48:47.387914] [INFO ] [CONFIGURE ] BAM: Testing feature 12/29: add_obv_interval [2025-11-21T05:48:47.388014] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T05:48:47.630896] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:47.886527] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:48.137416] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:48.382994] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:48.617933] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:48.851497] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:49.083927] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:49.311371] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:48:49.548602] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:49.795946] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:49.796229] [INFO ] [CONFIGURE ] BAM: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:48:49.796283] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17052 tests [2025-11-21T05:48:49.796326] [INFO ] [CONFIGURE ] BAM: Testing feature 13/29: add_opening_strength [2025-11-21T05:48:49.796364] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:48:50.069028] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:50.349138] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:50.608202] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:50.870678] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:48:51.123206] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:51.377991] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:48:51.637530] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:51.894209] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:48:52.174021] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:52.498274] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:52.498579] [INFO ] [CONFIGURE ] BAM: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T05:48:52.498788] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17051 tests [2025-11-21T05:48:52.498869] [INFO ] [CONFIGURE ] BAM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:48:52.498938] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T05:48:52.823330] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:53.140419] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:53.384208] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:53.634201] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:48:53.877471] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:54.104311] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:54.337818] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:48:54.578700] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:48:54.824316] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:55.072001] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:55.072241] [INFO ] [CONFIGURE ] BAM: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T05:48:55.072314] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17050 tests [2025-11-21T05:48:55.072370] [INFO ] [CONFIGURE ] BAM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:48:55.072418] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T05:48:55.292997] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:55.512751] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:55.736324] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:48:55.972127] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:48:56.197524] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:56.440990] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:48:56.680575] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:48:56.918112] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:48:57.152497] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:48:57.378840] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:57.379213] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T05:48:57.379323] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17049 tests [2025-11-21T05:48:57.379405] [INFO ] [CONFIGURE ] BAM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:48:57.379488] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T05:48:57.622355] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:48:57.875875] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:48:58.121396] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:48:58.371399] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:48:58.610243] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:48:58.859066] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:48:59.113500] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:48:59.360424] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:48:59.621443] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:48:59.874560] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:48:59.874807] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T05:48:59.874899] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17048 tests [2025-11-21T05:48:59.874962] [INFO ] [CONFIGURE ] BAM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:48:59.875013] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T05:49:00.120336] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:00.365008] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:00.618019] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:49:01.511963] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:49:02.055475] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:02.304597] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:02.534589] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:02.767076] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:49:03.022411] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:03.265126] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:03.265368] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T05:49:03.265431] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17047 tests [2025-11-21T05:49:03.265519] [INFO ] [CONFIGURE ] BAM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:49:03.265569] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T05:49:03.485926] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:03.705485] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:03.937891] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:04.187238] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:04.421628] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:04.637578] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:49:04.848605] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:05.060548] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:49:05.272284] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:05.485963] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:05.486194] [INFO ] [CONFIGURE ] BAM: KEPT add_pbf_volatility_5d (score: 60.00%) [2025-11-21T05:49:05.486246] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17046 tests [2025-11-21T05:49:05.486295] [INFO ] [CONFIGURE ] BAM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:49:05.486398] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T05:49:05.703138] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:05.921258] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:06.159698] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:49:06.392524] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:06.624247] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:06.868515] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:49:07.096133] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:07.317442] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:07.544927] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:07.774682] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:07.774884] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:49:07.774935] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17045 tests [2025-11-21T05:49:07.774975] [INFO ] [CONFIGURE ] BAM: Testing feature 20/29: add_price_rejection [2025-11-21T05:49:07.775013] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T05:49:08.024126] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:08.284782] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:08.521889] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:08.764767] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:49:09.000405] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:09.235292] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:09.476400] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:49:09.719629] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:09.961993] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:10.208863] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:10.209091] [INFO ] [CONFIGURE ] BAM: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T05:49:10.209151] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17044 tests [2025-11-21T05:49:10.209202] [INFO ] [CONFIGURE ] BAM: Testing feature 21/29: add_range_position [2025-11-21T05:49:10.209249] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T05:49:10.488979] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:10.771886] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:11.036631] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:11.311941] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:11.599129] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:49:11.875417] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:12.146572] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:49:12.402913] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:49:12.675749] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:12.951210] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:12.951472] [INFO ] [CONFIGURE ] BAM: DISCARDED add_range_position (score: 30.00%) [2025-11-21T05:49:12.951534] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17043 tests [2025-11-21T05:49:12.951585] [INFO ] [CONFIGURE ] BAM: Testing feature 22/29: add_realized_volatility [2025-11-21T05:49:12.951631] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T05:49:13.302837] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:13.651623] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:13.999614] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:14.357702] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:14.724275] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:15.069437] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:49:15.422138] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:15.781231] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:16.140338] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:16.526490] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:16.526802] [INFO ] [CONFIGURE ] BAM: KEPT add_realized_volatility (score: 70.00%) [2025-11-21T05:49:16.526871] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17042 tests [2025-11-21T05:49:16.526948] [INFO ] [CONFIGURE ] BAM: Testing feature 23/29: add_recent_range_context [2025-11-21T05:49:16.526996] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T05:49:16.903113] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:17.268479] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:17.633735] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:17.999600] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:49:18.374780] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:18.737145] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:19.106318] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:19.477021] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:19.852051] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:20.216834] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:20.217098] [INFO ] [CONFIGURE ] BAM: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:49:20.217163] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17041 tests [2025-11-21T05:49:20.217227] [INFO ] [CONFIGURE ] BAM: Testing feature 24/29: add_rsi [2025-11-21T05:49:20.217276] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-21T05:49:20.615328] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:21.026771] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:21.432634] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:21.864874] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:22.278883] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:22.685133] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:23.083969] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:23.499347] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:23.921697] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:49:24.352555] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:49:24.352900] [INFO ] [CONFIGURE ] BAM: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:49:24.352997] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17040 tests [2025-11-21T05:49:24.353052] [INFO ] [CONFIGURE ] BAM: Testing feature 25/29: add_tick_distribution [2025-11-21T05:49:24.353099] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T05:49:24.711989] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:25.082245] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:25.441555] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:25.801138] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:26.177466] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:26.554623] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:26.926257] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:27.300216] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:27.680421] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:28.052487] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:28.052754] [INFO ] [CONFIGURE ] BAM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T05:49:28.052819] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17039 tests [2025-11-21T05:49:28.052953] [INFO ] [CONFIGURE ] BAM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:49:28.053043] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T05:49:28.438585] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:28.813364] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:29.193412] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:29.568538] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:29.932388] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:30.301142] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:30.655284] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:31.017379] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:49:31.388723] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:31.804322] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:49:31.804576] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T05:49:31.804673] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17038 tests [2025-11-21T05:49:31.804732] [INFO ] [CONFIGURE ] BAM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:49:31.804778] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T05:49:32.191978] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:32.594989] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:32.979476] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:33.357845] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:49:33.741896] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:49:34.131261] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:49:34.537999] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:34.922568] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:49:35.315738] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:49:35.705035] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:49:35.705258] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T05:49:35.705318] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17037 tests [2025-11-21T05:49:35.705411] [INFO ] [CONFIGURE ] BAM: Testing feature 28/29: add_volume_profile [2025-11-21T05:49:35.705459] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T05:49:36.065718] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:36.427761] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:36.811496] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:37.200028] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:49:37.570204] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:49:37.942329] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:38.322009] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:38.706910] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:39.084181] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:39.458188] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:39.458410] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T05:49:39.458469] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17036 tests [2025-11-21T05:49:39.458518] [INFO ] [CONFIGURE ] BAM: Testing feature 29/29: add_vwap [2025-11-21T05:49:39.458564] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility', 'add_vwap'] [2025-11-21T05:49:39.827789] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:49:40.214363] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:49:40.584875] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:49:40.958461] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:49:41.331193] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:41.705077] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:42.093900] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:42.473330] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:42.851260] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:43.225274] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:43.225552] [INFO ] [CONFIGURE ] BAM: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:49:43.225615] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17035 tests [2025-11-21T05:49:43.225686] [INFO ] [CONFIGURE ] BAM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:49:43.225732] [INFO ] [CONFIGURE ] BAM: Best accuracy: 70.00% [2025-11-21T05:49:43.225776] [INFO ] [CONFIGURE ] BAM: Best feature set (3 features): ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T05:49:43.225815] [INFO ] [CONFIGURE ] BAM: Improvement over baseline: 30.00% [2025-11-21T05:49:43.225852] [INFO ] [CONFIGURE ] BAM: Total time: 1.4 minutes [2025-11-21T05:49:43.225889] [INFO ] [CONFIGURE ] BAM: Average time per feature: 2.8 seconds [2025-11-21T05:49:43.225927] [INFO ] [CONFIGURE ] BAM: Average speed: 0.35 features/sec [2025-11-21T05:49:43.226505] [INFO ] [LOCAL ] Saved configuration for BAM: 3 features, 70.00% accuracy -> ./output/feature-sets/BAM.json [2025-11-21T05:49:43.226565] [INFO ] [CONFIGURE ] BAM: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T05:49:43.226615] [INFO ] [sig ] [137/723] Successfully configured BAM | 0.01 sym/s | Total: 3.3h | ETA: 14.0h [2025-11-21T05:49:43.226692] [INFO ] [sig ] [138/723] Configuring BANC... [2025-11-21T05:49:43.226736] [INFO ] [CONFIGURE ] BANC: Configurate test run. [2025-11-21T05:49:43.226776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-11-21T05:49:43.327465] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BANC'. [2025-11-21T05:49:43.327961] [INFO ] [CONFIGURE ] BANC: Testing with 29 available features [2025-11-21T05:49:43.328025] [INFO ] [CONFIGURE ] BANC: Establishing baseline with no features... [2025-11-21T05:49:43.501205] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:49:43.678251] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:49:43.864110] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:44.044055] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:44.227606] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:44.412069] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:49:44.599867] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:44.788592] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:45.001098] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:49:45.265071] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:45.265409] [INFO ] [CONFIGURE ] BANC: Baseline score (no features): 90.00% [2025-11-21T05:49:45.265682] [INFO ] [CONFIGURE ] BANC: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:49:45.265831] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:49:45.551250] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:49:45.852672] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:49:46.108206] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:46.338354] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:46.546506] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:46.754355] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:46.969587] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:47.175947] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:47.383908] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:49:47.608430] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:47.608622] [INFO ] [CONFIGURE ] BANC: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T05:49:47.608694] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17034 tests [2025-11-21T05:49:47.608760] [INFO ] [CONFIGURE ] BANC: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:49:47.608809] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:49:47.838666] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:49:48.077787] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:49:48.310189] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:48.538129] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:48.766924] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:49.000465] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:49.228785] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:49:49.467060] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:49.705892] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:49:49.944569] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:49.944792] [INFO ] [CONFIGURE ] BANC: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:49:49.944851] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17033 tests [2025-11-21T05:49:49.944924] [INFO ] [CONFIGURE ] BANC: Testing feature 3/29: add_daily_returns [2025-11-21T05:49:49.945082] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_daily_returns'] [2025-11-21T05:49:50.154889] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:49:50.363104] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:49:50.571454] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:50.781281] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:50.983368] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:51.187274] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:51.395761] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:51.597210] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:51.817451] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:49:52.023588] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:52.023815] [INFO ] [CONFIGURE ] BANC: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T05:49:52.023892] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17032 tests [2025-11-21T05:49:52.023931] [INFO ] [CONFIGURE ] BANC: Testing feature 4/29: add_ema [2025-11-21T05:49:52.023965] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_ema'] [2025-11-21T05:49:52.255229] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:49:52.488712] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:49:52.718435] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:52.952379] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:49:53.189203] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:53.426710] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:53.677734] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:53.910378] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:49:54.150791] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:49:54.393512] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:54.393747] [INFO ] [CONFIGURE ] BANC: DISCARDED add_ema (score: 40.00%) [2025-11-21T05:49:54.393837] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17031 tests [2025-11-21T05:49:54.393912] [INFO ] [CONFIGURE ] BANC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:49:54.393965] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:49:54.634041] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:49:54.873197] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:49:55.110668] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:55.355200] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:49:55.603229] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:55.853940] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:56.099927] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:49:56.336364] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:56.572213] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:49:56.821153] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:56.821376] [INFO ] [CONFIGURE ] BANC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:49:56.821442] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17030 tests [2025-11-21T05:49:56.821495] [INFO ] [CONFIGURE ] BANC: Testing feature 6/29: add_failed_moves [2025-11-21T05:49:56.821543] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_failed_moves'] [2025-11-21T05:49:57.027800] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:49:57.262214] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:49:57.489887] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:57.702026] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:57.903784] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:49:58.105937] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:49:58.304454] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:49:58.503021] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:49:58.701488] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:49:58.898965] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:49:58.899167] [INFO ] [CONFIGURE ] BANC: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T05:49:58.899216] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17029 tests [2025-11-21T05:49:58.899255] [INFO ] [CONFIGURE ] BANC: Testing feature 7/29: add_lag_shelf [2025-11-21T05:49:58.899294] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_lag_shelf'] [2025-11-21T05:49:59.087326] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:49:59.272033] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:49:59.456097] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:49:59.640603] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:49:59.830187] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:00.017941] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:00.217134] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:00.406705] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:00.597250] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:00.789554] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:00.789829] [INFO ] [CONFIGURE ] BANC: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T05:50:00.790049] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17028 tests [2025-11-21T05:50:00.790141] [INFO ] [CONFIGURE ] BANC: Testing feature 8/29: add_macd [2025-11-21T05:50:00.790224] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T05:50:01.940215] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:02.409583] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:02.705394] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:50:03.001728] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:03.284909] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:03.581026] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:03.863053] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:50:04.164103] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:04.470056] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:04.765736] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:04.765994] [INFO ] [CONFIGURE ] BANC: DISCARDED add_macd (score: 30.00%) [2025-11-21T05:50:04.766075] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17027 tests [2025-11-21T05:50:04.766136] [INFO ] [CONFIGURE ] BANC: Testing feature 9/29: add_mfi [2025-11-21T05:50:04.766196] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_mfi'] [2025-11-21T05:50:04.973229] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:05.183975] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:05.401120] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:05.604131] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:05.800943] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:06.000363] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:06.208959] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:06.414209] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:06.617585] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:06.824510] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:06.824752] [INFO ] [CONFIGURE ] BANC: DISCARDED add_mfi (score: 80.00%) [2025-11-21T05:50:06.824831] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17026 tests [2025-11-21T05:50:06.824922] [INFO ] [CONFIGURE ] BANC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:50:06.824971] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:50:07.110860] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:07.418325] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:07.716924] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:08.021800] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:08.320180] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:08.626965] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:08.925686] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:09.222703] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:09.518840] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:09.818329] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:09.818620] [INFO ] [CONFIGURE ] BANC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T05:50:09.818709] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17025 tests [2025-11-21T05:50:09.818762] [INFO ] [CONFIGURE ] BANC: Testing feature 11/29: add_obv_daily [2025-11-21T05:50:09.818807] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_obv_daily'] [2025-11-21T05:50:10.030160] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:10.255705] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:10.462587] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:10.670852] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:10.882531] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:11.088966] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:11.301476] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:50:11.511110] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:11.741347] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:11.977174] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:11.977560] [INFO ] [CONFIGURE ] BANC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T05:50:11.977680] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17024 tests [2025-11-21T05:50:11.977769] [INFO ] [CONFIGURE ] BANC: Testing feature 12/29: add_obv_interval [2025-11-21T05:50:11.977845] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_obv_interval'] [2025-11-21T05:50:12.191428] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:12.406781] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:12.630797] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:12.833731] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:13.039816] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:13.246726] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:13.451237] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:13.662078] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:13.887379] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:14.099544] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:14.099777] [INFO ] [CONFIGURE ] BANC: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T05:50:14.099859] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17023 tests [2025-11-21T05:50:14.099920] [INFO ] [CONFIGURE ] BANC: Testing feature 13/29: add_opening_strength [2025-11-21T05:50:14.099970] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T05:50:14.321359] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:14.549963] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:14.771829] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:14.998561] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:15.230056] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:15.451537] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:15.676677] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:15.901921] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:16.131834] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:16.367412] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:16.367673] [INFO ] [CONFIGURE ] BANC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T05:50:16.367759] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17022 tests [2025-11-21T05:50:16.368016] [INFO ] [CONFIGURE ] BANC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:50:16.368101] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T05:50:16.593331] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:50:16.825428] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:17.044359] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:17.270197] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:17.507020] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:17.731629] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:17.968907] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:18.230718] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:50:18.487477] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:18.723356] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:18.723575] [INFO ] [CONFIGURE ] BANC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T05:50:18.723637] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17021 tests [2025-11-21T05:50:18.723710] [INFO ] [CONFIGURE ] BANC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:50:18.723756] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T05:50:18.926438] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:19.121366] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:19.325189] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:19.526728] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:19.727067] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:19.921607] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:20.112846] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:20.312662] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:20.494594] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:20.685793] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:20.685988] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:50:20.686041] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17020 tests [2025-11-21T05:50:20.686081] [INFO ] [CONFIGURE ] BANC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:50:20.686122] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T05:50:20.897229] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:21.119596] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:21.340346] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:21.567784] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:21.805951] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:22.039057] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:22.252838] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:22.477692] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:22.696257] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:22.914969] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:22.915206] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:50:22.915261] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17019 tests [2025-11-21T05:50:22.915303] [INFO ] [CONFIGURE ] BANC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:50:22.915340] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_pbf_return_2d'] [2025-11-21T05:50:23.137801] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:23.359926] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:23.588774] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:23.831545] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:24.060663] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:24.317567] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:24.554009] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:24.771485] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:50:24.983557] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:25.202763] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:25.202965] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:50:25.203018] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17018 tests [2025-11-21T05:50:25.203057] [INFO ] [CONFIGURE ] BANC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:50:25.203094] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T05:50:25.388725] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:50:25.580960] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:25.769733] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:25.962533] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:26.157538] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:26.352706] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:26.548730] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:26.756269] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:50:26.950899] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:27.150909] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:27.151139] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:50:27.151192] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17017 tests [2025-11-21T05:50:27.151232] [INFO ] [CONFIGURE ] BANC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:50:27.151267] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T05:50:27.361997] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:27.562351] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:27.757539] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:27.942523] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:28.130336] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:28.324884] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:28.528151] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:28.722263] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:28.915684] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:29.104621] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:29.104833] [INFO ] [CONFIGURE ] BANC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T05:50:29.104883] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17016 tests [2025-11-21T05:50:29.104921] [INFO ] [CONFIGURE ] BANC: Testing feature 20/29: add_price_rejection [2025-11-21T05:50:29.104957] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_price_rejection'] [2025-11-21T05:50:29.317801] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:29.537945] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:29.759939] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:29.972984] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:30.178869] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:30.385240] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:30.596166] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:30.810864] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:31.027050] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:31.240280] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:31.240496] [INFO ] [CONFIGURE ] BANC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:50:31.240548] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17015 tests [2025-11-21T05:50:31.240587] [INFO ] [CONFIGURE ] BANC: Testing feature 21/29: add_range_position [2025-11-21T05:50:31.240623] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_range_position'] [2025-11-21T05:50:31.479353] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:31.717811] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:31.967029] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:32.243542] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:32.478149] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:32.762532] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:33.077498] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:33.396685] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:33.643040] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:33.914810] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:33.915034] [INFO ] [CONFIGURE ] BANC: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:50:33.915088] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17014 tests [2025-11-21T05:50:33.915129] [INFO ] [CONFIGURE ] BANC: Testing feature 22/29: add_realized_volatility [2025-11-21T05:50:33.915166] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_realized_volatility'] [2025-11-21T05:50:34.246538] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:34.576134] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:34.908592] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:35.234308] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:35.567770] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:35.905723] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:36.246763] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:50:36.584696] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:36.920438] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:37.256693] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:37.256949] [INFO ] [CONFIGURE ] BANC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:50:37.257016] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17013 tests [2025-11-21T05:50:37.257069] [INFO ] [CONFIGURE ] BANC: Testing feature 23/29: add_recent_range_context [2025-11-21T05:50:37.257115] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_recent_range_context'] [2025-11-21T05:50:37.469264] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:37.684607] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:37.896418] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:38.113752] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:38.328744] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:38.545349] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:38.755859] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:38.969026] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:39.188030] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:39.402894] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:39.403100] [INFO ] [CONFIGURE ] BANC: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:50:39.403152] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17012 tests [2025-11-21T05:50:39.403191] [INFO ] [CONFIGURE ] BANC: Testing feature 24/29: add_rsi [2025-11-21T05:50:39.403227] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T05:50:39.683177] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:39.975835] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:40.246246] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:50:40.517720] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:40.786812] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:41.067024] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:50:41.340013] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:41.614952] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:41.896269] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:42.167879] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:42.168099] [INFO ] [CONFIGURE ] BANC: DISCARDED add_rsi (score: 40.00%) [2025-11-21T05:50:42.168159] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17011 tests [2025-11-21T05:50:42.168254] [INFO ] [CONFIGURE ] BANC: Testing feature 25/29: add_tick_distribution [2025-11-21T05:50:42.168318] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_tick_distribution'] [2025-11-21T05:50:42.393403] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:42.624507] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:42.852152] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:43.097095] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:43.337149] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:43.555953] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:43.761981] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:43.979617] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:44.187593] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:44.398173] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:44.398375] [INFO ] [CONFIGURE ] BANC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T05:50:44.398426] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17010 tests [2025-11-21T05:50:44.398466] [INFO ] [CONFIGURE ] BANC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:50:44.398503] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T05:50:44.613095] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:44.824948] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:50:45.045609] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:45.263357] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:45.481269] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:45.701495] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:45.912610] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:46.128200] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:46.337882] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:46.549382] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:50:46.549601] [INFO ] [CONFIGURE ] BANC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T05:50:46.549669] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17009 tests [2025-11-21T05:50:46.549782] [INFO ] [CONFIGURE ] BANC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:50:46.549836] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_volume_price_divergence'] [2025-11-21T05:50:46.772224] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:46.997942] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:47.227838] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:47.450581] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:47.691600] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:47.943205] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:48.185831] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:48.420638] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:48.673157] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:48.907546] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:48.907774] [INFO ] [CONFIGURE ] BANC: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T05:50:48.907861] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17008 tests [2025-11-21T05:50:48.907915] [INFO ] [CONFIGURE ] BANC: Testing feature 28/29: add_volume_profile [2025-11-21T05:50:48.907962] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_volume_profile'] [2025-11-21T05:50:49.131513] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:49.362716] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:49.584675] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:49.805354] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:50.033300] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:50.262876] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:50.486995] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:50.714206] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:50.943362] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:51.170811] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:51.171241] [INFO ] [CONFIGURE ] BANC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:50:51.171353] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17007 tests [2025-11-21T05:50:51.171442] [INFO ] [CONFIGURE ] BANC: Testing feature 29/29: add_vwap [2025-11-21T05:50:51.171520] [INFO ] [CONFIGURE ] BANC: Testing with features: ['add_vwap'] [2025-11-21T05:50:51.403189] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:50:51.635676] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:51.866988] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:50:52.103182] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:52.333087] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:50:52.567697] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:52.821177] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:50:53.074129] [DEBUG] [FORECASTER] BANC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:53.321761] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:50:53.551839] [DEBUG] [FORECASTER] BANC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:50:53.552233] [INFO ] [CONFIGURE ] BANC: DISCARDED add_vwap (score: 70.00%) [2025-11-21T05:50:53.552341] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17006 tests [2025-11-21T05:50:53.552430] [INFO ] [CONFIGURE ] BANC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:50:53.552505] [INFO ] [CONFIGURE ] BANC: Best accuracy: 90.00% [2025-11-21T05:50:53.552623] [INFO ] [CONFIGURE ] BANC: Best feature set (0 features): [] [2025-11-21T05:50:53.552716] [INFO ] [CONFIGURE ] BANC: Improvement over baseline: 0.00% [2025-11-21T05:50:53.552784] [INFO ] [CONFIGURE ] BANC: Total time: 1.1 minutes [2025-11-21T05:50:53.552851] [INFO ] [CONFIGURE ] BANC: Average time per feature: 2.4 seconds [2025-11-21T05:50:53.552919] [INFO ] [CONFIGURE ] BANC: Average speed: 0.42 features/sec [2025-11-21T05:50:53.553466] [INFO ] [LOCAL ] Saved configuration for BANC: 0 features, 90.00% accuracy -> ./output/feature-sets/BANC.json [2025-11-21T05:50:53.553581] [INFO ] [CONFIGURE ] BANC: Configuration saved successfully: 0 features, 90.00% accuracy. [2025-11-21T05:50:53.553677] [INFO ] [sig ] [138/723] Successfully configured BANC | 0.01 sym/s | Total: 3.3h | ETA: 13.9h [2025-11-21T05:50:53.553754] [INFO ] [sig ] [139/723] Configuring BAP... [2025-11-21T05:50:53.553822] [INFO ] [CONFIGURE ] BAP: Configurate test run. [2025-11-21T05:50:53.553890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-11-21T05:50:53.630112] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAP'. [2025-11-21T05:50:53.630583] [INFO ] [CONFIGURE ] BAP: Testing with 29 available features [2025-11-21T05:50:53.630668] [INFO ] [CONFIGURE ] BAP: Establishing baseline with no features... [2025-11-21T05:50:53.834880] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:50:54.040875] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:54.255070] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:50:54.452949] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:54.657537] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:50:54.861930] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:55.072464] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:50:55.277622] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:50:55.484674] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:55.686810] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:50:55.687037] [INFO ] [CONFIGURE ] BAP: Baseline score (no features): 50.00% [2025-11-21T05:50:55.687094] [INFO ] [CONFIGURE ] BAP: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:50:55.687160] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:50:55.939533] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:50:56.177459] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:56.422296] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:50:56.666675] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:50:56.917461] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:50:57.167457] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:50:57.415104] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:50:57.682924] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:50:57.964940] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:50:58.215425] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:50:58.215697] [INFO ] [CONFIGURE ] BAP: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T05:50:58.215843] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17005 tests [2025-11-21T05:50:58.215889] [INFO ] [CONFIGURE ] BAP: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:50:58.215928] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:50:58.492475] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:50:58.775379] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:50:59.051336] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:50:59.345057] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:50:59.650050] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:50:59.941118] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:00.222995] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:01.207398] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:01.687739] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:51:02.023189] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:51:02.023473] [INFO ] [CONFIGURE ] BAP: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T05:51:02.023537] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17004 tests [2025-11-21T05:51:02.023589] [INFO ] [CONFIGURE ] BAP: Testing feature 3/29: add_daily_returns [2025-11-21T05:51:02.023635] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:51:02.286936] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:02.528502] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:02.770025] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:03.010340] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:03.233206] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:03.472969] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:03.740787] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:03.985445] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:04.240835] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:04.497907] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:51:04.498283] [INFO ] [CONFIGURE ] BAP: KEPT add_daily_returns (score: 80.00%) [2025-11-21T05:51:04.498391] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17003 tests [2025-11-21T05:51:04.498478] [INFO ] [CONFIGURE ] BAP: Testing feature 4/29: add_ema [2025-11-21T05:51:04.498578] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T05:51:04.786479] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:05.076784] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:05.376116] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:05.680044] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:05.983101] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:06.289938] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:06.601994] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:06.912018] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:07.231533] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:07.530498] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:51:07.530777] [INFO ] [CONFIGURE ] BAP: DISCARDED add_ema (score: 70.00%) [2025-11-21T05:51:07.530853] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17002 tests [2025-11-21T05:51:07.530909] [INFO ] [CONFIGURE ] BAP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:51:07.530956] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:51:07.838056] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:08.146419] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:08.451486] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:08.763941] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:51:09.053535] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:09.355784] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:09.657825] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:09.972228] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:10.275892] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:51:10.570950] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:10.571216] [INFO ] [CONFIGURE ] BAP: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:51:10.571282] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17001 tests [2025-11-21T05:51:10.571346] [INFO ] [CONFIGURE ] BAP: Testing feature 6/29: add_failed_moves [2025-11-21T05:51:10.571399] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T05:51:10.820347] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:11.072435] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:11.339840] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:11.590579] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:11.871731] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:12.143988] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:12.405814] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:12.664353] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:51:12.915461] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:13.172113] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:13.172359] [INFO ] [CONFIGURE ] BAP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:51:13.172419] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 17000 tests [2025-11-21T05:51:13.172468] [INFO ] [CONFIGURE ] BAP: Testing feature 7/29: add_lag_shelf [2025-11-21T05:51:13.172526] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T05:51:13.408855] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:13.641223] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:13.881078] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:14.120780] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:51:14.359366] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:14.598021] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:14.846247] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:15.094184] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:51:15.336502] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:15.583900] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:15.584163] [INFO ] [CONFIGURE ] BAP: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T05:51:15.584212] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 16999 tests [2025-11-21T05:51:15.584251] [INFO ] [CONFIGURE ] BAP: Testing feature 8/29: add_macd [2025-11-21T05:51:15.584287] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T05:51:15.965218] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:16.301868] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:16.639879] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:17.019063] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:51:17.351291] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:17.686324] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:18.026840] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:18.367484] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:18.697315] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:19.045012] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:19.045288] [INFO ] [CONFIGURE ] BAP: DISCARDED add_macd (score: 50.00%) [2025-11-21T05:51:19.045350] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 16998 tests [2025-11-21T05:51:19.045467] [INFO ] [CONFIGURE ] BAP: Testing feature 9/29: add_mfi [2025-11-21T05:51:19.045518] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T05:51:19.293574] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:19.549159] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:19.800754] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:20.042162] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:51:20.292194] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:20.537067] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:20.789044] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:21.033889] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:21.276412] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:21.518758] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:21.518979] [INFO ] [CONFIGURE ] BAP: DISCARDED add_mfi (score: 50.00%) [2025-11-21T05:51:21.519048] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 16997 tests [2025-11-21T05:51:21.519105] [INFO ] [CONFIGURE ] BAP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:51:21.519161] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:51:21.840463] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:22.175220] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:22.518061] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:22.855578] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:51:23.192428] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:23.538902] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:51:23.935696] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:24.300961] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:24.647433] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:24.993771] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:24.994014] [INFO ] [CONFIGURE ] BAP: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:51:24.994087] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 16996 tests [2025-11-21T05:51:24.994146] [INFO ] [CONFIGURE ] BAP: Testing feature 11/29: add_obv_daily [2025-11-21T05:51:24.994201] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T05:51:25.261747] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:25.521747] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:25.778149] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:26.036811] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:26.294135] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:26.553619] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:26.823319] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:27.085086] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:27.351263] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:27.608970] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:27.609180] [INFO ] [CONFIGURE ] BAP: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T05:51:27.609230] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 16995 tests [2025-11-21T05:51:27.609272] [INFO ] [CONFIGURE ] BAP: Testing feature 12/29: add_obv_interval [2025-11-21T05:51:27.609310] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T05:51:27.841610] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:28.081034] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:28.326628] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:28.572505] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:51:28.812442] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:29.063764] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:29.309121] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:29.564681] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:51:29.816473] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:30.067533] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:30.067816] [INFO ] [CONFIGURE ] BAP: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:51:30.068042] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 16994 tests [2025-11-21T05:51:30.068112] [INFO ] [CONFIGURE ] BAP: Testing feature 13/29: add_opening_strength [2025-11-21T05:51:30.068162] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:51:30.327710] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:30.587565] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:30.854187] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:31.113455] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:31.396975] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:31.688191] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:31.982670] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:32.246557] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:51:32.507274] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:32.765721] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:32.765945] [INFO ] [CONFIGURE ] BAP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:51:32.766004] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 16993 tests [2025-11-21T05:51:32.766055] [INFO ] [CONFIGURE ] BAP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:51:32.766221] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T05:51:33.040342] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:33.304279] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:33.569250] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:33.831583] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:34.094611] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:34.359140] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:34.623207] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:34.879197] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:51:35.148811] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:35.422035] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:35.422322] [INFO ] [CONFIGURE ] BAP: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:51:35.422388] [INFO ] [CONFIGURE ] JOB ETA: 13.8h | Avg: 2.9s/test | Remaining: 16992 tests [2025-11-21T05:51:35.422438] [INFO ] [CONFIGURE ] BAP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:51:35.422481] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T05:51:35.652058] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:35.881736] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:36.122173] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:36.360767] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:36.598216] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:36.838054] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:37.076605] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:37.323414] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:37.567678] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:37.810613] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:51:37.810854] [INFO ] [CONFIGURE ] BAP: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T05:51:37.810904] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16991 tests [2025-11-21T05:51:37.810944] [INFO ] [CONFIGURE ] BAP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:51:37.810981] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T05:51:38.076141] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:38.344632] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:38.615592] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:38.885509] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:39.137634] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:39.392806] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:39.648316] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:39.910284] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:40.168533] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:40.432114] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:40.432432] [INFO ] [CONFIGURE ] BAP: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T05:51:40.432501] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16990 tests [2025-11-21T05:51:40.432557] [INFO ] [CONFIGURE ] BAP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:51:40.432638] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T05:51:40.695157] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:40.959638] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:41.228809] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:41.557089] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:41.898767] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:42.231523] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:42.568771] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:42.843720] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:43.107452] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:43.372634] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:43.372883] [INFO ] [CONFIGURE ] BAP: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T05:51:43.372943] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16989 tests [2025-11-21T05:51:43.372998] [INFO ] [CONFIGURE ] BAP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:51:43.373041] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T05:51:43.608215] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:43.839688] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:44.088219] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:44.332006] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:44.568410] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:44.804741] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:45.052098] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:45.292906] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:51:45.533744] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:45.775434] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:45.775823] [INFO ] [CONFIGURE ] BAP: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:51:45.775967] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16988 tests [2025-11-21T05:51:45.776061] [INFO ] [CONFIGURE ] BAP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:51:45.776180] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T05:51:46.026735] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:46.265237] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:46.513182] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:46.764590] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:47.014131] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:47.258406] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:47.511635] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:47.763766] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:48.009840] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:48.269606] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:51:48.269841] [INFO ] [CONFIGURE ] BAP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T05:51:48.269893] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16987 tests [2025-11-21T05:51:48.269933] [INFO ] [CONFIGURE ] BAP: Testing feature 20/29: add_price_rejection [2025-11-21T05:51:48.269970] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T05:51:48.553053] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:48.832498] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:49.109098] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:49.398048] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:49.673536] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:49.972811] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:50.240696] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:50.500499] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:51:50.765170] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:51.024406] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:51.024622] [INFO ] [CONFIGURE ] BAP: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T05:51:51.024712] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16986 tests [2025-11-21T05:51:51.024768] [INFO ] [CONFIGURE ] BAP: Testing feature 21/29: add_range_position [2025-11-21T05:51:51.024817] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T05:51:51.308902] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:51.598145] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:51.895207] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:52.191070] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:52.464505] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:52.748952] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:53.032480] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:53.300502] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:53.592906] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:53.891334] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:53.891553] [INFO ] [CONFIGURE ] BAP: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:51:53.891613] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16985 tests [2025-11-21T05:51:53.891753] [INFO ] [CONFIGURE ] BAP: Testing feature 22/29: add_realized_volatility [2025-11-21T05:51:53.891805] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T05:51:54.260561] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:54.610524] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:54.959565] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:55.308805] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:51:55.654740] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:56.002410] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:51:56.353226] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:51:56.710511] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:51:57.073501] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:57.424710] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:57.425044] [INFO ] [CONFIGURE ] BAP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T05:51:57.425110] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16984 tests [2025-11-21T05:51:57.425166] [INFO ] [CONFIGURE ] BAP: Testing feature 23/29: add_recent_range_context [2025-11-21T05:51:57.425211] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T05:51:57.671545] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:51:57.920870] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:51:58.170105] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:51:58.420361] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:51:58.671512] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:51:58.922556] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:51:59.178866] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:51:59.434313] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:51:59.687584] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:51:59.937500] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:51:59.937721] [INFO ] [CONFIGURE ] BAP: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:51:59.937785] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16983 tests [2025-11-21T05:51:59.937837] [INFO ] [CONFIGURE ] BAP: Testing feature 24/29: add_rsi [2025-11-21T05:51:59.937885] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T05:52:00.240322] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:00.538088] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:01.743807] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:52:02.076385] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:52:02.398936] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:52:02.710952] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:03.016657] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:03.318487] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:03.621127] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:52:03.927305] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:52:03.927557] [INFO ] [CONFIGURE ] BAP: DISCARDED add_rsi (score: 70.00%) [2025-11-21T05:52:03.927625] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16982 tests [2025-11-21T05:52:03.927697] [INFO ] [CONFIGURE ] BAP: Testing feature 25/29: add_tick_distribution [2025-11-21T05:52:03.927744] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T05:52:04.181770] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:04.429660] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:04.681186] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:52:04.938921] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:52:05.189575] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:52:05.440013] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:05.693341] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:52:05.946792] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:06.211761] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:52:06.473327] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:06.473540] [INFO ] [CONFIGURE ] BAP: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T05:52:06.473754] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16981 tests [2025-11-21T05:52:06.473878] [INFO ] [CONFIGURE ] BAP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:52:06.473933] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T05:52:06.723162] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:06.977682] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:07.231469] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:52:07.494224] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:52:07.756266] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:52:08.030800] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:08.294266] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:52:08.548000] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:08.812959] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:52:09.100538] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:09.100780] [INFO ] [CONFIGURE ] BAP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T05:52:09.100841] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16980 tests [2025-11-21T05:52:09.100893] [INFO ] [CONFIGURE ] BAP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:52:09.100956] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T05:52:09.379572] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:09.662454] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:09.943024] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:52:10.223429] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:52:10.511450] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:52:10.802488] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:11.090793] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:52:11.381828] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:11.654172] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:52:11.952952] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:52:11.953176] [INFO ] [CONFIGURE ] BAP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:52:11.953238] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16979 tests [2025-11-21T05:52:11.953289] [INFO ] [CONFIGURE ] BAP: Testing feature 28/29: add_volume_profile [2025-11-21T05:52:11.953338] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T05:52:12.225819] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:52:12.484153] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:12.753288] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:52:13.023088] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:52:13.280360] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:52:13.533219] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:13.789362] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:52:14.050435] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:14.324088] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:52:14.587821] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:14.588062] [INFO ] [CONFIGURE ] BAP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:52:14.588135] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16978 tests [2025-11-21T05:52:14.588189] [INFO ] [CONFIGURE ] BAP: Testing feature 29/29: add_vwap [2025-11-21T05:52:14.588236] [INFO ] [CONFIGURE ] BAP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T05:52:14.851223] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:15.116147] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:15.379632] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:52:15.648014] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:52:15.920919] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:52:16.189375] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:16.459854] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:52:16.727188] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:17.006404] [DEBUG] [FORECASTER] BAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:52:17.295272] [DEBUG] [FORECASTER] BAP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:52:17.295484] [INFO ] [CONFIGURE ] BAP: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:52:17.295545] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16977 tests [2025-11-21T05:52:17.295595] [INFO ] [CONFIGURE ] BAP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:52:17.295658] [INFO ] [CONFIGURE ] BAP: Best accuracy: 80.00% [2025-11-21T05:52:17.295706] [INFO ] [CONFIGURE ] BAP: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T05:52:17.295747] [INFO ] [CONFIGURE ] BAP: Improvement over baseline: 30.00% [2025-11-21T05:52:17.295786] [INFO ] [CONFIGURE ] BAP: Total time: 1.4 minutes [2025-11-21T05:52:17.295824] [INFO ] [CONFIGURE ] BAP: Average time per feature: 2.8 seconds [2025-11-21T05:52:17.295862] [INFO ] [CONFIGURE ] BAP: Average speed: 0.36 features/sec [2025-11-21T05:52:17.296390] [INFO ] [LOCAL ] Saved configuration for BAP: 2 features, 80.00% accuracy -> ./output/feature-sets/BAP.json [2025-11-21T05:52:17.296454] [INFO ] [CONFIGURE ] BAP: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T05:52:17.296509] [INFO ] [sig ] [139/723] Successfully configured BAP | 0.01 sym/s | Total: 3.3h | ETA: 13.9h [2025-11-21T05:52:17.296564] [INFO ] [sig ] [140/723] Configuring BARK... [2025-11-21T05:52:17.296607] [INFO ] [CONFIGURE ] BARK: Configurate test run. [2025-11-21T05:52:17.296672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'. [2025-11-21T05:52:17.375737] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BARK'. [2025-11-21T05:52:17.376328] [INFO ] [CONFIGURE ] BARK: Testing with 29 available features [2025-11-21T05:52:17.376416] [INFO ] [CONFIGURE ] BARK: Establishing baseline with no features... [2025-11-21T05:52:17.573515] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:17.769953] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:17.967661] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:52:18.166092] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:18.375206] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:18.586310] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:18.792623] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:52:18.985457] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:19.180976] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:19.376662] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:52:19.376852] [INFO ] [CONFIGURE ] BARK: Baseline score (no features): 10.00% [2025-11-21T05:52:19.376924] [INFO ] [CONFIGURE ] BARK: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:52:19.376970] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:52:19.604146] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:19.836018] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:20.059811] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:20.289030] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:20.521093] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:52:20.745065] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:20.972755] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:52:21.204113] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:21.429719] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:21.659591] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:21.660023] [INFO ] [CONFIGURE ] BARK: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T05:52:21.660133] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16976 tests [2025-11-21T05:52:21.660223] [INFO ] [CONFIGURE ] BARK: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:52:21.660336] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T05:52:21.932414] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:22.207545] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:22.469578] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:22.735192] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:22.993380] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:52:23.265512] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:23.532290] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:23.798375] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:24.086594] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:24.370157] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:24.370391] [INFO ] [CONFIGURE ] BARK: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T05:52:24.370452] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16975 tests [2025-11-21T05:52:24.370503] [INFO ] [CONFIGURE ] BARK: Testing feature 3/29: add_daily_returns [2025-11-21T05:52:24.370547] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T05:52:24.659564] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:24.949210] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:25.226814] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:25.500509] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:25.789363] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:52:26.096944] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:26.386085] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:26.681406] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:26.976084] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:52:27.288945] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:27.289196] [INFO ] [CONFIGURE ] BARK: KEPT add_daily_returns (score: 60.00%) [2025-11-21T05:52:27.289387] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16974 tests [2025-11-21T05:52:27.289450] [INFO ] [CONFIGURE ] BARK: Testing feature 4/29: add_ema [2025-11-21T05:52:27.289498] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T05:52:27.633369] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:27.967199] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:28.305872] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:28.631798] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:29.034021] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:29.454197] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:29.875076] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:30.205850] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:30.517463] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:30.828920] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:30.829143] [INFO ] [CONFIGURE ] BARK: DISCARDED add_ema (score: 50.00%) [2025-11-21T05:52:30.829206] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16973 tests [2025-11-21T05:52:30.829257] [INFO ] [CONFIGURE ] BARK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:52:30.829304] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:52:31.151832] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:31.477087] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:31.818746] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:32.173480] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:32.506062] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:52:32.865384] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:33.202758] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:33.538285] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:33.880061] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:34.213855] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:34.214152] [INFO ] [CONFIGURE ] BARK: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:52:34.214249] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16972 tests [2025-11-21T05:52:34.214312] [INFO ] [CONFIGURE ] BARK: Testing feature 6/29: add_failed_moves [2025-11-21T05:52:34.214359] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T05:52:34.503049] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:34.791155] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:35.088710] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:35.387359] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:35.690935] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:52:35.988289] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:36.289530] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:36.586639] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:36.878419] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:52:37.189439] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:37.189702] [INFO ] [CONFIGURE ] BARK: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:52:37.189766] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16971 tests [2025-11-21T05:52:37.189816] [INFO ] [CONFIGURE ] BARK: Testing feature 7/29: add_lag_shelf [2025-11-21T05:52:37.189862] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T05:52:37.459329] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:37.728488] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:38.006457] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:38.282704] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:38.559857] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:38.846129] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:39.127023] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:39.413608] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:39.687256] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:39.969562] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:39.969811] [INFO ] [CONFIGURE ] BARK: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T05:52:39.969871] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16970 tests [2025-11-21T05:52:39.969921] [INFO ] [CONFIGURE ] BARK: Testing feature 8/29: add_macd [2025-11-21T05:52:39.969965] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T05:52:40.322996] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:40.672452] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:41.021410] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:41.383530] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:41.738159] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:42.097841] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:42.464397] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:42.826368] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:52:43.187739] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:43.548237] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:43.548478] [INFO ] [CONFIGURE ] BARK: DISCARDED add_macd (score: 60.00%) [2025-11-21T05:52:43.548541] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16969 tests [2025-11-21T05:52:43.548631] [INFO ] [CONFIGURE ] BARK: Testing feature 9/29: add_mfi [2025-11-21T05:52:43.548710] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T05:52:43.848849] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:44.132555] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:44.440210] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:44.743271] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:45.047706] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:45.352361] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:45.660918] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:45.970221] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:46.273851] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:46.607750] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:46.608004] [INFO ] [CONFIGURE ] BARK: DISCARDED add_mfi (score: 50.00%) [2025-11-21T05:52:46.608068] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16968 tests [2025-11-21T05:52:46.608120] [INFO ] [CONFIGURE ] BARK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:52:46.608169] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:52:46.992806] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:47.373958] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:47.759949] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:48.139782] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:48.533388] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:48.914487] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:52:49.300287] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:49.712935] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:50.085114] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T05:52:50.464579] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:50.464825] [INFO ] [CONFIGURE ] BARK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T05:52:50.464887] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16967 tests [2025-11-21T05:52:50.464938] [INFO ] [CONFIGURE ] BARK: Testing feature 11/29: add_obv_daily [2025-11-21T05:52:50.464985] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T05:52:50.770287] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:51.083383] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:51.397073] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:51.715301] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:52.040836] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:52.350944] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:52.664975] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:52.974124] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:53.283950] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:53.603242] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:52:53.603502] [INFO ] [CONFIGURE ] BARK: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T05:52:53.603571] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16966 tests [2025-11-21T05:52:53.603620] [INFO ] [CONFIGURE ] BARK: Testing feature 12/29: add_obv_interval [2025-11-21T05:52:53.603720] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T05:52:53.912854] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:54.218848] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:52:54.514401] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:54.807823] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:55.100729] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:55.387718] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:55.683409] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:52:55.989325] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:56.293298] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:56.595453] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:56.595682] [INFO ] [CONFIGURE ] BARK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T05:52:56.595747] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16965 tests [2025-11-21T05:52:56.595818] [INFO ] [CONFIGURE ] BARK: Testing feature 13/29: add_opening_strength [2025-11-21T05:52:56.595925] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:52:56.913850] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:52:57.219293] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:52:57.525214] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:52:57.843707] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:52:58.158187] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:52:58.485249] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:52:58.792723] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:52:59.093969] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:52:59.400058] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:52:59.713100] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:52:59.713318] [INFO ] [CONFIGURE ] BARK: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T05:52:59.713391] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16964 tests [2025-11-21T05:52:59.713487] [INFO ] [CONFIGURE ] BARK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:52:59.713537] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T05:53:00.026855] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:00.341022] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:00.647869] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:01.909875] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:02.234637] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:02.547971] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:53:02.856312] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:03.179607] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:03.492494] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:03.828985] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:03.829219] [INFO ] [CONFIGURE ] BARK: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T05:53:03.829280] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16963 tests [2025-11-21T05:53:03.829330] [INFO ] [CONFIGURE ] BARK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:53:03.829401] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T05:53:04.131004] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:04.434593] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:04.741190] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:05.050947] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:05.355809] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:05.671925] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:05.976826] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:06.294185] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:06.590530] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:06.890462] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:06.890702] [INFO ] [CONFIGURE ] BARK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T05:53:06.890767] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16962 tests [2025-11-21T05:53:06.890816] [INFO ] [CONFIGURE ] BARK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:53:06.890918] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T05:53:07.185788] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:07.472733] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:07.768194] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:08.069558] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:08.369274] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:53:08.683782] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:08.986820] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:09.285338] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:09.582160] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:09.873204] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:53:09.873518] [INFO ] [CONFIGURE ] BARK: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T05:53:09.873585] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16961 tests [2025-11-21T05:53:09.873635] [INFO ] [CONFIGURE ] BARK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:53:09.873708] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T05:53:10.177167] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:10.477620] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:10.782890] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:11.087406] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:11.393826] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:11.700532] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:12.016941] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:12.319584] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:12.644829] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:12.949737] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:53:12.949970] [INFO ] [CONFIGURE ] BARK: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:53:12.950032] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16960 tests [2025-11-21T05:53:12.950082] [INFO ] [CONFIGURE ] BARK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:53:12.950131] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T05:53:13.221767] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:13.520282] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:13.811963] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:14.117891] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:14.414336] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:14.716595] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:53:15.002720] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:15.293985] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:15.584969] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:15.885088] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:15.885335] [INFO ] [CONFIGURE ] BARK: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:53:15.885400] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16959 tests [2025-11-21T05:53:15.885508] [INFO ] [CONFIGURE ] BARK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:53:15.885560] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T05:53:16.182166] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:16.456462] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:53:16.727517] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:17.002689] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:17.269451] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:17.548172] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:53:17.833964] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:18.105699] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:18.399357] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:18.674744] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:18.675206] [INFO ] [CONFIGURE ] BARK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:53:18.675302] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16958 tests [2025-11-21T05:53:18.675380] [INFO ] [CONFIGURE ] BARK: Testing feature 20/29: add_price_rejection [2025-11-21T05:53:18.675432] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T05:53:18.973131] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:19.276672] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:19.578904] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:19.880484] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:20.182790] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:20.492074] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:20.815977] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:21.124915] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:21.429697] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:21.758878] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:21.759119] [INFO ] [CONFIGURE ] BARK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:53:21.759182] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16957 tests [2025-11-21T05:53:21.759234] [INFO ] [CONFIGURE ] BARK: Testing feature 21/29: add_range_position [2025-11-21T05:53:21.759329] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T05:53:22.194396] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:22.627828] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:23.000160] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:23.330516] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:23.641901] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:23.960621] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:24.277308] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:24.618368] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:24.929679] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:25.231041] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:25.231267] [INFO ] [CONFIGURE ] BARK: DISCARDED add_range_position (score: 60.00%) [2025-11-21T05:53:25.231330] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16956 tests [2025-11-21T05:53:25.231381] [INFO ] [CONFIGURE ] BARK: Testing feature 22/29: add_realized_volatility [2025-11-21T05:53:25.231426] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T05:53:25.621071] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:26.009673] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:53:26.400636] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:26.807761] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:27.215840] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:27.618107] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:28.020144] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:28.422593] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:28.825469] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:29.234532] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:29.234807] [INFO ] [CONFIGURE ] BARK: KEPT add_realized_volatility (score: 70.00%) [2025-11-21T05:53:29.234872] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16955 tests [2025-11-21T05:53:29.234922] [INFO ] [CONFIGURE ] BARK: Testing feature 23/29: add_recent_range_context [2025-11-21T05:53:29.234966] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T05:53:29.651883] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:30.073092] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:53:30.483750] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:30.898083] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:31.316203] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:31.738008] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:32.169719] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:32.594186] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:33.012203] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:33.412613] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:33.412882] [INFO ] [CONFIGURE ] BARK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T05:53:33.412968] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16954 tests [2025-11-21T05:53:33.413070] [INFO ] [CONFIGURE ] BARK: Testing feature 24/29: add_rsi [2025-11-21T05:53:33.413121] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-21T05:53:33.897892] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:34.399186] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:34.870892] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:35.373226] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:35.852951] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:36.316414] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:36.791066] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:37.265307] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:53:37.731894] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:38.195195] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:38.195459] [INFO ] [CONFIGURE ] BARK: DISCARDED add_rsi (score: 50.00%) [2025-11-21T05:53:38.195523] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16953 tests [2025-11-21T05:53:38.195576] [INFO ] [CONFIGURE ] BARK: Testing feature 25/29: add_tick_distribution [2025-11-21T05:53:38.195622] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T05:53:38.616455] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:39.037944] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:39.454016] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:39.881064] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:40.296528] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:40.704137] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:41.120734] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:41.531395] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:41.949039] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:42.371969] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:53:42.372197] [INFO ] [CONFIGURE ] BARK: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T05:53:42.372270] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16952 tests [2025-11-21T05:53:42.372327] [INFO ] [CONFIGURE ] BARK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:53:42.372406] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T05:53:42.794264] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:43.213562] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:43.636094] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:44.074851] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:44.506976] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:44.909705] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:45.322529] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:45.748840] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:46.188278] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:46.607200] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:46.607416] [INFO ] [CONFIGURE ] BARK: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:53:46.607479] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16951 tests [2025-11-21T05:53:46.607594] [INFO ] [CONFIGURE ] BARK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:53:46.607659] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T05:53:47.023937] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:47.451794] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:53:47.883531] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:53:48.318994] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:48.740888] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:49.162474] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:53:49.601849] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:50.047417] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:50.471736] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:50.915459] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:50.915748] [INFO ] [CONFIGURE ] BARK: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:53:50.915814] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16950 tests [2025-11-21T05:53:50.915934] [INFO ] [CONFIGURE ] BARK: Testing feature 28/29: add_volume_profile [2025-11-21T05:53:50.915983] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T05:53:51.358599] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:51.784972] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:53:52.224804] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:52.665920] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:53.091103] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:53.532193] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:53.972952] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:54.413521] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:54.851197] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:55.287463] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:55.287786] [INFO ] [CONFIGURE ] BARK: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T05:53:55.287854] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16949 tests [2025-11-21T05:53:55.287999] [INFO ] [CONFIGURE ] BARK: Testing feature 29/29: add_vwap [2025-11-21T05:53:55.288060] [INFO ] [CONFIGURE ] BARK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_vwap'] [2025-11-21T05:53:55.716388] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:53:56.158936] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:53:56.592271] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:53:57.019691] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:53:57.452262] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:53:57.873765] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:53:58.310329] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:53:58.748490] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:53:59.184342] [DEBUG] [FORECASTER] BARK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T05:53:59.628768] [DEBUG] [FORECASTER] BARK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:53:59.629050] [INFO ] [CONFIGURE ] BARK: DISCARDED add_vwap (score: 60.00%) [2025-11-21T05:53:59.629115] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16948 tests [2025-11-21T05:53:59.629176] [INFO ] [CONFIGURE ] BARK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:53:59.629221] [INFO ] [CONFIGURE ] BARK: Best accuracy: 70.00% [2025-11-21T05:53:59.629267] [INFO ] [CONFIGURE ] BARK: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T05:53:59.629309] [INFO ] [CONFIGURE ] BARK: Improvement over baseline: 60.00% [2025-11-21T05:53:59.629351] [INFO ] [CONFIGURE ] BARK: Total time: 1.7 minutes [2025-11-21T05:53:59.629389] [INFO ] [CONFIGURE ] BARK: Average time per feature: 3.5 seconds [2025-11-21T05:53:59.629428] [INFO ] [CONFIGURE ] BARK: Average speed: 0.29 features/sec [2025-11-21T05:53:59.630073] [INFO ] [LOCAL ] Saved configuration for BARK: 4 features, 70.00% accuracy -> ./output/feature-sets/BARK.json [2025-11-21T05:53:59.630135] [INFO ] [CONFIGURE ] BARK: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T05:53:59.630187] [INFO ] [sig ] [140/723] Successfully configured BARK | 0.01 sym/s | Total: 3.3h | ETA: 13.9h [2025-11-21T05:53:59.630247] [INFO ] [sig ] [141/723] Configuring BAX... [2025-11-21T05:53:59.630291] [INFO ] [CONFIGURE ] BAX: Configurate test run. [2025-11-21T05:53:59.630334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-11-21T05:53:59.678538] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAX'. [2025-11-21T05:53:59.679053] [INFO ] [CONFIGURE ] BAX: Testing with 29 available features [2025-11-21T05:53:59.679117] [INFO ] [CONFIGURE ] BAX: Establishing baseline with no features... [2025-11-21T05:53:59.857380] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:00.038175] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:00.229319] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:00.428066] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:00.618167] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:00.799207] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:01.763736] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:54:02.128903] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:02.329323] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:54:02.528187] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:02.528395] [INFO ] [CONFIGURE ] BAX: Baseline score (no features): 60.00% [2025-11-21T05:54:02.528446] [INFO ] [CONFIGURE ] BAX: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:54:02.528483] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:54:02.761670] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:02.988894] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:03.220514] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:54:03.453819] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:03.686987] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:03.937427] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:04.129212] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:04.320804] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:04.551255] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:04.771348] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:04.771551] [INFO ] [CONFIGURE ] BAX: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T05:54:04.771600] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16947 tests [2025-11-21T05:54:04.771637] [INFO ] [CONFIGURE ] BAX: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:54:04.771704] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:54:04.996063] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:05.227411] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:05.470468] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:05.722495] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:54:05.981004] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:06.231256] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:06.467190] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:06.698746] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:06.942933] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:07.196046] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:07.196432] [INFO ] [CONFIGURE ] BAX: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T05:54:07.196537] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16946 tests [2025-11-21T05:54:07.196628] [INFO ] [CONFIGURE ] BAX: Testing feature 3/29: add_daily_returns [2025-11-21T05:54:07.196777] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_daily_returns'] [2025-11-21T05:54:07.430745] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:07.677541] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:07.904854] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:08.125881] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:08.355780] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:08.584600] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:08.808672] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:09.021941] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:09.274279] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:09.569233] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:09.569788] [INFO ] [CONFIGURE ] BAX: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T05:54:09.569949] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16945 tests [2025-11-21T05:54:09.570116] [INFO ] [CONFIGURE ] BAX: Testing feature 4/29: add_ema [2025-11-21T05:54:09.570240] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_ema'] [2025-11-21T05:54:09.926845] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:10.255407] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:10.526199] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:10.750324] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:10.991244] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:54:11.237551] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:11.495905] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:11.763190] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:12.042393] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:12.316406] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:54:12.316667] [INFO ] [CONFIGURE ] BAX: DISCARDED add_ema (score: 40.00%) [2025-11-21T05:54:12.316755] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16944 tests [2025-11-21T05:54:12.316840] [INFO ] [CONFIGURE ] BAX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:54:12.316918] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:54:12.573203] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:12.848353] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:13.128634] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:13.395232] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:13.661775] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:13.928717] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:14.206054] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:14.476069] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:14.737233] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:14.982479] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:14.982741] [INFO ] [CONFIGURE ] BAX: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:54:14.982864] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16943 tests [2025-11-21T05:54:14.982918] [INFO ] [CONFIGURE ] BAX: Testing feature 6/29: add_failed_moves [2025-11-21T05:54:14.982962] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_failed_moves'] [2025-11-21T05:54:15.186853] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:15.395299] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:15.610843] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:15.825922] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:16.037793] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:16.255758] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:16.478999] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:54:16.698461] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:16.915172] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:54:17.138400] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:17.138608] [INFO ] [CONFIGURE ] BAX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T05:54:17.138679] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16942 tests [2025-11-21T05:54:17.138766] [INFO ] [CONFIGURE ] BAX: Testing feature 7/29: add_lag_shelf [2025-11-21T05:54:17.138816] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_lag_shelf'] [2025-11-21T05:54:17.362183] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:17.570764] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:17.777861] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:17.974634] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:18.167332] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:18.367963] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:18.561785] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:54:18.754942] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:18.954504] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:54:19.164946] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:19.165187] [INFO ] [CONFIGURE ] BAX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T05:54:19.165259] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16941 tests [2025-11-21T05:54:19.165316] [INFO ] [CONFIGURE ] BAX: Testing feature 8/29: add_macd [2025-11-21T05:54:19.165369] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T05:54:19.473800] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:19.781589] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:20.081328] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:20.378111] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:20.684008] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:20.991529] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:21.285246] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:21.587561] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:21.899947] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:22.224511] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:22.224831] [INFO ] [CONFIGURE ] BAX: DISCARDED add_macd (score: 30.00%) [2025-11-21T05:54:22.224930] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16940 tests [2025-11-21T05:54:22.224995] [INFO ] [CONFIGURE ] BAX: Testing feature 9/29: add_mfi [2025-11-21T05:54:22.225052] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_mfi'] [2025-11-21T05:54:22.450404] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:22.664634] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:22.868519] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:23.074054] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:23.285126] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:23.498510] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:23.738956] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:54:23.948452] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:24.162784] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:24.375179] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:24.375409] [INFO ] [CONFIGURE ] BAX: DISCARDED add_mfi (score: 40.00%) [2025-11-21T05:54:24.375462] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16939 tests [2025-11-21T05:54:24.375502] [INFO ] [CONFIGURE ] BAX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:54:24.375540] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:54:24.679500] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:25.000714] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:25.314692] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:54:25.618692] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:25.925187] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:26.215683] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:26.528811] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:26.852758] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:27.178447] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:27.483097] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:27.483355] [INFO ] [CONFIGURE ] BAX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:54:27.483417] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16938 tests [2025-11-21T05:54:27.483468] [INFO ] [CONFIGURE ] BAX: Testing feature 11/29: add_obv_daily [2025-11-21T05:54:27.483534] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_obv_daily'] [2025-11-21T05:54:27.713803] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:27.927967] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:28.145406] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:28.365824] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:28.578758] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:28.793352] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:29.011696] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:29.231393] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:29.452682] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:29.681524] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:29.681898] [INFO ] [CONFIGURE ] BAX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T05:54:29.682009] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16937 tests [2025-11-21T05:54:29.682101] [INFO ] [CONFIGURE ] BAX: Testing feature 12/29: add_obv_interval [2025-11-21T05:54:29.682180] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_obv_interval'] [2025-11-21T05:54:29.888237] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:30.097453] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:30.303209] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:30.514381] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:30.719454] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:54:30.929623] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:31.152074] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:31.370963] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:31.584491] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:31.801364] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:31.801574] [INFO ] [CONFIGURE ] BAX: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T05:54:31.801626] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16936 tests [2025-11-21T05:54:31.801689] [INFO ] [CONFIGURE ] BAX: Testing feature 13/29: add_opening_strength [2025-11-21T05:54:31.801757] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T05:54:32.045895] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:32.293740] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:32.535580] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:32.770241] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:33.005166] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:33.248525] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:33.493542] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:33.741437] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:33.985795] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:34.231388] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:34.231657] [INFO ] [CONFIGURE ] BAX: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T05:54:34.231743] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16935 tests [2025-11-21T05:54:34.231812] [INFO ] [CONFIGURE ] BAX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:54:34.231963] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T05:54:34.456586] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:34.689049] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:34.919744] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:54:35.147824] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:54:35.371436] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:35.597085] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:35.822441] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:54:36.050358] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:36.275442] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:36.502049] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:36.502334] [INFO ] [CONFIGURE ] BAX: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T05:54:36.502403] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16934 tests [2025-11-21T05:54:36.502452] [INFO ] [CONFIGURE ] BAX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:54:36.502498] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T05:54:36.696929] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:36.898206] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:37.112206] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:54:37.324898] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:37.523379] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:37.730390] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:37.926565] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:54:38.127451] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:38.327218] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:38.525279] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:38.525516] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T05:54:38.525571] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16933 tests [2025-11-21T05:54:38.525613] [INFO ] [CONFIGURE ] BAX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:54:38.525677] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T05:54:38.765363] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:39.017609] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:39.232733] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:39.450376] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:39.666141] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:39.881290] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:40.094090] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:40.309254] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:40.526661] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:40.744172] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:40.744386] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T05:54:40.744438] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16932 tests [2025-11-21T05:54:40.744481] [INFO ] [CONFIGURE ] BAX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:54:40.744518] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_pbf_return_2d'] [2025-11-21T05:54:40.971703] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:41.204077] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:41.426157] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:41.648791] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:41.877592] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:42.107568] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:42.321386] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:42.543681] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:42.764267] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:42.985668] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:42.986005] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T05:54:42.986135] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16931 tests [2025-11-21T05:54:42.986227] [INFO ] [CONFIGURE ] BAX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:54:42.986303] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T05:54:43.186601] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:43.377124] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:43.567916] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:43.756243] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:43.948911] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:44.141281] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:44.333462] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:44.531597] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:44.734872] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:54:44.931289] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:44.931566] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T05:54:44.931972] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16930 tests [2025-11-21T05:54:44.932205] [INFO ] [CONFIGURE ] BAX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:54:44.932250] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T05:54:45.130055] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:45.323726] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:45.517000] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:45.710329] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:54:45.911565] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:46.101775] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:46.297408] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:54:46.496091] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:46.690601] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:54:46.886045] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:46.886259] [INFO ] [CONFIGURE ] BAX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T05:54:46.886309] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16929 tests [2025-11-21T05:54:46.886351] [INFO ] [CONFIGURE ] BAX: Testing feature 20/29: add_price_rejection [2025-11-21T05:54:46.886387] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_price_rejection'] [2025-11-21T05:54:47.098981] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:47.311112] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:47.543082] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:54:47.758364] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:47.967986] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:48.178902] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:48.394424] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:48.606284] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:48.819182] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:49.033278] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:49.033516] [INFO ] [CONFIGURE ] BAX: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T05:54:49.033567] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16928 tests [2025-11-21T05:54:49.033621] [INFO ] [CONFIGURE ] BAX: Testing feature 21/29: add_range_position [2025-11-21T05:54:49.033681] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_range_position'] [2025-11-21T05:54:49.259774] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:49.490429] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:49.729520] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:54:49.956605] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:50.184004] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:54:50.416198] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:50.643503] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:50.873386] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:51.113507] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:51.347912] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:51.348152] [INFO ] [CONFIGURE ] BAX: DISCARDED add_range_position (score: 10.00%) [2025-11-21T05:54:51.348211] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16927 tests [2025-11-21T05:54:51.348254] [INFO ] [CONFIGURE ] BAX: Testing feature 22/29: add_realized_volatility [2025-11-21T05:54:51.348292] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_realized_volatility'] [2025-11-21T05:54:51.667162] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:54:51.990385] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:52.331225] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:52.679197] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:53.006946] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:53.328399] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:54:53.662746] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:54:53.992317] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:54:54.334537] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:54:54.669321] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:54.669571] [INFO ] [CONFIGURE ] BAX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T05:54:54.669632] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16926 tests [2025-11-21T05:54:54.669813] [INFO ] [CONFIGURE ] BAX: Testing feature 23/29: add_recent_range_context [2025-11-21T05:54:54.669864] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_recent_range_context'] [2025-11-21T05:54:54.885507] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:55.086711] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:55.285221] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:55.482286] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:55.693422] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:55.898038] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:56.102197] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:56.314364] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:56.520509] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:56.724935] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:54:56.725149] [INFO ] [CONFIGURE ] BAX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:54:56.725202] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16925 tests [2025-11-21T05:54:56.725248] [INFO ] [CONFIGURE ] BAX: Testing feature 24/29: add_rsi [2025-11-21T05:54:56.725292] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T05:54:56.992582] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:57.259000] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:54:57.542478] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:54:57.824438] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:54:58.105228] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:54:58.379445] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:54:58.645781] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:54:58.929893] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:54:59.193943] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:54:59.459422] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:54:59.459635] [INFO ] [CONFIGURE ] BAX: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:54:59.459725] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16924 tests [2025-11-21T05:54:59.459780] [INFO ] [CONFIGURE ] BAX: Testing feature 25/29: add_tick_distribution [2025-11-21T05:54:59.459826] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_tick_distribution'] [2025-11-21T05:54:59.677674] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T05:54:59.900974] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:55:00.853599] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:55:01.295453] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:55:01.524284] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:55:01.754464] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:01.969099] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:02.181847] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:55:02.403450] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:02.595274] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:02.595491] [INFO ] [CONFIGURE ] BAX: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T05:55:02.595541] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16923 tests [2025-11-21T05:55:02.595580] [INFO ] [CONFIGURE ] BAX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:55:02.595616] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T05:55:02.835126] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:55:03.058686] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:55:03.278619] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:55:03.492859] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:55:03.713154] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:55:03.934363] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:04.159716] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:04.376840] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:55:04.596194] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:04.809886] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:04.810241] [INFO ] [CONFIGURE ] BAX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T05:55:04.810351] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16922 tests [2025-11-21T05:55:04.810433] [INFO ] [CONFIGURE ] BAX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:55:04.810516] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_volume_price_divergence'] [2025-11-21T05:55:05.034068] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:55:05.264739] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:55:05.485266] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:55:05.713209] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:55:05.955466] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:55:06.195109] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:06.444285] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:06.680883] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:55:06.909778] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:07.140048] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:07.140262] [INFO ] [CONFIGURE ] BAX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:55:07.140316] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16921 tests [2025-11-21T05:55:07.140358] [INFO ] [CONFIGURE ] BAX: Testing feature 28/29: add_volume_profile [2025-11-21T05:55:07.140398] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_volume_profile'] [2025-11-21T05:55:07.348977] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:55:07.552770] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:55:07.778616] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:55:08.009966] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:55:08.234247] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T05:55:08.450907] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:08.701735] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:55:08.939869] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:09.166904] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:09.381696] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:09.382032] [INFO ] [CONFIGURE ] BAX: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T05:55:09.382161] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16920 tests [2025-11-21T05:55:09.382248] [INFO ] [CONFIGURE ] BAX: Testing feature 29/29: add_vwap [2025-11-21T05:55:09.382324] [INFO ] [CONFIGURE ] BAX: Testing with features: ['add_vwap'] [2025-11-21T05:55:09.604661] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T05:55:09.833378] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:55:10.050684] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:55:10.273726] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:55:10.490261] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T05:55:10.711306] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:10.944400] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:55:11.165123] [DEBUG] [FORECASTER] BAX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:11.380209] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:11.609119] [DEBUG] [FORECASTER] BAX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:11.609350] [INFO ] [CONFIGURE ] BAX: DISCARDED add_vwap (score: 40.00%) [2025-11-21T05:55:11.609404] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16919 tests [2025-11-21T05:55:11.609446] [INFO ] [CONFIGURE ] BAX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:55:11.609480] [INFO ] [CONFIGURE ] BAX: Best accuracy: 60.00% [2025-11-21T05:55:11.609512] [INFO ] [CONFIGURE ] BAX: Best feature set (0 features): [] [2025-11-21T05:55:11.609543] [INFO ] [CONFIGURE ] BAX: Improvement over baseline: 0.00% [2025-11-21T05:55:11.609572] [INFO ] [CONFIGURE ] BAX: Total time: 1.2 minutes [2025-11-21T05:55:11.609602] [INFO ] [CONFIGURE ] BAX: Average time per feature: 2.4 seconds [2025-11-21T05:55:11.609667] [INFO ] [CONFIGURE ] BAX: Average speed: 0.42 features/sec [2025-11-21T05:55:11.610228] [INFO ] [LOCAL ] Saved configuration for BAX: 0 features, 60.00% accuracy -> ./output/feature-sets/BAX.json [2025-11-21T05:55:11.610288] [INFO ] [CONFIGURE ] BAX: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-21T05:55:11.610330] [INFO ] [sig ] [141/723] Successfully configured BAX | 0.01 sym/s | Total: 3.4h | ETA: 13.9h [2025-11-21T05:55:11.610368] [INFO ] [sig ] [142/723] Configuring BB... [2025-11-21T05:55:11.610401] [INFO ] [CONFIGURE ] BB: Configurate test run. [2025-11-21T05:55:11.610434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-11-21T05:55:11.829949] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BB'. [2025-11-21T05:55:11.830473] [INFO ] [CONFIGURE ] BB: Testing with 29 available features [2025-11-21T05:55:11.830539] [INFO ] [CONFIGURE ] BB: Establishing baseline with no features... [2025-11-21T05:55:12.018094] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:12.205939] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:12.389483] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:55:12.581158] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:12.791163] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:13.014117] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:13.209821] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:13.402045] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:13.599183] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:13.786419] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:13.786637] [INFO ] [CONFIGURE ] BB: Baseline score (no features): 70.00% [2025-11-21T05:55:13.786728] [INFO ] [CONFIGURE ] BB: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:55:13.786782] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:55:13.998002] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:14.218017] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:14.441532] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:14.682854] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:14.917303] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:55:15.164127] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:15.385919] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:15.606899] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:15.835030] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:16.061778] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:55:16.062125] [INFO ] [CONFIGURE ] BB: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T05:55:16.062243] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16918 tests [2025-11-21T05:55:16.062329] [INFO ] [CONFIGURE ] BB: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:55:16.062404] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:55:16.291568] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:55:16.526700] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:55:16.762187] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:17.011539] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:17.257877] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:17.511471] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:55:17.745483] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:17.999380] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:18.277782] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:18.636470] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:18.636905] [INFO ] [CONFIGURE ] BB: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T05:55:18.636999] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16917 tests [2025-11-21T05:55:18.637168] [INFO ] [CONFIGURE ] BB: Testing feature 3/29: add_daily_returns [2025-11-21T05:55:18.637238] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_daily_returns'] [2025-11-21T05:55:18.885094] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:55:19.100223] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:19.314579] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:19.525787] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:19.737910] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:19.942255] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:20.158201] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:20.368402] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:20.592237] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:20.814321] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:20.814752] [INFO ] [CONFIGURE ] BB: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T05:55:20.814861] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16916 tests [2025-11-21T05:55:20.814948] [INFO ] [CONFIGURE ] BB: Testing feature 4/29: add_ema [2025-11-21T05:55:20.815048] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_ema'] [2025-11-21T05:55:21.054995] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:55:21.287147] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:21.538275] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:21.785108] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:22.035603] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:22.276157] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:22.524081] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:22.773023] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:23.014359] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:23.251151] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:23.251542] [INFO ] [CONFIGURE ] BB: DISCARDED add_ema (score: 40.00%) [2025-11-21T05:55:23.251696] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16915 tests [2025-11-21T05:55:23.251798] [INFO ] [CONFIGURE ] BB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:55:23.251905] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:55:23.485873] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:23.738251] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:23.980385] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:24.242249] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:24.493460] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:24.738021] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:24.982755] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:25.230085] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:25.466547] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:25.703996] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:55:25.704211] [INFO ] [CONFIGURE ] BB: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T05:55:25.704266] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16914 tests [2025-11-21T05:55:25.704315] [INFO ] [CONFIGURE ] BB: Testing feature 6/29: add_failed_moves [2025-11-21T05:55:25.704351] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves'] [2025-11-21T05:55:25.907618] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:26.108503] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:26.324499] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:55:26.537974] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:26.760683] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:26.966349] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:27.171301] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:27.373779] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:27.590277] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:27.803801] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:27.804007] [INFO ] [CONFIGURE ] BB: KEPT add_failed_moves (score: 80.00%) [2025-11-21T05:55:27.804060] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16913 tests [2025-11-21T05:55:27.804104] [INFO ] [CONFIGURE ] BB: Testing feature 7/29: add_lag_shelf [2025-11-21T05:55:27.804142] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T05:55:28.002678] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:28.208459] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:28.408016] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:55:28.605166] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:28.811958] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:29.015008] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:29.221614] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:29.425388] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:29.631546] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:29.834898] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:29.835112] [INFO ] [CONFIGURE ] BB: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T05:55:29.835161] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16912 tests [2025-11-21T05:55:29.835199] [INFO ] [CONFIGURE ] BB: Testing feature 8/29: add_macd [2025-11-21T05:55:29.835235] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T05:55:30.129412] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:30.414801] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:55:30.713930] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:55:31.020409] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:31.326353] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:31.627386] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:55:31.924088] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:32.237305] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:32.538450] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:32.849497] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:55:32.849806] [INFO ] [CONFIGURE ] BB: DISCARDED add_macd (score: 80.00%) [2025-11-21T05:55:32.849931] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16911 tests [2025-11-21T05:55:32.849994] [INFO ] [CONFIGURE ] BB: Testing feature 9/29: add_mfi [2025-11-21T05:55:32.850040] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T05:55:33.062765] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:33.270343] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:33.481533] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:33.710961] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:33.918523] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:34.129476] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:34.346934] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:34.562542] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:34.778546] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:34.991506] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:34.991761] [INFO ] [CONFIGURE ] BB: DISCARDED add_mfi (score: 70.00%) [2025-11-21T05:55:34.991841] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16910 tests [2025-11-21T05:55:34.991886] [INFO ] [CONFIGURE ] BB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:55:34.991927] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:55:35.296121] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:35.595668] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:35.899560] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:36.204787] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:36.509425] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:55:36.815199] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:37.124414] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:37.421066] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:37.735790] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:38.049866] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:38.050164] [INFO ] [CONFIGURE ] BB: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T05:55:38.050227] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16909 tests [2025-11-21T05:55:38.050278] [INFO ] [CONFIGURE ] BB: Testing feature 11/29: add_obv_daily [2025-11-21T05:55:38.050324] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T05:55:38.276162] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:38.495404] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:38.735103] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:55:38.975422] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:39.220215] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:55:39.447871] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:39.672623] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:39.901441] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:40.126955] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:40.357777] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:40.358068] [INFO ] [CONFIGURE ] BB: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T05:55:40.358124] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16908 tests [2025-11-21T05:55:40.358165] [INFO ] [CONFIGURE ] BB: Testing feature 12/29: add_obv_interval [2025-11-21T05:55:40.358203] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T05:55:40.576857] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:55:40.797607] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:41.022718] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:41.242777] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:41.465503] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:41.685227] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:55:41.934618] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:42.167563] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:42.399430] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:42.624518] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:42.624869] [INFO ] [CONFIGURE ] BB: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T05:55:42.624930] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16907 tests [2025-11-21T05:55:42.624968] [INFO ] [CONFIGURE ] BB: Testing feature 13/29: add_opening_strength [2025-11-21T05:55:42.625003] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:55:42.877116] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:55:43.117477] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:43.388068] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:43.633092] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:43.874074] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:44.108767] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:44.349475] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:44.591087] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:44.831435] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:45.078172] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:45.078415] [INFO ] [CONFIGURE ] BB: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T05:55:45.078473] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16906 tests [2025-11-21T05:55:45.078520] [INFO ] [CONFIGURE ] BB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:55:45.078567] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T05:55:45.329904] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:45.562632] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:45.799749] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:46.031565] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:46.274280] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:55:46.516354] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:46.764257] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:46.998987] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:47.225975] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:47.455191] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:47.455407] [INFO ] [CONFIGURE ] BB: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T05:55:47.455471] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16905 tests [2025-11-21T05:55:47.455522] [INFO ] [CONFIGURE ] BB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:55:47.455574] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T05:55:47.650226] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:47.861293] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:48.073210] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:55:48.277932] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:48.477117] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:55:48.684512] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:48.888968] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:49.097827] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:55:49.329393] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:49.554407] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:49.554619] [INFO ] [CONFIGURE ] BB: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T05:55:49.554693] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16904 tests [2025-11-21T05:55:49.554767] [INFO ] [CONFIGURE ] BB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:55:49.554820] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T05:55:49.783822] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:55:50.013660] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:50.238211] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:50.462172] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:50.687909] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:50.929595] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:51.166207] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:51.409872] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:51.646704] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:51.887430] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:51.887747] [INFO ] [CONFIGURE ] BB: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T05:55:51.887855] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16903 tests [2025-11-21T05:55:51.887924] [INFO ] [CONFIGURE ] BB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:55:51.888093] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T05:55:52.131006] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:55:52.355471] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:52.584634] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:52.824369] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:53.063684] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:53.297554] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:53.546728] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:53.786160] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:54.038715] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:54.289895] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:54.290106] [INFO ] [CONFIGURE ] BB: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T05:55:54.290169] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16902 tests [2025-11-21T05:55:54.290225] [INFO ] [CONFIGURE ] BB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:55:54.290330] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T05:55:54.503557] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:54.724876] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:54.931327] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:55.135994] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:55.340519] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:55.551010] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:55.759206] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:55.973074] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:55:56.188472] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:55:56.407462] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:55:56.407902] [INFO ] [CONFIGURE ] BB: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:55:56.408009] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16901 tests [2025-11-21T05:55:56.408098] [INFO ] [CONFIGURE ] BB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:55:56.408201] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T05:55:56.622112] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:55:56.837692] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:57.053525] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:57.264777] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:55:57.475309] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:55:57.680541] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:55:57.893208] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:55:58.107347] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:55:58.327707] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:55:58.538069] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:55:58.538269] [INFO ] [CONFIGURE ] BB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T05:55:58.538318] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16900 tests [2025-11-21T05:55:58.538356] [INFO ] [CONFIGURE ] BB: Testing feature 20/29: add_price_rejection [2025-11-21T05:55:58.538392] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-21T05:55:58.761862] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:55:59.007357] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:55:59.247808] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:55:59.485499] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:55:59.723686] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:55:59.970425] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:00.205738] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:01.198418] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:01.631502] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:56:01.884222] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:01.884474] [INFO ] [CONFIGURE ] BB: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T05:56:01.884711] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16899 tests [2025-11-21T05:56:01.884856] [INFO ] [CONFIGURE ] BB: Testing feature 21/29: add_range_position [2025-11-21T05:56:01.884917] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-21T05:56:02.144945] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:02.422109] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:02.680879] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:56:02.950519] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:56:03.204543] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:03.494285] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:03.755205] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:04.002947] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:04.268577] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:56:04.522730] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:04.522964] [INFO ] [CONFIGURE ] BB: DISCARDED add_range_position (score: 40.00%) [2025-11-21T05:56:04.523026] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16898 tests [2025-11-21T05:56:04.523078] [INFO ] [CONFIGURE ] BB: Testing feature 22/29: add_realized_volatility [2025-11-21T05:56:04.523123] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-21T05:56:04.878355] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:05.244176] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:05.677504] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:56:06.149024] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:56:06.538843] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:56:06.889373] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:07.238956] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:07.611501] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:07.967042] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:08.313693] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:56:08.313979] [INFO ] [CONFIGURE ] BB: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T05:56:08.314042] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16897 tests [2025-11-21T05:56:08.314094] [INFO ] [CONFIGURE ] BB: Testing feature 23/29: add_recent_range_context [2025-11-21T05:56:08.314142] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-21T05:56:08.530344] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:08.763150] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:08.995763] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:56:09.222086] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:56:09.444666] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:56:09.672613] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:09.899601] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:10.124108] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:10.342251] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:56:10.562242] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:10.562483] [INFO ] [CONFIGURE ] BB: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T05:56:10.562544] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16896 tests [2025-11-21T05:56:10.562593] [INFO ] [CONFIGURE ] BB: Testing feature 24/29: add_rsi [2025-11-21T05:56:10.562633] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T05:56:10.840852] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:11.112435] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:11.378109] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:56:11.643523] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:56:11.931743] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:56:12.203639] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:12.473737] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:12.705735] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:12.976310] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:13.230100] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:13.230357] [INFO ] [CONFIGURE ] BB: DISCARDED add_rsi (score: 60.00%) [2025-11-21T05:56:13.230576] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16895 tests [2025-11-21T05:56:13.230636] [INFO ] [CONFIGURE ] BB: Testing feature 25/29: add_tick_distribution [2025-11-21T05:56:13.230708] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-21T05:56:13.436502] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:13.644959] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:13.855943] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:56:14.071066] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:56:14.288526] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:14.505774] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:14.718069] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:14.931262] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:15.153288] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:56:15.376314] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:15.376534] [INFO ] [CONFIGURE ] BB: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T05:56:15.376590] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16894 tests [2025-11-21T05:56:15.376632] [INFO ] [CONFIGURE ] BB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:56:15.376703] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T05:56:15.609809] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:15.840704] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:16.071699] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:56:16.301385] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T05:56:16.528618] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:16.758381] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:16.989685] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:17.221345] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:17.453609] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:17.689842] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:17.690213] [INFO ] [CONFIGURE ] BB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:56:17.690303] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16893 tests [2025-11-21T05:56:17.690375] [INFO ] [CONFIGURE ] BB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:56:17.690448] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T05:56:17.934557] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:18.186472] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:18.426790] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:56:18.672994] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:56:18.910512] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:19.138420] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:19.374172] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:19.610726] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:19.848199] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:20.084043] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:56:20.084324] [INFO ] [CONFIGURE ] BB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T05:56:20.084405] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16892 tests [2025-11-21T05:56:20.084459] [INFO ] [CONFIGURE ] BB: Testing feature 28/29: add_volume_profile [2025-11-21T05:56:20.084507] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-21T05:56:20.309467] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:20.537668] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:20.777462] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:56:21.020056] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:56:21.255637] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:21.487223] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:21.719165] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:21.965013] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:22.200582] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:22.433921] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:56:22.434131] [INFO ] [CONFIGURE ] BB: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T05:56:22.434180] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16891 tests [2025-11-21T05:56:22.434221] [INFO ] [CONFIGURE ] BB: Testing feature 29/29: add_vwap [2025-11-21T05:56:22.434264] [INFO ] [CONFIGURE ] BB: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-21T05:56:22.669742] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:22.907834] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:23.149229] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:56:23.384142] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T05:56:23.634339] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:56:23.878848] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:24.140558] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:56:24.386071] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:24.611089] [DEBUG] [FORECASTER] BB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:56:24.846627] [DEBUG] [FORECASTER] BB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T05:56:24.846903] [INFO ] [CONFIGURE ] BB: DISCARDED add_vwap (score: 60.00%) [2025-11-21T05:56:24.846992] [INFO ] [CONFIGURE ] JOB ETA: 13.7h | Avg: 2.9s/test | Remaining: 16890 tests [2025-11-21T05:56:24.847047] [INFO ] [CONFIGURE ] BB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:56:24.847092] [INFO ] [CONFIGURE ] BB: Best accuracy: 80.00% [2025-11-21T05:56:24.847165] [INFO ] [CONFIGURE ] BB: Best feature set (1 features): ['add_failed_moves'] [2025-11-21T05:56:24.847214] [INFO ] [CONFIGURE ] BB: Improvement over baseline: 10.00% [2025-11-21T05:56:24.847253] [INFO ] [CONFIGURE ] BB: Total time: 1.2 minutes [2025-11-21T05:56:24.847293] [INFO ] [CONFIGURE ] BB: Average time per feature: 2.5 seconds [2025-11-21T05:56:24.847332] [INFO ] [CONFIGURE ] BB: Average speed: 0.41 features/sec [2025-11-21T05:56:24.847884] [INFO ] [LOCAL ] Saved configuration for BB: 1 features, 80.00% accuracy -> ./output/feature-sets/BB.json [2025-11-21T05:56:24.847948] [INFO ] [CONFIGURE ] BB: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T05:56:24.848001] [INFO ] [sig ] [142/723] Successfully configured BB | 0.01 sym/s | Total: 3.4h | ETA: 13.8h [2025-11-21T05:56:24.848049] [INFO ] [sig ] [143/723] Configuring BBAI... [2025-11-21T05:56:24.848090] [INFO ] [CONFIGURE ] BBAI: Configurate test run. [2025-11-21T05:56:24.848133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-11-21T05:56:24.927727] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBAI'. [2025-11-21T05:56:24.928267] [INFO ] [CONFIGURE ] BBAI: Testing with 29 available features [2025-11-21T05:56:24.928339] [INFO ] [CONFIGURE ] BBAI: Establishing baseline with no features... [2025-11-21T05:56:25.122482] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:25.320455] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:25.519434] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:25.718476] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:56:25.921950] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:26.125540] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:26.326085] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:26.527135] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:26.728901] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:26.926677] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:26.926922] [INFO ] [CONFIGURE ] BBAI: Baseline score (no features): 50.00% [2025-11-21T05:56:26.926978] [INFO ] [CONFIGURE ] BBAI: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:56:26.927019] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:56:27.159004] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:27.386292] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:27.618307] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:27.859790] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:56:28.085242] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:28.319012] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:28.555688] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:28.811062] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:29.057570] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:29.294841] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:29.295071] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T05:56:29.295153] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16889 tests [2025-11-21T05:56:29.295196] [INFO ] [CONFIGURE ] BBAI: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:56:29.295233] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:56:29.542530] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:29.793982] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:56:30.045521] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:30.290636] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:56:30.537407] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:30.781603] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:31.021163] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:31.258783] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:31.506463] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:31.741407] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:31.741705] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T05:56:31.741792] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16888 tests [2025-11-21T05:56:31.741953] [INFO ] [CONFIGURE ] BBAI: Testing feature 3/29: add_daily_returns [2025-11-21T05:56:31.742007] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_daily_returns'] [2025-11-21T05:56:31.962619] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:32.177525] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:56:32.385505] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:32.602033] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:56:32.829155] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:33.057248] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:33.275624] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:33.483730] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:33.691981] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:56:33.913384] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:33.913679] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_daily_returns (score: 10.00%) [2025-11-21T05:56:33.913789] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16887 tests [2025-11-21T05:56:33.913940] [INFO ] [CONFIGURE ] BBAI: Testing feature 4/29: add_ema [2025-11-21T05:56:33.914000] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_ema'] [2025-11-21T05:56:34.159042] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:34.404764] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:56:34.657557] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:34.901614] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:56:35.157013] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:35.423432] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:35.680352] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:35.925320] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:36.165402] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:36.417860] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:36.418325] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_ema (score: 30.00%) [2025-11-21T05:56:36.418439] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16886 tests [2025-11-21T05:56:36.418529] [INFO ] [CONFIGURE ] BBAI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:56:36.418613] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:56:36.668838] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:36.917902] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:37.174516] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:37.425963] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:56:37.674935] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:37.944469] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:38.194634] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:38.457245] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:38.720420] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:38.970598] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:38.970896] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T05:56:38.970961] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16885 tests [2025-11-21T05:56:38.971010] [INFO ] [CONFIGURE ] BBAI: Testing feature 6/29: add_failed_moves [2025-11-21T05:56:38.971058] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_failed_moves'] [2025-11-21T05:56:39.185335] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:39.399446] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:39.609021] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:39.813191] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:56:40.017758] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:40.233775] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:40.442679] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:40.647030] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:40.862376] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:41.079385] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:41.079593] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T05:56:41.079664] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16884 tests [2025-11-21T05:56:41.079738] [INFO ] [CONFIGURE ] BBAI: Testing feature 7/29: add_lag_shelf [2025-11-21T05:56:41.079795] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_lag_shelf'] [2025-11-21T05:56:41.275922] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:41.471577] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:41.666320] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:41.863608] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:56:42.054431] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:42.245332] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:42.442101] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:42.649824] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:42.852949] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:43.044826] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:43.045026] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:56:43.045075] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16883 tests [2025-11-21T05:56:43.045114] [INFO ] [CONFIGURE ] BBAI: Testing feature 8/29: add_macd [2025-11-21T05:56:43.045151] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T05:56:43.337903] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:43.628855] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:43.921473] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:56:44.229426] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:56:44.528274] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:44.824979] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:45.118805] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:45.424909] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:45.723761] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:56:46.020453] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:46.020710] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_macd (score: 50.00%) [2025-11-21T05:56:46.020788] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16882 tests [2025-11-21T05:56:46.020840] [INFO ] [CONFIGURE ] BBAI: Testing feature 9/29: add_mfi [2025-11-21T05:56:46.020884] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_mfi'] [2025-11-21T05:56:46.226059] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:46.429665] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:46.636210] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:46.841143] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:56:47.049858] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:47.257591] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:47.466106] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:47.677669] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:47.894428] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:48.111906] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:48.112212] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_mfi (score: 30.00%) [2025-11-21T05:56:48.112273] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16881 tests [2025-11-21T05:56:48.112324] [INFO ] [CONFIGURE ] BBAI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:56:48.112369] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:56:48.411971] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:48.719927] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:49.018879] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:56:49.312126] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:56:49.613757] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:49.916189] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:50.216085] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:50.514745] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:56:50.811316] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:56:51.106133] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:51.106389] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T05:56:51.106463] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16880 tests [2025-11-21T05:56:51.106515] [INFO ] [CONFIGURE ] BBAI: Testing feature 11/29: add_obv_daily [2025-11-21T05:56:51.106569] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_obv_daily'] [2025-11-21T05:56:51.316796] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:51.532989] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:51.757447] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:51.984444] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:56:52.207044] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:52.424052] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:52.650728] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:52.900189] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:53.150470] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:53.407928] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:53.408359] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T05:56:53.408495] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16879 tests [2025-11-21T05:56:53.408613] [INFO ] [CONFIGURE ] BBAI: Testing feature 12/29: add_obv_interval [2025-11-21T05:56:53.408739] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_obv_interval'] [2025-11-21T05:56:53.634746] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:53.888449] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:56:54.118283] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:54.332274] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:56:54.541140] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:54.760165] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:54.980620] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:55.196263] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:55.412826] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:55.628773] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:55.629181] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T05:56:55.629289] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16878 tests [2025-11-21T05:56:55.629377] [INFO ] [CONFIGURE ] BBAI: Testing feature 13/29: add_opening_strength [2025-11-21T05:56:55.629454] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T05:56:55.858065] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:56:56.086301] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:56:56.318066] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:56.552993] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:56:56.785855] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:57.018600] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:56:57.261196] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:57.496706] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:56:57.757934] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:56:58.058272] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:56:58.058595] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T05:56:58.058716] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16877 tests [2025-11-21T05:56:58.058802] [INFO ] [CONFIGURE ] BBAI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:56:58.058879] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T05:56:58.332636] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:56:58.567444] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:56:58.795819] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:56:58.992286] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:56:59.213869] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:56:59.443920] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:56:59.671697] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:56:59.901294] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:00.162023] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:00.398964] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:00.399156] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T05:57:00.399266] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16876 tests [2025-11-21T05:57:00.399316] [INFO ] [CONFIGURE ] BBAI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T05:57:00.399397] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T05:57:01.359420] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:01.811228] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:57:02.022884] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:02.227773] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:02.430830] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:02.637518] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:02.851443] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:03.059707] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:03.262515] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:03.464912] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:03.465119] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T05:57:03.465169] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16875 tests [2025-11-21T05:57:03.465208] [INFO ] [CONFIGURE ] BBAI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:57:03.465245] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T05:57:03.699582] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:03.935501] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:57:04.169078] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:04.400520] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:04.623588] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:04.850957] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:57:05.079157] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:05.307739] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:05.531027] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:05.765363] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:05.765794] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T05:57:05.765900] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16874 tests [2025-11-21T05:57:05.765986] [INFO ] [CONFIGURE ] BBAI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:57:05.766084] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_pbf_return_2d'] [2025-11-21T05:57:05.996995] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:06.226318] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:57:06.456291] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:06.683756] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:06.910072] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:07.137994] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:07.369541] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:07.596121] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:07.822472] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:08.051372] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:08.051571] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T05:57:08.051625] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16873 tests [2025-11-21T05:57:08.051689] [INFO ] [CONFIGURE ] BBAI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:57:08.051753] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T05:57:08.279582] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:08.479065] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:57:08.684813] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:08.877806] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:09.069796] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:09.257846] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:09.447571] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:09.644274] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:09.843595] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:10.044938] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:10.045141] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T05:57:10.045193] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16872 tests [2025-11-21T05:57:10.045233] [INFO ] [CONFIGURE ] BBAI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:57:10.045269] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T05:57:10.266556] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:10.469590] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:57:10.670441] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:10.869743] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:11.071692] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:11.270141] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:11.471223] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:11.673630] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:11.881943] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:12.090430] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:12.090890] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T05:57:12.091004] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16871 tests [2025-11-21T05:57:12.091092] [INFO ] [CONFIGURE ] BBAI: Testing feature 20/29: add_price_rejection [2025-11-21T05:57:12.091248] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_price_rejection'] [2025-11-21T05:57:12.311416] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:12.529205] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:57:12.739365] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:12.958786] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:13.179418] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:13.390659] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:13.603569] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:13.827955] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:14.042191] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:14.258407] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:14.258680] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T05:57:14.258776] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16870 tests [2025-11-21T05:57:14.258835] [INFO ] [CONFIGURE ] BBAI: Testing feature 21/29: add_range_position [2025-11-21T05:57:14.258886] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_range_position'] [2025-11-21T05:57:14.504343] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:14.740159] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:57:14.979267] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:15.213849] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:15.454080] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:15.692514] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:15.932403] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:16.175369] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:16.420600] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:16.670679] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:16.670921] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_range_position (score: 30.00%) [2025-11-21T05:57:16.670976] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16869 tests [2025-11-21T05:57:16.671018] [INFO ] [CONFIGURE ] BBAI: Testing feature 22/29: add_realized_volatility [2025-11-21T05:57:16.671054] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_realized_volatility'] [2025-11-21T05:57:17.015903] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:17.342827] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:57:17.678984] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:18.015076] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:18.355433] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:18.682091] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:19.013180] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:19.337858] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:19.661861] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:19.987494] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:19.987743] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T05:57:19.987804] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16868 tests [2025-11-21T05:57:19.987852] [INFO ] [CONFIGURE ] BBAI: Testing feature 23/29: add_recent_range_context [2025-11-21T05:57:19.987895] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_recent_range_context'] [2025-11-21T05:57:20.201839] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:20.415113] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:57:20.621115] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:20.832152] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:21.036709] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:21.244304] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:21.455575] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:21.665987] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:21.880663] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:22.088931] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:22.089126] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T05:57:22.089179] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16867 tests [2025-11-21T05:57:22.089219] [INFO ] [CONFIGURE ] BBAI: Testing feature 24/29: add_rsi [2025-11-21T05:57:22.089256] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T05:57:22.350540] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:22.607403] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:57:22.871362] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:23.127066] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:23.394562] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:23.657565] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:23.941235] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:24.229745] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:24.498195] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:24.783832] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:24.784092] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T05:57:24.784167] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16866 tests [2025-11-21T05:57:24.784247] [INFO ] [CONFIGURE ] BBAI: Testing feature 25/29: add_tick_distribution [2025-11-21T05:57:24.784318] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_tick_distribution'] [2025-11-21T05:57:24.997691] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:25.217608] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:57:25.426317] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:25.641483] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:25.850365] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:26.063677] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:57:26.277234] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:26.485324] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:26.697590] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:26.911729] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:26.911939] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_tick_distribution (score: 20.00%) [2025-11-21T05:57:26.911991] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16865 tests [2025-11-21T05:57:26.912029] [INFO ] [CONFIGURE ] BBAI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:57:26.912063] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T05:57:27.130437] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:27.356425] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:57:27.576075] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:27.801237] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:28.021662] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:57:28.251709] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:57:28.485560] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:28.718252] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:28.937641] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:29.159285] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:29.159693] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T05:57:29.159829] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16864 tests [2025-11-21T05:57:29.159915] [INFO ] [CONFIGURE ] BBAI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:57:29.160032] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_volume_price_divergence'] [2025-11-21T05:57:29.388196] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:29.616971] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T05:57:29.848783] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:30.061428] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:57:30.272377] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:30.485944] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:57:30.709981] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:30.933416] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:31.158556] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:31.390089] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:31.390303] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T05:57:31.390383] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16863 tests [2025-11-21T05:57:31.390423] [INFO ] [CONFIGURE ] BBAI: Testing feature 28/29: add_volume_profile [2025-11-21T05:57:31.390459] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_volume_profile'] [2025-11-21T05:57:31.609513] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:31.839809] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:57:32.066462] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:57:32.292139] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:32.525749] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:57:32.763717] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:33.005777] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:33.245889] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:33.471872] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:57:33.692562] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:33.692788] [INFO ] [CONFIGURE ] BBAI: KEPT add_volume_profile (score: 60.00%) [2025-11-21T05:57:33.692874] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16862 tests [2025-11-21T05:57:33.692924] [INFO ] [CONFIGURE ] BBAI: Testing feature 29/29: add_vwap [2025-11-21T05:57:33.692972] [INFO ] [CONFIGURE ] BBAI: Testing with features: ['add_volume_profile', 'add_vwap'] [2025-11-21T05:57:33.931113] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:34.167663] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T05:57:34.404808] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:57:34.645396] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:34.897677] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:35.148436] [DEBUG] [FORECASTER] BBAI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T05:57:35.397099] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:35.653921] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:35.894336] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:36.138989] [DEBUG] [FORECASTER] BBAI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:57:36.139194] [INFO ] [CONFIGURE ] BBAI: DISCARDED add_vwap (score: 50.00%) [2025-11-21T05:57:36.139254] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16861 tests [2025-11-21T05:57:36.139305] [INFO ] [CONFIGURE ] BBAI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:57:36.139347] [INFO ] [CONFIGURE ] BBAI: Best accuracy: 60.00% [2025-11-21T05:57:36.139382] [INFO ] [CONFIGURE ] BBAI: Best feature set (1 features): ['add_volume_profile'] [2025-11-21T05:57:36.139414] [INFO ] [CONFIGURE ] BBAI: Improvement over baseline: 10.00% [2025-11-21T05:57:36.139444] [INFO ] [CONFIGURE ] BBAI: Total time: 1.2 minutes [2025-11-21T05:57:36.139481] [INFO ] [CONFIGURE ] BBAI: Average time per feature: 2.4 seconds [2025-11-21T05:57:36.139521] [INFO ] [CONFIGURE ] BBAI: Average speed: 0.42 features/sec [2025-11-21T05:57:36.140120] [INFO ] [LOCAL ] Saved configuration for BBAI: 1 features, 60.00% accuracy -> ./output/feature-sets/BBAI.json [2025-11-21T05:57:36.140190] [INFO ] [CONFIGURE ] BBAI: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T05:57:36.140242] [INFO ] [sig ] [143/723] Successfully configured BBAI | 0.01 sym/s | Total: 3.4h | ETA: 13.8h [2025-11-21T05:57:36.140301] [INFO ] [sig ] [144/723] Configuring BBAR... [2025-11-21T05:57:36.140342] [INFO ] [CONFIGURE ] BBAR: Configurate test run. [2025-11-21T05:57:36.140383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'. [2025-11-21T05:57:36.358520] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBAR'. [2025-11-21T05:57:36.359111] [INFO ] [CONFIGURE ] BBAR: Testing with 29 available features [2025-11-21T05:57:36.359179] [INFO ] [CONFIGURE ] BBAR: Establishing baseline with no features... [2025-11-21T05:57:36.550241] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:36.739764] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:57:36.928553] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:57:37.117572] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:37.309302] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:37.498477] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:57:37.693587] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:37.887976] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:38.078246] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:38.287137] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:38.287481] [INFO ] [CONFIGURE ] BBAR: Baseline score (no features): 40.00% [2025-11-21T05:57:38.287594] [INFO ] [CONFIGURE ] BBAR: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:57:38.287690] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:57:38.516921] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:38.783567] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:39.024267] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:57:39.255350] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:39.485859] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:39.712155] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:57:39.943979] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:40.181727] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:40.412858] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:40.651760] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:40.651987] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T05:57:40.652039] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16860 tests [2025-11-21T05:57:40.652081] [INFO ] [CONFIGURE ] BBAR: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:57:40.652120] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:57:40.894546] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:57:41.150015] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:41.387831] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:57:41.630045] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:41.868955] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:42.107899] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:57:42.353509] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:57:42.589036] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:42.828912] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:43.072748] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:43.072952] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T05:57:43.073001] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16859 tests [2025-11-21T05:57:43.073039] [INFO ] [CONFIGURE ] BBAR: Testing feature 3/29: add_daily_returns [2025-11-21T05:57:43.073075] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_daily_returns'] [2025-11-21T05:57:43.290947] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:43.500163] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:43.706065] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:57:43.916616] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:44.124885] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:44.341692] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:57:44.549579] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:57:44.758187] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:44.979774] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:45.189267] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:45.189480] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T05:57:45.189535] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16858 tests [2025-11-21T05:57:45.189575] [INFO ] [CONFIGURE ] BBAR: Testing feature 4/29: add_ema [2025-11-21T05:57:45.189612] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema'] [2025-11-21T05:57:45.439204] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:45.749882] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:46.061715] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:57:46.385244] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:46.679038] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:46.930537] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:57:47.164216] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:57:47.417315] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:47.661609] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:47.907894] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:47.908292] [INFO ] [CONFIGURE ] BBAR: KEPT add_ema (score: 50.00%) [2025-11-21T05:57:47.908462] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16857 tests [2025-11-21T05:57:47.908556] [INFO ] [CONFIGURE ] BBAR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:57:47.908685] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:57:48.199000] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:48.500162] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:48.791392] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:57:49.089913] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:49.378342] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:49.658468] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:57:49.950878] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:57:50.246017] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:50.537233] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:50.830516] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:50.830778] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T05:57:50.830857] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16856 tests [2025-11-21T05:57:50.830920] [INFO ] [CONFIGURE ] BBAR: Testing feature 6/29: add_failed_moves [2025-11-21T05:57:50.830978] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T05:57:51.078387] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:51.328032] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:51.570897] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:57:51.818780] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:52.080099] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:52.330226] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:57:52.592724] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:57:52.851846] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:53.110793] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:53.369113] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:53.369372] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T05:57:53.369439] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16855 tests [2025-11-21T05:57:53.369487] [INFO ] [CONFIGURE ] BBAR: Testing feature 7/29: add_lag_shelf [2025-11-21T05:57:53.369537] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T05:57:53.606511] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:53.841731] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:54.068942] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:57:54.296604] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:54.540809] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:57:54.779860] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:57:55.029518] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:57:55.276051] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:57:55.524682] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:55.777670] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:55.777887] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:57:55.777937] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16854 tests [2025-11-21T05:57:55.777975] [INFO ] [CONFIGURE ] BBAR: Testing feature 8/29: add_macd [2025-11-21T05:57:55.778011] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T05:57:56.102338] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:56.422760] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:56.743460] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:57:57.057090] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:57:57.375313] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:57:57.701278] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:57:58.021902] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:57:58.373520] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:57:58.696934] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:57:59.021945] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:57:59.022185] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_macd (score: 40.00%) [2025-11-21T05:57:59.022248] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16853 tests [2025-11-21T05:57:59.022300] [INFO ] [CONFIGURE ] BBAR: Testing feature 9/29: add_mfi [2025-11-21T05:57:59.022347] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T05:57:59.283691] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:57:59.558725] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:57:59.816391] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:00.075666] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:00.336438] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:58:00.590868] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:58:01.612999] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:58:02.070291] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:02.342839] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:58:02.612901] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:02.613188] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_mfi (score: 40.00%) [2025-11-21T05:58:02.613257] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16852 tests [2025-11-21T05:58:02.613320] [INFO ] [CONFIGURE ] BBAR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:58:02.613374] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:58:02.995194] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:03.353420] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:58:03.714829] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:04.081173] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:04.448164] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:58:04.822119] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:05.180712] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:58:05.521550] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:05.852231] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:06.177320] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:06.177554] [INFO ] [CONFIGURE ] BBAR: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T05:58:06.177627] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16851 tests [2025-11-21T05:58:06.177791] [INFO ] [CONFIGURE ] BBAR: Testing feature 11/29: add_obv_daily [2025-11-21T05:58:06.177839] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T05:58:06.552075] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:06.926557] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:58:07.300840] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:07.694735] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:08.080734] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:08.468489] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:08.827008] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:58:09.219294] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:09.602092] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:58:09.998271] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:09.998537] [INFO ] [CONFIGURE ] BBAR: KEPT add_obv_daily (score: 80.00%) [2025-11-21T05:58:09.998606] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16850 tests [2025-11-21T05:58:09.998746] [INFO ] [CONFIGURE ] BBAR: Testing feature 12/29: add_obv_interval [2025-11-21T05:58:09.998796] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T05:58:10.396660] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:10.789005] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:58:11.181158] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:11.577101] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:11.966506] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:12.348351] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:12.719184] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:58:13.090481] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:13.479402] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:13.879120] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:13.879416] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T05:58:13.879480] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16849 tests [2025-11-21T05:58:13.879602] [INFO ] [CONFIGURE ] BBAR: Testing feature 13/29: add_opening_strength [2025-11-21T05:58:13.879667] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:58:14.302932] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:14.732878] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:58:15.156235] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:15.577426] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:16.002741] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:16.411701] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:16.835101] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:58:17.255108] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:17.678898] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:18.093657] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:18.093875] [INFO ] [CONFIGURE ] BBAR: KEPT add_opening_strength (score: 90.00%) [2025-11-21T05:58:18.093936] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16848 tests [2025-11-21T05:58:18.093992] [INFO ] [CONFIGURE ] BBAR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:58:18.094040] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T05:58:18.551806] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:18.995575] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:58:19.428108] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:58:19.882367] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:20.309799] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:20.749379] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:21.195698] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:58:21.637025] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:22.106477] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:22.586575] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:22.586831] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T05:58:22.586921] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16847 tests [2025-11-21T05:58:22.586979] [INFO ] [CONFIGURE ] BBAR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T05:58:22.587029] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T05:58:23.043954] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:23.504597] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:58:23.963864] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:24.416280] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:24.856665] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:25.320056] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:25.773137] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:58:26.224753] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:26.676890] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:27.118328] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:27.118600] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T05:58:27.118683] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16846 tests [2025-11-21T05:58:27.118739] [INFO ] [CONFIGURE ] BBAR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T05:58:27.118786] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T05:58:27.579586] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:28.027960] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:58:28.484732] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:58:28.928618] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:29.370399] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:29.817705] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:30.291411] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:58:30.757580] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:31.218124] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:31.712188] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:31.712454] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T05:58:31.712528] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16845 tests [2025-11-21T05:58:31.712601] [INFO ] [CONFIGURE ] BBAR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T05:58:31.712663] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T05:58:32.123193] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:32.544524] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:58:32.960127] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:33.396516] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:33.823629] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:58:34.254809] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:34.685681] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:58:35.114721] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:35.534136] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:35.952233] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:35.952511] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T05:58:35.952584] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16844 tests [2025-11-21T05:58:35.952636] [INFO ] [CONFIGURE ] BBAR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T05:58:35.952707] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T05:58:36.368796] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:36.784859] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:58:37.198213] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:37.598592] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:38.021528] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:38.450285] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:38.878881] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:58:39.318367] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:39.730870] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:40.148053] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:40.148294] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T05:58:40.148362] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16843 tests [2025-11-21T05:58:40.148419] [INFO ] [CONFIGURE ] BBAR: Testing feature 20/29: add_price_rejection [2025-11-21T05:58:40.148482] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T05:58:40.598255] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:41.033225] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:58:41.478234] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:58:41.941425] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:42.390420] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:42.846439] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:43.302709] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:58:43.744374] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:44.192040] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:44.638830] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:44.639046] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T05:58:44.639159] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16842 tests [2025-11-21T05:58:44.639213] [INFO ] [CONFIGURE ] BBAR: Testing feature 21/29: add_range_position [2025-11-21T05:58:44.639260] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T05:58:45.089550] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:45.544080] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:58:46.009349] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:58:46.454592] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:46.906494] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:47.357421] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:47.797932] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:58:48.249921] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:48.720047] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:49.182080] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:49.182932] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_range_position (score: 80.00%) [2025-11-21T05:58:49.183002] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16841 tests [2025-11-21T05:58:49.183055] [INFO ] [CONFIGURE ] BBAR: Testing feature 22/29: add_realized_volatility [2025-11-21T05:58:49.183101] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T05:58:49.705203] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:50.225160] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:58:50.735479] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:51.262003] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:51.790836] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:52.329383] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:52.864054] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:58:53.417881] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:53.989185] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:54.496492] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:54.496758] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T05:58:54.496820] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16840 tests [2025-11-21T05:58:54.496869] [INFO ] [CONFIGURE ] BBAR: Testing feature 23/29: add_recent_range_context [2025-11-21T05:58:54.496926] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T05:58:54.910784] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:55.351598] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:58:55.786285] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:58:56.216783] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:58:56.652933] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:58:57.091071] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:58:57.530807] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:58:57.973295] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:58:58.451942] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:58:58.881183] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:58:58.881436] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T05:58:58.881502] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16839 tests [2025-11-21T05:58:58.881552] [INFO ] [CONFIGURE ] BBAR: Testing feature 24/29: add_rsi [2025-11-21T05:58:58.881628] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_rsi'] [2025-11-21T05:58:59.315610] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:58:59.736828] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:59:00.184675] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:59:00.619159] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:59:01.193038] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:02.157694] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:59:02.608358] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:03.041094] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:03.486302] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:03.943781] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T05:59:03.944092] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_rsi (score: 90.00%) [2025-11-21T05:59:03.944188] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16838 tests [2025-11-21T05:59:03.944318] [INFO ] [CONFIGURE ] BBAR: Testing feature 25/29: add_tick_distribution [2025-11-21T05:59:03.944371] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T05:59:04.394513] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:59:04.831560] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:59:05.273089] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:59:05.716624] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:59:06.158397] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:06.612336] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:59:07.052047] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:07.501068] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:07.944188] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:08.418042] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:59:08.418277] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T05:59:08.418392] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16837 tests [2025-11-21T05:59:08.418451] [INFO ] [CONFIGURE ] BBAR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T05:59:08.418498] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T05:59:08.966153] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:59:09.524362] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:10.013429] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:59:10.449614] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:59:10.873092] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:11.309918] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:59:11.754265] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:12.215255] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:12.663554] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:13.102799] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:59:13.103018] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T05:59:13.103079] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16836 tests [2025-11-21T05:59:13.103143] [INFO ] [CONFIGURE ] BBAR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T05:59:13.103194] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T05:59:13.557620] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:59:14.010975] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:59:14.458270] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:59:14.904920] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:59:15.348326] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:15.795103] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T05:59:16.241926] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:16.704907] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:17.153922] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:17.611976] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:59:17.612215] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T05:59:17.612279] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16835 tests [2025-11-21T05:59:17.612329] [INFO ] [CONFIGURE ] BBAR: Testing feature 28/29: add_volume_profile [2025-11-21T05:59:17.612407] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T05:59:18.051426] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:59:18.503858] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:18.949442] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T05:59:19.397440] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:59:19.817044] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:20.255152] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:59:20.695388] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:21.142148] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:21.603068] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:22.066483] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:59:22.066770] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T05:59:22.066968] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16834 tests [2025-11-21T05:59:22.067050] [INFO ] [CONFIGURE ] BBAR: Testing feature 29/29: add_vwap [2025-11-21T05:59:22.067115] [INFO ] [CONFIGURE ] BBAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T05:59:22.510332] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:59:22.935340] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:23.371688] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T05:59:23.801955] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T05:59:24.260224] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:59:24.711978] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T05:59:25.156731] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:25.604620] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:26.061623] [DEBUG] [FORECASTER] BBAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:26.523661] [DEBUG] [FORECASTER] BBAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T05:59:26.523888] [INFO ] [CONFIGURE ] BBAR: DISCARDED add_vwap (score: 50.00%) [2025-11-21T05:59:26.523951] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16833 tests [2025-11-21T05:59:26.524004] [INFO ] [CONFIGURE ] BBAR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T05:59:26.524048] [INFO ] [CONFIGURE ] BBAR: Best accuracy: 90.00% [2025-11-21T05:59:26.524162] [INFO ] [CONFIGURE ] BBAR: Best feature set (6 features): ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:59:26.524214] [INFO ] [CONFIGURE ] BBAR: Improvement over baseline: 50.00% [2025-11-21T05:59:26.524255] [INFO ] [CONFIGURE ] BBAR: Total time: 1.8 minutes [2025-11-21T05:59:26.524294] [INFO ] [CONFIGURE ] BBAR: Average time per feature: 3.9 seconds [2025-11-21T05:59:26.524336] [INFO ] [CONFIGURE ] BBAR: Average speed: 0.27 features/sec [2025-11-21T05:59:26.525016] [INFO ] [LOCAL ] Saved configuration for BBAR: 6 features, 90.00% accuracy -> ./output/feature-sets/BBAR.json [2025-11-21T05:59:26.525081] [INFO ] [CONFIGURE ] BBAR: Configuration saved successfully: 6 features, 90.00% accuracy. [2025-11-21T05:59:26.525154] [INFO ] [sig ] [144/723] Successfully configured BBAR | 0.01 sym/s | Total: 3.4h | ETA: 13.8h [2025-11-21T05:59:26.525216] [INFO ] [sig ] [145/723] Configuring BBDC... [2025-11-21T05:59:26.525261] [INFO ] [CONFIGURE ] BBDC: Configurate test run. [2025-11-21T05:59:26.525302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'. [2025-11-21T05:59:26.582460] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBDC'. [2025-11-21T05:59:26.583011] [INFO ] [CONFIGURE ] BBDC: Testing with 29 available features [2025-11-21T05:59:26.583083] [INFO ] [CONFIGURE ] BBDC: Establishing baseline with no features... [2025-11-21T05:59:26.780866] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:26.975693] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:27.164817] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:59:27.353170] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:27.542181] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:27.731185] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:27.917922] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:28.106211] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:59:28.296955] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:28.493037] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:28.493240] [INFO ] [CONFIGURE ] BBDC: Baseline score (no features): 40.00% [2025-11-21T05:59:28.493288] [INFO ] [CONFIGURE ] BBDC: Testing feature 1/29: add_bollinger_bands [2025-11-21T05:59:28.493326] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_bollinger_bands'] [2025-11-21T05:59:28.722821] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T05:59:28.940685] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:29.156152] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:59:29.379047] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:29.604473] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:29.825025] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:30.048095] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:30.264523] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:30.490377] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:30.712857] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:30.713051] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T05:59:30.713101] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16832 tests [2025-11-21T05:59:30.713139] [INFO ] [CONFIGURE ] BBDC: Testing feature 2/29: add_cumulative_delta [2025-11-21T05:59:30.713175] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_cumulative_delta'] [2025-11-21T05:59:30.937490] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:31.161303] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:31.387800] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:59:31.615384] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:31.855081] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:59:32.088556] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:32.317444] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:32.548291] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:32.782326] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:33.008918] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:33.009110] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T05:59:33.009158] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16831 tests [2025-11-21T05:59:33.009196] [INFO ] [CONFIGURE ] BBDC: Testing feature 3/29: add_daily_returns [2025-11-21T05:59:33.009231] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_daily_returns'] [2025-11-21T05:59:33.209668] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:33.422152] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:33.630312] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:59:33.849408] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:34.066078] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:34.265313] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:34.473984] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:34.679728] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:59:34.883491] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:35.089094] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:35.089287] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T05:59:35.089337] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16830 tests [2025-11-21T05:59:35.089377] [INFO ] [CONFIGURE ] BBDC: Testing feature 4/29: add_ema [2025-11-21T05:59:35.089414] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_ema'] [2025-11-21T05:59:35.319768] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:35.560428] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:59:35.791045] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:59:36.039853] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:36.287238] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:36.528053] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:36.761322] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:36.999522] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:37.237968] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:37.481146] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:37.481846] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_ema (score: 40.00%) [2025-11-21T05:59:37.482194] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16829 tests [2025-11-21T05:59:37.482358] [INFO ] [CONFIGURE ] BBDC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T05:59:37.482448] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T05:59:37.719730] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:37.970272] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:38.217842] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:59:38.475272] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:38.729435] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:38.978991] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:39.216978] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:39.452827] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:59:39.692734] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:39.927195] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:39.927421] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T05:59:39.927476] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16828 tests [2025-11-21T05:59:39.927543] [INFO ] [CONFIGURE ] BBDC: Testing feature 6/29: add_failed_moves [2025-11-21T05:59:39.927591] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves'] [2025-11-21T05:59:40.114485] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:40.299381] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:40.491800] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:59:40.679332] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:40.870378] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:41.061001] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:41.257702] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:41.449733] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:41.642357] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:41.841598] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:41.841801] [INFO ] [CONFIGURE ] BBDC: KEPT add_failed_moves (score: 50.00%) [2025-11-21T05:59:41.841850] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16827 tests [2025-11-21T05:59:41.841909] [INFO ] [CONFIGURE ] BBDC: Testing feature 7/29: add_lag_shelf [2025-11-21T05:59:41.841950] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T05:59:42.034156] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:42.226972] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:42.419157] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:59:42.625398] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:42.821440] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:43.011039] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:43.197989] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:43.395954] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:43.585050] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:43.784780] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:43.784987] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T05:59:43.785038] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16826 tests [2025-11-21T05:59:43.785105] [INFO ] [CONFIGURE ] BBDC: Testing feature 8/29: add_macd [2025-11-21T05:59:43.785146] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T05:59:44.087452] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:44.395667] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T05:59:44.698419] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:59:44.993293] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:45.289870] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:59:45.588728] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:45.891502] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:46.186773] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:59:46.485975] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:46.793150] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:46.793374] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_macd (score: 10.00%) [2025-11-21T05:59:46.793437] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16825 tests [2025-11-21T05:59:46.793567] [INFO ] [CONFIGURE ] BBDC: Testing feature 9/29: add_mfi [2025-11-21T05:59:46.793614] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T05:59:47.007744] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:47.220146] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:47.434035] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:59:47.654231] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:47.869563] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:48.092371] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:48.320662] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:48.535522] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:48.750448] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:48.964308] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:48.964547] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_mfi (score: 30.00%) [2025-11-21T05:59:48.964663] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16824 tests [2025-11-21T05:59:48.964730] [INFO ] [CONFIGURE ] BBDC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T05:59:48.964779] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T05:59:49.272329] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:49.576122] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:49.876448] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:59:50.184297] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:50.488167] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:50.787479] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:51.090382] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:51.398033] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:51.708281] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:52.021787] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:52.022016] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T05:59:52.022122] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16823 tests [2025-11-21T05:59:52.022181] [INFO ] [CONFIGURE ] BBDC: Testing feature 11/29: add_obv_daily [2025-11-21T05:59:52.022227] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T05:59:52.235804] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:52.456825] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:52.675830] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T05:59:52.889571] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:53.107512] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T05:59:53.335406] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:53.575125] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:53.802634] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T05:59:54.033508] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:54.280737] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:54.280948] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T05:59:54.280999] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16822 tests [2025-11-21T05:59:54.281044] [INFO ] [CONFIGURE ] BBDC: Testing feature 12/29: add_obv_interval [2025-11-21T05:59:54.281083] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T05:59:54.490036] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:54.695953] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:54.909268] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:59:55.121146] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:55.335803] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:55.546962] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:55.762885] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T05:59:55.999577] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:56.283856] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T05:59:56.517433] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:56.517715] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T05:59:56.517786] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16821 tests [2025-11-21T05:59:56.517839] [INFO ] [CONFIGURE ] BBDC: Testing feature 13/29: add_opening_strength [2025-11-21T05:59:56.517894] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T05:59:56.831125] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:57.127361] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:57.374014] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T05:59:57.614505] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T05:59:57.849701] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T05:59:58.089755] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T05:59:58.332153] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T05:59:58.579271] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T05:59:58.825562] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T05:59:59.088059] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T05:59:59.088315] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T05:59:59.088400] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16820 tests [2025-11-21T05:59:59.088455] [INFO ] [CONFIGURE ] BBDC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T05:59:59.088503] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T05:59:59.331815] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T05:59:59.565102] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T05:59:59.797478] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:00.044714] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:00.936018] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:01.400539] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:01.660889] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:01.933532] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:02.210431] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:02.458753] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:02.458991] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T06:00:02.459053] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16819 tests [2025-11-21T06:00:02.459103] [INFO ] [CONFIGURE ] BBDC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:00:02.459149] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T06:00:02.669977] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:02.870935] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:03.083029] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:00:03.295397] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:03.515787] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:03.731664] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:00:03.941756] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:00:04.154936] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:04.377693] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:04.590565] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:00:04.590808] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T06:00:04.591063] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16818 tests [2025-11-21T06:00:04.591171] [INFO ] [CONFIGURE ] BBDC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:00:04.591266] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T06:00:04.825861] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:05.052065] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:05.277377] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:00:05.500249] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:05.731607] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:05.968460] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:06.204767] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:00:06.440927] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:06.671801] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:06.910202] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:06.910463] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T06:00:06.910698] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16817 tests [2025-11-21T06:00:06.910818] [INFO ] [CONFIGURE ] BBDC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:00:06.910899] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T06:00:07.147487] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:07.382468] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:07.622501] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:00:07.851439] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:08.103264] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:08.340371] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:08.583109] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:08.835232] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:09.077876] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:09.316054] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:09.316329] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:00:09.316394] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16816 tests [2025-11-21T06:00:09.316458] [INFO ] [CONFIGURE ] BBDC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:00:09.316507] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T06:00:09.536749] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:09.737979] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:09.954052] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:10.165945] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:10.374494] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:10.576783] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:10.789330] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:11.000947] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:11.212552] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:11.422005] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:11.422200] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T06:00:11.422250] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16815 tests [2025-11-21T06:00:11.422289] [INFO ] [CONFIGURE ] BBDC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:00:11.422327] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T06:00:11.623627] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:11.837024] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:12.044593] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:12.256069] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:12.472282] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:12.672385] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:12.890092] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:13.112881] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:13.320272] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:13.546917] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:13.547501] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T06:00:13.547555] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16814 tests [2025-11-21T06:00:13.547596] [INFO ] [CONFIGURE ] BBDC: Testing feature 20/29: add_price_rejection [2025-11-21T06:00:13.547631] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-21T06:00:13.780237] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:00:14.011081] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:14.238209] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:00:14.462441] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:14.695070] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:14.919400] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:15.137949] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:00:15.356356] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:15.580299] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:15.806246] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:15.806619] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:00:15.806753] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16813 tests [2025-11-21T06:00:15.806848] [INFO ] [CONFIGURE ] BBDC: Testing feature 21/29: add_range_position [2025-11-21T06:00:15.806992] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-21T06:00:16.070832] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:16.327004] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:16.585892] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:16.851573] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:17.107853] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:17.356755] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:17.607916] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:00:17.853512] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:18.114111] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:18.379072] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:18.379295] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_range_position (score: 20.00%) [2025-11-21T06:00:18.379435] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16812 tests [2025-11-21T06:00:18.379493] [INFO ] [CONFIGURE ] BBDC: Testing feature 22/29: add_realized_volatility [2025-11-21T06:00:18.379541] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-21T06:00:18.716006] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:19.050298] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:19.388537] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:19.726680] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:20.081113] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:20.418258] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:00:20.757902] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:21.104171] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:21.446963] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:21.803906] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:21.804604] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T06:00:21.804808] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16811 tests [2025-11-21T06:00:21.804863] [INFO ] [CONFIGURE ] BBDC: Testing feature 23/29: add_recent_range_context [2025-11-21T06:00:21.804912] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-21T06:00:22.016697] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:22.228996] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:22.436563] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:22.649416] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:22.851765] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:23.059711] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:23.263054] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:23.485345] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:23.712287] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:23.953771] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:23.954103] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T06:00:23.954209] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16810 tests [2025-11-21T06:00:23.954288] [INFO ] [CONFIGURE ] BBDC: Testing feature 24/29: add_rsi [2025-11-21T06:00:23.954369] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T06:00:24.228843] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:24.512358] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:00:24.781817] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:25.051330] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:25.317810] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:25.585380] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:25.855241] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:00:26.128395] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:26.403845] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:26.676554] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:26.676835] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_rsi (score: 30.00%) [2025-11-21T06:00:26.676914] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16809 tests [2025-11-21T06:00:26.676994] [INFO ] [CONFIGURE ] BBDC: Testing feature 25/29: add_tick_distribution [2025-11-21T06:00:26.677043] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-21T06:00:26.888322] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:27.103118] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:27.321426] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:27.537779] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:27.748197] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:27.964428] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:28.175384] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:00:28.401027] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:28.615498] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:28.840185] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:28.840406] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T06:00:28.840454] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16808 tests [2025-11-21T06:00:28.840493] [INFO ] [CONFIGURE ] BBDC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:00:28.840528] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T06:00:29.059773] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:29.279850] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:29.498413] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:29.720096] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:29.941866] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:30.161875] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:30.377821] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:30.590386] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:30.800400] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:31.017214] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:31.017405] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T06:00:31.017453] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16807 tests [2025-11-21T06:00:31.017491] [INFO ] [CONFIGURE ] BBDC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:00:31.017526] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T06:00:31.233926] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:31.454781] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:31.678455] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:31.897780] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:32.156465] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:32.415945] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:00:32.659832] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:32.899691] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:00:33.132504] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:33.366215] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:33.366461] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T06:00:33.366526] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16806 tests [2025-11-21T06:00:33.366580] [INFO ] [CONFIGURE ] BBDC: Testing feature 28/29: add_volume_profile [2025-11-21T06:00:33.366745] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-21T06:00:33.593293] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:33.824128] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:34.057424] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:34.295122] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:34.522775] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:34.756095] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:34.991007] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:35.229025] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:35.456491] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:35.682340] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:00:35.682557] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T06:00:35.682610] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16805 tests [2025-11-21T06:00:35.682672] [INFO ] [CONFIGURE ] BBDC: Testing feature 29/29: add_vwap [2025-11-21T06:00:35.682723] [INFO ] [CONFIGURE ] BBDC: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-21T06:00:35.913584] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:36.136747] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:00:36.355773] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:00:36.578726] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:00:36.819053] [DEBUG] [FORECASTER] BBDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:00:37.060033] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:37.300449] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:00:37.531664] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:37.773636] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:38.010539] [DEBUG] [FORECASTER] BBDC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:38.010837] [INFO ] [CONFIGURE ] BBDC: DISCARDED add_vwap (score: 20.00%) [2025-11-21T06:00:38.010907] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16804 tests [2025-11-21T06:00:38.010968] [INFO ] [CONFIGURE ] BBDC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:00:38.011017] [INFO ] [CONFIGURE ] BBDC: Best accuracy: 50.00% [2025-11-21T06:00:38.011065] [INFO ] [CONFIGURE ] BBDC: Best feature set (1 features): ['add_failed_moves'] [2025-11-21T06:00:38.011108] [INFO ] [CONFIGURE ] BBDC: Improvement over baseline: 10.00% [2025-11-21T06:00:38.011146] [INFO ] [CONFIGURE ] BBDC: Total time: 1.2 minutes [2025-11-21T06:00:38.011187] [INFO ] [CONFIGURE ] BBDC: Average time per feature: 2.4 seconds [2025-11-21T06:00:38.011236] [INFO ] [CONFIGURE ] BBDC: Average speed: 0.42 features/sec [2025-11-21T06:00:38.011964] [INFO ] [LOCAL ] Saved configuration for BBDC: 1 features, 50.00% accuracy -> ./output/feature-sets/BBDC.json [2025-11-21T06:00:38.012029] [INFO ] [CONFIGURE ] BBDC: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T06:00:38.012087] [INFO ] [sig ] [145/723] Successfully configured BBDC | 0.01 sym/s | Total: 3.4h | ETA: 13.7h [2025-11-21T06:00:38.012171] [INFO ] [sig ] [146/723] Configuring BBDO... [2025-11-21T06:00:38.012223] [INFO ] [CONFIGURE ] BBDO: Configurate test run. [2025-11-21T06:00:38.012266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-11-21T06:00:38.094413] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBDO'. [2025-11-21T06:00:38.094995] [INFO ] [CONFIGURE ] BBDO: Testing with 29 available features [2025-11-21T06:00:38.095071] [INFO ] [CONFIGURE ] BBDO: Establishing baseline with no features... [2025-11-21T06:00:38.288159] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:38.490436] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:00:38.720725] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:38.931767] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:00:39.135736] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:00:39.336731] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:39.545071] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:39.745662] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:39.952604] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:40.151427] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:40.151618] [INFO ] [CONFIGURE ] BBDO: Baseline score (no features): 40.00% [2025-11-21T06:00:40.151689] [INFO ] [CONFIGURE ] BBDO: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:00:40.151768] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:00:40.392349] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:40.639800] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:00:40.863978] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:00:41.101336] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:00:41.335918] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:00:41.575852] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:41.817322] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:00:42.064481] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:42.307759] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:42.554073] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:42.554305] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T06:00:42.554361] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16803 tests [2025-11-21T06:00:42.554400] [INFO ] [CONFIGURE ] BBDO: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:00:42.554435] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:00:42.807502] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:43.059690] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:00:43.300914] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:43.547938] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:00:43.800618] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:00:44.053815] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:44.299069] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:44.550246] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:44.818711] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:45.074392] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:45.074616] [INFO ] [CONFIGURE ] BBDO: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T06:00:45.074690] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16802 tests [2025-11-21T06:00:45.074770] [INFO ] [CONFIGURE ] BBDO: Testing feature 3/29: add_daily_returns [2025-11-21T06:00:45.074822] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:00:45.340983] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:45.593285] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:00:45.839363] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:46.083105] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:00:46.338504] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:00:46.595393] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:46.837922] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:47.092908] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:47.358129] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:47.626310] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:47.626516] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T06:00:47.626568] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16801 tests [2025-11-21T06:00:47.626608] [INFO ] [CONFIGURE ] BBDO: Testing feature 4/29: add_ema [2025-11-21T06:00:47.626671] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T06:00:47.929221] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:48.223373] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:00:48.513351] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:48.836473] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:00:49.175450] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:00:49.479591] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:49.785084] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:50.087184] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:50.391099] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:50.697311] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:00:50.697567] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_ema (score: 40.00%) [2025-11-21T06:00:50.697628] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16800 tests [2025-11-21T06:00:50.697727] [INFO ] [CONFIGURE ] BBDO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:00:50.697783] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:00:50.990685] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:51.291851] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:00:51.597009] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:51.959376] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:00:52.337172] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:00:52.653764] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:00:52.967952] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:53.251810] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:53.555311] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:00:53.861764] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:53.861996] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T06:00:53.862057] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16799 tests [2025-11-21T06:00:53.862108] [INFO ] [CONFIGURE ] BBDO: Testing feature 6/29: add_failed_moves [2025-11-21T06:00:53.862155] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T06:00:54.115931] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:54.366578] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:00:54.605033] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:54.847316] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:00:55.082314] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:00:55.313622] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:55.551624] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:55.800258] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:56.036108] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:56.285789] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:56.286053] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:00:56.286135] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16798 tests [2025-11-21T06:00:56.286201] [INFO ] [CONFIGURE ] BBDO: Testing feature 7/29: add_lag_shelf [2025-11-21T06:00:56.286261] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T06:00:56.526799] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:56.770104] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:00:57.003785] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:57.229738] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:00:57.458714] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:00:57.685771] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:00:57.918496] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:00:58.159082] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:00:58.394398] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:00:58.630461] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:00:58.630870] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:00:58.630940] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16797 tests [2025-11-21T06:00:58.631051] [INFO ] [CONFIGURE ] BBDO: Testing feature 8/29: add_macd [2025-11-21T06:00:58.631172] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T06:00:58.965820] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:00:59.315846] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:00:59.666328] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:00:59.999260] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:00.337600] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:01.338359] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:01.761898] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:02.119838] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:02.486936] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:02.846674] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:02.846960] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_macd (score: 40.00%) [2025-11-21T06:01:02.847042] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16796 tests [2025-11-21T06:01:02.847096] [INFO ] [CONFIGURE ] BBDO: Testing feature 9/29: add_mfi [2025-11-21T06:01:02.847142] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T06:01:03.122700] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:03.375534] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:03.631706] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:03.910086] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:04.173020] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:01:04.440921] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:04.694695] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:04.952100] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:05.213505] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:05.478767] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:05.479006] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:01:05.479070] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16795 tests [2025-11-21T06:01:05.479122] [INFO ] [CONFIGURE ] BBDO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:01:05.479170] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:01:05.825023] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:06.165918] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:06.512711] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:06.860910] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:07.233233] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:07.585476] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:07.936008] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:08.288114] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:08.653468] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:09.015712] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:09.015982] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T06:01:09.016047] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16794 tests [2025-11-21T06:01:09.016103] [INFO ] [CONFIGURE ] BBDO: Testing feature 11/29: add_obv_daily [2025-11-21T06:01:09.016383] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T06:01:09.304183] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:09.591015] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:01:09.856717] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:10.126170] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:10.408395] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:01:10.683011] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:10.950818] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:01:11.231000] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:11.513868] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:01:11.798118] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:11.798357] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T06:01:11.798425] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16793 tests [2025-11-21T06:01:11.798476] [INFO ] [CONFIGURE ] BBDO: Testing feature 12/29: add_obv_interval [2025-11-21T06:01:11.798531] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T06:01:12.054348] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:12.335183] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:12.592975] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:12.849744] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:13.115061] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:13.364153] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:13.620991] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:01:13.886113] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:14.156509] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:14.431191] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:14.431416] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T06:01:14.431481] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16792 tests [2025-11-21T06:01:14.431532] [INFO ] [CONFIGURE ] BBDO: Testing feature 13/29: add_opening_strength [2025-11-21T06:01:14.431579] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:01:14.724639] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:15.012211] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:15.298528] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:15.582438] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:15.868213] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:01:16.171755] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:16.459324] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:16.763014] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:17.045635] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:17.350186] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:17.350412] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:01:17.350473] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16791 tests [2025-11-21T06:01:17.350523] [INFO ] [CONFIGURE ] BBDO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:01:17.350569] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T06:01:17.615586] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:17.881035] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:01:18.119328] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:18.376079] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:18.638533] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:18.905572] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:19.180739] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:19.455671] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:19.729386] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:19.989722] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:19.989930] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T06:01:19.989987] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16790 tests [2025-11-21T06:01:19.990035] [INFO ] [CONFIGURE ] BBDO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:01:19.990078] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T06:01:20.246597] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:20.488812] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:20.735276] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:20.980442] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:21.228530] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:01:21.467833] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:21.711225] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:21.972389] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:22.219863] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:22.468706] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:22.469129] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T06:01:22.469260] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16789 tests [2025-11-21T06:01:22.469339] [INFO ] [CONFIGURE ] BBDO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:01:22.469456] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T06:01:22.738259] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:23.001638] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:23.264573] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:23.534741] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:23.808425] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:24.092187] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:24.368516] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:24.641616] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:24.918523] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:25.210551] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:25.210806] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T06:01:25.210871] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16788 tests [2025-11-21T06:01:25.210920] [INFO ] [CONFIGURE ] BBDO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:01:25.210967] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T06:01:25.481307] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:25.751481] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:26.001445] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:26.263575] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:26.522290] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:26.796542] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:27.066211] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:27.329254] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:27.594067] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:27.858265] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:27.858506] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T06:01:27.858602] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16787 tests [2025-11-21T06:01:27.858677] [INFO ] [CONFIGURE ] BBDO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:01:27.858730] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T06:01:28.118197] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:28.368295] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:28.613510] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:28.863922] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:29.119615] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:29.391092] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:29.648671] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:29.907539] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:30.162289] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:30.418703] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:30.418923] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T06:01:30.418983] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16786 tests [2025-11-21T06:01:30.419035] [INFO ] [CONFIGURE ] BBDO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:01:30.419082] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T06:01:30.665580] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:30.913846] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:31.156929] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:31.430095] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:31.682796] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:01:31.938098] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:32.192998] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:32.446288] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:32.708529] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:32.968778] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:32.969065] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T06:01:32.969178] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16785 tests [2025-11-21T06:01:32.969236] [INFO ] [CONFIGURE ] BBDO: Testing feature 20/29: add_price_rejection [2025-11-21T06:01:32.969285] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T06:01:33.231981] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:33.497009] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:33.749813] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:34.007072] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:34.303918] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:34.577602] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:34.843043] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:35.123163] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:35.392066] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:35.660561] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:35.660825] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:01:35.660892] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16784 tests [2025-11-21T06:01:35.660944] [INFO ] [CONFIGURE ] BBDO: Testing feature 21/29: add_range_position [2025-11-21T06:01:35.660990] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T06:01:35.956103] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:36.235132] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:36.526161] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:36.813982] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:37.116096] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:37.404638] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:37.697842] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:37.987039] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:38.277474] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:38.575807] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:38.576040] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_range_position (score: 40.00%) [2025-11-21T06:01:38.576102] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16783 tests [2025-11-21T06:01:38.576153] [INFO ] [CONFIGURE ] BBDO: Testing feature 22/29: add_realized_volatility [2025-11-21T06:01:38.576207] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T06:01:38.923416] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:39.366679] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:39.825803] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:40.166006] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:40.496048] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:40.837681] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:41.180940] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:41.546439] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:41.893217] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:42.240862] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:42.241099] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T06:01:42.241188] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16782 tests [2025-11-21T06:01:42.241239] [INFO ] [CONFIGURE ] BBDO: Testing feature 23/29: add_recent_range_context [2025-11-21T06:01:42.241275] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T06:01:42.480369] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:42.722103] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:01:42.985571] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:43.239961] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:43.499346] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:43.747432] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:43.999509] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:44.256900] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:44.501068] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:44.738263] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:44.738469] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T06:01:44.738526] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16781 tests [2025-11-21T06:01:44.738574] [INFO ] [CONFIGURE ] BBDO: Testing feature 24/29: add_rsi [2025-11-21T06:01:44.738621] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T06:01:45.011924] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:45.294535] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:45.612708] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:45.928059] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:46.236718] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:46.541313] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:46.845341] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:47.148466] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:47.444993] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:47.737523] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:01:47.737759] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:01:47.737820] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16780 tests [2025-11-21T06:01:47.737869] [INFO ] [CONFIGURE ] BBDO: Testing feature 25/29: add_tick_distribution [2025-11-21T06:01:47.737916] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T06:01:47.976082] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:48.226504] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:48.476258] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:48.722447] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:48.970067] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:49.218807] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:49.476767] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:49.739074] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:50.004868] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:01:50.275905] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:50.276136] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T06:01:50.276194] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16779 tests [2025-11-21T06:01:50.276241] [INFO ] [CONFIGURE ] BBDO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:01:50.276276] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T06:01:50.510928] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:01:50.747179] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:50.989854] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:51.225052] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:51.472462] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:01:51.726765] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:51.975581] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:52.247589] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:52.500465] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:01:52.756571] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:52.756855] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:01:52.756944] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16778 tests [2025-11-21T06:01:52.756996] [INFO ] [CONFIGURE ] BBDO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:01:52.757043] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T06:01:53.058999] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:53.343711] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:53.629131] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:53.903355] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:54.180008] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:01:54.469109] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:54.752694] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:55.055989] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:55.367407] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:55.645527] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:55.645796] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T06:01:55.645862] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16777 tests [2025-11-21T06:01:55.645927] [INFO ] [CONFIGURE ] BBDO: Testing feature 28/29: add_volume_profile [2025-11-21T06:01:55.646003] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T06:01:55.924946] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:56.190440] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:56.466007] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:56.742142] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:57.024404] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:57.307819] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:01:57.561850] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:01:57.820981] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:01:58.083486] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:01:58.337529] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:01:58.337761] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T06:01:58.337817] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16776 tests [2025-11-21T06:01:58.337864] [INFO ] [CONFIGURE ] BBDO: Testing feature 29/29: add_vwap [2025-11-21T06:01:58.337911] [INFO ] [CONFIGURE ] BBDO: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T06:01:58.580319] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:01:58.845765] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:01:59.099347] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:01:59.370124] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:01:59.610542] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:01:59.879883] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:02:00.151791] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:02:00.423895] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:01.427445] [DEBUG] [FORECASTER] BBDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:02:01.753019] [DEBUG] [FORECASTER] BBDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:01.753261] [INFO ] [CONFIGURE ] BBDO: DISCARDED add_vwap (score: 40.00%) [2025-11-21T06:02:01.753345] [INFO ] [CONFIGURE ] JOB ETA: 13.6h | Avg: 2.9s/test | Remaining: 16775 tests [2025-11-21T06:02:01.753400] [INFO ] [CONFIGURE ] BBDO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:02:01.753465] [INFO ] [CONFIGURE ] BBDO: Best accuracy: 50.00% [2025-11-21T06:02:01.753538] [INFO ] [CONFIGURE ] BBDO: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T06:02:01.753595] [INFO ] [CONFIGURE ] BBDO: Improvement over baseline: 10.00% [2025-11-21T06:02:01.753638] [INFO ] [CONFIGURE ] BBDO: Total time: 1.4 minutes [2025-11-21T06:02:01.753895] [INFO ] [CONFIGURE ] BBDO: Average time per feature: 2.8 seconds [2025-11-21T06:02:01.753947] [INFO ] [CONFIGURE ] BBDO: Average speed: 0.36 features/sec [2025-11-21T06:02:01.754378] [INFO ] [LOCAL ] Saved configuration for BBDO: 1 features, 50.00% accuracy -> ./output/feature-sets/BBDO.json [2025-11-21T06:02:01.754449] [INFO ] [CONFIGURE ] BBDO: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T06:02:01.754510] [INFO ] [sig ] [146/723] Successfully configured BBDO | 0.01 sym/s | Total: 3.5h | ETA: 13.7h [2025-11-21T06:02:01.754584] [INFO ] [sig ] [147/723] Configuring BBN... [2025-11-21T06:02:01.754634] [INFO ] [CONFIGURE ] BBN: Configurate test run. [2025-11-21T06:02:01.754707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-11-21T06:02:01.831003] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBN'. [2025-11-21T06:02:01.831530] [INFO ] [CONFIGURE ] BBN: Testing with 29 available features [2025-11-21T06:02:01.831609] [INFO ] [CONFIGURE ] BBN: Establishing baseline with no features... [2025-11-21T06:02:01.994266] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:02.168173] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:02:02.349402] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:02.539472] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:02:02.718389] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:02.909763] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:03.086315] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:03.259350] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:03.444066] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:03.641703] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:02:03.641902] [INFO ] [CONFIGURE ] BBN: Baseline score (no features): 50.00% [2025-11-21T06:02:03.641950] [INFO ] [CONFIGURE ] BBN: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:02:03.641987] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:02:03.854435] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:04.058715] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:04.269316] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:04.483273] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:02:04.695866] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:04.911422] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:05.134272] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:02:05.357376] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:05.574442] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:05.806195] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:05.806405] [INFO ] [CONFIGURE ] BBN: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T06:02:05.806455] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16774 tests [2025-11-21T06:02:05.806494] [INFO ] [CONFIGURE ] BBN: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:02:05.806532] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:02:06.054294] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:06.312311] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:06.576716] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:06.836964] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:02:07.113026] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:07.380763] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:07.643850] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:07.910743] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:08.171472] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:08.430154] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:08.430385] [INFO ] [CONFIGURE ] BBN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T06:02:08.430443] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16773 tests [2025-11-21T06:02:08.430494] [INFO ] [CONFIGURE ] BBN: Testing feature 3/29: add_daily_returns [2025-11-21T06:02:08.430574] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:02:08.670390] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:08.919048] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:09.139014] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:09.377881] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:09.611228] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:09.838548] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:10.082442] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:10.308853] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:10.548128] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:10.805296] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:10.805734] [INFO ] [CONFIGURE ] BBN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T06:02:10.806301] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16772 tests [2025-11-21T06:02:10.806400] [INFO ] [CONFIGURE ] BBN: Testing feature 4/29: add_ema [2025-11-21T06:02:10.806482] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:02:11.085737] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:02:11.371208] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:11.666285] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:11.948612] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:12.218935] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:12.490918] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:12.786544] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:13.081269] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:13.368586] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:02:13.653566] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:13.653855] [INFO ] [CONFIGURE ] BBN: DISCARDED add_ema (score: 40.00%) [2025-11-21T06:02:13.654104] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16771 tests [2025-11-21T06:02:13.654279] [INFO ] [CONFIGURE ] BBN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:02:13.654363] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:02:13.966684] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:14.250637] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:02:14.542099] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:14.840197] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:15.101613] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:15.375769] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:15.662759] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:15.957882] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:16.241189] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:16.527798] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:16.528246] [INFO ] [CONFIGURE ] BBN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T06:02:16.528322] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16770 tests [2025-11-21T06:02:16.528399] [INFO ] [CONFIGURE ] BBN: Testing feature 6/29: add_failed_moves [2025-11-21T06:02:16.528460] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T06:02:16.779813] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:17.012392] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:17.239134] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:17.476638] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:17.704388] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:17.937606] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:18.176118] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:18.405736] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:18.635470] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:18.866113] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:18.866309] [INFO ] [CONFIGURE ] BBN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:02:18.866361] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16769 tests [2025-11-21T06:02:18.866403] [INFO ] [CONFIGURE ] BBN: Testing feature 7/29: add_lag_shelf [2025-11-21T06:02:18.866440] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T06:02:19.086863] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:19.308309] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:19.529912] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:19.748369] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:02:19.954013] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:20.175891] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:20.386397] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:20.595068] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:20.807040] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:21.012246] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:21.012604] [INFO ] [CONFIGURE ] BBN: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:02:21.012728] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16768 tests [2025-11-21T06:02:21.012820] [INFO ] [CONFIGURE ] BBN: Testing feature 8/29: add_macd [2025-11-21T06:02:21.012896] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T06:02:21.307942] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:02:21.613716] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:02:21.921508] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:22.237540] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:02:22.556119] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:22.902885] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:02:23.231245] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:23.550065] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:23.874581] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:24.191473] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:24.191732] [INFO ] [CONFIGURE ] BBN: DISCARDED add_macd (score: 20.00%) [2025-11-21T06:02:24.191794] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16767 tests [2025-11-21T06:02:24.191849] [INFO ] [CONFIGURE ] BBN: Testing feature 9/29: add_mfi [2025-11-21T06:02:24.191902] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T06:02:24.421926] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:24.648189] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:24.868910] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:25.093720] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:02:25.320709] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:25.538846] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:25.765621] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:02:25.989232] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:26.225388] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:26.462203] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:26.462466] [INFO ] [CONFIGURE ] BBN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:02:26.462526] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16766 tests [2025-11-21T06:02:26.462568] [INFO ] [CONFIGURE ] BBN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:02:26.462609] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:02:26.786907] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:27.122444] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:27.452565] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:27.770220] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:28.108467] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:28.453787] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:28.790252] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:02:29.120590] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:29.463913] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:29.804811] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:29.805054] [INFO ] [CONFIGURE ] BBN: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T06:02:29.805116] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16765 tests [2025-11-21T06:02:29.805167] [INFO ] [CONFIGURE ] BBN: Testing feature 11/29: add_obv_daily [2025-11-21T06:02:29.805214] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T06:02:30.169087] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:30.523173] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:30.877296] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:31.222890] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:31.594447] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:31.938481] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:32.288266] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:02:32.646061] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:32.995568] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:33.334960] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:33.335170] [INFO ] [CONFIGURE ] BBN: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:02:33.335229] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16764 tests [2025-11-21T06:02:33.335278] [INFO ] [CONFIGURE ] BBN: Testing feature 12/29: add_obv_interval [2025-11-21T06:02:33.335317] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T06:02:33.669207] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:33.995177] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:34.314324] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:34.653252] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:35.000088] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:35.370902] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:35.742796] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:02:36.104112] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:36.454563] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:36.797904] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:02:36.798478] [INFO ] [CONFIGURE ] BBN: KEPT add_obv_interval (score: 80.00%) [2025-11-21T06:02:36.798627] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16763 tests [2025-11-21T06:02:36.798727] [INFO ] [CONFIGURE ] BBN: Testing feature 13/29: add_opening_strength [2025-11-21T06:02:36.798782] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:02:37.198379] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:37.611003] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:02:37.981474] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:38.362922] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:38.746354] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:39.138700] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:02:39.518257] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:02:39.905952] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:40.280813] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:40.664055] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:40.664254] [INFO ] [CONFIGURE ] BBN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:02:40.664315] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16762 tests [2025-11-21T06:02:40.664364] [INFO ] [CONFIGURE ] BBN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:02:40.664403] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T06:02:41.040147] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:41.410142] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:41.785815] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:42.159528] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:42.546964] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:42.934368] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:02:43.300430] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:43.705035] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:44.109959] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:44.520908] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:02:44.521157] [INFO ] [CONFIGURE ] BBN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:02:44.521222] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16761 tests [2025-11-21T06:02:44.521275] [INFO ] [CONFIGURE ] BBN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:02:44.521324] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T06:02:44.892465] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:02:45.257851] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:45.632818] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:46.014818] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:02:46.400241] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:46.788338] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:47.172276] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:47.565167] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:47.952792] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:48.350381] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:48.350693] [INFO ] [CONFIGURE ] BBN: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T06:02:48.350778] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16760 tests [2025-11-21T06:02:48.350844] [INFO ] [CONFIGURE ] BBN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:02:48.350921] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T06:02:48.761001] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:49.199248] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:49.643475] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:50.036767] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:50.401059] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:50.778815] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:51.177946] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:51.571108] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:51.959914] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:52.353747] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:52.353999] [INFO ] [CONFIGURE ] BBN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:02:52.354061] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16759 tests [2025-11-21T06:02:52.354113] [INFO ] [CONFIGURE ] BBN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:02:52.354159] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T06:02:52.707291] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:53.052878] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:53.404495] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:53.760349] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:54.138861] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:02:54.495595] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:54.857552] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:02:55.212122] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:55.566066] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:55.915875] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:02:55.916114] [INFO ] [CONFIGURE ] BBN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:02:55.916176] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16758 tests [2025-11-21T06:02:55.916227] [INFO ] [CONFIGURE ] BBN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:02:55.916276] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T06:02:56.269546] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:02:56.617604] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:02:56.972539] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:02:57.332834] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:02:57.691279] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:02:58.067925] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:02:58.421128] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:02:58.782838] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:02:59.138438] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:02:59.500462] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:02:59.500762] [INFO ] [CONFIGURE ] BBN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:02:59.500828] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16757 tests [2025-11-21T06:02:59.500882] [INFO ] [CONFIGURE ] BBN: Testing feature 20/29: add_price_rejection [2025-11-21T06:02:59.500927] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T06:02:59.855503] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:00.219466] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:00.574932] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:01.602838] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:01.984675] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:02.363764] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:02.737676] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:03:03.103086] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:03.463059] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:03.829260] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:03.829547] [INFO ] [CONFIGURE ] BBN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:03:03.829616] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16756 tests [2025-11-21T06:03:03.829690] [INFO ] [CONFIGURE ] BBN: Testing feature 21/29: add_range_position [2025-11-21T06:03:03.829741] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_range_position'] [2025-11-21T06:03:04.234495] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:04.628632] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:05.021905] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:05.406909] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:05.792205] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:06.252637] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:03:06.635229] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:07.013148] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:07.391301] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:07.797604] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:07.797882] [INFO ] [CONFIGURE ] BBN: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:03:07.797947] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16755 tests [2025-11-21T06:03:07.797997] [INFO ] [CONFIGURE ] BBN: Testing feature 22/29: add_realized_volatility [2025-11-21T06:03:07.798066] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T06:03:08.279085] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:08.764194] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:03:09.264093] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:09.797236] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:10.313614] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:10.796571] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:03:11.292872] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:11.781966] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:12.272853] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:12.774471] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:12.774782] [INFO ] [CONFIGURE ] BBN: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T06:03:12.774891] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16754 tests [2025-11-21T06:03:12.774951] [INFO ] [CONFIGURE ] BBN: Testing feature 23/29: add_recent_range_context [2025-11-21T06:03:12.775001] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T06:03:13.141592] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:13.494696] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:13.851266] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:14.223517] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:14.588388] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:14.937398] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:15.280245] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:03:15.632979] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:03:15.994486] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:16.369453] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:03:16.369720] [INFO ] [CONFIGURE ] BBN: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T06:03:16.369785] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16753 tests [2025-11-21T06:03:16.369850] [INFO ] [CONFIGURE ] BBN: Testing feature 24/29: add_rsi [2025-11-21T06:03:16.369897] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T06:03:16.780476] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:17.188454] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:17.598353] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:18.003106] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:18.441666] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:18.866736] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:19.282282] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:19.688120] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:20.092679] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:20.512317] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:20.512739] [INFO ] [CONFIGURE ] BBN: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:03:20.512812] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16752 tests [2025-11-21T06:03:20.512862] [INFO ] [CONFIGURE ] BBN: Testing feature 25/29: add_tick_distribution [2025-11-21T06:03:20.512911] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T06:03:20.881590] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:21.243416] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:21.587914] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:21.939663] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:22.299905] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:22.662633] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:23.020633] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:03:23.378234] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:03:23.753601] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:24.124996] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:24.125274] [INFO ] [CONFIGURE ] BBN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:03:24.125339] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16751 tests [2025-11-21T06:03:24.125392] [INFO ] [CONFIGURE ] BBN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:03:24.125439] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T06:03:24.489593] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:24.842350] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:25.194501] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:25.557728] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:03:25.915311] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:26.263051] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:03:26.603201] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:26.946396] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:27.307781] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:27.664407] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:27.664665] [INFO ] [CONFIGURE ] BBN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:03:27.664728] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16750 tests [2025-11-21T06:03:27.664777] [INFO ] [CONFIGURE ] BBN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:03:27.664823] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T06:03:28.031111] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:03:28.389333] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:28.741755] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:29.102891] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:29.475267] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:29.835618] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:30.216922] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:03:30.583590] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:30.960086] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:31.328348] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:31.328604] [INFO ] [CONFIGURE ] BBN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T06:03:31.328697] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16749 tests [2025-11-21T06:03:31.328753] [INFO ] [CONFIGURE ] BBN: Testing feature 28/29: add_volume_profile [2025-11-21T06:03:31.328791] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T06:03:31.700151] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:32.076465] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:32.447487] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:32.820255] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:33.203407] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:33.562625] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:03:33.934727] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:03:34.312323] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:34.692884] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:35.079381] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:35.079638] [INFO ] [CONFIGURE ] BBN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:03:35.079722] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16748 tests [2025-11-21T06:03:35.079774] [INFO ] [CONFIGURE ] BBN: Testing feature 29/29: add_vwap [2025-11-21T06:03:35.079824] [INFO ] [CONFIGURE ] BBN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval', 'add_vwap'] [2025-11-21T06:03:35.468413] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:03:35.841762] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:03:36.231772] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:03:36.595493] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:37.109688] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:37.496239] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:37.860795] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:38.218902] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:38.603843] [DEBUG] [FORECASTER] BBN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:03:38.995987] [DEBUG] [FORECASTER] BBN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:03:38.996261] [INFO ] [CONFIGURE ] BBN: DISCARDED add_vwap (score: 70.00%) [2025-11-21T06:03:38.996331] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16747 tests [2025-11-21T06:03:38.996386] [INFO ] [CONFIGURE ] BBN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:03:38.996430] [INFO ] [CONFIGURE ] BBN: Best accuracy: 80.00% [2025-11-21T06:03:38.996478] [INFO ] [CONFIGURE ] BBN: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T06:03:38.996525] [INFO ] [CONFIGURE ] BBN: Improvement over baseline: 30.00% [2025-11-21T06:03:38.996566] [INFO ] [CONFIGURE ] BBN: Total time: 1.6 minutes [2025-11-21T06:03:38.996606] [INFO ] [CONFIGURE ] BBN: Average time per feature: 3.4 seconds [2025-11-21T06:03:38.996668] [INFO ] [CONFIGURE ] BBN: Average speed: 0.30 features/sec [2025-11-21T06:03:38.997348] [INFO ] [LOCAL ] Saved configuration for BBN: 4 features, 80.00% accuracy -> ./output/feature-sets/BBN.json [2025-11-21T06:03:38.997414] [INFO ] [CONFIGURE ] BBN: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T06:03:38.997480] [INFO ] [sig ] [147/723] Successfully configured BBN | 0.01 sym/s | Total: 3.5h | ETA: 13.7h [2025-11-21T06:03:38.997533] [INFO ] [sig ] [148/723] Configuring BBW... [2025-11-21T06:03:38.997576] [INFO ] [CONFIGURE ] BBW: Configurate test run. [2025-11-21T06:03:38.997622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'. [2025-11-21T06:03:39.172783] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBW'. [2025-11-21T06:03:39.173243] [INFO ] [CONFIGURE ] BBW: Testing with 29 available features [2025-11-21T06:03:39.173312] [INFO ] [CONFIGURE ] BBW: Establishing baseline with no features... [2025-11-21T06:03:39.367662] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:03:39.563472] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:03:39.759921] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:03:39.958121] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:40.153258] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:40.352473] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:03:40.553248] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:40.752001] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:03:40.950754] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:41.148003] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:03:41.148199] [INFO ] [CONFIGURE ] BBW: Baseline score (no features): 60.00% [2025-11-21T06:03:41.148248] [INFO ] [CONFIGURE ] BBW: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:03:41.148286] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:03:41.392981] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:03:41.629345] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:03:41.867308] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:03:42.103825] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:42.345816] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:42.584139] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:03:42.827239] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:43.077710] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:03:43.310928] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:43.538011] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:03:43.538254] [INFO ] [CONFIGURE ] BBW: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:03:43.538309] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16746 tests [2025-11-21T06:03:43.538349] [INFO ] [CONFIGURE ] BBW: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:03:43.538385] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:03:43.768637] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:03:44.001625] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:03:44.236776] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:03:44.468745] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:44.701448] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:03:44.943060] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:45.199143] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:45.439443] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:03:45.680164] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:45.915981] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:03:45.916276] [INFO ] [CONFIGURE ] BBW: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T06:03:45.916330] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16745 tests [2025-11-21T06:03:45.916371] [INFO ] [CONFIGURE ] BBW: Testing feature 3/29: add_daily_returns [2025-11-21T06:03:45.916410] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_daily_returns'] [2025-11-21T06:03:46.130535] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:03:46.341607] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:03:46.556037] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:03:46.763217] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:46.975796] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:47.183508] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:47.389128] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:47.606168] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:47.820522] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:48.028930] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:03:48.029129] [INFO ] [CONFIGURE ] BBW: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T06:03:48.029178] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16744 tests [2025-11-21T06:03:48.029215] [INFO ] [CONFIGURE ] BBW: Testing feature 4/29: add_ema [2025-11-21T06:03:48.029249] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_ema'] [2025-11-21T06:03:48.269517] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:03:48.513054] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:03:48.752797] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:03:49.003315] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:49.252167] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:49.499547] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:49.753919] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:50.003443] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:50.255742] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:50.499891] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:03:50.500104] [INFO ] [CONFIGURE ] BBW: DISCARDED add_ema (score: 50.00%) [2025-11-21T06:03:50.500152] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16743 tests [2025-11-21T06:03:50.500190] [INFO ] [CONFIGURE ] BBW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:03:50.500225] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:03:50.750239] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:03:51.013116] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:03:51.265867] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:03:51.520964] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:51.775148] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:52.050343] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:52.307740] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:52.570169] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:52.831366] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:53.091596] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:03:53.091834] [INFO ] [CONFIGURE ] BBW: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T06:03:53.091896] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16742 tests [2025-11-21T06:03:53.091948] [INFO ] [CONFIGURE ] BBW: Testing feature 6/29: add_failed_moves [2025-11-21T06:03:53.091995] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T06:03:53.357706] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:03:53.629223] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:03:53.911214] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:03:54.179987] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:54.434817] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:54.702874] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:54.955931] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:55.208176] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:55.461053] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:55.713486] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:03:55.713727] [INFO ] [CONFIGURE ] BBW: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:03:55.713789] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16741 tests [2025-11-21T06:03:55.713846] [INFO ] [CONFIGURE ] BBW: Testing feature 7/29: add_lag_shelf [2025-11-21T06:03:55.713893] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T06:03:55.959908] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:03:56.201081] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:03:56.438203] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:03:56.683814] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:56.927142] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:03:57.174608] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:03:57.423418] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:03:57.676053] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:03:57.929565] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:03:58.181791] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:03:58.182023] [INFO ] [CONFIGURE ] BBW: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:03:58.182087] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16740 tests [2025-11-21T06:03:58.182137] [INFO ] [CONFIGURE ] BBW: Testing feature 8/29: add_macd [2025-11-21T06:03:58.182183] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T06:03:58.495424] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:03:58.803661] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:03:59.124251] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:03:59.457331] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:03:59.789772] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:00.103747] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:00.423806] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:01.513259] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:02.058706] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:02.394096] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:02.394363] [INFO ] [CONFIGURE ] BBW: DISCARDED add_macd (score: 70.00%) [2025-11-21T06:04:02.394426] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16739 tests [2025-11-21T06:04:02.394477] [INFO ] [CONFIGURE ] BBW: Testing feature 9/29: add_mfi [2025-11-21T06:04:02.394524] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T06:04:02.649843] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:02.902586] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:04:03.170542] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:03.437526] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:03.706719] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:04.000739] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:04.272867] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:04.536387] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:04.811746] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:04:05.084510] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:05.084831] [INFO ] [CONFIGURE ] BBW: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:04:05.084901] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16738 tests [2025-11-21T06:04:05.084955] [INFO ] [CONFIGURE ] BBW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:04:05.085007] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:04:05.446914] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:05.832008] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:04:06.197657] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:06.556344] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:06.898579] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:07.242630] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:07.616814] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:07.991094] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:08.370790] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:04:08.760123] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:08.760409] [INFO ] [CONFIGURE ] BBW: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T06:04:08.760474] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16737 tests [2025-11-21T06:04:08.760526] [INFO ] [CONFIGURE ] BBW: Testing feature 11/29: add_obv_daily [2025-11-21T06:04:08.760572] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T06:04:09.062819] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:09.350555] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:04:09.621929] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:09.921218] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:10.210801] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:04:10.492590] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:10.789080] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:11.064745] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:11.340848] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:11.601106] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:04:11.601340] [INFO ] [CONFIGURE ] BBW: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:04:11.601430] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16736 tests [2025-11-21T06:04:11.601508] [INFO ] [CONFIGURE ] BBW: Testing feature 12/29: add_obv_interval [2025-11-21T06:04:11.601568] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T06:04:11.869149] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:12.130167] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:04:12.404906] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:12.676913] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:12.947735] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:13.213263] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:13.498782] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:13.779634] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:14.061569] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:14.358891] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:14.359136] [INFO ] [CONFIGURE ] BBW: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:04:14.359203] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16735 tests [2025-11-21T06:04:14.359257] [INFO ] [CONFIGURE ] BBW: Testing feature 13/29: add_opening_strength [2025-11-21T06:04:14.359307] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:04:14.668934] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:14.961194] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:15.247919] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:15.543928] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:15.846791] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:16.135541] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:16.425288] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:04:16.715982] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:17.011195] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:04:17.297404] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:17.297626] [INFO ] [CONFIGURE ] BBW: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:04:17.297711] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16734 tests [2025-11-21T06:04:17.297763] [INFO ] [CONFIGURE ] BBW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:04:17.297809] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T06:04:17.582035] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:17.865770] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:18.167602] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:18.449960] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:18.741210] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:19.024219] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:19.303696] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:04:19.586627] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:19.881510] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:20.168443] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:20.168712] [INFO ] [CONFIGURE ] BBW: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:04:20.168774] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16733 tests [2025-11-21T06:04:20.168822] [INFO ] [CONFIGURE ] BBW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:04:20.168866] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T06:04:20.418154] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:20.670212] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:20.921503] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:21.189697] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:21.443008] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:21.698138] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:21.950522] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:22.203604] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:22.452557] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:04:22.721290] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:04:22.721530] [INFO ] [CONFIGURE ] BBW: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T06:04:22.721594] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16732 tests [2025-11-21T06:04:22.721683] [INFO ] [CONFIGURE ] BBW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:04:22.721738] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T06:04:23.008819] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:23.296129] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:23.601505] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:23.902049] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:24.209024] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:04:24.490256] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:24.783404] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:25.065953] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:25.349283] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:25.637970] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:04:25.638227] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T06:04:25.638292] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16731 tests [2025-11-21T06:04:25.638345] [INFO ] [CONFIGURE ] BBW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:04:25.638397] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T06:04:25.939117] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:26.218711] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:04:26.507435] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:26.781634] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:27.054915] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:27.330315] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:27.609228] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:27.883891] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:28.157510] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:04:28.443191] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:28.443440] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:04:28.443511] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16730 tests [2025-11-21T06:04:28.443586] [INFO ] [CONFIGURE ] BBW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:04:28.443684] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T06:04:28.724987] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:04:29.074543] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:04:29.485002] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:29.832199] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:30.101566] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:30.360049] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:30.616455] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:30.881961] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:31.141146] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:04:31.414037] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:04:31.414339] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T06:04:31.414428] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16729 tests [2025-11-21T06:04:31.414501] [INFO ] [CONFIGURE ] BBW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:04:31.414572] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T06:04:31.678721] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:31.941258] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:32.199374] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:32.466816] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:32.738579] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:32.992976] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:33.264943] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:33.526772] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:33.793991] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:34.054848] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:34.055072] [INFO ] [CONFIGURE ] BBW: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:04:34.055133] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16728 tests [2025-11-21T06:04:34.055182] [INFO ] [CONFIGURE ] BBW: Testing feature 20/29: add_price_rejection [2025-11-21T06:04:34.055229] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T06:04:34.340520] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:34.622776] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:34.919829] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:35.214303] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:35.504439] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:04:35.799697] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:36.092097] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:04:36.386849] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:04:36.688249] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:36.979078] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:36.979360] [INFO ] [CONFIGURE ] BBW: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:04:36.979424] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16727 tests [2025-11-21T06:04:36.979475] [INFO ] [CONFIGURE ] BBW: Testing feature 21/29: add_range_position [2025-11-21T06:04:36.979521] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T06:04:37.279783] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:37.585668] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:37.884472] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:38.189828] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:38.493769] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:38.807855] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:39.104226] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:39.407300] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:39.714843] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:40.017454] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:40.017704] [INFO ] [CONFIGURE ] BBW: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:04:40.017768] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16726 tests [2025-11-21T06:04:40.017821] [INFO ] [CONFIGURE ] BBW: Testing feature 22/29: add_realized_volatility [2025-11-21T06:04:40.017867] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T06:04:40.399670] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:40.794074] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:41.176074] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:41.556405] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:41.939530] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:42.318189] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:42.702529] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:43.092041] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:43.471242] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:43.850983] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:43.851263] [INFO ] [CONFIGURE ] BBW: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T06:04:43.851334] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16725 tests [2025-11-21T06:04:43.851400] [INFO ] [CONFIGURE ] BBW: Testing feature 23/29: add_recent_range_context [2025-11-21T06:04:43.851451] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T06:04:44.120998] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:44.390925] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:04:44.676772] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:44.956375] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:45.233956] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:45.513347] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:45.803784] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:46.102095] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:46.373578] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:46.660164] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:46.660385] [INFO ] [CONFIGURE ] BBW: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:04:46.660446] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16724 tests [2025-11-21T06:04:46.660494] [INFO ] [CONFIGURE ] BBW: Testing feature 24/29: add_rsi [2025-11-21T06:04:46.660538] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T06:04:46.978145] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:47.313717] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:47.644242] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:47.973396] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:48.308015] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:48.625802] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:48.948839] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:04:49.268397] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:49.604800] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:49.952530] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:49.952868] [INFO ] [CONFIGURE ] BBW: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:04:49.952953] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16723 tests [2025-11-21T06:04:49.953021] [INFO ] [CONFIGURE ] BBW: Testing feature 25/29: add_tick_distribution [2025-11-21T06:04:49.953084] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T06:04:50.232301] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:04:50.503225] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:50.775279] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:04:51.046962] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:51.316873] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:51.586042] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:51.863364] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:52.139630] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:52.417669] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:52.695913] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:52.696115] [INFO ] [CONFIGURE ] BBW: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T06:04:52.696223] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16722 tests [2025-11-21T06:04:52.696274] [INFO ] [CONFIGURE ] BBW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:04:52.696322] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T06:04:52.960418] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:53.224834] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:53.484033] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:53.756064] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:54.027996] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:54.294012] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:04:54.561274] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:04:54.841434] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:55.105094] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:55.376042] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:55.376255] [INFO ] [CONFIGURE ] BBW: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:04:55.376316] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16721 tests [2025-11-21T06:04:55.376366] [INFO ] [CONFIGURE ] BBW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:04:55.376411] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T06:04:55.674082] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:04:55.965442] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:04:56.264311] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:56.562537] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:56.853415] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:04:57.146940] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:04:57.443071] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:04:57.733174] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:04:58.031588] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:04:58.341037] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:04:58.341326] [INFO ] [CONFIGURE ] BBW: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T06:04:58.341389] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16720 tests [2025-11-21T06:04:58.341438] [INFO ] [CONFIGURE ] BBW: Testing feature 28/29: add_volume_profile [2025-11-21T06:04:58.341483] [INFO ] [CONFIGURE ] BBW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T06:04:58.616958] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:04:58.894196] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:04:59.179218] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:04:59.456060] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:04:59.735957] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:05:00.011426] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:05:00.284842] [DEBUG] [FORECASTER] BBW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:05:00.555544] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:05:00.846238] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:05:01.929378] [DEBUG] [FORECASTER] BBW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:05:01.929618] [INFO ] [CONFIGURE ] BBW: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:05:01.929699] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16719 tests [2025-11-21T06:05:01.929751] [INFO ] [CONFIGURE ] BBW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:05:01.929794] [INFO ] [CONFIGURE ] BBW: Best accuracy: 80.00% [2025-11-21T06:05:01.929837] [INFO ] [CONFIGURE ] BBW: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T06:05:01.929877] [INFO ] [CONFIGURE ] BBW: Improvement over baseline: 20.00% [2025-11-21T06:05:01.929915] [INFO ] [CONFIGURE ] BBW: Total time: 1.3 minutes [2025-11-21T06:05:01.929951] [INFO ] [CONFIGURE ] BBW: Average time per feature: 2.9 seconds [2025-11-21T06:05:01.929987] [INFO ] [CONFIGURE ] BBW: Average speed: 0.36 features/sec [2025-11-21T06:05:01.930312] [INFO ] [LOCAL ] Saved configuration for BBW: 3 features, 80.00% accuracy -> ./output/feature-sets/BBW.json [2025-11-21T06:05:01.930376] [INFO ] [CONFIGURE ] BBW: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T06:05:01.930467] [INFO ] [sig ] [148/723] Successfully configured BBW | 0.01 sym/s | Total: 3.5h | ETA: 13.7h [2025-11-21T06:05:01.930525] [INFO ] [sig ] [149/723] Configuring BBY... [2025-11-21T06:05:01.930569] [INFO ] [CONFIGURE ] BBY: Configurate test run. [2025-11-21T06:05:01.930610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-11-21T06:05:01.977376] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBY'. [2025-11-21T06:05:01.977877] [INFO ] [CONFIGURE ] BBY: Testing with 29 available features [2025-11-21T06:05:01.977944] [INFO ] [CONFIGURE ] BBY: Establishing baseline with no features... [2025-11-21T06:05:02.197481] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:02.386186] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:02.584902] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:02.771333] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:02.964990] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:03.165086] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:03.362545] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:03.556892] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:03.777176] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:03.978031] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:03.978256] [INFO ] [CONFIGURE ] BBY: Baseline score (no features): 70.00% [2025-11-21T06:05:03.978309] [INFO ] [CONFIGURE ] BBY: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:05:03.978349] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:05:04.197391] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:04.421331] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:04.649588] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:04.893680] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:05.114483] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:05.345233] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:05:05.577680] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:05.802617] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:06.033076] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:06.270846] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:06.271259] [INFO ] [CONFIGURE ] BBY: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:05:06.271391] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16718 tests [2025-11-21T06:05:06.271482] [INFO ] [CONFIGURE ] BBY: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:05:06.271575] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:05:06.503680] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:06.738488] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:05:06.973336] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:07.212214] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:07.448616] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:07.682416] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:05:07.915207] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:08.166493] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:08.439356] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:08.723087] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:08.723336] [INFO ] [CONFIGURE ] BBY: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T06:05:08.723406] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16717 tests [2025-11-21T06:05:08.723448] [INFO ] [CONFIGURE ] BBY: Testing feature 3/29: add_daily_returns [2025-11-21T06:05:08.723490] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_daily_returns'] [2025-11-21T06:05:08.942445] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:09.158995] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:09.383332] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:09.600966] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:09.837448] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:10.050275] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:10.270601] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:10.490030] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:10.719530] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:10.944112] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:10.944536] [INFO ] [CONFIGURE ] BBY: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T06:05:10.944662] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16716 tests [2025-11-21T06:05:10.944752] [INFO ] [CONFIGURE ] BBY: Testing feature 4/29: add_ema [2025-11-21T06:05:10.944868] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_ema'] [2025-11-21T06:05:11.195373] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:11.441043] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:11.683336] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:11.928751] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:12.174733] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:12.418385] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:12.657699] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:12.896304] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:13.128852] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:13.379711] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:13.379919] [INFO ] [CONFIGURE ] BBY: DISCARDED add_ema (score: 70.00%) [2025-11-21T06:05:13.379970] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16715 tests [2025-11-21T06:05:13.380008] [INFO ] [CONFIGURE ] BBY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:05:13.380044] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:05:13.631586] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:13.885436] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:14.149934] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:14.403100] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:14.658887] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:14.935557] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:15.190477] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:15.441993] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:15.692746] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:15.934383] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:15.934604] [INFO ] [CONFIGURE ] BBY: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T06:05:15.934689] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16714 tests [2025-11-21T06:05:15.934740] [INFO ] [CONFIGURE ] BBY: Testing feature 6/29: add_failed_moves [2025-11-21T06:05:15.934786] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_failed_moves'] [2025-11-21T06:05:16.153753] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:16.431041] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:16.724676] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:17.029575] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:17.278462] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:17.507414] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:17.743722] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:17.958805] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:18.170288] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:18.393159] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:18.393363] [INFO ] [CONFIGURE ] BBY: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:05:18.393410] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16713 tests [2025-11-21T06:05:18.393448] [INFO ] [CONFIGURE ] BBY: Testing feature 7/29: add_lag_shelf [2025-11-21T06:05:18.393482] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_lag_shelf'] [2025-11-21T06:05:18.585870] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:18.784374] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:18.983371] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:19.186673] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:19.391170] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:19.592294] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:19.797462] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:19.993305] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:20.195301] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:20.401423] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:20.401666] [INFO ] [CONFIGURE ] BBY: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:05:20.401744] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16712 tests [2025-11-21T06:05:20.401799] [INFO ] [CONFIGURE ] BBY: Testing feature 8/29: add_macd [2025-11-21T06:05:20.401849] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T06:05:20.705813] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:20.996964] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:21.292170] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:21.597723] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:21.887750] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:22.189536] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:05:22.491226] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:05:22.797353] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:23.102423] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:23.411964] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:23.412207] [INFO ] [CONFIGURE ] BBY: DISCARDED add_macd (score: 50.00%) [2025-11-21T06:05:23.412303] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16711 tests [2025-11-21T06:05:23.412377] [INFO ] [CONFIGURE ] BBY: Testing feature 9/29: add_mfi [2025-11-21T06:05:23.412425] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_mfi'] [2025-11-21T06:05:23.624460] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:23.860843] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:24.066133] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:24.262846] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:24.458075] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:24.659523] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:24.880394] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:25.101864] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:25.310789] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:25.520074] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:25.520322] [INFO ] [CONFIGURE ] BBY: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:05:25.520372] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16710 tests [2025-11-21T06:05:25.520412] [INFO ] [CONFIGURE ] BBY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:05:25.520447] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:05:25.826835] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:26.140981] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:26.449848] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:26.748438] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:27.050733] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:27.353692] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:27.657154] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:27.969131] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:28.270182] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:28.572015] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:28.572260] [INFO ] [CONFIGURE ] BBY: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T06:05:28.572318] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16709 tests [2025-11-21T06:05:28.572366] [INFO ] [CONFIGURE ] BBY: Testing feature 11/29: add_obv_daily [2025-11-21T06:05:28.572409] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_obv_daily'] [2025-11-21T06:05:28.787278] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:28.998360] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:05:29.226786] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:29.445882] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:29.657084] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:29.901829] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:05:30.121395] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:30.343854] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:30.570663] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:05:30.792983] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:30.793377] [INFO ] [CONFIGURE ] BBY: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:05:30.793476] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16708 tests [2025-11-21T06:05:30.793561] [INFO ] [CONFIGURE ] BBY: Testing feature 12/29: add_obv_interval [2025-11-21T06:05:30.793636] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_obv_interval'] [2025-11-21T06:05:31.004106] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:31.220292] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:31.436609] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:31.650823] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:05:31.865213] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:32.087752] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:05:32.306221] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:32.526987] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:32.750937] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:32.974132] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:32.974416] [INFO ] [CONFIGURE ] BBY: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T06:05:32.974498] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16707 tests [2025-11-21T06:05:32.974568] [INFO ] [CONFIGURE ] BBY: Testing feature 13/29: add_opening_strength [2025-11-21T06:05:32.974631] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:05:33.226979] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:33.460621] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:05:33.698185] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:33.911477] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:34.133666] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:34.355926] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:34.584244] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:05:34.819247] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:35.055512] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:35.297096] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:35.297477] [INFO ] [CONFIGURE ] BBY: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T06:05:35.297579] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16706 tests [2025-11-21T06:05:35.297683] [INFO ] [CONFIGURE ] BBY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:05:35.297761] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T06:05:35.518236] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:35.735677] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:05:35.959828] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:36.194678] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:36.420990] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:36.641779] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:36.865816] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:37.098356] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:37.323227] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:05:37.543285] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:37.543519] [INFO ] [CONFIGURE ] BBY: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:05:37.543568] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16705 tests [2025-11-21T06:05:37.543606] [INFO ] [CONFIGURE ] BBY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:05:37.543658] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T06:05:37.733384] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:37.925284] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:38.119056] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:38.313627] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:38.506275] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:38.700569] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:38.892317] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:39.085372] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:39.282562] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:39.479464] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:39.479681] [INFO ] [CONFIGURE ] BBY: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:05:39.479765] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16704 tests [2025-11-21T06:05:39.479829] [INFO ] [CONFIGURE ] BBY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:05:39.479876] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T06:05:39.686631] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:39.904759] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:40.118824] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:40.327452] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:40.537401] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:40.745260] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:40.959848] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:41.173271] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:41.404698] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:41.631285] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:41.631534] [INFO ] [CONFIGURE ] BBY: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:05:41.631805] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16703 tests [2025-11-21T06:05:41.631977] [INFO ] [CONFIGURE ] BBY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:05:41.632037] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_pbf_return_2d'] [2025-11-21T06:05:41.865395] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:42.093963] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:05:42.340985] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:42.582516] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:42.808741] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:43.040984] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:43.271600] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:43.507891] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:43.734472] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:43.973825] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:43.974048] [INFO ] [CONFIGURE ] BBY: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:05:43.974098] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16702 tests [2025-11-21T06:05:43.974138] [INFO ] [CONFIGURE ] BBY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:05:43.974175] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T06:05:44.172559] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:44.395969] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:44.590500] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:44.794586] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:45.006149] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:45.200847] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:45.397373] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:05:45.600867] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:45.806124] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:05:46.002913] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:46.003111] [INFO ] [CONFIGURE ] BBY: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T06:05:46.003160] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16701 tests [2025-11-21T06:05:46.003198] [INFO ] [CONFIGURE ] BBY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:05:46.003235] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T06:05:46.205855] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:46.415684] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:46.619405] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:46.824050] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:47.036003] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:47.238169] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:47.452696] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:05:47.651778] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:47.857795] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:48.067496] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:48.067915] [INFO ] [CONFIGURE ] BBY: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T06:05:48.068036] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16700 tests [2025-11-21T06:05:48.068138] [INFO ] [CONFIGURE ] BBY: Testing feature 20/29: add_price_rejection [2025-11-21T06:05:48.068283] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_price_rejection'] [2025-11-21T06:05:48.295431] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:48.517663] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:48.752765] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:48.977676] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:49.207567] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:49.444898] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:49.676492] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:49.908567] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:50.146393] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:50.371400] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:50.371622] [INFO ] [CONFIGURE ] BBY: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:05:50.371694] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16699 tests [2025-11-21T06:05:50.371771] [INFO ] [CONFIGURE ] BBY: Testing feature 21/29: add_range_position [2025-11-21T06:05:50.371827] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_range_position'] [2025-11-21T06:05:50.606733] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:50.849021] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:51.089622] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:51.326780] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:51.574840] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:51.820394] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:05:52.061834] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:52.304032] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:52.543776] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:05:52.782778] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:52.782968] [INFO ] [CONFIGURE ] BBY: DISCARDED add_range_position (score: 40.00%) [2025-11-21T06:05:52.783017] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16698 tests [2025-11-21T06:05:52.783056] [INFO ] [CONFIGURE ] BBY: Testing feature 22/29: add_realized_volatility [2025-11-21T06:05:52.783091] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_realized_volatility'] [2025-11-21T06:05:53.101085] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:53.423053] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:53.748133] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:54.068278] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:54.389180] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:54.716000] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:55.056241] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:55.400678] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:55.735726] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:56.073822] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:56.074123] [INFO ] [CONFIGURE ] BBY: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:05:56.074258] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16697 tests [2025-11-21T06:05:56.074319] [INFO ] [CONFIGURE ] BBY: Testing feature 23/29: add_recent_range_context [2025-11-21T06:05:56.074369] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_recent_range_context'] [2025-11-21T06:05:56.284946] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:05:56.489348] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:05:56.694108] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:56.905010] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:05:57.113788] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:57.327729] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:05:57.545633] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:05:57.760714] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:05:57.980751] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:05:58.197828] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:05:58.198070] [INFO ] [CONFIGURE ] BBY: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:05:58.198124] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16696 tests [2025-11-21T06:05:58.198164] [INFO ] [CONFIGURE ] BBY: Testing feature 24/29: add_rsi [2025-11-21T06:05:58.198201] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T06:05:58.469991] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:05:58.740166] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:05:59.005775] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:05:59.272613] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:05:59.539025] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:05:59.809298] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:06:00.079080] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:06:01.030138] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:06:01.449217] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:01.732951] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:06:01.733220] [INFO ] [CONFIGURE ] BBY: KEPT add_rsi (score: 80.00%) [2025-11-21T06:06:01.733315] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16695 tests [2025-11-21T06:06:01.733370] [INFO ] [CONFIGURE ] BBY: Testing feature 25/29: add_tick_distribution [2025-11-21T06:06:01.733421] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T06:06:02.008768] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:06:02.275331] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:06:02.562986] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:02.831893] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:06:03.103529] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:06:03.363629] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:06:03.634285] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:06:03.893724] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:06:04.161715] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:04.420005] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:06:04.420221] [INFO ] [CONFIGURE ] BBY: KEPT add_tick_distribution (score: 90.00%) [2025-11-21T06:06:04.420281] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16694 tests [2025-11-21T06:06:04.420328] [INFO ] [CONFIGURE ] BBY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:06:04.420372] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T06:06:04.686926] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:06:04.973068] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:06:05.265212] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:05.545342] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:06:05.825953] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:06.111443] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:06:06.393689] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:06:06.675563] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:06:06.956141] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:06:07.237553] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:06:07.237787] [INFO ] [CONFIGURE ] BBY: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:06:07.237845] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16693 tests [2025-11-21T06:06:07.237893] [INFO ] [CONFIGURE ] BBY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:06:07.237935] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T06:06:07.546350] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:06:07.864586] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:06:08.176023] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:08.485417] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:06:08.800521] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:09.119290] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:06:09.425684] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:06:09.747187] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:06:10.076162] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:10.435529] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:06:10.435781] [INFO ] [CONFIGURE ] BBY: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:06:10.435847] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16692 tests [2025-11-21T06:06:10.435897] [INFO ] [CONFIGURE ] BBY: Testing feature 28/29: add_volume_profile [2025-11-21T06:06:10.435943] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T06:06:10.731496] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:06:11.037620] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:06:11.344142] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:11.649635] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:06:11.961319] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:12.238555] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:06:12.550497] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:06:12.856423] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:06:13.178838] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:06:13.493099] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:06:13.493345] [INFO ] [CONFIGURE ] BBY: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:06:13.493407] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16691 tests [2025-11-21T06:06:13.493463] [INFO ] [CONFIGURE ] BBY: Testing feature 29/29: add_vwap [2025-11-21T06:06:13.493517] [INFO ] [CONFIGURE ] BBY: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution', 'add_vwap'] [2025-11-21T06:06:13.803899] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:06:14.111919] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:06:14.441582] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:14.747967] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:06:15.061313] [DEBUG] [FORECASTER] BBY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:15.385012] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:06:15.694802] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:06:16.002394] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:06:16.320028] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:16.633321] [DEBUG] [FORECASTER] BBY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:06:16.633547] [INFO ] [CONFIGURE ] BBY: DISCARDED add_vwap (score: 80.00%) [2025-11-21T06:06:16.633613] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16690 tests [2025-11-21T06:06:16.633724] [INFO ] [CONFIGURE ] BBY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:06:16.633776] [INFO ] [CONFIGURE ] BBY: Best accuracy: 90.00% [2025-11-21T06:06:16.633824] [INFO ] [CONFIGURE ] BBY: Best feature set (3 features): ['add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T06:06:16.633868] [INFO ] [CONFIGURE ] BBY: Improvement over baseline: 20.00% [2025-11-21T06:06:16.633908] [INFO ] [CONFIGURE ] BBY: Total time: 1.2 minutes [2025-11-21T06:06:16.633955] [INFO ] [CONFIGURE ] BBY: Average time per feature: 2.5 seconds [2025-11-21T06:06:16.633999] [INFO ] [CONFIGURE ] BBY: Average speed: 0.40 features/sec [2025-11-21T06:06:16.634892] [INFO ] [LOCAL ] Saved configuration for BBY: 3 features, 90.00% accuracy -> ./output/feature-sets/BBY.json [2025-11-21T06:06:16.635054] [INFO ] [CONFIGURE ] BBY: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T06:06:16.635115] [INFO ] [sig ] [149/723] Successfully configured BBY | 0.01 sym/s | Total: 3.5h | ETA: 13.6h [2025-11-21T06:06:16.635165] [INFO ] [sig ] [150/723] Configuring BCH... [2025-11-21T06:06:16.635206] [INFO ] [CONFIGURE ] BCH: Configurate test run. [2025-11-21T06:06:16.635248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'. [2025-11-21T06:06:16.811922] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCH'. [2025-11-21T06:06:16.812372] [INFO ] [CONFIGURE ] BCH: Testing with 29 available features [2025-11-21T06:06:16.812436] [INFO ] [CONFIGURE ] BCH: Establishing baseline with no features... [2025-11-21T06:06:17.005366] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:17.193940] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:17.382126] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:17.578451] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:17.760284] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:17.943369] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:18.117861] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:18.309868] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:18.497983] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:06:18.688044] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:18.688235] [INFO ] [CONFIGURE ] BCH: Baseline score (no features): 50.00% [2025-11-21T06:06:18.688281] [INFO ] [CONFIGURE ] BCH: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:06:18.688316] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:06:18.915942] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:19.153500] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:19.390108] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:19.615766] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:19.852509] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:20.087274] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:20.335896] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:20.579729] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:20.820152] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:06:21.062196] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:21.062453] [INFO ] [CONFIGURE ] BCH: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:06:21.062517] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16689 tests [2025-11-21T06:06:21.062567] [INFO ] [CONFIGURE ] BCH: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:06:21.062613] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:06:21.305749] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:21.558088] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:21.814142] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:22.055302] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:22.302471] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:22.554804] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:22.805271] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:23.062991] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:23.307963] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:23.562102] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:23.562322] [INFO ] [CONFIGURE ] BCH: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T06:06:23.562377] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16688 tests [2025-11-21T06:06:23.562446] [INFO ] [CONFIGURE ] BCH: Testing feature 3/29: add_daily_returns [2025-11-21T06:06:23.562484] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:06:23.822775] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:06:24.109702] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:24.361789] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:24.624478] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:24.933043] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:25.300300] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:25.664248] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:25.954393] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:26.207707] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:26.471908] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:26.472158] [INFO ] [CONFIGURE ] BCH: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:06:26.472376] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16687 tests [2025-11-21T06:06:26.472475] [INFO ] [CONFIGURE ] BCH: Testing feature 4/29: add_ema [2025-11-21T06:06:26.472553] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T06:06:26.849587] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:06:27.154339] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:27.447438] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:27.749052] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:28.030327] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:28.328981] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:28.621021] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:28.914056] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:29.204814] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:29.504168] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:29.504400] [INFO ] [CONFIGURE ] BCH: DISCARDED add_ema (score: 50.00%) [2025-11-21T06:06:29.504462] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16686 tests [2025-11-21T06:06:29.504510] [INFO ] [CONFIGURE ] BCH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:06:29.504556] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:06:29.788709] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:30.062971] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:06:30.355909] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:30.634240] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:30.921672] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:31.199139] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:31.495625] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:06:31.785321] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:32.074520] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:32.354549] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:32.354802] [INFO ] [CONFIGURE ] BCH: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T06:06:32.354862] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16685 tests [2025-11-21T06:06:32.354917] [INFO ] [CONFIGURE ] BCH: Testing feature 6/29: add_failed_moves [2025-11-21T06:06:32.354956] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T06:06:32.595494] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:32.837348] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:33.082339] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:33.330630] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:33.576357] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:33.815889] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:34.059467] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:34.309075] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:34.559840] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:34.814918] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:34.815778] [INFO ] [CONFIGURE ] BCH: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:06:34.815846] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16684 tests [2025-11-21T06:06:34.816035] [INFO ] [CONFIGURE ] BCH: Testing feature 7/29: add_lag_shelf [2025-11-21T06:06:34.816091] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T06:06:35.049509] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:35.280546] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:35.520385] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:35.759377] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:35.994469] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:36.238003] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:36.484941] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:36.731664] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:36.970389] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:37.210061] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:37.210251] [INFO ] [CONFIGURE ] BCH: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:06:37.210300] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16683 tests [2025-11-21T06:06:37.210338] [INFO ] [CONFIGURE ] BCH: Testing feature 8/29: add_macd [2025-11-21T06:06:37.210375] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T06:06:37.553721] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:37.888716] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:38.218954] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:38.551727] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:06:38.889264] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:06:39.220238] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:39.559721] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:06:39.897358] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:06:40.245703] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:40.605393] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:40.605592] [INFO ] [CONFIGURE ] BCH: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:06:40.605690] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16682 tests [2025-11-21T06:06:40.605741] [INFO ] [CONFIGURE ] BCH: Testing feature 9/29: add_mfi [2025-11-21T06:06:40.605794] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T06:06:40.871103] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:06:41.138809] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:41.401987] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:41.667548] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:41.932185] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:42.195407] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:42.450408] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:42.721786] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:42.980742] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:43.243084] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:43.243312] [INFO ] [CONFIGURE ] BCH: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:06:43.243372] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16681 tests [2025-11-21T06:06:43.243487] [INFO ] [CONFIGURE ] BCH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:06:43.243532] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:06:43.584809] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:43.946381] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:44.315111] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:44.675402] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:45.033520] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:45.392065] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:45.755310] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:46.112378] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:46.465558] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:46.759071] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:46.759282] [INFO ] [CONFIGURE ] BCH: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:06:46.759357] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16680 tests [2025-11-21T06:06:46.759407] [INFO ] [CONFIGURE ] BCH: Testing feature 11/29: add_obv_daily [2025-11-21T06:06:46.759452] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T06:06:46.993385] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:06:47.252287] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:47.511397] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:47.782806] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:48.050185] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:48.321820] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:48.592314] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:48.860484] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:49.133723] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:49.407234] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:49.407502] [INFO ] [CONFIGURE ] BCH: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T06:06:49.407590] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16679 tests [2025-11-21T06:06:49.407661] [INFO ] [CONFIGURE ] BCH: Testing feature 12/29: add_obv_interval [2025-11-21T06:06:49.407712] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T06:06:49.663374] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:49.915829] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:50.166725] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:50.424865] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:50.691168] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:50.946777] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:51.202674] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:51.462108] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:51.719914] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:51.982832] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:51.983051] [INFO ] [CONFIGURE ] BCH: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:06:51.983115] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16678 tests [2025-11-21T06:06:51.983238] [INFO ] [CONFIGURE ] BCH: Testing feature 13/29: add_opening_strength [2025-11-21T06:06:51.983285] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:06:52.268354] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:06:52.553119] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:52.841505] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:53.129926] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:53.418215] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:06:53.710296] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:54.011363] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:54.310325] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:54.599727] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:54.897078] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:54.897300] [INFO ] [CONFIGURE ] BCH: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:06:54.897360] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16677 tests [2025-11-21T06:06:54.897433] [INFO ] [CONFIGURE ] BCH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:06:54.897492] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T06:06:55.170174] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:06:55.451108] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:55.758775] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:06:56.034875] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:56.310162] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:56.585700] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:56.860782] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:57.138558] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:57.408773] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:06:57.687153] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:06:57.687379] [INFO ] [CONFIGURE ] BCH: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:06:57.687456] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16676 tests [2025-11-21T06:06:57.687510] [INFO ] [CONFIGURE ] BCH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:06:57.687557] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T06:06:57.936995] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:06:58.187325] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:06:58.436063] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:06:58.687771] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:06:58.938723] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:06:59.195159] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:06:59.458967] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:06:59.714922] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:06:59.973210] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:00.241894] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:00.242113] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T06:07:00.242171] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16675 tests [2025-11-21T06:07:00.242221] [INFO ] [CONFIGURE ] BCH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:07:00.242269] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T06:07:01.244687] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:01.734676] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:02.008918] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:02.285109] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:02.560703] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:02.830612] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:03.106682] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:03.384691] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:03.662519] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:03.938680] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:03.938889] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:07:03.938950] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16674 tests [2025-11-21T06:07:03.939001] [INFO ] [CONFIGURE ] BCH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:07:03.939047] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T06:07:04.205229] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:04.467513] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:04.729111] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:04.990512] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:05.261364] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:05.537687] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:05.811701] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:06.087793] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:06.358131] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:06.633674] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:06.633939] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:07:06.634000] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16673 tests [2025-11-21T06:07:06.634051] [INFO ] [CONFIGURE ] BCH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:07:06.634095] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T06:07:06.884524] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:07.141518] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:07.393700] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:07.647661] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:07.899221] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:08.144422] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:08.398178] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:08.641169] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:08.919883] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:09.198527] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:09.198814] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:07:09.199041] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16672 tests [2025-11-21T06:07:09.199110] [INFO ] [CONFIGURE ] BCH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:07:09.199160] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T06:07:09.458014] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:09.701443] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:09.952978] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:10.198518] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:10.462090] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:10.720163] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:10.980875] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:11.239227] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:11.498936] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:11.751442] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:11.751672] [INFO ] [CONFIGURE ] BCH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:07:11.751789] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16671 tests [2025-11-21T06:07:11.751844] [INFO ] [CONFIGURE ] BCH: Testing feature 20/29: add_price_rejection [2025-11-21T06:07:11.751892] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T06:07:12.021442] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:12.295327] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:12.583267] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:12.867217] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:13.144931] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:13.447215] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:13.718781] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:13.971623] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:14.246255] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:14.511861] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:14.512072] [INFO ] [CONFIGURE ] BCH: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:07:14.512132] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16670 tests [2025-11-21T06:07:14.512182] [INFO ] [CONFIGURE ] BCH: Testing feature 21/29: add_range_position [2025-11-21T06:07:14.512225] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T06:07:14.793539] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:07:15.072855] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:15.356011] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:15.652972] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:15.939968] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:16.224493] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:16.507804] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:16.795287] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:07:17.078069] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:17.363878] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:17.364086] [INFO ] [CONFIGURE ] BCH: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:07:17.364147] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16669 tests [2025-11-21T06:07:17.364196] [INFO ] [CONFIGURE ] BCH: Testing feature 22/29: add_realized_volatility [2025-11-21T06:07:17.364240] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T06:07:17.739461] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:18.119675] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:18.492351] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:18.864136] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:19.245502] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:19.611189] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:19.978533] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:20.349597] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:20.725487] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:21.105502] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:21.105924] [INFO ] [CONFIGURE ] BCH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:07:21.106003] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16668 tests [2025-11-21T06:07:21.106060] [INFO ] [CONFIGURE ] BCH: Testing feature 23/29: add_recent_range_context [2025-11-21T06:07:21.106109] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T06:07:21.366096] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:21.632422] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:21.894238] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:22.154899] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:22.416898] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:22.678441] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:22.949274] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:23.218714] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:23.485079] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:23.761844] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:23.762046] [INFO ] [CONFIGURE ] BCH: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:07:23.762106] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16667 tests [2025-11-21T06:07:23.762155] [INFO ] [CONFIGURE ] BCH: Testing feature 24/29: add_rsi [2025-11-21T06:07:23.762202] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T06:07:24.071090] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:07:24.381568] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:24.705744] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:25.017173] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:25.321723] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:25.626436] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:25.918949] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:26.217291] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:26.526194] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:26.839980] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:26.840226] [INFO ] [CONFIGURE ] BCH: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:07:26.840287] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16666 tests [2025-11-21T06:07:26.840337] [INFO ] [CONFIGURE ] BCH: Testing feature 25/29: add_tick_distribution [2025-11-21T06:07:26.840382] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T06:07:27.086251] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:27.344474] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:27.605338] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:27.857979] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:28.114492] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:28.373240] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:28.627194] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:28.889889] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:29.153340] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:29.412698] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:29.412902] [INFO ] [CONFIGURE ] BCH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:07:29.412962] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16665 tests [2025-11-21T06:07:29.413013] [INFO ] [CONFIGURE ] BCH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:07:29.413059] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T06:07:29.667678] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:07:29.914016] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:30.159402] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:30.406279] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:30.656525] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:30.905853] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:31.154069] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:31.401039] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:31.649756] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:31.904876] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:31.905072] [INFO ] [CONFIGURE ] BCH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:07:31.905129] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16664 tests [2025-11-21T06:07:31.905176] [INFO ] [CONFIGURE ] BCH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:07:31.905221] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T06:07:32.179424] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:32.451373] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:32.729494] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:33.007616] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:33.276268] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:33.547949] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:33.824347] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:34.103480] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:34.370631] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:34.642031] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:34.642380] [INFO ] [CONFIGURE ] BCH: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:07:34.642473] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16663 tests [2025-11-21T06:07:34.642553] [INFO ] [CONFIGURE ] BCH: Testing feature 28/29: add_volume_profile [2025-11-21T06:07:34.642625] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T06:07:34.908904] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:35.171858] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:35.434823] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:07:35.700224] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:35.971497] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:07:36.233348] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:36.494346] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:07:36.755613] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:37.019106] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:37.290009] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:37.290210] [INFO ] [CONFIGURE ] BCH: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:07:37.290269] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16662 tests [2025-11-21T06:07:37.290319] [INFO ] [CONFIGURE ] BCH: Testing feature 29/29: add_vwap [2025-11-21T06:07:37.290365] [INFO ] [CONFIGURE ] BCH: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T06:07:37.554824] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:07:37.820997] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:07:38.083714] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:07:38.346363] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:38.608048] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:07:38.871955] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:39.140268] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:07:39.404694] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:39.674676] [DEBUG] [FORECASTER] BCH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:39.941141] [DEBUG] [FORECASTER] BCH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:07:39.941354] [INFO ] [CONFIGURE ] BCH: DISCARDED add_vwap (score: 50.00%) [2025-11-21T06:07:39.941424] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16661 tests [2025-11-21T06:07:39.941472] [INFO ] [CONFIGURE ] BCH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:07:39.941518] [INFO ] [CONFIGURE ] BCH: Best accuracy: 60.00% [2025-11-21T06:07:39.941561] [INFO ] [CONFIGURE ] BCH: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T06:07:39.941600] [INFO ] [CONFIGURE ] BCH: Improvement over baseline: 10.00% [2025-11-21T06:07:39.941659] [INFO ] [CONFIGURE ] BCH: Total time: 1.4 minutes [2025-11-21T06:07:39.941752] [INFO ] [CONFIGURE ] BCH: Average time per feature: 2.8 seconds [2025-11-21T06:07:39.941796] [INFO ] [CONFIGURE ] BCH: Average speed: 0.36 features/sec [2025-11-21T06:07:39.942284] [INFO ] [LOCAL ] Saved configuration for BCH: 1 features, 60.00% accuracy -> ./output/feature-sets/BCH.json [2025-11-21T06:07:39.942341] [INFO ] [CONFIGURE ] BCH: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T06:07:39.942392] [INFO ] [sig ] [150/723] Successfully configured BCH | 0.01 sym/s | Total: 3.6h | ETA: 13.6h [2025-11-21T06:07:39.942439] [INFO ] [sig ] [151/723] Configuring BCO... [2025-11-21T06:07:39.942480] [INFO ] [CONFIGURE ] BCO: Configurate test run. [2025-11-21T06:07:39.942520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-11-21T06:07:40.054073] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCO'. [2025-11-21T06:07:40.054660] [INFO ] [CONFIGURE ] BCO: Testing with 29 available features [2025-11-21T06:07:40.054734] [INFO ] [CONFIGURE ] BCO: Establishing baseline with no features... [2025-11-21T06:07:40.248248] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:07:40.437958] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:40.627708] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:07:40.831534] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:07:41.020619] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:07:41.212754] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:07:41.422855] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:07:41.631562] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:07:41.836678] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:42.042120] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:07:42.042504] [INFO ] [CONFIGURE ] BCO: Baseline score (no features): 80.00% [2025-11-21T06:07:42.042609] [INFO ] [CONFIGURE ] BCO: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:07:42.042712] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:07:42.285610] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:07:42.536379] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:07:42.789182] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:07:43.037181] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:43.277786] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:07:43.518662] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:07:43.757324] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:07:43.998785] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:07:44.254693] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:07:44.507212] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:07:44.507424] [INFO ] [CONFIGURE ] BCO: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:07:44.507476] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16660 tests [2025-11-21T06:07:44.507517] [INFO ] [CONFIGURE ] BCO: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:07:44.507620] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:07:44.758244] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:07:45.021352] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:07:45.270549] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:07:45.523312] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:07:45.780321] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:07:46.049736] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:07:46.307688] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:07:46.564205] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:07:46.815006] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:47.073701] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:07:47.074155] [INFO ] [CONFIGURE ] BCO: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T06:07:47.074282] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16659 tests [2025-11-21T06:07:47.074376] [INFO ] [CONFIGURE ] BCO: Testing feature 3/29: add_daily_returns [2025-11-21T06:07:47.074495] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_daily_returns'] [2025-11-21T06:07:47.287565] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:07:47.506672] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:07:47.726446] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:07:47.953953] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:07:48.174236] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:07:48.390259] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:07:48.608333] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:07:48.823579] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:07:49.043146] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:49.266533] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:07:49.266768] [INFO ] [CONFIGURE ] BCO: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T06:07:49.266851] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16658 tests [2025-11-21T06:07:49.266931] [INFO ] [CONFIGURE ] BCO: Testing feature 4/29: add_ema [2025-11-21T06:07:49.266981] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_ema'] [2025-11-21T06:07:49.537459] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:07:49.784199] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:07:50.033634] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:07:50.284575] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:07:50.540581] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:07:50.790154] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:07:51.061309] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:07:51.325277] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:07:51.583021] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:51.833370] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:07:51.834183] [INFO ] [CONFIGURE ] BCO: DISCARDED add_ema (score: 40.00%) [2025-11-21T06:07:51.834291] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16657 tests [2025-11-21T06:07:51.834380] [INFO ] [CONFIGURE ] BCO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:07:51.834458] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:07:52.094046] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:07:52.354988] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:07:52.612959] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:07:52.876100] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:07:53.135687] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:07:53.391497] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:07:53.641076] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:07:53.899770] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:07:54.157348] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:54.422120] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:07:54.422378] [INFO ] [CONFIGURE ] BCO: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:07:54.422438] [INFO ] [CONFIGURE ] JOB ETA: 13.5h | Avg: 2.9s/test | Remaining: 16656 tests [2025-11-21T06:07:54.422492] [INFO ] [CONFIGURE ] BCO: Testing feature 6/29: add_failed_moves [2025-11-21T06:07:54.422532] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_failed_moves'] [2025-11-21T06:07:54.630999] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:07:54.858519] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:55.086546] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:07:55.311403] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:07:55.532524] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:07:55.741467] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:07:55.955259] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:07:56.161119] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:07:56.373371] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:56.580122] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:07:56.580452] [INFO ] [CONFIGURE ] BCO: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T06:07:56.580552] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16655 tests [2025-11-21T06:07:56.580637] [INFO ] [CONFIGURE ] BCO: Testing feature 7/29: add_lag_shelf [2025-11-21T06:07:56.580737] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_lag_shelf'] [2025-11-21T06:07:56.774734] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:07:56.966684] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:57.160202] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:07:57.349334] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:07:57.546390] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:07:57.745352] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:07:57.946720] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:07:58.146123] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:07:58.350292] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:07:58.550976] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:07:58.551335] [INFO ] [CONFIGURE ] BCO: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:07:58.551435] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16654 tests [2025-11-21T06:07:58.551523] [INFO ] [CONFIGURE ] BCO: Testing feature 8/29: add_macd [2025-11-21T06:07:58.551601] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T06:07:58.845660] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:07:59.142060] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:07:59.437285] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:07:59.727315] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:00.029901] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:00.332444] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:00.630449] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:01.683109] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:01.994669] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:02.293357] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:02.293574] [INFO ] [CONFIGURE ] BCO: DISCARDED add_macd (score: 80.00%) [2025-11-21T06:08:02.293635] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16653 tests [2025-11-21T06:08:02.293709] [INFO ] [CONFIGURE ] BCO: Testing feature 9/29: add_mfi [2025-11-21T06:08:02.293756] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_mfi'] [2025-11-21T06:08:02.503947] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:02.714186] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:02.920879] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:03.133127] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:03.337479] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:03.557885] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:03.767858] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:03.977310] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:08:04.195242] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:04.402702] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:04.403135] [INFO ] [CONFIGURE ] BCO: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:08:04.403245] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16652 tests [2025-11-21T06:08:04.403331] [INFO ] [CONFIGURE ] BCO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:08:04.403474] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:08:04.699499] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:05.011117] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:05.346320] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:05.756943] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:06.126702] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:06.455716] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:06.767732] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:08:07.073617] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:08:07.395916] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:07.709402] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:07.709634] [INFO ] [CONFIGURE ] BCO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:08:07.709716] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16651 tests [2025-11-21T06:08:07.709773] [INFO ] [CONFIGURE ] BCO: Testing feature 11/29: add_obv_daily [2025-11-21T06:08:07.709819] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily'] [2025-11-21T06:08:07.942896] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:08.152246] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:08.366487] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:08:08.589913] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:08.801748] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:09.033303] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:08:09.279900] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:09.507753] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:09.726966] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:09.960502] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:09.960727] [INFO ] [CONFIGURE ] BCO: KEPT add_obv_daily (score: 90.00%) [2025-11-21T06:08:09.960815] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16650 tests [2025-11-21T06:08:09.960879] [INFO ] [CONFIGURE ] BCO: Testing feature 12/29: add_obv_interval [2025-11-21T06:08:09.960940] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T06:08:10.206798] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:10.459883] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:10.699887] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:10.956144] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:11.208775] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:11.455773] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:11.703249] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:11.955174] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:12.191174] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:12.441351] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:12.441589] [INFO ] [CONFIGURE ] BCO: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T06:08:12.441816] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16649 tests [2025-11-21T06:08:12.441979] [INFO ] [CONFIGURE ] BCO: Testing feature 13/29: add_opening_strength [2025-11-21T06:08:12.442035] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:08:12.711289] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:12.981853] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:13.252999] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:13.527610] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:13.802533] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:14.074605] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:14.355796] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:14.635899] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:14.924090] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:15.207725] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:15.207970] [INFO ] [CONFIGURE ] BCO: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T06:08:15.208034] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16648 tests [2025-11-21T06:08:15.208085] [INFO ] [CONFIGURE ] BCO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:08:15.208140] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T06:08:15.468069] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:15.728216] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:15.978526] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:16.224840] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:16.481620] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:16.734063] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:16.983342] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:17.233527] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:17.484777] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:08:17.737794] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:08:17.737998] [INFO ] [CONFIGURE ] BCO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:08:17.738057] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16647 tests [2025-11-21T06:08:17.738104] [INFO ] [CONFIGURE ] BCO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:08:17.738149] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T06:08:17.960322] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:18.190453] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:18.419143] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:18.646919] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:18.886283] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:19.122527] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:19.360782] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:19.604489] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:08:19.847624] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:20.085049] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:20.085255] [INFO ] [CONFIGURE ] BCO: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:08:20.085304] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16646 tests [2025-11-21T06:08:20.085343] [INFO ] [CONFIGURE ] BCO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:08:20.085380] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T06:08:20.341146] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:20.591882] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:20.845152] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:21.101464] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:21.353555] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:21.623459] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:21.886928] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:22.147425] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:22.414968] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:08:22.682278] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:22.682678] [INFO ] [CONFIGURE ] BCO: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T06:08:22.682788] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16645 tests [2025-11-21T06:08:22.682877] [INFO ] [CONFIGURE ] BCO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:08:22.682955] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T06:08:22.924524] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:23.169965] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:23.406848] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:23.671658] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:23.938737] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:24.205119] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:24.465443] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:24.726075] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:24.989278] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:25.251575] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:25.251872] [INFO ] [CONFIGURE ] BCO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:08:25.251937] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16644 tests [2025-11-21T06:08:25.251987] [INFO ] [CONFIGURE ] BCO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:08:25.252032] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T06:08:25.515049] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:25.746461] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:25.979159] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:26.209753] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:26.438692] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:26.661582] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:26.887468] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:27.113665] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:27.348601] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:27.577174] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:27.577376] [INFO ] [CONFIGURE ] BCO: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:08:27.577426] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16643 tests [2025-11-21T06:08:27.577467] [INFO ] [CONFIGURE ] BCO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:08:27.577503] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T06:08:27.804618] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:28.025125] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:28.252660] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:28.486797] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:28.714599] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:28.934901] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:08:29.155291] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:29.373974] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:29.612311] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:08:29.852740] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:29.853156] [INFO ] [CONFIGURE ] BCO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:08:29.853287] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16642 tests [2025-11-21T06:08:29.853377] [INFO ] [CONFIGURE ] BCO: Testing feature 20/29: add_price_rejection [2025-11-21T06:08:29.853502] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_price_rejection'] [2025-11-21T06:08:30.094146] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:30.340372] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:30.581099] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:30.824758] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:31.074766] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:31.317435] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:08:31.560257] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:31.808582] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:32.049515] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:32.288052] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:32.288245] [INFO ] [CONFIGURE ] BCO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:08:32.288292] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16641 tests [2025-11-21T06:08:32.288331] [INFO ] [CONFIGURE ] BCO: Testing feature 21/29: add_range_position [2025-11-21T06:08:32.288367] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_range_position'] [2025-11-21T06:08:32.545363] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:32.810117] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:33.078141] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:33.339066] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:33.597840] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:33.857574] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:08:34.115924] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:34.378751] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:34.649881] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:08:34.916927] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:34.917139] [INFO ] [CONFIGURE ] BCO: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:08:34.917198] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16640 tests [2025-11-21T06:08:34.917281] [INFO ] [CONFIGURE ] BCO: Testing feature 22/29: add_realized_volatility [2025-11-21T06:08:34.917338] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_realized_volatility'] [2025-11-21T06:08:35.265228] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:35.627767] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:35.997533] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:36.354141] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:36.711435] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:37.075071] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:37.423425] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:37.765780] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:38.111615] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:38.479226] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:38.479497] [INFO ] [CONFIGURE ] BCO: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T06:08:38.479562] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16639 tests [2025-11-21T06:08:38.479614] [INFO ] [CONFIGURE ] BCO: Testing feature 23/29: add_recent_range_context [2025-11-21T06:08:38.479706] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_recent_range_context'] [2025-11-21T06:08:38.747208] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:39.008933] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:39.283471] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:39.523484] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:39.766130] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:40.014308] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:40.261214] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:40.521626] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:40.759725] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:41.016474] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:41.016688] [INFO ] [CONFIGURE ] BCO: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T06:08:41.016771] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16638 tests [2025-11-21T06:08:41.016822] [INFO ] [CONFIGURE ] BCO: Testing feature 24/29: add_rsi [2025-11-21T06:08:41.016885] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T06:08:41.329002] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:41.624836] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:41.914614] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:42.202259] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:42.498795] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:42.789350] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:43.084589] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:43.375211] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:43.677855] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:43.982075] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:43.982302] [INFO ] [CONFIGURE ] BCO: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:08:43.982381] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16637 tests [2025-11-21T06:08:43.982432] [INFO ] [CONFIGURE ] BCO: Testing feature 25/29: add_tick_distribution [2025-11-21T06:08:43.982480] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_tick_distribution'] [2025-11-21T06:08:44.238326] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:44.487275] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:44.734440] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:44.983195] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:45.236506] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:45.494553] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:45.745501] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:45.997168] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:46.253147] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:46.506552] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:46.506888] [INFO ] [CONFIGURE ] BCO: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T06:08:46.507214] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16636 tests [2025-11-21T06:08:46.507311] [INFO ] [CONFIGURE ] BCO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:08:46.507391] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T06:08:46.763530] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:46.998170] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:47.244229] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:47.480184] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:47.735558] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:47.989435] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:48.234440] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:48.477819] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:48.714499] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:08:48.954389] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:48.954591] [INFO ] [CONFIGURE ] BCO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:08:48.954639] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16635 tests [2025-11-21T06:08:48.954745] [INFO ] [CONFIGURE ] BCO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:08:48.954804] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T06:08:49.215136] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:08:49.477933] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:49.750639] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:50.019471] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:50.285719] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:50.553627] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:50.825635] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:51.093556] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:08:51.350613] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:08:51.615386] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:51.615575] [INFO ] [CONFIGURE ] BCO: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:08:51.615638] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16634 tests [2025-11-21T06:08:51.615716] [INFO ] [CONFIGURE ] BCO: Testing feature 28/29: add_volume_profile [2025-11-21T06:08:51.615771] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_volume_profile'] [2025-11-21T06:08:51.878344] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:52.146711] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:52.424885] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:52.708436] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:53.056253] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:53.356796] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:08:53.640798] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:53.897779] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:08:54.157669] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:54.403041] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:54.403225] [INFO ] [CONFIGURE ] BCO: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:08:54.403273] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16633 tests [2025-11-21T06:08:54.403311] [INFO ] [CONFIGURE ] BCO: Testing feature 29/29: add_vwap [2025-11-21T06:08:54.403346] [INFO ] [CONFIGURE ] BCO: Testing with features: ['add_obv_daily', 'add_vwap'] [2025-11-21T06:08:54.654103] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:08:54.923713] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:55.177404] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:08:55.432851] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:08:55.698348] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:08:55.972628] [DEBUG] [FORECASTER] BCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:08:56.253450] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:56.522455] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:08:56.781185] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:08:57.040823] [DEBUG] [FORECASTER] BCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:57.041021] [INFO ] [CONFIGURE ] BCO: DISCARDED add_vwap (score: 60.00%) [2025-11-21T06:08:57.041077] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16632 tests [2025-11-21T06:08:57.041118] [INFO ] [CONFIGURE ] BCO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:08:57.041152] [INFO ] [CONFIGURE ] BCO: Best accuracy: 90.00% [2025-11-21T06:08:57.041192] [INFO ] [CONFIGURE ] BCO: Best feature set (1 features): ['add_obv_daily'] [2025-11-21T06:08:57.041227] [INFO ] [CONFIGURE ] BCO: Improvement over baseline: 10.00% [2025-11-21T06:08:57.041258] [INFO ] [CONFIGURE ] BCO: Total time: 1.2 minutes [2025-11-21T06:08:57.041289] [INFO ] [CONFIGURE ] BCO: Average time per feature: 2.6 seconds [2025-11-21T06:08:57.041320] [INFO ] [CONFIGURE ] BCO: Average speed: 0.39 features/sec [2025-11-21T06:08:57.042047] [INFO ] [LOCAL ] Saved configuration for BCO: 1 features, 90.00% accuracy -> ./output/feature-sets/BCO.json [2025-11-21T06:08:57.042110] [INFO ] [CONFIGURE ] BCO: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T06:08:57.042166] [INFO ] [sig ] [151/723] Successfully configured BCO | 0.01 sym/s | Total: 3.6h | ETA: 13.6h [2025-11-21T06:08:57.042210] [INFO ] [sig ] [152/723] Configuring BCX... [2025-11-21T06:08:57.042253] [INFO ] [CONFIGURE ] BCX: Configurate test run. [2025-11-21T06:08:57.042293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-11-21T06:08:57.126998] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCX'. [2025-11-21T06:08:57.127613] [INFO ] [CONFIGURE ] BCX: Testing with 29 available features [2025-11-21T06:08:57.127701] [INFO ] [CONFIGURE ] BCX: Establishing baseline with no features... [2025-11-21T06:08:57.356468] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:08:57.576664] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:08:57.789870] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:08:58.014671] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:08:58.232175] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:08:58.447736] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:08:58.654430] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:08:58.862993] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:08:59.075607] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:08:59.287172] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:08:59.287536] [INFO ] [CONFIGURE ] BCX: Baseline score (no features): 50.00% [2025-11-21T06:08:59.287681] [INFO ] [CONFIGURE ] BCX: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:08:59.287766] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:08:59.529639] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:08:59.763395] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:08:59.999232] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:09:00.245297] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:00.480858] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:01.433293] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:01.670493] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:01.988661] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:09:02.226816] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:02.476496] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:02.476728] [INFO ] [CONFIGURE ] BCX: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T06:09:02.476835] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16631 tests [2025-11-21T06:09:02.477099] [INFO ] [CONFIGURE ] BCX: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:09:02.477185] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:09:02.750991] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:03.009591] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:03.267438] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:03.545548] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:03.813082] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:04.085351] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:04.362144] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:04.634991] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:04.922273] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:05.182985] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:05.183202] [INFO ] [CONFIGURE ] BCX: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T06:09:05.183258] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16630 tests [2025-11-21T06:09:05.183305] [INFO ] [CONFIGURE ] BCX: Testing feature 3/29: add_daily_returns [2025-11-21T06:09:05.183355] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:09:05.452093] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:05.723407] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:05.995590] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:06.268219] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:06.533254] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:06.800666] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:07.066191] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:09:07.347755] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:07.638537] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:07.933903] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:07.934116] [INFO ] [CONFIGURE ] BCX: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T06:09:07.934173] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16629 tests [2025-11-21T06:09:07.934220] [INFO ] [CONFIGURE ] BCX: Testing feature 4/29: add_ema [2025-11-21T06:09:07.934264] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T06:09:08.232098] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:08.543707] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:08.864206] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:09.173603] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:09.480034] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:09.789932] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:10.099364] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:10.404350] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:10.721055] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:09:11.053298] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:11.053595] [INFO ] [CONFIGURE ] BCX: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:09:11.053694] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16628 tests [2025-11-21T06:09:11.053762] [INFO ] [CONFIGURE ] BCX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:09:11.053816] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:09:11.373264] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:11.699771] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:09:12.046482] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:12.376106] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:12.739509] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:13.074123] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:13.374195] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:13.683700] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:14.023797] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:09:14.355418] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:14.355671] [INFO ] [CONFIGURE ] BCX: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T06:09:14.355736] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16627 tests [2025-11-21T06:09:14.355790] [INFO ] [CONFIGURE ] BCX: Testing feature 6/29: add_failed_moves [2025-11-21T06:09:14.355834] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T06:09:14.641461] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:14.931739] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:15.217545] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:15.507899] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:15.809117] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:16.107846] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:16.399716] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:16.693775] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:16.989985] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:17.280453] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:17.280735] [INFO ] [CONFIGURE ] BCX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:09:17.280800] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16626 tests [2025-11-21T06:09:17.280851] [INFO ] [CONFIGURE ] BCX: Testing feature 7/29: add_lag_shelf [2025-11-21T06:09:17.280896] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T06:09:17.567391] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:17.859415] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:18.144476] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:18.429810] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:18.717566] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:19.003560] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:19.292241] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:19.580224] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:19.865908] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:09:20.152122] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:20.152380] [INFO ] [CONFIGURE ] BCX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:09:20.152441] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16625 tests [2025-11-21T06:09:20.152491] [INFO ] [CONFIGURE ] BCX: Testing feature 8/29: add_macd [2025-11-21T06:09:20.152538] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T06:09:20.547157] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:20.946170] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:09:21.345395] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:21.739591] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:22.160659] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:09:22.547921] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:22.941268] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:23.330782] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:23.746757] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:24.152973] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:24.153268] [INFO ] [CONFIGURE ] BCX: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:09:24.153333] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16624 tests [2025-11-21T06:09:24.153385] [INFO ] [CONFIGURE ] BCX: Testing feature 9/29: add_mfi [2025-11-21T06:09:24.153433] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T06:09:24.443626] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:24.734521] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:25.035639] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:25.328871] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:25.640668] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:25.944244] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:26.238266] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:26.528090] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:26.824265] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:27.114099] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:27.114317] [INFO ] [CONFIGURE ] BCX: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:09:27.114378] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16623 tests [2025-11-21T06:09:27.114427] [INFO ] [CONFIGURE ] BCX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:09:27.114471] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:09:27.504827] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:27.884770] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:28.257061] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:28.621630] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:28.982313] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:29.333694] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:29.723817] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:30.115091] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:30.522490] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:30.923937] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:30.924145] [INFO ] [CONFIGURE ] BCX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:09:30.924206] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16622 tests [2025-11-21T06:09:30.924256] [INFO ] [CONFIGURE ] BCX: Testing feature 11/29: add_obv_daily [2025-11-21T06:09:30.924300] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T06:09:31.252625] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:31.556342] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:31.863324] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:32.178591] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:32.488912] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:32.793213] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:33.110805] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:33.421951] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:33.744773] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:09:34.077625] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:34.077909] [INFO ] [CONFIGURE ] BCX: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T06:09:34.078001] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16621 tests [2025-11-21T06:09:34.078067] [INFO ] [CONFIGURE ] BCX: Testing feature 12/29: add_obv_interval [2025-11-21T06:09:34.078118] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T06:09:34.381418] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:34.673072] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:34.969521] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:35.262362] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:35.565359] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:35.859755] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:36.168246] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:36.463150] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:36.760517] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:37.056244] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:37.056594] [INFO ] [CONFIGURE ] BCX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:09:37.056702] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16620 tests [2025-11-21T06:09:37.056758] [INFO ] [CONFIGURE ] BCX: Testing feature 13/29: add_opening_strength [2025-11-21T06:09:37.056806] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:09:37.386580] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:37.709702] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:09:38.036993] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:38.373720] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:38.714061] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:39.068350] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:39.397127] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:39.721017] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:40.043237] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:40.391970] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:40.392460] [INFO ] [CONFIGURE ] BCX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:09:40.392553] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16619 tests [2025-11-21T06:09:40.392623] [INFO ] [CONFIGURE ] BCX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:09:40.392715] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T06:09:40.698491] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:41.001443] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:41.286458] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:41.574279] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:41.848589] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:42.116806] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:42.416172] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:42.718782] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:09:43.012339] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:43.309695] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:43.309909] [INFO ] [CONFIGURE ] BCX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:09:43.309970] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16618 tests [2025-11-21T06:09:43.310019] [INFO ] [CONFIGURE ] BCX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:09:43.310061] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T06:09:43.588548] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:43.875786] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:44.178001] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:44.468042] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:44.764045] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:45.053922] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:45.340815] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:45.637228] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:45.942575] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:46.239133] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:46.239369] [INFO ] [CONFIGURE ] BCX: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:09:46.239431] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16617 tests [2025-11-21T06:09:46.239479] [INFO ] [CONFIGURE ] BCX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:09:46.239527] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T06:09:46.552470] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:46.861042] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:47.175873] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:09:47.483888] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:47.814277] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:48.132012] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:48.444896] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:48.763584] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:49.084162] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:09:49.406189] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:49.406446] [INFO ] [CONFIGURE ] BCX: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:09:49.406509] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16616 tests [2025-11-21T06:09:49.406559] [INFO ] [CONFIGURE ] BCX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:09:49.406606] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T06:09:49.695044] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:49.986706] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:50.282147] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:50.581711] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:50.878257] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:51.182426] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:51.480177] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:51.784336] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:52.083178] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:52.380458] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:52.380674] [INFO ] [CONFIGURE ] BCX: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:09:52.380742] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16615 tests [2025-11-21T06:09:52.380825] [INFO ] [CONFIGURE ] BCX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:09:52.380874] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T06:09:52.656481] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:52.936680] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:53.224191] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:53.501145] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:53.805040] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:54.098699] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:54.399454] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:54.689119] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:54.973112] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:55.269538] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:55.269770] [INFO ] [CONFIGURE ] BCX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:09:55.269832] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16614 tests [2025-11-21T06:09:55.269881] [INFO ] [CONFIGURE ] BCX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:09:55.269927] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T06:09:55.553117] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:55.837661] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:56.142606] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:56.420663] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:09:56.688626] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:56.966819] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:09:57.227033] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:09:57.486137] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:09:57.755860] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:09:58.027256] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:09:58.027449] [INFO ] [CONFIGURE ] BCX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:09:58.027512] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16613 tests [2025-11-21T06:09:58.027565] [INFO ] [CONFIGURE ] BCX: Testing feature 20/29: add_price_rejection [2025-11-21T06:09:58.027615] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T06:09:58.319252] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:09:58.609274] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:09:58.897243] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:09:59.191963] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:09:59.476954] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:09:59.771453] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:00.071975] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:00.358710] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:00.633679] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:10:01.913842] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:01.914096] [INFO ] [CONFIGURE ] BCX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:10:01.914159] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16612 tests [2025-11-21T06:10:01.914210] [INFO ] [CONFIGURE ] BCX: Testing feature 21/29: add_range_position [2025-11-21T06:10:01.914256] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T06:10:02.358371] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:02.632386] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:10:02.936109] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:03.283263] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:10:03.634152] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:10:03.981491] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:04.318090] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:04.666109] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:04.998546] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:10:05.346473] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:05.346764] [INFO ] [CONFIGURE ] BCX: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:10:05.346833] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16611 tests [2025-11-21T06:10:05.346915] [INFO ] [CONFIGURE ] BCX: Testing feature 22/29: add_realized_volatility [2025-11-21T06:10:05.346964] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T06:10:05.766170] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:06.190249] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:10:06.607177] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:07.023568] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:10:07.436584] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:10:07.823340] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:08.198101] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:08.588521] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:09.005409] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:10:09.393600] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:09.394107] [INFO ] [CONFIGURE ] BCX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:10:09.394197] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16610 tests [2025-11-21T06:10:09.394254] [INFO ] [CONFIGURE ] BCX: Testing feature 23/29: add_recent_range_context [2025-11-21T06:10:09.394321] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T06:10:09.666778] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:09.941441] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:10:10.214388] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:10.504304] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:10.784317] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:10:11.102766] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:11.418573] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:11.730371] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:12.037748] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:10:12.355535] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:12.355788] [INFO ] [CONFIGURE ] BCX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:10:12.355852] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16609 tests [2025-11-21T06:10:12.355987] [INFO ] [CONFIGURE ] BCX: Testing feature 24/29: add_rsi [2025-11-21T06:10:12.356039] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T06:10:12.720556] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:13.080005] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:13.439214] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:13.809120] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:14.177400] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:10:14.542865] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:14.917631] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:15.280539] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:15.674020] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:10:16.038014] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:16.038234] [INFO ] [CONFIGURE ] BCX: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:10:16.038294] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16608 tests [2025-11-21T06:10:16.038344] [INFO ] [CONFIGURE ] BCX: Testing feature 25/29: add_tick_distribution [2025-11-21T06:10:16.038392] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T06:10:16.334087] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:16.614070] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:10:16.890123] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:17.172795] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:17.465988] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:10:17.746502] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:18.039159] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:18.323722] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:18.614055] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:10:18.893893] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:18.894107] [INFO ] [CONFIGURE ] BCX: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:10:18.894166] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16607 tests [2025-11-21T06:10:18.894212] [INFO ] [CONFIGURE ] BCX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:10:18.894258] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T06:10:19.168138] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:19.434590] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:10:19.707258] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:19.978826] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:10:20.243856] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:10:20.499280] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:20.758912] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:21.024080] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:21.302319] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:10:21.581778] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:21.582052] [INFO ] [CONFIGURE ] BCX: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:10:21.582139] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16606 tests [2025-11-21T06:10:21.582231] [INFO ] [CONFIGURE ] BCX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:10:21.582489] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T06:10:21.905557] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:22.220552] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:10:22.572847] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:22.903688] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:10:23.254885] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:10:23.607637] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:23.916126] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:24.207317] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:24.494127] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:10:24.827857] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:24.828132] [INFO ] [CONFIGURE ] BCX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:10:24.828196] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16605 tests [2025-11-21T06:10:24.828247] [INFO ] [CONFIGURE ] BCX: Testing feature 28/29: add_volume_profile [2025-11-21T06:10:24.828286] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T06:10:25.122018] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:25.416327] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:10:25.705133] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:26.011010] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:26.334615] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:10:26.641133] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:26.949352] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:27.259188] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:27.582035] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:10:27.891315] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:27.891575] [INFO ] [CONFIGURE ] BCX: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:10:27.891637] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16604 tests [2025-11-21T06:10:27.891713] [INFO ] [CONFIGURE ] BCX: Testing feature 29/29: add_vwap [2025-11-21T06:10:27.891763] [INFO ] [CONFIGURE ] BCX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T06:10:28.207334] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:10:28.529942] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:10:28.843995] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:10:29.175506] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:29.494639] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:10:29.825316] [DEBUG] [FORECASTER] BCX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:30.138268] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:30.456148] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:30.780872] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:10:31.099181] [DEBUG] [FORECASTER] BCX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:10:31.099423] [INFO ] [CONFIGURE ] BCX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T06:10:31.099482] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16603 tests [2025-11-21T06:10:31.099531] [INFO ] [CONFIGURE ] BCX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:10:31.099574] [INFO ] [CONFIGURE ] BCX: Best accuracy: 70.00% [2025-11-21T06:10:31.099613] [INFO ] [CONFIGURE ] BCX: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:10:31.099673] [INFO ] [CONFIGURE ] BCX: Improvement over baseline: 20.00% [2025-11-21T06:10:31.099711] [INFO ] [CONFIGURE ] BCX: Total time: 1.5 minutes [2025-11-21T06:10:31.099749] [INFO ] [CONFIGURE ] BCX: Average time per feature: 3.2 seconds [2025-11-21T06:10:31.099788] [INFO ] [CONFIGURE ] BCX: Average speed: 0.32 features/sec [2025-11-21T06:10:31.100346] [INFO ] [LOCAL ] Saved configuration for BCX: 2 features, 70.00% accuracy -> ./output/feature-sets/BCX.json [2025-11-21T06:10:31.100406] [INFO ] [CONFIGURE ] BCX: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T06:10:31.100456] [INFO ] [sig ] [152/723] Successfully configured BCX | 0.01 sym/s | Total: 3.6h | ETA: 13.6h [2025-11-21T06:10:31.100502] [INFO ] [sig ] [153/723] Configuring BDC... [2025-11-21T06:10:31.100543] [INFO ] [CONFIGURE ] BDC: Configurate test run. [2025-11-21T06:10:31.100580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-11-21T06:10:31.209795] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BDC'. [2025-11-21T06:10:31.210425] [INFO ] [CONFIGURE ] BDC: Testing with 29 available features [2025-11-21T06:10:31.210496] [INFO ] [CONFIGURE ] BDC: Establishing baseline with no features... [2025-11-21T06:10:31.415920] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:10:31.619116] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:31.816314] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:32.020520] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:32.218565] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:10:32.418094] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:32.620162] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:32.823832] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:10:33.028739] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:33.238354] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:33.238566] [INFO ] [CONFIGURE ] BDC: Baseline score (no features): 50.00% [2025-11-21T06:10:33.238617] [INFO ] [CONFIGURE ] BDC: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:10:33.238678] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:10:33.475172] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:10:33.708387] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:33.941880] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:34.185679] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:34.429868] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:10:34.670298] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:34.915125] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:10:35.151479] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:10:35.392424] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:35.632766] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:35.633208] [INFO ] [CONFIGURE ] BDC: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T06:10:35.633320] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16602 tests [2025-11-21T06:10:35.633407] [INFO ] [CONFIGURE ] BDC: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:10:35.633506] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:10:35.868535] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:10:36.132386] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:36.393785] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:10:36.641744] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:36.873864] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:10:37.110578] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:37.350950] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:37.595262] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:10:37.834436] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:38.090527] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:38.091185] [INFO ] [CONFIGURE ] BDC: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:10:38.091237] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16601 tests [2025-11-21T06:10:38.091275] [INFO ] [CONFIGURE ] BDC: Testing feature 3/29: add_daily_returns [2025-11-21T06:10:38.091309] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns'] [2025-11-21T06:10:38.300917] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:10:38.513993] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:38.719909] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:38.929583] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:10:39.143064] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:10:39.354746] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:39.568613] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:39.768408] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:10:39.983494] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:40.196783] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:40.197332] [INFO ] [CONFIGURE ] BDC: KEPT add_daily_returns (score: 60.00%) [2025-11-21T06:10:40.197445] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16600 tests [2025-11-21T06:10:40.197564] [INFO ] [CONFIGURE ] BDC: Testing feature 4/29: add_ema [2025-11-21T06:10:40.197665] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T06:10:40.463331] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:10:40.738168] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:41.007198] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:41.291456] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:41.561899] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:10:41.852794] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:42.119228] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:42.385781] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:42.664475] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:42.937925] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:42.938114] [INFO ] [CONFIGURE ] BDC: KEPT add_ema (score: 70.00%) [2025-11-21T06:10:42.938163] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16599 tests [2025-11-21T06:10:42.938201] [INFO ] [CONFIGURE ] BDC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:10:42.938236] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:10:43.238680] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:10:43.541478] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:43.838925] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:44.152638] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:44.462237] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:10:44.766294] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:10:45.071487] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:45.373015] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:10:45.679862] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:45.977696] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:45.977891] [INFO ] [CONFIGURE ] BDC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T06:10:45.978059] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16598 tests [2025-11-21T06:10:45.978111] [INFO ] [CONFIGURE ] BDC: Testing feature 6/29: add_failed_moves [2025-11-21T06:10:45.978155] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T06:10:46.257236] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:10:46.517511] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:46.780553] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:47.052255] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:47.324914] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:10:47.588149] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:47.857519] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:48.138776] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:10:48.406077] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:48.709618] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:48.709882] [INFO ] [CONFIGURE ] BDC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:10:48.709946] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16597 tests [2025-11-21T06:10:48.709995] [INFO ] [CONFIGURE ] BDC: Testing feature 7/29: add_lag_shelf [2025-11-21T06:10:48.710033] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T06:10:49.044865] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:10:49.357684] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:49.654845] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:49.887153] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:50.120577] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:10:50.348734] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:50.572838] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:50.799774] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:10:51.028146] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:51.269506] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:51.269719] [INFO ] [CONFIGURE ] BDC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:10:51.269796] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16596 tests [2025-11-21T06:10:51.269859] [INFO ] [CONFIGURE ] BDC: Testing feature 8/29: add_macd [2025-11-21T06:10:51.269910] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T06:10:51.591569] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:10:51.910026] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:52.223853] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:52.542132] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:52.869370] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:10:53.204369] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:53.526584] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:53.847307] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:10:54.190008] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:54.512025] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:54.512217] [INFO ] [CONFIGURE ] BDC: DISCARDED add_macd (score: 50.00%) [2025-11-21T06:10:54.512275] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16595 tests [2025-11-21T06:10:54.512314] [INFO ] [CONFIGURE ] BDC: Testing feature 9/29: add_mfi [2025-11-21T06:10:54.512358] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T06:10:54.749373] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:10:54.987360] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:55.238099] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:55.476031] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:55.729813] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:10:55.985240] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:56.238064] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:56.498323] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:10:56.751092] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:10:56.990825] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:10:56.991024] [INFO ] [CONFIGURE ] BDC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:10:56.991085] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16594 tests [2025-11-21T06:10:56.991136] [INFO ] [CONFIGURE ] BDC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:10:56.991184] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:10:57.313407] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:10:57.658547] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:10:57.996872] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:10:58.351550] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:10:58.681260] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:10:59.027968] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:10:59.383144] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:10:59.743186] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:00.108501] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:01.100512] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:01.100717] [INFO ] [CONFIGURE ] BDC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:11:01.100777] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16593 tests [2025-11-21T06:11:01.100824] [INFO ] [CONFIGURE ] BDC: Testing feature 11/29: add_obv_daily [2025-11-21T06:11:01.100867] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-21T06:11:01.422158] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:01.675855] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:01.921827] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:02.169527] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:02.410144] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:02.658500] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:02.902508] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:03.144856] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:03.389199] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:03.644361] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:03.644587] [INFO ] [CONFIGURE ] BDC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:11:03.644667] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16592 tests [2025-11-21T06:11:03.644726] [INFO ] [CONFIGURE ] BDC: Testing feature 12/29: add_obv_interval [2025-11-21T06:11:03.644772] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-21T06:11:03.891028] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:04.148280] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:04.394570] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:04.635846] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:04.877918] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:05.132858] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:05.379592] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:05.634687] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:05.880177] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:06.126549] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:06.126768] [INFO ] [CONFIGURE ] BDC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:11:06.126991] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16591 tests [2025-11-21T06:11:06.127135] [INFO ] [CONFIGURE ] BDC: Testing feature 13/29: add_opening_strength [2025-11-21T06:11:06.127186] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-21T06:11:06.392212] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:06.643840] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:06.896938] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:07.161238] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:07.416787] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:07.672100] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:07.941849] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:08.207557] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:08.470576] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:08.726367] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:08.726542] [INFO ] [CONFIGURE ] BDC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:11:08.726600] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16590 tests [2025-11-21T06:11:08.726666] [INFO ] [CONFIGURE ] BDC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:11:08.726716] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T06:11:08.991287] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:09.252178] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:09.509437] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:11:09.765584] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:10.030809] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:10.291055] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:11:10.553577] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:10.807903] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:11.057984] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:11.313177] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:11.313327] [INFO ] [CONFIGURE ] BDC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T06:11:11.313386] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16589 tests [2025-11-21T06:11:11.313461] [INFO ] [CONFIGURE ] BDC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:11:11.313525] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T06:11:11.535850] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:11.756083] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:11.980870] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:12.200072] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:12.415946] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:12.634396] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:11:12.854006] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:11:13.075299] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:13.294012] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:13.533392] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:13.533598] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T06:11:13.533667] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16588 tests [2025-11-21T06:11:13.533744] [INFO ] [CONFIGURE ] BDC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:11:13.533792] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T06:11:13.784904] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:14.038297] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:14.289878] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:14.534563] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:14.785554] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:15.032126] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:15.278434] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:15.532904] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:15.787271] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:16.041393] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:16.041566] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T06:11:16.041621] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16587 tests [2025-11-21T06:11:16.041702] [INFO ] [CONFIGURE ] BDC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:11:16.041749] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T06:11:16.302322] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:16.565286] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:16.842518] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:17.124421] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:17.420514] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:17.724379] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:18.012817] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:18.307144] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:18.593927] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:18.888914] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:18.889097] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:11:18.889156] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16586 tests [2025-11-21T06:11:18.889203] [INFO ] [CONFIGURE ] BDC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:11:18.889245] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T06:11:19.113776] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:19.328394] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:19.548142] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:11:19.775346] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:19.997859] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:20.238840] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:20.463846] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:20.688327] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:20.946538] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:21.190507] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:21.190737] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T06:11:21.190803] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16585 tests [2025-11-21T06:11:21.190861] [INFO ] [CONFIGURE ] BDC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:11:21.190912] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T06:11:21.416826] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:21.643420] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:21.868962] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:22.092843] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:22.316004] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:22.541340] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:22.762315] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:22.985057] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:11:23.211572] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:23.444098] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:23.444327] [INFO ] [CONFIGURE ] BDC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:11:23.444377] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16584 tests [2025-11-21T06:11:23.444417] [INFO ] [CONFIGURE ] BDC: Testing feature 20/29: add_price_rejection [2025-11-21T06:11:23.444454] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-21T06:11:23.685876] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:23.932963] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:24.175920] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:11:24.420793] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:24.662358] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:24.922342] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:25.184044] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:25.463339] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:25.730153] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:25.978622] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:25.978810] [INFO ] [CONFIGURE ] BDC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:11:25.978867] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16583 tests [2025-11-21T06:11:25.978906] [INFO ] [CONFIGURE ] BDC: Testing feature 21/29: add_range_position [2025-11-21T06:11:25.978951] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-21T06:11:26.253671] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:26.545970] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:26.837019] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:27.153837] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:27.468325] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:27.767279] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:28.034268] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:11:28.303407] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:28.575698] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:28.849662] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:28.849936] [INFO ] [CONFIGURE ] BDC: DISCARDED add_range_position (score: 40.00%) [2025-11-21T06:11:28.850067] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16582 tests [2025-11-21T06:11:28.850121] [INFO ] [CONFIGURE ] BDC: Testing feature 22/29: add_realized_volatility [2025-11-21T06:11:28.850168] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_realized_volatility'] [2025-11-21T06:11:29.225390] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:29.600932] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:29.976712] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:30.361857] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:30.766635] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:31.177328] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:31.566018] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:31.915636] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:32.254238] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:32.595088] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:32.595295] [INFO ] [CONFIGURE ] BDC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T06:11:32.595355] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16581 tests [2025-11-21T06:11:32.595401] [INFO ] [CONFIGURE ] BDC: Testing feature 23/29: add_recent_range_context [2025-11-21T06:11:32.595444] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_recent_range_context'] [2025-11-21T06:11:32.824811] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:33.053253] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:33.283696] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:33.515910] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:33.748120] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:33.984498] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:34.218300] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:34.473851] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:34.720472] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:34.969898] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:34.970086] [INFO ] [CONFIGURE ] BDC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:11:34.970145] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16580 tests [2025-11-21T06:11:34.970194] [INFO ] [CONFIGURE ] BDC: Testing feature 24/29: add_rsi [2025-11-21T06:11:34.970242] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T06:11:35.229558] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:35.479497] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:35.717517] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:35.957075] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:11:36.204006] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:36.460524] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:36.707413] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:36.964945] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:37.217212] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:37.481500] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:37.481748] [INFO ] [CONFIGURE ] BDC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:11:37.481809] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16579 tests [2025-11-21T06:11:37.481858] [INFO ] [CONFIGURE ] BDC: Testing feature 25/29: add_tick_distribution [2025-11-21T06:11:37.481901] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_tick_distribution'] [2025-11-21T06:11:37.743250] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:37.994175] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:38.244375] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:38.497943] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:38.748443] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:38.986159] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:39.231919] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:39.472449] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:39.710428] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:39.956838] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:39.957076] [INFO ] [CONFIGURE ] BDC: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T06:11:39.957136] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16578 tests [2025-11-21T06:11:39.957182] [INFO ] [CONFIGURE ] BDC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:11:39.957226] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T06:11:40.220118] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:40.484256] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:40.728120] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:11:40.970869] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:41.208844] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:41.474850] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:41.798777] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:42.145853] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:42.459698] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:42.731617] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:42.731813] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:11:42.731894] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16577 tests [2025-11-21T06:11:42.731956] [INFO ] [CONFIGURE ] BDC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:11:42.732009] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T06:11:42.979313] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:43.226017] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:43.473450] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:43.733088] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:43.987157] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:44.245351] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:44.497574] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:44.752292] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:45.003092] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:45.263361] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:45.263563] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T06:11:45.263624] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16576 tests [2025-11-21T06:11:45.263695] [INFO ] [CONFIGURE ] BDC: Testing feature 28/29: add_volume_profile [2025-11-21T06:11:45.263742] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_profile'] [2025-11-21T06:11:45.518912] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:45.782452] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:46.034906] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:46.321218] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:46.582861] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:46.877382] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:47.146096] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:47.400601] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:47.665589] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:47.923600] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:47.923823] [INFO ] [CONFIGURE ] BDC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:11:47.923880] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16575 tests [2025-11-21T06:11:47.923928] [INFO ] [CONFIGURE ] BDC: Testing feature 29/29: add_vwap [2025-11-21T06:11:47.923972] [INFO ] [CONFIGURE ] BDC: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap'] [2025-11-21T06:11:48.180278] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:48.426572] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:11:48.694106] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:11:48.948676] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:11:49.206778] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:11:49.474013] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:11:49.757319] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:11:50.054913] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:11:50.317760] [DEBUG] [FORECASTER] BDC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:50.580119] [DEBUG] [FORECASTER] BDC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:11:50.580396] [INFO ] [CONFIGURE ] BDC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T06:11:50.580460] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16574 tests [2025-11-21T06:11:50.580514] [INFO ] [CONFIGURE ] BDC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:11:50.580560] [INFO ] [CONFIGURE ] BDC: Best accuracy: 70.00% [2025-11-21T06:11:50.580606] [INFO ] [CONFIGURE ] BDC: Best feature set (2 features): ['add_daily_returns', 'add_ema'] [2025-11-21T06:11:50.580669] [INFO ] [CONFIGURE ] BDC: Improvement over baseline: 20.00% [2025-11-21T06:11:50.580712] [INFO ] [CONFIGURE ] BDC: Total time: 1.3 minutes [2025-11-21T06:11:50.580754] [INFO ] [CONFIGURE ] BDC: Average time per feature: 2.7 seconds [2025-11-21T06:11:50.580794] [INFO ] [CONFIGURE ] BDC: Average speed: 0.37 features/sec [2025-11-21T06:11:50.582113] [INFO ] [LOCAL ] Saved configuration for BDC: 2 features, 70.00% accuracy -> ./output/feature-sets/BDC.json [2025-11-21T06:11:50.582260] [INFO ] [CONFIGURE ] BDC: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T06:11:50.582318] [INFO ] [sig ] [153/723] Successfully configured BDC | 0.01 sym/s | Total: 3.6h | ETA: 13.5h [2025-11-21T06:11:50.582366] [INFO ] [sig ] [154/723] Configuring BDJ... [2025-11-21T06:11:50.582408] [INFO ] [CONFIGURE ] BDJ: Configurate test run. [2025-11-21T06:11:50.582447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-11-21T06:11:50.664683] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BDJ'. [2025-11-21T06:11:50.665249] [INFO ] [CONFIGURE ] BDJ: Testing with 29 available features [2025-11-21T06:11:50.665354] [INFO ] [CONFIGURE ] BDJ: Establishing baseline with no features... [2025-11-21T06:11:50.838159] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:11:51.007959] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:11:51.177684] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:11:51.356175] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:11:51.526629] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:51.697509] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:11:51.869452] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:11:52.042724] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:11:52.215133] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:11:52.384840] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:11:52.385002] [INFO ] [CONFIGURE ] BDJ: Baseline score (no features): 60.00% [2025-11-21T06:11:52.385049] [INFO ] [CONFIGURE ] BDJ: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:11:52.385086] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:11:52.594594] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:11:52.821065] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:11:53.046161] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:11:53.269760] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:11:53.494959] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:53.731296] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:11:53.963669] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:11:54.193439] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:11:54.422380] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:54.635302] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:11:54.635483] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T06:11:54.635530] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16573 tests [2025-11-21T06:11:54.635567] [INFO ] [CONFIGURE ] BDJ: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:11:54.635601] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:11:54.846827] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:11:55.053408] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:11:55.260098] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:11:55.473282] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:11:55.681581] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:55.890453] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:11:56.147415] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:11:56.375240] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:11:56.586284] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:11:56.794670] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:11:56.794846] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T06:11:56.794894] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16572 tests [2025-11-21T06:11:56.794932] [INFO ] [CONFIGURE ] BDJ: Testing feature 3/29: add_daily_returns [2025-11-21T06:11:56.794965] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_daily_returns'] [2025-11-21T06:11:56.975462] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:11:57.154135] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:11:57.340771] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:11:57.524279] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:11:57.712855] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:11:57.904991] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:11:58.103112] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:11:58.287506] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:11:58.469515] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:11:58.651735] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:11:58.651907] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:11:58.651955] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16571 tests [2025-11-21T06:11:58.651992] [INFO ] [CONFIGURE ] BDJ: Testing feature 4/29: add_ema [2025-11-21T06:11:58.652028] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_ema'] [2025-11-21T06:11:58.883674] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:11:59.127621] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:11:59.371110] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:11:59.596721] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:11:59.827934] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:00.059520] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:01.015306] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:01.426291] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:01.654436] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:12:01.871151] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:01.871550] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:12:01.871709] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16570 tests [2025-11-21T06:12:01.871800] [INFO ] [CONFIGURE ] BDJ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:12:01.871927] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:12:02.112776] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:02.335385] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:02.562931] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:02.783398] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:03.036788] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:03.296959] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:03.540343] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:12:03.760140] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:03.989816] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:04.221364] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:04.221618] [INFO ] [CONFIGURE ] BDJ: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T06:12:04.221705] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16569 tests [2025-11-21T06:12:04.221752] [INFO ] [CONFIGURE ] BDJ: Testing feature 6/29: add_failed_moves [2025-11-21T06:12:04.221798] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T06:12:04.442752] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:04.661555] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:04.894029] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:05.119005] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:05.360755] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:05.611003] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:05.863622] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:06.125275] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:06.383508] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:06.634021] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:06.634215] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:12:06.634275] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16568 tests [2025-11-21T06:12:06.634323] [INFO ] [CONFIGURE ] BDJ: Testing feature 7/29: add_lag_shelf [2025-11-21T06:12:06.634366] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T06:12:06.884181] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:07.130888] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:07.372474] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:07.616548] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:07.863322] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:08.117521] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:08.379561] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:08.623634] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:08.846872] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:09.080192] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:09.080391] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:12:09.080451] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16567 tests [2025-11-21T06:12:09.080497] [INFO ] [CONFIGURE ] BDJ: Testing feature 8/29: add_macd [2025-11-21T06:12:09.080631] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T06:12:09.404894] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:09.717972] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:10.043377] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:10.356565] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:10.678380] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:10.999549] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:11.324214] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:12:11.644180] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:11.970197] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:12.294312] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:12.294616] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:12:12.294705] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16566 tests [2025-11-21T06:12:12.294758] [INFO ] [CONFIGURE ] BDJ: Testing feature 9/29: add_mfi [2025-11-21T06:12:12.294804] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T06:12:12.567090] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:12.826343] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:13.085533] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:13.360883] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:13.622567] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:13.903665] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:14.202828] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:14.474039] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:14.732382] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:14.993612] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:14.993886] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:12:14.993963] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16565 tests [2025-11-21T06:12:14.994015] [INFO ] [CONFIGURE ] BDJ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:12:14.994059] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:12:15.341530] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:15.698265] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:16.052216] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:16.426500] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:16.789718] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:17.134870] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:17.481697] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:12:17.826166] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:18.175957] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:18.536059] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:18.536260] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:12:18.536317] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16564 tests [2025-11-21T06:12:18.536365] [INFO ] [CONFIGURE ] BDJ: Testing feature 11/29: add_obv_daily [2025-11-21T06:12:18.536408] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T06:12:18.794482] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:19.054337] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:12:19.306025] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:19.577590] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:19.842582] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:20.100425] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:20.359290] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:20.625613] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:20.890207] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:21.146740] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:21.146939] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T06:12:21.146996] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16563 tests [2025-11-21T06:12:21.147106] [INFO ] [CONFIGURE ] BDJ: Testing feature 12/29: add_obv_interval [2025-11-21T06:12:21.147151] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T06:12:21.409286] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:21.665506] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:21.921219] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:22.178122] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:22.440964] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:22.698313] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:22.952822] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:12:23.208510] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:23.458251] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:23.719662] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:23.719843] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:12:23.719899] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16562 tests [2025-11-21T06:12:23.719946] [INFO ] [CONFIGURE ] BDJ: Testing feature 13/29: add_opening_strength [2025-11-21T06:12:23.720022] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:12:23.973457] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:24.221889] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:24.486464] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:24.756443] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:25.017878] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:25.346514] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:25.617956] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:12:25.883771] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:26.158333] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:26.447413] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:26.447556] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:12:26.447615] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16561 tests [2025-11-21T06:12:26.447704] [INFO ] [CONFIGURE ] BDJ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:12:26.447756] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T06:12:26.709399] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:26.951532] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:27.240154] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:27.511377] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:27.787066] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:28.063425] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:28.336943] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:28.607670] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:28.898346] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:29.201075] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:29.201340] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:12:29.201426] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16560 tests [2025-11-21T06:12:29.201536] [INFO ] [CONFIGURE ] BDJ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:12:29.201593] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T06:12:29.529632] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:29.812063] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:12:30.056911] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:30.304592] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:30.534282] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:30.766696] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:31.011065] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:31.256004] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:31.507527] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:31.751392] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:31.751613] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T06:12:31.751695] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16559 tests [2025-11-21T06:12:31.751828] [INFO ] [CONFIGURE ] BDJ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:12:31.751874] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T06:12:32.013731] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:32.273674] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:12:32.530008] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:32.786905] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:33.046501] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:33.298148] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:33.546603] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:33.790768] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:34.051567] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:12:34.322634] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:34.322882] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T06:12:34.322943] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16558 tests [2025-11-21T06:12:34.323003] [INFO ] [CONFIGURE ] BDJ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:12:34.323048] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T06:12:34.586563] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:34.849222] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:35.112170] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:35.371754] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:35.632866] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:35.900500] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:36.165126] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:36.437718] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:36.706110] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:36.967985] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:36.968161] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:12:36.968218] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16557 tests [2025-11-21T06:12:36.968265] [INFO ] [CONFIGURE ] BDJ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:12:36.968312] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T06:12:37.202964] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:37.437438] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:37.677680] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:37.910981] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:38.120785] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:38.341026] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:38.579468] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:12:38.814151] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:39.049379] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:12:39.285157] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:39.285334] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:12:39.285391] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16556 tests [2025-11-21T06:12:39.285437] [INFO ] [CONFIGURE ] BDJ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:12:39.285477] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T06:12:39.518253] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:39.756772] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:39.999233] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:40.242047] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:40.477021] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:40.713590] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:40.950145] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:41.186422] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:41.433699] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:41.677229] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:41.677415] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:12:41.677473] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16555 tests [2025-11-21T06:12:41.677521] [INFO ] [CONFIGURE ] BDJ: Testing feature 20/29: add_price_rejection [2025-11-21T06:12:41.677563] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T06:12:41.929940] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:42.182272] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:42.431928] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:42.683767] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:42.942200] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:43.207896] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:43.461379] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:43.724670] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:43.985215] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:44.244240] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:44.244557] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:12:44.244620] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16554 tests [2025-11-21T06:12:44.244700] [INFO ] [CONFIGURE ] BDJ: Testing feature 21/29: add_range_position [2025-11-21T06:12:44.244744] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T06:12:44.526631] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:44.807990] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:45.093871] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:45.372497] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:45.663580] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:45.941959] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:46.221356] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:46.517234] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:46.822329] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:47.123191] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:47.123449] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:12:47.123511] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16553 tests [2025-11-21T06:12:47.123563] [INFO ] [CONFIGURE ] BDJ: Testing feature 22/29: add_realized_volatility [2025-11-21T06:12:47.123608] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T06:12:47.518665] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:47.905427] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:48.297756] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:48.678125] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:49.069011] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:49.448614] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:49.836527] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:50.228556] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:50.631043] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:51.028122] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:51.028402] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:12:51.028471] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16552 tests [2025-11-21T06:12:51.028524] [INFO ] [CONFIGURE ] BDJ: Testing feature 23/29: add_recent_range_context [2025-11-21T06:12:51.028569] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T06:12:51.307529] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:51.593319] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:51.861408] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:52.140996] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:52.396620] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:52.660496] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:52.917680] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:53.177352] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:53.425450] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:53.670257] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:53.670432] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:12:53.670490] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16551 tests [2025-11-21T06:12:53.670538] [INFO ] [CONFIGURE ] BDJ: Testing feature 24/29: add_rsi [2025-11-21T06:12:53.670582] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T06:12:53.978209] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:54.285466] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:12:54.592077] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:54.891473] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:55.195500] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:55.498585] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:12:55.791840] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:12:56.090278] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:56.400022] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:56.718365] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:56.718557] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:12:56.718616] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16550 tests [2025-11-21T06:12:56.718685] [INFO ] [CONFIGURE ] BDJ: Testing feature 25/29: add_tick_distribution [2025-11-21T06:12:56.718732] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T06:12:56.975796] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:12:57.230017] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:12:57.488122] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:12:57.748548] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:12:58.017388] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:12:58.287904] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:12:58.539476] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:12:58.804995] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:12:59.057458] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:12:59.310336] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:12:59.310508] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T06:12:59.310565] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16549 tests [2025-11-21T06:12:59.310638] [INFO ] [CONFIGURE ] BDJ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:12:59.310717] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T06:12:59.592488] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:12:59.859913] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:00.144606] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:13:00.569027] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:13:01.287000] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:13:01.706525] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:01.963880] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:02.222120] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:02.461354] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:13:02.709492] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:13:02.709720] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:13:02.709779] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16548 tests [2025-11-21T06:13:02.709827] [INFO ] [CONFIGURE ] BDJ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:13:02.709867] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T06:13:02.982018] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:13:03.237787] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:03.498493] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:13:03.762225] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:13:04.026597] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:13:04.296211] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:04.566206] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:13:04.843828] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:05.128580] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:05.409457] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:13:05.409760] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:13:05.409827] [INFO ] [CONFIGURE ] JOB ETA: 13.4h | Avg: 2.9s/test | Remaining: 16547 tests [2025-11-21T06:13:05.409877] [INFO ] [CONFIGURE ] BDJ: Testing feature 28/29: add_volume_profile [2025-11-21T06:13:05.409924] [INFO ] [CONFIGURE ] BDJ: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T06:13:05.682845] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:13:05.957884] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:06.231680] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:13:06.510374] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:13:06.785211] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:13:07.059334] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:13:07.328060] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:07.614233] [DEBUG] [FORECASTER] BDJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:07.903237] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:13:08.178945] [DEBUG] [FORECASTER] BDJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:13:08.179220] [INFO ] [CONFIGURE ] BDJ: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:13:08.179299] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16546 tests [2025-11-21T06:13:08.179356] [INFO ] [CONFIGURE ] BDJ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:13:08.179400] [INFO ] [CONFIGURE ] BDJ: Best accuracy: 70.00% [2025-11-21T06:13:08.179443] [INFO ] [CONFIGURE ] BDJ: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:13:08.179482] [INFO ] [CONFIGURE ] BDJ: Improvement over baseline: 10.00% [2025-11-21T06:13:08.179520] [INFO ] [CONFIGURE ] BDJ: Total time: 1.3 minutes [2025-11-21T06:13:08.179557] [INFO ] [CONFIGURE ] BDJ: Average time per feature: 2.7 seconds [2025-11-21T06:13:08.179595] [INFO ] [CONFIGURE ] BDJ: Average speed: 0.38 features/sec [2025-11-21T06:13:08.179989] [INFO ] [LOCAL ] Saved configuration for BDJ: 2 features, 70.00% accuracy -> ./output/feature-sets/BDJ.json [2025-11-21T06:13:08.180050] [INFO ] [CONFIGURE ] BDJ: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T06:13:08.180103] [INFO ] [sig ] [154/723] Successfully configured BDJ | 0.01 sym/s | Total: 3.7h | ETA: 13.5h [2025-11-21T06:13:08.180152] [INFO ] [sig ] [155/723] Configuring BDN... [2025-11-21T06:13:08.180194] [INFO ] [CONFIGURE ] BDN: Configurate test run. [2025-11-21T06:13:08.180235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'. [2025-11-21T06:13:08.227238] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BDN'. [2025-11-21T06:13:08.227751] [INFO ] [CONFIGURE ] BDN: Testing with 29 available features [2025-11-21T06:13:08.227817] [INFO ] [CONFIGURE ] BDN: Establishing baseline with no features... [2025-11-21T06:13:08.424232] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:08.619524] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:08.817382] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:09.021759] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:13:09.233061] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:09.423020] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:09.610402] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:13:09.801751] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:09.986905] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:10.171310] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:10.171475] [INFO ] [CONFIGURE ] BDN: Baseline score (no features): 50.00% [2025-11-21T06:13:10.171522] [INFO ] [CONFIGURE ] BDN: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:13:10.171557] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:13:10.387378] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:10.603069] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:10.820734] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:13:11.037751] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:13:11.259494] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:11.494253] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:11.715486] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:13:11.944968] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:13:12.166739] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:12.390563] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:12.390773] [INFO ] [CONFIGURE ] BDN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T06:13:12.390848] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16545 tests [2025-11-21T06:13:12.390898] [INFO ] [CONFIGURE ] BDN: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:13:12.390947] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:13:12.635810] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:12.864090] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:13.096180] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:13.335050] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:13.566092] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:13.801362] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:13:14.037952] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:14.272276] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:14.506222] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:14.736300] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:14.736478] [INFO ] [CONFIGURE ] BDN: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T06:13:14.736525] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16544 tests [2025-11-21T06:13:14.736563] [INFO ] [CONFIGURE ] BDN: Testing feature 3/29: add_daily_returns [2025-11-21T06:13:14.736597] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:13:14.976001] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:13:15.217802] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:15.460042] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:15.702083] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:15.951685] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:16.205342] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:16.456105] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:16.716197] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:16.966959] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:17.220528] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:17.220727] [INFO ] [CONFIGURE ] BDN: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T06:13:17.220827] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16543 tests [2025-11-21T06:13:17.220871] [INFO ] [CONFIGURE ] BDN: Testing feature 4/29: add_ema [2025-11-21T06:13:17.220907] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T06:13:17.521716] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:13:17.818534] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:18.105551] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:18.391938] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:18.685611] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:18.969002] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:13:19.251627] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:19.541676] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:13:19.830839] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:20.123963] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:20.124171] [INFO ] [CONFIGURE ] BDN: DISCARDED add_ema (score: 70.00%) [2025-11-21T06:13:20.124232] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16542 tests [2025-11-21T06:13:20.124362] [INFO ] [CONFIGURE ] BDN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:13:20.124413] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:13:20.397028] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:20.669708] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:20.941893] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:21.208127] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:13:21.489069] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:21.779887] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:22.068893] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:13:22.362144] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:13:22.650271] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:22.943317] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:22.943621] [INFO ] [CONFIGURE ] BDN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T06:13:22.943702] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16541 tests [2025-11-21T06:13:22.943753] [INFO ] [CONFIGURE ] BDN: Testing feature 6/29: add_failed_moves [2025-11-21T06:13:22.943798] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T06:13:23.186820] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:23.435698] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:23.707788] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:23.974148] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:24.235951] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:24.507512] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:24.772059] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:25.043555] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:25.293967] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:25.552487] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:25.552765] [INFO ] [CONFIGURE ] BDN: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:13:25.552827] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16540 tests [2025-11-21T06:13:25.552878] [INFO ] [CONFIGURE ] BDN: Testing feature 7/29: add_lag_shelf [2025-11-21T06:13:25.552925] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T06:13:25.799809] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:26.040908] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:26.291432] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:26.551721] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:26.807556] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:27.050987] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:13:27.284392] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:27.521930] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:27.766507] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:28.017248] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:28.017517] [INFO ] [CONFIGURE ] BDN: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:13:28.017571] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16539 tests [2025-11-21T06:13:28.017610] [INFO ] [CONFIGURE ] BDN: Testing feature 8/29: add_macd [2025-11-21T06:13:28.017667] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T06:13:28.383406] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:28.742421] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:29.094462] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:13:29.459811] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:29.814275] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:13:30.161538] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:30.505989] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:30.846209] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:31.189891] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:31.540018] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:31.540292] [INFO ] [CONFIGURE ] BDN: DISCARDED add_macd (score: 50.00%) [2025-11-21T06:13:31.540356] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16538 tests [2025-11-21T06:13:31.540405] [INFO ] [CONFIGURE ] BDN: Testing feature 9/29: add_mfi [2025-11-21T06:13:31.540451] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T06:13:31.796726] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:13:32.058198] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:32.317248] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:32.580247] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:32.844506] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:33.105924] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:33.368186] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:33.626872] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:33.892400] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:34.160889] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:34.161194] [INFO ] [CONFIGURE ] BDN: DISCARDED add_mfi (score: 80.00%) [2025-11-21T06:13:34.161259] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16537 tests [2025-11-21T06:13:34.161311] [INFO ] [CONFIGURE ] BDN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:13:34.161360] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:13:34.511198] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:34.861891] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:35.215928] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:13:35.571802] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:35.926111] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:36.284820] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:13:36.648211] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:37.015882] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:37.465757] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:37.950285] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:37.950613] [INFO ] [CONFIGURE ] BDN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:13:37.950724] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16536 tests [2025-11-21T06:13:37.950855] [INFO ] [CONFIGURE ] BDN: Testing feature 11/29: add_obv_daily [2025-11-21T06:13:37.950928] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T06:13:38.207919] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:38.464858] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:38.742796] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:39.016570] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:39.289312] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:39.573385] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:13:39.852407] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:40.136632] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:40.431369] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:40.721225] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:40.721511] [INFO ] [CONFIGURE ] BDN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:13:40.721577] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16535 tests [2025-11-21T06:13:40.721623] [INFO ] [CONFIGURE ] BDN: Testing feature 12/29: add_obv_interval [2025-11-21T06:13:40.721712] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T06:13:40.983872] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:41.241001] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:41.519688] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:41.800299] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:42.079536] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:42.348595] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:42.610203] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:13:42.874504] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:43.142625] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:43.407339] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:43.407577] [INFO ] [CONFIGURE ] BDN: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T06:13:43.407685] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16534 tests [2025-11-21T06:13:43.407737] [INFO ] [CONFIGURE ] BDN: Testing feature 13/29: add_opening_strength [2025-11-21T06:13:43.407773] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:13:43.708961] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:44.007386] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:44.306137] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:44.604095] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:44.905394] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:45.221364] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:45.515255] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:13:45.814323] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:46.123099] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:46.417622] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:46.417910] [INFO ] [CONFIGURE ] BDN: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T06:13:46.417973] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16533 tests [2025-11-21T06:13:46.418023] [INFO ] [CONFIGURE ] BDN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:13:46.418071] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T06:13:46.710588] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:46.991877] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:47.272693] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:47.551802] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:47.839387] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:48.126303] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:48.394151] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:48.674842] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:48.952912] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:49.225255] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:49.225433] [INFO ] [CONFIGURE ] BDN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:13:49.225493] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16532 tests [2025-11-21T06:13:49.225542] [INFO ] [CONFIGURE ] BDN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:13:49.225586] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T06:13:49.492003] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:13:49.747506] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:49.998503] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:50.268865] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:50.520938] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:50.769195] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:51.021300] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:13:51.272129] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:51.562273] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:51.861259] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:51.861466] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:13:51.861723] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16531 tests [2025-11-21T06:13:51.861833] [INFO ] [CONFIGURE ] BDN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:13:51.861888] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T06:13:52.149488] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:13:52.422411] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:52.695094] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:52.972167] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:53.236245] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:53.512722] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:53.792463] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:54.055016] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:13:54.319044] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:54.585416] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:54.585621] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:13:54.585727] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16530 tests [2025-11-21T06:13:54.585780] [INFO ] [CONFIGURE ] BDN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:13:54.585827] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T06:13:54.848391] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:13:55.113270] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:13:55.380679] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:55.647189] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:55.900090] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:56.156623] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:56.405502] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:56.663747] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:56.913990] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:57.163307] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:13:57.163502] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:13:57.163558] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16529 tests [2025-11-21T06:13:57.163603] [INFO ] [CONFIGURE ] BDN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:13:57.163664] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T06:13:57.398242] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:13:57.635987] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:13:57.869196] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:13:58.112036] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:13:58.358376] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:13:58.604498] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:13:58.851252] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:13:59.090828] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:13:59.327308] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:13:59.578058] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:13:59.578314] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T06:13:59.578394] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16528 tests [2025-11-21T06:13:59.578438] [INFO ] [CONFIGURE ] BDN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:13:59.578476] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T06:13:59.836198] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:00.096528] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:14:00.359423] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:00.684529] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:01.663527] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:01.907754] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:02.139073] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:14:02.407053] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:02.662545] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:02.915212] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:14:02.915454] [INFO ] [CONFIGURE ] BDN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T06:14:02.915504] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16527 tests [2025-11-21T06:14:02.915544] [INFO ] [CONFIGURE ] BDN: Testing feature 20/29: add_price_rejection [2025-11-21T06:14:02.915580] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T06:14:03.179279] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:03.445599] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:14:03.728244] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:04.007900] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:04.287401] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:04.575833] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:04.850466] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:14:05.124690] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:05.406957] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:14:05.679676] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:05.679903] [INFO ] [CONFIGURE ] BDN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:14:05.679962] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16526 tests [2025-11-21T06:14:05.680012] [INFO ] [CONFIGURE ] BDN: Testing feature 21/29: add_range_position [2025-11-21T06:14:05.680058] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T06:14:05.965809] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:06.264764] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:06.548618] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:06.866266] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:07.174320] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:07.479361] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:07.753152] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:08.005850] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:14:08.261252] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:08.519984] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:08.520190] [INFO ] [CONFIGURE ] BDN: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:14:08.520248] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16525 tests [2025-11-21T06:14:08.520297] [INFO ] [CONFIGURE ] BDN: Testing feature 22/29: add_realized_volatility [2025-11-21T06:14:08.520340] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T06:14:08.854742] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:09.222040] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:14:09.587321] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:09.926746] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:10.276695] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:10.635679] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:10.995878] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:11.350383] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:11.690711] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:12.037700] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:12.037935] [INFO ] [CONFIGURE ] BDN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:14:12.037997] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16524 tests [2025-11-21T06:14:12.038048] [INFO ] [CONFIGURE ] BDN: Testing feature 23/29: add_recent_range_context [2025-11-21T06:14:12.038084] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T06:14:12.283169] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:12.531992] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:12.799679] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:13.064324] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:13.341774] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:13.617284] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:13.896277] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:14:14.197145] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:14.473517] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:14.734320] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:14:14.734533] [INFO ] [CONFIGURE ] BDN: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T06:14:14.734596] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16523 tests [2025-11-21T06:14:14.734683] [INFO ] [CONFIGURE ] BDN: Testing feature 24/29: add_rsi [2025-11-21T06:14:14.734738] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T06:14:15.049005] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:15.349887] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:15.652283] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:14:15.959339] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:16.260959] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:16.568963] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:16.884012] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:17.191953] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:14:17.517300] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:17.839787] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:17.839979] [INFO ] [CONFIGURE ] BDN: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:14:17.840039] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16522 tests [2025-11-21T06:14:17.840088] [INFO ] [CONFIGURE ] BDN: Testing feature 25/29: add_tick_distribution [2025-11-21T06:14:17.840132] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T06:14:18.093270] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:18.347808] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:18.601480] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:18.852407] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:19.106830] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:19.355030] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:19.606491] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:14:19.865637] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:20.123455] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:20.380669] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:14:20.380848] [INFO ] [CONFIGURE ] BDN: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T06:14:20.380970] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16521 tests [2025-11-21T06:14:20.381016] [INFO ] [CONFIGURE ] BDN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:14:20.381056] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T06:14:20.644702] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:20.910637] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:14:21.164947] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:21.411003] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:21.666594] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:21.921823] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:22.172886] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:14:22.424587] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:22.666744] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:14:22.914713] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:22.914880] [INFO ] [CONFIGURE ] BDN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T06:14:22.914937] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16520 tests [2025-11-21T06:14:22.914983] [INFO ] [CONFIGURE ] BDN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:14:22.915027] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T06:14:23.184723] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:23.450771] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:14:23.719637] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:23.985430] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:14:24.238006] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:24.516314] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:24.817965] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:14:25.161679] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:25.505759] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:25.776413] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:14:25.776616] [INFO ] [CONFIGURE ] BDN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:14:25.776697] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16519 tests [2025-11-21T06:14:25.776748] [INFO ] [CONFIGURE ] BDN: Testing feature 28/29: add_volume_profile [2025-11-21T06:14:25.776794] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T06:14:26.024729] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:26.282268] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:14:26.547809] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:26.814513] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:27.072439] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:27.326503] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:27.572279] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:27.813982] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:14:28.052813] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:28.310565] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:14:28.310768] [INFO ] [CONFIGURE ] BDN: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T06:14:28.310829] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16518 tests [2025-11-21T06:14:28.310885] [INFO ] [CONFIGURE ] BDN: Testing feature 29/29: add_vwap [2025-11-21T06:14:28.310962] [INFO ] [CONFIGURE ] BDN: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T06:14:28.596956] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:28.858105] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:14:29.135825] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:29.407369] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:14:29.681110] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:29.945147] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:30.216738] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:14:30.482958] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:30.748259] [DEBUG] [FORECASTER] BDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:14:31.024092] [DEBUG] [FORECASTER] BDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:31.024312] [INFO ] [CONFIGURE ] BDN: DISCARDED add_vwap (score: 50.00%) [2025-11-21T06:14:31.024373] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16517 tests [2025-11-21T06:14:31.024423] [INFO ] [CONFIGURE ] BDN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:14:31.024466] [INFO ] [CONFIGURE ] BDN: Best accuracy: 80.00% [2025-11-21T06:14:31.024508] [INFO ] [CONFIGURE ] BDN: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T06:14:31.024550] [INFO ] [CONFIGURE ] BDN: Improvement over baseline: 30.00% [2025-11-21T06:14:31.024588] [INFO ] [CONFIGURE ] BDN: Total time: 1.3 minutes [2025-11-21T06:14:31.024627] [INFO ] [CONFIGURE ] BDN: Average time per feature: 2.8 seconds [2025-11-21T06:14:31.024834] [INFO ] [CONFIGURE ] BDN: Average speed: 0.36 features/sec [2025-11-21T06:14:31.025288] [INFO ] [LOCAL ] Saved configuration for BDN: 1 features, 80.00% accuracy -> ./output/feature-sets/BDN.json [2025-11-21T06:14:31.025346] [INFO ] [CONFIGURE ] BDN: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T06:14:31.025396] [INFO ] [sig ] [155/723] Successfully configured BDN | 0.01 sym/s | Total: 3.7h | ETA: 13.5h [2025-11-21T06:14:31.025451] [INFO ] [sig ] [156/723] Configuring BDX... [2025-11-21T06:14:31.025493] [INFO ] [CONFIGURE ] BDX: Configurate test run. [2025-11-21T06:14:31.025534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-11-21T06:14:31.103110] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BDX'. [2025-11-21T06:14:31.103533] [INFO ] [CONFIGURE ] BDX: Testing with 29 available features [2025-11-21T06:14:31.103598] [INFO ] [CONFIGURE ] BDX: Establishing baseline with no features... [2025-11-21T06:14:31.291012] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:31.474836] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:31.676456] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:31.870309] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:32.058982] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:32.258684] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:32.446757] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:32.637215] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:32.826500] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:14:33.015763] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:33.015942] [INFO ] [CONFIGURE ] BDX: Baseline score (no features): 60.00% [2025-11-21T06:14:33.015989] [INFO ] [CONFIGURE ] BDX: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:14:33.016028] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:14:33.241039] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:33.464608] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:33.689468] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:33.917915] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:14:34.146169] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:14:34.372083] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:34.602725] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:34.841913] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:35.069836] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:14:35.284596] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:35.284786] [INFO ] [CONFIGURE ] BDX: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T06:14:35.284870] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16516 tests [2025-11-21T06:14:35.284920] [INFO ] [CONFIGURE ] BDX: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:14:35.284975] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:14:35.514194] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:35.722740] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:35.931359] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:36.137787] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:36.351814] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:36.558475] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:36.769809] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:36.979986] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:37.189439] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:14:37.400135] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:37.400313] [INFO ] [CONFIGURE ] BDX: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T06:14:37.400362] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16515 tests [2025-11-21T06:14:37.400400] [INFO ] [CONFIGURE ] BDX: Testing feature 3/29: add_daily_returns [2025-11-21T06:14:37.400436] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:14:37.620047] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:37.852946] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:38.071864] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:38.293164] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:38.517594] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:38.745342] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:38.971304] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:39.204281] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:39.450840] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:14:39.702115] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:39.702277] [INFO ] [CONFIGURE ] BDX: KEPT add_daily_returns (score: 80.00%) [2025-11-21T06:14:39.702325] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16514 tests [2025-11-21T06:14:39.702363] [INFO ] [CONFIGURE ] BDX: Testing feature 4/29: add_ema [2025-11-21T06:14:39.702397] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T06:14:39.981088] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:40.265493] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:40.545989] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:40.819396] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:14:41.085690] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:14:41.356335] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:41.629120] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:41.909408] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:42.174182] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:14:42.441760] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:42.441970] [INFO ] [CONFIGURE ] BDX: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:14:42.442028] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16513 tests [2025-11-21T06:14:42.442076] [INFO ] [CONFIGURE ] BDX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:14:42.442119] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:14:42.740633] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:14:43.019316] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:43.293043] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:43.566336] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:14:43.841302] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:14:44.122635] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:44.425320] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:14:44.701095] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:45.009891] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:14:45.307660] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:45.307857] [INFO ] [CONFIGURE ] BDX: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T06:14:45.307919] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16512 tests [2025-11-21T06:14:45.307969] [INFO ] [CONFIGURE ] BDX: Testing feature 6/29: add_failed_moves [2025-11-21T06:14:45.308011] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T06:14:45.577459] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:45.828278] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:46.071040] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:46.321787] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:46.575550] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:46.834586] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:47.093164] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:47.354505] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:47.603898] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:14:47.879857] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:47.880065] [INFO ] [CONFIGURE ] BDX: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T06:14:47.880123] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16511 tests [2025-11-21T06:14:47.880172] [INFO ] [CONFIGURE ] BDX: Testing feature 7/29: add_lag_shelf [2025-11-21T06:14:47.880249] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T06:14:48.115252] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:48.344263] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:48.582880] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:48.841801] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:49.097110] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:49.339907] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:49.587288] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:49.809848] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:50.031812] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:14:50.254757] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:50.254935] [INFO ] [CONFIGURE ] BDX: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:14:50.254982] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16510 tests [2025-11-21T06:14:50.255020] [INFO ] [CONFIGURE ] BDX: Testing feature 8/29: add_macd [2025-11-21T06:14:50.255055] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T06:14:50.550805] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:50.853741] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:51.173844] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:51.484073] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:51.792727] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:52.097707] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:14:52.405748] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:52.709558] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:14:53.040313] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:14:53.383382] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:53.383579] [INFO ] [CONFIGURE ] BDX: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:14:53.383660] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16509 tests [2025-11-21T06:14:53.383715] [INFO ] [CONFIGURE ] BDX: Testing feature 9/29: add_mfi [2025-11-21T06:14:53.383760] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T06:14:53.660372] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:53.933480] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:54.182019] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:54.457671] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:54.724589] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:14:54.972189] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:55.228356] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:55.493678] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:55.765513] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:14:56.037980] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:56.038217] [INFO ] [CONFIGURE ] BDX: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:14:56.038277] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16508 tests [2025-11-21T06:14:56.038328] [INFO ] [CONFIGURE ] BDX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:14:56.038375] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:14:56.385145] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:14:56.732057] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:14:57.059742] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:14:57.397242] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:14:57.740867] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:14:58.088138] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:14:58.446662] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:14:58.804401] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:14:59.154734] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:14:59.516234] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:14:59.516426] [INFO ] [CONFIGURE ] BDX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:14:59.516486] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16507 tests [2025-11-21T06:14:59.516534] [INFO ] [CONFIGURE ] BDX: Testing feature 11/29: add_obv_daily [2025-11-21T06:14:59.516582] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T06:14:59.792074] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:00.075171] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:00.356354] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:00.637746] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:01.609944] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:02.195639] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:15:02.492138] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:02.792959] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:03.099267] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:03.396934] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:03.397197] [INFO ] [CONFIGURE ] BDX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:15:03.397261] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16506 tests [2025-11-21T06:15:03.397432] [INFO ] [CONFIGURE ] BDX: Testing feature 12/29: add_obv_interval [2025-11-21T06:15:03.397485] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T06:15:03.684177] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:03.969719] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:04.261419] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:04.543076] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:04.827147] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:05.104998] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:15:05.381401] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:05.666063] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:05.949157] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:06.242811] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:06.243103] [INFO ] [CONFIGURE ] BDX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:15:06.243268] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16505 tests [2025-11-21T06:15:06.243336] [INFO ] [CONFIGURE ] BDX: Testing feature 13/29: add_opening_strength [2025-11-21T06:15:06.243396] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:15:06.544084] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:06.851443] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:07.142953] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:07.440514] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:07.746087] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:08.029496] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:15:08.300046] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:08.592301] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:15:08.893662] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:09.181345] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:09.181527] [INFO ] [CONFIGURE ] BDX: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:15:09.181586] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16504 tests [2025-11-21T06:15:09.181676] [INFO ] [CONFIGURE ] BDX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:15:09.181728] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T06:15:09.469266] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:15:09.760226] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:10.053841] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:10.342064] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:15:10.632139] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:10.930333] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:15:11.222870] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:11.522551] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:15:11.811984] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:12.097792] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:12.097969] [INFO ] [CONFIGURE ] BDX: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T06:15:12.098029] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16503 tests [2025-11-21T06:15:12.098078] [INFO ] [CONFIGURE ] BDX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:15:12.098124] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T06:15:12.355893] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:12.613403] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:12.875527] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:13.153787] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:15:13.423552] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:13.691076] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:13.955790] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:14.215206] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:15:14.478972] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:14.740733] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:14.740967] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T06:15:14.741030] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16502 tests [2025-11-21T06:15:14.741143] [INFO ] [CONFIGURE ] BDX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:15:14.741194] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T06:15:14.998932] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:15.276701] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:15.551574] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:15.834486] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:16.129197] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:16.419292] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:16.711734] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:17.012181] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:17.373930] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:15:17.769036] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:17.769305] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T06:15:17.769387] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16501 tests [2025-11-21T06:15:17.769456] [INFO ] [CONFIGURE ] BDX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:15:17.769620] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T06:15:18.125117] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:18.423068] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:18.668535] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:18.933217] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:15:19.218461] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:19.504701] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:19.789090] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:20.077520] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:20.368692] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:20.653030] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:20.653238] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:15:20.653297] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16500 tests [2025-11-21T06:15:20.653347] [INFO ] [CONFIGURE ] BDX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:15:20.653393] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T06:15:20.918155] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:21.185171] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:21.463751] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:21.746110] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:22.016605] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:22.286801] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:22.550950] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:22.831328] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:23.095031] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:15:23.358236] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:23.358408] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T06:15:23.358468] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16499 tests [2025-11-21T06:15:23.358516] [INFO ] [CONFIGURE ] BDX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:15:23.358560] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T06:15:23.607436] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:23.859141] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:24.128221] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:24.374581] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:24.629613] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:24.900941] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:25.142673] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:25.388191] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:25.627800] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:25.870849] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:25.871040] [INFO ] [CONFIGURE ] BDX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:15:25.871099] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16498 tests [2025-11-21T06:15:25.871147] [INFO ] [CONFIGURE ] BDX: Testing feature 20/29: add_price_rejection [2025-11-21T06:15:25.871184] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T06:15:26.141437] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:26.407097] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:26.691937] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:26.970443] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:15:27.244664] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:27.523153] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:27.808109] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:28.094527] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:15:28.382885] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:15:28.680421] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:28.680772] [INFO ] [CONFIGURE ] BDX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:15:28.680856] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16497 tests [2025-11-21T06:15:28.680910] [INFO ] [CONFIGURE ] BDX: Testing feature 21/29: add_range_position [2025-11-21T06:15:28.680966] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T06:15:28.966683] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:29.252730] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:29.538840] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:29.821539] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:30.100613] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:30.380185] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:30.679713] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:30.969950] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:31.287429] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:31.612359] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:15:31.612596] [INFO ] [CONFIGURE ] BDX: DISCARDED add_range_position (score: 70.00%) [2025-11-21T06:15:31.612705] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16496 tests [2025-11-21T06:15:31.612761] [INFO ] [CONFIGURE ] BDX: Testing feature 22/29: add_realized_volatility [2025-11-21T06:15:31.612807] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T06:15:32.001669] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:15:32.378232] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:15:32.761868] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:33.143722] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:33.520531] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:33.905224] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:34.280724] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:34.664802] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:35.069393] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:35.459129] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:35.459364] [INFO ] [CONFIGURE ] BDX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:15:35.459426] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16495 tests [2025-11-21T06:15:35.459475] [INFO ] [CONFIGURE ] BDX: Testing feature 23/29: add_recent_range_context [2025-11-21T06:15:35.459520] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T06:15:35.735880] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:36.018260] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:36.281684] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:36.540211] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:36.830931] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:37.106160] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:37.385767] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:37.659094] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:37.940253] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:15:38.225881] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:38.226077] [INFO ] [CONFIGURE ] BDX: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T06:15:38.226138] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16494 tests [2025-11-21T06:15:38.226191] [INFO ] [CONFIGURE ] BDX: Testing feature 24/29: add_rsi [2025-11-21T06:15:38.226236] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T06:15:38.546298] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:38.847154] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:39.146856] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:39.439819] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:15:39.738039] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:40.043138] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:40.377155] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:40.696898] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:41.019096] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:15:41.335720] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:15:41.336005] [INFO ] [CONFIGURE ] BDX: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:15:41.336069] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16493 tests [2025-11-21T06:15:41.336163] [INFO ] [CONFIGURE ] BDX: Testing feature 25/29: add_tick_distribution [2025-11-21T06:15:41.336221] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T06:15:41.598446] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:41.871700] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:42.150475] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:42.424288] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:42.701947] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:42.996285] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:43.282375] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:43.553818] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:43.814898] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:15:44.083959] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:44.084255] [INFO ] [CONFIGURE ] BDX: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T06:15:44.084344] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16492 tests [2025-11-21T06:15:44.084396] [INFO ] [CONFIGURE ] BDX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:15:44.084446] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T06:15:44.389159] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:44.672691] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:44.961893] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:15:45.234771] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:15:45.523665] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:45.803508] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:46.080470] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:46.358099] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:46.638179] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:15:46.907432] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:46.907612] [INFO ] [CONFIGURE ] BDX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:15:46.907690] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16491 tests [2025-11-21T06:15:46.907761] [INFO ] [CONFIGURE ] BDX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:15:46.907809] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T06:15:47.194809] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:47.494373] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:47.793901] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:48.097335] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:48.392751] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:48.697338] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:49.005922] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:49.307035] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:49.602080] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:49.910965] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:49.911151] [INFO ] [CONFIGURE ] BDX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:15:49.911211] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16490 tests [2025-11-21T06:15:49.911262] [INFO ] [CONFIGURE ] BDX: Testing feature 28/29: add_volume_profile [2025-11-21T06:15:49.911335] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T06:15:50.200823] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:50.467723] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:50.740379] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:51.003368] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:15:51.275346] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:15:51.545296] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:51.826027] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:52.109762] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:15:52.384159] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:15:52.657702] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:52.657903] [INFO ] [CONFIGURE ] BDX: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T06:15:52.657973] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16489 tests [2025-11-21T06:15:52.658090] [INFO ] [CONFIGURE ] BDX: Testing feature 29/29: add_vwap [2025-11-21T06:15:52.658138] [INFO ] [CONFIGURE ] BDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T06:15:52.939799] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:15:53.214180] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:15:53.489696] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:15:53.754102] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:15:54.021513] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:15:54.291344] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:15:54.565584] [DEBUG] [FORECASTER] BDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:15:54.863011] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:15:55.138050] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:15:55.418055] [DEBUG] [FORECASTER] BDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:15:55.418265] [INFO ] [CONFIGURE ] BDX: DISCARDED add_vwap (score: 40.00%) [2025-11-21T06:15:55.418326] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16488 tests [2025-11-21T06:15:55.418453] [INFO ] [CONFIGURE ] BDX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:15:55.418498] [INFO ] [CONFIGURE ] BDX: Best accuracy: 80.00% [2025-11-21T06:15:55.418540] [INFO ] [CONFIGURE ] BDX: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:15:55.418580] [INFO ] [CONFIGURE ] BDX: Improvement over baseline: 20.00% [2025-11-21T06:15:55.418620] [INFO ] [CONFIGURE ] BDX: Total time: 1.4 minutes [2025-11-21T06:15:55.418680] [INFO ] [CONFIGURE ] BDX: Average time per feature: 2.8 seconds [2025-11-21T06:15:55.418723] [INFO ] [CONFIGURE ] BDX: Average speed: 0.35 features/sec [2025-11-21T06:15:55.419251] [INFO ] [LOCAL ] Saved configuration for BDX: 2 features, 80.00% accuracy -> ./output/feature-sets/BDX.json [2025-11-21T06:15:55.419312] [INFO ] [CONFIGURE ] BDX: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T06:15:55.419362] [INFO ] [sig ] [156/723] Successfully configured BDX | 0.01 sym/s | Total: 3.7h | ETA: 13.5h [2025-11-21T06:15:55.419407] [INFO ] [sig ] [157/723] Configuring BE... [2025-11-21T06:15:55.419451] [INFO ] [CONFIGURE ] BE: Configurate test run. [2025-11-21T06:15:55.419494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-11-21T06:15:55.527578] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BE'. [2025-11-21T06:15:55.528020] [INFO ] [CONFIGURE ] BE: Testing with 29 available features [2025-11-21T06:15:55.528089] [INFO ] [CONFIGURE ] BE: Establishing baseline with no features... [2025-11-21T06:15:55.714982] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:15:55.910919] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:15:56.111528] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:15:56.313784] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:15:56.511300] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:15:56.723636] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:15:56.918703] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:15:57.110196] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:57.315569] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:15:57.522220] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:15:57.522393] [INFO ] [CONFIGURE ] BE: Baseline score (no features): 80.00% [2025-11-21T06:15:57.522440] [INFO ] [CONFIGURE ] BE: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:15:57.522476] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:15:57.761958] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:15:58.018251] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:15:58.256133] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:15:58.493392] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:15:58.727803] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:15:58.957179] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:15:59.196082] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:15:59.425341] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:15:59.658272] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:15:59.900060] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:15:59.900370] [INFO ] [CONFIGURE ] BE: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:15:59.900468] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16487 tests [2025-11-21T06:15:59.900552] [INFO ] [CONFIGURE ] BE: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:15:59.900626] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:16:00.842678] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:01.243248] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:01.508079] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:16:01.774096] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:02.026196] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:02.276327] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:02.529757] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:02.771565] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:03.023934] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:03.285065] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:03.285470] [INFO ] [CONFIGURE ] BE: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T06:16:03.285573] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16486 tests [2025-11-21T06:16:03.285678] [INFO ] [CONFIGURE ] BE: Testing feature 3/29: add_daily_returns [2025-11-21T06:16:03.285780] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_daily_returns'] [2025-11-21T06:16:03.509693] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:03.713681] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:03.933365] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:16:04.146317] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:04.380421] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:04.589738] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:04.816805] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:16:05.061574] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:05.325233] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:05.524687] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:05.524888] [INFO ] [CONFIGURE ] BE: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T06:16:05.524941] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16485 tests [2025-11-21T06:16:05.524982] [INFO ] [CONFIGURE ] BE: Testing feature 4/29: add_ema [2025-11-21T06:16:05.525021] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_ema'] [2025-11-21T06:16:05.767901] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:05.973054] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:06.160727] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:06.387555] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:06.599778] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:06.816382] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:07.035293] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:16:07.277318] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:07.496817] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:07.707875] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:07.708063] [INFO ] [CONFIGURE ] BE: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:16:07.708110] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16484 tests [2025-11-21T06:16:07.708150] [INFO ] [CONFIGURE ] BE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:16:07.708185] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:16:07.924879] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:08.181141] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:08.413141] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:16:08.646308] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:08.878836] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:09.133681] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:09.384888] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:16:09.635678] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:09.881729] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:10.132991] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:10.133177] [INFO ] [CONFIGURE ] BE: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T06:16:10.133232] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16483 tests [2025-11-21T06:16:10.133308] [INFO ] [CONFIGURE ] BE: Testing feature 6/29: add_failed_moves [2025-11-21T06:16:10.133352] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_failed_moves'] [2025-11-21T06:16:10.333319] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:10.540425] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:10.753016] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:10.960238] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:11.165417] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:11.376630] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:11.583999] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:11.795211] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:12.010792] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:12.226216] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:12.226399] [INFO ] [CONFIGURE ] BE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:16:12.226448] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16482 tests [2025-11-21T06:16:12.226521] [INFO ] [CONFIGURE ] BE: Testing feature 7/29: add_lag_shelf [2025-11-21T06:16:12.226560] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_lag_shelf'] [2025-11-21T06:16:12.424492] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:12.627072] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:12.832066] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:13.029091] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:13.223168] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:13.413503] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:13.610778] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:13.815619] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:14.009693] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:14.207254] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:14.207587] [INFO ] [CONFIGURE ] BE: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:16:14.207707] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16481 tests [2025-11-21T06:16:14.207795] [INFO ] [CONFIGURE ] BE: Testing feature 8/29: add_macd [2025-11-21T06:16:14.207870] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T06:16:14.482917] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:14.758288] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:16:15.034594] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:16:15.320688] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:16:15.599176] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:15.876284] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:16.152823] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:16.451493] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:16.741887] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:17.070757] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:17.070980] [INFO ] [CONFIGURE ] BE: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:16:17.071038] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16480 tests [2025-11-21T06:16:17.071079] [INFO ] [CONFIGURE ] BE: Testing feature 9/29: add_mfi [2025-11-21T06:16:17.071149] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_mfi'] [2025-11-21T06:16:17.293335] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:17.504542] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:17.712889] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:17.921752] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:18.131587] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:18.344951] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:18.542202] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:18.738703] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:18.942735] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:19.153983] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:19.154191] [INFO ] [CONFIGURE ] BE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:16:19.154257] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16479 tests [2025-11-21T06:16:19.154305] [INFO ] [CONFIGURE ] BE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:16:19.154342] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:16:19.457638] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:19.759153] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:20.070612] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:20.373113] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:20.680548] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:20.976422] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:21.279370] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:21.569044] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:21.868057] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:22.166297] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:22.166496] [INFO ] [CONFIGURE ] BE: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T06:16:22.166555] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16478 tests [2025-11-21T06:16:22.166606] [INFO ] [CONFIGURE ] BE: Testing feature 11/29: add_obv_daily [2025-11-21T06:16:22.166672] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_obv_daily'] [2025-11-21T06:16:22.390090] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:22.614224] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:22.838229] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:23.058755] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:23.274508] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:23.485924] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:16:23.692505] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:23.894515] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:24.087781] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:24.285314] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:24.285620] [INFO ] [CONFIGURE ] BE: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:16:24.285784] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16477 tests [2025-11-21T06:16:24.285870] [INFO ] [CONFIGURE ] BE: Testing feature 12/29: add_obv_interval [2025-11-21T06:16:24.285945] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_obv_interval'] [2025-11-21T06:16:24.476341] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:24.665308] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:24.850956] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:25.050078] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:25.237767] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:25.431293] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:25.621227] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:16:25.810885] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:26.002381] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:26.194057] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:26.194226] [INFO ] [CONFIGURE ] BE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:16:26.194273] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16476 tests [2025-11-21T06:16:26.194312] [INFO ] [CONFIGURE ] BE: Testing feature 13/29: add_opening_strength [2025-11-21T06:16:26.194347] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:16:26.398526] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:26.604218] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:16:26.813974] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:27.020583] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:27.233818] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:27.467154] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:16:27.692890] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:27.916758] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:28.131057] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:28.344305] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:28.344478] [INFO ] [CONFIGURE ] BE: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:16:28.344525] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16475 tests [2025-11-21T06:16:28.344564] [INFO ] [CONFIGURE ] BE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:16:28.344599] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T06:16:28.546746] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:28.747309] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:28.950865] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:29.155903] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:29.359420] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:29.567211] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:29.774494] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:29.989006] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:30.201355] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:30.411371] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:30.411544] [INFO ] [CONFIGURE ] BE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:16:30.411591] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16474 tests [2025-11-21T06:16:30.411672] [INFO ] [CONFIGURE ] BE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:16:30.411743] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T06:16:30.588671] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:30.768910] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:30.952759] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:31.140736] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:31.318725] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:31.497966] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:31.675103] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:31.853131] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:16:32.035517] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:32.220732] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:32.220912] [INFO ] [CONFIGURE ] BE: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T06:16:32.220960] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16473 tests [2025-11-21T06:16:32.220999] [INFO ] [CONFIGURE ] BE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:16:32.221035] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T06:16:32.422543] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:32.626795] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:16:32.831763] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:33.036294] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:33.240213] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:33.441758] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:33.644572] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:33.846561] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:34.051379] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:34.261360] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:34.261546] [INFO ] [CONFIGURE ] BE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:16:34.261595] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16472 tests [2025-11-21T06:16:34.261636] [INFO ] [CONFIGURE ] BE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:16:34.261694] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_pbf_return_2d'] [2025-11-21T06:16:34.465480] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:34.679724] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:34.883702] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:35.090692] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:35.294281] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:35.506828] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:35.717479] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:16:35.922997] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:36.126316] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:36.334316] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:36.334479] [INFO ] [CONFIGURE ] BE: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:16:36.334527] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16471 tests [2025-11-21T06:16:36.334565] [INFO ] [CONFIGURE ] BE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:16:36.334600] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T06:16:36.515373] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:36.690194] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:36.861829] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:37.036007] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:37.220807] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:37.400945] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:37.574035] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:37.751259] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:37.934818] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:38.114495] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:38.114835] [INFO ] [CONFIGURE ] BE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:16:38.114960] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16470 tests [2025-11-21T06:16:38.115044] [INFO ] [CONFIGURE ] BE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:16:38.115118] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T06:16:38.293739] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:38.487056] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:38.676257] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:38.863556] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:39.043736] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:39.226190] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:39.405908] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:39.588728] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:39.769614] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:39.956905] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:39.957170] [INFO ] [CONFIGURE ] BE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T06:16:39.957220] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16469 tests [2025-11-21T06:16:39.957258] [INFO ] [CONFIGURE ] BE: Testing feature 20/29: add_price_rejection [2025-11-21T06:16:39.957303] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_price_rejection'] [2025-11-21T06:16:40.158068] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:40.350468] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:40.545722] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:40.742555] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:40.937041] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:41.128439] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:41.318952] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:41.510488] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:41.703968] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:41.905598] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:41.905803] [INFO ] [CONFIGURE ] BE: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T06:16:41.905878] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16468 tests [2025-11-21T06:16:41.905939] [INFO ] [CONFIGURE ] BE: Testing feature 21/29: add_range_position [2025-11-21T06:16:41.905985] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_range_position'] [2025-11-21T06:16:42.125166] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:42.342017] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:42.571796] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:42.789235] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:43.021519] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:43.247196] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:16:43.468990] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:43.689345] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:16:43.918606] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:44.141334] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:44.141513] [INFO ] [CONFIGURE ] BE: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:16:44.141560] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16467 tests [2025-11-21T06:16:44.141598] [INFO ] [CONFIGURE ] BE: Testing feature 22/29: add_realized_volatility [2025-11-21T06:16:44.141633] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_realized_volatility'] [2025-11-21T06:16:44.444066] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:44.748202] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:45.055149] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:45.354800] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:45.661258] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:45.970794] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:16:46.279766] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:46.593946] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:46.888794] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:47.185770] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:47.185962] [INFO ] [CONFIGURE ] BE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T06:16:47.186042] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16466 tests [2025-11-21T06:16:47.186092] [INFO ] [CONFIGURE ] BE: Testing feature 23/29: add_recent_range_context [2025-11-21T06:16:47.186138] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_recent_range_context'] [2025-11-21T06:16:47.372836] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:47.557630] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:47.741522] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:16:47.925978] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:48.110726] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:16:48.303987] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:48.493467] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:16:48.683290] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:48.871746] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:49.057494] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:49.057692] [INFO ] [CONFIGURE ] BE: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:16:49.057965] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16465 tests [2025-11-21T06:16:49.058052] [INFO ] [CONFIGURE ] BE: Testing feature 24/29: add_rsi [2025-11-21T06:16:49.058139] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T06:16:49.306252] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:49.539188] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:49.781292] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:50.023171] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:50.278424] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:50.506403] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:50.740446] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:50.977455] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:16:51.212482] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:51.443633] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:51.443825] [INFO ] [CONFIGURE ] BE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T06:16:51.443879] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16464 tests [2025-11-21T06:16:51.443925] [INFO ] [CONFIGURE ] BE: Testing feature 25/29: add_tick_distribution [2025-11-21T06:16:51.443966] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_tick_distribution'] [2025-11-21T06:16:51.625593] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:51.808835] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:51.993263] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:52.179987] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:52.368933] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:52.549357] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:16:52.728490] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:52.915278] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:53.099780] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:53.283612] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:53.283795] [INFO ] [CONFIGURE ] BE: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:16:53.283842] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16463 tests [2025-11-21T06:16:53.283879] [INFO ] [CONFIGURE ] BE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:16:53.283913] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T06:16:53.471455] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:53.662304] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:16:53.849828] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:54.044839] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:54.241018] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:54.441841] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:54.648744] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:54.865616] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:55.071898] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:55.277579] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:55.277773] [INFO ] [CONFIGURE ] BE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T06:16:55.277831] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16462 tests [2025-11-21T06:16:55.277887] [INFO ] [CONFIGURE ] BE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:16:55.277923] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_volume_price_divergence'] [2025-11-21T06:16:55.490292] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:16:55.696972] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:16:55.917611] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:16:56.147269] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:56.364531] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:56.587335] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:56.805520] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:57.030289] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:57.255603] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:16:57.487136] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:16:57.487374] [INFO ] [CONFIGURE ] BE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:16:57.487427] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16461 tests [2025-11-21T06:16:57.487469] [INFO ] [CONFIGURE ] BE: Testing feature 28/29: add_volume_profile [2025-11-21T06:16:57.487508] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_volume_profile'] [2025-11-21T06:16:57.721713] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:16:57.930429] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:16:58.155368] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:16:58.386816] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:16:58.626631] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:16:58.871100] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:16:59.104007] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:16:59.339347] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:16:59.572036] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:16:59.806881] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:16:59.807416] [INFO ] [CONFIGURE ] BE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T06:16:59.807530] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16460 tests [2025-11-21T06:16:59.807670] [INFO ] [CONFIGURE ] BE: Testing feature 29/29: add_vwap [2025-11-21T06:16:59.807759] [INFO ] [CONFIGURE ] BE: Testing with features: ['add_vwap'] [2025-11-21T06:17:00.038562] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:00.970275] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:17:01.217616] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:17:01.502617] [DEBUG] [FORECASTER] BE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:17:01.741340] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:17:01.982424] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:02.212922] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:02.459030] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:02.690872] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:02.921186] [DEBUG] [FORECASTER] BE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:17:02.921667] [INFO ] [CONFIGURE ] BE: DISCARDED add_vwap (score: 70.00%) [2025-11-21T06:17:02.921781] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16459 tests [2025-11-21T06:17:02.921876] [INFO ] [CONFIGURE ] BE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:17:02.921994] [INFO ] [CONFIGURE ] BE: Best accuracy: 80.00% [2025-11-21T06:17:02.922081] [INFO ] [CONFIGURE ] BE: Best feature set (0 features): [] [2025-11-21T06:17:02.922156] [INFO ] [CONFIGURE ] BE: Improvement over baseline: 0.00% [2025-11-21T06:17:02.922225] [INFO ] [CONFIGURE ] BE: Total time: 1.1 minutes [2025-11-21T06:17:02.922293] [INFO ] [CONFIGURE ] BE: Average time per feature: 2.3 seconds [2025-11-21T06:17:02.922365] [INFO ] [CONFIGURE ] BE: Average speed: 0.44 features/sec [2025-11-21T06:17:02.922793] [INFO ] [LOCAL ] Saved configuration for BE: 0 features, 80.00% accuracy -> ./output/feature-sets/BE.json [2025-11-21T06:17:02.922931] [INFO ] [CONFIGURE ] BE: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T06:17:02.923018] [INFO ] [sig ] [157/723] Successfully configured BE | 0.01 sym/s | Total: 3.7h | ETA: 13.4h [2025-11-21T06:17:02.923097] [INFO ] [sig ] [158/723] Configuring BEKE... [2025-11-21T06:17:02.923169] [INFO ] [CONFIGURE ] BEKE: Configurate test run. [2025-11-21T06:17:02.923240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-11-21T06:17:03.000752] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BEKE'. [2025-11-21T06:17:03.001335] [INFO ] [CONFIGURE ] BEKE: Testing with 29 available features [2025-11-21T06:17:03.001417] [INFO ] [CONFIGURE ] BEKE: Establishing baseline with no features... [2025-11-21T06:17:03.207185] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:17:03.410166] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:03.620690] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:03.833463] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:04.047837] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:17:04.245220] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:04.441405] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:17:04.645238] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:04.868870] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:05.085597] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:05.085890] [INFO ] [CONFIGURE ] BEKE: Baseline score (no features): 30.00% [2025-11-21T06:17:05.085982] [INFO ] [CONFIGURE ] BEKE: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:17:05.086061] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:17:05.332314] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:05.560184] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:17:05.780005] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:05.984895] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:06.197932] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:17:06.406042] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:06.619995] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:17:06.835498] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:07.053349] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:07.313206] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:07.313462] [INFO ] [CONFIGURE ] BEKE: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T06:17:07.313516] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16458 tests [2025-11-21T06:17:07.313557] [INFO ] [CONFIGURE ] BEKE: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:17:07.313596] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:17:07.596429] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:07.871773] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:17:08.152903] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:08.449757] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:08.736293] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:17:09.034944] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:09.307815] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:17:09.572592] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:09.842371] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:10.111814] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:10.112001] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T06:17:10.112060] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16457 tests [2025-11-21T06:17:10.112108] [INFO ] [CONFIGURE ] BEKE: Testing feature 3/29: add_daily_returns [2025-11-21T06:17:10.112151] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:17:10.342531] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:10.575397] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:10.809475] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:11.043737] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:11.282705] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:17:11.529989] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:11.769588] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:17:12.011956] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:12.250205] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:12.495583] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:12.496040] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T06:17:12.496141] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16456 tests [2025-11-21T06:17:12.496223] [INFO ] [CONFIGURE ] BEKE: Testing feature 4/29: add_ema [2025-11-21T06:17:12.496329] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:17:12.787350] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:13.068421] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:13.346307] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:13.612630] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:13.932766] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:14.289911] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:14.598628] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:17:14.878098] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:15.140252] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:15.408687] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:15.408900] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_ema (score: 30.00%) [2025-11-21T06:17:15.409109] [INFO ] [CONFIGURE ] JOB ETA: 13.3h | Avg: 2.9s/test | Remaining: 16455 tests [2025-11-21T06:17:15.409199] [INFO ] [CONFIGURE ] BEKE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:17:15.409255] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:17:15.674819] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:15.953691] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:16.245842] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:16.535602] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:16.832286] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:17.128095] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:17.440238] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:17.731057] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:18.022885] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:18.314045] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:18.314259] [INFO ] [CONFIGURE ] BEKE: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T06:17:18.314316] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16454 tests [2025-11-21T06:17:18.314355] [INFO ] [CONFIGURE ] BEKE: Testing feature 6/29: add_failed_moves [2025-11-21T06:17:18.314430] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T06:17:18.589277] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:18.895879] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:19.182867] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:19.475810] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:19.776582] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:20.054476] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:20.335307] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:20.622573] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:20.906191] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:21.211456] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:21.211763] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:17:21.211821] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16453 tests [2025-11-21T06:17:21.211867] [INFO ] [CONFIGURE ] BEKE: Testing feature 7/29: add_lag_shelf [2025-11-21T06:17:21.211911] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T06:17:21.497639] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:21.784701] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:22.077350] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:22.380627] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:17:22.668307] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:22.954357] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:23.236970] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:23.520131] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:23.810684] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:24.102087] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:24.102333] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:17:24.102393] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16452 tests [2025-11-21T06:17:24.102457] [INFO ] [CONFIGURE ] BEKE: Testing feature 8/29: add_macd [2025-11-21T06:17:24.102510] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T06:17:24.449917] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:24.803151] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:25.168297] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:25.522601] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:17:25.882662] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:26.250482] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:26.609069] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:26.976516] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:27.360286] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:27.730930] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:27.731229] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:17:27.731297] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16451 tests [2025-11-21T06:17:27.731339] [INFO ] [CONFIGURE ] BEKE: Testing feature 9/29: add_mfi [2025-11-21T06:17:27.731389] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T06:17:28.044694] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:28.343817] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:28.640432] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:28.933399] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:29.228170] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:29.531246] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:29.838992] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:30.133559] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:30.429834] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:30.718990] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:30.719269] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:17:30.719331] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16450 tests [2025-11-21T06:17:30.719400] [INFO ] [CONFIGURE ] BEKE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:17:30.719464] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:17:31.099767] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:31.490408] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:17:31.874424] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:32.254228] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:32.667397] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:33.057338] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:33.453199] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:33.850100] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:34.265633] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:34.657498] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:34.657784] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:17:34.657846] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16449 tests [2025-11-21T06:17:34.657896] [INFO ] [CONFIGURE ] BEKE: Testing feature 11/29: add_obv_daily [2025-11-21T06:17:34.657942] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T06:17:34.968516] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:35.278037] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:17:35.587138] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:35.888971] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:36.193428] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:36.502202] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:36.804583] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:37.111794] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:37.434991] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:37.748733] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:37.749075] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T06:17:37.749151] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16448 tests [2025-11-21T06:17:37.749206] [INFO ] [CONFIGURE ] BEKE: Testing feature 12/29: add_obv_interval [2025-11-21T06:17:37.749264] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T06:17:38.051783] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:38.352391] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:38.635506] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:38.926500] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:39.212463] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:39.497411] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:39.781081] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:40.074050] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:40.373373] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:40.683504] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:40.683805] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:17:40.683871] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16447 tests [2025-11-21T06:17:40.683929] [INFO ] [CONFIGURE ] BEKE: Testing feature 13/29: add_opening_strength [2025-11-21T06:17:40.683980] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:17:40.995443] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:41.311111] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:17:41.616623] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:41.925738] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:17:42.244279] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:42.575123] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:42.890205] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:17:43.212025] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:43.525006] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:43.836069] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:43.836321] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:17:43.836386] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16446 tests [2025-11-21T06:17:43.836437] [INFO ] [CONFIGURE ] BEKE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:17:43.836484] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T06:17:44.148601] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:17:44.468607] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:44.776061] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:45.079340] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:17:45.380553] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:45.700887] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:46.025251] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:46.352094] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:46.679736] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:47.002224] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:47.002503] [INFO ] [CONFIGURE ] BEKE: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-21T06:17:47.002566] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16445 tests [2025-11-21T06:17:47.002664] [INFO ] [CONFIGURE ] BEKE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:17:47.002717] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T06:17:47.317597] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:17:47.636491] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:47.952175] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:48.275944] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:48.582935] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:17:48.895759] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:49.209824] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:49.518308] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:49.837553] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:50.152791] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:17:50.153060] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:17:50.153124] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16444 tests [2025-11-21T06:17:50.153174] [INFO ] [CONFIGURE ] BEKE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:17:50.153220] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T06:17:50.490975] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:50.830440] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:51.179993] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:51.530426] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:51.881027] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:52.233132] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:52.585295] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:52.936206] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:53.281087] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:53.644275] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:53.644549] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:17:53.644619] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16443 tests [2025-11-21T06:17:53.644779] [INFO ] [CONFIGURE ] BEKE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:17:53.644829] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T06:17:54.000601] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:54.326612] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:54.672730] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:17:55.021892] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:55.391102] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:55.746159] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:56.098278] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:56.454118] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:17:56.800686] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:17:57.142526] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:17:57.142839] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:17:57.142902] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16442 tests [2025-11-21T06:17:57.143028] [INFO ] [CONFIGURE ] BEKE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:17:57.143079] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T06:17:57.457209] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:17:57.766541] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:17:58.075366] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:17:58.387519] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:17:58.707094] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:17:59.018317] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:17:59.323083] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:17:59.633129] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:17:59.948490] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:00.268566] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:00.268845] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T06:18:00.268909] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16441 tests [2025-11-21T06:18:00.268958] [INFO ] [CONFIGURE ] BEKE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:18:00.269005] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T06:18:01.466886] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:18:02.029784] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:02.307935] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:18:02.611343] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:18:02.915624] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:03.224976] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:03.527241] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:03.841801] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:04.160728] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:04.462093] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:04.462327] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:18:04.462385] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16440 tests [2025-11-21T06:18:04.462429] [INFO ] [CONFIGURE ] BEKE: Testing feature 20/29: add_price_rejection [2025-11-21T06:18:04.462475] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T06:18:04.787687] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:18:05.071393] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:05.355638] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:18:05.654199] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:05.947849] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:06.249071] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:06.559424] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:06.857987] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:18:07.154266] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:07.469323] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:07.469549] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:18:07.469611] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16439 tests [2025-11-21T06:18:07.469687] [INFO ] [CONFIGURE ] BEKE: Testing feature 21/29: add_range_position [2025-11-21T06:18:07.469738] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T06:18:07.799802] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:18:08.124750] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:08.442514] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:18:08.765098] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:18:09.100918] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:09.440584] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:09.791227] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:10.156806] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:10.505536] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:10.851314] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:10.851534] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:18:10.851594] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16438 tests [2025-11-21T06:18:10.851663] [INFO ] [CONFIGURE ] BEKE: Testing feature 22/29: add_realized_volatility [2025-11-21T06:18:10.851708] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T06:18:11.276417] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:18:11.720050] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:12.168566] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:18:12.590365] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:18:13.016069] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:13.447753] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:13.882175] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:14.325081] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:18:14.773938] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:15.207847] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:15.208117] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T06:18:15.208191] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16437 tests [2025-11-21T06:18:15.208248] [INFO ] [CONFIGURE ] BEKE: Testing feature 23/29: add_recent_range_context [2025-11-21T06:18:15.208300] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T06:18:15.518257] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:18:15.820976] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:16.155262] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:18:16.478139] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:16.785563] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:17.093319] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:17.405866] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:17.714271] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:18.033996] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:18.387728] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:18.387932] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:18:18.387995] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16436 tests [2025-11-21T06:18:18.388043] [INFO ] [CONFIGURE ] BEKE: Testing feature 24/29: add_rsi [2025-11-21T06:18:18.388166] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T06:18:18.740658] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:18:19.083913] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:19.432745] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:18:19.774048] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:18:20.111695] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:20.501459] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:20.854864] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:21.204164] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:21.556150] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:21.947041] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:21.947326] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T06:18:21.947429] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16435 tests [2025-11-21T06:18:21.947496] [INFO ] [CONFIGURE ] BEKE: Testing feature 25/29: add_tick_distribution [2025-11-21T06:18:21.947544] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T06:18:22.285801] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:18:22.610604] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:22.923246] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:18:23.228344] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:23.539754] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:23.858401] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:24.178547] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:24.505858] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:18:24.825474] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:25.160702] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:25.160903] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:18:25.160964] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16434 tests [2025-11-21T06:18:25.161010] [INFO ] [CONFIGURE ] BEKE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:18:25.161053] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T06:18:25.472980] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:18:25.775067] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:18:26.078534] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:18:26.385356] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:18:26.717308] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:27.066785] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:27.395535] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:27.730991] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:28.085344] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:28.435746] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:28.436003] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:18:28.436069] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16433 tests [2025-11-21T06:18:28.436210] [INFO ] [CONFIGURE ] BEKE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:18:28.436262] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T06:18:28.783690] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:18:29.099099] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:29.442767] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:18:29.770772] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:18:30.082572] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:30.407338] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:30.732170] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:31.080709] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:18:31.409549] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:31.720793] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:31.721020] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T06:18:31.721081] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16432 tests [2025-11-21T06:18:31.721129] [INFO ] [CONFIGURE ] BEKE: Testing feature 28/29: add_volume_profile [2025-11-21T06:18:31.721171] [INFO ] [CONFIGURE ] BEKE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T06:18:32.044744] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:18:32.390066] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:32.730131] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:18:33.090972] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:18:33.430090] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:18:33.751060] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:18:34.086115] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:34.409295] [DEBUG] [FORECASTER] BEKE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:18:34.712137] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:35.033423] [DEBUG] [FORECASTER] BEKE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:18:35.033627] [INFO ] [CONFIGURE ] BEKE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T06:18:35.033707] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16431 tests [2025-11-21T06:18:35.033760] [INFO ] [CONFIGURE ] BEKE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:18:35.033799] [INFO ] [CONFIGURE ] BEKE: Best accuracy: 80.00% [2025-11-21T06:18:35.033867] [INFO ] [CONFIGURE ] BEKE: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T06:18:35.033907] [INFO ] [CONFIGURE ] BEKE: Improvement over baseline: 50.00% [2025-11-21T06:18:35.033945] [INFO ] [CONFIGURE ] BEKE: Total time: 1.5 minutes [2025-11-21T06:18:35.033981] [INFO ] [CONFIGURE ] BEKE: Average time per feature: 3.2 seconds [2025-11-21T06:18:35.034031] [INFO ] [CONFIGURE ] BEKE: Average speed: 0.32 features/sec [2025-11-21T06:18:35.034406] [INFO ] [LOCAL ] Saved configuration for BEKE: 4 features, 80.00% accuracy -> ./output/feature-sets/BEKE.json [2025-11-21T06:18:35.034467] [INFO ] [CONFIGURE ] BEKE: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T06:18:35.034514] [INFO ] [sig ] [158/723] Successfully configured BEKE | 0.01 sym/s | Total: 3.7h | ETA: 13.4h [2025-11-21T06:18:35.034558] [INFO ] [sig ] [159/723] Configuring BEP... [2025-11-21T06:18:35.034598] [INFO ] [CONFIGURE ] BEP: Configurate test run. [2025-11-21T06:18:35.034666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-11-21T06:18:35.110567] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BEP'. [2025-11-21T06:18:35.110993] [INFO ] [CONFIGURE ] BEP: Testing with 29 available features [2025-11-21T06:18:35.111058] [INFO ] [CONFIGURE ] BEP: Establishing baseline with no features... [2025-11-21T06:18:35.308985] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:18:35.481586] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:35.651698] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:35.836967] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:36.024699] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:18:36.208466] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:36.394763] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:36.580211] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:36.774772] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:36.962870] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:36.963061] [INFO ] [CONFIGURE ] BEP: Baseline score (no features): 60.00% [2025-11-21T06:18:36.963109] [INFO ] [CONFIGURE ] BEP: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:18:36.963148] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:18:37.197440] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:18:37.432343] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:37.672969] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:37.911574] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:38.139155] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:18:38.366480] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:38.595325] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:38.824437] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:39.054745] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:18:39.278821] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:39.279055] [INFO ] [CONFIGURE ] BEP: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T06:18:39.279107] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16430 tests [2025-11-21T06:18:39.279148] [INFO ] [CONFIGURE ] BEP: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:18:39.279185] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:18:39.509535] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:18:39.745047] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:39.977125] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:18:40.201148] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:40.448018] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:18:40.712155] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:40.968272] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:41.218881] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:41.477493] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:41.729187] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:41.729737] [INFO ] [CONFIGURE ] BEP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T06:18:41.729858] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16429 tests [2025-11-21T06:18:41.729975] [INFO ] [CONFIGURE ] BEP: Testing feature 3/29: add_daily_returns [2025-11-21T06:18:41.730057] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns'] [2025-11-21T06:18:41.947933] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:18:42.164957] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:18:42.368591] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:42.565766] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:42.765819] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:18:42.969679] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:43.167121] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:18:43.369554] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:43.576695] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:43.783204] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:18:43.783581] [INFO ] [CONFIGURE ] BEP: KEPT add_daily_returns (score: 80.00%) [2025-11-21T06:18:43.783706] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16428 tests [2025-11-21T06:18:43.783799] [INFO ] [CONFIGURE ] BEP: Testing feature 4/29: add_ema [2025-11-21T06:18:43.783902] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T06:18:44.037294] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:18:44.298286] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:18:44.547309] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:44.808771] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:45.067316] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:18:45.340424] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:45.620765] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:18:45.912915] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:46.193479] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:18:46.496670] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:46.497598] [INFO ] [CONFIGURE ] BEP: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:18:46.497835] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16427 tests [2025-11-21T06:18:46.497956] [INFO ] [CONFIGURE ] BEP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:18:46.498045] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:18:46.768076] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:18:47.036355] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:47.327883] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:47.610554] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:47.909625] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:18:48.190154] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:48.460617] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:18:48.749319] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:49.026741] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:49.305037] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:49.305307] [INFO ] [CONFIGURE ] BEP: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:18:49.305397] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16426 tests [2025-11-21T06:18:49.305446] [INFO ] [CONFIGURE ] BEP: Testing feature 6/29: add_failed_moves [2025-11-21T06:18:49.305492] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T06:18:49.540390] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:18:49.768241] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:50.005865] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:50.257462] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:50.488405] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:18:50.729019] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:50.961122] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:18:51.193125] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:51.422211] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:51.656639] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:51.657123] [INFO ] [CONFIGURE ] BEP: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T06:18:51.657274] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16425 tests [2025-11-21T06:18:51.657387] [INFO ] [CONFIGURE ] BEP: Testing feature 7/29: add_lag_shelf [2025-11-21T06:18:51.657522] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T06:18:51.879401] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:18:52.095942] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:18:52.320250] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:52.530011] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:52.736988] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:18:52.949901] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:53.175480] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:18:53.415168] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:53.648123] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:53.881322] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:18:53.881736] [INFO ] [CONFIGURE ] BEP: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:18:53.882020] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16424 tests [2025-11-21T06:18:53.882126] [INFO ] [CONFIGURE ] BEP: Testing feature 8/29: add_macd [2025-11-21T06:18:53.882212] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T06:18:54.346473] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:18:54.708323] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:55.012398] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:55.322922] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:55.645126] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:18:55.979207] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:56.301305] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:18:56.620844] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:18:56.934815] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:57.265937] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:18:57.266189] [INFO ] [CONFIGURE ] BEP: DISCARDED add_macd (score: 50.00%) [2025-11-21T06:18:57.266262] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16423 tests [2025-11-21T06:18:57.266314] [INFO ] [CONFIGURE ] BEP: Testing feature 9/29: add_mfi [2025-11-21T06:18:57.266362] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T06:18:57.512690] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:18:57.758463] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:18:58.022147] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:18:58.255837] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:18:58.480635] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:18:58.712223] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:18:58.967084] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:18:59.210530] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:18:59.451883] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:18:59.694299] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:18:59.694586] [INFO ] [CONFIGURE ] BEP: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:18:59.694748] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16422 tests [2025-11-21T06:18:59.694809] [INFO ] [CONFIGURE ] BEP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:18:59.694861] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:19:00.029872] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:00.388726] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:00.717736] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:01.820804] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:02.305234] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:02.621608] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:02.931814] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:03.237012] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:03.542699] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:03.855267] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:03.855512] [INFO ] [CONFIGURE ] BEP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:19:03.855570] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16421 tests [2025-11-21T06:19:03.855620] [INFO ] [CONFIGURE ] BEP: Testing feature 11/29: add_obv_daily [2025-11-21T06:19:03.855686] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T06:19:04.100538] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:04.369322] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:04.613458] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:19:04.879858] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:05.124214] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:05.366387] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:05.611728] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:05.862547] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:06.123203] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:06.376605] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:06.377049] [INFO ] [CONFIGURE ] BEP: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:19:06.377162] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16420 tests [2025-11-21T06:19:06.377254] [INFO ] [CONFIGURE ] BEP: Testing feature 12/29: add_obv_interval [2025-11-21T06:19:06.377360] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T06:19:06.609423] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:06.841550] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:07.076559] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:07.312041] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:07.552163] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:07.815186] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:08.060222] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:08.295454] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:08.528185] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:08.768363] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:08.768583] [INFO ] [CONFIGURE ] BEP: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:19:08.768634] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16419 tests [2025-11-21T06:19:08.768696] [INFO ] [CONFIGURE ] BEP: Testing feature 13/29: add_opening_strength [2025-11-21T06:19:08.768781] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:19:09.028473] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:09.289039] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:09.548319] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:09.793181] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:10.027816] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:10.260140] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:10.492285] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:10.724398] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:10.971491] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:11.216195] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:11.216593] [INFO ] [CONFIGURE ] BEP: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:19:11.216733] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16418 tests [2025-11-21T06:19:11.216851] [INFO ] [CONFIGURE ] BEP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:19:11.216970] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T06:19:11.470169] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:11.718924] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:19:11.989067] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:12.238681] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:12.503142] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:12.778831] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:19:13.066038] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:13.328214] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:13.580499] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:13.828198] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:13.828426] [INFO ] [CONFIGURE ] BEP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:19:13.828488] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16417 tests [2025-11-21T06:19:13.828537] [INFO ] [CONFIGURE ] BEP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:19:13.828584] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T06:19:14.047607] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:14.270935] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:19:14.502541] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:14.714987] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:14.924952] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:15.136336] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:15.350371] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:19:15.563834] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:15.785570] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:16.014480] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:16.014741] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:19:16.014862] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16416 tests [2025-11-21T06:19:16.014918] [INFO ] [CONFIGURE ] BEP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:19:16.014970] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T06:19:16.269382] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:16.507568] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:19:16.759980] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:17.002460] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:17.247963] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:17.486008] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:17.747973] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:19:18.007110] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:18.269620] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:18.515586] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:18.515839] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T06:19:18.516071] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16415 tests [2025-11-21T06:19:18.516162] [INFO ] [CONFIGURE ] BEP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:19:18.516242] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T06:19:18.767867] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:19.019150] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:19.272840] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:19.530606] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:19.774433] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:19.998102] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:20.230713] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:20.473629] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:20.730312] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:20.967321] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:20.967523] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:19:20.967571] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16414 tests [2025-11-21T06:19:20.967608] [INFO ] [CONFIGURE ] BEP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:19:20.967660] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T06:19:21.176987] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:21.387728] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:21.605535] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:21.845753] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:22.085812] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:22.309707] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:22.552144] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:22.785548] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:23.018367] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:23.245148] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:23.245629] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:19:23.245770] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16413 tests [2025-11-21T06:19:23.245833] [INFO ] [CONFIGURE ] BEP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:19:23.245944] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T06:19:23.470183] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:23.697371] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:23.931737] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:24.156768] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:24.378138] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:24.591458] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:24.806536] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:25.030431] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:25.250415] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:25.475290] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:25.475508] [INFO ] [CONFIGURE ] BEP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T06:19:25.475559] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16412 tests [2025-11-21T06:19:25.475599] [INFO ] [CONFIGURE ] BEP: Testing feature 20/29: add_price_rejection [2025-11-21T06:19:25.475635] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T06:19:25.713910] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:25.953439] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:19:26.192435] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:26.429357] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:26.666669] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:26.908499] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:27.152764] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:27.394442] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:27.645234] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:27.893291] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:27.893510] [INFO ] [CONFIGURE ] BEP: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T06:19:27.893563] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16411 tests [2025-11-21T06:19:27.893603] [INFO ] [CONFIGURE ] BEP: Testing feature 21/29: add_range_position [2025-11-21T06:19:27.893639] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T06:19:28.146041] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:28.406359] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:19:28.660132] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:28.914480] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:29.175391] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:29.437811] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:29.690018] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:19:29.957217] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:30.216439] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:30.469197] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:30.469413] [INFO ] [CONFIGURE ] BEP: DISCARDED add_range_position (score: 80.00%) [2025-11-21T06:19:30.469471] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16410 tests [2025-11-21T06:19:30.469521] [INFO ] [CONFIGURE ] BEP: Testing feature 22/29: add_realized_volatility [2025-11-21T06:19:30.469559] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T06:19:30.801286] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:31.142000] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:31.480241] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:31.827514] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:32.173040] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:32.523543] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:32.870750] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:33.220548] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:33.565802] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:33.907792] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:33.908076] [INFO ] [CONFIGURE ] BEP: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:19:33.908144] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16409 tests [2025-11-21T06:19:33.908196] [INFO ] [CONFIGURE ] BEP: Testing feature 23/29: add_recent_range_context [2025-11-21T06:19:33.908244] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T06:19:34.144765] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:34.385994] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:34.623674] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:34.855684] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:35.096277] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:35.334737] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:35.575880] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:35.813824] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:36.055775] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:36.302463] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:36.302693] [INFO ] [CONFIGURE ] BEP: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T06:19:36.302777] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16408 tests [2025-11-21T06:19:36.302829] [INFO ] [CONFIGURE ] BEP: Testing feature 24/29: add_rsi [2025-11-21T06:19:36.302985] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T06:19:36.588430] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:36.872114] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:19:37.147865] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:37.435619] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:37.732503] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:38.016068] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:38.308399] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:38.595548] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:38.896899] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:39.186926] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:39.187175] [INFO ] [CONFIGURE ] BEP: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:19:39.187319] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16407 tests [2025-11-21T06:19:39.187389] [INFO ] [CONFIGURE ] BEP: Testing feature 25/29: add_tick_distribution [2025-11-21T06:19:39.187437] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T06:19:39.422728] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:39.653131] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:39.878738] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:40.104627] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:40.331386] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:40.565432] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:40.813800] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:41.077921] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:41.389907] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:41.672542] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:41.672804] [INFO ] [CONFIGURE ] BEP: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T06:19:41.672888] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16406 tests [2025-11-21T06:19:41.672952] [INFO ] [CONFIGURE ] BEP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:19:41.673007] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T06:19:41.982028] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:42.208746] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:42.424954] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:42.663908] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:42.912468] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:43.153536] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:43.387968] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:19:43.619500] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:43.848359] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:44.077935] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:44.078312] [INFO ] [CONFIGURE ] BEP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:19:44.078440] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16405 tests [2025-11-21T06:19:44.078547] [INFO ] [CONFIGURE ] BEP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:19:44.078700] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T06:19:44.333504] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:44.584254] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:44.833119] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:45.083225] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:45.330537] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:45.581122] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:45.825776] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:46.076000] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:46.321720] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:46.580688] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:46.580918] [INFO ] [CONFIGURE ] BEP: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:19:46.581122] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16404 tests [2025-11-21T06:19:46.581213] [INFO ] [CONFIGURE ] BEP: Testing feature 28/29: add_volume_profile [2025-11-21T06:19:46.581288] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T06:19:46.819398] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:47.055028] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:47.296037] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:19:47.531855] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:47.781952] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:48.031904] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:48.287057] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:48.545560] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:48.789063] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:49.029717] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:49.030174] [INFO ] [CONFIGURE ] BEP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:19:49.030288] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16403 tests [2025-11-21T06:19:49.030378] [INFO ] [CONFIGURE ] BEP: Testing feature 29/29: add_vwap [2025-11-21T06:19:49.030485] [INFO ] [CONFIGURE ] BEP: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T06:19:49.278371] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:19:49.532314] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:49.780946] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:50.026799] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:19:50.270249] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:50.518550] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:19:50.778608] [DEBUG] [FORECASTER] BEP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:19:51.030610] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:19:51.284193] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:51.547476] [DEBUG] [FORECASTER] BEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:19:51.547900] [INFO ] [CONFIGURE ] BEP: DISCARDED add_vwap (score: 60.00%) [2025-11-21T06:19:51.548014] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16402 tests [2025-11-21T06:19:51.548102] [INFO ] [CONFIGURE ] BEP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:19:51.548178] [INFO ] [CONFIGURE ] BEP: Best accuracy: 80.00% [2025-11-21T06:19:51.548334] [INFO ] [CONFIGURE ] BEP: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T06:19:51.548412] [INFO ] [CONFIGURE ] BEP: Improvement over baseline: 20.00% [2025-11-21T06:19:51.548508] [INFO ] [CONFIGURE ] BEP: Total time: 1.2 minutes [2025-11-21T06:19:51.548582] [INFO ] [CONFIGURE ] BEP: Average time per feature: 2.6 seconds [2025-11-21T06:19:51.548668] [INFO ] [CONFIGURE ] BEP: Average speed: 0.39 features/sec [2025-11-21T06:19:51.549336] [INFO ] [LOCAL ] Saved configuration for BEP: 1 features, 80.00% accuracy -> ./output/feature-sets/BEP.json [2025-11-21T06:19:51.549433] [INFO ] [CONFIGURE ] BEP: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T06:19:51.549513] [INFO ] [sig ] [159/723] Successfully configured BEP | 0.01 sym/s | Total: 3.8h | ETA: 13.4h [2025-11-21T06:19:51.549587] [INFO ] [sig ] [160/723] Configuring BEPC... [2025-11-21T06:19:51.549680] [INFO ] [CONFIGURE ] BEPC: Configurate test run. [2025-11-21T06:19:51.549754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'. [2025-11-21T06:19:51.630517] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BEPC'. [2025-11-21T06:19:51.631339] [INFO ] [CONFIGURE ] BEPC: Testing with 29 available features [2025-11-21T06:19:51.631676] [INFO ] [CONFIGURE ] BEPC: Establishing baseline with no features... [2025-11-21T06:19:51.844053] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:52.049200] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:52.255372] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:19:52.457595] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:19:52.662332] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:52.884363] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:19:53.087813] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:19:53.303664] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:19:53.520585] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:19:53.742024] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:53.742228] [INFO ] [CONFIGURE ] BEPC: Baseline score (no features): 40.00% [2025-11-21T06:19:53.742289] [INFO ] [CONFIGURE ] BEPC: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:19:53.742336] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:19:53.983634] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:54.215064] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:19:54.445845] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:19:54.684916] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:19:54.921229] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:19:55.163397] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:19:55.402470] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:19:55.644017] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:19:55.883426] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:56.134572] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:56.134793] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T06:19:56.134878] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16401 tests [2025-11-21T06:19:56.134920] [INFO ] [CONFIGURE ] BEPC: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:19:56.134959] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:19:56.372914] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:56.614570] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:19:56.862297] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:19:57.106116] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:19:57.350303] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:19:57.600300] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:19:57.882937] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:19:58.130436] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:19:58.377978] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:19:58.632374] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:19:58.632597] [INFO ] [CONFIGURE ] BEPC: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T06:19:58.632669] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16400 tests [2025-11-21T06:19:58.632737] [INFO ] [CONFIGURE ] BEPC: Testing feature 3/29: add_daily_returns [2025-11-21T06:19:58.632789] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:19:58.896577] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:19:59.153629] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:19:59.406798] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:19:59.659612] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:19:59.924429] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:00.971997] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:01.266956] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:01.688843] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:01.962200] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:02.239137] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:02.239393] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T06:20:02.239458] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16399 tests [2025-11-21T06:20:02.239514] [INFO ] [CONFIGURE ] BEPC: Testing feature 4/29: add_ema [2025-11-21T06:20:02.239564] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T06:20:02.553276] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:02.868379] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:03.189533] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:03.481059] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:03.781211] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:04.075537] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:04.369036] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:04.654277] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:04.970285] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:20:05.276241] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:05.276468] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_ema (score: 50.00%) [2025-11-21T06:20:05.276532] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16398 tests [2025-11-21T06:20:05.276612] [INFO ] [CONFIGURE ] BEPC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:20:05.276687] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:20:05.572284] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:05.876061] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:06.174462] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:06.481281] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:06.765604] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:07.059113] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:07.353896] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:07.638667] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:07.950210] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:08.237722] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:08.238010] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T06:20:08.238098] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16397 tests [2025-11-21T06:20:08.238148] [INFO ] [CONFIGURE ] BEPC: Testing feature 6/29: add_failed_moves [2025-11-21T06:20:08.238196] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T06:20:08.487188] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:08.739184] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:09.000805] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:09.262425] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:09.508990] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:20:09.770182] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:10.026034] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:10.289840] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:10.545312] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:10.797705] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:10.797919] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:20:10.797990] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16396 tests [2025-11-21T06:20:10.798069] [INFO ] [CONFIGURE ] BEPC: Testing feature 7/29: add_lag_shelf [2025-11-21T06:20:10.798120] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T06:20:11.039745] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:11.295986] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:11.535357] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:11.772532] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:12.021144] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:20:12.272160] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:12.524561] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:12.769595] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:13.014212] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:13.249747] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:13.249948] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:20:13.249998] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16395 tests [2025-11-21T06:20:13.250037] [INFO ] [CONFIGURE ] BEPC: Testing feature 8/29: add_macd [2025-11-21T06:20:13.250074] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T06:20:13.593892] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:13.941889] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:14.307858] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:14.660155] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:15.019731] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:20:15.372014] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:15.723438] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:16.091183] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:16.455380] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:20:16.804007] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:16.804273] [INFO ] [CONFIGURE ] BEPC: KEPT add_macd (score: 60.00%) [2025-11-21T06:20:16.804337] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16394 tests [2025-11-21T06:20:16.804386] [INFO ] [CONFIGURE ] BEPC: Testing feature 9/29: add_mfi [2025-11-21T06:20:16.804444] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T06:20:17.170261] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:17.550918] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:17.956014] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:18.324568] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:18.703822] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:20:19.088951] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:19.467388] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:19.856705] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:20.232402] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:20:20.596339] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:20.596595] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:20:20.596684] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16393 tests [2025-11-21T06:20:20.596765] [INFO ] [CONFIGURE ] BEPC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:20:20.596814] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:20:21.077311] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:21.535907] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:21.997819] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:22.471699] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:22.971847] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:23.431334] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:23.921500] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:24.374662] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:24.845069] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:25.314234] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:25.314552] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T06:20:25.314672] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16392 tests [2025-11-21T06:20:25.314767] [INFO ] [CONFIGURE ] BEPC: Testing feature 11/29: add_obv_daily [2025-11-21T06:20:25.314826] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T06:20:25.698757] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:26.088689] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:26.476499] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:26.844662] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:27.223767] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:20:27.609209] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:28.023062] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:28.404222] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:28.778971] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:20:29.167330] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:29.167569] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:20:29.167628] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16391 tests [2025-11-21T06:20:29.167710] [INFO ] [CONFIGURE ] BEPC: Testing feature 12/29: add_obv_interval [2025-11-21T06:20:29.167756] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T06:20:29.523745] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:29.874508] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:30.228716] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:30.577824] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:30.932022] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:31.278501] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:31.651781] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:20:32.008911] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:32.347254] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:32.689229] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:32.689489] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T06:20:32.689550] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16390 tests [2025-11-21T06:20:32.689599] [INFO ] [CONFIGURE ] BEPC: Testing feature 13/29: add_opening_strength [2025-11-21T06:20:32.689666] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:20:33.078213] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:33.471284] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:33.865256] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:34.243705] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:34.630388] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:35.025084] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:35.424109] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:35.812366] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:36.201569] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:36.593562] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:36.593794] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T06:20:36.593874] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16389 tests [2025-11-21T06:20:36.593924] [INFO ] [CONFIGURE ] BEPC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:20:36.593968] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T06:20:36.959175] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:37.328070] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:37.699083] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:38.049086] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:38.414255] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:20:38.765750] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:39.112266] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:39.492072] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:39.860941] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:40.265576] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:40.265938] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:20:40.266028] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16388 tests [2025-11-21T06:20:40.266100] [INFO ] [CONFIGURE ] BEPC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:20:40.266168] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T06:20:40.615588] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:40.984167] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:41.347215] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:41.727337] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:42.093117] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:20:42.456276] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:42.820495] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:43.196353] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:43.549968] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:20:43.917366] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:43.917686] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:20:43.917754] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16387 tests [2025-11-21T06:20:43.917809] [INFO ] [CONFIGURE ] BEPC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:20:43.917881] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T06:20:44.302324] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:20:44.674166] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:45.043500] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:45.410967] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:45.781122] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:20:46.148621] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:46.516453] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:46.890629] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:47.261323] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:20:47.639148] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:47.639375] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T06:20:47.639435] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16386 tests [2025-11-21T06:20:47.639484] [INFO ] [CONFIGURE ] BEPC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:20:47.639527] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T06:20:48.026098] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:48.426938] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:48.803929] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:49.186861] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:49.560976] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:49.953317] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:50.338907] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:50.721828] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:51.104131] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:51.450379] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:51.450626] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T06:20:51.450711] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16385 tests [2025-11-21T06:20:51.450761] [INFO ] [CONFIGURE ] BEPC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:20:51.450806] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T06:20:51.770540] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:52.131908] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:52.539792] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:52.944626] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:53.275414] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:53.604088] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:53.937709] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:54.275050] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:54.597117] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:20:54.922611] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:54.922858] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T06:20:54.922925] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16384 tests [2025-11-21T06:20:54.922984] [INFO ] [CONFIGURE ] BEPC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:20:54.923036] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T06:20:55.247070] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:55.581316] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:55.913763] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:56.242350] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:20:56.592970] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:20:56.949678] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:20:57.303567] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:20:57.665067] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:20:58.052233] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:20:58.416507] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:20:58.416768] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T06:20:58.416848] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16383 tests [2025-11-21T06:20:58.416907] [INFO ] [CONFIGURE ] BEPC: Testing feature 20/29: add_price_rejection [2025-11-21T06:20:58.416956] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T06:20:58.794282] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:20:59.187534] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:20:59.570214] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:20:59.958532] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:00.349933] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:21:01.398860] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:21:01.794088] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:02.141781] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:02.491586] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:21:02.853940] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:02.854173] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:21:02.854235] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16382 tests [2025-11-21T06:21:02.854281] [INFO ] [CONFIGURE ] BEPC: Testing feature 21/29: add_range_position [2025-11-21T06:21:02.854353] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T06:21:03.227988] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:21:03.584873] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:21:03.946361] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:21:04.306136] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:04.661690] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:21:05.017123] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:21:05.381781] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:05.748916] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:06.118371] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:06.488893] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:06.489129] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:21:06.489193] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16381 tests [2025-11-21T06:21:06.489248] [INFO ] [CONFIGURE ] BEPC: Testing feature 22/29: add_realized_volatility [2025-11-21T06:21:06.489285] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T06:21:06.908014] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:21:07.344806] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:21:07.780805] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:21:08.207718] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:08.635403] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:21:09.069429] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:21:09.490258] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:09.908388] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:10.332450] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:21:10.768340] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:10.768604] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T06:21:10.768697] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16380 tests [2025-11-21T06:21:10.768750] [INFO ] [CONFIGURE ] BEPC: Testing feature 23/29: add_recent_range_context [2025-11-21T06:21:10.768795] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T06:21:11.110875] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:21:11.459005] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:21:11.798351] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:21:12.131813] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:12.469719] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:21:12.817594] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:21:13.180795] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:13.533456] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:13.876989] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:14.221905] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:14.222114] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T06:21:14.222173] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16379 tests [2025-11-21T06:21:14.222223] [INFO ] [CONFIGURE ] BEPC: Testing feature 24/29: add_rsi [2025-11-21T06:21:14.222268] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T06:21:14.594904] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:21:14.980457] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:21:15.369274] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:21:15.753816] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:16.139558] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:21:16.571049] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:21:17.000430] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:17.442065] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:17.870614] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:21:18.258923] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:18.259186] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:21:18.259275] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16378 tests [2025-11-21T06:21:18.259431] [INFO ] [CONFIGURE ] BEPC: Testing feature 25/29: add_tick_distribution [2025-11-21T06:21:18.259488] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T06:21:18.596494] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:21:18.923523] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:21:19.277961] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:21:19.674613] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:20.038788] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:21:20.381063] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:21:20.723302] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:21.065455] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:21:21.403348] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:21.806120] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:21.806464] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:21:21.806598] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16377 tests [2025-11-21T06:21:21.806710] [INFO ] [CONFIGURE ] BEPC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:21:21.806781] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T06:21:22.186632] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:21:22.546349] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:21:22.935333] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:21:23.310479] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:23.684582] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:21:24.072929] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:21:24.442724] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:24.810043] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:25.170522] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:21:25.514142] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:25.514436] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:21:25.514525] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16376 tests [2025-11-21T06:21:25.514578] [INFO ] [CONFIGURE ] BEPC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:21:25.514626] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T06:21:25.859318] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:21:26.222991] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:21:26.572504] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:21:26.920629] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:27.286195] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:21:27.653963] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:21:28.025777] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:28.393095] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:28.748234] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:29.107467] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:29.107723] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T06:21:29.107799] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16375 tests [2025-11-21T06:21:29.107856] [INFO ] [CONFIGURE ] BEPC: Testing feature 28/29: add_volume_profile [2025-11-21T06:21:29.107901] [INFO ] [CONFIGURE ] BEPC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T06:21:29.455966] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:21:29.819853] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:21:30.193768] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:21:30.574278] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:21:30.976076] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:21:31.360310] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:21:31.717068] [DEBUG] [FORECASTER] BEPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:21:32.077281] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:32.437714] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:21:32.796772] [DEBUG] [FORECASTER] BEPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:32.796997] [INFO ] [CONFIGURE ] BEPC: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T06:21:32.797061] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16374 tests [2025-11-21T06:21:32.797111] [INFO ] [CONFIGURE ] BEPC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:21:32.797158] [INFO ] [CONFIGURE ] BEPC: Best accuracy: 60.00% [2025-11-21T06:21:32.797203] [INFO ] [CONFIGURE ] BEPC: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T06:21:32.797242] [INFO ] [CONFIGURE ] BEPC: Improvement over baseline: 20.00% [2025-11-21T06:21:32.797283] [INFO ] [CONFIGURE ] BEPC: Total time: 1.7 minutes [2025-11-21T06:21:32.797338] [INFO ] [CONFIGURE ] BEPC: Average time per feature: 3.5 seconds [2025-11-21T06:21:32.797381] [INFO ] [CONFIGURE ] BEPC: Average speed: 0.29 features/sec [2025-11-21T06:21:32.797888] [INFO ] [LOCAL ] Saved configuration for BEPC: 3 features, 60.00% accuracy -> ./output/feature-sets/BEPC.json [2025-11-21T06:21:32.797951] [INFO ] [CONFIGURE ] BEPC: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T06:21:32.798003] [INFO ] [sig ] [160/723] Successfully configured BEPC | 0.01 sym/s | Total: 3.8h | ETA: 13.4h [2025-11-21T06:21:32.798052] [INFO ] [sig ] [161/723] Configuring BFAM... [2025-11-21T06:21:32.798094] [INFO ] [CONFIGURE ] BFAM: Configurate test run. [2025-11-21T06:21:32.798134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-11-21T06:21:33.014408] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFAM'. [2025-11-21T06:21:33.015179] [INFO ] [CONFIGURE ] BFAM: Testing with 29 available features [2025-11-21T06:21:33.015250] [INFO ] [CONFIGURE ] BFAM: Establishing baseline with no features... [2025-11-21T06:21:33.215968] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:33.417334] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:33.625248] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:33.822055] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:21:34.024960] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:21:34.222296] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:21:34.424618] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:34.625828] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:34.823627] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:35.020272] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:35.020499] [INFO ] [CONFIGURE ] BFAM: Baseline score (no features): 20.00% [2025-11-21T06:21:35.020550] [INFO ] [CONFIGURE ] BFAM: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:21:35.020587] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:21:35.266039] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:35.495418] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:35.740340] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:35.991867] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:21:36.235595] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:21:36.474953] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:21:36.714915] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:36.977525] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:21:37.227264] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:37.489785] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:37.490043] [INFO ] [CONFIGURE ] BFAM: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T06:21:37.490097] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16373 tests [2025-11-21T06:21:37.490137] [INFO ] [CONFIGURE ] BFAM: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:21:37.490175] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:21:37.765815] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:38.052330] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:38.322508] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:38.593753] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:21:38.862921] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:21:39.174733] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:21:39.482154] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:39.760281] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:40.088314] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:40.418920] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:40.419134] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:21:40.419191] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16372 tests [2025-11-21T06:21:40.419242] [INFO ] [CONFIGURE ] BFAM: Testing feature 3/29: add_daily_returns [2025-11-21T06:21:40.419288] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:21:40.647075] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:40.875556] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:41.118929] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:41.348724] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:21:41.570585] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:21:41.794092] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:21:42.020287] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:42.256372] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:21:42.474106] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:42.684151] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:42.684472] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:21:42.684629] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16371 tests [2025-11-21T06:21:42.684735] [INFO ] [CONFIGURE ] BFAM: Testing feature 4/29: add_ema [2025-11-21T06:21:42.684851] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:21:42.936764] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:43.193686] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:43.460193] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:43.780222] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:21:44.082558] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:21:44.360976] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:21:44.638863] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:44.926042] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:45.209405] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:45.497974] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:45.498245] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_ema (score: 40.00%) [2025-11-21T06:21:45.498314] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16370 tests [2025-11-21T06:21:45.498366] [INFO ] [CONFIGURE ] BFAM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:21:45.498416] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:21:45.787676] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:46.074587] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:46.360468] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:46.657915] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:21:46.951622] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:21:47.269239] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:21:47.580952] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:47.891876] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:21:48.191995] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:48.486957] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:48.487229] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T06:21:48.487292] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16369 tests [2025-11-21T06:21:48.487347] [INFO ] [CONFIGURE ] BFAM: Testing feature 6/29: add_failed_moves [2025-11-21T06:21:48.487395] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T06:21:48.725074] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:48.974760] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:49.229681] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:49.488295] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:21:49.746748] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:21:50.021613] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:21:50.285394] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:21:50.547578] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:50.808262] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:51.065754] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:51.066027] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:21:51.066257] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16368 tests [2025-11-21T06:21:51.066403] [INFO ] [CONFIGURE ] BFAM: Testing feature 7/29: add_lag_shelf [2025-11-21T06:21:51.066489] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T06:21:51.301414] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:51.533368] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:51.780336] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:52.043832] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:21:52.292731] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:21:52.532222] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:21:52.771738] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:53.016932] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:53.257927] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:53.502871] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:53.503202] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T06:21:53.503324] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16367 tests [2025-11-21T06:21:53.503409] [INFO ] [CONFIGURE ] BFAM: Testing feature 8/29: add_macd [2025-11-21T06:21:53.503484] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T06:21:53.832905] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:54.165815] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:54.498421] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:54.826121] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:21:55.181513] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:21:55.526871] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:21:55.882191] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:56.274280] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:21:56.613089] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:21:56.960483] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:21:56.960792] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_macd (score: 10.00%) [2025-11-21T06:21:56.960859] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16366 tests [2025-11-21T06:21:56.960915] [INFO ] [CONFIGURE ] BFAM: Testing feature 9/29: add_mfi [2025-11-21T06:21:56.960963] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T06:21:57.202096] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:21:57.441812] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:21:57.686855] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:21:57.931351] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:21:58.197353] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:21:58.453065] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:21:58.692399] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:21:58.936617] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:21:59.187918] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:21:59.438756] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:21:59.439093] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_mfi (score: 30.00%) [2025-11-21T06:21:59.439164] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16365 tests [2025-11-21T06:21:59.439219] [INFO ] [CONFIGURE ] BFAM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:21:59.439258] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:21:59.775218] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:00.121544] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:00.451614] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:01.537079] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:01.852599] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:02.170500] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:22:02.484770] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:02.795813] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:22:03.117481] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:03.445779] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:03.445996] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T06:22:03.446054] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16364 tests [2025-11-21T06:22:03.446103] [INFO ] [CONFIGURE ] BFAM: Testing feature 11/29: add_obv_daily [2025-11-21T06:22:03.446147] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T06:22:03.668424] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:03.894331] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:04.103671] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:04.316509] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:04.537966] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:04.756931] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:05.001600] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:22:05.275347] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:05.541613] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:22:05.785535] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:05.785915] [INFO ] [CONFIGURE ] BFAM: KEPT add_obv_daily (score: 60.00%) [2025-11-21T06:22:05.786023] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16363 tests [2025-11-21T06:22:05.786112] [INFO ] [CONFIGURE ] BFAM: Testing feature 12/29: add_obv_interval [2025-11-21T06:22:05.786190] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T06:22:06.037223] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:06.287121] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:06.524895] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:06.782211] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:07.031723] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:07.326743] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:07.579491] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:22:07.832161] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:08.096206] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:08.335629] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:08.335835] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:22:08.335894] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16362 tests [2025-11-21T06:22:08.335943] [INFO ] [CONFIGURE ] BFAM: Testing feature 13/29: add_opening_strength [2025-11-21T06:22:08.335988] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:22:08.600895] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:08.870748] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:09.160794] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:09.417216] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:09.693818] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:09.968607] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:10.261052] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:10.536247] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:10.818728] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:11.112924] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:11.113104] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T06:22:11.113160] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16361 tests [2025-11-21T06:22:11.113205] [INFO ] [CONFIGURE ] BFAM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:22:11.113247] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T06:22:11.385202] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:11.657114] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:11.932397] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:12.220623] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:12.475584] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:12.760960] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:22:13.058592] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:13.334052] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:13.598822] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:22:13.871454] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:13.871701] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T06:22:13.871777] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16360 tests [2025-11-21T06:22:13.871820] [INFO ] [CONFIGURE ] BFAM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:22:13.871866] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T06:22:14.125992] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:14.365173] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:14.603580] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:14.851080] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:15.100877] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:15.345909] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:15.586065] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:15.833360] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:16.071334] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:16.312340] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:16.312532] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T06:22:16.312581] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16359 tests [2025-11-21T06:22:16.312621] [INFO ] [CONFIGURE ] BFAM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:22:16.312677] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T06:22:16.577125] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:16.830554] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:17.087315] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:17.356053] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:17.624445] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:17.880450] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:18.140976] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:22:18.412558] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:18.676093] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:18.946894] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:18.947063] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T06:22:18.947148] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16358 tests [2025-11-21T06:22:18.947195] [INFO ] [CONFIGURE ] BFAM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:22:18.947236] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T06:22:19.193266] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:19.443763] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:19.695066] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:19.948417] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:20.221461] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:20.503288] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:20.782223] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:22:21.053820] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:21.330486] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:22:21.615317] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:21.615535] [INFO ] [CONFIGURE ] BFAM: KEPT add_pbf_return_2d (score: 70.00%) [2025-11-21T06:22:21.615593] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16357 tests [2025-11-21T06:22:21.615660] [INFO ] [CONFIGURE ] BFAM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:22:21.615710] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T06:22:21.893836] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:22.179502] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:22.457324] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:22.747553] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:22:23.047621] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:23.331169] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:22:23.620119] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:23.892777] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:24.158509] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:24.425823] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:24.426008] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T06:22:24.426068] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16356 tests [2025-11-21T06:22:24.426118] [INFO ] [CONFIGURE ] BFAM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:22:24.426164] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T06:22:24.730007] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:25.002062] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:25.273848] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:22:25.567967] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:25.852791] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:22:26.139468] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:26.444127] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:26.735339] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:27.038389] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:22:27.352800] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:27.352994] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:22:27.353056] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16355 tests [2025-11-21T06:22:27.353105] [INFO ] [CONFIGURE ] BFAM: Testing feature 20/29: add_price_rejection [2025-11-21T06:22:27.353148] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T06:22:27.662163] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:27.994300] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:28.316383] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:28.641447] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:28.964669] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:29.278659] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:29.601882] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:29.895341] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:30.191373] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:30.484443] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:30.484663] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:22:30.484727] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16354 tests [2025-11-21T06:22:30.484774] [INFO ] [CONFIGURE ] BFAM: Testing feature 21/29: add_range_position [2025-11-21T06:22:30.484820] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T06:22:30.793501] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:31.107055] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:31.431134] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:31.745519] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:32.058837] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:32.375327] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:32.687153] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:33.077220] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:33.496280] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:33.837475] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:33.837716] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:22:33.837780] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16353 tests [2025-11-21T06:22:33.837830] [INFO ] [CONFIGURE ] BFAM: Testing feature 22/29: add_realized_volatility [2025-11-21T06:22:33.837874] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T06:22:34.236481] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:34.631016] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:35.010629] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:35.386288] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:35.766906] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:36.169182] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:36.577152] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:36.966598] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:37.352636] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:22:37.741183] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:37.741386] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T06:22:37.741443] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16352 tests [2025-11-21T06:22:37.741489] [INFO ] [CONFIGURE ] BFAM: Testing feature 23/29: add_recent_range_context [2025-11-21T06:22:37.741534] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T06:22:38.025737] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:38.342315] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:38.640488] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:38.964621] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:39.268888] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:39.549857] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:39.834621] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:40.128880] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:40.419327] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:40.720308] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:40.720506] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T06:22:40.720566] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16351 tests [2025-11-21T06:22:40.720617] [INFO ] [CONFIGURE ] BFAM: Testing feature 24/29: add_rsi [2025-11-21T06:22:40.720687] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T06:22:41.063991] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:41.425813] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:41.756428] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:42.075456] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:42.421388] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:42.776089] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:22:43.112511] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:43.453181] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:43.769223] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:44.092018] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:44.092198] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:22:44.092254] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16350 tests [2025-11-21T06:22:44.092300] [INFO ] [CONFIGURE ] BFAM: Testing feature 25/29: add_tick_distribution [2025-11-21T06:22:44.092343] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T06:22:44.368340] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:44.644774] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:44.921983] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:45.200353] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:45.478376] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:45.757797] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:46.052835] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:46.339731] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:46.617764] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:46.904371] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:46.904564] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T06:22:46.904661] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16349 tests [2025-11-21T06:22:46.904712] [INFO ] [CONFIGURE ] BFAM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:22:46.904757] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T06:22:47.173583] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:47.483177] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:47.780854] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:48.064623] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:22:48.327035] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:22:48.594770] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:48.864095] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:49.123838] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:49.383772] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:49.651187] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:49.651387] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T06:22:49.651446] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16348 tests [2025-11-21T06:22:49.651495] [INFO ] [CONFIGURE ] BFAM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:22:49.651539] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T06:22:49.945397] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:50.248303] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:50.549634] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:50.848329] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:51.153383] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:51.477140] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:22:51.800319] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:52.104161] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:52.420003] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:52.733061] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:52.733255] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T06:22:52.733315] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16347 tests [2025-11-21T06:22:52.733365] [INFO ] [CONFIGURE ] BFAM: Testing feature 28/29: add_volume_profile [2025-11-21T06:22:52.733411] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T06:22:53.048018] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:53.378354] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:53.688461] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:53.988252] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:54.286071] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:22:54.584077] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:22:54.917035] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:22:55.226627] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:55.524492] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:55.813040] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:22:55.813233] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:22:55.813290] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16346 tests [2025-11-21T06:22:55.813336] [INFO ] [CONFIGURE ] BFAM: Testing feature 29/29: add_vwap [2025-11-21T06:22:55.813380] [INFO ] [CONFIGURE ] BFAM: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T06:22:56.107215] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:22:56.414695] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:22:56.700938] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:22:56.987391] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:22:57.283959] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:22:57.585180] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:22:57.885595] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:22:58.187762] [DEBUG] [FORECASTER] BFAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:22:58.489135] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:22:58.780808] [DEBUG] [FORECASTER] BFAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:22:58.781176] [INFO ] [CONFIGURE ] BFAM: DISCARDED add_vwap (score: 30.00%) [2025-11-21T06:22:58.781232] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16345 tests [2025-11-21T06:22:58.781279] [INFO ] [CONFIGURE ] BFAM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:22:58.781325] [INFO ] [CONFIGURE ] BFAM: Best accuracy: 70.00% [2025-11-21T06:22:58.781368] [INFO ] [CONFIGURE ] BFAM: Best feature set (3 features): ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T06:22:58.781408] [INFO ] [CONFIGURE ] BFAM: Improvement over baseline: 50.00% [2025-11-21T06:22:58.781444] [INFO ] [CONFIGURE ] BFAM: Total time: 1.4 minutes [2025-11-21T06:22:58.781480] [INFO ] [CONFIGURE ] BFAM: Average time per feature: 2.9 seconds [2025-11-21T06:22:58.781517] [INFO ] [CONFIGURE ] BFAM: Average speed: 0.35 features/sec [2025-11-21T06:22:58.782441] [INFO ] [LOCAL ] Saved configuration for BFAM: 3 features, 70.00% accuracy -> ./output/feature-sets/BFAM.json [2025-11-21T06:22:58.782503] [INFO ] [CONFIGURE ] BFAM: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T06:22:58.782553] [INFO ] [sig ] [161/723] Successfully configured BFAM | 0.01 sym/s | Total: 3.8h | ETA: 13.3h [2025-11-21T06:22:58.782598] [INFO ] [sig ] [162/723] Configuring BFH... [2025-11-21T06:22:58.782638] [INFO ] [CONFIGURE ] BFH: Configurate test run. [2025-11-21T06:22:58.782700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-11-21T06:22:58.861498] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFH'. [2025-11-21T06:22:58.861916] [INFO ] [CONFIGURE ] BFH: Testing with 29 available features [2025-11-21T06:22:58.861990] [INFO ] [CONFIGURE ] BFH: Establishing baseline with no features... [2025-11-21T06:22:59.051387] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:22:59.233558] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:22:59.407951] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:22:59.584452] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:22:59.762206] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:22:59.942673] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:00.117704] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:00.294805] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:00.471462] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:00.696334] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:00.696781] [INFO ] [CONFIGURE ] BFH: Baseline score (no features): 60.00% [2025-11-21T06:23:00.696948] [INFO ] [CONFIGURE ] BFH: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:23:00.697057] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:23:01.609229] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:01.924446] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:02.182205] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:23:02.437361] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:02.693051] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:02.938433] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:03.196048] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:03.438084] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:03.688562] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:23:03.940638] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:03.940979] [INFO ] [CONFIGURE ] BFH: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:23:03.941463] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16344 tests [2025-11-21T06:23:03.941527] [INFO ] [CONFIGURE ] BFH: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:23:03.941577] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:23:04.210081] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:04.472115] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:04.721724] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:04.968582] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:05.214804] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:05.469814] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:05.718547] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:05.968850] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:06.214282] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:23:06.467664] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:06.467933] [INFO ] [CONFIGURE ] BFH: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T06:23:06.467982] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16343 tests [2025-11-21T06:23:06.468021] [INFO ] [CONFIGURE ] BFH: Testing feature 3/29: add_daily_returns [2025-11-21T06:23:06.468057] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_daily_returns'] [2025-11-21T06:23:06.684794] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:23:06.909469] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:07.124664] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:07.353901] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:07.565473] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:07.765938] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:07.966622] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:08.173102] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:08.372951] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:23:08.583158] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:08.583486] [INFO ] [CONFIGURE ] BFH: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:23:08.583594] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16342 tests [2025-11-21T06:23:08.583699] [INFO ] [CONFIGURE ] BFH: Testing feature 4/29: add_ema [2025-11-21T06:23:08.583775] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema'] [2025-11-21T06:23:08.810471] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:09.036110] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:09.267499] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:09.496946] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:09.726127] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:09.961958] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:10.204809] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:10.443483] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:10.681942] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:10.920854] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:10.921209] [INFO ] [CONFIGURE ] BFH: KEPT add_ema (score: 70.00%) [2025-11-21T06:23:10.921345] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16341 tests [2025-11-21T06:23:10.921460] [INFO ] [CONFIGURE ] BFH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:23:10.921607] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:23:11.194026] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:11.464252] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:11.772772] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:12.052147] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:12.341917] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:12.633051] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:12.942534] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:13.242386] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:23:13.541072] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:13.848854] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:13.849140] [INFO ] [CONFIGURE ] BFH: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T06:23:13.849207] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16340 tests [2025-11-21T06:23:13.849262] [INFO ] [CONFIGURE ] BFH: Testing feature 6/29: add_failed_moves [2025-11-21T06:23:13.849309] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T06:23:14.157693] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:14.472635] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:14.792852] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:15.096464] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:15.410426] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:15.721137] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:23:16.044770] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:16.339587] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:23:16.623125] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:16.908498] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:16.908746] [INFO ] [CONFIGURE ] BFH: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:23:16.908806] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16339 tests [2025-11-21T06:23:16.908852] [INFO ] [CONFIGURE ] BFH: Testing feature 7/29: add_lag_shelf [2025-11-21T06:23:16.908898] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T06:23:17.191735] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:17.467385] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:23:17.740704] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:18.038418] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:18.320695] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:18.604133] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:18.890476] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:19.175032] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:19.436794] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:19.700459] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:19.700678] [INFO ] [CONFIGURE ] BFH: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:23:19.700741] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16338 tests [2025-11-21T06:23:19.700785] [INFO ] [CONFIGURE ] BFH: Testing feature 8/29: add_macd [2025-11-21T06:23:19.700831] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T06:23:20.041349] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:20.408727] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:20.846278] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:23:21.182008] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:23:21.513792] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:21.851234] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:22.212511] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:22.536906] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:22.893283] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:23:23.248031] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:23.248267] [INFO ] [CONFIGURE ] BFH: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:23:23.248327] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16337 tests [2025-11-21T06:23:23.248374] [INFO ] [CONFIGURE ] BFH: Testing feature 9/29: add_mfi [2025-11-21T06:23:23.248415] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T06:23:23.536121] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:23.834627] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:24.131258] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:24.423918] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:24.740060] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:25.038976] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:23:25.361587] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:25.676101] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:25.976290] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:23:26.275023] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:26.275244] [INFO ] [CONFIGURE ] BFH: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:23:26.275307] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16336 tests [2025-11-21T06:23:26.275357] [INFO ] [CONFIGURE ] BFH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:23:26.275403] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:23:26.677859] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:27.051466] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:27.462856] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:27.858715] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:28.282043] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:23:28.686497] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:29.086264] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:29.482990] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:29.887130] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:30.293204] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:23:30.293546] [INFO ] [CONFIGURE ] BFH: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T06:23:30.293617] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16335 tests [2025-11-21T06:23:30.293706] [INFO ] [CONFIGURE ] BFH: Testing feature 11/29: add_obv_daily [2025-11-21T06:23:30.293757] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T06:23:30.626598] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:30.965368] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:31.315056] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:31.663595] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:32.012337] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:32.343722] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:32.670618] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:32.989975] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:23:33.310252] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:33.633214] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:33.633418] [INFO ] [CONFIGURE ] BFH: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T06:23:33.633479] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16334 tests [2025-11-21T06:23:33.633531] [INFO ] [CONFIGURE ] BFH: Testing feature 12/29: add_obv_interval [2025-11-21T06:23:33.633576] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T06:23:33.933553] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:34.240976] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:34.550900] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:23:34.861512] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:35.179905] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:23:35.505044] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:23:35.816103] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:36.154337] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:36.479861] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:36.796346] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:36.796600] [INFO ] [CONFIGURE ] BFH: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T06:23:36.796708] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16333 tests [2025-11-21T06:23:36.796763] [INFO ] [CONFIGURE ] BFH: Testing feature 13/29: add_opening_strength [2025-11-21T06:23:36.796829] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:23:37.144339] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:37.482622] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:37.830216] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:38.190497] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:38.541726] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:38.892029] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:39.248269] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:39.593742] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:39.934893] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:40.288260] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:40.288522] [INFO ] [CONFIGURE ] BFH: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T06:23:40.288587] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16332 tests [2025-11-21T06:23:40.288733] [INFO ] [CONFIGURE ] BFH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:23:40.288820] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T06:23:40.617094] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:40.953699] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:41.293886] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:41.626304] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:41.968759] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:42.309575] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:42.651207] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:42.985113] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:43.328036] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:23:43.658923] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:23:43.659179] [INFO ] [CONFIGURE ] BFH: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:23:43.659248] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16331 tests [2025-11-21T06:23:43.659310] [INFO ] [CONFIGURE ] BFH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:23:43.659360] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T06:23:43.964866] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:44.290410] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:44.602113] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:44.904323] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:45.202509] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:45.515359] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:45.823777] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:46.140397] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:23:46.440107] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:46.748365] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:46.748705] [INFO ] [CONFIGURE ] BFH: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T06:23:46.748776] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16330 tests [2025-11-21T06:23:46.748864] [INFO ] [CONFIGURE ] BFH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:23:46.748924] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T06:23:47.051756] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:47.371450] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:47.698224] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:48.004993] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:48.338149] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:23:48.639927] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:23:48.953046] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:49.259767] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:49.575621] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:23:49.879752] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:49.879992] [INFO ] [CONFIGURE ] BFH: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T06:23:49.880053] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16329 tests [2025-11-21T06:23:49.880102] [INFO ] [CONFIGURE ] BFH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:23:49.880151] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T06:23:50.193061] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:50.502099] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:50.812968] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:23:51.120879] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:51.436542] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:23:51.750173] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:23:52.072161] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:52.375460] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:52.662177] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:52.945755] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:52.945937] [INFO ] [CONFIGURE ] BFH: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T06:23:52.945996] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16328 tests [2025-11-21T06:23:52.946045] [INFO ] [CONFIGURE ] BFH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:23:52.946091] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T06:23:53.240564] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:53.530083] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:53.812966] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:54.095842] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:54.393098] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:23:54.691922] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:54.987161] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:55.291825] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:55.599486] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:55.891316] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:55.891544] [INFO ] [CONFIGURE ] BFH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:23:55.891607] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16327 tests [2025-11-21T06:23:55.891680] [INFO ] [CONFIGURE ] BFH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:23:55.891803] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T06:23:56.166024] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:56.443174] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:56.714087] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:56.979080] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:23:57.247709] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:23:57.517119] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:23:57.785349] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:23:58.055371] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:23:58.323358] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:23:58.591351] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:23:58.592264] [INFO ] [CONFIGURE ] BFH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:23:58.592348] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16326 tests [2025-11-21T06:23:58.592404] [INFO ] [CONFIGURE ] BFH: Testing feature 20/29: add_price_rejection [2025-11-21T06:23:58.592462] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T06:23:58.896145] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:23:59.223358] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:23:59.538054] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:23:59.858037] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:00.177834] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:24:00.500664] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:00.877956] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:01.804005] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:02.280628] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:24:02.597983] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:02.598270] [INFO ] [CONFIGURE ] BFH: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T06:24:02.598347] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16325 tests [2025-11-21T06:24:02.598404] [INFO ] [CONFIGURE ] BFH: Testing feature 21/29: add_range_position [2025-11-21T06:24:02.598454] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T06:24:02.924432] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:03.269605] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:03.611514] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:24:03.965465] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:04.328183] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:24:04.661772] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:04.983833] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:05.317985] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:05.655232] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:24:05.995097] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:05.995426] [INFO ] [CONFIGURE ] BFH: DISCARDED add_range_position (score: 70.00%) [2025-11-21T06:24:05.995534] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16324 tests [2025-11-21T06:24:05.995589] [INFO ] [CONFIGURE ] BFH: Testing feature 22/29: add_realized_volatility [2025-11-21T06:24:05.995636] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T06:24:06.425481] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:06.859287] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:07.290325] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:24:07.701857] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:08.112300] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:24:08.541916] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:24:08.970305] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:09.386970] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:09.801281] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:24:10.224594] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:10.224817] [INFO ] [CONFIGURE ] BFH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:24:10.224879] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16323 tests [2025-11-21T06:24:10.224941] [INFO ] [CONFIGURE ] BFH: Testing feature 23/29: add_recent_range_context [2025-11-21T06:24:10.224988] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T06:24:10.525508] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:10.831553] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:11.141060] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:24:11.443531] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:11.731262] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:24:12.014503] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:24:12.320476] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:12.653718] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:12.982610] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:24:13.315936] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:13.316221] [INFO ] [CONFIGURE ] BFH: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:24:13.316291] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16322 tests [2025-11-21T06:24:13.316349] [INFO ] [CONFIGURE ] BFH: Testing feature 24/29: add_rsi [2025-11-21T06:24:13.316431] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi'] [2025-11-21T06:24:13.641591] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:13.964836] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:14.286351] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:24:14.597912] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:14.945086] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:24:15.265071] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:15.592885] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:15.915456] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:16.226045] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:24:16.524950] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:16.525135] [INFO ] [CONFIGURE ] BFH: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:24:16.525194] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16321 tests [2025-11-21T06:24:16.525242] [INFO ] [CONFIGURE ] BFH: Testing feature 25/29: add_tick_distribution [2025-11-21T06:24:16.525317] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T06:24:16.800993] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:17.081262] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:17.378763] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:24:17.681058] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:17.976746] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:24:18.278952] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:24:18.574398] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:18.880660] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:19.182981] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:24:19.478912] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:19.479185] [INFO ] [CONFIGURE ] BFH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:24:19.479253] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16320 tests [2025-11-21T06:24:19.479385] [INFO ] [CONFIGURE ] BFH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:24:19.479433] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T06:24:19.794307] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:20.116771] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:20.431946] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:24:20.761966] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:21.084993] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:24:21.402144] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:21.736902] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:22.062448] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:22.390976] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:24:22.716168] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:22.716431] [INFO ] [CONFIGURE ] BFH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:24:22.716492] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16319 tests [2025-11-21T06:24:22.716542] [INFO ] [CONFIGURE ] BFH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:24:22.716587] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T06:24:23.059551] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:23.400499] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:23.744863] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:24:24.115135] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:24.469095] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:24:24.817342] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:24:25.162239] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:25.507975] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:25.856336] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:24:26.205513] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:26.206269] [INFO ] [CONFIGURE ] BFH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T06:24:26.206335] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16318 tests [2025-11-21T06:24:26.206388] [INFO ] [CONFIGURE ] BFH: Testing feature 28/29: add_volume_profile [2025-11-21T06:24:26.206434] [INFO ] [CONFIGURE ] BFH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T06:24:26.505906] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:26.815875] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:27.120987] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:24:27.427244] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:27.724131] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:24:28.018902] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:28.323776] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:28.620181] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:28.909244] [DEBUG] [FORECASTER] BFH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:24:29.238398] [DEBUG] [FORECASTER] BFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:24:29.238665] [INFO ] [CONFIGURE ] BFH: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:24:29.238745] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16317 tests [2025-11-21T06:24:29.238816] [INFO ] [CONFIGURE ] BFH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:24:29.238899] [INFO ] [CONFIGURE ] BFH: Best accuracy: 80.00% [2025-11-21T06:24:29.238959] [INFO ] [CONFIGURE ] BFH: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:24:29.239011] [INFO ] [CONFIGURE ] BFH: Improvement over baseline: 20.00% [2025-11-21T06:24:29.239086] [INFO ] [CONFIGURE ] BFH: Total time: 1.5 minutes [2025-11-21T06:24:29.239141] [INFO ] [CONFIGURE ] BFH: Average time per feature: 3.2 seconds [2025-11-21T06:24:29.239194] [INFO ] [CONFIGURE ] BFH: Average speed: 0.33 features/sec [2025-11-21T06:24:29.239847] [INFO ] [LOCAL ] Saved configuration for BFH: 3 features, 80.00% accuracy -> ./output/feature-sets/BFH.json [2025-11-21T06:24:29.239909] [INFO ] [CONFIGURE ] BFH: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T06:24:29.239959] [INFO ] [sig ] [162/723] Successfully configured BFH | 0.01 sym/s | Total: 3.8h | ETA: 13.3h [2025-11-21T06:24:29.240007] [INFO ] [sig ] [163/723] Configuring BFK... [2025-11-21T06:24:29.240045] [INFO ] [CONFIGURE ] BFK: Configurate test run. [2025-11-21T06:24:29.240085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-11-21T06:24:29.420671] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFK'. [2025-11-21T06:24:29.421227] [INFO ] [CONFIGURE ] BFK: Testing with 29 available features [2025-11-21T06:24:29.421303] [INFO ] [CONFIGURE ] BFK: Establishing baseline with no features... [2025-11-21T06:24:29.664718] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:29.871280] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:24:30.060437] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:30.237140] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:30.418016] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:24:30.593571] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:24:30.772665] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:24:30.952022] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:24:31.135338] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:31.313396] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:31.313554] [INFO ] [CONFIGURE ] BFK: Baseline score (no features): 50.00% [2025-11-21T06:24:31.313600] [INFO ] [CONFIGURE ] BFK: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:24:31.313637] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:24:31.522697] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:31.741004] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:31.958146] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:32.174578] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:32.395276] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:24:32.596263] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:32.812817] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:33.038303] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:33.266633] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:33.488328] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:33.488558] [INFO ] [CONFIGURE ] BFK: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T06:24:33.488622] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16316 tests [2025-11-21T06:24:33.488728] [INFO ] [CONFIGURE ] BFK: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:24:33.488792] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:24:33.764061] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:34.015573] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:34.283286] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:34.556159] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:34.819915] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:24:35.084277] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:35.357398] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:35.621845] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:35.889901] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:24:36.158179] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:24:36.158449] [INFO ] [CONFIGURE ] BFK: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T06:24:36.158510] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16315 tests [2025-11-21T06:24:36.158563] [INFO ] [CONFIGURE ] BFK: Testing feature 3/29: add_daily_returns [2025-11-21T06:24:36.158611] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:24:36.401200] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:36.654441] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:36.905023] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:37.153406] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:37.404489] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:24:37.656025] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:37.899278] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:38.158964] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:38.407662] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:38.666407] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:38.666866] [INFO ] [CONFIGURE ] BFK: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T06:24:38.666976] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16314 tests [2025-11-21T06:24:38.667063] [INFO ] [CONFIGURE ] BFK: Testing feature 4/29: add_ema [2025-11-21T06:24:38.667166] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:24:38.946353] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:24:39.232523] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:39.531428] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:39.804951] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:24:40.080002] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:24:40.365870] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:40.644339] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:40.931461] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:24:41.216977] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:41.505228] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:41.505503] [INFO ] [CONFIGURE ] BFK: KEPT add_ema (score: 90.00%) [2025-11-21T06:24:41.505566] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16313 tests [2025-11-21T06:24:41.505617] [INFO ] [CONFIGURE ] BFK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:24:41.505691] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:24:41.849031] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:24:42.193226] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:42.519193] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:42.850221] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:43.209895] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:24:43.542713] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:43.872843] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:44.209394] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:44.542253] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:44.870588] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:44.870804] [INFO ] [CONFIGURE ] BFK: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:24:44.870872] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16312 tests [2025-11-21T06:24:44.870921] [INFO ] [CONFIGURE ] BFK: Testing feature 6/29: add_failed_moves [2025-11-21T06:24:44.870965] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T06:24:45.154823] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:24:45.438669] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:45.722666] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:45.995850] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:46.271790] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:24:46.550572] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:46.838247] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:47.119979] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:24:47.401560] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:47.692337] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:47.692667] [INFO ] [CONFIGURE ] BFK: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T06:24:47.692745] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16311 tests [2025-11-21T06:24:47.692851] [INFO ] [CONFIGURE ] BFK: Testing feature 7/29: add_lag_shelf [2025-11-21T06:24:47.692934] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T06:24:47.961536] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:24:48.229992] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:48.478447] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:48.739304] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:48.996006] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:24:49.250994] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:49.517177] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:49.783069] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:50.046610] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:50.318030] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:50.318206] [INFO ] [CONFIGURE ] BFK: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:24:50.318693] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16310 tests [2025-11-21T06:24:50.318747] [INFO ] [CONFIGURE ] BFK: Testing feature 8/29: add_macd [2025-11-21T06:24:50.318793] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T06:24:50.657002] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:24:51.013580] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:24:51.355237] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:24:51.703431] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:52.062587] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:24:52.451639] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:52.805947] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:53.190315] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:24:53.537693] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:53.923959] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:53.924230] [INFO ] [CONFIGURE ] BFK: DISCARDED add_macd (score: 40.00%) [2025-11-21T06:24:53.924292] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16309 tests [2025-11-21T06:24:53.924343] [INFO ] [CONFIGURE ] BFK: Testing feature 9/29: add_mfi [2025-11-21T06:24:53.924390] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T06:24:54.243366] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:24:54.544035] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:54.833203] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:55.129381] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:55.424814] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:24:55.716538] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:56.024358] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:56.329427] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:24:56.639201] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:24:56.939110] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:24:56.939545] [INFO ] [CONFIGURE ] BFK: DISCARDED add_mfi (score: 90.00%) [2025-11-21T06:24:56.939614] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16308 tests [2025-11-21T06:24:56.939691] [INFO ] [CONFIGURE ] BFK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:24:56.939742] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:24:57.314329] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:24:57.693133] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:24:58.070146] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:24:58.456064] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:24:58.832032] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:24:59.201170] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:24:59.573002] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:24:59.949437] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:01.059932] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:01.464942] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:01.465148] [INFO ] [CONFIGURE ] BFK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:25:01.465210] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16307 tests [2025-11-21T06:25:01.465260] [INFO ] [CONFIGURE ] BFK: Testing feature 11/29: add_obv_daily [2025-11-21T06:25:01.465307] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T06:25:01.763261] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:02.103954] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:02.427738] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:02.733077] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:25:03.032892] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:25:03.379061] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:03.687816] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:03.996825] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:04.309196] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:25:04.617505] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:04.617755] [INFO ] [CONFIGURE ] BFK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:25:04.617817] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16306 tests [2025-11-21T06:25:04.617866] [INFO ] [CONFIGURE ] BFK: Testing feature 12/29: add_obv_interval [2025-11-21T06:25:04.617911] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T06:25:04.910602] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:05.198131] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:05.493736] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:05.792117] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:06.091387] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:06.399394] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:06.704827] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:06.995554] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:07.294051] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:07.609554] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:07.609897] [INFO ] [CONFIGURE ] BFK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:25:07.609963] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16305 tests [2025-11-21T06:25:07.610015] [INFO ] [CONFIGURE ] BFK: Testing feature 13/29: add_opening_strength [2025-11-21T06:25:07.610063] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:25:07.961194] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:08.325484] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:08.648571] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:08.971456] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:09.287029] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:09.604499] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:09.936032] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:10.269954] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:10.592499] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:10.903908] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:10.904127] [INFO ] [CONFIGURE ] BFK: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T06:25:10.904187] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16304 tests [2025-11-21T06:25:10.904238] [INFO ] [CONFIGURE ] BFK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:25:10.904282] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T06:25:11.196074] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:11.500262] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:11.804298] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:12.105453] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:12.408122] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:12.729549] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:13.049010] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:13.392749] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:13.709673] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:14.017852] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:14.018094] [INFO ] [CONFIGURE ] BFK: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:25:14.018157] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16303 tests [2025-11-21T06:25:14.018235] [INFO ] [CONFIGURE ] BFK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:25:14.018286] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T06:25:14.306482] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:14.597094] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:14.882727] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:15.173741] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:15.461622] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:15.753558] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:16.044163] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:16.326314] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:16.608478] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:16.974360] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:16.974629] [INFO ] [CONFIGURE ] BFK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:25:16.974729] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16302 tests [2025-11-21T06:25:16.974791] [INFO ] [CONFIGURE ] BFK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:25:16.974852] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T06:25:17.350164] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:17.694124] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:17.967819] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:18.224484] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:25:18.504667] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:18.789142] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:19.084407] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:19.375553] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:25:19.665147] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:19.942718] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:19.942928] [INFO ] [CONFIGURE ] BFK: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T06:25:19.942990] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16301 tests [2025-11-21T06:25:19.943040] [INFO ] [CONFIGURE ] BFK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:25:19.943085] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T06:25:20.239470] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:20.528105] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:20.824302] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:21.129239] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:25:21.418019] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:25:21.732783] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:22.032392] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:22.322183] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:22.610759] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:22.901234] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:22.901457] [INFO ] [CONFIGURE ] BFK: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T06:25:22.901517] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16300 tests [2025-11-21T06:25:22.901567] [INFO ] [CONFIGURE ] BFK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:25:22.901610] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T06:25:23.172040] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:23.457443] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:23.739601] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:24.028050] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:24.317551] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:24.601781] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:24.894028] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:25.184373] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:25:25.476338] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:25.757638] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:25.757884] [INFO ] [CONFIGURE ] BFK: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T06:25:25.757946] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16299 tests [2025-11-21T06:25:25.757996] [INFO ] [CONFIGURE ] BFK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:25:25.758042] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T06:25:26.027219] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:26.296363] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:26.572046] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:26.833351] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:25:27.110179] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:27.387609] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:27.685299] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:27.973277] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:25:28.256750] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:28.535847] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:28.536088] [INFO ] [CONFIGURE ] BFK: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T06:25:28.536149] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16298 tests [2025-11-21T06:25:28.536201] [INFO ] [CONFIGURE ] BFK: Testing feature 20/29: add_price_rejection [2025-11-21T06:25:28.536250] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T06:25:28.859582] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:29.168056] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:29.482040] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:29.802982] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:30.104832] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:30.417997] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:30.721246] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:31.034627] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:31.349875] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:31.661632] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:31.661890] [INFO ] [CONFIGURE ] BFK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:25:31.661957] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16297 tests [2025-11-21T06:25:31.662013] [INFO ] [CONFIGURE ] BFK: Testing feature 21/29: add_range_position [2025-11-21T06:25:31.662062] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T06:25:31.975572] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:32.286674] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:32.597635] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:32.914798] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:33.231174] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:33.535828] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:33.853233] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:34.155661] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:25:34.461741] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:34.775313] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:34.775526] [INFO ] [CONFIGURE ] BFK: DISCARDED add_range_position (score: 80.00%) [2025-11-21T06:25:34.775585] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16296 tests [2025-11-21T06:25:34.775633] [INFO ] [CONFIGURE ] BFK: Testing feature 22/29: add_realized_volatility [2025-11-21T06:25:34.775724] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T06:25:35.163059] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:35.572097] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:35.971046] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:36.359973] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:36.775299] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:37.173554] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:37.590809] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:37.981574] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:38.393105] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:25:38.796457] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:38.796693] [INFO ] [CONFIGURE ] BFK: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T06:25:38.796754] [INFO ] [CONFIGURE ] JOB ETA: 13.2h | Avg: 2.9s/test | Remaining: 16295 tests [2025-11-21T06:25:38.796818] [INFO ] [CONFIGURE ] BFK: Testing feature 23/29: add_recent_range_context [2025-11-21T06:25:38.796868] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T06:25:39.093179] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:39.396336] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:39.690427] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:39.984084] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:40.274433] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:40.565857] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:40.859306] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:41.157541] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:41.454927] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:41.780900] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:41.781120] [INFO ] [CONFIGURE ] BFK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:25:41.781183] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16294 tests [2025-11-21T06:25:41.781234] [INFO ] [CONFIGURE ] BFK: Testing feature 24/29: add_rsi [2025-11-21T06:25:41.781278] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T06:25:42.061109] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:42.345061] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:42.643124] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:42.937491] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:43.239229] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:43.531934] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:43.828061] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:44.130605] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:25:44.440056] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:44.742094] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:44.742382] [INFO ] [CONFIGURE ] BFK: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:25:44.742452] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16293 tests [2025-11-21T06:25:44.742508] [INFO ] [CONFIGURE ] BFK: Testing feature 25/29: add_tick_distribution [2025-11-21T06:25:44.742560] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T06:25:45.024060] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:45.311994] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:45.585241] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:45.864024] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:46.146798] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:46.430235] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:46.715407] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:46.964830] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:47.209867] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:47.453907] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:47.454087] [INFO ] [CONFIGURE ] BFK: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:25:47.454143] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16292 tests [2025-11-21T06:25:47.454192] [INFO ] [CONFIGURE ] BFK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:25:47.454229] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T06:25:47.711616] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:47.967858] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:48.222874] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:48.506457] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:48.790028] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:49.074431] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:49.351771] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:49.636546] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:49.917257] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:25:50.205293] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:50.205479] [INFO ] [CONFIGURE ] BFK: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:25:50.205535] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16291 tests [2025-11-21T06:25:50.205585] [INFO ] [CONFIGURE ] BFK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:25:50.205630] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T06:25:50.512590] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:50.831736] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:51.141519] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:51.448750] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:25:51.759463] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:25:52.073207] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:52.371286] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:52.675388] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:52.986907] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:53.283509] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:53.283788] [INFO ] [CONFIGURE ] BFK: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T06:25:53.283850] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16290 tests [2025-11-21T06:25:53.283896] [INFO ] [CONFIGURE ] BFK: Testing feature 28/29: add_volume_profile [2025-11-21T06:25:53.283939] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-21T06:25:53.558503] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:53.836291] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:54.124163] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:54.404997] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:25:54.665067] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:25:54.919936] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:55.177747] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:55.452152] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:25:55.733749] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:56.008916] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:56.009226] [INFO ] [CONFIGURE ] BFK: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T06:25:56.009314] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16289 tests [2025-11-21T06:25:56.009363] [INFO ] [CONFIGURE ] BFK: Testing feature 29/29: add_vwap [2025-11-21T06:25:56.009414] [INFO ] [CONFIGURE ] BFK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T06:25:56.274921] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:25:56.552470] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:56.861059] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:57.140339] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:25:57.425387] [DEBUG] [FORECASTER] BFK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:25:57.719309] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:25:58.011664] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:25:58.286764] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:25:58.569971] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:25:58.841325] [DEBUG] [FORECASTER] BFK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:25:58.841548] [INFO ] [CONFIGURE ] BFK: DISCARDED add_vwap (score: 70.00%) [2025-11-21T06:25:58.841607] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16288 tests [2025-11-21T06:25:58.841678] [INFO ] [CONFIGURE ] BFK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:25:58.841725] [INFO ] [CONFIGURE ] BFK: Best accuracy: 90.00% [2025-11-21T06:25:58.841766] [INFO ] [CONFIGURE ] BFK: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:25:58.841806] [INFO ] [CONFIGURE ] BFK: Improvement over baseline: 40.00% [2025-11-21T06:25:58.841845] [INFO ] [CONFIGURE ] BFK: Total time: 1.5 minutes [2025-11-21T06:25:58.841885] [INFO ] [CONFIGURE ] BFK: Average time per feature: 3.0 seconds [2025-11-21T06:25:58.841926] [INFO ] [CONFIGURE ] BFK: Average speed: 0.33 features/sec [2025-11-21T06:25:58.842475] [INFO ] [LOCAL ] Saved configuration for BFK: 2 features, 90.00% accuracy -> ./output/feature-sets/BFK.json [2025-11-21T06:25:58.842556] [INFO ] [CONFIGURE ] BFK: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T06:25:58.842608] [INFO ] [sig ] [163/723] Successfully configured BFK | 0.01 sym/s | Total: 3.9h | ETA: 13.3h [2025-11-21T06:25:58.842676] [INFO ] [sig ] [164/723] Configuring BFLY... [2025-11-21T06:25:58.842720] [INFO ] [CONFIGURE ] BFLY: Configurate test run. [2025-11-21T06:25:58.842761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-11-21T06:25:58.888986] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFLY'. [2025-11-21T06:25:58.889377] [INFO ] [CONFIGURE ] BFLY: Testing with 29 available features [2025-11-21T06:25:58.889441] [INFO ] [CONFIGURE ] BFLY: Establishing baseline with no features... [2025-11-21T06:25:59.093895] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:25:59.297869] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:25:59.498225] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:25:59.694834] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:25:59.891201] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:00.084490] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:26:01.067562] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:01.519675] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:01.736546] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:01.934416] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:01.934810] [INFO ] [CONFIGURE ] BFLY: Baseline score (no features): 80.00% [2025-11-21T06:26:01.934925] [INFO ] [CONFIGURE ] BFLY: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:26:01.935006] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:26:02.174403] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:02.420185] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:02.665924] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:02.913344] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:26:03.152343] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:03.400670] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:03.650566] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:03.887473] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:04.132459] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:04.377931] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:26:04.378158] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_bollinger_bands (score: 80.00%) [2025-11-21T06:26:04.378211] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16287 tests [2025-11-21T06:26:04.378251] [INFO ] [CONFIGURE ] BFLY: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:26:04.378289] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:26:04.629285] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:26:04.878041] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:05.125761] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:05.381875] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:05.647969] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:05.914188] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:06.168568] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:06.411688] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:06.659416] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:06.911637] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:06.912086] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-21T06:26:06.912198] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16286 tests [2025-11-21T06:26:06.912289] [INFO ] [CONFIGURE ] BFLY: Testing feature 3/29: add_daily_returns [2025-11-21T06:26:06.912408] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns'] [2025-11-21T06:26:07.129490] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:07.352992] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:07.571535] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:07.801570] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:26:08.019479] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:08.238743] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:08.467788] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:08.687837] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:08.911094] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:09.155745] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:09.156146] [INFO ] [CONFIGURE ] BFLY: KEPT add_daily_returns (score: 90.00%) [2025-11-21T06:26:09.156259] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16285 tests [2025-11-21T06:26:09.156349] [INFO ] [CONFIGURE ] BFLY: Testing feature 4/29: add_ema [2025-11-21T06:26:09.156429] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T06:26:09.432184] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:09.780822] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:10.109243] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:10.378331] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:10.651664] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:10.925148] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:11.204013] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:11.482838] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:11.749995] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:12.031176] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:26:12.031535] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_ema (score: 90.00%) [2025-11-21T06:26:12.031596] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16284 tests [2025-11-21T06:26:12.031660] [INFO ] [CONFIGURE ] BFLY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:26:12.031925] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:26:12.308222] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:26:12.579988] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:12.847706] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:13.120085] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:13.395120] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:13.673154] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:13.958986] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:14.244233] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:14.515503] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:14.773592] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:14.773821] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T06:26:14.773878] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16283 tests [2025-11-21T06:26:14.773926] [INFO ] [CONFIGURE ] BFLY: Testing feature 6/29: add_failed_moves [2025-11-21T06:26:14.773969] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T06:26:14.997209] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:15.219546] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:15.436619] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:15.658265] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:15.882794] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:16.102767] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:16.327114] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:16.545634] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:16.765205] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:16.993316] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:16.993519] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T06:26:16.993568] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16282 tests [2025-11-21T06:26:16.993606] [INFO ] [CONFIGURE ] BFLY: Testing feature 7/29: add_lag_shelf [2025-11-21T06:26:16.993658] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T06:26:17.204574] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:17.417156] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:17.627419] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:17.834840] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:26:18.045521] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:18.255068] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:18.470162] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:18.673812] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:18.881612] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:19.085152] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:19.085525] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T06:26:19.085661] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16281 tests [2025-11-21T06:26:19.085753] [INFO ] [CONFIGURE ] BFLY: Testing feature 8/29: add_macd [2025-11-21T06:26:19.085871] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T06:26:19.388568] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:26:19.696144] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:20.001240] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:20.327817] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:26:20.650549] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:20.972049] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:21.299515] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:21.651689] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:21.986874] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:22.315527] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:22.315830] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:26:22.315898] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16280 tests [2025-11-21T06:26:22.315949] [INFO ] [CONFIGURE ] BFLY: Testing feature 9/29: add_mfi [2025-11-21T06:26:22.316019] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T06:26:22.546629] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:22.779762] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:23.018838] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:23.250065] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:26:23.486871] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:23.733600] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:26:23.987495] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:24.231629] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:24.465600] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:24.698226] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:24.698506] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_mfi (score: 80.00%) [2025-11-21T06:26:24.698572] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16279 tests [2025-11-21T06:26:24.698627] [INFO ] [CONFIGURE ] BFLY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:26:24.698726] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:26:25.004616] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:25.306999] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:25.617728] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:25.942061] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:26:26.265349] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:26.585464] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:26.898308] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:27.221915] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:27.549287] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:27.861524] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:26:27.861796] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T06:26:27.861861] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16278 tests [2025-11-21T06:26:27.861914] [INFO ] [CONFIGURE ] BFLY: Testing feature 11/29: add_obv_daily [2025-11-21T06:26:27.861958] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T06:26:28.095322] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:26:28.335554] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:28.566467] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:26:28.804203] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:29.050297] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:29.283706] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:29.522372] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:29.756881] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:29.988518] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:30.236407] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:30.236682] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:26:30.236757] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16277 tests [2025-11-21T06:26:30.236848] [INFO ] [CONFIGURE ] BFLY: Testing feature 12/29: add_obv_interval [2025-11-21T06:26:30.236908] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T06:26:30.466844] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:30.696973] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:26:30.937171] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:26:31.171880] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:31.404141] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:31.655575] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:31.874669] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:32.093122] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:32.320420] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:32.550535] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:32.550975] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T06:26:32.551099] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16276 tests [2025-11-21T06:26:32.551189] [INFO ] [CONFIGURE ] BFLY: Testing feature 13/29: add_opening_strength [2025-11-21T06:26:32.551308] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:26:32.796184] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:33.039083] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:26:33.278162] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:26:33.522791] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:33.768751] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:34.013677] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:34.262678] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:34.496284] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:34.731579] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:34.977325] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:34.977577] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:26:34.977629] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16275 tests [2025-11-21T06:26:34.977692] [INFO ] [CONFIGURE ] BFLY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:26:34.977766] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T06:26:35.217743] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:26:35.460749] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:35.707975] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:35.954412] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:36.198905] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:36.447256] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:36.698487] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:36.949852] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:37.205845] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:37.459866] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:37.460079] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T06:26:37.460139] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16274 tests [2025-11-21T06:26:37.460188] [INFO ] [CONFIGURE ] BFLY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:26:37.460233] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T06:26:37.677714] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:37.896203] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:38.122119] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:38.356397] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:26:38.582010] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:38.792066] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:39.003818] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:39.223042] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:39.430391] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:39.636184] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:26:39.636376] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T06:26:39.636423] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16273 tests [2025-11-21T06:26:39.636461] [INFO ] [CONFIGURE ] BFLY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:26:39.636495] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T06:26:39.857055] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:40.078854] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:40.301306] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:40.524010] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:40.749155] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:40.980883] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:41.216395] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:41.450545] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:41.701884] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:41.951183] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:41.951382] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T06:26:41.951432] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16272 tests [2025-11-21T06:26:41.951471] [INFO ] [CONFIGURE ] BFLY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:26:41.951505] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T06:26:42.200412] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:42.445245] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:42.668042] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:42.893987] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:43.116290] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:43.347187] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:43.574586] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:43.804793] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:44.036734] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:44.264632] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:44.264856] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T06:26:44.264907] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16271 tests [2025-11-21T06:26:44.264947] [INFO ] [CONFIGURE ] BFLY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:26:44.264983] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T06:26:44.473398] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:26:44.687956] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:26:44.906773] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:26:45.127832] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:45.355177] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:45.574703] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:45.792839] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:46.018197] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:46.239363] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:46.461247] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:46.461717] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T06:26:46.461864] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16270 tests [2025-11-21T06:26:46.461956] [INFO ] [CONFIGURE ] BFLY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:26:46.462075] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T06:26:46.685502] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:46.906299] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:47.131063] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:47.356589] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:47.582221] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:47.809511] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:48.032268] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:48.261961] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:48.483086] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:26:48.697198] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:48.697427] [INFO ] [CONFIGURE ] BFLY: KEPT add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T06:26:48.697492] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16269 tests [2025-11-21T06:26:48.697548] [INFO ] [CONFIGURE ] BFLY: Testing feature 20/29: add_price_rejection [2025-11-21T06:26:48.697588] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T06:26:48.945637] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:49.192720] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:26:49.438258] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:49.685594] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:49.928665] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:50.167594] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:50.407428] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:50.641888] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:26:50.873848] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:51.111728] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:51.111977] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T06:26:51.112030] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16268 tests [2025-11-21T06:26:51.112070] [INFO ] [CONFIGURE ] BFLY: Testing feature 21/29: add_range_position [2025-11-21T06:26:51.112106] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T06:26:51.365917] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:51.631742] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:26:51.905082] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:52.171821] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:26:52.437138] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:52.703552] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:52.974548] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:53.235012] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:53.517051] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:53.798878] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:26:53.799112] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:26:53.799185] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16267 tests [2025-11-21T06:26:53.799254] [INFO ] [CONFIGURE ] BFLY: Testing feature 22/29: add_realized_volatility [2025-11-21T06:26:53.799330] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T06:26:54.157918] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:26:54.499623] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:26:54.845674] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:55.197783] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:55.551576] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:55.905198] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:26:56.255658] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:56.596099] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:56.940300] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:57.334099] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:57.334389] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:26:57.334473] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16266 tests [2025-11-21T06:26:57.334529] [INFO ] [CONFIGURE ] BFLY: Testing feature 23/29: add_recent_range_context [2025-11-21T06:26:57.334579] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T06:26:57.547370] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:26:57.747949] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:26:57.930603] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:26:58.137915] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:26:58.376150] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:26:58.595406] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:26:58.820159] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:26:59.051101] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:26:59.275831] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:26:59.510202] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:26:59.510404] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T06:26:59.510453] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16265 tests [2025-11-21T06:26:59.510492] [INFO ] [CONFIGURE ] BFLY: Testing feature 24/29: add_rsi [2025-11-21T06:26:59.510528] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T06:26:59.782951] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:00.054585] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:27:00.339733] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:01.392850] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:27:01.834488] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:02.120395] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:27:02.414504] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:27:02.695506] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:27:02.989179] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:27:03.293436] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:27:03.293681] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_rsi (score: 90.00%) [2025-11-21T06:27:03.293746] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16264 tests [2025-11-21T06:27:03.293801] [INFO ] [CONFIGURE ] BFLY: Testing feature 25/29: add_tick_distribution [2025-11-21T06:27:03.293846] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T06:27:03.539571] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:03.779400] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:27:04.029816] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:04.264325] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:04.502734] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:04.733028] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:27:04.961947] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:27:05.186409] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:27:05.416430] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:27:05.647499] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:27:05.647710] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_tick_distribution (score: 100.00%) [2025-11-21T06:27:05.647795] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16263 tests [2025-11-21T06:27:05.647846] [INFO ] [CONFIGURE ] BFLY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:27:05.647891] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T06:27:05.873927] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:06.099367] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:27:06.326784] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:06.558960] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:06.792603] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:07.026301] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:27:07.257738] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:27:07.489422] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:27:07.717015] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:27:07.950529] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:27:07.950782] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T06:27:07.950841] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16262 tests [2025-11-21T06:27:07.950890] [INFO ] [CONFIGURE ] BFLY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:27:07.950938] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T06:27:08.188169] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:08.447179] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:27:08.711390] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:08.958543] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:09.201402] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:09.434521] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:27:09.669141] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:27:09.902068] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:27:10.137929] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:27:10.378532] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:27:10.378816] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_volume_price_divergence (score: 100.00%) [2025-11-21T06:27:10.378918] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16261 tests [2025-11-21T06:27:10.378968] [INFO ] [CONFIGURE ] BFLY: Testing feature 28/29: add_volume_profile [2025-11-21T06:27:10.379011] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T06:27:10.609636] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:27:10.844429] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:27:11.081858] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:11.314212] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:27:11.554524] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:11.786708] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:27:12.021033] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:27:12.251919] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:27:12.493334] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:27:12.737494] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:27:12.737734] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:27:12.737828] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16260 tests [2025-11-21T06:27:12.737883] [INFO ] [CONFIGURE ] BFLY: Testing feature 29/29: add_vwap [2025-11-21T06:27:12.737932] [INFO ] [CONFIGURE ] BFLY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T06:27:12.981743] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:13.229357] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:27:13.483228] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:13.740121] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:27:13.999500] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:14.245637] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:27:14.493378] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:27:14.735989] [DEBUG] [FORECASTER] BFLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:27:14.982579] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:27:15.227837] [DEBUG] [FORECASTER] BFLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:27:15.228063] [INFO ] [CONFIGURE ] BFLY: DISCARDED add_vwap (score: 80.00%) [2025-11-21T06:27:15.228126] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16259 tests [2025-11-21T06:27:15.228178] [INFO ] [CONFIGURE ] BFLY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:27:15.228224] [INFO ] [CONFIGURE ] BFLY: Best accuracy: 100.00% [2025-11-21T06:27:15.228274] [INFO ] [CONFIGURE ] BFLY: Best feature set (2 features): ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T06:27:15.228317] [INFO ] [CONFIGURE ] BFLY: Improvement over baseline: 20.00% [2025-11-21T06:27:15.228358] [INFO ] [CONFIGURE ] BFLY: Total time: 1.2 minutes [2025-11-21T06:27:15.228398] [INFO ] [CONFIGURE ] BFLY: Average time per feature: 2.5 seconds [2025-11-21T06:27:15.228442] [INFO ] [CONFIGURE ] BFLY: Average speed: 0.40 features/sec [2025-11-21T06:27:15.228941] [INFO ] [LOCAL ] Saved configuration for BFLY: 2 features, 100.00% accuracy -> ./output/feature-sets/BFLY.json [2025-11-21T06:27:15.229005] [INFO ] [CONFIGURE ] BFLY: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-11-21T06:27:15.229078] [INFO ] [sig ] [164/723] Successfully configured BFLY | 0.01 sym/s | Total: 3.9h | ETA: 13.3h [2025-11-21T06:27:15.229130] [INFO ] [sig ] [165/723] Configuring BFZ... [2025-11-21T06:27:15.229176] [INFO ] [CONFIGURE ] BFZ: Configurate test run. [2025-11-21T06:27:15.229218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-11-21T06:27:15.308164] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFZ'. [2025-11-21T06:27:15.308742] [INFO ] [CONFIGURE ] BFZ: Testing with 29 available features [2025-11-21T06:27:15.308812] [INFO ] [CONFIGURE ] BFZ: Establishing baseline with no features... [2025-11-21T06:27:15.494752] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:15.682967] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:15.871768] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:16.066273] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:16.266176] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:16.462508] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:16.655509] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:16.847791] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:17.056277] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:17.253717] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:17.253914] [INFO ] [CONFIGURE ] BFZ: Baseline score (no features): 80.00% [2025-11-21T06:27:17.253965] [INFO ] [CONFIGURE ] BFZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:27:17.254005] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:27:17.488027] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:17.721609] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:17.957559] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:18.190545] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:18.434959] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:18.665940] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:18.903686] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:19.133354] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:19.360615] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:19.588808] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:19.589016] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_bollinger_bands (score: 80.00%) [2025-11-21T06:27:19.589068] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16258 tests [2025-11-21T06:27:19.589106] [INFO ] [CONFIGURE ] BFZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:27:19.589142] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:27:19.826261] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:20.057063] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:27:20.296931] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:27:20.531551] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:20.758929] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:20.986788] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:27:21.218024] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:21.451624] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:27:21.684771] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:21.943039] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:21.943333] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:27:21.943397] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16257 tests [2025-11-21T06:27:21.943444] [INFO ] [CONFIGURE ] BFZ: Testing feature 3/29: add_daily_returns [2025-11-21T06:27:21.943492] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_daily_returns'] [2025-11-21T06:27:22.154080] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:22.364822] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:22.575499] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:22.788481] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:23.003777] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:23.216854] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:27:23.446503] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:23.662759] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:23.880176] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:24.116411] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:24.116627] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T06:27:24.116736] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16256 tests [2025-11-21T06:27:24.116818] [INFO ] [CONFIGURE ] BFZ: Testing feature 4/29: add_ema [2025-11-21T06:27:24.116870] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_ema'] [2025-11-21T06:27:24.371442] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:24.615083] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:24.856010] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:25.100975] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:25.346735] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:25.595400] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:25.842932] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:26.092523] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:26.343192] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:26.589227] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:26.589455] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_ema (score: 80.00%) [2025-11-21T06:27:26.589509] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16255 tests [2025-11-21T06:27:26.589579] [INFO ] [CONFIGURE ] BFZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:27:26.589618] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:27:26.843567] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:27:27.092669] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:27.344426] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:27.599455] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:27.851016] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:28.116029] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:28.372388] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:28.631004] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:28.885036] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:27:29.139527] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:29.139789] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:27:29.139852] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16254 tests [2025-11-21T06:27:29.139928] [INFO ] [CONFIGURE ] BFZ: Testing feature 6/29: add_failed_moves [2025-11-21T06:27:29.139986] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_failed_moves'] [2025-11-21T06:27:29.350561] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:29.566626] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:29.776347] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:29.982295] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:30.189035] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:30.392544] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:30.600381] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:30.808858] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:31.016119] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:27:31.231008] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:31.231256] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:27:31.231314] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16253 tests [2025-11-21T06:27:31.231360] [INFO ] [CONFIGURE ] BFZ: Testing feature 7/29: add_lag_shelf [2025-11-21T06:27:31.231407] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_lag_shelf'] [2025-11-21T06:27:31.430010] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:31.624577] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:31.820133] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:32.012496] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:32.202492] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:32.395309] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:32.586455] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:32.784526] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:32.980313] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:33.173247] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:33.173439] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:27:33.173485] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16252 tests [2025-11-21T06:27:33.173523] [INFO ] [CONFIGURE ] BFZ: Testing feature 8/29: add_macd [2025-11-21T06:27:33.173558] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T06:27:33.474737] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:33.778320] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:34.073271] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:34.385353] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:34.678408] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:34.977905] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:27:35.279947] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:35.574189] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:35.866010] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:27:36.158685] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:36.158969] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_macd (score: 70.00%) [2025-11-21T06:27:36.159034] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16251 tests [2025-11-21T06:27:36.159100] [INFO ] [CONFIGURE ] BFZ: Testing feature 9/29: add_mfi [2025-11-21T06:27:36.159173] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_mfi'] [2025-11-21T06:27:36.364610] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:36.571933] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:36.783403] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:36.992900] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:37.216778] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:37.431803] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:37.645614] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:37.857082] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:38.067361] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:27:38.283770] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:38.284093] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_mfi (score: 80.00%) [2025-11-21T06:27:38.284149] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16250 tests [2025-11-21T06:27:38.284189] [INFO ] [CONFIGURE ] BFZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:27:38.284226] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:27:38.583832] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:38.889164] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:27:39.183467] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:39.486118] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:39.787107] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:40.082575] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:27:40.383815] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:40.683733] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:40.987765] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:41.288826] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:41.289158] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:27:41.289223] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16249 tests [2025-11-21T06:27:41.289276] [INFO ] [CONFIGURE ] BFZ: Testing feature 11/29: add_obv_daily [2025-11-21T06:27:41.289324] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_obv_daily'] [2025-11-21T06:27:41.501459] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:41.715077] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:41.945166] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:42.164069] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:42.375000] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:42.594713] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:42.808854] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:43.023564] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:43.238866] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:27:43.469724] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:27:43.470153] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:27:43.470308] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16248 tests [2025-11-21T06:27:43.470410] [INFO ] [CONFIGURE ] BFZ: Testing feature 12/29: add_obv_interval [2025-11-21T06:27:43.470529] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_obv_interval'] [2025-11-21T06:27:43.688172] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:27:43.909222] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:44.124682] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:27:44.342467] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:44.557851] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:44.773831] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:44.995383] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:45.214756] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:27:45.428762] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:27:45.647142] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:45.647394] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T06:27:45.647697] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16247 tests [2025-11-21T06:27:45.647798] [INFO ] [CONFIGURE ] BFZ: Testing feature 13/29: add_opening_strength [2025-11-21T06:27:45.647853] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:27:45.880106] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:27:46.116128] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:27:46.352183] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:27:46.587716] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:46.834190] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:47.068314] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:47.304261] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:47.535384] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:27:47.768571] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:48.005493] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:48.005769] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:27:48.005854] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16246 tests [2025-11-21T06:27:48.005917] [INFO ] [CONFIGURE ] BFZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:27:48.005964] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T06:27:48.238524] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:48.464638] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:48.688809] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:48.916839] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:49.143105] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:27:49.377438] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:49.610073] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:49.846343] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:27:50.081159] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:50.311213] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:50.311449] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T06:27:50.311516] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16245 tests [2025-11-21T06:27:50.311567] [INFO ] [CONFIGURE ] BFZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:27:50.311614] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T06:27:50.507313] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:50.716334] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:50.915401] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:27:51.116232] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:51.318207] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:51.521921] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:51.727969] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:51.934035] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:52.141590] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:52.346674] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:52.346947] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:27:52.347002] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16244 tests [2025-11-21T06:27:52.347043] [INFO ] [CONFIGURE ] BFZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:27:52.347081] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T06:27:52.574090] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:27:52.792192] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:53.018217] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:53.242438] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:53.480342] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:53.712488] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:53.942498] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:54.175065] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:54.402668] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:54.627293] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:54.627554] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:27:54.627609] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16243 tests [2025-11-21T06:27:54.627670] [INFO ] [CONFIGURE ] BFZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:27:54.627709] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_pbf_return_2d'] [2025-11-21T06:27:54.855342] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:55.087006] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:55.321877] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:55.557926] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:55.792763] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:56.026201] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:56.260174] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:56.496748] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:56.734909] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:56.978218] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:56.978520] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T06:27:56.978579] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16242 tests [2025-11-21T06:27:56.978623] [INFO ] [CONFIGURE ] BFZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:27:56.978690] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T06:27:57.186049] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:57.381104] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:57.579735] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:57.779369] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:57.987093] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:27:58.184821] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:27:58.394277] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:27:58.596741] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:27:58.799053] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:27:58.997131] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:27:58.997342] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T06:27:58.997391] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16241 tests [2025-11-21T06:27:58.997430] [INFO ] [CONFIGURE ] BFZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:27:58.997466] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T06:27:59.200348] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:27:59.397005] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:27:59.598524] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:27:59.794246] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:27:59.992810] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:00.196662] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:00.392814] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:00.588312] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:01.570995] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:28:02.008541] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:02.008801] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T06:28:02.008880] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16240 tests [2025-11-21T06:28:02.008943] [INFO ] [CONFIGURE ] BFZ: Testing feature 20/29: add_price_rejection [2025-11-21T06:28:02.009019] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_price_rejection'] [2025-11-21T06:28:02.226896] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:02.442480] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:02.655831] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:02.872393] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:03.083050] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:03.290273] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:03.511616] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:03.727010] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:03.944937] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:28:04.156859] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:04.157235] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T06:28:04.157343] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16239 tests [2025-11-21T06:28:04.157431] [INFO ] [CONFIGURE ] BFZ: Testing feature 21/29: add_range_position [2025-11-21T06:28:04.157507] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_range_position'] [2025-11-21T06:28:04.393578] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:04.657231] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:04.891113] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:05.149499] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:05.475355] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:05.731518] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:28:05.988388] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:06.222600] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:06.469184] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:28:06.719586] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:28:06.719806] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:28:06.719888] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16238 tests [2025-11-21T06:28:06.719939] [INFO ] [CONFIGURE ] BFZ: Testing feature 22/29: add_realized_volatility [2025-11-21T06:28:06.719987] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_realized_volatility'] [2025-11-21T06:28:07.031349] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:28:07.339021] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:07.650507] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:07.966252] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:08.289247] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:08.625369] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:28:08.940174] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:09.258491] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:09.614667] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:28:09.944288] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:09.944551] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:28:09.944617] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16237 tests [2025-11-21T06:28:09.944692] [INFO ] [CONFIGURE ] BFZ: Testing feature 23/29: add_recent_range_context [2025-11-21T06:28:09.944742] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_recent_range_context'] [2025-11-21T06:28:10.149402] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:10.362667] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:10.571523] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:10.776630] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:10.990917] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:11.212948] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:11.425805] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:11.634420] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:11.858415] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:28:12.072804] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:12.073077] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:28:12.073134] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16236 tests [2025-11-21T06:28:12.073176] [INFO ] [CONFIGURE ] BFZ: Testing feature 24/29: add_rsi [2025-11-21T06:28:12.073216] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T06:28:12.342887] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:28:12.607570] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:12.873087] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:28:13.144171] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:13.407864] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:13.690953] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:13.962922] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:14.236299] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:14.519166] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:28:14.792317] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:14.792540] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_rsi (score: 60.00%) [2025-11-21T06:28:14.792603] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16235 tests [2025-11-21T06:28:14.792755] [INFO ] [CONFIGURE ] BFZ: Testing feature 25/29: add_tick_distribution [2025-11-21T06:28:14.792814] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_tick_distribution'] [2025-11-21T06:28:15.007737] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:15.230625] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:15.447980] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:28:15.662869] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:15.880846] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:16.092014] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:16.313477] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:16.546950] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:16.777202] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:28:16.997959] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:16.998187] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:28:16.998254] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16234 tests [2025-11-21T06:28:16.998299] [INFO ] [CONFIGURE ] BFZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:28:16.998413] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T06:28:17.215639] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:17.426379] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:17.643985] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:17.855533] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:18.068388] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:18.285006] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:18.518345] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:18.742623] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:18.949880] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:28:19.159471] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:19.159749] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T06:28:19.159826] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16233 tests [2025-11-21T06:28:19.159881] [INFO ] [CONFIGURE ] BFZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:28:19.159928] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_volume_price_divergence'] [2025-11-21T06:28:19.379738] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:19.596955] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:19.822373] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:20.038249] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:28:20.262390] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:20.486093] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:28:20.720589] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:20.959521] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:21.196639] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:28:21.433972] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:21.434326] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:28:21.434475] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16232 tests [2025-11-21T06:28:21.434535] [INFO ] [CONFIGURE ] BFZ: Testing feature 28/29: add_volume_profile [2025-11-21T06:28:21.434621] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_volume_profile'] [2025-11-21T06:28:21.665011] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:21.894110] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:28:22.112140] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:22.337411] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:22.560060] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:28:22.787096] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:28:23.016499] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:23.243574] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:28:23.475156] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:28:23.704483] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:23.704732] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:28:23.704815] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16231 tests [2025-11-21T06:28:23.705046] [INFO ] [CONFIGURE ] BFZ: Testing feature 29/29: add_vwap [2025-11-21T06:28:23.705128] [INFO ] [CONFIGURE ] BFZ: Testing with features: ['add_vwap'] [2025-11-21T06:28:23.951257] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:24.173864] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:28:24.398673] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:24.618299] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:28:24.843239] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:28:25.066183] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:25.289356] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:25.513385] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:28:25.736092] [DEBUG] [FORECASTER] BFZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:28:25.960830] [DEBUG] [FORECASTER] BFZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:25.961064] [INFO ] [CONFIGURE ] BFZ: DISCARDED add_vwap (score: 70.00%) [2025-11-21T06:28:25.961117] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16230 tests [2025-11-21T06:28:25.961161] [INFO ] [CONFIGURE ] BFZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:28:25.961198] [INFO ] [CONFIGURE ] BFZ: Best accuracy: 80.00% [2025-11-21T06:28:25.961232] [INFO ] [CONFIGURE ] BFZ: Best feature set (0 features): [] [2025-11-21T06:28:25.961266] [INFO ] [CONFIGURE ] BFZ: Improvement over baseline: 0.00% [2025-11-21T06:28:25.961300] [INFO ] [CONFIGURE ] BFZ: Total time: 1.1 minutes [2025-11-21T06:28:25.961334] [INFO ] [CONFIGURE ] BFZ: Average time per feature: 2.4 seconds [2025-11-21T06:28:25.961470] [INFO ] [CONFIGURE ] BFZ: Average speed: 0.42 features/sec [2025-11-21T06:28:25.962216] [INFO ] [LOCAL ] Saved configuration for BFZ: 0 features, 80.00% accuracy -> ./output/feature-sets/BFZ.json [2025-11-21T06:28:25.962290] [INFO ] [CONFIGURE ] BFZ: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T06:28:25.962341] [INFO ] [sig ] [165/723] Successfully configured BFZ | 0.01 sym/s | Total: 3.9h | ETA: 13.2h [2025-11-21T06:28:25.962392] [INFO ] [sig ] [166/723] Configuring BG... [2025-11-21T06:28:25.962430] [INFO ] [CONFIGURE ] BG: Configurate test run. [2025-11-21T06:28:25.962465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-11-21T06:28:26.040568] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BG'. [2025-11-21T06:28:26.041273] [INFO ] [CONFIGURE ] BG: Testing with 29 available features [2025-11-21T06:28:26.041359] [INFO ] [CONFIGURE ] BG: Establishing baseline with no features... [2025-11-21T06:28:26.248555] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:26.454460] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:26.657283] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:26.862003] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:28:27.057896] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:28:27.253144] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:27.452324] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:27.646568] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:28:27.840791] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:28:28.028423] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:28:28.028612] [INFO ] [CONFIGURE ] BG: Baseline score (no features): 40.00% [2025-11-21T06:28:28.028680] [INFO ] [CONFIGURE ] BG: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:28:28.028754] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:28:28.246634] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:28.487973] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:28.738404] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:28.979483] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:29.220824] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:28:29.456235] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:29.697123] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:29.938092] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:28:30.185961] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:28:30.431165] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:28:30.431381] [INFO ] [CONFIGURE ] BG: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T06:28:30.431431] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16229 tests [2025-11-21T06:28:30.431469] [INFO ] [CONFIGURE ] BG: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:28:30.431504] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:28:30.680347] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:30.930368] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:31.169834] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:31.406673] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:31.641915] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:28:31.876135] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:32.109214] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:32.350863] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:28:32.594801] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:28:32.841606] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:28:32.841879] [INFO ] [CONFIGURE ] BG: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T06:28:32.841940] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16228 tests [2025-11-21T06:28:32.841981] [INFO ] [CONFIGURE ] BG: Testing feature 3/29: add_daily_returns [2025-11-21T06:28:32.842019] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:28:33.104921] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:33.347490] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:33.599100] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:33.840236] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:34.087061] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:28:34.341574] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:28:34.596336] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:34.861477] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:28:35.124979] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:28:35.377015] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:35.377426] [INFO ] [CONFIGURE ] BG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:28:35.377549] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16227 tests [2025-11-21T06:28:35.377634] [INFO ] [CONFIGURE ] BG: Testing feature 4/29: add_ema [2025-11-21T06:28:35.377785] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T06:28:35.674451] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:35.960872] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:36.261064] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:28:36.550578] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:36.844544] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:28:37.139819] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:28:37.436392] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:37.743619] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:28:38.042268] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:28:38.345098] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:38.345363] [INFO ] [CONFIGURE ] BG: DISCARDED add_ema (score: 40.00%) [2025-11-21T06:28:38.345427] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16226 tests [2025-11-21T06:28:38.345480] [INFO ] [CONFIGURE ] BG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:28:38.345525] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:28:38.642952] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:38.960729] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:28:39.246294] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:39.533707] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:39.820326] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:28:40.122006] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:40.424940] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:40.718252] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:28:41.031543] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:28:41.324637] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:41.324885] [INFO ] [CONFIGURE ] BG: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T06:28:41.324947] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16225 tests [2025-11-21T06:28:41.324997] [INFO ] [CONFIGURE ] BG: Testing feature 6/29: add_failed_moves [2025-11-21T06:28:41.325042] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T06:28:41.627606] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:41.930608] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:28:42.233588] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:42.526935] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:42.845308] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:28:43.162535] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:43.480838] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:43.786415] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:28:44.103199] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:28:44.416303] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:44.416515] [INFO ] [CONFIGURE ] BG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:28:44.416577] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16224 tests [2025-11-21T06:28:44.416629] [INFO ] [CONFIGURE ] BG: Testing feature 7/29: add_lag_shelf [2025-11-21T06:28:44.416701] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T06:28:44.710758] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:45.008867] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:45.317132] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:45.618388] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:45.924637] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:28:46.226780] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:46.530981] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:46.830359] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:28:47.134203] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:28:47.427379] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:47.427587] [INFO ] [CONFIGURE ] BG: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:28:47.427670] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16223 tests [2025-11-21T06:28:47.427729] [INFO ] [CONFIGURE ] BG: Testing feature 8/29: add_macd [2025-11-21T06:28:47.427774] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T06:28:47.763514] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:48.098011] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:48.459862] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:28:48.805894] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:49.147937] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:28:49.489847] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:28:49.832887] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:50.175842] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:28:50.515421] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:28:50.866857] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:50.867115] [INFO ] [CONFIGURE ] BG: DISCARDED add_macd (score: 30.00%) [2025-11-21T06:28:50.867194] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16222 tests [2025-11-21T06:28:50.867346] [INFO ] [CONFIGURE ] BG: Testing feature 9/29: add_mfi [2025-11-21T06:28:50.867409] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T06:28:51.177269] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:51.471537] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:28:51.780345] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:52.080980] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:52.390031] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:28:52.804622] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:28:53.149519] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:53.447725] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:28:53.777241] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:28:54.087063] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:28:54.087285] [INFO ] [CONFIGURE ] BG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:28:54.087358] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16221 tests [2025-11-21T06:28:54.087410] [INFO ] [CONFIGURE ] BG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:28:54.087455] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:28:54.463437] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:54.892126] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:55.304725] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:28:55.714823] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:56.100824] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:28:56.506235] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:28:56.896227] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:28:57.294129] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:28:57.679223] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:28:58.076978] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:28:58.077235] [INFO ] [CONFIGURE ] BG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T06:28:58.077298] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16220 tests [2025-11-21T06:28:58.077376] [INFO ] [CONFIGURE ] BG: Testing feature 11/29: add_obv_daily [2025-11-21T06:28:58.077426] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T06:28:58.394379] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:28:58.720053] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:28:59.034165] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:28:59.355461] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:28:59.678243] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:28:59.991694] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:00.324477] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:00.641199] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:00.969268] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:02.180902] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:02.181144] [INFO ] [CONFIGURE ] BG: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T06:29:02.181202] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16219 tests [2025-11-21T06:29:02.181249] [INFO ] [CONFIGURE ] BG: Testing feature 12/29: add_obv_interval [2025-11-21T06:29:02.181298] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T06:29:02.485901] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:02.784142] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:29:03.089205] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:03.398882] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:03.728160] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:04.046551] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:04.358464] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:04.655000] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:29:04.953527] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:05.251597] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:05.251830] [INFO ] [CONFIGURE ] BG: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:29:05.251888] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16218 tests [2025-11-21T06:29:05.251966] [INFO ] [CONFIGURE ] BG: Testing feature 13/29: add_opening_strength [2025-11-21T06:29:05.252013] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:29:05.580690] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:05.912698] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:06.246191] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:29:06.579352] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:06.907802] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:29:07.241552] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:29:07.579810] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:07.911964] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:08.245621] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:08.582211] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:08.582419] [INFO ] [CONFIGURE ] BG: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:29:08.582480] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16217 tests [2025-11-21T06:29:08.582662] [INFO ] [CONFIGURE ] BG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:29:08.582713] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T06:29:08.914564] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:09.223357] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:29:09.508763] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:09.796075] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:10.082151] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:10.379831] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:10.673270] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:10.975875] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:11.270519] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:11.565337] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:11.565549] [INFO ] [CONFIGURE ] BG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:29:11.565609] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16216 tests [2025-11-21T06:29:11.565692] [INFO ] [CONFIGURE ] BG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:29:11.565744] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T06:29:11.858311] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:12.153183] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:29:12.437299] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:12.730324] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:13.015700] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:29:13.304153] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:13.587611] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:13.877657] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:29:14.171469] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:14.486909] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:14.487135] [INFO ] [CONFIGURE ] BG: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T06:29:14.487194] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16215 tests [2025-11-21T06:29:14.487288] [INFO ] [CONFIGURE ] BG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:29:14.487340] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T06:29:14.812174] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:15.127821] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:29:15.449775] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:15.767280] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:16.075855] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:16.390591] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:29:16.707068] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:17.025888] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:17.329676] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:17.648851] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:17.649196] [INFO ] [CONFIGURE ] BG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:29:17.649264] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16214 tests [2025-11-21T06:29:17.649314] [INFO ] [CONFIGURE ] BG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:29:17.649360] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T06:29:17.971152] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:18.291016] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:18.613344] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:18.943389] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:19.259264] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:29:19.575034] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:29:19.893155] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:20.199880] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:20.515480] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:20.831049] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:20.831247] [INFO ] [CONFIGURE ] BG: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T06:29:20.831304] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16213 tests [2025-11-21T06:29:20.831351] [INFO ] [CONFIGURE ] BG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:29:20.831391] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T06:29:21.138099] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:21.430904] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:21.733118] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:22.048773] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:22.355853] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:22.656557] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:22.956852] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:23.251303] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:29:23.546113] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:23.854505] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:23.854736] [INFO ] [CONFIGURE ] BG: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T06:29:23.854807] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16212 tests [2025-11-21T06:29:23.854867] [INFO ] [CONFIGURE ] BG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:29:23.854923] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T06:29:24.150876] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:24.461500] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:24.767904] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:29:25.061635] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:25.372136] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:25.684782] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:25.996986] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:26.299971] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:26.602755] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:26.903624] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:26.903864] [INFO ] [CONFIGURE ] BG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:29:26.903922] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16211 tests [2025-11-21T06:29:26.903972] [INFO ] [CONFIGURE ] BG: Testing feature 20/29: add_price_rejection [2025-11-21T06:29:26.904019] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T06:29:27.231017] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:27.555066] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:27.878510] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:28.198451] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:28.522602] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:28.858767] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:29:29.189991] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:29.517327] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:29.850204] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:30.172917] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:29:30.173126] [INFO ] [CONFIGURE ] BG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:29:30.173192] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16210 tests [2025-11-21T06:29:30.173244] [INFO ] [CONFIGURE ] BG: Testing feature 21/29: add_range_position [2025-11-21T06:29:30.173352] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T06:29:30.498367] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:30.831560] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:31.155590] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:31.480108] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:31.815190] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:29:32.146937] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:29:32.490047] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:32.833044] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:33.164518] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:33.505049] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:29:33.505271] [INFO ] [CONFIGURE ] BG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T06:29:33.505332] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16209 tests [2025-11-21T06:29:33.505381] [INFO ] [CONFIGURE ] BG: Testing feature 22/29: add_realized_volatility [2025-11-21T06:29:33.505427] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T06:29:33.938228] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:34.365512] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:34.782480] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:35.202011] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:35.623454] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:29:36.040817] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:36.451393] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:36.867803] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:37.280150] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:37.697274] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:37.697512] [INFO ] [CONFIGURE ] BG: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T06:29:37.697575] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16208 tests [2025-11-21T06:29:37.697629] [INFO ] [CONFIGURE ] BG: Testing feature 23/29: add_recent_range_context [2025-11-21T06:29:37.697702] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T06:29:38.000501] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:38.308021] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:29:38.638125] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:38.972122] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:39.307071] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:39.620349] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:39.939498] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:40.258861] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:29:40.591359] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:40.913143] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:40.913365] [INFO ] [CONFIGURE ] BG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:29:40.913429] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16207 tests [2025-11-21T06:29:40.913480] [INFO ] [CONFIGURE ] BG: Testing feature 24/29: add_rsi [2025-11-21T06:29:40.913525] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T06:29:41.274077] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:41.628443] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:41.997552] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:29:42.358913] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:42.729465] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:29:43.091440] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:29:43.449965] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:43.822424] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:44.200975] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:44.572597] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:44.572838] [INFO ] [CONFIGURE ] BG: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:29:44.572908] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16206 tests [2025-11-21T06:29:44.572959] [INFO ] [CONFIGURE ] BG: Testing feature 25/29: add_tick_distribution [2025-11-21T06:29:44.572997] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T06:29:44.877139] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:29:45.178417] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:45.485483] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:29:45.804888] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:46.144043] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:46.507603] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:29:46.925860] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:47.263806] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:29:47.606759] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:29:47.925972] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:47.926188] [INFO ] [CONFIGURE ] BG: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T06:29:47.926248] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16205 tests [2025-11-21T06:29:47.926295] [INFO ] [CONFIGURE ] BG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:29:47.926340] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T06:29:48.235459] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:29:48.533085] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:29:48.834846] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:49.132464] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:49.430970] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:29:49.736878] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:50.029126] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:50.335553] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:50.634322] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:50.937154] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:50.937396] [INFO ] [CONFIGURE ] BG: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T06:29:50.937457] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16204 tests [2025-11-21T06:29:50.937508] [INFO ] [CONFIGURE ] BG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:29:50.937555] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T06:29:51.273955] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:29:51.611525] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:29:51.957213] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:52.323517] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:52.657283] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:29:52.994517] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:53.325847] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:53.662610] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:54.010994] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:54.359438] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:54.359695] [INFO ] [CONFIGURE ] BG: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T06:29:54.359762] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16203 tests [2025-11-21T06:29:54.359815] [INFO ] [CONFIGURE ] BG: Testing feature 28/29: add_volume_profile [2025-11-21T06:29:54.359863] [INFO ] [CONFIGURE ] BG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T06:29:54.679107] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:29:54.991311] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:29:55.309372] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:55.623591] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:55.949420] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:56.264138] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:56.572463] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:29:56.889231] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:57.209423] [DEBUG] [FORECASTER] BG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:57.530350] [DEBUG] [FORECASTER] BG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:29:57.530585] [INFO ] [CONFIGURE ] BG: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T06:29:57.530668] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16202 tests [2025-11-21T06:29:57.530725] [INFO ] [CONFIGURE ] BG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:29:57.530771] [INFO ] [CONFIGURE ] BG: Best accuracy: 70.00% [2025-11-21T06:29:57.530822] [INFO ] [CONFIGURE ] BG: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:29:57.530866] [INFO ] [CONFIGURE ] BG: Improvement over baseline: 30.00% [2025-11-21T06:29:57.530902] [INFO ] [CONFIGURE ] BG: Total time: 1.5 minutes [2025-11-21T06:29:57.530944] [INFO ] [CONFIGURE ] BG: Average time per feature: 3.2 seconds [2025-11-21T06:29:57.530984] [INFO ] [CONFIGURE ] BG: Average speed: 0.32 features/sec [2025-11-21T06:29:57.531521] [INFO ] [LOCAL ] Saved configuration for BG: 3 features, 70.00% accuracy -> ./output/feature-sets/BG.json [2025-11-21T06:29:57.531583] [INFO ] [CONFIGURE ] BG: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T06:29:57.531634] [INFO ] [sig ] [166/723] Successfully configured BG | 0.01 sym/s | Total: 3.9h | ETA: 13.2h [2025-11-21T06:29:57.531707] [INFO ] [sig ] [167/723] Configuring BGB... [2025-11-21T06:29:57.531753] [INFO ] [CONFIGURE ] BGB: Configurate test run. [2025-11-21T06:29:57.531796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-11-21T06:29:57.720531] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGB'. [2025-11-21T06:29:57.721100] [INFO ] [CONFIGURE ] BGB: Testing with 29 available features [2025-11-21T06:29:57.721171] [INFO ] [CONFIGURE ] BGB: Establishing baseline with no features... [2025-11-21T06:29:57.912364] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:29:58.107293] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:29:58.300058] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:29:58.490235] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:29:58.679257] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:29:58.876136] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:29:59.071962] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:29:59.266828] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:29:59.462746] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:29:59.654344] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:29:59.654536] [INFO ] [CONFIGURE ] BGB: Baseline score (no features): 40.00% [2025-11-21T06:29:59.654587] [INFO ] [CONFIGURE ] BGB: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:29:59.654626] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:29:59.887320] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:00.139224] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:30:01.017109] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:01.504221] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:01.743725] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:02.001415] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:02.235164] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:02.471701] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:02.714597] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:30:02.951931] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:02.952344] [INFO ] [CONFIGURE ] BGB: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T06:30:02.952470] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16201 tests [2025-11-21T06:30:02.952562] [INFO ] [CONFIGURE ] BGB: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:30:02.952617] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:30:03.230712] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:03.505342] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:03.788456] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:04.060289] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:04.322622] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:04.591968] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:30:04.857199] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:05.130279] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:05.404609] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:05.676291] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:05.676519] [INFO ] [CONFIGURE ] BGB: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T06:30:05.676577] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16200 tests [2025-11-21T06:30:05.676623] [INFO ] [CONFIGURE ] BGB: Testing feature 3/29: add_daily_returns [2025-11-21T06:30:05.676694] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:30:05.959306] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:06.240909] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:06.521883] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:06.808619] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:07.090920] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:07.378724] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:07.661099] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:07.951768] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:30:08.244017] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:08.531438] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:08.531708] [INFO ] [CONFIGURE ] BGB: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:30:08.531771] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16199 tests [2025-11-21T06:30:08.531866] [INFO ] [CONFIGURE ] BGB: Testing feature 4/29: add_ema [2025-11-21T06:30:08.531912] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T06:30:08.890139] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:09.222687] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:30:09.549195] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:09.870952] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:10.190972] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:10.529962] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:10.858885] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:11.192980] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:11.525668] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:30:11.879562] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:11.879858] [INFO ] [CONFIGURE ] BGB: DISCARDED add_ema (score: 70.00%) [2025-11-21T06:30:11.879923] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16198 tests [2025-11-21T06:30:11.879976] [INFO ] [CONFIGURE ] BGB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:30:11.880024] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:30:12.207280] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:12.528203] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:12.850853] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:13.162453] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:13.484674] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:13.807958] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:14.123734] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:14.454811] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:14.766663] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:15.082115] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:15.082385] [INFO ] [CONFIGURE ] BGB: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T06:30:15.082448] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16197 tests [2025-11-21T06:30:15.082499] [INFO ] [CONFIGURE ] BGB: Testing feature 6/29: add_failed_moves [2025-11-21T06:30:15.082539] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T06:30:15.357731] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:15.630778] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:15.908685] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:16.183801] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:16.455208] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:16.729602] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:30:17.012273] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:17.291963] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:17.573532] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:17.868159] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:17.868386] [INFO ] [CONFIGURE ] BGB: KEPT add_failed_moves (score: 80.00%) [2025-11-21T06:30:17.868451] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16196 tests [2025-11-21T06:30:17.868503] [INFO ] [CONFIGURE ] BGB: Testing feature 7/29: add_lag_shelf [2025-11-21T06:30:17.868551] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T06:30:18.150013] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:18.443177] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:18.732586] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:19.019602] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:19.313496] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:19.598136] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:19.887220] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:20.181930] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:20.478123] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:20.764809] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:20.765040] [INFO ] [CONFIGURE ] BGB: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:30:20.765101] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16195 tests [2025-11-21T06:30:20.765182] [INFO ] [CONFIGURE ] BGB: Testing feature 8/29: add_macd [2025-11-21T06:30:20.765231] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T06:30:21.148828] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:21.532513] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:21.926329] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:22.323753] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:22.706050] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:23.107480] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:23.512077] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:23.934406] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:24.335574] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:24.724962] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:24.725159] [INFO ] [CONFIGURE ] BGB: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:30:24.725221] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16194 tests [2025-11-21T06:30:24.725272] [INFO ] [CONFIGURE ] BGB: Testing feature 9/29: add_mfi [2025-11-21T06:30:24.725316] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_mfi'] [2025-11-21T06:30:25.033383] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:25.346264] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:25.657473] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:25.978086] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:26.288622] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:26.591980] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:30:26.893805] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:27.190662] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:27.474563] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:27.782542] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:27.782868] [INFO ] [CONFIGURE ] BGB: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:30:27.782935] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16193 tests [2025-11-21T06:30:27.782987] [INFO ] [CONFIGURE ] BGB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:30:27.783040] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:30:28.179496] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:28.579888] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:30:28.979176] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:29.359924] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:29.743378] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:30.127920] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:30.514310] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:30.905341] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:31.292128] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:31.701010] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:31.701272] [INFO ] [CONFIGURE ] BGB: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T06:30:31.701332] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16192 tests [2025-11-21T06:30:31.701383] [INFO ] [CONFIGURE ] BGB: Testing feature 11/29: add_obv_daily [2025-11-21T06:30:31.701431] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T06:30:32.010629] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:32.322541] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:30:32.661889] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:32.979270] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:33.288832] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:33.625779] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:30:34.017484] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:34.416248] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:34.735782] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:30:35.054618] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:35.054911] [INFO ] [CONFIGURE ] BGB: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T06:30:35.055004] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16191 tests [2025-11-21T06:30:35.055058] [INFO ] [CONFIGURE ] BGB: Testing feature 12/29: add_obv_interval [2025-11-21T06:30:35.055108] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T06:30:35.356414] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:35.653426] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:35.949227] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:36.257035] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:36.570196] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:36.890329] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:30:37.199911] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:37.513827] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:37.817584] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:38.123145] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:38.123391] [INFO ] [CONFIGURE ] BGB: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T06:30:38.123455] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16190 tests [2025-11-21T06:30:38.123544] [INFO ] [CONFIGURE ] BGB: Testing feature 13/29: add_opening_strength [2025-11-21T06:30:38.123604] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:30:38.465860] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:38.814076] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:39.147313] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:39.474695] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:30:39.805802] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:40.161615] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:40.494016] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:40.828566] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:41.170192] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:41.503622] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:41.503888] [INFO ] [CONFIGURE ] BGB: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:30:41.504051] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16189 tests [2025-11-21T06:30:41.504111] [INFO ] [CONFIGURE ] BGB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:30:41.504162] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T06:30:41.823852] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:42.128417] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:42.429746] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:42.721685] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:43.017180] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:43.305737] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:43.596564] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:43.897072] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:44.220205] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:44.535094] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:44.535282] [INFO ] [CONFIGURE ] BGB: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:30:44.535339] [INFO ] [CONFIGURE ] JOB ETA: 13.1h | Avg: 2.9s/test | Remaining: 16188 tests [2025-11-21T06:30:44.535377] [INFO ] [CONFIGURE ] BGB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:30:44.535443] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T06:30:44.830933] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:45.111364] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:30:45.391507] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:45.683850] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:45.979238] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:46.260797] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:46.569927] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:46.885781] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:30:47.196517] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:47.490387] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:47.490673] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:30:47.490741] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16187 tests [2025-11-21T06:30:47.490792] [INFO ] [CONFIGURE ] BGB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:30:47.490841] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T06:30:47.819753] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:30:48.150408] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:30:48.478416] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:48.804816] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:49.138833] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:49.458550] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:49.798606] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:50.131722] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:50.452305] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:30:50.790729] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:50.791060] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:30:50.791127] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16186 tests [2025-11-21T06:30:50.791181] [INFO ] [CONFIGURE ] BGB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:30:50.791274] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T06:30:51.086382] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:51.391947] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:30:51.708103] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:52.017973] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:52.336600] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:52.663114] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:52.966477] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:53.287435] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:53.606457] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:53.932947] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:53.933207] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:30:53.933269] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16185 tests [2025-11-21T06:30:53.933353] [INFO ] [CONFIGURE ] BGB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:30:53.933406] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T06:30:54.245848] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:54.548766] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:30:54.839626] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:30:55.149181] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:55.450697] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:55.746334] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:30:56.048519] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:56.363739] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:56.669373] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:30:56.973976] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:30:56.974236] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T06:30:56.974360] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16184 tests [2025-11-21T06:30:56.974415] [INFO ] [CONFIGURE ] BGB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:30:56.974461] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T06:30:57.272245] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:30:57.602041] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:30:57.893462] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:30:58.194883] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:30:58.491600] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:30:58.790911] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:30:59.108467] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:30:59.440066] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:30:59.749267] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:00.049191] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:00.049460] [INFO ] [CONFIGURE ] BGB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T06:31:00.049558] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16183 tests [2025-11-21T06:31:00.049611] [INFO ] [CONFIGURE ] BGB: Testing feature 20/29: add_price_rejection [2025-11-21T06:31:00.049678] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T06:31:00.383353] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:31:01.435122] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:31:01.888224] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:02.199500] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:02.520297] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:31:02.832793] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:03.155085] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:03.474634] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:31:03.794868] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:31:04.121297] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:04.121511] [INFO ] [CONFIGURE ] BGB: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:31:04.121583] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16182 tests [2025-11-21T06:31:04.121702] [INFO ] [CONFIGURE ] BGB: Testing feature 21/29: add_range_position [2025-11-21T06:31:04.121756] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position'] [2025-11-21T06:31:04.449969] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:31:04.778795] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:31:05.110756] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:05.444561] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:05.781313] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:31:06.115818] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:06.463510] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:06.801357] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:31:07.140882] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:07.475876] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:07.476073] [INFO ] [CONFIGURE ] BGB: KEPT add_range_position (score: 90.00%) [2025-11-21T06:31:07.476207] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16181 tests [2025-11-21T06:31:07.476262] [INFO ] [CONFIGURE ] BGB: Testing feature 22/29: add_realized_volatility [2025-11-21T06:31:07.476310] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_realized_volatility'] [2025-11-21T06:31:07.921196] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:31:08.385864] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:31:08.852820] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:09.346031] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:09.821525] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:31:10.265416] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:10.718725] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:11.190575] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:31:11.653741] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:12.121985] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:12.122256] [INFO ] [CONFIGURE ] BGB: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:31:12.122318] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16180 tests [2025-11-21T06:31:12.122371] [INFO ] [CONFIGURE ] BGB: Testing feature 23/29: add_recent_range_context [2025-11-21T06:31:12.122419] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_recent_range_context'] [2025-11-21T06:31:12.491297] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:31:12.838005] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:31:13.188906] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:13.542265] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:13.916272] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:31:14.275297] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:31:14.639020] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:15.020447] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:31:15.388389] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:15.756967] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:15.757249] [INFO ] [CONFIGURE ] BGB: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T06:31:15.757309] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16179 tests [2025-11-21T06:31:15.757433] [INFO ] [CONFIGURE ] BGB: Testing feature 24/29: add_rsi [2025-11-21T06:31:15.757484] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T06:31:16.160221] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:31:16.560958] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:31:16.991747] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:31:17.396336] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:17.801816] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:31:18.221127] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:18.630235] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:19.051087] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:31:19.464858] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:19.867541] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:19.867853] [INFO ] [CONFIGURE ] BGB: DISCARDED add_rsi (score: 60.00%) [2025-11-21T06:31:19.867943] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16178 tests [2025-11-21T06:31:19.867999] [INFO ] [CONFIGURE ] BGB: Testing feature 25/29: add_tick_distribution [2025-11-21T06:31:19.868049] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_tick_distribution'] [2025-11-21T06:31:20.242987] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:31:20.595036] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:31:20.958844] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:21.310707] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:21.656826] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:31:22.025137] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:22.376149] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:22.757318] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:31:23.118695] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:23.476026] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:23.476257] [INFO ] [CONFIGURE ] BGB: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:31:23.476325] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16177 tests [2025-11-21T06:31:23.476376] [INFO ] [CONFIGURE ] BGB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:31:23.476423] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T06:31:23.839136] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:31:24.213705] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:31:24.566220] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:24.927968] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:25.290004] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:31:25.650879] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:26.005911] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:26.354532] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:31:26.731695] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:27.089299] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:27.089498] [INFO ] [CONFIGURE ] BGB: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:31:27.089556] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16176 tests [2025-11-21T06:31:27.089605] [INFO ] [CONFIGURE ] BGB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:31:27.089679] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T06:31:27.445730] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:31:27.804557] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:31:28.189396] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:28.633538] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:29.018255] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:31:29.401166] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:29.790283] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:30.159587] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:31:30.535632] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:30.945114] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:30.945441] [INFO ] [CONFIGURE ] BGB: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:31:30.945560] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16175 tests [2025-11-21T06:31:30.945622] [INFO ] [CONFIGURE ] BGB: Testing feature 28/29: add_volume_profile [2025-11-21T06:31:30.945694] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_volume_profile'] [2025-11-21T06:31:31.338676] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:31:31.724145] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:31:32.071116] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:32.427147] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:32.798223] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:31:33.205025] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:33.593589] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:33.971566] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:31:34.349045] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:34.727297] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:34.727598] [INFO ] [CONFIGURE ] BGB: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T06:31:34.727761] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16174 tests [2025-11-21T06:31:34.727826] [INFO ] [CONFIGURE ] BGB: Testing feature 29/29: add_vwap [2025-11-21T06:31:34.727877] [INFO ] [CONFIGURE ] BGB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_vwap'] [2025-11-21T06:31:35.095474] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:31:35.451274] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:31:35.814867] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:36.191300] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:36.563159] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:31:36.949709] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:31:37.345556] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:31:37.714723] [DEBUG] [FORECASTER] BGB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:31:38.092794] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:31:38.475738] [DEBUG] [FORECASTER] BGB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:38.475932] [INFO ] [CONFIGURE ] BGB: DISCARDED add_vwap (score: 60.00%) [2025-11-21T06:31:38.475997] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16173 tests [2025-11-21T06:31:38.476048] [INFO ] [CONFIGURE ] BGB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:31:38.476092] [INFO ] [CONFIGURE ] BGB: Best accuracy: 90.00% [2025-11-21T06:31:38.476211] [INFO ] [CONFIGURE ] BGB: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position'] [2025-11-21T06:31:38.476261] [INFO ] [CONFIGURE ] BGB: Improvement over baseline: 50.00% [2025-11-21T06:31:38.476303] [INFO ] [CONFIGURE ] BGB: Total time: 1.6 minutes [2025-11-21T06:31:38.476343] [INFO ] [CONFIGURE ] BGB: Average time per feature: 3.4 seconds [2025-11-21T06:31:38.476384] [INFO ] [CONFIGURE ] BGB: Average speed: 0.29 features/sec [2025-11-21T06:31:38.476959] [INFO ] [LOCAL ] Saved configuration for BGB: 4 features, 90.00% accuracy -> ./output/feature-sets/BGB.json [2025-11-21T06:31:38.477025] [INFO ] [CONFIGURE ] BGB: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T06:31:38.477079] [INFO ] [sig ] [167/723] Successfully configured BGB | 0.01 sym/s | Total: 4.0h | ETA: 13.2h [2025-11-21T06:31:38.477128] [INFO ] [sig ] [168/723] Configuring BGH... [2025-11-21T06:31:38.477171] [INFO ] [CONFIGURE ] BGH: Configurate test run. [2025-11-21T06:31:38.477212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-11-21T06:31:38.586626] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGH'. [2025-11-21T06:31:38.587263] [INFO ] [CONFIGURE ] BGH: Testing with 29 available features [2025-11-21T06:31:38.587334] [INFO ] [CONFIGURE ] BGH: Establishing baseline with no features... [2025-11-21T06:31:38.788338] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:31:38.990156] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:31:39.208086] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:31:39.403816] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:39.596561] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:31:39.797748] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:31:39.992455] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:31:40.189610] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:31:40.391328] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:31:40.597402] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:31:40.597671] [INFO ] [CONFIGURE ] BGH: Baseline score (no features): 10.00% [2025-11-21T06:31:40.597758] [INFO ] [CONFIGURE ] BGH: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:31:40.597861] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:31:40.841519] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:31:41.082422] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:31:41.325242] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:31:41.577529] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:41.863853] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:31:42.181675] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:31:42.491294] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:31:42.728854] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:31:42.959578] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:31:43.192514] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:31:43.192720] [INFO ] [CONFIGURE ] BGH: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T06:31:43.192776] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16172 tests [2025-11-21T06:31:43.192816] [INFO ] [CONFIGURE ] BGH: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:31:43.192852] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:31:43.465867] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:31:43.733062] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:31:43.988261] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:44.261137] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:44.527063] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:31:44.799279] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:31:45.073911] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:31:45.354961] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:31:45.624457] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:31:45.883683] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:31:45.883865] [INFO ] [CONFIGURE ] BGH: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T06:31:45.883923] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16171 tests [2025-11-21T06:31:45.883971] [INFO ] [CONFIGURE ] BGH: Testing feature 3/29: add_daily_returns [2025-11-21T06:31:45.884014] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:31:46.157077] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:31:46.437388] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:31:46.722525] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:31:47.027667] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:47.309854] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:31:47.601760] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:31:47.891477] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:31:48.171942] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:31:48.461883] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:31:48.721401] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:48.721587] [INFO ] [CONFIGURE ] BGH: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:31:48.721662] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16170 tests [2025-11-21T06:31:48.721705] [INFO ] [CONFIGURE ] BGH: Testing feature 4/29: add_ema [2025-11-21T06:31:48.721751] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T06:31:49.014511] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:31:49.330015] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:31:49.661147] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:49.982590] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:50.314351] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:31:50.638939] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:31:51.006917] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:31:51.343556] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:31:51.700905] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:31:52.046837] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:52.047159] [INFO ] [CONFIGURE ] BGH: KEPT add_ema (score: 80.00%) [2025-11-21T06:31:52.047228] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16169 tests [2025-11-21T06:31:52.047274] [INFO ] [CONFIGURE ] BGH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:31:52.047314] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:31:52.414621] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:31:52.782260] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:31:53.166036] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:31:53.538337] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:53.910394] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:31:54.311535] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:31:54.679696] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:31:55.062995] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:31:55.455349] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:31:55.863110] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:31:55.863382] [INFO ] [CONFIGURE ] BGH: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T06:31:55.863503] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16168 tests [2025-11-21T06:31:55.863557] [INFO ] [CONFIGURE ] BGH: Testing feature 6/29: add_failed_moves [2025-11-21T06:31:55.863610] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T06:31:56.207099] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:31:56.543436] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:31:56.880253] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:31:57.213559] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:31:57.537285] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:31:57.858290] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:31:58.191457] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:31:58.504027] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:31:58.840909] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:31:59.189289] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:31:59.189510] [INFO ] [CONFIGURE ] BGH: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:31:59.189565] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16167 tests [2025-11-21T06:31:59.189612] [INFO ] [CONFIGURE ] BGH: Testing feature 7/29: add_lag_shelf [2025-11-21T06:31:59.189675] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T06:31:59.520776] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:31:59.848300] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:00.181238] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:32:00.517382] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:01.604978] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:01.984356] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:02.316073] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:02.661569] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:03.006839] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:03.334447] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:32:03.334719] [INFO ] [CONFIGURE ] BGH: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T06:32:03.334787] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16166 tests [2025-11-21T06:32:03.334841] [INFO ] [CONFIGURE ] BGH: Testing feature 8/29: add_macd [2025-11-21T06:32:03.334894] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T06:32:03.735995] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:04.127146] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:32:04.533499] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:04.921479] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:05.305761] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:32:05.676315] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:06.056226] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:32:06.438936] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:06.814639] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:07.186887] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:32:07.187141] [INFO ] [CONFIGURE ] BGH: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:32:07.187200] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16165 tests [2025-11-21T06:32:07.187249] [INFO ] [CONFIGURE ] BGH: Testing feature 9/29: add_mfi [2025-11-21T06:32:07.187293] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T06:32:07.491028] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:07.799325] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:08.108322] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:32:08.416548] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:08.723625] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:09.034978] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:09.364770] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:32:09.687730] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:09.997420] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:10.326495] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:10.326834] [INFO ] [CONFIGURE ] BGH: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:32:10.326903] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16164 tests [2025-11-21T06:32:10.326955] [INFO ] [CONFIGURE ] BGH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:32:10.327001] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:32:10.724584] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:11.172401] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:11.561149] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:11.971029] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:32:12.372386] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:32:12.813525] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:13.251780] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:13.712031] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:14.176320] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:14.612830] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:14.613093] [INFO ] [CONFIGURE ] BGH: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T06:32:14.613165] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16163 tests [2025-11-21T06:32:14.613223] [INFO ] [CONFIGURE ] BGH: Testing feature 11/29: add_obv_daily [2025-11-21T06:32:14.613270] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T06:32:14.964441] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:32:15.323212] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:15.693506] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:16.058212] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:16.414041] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:16.768969] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:17.113753] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:17.460583] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:17.823976] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:18.174252] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:18.174480] [INFO ] [CONFIGURE ] BGH: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:32:18.174543] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16162 tests [2025-11-21T06:32:18.174596] [INFO ] [CONFIGURE ] BGH: Testing feature 12/29: add_obv_interval [2025-11-21T06:32:18.174659] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T06:32:18.490948] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:32:18.868119] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:19.187902] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:19.532945] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:19.901946] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:32:20.233615] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:20.580802] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:20.900945] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:21.193949] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:21.503437] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:32:21.503687] [INFO ] [CONFIGURE ] BGH: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:32:21.503752] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16161 tests [2025-11-21T06:32:21.503803] [INFO ] [CONFIGURE ] BGH: Testing feature 13/29: add_opening_strength [2025-11-21T06:32:21.503848] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:32:21.857510] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:32:22.202311] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:22.557231] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:22.912291] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:23.292157] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:23.680315] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:24.052582] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:24.442181] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:24.832772] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:25.209260] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:25.209521] [INFO ] [CONFIGURE ] BGH: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T06:32:25.209587] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16160 tests [2025-11-21T06:32:25.209660] [INFO ] [CONFIGURE ] BGH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:32:25.209724] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T06:32:25.578698] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:32:25.936342] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:26.296859] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:32:26.650138] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:27.002661] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:32:27.358406] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:27.721567] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:32:28.092034] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:28.457948] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:28.796520] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:32:28.796776] [INFO ] [CONFIGURE ] BGH: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:32:28.796855] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16159 tests [2025-11-21T06:32:28.796904] [INFO ] [CONFIGURE ] BGH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:32:28.796951] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T06:32:29.089164] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:29.451103] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:29.797010] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:30.161998] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:30.450148] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:30.732383] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:31.014962] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:32:31.297685] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:31.584122] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:31.872087] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:31.872280] [INFO ] [CONFIGURE ] BGH: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:32:31.872339] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16158 tests [2025-11-21T06:32:31.872396] [INFO ] [CONFIGURE ] BGH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:32:31.872451] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T06:32:32.184578] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:32.489754] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:32.823864] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:33.156933] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:33.492982] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:32:33.840434] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:34.163344] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:34.519940] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:34.839460] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:35.163980] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:32:35.164249] [INFO ] [CONFIGURE ] BGH: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T06:32:35.164313] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16157 tests [2025-11-21T06:32:35.164375] [INFO ] [CONFIGURE ] BGH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:32:35.164433] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T06:32:35.488015] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:32:35.812541] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:36.168469] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:36.519074] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:36.864452] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:37.209665] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:37.558836] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:37.919027] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:38.240625] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:38.560931] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:32:38.561171] [INFO ] [CONFIGURE ] BGH: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:32:38.561238] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16156 tests [2025-11-21T06:32:38.561293] [INFO ] [CONFIGURE ] BGH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:32:38.561339] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T06:32:38.874076] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:32:39.206179] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:39.512447] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:32:39.825839] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:40.129407] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:40.418112] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:40.712431] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:32:41.010413] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:41.336663] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:41.654448] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:41.654715] [INFO ] [CONFIGURE ] BGH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:32:41.654782] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16155 tests [2025-11-21T06:32:41.654835] [INFO ] [CONFIGURE ] BGH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:32:41.654883] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T06:32:41.976393] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:32:42.302833] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:42.653687] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:43.001353] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:43.332830] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:43.654481] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:43.987850] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:32:44.327059] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:44.646142] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:44.959598] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:44.959847] [INFO ] [CONFIGURE ] BGH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T06:32:44.959909] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16154 tests [2025-11-21T06:32:44.959960] [INFO ] [CONFIGURE ] BGH: Testing feature 20/29: add_price_rejection [2025-11-21T06:32:44.960005] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T06:32:45.284879] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:45.622591] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:45.949933] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:46.271069] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:46.594360] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:32:46.915108] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:47.247861] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:47.581001] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:47.909545] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:48.234661] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:48.234855] [INFO ] [CONFIGURE ] BGH: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:32:48.234912] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16153 tests [2025-11-21T06:32:48.234957] [INFO ] [CONFIGURE ] BGH: Testing feature 21/29: add_range_position [2025-11-21T06:32:48.235000] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T06:32:48.607257] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:49.018770] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:49.375630] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:49.745423] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:50.088471] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:32:50.444745] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:50.805981] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:32:51.190297] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:51.559670] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:51.933422] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:51.933688] [INFO ] [CONFIGURE ] BGH: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:32:51.933757] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16152 tests [2025-11-21T06:32:51.933807] [INFO ] [CONFIGURE ] BGH: Testing feature 22/29: add_realized_volatility [2025-11-21T06:32:51.933852] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T06:32:52.333153] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:52.733307] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:53.127101] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:32:53.510111] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:53.908247] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:32:54.315879] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:54.746681] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:32:55.153264] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:55.595461] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:56.045387] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:32:56.045623] [INFO ] [CONFIGURE ] BGH: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T06:32:56.045706] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16151 tests [2025-11-21T06:32:56.045760] [INFO ] [CONFIGURE ] BGH: Testing feature 23/29: add_recent_range_context [2025-11-21T06:32:56.045812] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T06:32:56.406121] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:32:56.757910] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:32:57.101837] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:32:57.446036] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:32:57.800022] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:32:58.142558] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:32:58.493263] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:32:58.832404] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:32:59.175115] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:32:59.530100] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:32:59.530395] [INFO ] [CONFIGURE ] BGH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:32:59.530461] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16150 tests [2025-11-21T06:32:59.530513] [INFO ] [CONFIGURE ] BGH: Testing feature 24/29: add_rsi [2025-11-21T06:32:59.530562] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T06:32:59.878830] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:33:00.179684] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:33:00.502974] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:01.619166] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:02.165125] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:02.510356] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:02.846907] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:03.183444] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:33:03.532457] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:03.873179] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:33:03.873421] [INFO ] [CONFIGURE ] BGH: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:33:03.873483] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16149 tests [2025-11-21T06:33:03.873535] [INFO ] [CONFIGURE ] BGH: Testing feature 25/29: add_tick_distribution [2025-11-21T06:33:03.873584] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T06:33:04.227053] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:33:04.557530] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:33:04.891889] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:05.218429] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:05.555074] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:05.884602] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:06.218540] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:06.558861] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:33:06.888626] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:07.222898] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:33:07.223109] [INFO ] [CONFIGURE ] BGH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:33:07.223172] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16148 tests [2025-11-21T06:33:07.223224] [INFO ] [CONFIGURE ] BGH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:33:07.223271] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T06:33:07.559313] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:33:07.894358] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:33:08.240769] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:08.594957] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:08.935221] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:09.323727] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:09.670076] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:10.022309] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:33:10.367819] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:10.719988] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:33:10.720270] [INFO ] [CONFIGURE ] BGH: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T06:33:10.720333] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16147 tests [2025-11-21T06:33:10.720386] [INFO ] [CONFIGURE ] BGH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:33:10.720434] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T06:33:11.110790] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:33:11.469244] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:33:11.821715] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:12.187765] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:12.559136] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:12.923450] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:13.302472] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:13.658458] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:33:14.031957] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:14.392805] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:33:14.393077] [INFO ] [CONFIGURE ] BGH: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:33:14.393139] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16146 tests [2025-11-21T06:33:14.393184] [INFO ] [CONFIGURE ] BGH: Testing feature 28/29: add_volume_profile [2025-11-21T06:33:14.393231] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T06:33:14.729984] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:33:15.062076] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:33:15.437779] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:15.795947] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:16.139324] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:16.478717] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:16.821179] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:17.162290] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:33:17.500588] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:17.844978] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:33:17.845211] [INFO ] [CONFIGURE ] BGH: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:33:17.845302] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16145 tests [2025-11-21T06:33:17.845356] [INFO ] [CONFIGURE ] BGH: Testing feature 29/29: add_vwap [2025-11-21T06:33:17.845396] [INFO ] [CONFIGURE ] BGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T06:33:18.194613] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:33:18.541814] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:33:18.880796] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:19.225785] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:19.567843] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:19.919591] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:20.281950] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:20.619725] [DEBUG] [FORECASTER] BGH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:33:20.961212] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:21.299017] [DEBUG] [FORECASTER] BGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:33:21.299254] [INFO ] [CONFIGURE ] BGH: DISCARDED add_vwap (score: 60.00%) [2025-11-21T06:33:21.299313] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16144 tests [2025-11-21T06:33:21.299364] [INFO ] [CONFIGURE ] BGH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:33:21.299405] [INFO ] [CONFIGURE ] BGH: Best accuracy: 80.00% [2025-11-21T06:33:21.299446] [INFO ] [CONFIGURE ] BGH: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T06:33:21.299489] [INFO ] [CONFIGURE ] BGH: Improvement over baseline: 70.00% [2025-11-21T06:33:21.299528] [INFO ] [CONFIGURE ] BGH: Total time: 1.7 minutes [2025-11-21T06:33:21.299565] [INFO ] [CONFIGURE ] BGH: Average time per feature: 3.5 seconds [2025-11-21T06:33:21.299603] [INFO ] [CONFIGURE ] BGH: Average speed: 0.29 features/sec [2025-11-21T06:33:21.300055] [INFO ] [LOCAL ] Saved configuration for BGH: 3 features, 80.00% accuracy -> ./output/feature-sets/BGH.json [2025-11-21T06:33:21.300115] [INFO ] [CONFIGURE ] BGH: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T06:33:21.300166] [INFO ] [sig ] [168/723] Successfully configured BGH | 0.01 sym/s | Total: 4.0h | ETA: 13.2h [2025-11-21T06:33:21.300213] [INFO ] [sig ] [169/723] Configuring BGR... [2025-11-21T06:33:21.300254] [INFO ] [CONFIGURE ] BGR: Configurate test run. [2025-11-21T06:33:21.300294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'. [2025-11-21T06:33:21.383372] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGR'. [2025-11-21T06:33:21.384101] [INFO ] [CONFIGURE ] BGR: Testing with 29 available features [2025-11-21T06:33:21.384197] [INFO ] [CONFIGURE ] BGR: Establishing baseline with no features... [2025-11-21T06:33:21.616029] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:21.831045] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:33:22.105052] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:22.362593] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:22.574116] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:22.763173] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:22.942214] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:23.120240] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:33:23.304817] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:23.490472] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:23.490682] [INFO ] [CONFIGURE ] BGR: Baseline score (no features): 80.00% [2025-11-21T06:33:23.490762] [INFO ] [CONFIGURE ] BGR: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:33:23.490815] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:33:23.709801] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:23.938241] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:24.170460] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:24.402467] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:33:24.645121] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:24.878066] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:25.109182] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:25.340341] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:33:25.576889] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:25.808455] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:25.808683] [INFO ] [CONFIGURE ] BGR: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:33:25.808762] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16143 tests [2025-11-21T06:33:25.808816] [INFO ] [CONFIGURE ] BGR: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:33:25.808867] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:33:26.052487] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:26.288562] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:26.520445] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:26.756192] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:33:26.994660] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:27.237630] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:27.474580] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:27.713137] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:33:27.953811] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:28.194703] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:28.194920] [INFO ] [CONFIGURE ] BGR: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T06:33:28.194972] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16142 tests [2025-11-21T06:33:28.195015] [INFO ] [CONFIGURE ] BGR: Testing feature 3/29: add_daily_returns [2025-11-21T06:33:28.195054] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_daily_returns'] [2025-11-21T06:33:28.402333] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:28.618812] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:28.830455] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:29.036568] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:33:29.251747] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:29.462751] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:29.669406] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:29.898320] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:30.119041] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:30.330126] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:33:30.330331] [INFO ] [CONFIGURE ] BGR: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T06:33:30.330383] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16141 tests [2025-11-21T06:33:30.330422] [INFO ] [CONFIGURE ] BGR: Testing feature 4/29: add_ema [2025-11-21T06:33:30.330461] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema'] [2025-11-21T06:33:30.573530] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:30.817036] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:31.057580] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:31.297983] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:33:31.541750] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:31.782074] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:32.023254] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:32.265538] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:32.505509] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:32.752821] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:32.753131] [INFO ] [CONFIGURE ] BGR: DISCARDED add_ema (score: 70.00%) [2025-11-21T06:33:32.753191] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16140 tests [2025-11-21T06:33:32.753233] [INFO ] [CONFIGURE ] BGR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:33:32.753273] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:33:33.010047] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:33:33.260286] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:33.506116] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:33.751134] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:33.999059] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:34.263769] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:34.514609] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:34.767962] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:35.018987] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:35.264775] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:35.264996] [INFO ] [CONFIGURE ] BGR: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:33:35.265170] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16139 tests [2025-11-21T06:33:35.265227] [INFO ] [CONFIGURE ] BGR: Testing feature 6/29: add_failed_moves [2025-11-21T06:33:35.265272] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_failed_moves'] [2025-11-21T06:33:35.472600] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:35.683059] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:35.891363] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:36.095460] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:36.306181] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:36.511273] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:36.723896] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:36.931618] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:37.141594] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:37.356443] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:37.356756] [INFO ] [CONFIGURE ] BGR: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T06:33:37.356863] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16138 tests [2025-11-21T06:33:37.356932] [INFO ] [CONFIGURE ] BGR: Testing feature 7/29: add_lag_shelf [2025-11-21T06:33:37.356982] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_lag_shelf'] [2025-11-21T06:33:37.550701] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:37.745565] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:33:37.937364] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:33:38.130196] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:38.326112] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:38.524084] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:38.719850] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:38.933715] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:33:39.122971] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:39.322410] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:39.322634] [INFO ] [CONFIGURE ] BGR: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:33:39.322716] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16137 tests [2025-11-21T06:33:39.322765] [INFO ] [CONFIGURE ] BGR: Testing feature 8/29: add_macd [2025-11-21T06:33:39.322812] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T06:33:39.618883] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:33:39.902910] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:40.196634] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:40.489227] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:40.787492] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:41.102286] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:41.408323] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:41.717190] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:42.019975] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:42.316465] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:42.316711] [INFO ] [CONFIGURE ] BGR: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:33:42.316775] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16136 tests [2025-11-21T06:33:42.316847] [INFO ] [CONFIGURE ] BGR: Testing feature 9/29: add_mfi [2025-11-21T06:33:42.316894] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_mfi'] [2025-11-21T06:33:42.515208] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:42.721794] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:42.925457] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:43.125411] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:33:43.328730] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:43.530476] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:43.730549] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:43.938507] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:44.153163] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:44.361767] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:44.362005] [INFO ] [CONFIGURE ] BGR: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:33:44.362056] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16135 tests [2025-11-21T06:33:44.362095] [INFO ] [CONFIGURE ] BGR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:33:44.362132] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:33:44.657949] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:44.956002] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:45.251153] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:45.547419] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:45.840381] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:46.136432] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:46.434902] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:46.727477] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:47.028975] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:47.331018] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:47.331257] [INFO ] [CONFIGURE ] BGR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:33:47.331326] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16134 tests [2025-11-21T06:33:47.331387] [INFO ] [CONFIGURE ] BGR: Testing feature 11/29: add_obv_daily [2025-11-21T06:33:47.331435] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_obv_daily'] [2025-11-21T06:33:47.549164] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:33:47.774271] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:47.992429] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:48.212974] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:48.432900] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:48.654869] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:48.874263] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:49.111574] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:49.334027] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:49.551925] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:49.552317] [INFO ] [CONFIGURE ] BGR: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T06:33:49.552428] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16133 tests [2025-11-21T06:33:49.552519] [INFO ] [CONFIGURE ] BGR: Testing feature 12/29: add_obv_interval [2025-11-21T06:33:49.552597] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_obv_interval'] [2025-11-21T06:33:49.759890] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:49.965924] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:50.176542] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:50.387209] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:50.594161] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:50.805910] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:51.022604] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:33:51.233742] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:51.444636] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:33:51.660204] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:51.660425] [INFO ] [CONFIGURE ] BGR: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:33:51.660474] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16132 tests [2025-11-21T06:33:51.660513] [INFO ] [CONFIGURE ] BGR: Testing feature 13/29: add_opening_strength [2025-11-21T06:33:51.660548] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:33:51.894520] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:52.125407] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:33:52.355618] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:52.587051] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:52.813766] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:53.041708] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:53.275897] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:53.515676] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:33:53.764856] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:54.013347] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:54.013634] [INFO ] [CONFIGURE ] BGR: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T06:33:54.013718] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16131 tests [2025-11-21T06:33:54.013792] [INFO ] [CONFIGURE ] BGR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:33:54.013845] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T06:33:54.250006] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:54.472771] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:33:54.700348] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:54.942404] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:55.167976] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:55.383661] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:33:55.595856] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:55.815259] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:33:56.035915] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:56.261021] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:56.261257] [INFO ] [CONFIGURE ] BGR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:33:56.261340] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16130 tests [2025-11-21T06:33:56.261394] [INFO ] [CONFIGURE ] BGR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:33:56.261441] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T06:33:56.453963] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:56.650573] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:56.851982] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:57.048164] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:57.240753] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:33:57.433873] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:57.632403] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:57.831894] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:33:58.031416] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:33:58.230103] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:33:58.230326] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T06:33:58.230384] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16129 tests [2025-11-21T06:33:58.230617] [INFO ] [CONFIGURE ] BGR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:33:58.230680] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T06:33:58.446964] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:33:58.663016] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:33:58.877143] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:33:59.093157] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:33:59.318608] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:33:59.544024] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:33:59.768710] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:33:59.986503] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:00.206174] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:34:00.425544] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:00.425786] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:34:00.425865] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16128 tests [2025-11-21T06:34:00.425932] [INFO ] [CONFIGURE ] BGR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:34:00.425982] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_return_2d'] [2025-11-21T06:34:00.647004] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:34:00.864086] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:01.800415] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:02.133675] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:02.364457] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:02.588031] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:02.813957] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:34:03.044009] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:03.293244] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:03.542111] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:03.542322] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:34:03.542372] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16127 tests [2025-11-21T06:34:03.542412] [INFO ] [CONFIGURE ] BGR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:34:03.542449] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T06:34:03.739897] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:34:03.937686] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:04.130962] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:04.332294] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:04.528707] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:04.722723] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:04.925942] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:34:05.125149] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:05.333782] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:05.531683] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:05.532079] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:34:05.532192] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16126 tests [2025-11-21T06:34:05.532283] [INFO ] [CONFIGURE ] BGR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:34:05.532361] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T06:34:05.725499] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:34:05.937597] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:06.143866] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:06.339894] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:06.538489] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:06.734602] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:06.941606] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:34:07.141173] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:07.342474] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:34:07.548283] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:07.549013] [INFO ] [CONFIGURE ] BGR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:34:07.549135] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16125 tests [2025-11-21T06:34:07.549251] [INFO ] [CONFIGURE ] BGR: Testing feature 20/29: add_price_rejection [2025-11-21T06:34:07.549345] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_price_rejection'] [2025-11-21T06:34:07.768671] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:34:07.981732] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:08.196471] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:08.416296] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:08.630853] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:08.860715] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:09.088288] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:34:09.341959] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:09.625975] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:09.941352] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:09.941687] [INFO ] [CONFIGURE ] BGR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:34:09.941787] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16124 tests [2025-11-21T06:34:09.941873] [INFO ] [CONFIGURE ] BGR: Testing feature 21/29: add_range_position [2025-11-21T06:34:09.941949] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_range_position'] [2025-11-21T06:34:10.285665] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:34:10.547310] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:10.800286] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:11.053041] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:11.304917] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:11.549382] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:11.808991] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:34:12.076881] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:12.319776] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:12.569093] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:12.569314] [INFO ] [CONFIGURE ] BGR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:34:12.569367] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16123 tests [2025-11-21T06:34:12.569408] [INFO ] [CONFIGURE ] BGR: Testing feature 22/29: add_realized_volatility [2025-11-21T06:34:12.569445] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_realized_volatility'] [2025-11-21T06:34:12.898371] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:34:13.227832] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:13.562731] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:13.897323] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:14.223869] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:14.566447] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:14.869559] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:34:15.194288] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:15.520219] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:15.862059] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:15.862360] [INFO ] [CONFIGURE ] BGR: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T06:34:15.862425] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16122 tests [2025-11-21T06:34:15.862476] [INFO ] [CONFIGURE ] BGR: Testing feature 23/29: add_recent_range_context [2025-11-21T06:34:15.862526] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_recent_range_context'] [2025-11-21T06:34:16.069445] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:34:16.285486] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:16.497727] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:16.703112] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:16.921411] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:17.127308] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:17.332422] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:34:17.555615] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:17.763721] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:34:17.981748] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:17.981958] [INFO ] [CONFIGURE ] BGR: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T06:34:17.982010] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16121 tests [2025-11-21T06:34:17.982049] [INFO ] [CONFIGURE ] BGR: Testing feature 24/29: add_rsi [2025-11-21T06:34:17.982087] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T06:34:18.233684] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:34:18.490679] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:18.754912] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:19.007552] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:19.270038] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:19.545417] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:34:19.808362] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:34:20.093969] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:20.354331] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:20.609226] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:34:20.609451] [INFO ] [CONFIGURE ] BGR: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:34:20.609510] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16120 tests [2025-11-21T06:34:20.609558] [INFO ] [CONFIGURE ] BGR: Testing feature 25/29: add_tick_distribution [2025-11-21T06:34:20.609592] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_tick_distribution'] [2025-11-21T06:34:20.811873] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:34:21.027810] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:21.231141] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:21.429827] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:21.632114] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:21.827560] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:34:22.015857] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:34:22.208422] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:22.397172] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:22.587243] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:22.587433] [INFO ] [CONFIGURE ] BGR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:34:22.587481] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16119 tests [2025-11-21T06:34:22.587517] [INFO ] [CONFIGURE ] BGR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:34:22.587551] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T06:34:22.783396] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:34:22.976973] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:23.168549] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:23.363593] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:23.555439] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:23.747235] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:23.950098] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:34:24.146859] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:24.358609] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:24.560883] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:24.561086] [INFO ] [CONFIGURE ] BGR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:34:24.561135] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16118 tests [2025-11-21T06:34:24.561197] [INFO ] [CONFIGURE ] BGR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:34:24.561234] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_volume_price_divergence'] [2025-11-21T06:34:24.757980] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:34:24.960328] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:25.156041] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:25.356347] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:25.555056] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:25.755534] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:25.956125] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:34:26.168388] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:26.371988] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:34:26.578684] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:26.578882] [INFO ] [CONFIGURE ] BGR: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T06:34:26.578932] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16117 tests [2025-11-21T06:34:26.578972] [INFO ] [CONFIGURE ] BGR: Testing feature 28/29: add_volume_profile [2025-11-21T06:34:26.579010] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_volume_profile'] [2025-11-21T06:34:26.778522] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:34:26.969450] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:27.163035] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:27.362355] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:27.555095] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:27.747187] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:34:27.960069] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:34:28.173568] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:28.397894] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:28.618728] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:28.618939] [INFO ] [CONFIGURE ] BGR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:34:28.618990] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16116 tests [2025-11-21T06:34:28.619030] [INFO ] [CONFIGURE ] BGR: Testing feature 29/29: add_vwap [2025-11-21T06:34:28.619070] [INFO ] [CONFIGURE ] BGR: Testing with features: ['add_vwap'] [2025-11-21T06:34:28.829685] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:34:29.045228] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:34:29.252502] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:29.453947] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:34:29.650581] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:29.858104] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:34:30.063875] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:34:30.270393] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:30.488493] [DEBUG] [FORECASTER] BGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:34:30.703170] [DEBUG] [FORECASTER] BGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:34:30.703362] [INFO ] [CONFIGURE ] BGR: DISCARDED add_vwap (score: 50.00%) [2025-11-21T06:34:30.703410] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16115 tests [2025-11-21T06:34:30.703449] [INFO ] [CONFIGURE ] BGR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:34:30.703483] [INFO ] [CONFIGURE ] BGR: Best accuracy: 80.00% [2025-11-21T06:34:30.703516] [INFO ] [CONFIGURE ] BGR: Best feature set (0 features): [] [2025-11-21T06:34:30.703548] [INFO ] [CONFIGURE ] BGR: Improvement over baseline: 0.00% [2025-11-21T06:34:30.703578] [INFO ] [CONFIGURE ] BGR: Total time: 1.1 minutes [2025-11-21T06:34:30.703608] [INFO ] [CONFIGURE ] BGR: Average time per feature: 2.3 seconds [2025-11-21T06:34:30.703639] [INFO ] [CONFIGURE ] BGR: Average speed: 0.43 features/sec [2025-11-21T06:34:30.704313] [INFO ] [LOCAL ] Saved configuration for BGR: 0 features, 80.00% accuracy -> ./output/feature-sets/BGR.json [2025-11-21T06:34:30.704523] [INFO ] [CONFIGURE ] BGR: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T06:34:30.704610] [INFO ] [sig ] [169/723] Successfully configured BGR | 0.01 sym/s | Total: 4.0h | ETA: 13.2h [2025-11-21T06:34:30.704722] [INFO ] [sig ] [170/723] Configuring BGS... [2025-11-21T06:34:30.704796] [INFO ] [CONFIGURE ] BGS: Configurate test run. [2025-11-21T06:34:30.704866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-11-21T06:34:30.881496] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGS'. [2025-11-21T06:34:30.882132] [INFO ] [CONFIGURE ] BGS: Testing with 29 available features [2025-11-21T06:34:30.882210] [INFO ] [CONFIGURE ] BGS: Establishing baseline with no features... [2025-11-21T06:34:31.089946] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:31.282972] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:31.477540] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:31.674422] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:31.879469] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:32.061070] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:32.239934] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:32.424070] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:32.604009] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:32.784774] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:32.785111] [INFO ] [CONFIGURE ] BGS: Baseline score (no features): 40.00% [2025-11-21T06:34:32.785234] [INFO ] [CONFIGURE ] BGS: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:34:32.785312] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:34:32.997377] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:33.208292] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:33.421090] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:33.633969] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:33.854603] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:34.070257] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:34.291065] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:34.513484] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:34.735311] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:34.963398] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:34.963637] [INFO ] [CONFIGURE ] BGS: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T06:34:34.963748] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16114 tests [2025-11-21T06:34:34.963985] [INFO ] [CONFIGURE ] BGS: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:34:34.964070] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:34:35.230227] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:35.501631] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:35.775752] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:36.048381] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:36.324908] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:36.605743] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:36.895894] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:37.182810] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:37.470141] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:37.745458] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:37.745695] [INFO ] [CONFIGURE ] BGS: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:34:37.745758] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16113 tests [2025-11-21T06:34:37.745872] [INFO ] [CONFIGURE ] BGS: Testing feature 3/29: add_daily_returns [2025-11-21T06:34:37.745948] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:34:37.991470] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:38.254208] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:38.509792] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:38.772024] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:39.049460] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:39.305354] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:39.550007] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:39.798033] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:40.049137] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:40.299787] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:40.300204] [INFO ] [CONFIGURE ] BGS: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T06:34:40.300341] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16112 tests [2025-11-21T06:34:40.300467] [INFO ] [CONFIGURE ] BGS: Testing feature 4/29: add_ema [2025-11-21T06:34:40.300583] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:34:40.595444] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:40.878237] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:41.159528] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:41.435889] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:41.721520] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:42.022193] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:42.309611] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:42.609920] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:42.889793] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:34:43.164741] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:43.164946] [INFO ] [CONFIGURE ] BGS: DISCARDED add_ema (score: 50.00%) [2025-11-21T06:34:43.164996] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16111 tests [2025-11-21T06:34:43.165037] [INFO ] [CONFIGURE ] BGS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:34:43.165074] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:34:43.446001] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:34:43.728911] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:34:44.031573] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:34:44.308945] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:44.610102] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:44.898412] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:45.194754] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:45.498790] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:45.781424] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:46.074071] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:46.074307] [INFO ] [CONFIGURE ] BGS: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T06:34:46.074371] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16110 tests [2025-11-21T06:34:46.074422] [INFO ] [CONFIGURE ] BGS: Testing feature 6/29: add_failed_moves [2025-11-21T06:34:46.074470] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T06:34:46.326215] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:46.577549] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:46.840123] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:47.091862] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:47.343885] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:47.598212] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:47.859768] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:48.118237] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:34:48.378518] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:34:48.648938] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:48.649361] [INFO ] [CONFIGURE ] BGS: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:34:48.649488] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16109 tests [2025-11-21T06:34:48.649579] [INFO ] [CONFIGURE ] BGS: Testing feature 7/29: add_lag_shelf [2025-11-21T06:34:48.649701] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T06:34:48.888150] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:49.120370] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:49.357056] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:49.598210] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:49.835489] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:50.071021] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:50.343738] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:50.627211] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:50.863713] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:51.100171] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:51.100415] [INFO ] [CONFIGURE ] BGS: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:34:51.100476] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16108 tests [2025-11-21T06:34:51.100519] [INFO ] [CONFIGURE ] BGS: Testing feature 8/29: add_macd [2025-11-21T06:34:51.100559] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T06:34:51.444930] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:51.792858] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:52.146714] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:52.478139] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:52.832115] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:34:53.177217] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:53.517849] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:53.872214] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:54.214576] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:34:54.535591] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:54.535874] [INFO ] [CONFIGURE ] BGS: DISCARDED add_macd (score: 30.00%) [2025-11-21T06:34:54.535942] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16107 tests [2025-11-21T06:34:54.536001] [INFO ] [CONFIGURE ] BGS: Testing feature 9/29: add_mfi [2025-11-21T06:34:54.536048] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T06:34:54.786790] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:55.030186] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:55.270170] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:55.513774] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:55.754945] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:55.994313] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:56.236129] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:56.479462] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:34:56.726216] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:34:56.987629] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:34:56.987873] [INFO ] [CONFIGURE ] BGS: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:34:56.987931] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16106 tests [2025-11-21T06:34:56.988054] [INFO ] [CONFIGURE ] BGS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:34:56.988102] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:34:57.319104] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:34:57.650941] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:34:57.995255] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:34:58.328228] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:34:58.668178] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:34:59.007631] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:34:59.346822] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:34:59.708229] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:35:00.043427] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:00.393212] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:00.393493] [INFO ] [CONFIGURE ] BGS: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:35:00.393563] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16105 tests [2025-11-21T06:35:00.393619] [INFO ] [CONFIGURE ] BGS: Testing feature 11/29: add_obv_daily [2025-11-21T06:35:00.393689] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T06:35:00.648358] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:00.903901] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:01.920282] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:02.378827] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:02.651493] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:35:02.920717] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:03.176490] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:03.427719] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:03.688271] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:03.941145] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:03.941535] [INFO ] [CONFIGURE ] BGS: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T06:35:03.941658] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16104 tests [2025-11-21T06:35:03.941752] [INFO ] [CONFIGURE ] BGS: Testing feature 12/29: add_obv_interval [2025-11-21T06:35:03.941832] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T06:35:04.182824] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:04.437621] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:04.709972] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:35:04.958222] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:05.211619] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:05.460746] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:05.704729] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:05.954818] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:35:06.206969] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:06.465559] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:06.465812] [INFO ] [CONFIGURE ] BGS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:35:06.466032] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16103 tests [2025-11-21T06:35:06.466125] [INFO ] [CONFIGURE ] BGS: Testing feature 13/29: add_opening_strength [2025-11-21T06:35:06.466208] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:35:06.741692] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:07.007781] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:07.276421] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:07.538871] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:07.801825] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:08.072581] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:08.341772] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:08.611282] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:08.903711] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:35:09.213553] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:09.213803] [INFO ] [CONFIGURE ] BGS: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:35:09.213878] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16102 tests [2025-11-21T06:35:09.213937] [INFO ] [CONFIGURE ] BGS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:35:09.213977] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T06:35:09.478670] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:09.746306] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:10.037479] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:10.303192] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:10.575682] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:10.857392] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:35:11.128467] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:11.403403] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:35:11.654046] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:11.910397] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:11.910603] [INFO ] [CONFIGURE ] BGS: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:35:11.910674] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16101 tests [2025-11-21T06:35:11.910720] [INFO ] [CONFIGURE ] BGS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:35:11.910762] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T06:35:12.110367] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:12.354436] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:12.597770] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:12.846697] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:13.086442] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:13.321535] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:13.563599] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:13.812192] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:35:14.051919] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:35:14.297529] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:14.297772] [INFO ] [CONFIGURE ] BGS: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T06:35:14.297861] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16100 tests [2025-11-21T06:35:14.297932] [INFO ] [CONFIGURE ] BGS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:35:14.297994] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T06:35:14.565104] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:14.839910] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:15.109991] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:15.385714] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:15.663079] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:15.930274] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:35:16.216005] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:16.480819] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:35:16.748794] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:35:17.015147] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:17.015420] [INFO ] [CONFIGURE ] BGS: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T06:35:17.015477] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16099 tests [2025-11-21T06:35:17.015563] [INFO ] [CONFIGURE ] BGS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:35:17.015611] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T06:35:17.278728] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:17.541120] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:17.816177] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:35:18.132688] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:18.477149] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:18.841636] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:19.119513] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:19.361570] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:19.624456] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:19.874960] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:19.875190] [INFO ] [CONFIGURE ] BGS: KEPT add_pbf_return_2d (score: 70.00%) [2025-11-21T06:35:19.875258] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16098 tests [2025-11-21T06:35:19.875309] [INFO ] [CONFIGURE ] BGS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:35:19.875354] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T06:35:20.145526] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:35:20.418171] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:20.693565] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:35:20.962153] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:21.232506] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:21.508856] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:21.784225] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:22.052047] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:22.317604] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:22.593669] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:22.593927] [INFO ] [CONFIGURE ] BGS: KEPT add_pbf_volatility_5d (score: 80.00%) [2025-11-21T06:35:22.593992] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16097 tests [2025-11-21T06:35:22.594047] [INFO ] [CONFIGURE ] BGS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:35:22.594095] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T06:35:22.881578] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:23.158295] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:23.447085] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:23.747798] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:24.055029] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:24.338182] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:24.639790] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:24.935808] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:25.238880] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:25.532970] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:25.533180] [INFO ] [CONFIGURE ] BGS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:35:25.533239] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16096 tests [2025-11-21T06:35:25.533287] [INFO ] [CONFIGURE ] BGS: Testing feature 20/29: add_price_rejection [2025-11-21T06:35:25.533330] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T06:35:25.816615] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:26.119111] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:26.417592] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:26.715133] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:27.017943] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:27.317571] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:27.612022] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:27.910535] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:28.216268] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:28.518954] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:28.519150] [INFO ] [CONFIGURE ] BGS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:35:28.519209] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16095 tests [2025-11-21T06:35:28.519258] [INFO ] [CONFIGURE ] BGS: Testing feature 21/29: add_range_position [2025-11-21T06:35:28.519300] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T06:35:28.832855] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:35:29.142944] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:29.439628] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:29.739960] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:30.036823] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:35:30.339365] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:35:30.640755] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:30.941199] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:31.241679] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:31.542536] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:31.542778] [INFO ] [CONFIGURE ] BGS: DISCARDED add_range_position (score: 70.00%) [2025-11-21T06:35:31.542839] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16094 tests [2025-11-21T06:35:31.542889] [INFO ] [CONFIGURE ] BGS: Testing feature 22/29: add_realized_volatility [2025-11-21T06:35:31.542988] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T06:35:31.902885] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:32.278978] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:32.667996] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:33.037583] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:33.419581] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:35:33.809741] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:34.200821] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:34.586593] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:34.972429] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:35.358756] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:35.358958] [INFO ] [CONFIGURE ] BGS: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T06:35:35.359018] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16093 tests [2025-11-21T06:35:35.359068] [INFO ] [CONFIGURE ] BGS: Testing feature 23/29: add_recent_range_context [2025-11-21T06:35:35.359112] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T06:35:35.657921] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:35.955680] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:36.252570] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:35:36.538964] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:36.831505] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:37.131943] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:37.437288] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:37.720168] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:38.015369] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:38.326966] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:38.327215] [INFO ] [CONFIGURE ] BGS: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:35:38.327280] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16092 tests [2025-11-21T06:35:38.327347] [INFO ] [CONFIGURE ] BGS: Testing feature 24/29: add_rsi [2025-11-21T06:35:38.327407] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T06:35:38.665451] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:38.975115] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:39.282873] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:35:39.598615] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:39.910624] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:40.227015] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:40.532469] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:40.841031] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:41.151403] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:35:41.459481] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:41.459736] [INFO ] [CONFIGURE ] BGS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T06:35:41.459802] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16091 tests [2025-11-21T06:35:41.459853] [INFO ] [CONFIGURE ] BGS: Testing feature 25/29: add_tick_distribution [2025-11-21T06:35:41.459900] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T06:35:41.728103] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:41.984442] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:42.250036] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:42.511049] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:42.774065] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:43.044447] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:43.299043] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:43.561045] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:43.844103] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:44.122365] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:44.122594] [INFO ] [CONFIGURE ] BGS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:35:44.122676] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16090 tests [2025-11-21T06:35:44.122737] [INFO ] [CONFIGURE ] BGS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:35:44.122791] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T06:35:44.383956] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:44.660527] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:44.937623] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:35:45.209572] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:45.495878] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:45.776568] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:35:46.058984] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:46.344452] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:46.632532] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:46.929575] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:46.929922] [INFO ] [CONFIGURE ] BGS: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T06:35:46.930005] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16089 tests [2025-11-21T06:35:46.930060] [INFO ] [CONFIGURE ] BGS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:35:46.930109] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T06:35:47.251110] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:35:47.570892] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:47.883194] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:48.207280] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:48.516811] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:48.828238] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:49.126154] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:49.432024] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:49.747343] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:50.051987] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:50.052209] [INFO ] [CONFIGURE ] BGS: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:35:50.052269] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16088 tests [2025-11-21T06:35:50.052319] [INFO ] [CONFIGURE ] BGS: Testing feature 28/29: add_volume_profile [2025-11-21T06:35:50.052364] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T06:35:50.362751] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:50.667631] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:50.970599] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:35:51.280582] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:51.581801] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:35:51.892960] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:52.188051] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:52.469499] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:52.754298] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:53.047454] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:53.047699] [INFO ] [CONFIGURE ] BGS: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T06:35:53.047761] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16087 tests [2025-11-21T06:35:53.047812] [INFO ] [CONFIGURE ] BGS: Testing feature 29/29: add_vwap [2025-11-21T06:35:53.047856] [INFO ] [CONFIGURE ] BGS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T06:35:53.331673] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:35:53.631448] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:35:53.957831] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:35:54.253575] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:35:54.544941] [DEBUG] [FORECASTER] BGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:35:54.850961] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:35:55.141948] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:35:55.433844] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:55.744671] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:35:56.053927] [DEBUG] [FORECASTER] BGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:35:56.054159] [INFO ] [CONFIGURE ] BGS: DISCARDED add_vwap (score: 70.00%) [2025-11-21T06:35:56.054222] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16086 tests [2025-11-21T06:35:56.054273] [INFO ] [CONFIGURE ] BGS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:35:56.054316] [INFO ] [CONFIGURE ] BGS: Best accuracy: 80.00% [2025-11-21T06:35:56.054364] [INFO ] [CONFIGURE ] BGS: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T06:35:56.054407] [INFO ] [CONFIGURE ] BGS: Improvement over baseline: 40.00% [2025-11-21T06:35:56.054447] [INFO ] [CONFIGURE ] BGS: Total time: 1.4 minutes [2025-11-21T06:35:56.054486] [INFO ] [CONFIGURE ] BGS: Average time per feature: 2.9 seconds [2025-11-21T06:35:56.054528] [INFO ] [CONFIGURE ] BGS: Average speed: 0.35 features/sec [2025-11-21T06:35:56.055138] [INFO ] [LOCAL ] Saved configuration for BGS: 3 features, 80.00% accuracy -> ./output/feature-sets/BGS.json [2025-11-21T06:35:56.055201] [INFO ] [CONFIGURE ] BGS: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T06:35:56.055254] [INFO ] [sig ] [170/723] Successfully configured BGS | 0.01 sym/s | Total: 4.0h | ETA: 13.1h [2025-11-21T06:35:56.055304] [INFO ] [sig ] [171/723] Configuring BGSF... [2025-11-21T06:35:56.055346] [INFO ] [CONFIGURE ] BGSF: Configurate test run. [2025-11-21T06:35:56.055389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-11-21T06:35:56.263829] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGSF'. [2025-11-21T06:35:56.264429] [INFO ] [CONFIGURE ] BGSF: Testing with 29 available features [2025-11-21T06:35:56.264503] [INFO ] [CONFIGURE ] BGSF: Establishing baseline with no features... [2025-11-21T06:35:56.467388] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:35:56.667776] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:35:56.861200] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:57.065893] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:35:57.263763] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:35:57.454866] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:57.651465] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:35:57.856882] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:35:58.057925] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:35:58.285797] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:35:58.285989] [INFO ] [CONFIGURE ] BGSF: Baseline score (no features): 30.00% [2025-11-21T06:35:58.286040] [INFO ] [CONFIGURE ] BGSF: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:35:58.286079] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:35:58.543323] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:35:58.779183] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:35:59.019003] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:35:59.259542] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:35:59.497516] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:35:59.741239] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:35:59.974787] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:00.214192] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:01.089086] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:01.469907] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:01.470322] [INFO ] [CONFIGURE ] BGSF: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T06:36:01.470449] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16085 tests [2025-11-21T06:36:01.470536] [INFO ] [CONFIGURE ] BGSF: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:36:01.470668] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:36:01.744577] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:02.016550] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:02.285534] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:02.543918] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:02.796719] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:03.069465] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:36:03.333997] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:03.609772] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:03.888035] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:04.175493] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:04.175770] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:36:04.175836] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16084 tests [2025-11-21T06:36:04.175891] [INFO ] [CONFIGURE ] BGSF: Testing feature 3/29: add_daily_returns [2025-11-21T06:36:04.175941] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:36:04.437144] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:04.689072] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:04.946276] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:05.191611] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:05.444187] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:05.680935] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:05.960008] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:06.249231] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:06.560992] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:06.826249] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:06.826889] [INFO ] [CONFIGURE ] BGSF: KEPT add_daily_returns (score: 50.00%) [2025-11-21T06:36:06.827085] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16083 tests [2025-11-21T06:36:06.827180] [INFO ] [CONFIGURE ] BGSF: Testing feature 4/29: add_ema [2025-11-21T06:36:06.827272] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T06:36:07.116142] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:07.411821] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:07.697578] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:07.980779] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:08.265146] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:08.539968] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:08.812103] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:09.082825] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:36:09.350503] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:36:09.625268] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:09.625482] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_ema (score: 50.00%) [2025-11-21T06:36:09.625540] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16082 tests [2025-11-21T06:36:09.625595] [INFO ] [CONFIGURE ] BGSF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:36:09.625636] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:36:09.923738] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:10.224881] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:36:10.525917] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:10.813745] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:36:11.118617] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:11.410846] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:36:11.704355] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:36:12.014958] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:36:12.317070] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:12.658219] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:12.658453] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T06:36:12.658518] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16081 tests [2025-11-21T06:36:12.658572] [INFO ] [CONFIGURE ] BGSF: Testing feature 6/29: add_failed_moves [2025-11-21T06:36:12.658618] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T06:36:12.945819] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:13.244886] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:13.525165] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:13.780199] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:14.027527] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:14.287296] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:14.541899] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:14.807505] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:15.073256] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:15.335382] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:15.335714] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:36:15.335783] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16080 tests [2025-11-21T06:36:15.335836] [INFO ] [CONFIGURE ] BGSF: Testing feature 7/29: add_lag_shelf [2025-11-21T06:36:15.335908] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T06:36:15.581389] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:15.831598] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:16.079143] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:16.327143] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:36:16.580523] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:16.832443] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:17.082351] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:17.331724] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:36:17.575797] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:17.833618] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:17.833931] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T06:36:17.833995] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16079 tests [2025-11-21T06:36:17.834049] [INFO ] [CONFIGURE ] BGSF: Testing feature 8/29: add_macd [2025-11-21T06:36:17.834098] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T06:36:18.182221] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:18.522673] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:18.862724] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:19.177587] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:36:19.524093] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:19.881784] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:20.232712] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:20.609190] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:36:20.960989] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:21.334819] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:21.335102] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_macd (score: 30.00%) [2025-11-21T06:36:21.335169] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16078 tests [2025-11-21T06:36:21.335225] [INFO ] [CONFIGURE ] BGSF: Testing feature 9/29: add_mfi [2025-11-21T06:36:21.335349] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T06:36:21.614659] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:21.890597] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:22.165053] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:22.425845] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:36:22.694940] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:22.963892] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:23.229093] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:23.505298] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:23.785359] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:24.065109] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:24.065418] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_mfi (score: 40.00%) [2025-11-21T06:36:24.065483] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16077 tests [2025-11-21T06:36:24.065535] [INFO ] [CONFIGURE ] BGSF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:36:24.065589] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:36:24.429851] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:24.791358] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:25.141333] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:25.522134] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:25.870629] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:26.222561] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:26.563149] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:26.930454] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:27.259904] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:27.569173] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:27.569373] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:36:27.569429] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16076 tests [2025-11-21T06:36:27.569475] [INFO ] [CONFIGURE ] BGSF: Testing feature 11/29: add_obv_daily [2025-11-21T06:36:27.569524] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T06:36:27.825638] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:36:28.068902] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:28.312103] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:28.563453] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:28.832236] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:29.083271] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:36:29.334801] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:36:29.592706] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:36:29.866236] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:30.123955] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:30.124160] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T06:36:30.124211] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16075 tests [2025-11-21T06:36:30.124249] [INFO ] [CONFIGURE ] BGSF: Testing feature 12/29: add_obv_interval [2025-11-21T06:36:30.124283] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T06:36:30.363086] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:30.629639] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:30.878998] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:31.108618] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:31.337474] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:31.582553] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:36:31.824270] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:32.085257] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:32.348278] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:32.607743] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:36:32.607984] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T06:36:32.608247] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16074 tests [2025-11-21T06:36:32.608320] [INFO ] [CONFIGURE ] BGSF: Testing feature 13/29: add_opening_strength [2025-11-21T06:36:32.608372] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:36:32.875072] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:33.158988] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:33.424558] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:33.689212] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:36:33.965449] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:34.251202] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:34.540768] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:34.817259] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:35.102307] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:35.405337] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:35.405735] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T06:36:35.405800] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16073 tests [2025-11-21T06:36:35.405850] [INFO ] [CONFIGURE ] BGSF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:36:35.405896] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T06:36:35.681071] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:35.958559] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:36:36.240067] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:36:36.521411] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:36:36.809078] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:36:37.097136] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:37.372426] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:36:37.652559] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:36:37.932134] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:38.225048] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:38.225381] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:36:38.225452] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16072 tests [2025-11-21T06:36:38.225504] [INFO ] [CONFIGURE ] BGSF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:36:38.225553] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T06:36:38.487307] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:38.740935] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:39.000769] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:39.257137] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:39.512748] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:39.786449] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:40.039134] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:40.290933] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:40.546134] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:40.817258] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:40.817709] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T06:36:40.817852] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16071 tests [2025-11-21T06:36:40.817935] [INFO ] [CONFIGURE ] BGSF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:36:40.818063] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T06:36:41.098876] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:41.385836] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:41.674306] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:41.977437] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:36:42.263823] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:42.540508] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:42.815922] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:43.089825] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:36:43.357502] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:43.624382] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:43.624685] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T06:36:43.624751] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16070 tests [2025-11-21T06:36:43.624802] [INFO ] [CONFIGURE ] BGSF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:36:43.624848] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T06:36:43.898690] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:44.185870] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:44.460920] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:44.735881] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:45.007181] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:45.279727] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:45.561545] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:45.847098] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:46.126555] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:46.413916] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:46.414192] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:36:46.414264] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16069 tests [2025-11-21T06:36:46.414333] [INFO ] [CONFIGURE ] BGSF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:36:46.414394] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T06:36:46.659897] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:46.907191] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:47.170477] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:47.419817] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:47.666189] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:47.915771] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:48.173852] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:48.427474] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:48.685238] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:48.940037] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:48.940487] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T06:36:48.940593] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16068 tests [2025-11-21T06:36:48.940708] [INFO ] [CONFIGURE ] BGSF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:36:48.940826] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T06:36:49.190827] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:49.450016] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:49.705316] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:49.958501] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:50.210765] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:50.468542] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:36:50.724007] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:50.973343] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:51.225793] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:51.477294] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:51.477785] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T06:36:51.477918] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16067 tests [2025-11-21T06:36:51.478054] [INFO ] [CONFIGURE ] BGSF: Testing feature 20/29: add_price_rejection [2025-11-21T06:36:51.478158] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T06:36:51.748136] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:52.005218] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:52.257879] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:52.515145] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:52.782188] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:53.061157] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:53.332207] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:53.610589] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:36:53.884341] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:54.185250] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:54.185459] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:36:54.185522] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16066 tests [2025-11-21T06:36:54.185571] [INFO ] [CONFIGURE ] BGSF: Testing feature 21/29: add_range_position [2025-11-21T06:36:54.185617] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T06:36:54.479665] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:36:54.779804] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:36:55.058968] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:55.344051] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:55.637799] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:55.923047] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:36:56.208140] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:36:56.491517] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:36:56.775704] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:36:57.057339] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:36:57.057595] [INFO ] [CONFIGURE ] BGSF: KEPT add_range_position (score: 70.00%) [2025-11-21T06:36:57.057680] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16065 tests [2025-11-21T06:36:57.057736] [INFO ] [CONFIGURE ] BGSF: Testing feature 22/29: add_realized_volatility [2025-11-21T06:36:57.057783] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_realized_volatility'] [2025-11-21T06:36:57.480384] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:36:57.915939] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:36:58.412266] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:36:58.864870] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:36:59.264914] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:36:59.658927] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:00.083027] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:00.554564] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:01.365463] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:37:01.811398] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:37:01.811635] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T06:37:01.811717] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16064 tests [2025-11-21T06:37:01.811769] [INFO ] [CONFIGURE ] BGSF: Testing feature 23/29: add_recent_range_context [2025-11-21T06:37:01.811813] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_recent_range_context'] [2025-11-21T06:37:02.099878] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:37:02.387006] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:37:02.659726] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:37:02.930584] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:03.229074] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:37:03.523565] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:03.809438] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:04.093807] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:04.402800] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:37:04.704448] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:37:04.704755] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:37:04.704824] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16063 tests [2025-11-21T06:37:04.704875] [INFO ] [CONFIGURE ] BGSF: Testing feature 24/29: add_rsi [2025-11-21T06:37:04.704921] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T06:37:05.049302] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:37:05.386766] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:37:05.742224] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:37:06.105175] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:06.468562] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:37:06.836722] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:07.201171] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:07.586434] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:07.971081] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:37:08.342747] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:37:08.343006] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:37:08.343072] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16062 tests [2025-11-21T06:37:08.343120] [INFO ] [CONFIGURE ] BGSF: Testing feature 25/29: add_tick_distribution [2025-11-21T06:37:08.343166] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_tick_distribution'] [2025-11-21T06:37:08.682505] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:37:09.021961] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:37:09.327449] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:37:09.640068] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:09.965842] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:37:10.296493] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:10.597307] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:10.903248] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:11.203890] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:37:11.511882] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:37:11.512143] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T06:37:11.512206] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16061 tests [2025-11-21T06:37:11.512255] [INFO ] [CONFIGURE ] BGSF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:37:11.512303] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T06:37:11.818882] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:37:12.106096] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:37:12.385628] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:12.686198] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:13.005676] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:37:13.312200] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:13.612678] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:13.911412] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:14.223215] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:37:14.524931] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:37:14.525189] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T06:37:14.525249] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16060 tests [2025-11-21T06:37:14.525297] [INFO ] [CONFIGURE ] BGSF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:37:14.525343] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T06:37:14.641357] [FATAL] [FORECASTER] Failed to test lookback=11: [06:37:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:14.759015] [FATAL] [FORECASTER] Failed to test lookback=10: [06:37:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:14.877182] [FATAL] [FORECASTER] Failed to test lookback=9: [06:37:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:14.995246] [FATAL] [FORECASTER] Failed to test lookback=8: [06:37:14] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:15.114132] [FATAL] [FORECASTER] Failed to test lookback=7: [06:37:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:15.233736] [FATAL] [FORECASTER] Failed to test lookback=6: [06:37:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:15.353545] [FATAL] [FORECASTER] Failed to test lookback=5: [06:37:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:15.476582] [FATAL] [FORECASTER] Failed to test lookback=4: [06:37:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:15.601359] [FATAL] [FORECASTER] Failed to test lookback=3: [06:37:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:15.728342] [FATAL] [FORECASTER] Failed to test lookback=2: [06:37:15] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:37:15.728728] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T06:37:15.728799] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16059 tests [2025-11-21T06:37:15.728843] [INFO ] [CONFIGURE ] BGSF: Testing feature 28/29: add_volume_profile [2025-11-21T06:37:15.728879] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_volume_profile'] [2025-11-21T06:37:16.053215] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:37:16.361754] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:37:16.677583] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:37:16.993397] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:17.304839] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:37:17.618229] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:17.936276] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:18.257932] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:18.576364] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:37:18.896896] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:37:18.897159] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:37:18.897218] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16058 tests [2025-11-21T06:37:18.897268] [INFO ] [CONFIGURE ] BGSF: Testing feature 29/29: add_vwap [2025-11-21T06:37:18.897315] [INFO ] [CONFIGURE ] BGSF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position', 'add_vwap'] [2025-11-21T06:37:19.211226] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:37:19.529998] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:37:19.856697] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:37:20.188520] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:37:20.494048] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:37:20.799768] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:21.106293] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:37:21.415364] [DEBUG] [FORECASTER] BGSF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:21.724268] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:37:22.033225] [DEBUG] [FORECASTER] BGSF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:37:22.033420] [INFO ] [CONFIGURE ] BGSF: DISCARDED add_vwap (score: 30.00%) [2025-11-21T06:37:22.033474] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16057 tests [2025-11-21T06:37:22.033523] [INFO ] [CONFIGURE ] BGSF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:37:22.033567] [INFO ] [CONFIGURE ] BGSF: Best accuracy: 70.00% [2025-11-21T06:37:22.033609] [INFO ] [CONFIGURE ] BGSF: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T06:37:22.033680] [INFO ] [CONFIGURE ] BGSF: Improvement over baseline: 40.00% [2025-11-21T06:37:22.033724] [INFO ] [CONFIGURE ] BGSF: Total time: 1.4 minutes [2025-11-21T06:37:22.033763] [INFO ] [CONFIGURE ] BGSF: Average time per feature: 2.9 seconds [2025-11-21T06:37:22.033803] [INFO ] [CONFIGURE ] BGSF: Average speed: 0.35 features/sec [2025-11-21T06:37:22.034255] [INFO ] [LOCAL ] Saved configuration for BGSF: 3 features, 70.00% accuracy -> ./output/feature-sets/BGSF.json [2025-11-21T06:37:22.034315] [INFO ] [CONFIGURE ] BGSF: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T06:37:22.034364] [INFO ] [sig ] [171/723] Successfully configured BGSF | 0.01 sym/s | Total: 4.1h | ETA: 13.1h [2025-11-21T06:37:22.034411] [INFO ] [sig ] [172/723] Configuring BGT... [2025-11-21T06:37:22.034453] [INFO ] [CONFIGURE ] BGT: Configurate test run. [2025-11-21T06:37:22.034513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'. [2025-11-21T06:37:22.140302] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGT'. [2025-11-21T06:37:22.140636] [INFO ] [CONFIGURE ] BGT: Testing with 29 available features [2025-11-21T06:37:22.140714] [INFO ] [CONFIGURE ] BGT: Establishing baseline with no features... [2025-11-21T06:37:22.324777] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:37:22.509090] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:22.693772] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:22.883471] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:23.065464] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:37:23.253262] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:23.442501] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:23.635098] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:23.834165] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:24.046978] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:24.047169] [INFO ] [CONFIGURE ] BGT: Baseline score (no features): 60.00% [2025-11-21T06:37:24.047217] [INFO ] [CONFIGURE ] BGT: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:37:24.047254] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:37:24.281730] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:24.514919] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:24.748188] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:24.979706] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:25.218570] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:37:25.450998] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:25.709587] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:25.968626] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:26.205335] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:26.439963] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:26.440350] [INFO ] [CONFIGURE ] BGT: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T06:37:26.440524] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16056 tests [2025-11-21T06:37:26.440614] [INFO ] [CONFIGURE ] BGT: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:37:26.440733] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:37:26.707383] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:26.980618] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:27.248861] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:27.516398] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:27.784999] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:28.059442] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:28.332793] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:28.597427] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:28.864017] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:29.129424] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:37:29.129632] [INFO ] [CONFIGURE ] BGT: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T06:37:29.129714] [INFO ] [CONFIGURE ] JOB ETA: 13.0h | Avg: 2.9s/test | Remaining: 16055 tests [2025-11-21T06:37:29.129767] [INFO ] [CONFIGURE ] BGT: Testing feature 3/29: add_daily_returns [2025-11-21T06:37:29.129803] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:37:29.365972] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:29.616502] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:29.852351] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:30.093901] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:30.330745] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:30.563185] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:30.806475] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:31.045805] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:31.289230] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:31.539736] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:31.540173] [INFO ] [CONFIGURE ] BGT: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T06:37:31.540308] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16054 tests [2025-11-21T06:37:31.540403] [INFO ] [CONFIGURE ] BGT: Testing feature 4/29: add_ema [2025-11-21T06:37:31.540516] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:37:31.814422] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:32.092985] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:32.368543] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:32.637424] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:32.906928] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:33.186887] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:33.462573] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:33.729768] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:33.999222] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:34.272717] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:34.272987] [INFO ] [CONFIGURE ] BGT: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:37:34.273058] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16053 tests [2025-11-21T06:37:34.273153] [INFO ] [CONFIGURE ] BGT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:37:34.273204] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:37:34.547602] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:34.820586] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:35.124937] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:35.418130] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:35.704398] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:35.984165] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:36.264126] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:36.544232] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:36.831475] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:37.108709] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:37.108977] [INFO ] [CONFIGURE ] BGT: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:37:37.109042] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16052 tests [2025-11-21T06:37:37.109091] [INFO ] [CONFIGURE ] BGT: Testing feature 6/29: add_failed_moves [2025-11-21T06:37:37.109136] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T06:37:37.342556] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:37.572341] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:37.801563] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:38.041368] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:38.282935] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:38.520495] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:38.785338] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:39.033396] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:39.267811] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:39.503931] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:39.504327] [INFO ] [CONFIGURE ] BGT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:37:39.504433] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16051 tests [2025-11-21T06:37:39.504519] [INFO ] [CONFIGURE ] BGT: Testing feature 7/29: add_lag_shelf [2025-11-21T06:37:39.504595] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T06:37:39.732597] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:37:39.963515] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:40.210873] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:40.431000] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:40.657022] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:40.879129] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:41.099338] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:41.322717] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:41.534925] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:41.743786] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:41.743979] [INFO ] [CONFIGURE ] BGT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:37:41.744026] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16050 tests [2025-11-21T06:37:41.744064] [INFO ] [CONFIGURE ] BGT: Testing feature 8/29: add_macd [2025-11-21T06:37:41.744099] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T06:37:42.052710] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:42.365535] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:42.661850] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:42.958612] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:43.264809] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:43.579246] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:43.890733] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:44.205083] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:44.504412] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:44.830955] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:44.831222] [INFO ] [CONFIGURE ] BGT: DISCARDED add_macd (score: 80.00%) [2025-11-21T06:37:44.831289] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16049 tests [2025-11-21T06:37:44.831342] [INFO ] [CONFIGURE ] BGT: Testing feature 9/29: add_mfi [2025-11-21T06:37:44.831390] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T06:37:45.073327] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:37:45.360310] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:45.666191] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:45.999873] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:46.274490] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:46.475473] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:46.682151] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:46.901924] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:47.132913] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:47.362166] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:47.362377] [INFO ] [CONFIGURE ] BGT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:37:47.362438] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16048 tests [2025-11-21T06:37:47.362489] [INFO ] [CONFIGURE ] BGT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:37:47.362538] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:37:47.678328] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:47.995678] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:48.325825] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:48.637966] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:48.960476] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:49.290914] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:49.631164] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:49.968443] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:50.292616] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:50.613761] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:50.613997] [INFO ] [CONFIGURE ] BGT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:37:50.614061] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16047 tests [2025-11-21T06:37:50.614115] [INFO ] [CONFIGURE ] BGT: Testing feature 11/29: add_obv_daily [2025-11-21T06:37:50.614152] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T06:37:50.857945] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:37:51.111666] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:51.378389] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:51.627079] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:51.868281] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:52.110355] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:52.356613] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:52.621345] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:37:52.868297] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:53.086538] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:53.086742] [INFO ] [CONFIGURE ] BGT: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:37:53.086869] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16046 tests [2025-11-21T06:37:53.086939] [INFO ] [CONFIGURE ] BGT: Testing feature 12/29: add_obv_interval [2025-11-21T06:37:53.086993] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T06:37:53.305611] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:53.524441] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:53.750138] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:53.975363] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:54.197379] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:54.418037] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:37:54.636880] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:54.859086] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:55.084018] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:55.307510] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:55.307876] [INFO ] [CONFIGURE ] BGT: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T06:37:55.307984] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16045 tests [2025-11-21T06:37:55.308133] [INFO ] [CONFIGURE ] BGT: Testing feature 13/29: add_opening_strength [2025-11-21T06:37:55.308256] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:37:55.558577] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:55.796694] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:56.065333] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:56.330433] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:56.592250] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:56.849472] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:57.111445] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:57.367356] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:37:57.624406] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:37:57.881730] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:37:57.882000] [INFO ] [CONFIGURE ] BGT: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:37:57.882062] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16044 tests [2025-11-21T06:37:57.882113] [INFO ] [CONFIGURE ] BGT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:37:57.882158] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T06:37:58.119014] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:37:58.359671] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:37:58.597389] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:37:58.834973] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:37:59.080222] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:37:59.317886] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:37:59.554323] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:37:59.806043] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:00.043804] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:00.303145] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:00.303358] [INFO ] [CONFIGURE ] BGT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:38:00.303415] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16043 tests [2025-11-21T06:38:00.303463] [INFO ] [CONFIGURE ] BGT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:38:00.303509] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T06:38:00.512355] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:01.409415] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:01.774298] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:02.001314] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:02.219898] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:02.429469] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:38:02.635278] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:02.845877] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:03.056328] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:03.265032] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:03.265224] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:38:03.265271] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16042 tests [2025-11-21T06:38:03.265309] [INFO ] [CONFIGURE ] BGT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:38:03.265345] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T06:38:03.497603] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:03.730815] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:03.964873] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:04.209949] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:04.442971] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:04.672570] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:04.904688] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:05.136444] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:05.371257] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:05.635722] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:05.635886] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:38:05.636051] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16041 tests [2025-11-21T06:38:05.636166] [INFO ] [CONFIGURE ] BGT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:38:05.636249] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T06:38:05.887703] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:06.184832] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:06.442354] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:06.700403] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:06.979755] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:07.235773] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:07.505152] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:07.778715] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:08.050301] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:08.315588] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:08.315877] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:38:08.315939] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16040 tests [2025-11-21T06:38:08.316061] [INFO ] [CONFIGURE ] BGT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:38:08.316121] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T06:38:08.544456] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:08.771158] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:09.003695] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:09.233700] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:09.464710] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:09.675568] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:09.883397] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:10.097261] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:10.308951] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:10.522928] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:10.523509] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T06:38:10.523579] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16039 tests [2025-11-21T06:38:10.523621] [INFO ] [CONFIGURE ] BGT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:38:10.523676] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T06:38:10.741492] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:10.951593] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:11.167219] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:11.382878] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:11.597786] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:11.809844] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:12.021762] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:12.229396] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:12.439178] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:12.652300] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:12.652704] [INFO ] [CONFIGURE ] BGT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T06:38:12.652810] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16038 tests [2025-11-21T06:38:12.652896] [INFO ] [CONFIGURE ] BGT: Testing feature 20/29: add_price_rejection [2025-11-21T06:38:12.652971] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T06:38:12.883338] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:13.111036] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:13.329376] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:13.552661] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:13.778816] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:14.003236] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:14.225472] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:14.452363] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:14.680780] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:14.906342] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:14.906534] [INFO ] [CONFIGURE ] BGT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:38:14.906583] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16037 tests [2025-11-21T06:38:14.906621] [INFO ] [CONFIGURE ] BGT: Testing feature 21/29: add_range_position [2025-11-21T06:38:14.906675] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T06:38:15.172904] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:15.432022] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:15.704333] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:15.968627] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:16.229407] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:16.493511] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:38:16.750875] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:17.012570] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:17.275574] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:17.541822] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:17.542016] [INFO ] [CONFIGURE ] BGT: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:38:17.542075] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16036 tests [2025-11-21T06:38:17.542125] [INFO ] [CONFIGURE ] BGT: Testing feature 22/29: add_realized_volatility [2025-11-21T06:38:17.542170] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T06:38:17.899932] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:18.252322] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:18.594831] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:18.937434] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:19.279385] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:19.622805] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:38:19.968036] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:20.338377] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:20.735918] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:21.110404] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:21.110735] [INFO ] [CONFIGURE ] BGT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:38:21.110811] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16035 tests [2025-11-21T06:38:21.110873] [INFO ] [CONFIGURE ] BGT: Testing feature 23/29: add_recent_range_context [2025-11-21T06:38:21.110927] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T06:38:21.357925] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:21.608156] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:21.863698] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:38:22.114629] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:22.353741] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:22.598006] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:22.838372] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:23.095158] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:23.336157] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:23.585754] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:23.585979] [INFO ] [CONFIGURE ] BGT: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:38:23.586047] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16034 tests [2025-11-21T06:38:23.586173] [INFO ] [CONFIGURE ] BGT: Testing feature 24/29: add_rsi [2025-11-21T06:38:23.586225] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T06:38:23.884836] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:24.177640] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:24.459512] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:24.751819] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:25.045274] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:25.337797] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:25.645068] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:25.940492] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:26.245839] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:26.547144] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:26.547366] [INFO ] [CONFIGURE ] BGT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:38:26.547430] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16033 tests [2025-11-21T06:38:26.547482] [INFO ] [CONFIGURE ] BGT: Testing feature 25/29: add_tick_distribution [2025-11-21T06:38:26.547606] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T06:38:26.796393] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:27.036439] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:27.274002] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:27.521126] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:27.772431] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:28.018206] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:28.269421] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:28.515043] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:28.760248] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:29.006376] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:29.006672] [INFO ] [CONFIGURE ] BGT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:38:29.007008] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16032 tests [2025-11-21T06:38:29.007111] [INFO ] [CONFIGURE ] BGT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:38:29.007167] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T06:38:29.251613] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:29.495456] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:29.746790] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:29.993427] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:30.235842] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:38:30.484874] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:30.744916] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:30.993636] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:31.249682] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:31.500868] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:31.501110] [INFO ] [CONFIGURE ] BGT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:38:31.501172] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16031 tests [2025-11-21T06:38:31.501224] [INFO ] [CONFIGURE ] BGT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:38:31.501298] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T06:38:31.757882] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:32.014591] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:32.277382] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:32.540174] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:32.803145] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:33.062493] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:33.325864] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:33.590948] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:33.858228] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:34.123984] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:34.124207] [INFO ] [CONFIGURE ] BGT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:38:34.124270] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16030 tests [2025-11-21T06:38:34.124321] [INFO ] [CONFIGURE ] BGT: Testing feature 28/29: add_volume_profile [2025-11-21T06:38:34.124367] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T06:38:34.379760] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:38:34.633248] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:34.891518] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:35.144972] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:38:35.399348] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:35.668118] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:35.931709] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:36.191675] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:36.449233] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:36.703575] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:36.704301] [INFO ] [CONFIGURE ] BGT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:38:36.704357] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16029 tests [2025-11-21T06:38:36.704398] [INFO ] [CONFIGURE ] BGT: Testing feature 29/29: add_vwap [2025-11-21T06:38:36.704487] [INFO ] [CONFIGURE ] BGT: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T06:38:36.955777] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:37.211612] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:38:37.474758] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:37.741694] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:37.999325] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:38.267483] [DEBUG] [FORECASTER] BGT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:38.531613] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:38.791223] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:39.072523] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:39.330732] [DEBUG] [FORECASTER] BGT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:38:39.330941] [INFO ] [CONFIGURE ] BGT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T06:38:39.330999] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16028 tests [2025-11-21T06:38:39.331049] [INFO ] [CONFIGURE ] BGT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:38:39.331090] [INFO ] [CONFIGURE ] BGT: Best accuracy: 80.00% [2025-11-21T06:38:39.331139] [INFO ] [CONFIGURE ] BGT: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T06:38:39.331180] [INFO ] [CONFIGURE ] BGT: Improvement over baseline: 20.00% [2025-11-21T06:38:39.331218] [INFO ] [CONFIGURE ] BGT: Total time: 1.3 minutes [2025-11-21T06:38:39.331258] [INFO ] [CONFIGURE ] BGT: Average time per feature: 2.6 seconds [2025-11-21T06:38:39.331297] [INFO ] [CONFIGURE ] BGT: Average speed: 0.39 features/sec [2025-11-21T06:38:39.331916] [INFO ] [LOCAL ] Saved configuration for BGT: 1 features, 80.00% accuracy -> ./output/feature-sets/BGT.json [2025-11-21T06:38:39.331976] [INFO ] [CONFIGURE ] BGT: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T06:38:39.332029] [INFO ] [sig ] [172/723] Successfully configured BGT | 0.01 sym/s | Total: 4.1h | ETA: 13.1h [2025-11-21T06:38:39.332075] [INFO ] [sig ] [173/723] Configuring BGX... [2025-11-21T06:38:39.332117] [INFO ] [CONFIGURE ] BGX: Configurate test run. [2025-11-21T06:38:39.332158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-11-21T06:38:39.410245] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGX'. [2025-11-21T06:38:39.410685] [INFO ] [CONFIGURE ] BGX: Testing with 29 available features [2025-11-21T06:38:39.410750] [INFO ] [CONFIGURE ] BGX: Establishing baseline with no features... [2025-11-21T06:38:39.600033] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:39.791742] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:38:39.982519] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:38:40.175823] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:38:40.363909] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:38:40.560854] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:40.752790] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:38:40.948612] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:41.155066] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:41.353973] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:38:41.354166] [INFO ] [CONFIGURE ] BGX: Baseline score (no features): 40.00% [2025-11-21T06:38:41.354215] [INFO ] [CONFIGURE ] BGX: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:38:41.354254] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:38:41.593148] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:41.831473] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:38:42.052839] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:38:42.276516] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:42.503304] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:38:42.737970] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:42.969973] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:38:43.195187] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:38:43.420430] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:38:43.657973] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:38:43.658403] [INFO ] [CONFIGURE ] BGX: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T06:38:43.658504] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16027 tests [2025-11-21T06:38:43.658597] [INFO ] [CONFIGURE ] BGX: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:38:43.658736] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:38:43.897054] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:44.141221] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:38:44.395839] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:38:44.633212] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:44.865749] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:38:45.105543] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:45.339874] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:38:45.585320] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:45.818852] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:46.056246] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:38:46.056688] [INFO ] [CONFIGURE ] BGX: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T06:38:46.056853] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16026 tests [2025-11-21T06:38:46.056980] [INFO ] [CONFIGURE ] BGX: Testing feature 3/29: add_daily_returns [2025-11-21T06:38:46.057065] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:38:46.302463] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:46.554341] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:38:46.806724] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:38:47.061277] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:47.315664] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:38:47.567779] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:38:47.823764] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:38:48.089363] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:48.357072] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:38:48.617601] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:38:48.617881] [INFO ] [CONFIGURE ] BGX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T06:38:48.618132] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16025 tests [2025-11-21T06:38:48.618226] [INFO ] [CONFIGURE ] BGX: Testing feature 4/29: add_ema [2025-11-21T06:38:48.618305] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T06:38:48.900718] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:49.187121] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:38:49.474740] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:49.763790] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:50.042997] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:38:50.320863] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:50.615750] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:38:50.905303] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:51.192797] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:51.474659] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:38:51.474889] [INFO ] [CONFIGURE ] BGX: KEPT add_ema (score: 70.00%) [2025-11-21T06:38:51.474949] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16024 tests [2025-11-21T06:38:51.474997] [INFO ] [CONFIGURE ] BGX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:38:51.475044] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:38:51.789435] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:52.115758] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:38:52.432902] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:52.771792] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:53.113745] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:38:53.459192] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:53.774734] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:38:54.074077] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:54.391985] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:54.748971] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:38:54.749235] [INFO ] [CONFIGURE ] BGX: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:38:54.749296] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16023 tests [2025-11-21T06:38:54.749349] [INFO ] [CONFIGURE ] BGX: Testing feature 6/29: add_failed_moves [2025-11-21T06:38:54.749396] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T06:38:55.048969] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:55.404685] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:38:55.764496] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:56.075066] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:56.360144] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:38:56.651837] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:56.942610] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:38:57.234580] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:38:57.532875] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:38:57.838060] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:38:57.838294] [INFO ] [CONFIGURE ] BGX: KEPT add_failed_moves (score: 80.00%) [2025-11-21T06:38:57.838354] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16022 tests [2025-11-21T06:38:57.838407] [INFO ] [CONFIGURE ] BGX: Testing feature 7/29: add_lag_shelf [2025-11-21T06:38:57.838449] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T06:38:58.141981] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:38:58.437323] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:38:58.742874] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:38:59.044013] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:38:59.347485] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:38:59.650086] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:38:59.944106] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:39:00.243813] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:00.581582] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:01.563705] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:01.563914] [INFO ] [CONFIGURE ] BGX: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:39:01.563972] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16021 tests [2025-11-21T06:39:01.564019] [INFO ] [CONFIGURE ] BGX: Testing feature 8/29: add_macd [2025-11-21T06:39:01.564061] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T06:39:02.032312] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:02.449216] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:02.850734] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:03.241430] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:03.638591] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:04.046941] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:04.480172] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:39:04.865059] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:05.249667] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:05.644520] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:05.644804] [INFO ] [CONFIGURE ] BGX: DISCARDED add_macd (score: 70.00%) [2025-11-21T06:39:05.644868] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16020 tests [2025-11-21T06:39:05.644994] [INFO ] [CONFIGURE ] BGX: Testing feature 9/29: add_mfi [2025-11-21T06:39:05.645041] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_mfi'] [2025-11-21T06:39:05.958007] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:06.267025] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:06.572342] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:06.874191] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:07.183966] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:07.503173] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:39:07.823545] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:08.127702] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:08.420023] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:08.716228] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:08.716479] [INFO ] [CONFIGURE ] BGX: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:39:08.716566] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16019 tests [2025-11-21T06:39:08.716618] [INFO ] [CONFIGURE ] BGX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:39:08.716686] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:39:09.117853] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:09.519318] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:09.920392] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:39:10.332777] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:10.758824] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:11.172624] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:11.571544] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:11.977719] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:12.381700] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:12.803900] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:12.804199] [INFO ] [CONFIGURE ] BGX: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T06:39:12.804266] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16018 tests [2025-11-21T06:39:12.804351] [INFO ] [CONFIGURE ] BGX: Testing feature 11/29: add_obv_daily [2025-11-21T06:39:12.804417] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T06:39:13.123940] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:13.444031] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:13.773089] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:14.102465] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:14.416206] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:14.739687] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:15.061033] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:15.399125] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:39:15.723878] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:39:16.029974] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:16.030192] [INFO ] [CONFIGURE ] BGX: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T06:39:16.030250] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16017 tests [2025-11-21T06:39:16.030299] [INFO ] [CONFIGURE ] BGX: Testing feature 12/29: add_obv_interval [2025-11-21T06:39:16.030344] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T06:39:16.312586] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:16.596088] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:16.882013] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:17.161601] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:17.445478] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:17.734171] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:18.021312] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:18.316971] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:18.614395] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:18.903434] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:18.903712] [INFO ] [CONFIGURE ] BGX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:39:18.903783] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16016 tests [2025-11-21T06:39:18.903837] [INFO ] [CONFIGURE ] BGX: Testing feature 13/29: add_opening_strength [2025-11-21T06:39:18.903876] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:39:19.250081] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:19.591246] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:19.929924] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:39:20.274235] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:20.627280] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:20.968805] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:39:21.313159] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:21.651809] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:21.999059] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:22.336266] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:22.336533] [INFO ] [CONFIGURE ] BGX: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T06:39:22.336597] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16015 tests [2025-11-21T06:39:22.336672] [INFO ] [CONFIGURE ] BGX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:39:22.336726] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T06:39:22.666754] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:23.007761] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:23.331248] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:23.701131] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:24.028255] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:24.366179] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:39:24.699001] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:39:25.024407] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:25.363797] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:25.710266] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:25.710488] [INFO ] [CONFIGURE ] BGX: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T06:39:25.710547] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16014 tests [2025-11-21T06:39:25.710596] [INFO ] [CONFIGURE ] BGX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:39:25.710663] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T06:39:26.013796] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:26.304815] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:26.622360] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:39:26.913566] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:27.215351] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:39:27.528271] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:39:27.844118] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:28.150415] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:28.464060] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:28.763991] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:28.764206] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:39:28.764266] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16013 tests [2025-11-21T06:39:28.764317] [INFO ] [CONFIGURE ] BGX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:39:28.764363] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T06:39:29.082992] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:29.405006] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:29.733224] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:30.055934] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:30.370919] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:30.692615] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:39:31.008485] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:31.323847] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:31.636943] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:31.968885] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:31.969105] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:39:31.969165] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16012 tests [2025-11-21T06:39:31.969214] [INFO ] [CONFIGURE ] BGX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:39:31.969259] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T06:39:32.290144] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:39:32.612140] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:32.939561] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:33.256794] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:33.575173] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:33.888444] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:34.212131] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:34.528913] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:34.845185] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:35.173684] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:35.173953] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:39:35.174017] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16011 tests [2025-11-21T06:39:35.174068] [INFO ] [CONFIGURE ] BGX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:39:35.174104] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T06:39:35.482240] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:35.780558] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:36.088480] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:36.387838] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:36.695636] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:39:36.987909] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:37.279244] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:37.570884] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:37.861792] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:39:38.156393] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:38.156600] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T06:39:38.156681] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16010 tests [2025-11-21T06:39:38.156731] [INFO ] [CONFIGURE ] BGX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:39:38.156778] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T06:39:38.455564] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:38.753976] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:39.057183] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:39:39.362665] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:39.662147] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:39.955348] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:40.267352] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:40.585496] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:40.888506] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:41.166980] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:41.167176] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:39:41.167233] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16009 tests [2025-11-21T06:39:41.167278] [INFO ] [CONFIGURE ] BGX: Testing feature 20/29: add_price_rejection [2025-11-21T06:39:41.167319] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T06:39:41.472880] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:41.773393] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:42.081696] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:42.434922] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:42.835196] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:43.231554] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:43.577113] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:43.902570] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:44.250769] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:44.580691] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:44.580992] [INFO ] [CONFIGURE ] BGX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:39:44.581057] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16008 tests [2025-11-21T06:39:44.581112] [INFO ] [CONFIGURE ] BGX: Testing feature 21/29: add_range_position [2025-11-21T06:39:44.581160] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_range_position'] [2025-11-21T06:39:44.918050] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:45.250504] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:45.586407] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:45.910200] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:46.236093] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:46.573521] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:39:46.924659] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:47.267953] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:47.615042] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:39:47.962319] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:47.963037] [INFO ] [CONFIGURE ] BGX: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:39:47.963106] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16007 tests [2025-11-21T06:39:47.963158] [INFO ] [CONFIGURE ] BGX: Testing feature 22/29: add_realized_volatility [2025-11-21T06:39:47.963206] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T06:39:48.383781] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:48.788535] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:49.205841] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:49.653188] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:50.081626] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:39:50.517994] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:39:50.931239] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:39:51.334330] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:51.735544] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:52.143901] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:52.144405] [INFO ] [CONFIGURE ] BGX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:39:52.144468] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16006 tests [2025-11-21T06:39:52.144520] [INFO ] [CONFIGURE ] BGX: Testing feature 23/29: add_recent_range_context [2025-11-21T06:39:52.144576] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T06:39:52.448863] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:52.756344] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:53.069206] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:53.374387] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:53.693441] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:53.995587] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:39:54.299844] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:54.607217] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:54.917298] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:55.228370] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:55.228591] [INFO ] [CONFIGURE ] BGX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:39:55.228675] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16005 tests [2025-11-21T06:39:55.228726] [INFO ] [CONFIGURE ] BGX: Testing feature 24/29: add_rsi [2025-11-21T06:39:55.228771] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_rsi'] [2025-11-21T06:39:55.542623] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:39:55.851634] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:56.156853] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:39:56.474214] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:56.784550] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:39:57.093517] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:39:57.394912] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:39:57.706506] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:39:58.027850] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:39:58.346892] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:39:58.347118] [INFO ] [CONFIGURE ] BGX: DISCARDED add_rsi (score: 60.00%) [2025-11-21T06:39:58.347177] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16004 tests [2025-11-21T06:39:58.347225] [INFO ] [CONFIGURE ] BGX: Testing feature 25/29: add_tick_distribution [2025-11-21T06:39:58.347271] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T06:39:58.657113] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:39:58.964940] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:39:59.271962] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:39:59.579810] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:39:59.888092] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:40:00.193253] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:40:00.515386] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:01.625459] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:02.142313] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:02.455690] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:40:02.455911] [INFO ] [CONFIGURE ] BGX: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:40:02.455999] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16003 tests [2025-11-21T06:40:02.456053] [INFO ] [CONFIGURE ] BGX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:40:02.456096] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T06:40:02.778133] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:03.107444] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:40:03.436236] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:40:03.759508] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:04.083714] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:40:04.403486] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:04.729306] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:05.058116] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:05.375306] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:40:05.708038] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:40:05.708309] [INFO ] [CONFIGURE ] BGX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:40:05.708372] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16002 tests [2025-11-21T06:40:05.708424] [INFO ] [CONFIGURE ] BGX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:40:05.708470] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T06:40:06.041593] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:06.379492] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:40:06.717119] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:07.057300] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:07.391406] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:40:07.738312] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:08.076112] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:08.424514] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:08.780813] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:09.164312] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:40:09.164550] [INFO ] [CONFIGURE ] BGX: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T06:40:09.164611] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16001 tests [2025-11-21T06:40:09.164683] [INFO ] [CONFIGURE ] BGX: Testing feature 28/29: add_volume_profile [2025-11-21T06:40:09.164731] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T06:40:09.489506] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:09.824024] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:40:10.139500] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:40:10.451120] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:10.790851] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:40:11.119181] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:40:11.441375] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:11.774437] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:12.100726] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:12.426533] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:40:12.426793] [INFO ] [CONFIGURE ] BGX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:40:12.426861] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 16000 tests [2025-11-21T06:40:12.426923] [INFO ] [CONFIGURE ] BGX: Testing feature 29/29: add_vwap [2025-11-21T06:40:12.426972] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_vwap'] [2025-11-21T06:40:12.750924] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:13.097281] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:40:13.428589] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:13.758817] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:14.085987] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:40:14.436030] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:14.774081] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:15.104852] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:15.432495] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:15.760870] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:40:15.761105] [INFO ] [CONFIGURE ] BGX: DISCARDED add_vwap (score: 70.00%) [2025-11-21T06:40:15.761172] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15999 tests [2025-11-21T06:40:15.761247] [INFO ] [CONFIGURE ] BGX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:40:15.761322] [INFO ] [CONFIGURE ] BGX: Best accuracy: 80.00% [2025-11-21T06:40:15.761371] [INFO ] [CONFIGURE ] BGX: Best feature set (3 features): ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T06:40:15.761411] [INFO ] [CONFIGURE ] BGX: Improvement over baseline: 40.00% [2025-11-21T06:40:15.761456] [INFO ] [CONFIGURE ] BGX: Total time: 1.6 minutes [2025-11-21T06:40:15.761494] [INFO ] [CONFIGURE ] BGX: Average time per feature: 3.3 seconds [2025-11-21T06:40:15.761531] [INFO ] [CONFIGURE ] BGX: Average speed: 0.31 features/sec [2025-11-21T06:40:15.761983] [INFO ] [LOCAL ] Saved configuration for BGX: 3 features, 80.00% accuracy -> ./output/feature-sets/BGX.json [2025-11-21T06:40:15.762044] [INFO ] [CONFIGURE ] BGX: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T06:40:15.762115] [INFO ] [sig ] [173/723] Successfully configured BGX | 0.01 sym/s | Total: 4.1h | ETA: 13.1h [2025-11-21T06:40:15.762164] [INFO ] [sig ] [174/723] Configuring BGY... [2025-11-21T06:40:15.762205] [INFO ] [CONFIGURE ] BGY: Configurate test run. [2025-11-21T06:40:15.762245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-11-21T06:40:15.809416] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGY'. [2025-11-21T06:40:15.809888] [INFO ] [CONFIGURE ] BGY: Testing with 29 available features [2025-11-21T06:40:15.809979] [INFO ] [CONFIGURE ] BGY: Establishing baseline with no features... [2025-11-21T06:40:16.010498] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:16.215286] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:16.414526] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:16.631709] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:16.828088] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:17.019982] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:17.209812] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:17.404528] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:17.602186] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:17.798469] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:17.798681] [INFO ] [CONFIGURE ] BGY: Baseline score (no features): 70.00% [2025-11-21T06:40:17.798763] [INFO ] [CONFIGURE ] BGY: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:40:17.798818] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:40:18.032191] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:18.268421] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:18.503411] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:18.742864] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:19.002662] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:19.240477] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:19.474302] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:19.705944] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:19.938539] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:20.178781] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:20.179032] [INFO ] [CONFIGURE ] BGY: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T06:40:20.179096] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15998 tests [2025-11-21T06:40:20.179146] [INFO ] [CONFIGURE ] BGY: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:40:20.179196] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:40:20.411344] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:20.644331] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:20.907267] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:21.151174] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:21.390366] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:21.634560] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:21.887839] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:40:22.130334] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:22.383893] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:22.633094] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:22.633296] [INFO ] [CONFIGURE ] BGY: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T06:40:22.633344] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15997 tests [2025-11-21T06:40:22.633382] [INFO ] [CONFIGURE ] BGY: Testing feature 3/29: add_daily_returns [2025-11-21T06:40:22.633418] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:40:22.882729] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:40:23.139737] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:23.394287] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:23.660842] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:23.930668] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:24.189859] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:24.468315] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:24.731992] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:25.010629] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:40:25.276761] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:25.276979] [INFO ] [CONFIGURE ] BGY: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T06:40:25.277041] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15996 tests [2025-11-21T06:40:25.277091] [INFO ] [CONFIGURE ] BGY: Testing feature 4/29: add_ema [2025-11-21T06:40:25.277136] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T06:40:25.577757] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:25.893226] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:26.188395] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:26.477862] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:26.783337] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:27.094853] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:27.397484] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:27.707605] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:28.010336] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:40:28.313830] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:28.314082] [INFO ] [CONFIGURE ] BGY: DISCARDED add_ema (score: 50.00%) [2025-11-21T06:40:28.314147] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15995 tests [2025-11-21T06:40:28.314200] [INFO ] [CONFIGURE ] BGY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:40:28.314249] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:40:28.607494] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:28.932324] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:29.232202] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:29.518763] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:29.804616] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:30.100513] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:30.390270] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:30.675209] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:30.988153] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:31.283001] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:31.283253] [INFO ] [CONFIGURE ] BGY: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T06:40:31.283317] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15994 tests [2025-11-21T06:40:31.283396] [INFO ] [CONFIGURE ] BGY: Testing feature 6/29: add_failed_moves [2025-11-21T06:40:31.283446] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T06:40:31.526821] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:31.773476] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:32.023052] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:32.276371] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:32.527855] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:32.771599] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:33.032699] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:33.279366] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:33.526294] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:33.776810] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:33.777083] [INFO ] [CONFIGURE ] BGY: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:40:33.777147] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15993 tests [2025-11-21T06:40:33.777198] [INFO ] [CONFIGURE ] BGY: Testing feature 7/29: add_lag_shelf [2025-11-21T06:40:33.777244] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T06:40:34.018422] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:34.273939] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:34.502456] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:34.743517] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:35.007001] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:35.323176] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:35.672788] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:40:36.025525] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:36.287951] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:36.522114] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:36.522495] [INFO ] [CONFIGURE ] BGY: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T06:40:36.522636] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15992 tests [2025-11-21T06:40:36.522819] [INFO ] [CONFIGURE ] BGY: Testing feature 8/29: add_macd [2025-11-21T06:40:36.522903] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T06:40:36.868543] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:37.218254] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:37.553043] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:37.889957] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:38.226409] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:38.565547] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:38.902354] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:40:39.248873] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:39.588827] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:39.921517] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:39.921785] [INFO ] [CONFIGURE ] BGY: DISCARDED add_macd (score: 80.00%) [2025-11-21T06:40:39.921841] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15991 tests [2025-11-21T06:40:39.921891] [INFO ] [CONFIGURE ] BGY: Testing feature 9/29: add_mfi [2025-11-21T06:40:39.921939] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T06:40:40.173805] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:40.417119] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:40.660900] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:40.905821] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:41.148201] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:41.393514] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:41.634961] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:41.899372] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:42.156087] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:42.424217] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:42.424418] [INFO ] [CONFIGURE ] BGY: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:40:42.424477] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15990 tests [2025-11-21T06:40:42.424526] [INFO ] [CONFIGURE ] BGY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:40:42.424583] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:40:42.770421] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:40:43.106027] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:43.470041] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:43.832793] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:44.189822] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:44.569246] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:44.919445] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:45.257703] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:45.606620] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:45.967191] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:45.967461] [INFO ] [CONFIGURE ] BGY: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:40:45.967549] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15989 tests [2025-11-21T06:40:45.967600] [INFO ] [CONFIGURE ] BGY: Testing feature 11/29: add_obv_daily [2025-11-21T06:40:45.967671] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T06:40:46.225855] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:40:46.485888] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:46.742682] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:47.020099] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:47.290173] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:47.561427] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:47.833352] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:40:48.103055] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:40:48.368038] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:40:48.637200] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:48.637440] [INFO ] [CONFIGURE ] BGY: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T06:40:48.637502] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15988 tests [2025-11-21T06:40:48.637553] [INFO ] [CONFIGURE ] BGY: Testing feature 12/29: add_obv_interval [2025-11-21T06:40:48.637599] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T06:40:48.894160] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:49.158464] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:49.409441] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:49.666411] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:49.921275] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:50.181394] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:40:50.453524] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:50.727605] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:50.994847] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:51.262763] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:51.262980] [INFO ] [CONFIGURE ] BGY: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:40:51.263045] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15987 tests [2025-11-21T06:40:51.263097] [INFO ] [CONFIGURE ] BGY: Testing feature 13/29: add_opening_strength [2025-11-21T06:40:51.263144] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:40:51.549596] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:40:51.852682] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:52.144458] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:52.431473] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:52.723816] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:53.012325] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:53.292199] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:40:53.574249] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:53.868517] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:40:54.161207] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:54.161446] [INFO ] [CONFIGURE ] BGY: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:40:54.161512] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15986 tests [2025-11-21T06:40:54.161562] [INFO ] [CONFIGURE ] BGY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:40:54.161607] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T06:40:54.428896] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:40:54.694878] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:40:54.969657] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:55.246417] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:40:55.525707] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:55.811986] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:56.088987] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:40:56.368135] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:56.638330] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:56.911614] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:56.911881] [INFO ] [CONFIGURE ] BGY: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:40:56.911945] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15985 tests [2025-11-21T06:40:56.911996] [INFO ] [CONFIGURE ] BGY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:40:56.912042] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T06:40:57.178550] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:40:57.429936] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:40:57.678016] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:40:57.933990] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:40:58.191779] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:40:58.454097] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:40:58.719509] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:40:58.989913] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:40:59.243485] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:40:59.497359] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:40:59.497560] [INFO ] [CONFIGURE ] BGY: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:40:59.497609] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15984 tests [2025-11-21T06:40:59.497667] [INFO ] [CONFIGURE ] BGY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:40:59.497758] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T06:40:59.784894] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:00.051600] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:00.325033] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:41:00.596987] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:00.868351] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:01.852624] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:02.218022] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:02.500474] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:02.782605] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:03.064779] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:03.065011] [INFO ] [CONFIGURE ] BGY: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:41:03.065076] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15983 tests [2025-11-21T06:41:03.065127] [INFO ] [CONFIGURE ] BGY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:41:03.065174] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T06:41:03.325679] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:03.598173] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:03.868574] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:04.135785] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:04.419879] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:04.683602] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:04.939157] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:05.198506] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:05.463437] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:05.732816] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:05.733018] [INFO ] [CONFIGURE ] BGY: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:41:05.733079] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15982 tests [2025-11-21T06:41:05.733130] [INFO ] [CONFIGURE ] BGY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:41:05.733177] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T06:41:05.986128] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:06.236751] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:06.482390] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:06.721972] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:06.965964] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:07.210586] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:07.457529] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:07.701963] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:41:07.952713] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:08.195707] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:08.195961] [INFO ] [CONFIGURE ] BGY: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T06:41:08.196011] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15981 tests [2025-11-21T06:41:08.196049] [INFO ] [CONFIGURE ] BGY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:41:08.196086] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T06:41:08.435339] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:08.674292] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:08.907253] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:09.151258] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:41:09.391751] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:09.623768] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:09.858347] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:10.094660] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:10.327114] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:10.560578] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:10.560787] [INFO ] [CONFIGURE ] BGY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:41:10.560861] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15980 tests [2025-11-21T06:41:10.560912] [INFO ] [CONFIGURE ] BGY: Testing feature 20/29: add_price_rejection [2025-11-21T06:41:10.560958] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T06:41:10.815203] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:11.080116] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:11.338050] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:11.607572] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:11.863535] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:12.117364] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:12.372932] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:12.628900] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:12.883970] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:13.155990] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:13.156200] [INFO ] [CONFIGURE ] BGY: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:41:13.156303] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15979 tests [2025-11-21T06:41:13.156388] [INFO ] [CONFIGURE ] BGY: Testing feature 21/29: add_range_position [2025-11-21T06:41:13.156437] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T06:41:13.430980] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:13.711689] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:13.998403] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:14.284203] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:14.555467] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:14.835343] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:15.119506] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:15.394180] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:15.693876] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:16.003575] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:16.003826] [INFO ] [CONFIGURE ] BGY: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:41:16.003893] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15978 tests [2025-11-21T06:41:16.003945] [INFO ] [CONFIGURE ] BGY: Testing feature 22/29: add_realized_volatility [2025-11-21T06:41:16.003993] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T06:41:16.390386] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:16.763253] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:17.153524] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:17.534180] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:17.919426] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:18.313035] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:18.702823] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:19.092518] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:19.486538] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:19.864212] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:41:19.864491] [INFO ] [CONFIGURE ] BGY: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T06:41:19.864560] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15977 tests [2025-11-21T06:41:19.864700] [INFO ] [CONFIGURE ] BGY: Testing feature 23/29: add_recent_range_context [2025-11-21T06:41:19.864754] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T06:41:20.150148] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:41:20.410680] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:20.671775] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:20.947090] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:41:21.185168] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:21.423379] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:21.664087] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:21.906462] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:22.146821] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:22.393544] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:22.393789] [INFO ] [CONFIGURE ] BGY: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:41:22.393850] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15976 tests [2025-11-21T06:41:22.393902] [INFO ] [CONFIGURE ] BGY: Testing feature 24/29: add_rsi [2025-11-21T06:41:22.393948] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T06:41:22.751361] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:23.133786] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:23.439453] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:23.733577] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:24.022008] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:24.312860] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:24.605501] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:24.923819] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:41:25.244759] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:25.563315] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:25.563528] [INFO ] [CONFIGURE ] BGY: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:41:25.563592] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15975 tests [2025-11-21T06:41:25.563665] [INFO ] [CONFIGURE ] BGY: Testing feature 25/29: add_tick_distribution [2025-11-21T06:41:25.563715] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T06:41:25.820559] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:26.096886] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:26.357188] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:26.618552] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:26.862415] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:27.098950] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:27.337377] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:27.588199] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:27.858960] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:28.110677] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:28.110894] [INFO ] [CONFIGURE ] BGY: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:41:28.110957] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15974 tests [2025-11-21T06:41:28.111004] [INFO ] [CONFIGURE ] BGY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:41:28.111049] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T06:41:28.355077] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:28.596993] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:28.829071] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:29.061899] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:29.290859] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:29.531168] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:29.766891] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:30.000437] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:30.236590] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:30.473908] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:41:30.474097] [INFO ] [CONFIGURE ] BGY: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:41:30.474154] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15973 tests [2025-11-21T06:41:30.474201] [INFO ] [CONFIGURE ] BGY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:41:30.474245] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T06:41:30.723481] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:30.985200] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:31.237312] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:31.493187] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:31.731635] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:31.980445] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:32.229624] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:32.478108] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:32.728311] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:32.977792] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:32.977981] [INFO ] [CONFIGURE ] BGY: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:41:32.978039] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15972 tests [2025-11-21T06:41:32.978087] [INFO ] [CONFIGURE ] BGY: Testing feature 28/29: add_volume_profile [2025-11-21T06:41:32.978130] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T06:41:33.210772] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:41:33.439542] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:33.671571] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:33.903780] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:34.136385] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:34.373968] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:34.606134] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:34.842504] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:35.087531] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:35.362769] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:35.362979] [INFO ] [CONFIGURE ] BGY: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:41:35.363042] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15971 tests [2025-11-21T06:41:35.363092] [INFO ] [CONFIGURE ] BGY: Testing feature 29/29: add_vwap [2025-11-21T06:41:35.363140] [INFO ] [CONFIGURE ] BGY: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T06:41:35.615187] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:35.862111] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:41:36.155733] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:41:36.433859] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:41:36.694420] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:36.936315] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:41:37.176662] [DEBUG] [FORECASTER] BGY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:37.431289] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:41:37.691963] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:37.953261] [DEBUG] [FORECASTER] BGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:41:37.953466] [INFO ] [CONFIGURE ] BGY: DISCARDED add_vwap (score: 60.00%) [2025-11-21T06:41:37.953526] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15970 tests [2025-11-21T06:41:37.953574] [INFO ] [CONFIGURE ] BGY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:41:37.953616] [INFO ] [CONFIGURE ] BGY: Best accuracy: 80.00% [2025-11-21T06:41:37.953690] [INFO ] [CONFIGURE ] BGY: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T06:41:37.953733] [INFO ] [CONFIGURE ] BGY: Improvement over baseline: 10.00% [2025-11-21T06:41:37.953773] [INFO ] [CONFIGURE ] BGY: Total time: 1.3 minutes [2025-11-21T06:41:37.953813] [INFO ] [CONFIGURE ] BGY: Average time per feature: 2.8 seconds [2025-11-21T06:41:37.953851] [INFO ] [CONFIGURE ] BGY: Average speed: 0.36 features/sec [2025-11-21T06:41:37.954347] [INFO ] [LOCAL ] Saved configuration for BGY: 1 features, 80.00% accuracy -> ./output/feature-sets/BGY.json [2025-11-21T06:41:37.954407] [INFO ] [CONFIGURE ] BGY: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T06:41:37.954458] [INFO ] [sig ] [174/723] Successfully configured BGY | 0.01 sym/s | Total: 4.1h | ETA: 13.0h [2025-11-21T06:41:37.954505] [INFO ] [sig ] [175/723] Configuring BH... [2025-11-21T06:41:37.954546] [INFO ] [CONFIGURE ] BH: Configurate test run. [2025-11-21T06:41:37.954587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'. [2025-11-21T06:41:38.028564] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BH'. [2025-11-21T06:41:38.029054] [INFO ] [CONFIGURE ] BH: Testing with 29 available features [2025-11-21T06:41:38.029130] [INFO ] [CONFIGURE ] BH: Establishing baseline with no features... [2025-11-21T06:41:38.229943] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:41:38.421717] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:41:38.604975] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:41:38.779449] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:41:38.965763] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:41:39.145988] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:41:39.323771] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:39.504365] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:41:39.682666] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:39.879293] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:41:39.879631] [INFO ] [CONFIGURE ] BH: Baseline score (no features): 60.00% [2025-11-21T06:41:39.879750] [INFO ] [CONFIGURE ] BH: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:41:39.879827] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:41:40.096781] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:41:40.306241] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:41:40.517430] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:41:40.733127] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:41:40.949254] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:41.168504] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:41:41.382389] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:41.587462] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:41:41.795020] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:41.997630] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:41:41.997839] [INFO ] [CONFIGURE ] BH: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T06:41:41.997890] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15969 tests [2025-11-21T06:41:41.997931] [INFO ] [CONFIGURE ] BH: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:41:41.997966] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:41:42.201834] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:42.422117] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:41:42.636355] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:41:42.852774] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:41:43.068311] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:43.281704] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:41:43.495209] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:43.710660] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:41:43.928384] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:44.139332] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:41:44.139542] [INFO ] [CONFIGURE ] BH: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T06:41:44.139593] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15968 tests [2025-11-21T06:41:44.139633] [INFO ] [CONFIGURE ] BH: Testing feature 3/29: add_daily_returns [2025-11-21T06:41:44.139702] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T06:41:44.366480] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:44.596610] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:41:44.833712] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:41:45.071709] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:41:45.304626] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:41:45.538002] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:41:45.770959] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:46.007790] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:41:46.259779] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:46.497128] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:41:46.497351] [INFO ] [CONFIGURE ] BH: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T06:41:46.497564] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15967 tests [2025-11-21T06:41:46.497670] [INFO ] [CONFIGURE ] BH: Testing feature 4/29: add_ema [2025-11-21T06:41:46.497725] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T06:41:46.758150] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:47.024531] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:41:47.291173] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:41:47.557340] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:41:47.825425] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:48.101695] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:41:48.365827] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:48.636898] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:41:48.919843] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:49.195176] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:41:49.195362] [INFO ] [CONFIGURE ] BH: DISCARDED add_ema (score: 30.00%) [2025-11-21T06:41:49.195418] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15966 tests [2025-11-21T06:41:49.195468] [INFO ] [CONFIGURE ] BH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:41:49.195510] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:41:49.454321] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:49.722497] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:41:49.982246] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:41:50.242602] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:41:50.507577] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:50.769592] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:41:51.034194] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:51.306731] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:41:51.577527] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:51.841626] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:41:51.841855] [INFO ] [CONFIGURE ] BH: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:41:51.841915] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15965 tests [2025-11-21T06:41:51.841972] [INFO ] [CONFIGURE ] BH: Testing feature 6/29: add_failed_moves [2025-11-21T06:41:51.842014] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T06:41:52.057385] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:52.266757] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:41:52.475393] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:41:52.687414] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:41:52.896918] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:41:53.121203] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:41:53.340211] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:41:53.562614] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:41:53.784364] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:54.008761] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:41:54.008959] [INFO ] [CONFIGURE ] BH: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:41:54.009017] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15964 tests [2025-11-21T06:41:54.009061] [INFO ] [CONFIGURE ] BH: Testing feature 7/29: add_lag_shelf [2025-11-21T06:41:54.009107] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T06:41:54.214385] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:54.420492] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:41:54.625424] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:41:54.841051] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:41:55.045302] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:55.246283] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:41:55.447921] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:55.657897] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:41:55.866678] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:41:56.076179] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:41:56.076375] [INFO ] [CONFIGURE ] BH: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:41:56.076422] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15963 tests [2025-11-21T06:41:56.076460] [INFO ] [CONFIGURE ] BH: Testing feature 8/29: add_macd [2025-11-21T06:41:56.076496] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T06:41:56.430166] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:41:56.774081] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:41:57.117725] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:41:57.461271] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:41:57.795058] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:41:58.118918] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:41:58.465391] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:41:58.821823] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:41:59.165102] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:41:59.500784] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:41:59.500986] [INFO ] [CONFIGURE ] BH: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:41:59.501048] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15962 tests [2025-11-21T06:41:59.501100] [INFO ] [CONFIGURE ] BH: Testing feature 9/29: add_mfi [2025-11-21T06:41:59.501148] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T06:41:59.759231] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:00.007605] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:00.950402] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:01.237350] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:01.500424] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:01.770704] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:02.036639] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:02.292622] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:02.549672] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:02.803436] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:02.803669] [INFO ] [CONFIGURE ] BH: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:42:02.803731] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15961 tests [2025-11-21T06:42:02.803773] [INFO ] [CONFIGURE ] BH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:42:02.803844] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:42:03.138633] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:03.467565] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:03.799308] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:42:04.143905] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:04.491890] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:04.846241] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:42:05.198622] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:05.540518] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:05.895051] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:42:06.249277] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:06.249486] [INFO ] [CONFIGURE ] BH: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:42:06.249542] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15960 tests [2025-11-21T06:42:06.249622] [INFO ] [CONFIGURE ] BH: Testing feature 11/29: add_obv_daily [2025-11-21T06:42:06.249707] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T06:42:06.509715] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:06.754977] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:07.008589] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:07.249593] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:07.496136] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:07.765475] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:08.031507] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:08.291460] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:08.557374] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:08.802471] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:08.802682] [INFO ] [CONFIGURE ] BH: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T06:42:08.802752] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15959 tests [2025-11-21T06:42:08.802804] [INFO ] [CONFIGURE ] BH: Testing feature 12/29: add_obv_interval [2025-11-21T06:42:08.802849] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T06:42:09.031102] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:09.258899] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:09.492223] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:09.757956] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:10.006011] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:42:10.254455] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:10.503742] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:10.748506] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:11.004185] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:11.258423] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:11.258680] [INFO ] [CONFIGURE ] BH: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:42:11.258773] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15958 tests [2025-11-21T06:42:11.258842] [INFO ] [CONFIGURE ] BH: Testing feature 13/29: add_opening_strength [2025-11-21T06:42:11.258898] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:42:11.533884] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:11.800565] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:42:12.068212] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:12.330491] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:12.588976] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:12.860395] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:13.123129] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:13.378746] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:13.637598] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:13.895922] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:13.896111] [INFO ] [CONFIGURE ] BH: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:42:13.896169] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15957 tests [2025-11-21T06:42:13.896285] [INFO ] [CONFIGURE ] BH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:42:13.896333] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T06:42:14.146623] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:14.396077] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:14.646360] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:14.894156] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:15.142035] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:42:15.393021] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:15.668767] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:15.949398] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:16.215324] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:16.483908] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:16.484095] [INFO ] [CONFIGURE ] BH: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:42:16.484155] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15956 tests [2025-11-21T06:42:16.484205] [INFO ] [CONFIGURE ] BH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:42:16.484306] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T06:42:16.725718] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:16.963493] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:17.204263] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:17.448054] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:17.685085] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:17.953832] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:18.196972] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:18.431634] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:18.671940] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:18.909671] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:18.909865] [INFO ] [CONFIGURE ] BH: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:42:18.909913] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15955 tests [2025-11-21T06:42:18.909950] [INFO ] [CONFIGURE ] BH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:42:18.909984] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T06:42:19.164017] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:19.421990] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:19.680117] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:19.924393] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:20.191554] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:42:20.464716] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:42:20.728197] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:20.988915] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:42:21.250550] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:21.519452] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:21.519737] [INFO ] [CONFIGURE ] BH: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T06:42:21.519801] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15954 tests [2025-11-21T06:42:21.519923] [INFO ] [CONFIGURE ] BH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:42:21.519975] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T06:42:21.794250] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:22.051417] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:42:22.295429] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:22.524596] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:22.756679] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:23.017500] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:23.279533] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:23.535279] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:23.813007] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:24.071059] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:24.071247] [INFO ] [CONFIGURE ] BH: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:42:24.071493] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15953 tests [2025-11-21T06:42:24.071541] [INFO ] [CONFIGURE ] BH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:42:24.071584] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T06:42:24.325974] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:24.563392] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:24.805722] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:42:25.043606] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:25.284186] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:42:25.525794] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:25.765252] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:42:26.002626] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:26.247131] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:26.484191] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:26.484486] [INFO ] [CONFIGURE ] BH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:42:26.484541] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15952 tests [2025-11-21T06:42:26.484582] [INFO ] [CONFIGURE ] BH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:42:26.484620] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T06:42:26.715843] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:26.961902] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:42:27.208379] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:27.442728] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:27.679565] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:27.911462] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:28.135266] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:28.349973] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:28.565099] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:28.784794] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:28.784971] [INFO ] [CONFIGURE ] BH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:42:28.785020] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15951 tests [2025-11-21T06:42:28.785059] [INFO ] [CONFIGURE ] BH: Testing feature 20/29: add_price_rejection [2025-11-21T06:42:28.785094] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T06:42:29.013449] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:29.243731] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:29.484937] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:29.721438] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:29.955765] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:30.189373] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:30.439889] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:30.696951] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:30.933075] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:31.198712] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:31.198954] [INFO ] [CONFIGURE ] BH: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T06:42:31.199016] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15950 tests [2025-11-21T06:42:31.199068] [INFO ] [CONFIGURE ] BH: Testing feature 21/29: add_range_position [2025-11-21T06:42:31.199106] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T06:42:31.531223] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:31.865932] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:42:32.118178] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:32.364224] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:32.613822] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:32.871400] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:42:33.117930] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:42:33.364863] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:33.619926] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:33.888504] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:33.888762] [INFO ] [CONFIGURE ] BH: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:42:33.888824] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15949 tests [2025-11-21T06:42:33.888875] [INFO ] [CONFIGURE ] BH: Testing feature 22/29: add_realized_volatility [2025-11-21T06:42:33.888919] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T06:42:34.248458] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:34.639594] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:42:35.022778] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:35.407124] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:35.768946] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:36.132108] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:36.505838] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:36.876692] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:37.253262] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:37.634960] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:37.635266] [INFO ] [CONFIGURE ] BH: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:42:37.635330] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15948 tests [2025-11-21T06:42:37.635382] [INFO ] [CONFIGURE ] BH: Testing feature 23/29: add_recent_range_context [2025-11-21T06:42:37.635432] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T06:42:37.898670] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:38.155736] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:42:38.423529] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:38.693265] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:38.937835] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:39.173891] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:39.408165] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:39.645733] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:39.895488] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:40.153359] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:40.153545] [INFO ] [CONFIGURE ] BH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:42:40.153603] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15947 tests [2025-11-21T06:42:40.153671] [INFO ] [CONFIGURE ] BH: Testing feature 24/29: add_rsi [2025-11-21T06:42:40.153776] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T06:42:40.441423] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:40.726105] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:41.004818] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:42:41.300304] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:41.581507] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:42:41.865334] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T06:42:42.137900] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:42.406235] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:42.681259] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:43.001068] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:43.001263] [INFO ] [CONFIGURE ] BH: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:42:43.001325] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15946 tests [2025-11-21T06:42:43.001376] [INFO ] [CONFIGURE ] BH: Testing feature 25/29: add_tick_distribution [2025-11-21T06:42:43.001420] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T06:42:43.244114] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:43.488112] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:43.756208] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:44.019867] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:44.292033] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:44.558266] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:44.804993] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:45.044709] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:45.286106] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:45.527984] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:45.528180] [INFO ] [CONFIGURE ] BH: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T06:42:45.528241] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15945 tests [2025-11-21T06:42:45.528293] [INFO ] [CONFIGURE ] BH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:42:45.528337] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T06:42:45.768450] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:46.010879] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:42:46.256595] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:46.525041] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:46.785463] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:47.032329] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:47.277109] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:47.523886] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:42:47.770559] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:48.014697] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:48.014886] [INFO ] [CONFIGURE ] BH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:42:48.014946] [INFO ] [CONFIGURE ] JOB ETA: 12.9h | Avg: 2.9s/test | Remaining: 15944 tests [2025-11-21T06:42:48.014995] [INFO ] [CONFIGURE ] BH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:42:48.015040] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T06:42:48.115879] [FATAL] [FORECASTER] Failed to test lookback=11: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:48.216437] [FATAL] [FORECASTER] Failed to test lookback=10: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:48.318075] [FATAL] [FORECASTER] Failed to test lookback=9: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:48.420065] [FATAL] [FORECASTER] Failed to test lookback=8: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:48.521770] [FATAL] [FORECASTER] Failed to test lookback=7: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:48.623285] [FATAL] [FORECASTER] Failed to test lookback=6: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:48.724946] [FATAL] [FORECASTER] Failed to test lookback=5: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:48.826893] [FATAL] [FORECASTER] Failed to test lookback=4: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:48.929751] [FATAL] [FORECASTER] Failed to test lookback=3: [06:42:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:49.032505] [FATAL] [FORECASTER] Failed to test lookback=2: [06:42:49] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:42:49.032784] [INFO ] [CONFIGURE ] BH: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T06:42:49.032852] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15943 tests [2025-11-21T06:42:49.032895] [INFO ] [CONFIGURE ] BH: Testing feature 28/29: add_volume_profile [2025-11-21T06:42:49.032931] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T06:42:49.290555] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:49.558943] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:42:49.821901] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:50.089370] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T06:42:50.353048] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:50.615534] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:50.890581] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:51.156700] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:51.412493] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:51.672308] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:51.672499] [INFO ] [CONFIGURE ] BH: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T06:42:51.672559] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15942 tests [2025-11-21T06:42:51.672607] [INFO ] [CONFIGURE ] BH: Testing feature 29/29: add_vwap [2025-11-21T06:42:51.672675] [INFO ] [CONFIGURE ] BH: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T06:42:51.927948] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:52.184624] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:52.439096] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:42:52.699096] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T06:42:52.956494] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:53.221537] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T06:42:53.479335] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:42:53.748738] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:42:54.003151] [DEBUG] [FORECASTER] BH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:54.247434] [DEBUG] [FORECASTER] BH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:54.247630] [INFO ] [CONFIGURE ] BH: DISCARDED add_vwap (score: 50.00%) [2025-11-21T06:42:54.247714] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15941 tests [2025-11-21T06:42:54.247767] [INFO ] [CONFIGURE ] BH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:42:54.247814] [INFO ] [CONFIGURE ] BH: Best accuracy: 70.00% [2025-11-21T06:42:54.247857] [INFO ] [CONFIGURE ] BH: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T06:42:54.247904] [INFO ] [CONFIGURE ] BH: Improvement over baseline: 10.00% [2025-11-21T06:42:54.247945] [INFO ] [CONFIGURE ] BH: Total time: 1.2 minutes [2025-11-21T06:42:54.247985] [INFO ] [CONFIGURE ] BH: Average time per feature: 2.6 seconds [2025-11-21T06:42:54.248218] [INFO ] [CONFIGURE ] BH: Average speed: 0.39 features/sec [2025-11-21T06:42:54.248910] [INFO ] [LOCAL ] Saved configuration for BH: 1 features, 70.00% accuracy -> ./output/feature-sets/BH.json [2025-11-21T06:42:54.248974] [INFO ] [CONFIGURE ] BH: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T06:42:54.249027] [INFO ] [sig ] [175/723] Successfully configured BH | 0.01 sym/s | Total: 4.2h | ETA: 13.0h [2025-11-21T06:42:54.249262] [INFO ] [sig ] [176/723] Configuring BHC... [2025-11-21T06:42:54.249307] [INFO ] [CONFIGURE ] BHC: Configurate test run. [2025-11-21T06:42:54.249349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-11-21T06:42:54.357509] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHC'. [2025-11-21T06:42:54.358045] [INFO ] [CONFIGURE ] BHC: Testing with 29 available features [2025-11-21T06:42:54.358113] [INFO ] [CONFIGURE ] BHC: Establishing baseline with no features... [2025-11-21T06:42:54.550945] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:54.732752] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:54.910831] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:42:55.082280] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:42:55.258050] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:55.428626] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:42:55.601503] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:42:55.771982] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:42:55.942568] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:42:56.116803] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:42:56.117058] [INFO ] [CONFIGURE ] BHC: Baseline score (no features): 40.00% [2025-11-21T06:42:56.117173] [INFO ] [CONFIGURE ] BHC: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:42:56.117251] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:42:56.322698] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:42:56.528448] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:56.734320] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:42:56.941278] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:42:57.154051] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:57.362047] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:42:57.567307] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:42:57.772621] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:42:57.981896] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:42:58.190359] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:42:58.190541] [INFO ] [CONFIGURE ] BHC: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T06:42:58.190590] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15940 tests [2025-11-21T06:42:58.190627] [INFO ] [CONFIGURE ] BHC: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:42:58.190683] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:42:58.399448] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:42:58.613197] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:42:58.823808] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:42:59.043777] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:42:59.256806] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:42:59.470093] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:42:59.684387] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:42:59.901717] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:43:00.199885] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:43:00.942175] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:00.942525] [INFO ] [CONFIGURE ] BHC: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T06:43:00.942628] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15939 tests [2025-11-21T06:43:00.942761] [INFO ] [CONFIGURE ] BHC: Testing feature 3/29: add_daily_returns [2025-11-21T06:43:00.942857] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_daily_returns'] [2025-11-21T06:43:01.155594] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:43:01.416797] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:01.612708] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:01.816612] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:02.005721] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:02.193138] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:02.384810] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:02.574139] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:43:02.764269] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:02.963626] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:43:02.963834] [INFO ] [CONFIGURE ] BHC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T06:43:02.963882] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15938 tests [2025-11-21T06:43:02.963921] [INFO ] [CONFIGURE ] BHC: Testing feature 4/29: add_ema [2025-11-21T06:43:02.963957] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_ema'] [2025-11-21T06:43:03.185026] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:03.405748] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:03.621880] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:03.844639] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:43:04.064334] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:04.290290] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:04.508901] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:04.726894] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:04.949414] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:05.170886] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:43:05.171073] [INFO ] [CONFIGURE ] BHC: DISCARDED add_ema (score: 20.00%) [2025-11-21T06:43:05.171121] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15937 tests [2025-11-21T06:43:05.171161] [INFO ] [CONFIGURE ] BHC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:43:05.171197] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:43:05.399238] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:43:05.625675] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:05.851275] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:06.081057] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:06.310778] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:06.536844] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:06.766505] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:06.989015] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:07.217507] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:07.447089] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:07.447267] [INFO ] [CONFIGURE ] BHC: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T06:43:07.447324] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15936 tests [2025-11-21T06:43:07.447372] [INFO ] [CONFIGURE ] BHC: Testing feature 6/29: add_failed_moves [2025-11-21T06:43:07.447416] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T06:43:07.694939] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:07.924367] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:43:08.161922] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:08.402151] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:08.635770] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:08.871257] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:09.104438] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:09.336734] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:09.573587] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:09.820479] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:09.820690] [INFO ] [CONFIGURE ] BHC: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:43:09.820753] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15935 tests [2025-11-21T06:43:09.820801] [INFO ] [CONFIGURE ] BHC: Testing feature 7/29: add_lag_shelf [2025-11-21T06:43:09.820846] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T06:43:10.049392] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:10.271490] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:43:10.502570] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:10.747832] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:10.972163] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:11.200104] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:11.418538] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:11.636537] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:43:11.853369] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:12.080010] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:12.080208] [INFO ] [CONFIGURE ] BHC: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:43:12.080309] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15934 tests [2025-11-21T06:43:12.080366] [INFO ] [CONFIGURE ] BHC: Testing feature 8/29: add_macd [2025-11-21T06:43:12.080413] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T06:43:12.360635] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:12.696568] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:43:13.031962] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:13.366063] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:13.689367] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:14.004293] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:14.290411] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:14.576987] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:14.897047] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:15.225600] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:15.225900] [INFO ] [CONFIGURE ] BHC: KEPT add_macd (score: 70.00%) [2025-11-21T06:43:15.225966] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15933 tests [2025-11-21T06:43:15.226018] [INFO ] [CONFIGURE ] BHC: Testing feature 9/29: add_mfi [2025-11-21T06:43:15.226067] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi'] [2025-11-21T06:43:15.554598] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:15.879453] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:43:16.217864] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:16.542266] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:16.874125] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:17.197935] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:43:17.539990] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:17.866625] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:18.201832] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:18.555295] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:18.555636] [INFO ] [CONFIGURE ] BHC: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:43:18.555723] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15932 tests [2025-11-21T06:43:18.555784] [INFO ] [CONFIGURE ] BHC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:43:18.555834] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:43:19.083263] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:43:19.657684] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:20.063497] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:20.470512] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:20.857255] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:21.286717] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:21.700584] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:22.118305] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:43:22.550597] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:22.979141] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:22.979451] [INFO ] [CONFIGURE ] BHC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:43:22.979517] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15931 tests [2025-11-21T06:43:22.979569] [INFO ] [CONFIGURE ] BHC: Testing feature 11/29: add_obv_daily [2025-11-21T06:43:22.979617] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily'] [2025-11-21T06:43:23.304693] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:43:23.642745] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:23.966311] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:24.283934] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:24.576682] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:24.871882] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:25.169046] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:25.490342] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:25.811041] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:26.122948] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:26.123105] [INFO ] [CONFIGURE ] BHC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:43:26.123165] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15930 tests [2025-11-21T06:43:26.123213] [INFO ] [CONFIGURE ] BHC: Testing feature 12/29: add_obv_interval [2025-11-21T06:43:26.123259] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval'] [2025-11-21T06:43:26.434057] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:26.742674] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:27.053943] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:27.368786] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:27.679386] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:28.000954] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:28.314746] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:28.653754] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:29.005803] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:29.350037] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:29.350287] [INFO ] [CONFIGURE ] BHC: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T06:43:29.350348] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15929 tests [2025-11-21T06:43:29.350400] [INFO ] [CONFIGURE ] BHC: Testing feature 13/29: add_opening_strength [2025-11-21T06:43:29.350527] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:43:29.708443] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:30.073789] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:30.452884] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:30.805676] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:31.162522] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:43:31.510041] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:43:31.852216] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:32.201185] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:32.556394] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:43:32.906038] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:32.906260] [INFO ] [CONFIGURE ] BHC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:43:32.906325] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15928 tests [2025-11-21T06:43:32.906374] [INFO ] [CONFIGURE ] BHC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:43:32.906423] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T06:43:33.256847] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:43:33.607054] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:33.949317] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:34.297201] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:43:34.638115] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:34.978519] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:35.327791] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:35.676396] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:36.030741] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:36.393417] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:36.393673] [INFO ] [CONFIGURE ] BHC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T06:43:36.393738] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15927 tests [2025-11-21T06:43:36.393788] [INFO ] [CONFIGURE ] BHC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:43:36.393832] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T06:43:36.710525] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:37.027091] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:43:37.339414] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:37.649463] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:37.962803] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:38.278253] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:38.603750] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:38.924175] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:39.251816] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:39.569090] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:39.569305] [INFO ] [CONFIGURE ] BHC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:43:39.569369] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15926 tests [2025-11-21T06:43:39.569424] [INFO ] [CONFIGURE ] BHC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:43:39.569473] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T06:43:39.908972] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:43:40.243037] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:43:40.584445] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:40.919106] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:41.272752] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:41.612708] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:41.949927] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:42.288008] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:42.641242] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:42.976924] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:42.977170] [INFO ] [CONFIGURE ] BHC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:43:42.977230] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15925 tests [2025-11-21T06:43:42.977270] [INFO ] [CONFIGURE ] BHC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:43:42.977315] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T06:43:43.280902] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:43:43.595547] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:43.917508] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:43:44.259634] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:44.602229] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:44.956536] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:45.311433] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:45.669595] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:46.023740] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:46.404999] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:46.405238] [INFO ] [CONFIGURE ] BHC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T06:43:46.405310] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15924 tests [2025-11-21T06:43:46.405360] [INFO ] [CONFIGURE ] BHC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:43:46.405406] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T06:43:46.706746] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:43:47.014085] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:47.318050] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:47.627588] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:47.945105] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:48.270528] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:48.584966] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:48.894243] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:49.207527] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:49.520052] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:49.520331] [INFO ] [CONFIGURE ] BHC: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:43:49.520392] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15923 tests [2025-11-21T06:43:49.520441] [INFO ] [CONFIGURE ] BHC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:43:49.520486] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T06:43:49.827955] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:50.135674] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:43:50.441171] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:50.746534] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:51.055371] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:51.371075] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:43:51.678873] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:51.990382] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:43:52.305253] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:52.632604] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:52.632851] [INFO ] [CONFIGURE ] BHC: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T06:43:52.632913] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15922 tests [2025-11-21T06:43:52.632964] [INFO ] [CONFIGURE ] BHC: Testing feature 20/29: add_price_rejection [2025-11-21T06:43:52.633009] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection'] [2025-11-21T06:43:52.954877] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:53.265735] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:53.587340] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:53.939341] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:54.262700] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:54.600111] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:54.939512] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:43:55.263819] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:55.605108] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:55.941938] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:55.942126] [INFO ] [CONFIGURE ] BHC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:43:55.942186] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15921 tests [2025-11-21T06:43:55.942242] [INFO ] [CONFIGURE ] BHC: Testing feature 21/29: add_range_position [2025-11-21T06:43:55.942296] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position'] [2025-11-21T06:43:56.329483] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:43:56.704354] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:43:57.083273] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:43:57.450311] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:43:57.820400] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:43:58.196564] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:43:58.572739] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:43:58.939985] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:43:59.347904] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:43:59.709794] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:43:59.710037] [INFO ] [CONFIGURE ] BHC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:43:59.710098] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15920 tests [2025-11-21T06:43:59.710145] [INFO ] [CONFIGURE ] BHC: Testing feature 22/29: add_realized_volatility [2025-11-21T06:43:59.710190] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility'] [2025-11-21T06:44:00.164588] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:01.291144] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:44:01.795519] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:02.355436] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:02.814243] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:03.276067] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:03.740443] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:44:04.181409] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:04.585957] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:05.027164] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:05.027379] [INFO ] [CONFIGURE ] BHC: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:44:05.027440] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15919 tests [2025-11-21T06:44:05.027488] [INFO ] [CONFIGURE ] BHC: Testing feature 23/29: add_recent_range_context [2025-11-21T06:44:05.027563] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context'] [2025-11-21T06:44:05.337960] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:05.650228] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:44:05.968227] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:06.291791] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:06.610492] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:06.921276] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:07.246969] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:44:07.564393] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:44:07.881138] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:08.196622] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:44:08.196850] [INFO ] [CONFIGURE ] BHC: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T06:44:08.196913] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15918 tests [2025-11-21T06:44:08.196965] [INFO ] [CONFIGURE ] BHC: Testing feature 24/29: add_rsi [2025-11-21T06:44:08.197011] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T06:44:08.558588] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:44:08.899009] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:44:09.241032] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:44:09.583458] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:09.939223] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:10.296677] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:10.662335] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:44:11.067527] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:11.526188] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:12.011551] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:12.011807] [INFO ] [CONFIGURE ] BHC: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:44:12.011887] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15917 tests [2025-11-21T06:44:12.011975] [INFO ] [CONFIGURE ] BHC: Testing feature 25/29: add_tick_distribution [2025-11-21T06:44:12.012042] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution'] [2025-11-21T06:44:12.345162] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:12.665946] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:44:12.992822] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:44:13.318451] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:44:13.633181] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:13.960591] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:14.268045] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:44:14.573305] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:44:14.874581] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:15.179701] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:15.179915] [INFO ] [CONFIGURE ] BHC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:44:15.180040] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15916 tests [2025-11-21T06:44:15.180093] [INFO ] [CONFIGURE ] BHC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:44:15.180137] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T06:44:15.484580] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:15.802801] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T06:44:16.133917] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:44:16.450697] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:44:16.753887] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:17.058210] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:17.366821] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:17.675639] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:44:17.980530] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:18.294419] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:18.294612] [INFO ] [CONFIGURE ] BHC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T06:44:18.294688] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15915 tests [2025-11-21T06:44:18.294828] [INFO ] [CONFIGURE ] BHC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:44:18.294883] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T06:44:18.622299] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:18.959259] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:44:19.261121] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:44:19.585453] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:19.917254] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:20.255325] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:20.576289] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:44:20.927120] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:21.253899] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:21.609010] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:21.609224] [INFO ] [CONFIGURE ] BHC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:44:21.609283] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15914 tests [2025-11-21T06:44:21.609373] [INFO ] [CONFIGURE ] BHC: Testing feature 28/29: add_volume_profile [2025-11-21T06:44:21.609417] [INFO ] [CONFIGURE ] BHC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile'] [2025-11-21T06:44:21.945486] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:22.298793] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:44:22.661802] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:44:23.019957] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:44:23.368862] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:23.707268] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:44:24.050089] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:44:24.397735] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:44:24.741131] [DEBUG] [FORECASTER] BHC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:25.083794] [DEBUG] [FORECASTER] BHC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:25.084024] [INFO ] [CONFIGURE ] BHC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T06:44:25.084110] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15913 tests [2025-11-21T06:44:25.084163] [INFO ] [CONFIGURE ] BHC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:44:25.084208] [INFO ] [CONFIGURE ] BHC: Best accuracy: 70.00% [2025-11-21T06:44:25.084251] [INFO ] [CONFIGURE ] BHC: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T06:44:25.084294] [INFO ] [CONFIGURE ] BHC: Improvement over baseline: 30.00% [2025-11-21T06:44:25.084335] [INFO ] [CONFIGURE ] BHC: Total time: 1.5 minutes [2025-11-21T06:44:25.084375] [INFO ] [CONFIGURE ] BHC: Average time per feature: 3.2 seconds [2025-11-21T06:44:25.084415] [INFO ] [CONFIGURE ] BHC: Average speed: 0.33 features/sec [2025-11-21T06:44:25.084948] [INFO ] [LOCAL ] Saved configuration for BHC: 3 features, 70.00% accuracy -> ./output/feature-sets/BHC.json [2025-11-21T06:44:25.085008] [INFO ] [CONFIGURE ] BHC: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T06:44:25.085059] [INFO ] [sig ] [176/723] Successfully configured BHC | 0.01 sym/s | Total: 4.2h | ETA: 13.0h [2025-11-21T06:44:25.085104] [INFO ] [sig ] [177/723] Configuring BHK... [2025-11-21T06:44:25.085145] [INFO ] [CONFIGURE ] BHK: Configurate test run. [2025-11-21T06:44:25.085185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-11-21T06:44:25.162913] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHK'. [2025-11-21T06:44:25.163299] [INFO ] [CONFIGURE ] BHK: Testing with 29 available features [2025-11-21T06:44:25.163366] [INFO ] [CONFIGURE ] BHK: Establishing baseline with no features... [2025-11-21T06:44:25.359757] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:44:25.546007] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:25.736801] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:25.929784] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:44:26.132099] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:26.332602] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:26.536738] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:26.737715] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:44:26.950336] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:27.154944] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:44:27.155156] [INFO ] [CONFIGURE ] BHK: Baseline score (no features): 50.00% [2025-11-21T06:44:27.155226] [INFO ] [CONFIGURE ] BHK: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:44:27.155311] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:44:27.393785] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:27.640306] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:27.876516] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:28.106861] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:28.341939] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:28.567175] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:44:28.796342] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:29.020823] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:29.247784] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:29.462349] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:29.462548] [INFO ] [CONFIGURE ] BHK: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T06:44:29.462598] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15912 tests [2025-11-21T06:44:29.462654] [INFO ] [CONFIGURE ] BHK: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:44:29.462695] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:44:29.692030] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:29.933576] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:30.191810] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:30.450026] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:44:30.704427] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:30.965289] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:44:31.214985] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:31.490817] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:31.750033] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:32.015861] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:32.016092] [INFO ] [CONFIGURE ] BHK: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:44:32.016147] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15911 tests [2025-11-21T06:44:32.016184] [INFO ] [CONFIGURE ] BHK: Testing feature 3/29: add_daily_returns [2025-11-21T06:44:32.016218] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns'] [2025-11-21T06:44:32.224435] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:32.434181] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:32.642657] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:32.844192] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:33.050795] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:44:33.275903] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:33.488381] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:33.705904] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:33.924544] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:34.137237] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:34.137416] [INFO ] [CONFIGURE ] BHK: KEPT add_daily_returns (score: 60.00%) [2025-11-21T06:44:34.137465] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15910 tests [2025-11-21T06:44:34.137502] [INFO ] [CONFIGURE ] BHK: Testing feature 4/29: add_ema [2025-11-21T06:44:34.137538] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T06:44:34.398318] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:44:34.662258] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:34.921398] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:35.181214] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:35.443586] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:35.707283] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:35.971492] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:36.231606] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:36.500200] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:36.762411] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:36.762606] [INFO ] [CONFIGURE ] BHK: DISCARDED add_ema (score: 40.00%) [2025-11-21T06:44:36.762674] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15909 tests [2025-11-21T06:44:36.762765] [INFO ] [CONFIGURE ] BHK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:44:36.762814] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:44:37.021718] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:37.295486] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:44:37.565720] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:37.835406] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:38.108636] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:38.380564] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:38.650211] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:38.921940] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:39.201146] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:39.463263] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:44:39.463443] [INFO ] [CONFIGURE ] BHK: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T06:44:39.463500] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15908 tests [2025-11-21T06:44:39.463548] [INFO ] [CONFIGURE ] BHK: Testing feature 6/29: add_failed_moves [2025-11-21T06:44:39.463594] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T06:44:39.685538] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:44:39.905707] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:44:40.125616] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:40.343749] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:40.563148] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:40.778365] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:41.036106] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:41.276466] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:41.503844] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:41.731813] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:41.732185] [INFO ] [CONFIGURE ] BHK: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T06:44:41.732298] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15907 tests [2025-11-21T06:44:41.732418] [INFO ] [CONFIGURE ] BHK: Testing feature 7/29: add_lag_shelf [2025-11-21T06:44:41.732516] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T06:44:41.940776] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:42.170575] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:42.414598] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:42.660483] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:42.911283] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:44:43.132218] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:43.342947] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:43.553938] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:43.772138] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:43.982775] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:43.982956] [INFO ] [CONFIGURE ] BHK: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:44:43.983005] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15906 tests [2025-11-21T06:44:43.983044] [INFO ] [CONFIGURE ] BHK: Testing feature 8/29: add_macd [2025-11-21T06:44:43.983080] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T06:44:44.295038] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:44.577039] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:44:44.860609] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:45.143126] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:45.441666] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:45.738863] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:46.053595] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:46.360285] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:46.652857] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:46.945405] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:46.945604] [INFO ] [CONFIGURE ] BHK: DISCARDED add_macd (score: 40.00%) [2025-11-21T06:44:46.945723] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15905 tests [2025-11-21T06:44:46.945776] [INFO ] [CONFIGURE ] BHK: Testing feature 9/29: add_mfi [2025-11-21T06:44:46.945820] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T06:44:47.147819] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:44:47.348042] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:47.555417] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:47.755796] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:47.961270] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:48.163572] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:48.366546] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:48.567429] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:48.771474] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:48.981963] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:48.982198] [INFO ] [CONFIGURE ] BHK: DISCARDED add_mfi (score: 40.00%) [2025-11-21T06:44:48.982270] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15904 tests [2025-11-21T06:44:48.982321] [INFO ] [CONFIGURE ] BHK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:44:48.982368] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:44:49.279614] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:49.592850] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:44:49.889202] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:50.196801] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:44:50.484671] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:44:50.773432] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:51.084281] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:51.389606] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:51.709532] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:52.026336] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:52.026571] [INFO ] [CONFIGURE ] BHK: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:44:52.026631] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15903 tests [2025-11-21T06:44:52.026703] [INFO ] [CONFIGURE ] BHK: Testing feature 11/29: add_obv_daily [2025-11-21T06:44:52.026751] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T06:44:52.254199] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:44:52.483356] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:52.722141] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:52.964914] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:53.209398] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:53.449082] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:53.692254] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:53.929893] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:54.169332] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:54.394844] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:54.395048] [INFO ] [CONFIGURE ] BHK: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T06:44:54.395097] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15902 tests [2025-11-21T06:44:54.395136] [INFO ] [CONFIGURE ] BHK: Testing feature 12/29: add_obv_interval [2025-11-21T06:44:54.395171] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T06:44:54.610331] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:44:54.827240] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:55.046570] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:44:55.269944] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:55.483905] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:55.703635] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:55.923035] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:56.143924] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:56.389690] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:44:56.612661] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:56.612909] [INFO ] [CONFIGURE ] BHK: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:44:56.612961] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15901 tests [2025-11-21T06:44:56.613001] [INFO ] [CONFIGURE ] BHK: Testing feature 13/29: add_opening_strength [2025-11-21T06:44:56.613039] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:44:56.845057] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:44:57.075319] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:44:57.309992] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:44:57.547881] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:44:57.787849] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:44:58.027745] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:44:58.271761] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:44:58.547083] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:44:58.863072] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:44:59.214775] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:44:59.215030] [INFO ] [CONFIGURE ] BHK: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T06:44:59.215116] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15900 tests [2025-11-21T06:44:59.215185] [INFO ] [CONFIGURE ] BHK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:44:59.215239] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T06:44:59.528628] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:44:59.791632] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:00.079404] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:00.298831] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:01.236293] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:01.535419] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:01.803637] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:02.064512] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:02.317702] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:02.582805] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:02.583006] [INFO ] [CONFIGURE ] BHK: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T06:45:02.583069] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15899 tests [2025-11-21T06:45:02.583126] [INFO ] [CONFIGURE ] BHK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:45:02.583186] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T06:45:02.807150] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:45:03.030110] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:03.250726] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:03.458954] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:45:03.672058] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:03.886274] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:04.098073] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:04.319878] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:04.541802] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:45:04.760437] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:04.760617] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:45:04.760690] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15898 tests [2025-11-21T06:45:04.760761] [INFO ] [CONFIGURE ] BHK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:45:04.760812] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T06:45:05.029335] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:45:05.279264] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:05.515500] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:05.750069] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:05.988888] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:06.240535] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:06.478195] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:06.722903] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:06.941843] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:45:07.163484] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:07.163879] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T06:45:07.163992] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15897 tests [2025-11-21T06:45:07.164115] [INFO ] [CONFIGURE ] BHK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:45:07.164200] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T06:45:07.383477] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:07.606123] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:07.831113] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:45:08.080466] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:08.331313] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:08.579542] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:08.817415] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:09.060909] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:09.315951] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:09.576542] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:09.576729] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:45:09.576830] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15896 tests [2025-11-21T06:45:09.576882] [INFO ] [CONFIGURE ] BHK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:45:09.576930] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T06:45:09.786120] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:10.002477] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:10.217443] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:10.426541] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:10.633006] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:10.845364] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:11.063319] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:11.279426] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:11.485258] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:45:11.694002] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:11.694192] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_volatility_5d (score: 20.00%) [2025-11-21T06:45:11.694242] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15895 tests [2025-11-21T06:45:11.694280] [INFO ] [CONFIGURE ] BHK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:45:11.694317] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T06:45:11.888435] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:12.084225] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:12.285590] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:12.485726] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:12.674791] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:12.865748] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:13.057508] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:13.251666] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:13.460073] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:13.654008] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:13.654179] [INFO ] [CONFIGURE ] BHK: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T06:45:13.654228] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15894 tests [2025-11-21T06:45:13.654268] [INFO ] [CONFIGURE ] BHK: Testing feature 20/29: add_price_rejection [2025-11-21T06:45:13.654304] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T06:45:13.861518] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:14.087237] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:14.297670] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:14.506671] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:14.715004] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:14.941020] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:15.167310] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:15.396765] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:15.630784] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:15.844589] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:15.844918] [INFO ] [CONFIGURE ] BHK: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:45:15.845025] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15893 tests [2025-11-21T06:45:15.845111] [INFO ] [CONFIGURE ] BHK: Testing feature 21/29: add_range_position [2025-11-21T06:45:15.845210] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T06:45:16.076225] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:16.309223] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:16.540463] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:16.774324] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:17.006554] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:17.252632] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:17.503828] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:17.741258] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:17.987358] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:18.225840] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:18.226096] [INFO ] [CONFIGURE ] BHK: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:45:18.226159] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15892 tests [2025-11-21T06:45:18.226208] [INFO ] [CONFIGURE ] BHK: Testing feature 22/29: add_realized_volatility [2025-11-21T06:45:18.226243] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T06:45:18.534869] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:18.860227] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:45:19.182784] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:19.507545] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:19.862455] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:20.174086] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:20.485491] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:20.794381] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:21.097319] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:21.409686] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:21.409867] [INFO ] [CONFIGURE ] BHK: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T06:45:21.409928] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15891 tests [2025-11-21T06:45:21.409978] [INFO ] [CONFIGURE ] BHK: Testing feature 23/29: add_recent_range_context [2025-11-21T06:45:21.410017] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T06:45:21.637580] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:21.839130] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:22.065182] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:22.281606] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:22.513374] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:22.753209] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:22.995140] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:23.238457] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:23.482299] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:23.721077] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:23.721325] [INFO ] [CONFIGURE ] BHK: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T06:45:23.721410] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15890 tests [2025-11-21T06:45:23.721464] [INFO ] [CONFIGURE ] BHK: Testing feature 24/29: add_rsi [2025-11-21T06:45:23.721514] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T06:45:24.038317] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:24.308082] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:24.559728] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:24.813575] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:25.083419] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:25.332869] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:25.588319] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:25.836387] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:26.087339] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:26.338923] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:26.339120] [INFO ] [CONFIGURE ] BHK: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:45:26.339182] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15889 tests [2025-11-21T06:45:26.339230] [INFO ] [CONFIGURE ] BHK: Testing feature 25/29: add_tick_distribution [2025-11-21T06:45:26.339276] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T06:45:26.540269] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:26.749533] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:45:26.953947] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:27.160856] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:27.372488] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:27.611259] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:27.842610] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:28.061795] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:28.292287] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:28.530759] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:28.531167] [INFO ] [CONFIGURE ] BHK: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T06:45:28.531298] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15888 tests [2025-11-21T06:45:28.531416] [INFO ] [CONFIGURE ] BHK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:45:28.531497] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T06:45:28.748870] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:28.959546] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:45:29.172911] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:29.383520] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:29.593586] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:29.799375] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:30.013275] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:30.218389] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:30.423928] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:30.642394] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:30.642695] [INFO ] [CONFIGURE ] BHK: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T06:45:30.642769] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15887 tests [2025-11-21T06:45:30.642922] [INFO ] [CONFIGURE ] BHK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:45:30.642978] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T06:45:30.865831] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:45:31.088393] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:45:31.314724] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:31.530502] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:31.752678] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:31.971616] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:32.196202] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:32.427509] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:32.670380] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:32.906716] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:32.906953] [INFO ] [CONFIGURE ] BHK: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T06:45:32.907017] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15886 tests [2025-11-21T06:45:32.907070] [INFO ] [CONFIGURE ] BHK: Testing feature 28/29: add_volume_profile [2025-11-21T06:45:32.907114] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T06:45:33.122776] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:33.337092] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:33.570070] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:33.799201] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:45:34.024725] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:34.268189] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:34.523805] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:34.755875] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:34.993790] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:35.224563] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:35.224808] [INFO ] [CONFIGURE ] BHK: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:45:35.224894] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15885 tests [2025-11-21T06:45:35.224947] [INFO ] [CONFIGURE ] BHK: Testing feature 29/29: add_vwap [2025-11-21T06:45:35.224996] [INFO ] [CONFIGURE ] BHK: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T06:45:35.467481] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:35.702505] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:45:35.939562] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:36.177122] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:36.429217] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:36.679759] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:36.925157] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:45:37.169106] [DEBUG] [FORECASTER] BHK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:37.408108] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:37.644062] [DEBUG] [FORECASTER] BHK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:45:37.644384] [INFO ] [CONFIGURE ] BHK: DISCARDED add_vwap (score: 30.00%) [2025-11-21T06:45:37.644491] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15884 tests [2025-11-21T06:45:37.644579] [INFO ] [CONFIGURE ] BHK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:45:37.644718] [INFO ] [CONFIGURE ] BHK: Best accuracy: 60.00% [2025-11-21T06:45:37.644796] [INFO ] [CONFIGURE ] BHK: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T06:45:37.644866] [INFO ] [CONFIGURE ] BHK: Improvement over baseline: 10.00% [2025-11-21T06:45:37.644934] [INFO ] [CONFIGURE ] BHK: Total time: 1.2 minutes [2025-11-21T06:45:37.645001] [INFO ] [CONFIGURE ] BHK: Average time per feature: 2.4 seconds [2025-11-21T06:45:37.645069] [INFO ] [CONFIGURE ] BHK: Average speed: 0.41 features/sec [2025-11-21T06:45:37.645706] [INFO ] [LOCAL ] Saved configuration for BHK: 1 features, 60.00% accuracy -> ./output/feature-sets/BHK.json [2025-11-21T06:45:37.645820] [INFO ] [CONFIGURE ] BHK: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T06:45:37.645898] [INFO ] [sig ] [177/723] Successfully configured BHK | 0.01 sym/s | Total: 4.2h | ETA: 12.9h [2025-11-21T06:45:37.645970] [INFO ] [sig ] [178/723] Configuring BHP... [2025-11-21T06:45:37.646038] [INFO ] [CONFIGURE ] BHP: Configurate test run. [2025-11-21T06:45:37.646108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-11-21T06:45:37.723183] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHP'. [2025-11-21T06:45:37.723684] [INFO ] [CONFIGURE ] BHP: Testing with 29 available features [2025-11-21T06:45:37.723749] [INFO ] [CONFIGURE ] BHP: Establishing baseline with no features... [2025-11-21T06:45:37.920151] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:38.108091] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:38.288881] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:45:38.475209] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:38.666773] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:38.846234] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:45:39.022835] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:45:39.197813] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:45:39.376272] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:39.554294] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:39.554456] [INFO ] [CONFIGURE ] BHP: Baseline score (no features): 50.00% [2025-11-21T06:45:39.554526] [INFO ] [CONFIGURE ] BHP: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:45:39.554566] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:45:39.764306] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:39.972603] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:40.200964] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:40.406841] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:45:40.620483] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:40.841197] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:41.061143] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:45:41.275112] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:45:41.495669] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:41.721738] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:41.721955] [INFO ] [CONFIGURE ] BHP: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T06:45:41.722022] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15883 tests [2025-11-21T06:45:41.722075] [INFO ] [CONFIGURE ] BHP: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:45:41.722123] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:45:41.962493] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:45:42.192282] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:42.432326] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:42.677391] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:42.930721] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:43.198852] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:43.467180] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:45:43.751119] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:45:44.040357] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:45:44.318761] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:44.318994] [INFO ] [CONFIGURE ] BHP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T06:45:44.319057] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15882 tests [2025-11-21T06:45:44.319138] [INFO ] [CONFIGURE ] BHP: Testing feature 3/29: add_daily_returns [2025-11-21T06:45:44.319190] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:45:44.572802] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:44.834242] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:45.088207] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:45:45.341970] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:45.569394] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:45.789587] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:46.019233] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:45:46.241214] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:45:46.502107] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:46.738002] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:46.738348] [INFO ] [CONFIGURE ] BHP: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T06:45:46.738454] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15881 tests [2025-11-21T06:45:46.738586] [INFO ] [CONFIGURE ] BHP: Testing feature 4/29: add_ema [2025-11-21T06:45:46.738695] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:45:47.013722] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:45:47.302843] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:47.583724] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:45:47.861303] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:45:48.157508] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:48.435546] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:45:48.718739] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:45:48.999668] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:45:49.279617] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:49.562283] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:49.562461] [INFO ] [CONFIGURE ] BHP: DISCARDED add_ema (score: 70.00%) [2025-11-21T06:45:49.562510] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15880 tests [2025-11-21T06:45:49.562548] [INFO ] [CONFIGURE ] BHP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:45:49.562583] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:45:49.841519] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:50.121797] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:50.401839] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:50.682348] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:50.965501] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:51.249818] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:51.529439] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:45:51.819695] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:45:52.105351] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:45:52.396961] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:52.397168] [INFO ] [CONFIGURE ] BHP: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T06:45:52.397233] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15879 tests [2025-11-21T06:45:52.397291] [INFO ] [CONFIGURE ] BHP: Testing feature 6/29: add_failed_moves [2025-11-21T06:45:52.397339] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T06:45:52.646945] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:52.894283] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:53.133192] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:53.391587] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:53.639269] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:53.886064] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:54.117773] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:45:54.351864] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:45:54.594101] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:54.831692] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:54.831853] [INFO ] [CONFIGURE ] BHP: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:45:54.831901] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15878 tests [2025-11-21T06:45:54.831938] [INFO ] [CONFIGURE ] BHP: Testing feature 7/29: add_lag_shelf [2025-11-21T06:45:54.831974] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T06:45:55.066453] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:45:55.290822] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:55.515480] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:55.744850] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:45:55.968549] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:45:56.194718] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:45:56.433974] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:45:56.678819] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:45:56.903184] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:45:57.130513] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:45:57.130878] [INFO ] [CONFIGURE ] BHP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:45:57.130983] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15877 tests [2025-11-21T06:45:57.131067] [INFO ] [CONFIGURE ] BHP: Testing feature 8/29: add_macd [2025-11-21T06:45:57.131177] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T06:45:57.454903] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:45:57.779370] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:45:58.104265] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:45:58.434379] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:45:58.756061] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:45:59.080703] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:45:59.422843] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:45:59.767047] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:00.107726] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:46:00.549854] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:00.550187] [INFO ] [CONFIGURE ] BHP: DISCARDED add_macd (score: 30.00%) [2025-11-21T06:46:00.550419] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15876 tests [2025-11-21T06:46:00.550516] [INFO ] [CONFIGURE ] BHP: Testing feature 9/29: add_mfi [2025-11-21T06:46:00.550596] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T06:46:01.265945] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:01.574967] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:01.853299] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:02.107021] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:02.353919] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:02.605006] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:02.846590] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:03.098391] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:03.368535] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:03.616897] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:03.617215] [INFO ] [CONFIGURE ] BHP: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:46:03.617280] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15875 tests [2025-11-21T06:46:03.617334] [INFO ] [CONFIGURE ] BHP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:46:03.617382] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:46:03.992751] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:46:04.366769] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:04.719590] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:46:05.052821] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:05.394413] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:46:05.750591] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:06.131685] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:06.485285] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:46:06.859983] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:07.209530] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:07.209811] [INFO ] [CONFIGURE ] BHP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:46:07.209873] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15874 tests [2025-11-21T06:46:07.209922] [INFO ] [CONFIGURE ] BHP: Testing feature 11/29: add_obv_daily [2025-11-21T06:46:07.209969] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T06:46:07.456531] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:46:07.757892] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:08.078140] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:08.455675] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:46:08.805302] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:09.095054] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:09.374173] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:09.636675] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:09.913004] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:10.194264] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:10.194515] [INFO ] [CONFIGURE ] BHP: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:46:10.194567] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15873 tests [2025-11-21T06:46:10.194605] [INFO ] [CONFIGURE ] BHP: Testing feature 12/29: add_obv_interval [2025-11-21T06:46:10.194658] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T06:46:10.452355] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:10.708762] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:10.970633] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:11.246531] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:46:11.513799] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:11.796163] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:12.081293] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:12.348181] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:12.622801] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:12.894135] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:12.894362] [INFO ] [CONFIGURE ] BHP: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:46:12.894423] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15872 tests [2025-11-21T06:46:12.894472] [INFO ] [CONFIGURE ] BHP: Testing feature 13/29: add_opening_strength [2025-11-21T06:46:12.894518] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:46:13.173578] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:13.445791] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:13.722807] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:13.986011] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:14.271390] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:14.552518] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:14.832766] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:15.098974] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:15.363923] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:15.634141] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:15.634331] [INFO ] [CONFIGURE ] BHP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:46:15.634394] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15871 tests [2025-11-21T06:46:15.634445] [INFO ] [CONFIGURE ] BHP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:46:15.634490] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T06:46:15.903526] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:46:16.175532] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:16.445129] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:46:16.720251] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:16.989990] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:17.253346] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:17.507538] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:17.761102] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:18.033216] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:18.291260] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:18.291462] [INFO ] [CONFIGURE ] BHP: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:46:18.291522] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15870 tests [2025-11-21T06:46:18.291571] [INFO ] [CONFIGURE ] BHP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:46:18.291614] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T06:46:18.518832] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:18.751233] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:18.988104] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:19.206378] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:46:19.433215] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:19.653420] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:19.893066] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:20.141824] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:20.378547] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:20.632934] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:20.633268] [INFO ] [CONFIGURE ] BHP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:46:20.633392] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15869 tests [2025-11-21T06:46:20.633471] [INFO ] [CONFIGURE ] BHP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:46:20.633590] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T06:46:20.904982] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:21.166873] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:21.430953] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:46:21.695038] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:46:21.948492] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:22.205233] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:22.452675] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:22.705667] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:22.961081] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:23.215389] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:23.215594] [INFO ] [CONFIGURE ] BHP: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:46:23.215669] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15868 tests [2025-11-21T06:46:23.215831] [INFO ] [CONFIGURE ] BHP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:46:23.215872] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T06:46:23.469744] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:23.728411] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:23.981669] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:24.239471] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:46:24.489717] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:24.753122] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:25.018034] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:25.265803] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:25.521720] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:25.775020] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:25.775222] [INFO ] [CONFIGURE ] BHP: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:46:25.775280] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15867 tests [2025-11-21T06:46:25.775329] [INFO ] [CONFIGURE ] BHP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:46:25.775376] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T06:46:25.994725] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:26.190536] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:26.387172] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:46:26.588740] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:46:26.797713] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:27.001363] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:27.205814] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:27.409001] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:27.615584] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:27.818180] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:27.818355] [INFO ] [CONFIGURE ] BHP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:46:27.818403] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15866 tests [2025-11-21T06:46:27.818441] [INFO ] [CONFIGURE ] BHP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:46:27.818476] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T06:46:28.024850] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:28.227408] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:28.433342] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:46:28.642392] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:28.849785] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:29.069967] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:29.313202] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:29.539119] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:29.759546] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:29.976298] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:29.976665] [INFO ] [CONFIGURE ] BHP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:46:29.976795] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15865 tests [2025-11-21T06:46:29.976889] [INFO ] [CONFIGURE ] BHP: Testing feature 20/29: add_price_rejection [2025-11-21T06:46:29.977003] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T06:46:30.194824] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:30.415959] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:30.639490] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:30.867929] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:31.095085] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:46:31.315614] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:31.535943] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:31.762887] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:31.984155] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:32.205005] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:32.205197] [INFO ] [CONFIGURE ] BHP: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:46:32.205403] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15864 tests [2025-11-21T06:46:32.205492] [INFO ] [CONFIGURE ] BHP: Testing feature 21/29: add_range_position [2025-11-21T06:46:32.205543] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T06:46:32.449612] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:32.697243] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:32.943798] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:33.194911] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:33.440726] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:46:33.690664] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:33.946326] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:34.211868] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:46:34.477131] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:34.734995] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:34.735184] [INFO ] [CONFIGURE ] BHP: DISCARDED add_range_position (score: 30.00%) [2025-11-21T06:46:34.735241] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15863 tests [2025-11-21T06:46:34.735279] [INFO ] [CONFIGURE ] BHP: Testing feature 22/29: add_realized_volatility [2025-11-21T06:46:34.735314] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T06:46:35.073876] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:35.425920] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:35.780394] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:36.136556] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:36.500023] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:36.851318] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:37.195004] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:37.555613] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:37.913702] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:38.263116] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:38.263321] [INFO ] [CONFIGURE ] BHP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T06:46:38.263382] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15862 tests [2025-11-21T06:46:38.263432] [INFO ] [CONFIGURE ] BHP: Testing feature 23/29: add_recent_range_context [2025-11-21T06:46:38.263477] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T06:46:38.512001] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:38.743775] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:38.977411] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:39.215435] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:39.433031] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:39.646328] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:39.862660] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:40.082723] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:40.301908] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:40.525433] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:40.525603] [INFO ] [CONFIGURE ] BHP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:46:40.525675] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15861 tests [2025-11-21T06:46:40.525743] [INFO ] [CONFIGURE ] BHP: Testing feature 24/29: add_rsi [2025-11-21T06:46:40.525794] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T06:46:40.796944] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:41.076804] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:41.353018] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:41.624960] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:41.890583] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:46:42.167552] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:42.480510] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:42.791384] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:43.073493] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:43.357601] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:43.357831] [INFO ] [CONFIGURE ] BHP: DISCARDED add_rsi (score: 30.00%) [2025-11-21T06:46:43.357892] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15860 tests [2025-11-21T06:46:43.357942] [INFO ] [CONFIGURE ] BHP: Testing feature 25/29: add_tick_distribution [2025-11-21T06:46:43.357986] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T06:46:43.581404] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:43.813501] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:44.039952] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:46:44.270264] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:46:44.511966] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:44.752034] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:44.971088] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:45.190144] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:45.407247] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:45.633585] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:45.633916] [INFO ] [CONFIGURE ] BHP: KEPT add_tick_distribution (score: 80.00%) [2025-11-21T06:46:45.634022] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15859 tests [2025-11-21T06:46:45.634108] [INFO ] [CONFIGURE ] BHP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:46:45.634212] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T06:46:45.863258] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:46.097530] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:46.351276] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:46.595503] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:46.848570] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:47.094577] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:47.349327] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:47.605455] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:47.880480] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:48.121837] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:48.122011] [INFO ] [CONFIGURE ] BHP: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T06:46:48.122067] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15858 tests [2025-11-21T06:46:48.122120] [INFO ] [CONFIGURE ] BHP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:46:48.122158] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T06:46:48.373302] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:46:48.627740] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:48.876584] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:49.140201] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:49.437349] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:46:49.707939] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:49.987665] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:46:50.291340] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:50.582335] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:50.867829] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:50.868098] [INFO ] [CONFIGURE ] BHP: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T06:46:50.868161] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15857 tests [2025-11-21T06:46:50.868212] [INFO ] [CONFIGURE ] BHP: Testing feature 28/29: add_volume_profile [2025-11-21T06:46:50.868257] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T06:46:51.118407] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:46:51.373792] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:51.647830] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:46:51.931102] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:46:52.201386] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:46:52.465667] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:46:52.718876] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:52.970398] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:46:53.212368] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:53.465354] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:53.465565] [INFO ] [CONFIGURE ] BHP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:46:53.465621] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15856 tests [2025-11-21T06:46:53.465690] [INFO ] [CONFIGURE ] BHP: Testing feature 29/29: add_vwap [2025-11-21T06:46:53.465737] [INFO ] [CONFIGURE ] BHP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_vwap'] [2025-11-21T06:46:53.719887] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:46:53.970893] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:54.213824] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:46:54.450427] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:54.692064] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:46:54.932488] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:55.203487] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:55.493024] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:46:55.840775] [DEBUG] [FORECASTER] BHP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:46:56.129752] [DEBUG] [FORECASTER] BHP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:46:56.130015] [INFO ] [CONFIGURE ] BHP: DISCARDED add_vwap (score: 30.00%) [2025-11-21T06:46:56.130085] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15855 tests [2025-11-21T06:46:56.130138] [INFO ] [CONFIGURE ] BHP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:46:56.130183] [INFO ] [CONFIGURE ] BHP: Best accuracy: 80.00% [2025-11-21T06:46:56.130228] [INFO ] [CONFIGURE ] BHP: Best feature set (2 features): ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T06:46:56.130270] [INFO ] [CONFIGURE ] BHP: Improvement over baseline: 30.00% [2025-11-21T06:46:56.130309] [INFO ] [CONFIGURE ] BHP: Total time: 1.3 minutes [2025-11-21T06:46:56.130348] [INFO ] [CONFIGURE ] BHP: Average time per feature: 2.6 seconds [2025-11-21T06:46:56.130388] [INFO ] [CONFIGURE ] BHP: Average speed: 0.38 features/sec [2025-11-21T06:46:56.131097] [INFO ] [LOCAL ] Saved configuration for BHP: 2 features, 80.00% accuracy -> ./output/feature-sets/BHP.json [2025-11-21T06:46:56.131161] [INFO ] [CONFIGURE ] BHP: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T06:46:56.131211] [INFO ] [sig ] [178/723] Successfully configured BHP | 0.01 sym/s | Total: 4.2h | ETA: 12.9h [2025-11-21T06:46:56.131257] [INFO ] [sig ] [179/723] Configuring BHR... [2025-11-21T06:46:56.131298] [INFO ] [CONFIGURE ] BHR: Configurate test run. [2025-11-21T06:46:56.131338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'. [2025-11-21T06:46:56.182228] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHR'. [2025-11-21T06:46:56.182859] [INFO ] [CONFIGURE ] BHR: Testing with 29 available features [2025-11-21T06:46:56.182942] [INFO ] [CONFIGURE ] BHR: Establishing baseline with no features... [2025-11-21T06:46:56.386147] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:46:56.573128] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:46:56.779383] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:46:56.965513] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:57.143975] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:57.339609] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:57.536337] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:57.716707] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:46:57.906146] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:46:58.094366] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:46:58.094537] [INFO ] [CONFIGURE ] BHR: Baseline score (no features): 20.00% [2025-11-21T06:46:58.094595] [INFO ] [CONFIGURE ] BHR: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:46:58.094662] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:46:58.322593] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:46:58.561462] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:46:58.782753] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:46:59.004797] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:46:59.234502] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:46:59.464395] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:46:59.689348] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:46:59.917509] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:00.159672] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:47:00.384748] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:00.384932] [INFO ] [CONFIGURE ] BHR: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T06:47:00.384982] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15854 tests [2025-11-21T06:47:00.385022] [INFO ] [CONFIGURE ] BHR: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:47:00.385060] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:47:01.311178] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:01.664856] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:47:01.936433] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:02.200746] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:02.440845] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:02.682139] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:02.941432] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:03.213896] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:03.489941] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:03.789773] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:03.789958] [INFO ] [CONFIGURE ] BHR: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T06:47:03.790016] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15853 tests [2025-11-21T06:47:03.790062] [INFO ] [CONFIGURE ] BHR: Testing feature 3/29: add_daily_returns [2025-11-21T06:47:03.790104] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:47:04.028826] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:04.268154] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:04.506228] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:04.745176] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:47:05.005074] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:05.221482] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:05.475894] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:05.729317] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:05.969306] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:47:06.191014] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:47:06.191371] [INFO ] [CONFIGURE ] BHR: DISCARDED add_daily_returns (score: 10.00%) [2025-11-21T06:47:06.191485] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15852 tests [2025-11-21T06:47:06.191543] [INFO ] [CONFIGURE ] BHR: Testing feature 4/29: add_ema [2025-11-21T06:47:06.191671] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:47:06.441700] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:06.697623] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:06.960433] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:07.207762] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:07.459031] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:07.715984] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:08.005291] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:08.314402] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:08.606746] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:08.884894] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:08.885172] [INFO ] [CONFIGURE ] BHR: KEPT add_ema (score: 40.00%) [2025-11-21T06:47:08.885268] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15851 tests [2025-11-21T06:47:08.885320] [INFO ] [CONFIGURE ] BHR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:47:08.885365] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:47:09.214934] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:09.543066] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:09.871902] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:10.195350] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:10.527614] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:47:10.871122] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:11.206885] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:11.533124] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:11.872330] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:12.185669] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:12.185869] [INFO ] [CONFIGURE ] BHR: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T06:47:12.185932] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15850 tests [2025-11-21T06:47:12.185980] [INFO ] [CONFIGURE ] BHR: Testing feature 6/29: add_failed_moves [2025-11-21T06:47:12.186027] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T06:47:12.507119] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:12.859251] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:13.182800] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:13.480269] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:13.782027] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:14.095639] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:14.403678] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:14.711631] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:15.024965] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:15.344575] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:15.344776] [INFO ] [CONFIGURE ] BHR: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T06:47:15.344838] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15849 tests [2025-11-21T06:47:15.344878] [INFO ] [CONFIGURE ] BHR: Testing feature 7/29: add_lag_shelf [2025-11-21T06:47:15.344925] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T06:47:15.670739] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:15.994624] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:16.317434] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:16.645293] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:16.990886] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:17.328796] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:47:17.659752] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:18.003601] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:18.334093] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:18.670056] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:18.670247] [INFO ] [CONFIGURE ] BHR: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:47:18.670308] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15848 tests [2025-11-21T06:47:18.670357] [INFO ] [CONFIGURE ] BHR: Testing feature 8/29: add_macd [2025-11-21T06:47:18.670395] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T06:47:19.070066] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:19.478240] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:19.861937] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:20.267918] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:20.662021] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:21.057778] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:21.450882] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:21.842870] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:47:22.260971] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:22.664121] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:22.664315] [INFO ] [CONFIGURE ] BHR: DISCARDED add_macd (score: 50.00%) [2025-11-21T06:47:22.664374] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15847 tests [2025-11-21T06:47:22.664413] [INFO ] [CONFIGURE ] BHR: Testing feature 9/29: add_mfi [2025-11-21T06:47:22.664460] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T06:47:23.007614] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:23.352588] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:23.698472] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:24.043934] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:24.393068] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:24.735972] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:25.080251] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:25.424982] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:25.765388] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:26.111609] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:26.111834] [INFO ] [CONFIGURE ] BHR: DISCARDED add_mfi (score: 40.00%) [2025-11-21T06:47:26.111894] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15846 tests [2025-11-21T06:47:26.111945] [INFO ] [CONFIGURE ] BHR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:47:26.111988] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:47:26.509375] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:26.912395] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:27.314493] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:27.724895] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:28.153581] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:28.553291] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:28.950666] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:29.347712] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:29.761341] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:30.184021] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:30.184223] [INFO ] [CONFIGURE ] BHR: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T06:47:30.184284] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15845 tests [2025-11-21T06:47:30.184334] [INFO ] [CONFIGURE ] BHR: Testing feature 11/29: add_obv_daily [2025-11-21T06:47:30.184380] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T06:47:30.528359] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:30.862571] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:31.202982] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:31.505147] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:31.855308] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:32.208569] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:47:32.560997] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:32.925100] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:33.283129] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:33.635694] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:33.635979] [INFO ] [CONFIGURE ] BHR: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T06:47:33.636043] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15844 tests [2025-11-21T06:47:33.636102] [INFO ] [CONFIGURE ] BHR: Testing feature 12/29: add_obv_interval [2025-11-21T06:47:33.636156] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T06:47:33.972515] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:34.316140] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:47:34.659562] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:34.993322] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:35.346285] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:35.684451] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:36.019986] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:36.359954] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:36.704541] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:37.039246] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:47:37.039432] [INFO ] [CONFIGURE ] BHR: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T06:47:37.039490] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15843 tests [2025-11-21T06:47:37.039537] [INFO ] [CONFIGURE ] BHR: Testing feature 13/29: add_opening_strength [2025-11-21T06:47:37.039582] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:47:37.393322] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:37.763317] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:38.142823] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:38.484741] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:38.825261] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:47:39.167564] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:39.516846] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:39.884662] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:40.263354] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:47:40.596935] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:40.597296] [INFO ] [CONFIGURE ] BHR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T06:47:40.597361] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15842 tests [2025-11-21T06:47:40.597413] [INFO ] [CONFIGURE ] BHR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:47:40.597461] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T06:47:40.932288] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:41.268356] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:41.615312] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:41.964200] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:42.309564] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:42.634395] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:42.962610] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:43.308344] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:47:43.654264] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:43.997137] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:43.997355] [INFO ] [CONFIGURE ] BHR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:47:43.997415] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15841 tests [2025-11-21T06:47:43.997465] [INFO ] [CONFIGURE ] BHR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:47:43.997509] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T06:47:44.326272] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:44.648384] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:44.960954] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:45.267939] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:45.594271] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:45.916312] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:46.242610] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:46.554855] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:46.865480] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:47.182392] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:47.182579] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T06:47:47.182664] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15840 tests [2025-11-21T06:47:47.182726] [INFO ] [CONFIGURE ] BHR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:47:47.182779] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T06:47:47.499213] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:47.849552] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:48.201672] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:48.604732] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:49.023513] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:49.415629] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:49.715493] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:50.013514] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:50.316734] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:50.620121] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:50.620409] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T06:47:50.620473] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15839 tests [2025-11-21T06:47:50.620523] [INFO ] [CONFIGURE ] BHR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:47:50.620561] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T06:47:50.942487] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:51.262084] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:51.583416] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:51.898011] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:52.227989] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:52.574396] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:52.947345] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:53.312574] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:53.670860] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:54.032116] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:54.032351] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T06:47:54.032414] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15838 tests [2025-11-21T06:47:54.032467] [INFO ] [CONFIGURE ] BHR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:47:54.032513] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T06:47:54.368451] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:54.703854] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:55.039264] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:55.389084] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:55.739086] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:47:56.080186] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:47:56.408187] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:56.740585] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:47:57.076069] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:47:57.414321] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:47:57.414527] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T06:47:57.414789] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15837 tests [2025-11-21T06:47:57.414846] [INFO ] [CONFIGURE ] BHR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:47:57.414901] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T06:47:57.696551] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:47:57.974140] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:47:58.299259] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:47:58.577149] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:47:58.862335] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:47:59.141185] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:47:59.422452] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:47:59.718345] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:48:00.026068] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:00.323584] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:00.323818] [INFO ] [CONFIGURE ] BHR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T06:48:00.323878] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15836 tests [2025-11-21T06:48:00.323926] [INFO ] [CONFIGURE ] BHR: Testing feature 20/29: add_price_rejection [2025-11-21T06:48:00.323971] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T06:48:01.362294] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:01.744150] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:02.066892] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:02.421894] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:02.788420] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:48:03.156221] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:03.522275] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:03.877788] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:48:04.211583] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:04.548799] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:04.548994] [INFO ] [CONFIGURE ] BHR: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:48:04.549055] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15835 tests [2025-11-21T06:48:04.549109] [INFO ] [CONFIGURE ] BHR: Testing feature 21/29: add_range_position [2025-11-21T06:48:04.549184] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T06:48:04.908606] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:05.249721] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:05.585516] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:05.938558] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:06.297566] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:48:06.659579] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:07.039541] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:07.444852] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:48:07.833185] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:08.202742] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:08.203034] [INFO ] [CONFIGURE ] BHR: KEPT add_range_position (score: 60.00%) [2025-11-21T06:48:08.203129] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15834 tests [2025-11-21T06:48:08.203180] [INFO ] [CONFIGURE ] BHR: Testing feature 22/29: add_realized_volatility [2025-11-21T06:48:08.203230] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_realized_volatility'] [2025-11-21T06:48:08.736433] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:09.279743] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:09.799360] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:10.343381] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:10.852771] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:48:11.377057] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:11.886920] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:12.401984] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:48:12.909340] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:13.419295] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:13.419595] [INFO ] [CONFIGURE ] BHR: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:48:13.419691] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15833 tests [2025-11-21T06:48:13.419750] [INFO ] [CONFIGURE ] BHR: Testing feature 23/29: add_recent_range_context [2025-11-21T06:48:13.419805] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_recent_range_context'] [2025-11-21T06:48:13.825882] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:14.240480] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:14.643964] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:15.053077] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:15.431375] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:48:15.846130] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:16.256611] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:16.675426] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:48:17.088722] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:17.511576] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:17.511880] [INFO ] [CONFIGURE ] BHR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:48:17.511948] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15832 tests [2025-11-21T06:48:17.512002] [INFO ] [CONFIGURE ] BHR: Testing feature 24/29: add_rsi [2025-11-21T06:48:17.512054] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_rsi'] [2025-11-21T06:48:17.895053] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:18.270221] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:18.652918] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:19.019958] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:19.384123] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:48:19.753777] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:20.095623] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:20.433589] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:48:20.771155] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:21.114743] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:21.114935] [INFO ] [CONFIGURE ] BHR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:48:21.114994] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15831 tests [2025-11-21T06:48:21.115041] [INFO ] [CONFIGURE ] BHR: Testing feature 25/29: add_tick_distribution [2025-11-21T06:48:21.115085] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_tick_distribution'] [2025-11-21T06:48:21.485256] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:21.840614] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:22.199804] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:22.554966] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:22.906271] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:48:23.270617] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:48:23.615835] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:23.963939] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:48:24.346575] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:24.729678] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:24.729945] [INFO ] [CONFIGURE ] BHR: KEPT add_tick_distribution (score: 70.00%) [2025-11-21T06:48:24.730018] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15830 tests [2025-11-21T06:48:24.730074] [INFO ] [CONFIGURE ] BHR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:48:24.730123] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T06:48:25.114454] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:25.475060] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:25.844339] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:26.215884] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:26.592971] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:48:26.965239] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:27.330172] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:27.713542] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:48:28.086006] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:28.458544] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:28.459232] [INFO ] [CONFIGURE ] BHR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:48:28.459407] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15829 tests [2025-11-21T06:48:28.459503] [INFO ] [CONFIGURE ] BHR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:48:28.459587] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T06:48:28.848796] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:29.242621] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:29.666574] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:30.091967] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:48:30.510865] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:48:30.927837] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:31.339564] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:31.759336] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:48:32.175667] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:32.599475] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:32.599838] [INFO ] [CONFIGURE ] BHR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T06:48:32.599911] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15828 tests [2025-11-21T06:48:32.599969] [INFO ] [CONFIGURE ] BHR: Testing feature 28/29: add_volume_profile [2025-11-21T06:48:32.600018] [INFO ] [CONFIGURE ] BHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T06:48:33.011413] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:48:33.431684] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:33.839817] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:34.255903] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:34.657440] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:48:35.067108] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:35.486690] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:35.944282] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:48:36.442881] [DEBUG] [FORECASTER] BHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:36.852799] [DEBUG] [FORECASTER] BHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:48:36.853023] [INFO ] [CONFIGURE ] BHR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T06:48:36.853086] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15827 tests [2025-11-21T06:48:36.853137] [INFO ] [CONFIGURE ] BHR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:48:36.853179] [INFO ] [CONFIGURE ] BHR: Best accuracy: 70.00% [2025-11-21T06:48:36.853224] [INFO ] [CONFIGURE ] BHR: Best feature set (6 features): ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_tick_distribution'] [2025-11-21T06:48:36.853313] [INFO ] [CONFIGURE ] BHR: Improvement over baseline: 50.00% [2025-11-21T06:48:36.853357] [INFO ] [CONFIGURE ] BHR: Total time: 1.6 minutes [2025-11-21T06:48:36.853395] [INFO ] [CONFIGURE ] BHR: Average time per feature: 3.5 seconds [2025-11-21T06:48:36.853432] [INFO ] [CONFIGURE ] BHR: Average speed: 0.29 features/sec [2025-11-21T06:48:36.853894] [INFO ] [LOCAL ] Saved configuration for BHR: 6 features, 70.00% accuracy -> ./output/feature-sets/BHR.json [2025-11-21T06:48:36.853955] [INFO ] [CONFIGURE ] BHR: Configuration saved successfully: 6 features, 70.00% accuracy. [2025-11-21T06:48:36.854002] [INFO ] [sig ] [179/723] Successfully configured BHR | 0.01 sym/s | Total: 4.2h | ETA: 12.9h [2025-11-21T06:48:36.854047] [INFO ] [sig ] [180/723] Configuring BHVN... [2025-11-21T06:48:36.854087] [INFO ] [CONFIGURE ] BHVN: Configurate test run. [2025-11-21T06:48:36.854127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-11-21T06:48:36.962480] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHVN'. [2025-11-21T06:48:36.962890] [INFO ] [CONFIGURE ] BHVN: Testing with 29 available features [2025-11-21T06:48:36.962950] [INFO ] [CONFIGURE ] BHVN: Establishing baseline with no features... [2025-11-21T06:48:37.126384] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:48:37.289082] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:37.457135] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:37.625260] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:37.790244] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:37.955898] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:48:38.122179] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:38.288817] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:48:38.458488] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:38.627559] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:48:38.627729] [INFO ] [CONFIGURE ] BHVN: Baseline score (no features): 50.00% [2025-11-21T06:48:38.627780] [INFO ] [CONFIGURE ] BHVN: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:48:38.627822] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:48:38.824167] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:48:39.026964] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:48:39.236024] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:48:39.469940] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:39.698258] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:39.922590] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:40.158875] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:48:40.390261] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:48:40.614968] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:40.840513] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:48:40.840717] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:48:40.840812] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15826 tests [2025-11-21T06:48:40.840872] [INFO ] [CONFIGURE ] BHVN: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:48:40.840920] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:48:41.062369] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:48:41.304557] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:48:41.530373] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:41.772413] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:42.004678] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:42.234161] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:42.478620] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:42.717515] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:48:42.953488] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:43.185437] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:43.185616] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:48:43.185685] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15825 tests [2025-11-21T06:48:43.185765] [INFO ] [CONFIGURE ] BHVN: Testing feature 3/29: add_daily_returns [2025-11-21T06:48:43.185812] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_daily_returns'] [2025-11-21T06:48:43.394903] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:48:43.596490] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:48:43.793987] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:44.010098] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:44.225262] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:44.434279] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:44.657576] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:48:44.863389] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:48:45.085930] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:45.299223] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:45.300190] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:48:45.300313] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15824 tests [2025-11-21T06:48:45.300412] [INFO ] [CONFIGURE ] BHVN: Testing feature 4/29: add_ema [2025-11-21T06:48:45.300494] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_ema'] [2025-11-21T06:48:45.535918] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:48:45.774215] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:48:46.015230] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:46.250478] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:48:46.486611] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:46.734666] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:46.975979] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:47.221245] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:48:47.469559] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:47.713763] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:48:47.714138] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_ema (score: 30.00%) [2025-11-21T06:48:47.714244] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15823 tests [2025-11-21T06:48:47.714353] [INFO ] [CONFIGURE ] BHVN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:48:47.714442] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:48:47.958381] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:48:48.200844] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:48:48.442969] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:48.691873] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:48.946557] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:49.193553] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:48:49.440085] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:48:49.689454] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:48:49.939025] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:50.190887] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:48:50.191089] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T06:48:50.191153] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15822 tests [2025-11-21T06:48:50.191220] [INFO ] [CONFIGURE ] BHVN: Testing feature 6/29: add_failed_moves [2025-11-21T06:48:50.191280] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_failed_moves'] [2025-11-21T06:48:50.400322] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:48:50.609519] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:50.817212] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:51.033701] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:51.247327] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:51.456379] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:48:51.670338] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:51.887734] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:48:52.101636] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:48:52.311138] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:48:52.311390] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T06:48:52.311442] [INFO ] [CONFIGURE ] JOB ETA: 12.8h | Avg: 2.9s/test | Remaining: 15821 tests [2025-11-21T06:48:52.311493] [INFO ] [CONFIGURE ] BHVN: Testing feature 7/29: add_lag_shelf [2025-11-21T06:48:52.311532] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_lag_shelf'] [2025-11-21T06:48:52.517269] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:48:52.708597] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:52.900044] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:53.097504] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:53.287320] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:53.484186] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:48:53.714044] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:48:53.915191] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:48:54.119784] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:54.316099] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:48:54.316327] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:48:54.316376] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15820 tests [2025-11-21T06:48:54.316413] [INFO ] [CONFIGURE ] BHVN: Testing feature 8/29: add_macd [2025-11-21T06:48:54.316449] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T06:48:54.611355] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:48:54.908715] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:48:55.202819] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:55.501930] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:55.803136] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:56.120466] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:48:56.416969] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:48:56.720394] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:48:57.016075] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:48:57.314358] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:48:57.314562] [INFO ] [CONFIGURE ] BHVN: KEPT add_macd (score: 70.00%) [2025-11-21T06:48:57.314632] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15819 tests [2025-11-21T06:48:57.314707] [INFO ] [CONFIGURE ] BHVN: Testing feature 9/29: add_mfi [2025-11-21T06:48:57.314751] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T06:48:57.642360] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:48:57.945234] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:48:58.273017] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:48:58.584589] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:48:58.901773] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:48:59.211047] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:48:59.522583] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:48:59.835009] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:00.137483] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:00.452357] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:00.452626] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:49:00.452716] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15818 tests [2025-11-21T06:49:00.452769] [INFO ] [CONFIGURE ] BHVN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:49:00.452813] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:49:01.553613] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:01.938056] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:02.330173] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:02.730830] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:03.118058] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:03.504636] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:03.890196] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:04.270106] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:04.642299] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:05.024383] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:05.024614] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:49:05.024701] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15817 tests [2025-11-21T06:49:05.024754] [INFO ] [CONFIGURE ] BHVN: Testing feature 11/29: add_obv_daily [2025-11-21T06:49:05.024799] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T06:49:05.335520] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:05.653293] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:05.969115] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:06.284340] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:06.581520] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:06.901502] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:49:07.219103] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:07.562352] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:07.902452] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:08.224616] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:08.224862] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:49:08.224925] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15816 tests [2025-11-21T06:49:08.224976] [INFO ] [CONFIGURE ] BHVN: Testing feature 12/29: add_obv_interval [2025-11-21T06:49:08.225020] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T06:49:08.532336] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:08.839716] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:09.147040] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:49:09.458108] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:09.781929] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:10.111405] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:49:10.431735] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:10.751435] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:11.068168] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:11.395339] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:11.395689] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:49:11.395757] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15815 tests [2025-11-21T06:49:11.395808] [INFO ] [CONFIGURE ] BHVN: Testing feature 13/29: add_opening_strength [2025-11-21T06:49:11.395855] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:49:11.734146] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:12.078307] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:12.419974] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:12.766107] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:13.104181] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:49:13.449121] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:13.791551] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:14.145781] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:14.508924] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:14.867925] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:14.868199] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T06:49:14.868294] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15814 tests [2025-11-21T06:49:14.868345] [INFO ] [CONFIGURE ] BHVN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:49:14.868393] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T06:49:15.191986] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:15.522503] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:15.845840] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:16.164120] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:16.436201] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:16.740411] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:17.074596] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:17.408413] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:49:17.740388] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:18.069486] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:18.069752] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:49:18.069873] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15813 tests [2025-11-21T06:49:18.069925] [INFO ] [CONFIGURE ] BHVN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:49:18.069973] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T06:49:18.378905] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:18.684541] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:18.996765] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:19.309767] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:19.629351] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:19.948304] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:20.269817] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:20.589244] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:20.901862] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:21.220880] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:21.221130] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T06:49:21.221196] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15812 tests [2025-11-21T06:49:21.221250] [INFO ] [CONFIGURE ] BHVN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:49:21.221297] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T06:49:21.520415] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:21.824712] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:22.132755] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:22.438575] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:22.754605] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:23.057326] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:49:23.360663] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:23.675862] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:49:23.984041] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:24.305126] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:24.305450] [INFO ] [CONFIGURE ] BHVN: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T06:49:24.305531] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15811 tests [2025-11-21T06:49:24.305587] [INFO ] [CONFIGURE ] BHVN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:49:24.305636] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T06:49:24.632017] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:24.961484] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:25.289194] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:25.623702] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:25.950506] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:26.265463] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:26.581231] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:26.906010] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:27.237210] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:27.587035] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:27.587319] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:49:27.587388] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15810 tests [2025-11-21T06:49:27.587443] [INFO ] [CONFIGURE ] BHVN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:49:27.587494] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T06:49:27.899956] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:28.214056] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:28.530087] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:28.852855] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:29.158308] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:29.467958] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:49:29.789549] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:30.111234] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:30.434997] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:30.756070] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:30.756269] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:49:30.756328] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15809 tests [2025-11-21T06:49:30.756378] [INFO ] [CONFIGURE ] BHVN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:49:30.756423] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T06:49:31.058466] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:31.383444] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:31.703757] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:32.019263] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:32.328392] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:32.653210] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:49:32.963250] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:33.273555] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:33.586433] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:33.898981] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:33.899168] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:49:33.899230] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15808 tests [2025-11-21T06:49:33.899273] [INFO ] [CONFIGURE ] BHVN: Testing feature 20/29: add_price_rejection [2025-11-21T06:49:33.899356] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T06:49:34.223151] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:34.557830] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:34.888792] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:35.228453] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:35.555417] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:35.885039] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:49:36.226254] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:36.561161] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:36.900979] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:37.251517] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:37.251787] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:49:37.251849] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15807 tests [2025-11-21T06:49:37.251904] [INFO ] [CONFIGURE ] BHVN: Testing feature 21/29: add_range_position [2025-11-21T06:49:37.251956] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T06:49:37.610323] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:37.951996] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:38.302591] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:38.652942] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:39.011738] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:39.349094] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:49:39.688516] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:40.029055] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:40.373030] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:40.712531] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:40.712822] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:49:40.712888] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15806 tests [2025-11-21T06:49:40.712977] [INFO ] [CONFIGURE ] BHVN: Testing feature 22/29: add_realized_volatility [2025-11-21T06:49:40.713024] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T06:49:41.143743] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:41.568374] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:41.988247] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:42.414471] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:42.870067] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:43.317358] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:49:43.774461] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:44.246842] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:44.704910] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:45.296438] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:45.296758] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:49:45.296850] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15805 tests [2025-11-21T06:49:45.296903] [INFO ] [CONFIGURE ] BHVN: Testing feature 23/29: add_recent_range_context [2025-11-21T06:49:45.296947] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T06:49:45.610970] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:45.920420] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:46.231012] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:46.560801] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:46.874833] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:47.195964] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:47.523143] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:47.840939] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:48.177587] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:48.506316] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:48.506523] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:49:48.506585] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15804 tests [2025-11-21T06:49:48.506637] [INFO ] [CONFIGURE ] BHVN: Testing feature 24/29: add_rsi [2025-11-21T06:49:48.506707] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T06:49:48.877669] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:49.250104] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:49.626537] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:49.993833] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:50.352532] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:50.712985] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:51.086410] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:51.452295] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:51.817692] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:52.184682] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:52.184869] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_rsi (score: 50.00%) [2025-11-21T06:49:52.184928] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15803 tests [2025-11-21T06:49:52.184977] [INFO ] [CONFIGURE ] BHVN: Testing feature 25/29: add_tick_distribution [2025-11-21T06:49:52.185021] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T06:49:52.504188] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:52.840128] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:49:53.177247] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:53.515142] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:53.842550] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:54.172525] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:54.495727] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:54.822800] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:55.145302] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:55.463543] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:49:55.463755] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T06:49:55.463813] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15802 tests [2025-11-21T06:49:55.463861] [INFO ] [CONFIGURE ] BHVN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:49:55.463904] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T06:49:55.764924] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:56.061723] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:56.342901] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:56.625142] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:49:56.929591] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:49:57.250858] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:49:57.577464] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:49:57.901226] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:49:58.226981] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:49:58.547296] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:49:58.547551] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:49:58.547615] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15801 tests [2025-11-21T06:49:58.547687] [INFO ] [CONFIGURE ] BHVN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:49:58.547736] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T06:49:58.892267] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:49:59.234504] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:49:59.583658] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:49:59.931826] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:00.307454] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:50:00.716835] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:50:01.778678] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:50:02.168239] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:50:02.539014] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:50:02.913086] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:50:02.913325] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T06:50:02.913386] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15800 tests [2025-11-21T06:50:02.913439] [INFO ] [CONFIGURE ] BHVN: Testing feature 28/29: add_volume_profile [2025-11-21T06:50:02.913488] [INFO ] [CONFIGURE ] BHVN: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T06:50:03.254362] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:50:03.592605] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:03.936740] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:50:04.292526] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:04.637748] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:50:04.987044] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:05.330949] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:50:05.671174] [DEBUG] [FORECASTER] BHVN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:50:06.021077] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:50:06.376688] [DEBUG] [FORECASTER] BHVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:50:06.376980] [INFO ] [CONFIGURE ] BHVN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:50:06.377044] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15799 tests [2025-11-21T06:50:06.377096] [INFO ] [CONFIGURE ] BHVN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:50:06.377143] [INFO ] [CONFIGURE ] BHVN: Best accuracy: 80.00% [2025-11-21T06:50:06.377190] [INFO ] [CONFIGURE ] BHVN: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T06:50:06.377234] [INFO ] [CONFIGURE ] BHVN: Improvement over baseline: 30.00% [2025-11-21T06:50:06.377274] [INFO ] [CONFIGURE ] BHVN: Total time: 1.5 minutes [2025-11-21T06:50:06.377316] [INFO ] [CONFIGURE ] BHVN: Average time per feature: 3.1 seconds [2025-11-21T06:50:06.377362] [INFO ] [CONFIGURE ] BHVN: Average speed: 0.33 features/sec [2025-11-21T06:50:06.377785] [INFO ] [LOCAL ] Saved configuration for BHVN: 3 features, 80.00% accuracy -> ./output/feature-sets/BHVN.json [2025-11-21T06:50:06.377885] [INFO ] [CONFIGURE ] BHVN: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T06:50:06.377941] [INFO ] [sig ] [180/723] Successfully configured BHVN | 0.01 sym/s | Total: 4.3h | ETA: 12.9h [2025-11-21T06:50:06.377991] [INFO ] [sig ] [181/723] Configuring BILL... [2025-11-21T06:50:06.378034] [INFO ] [CONFIGURE ] BILL: Configurate test run. [2025-11-21T06:50:06.378078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-11-21T06:50:06.576803] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BILL'. [2025-11-21T06:50:06.577302] [INFO ] [CONFIGURE ] BILL: Testing with 29 available features [2025-11-21T06:50:06.577383] [INFO ] [CONFIGURE ] BILL: Establishing baseline with no features... [2025-11-21T06:50:06.767326] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:06.960050] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:07.148257] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:07.341269] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:07.534142] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:50:07.726075] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:50:07.928740] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:50:08.135628] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:50:08.335255] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:08.541630] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:50:08.541898] [INFO ] [CONFIGURE ] BILL: Baseline score (no features): 50.00% [2025-11-21T06:50:08.541949] [INFO ] [CONFIGURE ] BILL: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:50:08.542012] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:50:08.783797] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:09.037829] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:09.286032] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:09.528678] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:09.761833] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:09.994812] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:10.229575] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:10.471463] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:10.709205] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:10.945253] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:10.945507] [INFO ] [CONFIGURE ] BILL: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T06:50:10.945559] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15798 tests [2025-11-21T06:50:10.945599] [INFO ] [CONFIGURE ] BILL: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:50:10.945635] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:50:11.210398] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:11.475450] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:11.747047] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:12.028551] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:12.269311] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:50:12.525246] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:50:12.809347] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:50:13.088789] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:13.357064] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:13.615311] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:50:13.615561] [INFO ] [CONFIGURE ] BILL: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T06:50:13.615631] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15797 tests [2025-11-21T06:50:13.615706] [INFO ] [CONFIGURE ] BILL: Testing feature 3/29: add_daily_returns [2025-11-21T06:50:13.615754] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:50:13.881588] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:14.099071] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:14.310784] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:14.525238] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:14.734041] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:50:14.980392] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:15.229336] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:50:15.480580] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:15.738791] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:16.001033] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:50:16.001484] [INFO ] [CONFIGURE ] BILL: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T06:50:16.001586] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15796 tests [2025-11-21T06:50:16.001716] [INFO ] [CONFIGURE ] BILL: Testing feature 4/29: add_ema [2025-11-21T06:50:16.001799] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:50:16.286519] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:16.565733] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:16.848752] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:17.131447] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:17.421133] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:17.689260] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:50:17.978584] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:50:18.291476] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:50:18.559767] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:18.826856] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:50:18.827057] [INFO ] [CONFIGURE ] BILL: DISCARDED add_ema (score: 40.00%) [2025-11-21T06:50:18.827119] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15795 tests [2025-11-21T06:50:18.827167] [INFO ] [CONFIGURE ] BILL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:50:18.827212] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:50:19.090637] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:19.346764] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:19.611882] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:19.866099] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:20.139196] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:20.410364] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:20.677774] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:20.936812] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:21.231256] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:21.520711] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:21.521029] [INFO ] [CONFIGURE ] BILL: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:50:21.521099] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15794 tests [2025-11-21T06:50:21.521152] [INFO ] [CONFIGURE ] BILL: Testing feature 6/29: add_failed_moves [2025-11-21T06:50:21.521201] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T06:50:21.766039] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:22.030548] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:22.287204] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:22.534044] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:22.774903] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:23.034252] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:23.277238] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:23.535563] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:23.805834] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:24.067058] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:24.067303] [INFO ] [CONFIGURE ] BILL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:50:24.067354] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15793 tests [2025-11-21T06:50:24.067393] [INFO ] [CONFIGURE ] BILL: Testing feature 7/29: add_lag_shelf [2025-11-21T06:50:24.067429] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T06:50:24.331514] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:24.564503] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:24.797989] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:25.034338] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:25.264632] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:25.490574] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:25.714842] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:50:25.951101] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:50:26.192830] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:26.437852] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:50:26.438094] [INFO ] [CONFIGURE ] BILL: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T06:50:26.438149] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15792 tests [2025-11-21T06:50:26.438195] [INFO ] [CONFIGURE ] BILL: Testing feature 8/29: add_macd [2025-11-21T06:50:26.438289] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T06:50:26.778348] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:27.128053] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:27.470518] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:27.830725] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:28.195845] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:50:28.533045] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:28.886011] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:29.234718] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:29.575806] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:29.914480] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:29.914727] [INFO ] [CONFIGURE ] BILL: KEPT add_macd (score: 80.00%) [2025-11-21T06:50:29.914789] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15791 tests [2025-11-21T06:50:29.914827] [INFO ] [CONFIGURE ] BILL: Testing feature 9/29: add_mfi [2025-11-21T06:50:29.914871] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T06:50:30.263693] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:30.614286] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:30.979002] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:31.326605] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:31.684960] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:32.009800] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:32.369788] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:32.736145] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:33.062673] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:33.382057] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:33.382255] [INFO ] [CONFIGURE ] BILL: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:50:33.382311] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15790 tests [2025-11-21T06:50:33.382354] [INFO ] [CONFIGURE ] BILL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:50:33.382398] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:50:33.752754] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:34.117780] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:34.533526] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:34.911187] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:35.309125] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:35.712486] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:50:36.126982] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:36.527980] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:36.937315] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:37.353058] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:37.353284] [INFO ] [CONFIGURE ] BILL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:50:37.353350] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15789 tests [2025-11-21T06:50:37.353404] [INFO ] [CONFIGURE ] BILL: Testing feature 11/29: add_obv_daily [2025-11-21T06:50:37.353451] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T06:50:37.713023] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:38.063267] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:38.413239] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:50:38.726553] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:39.062372] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:50:39.394974] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:39.731284] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:40.089210] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:40.432267] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:40.784913] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:40.785172] [INFO ] [CONFIGURE ] BILL: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T06:50:40.785235] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15788 tests [2025-11-21T06:50:40.785287] [INFO ] [CONFIGURE ] BILL: Testing feature 12/29: add_obv_interval [2025-11-21T06:50:40.785334] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T06:50:41.133492] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:41.493844] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:41.826010] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:50:42.151029] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:42.505069] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:42.861379] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:43.234182] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:43.635513] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:44.023487] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:44.383227] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:44.383499] [INFO ] [CONFIGURE ] BILL: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T06:50:44.383564] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15787 tests [2025-11-21T06:50:44.383615] [INFO ] [CONFIGURE ] BILL: Testing feature 13/29: add_opening_strength [2025-11-21T06:50:44.383687] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:50:44.778331] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:45.178903] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:45.589211] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:45.978536] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:46.362181] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:46.747763] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:47.136770] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:47.542202] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:47.953399] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:48.319235] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:48.319467] [INFO ] [CONFIGURE ] BILL: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T06:50:48.319529] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15786 tests [2025-11-21T06:50:48.319576] [INFO ] [CONFIGURE ] BILL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:50:48.319614] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T06:50:48.661963] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:48.996151] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:49.324717] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:49.688362] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:50.016519] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:50:50.344252] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:50.677196] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:51.010741] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:51.337233] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:51.666701] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:51.666911] [INFO ] [CONFIGURE ] BILL: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:50:51.666970] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15785 tests [2025-11-21T06:50:51.667015] [INFO ] [CONFIGURE ] BILL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:50:51.667070] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T06:50:51.975079] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:52.276244] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:52.598877] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:52.910573] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:53.226413] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:53.527279] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:53.835308] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:54.138677] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:54.447602] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:54.761255] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:54.761454] [INFO ] [CONFIGURE ] BILL: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:50:54.761512] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15784 tests [2025-11-21T06:50:54.761559] [INFO ] [CONFIGURE ] BILL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:50:54.761605] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T06:50:55.052794] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:55.352934] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:55.655992] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:50:55.978597] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:50:56.292958] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:50:56.631368] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:50:56.962498] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:50:57.269217] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:50:57.609278] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:50:57.943226] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:50:57.943406] [INFO ] [CONFIGURE ] BILL: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:50:57.943463] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15783 tests [2025-11-21T06:50:57.943519] [INFO ] [CONFIGURE ] BILL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:50:57.943563] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T06:50:58.322826] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:50:58.681355] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:50:59.043532] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:50:59.405959] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:50:59.773791] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:00.139344] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:51:00.500347] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:01.573573] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:02.145134] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:02.514407] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:02.514593] [INFO ] [CONFIGURE ] BILL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T06:51:02.514671] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15782 tests [2025-11-21T06:51:02.514717] [INFO ] [CONFIGURE ] BILL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:51:02.514796] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T06:51:02.864429] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:03.209383] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:03.550737] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:03.900901] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:04.256597] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:04.600738] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:04.934124] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:05.288660] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:05.639690] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:05.987034] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:05.987271] [INFO ] [CONFIGURE ] BILL: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:51:05.987418] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15781 tests [2025-11-21T06:51:05.987471] [INFO ] [CONFIGURE ] BILL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:51:05.987528] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T06:51:06.304885] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:06.613831] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:06.929183] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:07.255720] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:07.567033] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:51:07.882511] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:08.196987] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:08.521479] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:08.836807] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:09.153697] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:09.153882] [INFO ] [CONFIGURE ] BILL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T06:51:09.154017] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15780 tests [2025-11-21T06:51:09.154072] [INFO ] [CONFIGURE ] BILL: Testing feature 20/29: add_price_rejection [2025-11-21T06:51:09.154113] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T06:51:09.500389] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:09.847416] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:10.198109] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:10.540918] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:10.890045] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:11.239287] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:11.583959] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:11.939101] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:12.294889] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:12.641265] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:51:12.641467] [INFO ] [CONFIGURE ] BILL: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T06:51:12.641555] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15779 tests [2025-11-21T06:51:12.641603] [INFO ] [CONFIGURE ] BILL: Testing feature 21/29: add_range_position [2025-11-21T06:51:12.641666] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T06:51:12.982743] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:13.334359] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:13.686244] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:51:14.050907] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:14.400528] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:14.758295] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:15.110108] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:15.480798] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:15.835780] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:16.220554] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:16.220790] [INFO ] [CONFIGURE ] BILL: DISCARDED add_range_position (score: 80.00%) [2025-11-21T06:51:16.220851] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15778 tests [2025-11-21T06:51:16.220901] [INFO ] [CONFIGURE ] BILL: Testing feature 22/29: add_realized_volatility [2025-11-21T06:51:16.221020] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T06:51:16.680426] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:17.139572] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:17.600124] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:18.091048] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:18.572395] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:19.044709] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:19.541948] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:20.033758] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:20.495966] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:20.980877] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:20.981132] [INFO ] [CONFIGURE ] BILL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:51:20.981195] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15777 tests [2025-11-21T06:51:20.981249] [INFO ] [CONFIGURE ] BILL: Testing feature 23/29: add_recent_range_context [2025-11-21T06:51:20.981294] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T06:51:21.337597] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:21.696508] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:22.058412] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:22.429828] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:22.806937] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:23.170254] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:23.554838] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:23.926340] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:24.294768] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:24.727451] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:24.727746] [INFO ] [CONFIGURE ] BILL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:51:24.727835] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15776 tests [2025-11-21T06:51:24.727923] [INFO ] [CONFIGURE ] BILL: Testing feature 24/29: add_rsi [2025-11-21T06:51:24.727991] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T06:51:25.192392] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:25.574808] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:25.949722] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:51:26.349313] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:26.760550] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:27.166081] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:27.567528] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:27.963857] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:28.363560] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:28.775379] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:28.775681] [INFO ] [CONFIGURE ] BILL: DISCARDED add_rsi (score: 80.00%) [2025-11-21T06:51:28.775745] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15775 tests [2025-11-21T06:51:28.775795] [INFO ] [CONFIGURE ] BILL: Testing feature 25/29: add_tick_distribution [2025-11-21T06:51:28.775842] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T06:51:29.136145] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:29.475962] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:29.835162] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:30.189557] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:30.541846] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:30.883507] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:31.238458] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:31.586342] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:31.912582] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:32.246680] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:32.246924] [INFO ] [CONFIGURE ] BILL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T06:51:32.246995] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15774 tests [2025-11-21T06:51:32.247045] [INFO ] [CONFIGURE ] BILL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:51:32.247091] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T06:51:32.595074] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:32.940271] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:33.291152] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:33.646518] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:34.001922] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:34.381856] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:51:34.739077] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:35.096186] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:35.452682] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:35.806192] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:35.806372] [INFO ] [CONFIGURE ] BILL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T06:51:35.806433] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15773 tests [2025-11-21T06:51:35.806481] [INFO ] [CONFIGURE ] BILL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:51:35.806526] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T06:51:36.188894] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:36.556886] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:36.917546] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:37.286542] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:37.652609] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:38.021658] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:38.387729] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:38.768707] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:39.161152] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:39.548095] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:39.548308] [INFO ] [CONFIGURE ] BILL: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:51:39.548383] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15772 tests [2025-11-21T06:51:39.548434] [INFO ] [CONFIGURE ] BILL: Testing feature 28/29: add_volume_profile [2025-11-21T06:51:39.548471] [INFO ] [CONFIGURE ] BILL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T06:51:39.889744] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:40.232752] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:40.570035] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:51:40.918375] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:41.257737] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:51:41.592617] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:41.931786] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:51:42.273416] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:42.625056] [DEBUG] [FORECASTER] BILL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:42.969155] [DEBUG] [FORECASTER] BILL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:42.969879] [INFO ] [CONFIGURE ] BILL: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T06:51:42.969946] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15771 tests [2025-11-21T06:51:42.969997] [INFO ] [CONFIGURE ] BILL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:51:42.970042] [INFO ] [CONFIGURE ] BILL: Best accuracy: 80.00% [2025-11-21T06:51:42.970087] [INFO ] [CONFIGURE ] BILL: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T06:51:42.970129] [INFO ] [CONFIGURE ] BILL: Improvement over baseline: 30.00% [2025-11-21T06:51:42.970168] [INFO ] [CONFIGURE ] BILL: Total time: 1.6 minutes [2025-11-21T06:51:42.970208] [INFO ] [CONFIGURE ] BILL: Average time per feature: 3.4 seconds [2025-11-21T06:51:42.970248] [INFO ] [CONFIGURE ] BILL: Average speed: 0.31 features/sec [2025-11-21T06:51:42.970843] [INFO ] [LOCAL ] Saved configuration for BILL: 3 features, 80.00% accuracy -> ./output/feature-sets/BILL.json [2025-11-21T06:51:42.970905] [INFO ] [CONFIGURE ] BILL: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T06:51:42.970958] [INFO ] [sig ] [181/723] Successfully configured BILL | 0.01 sym/s | Total: 4.3h | ETA: 12.9h [2025-11-21T06:51:42.971006] [INFO ] [sig ] [182/723] Configuring BIPC... [2025-11-21T06:51:42.971041] [INFO ] [CONFIGURE ] BIPC: Configurate test run. [2025-11-21T06:51:42.971085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'. [2025-11-21T06:51:43.080618] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIPC'. [2025-11-21T06:51:43.081082] [INFO ] [CONFIGURE ] BIPC: Testing with 29 available features [2025-11-21T06:51:43.081147] [INFO ] [CONFIGURE ] BIPC: Establishing baseline with no features... [2025-11-21T06:51:43.241515] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:51:43.414484] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:43.585160] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:43.751538] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:51:43.922790] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:51:44.097118] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:44.266942] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:51:44.462468] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:44.656260] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:44.850717] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:44.850942] [INFO ] [CONFIGURE ] BIPC: Baseline score (no features): 50.00% [2025-11-21T06:51:44.850994] [INFO ] [CONFIGURE ] BIPC: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:51:44.851105] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:51:45.083635] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:51:45.307420] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:45.532761] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:45.756814] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:51:45.982386] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:51:46.211126] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:51:46.442025] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:51:46.670489] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:46.900020] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:47.135340] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:47.135576] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T06:51:47.135676] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15770 tests [2025-11-21T06:51:47.135755] [INFO ] [CONFIGURE ] BIPC: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:51:47.135803] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:51:47.374037] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:51:47.614982] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:47.869768] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:48.107950] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:51:48.352736] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:51:48.592200] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:48.830824] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:51:49.071174] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:49.311348] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:49.555767] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:49.556017] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T06:51:49.556068] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15769 tests [2025-11-21T06:51:49.556105] [INFO ] [CONFIGURE ] BIPC: Testing feature 3/29: add_daily_returns [2025-11-21T06:51:49.556140] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_daily_returns'] [2025-11-21T06:51:49.769165] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:51:49.974574] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:50.187734] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:50.402121] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:51:50.610624] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:51:50.818518] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:51.028957] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:51:51.241955] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:51.456167] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:51:51.668093] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:51.668535] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:51:51.668663] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15768 tests [2025-11-21T06:51:51.668772] [INFO ] [CONFIGURE ] BIPC: Testing feature 4/29: add_ema [2025-11-21T06:51:51.668854] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_ema'] [2025-11-21T06:51:51.914447] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:51:52.160735] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:52.404240] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:52.647033] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:51:52.891155] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:51:53.134120] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:53.382282] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:51:53.634284] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:53.896315] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:51:54.155228] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:51:54.155732] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_ema (score: 30.00%) [2025-11-21T06:51:54.155870] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15767 tests [2025-11-21T06:51:54.155976] [INFO ] [CONFIGURE ] BIPC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:51:54.156058] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:51:54.397621] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:51:54.650557] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:54.906678] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:51:55.160751] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:55.411887] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:51:55.657092] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:55.902503] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:51:56.138002] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:56.387116] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:51:56.648081] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:51:56.648311] [INFO ] [CONFIGURE ] BIPC: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T06:51:56.648381] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15766 tests [2025-11-21T06:51:56.648430] [INFO ] [CONFIGURE ] BIPC: Testing feature 6/29: add_failed_moves [2025-11-21T06:51:56.648500] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T06:51:56.925872] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:51:57.183106] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:51:57.440204] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:51:57.698291] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:51:57.963167] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:51:58.220728] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:51:58.485748] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:51:58.739227] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:51:58.997959] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:51:59.250818] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:51:59.251016] [INFO ] [CONFIGURE ] BIPC: KEPT add_failed_moves (score: 80.00%) [2025-11-21T06:51:59.251075] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15765 tests [2025-11-21T06:51:59.251122] [INFO ] [CONFIGURE ] BIPC: Testing feature 7/29: add_lag_shelf [2025-11-21T06:51:59.251165] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T06:51:59.509608] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:51:59.772095] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:00.035535] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:52:00.291603] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:00.570181] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:00.839170] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:01.781958] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:02.127708] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:02.377853] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:02.649191] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:02.649421] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:52:02.649475] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15764 tests [2025-11-21T06:52:02.649522] [INFO ] [CONFIGURE ] BIPC: Testing feature 8/29: add_macd [2025-11-21T06:52:02.649560] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T06:52:02.964488] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:03.281668] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:52:03.607425] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:52:03.917138] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:04.248335] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:52:04.579508] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:04.911059] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:05.245938] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:05.596699] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:05.924128] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:05.924458] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_macd (score: 70.00%) [2025-11-21T06:52:05.924527] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15763 tests [2025-11-21T06:52:05.924577] [INFO ] [CONFIGURE ] BIPC: Testing feature 9/29: add_mfi [2025-11-21T06:52:05.924625] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T06:52:06.198519] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:52:06.462983] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:06.732916] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:06.999285] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:07.268945] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:52:07.540991] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:52:07.828892] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:08.099791] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:08.373506] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:08.662175] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:08.662510] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:52:08.662581] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15762 tests [2025-11-21T06:52:08.662636] [INFO ] [CONFIGURE ] BIPC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:52:08.662711] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:52:09.047962] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:09.411235] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:09.790903] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:10.162314] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:10.533561] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:52:10.907793] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:11.282360] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:11.658746] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:12.074313] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:12.489361] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:12.489723] [INFO ] [CONFIGURE ] BIPC: KEPT add_momentum_acceleration (score: 90.00%) [2025-11-21T06:52:12.489797] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15761 tests [2025-11-21T06:52:12.489858] [INFO ] [CONFIGURE ] BIPC: Testing feature 11/29: add_obv_daily [2025-11-21T06:52:12.489915] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T06:52:12.980938] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:52:13.396978] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:13.817318] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:14.208901] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:14.598187] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:15.014423] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:15.428025] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:15.824040] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:16.230052] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:16.618757] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:16.619100] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T06:52:16.619166] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15760 tests [2025-11-21T06:52:16.619224] [INFO ] [CONFIGURE ] BIPC: Testing feature 12/29: add_obv_interval [2025-11-21T06:52:16.619273] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T06:52:16.993603] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:17.369224] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:52:17.742989] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:18.119929] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:18.505542] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:18.898022] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:52:19.257203] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:19.618942] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:19.985239] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:20.383405] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:20.383608] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:52:20.383686] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15759 tests [2025-11-21T06:52:20.383738] [INFO ] [CONFIGURE ] BIPC: Testing feature 13/29: add_opening_strength [2025-11-21T06:52:20.383782] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:52:20.765879] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:52:21.164793] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:52:21.552128] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:21.927299] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:22.284117] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:22.670766] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:52:23.091855] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:52:23.497286] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:23.915943] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:24.329211] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:24.329406] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T06:52:24.329466] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15758 tests [2025-11-21T06:52:24.329517] [INFO ] [CONFIGURE ] BIPC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:52:24.329561] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T06:52:24.707939] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:25.092345] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:25.474523] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:52:25.860828] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:26.252088] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:52:26.628967] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:52:27.019020] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:27.396751] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:27.792853] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:28.196442] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:28.196739] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:52:28.196828] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15757 tests [2025-11-21T06:52:28.196881] [INFO ] [CONFIGURE ] BIPC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:52:28.196929] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T06:52:28.581883] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:28.961116] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:52:29.323598] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:29.691035] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:30.050352] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:30.433821] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:30.810942] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:31.182926] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:31.533553] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:31.897294] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:31.897514] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:52:31.897576] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15756 tests [2025-11-21T06:52:31.897623] [INFO ] [CONFIGURE ] BIPC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:52:31.897689] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T06:52:32.283378] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:32.661563] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:33.035091] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:33.421694] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:33.800177] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:34.182401] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:52:34.562074] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:34.945330] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:35.311854] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:35.689493] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:35.689697] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:52:35.689757] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15755 tests [2025-11-21T06:52:35.689806] [INFO ] [CONFIGURE ] BIPC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:52:35.689853] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T06:52:36.044815] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:36.411172] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:36.773957] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:37.131531] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:37.491553] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:37.854809] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:38.213263] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:38.579298] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:38.950695] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:39.314789] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:39.315218] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T06:52:39.315278] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15754 tests [2025-11-21T06:52:39.315325] [INFO ] [CONFIGURE ] BIPC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:52:39.315373] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T06:52:39.652953] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:52:39.988607] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:40.344152] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:40.692149] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:41.049467] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:52:41.401113] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:41.753278] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:42.090059] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:42.449275] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:42.820726] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:42.820946] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T06:52:42.821012] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15753 tests [2025-11-21T06:52:42.821062] [INFO ] [CONFIGURE ] BIPC: Testing feature 20/29: add_price_rejection [2025-11-21T06:52:42.821109] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T06:52:43.205764] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:43.574411] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:52:43.954598] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:44.369953] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:44.776272] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:45.170988] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:45.567533] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:45.960750] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:46.376211] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:46.779675] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:46.780014] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T06:52:46.780085] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15752 tests [2025-11-21T06:52:46.780138] [INFO ] [CONFIGURE ] BIPC: Testing feature 21/29: add_range_position [2025-11-21T06:52:46.780186] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T06:52:47.188032] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:52:47.580787] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:47.982316] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:48.406329] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:48.831321] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:49.249854] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:49.659734] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:50.073865] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:50.477546] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:50.881354] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:50.881676] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T06:52:50.881831] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15751 tests [2025-11-21T06:52:50.881891] [INFO ] [CONFIGURE ] BIPC: Testing feature 22/29: add_realized_volatility [2025-11-21T06:52:50.881941] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T06:52:51.383102] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:51.853189] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:52:52.350783] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:52.857938] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:53.357297] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:52:53.856639] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:54.376810] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:54.882815] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:55.403960] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:55.888868] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:55.889145] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T06:52:55.889207] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15750 tests [2025-11-21T06:52:55.889258] [INFO ] [CONFIGURE ] BIPC: Testing feature 23/29: add_recent_range_context [2025-11-21T06:52:55.889338] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T06:52:56.245992] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:52:56.609322] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:52:56.973295] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:52:57.367565] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:52:57.735183] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:52:58.095036] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:52:58.454890] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:52:58.822050] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:52:59.212279] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:52:59.616622] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:52:59.617005] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:52:59.617068] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15749 tests [2025-11-21T06:52:59.617117] [INFO ] [CONFIGURE ] BIPC: Testing feature 24/29: add_rsi [2025-11-21T06:52:59.617160] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T06:53:00.025747] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:00.427426] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:00.847806] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:02.221307] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:02.658566] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:53:03.072288] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:03.482357] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:53:03.910405] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:53:04.353070] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:53:04.786013] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:04.786281] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:53:04.786345] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15748 tests [2025-11-21T06:53:04.786398] [INFO ] [CONFIGURE ] BIPC: Testing feature 25/29: add_tick_distribution [2025-11-21T06:53:04.786447] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T06:53:05.153763] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:05.528213] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:05.898163] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:53:06.274217] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:06.638788] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:53:06.997567] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:07.347552] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:53:07.722316] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:53:08.087963] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:53:08.466760] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:08.467088] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T06:53:08.467168] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15747 tests [2025-11-21T06:53:08.467235] [INFO ] [CONFIGURE ] BIPC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:53:08.467299] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T06:53:08.894903] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:09.301961] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:09.692527] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:53:10.076983] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:10.425808] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:53:10.813312] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:11.220462] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:53:11.593086] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:53:11.971076] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:53:12.363752] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:12.363989] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:53:12.364123] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15746 tests [2025-11-21T06:53:12.364178] [INFO ] [CONFIGURE ] BIPC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:53:12.364231] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T06:53:12.758017] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:13.145900] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:13.551938] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:53:13.985584] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:14.387385] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:53:14.778139] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:15.174115] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:53:15.578393] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:53:15.966660] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:53:16.361092] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:16.361282] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:53:16.361344] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15745 tests [2025-11-21T06:53:16.361395] [INFO ] [CONFIGURE ] BIPC: Testing feature 28/29: add_volume_profile [2025-11-21T06:53:16.361431] [INFO ] [CONFIGURE ] BIPC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T06:53:16.743260] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:17.125853] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:17.502904] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:53:17.890596] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:18.279027] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:53:18.654101] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:53:19.031558] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:53:19.394996] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:53:19.761851] [DEBUG] [FORECASTER] BIPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:53:20.143713] [DEBUG] [FORECASTER] BIPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:20.143940] [INFO ] [CONFIGURE ] BIPC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T06:53:20.143999] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15744 tests [2025-11-21T06:53:20.144052] [INFO ] [CONFIGURE ] BIPC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:53:20.144094] [INFO ] [CONFIGURE ] BIPC: Best accuracy: 90.00% [2025-11-21T06:53:20.144138] [INFO ] [CONFIGURE ] BIPC: Best feature set (5 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:53:20.144180] [INFO ] [CONFIGURE ] BIPC: Improvement over baseline: 40.00% [2025-11-21T06:53:20.144220] [INFO ] [CONFIGURE ] BIPC: Total time: 1.6 minutes [2025-11-21T06:53:20.144308] [INFO ] [CONFIGURE ] BIPC: Average time per feature: 3.5 seconds [2025-11-21T06:53:20.144405] [INFO ] [CONFIGURE ] BIPC: Average speed: 0.30 features/sec [2025-11-21T06:53:20.145120] [INFO ] [LOCAL ] Saved configuration for BIPC: 5 features, 90.00% accuracy -> ./output/feature-sets/BIPC.json [2025-11-21T06:53:20.145183] [INFO ] [CONFIGURE ] BIPC: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T06:53:20.145228] [INFO ] [sig ] [182/723] Successfully configured BIPC | 0.01 sym/s | Total: 4.3h | ETA: 12.9h [2025-11-21T06:53:20.145275] [INFO ] [sig ] [183/723] Configuring BIPH... [2025-11-21T06:53:20.145312] [INFO ] [CONFIGURE ] BIPH: Configurate test run. [2025-11-21T06:53:20.145354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-11-21T06:53:20.194941] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIPH'. [2025-11-21T06:53:20.195322] [INFO ] [CONFIGURE ] BIPH: Testing with 29 available features [2025-11-21T06:53:20.195389] [INFO ] [CONFIGURE ] BIPH: Establishing baseline with no features... [2025-11-21T06:53:20.381425] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:20.576155] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:20.790498] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:21.000777] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:21.164639] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:21.325437] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:21.488955] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:53:21.644941] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:53:21.803455] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:21.966271] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:21.966434] [INFO ] [CONFIGURE ] BIPH: Baseline score (no features): 60.00% [2025-11-21T06:53:21.966482] [INFO ] [CONFIGURE ] BIPH: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:53:21.966520] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:53:22.156871] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:22.344914] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:22.537180] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:22.735891] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:22.935216] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:23.131245] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:23.321490] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:23.514270] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:23.715798] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:23.906287] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:23.906457] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T06:53:23.906505] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15743 tests [2025-11-21T06:53:23.906542] [INFO ] [CONFIGURE ] BIPH: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:53:23.906578] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:53:24.097501] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:24.293917] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:24.492940] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:24.692898] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:24.900713] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:53:25.125740] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:25.359406] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:25.590593] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:25.826363] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:26.056637] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:53:26.056925] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:53:26.056974] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15742 tests [2025-11-21T06:53:26.057013] [INFO ] [CONFIGURE ] BIPH: Testing feature 3/29: add_daily_returns [2025-11-21T06:53:26.057048] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns'] [2025-11-21T06:53:26.254226] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:26.454050] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:26.655211] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:26.858232] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:27.059830] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:53:27.263534] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:27.463188] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:27.665752] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:53:27.866094] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:53:28.075319] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:28.075564] [INFO ] [CONFIGURE ] BIPH: KEPT add_daily_returns (score: 70.00%) [2025-11-21T06:53:28.075616] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15741 tests [2025-11-21T06:53:28.075677] [INFO ] [CONFIGURE ] BIPH: Testing feature 4/29: add_ema [2025-11-21T06:53:28.075753] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T06:53:28.323830] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:28.567284] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:28.815455] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:29.057601] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:29.297547] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:29.547363] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:29.796863] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:53:30.043353] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:53:30.297710] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:30.548075] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:30.548343] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_ema (score: 70.00%) [2025-11-21T06:53:30.548402] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15740 tests [2025-11-21T06:53:30.548444] [INFO ] [CONFIGURE ] BIPH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:53:30.548480] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:53:30.814182] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:31.070550] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:31.326280] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:31.598199] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:31.862346] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:32.116934] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:53:32.367909] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:32.621056] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:32.872482] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:33.127758] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:33.128018] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T06:53:33.128086] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15739 tests [2025-11-21T06:53:33.128136] [INFO ] [CONFIGURE ] BIPH: Testing feature 6/29: add_failed_moves [2025-11-21T06:53:33.128185] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T06:53:33.342160] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:33.548793] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:33.768248] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:33.985837] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:34.191346] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:34.390659] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:34.593249] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:53:34.798692] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:53:35.003567] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:53:35.228310] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:35.228581] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:53:35.228633] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15738 tests [2025-11-21T06:53:35.228704] [INFO ] [CONFIGURE ] BIPH: Testing feature 7/29: add_lag_shelf [2025-11-21T06:53:35.228776] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T06:53:35.435516] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:35.642881] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:35.841768] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:36.043441] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:36.248953] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:53:36.452152] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:36.655490] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:36.877218] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:53:37.087455] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:53:37.287795] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:37.288053] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:53:37.288103] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15737 tests [2025-11-21T06:53:37.288143] [INFO ] [CONFIGURE ] BIPH: Testing feature 8/29: add_macd [2025-11-21T06:53:37.288180] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T06:53:37.591028] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:37.890435] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:38.182632] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:38.492203] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:38.812601] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:53:39.132735] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:39.428181] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:39.729114] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:40.025350] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:40.323082] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:53:40.323394] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_macd (score: 40.00%) [2025-11-21T06:53:40.323461] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15736 tests [2025-11-21T06:53:40.323509] [INFO ] [CONFIGURE ] BIPH: Testing feature 9/29: add_mfi [2025-11-21T06:53:40.323553] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T06:53:40.542098] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:40.759991] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:40.980121] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:41.203800] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:41.427429] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:41.651150] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:41.873979] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:53:42.090623] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:42.311118] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:53:42.540284] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:42.540585] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_mfi (score: 60.00%) [2025-11-21T06:53:42.540747] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15735 tests [2025-11-21T06:53:42.540803] [INFO ] [CONFIGURE ] BIPH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:53:42.540849] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:53:42.870785] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:53:43.202437] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:43.510110] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:43.830448] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:53:44.135551] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:44.445765] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:53:44.755786] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:53:45.070360] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:45.378697] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:45.680106] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:53:45.680348] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T06:53:45.680408] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15734 tests [2025-11-21T06:53:45.680555] [INFO ] [CONFIGURE ] BIPH: Testing feature 11/29: add_obv_daily [2025-11-21T06:53:45.680601] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T06:53:45.908203] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:46.132888] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:46.357720] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:46.588367] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:46.819838] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:47.046829] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:53:47.262971] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:47.481161] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:47.695431] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:53:47.912973] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:47.913161] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:53:47.913210] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15733 tests [2025-11-21T06:53:47.913250] [INFO ] [CONFIGURE ] BIPH: Testing feature 12/29: add_obv_interval [2025-11-21T06:53:47.913350] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T06:53:48.119157] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:48.323519] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:48.527120] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:48.735359] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:48.942674] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:49.144023] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:49.342995] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:49.545322] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:49.746814] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:53:49.947567] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:53:49.947770] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T06:53:49.947854] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15732 tests [2025-11-21T06:53:49.947983] [INFO ] [CONFIGURE ] BIPH: Testing feature 13/29: add_opening_strength [2025-11-21T06:53:49.948034] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:53:50.160972] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:50.379909] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:50.595139] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:50.810987] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:51.029337] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:53:51.251111] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:53:51.478511] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:53:51.703034] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:51.938240] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:53:52.165695] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:52.165878] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T06:53:52.165933] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15731 tests [2025-11-21T06:53:52.165980] [INFO ] [CONFIGURE ] BIPH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:53:52.166016] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T06:53:52.394707] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:52.610816] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:52.834184] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:53:53.062530] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:53.279159] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:53.497221] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:53:53.726847] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:53:53.953941] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:53:54.181023] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:54.386862] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:54.387046] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T06:53:54.387102] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15730 tests [2025-11-21T06:53:54.387230] [INFO ] [CONFIGURE ] BIPH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:53:54.387297] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T06:53:54.569054] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:54.748210] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:54.926291] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:55.105466] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:53:55.288343] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:55.469049] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:53:55.652027] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:55.839188] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:56.024159] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:56.239524] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:56.239761] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T06:53:56.239844] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15729 tests [2025-11-21T06:53:56.239896] [INFO ] [CONFIGURE ] BIPH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:53:56.239944] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T06:53:56.458410] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:56.676047] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:53:56.894491] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:53:57.112324] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:57.335750] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:57.555536] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:53:57.774773] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:53:58.024711] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:53:58.261944] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:53:58.494945] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:53:58.495189] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T06:53:58.495246] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15728 tests [2025-11-21T06:53:58.495289] [INFO ] [CONFIGURE ] BIPH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:53:58.495330] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T06:53:58.727690] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:53:58.986342] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:53:59.209956] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:53:59.445958] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:53:59.691048] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:53:59.928676] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:00.222698] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:01.043143] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:01.488189] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:01.727010] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:01.727259] [INFO ] [CONFIGURE ] BIPH: KEPT add_pbf_return_2d (score: 90.00%) [2025-11-21T06:54:01.727360] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15727 tests [2025-11-21T06:54:01.727413] [INFO ] [CONFIGURE ] BIPH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:54:01.727460] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T06:54:01.975370] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:54:02.220688] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:02.460923] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:02.703991] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:02.955324] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:03.206034] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:03.450508] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:03.700432] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:54:03.960319] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:04.223716] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:04.223980] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:54:04.224044] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15726 tests [2025-11-21T06:54:04.224096] [INFO ] [CONFIGURE ] BIPH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:54:04.224145] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T06:54:04.503193] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:54:04.742167] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:54:04.979547] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:05.221023] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:05.460251] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:05.700692] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:05.938288] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:06.175501] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:06.411628] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:06.648406] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:54:06.648665] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:54:06.648727] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15725 tests [2025-11-21T06:54:06.648776] [INFO ] [CONFIGURE ] BIPH: Testing feature 20/29: add_price_rejection [2025-11-21T06:54:06.648822] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T06:54:06.903209] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:54:07.161421] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:07.415635] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:07.676740] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:07.930126] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:08.249401] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:08.574246] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:08.879168] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:09.110147] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:09.369068] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:09.369276] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T06:54:09.369335] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15724 tests [2025-11-21T06:54:09.369383] [INFO ] [CONFIGURE ] BIPH: Testing feature 21/29: add_range_position [2025-11-21T06:54:09.369427] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T06:54:09.631928] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:54:09.891966] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:10.157992] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:54:10.422283] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:10.685412] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:10.955747] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:11.224576] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:11.489715] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:11.756906] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:12.024807] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:12.025002] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_range_position (score: 70.00%) [2025-11-21T06:54:12.025064] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15723 tests [2025-11-21T06:54:12.025113] [INFO ] [CONFIGURE ] BIPH: Testing feature 22/29: add_realized_volatility [2025-11-21T06:54:12.025158] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T06:54:12.374091] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:54:12.728397] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:54:13.088579] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:54:13.428620] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:13.781990] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:14.132270] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:14.483791] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:14.848557] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:15.199274] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:15.588054] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:54:15.588362] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T06:54:15.588444] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15722 tests [2025-11-21T06:54:15.588511] [INFO ] [CONFIGURE ] BIPH: Testing feature 23/29: add_recent_range_context [2025-11-21T06:54:15.588577] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T06:54:15.846030] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:54:16.114001] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:16.377333] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:16.630927] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:16.888930] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:17.143876] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:17.404301] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:17.666801] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:17.930763] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:18.192100] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:18.192376] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T06:54:18.192441] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15721 tests [2025-11-21T06:54:18.192496] [INFO ] [CONFIGURE ] BIPH: Testing feature 24/29: add_rsi [2025-11-21T06:54:18.192545] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T06:54:18.492024] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:54:18.800679] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:54:19.125851] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:19.429265] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:19.734946] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:54:20.043792] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:20.357605] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:54:20.659851] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:54:20.962992] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:21.262230] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:21.262474] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:54:21.262539] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15720 tests [2025-11-21T06:54:21.262594] [INFO ] [CONFIGURE ] BIPH: Testing feature 25/29: add_tick_distribution [2025-11-21T06:54:21.262662] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T06:54:21.514519] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:54:21.774304] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:54:22.041004] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:22.292077] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:22.551073] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:22.802605] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:23.053668] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:23.306938] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:23.560778] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:23.818280] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:23.818503] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:54:23.818567] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15719 tests [2025-11-21T06:54:23.818620] [INFO ] [CONFIGURE ] BIPH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:54:23.818700] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T06:54:24.090765] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:54:24.356142] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:24.632383] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:24.917829] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:25.175450] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:25.453163] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:25.707151] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:25.960739] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:26.223511] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:26.488675] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:26.488913] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T06:54:26.488976] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15718 tests [2025-11-21T06:54:26.489029] [INFO ] [CONFIGURE ] BIPH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:54:26.489077] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T06:54:26.592168] [FATAL] [FORECASTER] Failed to test lookback=11: [06:54:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:26.695408] [FATAL] [FORECASTER] Failed to test lookback=10: [06:54:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:26.799482] [FATAL] [FORECASTER] Failed to test lookback=9: [06:54:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:26.905377] [FATAL] [FORECASTER] Failed to test lookback=8: [06:54:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:27.008750] [FATAL] [FORECASTER] Failed to test lookback=7: [06:54:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:27.112952] [FATAL] [FORECASTER] Failed to test lookback=6: [06:54:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:27.217814] [FATAL] [FORECASTER] Failed to test lookback=5: [06:54:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:27.325372] [FATAL] [FORECASTER] Failed to test lookback=4: [06:54:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:27.435054] [FATAL] [FORECASTER] Failed to test lookback=3: [06:54:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:27.541988] [FATAL] [FORECASTER] Failed to test lookback=2: [06:54:27] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T06:54:27.542281] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T06:54:27.542366] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15717 tests [2025-11-21T06:54:27.542413] [INFO ] [CONFIGURE ] BIPH: Testing feature 28/29: add_volume_profile [2025-11-21T06:54:27.542449] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T06:54:27.810837] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:54:28.085209] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:28.338108] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:28.598540] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:28.854995] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:29.129809] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:29.389454] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:29.648436] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T06:54:29.912768] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:30.164006] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:30.164230] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T06:54:30.164290] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15716 tests [2025-11-21T06:54:30.164338] [INFO ] [CONFIGURE ] BIPH: Testing feature 29/29: add_vwap [2025-11-21T06:54:30.164382] [INFO ] [CONFIGURE ] BIPH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T06:54:30.420503] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:54:30.671398] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:30.921816] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:54:31.168603] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:54:31.423708] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:31.688862] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:31.945612] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:32.206982] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T06:54:32.458876] [DEBUG] [FORECASTER] BIPH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:32.711591] [DEBUG] [FORECASTER] BIPH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:32.711806] [INFO ] [CONFIGURE ] BIPH: DISCARDED add_vwap (score: 50.00%) [2025-11-21T06:54:32.711865] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15715 tests [2025-11-21T06:54:32.711912] [INFO ] [CONFIGURE ] BIPH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:54:32.711953] [INFO ] [CONFIGURE ] BIPH: Best accuracy: 90.00% [2025-11-21T06:54:32.711996] [INFO ] [CONFIGURE ] BIPH: Best feature set (2 features): ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T06:54:32.712036] [INFO ] [CONFIGURE ] BIPH: Improvement over baseline: 30.00% [2025-11-21T06:54:32.712074] [INFO ] [CONFIGURE ] BIPH: Total time: 1.2 minutes [2025-11-21T06:54:32.712111] [INFO ] [CONFIGURE ] BIPH: Average time per feature: 2.4 seconds [2025-11-21T06:54:32.712149] [INFO ] [CONFIGURE ] BIPH: Average speed: 0.41 features/sec [2025-11-21T06:54:32.712680] [INFO ] [LOCAL ] Saved configuration for BIPH: 2 features, 90.00% accuracy -> ./output/feature-sets/BIPH.json [2025-11-21T06:54:32.712741] [INFO ] [CONFIGURE ] BIPH: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T06:54:32.712791] [INFO ] [sig ] [183/723] Successfully configured BIPH | 0.01 sym/s | Total: 4.3h | ETA: 12.8h [2025-11-21T06:54:32.712835] [INFO ] [sig ] [184/723] Configuring BIRK... [2025-11-21T06:54:32.712875] [INFO ] [CONFIGURE ] BIRK: Configurate test run. [2025-11-21T06:54:32.712916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-11-21T06:54:32.787419] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIRK'. [2025-11-21T06:54:32.787834] [INFO ] [CONFIGURE ] BIRK: Testing with 29 available features [2025-11-21T06:54:32.787898] [INFO ] [CONFIGURE ] BIRK: Establishing baseline with no features... [2025-11-21T06:54:32.983278] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:33.161914] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:33.342252] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:33.523324] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:33.708027] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:33.892128] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:34.090934] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:34.281609] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:34.468003] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:34.651092] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:34.651275] [INFO ] [CONFIGURE ] BIRK: Baseline score (no features): 70.00% [2025-11-21T06:54:34.651324] [INFO ] [CONFIGURE ] BIRK: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:54:34.651360] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:54:34.866865] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:35.085030] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:35.306300] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:35.527717] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:35.751049] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:35.972181] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:36.193034] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:36.412546] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:36.632379] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:36.857211] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:36.857423] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T06:54:36.857472] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15714 tests [2025-11-21T06:54:36.857511] [INFO ] [CONFIGURE ] BIRK: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:54:36.857545] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_cumulative_delta'] [2025-11-21T06:54:37.072178] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:37.281785] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:37.494044] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:37.703173] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:37.913413] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:38.122779] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:38.344333] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:54:38.556198] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:38.767247] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:39.005605] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:54:39.006042] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:54:39.006149] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15713 tests [2025-11-21T06:54:39.006264] [INFO ] [CONFIGURE ] BIRK: Testing feature 3/29: add_daily_returns [2025-11-21T06:54:39.006345] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_daily_returns'] [2025-11-21T06:54:39.200481] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:39.411230] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:39.614611] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:39.819277] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:40.020073] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:40.209142] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:40.395235] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:40.583254] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:40.769902] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:40.955428] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:54:40.955611] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:54:40.955678] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15712 tests [2025-11-21T06:54:40.955742] [INFO ] [CONFIGURE ] BIRK: Testing feature 4/29: add_ema [2025-11-21T06:54:40.955789] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_ema'] [2025-11-21T06:54:41.179681] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:41.403608] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:41.619768] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:41.836046] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:42.055207] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:42.271620] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:42.509917] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:42.755788] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:42.998595] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:43.240677] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:43.241018] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:54:43.241121] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15711 tests [2025-11-21T06:54:43.241209] [INFO ] [CONFIGURE ] BIRK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:54:43.241312] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:54:43.489945] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:43.733120] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:43.988764] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:44.244856] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:44.490067] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:54:44.739947] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:44.988187] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:45.234340] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:45.486608] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:45.739116] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:54:45.739358] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T06:54:45.739421] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15710 tests [2025-11-21T06:54:45.739473] [INFO ] [CONFIGURE ] BIRK: Testing feature 6/29: add_failed_moves [2025-11-21T06:54:45.739519] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_failed_moves'] [2025-11-21T06:54:45.945589] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:46.150900] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:46.356148] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:46.562820] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:46.767058] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:46.973018] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:47.172621] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:47.375433] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:47.589547] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:47.796822] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:47.797043] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T06:54:47.797092] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15709 tests [2025-11-21T06:54:47.797131] [INFO ] [CONFIGURE ] BIRK: Testing feature 7/29: add_lag_shelf [2025-11-21T06:54:47.797167] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_lag_shelf'] [2025-11-21T06:54:47.985549] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:48.174113] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:48.366691] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:48.553870] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:48.746178] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:48.943007] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:49.145996] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:49.339689] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:49.536938] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:49.734441] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:49.734671] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:54:49.734748] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15708 tests [2025-11-21T06:54:49.734811] [INFO ] [CONFIGURE ] BIRK: Testing feature 8/29: add_macd [2025-11-21T06:54:49.734874] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T06:54:50.036637] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:50.335502] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:54:50.639067] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:50.952251] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:51.243198] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:54:51.534147] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:54:51.827722] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:54:52.143915] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:52.458199] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:52.779160] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:52.779383] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_macd (score: 20.00%) [2025-11-21T06:54:52.779448] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15707 tests [2025-11-21T06:54:52.779572] [INFO ] [CONFIGURE ] BIRK: Testing feature 9/29: add_mfi [2025-11-21T06:54:52.779635] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_mfi'] [2025-11-21T06:54:52.999416] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:53.219927] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:53.431926] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:54:53.640799] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:53.850108] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:54.065349] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:54.293830] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:54:54.509804] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:54.720240] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:54:54.927992] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:54:54.928213] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:54:54.928261] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15706 tests [2025-11-21T06:54:54.928299] [INFO ] [CONFIGURE ] BIRK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:54:54.928333] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:54:55.220865] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:55.533494] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:54:55.836359] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:54:56.131299] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:56.433268] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:56.725502] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:57.024907] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:54:57.335452] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:57.645504] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:54:57.955701] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:54:57.955908] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T06:54:57.955969] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15705 tests [2025-11-21T06:54:57.956017] [INFO ] [CONFIGURE ] BIRK: Testing feature 11/29: add_obv_daily [2025-11-21T06:54:57.956061] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_obv_daily'] [2025-11-21T06:54:58.177140] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:54:58.395145] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:54:58.609744] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:54:58.828816] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:54:59.057048] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:54:59.298314] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:54:59.520502] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:54:59.756250] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:54:59.973742] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:00.201030] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:00.201414] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T06:55:00.201531] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15704 tests [2025-11-21T06:55:00.201656] [INFO ] [CONFIGURE ] BIRK: Testing feature 12/29: add_obv_interval [2025-11-21T06:55:00.201741] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_obv_interval'] [2025-11-21T06:55:00.452747] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:01.399828] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:55:01.727312] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:01.914305] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:02.136803] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:02.332181] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:02.530337] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:02.724330] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:02.921381] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:55:03.110488] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:03.110857] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T06:55:03.110984] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15703 tests [2025-11-21T06:55:03.111093] [INFO ] [CONFIGURE ] BIRK: Testing feature 13/29: add_opening_strength [2025-11-21T06:55:03.111178] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T06:55:03.322202] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:03.529858] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:55:03.727286] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:55:03.937198] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:55:04.171218] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:04.423424] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:04.643683] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:55:04.860357] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:05.082935] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:05.304506] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:05.304744] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T06:55:05.304865] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15702 tests [2025-11-21T06:55:05.304922] [INFO ] [CONFIGURE ] BIRK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:55:05.304980] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T06:55:05.537146] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:05.778265] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:06.013476] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:55:06.246236] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:06.484519] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:06.741248] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:06.978530] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:55:07.212113] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:07.452300] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:07.687598] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:07.687879] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T06:55:07.687947] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15701 tests [2025-11-21T06:55:07.687998] [INFO ] [CONFIGURE ] BIRK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:55:07.688094] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T06:55:07.900427] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:08.089353] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:08.271854] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:08.462475] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:08.649985] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:08.847310] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:09.039309] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:09.238442] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:09.416337] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:09.596162] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:09.596359] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:55:09.596406] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15700 tests [2025-11-21T06:55:09.596444] [INFO ] [CONFIGURE ] BIRK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:55:09.596479] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T06:55:09.795014] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:10.026012] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:55:10.253386] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:10.471918] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:10.692426] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:10.919080] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:11.154159] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:11.381021] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:11.601603] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:11.834067] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:11.834476] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T06:55:11.834585] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15699 tests [2025-11-21T06:55:11.834717] [INFO ] [CONFIGURE ] BIRK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:55:11.834804] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_pbf_return_2d'] [2025-11-21T06:55:12.058680] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:12.280076] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:12.506863] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:12.735543] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:12.958817] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:55:13.184386] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:13.414063] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:55:13.638528] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:13.865467] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:14.091992] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:14.092207] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T06:55:14.092294] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15698 tests [2025-11-21T06:55:14.092336] [INFO ] [CONFIGURE ] BIRK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:55:14.092373] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T06:55:14.297390] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:55:14.496164] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:55:14.689796] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:14.884575] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:15.083131] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:15.281264] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:15.482862] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:55:15.686134] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:15.894289] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:16.104240] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:55:16.104479] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:55:16.104532] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15697 tests [2025-11-21T06:55:16.104571] [INFO ] [CONFIGURE ] BIRK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:55:16.104607] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T06:55:16.304284] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:16.514065] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:16.724218] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:16.930047] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:17.135765] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:17.338869] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:17.557876] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:17.762936] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:17.995366] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:18.202595] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:18.203022] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:55:18.203127] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15696 tests [2025-11-21T06:55:18.203210] [INFO ] [CONFIGURE ] BIRK: Testing feature 20/29: add_price_rejection [2025-11-21T06:55:18.203315] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_price_rejection'] [2025-11-21T06:55:18.427047] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:18.647553] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:18.866379] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:19.079723] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:19.315204] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:19.535858] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:19.761000] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:19.980661] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:20.209122] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:20.431774] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:20.431987] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:55:20.432038] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15695 tests [2025-11-21T06:55:20.432078] [INFO ] [CONFIGURE ] BIRK: Testing feature 21/29: add_range_position [2025-11-21T06:55:20.432115] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_range_position'] [2025-11-21T06:55:20.675598] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:20.923136] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:21.170308] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:55:21.413874] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:21.658898] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:21.914613] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:22.152922] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:22.386460] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:22.617981] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:22.869497] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:22.869813] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:55:22.869903] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15694 tests [2025-11-21T06:55:22.870003] [INFO ] [CONFIGURE ] BIRK: Testing feature 22/29: add_realized_volatility [2025-11-21T06:55:22.870057] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_realized_volatility'] [2025-11-21T06:55:23.190161] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:23.509662] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:23.854128] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:24.182796] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:24.513074] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:24.834399] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:55:25.155397] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:55:25.477968] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:25.813236] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:55:26.142713] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:55:26.142966] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T06:55:26.143044] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15693 tests [2025-11-21T06:55:26.143102] [INFO ] [CONFIGURE ] BIRK: Testing feature 23/29: add_recent_range_context [2025-11-21T06:55:26.143151] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_recent_range_context'] [2025-11-21T06:55:26.359004] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:26.562978] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:26.770890] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:26.977486] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:27.186603] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:27.397474] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:27.606584] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:55:27.817820] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:28.029709] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:28.324755] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:28.324960] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:55:28.325008] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15692 tests [2025-11-21T06:55:28.325048] [INFO ] [CONFIGURE ] BIRK: Testing feature 24/29: add_rsi [2025-11-21T06:55:28.325085] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T06:55:28.586791] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:28.848738] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:29.110195] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:55:29.366324] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:29.630949] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:29.895520] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:30.156984] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:30.423067] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:30.686067] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:55:30.959108] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:30.959315] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:55:30.959372] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15691 tests [2025-11-21T06:55:30.959420] [INFO ] [CONFIGURE ] BIRK: Testing feature 25/29: add_tick_distribution [2025-11-21T06:55:30.959464] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_tick_distribution'] [2025-11-21T06:55:31.162251] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:31.367069] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:31.574465] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:31.792008] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:31.991047] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:32.195365] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:32.395122] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:32.617195] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:32.841787] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:55:33.048438] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:55:33.048828] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T06:55:33.048934] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15690 tests [2025-11-21T06:55:33.049041] [INFO ] [CONFIGURE ] BIRK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:55:33.049123] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T06:55:33.274817] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:33.500952] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:33.731009] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:33.946375] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:34.159198] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:34.379452] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:55:34.598540] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:55:34.827819] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:35.054724] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:35.290929] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:55:35.291128] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:55:35.291176] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15689 tests [2025-11-21T06:55:35.291215] [INFO ] [CONFIGURE ] BIRK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:55:35.291251] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_volume_price_divergence'] [2025-11-21T06:55:35.528257] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:35.766029] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:35.992302] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:36.222085] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:36.450806] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:36.672800] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:36.898849] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:37.115434] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:37.322007] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:55:37.529417] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:55:37.529617] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:55:37.529685] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15688 tests [2025-11-21T06:55:37.529785] [INFO ] [CONFIGURE ] BIRK: Testing feature 28/29: add_volume_profile [2025-11-21T06:55:37.529843] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_volume_profile'] [2025-11-21T06:55:37.731502] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:37.930399] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:38.130817] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:38.332418] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:38.534136] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:38.739336] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:55:38.940439] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:55:39.152521] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:39.374734] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:55:39.587359] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:39.587551] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T06:55:39.587599] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15687 tests [2025-11-21T06:55:39.587636] [INFO ] [CONFIGURE ] BIRK: Testing feature 29/29: add_vwap [2025-11-21T06:55:39.587719] [INFO ] [CONFIGURE ] BIRK: Testing with features: ['add_vwap'] [2025-11-21T06:55:39.793763] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:39.993633] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:40.192895] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:40.397160] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:40.627743] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:55:40.845789] [DEBUG] [FORECASTER] BIRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:41.061383] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:55:41.278935] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:55:41.479981] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:55:41.685540] [DEBUG] [FORECASTER] BIRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T06:55:41.685775] [INFO ] [CONFIGURE ] BIRK: DISCARDED add_vwap (score: 40.00%) [2025-11-21T06:55:41.685855] [INFO ] [CONFIGURE ] JOB ETA: 12.7h | Avg: 2.9s/test | Remaining: 15686 tests [2025-11-21T06:55:41.685916] [INFO ] [CONFIGURE ] BIRK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:55:41.685960] [INFO ] [CONFIGURE ] BIRK: Best accuracy: 70.00% [2025-11-21T06:55:41.686009] [INFO ] [CONFIGURE ] BIRK: Best feature set (0 features): [] [2025-11-21T06:55:41.686051] [INFO ] [CONFIGURE ] BIRK: Improvement over baseline: 0.00% [2025-11-21T06:55:41.686092] [INFO ] [CONFIGURE ] BIRK: Total time: 1.1 minutes [2025-11-21T06:55:41.686133] [INFO ] [CONFIGURE ] BIRK: Average time per feature: 2.3 seconds [2025-11-21T06:55:41.686174] [INFO ] [CONFIGURE ] BIRK: Average speed: 0.43 features/sec [2025-11-21T06:55:41.686676] [INFO ] [LOCAL ] Saved configuration for BIRK: 0 features, 70.00% accuracy -> ./output/feature-sets/BIRK.json [2025-11-21T06:55:41.686747] [INFO ] [CONFIGURE ] BIRK: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T06:55:41.686821] [INFO ] [sig ] [184/723] Successfully configured BIRK | 0.01 sym/s | Total: 4.4h | ETA: 12.8h [2025-11-21T06:55:41.686871] [INFO ] [sig ] [185/723] Configuring BJ... [2025-11-21T06:55:41.686915] [INFO ] [CONFIGURE ] BJ: Configurate test run. [2025-11-21T06:55:41.686959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-11-21T06:55:41.892466] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BJ'. [2025-11-21T06:55:41.892968] [INFO ] [CONFIGURE ] BJ: Testing with 29 available features [2025-11-21T06:55:41.893045] [INFO ] [CONFIGURE ] BJ: Establishing baseline with no features... [2025-11-21T06:55:42.067821] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:42.245290] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:42.422231] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:55:42.597941] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:42.770465] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:55:42.946282] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:43.129782] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:55:43.301286] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:55:43.475852] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:55:43.657324] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:55:43.657531] [INFO ] [CONFIGURE ] BJ: Baseline score (no features): 40.00% [2025-11-21T06:55:43.657578] [INFO ] [CONFIGURE ] BJ: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:55:43.657616] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:55:43.872717] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:55:44.090168] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:44.320918] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:55:44.530833] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:44.742163] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:55:44.961119] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:45.190967] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:55:45.429685] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:55:45.670504] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:55:45.909189] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:55:45.909602] [INFO ] [CONFIGURE ] BJ: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T06:55:45.909761] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15685 tests [2025-11-21T06:55:45.909899] [INFO ] [CONFIGURE ] BJ: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:55:45.909991] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:55:46.159040] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:46.407582] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:55:46.660982] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:55:46.910296] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:47.162221] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:55:47.408825] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:47.691192] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:55:48.019573] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:55:48.366441] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:55:48.680316] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:55:48.680590] [INFO ] [CONFIGURE ] BJ: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T06:55:48.680681] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15684 tests [2025-11-21T06:55:48.680742] [INFO ] [CONFIGURE ] BJ: Testing feature 3/29: add_daily_returns [2025-11-21T06:55:48.680794] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:55:48.914311] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:49.132809] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:49.363792] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:49.585116] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:49.803505] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:55:50.027433] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:50.249743] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:55:50.470793] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:55:50.703063] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:55:50.946114] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:55:50.946353] [INFO ] [CONFIGURE ] BJ: KEPT add_daily_returns (score: 60.00%) [2025-11-21T06:55:50.946404] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15683 tests [2025-11-21T06:55:50.946443] [INFO ] [CONFIGURE ] BJ: Testing feature 4/29: add_ema [2025-11-21T06:55:50.946480] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T06:55:51.220857] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:51.497623] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:51.772698] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:52.051567] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:52.323594] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:55:52.604449] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:52.869138] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:55:53.129415] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:55:53.432402] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:55:53.717433] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:55:53.717701] [INFO ] [CONFIGURE ] BJ: KEPT add_ema (score: 70.00%) [2025-11-21T06:55:53.717765] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15682 tests [2025-11-21T06:55:53.717821] [INFO ] [CONFIGURE ] BJ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:55:53.717868] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:55:54.047634] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:54.373873] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:55:54.708013] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:55.040384] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:55.350270] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:55:55.650268] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:55.951801] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:55:56.270074] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:55:56.611376] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:55:56.939206] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:55:56.939425] [INFO ] [CONFIGURE ] BJ: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T06:55:56.939563] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15681 tests [2025-11-21T06:55:56.939618] [INFO ] [CONFIGURE ] BJ: Testing feature 6/29: add_failed_moves [2025-11-21T06:55:56.939684] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T06:55:57.208463] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:55:57.483630] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:55:57.753408] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:55:58.032114] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:55:58.322811] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:55:58.616058] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:55:58.898075] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:55:59.175016] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:55:59.457549] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:55:59.732482] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:55:59.732688] [INFO ] [CONFIGURE ] BJ: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:55:59.732748] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15680 tests [2025-11-21T06:55:59.732860] [INFO ] [CONFIGURE ] BJ: Testing feature 7/29: add_lag_shelf [2025-11-21T06:55:59.732905] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T06:55:59.994505] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:00.254629] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:00.520416] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:01.496941] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:01.836352] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:02.108123] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:02.374400] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:02.642104] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:02.912460] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:56:03.185377] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:03.185571] [INFO ] [CONFIGURE ] BJ: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:56:03.185721] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15679 tests [2025-11-21T06:56:03.185773] [INFO ] [CONFIGURE ] BJ: Testing feature 8/29: add_macd [2025-11-21T06:56:03.185850] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T06:56:03.532414] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:03.880058] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:56:04.220981] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:56:04.633868] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:05.022284] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:05.371195] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:05.747592] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:06.126465] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:56:06.499227] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:06.844786] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:56:06.844982] [INFO ] [CONFIGURE ] BJ: DISCARDED add_macd (score: 20.00%) [2025-11-21T06:56:06.845042] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15678 tests [2025-11-21T06:56:06.845115] [INFO ] [CONFIGURE ] BJ: Testing feature 9/29: add_mfi [2025-11-21T06:56:06.845163] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T06:56:07.104623] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:07.387392] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:07.648821] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:07.913784] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:08.194248] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:08.463415] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:08.737449] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:08.999606] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:09.273257] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:56:09.584815] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:09.585060] [INFO ] [CONFIGURE ] BJ: DISCARDED add_mfi (score: 70.00%) [2025-11-21T06:56:09.585122] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15677 tests [2025-11-21T06:56:09.585201] [INFO ] [CONFIGURE ] BJ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:56:09.585248] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:56:09.972183] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:10.324701] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:10.688554] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:11.051535] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:11.411362] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:11.775065] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:12.137500] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:12.518727] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:12.920879] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:13.317546] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:56:13.317967] [INFO ] [CONFIGURE ] BJ: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:56:13.318038] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15676 tests [2025-11-21T06:56:13.318093] [INFO ] [CONFIGURE ] BJ: Testing feature 11/29: add_obv_daily [2025-11-21T06:56:13.318143] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-21T06:56:13.618187] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:13.917264] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:56:14.231135] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:14.543669] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:14.863552] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:15.169127] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:15.468924] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:15.775562] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:16.079961] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:16.379172] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:16.379452] [INFO ] [CONFIGURE ] BJ: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T06:56:16.379550] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15675 tests [2025-11-21T06:56:16.379631] [INFO ] [CONFIGURE ] BJ: Testing feature 12/29: add_obv_interval [2025-11-21T06:56:16.379705] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-21T06:56:16.692140] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:17.022068] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:17.332717] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:17.643340] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:17.949096] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T06:56:18.266623] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:18.579684] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:18.895430] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:19.206551] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:19.538549] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:19.538870] [INFO ] [CONFIGURE ] BJ: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T06:56:19.538962] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15674 tests [2025-11-21T06:56:19.539015] [INFO ] [CONFIGURE ] BJ: Testing feature 13/29: add_opening_strength [2025-11-21T06:56:19.539064] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-21T06:56:19.881624] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:20.207971] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:20.536224] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:56:20.878143] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:56:21.210011] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:21.544036] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:21.872213] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:22.213454] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:22.545821] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:22.897575] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:56:22.897929] [INFO ] [CONFIGURE ] BJ: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:56:22.898000] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15673 tests [2025-11-21T06:56:22.898051] [INFO ] [CONFIGURE ] BJ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:56:22.898098] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T06:56:23.215117] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:23.540294] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:56:23.856433] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:24.178412] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:24.509864] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:24.810521] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:25.158245] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:25.490995] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:25.823634] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:26.173485] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:56:26.174485] [INFO ] [CONFIGURE ] BJ: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T06:56:26.174668] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15672 tests [2025-11-21T06:56:26.174736] [INFO ] [CONFIGURE ] BJ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:56:26.174789] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T06:56:26.463717] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:26.751356] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:27.043193] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:27.343848] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:27.629146] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:27.923777] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:28.209311] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:28.488753] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:28.761248] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:56:29.042440] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:29.042613] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T06:56:29.042689] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15671 tests [2025-11-21T06:56:29.042737] [INFO ] [CONFIGURE ] BJ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:56:29.042779] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T06:56:29.341917] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:29.665709] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:56:29.996229] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:30.346886] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:30.671156] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:30.994152] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:31.313922] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:31.617453] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:31.917582] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:56:32.218827] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:32.219021] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T06:56:32.219081] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15670 tests [2025-11-21T06:56:32.219130] [INFO ] [CONFIGURE ] BJ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:56:32.219216] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T06:56:32.514661] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:56:32.814016] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:33.126441] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:33.432884] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:33.727217] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:34.016419] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:34.316097] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:34.617831] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:34.935722] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:35.259318] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:35.259608] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:56:35.259700] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15669 tests [2025-11-21T06:56:35.259757] [INFO ] [CONFIGURE ] BJ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:56:35.259804] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T06:56:35.551657] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:35.840594] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:56:36.129294] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:36.430477] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:36.724385] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:37.024772] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:37.318167] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:37.619601] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:37.917584] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:56:38.207248] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:38.207451] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T06:56:38.207510] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15668 tests [2025-11-21T06:56:38.207559] [INFO ] [CONFIGURE ] BJ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:56:38.207604] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T06:56:38.493418] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:38.781763] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:39.072289] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:39.367227] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:39.659318] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:39.958402] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:40.257152] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:40.546870] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:40.834591] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:41.127564] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:41.127775] [INFO ] [CONFIGURE ] BJ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T06:56:41.127838] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15667 tests [2025-11-21T06:56:41.127887] [INFO ] [CONFIGURE ] BJ: Testing feature 20/29: add_price_rejection [2025-11-21T06:56:41.127937] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-21T06:56:41.423341] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:41.716473] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:42.010820] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:42.294487] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:42.590890] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:42.887203] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:43.194578] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:43.491929] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:43.798513] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:56:44.096852] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:56:44.097103] [INFO ] [CONFIGURE ] BJ: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:56:44.097164] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15666 tests [2025-11-21T06:56:44.097215] [INFO ] [CONFIGURE ] BJ: Testing feature 21/29: add_range_position [2025-11-21T06:56:44.097258] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-21T06:56:44.417900] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:44.730033] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:45.065482] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:45.404351] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:45.744033] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:46.085536] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:46.424921] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:46.760912] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:47.099883] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:56:47.440169] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:47.440484] [INFO ] [CONFIGURE ] BJ: DISCARDED add_range_position (score: 70.00%) [2025-11-21T06:56:47.440563] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15665 tests [2025-11-21T06:56:47.440630] [INFO ] [CONFIGURE ] BJ: Testing feature 22/29: add_realized_volatility [2025-11-21T06:56:47.440723] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_realized_volatility'] [2025-11-21T06:56:47.867963] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:48.290338] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:48.717292] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:49.143021] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:49.562049] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:49.987597] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:50.391758] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:50.790376] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:51.193246] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:56:51.586255] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:51.586462] [INFO ] [CONFIGURE ] BJ: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T06:56:51.586534] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15664 tests [2025-11-21T06:56:51.586583] [INFO ] [CONFIGURE ] BJ: Testing feature 23/29: add_recent_range_context [2025-11-21T06:56:51.586627] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_recent_range_context'] [2025-11-21T06:56:51.874771] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:52.158425] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:52.439473] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:52.730121] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:53.018364] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:53.300659] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:53.590268] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:53.874710] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:54.162003] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:54.480227] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:56:54.480416] [INFO ] [CONFIGURE ] BJ: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T06:56:54.480482] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15663 tests [2025-11-21T06:56:54.480532] [INFO ] [CONFIGURE ] BJ: Testing feature 24/29: add_rsi [2025-11-21T06:56:54.480614] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T06:56:54.810167] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:56:55.137813] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:56:55.450516] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:55.761981] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:56.067158] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:56.372124] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:56.679132] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:56:56.986531] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:56:57.296544] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:56:57.614984] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:56:57.615177] [INFO ] [CONFIGURE ] BJ: DISCARDED add_rsi (score: 40.00%) [2025-11-21T06:56:57.615235] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15662 tests [2025-11-21T06:56:57.615286] [INFO ] [CONFIGURE ] BJ: Testing feature 25/29: add_tick_distribution [2025-11-21T06:56:57.615329] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_tick_distribution'] [2025-11-21T06:56:57.956905] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:56:58.355086] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:56:58.732599] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:56:59.028185] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:56:59.335133] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:56:59.659768] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:56:59.964713] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:57:00.286900] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:57:00.589777] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:57:01.597707] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:57:01.597995] [INFO ] [CONFIGURE ] BJ: KEPT add_tick_distribution (score: 80.00%) [2025-11-21T06:57:01.598061] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15661 tests [2025-11-21T06:57:01.598123] [INFO ] [CONFIGURE ] BJ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:57:01.598186] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T06:57:02.084027] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:57:02.399942] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:02.712137] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:03.041141] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:57:03.365333] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:57:03.690164] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:04.038135] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:57:04.370901] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:57:04.696737] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:57:05.024056] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:57:05.024295] [INFO ] [CONFIGURE ] BJ: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T06:57:05.024354] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15660 tests [2025-11-21T06:57:05.024401] [INFO ] [CONFIGURE ] BJ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:57:05.024444] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T06:57:05.364269] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:57:05.706475] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:57:06.048376] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:06.382330] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:57:06.726023] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:57:07.066825] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:07.406003] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:57:07.763687] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:57:08.109998] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:57:08.459919] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:57:08.460132] [INFO ] [CONFIGURE ] BJ: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T06:57:08.460192] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15659 tests [2025-11-21T06:57:08.460240] [INFO ] [CONFIGURE ] BJ: Testing feature 28/29: add_volume_profile [2025-11-21T06:57:08.460287] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T06:57:08.786060] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:57:09.087199] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:57:09.390252] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:57:09.695820] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:57:10.023917] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:57:10.336687] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:10.639744] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:57:10.945684] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:57:11.246512] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:57:11.565823] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T06:57:11.566046] [INFO ] [CONFIGURE ] BJ: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T06:57:11.566104] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15658 tests [2025-11-21T06:57:11.566152] [INFO ] [CONFIGURE ] BJ: Testing feature 29/29: add_vwap [2025-11-21T06:57:11.566195] [INFO ] [CONFIGURE ] BJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_tick_distribution', 'add_vwap'] [2025-11-21T06:57:11.872088] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:57:12.175602] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:12.467794] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:12.763902] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:57:13.074957] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:57:13.384442] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:13.702356] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:57:14.026550] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:57:14.359737] [DEBUG] [FORECASTER] BJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:57:14.690127] [DEBUG] [FORECASTER] BJ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T06:57:14.690408] [INFO ] [CONFIGURE ] BJ: DISCARDED add_vwap (score: 50.00%) [2025-11-21T06:57:14.690478] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15657 tests [2025-11-21T06:57:14.690533] [INFO ] [CONFIGURE ] BJ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:57:14.690579] [INFO ] [CONFIGURE ] BJ: Best accuracy: 80.00% [2025-11-21T06:57:14.690625] [INFO ] [CONFIGURE ] BJ: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_tick_distribution'] [2025-11-21T06:57:14.690695] [INFO ] [CONFIGURE ] BJ: Improvement over baseline: 40.00% [2025-11-21T06:57:14.690737] [INFO ] [CONFIGURE ] BJ: Total time: 1.5 minutes [2025-11-21T06:57:14.690777] [INFO ] [CONFIGURE ] BJ: Average time per feature: 3.1 seconds [2025-11-21T06:57:14.690817] [INFO ] [CONFIGURE ] BJ: Average speed: 0.32 features/sec [2025-11-21T06:57:14.691259] [INFO ] [LOCAL ] Saved configuration for BJ: 4 features, 80.00% accuracy -> ./output/feature-sets/BJ.json [2025-11-21T06:57:14.691323] [INFO ] [CONFIGURE ] BJ: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T06:57:14.691377] [INFO ] [sig ] [185/723] Successfully configured BJ | 0.01 sym/s | Total: 4.4h | ETA: 12.8h [2025-11-21T06:57:14.691427] [INFO ] [sig ] [186/723] Configuring BK... [2025-11-21T06:57:14.691470] [INFO ] [CONFIGURE ] BK: Configurate test run. [2025-11-21T06:57:14.691517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-11-21T06:57:14.740087] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BK'. [2025-11-21T06:57:14.740682] [INFO ] [CONFIGURE ] BK: Testing with 29 available features [2025-11-21T06:57:14.740755] [INFO ] [CONFIGURE ] BK: Establishing baseline with no features... [2025-11-21T06:57:14.946851] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:57:15.149500] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:15.356803] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:57:15.555695] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:15.750330] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:15.956308] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:57:16.158741] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:16.355042] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:16.552473] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:16.755513] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:16.755744] [INFO ] [CONFIGURE ] BK: Baseline score (no features): 50.00% [2025-11-21T06:57:16.755830] [INFO ] [CONFIGURE ] BK: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:57:16.755892] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:57:16.987672] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:17.219800] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:17.452322] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:57:17.694892] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:17.933151] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:18.186557] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:18.428748] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:18.672350] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:18.905608] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:19.148579] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:19.148864] [INFO ] [CONFIGURE ] BK: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T06:57:19.148918] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15656 tests [2025-11-21T06:57:19.148962] [INFO ] [CONFIGURE ] BK: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:57:19.149002] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:57:19.420761] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:57:19.698857] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:19.990500] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:20.270984] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:20.544598] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:20.819134] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:57:21.098219] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:21.372992] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:21.644405] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:57:21.923091] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:21.923329] [INFO ] [CONFIGURE ] BK: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T06:57:21.923388] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15655 tests [2025-11-21T06:57:21.923441] [INFO ] [CONFIGURE ] BK: Testing feature 3/29: add_daily_returns [2025-11-21T06:57:21.923487] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:57:22.170155] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:22.413917] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:22.654749] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:22.907413] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:23.148786] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:23.392948] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:23.640854] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:23.893885] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:24.149458] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:24.397921] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:24.398337] [INFO ] [CONFIGURE ] BK: KEPT add_daily_returns (score: 80.00%) [2025-11-21T06:57:24.398445] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15654 tests [2025-11-21T06:57:24.398563] [INFO ] [CONFIGURE ] BK: Testing feature 4/29: add_ema [2025-11-21T06:57:24.398660] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T06:57:24.692938] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:24.988942] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:25.274448] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:57:25.570477] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:25.862411] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:26.160183] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:57:26.452755] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:26.745807] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:27.041553] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:27.337833] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:27.338064] [INFO ] [CONFIGURE ] BK: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:57:27.338125] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15653 tests [2025-11-21T06:57:27.338215] [INFO ] [CONFIGURE ] BK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:57:27.338280] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:57:27.631455] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:57:27.924111] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:28.219306] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:28.514369] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:28.811474] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:29.111474] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:57:29.405933] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:29.705010] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:30.020835] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:30.321514] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:30.321744] [INFO ] [CONFIGURE ] BK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T06:57:30.321806] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15652 tests [2025-11-21T06:57:30.321859] [INFO ] [CONFIGURE ] BK: Testing feature 6/29: add_failed_moves [2025-11-21T06:57:30.321903] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T06:57:30.573781] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:30.821893] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:31.075870] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:31.343893] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:31.611104] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:31.894151] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:32.155702] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:32.409658] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:32.670903] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:32.926393] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:32.926672] [INFO ] [CONFIGURE ] BK: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T06:57:32.926969] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15651 tests [2025-11-21T06:57:32.927079] [INFO ] [CONFIGURE ] BK: Testing feature 7/29: add_lag_shelf [2025-11-21T06:57:32.927161] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T06:57:33.166750] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:33.404880] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:33.646559] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:33.890449] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:34.131916] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:57:34.371203] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:34.615198] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:57:34.859549] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:35.117320] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:35.359342] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:35.359546] [INFO ] [CONFIGURE ] BK: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T06:57:35.359594] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15650 tests [2025-11-21T06:57:35.359632] [INFO ] [CONFIGURE ] BK: Testing feature 8/29: add_macd [2025-11-21T06:57:35.359870] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T06:57:35.698863] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:57:36.030779] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:36.365130] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:36.700178] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:37.036360] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:37.370763] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:57:37.708388] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:57:38.050041] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:38.394563] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:57:38.749767] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:38.749994] [INFO ] [CONFIGURE ] BK: DISCARDED add_macd (score: 40.00%) [2025-11-21T06:57:38.750053] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15649 tests [2025-11-21T06:57:38.750102] [INFO ] [CONFIGURE ] BK: Testing feature 9/29: add_mfi [2025-11-21T06:57:38.750155] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T06:57:39.014582] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:39.271516] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:39.526755] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:39.793688] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:40.072521] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:40.352451] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:40.617907] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:40.882471] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:41.146968] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:41.414131] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:41.414417] [INFO ] [CONFIGURE ] BK: DISCARDED add_mfi (score: 80.00%) [2025-11-21T06:57:41.414483] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15648 tests [2025-11-21T06:57:41.414537] [INFO ] [CONFIGURE ] BK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:57:41.414583] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:57:41.769966] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:42.116633] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:42.469630] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:42.818338] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:43.166309] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:57:43.518971] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:57:43.870308] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:44.239242] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:44.595816] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:44.941022] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:44.941256] [INFO ] [CONFIGURE ] BK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T06:57:44.941316] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15647 tests [2025-11-21T06:57:44.941363] [INFO ] [CONFIGURE ] BK: Testing feature 11/29: add_obv_daily [2025-11-21T06:57:44.941410] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T06:57:45.241442] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:57:45.586354] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:45.887532] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:57:46.196529] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:46.460908] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:46.711365] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:46.968167] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:57:47.227213] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:47.489426] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:47.746601] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:47.746875] [INFO ] [CONFIGURE ] BK: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T06:57:47.747070] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15646 tests [2025-11-21T06:57:47.747217] [INFO ] [CONFIGURE ] BK: Testing feature 12/29: add_obv_interval [2025-11-21T06:57:47.747329] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T06:57:47.979969] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:48.229330] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:57:48.478297] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:48.717606] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:48.963770] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:49.214798] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:57:49.470257] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:57:49.722488] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:49.981969] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:57:50.249903] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:50.250312] [INFO ] [CONFIGURE ] BK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T06:57:50.250379] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15645 tests [2025-11-21T06:57:50.250477] [INFO ] [CONFIGURE ] BK: Testing feature 13/29: add_opening_strength [2025-11-21T06:57:50.250598] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:57:50.517164] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:50.779974] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:51.041431] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:57:51.302168] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:51.565395] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:51.842545] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:52.106435] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:52.372677] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:52.637777] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:52.906436] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:52.906673] [INFO ] [CONFIGURE ] BK: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T06:57:52.906747] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15644 tests [2025-11-21T06:57:52.906843] [INFO ] [CONFIGURE ] BK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:57:52.906897] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T06:57:53.196441] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:53.476847] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:53.764273] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:54.036782] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:54.302727] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:54.561987] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:57:54.820328] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:57:55.093145] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:55.361670] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:55.629767] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:55.629964] [INFO ] [CONFIGURE ] BK: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T06:57:55.630025] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15643 tests [2025-11-21T06:57:55.630063] [INFO ] [CONFIGURE ] BK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:57:55.630098] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T06:57:55.871638] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:56.111842] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:56.354720] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:57:56.599609] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:56.848547] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:57:57.099463] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:57:57.354869] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:57:57.608773] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:57:57.861081] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:57:58.116098] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:57:58.116335] [INFO ] [CONFIGURE ] BK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T06:57:58.116389] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15642 tests [2025-11-21T06:57:58.116431] [INFO ] [CONFIGURE ] BK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:57:58.116469] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T06:57:58.400710] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:57:58.686527] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:57:58.971534] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:57:59.245775] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:57:59.543221] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:57:59.799242] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:00.070593] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:00.345490] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:00.612129] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:00.895979] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:00.896334] [INFO ] [CONFIGURE ] BK: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T06:58:00.896417] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15641 tests [2025-11-21T06:58:00.896589] [INFO ] [CONFIGURE ] BK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:58:00.896680] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T06:58:01.876958] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:02.306373] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:02.586270] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:58:02.861743] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:03.136255] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:03.407364] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:03.681688] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:03.956063] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:04.241482] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:04.519499] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:04.519774] [INFO ] [CONFIGURE ] BK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:58:04.519847] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15640 tests [2025-11-21T06:58:04.519904] [INFO ] [CONFIGURE ] BK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:58:04.519953] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T06:58:04.778955] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:05.044574] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:05.313961] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:58:05.579953] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:05.844189] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:06.105241] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:06.366922] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:06.625805] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:06.878160] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:07.127738] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:07.127933] [INFO ] [CONFIGURE ] BK: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T06:58:07.127982] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15639 tests [2025-11-21T06:58:07.128020] [INFO ] [CONFIGURE ] BK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:58:07.128055] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T06:58:07.371180] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:07.621625] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:07.867666] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:58:08.117060] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:08.367193] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:08.638132] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:08.896578] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:09.181937] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:09.444282] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:09.719259] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:09.719754] [INFO ] [CONFIGURE ] BK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:58:09.719826] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15638 tests [2025-11-21T06:58:09.719888] [INFO ] [CONFIGURE ] BK: Testing feature 20/29: add_price_rejection [2025-11-21T06:58:09.719967] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T06:58:10.001154] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:10.284109] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:10.542443] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:58:10.827638] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:11.105668] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:11.390591] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:11.673372] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T06:58:11.966710] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:12.260179] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:12.549685] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:12.549922] [INFO ] [CONFIGURE ] BK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T06:58:12.549986] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15637 tests [2025-11-21T06:58:12.550037] [INFO ] [CONFIGURE ] BK: Testing feature 21/29: add_range_position [2025-11-21T06:58:12.550113] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T06:58:12.857961] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:13.159887] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:13.450862] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:58:13.745071] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:14.039552] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:14.333964] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:14.633925] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:14.948905] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:15.263999] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:15.594233] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:15.594487] [INFO ] [CONFIGURE ] BK: DISCARDED add_range_position (score: 60.00%) [2025-11-21T06:58:15.594592] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15636 tests [2025-11-21T06:58:15.594669] [INFO ] [CONFIGURE ] BK: Testing feature 22/29: add_realized_volatility [2025-11-21T06:58:15.594723] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T06:58:15.988562] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:16.371776] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:16.742553] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:58:17.134111] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:17.519106] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:17.893182] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:18.268883] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:18.652457] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:19.027361] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:58:19.410117] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:19.410401] [INFO ] [CONFIGURE ] BK: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T06:58:19.410466] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15635 tests [2025-11-21T06:58:19.410520] [INFO ] [CONFIGURE ] BK: Testing feature 23/29: add_recent_range_context [2025-11-21T06:58:19.410570] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T06:58:19.664478] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:19.917071] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:20.168308] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:58:20.437028] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:20.703802] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:58:20.970969] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:21.243661] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:21.511162] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:21.777294] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:22.039543] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:22.039773] [INFO ] [CONFIGURE ] BK: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:58:22.039835] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15634 tests [2025-11-21T06:58:22.039887] [INFO ] [CONFIGURE ] BK: Testing feature 24/29: add_rsi [2025-11-21T06:58:22.039934] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T06:58:22.358425] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:22.673003] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:22.987001] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:58:23.294479] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:23.594166] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:23.898038] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:24.207022] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:24.523254] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:24.833206] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:25.155355] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:25.155598] [INFO ] [CONFIGURE ] BK: DISCARDED add_rsi (score: 70.00%) [2025-11-21T06:58:25.155784] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15633 tests [2025-11-21T06:58:25.155843] [INFO ] [CONFIGURE ] BK: Testing feature 25/29: add_tick_distribution [2025-11-21T06:58:25.155890] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T06:58:25.427477] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T06:58:25.697456] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:25.956912] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:58:26.210528] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:26.463774] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:26.723907] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:26.974686] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:27.232306] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:27.503036] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:58:27.761976] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:27.762192] [INFO ] [CONFIGURE ] BK: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T06:58:27.762241] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15632 tests [2025-11-21T06:58:27.762280] [INFO ] [CONFIGURE ] BK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:58:27.762318] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T06:58:28.026471] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:28.290372] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:28.558494] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:58:28.817063] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:29.073240] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:29.333015] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:29.595249] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:29.861499] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:30.140832] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:30.405858] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:30.406030] [INFO ] [CONFIGURE ] BK: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T06:58:30.406091] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15631 tests [2025-11-21T06:58:30.406141] [INFO ] [CONFIGURE ] BK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:58:30.406184] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T06:58:30.692335] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:30.975603] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:31.259508] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T06:58:31.539809] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:31.825748] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:32.121256] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:32.398845] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:32.676848] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:32.956866] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T06:58:33.237165] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:33.237359] [INFO ] [CONFIGURE ] BK: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T06:58:33.237419] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15630 tests [2025-11-21T06:58:33.237466] [INFO ] [CONFIGURE ] BK: Testing feature 28/29: add_volume_profile [2025-11-21T06:58:33.237509] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T06:58:33.501546] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:33.767007] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:34.048621] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:58:34.322452] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:34.594997] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:58:34.862205] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:35.146093] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:35.415954] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:35.692783] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:58:35.964472] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:35.964753] [INFO ] [CONFIGURE ] BK: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:58:35.964829] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15629 tests [2025-11-21T06:58:35.964887] [INFO ] [CONFIGURE ] BK: Testing feature 29/29: add_vwap [2025-11-21T06:58:35.964933] [INFO ] [CONFIGURE ] BK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T06:58:36.244568] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:58:36.515430] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:36.785359] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T06:58:37.053110] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:37.320067] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T06:58:37.594152] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:37.889811] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T06:58:38.208601] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:38.591143] [DEBUG] [FORECASTER] BK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T06:58:38.915620] [DEBUG] [FORECASTER] BK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:38.915910] [INFO ] [CONFIGURE ] BK: DISCARDED add_vwap (score: 60.00%) [2025-11-21T06:58:38.915988] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15628 tests [2025-11-21T06:58:38.916051] [INFO ] [CONFIGURE ] BK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:58:38.916233] [INFO ] [CONFIGURE ] BK: Best accuracy: 80.00% [2025-11-21T06:58:38.916286] [INFO ] [CONFIGURE ] BK: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:58:38.916325] [INFO ] [CONFIGURE ] BK: Improvement over baseline: 30.00% [2025-11-21T06:58:38.916361] [INFO ] [CONFIGURE ] BK: Total time: 1.4 minutes [2025-11-21T06:58:38.916407] [INFO ] [CONFIGURE ] BK: Average time per feature: 2.8 seconds [2025-11-21T06:58:38.916449] [INFO ] [CONFIGURE ] BK: Average speed: 0.35 features/sec [2025-11-21T06:58:38.917012] [INFO ] [LOCAL ] Saved configuration for BK: 2 features, 80.00% accuracy -> ./output/feature-sets/BK.json [2025-11-21T06:58:38.917088] [INFO ] [CONFIGURE ] BK: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T06:58:38.917150] [INFO ] [sig ] [186/723] Successfully configured BK | 0.01 sym/s | Total: 4.4h | ETA: 12.7h [2025-11-21T06:58:38.917205] [INFO ] [sig ] [187/723] Configuring BKD... [2025-11-21T06:58:38.917257] [INFO ] [CONFIGURE ] BKD: Configurate test run. [2025-11-21T06:58:38.917307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-11-21T06:58:38.995500] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKD'. [2025-11-21T06:58:38.996020] [INFO ] [CONFIGURE ] BKD: Testing with 29 available features [2025-11-21T06:58:38.996088] [INFO ] [CONFIGURE ] BKD: Establishing baseline with no features... [2025-11-21T06:58:39.172468] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:58:39.345109] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:39.527510] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:58:39.712456] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:39.907759] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:58:40.102183] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:40.298535] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:58:40.504674] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:40.703134] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:58:40.905385] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:40.905803] [INFO ] [CONFIGURE ] BKD: Baseline score (no features): 40.00% [2025-11-21T06:58:40.905940] [INFO ] [CONFIGURE ] BKD: Testing feature 1/29: add_bollinger_bands [2025-11-21T06:58:40.906058] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands'] [2025-11-21T06:58:41.145358] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:58:41.383688] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:41.622881] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:58:41.868558] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:42.116348] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:58:42.354861] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:42.597176] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:58:42.850254] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:58:43.101125] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:58:43.343269] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:43.343620] [INFO ] [CONFIGURE ] BKD: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T06:58:43.343694] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15627 tests [2025-11-21T06:58:43.343769] [INFO ] [CONFIGURE ] BKD: Testing feature 2/29: add_cumulative_delta [2025-11-21T06:58:43.343819] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T06:58:43.611864] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:58:43.875164] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:44.145240] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:58:44.428838] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:44.694813] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:58:44.959737] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:45.224969] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:58:45.506489] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:45.798863] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:58:46.066182] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:46.066378] [INFO ] [CONFIGURE ] BKD: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T06:58:46.066435] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15626 tests [2025-11-21T06:58:46.066483] [INFO ] [CONFIGURE ] BKD: Testing feature 3/29: add_daily_returns [2025-11-21T06:58:46.066524] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T06:58:46.310841] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:58:46.557483] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:46.800056] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:58:47.044340] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:47.294611] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:58:47.534478] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:47.777853] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:58:48.023605] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:48.267056] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:58:48.507763] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:48.507960] [INFO ] [CONFIGURE ] BKD: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T06:58:48.508007] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15625 tests [2025-11-21T06:58:48.508045] [INFO ] [CONFIGURE ] BKD: Testing feature 4/29: add_ema [2025-11-21T06:58:48.508080] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T06:58:48.791275] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:58:49.066705] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:49.339437] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:58:49.621050] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:49.896261] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:58:50.177864] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:50.458988] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:58:50.738931] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:58:51.019394] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:58:51.293207] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:51.293446] [INFO ] [CONFIGURE ] BKD: DISCARDED add_ema (score: 60.00%) [2025-11-21T06:58:51.293683] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15624 tests [2025-11-21T06:58:51.293784] [INFO ] [CONFIGURE ] BKD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T06:58:51.293861] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T06:58:51.569707] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:58:51.852387] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:52.127097] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:58:52.407452] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:52.686122] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:58:52.964324] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:58:53.251034] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:58:53.535889] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:58:53.817894] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:58:54.080598] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:54.080817] [INFO ] [CONFIGURE ] BKD: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T06:58:54.080877] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15623 tests [2025-11-21T06:58:54.080923] [INFO ] [CONFIGURE ] BKD: Testing feature 6/29: add_failed_moves [2025-11-21T06:58:54.080966] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T06:58:54.302427] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:58:54.529685] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:54.773113] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:58:55.008551] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:55.246003] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:58:55.488274] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:55.735114] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:58:55.984608] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:56.235784] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:58:56.473454] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:56.473697] [INFO ] [CONFIGURE ] BKD: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T06:58:56.473783] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15622 tests [2025-11-21T06:58:56.473836] [INFO ] [CONFIGURE ] BKD: Testing feature 7/29: add_lag_shelf [2025-11-21T06:58:56.473997] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T06:58:56.699190] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:58:56.924983] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:57.150945] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:58:57.390278] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:58:57.628122] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:58:57.862579] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:58:58.089412] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:58:58.322883] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:58:58.550742] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:58:58.778289] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:58:58.778740] [INFO ] [CONFIGURE ] BKD: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T06:58:58.778854] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15621 tests [2025-11-21T06:58:58.778980] [INFO ] [CONFIGURE ] BKD: Testing feature 8/29: add_macd [2025-11-21T06:58:58.779061] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T06:58:59.100846] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:58:59.420523] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:58:59.745385] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:59:00.067356] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:59:01.398970] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:01.740522] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:59:02.072595] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:02.406036] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:59:02.744288] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:59:03.096609] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:03.096927] [INFO ] [CONFIGURE ] BKD: DISCARDED add_macd (score: 60.00%) [2025-11-21T06:59:03.096993] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15620 tests [2025-11-21T06:59:03.097046] [INFO ] [CONFIGURE ] BKD: Testing feature 9/29: add_mfi [2025-11-21T06:59:03.097087] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T06:59:03.338085] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:03.577798] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:03.818781] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:04.064621] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:04.314322] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:04.561043] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:59:04.805790] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:05.051875] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:59:05.290613] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:05.530460] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:05.530732] [INFO ] [CONFIGURE ] BKD: DISCARDED add_mfi (score: 50.00%) [2025-11-21T06:59:05.530793] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15619 tests [2025-11-21T06:59:05.530845] [INFO ] [CONFIGURE ] BKD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T06:59:05.530888] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T06:59:05.884459] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:59:06.217365] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:06.550875] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:06.877407] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:59:07.205016] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:07.537903] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:07.871785] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:08.220816] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:08.556345] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:08.900237] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:08.900584] [INFO ] [CONFIGURE ] BKD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T06:59:08.900683] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15618 tests [2025-11-21T06:59:08.900740] [INFO ] [CONFIGURE ] BKD: Testing feature 11/29: add_obv_daily [2025-11-21T06:59:08.900785] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T06:59:09.151827] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:59:09.402247] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T06:59:09.646436] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:09.887230] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:59:10.126981] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:10.368681] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:10.610511] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:10.856796] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:11.107856] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:11.361288] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:11.361491] [INFO ] [CONFIGURE ] BKD: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T06:59:11.361541] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15617 tests [2025-11-21T06:59:11.361579] [INFO ] [CONFIGURE ] BKD: Testing feature 12/29: add_obv_interval [2025-11-21T06:59:11.361616] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T06:59:11.595868] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:59:11.826400] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:12.079817] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:59:12.335007] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:59:12.585196] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:12.833565] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:13.087299] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:13.332218] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:59:13.576704] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:13.827757] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:13.827967] [INFO ] [CONFIGURE ] BKD: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T06:59:13.828017] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15616 tests [2025-11-21T06:59:13.828058] [INFO ] [CONFIGURE ] BKD: Testing feature 13/29: add_opening_strength [2025-11-21T06:59:13.828093] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T06:59:14.088303] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:59:14.350112] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:14.607203] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:14.878321] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:15.153887] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:15.421763] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:15.689766] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:59:15.964104] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:16.228664] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:16.499923] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:16.500172] [INFO ] [CONFIGURE ] BKD: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T06:59:16.500247] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15615 tests [2025-11-21T06:59:16.500311] [INFO ] [CONFIGURE ] BKD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T06:59:16.500358] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T06:59:16.757481] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:17.017564] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:17.271673] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:17.526492] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:17.790291] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:18.047955] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:18.310747] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:59:18.569546] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:59:18.832773] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:19.090462] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:19.090752] [INFO ] [CONFIGURE ] BKD: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T06:59:19.090820] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15614 tests [2025-11-21T06:59:19.090869] [INFO ] [CONFIGURE ] BKD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T06:59:19.090912] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T06:59:19.322953] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:19.549314] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:19.784727] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:20.021544] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:59:20.259775] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:20.496389] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:20.737964] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:59:20.982498] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:21.225306] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:59:21.465874] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:21.466082] [INFO ] [CONFIGURE ] BKD: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T06:59:21.466134] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15613 tests [2025-11-21T06:59:21.466171] [INFO ] [CONFIGURE ] BKD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T06:59:21.466209] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T06:59:21.723571] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:21.974170] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:22.232265] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:22.482860] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:22.759240] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:23.032946] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:59:23.297791] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:23.562120] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:23.830166] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:24.085030] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:24.085334] [INFO ] [CONFIGURE ] BKD: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T06:59:24.085658] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15612 tests [2025-11-21T06:59:24.085766] [INFO ] [CONFIGURE ] BKD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T06:59:24.085826] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T06:59:24.361809] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:24.614602] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:24.868606] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:25.136267] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:25.453536] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:25.786214] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:26.096539] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:26.389466] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:59:26.658250] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:59:26.906802] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:26.907032] [INFO ] [CONFIGURE ] BKD: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T06:59:26.907098] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15611 tests [2025-11-21T06:59:26.907152] [INFO ] [CONFIGURE ] BKD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T06:59:26.907196] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T06:59:27.125291] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:27.338915] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:27.551295] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:27.771114] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:27.985898] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:28.196243] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:28.407005] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:28.614322] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:28.825904] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:29.037226] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:29.037398] [INFO ] [CONFIGURE ] BKD: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T06:59:29.037446] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15610 tests [2025-11-21T06:59:29.037484] [INFO ] [CONFIGURE ] BKD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T06:59:29.037519] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T06:59:29.253628] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:59:29.469798] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:29.703444] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:29.932664] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:30.154082] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:30.389598] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:30.628125] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:30.873854] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:31.115502] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:59:31.351421] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:31.351621] [INFO ] [CONFIGURE ] BKD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T06:59:31.351692] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15609 tests [2025-11-21T06:59:31.351782] [INFO ] [CONFIGURE ] BKD: Testing feature 20/29: add_price_rejection [2025-11-21T06:59:31.351845] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T06:59:31.604446] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:31.856873] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:32.110018] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:32.356033] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:32.602489] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:32.869376] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:33.142296] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:59:33.396990] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:33.648964] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:33.900555] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:33.900818] [INFO ] [CONFIGURE ] BKD: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T06:59:33.900883] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15608 tests [2025-11-21T06:59:33.900936] [INFO ] [CONFIGURE ] BKD: Testing feature 21/29: add_range_position [2025-11-21T06:59:33.900982] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T06:59:34.178047] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:34.460503] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:34.732821] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:34.993668] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:35.295896] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:35.566163] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:35.852264] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:36.130688] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:36.406835] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:36.686136] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:36.686370] [INFO ] [CONFIGURE ] BKD: DISCARDED add_range_position (score: 50.00%) [2025-11-21T06:59:36.686436] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15607 tests [2025-11-21T06:59:36.686488] [INFO ] [CONFIGURE ] BKD: Testing feature 22/29: add_realized_volatility [2025-11-21T06:59:36.686540] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T06:59:37.050462] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:37.420456] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:37.797026] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:38.156035] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:59:38.530392] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:38.902757] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:39.269875] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:39.632728] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:39.994921] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:40.355038] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:40.355275] [INFO ] [CONFIGURE ] BKD: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T06:59:40.355341] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15606 tests [2025-11-21T06:59:40.355392] [INFO ] [CONFIGURE ] BKD: Testing feature 23/29: add_recent_range_context [2025-11-21T06:59:40.355447] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T06:59:40.607999] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:40.866746] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:41.119113] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:41.377567] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:41.625690] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:41.883460] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:42.130102] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:42.366326] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:42.617446] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:42.862274] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:42.862475] [INFO ] [CONFIGURE ] BKD: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T06:59:42.862524] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15605 tests [2025-11-21T06:59:42.862563] [INFO ] [CONFIGURE ] BKD: Testing feature 24/29: add_rsi [2025-11-21T06:59:42.862598] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T06:59:43.154097] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:43.444661] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:43.737384] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:44.037731] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:44.342871] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:44.648291] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:44.939891] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:59:45.241013] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:59:45.526350] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T06:59:45.828574] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:45.828777] [INFO ] [CONFIGURE ] BKD: DISCARDED add_rsi (score: 60.00%) [2025-11-21T06:59:45.828838] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15604 tests [2025-11-21T06:59:45.828884] [INFO ] [CONFIGURE ] BKD: Testing feature 25/29: add_tick_distribution [2025-11-21T06:59:45.828927] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T06:59:46.064571] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:46.303407] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:46.536599] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:46.767868] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:47.000731] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:47.241946] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:47.472140] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:47.707430] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:47.949373] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:48.184358] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:48.184621] [INFO ] [CONFIGURE ] BKD: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T06:59:48.184868] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15603 tests [2025-11-21T06:59:48.184968] [INFO ] [CONFIGURE ] BKD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T06:59:48.185044] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T06:59:48.428850] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:48.676492] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:48.948099] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:49.189582] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:49.432228] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:49.678497] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:49.925599] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:50.170703] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:50.413990] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:50.661672] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:50.661882] [INFO ] [CONFIGURE ] BKD: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T06:59:50.661932] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15602 tests [2025-11-21T06:59:50.661970] [INFO ] [CONFIGURE ] BKD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T06:59:50.662004] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T06:59:50.921692] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T06:59:51.175722] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:51.429627] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T06:59:51.689393] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:59:51.965225] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:52.232303] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:52.492449] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:59:52.744177] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T06:59:53.005732] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:53.268555] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:53.268788] [INFO ] [CONFIGURE ] BKD: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T06:59:53.268849] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15601 tests [2025-11-21T06:59:53.268899] [INFO ] [CONFIGURE ] BKD: Testing feature 28/29: add_volume_profile [2025-11-21T06:59:53.268944] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T06:59:53.516731] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:53.777025] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:54.043274] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:59:54.314522] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T06:59:54.576074] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:54.845351] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:55.099728] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T06:59:55.376800] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:59:55.632433] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:55.896427] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:55.896671] [INFO ] [CONFIGURE ] BKD: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T06:59:55.896734] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15600 tests [2025-11-21T06:59:55.896797] [INFO ] [CONFIGURE ] BKD: Testing feature 29/29: add_vwap [2025-11-21T06:59:55.896842] [INFO ] [CONFIGURE ] BKD: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T06:59:56.157865] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T06:59:56.420240] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T06:59:56.683243] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:59:56.945871] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:57.215143] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T06:59:57.476102] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T06:59:57.732730] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T06:59:57.989260] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T06:59:58.261053] [DEBUG] [FORECASTER] BKD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T06:59:58.529844] [DEBUG] [FORECASTER] BKD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T06:59:58.530102] [INFO ] [CONFIGURE ] BKD: DISCARDED add_vwap (score: 60.00%) [2025-11-21T06:59:58.530188] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15599 tests [2025-11-21T06:59:58.530263] [INFO ] [CONFIGURE ] BKD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T06:59:58.530328] [INFO ] [CONFIGURE ] BKD: Best accuracy: 70.00% [2025-11-21T06:59:58.530396] [INFO ] [CONFIGURE ] BKD: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T06:59:58.530460] [INFO ] [CONFIGURE ] BKD: Improvement over baseline: 30.00% [2025-11-21T06:59:58.530547] [INFO ] [CONFIGURE ] BKD: Total time: 1.3 minutes [2025-11-21T06:59:58.530602] [INFO ] [CONFIGURE ] BKD: Average time per feature: 2.7 seconds [2025-11-21T06:59:58.530729] [INFO ] [CONFIGURE ] BKD: Average speed: 0.37 features/sec [2025-11-21T06:59:58.531685] [INFO ] [LOCAL ] Saved configuration for BKD: 1 features, 70.00% accuracy -> ./output/feature-sets/BKD.json [2025-11-21T06:59:58.531766] [INFO ] [CONFIGURE ] BKD: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T06:59:58.531848] [INFO ] [sig ] [187/723] Successfully configured BKD | 0.01 sym/s | Total: 4.4h | ETA: 12.7h [2025-11-21T06:59:58.531915] [INFO ] [sig ] [188/723] Configuring BKKT... [2025-11-21T06:59:58.531972] [INFO ] [CONFIGURE ] BKKT: Configurate test run. [2025-11-21T06:59:58.532031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'. [2025-11-21T06:59:58.618890] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKKT'. [2025-11-21T06:59:58.619293] [INFO ] [CONFIGURE ] BKKT: Testing with 29 available features [2025-11-21T06:59:58.619359] [INFO ] [CONFIGURE ] BKKT: Establishing baseline with no features... [2025-11-21T06:59:58.815032] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T06:59:59.009335] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T06:59:59.206342] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T06:59:59.397982] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T06:59:59.591500] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T06:59:59.785284] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T06:59:59.980073] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:00:00.168162] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:00.955858] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:01.306314] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:01.306731] [INFO ] [CONFIGURE ] BKKT: Baseline score (no features): 60.00% [2025-11-21T07:00:01.306877] [INFO ] [CONFIGURE ] BKKT: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:00:01.307006] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:00:01.684431] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:01.945404] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:02.206030] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:02.439147] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:02.664543] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:02.890559] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:03.129922] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:00:03.372134] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:03.607457] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:03.845930] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:03.846298] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T07:00:03.846411] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15598 tests [2025-11-21T07:00:03.846501] [INFO ] [CONFIGURE ] BKKT: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:00:03.846638] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:00:04.082109] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:04.325302] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:04.570153] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:04.809702] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:00:05.046637] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:00:05.278505] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:05.513820] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:05.770310] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:06.008792] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:06.245211] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:06.245480] [INFO ] [CONFIGURE ] BKKT: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T07:00:06.245551] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15597 tests [2025-11-21T07:00:06.245610] [INFO ] [CONFIGURE ] BKKT: Testing feature 3/29: add_daily_returns [2025-11-21T07:00:06.245717] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:00:06.501727] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:00:06.753135] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:06.998296] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:07.254954] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:00:07.509878] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:00:07.766326] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:08.043814] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:08.299186] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:08.554171] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:08.808064] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:08.808276] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T07:00:08.808327] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15596 tests [2025-11-21T07:00:08.808367] [INFO ] [CONFIGURE ] BKKT: Testing feature 4/29: add_ema [2025-11-21T07:00:08.808403] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T07:00:09.114261] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:00:09.387694] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:09.678704] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:09.980545] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:10.260865] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:10.565435] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:10.868867] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:11.177519] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:11.480669] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:11.788978] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:11.789269] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_ema (score: 60.00%) [2025-11-21T07:00:11.789336] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15595 tests [2025-11-21T07:00:11.789388] [INFO ] [CONFIGURE ] BKKT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:00:11.789440] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:00:12.085177] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:00:12.368906] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:12.652896] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:12.950299] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:00:13.256662] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:00:13.548458] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:00:13.835665] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:14.128233] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:14.436270] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:14.740984] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:14.741240] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:00:14.741306] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15594 tests [2025-11-21T07:00:14.741358] [INFO ] [CONFIGURE ] BKKT: Testing feature 6/29: add_failed_moves [2025-11-21T07:00:14.741406] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T07:00:14.996035] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:15.243027] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:15.495531] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:15.737477] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:00:16.001514] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:00:16.251054] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:16.499853] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:16.747026] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:16.993811] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:17.263370] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:17.263595] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:00:17.263679] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15593 tests [2025-11-21T07:00:17.263735] [INFO ] [CONFIGURE ] BKKT: Testing feature 7/29: add_lag_shelf [2025-11-21T07:00:17.263785] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T07:00:17.503105] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:17.743171] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:17.972906] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:18.217960] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:00:18.452950] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:00:18.689182] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:18.931309] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:19.176072] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:19.399321] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:19.622854] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:19.623217] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:00:19.623332] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15592 tests [2025-11-21T07:00:19.623447] [INFO ] [CONFIGURE ] BKKT: Testing feature 8/29: add_macd [2025-11-21T07:00:19.623530] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T07:00:19.952503] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:20.281935] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:20.621395] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:20.959086] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:21.291442] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:21.620486] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:21.993110] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:22.331809] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:22.676813] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:23.023359] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:23.023678] [INFO ] [CONFIGURE ] BKKT: KEPT add_macd (score: 80.00%) [2025-11-21T07:00:23.023749] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15591 tests [2025-11-21T07:00:23.023802] [INFO ] [CONFIGURE ] BKKT: Testing feature 9/29: add_mfi [2025-11-21T07:00:23.023842] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T07:00:23.381727] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:23.747487] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:24.104219] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:24.455971] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:24.815605] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:25.162406] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:25.511184] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:25.874029] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:26.225543] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:26.587983] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:26.588421] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_mfi (score: 80.00%) [2025-11-21T07:00:26.588607] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15590 tests [2025-11-21T07:00:26.588696] [INFO ] [CONFIGURE ] BKKT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:00:26.588760] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:00:27.012406] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:27.425303] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:27.846927] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:00:28.262522] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:28.679145] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:29.121446] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:29.562320] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:30.001879] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:00:30.443487] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:30.896147] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:30.896373] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T07:00:30.896434] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15589 tests [2025-11-21T07:00:30.896485] [INFO ] [CONFIGURE ] BKKT: Testing feature 11/29: add_obv_daily [2025-11-21T07:00:30.896529] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T07:00:31.258985] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:31.599507] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:31.948865] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:32.295954] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:32.648123] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:33.005966] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:33.345576] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:33.679021] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:34.102709] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:34.608253] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:34.608548] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T07:00:34.608629] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15588 tests [2025-11-21T07:00:34.608722] [INFO ] [CONFIGURE ] BKKT: Testing feature 12/29: add_obv_interval [2025-11-21T07:00:34.608786] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T07:00:34.946115] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:35.260006] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:35.567749] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:35.928735] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:36.280322] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:36.608779] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:36.940768] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:37.273856] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:37.603458] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:37.950150] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:37.950364] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T07:00:37.950426] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15587 tests [2025-11-21T07:00:37.950479] [INFO ] [CONFIGURE ] BKKT: Testing feature 13/29: add_opening_strength [2025-11-21T07:00:37.950516] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:00:38.355730] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:38.740551] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:39.139052] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:39.517618] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:39.891999] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:40.268343] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:40.655913] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:41.047708] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:41.425520] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:41.803855] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:41.804098] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T07:00:41.804157] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15586 tests [2025-11-21T07:00:41.804207] [INFO ] [CONFIGURE ] BKKT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:00:41.804250] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T07:00:42.183744] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:00:42.556108] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:42.922495] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:43.296324] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:43.663167] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:44.044998] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:44.420296] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:44.789987] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:45.155596] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:45.531820] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:45.532018] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T07:00:45.532077] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15585 tests [2025-11-21T07:00:45.532173] [INFO ] [CONFIGURE ] BKKT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:00:45.532220] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T07:00:45.887959] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:00:46.235680] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:46.602881] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:00:46.955342] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:47.322962] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:47.666854] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:48.002817] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:48.361146] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:48.703701] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:49.071749] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:49.071958] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:00:49.072021] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15584 tests [2025-11-21T07:00:49.072077] [INFO ] [CONFIGURE ] BKKT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:00:49.072122] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T07:00:49.423876] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:00:49.788705] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:50.159166] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:50.510449] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:50.865397] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:51.239109] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:51.587221] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:51.950795] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:52.313111] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:52.686904] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:52.687143] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T07:00:52.687204] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15583 tests [2025-11-21T07:00:52.687259] [INFO ] [CONFIGURE ] BKKT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:00:52.687305] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T07:00:53.053112] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:53.420682] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:53.805910] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:00:54.175776] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:54.545250] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:54.912712] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:55.247796] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:55.595176] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:55.959426] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:56.319318] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:56.319530] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T07:00:56.319590] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15582 tests [2025-11-21T07:00:56.319638] [INFO ] [CONFIGURE ] BKKT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:00:56.319712] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T07:00:56.672761] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:00:57.020064] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:00:57.386901] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:00:57.738355] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:00:58.077160] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:00:58.418544] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:00:58.747246] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:00:59.087319] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:00:59.417735] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:00:59.756935] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:00:59.757170] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T07:00:59.757232] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15581 tests [2025-11-21T07:00:59.757281] [INFO ] [CONFIGURE ] BKKT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:00:59.757326] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T07:01:00.090006] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:00.427298] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:01.597718] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:01.945843] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:02.293112] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:02.630839] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:02.993207] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:03.331195] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:03.660489] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:03.999507] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:03.999768] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:01:03.999831] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15580 tests [2025-11-21T07:01:03.999879] [INFO ] [CONFIGURE ] BKKT: Testing feature 20/29: add_price_rejection [2025-11-21T07:01:03.999948] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T07:01:04.382144] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:04.730382] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:05.088164] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:05.479034] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:05.874391] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:06.281286] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:06.672941] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:01:07.049795] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:07.431002] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:07.824467] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:07.824745] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T07:01:07.824811] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15579 tests [2025-11-21T07:01:07.824864] [INFO ] [CONFIGURE ] BKKT: Testing feature 21/29: add_range_position [2025-11-21T07:01:07.824919] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T07:01:08.186521] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:08.550375] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:08.912745] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:09.277322] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:09.627823] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:10.007817] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:01:10.378299] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:01:10.750325] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:11.130534] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:11.495167] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:11.495398] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T07:01:11.495459] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15578 tests [2025-11-21T07:01:11.495506] [INFO ] [CONFIGURE ] BKKT: Testing feature 22/29: add_realized_volatility [2025-11-21T07:01:11.495556] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T07:01:11.950069] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:12.389121] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:12.831821] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:13.258506] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:13.693823] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:01:14.128403] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:14.579707] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:01:15.032501] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:15.489429] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:15.962300] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:15.962561] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:01:15.962625] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15577 tests [2025-11-21T07:01:15.962699] [INFO ] [CONFIGURE ] BKKT: Testing feature 23/29: add_recent_range_context [2025-11-21T07:01:15.962747] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T07:01:16.324661] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:16.689385] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:17.057920] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:17.416916] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:17.783105] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:18.145055] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:18.516844] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:18.865866] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:19.214392] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:19.570058] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:19.570260] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:01:19.570319] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15576 tests [2025-11-21T07:01:19.570369] [INFO ] [CONFIGURE ] BKKT: Testing feature 24/29: add_rsi [2025-11-21T07:01:19.570413] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T07:01:19.961090] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:20.356697] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:20.748193] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:01:21.142265] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:21.578484] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:22.137413] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:22.562788] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:01:22.944077] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:23.326637] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:23.751031] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:23.751351] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:01:23.751417] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15575 tests [2025-11-21T07:01:23.751494] [INFO ] [CONFIGURE ] BKKT: Testing feature 25/29: add_tick_distribution [2025-11-21T07:01:23.751572] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T07:01:24.083195] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:01:24.411104] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:24.734256] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:25.071316] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:25.424887] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:25.754287] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:01:26.086469] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:26.457560] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:26.799400] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:27.129872] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:27.130089] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:01:27.130151] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15574 tests [2025-11-21T07:01:27.130200] [INFO ] [CONFIGURE ] BKKT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:01:27.130247] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T07:01:27.468242] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:27.824204] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:28.156907] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:28.496709] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:28.831012] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:29.173801] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:29.506348] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:01:29.848210] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:30.167707] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:30.490043] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:30.490264] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T07:01:30.490329] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15573 tests [2025-11-21T07:01:30.490380] [INFO ] [CONFIGURE ] BKKT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:01:30.490424] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T07:01:30.829512] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:31.157870] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:31.506594] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:31.865221] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:32.215528] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:32.559095] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:32.902858] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:33.251141] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:33.605398] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:33.952232] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:33.952430] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:01:33.952490] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15572 tests [2025-11-21T07:01:33.952539] [INFO ] [CONFIGURE ] BKKT: Testing feature 28/29: add_volume_profile [2025-11-21T07:01:33.952581] [INFO ] [CONFIGURE ] BKKT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T07:01:34.302701] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:01:34.643735] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:01:34.983321] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:35.317959] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:01:35.653608] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:35.986220] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:36.325576] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:36.664225] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:01:37.014232] [DEBUG] [FORECASTER] BKKT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:01:37.353119] [DEBUG] [FORECASTER] BKKT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:37.353329] [INFO ] [CONFIGURE ] BKKT: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T07:01:37.353393] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15571 tests [2025-11-21T07:01:37.353442] [INFO ] [CONFIGURE ] BKKT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:01:37.353485] [INFO ] [CONFIGURE ] BKKT: Best accuracy: 80.00% [2025-11-21T07:01:37.353528] [INFO ] [CONFIGURE ] BKKT: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T07:01:37.353570] [INFO ] [CONFIGURE ] BKKT: Improvement over baseline: 20.00% [2025-11-21T07:01:37.353609] [INFO ] [CONFIGURE ] BKKT: Total time: 1.6 minutes [2025-11-21T07:01:37.353667] [INFO ] [CONFIGURE ] BKKT: Average time per feature: 3.4 seconds [2025-11-21T07:01:37.353711] [INFO ] [CONFIGURE ] BKKT: Average speed: 0.30 features/sec [2025-11-21T07:01:37.354183] [INFO ] [LOCAL ] Saved configuration for BKKT: 3 features, 80.00% accuracy -> ./output/feature-sets/BKKT.json [2025-11-21T07:01:37.354246] [INFO ] [CONFIGURE ] BKKT: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T07:01:37.354294] [INFO ] [sig ] [188/723] Successfully configured BKKT | 0.01 sym/s | Total: 4.5h | ETA: 12.7h [2025-11-21T07:01:37.354338] [INFO ] [sig ] [189/723] Configuring BKSY... [2025-11-21T07:01:37.354378] [INFO ] [CONFIGURE ] BKSY: Configurate test run. [2025-11-21T07:01:37.354418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-11-21T07:01:37.431161] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKSY'. [2025-11-21T07:01:37.431565] [INFO ] [CONFIGURE ] BKSY: Testing with 29 available features [2025-11-21T07:01:37.431629] [INFO ] [CONFIGURE ] BKSY: Establishing baseline with no features... [2025-11-21T07:01:37.604823] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:37.784053] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:01:37.963139] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:01:38.140817] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:01:38.323599] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:01:38.518291] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:01:38.700906] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:38.887959] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:01:39.097154] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:01:39.275746] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:39.275935] [INFO ] [CONFIGURE ] BKSY: Baseline score (no features): 30.00% [2025-11-21T07:01:39.275982] [INFO ] [CONFIGURE ] BKSY: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:01:39.276019] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:01:39.492376] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:39.713149] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:01:39.948416] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:01:40.183204] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:01:40.406919] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:40.645000] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:40.874283] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:41.102769] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:01:41.332041] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:01:41.556259] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:41.556611] [INFO ] [CONFIGURE ] BKSY: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T07:01:41.556739] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15570 tests [2025-11-21T07:01:41.556867] [INFO ] [CONFIGURE ] BKSY: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:01:41.556953] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:01:41.823542] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:42.103311] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:01:42.383975] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:01:42.663706] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:01:42.945987] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:01:43.228772] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:43.548941] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:43.846215] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:01:44.165372] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:01:44.462443] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:01:44.462806] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T07:01:44.462875] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15569 tests [2025-11-21T07:01:44.462925] [INFO ] [CONFIGURE ] BKSY: Testing feature 3/29: add_daily_returns [2025-11-21T07:01:44.462966] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:01:44.724002] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:44.987303] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:01:45.244205] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:01:45.491527] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:01:45.759630] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:46.022114] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:01:46.282813] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:46.565931] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:01:46.818459] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:01:47.063212] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:47.063575] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:01:47.063691] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15568 tests [2025-11-21T07:01:47.063779] [INFO ] [CONFIGURE ] BKSY: Testing feature 4/29: add_ema [2025-11-21T07:01:47.063885] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:01:47.348680] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:47.631771] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:01:47.912983] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:01:48.183374] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:01:48.456423] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:48.735439] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:49.003338] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:01:49.270070] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:01:49.544072] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:01:49.815454] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:49.815709] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:01:49.815770] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15567 tests [2025-11-21T07:01:49.815818] [INFO ] [CONFIGURE ] BKSY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:01:49.815860] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:01:50.078982] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:50.344545] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:01:50.613757] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:50.876514] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:01:51.141868] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:51.415156] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:01:51.682151] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:01:51.952790] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:01:52.224040] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:01:52.489835] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:52.490051] [INFO ] [CONFIGURE ] BKSY: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T07:01:52.490113] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15566 tests [2025-11-21T07:01:52.490163] [INFO ] [CONFIGURE ] BKSY: Testing feature 6/29: add_failed_moves [2025-11-21T07:01:52.490208] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T07:01:52.781174] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:01:53.090019] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:01:53.370225] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:53.646735] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:01:53.926156] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:54.208699] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:54.491903] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:01:54.778513] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:01:55.053771] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:01:55.324759] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:55.324962] [INFO ] [CONFIGURE ] BKSY: KEPT add_failed_moves (score: 70.00%) [2025-11-21T07:01:55.325018] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15565 tests [2025-11-21T07:01:55.325065] [INFO ] [CONFIGURE ] BKSY: Testing feature 7/29: add_lag_shelf [2025-11-21T07:01:55.325102] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T07:01:55.605964] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:01:55.880136] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:01:56.170373] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:56.443834] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:01:56.711821] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:01:56.982440] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:01:57.254836] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:01:57.527423] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:01:57.802149] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:01:58.079680] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:01:58.079898] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:01:58.079961] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15564 tests [2025-11-21T07:01:58.080053] [INFO ] [CONFIGURE ] BKSY: Testing feature 8/29: add_macd [2025-11-21T07:01:58.080100] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T07:01:58.415337] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:01:58.759146] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:01:59.150382] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:01:59.508581] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:01:59.841331] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:02:00.167171] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:02:00.498487] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:01.520477] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:01.884267] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:02.260386] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:02.260662] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_macd (score: 30.00%) [2025-11-21T07:02:02.260726] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15563 tests [2025-11-21T07:02:02.260775] [INFO ] [CONFIGURE ] BKSY: Testing feature 9/29: add_mfi [2025-11-21T07:02:02.260820] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T07:02:02.555510] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:02.842220] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:03.125414] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:03.403352] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:03.693385] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:03.974518] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:04.252445] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:04.532405] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:04.804995] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:05.082105] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:05.082308] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_mfi (score: 70.00%) [2025-11-21T07:02:05.082365] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15562 tests [2025-11-21T07:02:05.082411] [INFO ] [CONFIGURE ] BKSY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:02:05.082455] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:02:05.458167] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:05.834834] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:06.221350] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:06.595848] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:02:06.975658] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:02:07.358221] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:02:07.739633] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:08.133096] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:08.515149] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:08.884534] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:08.884754] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T07:02:08.884818] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15561 tests [2025-11-21T07:02:08.884865] [INFO ] [CONFIGURE ] BKSY: Testing feature 11/29: add_obv_daily [2025-11-21T07:02:08.884907] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T07:02:09.192860] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:09.480294] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:09.760555] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:10.052491] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:10.335836] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:10.639548] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:10.943765] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:02:11.244591] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:02:11.571041] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:11.862598] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:11.862838] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T07:02:11.862961] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15560 tests [2025-11-21T07:02:11.863014] [INFO ] [CONFIGURE ] BKSY: Testing feature 12/29: add_obv_interval [2025-11-21T07:02:11.863056] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T07:02:12.147382] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:12.430726] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:12.718794] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:13.017811] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:13.316413] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:13.612949] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:13.911600] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:02:14.244774] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:14.646378] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:15.061044] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:15.061327] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:02:15.061430] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15559 tests [2025-11-21T07:02:15.061546] [INFO ] [CONFIGURE ] BKSY: Testing feature 13/29: add_opening_strength [2025-11-21T07:02:15.061609] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:02:15.384720] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:15.678486] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:02:15.983086] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:16.297476] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:16.603815] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:16.907662] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:02:17.230143] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:17.564516] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:17.891914] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:02:18.226156] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:18.226371] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:02:18.226431] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15558 tests [2025-11-21T07:02:18.226481] [INFO ] [CONFIGURE ] BKSY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:02:18.226527] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T07:02:18.560552] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:18.884258] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:19.201151] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:19.505147] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:19.854491] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:20.207412] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:02:20.569495] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:02:20.919513] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:21.264749] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:02:21.639160] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:21.639401] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T07:02:21.639465] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15557 tests [2025-11-21T07:02:21.639516] [INFO ] [CONFIGURE ] BKSY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:02:21.639565] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T07:02:21.945389] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:22.261111] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:22.559347] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:22.876145] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:02:23.195203] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:23.497206] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:23.801859] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:24.118198] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:24.443166] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:02:24.762407] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:24.762731] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T07:02:24.762820] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15556 tests [2025-11-21T07:02:24.762874] [INFO ] [CONFIGURE ] BKSY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:02:24.762920] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T07:02:25.077700] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:25.402108] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:25.719807] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:26.042043] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:26.382210] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:02:26.697467] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:02:27.007898] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:27.319243] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:27.634339] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:02:27.962068] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:27.962310] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T07:02:27.962372] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15555 tests [2025-11-21T07:02:27.962424] [INFO ] [CONFIGURE ] BKSY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:02:27.962469] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T07:02:28.285803] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:28.610928] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:28.940017] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:29.240238] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:02:29.542988] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:29.856905] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:02:30.162989] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:02:30.475335] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:02:30.794830] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:31.119585] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:31.119835] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T07:02:31.119960] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15554 tests [2025-11-21T07:02:31.120013] [INFO ] [CONFIGURE ] BKSY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:02:31.120059] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T07:02:31.401271] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:31.687792] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:31.960301] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:32.237844] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:32.513810] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:32.793146] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:02:33.063157] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:33.345877] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:33.625209] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:33.906601] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:33.906837] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:02:33.906897] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15553 tests [2025-11-21T07:02:33.906945] [INFO ] [CONFIGURE ] BKSY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:02:33.906990] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T07:02:34.191553] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:34.487262] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:34.772045] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:35.072201] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:35.352292] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:35.637874] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:35.931499] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:36.224337] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:36.535759] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:36.826746] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:36.826955] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:02:36.827015] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15552 tests [2025-11-21T07:02:36.827056] [INFO ] [CONFIGURE ] BKSY: Testing feature 20/29: add_price_rejection [2025-11-21T07:02:36.827100] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T07:02:37.112122] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:37.403675] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:37.701728] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:38.019277] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:02:38.318639] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:38.621413] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:38.928706] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:39.244707] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:39.572217] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:39.864311] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:39.864515] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:02:39.864574] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15551 tests [2025-11-21T07:02:39.864621] [INFO ] [CONFIGURE ] BKSY: Testing feature 21/29: add_range_position [2025-11-21T07:02:39.864684] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T07:02:40.181215] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:02:40.503602] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:40.826108] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:41.149548] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:02:41.502106] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:41.845515] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:42.184282] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:42.523056] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:02:42.864545] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:43.205083] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:02:43.205306] [INFO ] [CONFIGURE ] BKSY: KEPT add_range_position (score: 80.00%) [2025-11-21T07:02:43.205366] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15550 tests [2025-11-21T07:02:43.205416] [INFO ] [CONFIGURE ] BKSY: Testing feature 22/29: add_realized_volatility [2025-11-21T07:02:43.205463] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position', 'add_realized_volatility'] [2025-11-21T07:02:43.663006] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:44.122305] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:44.571389] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:45.060415] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:02:45.519796] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:45.968192] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:46.411164] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:46.880779] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:02:47.363392] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:47.820445] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:47.820752] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:02:47.820817] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15549 tests [2025-11-21T07:02:47.820869] [INFO ] [CONFIGURE ] BKSY: Testing feature 23/29: add_recent_range_context [2025-11-21T07:02:47.820915] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position', 'add_recent_range_context'] [2025-11-21T07:02:48.188498] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:48.566005] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:48.924440] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:49.303637] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:49.660544] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:50.015735] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:50.370399] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:50.727357] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:51.072044] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:51.434421] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:51.434683] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:02:51.434747] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15548 tests [2025-11-21T07:02:51.434799] [INFO ] [CONFIGURE ] BKSY: Testing feature 24/29: add_rsi [2025-11-21T07:02:51.434845] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T07:02:51.822107] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:52.203483] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:52.595987] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:52.988964] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:02:53.377704] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:53.757196] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:02:54.129624] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:54.512970] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:02:54.891540] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:55.266743] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:02:55.266953] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_rsi (score: 50.00%) [2025-11-21T07:02:55.267013] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15547 tests [2025-11-21T07:02:55.267063] [INFO ] [CONFIGURE ] BKSY: Testing feature 25/29: add_tick_distribution [2025-11-21T07:02:55.267108] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position', 'add_tick_distribution'] [2025-11-21T07:02:55.602906] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:55.956150] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:56.279612] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:02:56.617672] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:02:56.940806] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:02:57.273321] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:02:57.638835] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:02:57.992594] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:02:58.333889] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:02:58.696374] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:02:58.696607] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:02:58.696688] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15546 tests [2025-11-21T07:02:58.696741] [INFO ] [CONFIGURE ] BKSY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:02:58.696814] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T07:02:59.048902] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:02:59.392983] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:02:59.741925] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:03:00.125439] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:03:00.483583] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:03:01.564143] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:03:02.062995] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:02.521306] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:03:02.883040] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:03.226206] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:03:03.226416] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T07:03:03.226477] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15545 tests [2025-11-21T07:03:03.226526] [INFO ] [CONFIGURE ] BKSY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:03:03.226572] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T07:03:03.568548] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:03:03.936016] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:03:04.286593] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:03:04.634366] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:03:04.984244] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:03:05.333286] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:03:05.683877] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:06.038386] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:03:06.392180] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:06.733749] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:03:06.733963] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:03:06.734024] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15544 tests [2025-11-21T07:03:06.734072] [INFO ] [CONFIGURE ] BKSY: Testing feature 28/29: add_volume_profile [2025-11-21T07:03:06.734118] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position', 'add_volume_profile'] [2025-11-21T07:03:07.065386] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:07.391232] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:03:07.715464] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:03:08.043630] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:03:08.372907] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:03:08.709351] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:09.031590] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:09.353945] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:03:09.682841] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:10.013869] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:03:10.014077] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:03:10.014131] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15543 tests [2025-11-21T07:03:10.014178] [INFO ] [CONFIGURE ] BKSY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:03:10.014217] [INFO ] [CONFIGURE ] BKSY: Best accuracy: 80.00% [2025-11-21T07:03:10.014258] [INFO ] [CONFIGURE ] BKSY: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T07:03:10.014296] [INFO ] [CONFIGURE ] BKSY: Improvement over baseline: 50.00% [2025-11-21T07:03:10.014332] [INFO ] [CONFIGURE ] BKSY: Total time: 1.5 minutes [2025-11-21T07:03:10.014374] [INFO ] [CONFIGURE ] BKSY: Average time per feature: 3.2 seconds [2025-11-21T07:03:10.014411] [INFO ] [CONFIGURE ] BKSY: Average speed: 0.32 features/sec [2025-11-21T07:03:10.014722] [INFO ] [LOCAL ] Saved configuration for BKSY: 5 features, 80.00% accuracy -> ./output/feature-sets/BKSY.json [2025-11-21T07:03:10.014780] [INFO ] [CONFIGURE ] BKSY: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T07:03:10.014828] [INFO ] [sig ] [189/723] Successfully configured BKSY | 0.01 sym/s | Total: 4.5h | ETA: 12.7h [2025-11-21T07:03:10.014870] [INFO ] [sig ] [190/723] Configuring BKT... [2025-11-21T07:03:10.014908] [INFO ] [CONFIGURE ] BKT: Configurate test run. [2025-11-21T07:03:10.014945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'. [2025-11-21T07:03:10.122721] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKT'. [2025-11-21T07:03:10.123081] [INFO ] [CONFIGURE ] BKT: Testing with 29 available features [2025-11-21T07:03:10.123142] [INFO ] [CONFIGURE ] BKT: Establishing baseline with no features... [2025-11-21T07:03:10.275008] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:03:10.432174] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:10.587580] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:03:10.744452] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:10.906118] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:03:11.074775] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:03:11.260368] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:11.433069] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:03:11.602604] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:11.777598] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:11.777803] [INFO ] [CONFIGURE ] BKT: Baseline score (no features): 40.00% [2025-11-21T07:03:11.777873] [INFO ] [CONFIGURE ] BKT: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:03:11.777922] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:03:11.986039] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:12.190795] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:12.392113] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:12.607428] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:12.814396] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:13.023223] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:13.228599] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:03:13.432143] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:03:13.636197] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:13.842812] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:13.843007] [INFO ] [CONFIGURE ] BKT: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T07:03:13.843056] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15542 tests [2025-11-21T07:03:13.843095] [INFO ] [CONFIGURE ] BKT: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:03:13.843131] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:03:14.075175] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:14.311095] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:14.547754] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:14.814456] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:15.082459] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:15.350135] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:15.598579] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:15.845611] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:16.090625] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:16.349227] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:16.349419] [INFO ] [CONFIGURE ] BKT: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T07:03:16.349476] [INFO ] [CONFIGURE ] JOB ETA: 12.6h | Avg: 2.9s/test | Remaining: 15541 tests [2025-11-21T07:03:16.349550] [INFO ] [CONFIGURE ] BKT: Testing feature 3/29: add_daily_returns [2025-11-21T07:03:16.349601] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:03:16.607765] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:16.887046] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:17.156533] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:17.419073] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:17.698630] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:18.014812] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:18.289727] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:03:18.544486] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:03:18.808969] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:19.066679] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:19.066904] [INFO ] [CONFIGURE ] BKT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:03:19.066971] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15540 tests [2025-11-21T07:03:19.067018] [INFO ] [CONFIGURE ] BKT: Testing feature 4/29: add_ema [2025-11-21T07:03:19.067062] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T07:03:19.353239] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:03:19.645162] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:19.947181] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:20.246039] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:20.547383] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:20.849821] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:21.142171] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:21.440335] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:21.732428] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:22.029201] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:22.029401] [INFO ] [CONFIGURE ] BKT: DISCARDED add_ema (score: 60.00%) [2025-11-21T07:03:22.029458] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15539 tests [2025-11-21T07:03:22.029506] [INFO ] [CONFIGURE ] BKT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:03:22.029549] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:03:22.309116] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:03:22.602554] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:22.909639] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:03:23.208705] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:23.524909] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:23.821356] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:24.116227] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:03:24.408793] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:03:24.708762] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:25.018543] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:25.018844] [INFO ] [CONFIGURE ] BKT: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T07:03:25.018905] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15538 tests [2025-11-21T07:03:25.018956] [INFO ] [CONFIGURE ] BKT: Testing feature 6/29: add_failed_moves [2025-11-21T07:03:25.019014] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T07:03:25.281134] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:25.546122] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:25.816964] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:26.075159] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:26.321784] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:26.604530] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:26.875733] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:27.166067] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:27.440244] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:27.709241] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:27.709434] [INFO ] [CONFIGURE ] BKT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:03:27.709493] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15537 tests [2025-11-21T07:03:27.709541] [INFO ] [CONFIGURE ] BKT: Testing feature 7/29: add_lag_shelf [2025-11-21T07:03:27.709587] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T07:03:27.969255] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:28.216139] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:28.485223] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:28.763051] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:29.043819] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:03:29.319074] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:29.608068] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:29.882014] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:30.158815] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:30.406697] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:30.406921] [INFO ] [CONFIGURE ] BKT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:03:30.406980] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15536 tests [2025-11-21T07:03:30.407026] [INFO ] [CONFIGURE ] BKT: Testing feature 8/29: add_macd [2025-11-21T07:03:30.407072] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T07:03:30.745590] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:31.126286] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:31.478095] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:03:31.825514] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:32.196449] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:32.560260] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:32.925151] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:33.281886] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:33.637898] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:33.996164] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:33.996386] [INFO ] [CONFIGURE ] BKT: DISCARDED add_macd (score: 60.00%) [2025-11-21T07:03:33.996448] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15535 tests [2025-11-21T07:03:33.996497] [INFO ] [CONFIGURE ] BKT: Testing feature 9/29: add_mfi [2025-11-21T07:03:33.996544] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T07:03:34.280312] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:34.556402] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:34.832487] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:35.111447] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:35.402269] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:35.701878] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:36.004157] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:03:36.313021] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:36.613702] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:36.906963] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:36.907176] [INFO ] [CONFIGURE ] BKT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:03:36.907236] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15534 tests [2025-11-21T07:03:36.907284] [INFO ] [CONFIGURE ] BKT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:03:36.907320] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:03:37.256533] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:37.602607] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:37.944353] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:38.322615] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:38.684456] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:39.036089] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:39.377622] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:39.744877] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:40.116216] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:40.484782] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:40.484990] [INFO ] [CONFIGURE ] BKT: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T07:03:40.485053] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15533 tests [2025-11-21T07:03:40.485111] [INFO ] [CONFIGURE ] BKT: Testing feature 11/29: add_obv_daily [2025-11-21T07:03:40.485167] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T07:03:40.768235] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:03:41.045119] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:41.326613] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:03:41.610273] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:41.906416] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:42.170552] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:03:42.433685] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:42.714702] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:42.983417] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:43.247489] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:43.247704] [INFO ] [CONFIGURE ] BKT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:03:43.247764] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15532 tests [2025-11-21T07:03:43.247814] [INFO ] [CONFIGURE ] BKT: Testing feature 12/29: add_obv_interval [2025-11-21T07:03:43.247858] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T07:03:43.503082] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:43.757017] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:44.009864] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:44.303352] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:44.593331] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:44.870805] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:45.155363] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:45.434583] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:03:45.714741] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:46.023857] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:46.024072] [INFO ] [CONFIGURE ] BKT: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:03:46.024135] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15531 tests [2025-11-21T07:03:46.024187] [INFO ] [CONFIGURE ] BKT: Testing feature 13/29: add_opening_strength [2025-11-21T07:03:46.024232] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:03:46.338123] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:46.637432] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:03:46.939204] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:47.259124] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:47.550614] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:47.845555] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:48.140201] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:48.439456] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:03:48.732925] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:49.019794] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:49.019980] [INFO ] [CONFIGURE ] BKT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T07:03:49.020040] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15530 tests [2025-11-21T07:03:49.020087] [INFO ] [CONFIGURE ] BKT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:03:49.020124] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T07:03:49.282244] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:49.543105] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:49.802130] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:50.063917] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:50.327550] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:50.624871] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:50.925825] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:51.262860] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:03:51.589499] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:51.879765] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:51.879941] [INFO ] [CONFIGURE ] BKT: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:03:51.879997] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15529 tests [2025-11-21T07:03:51.880043] [INFO ] [CONFIGURE ] BKT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:03:51.880085] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T07:03:52.127349] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:52.376267] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:52.625911] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:52.877128] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:53.126994] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:53.375253] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:53.649771] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:53.915164] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:54.187467] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:54.459367] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:54.459583] [INFO ] [CONFIGURE ] BKT: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T07:03:54.459660] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15528 tests [2025-11-21T07:03:54.459711] [INFO ] [CONFIGURE ] BKT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:03:54.459757] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T07:03:54.744857] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:55.028942] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:55.317586] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:03:55.604001] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:55.878913] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:56.155964] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:56.436382] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:03:56.730443] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:03:57.003682] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:03:57.283315] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:57.283501] [INFO ] [CONFIGURE ] BKT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T07:03:57.283560] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15527 tests [2025-11-21T07:03:57.283608] [INFO ] [CONFIGURE ] BKT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:03:57.283670] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T07:03:57.551450] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:03:57.803856] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:03:58.067726] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:03:58.315284] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:03:58.566614] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:03:58.820332] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:03:59.094573] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:03:59.372331] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:03:59.633309] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:03:59.899484] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:03:59.899721] [INFO ] [CONFIGURE ] BKT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:03:59.899784] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15526 tests [2025-11-21T07:03:59.899835] [INFO ] [CONFIGURE ] BKT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:03:59.899881] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T07:04:00.152620] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:00.407991] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:00.669113] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:01.633853] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:02.005637] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:02.261377] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:02.510476] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:02.773072] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:04:03.023495] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:03.286831] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:03.287465] [INFO ] [CONFIGURE ] BKT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:04:03.287545] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15525 tests [2025-11-21T07:04:03.287601] [INFO ] [CONFIGURE ] BKT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:04:03.287675] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T07:04:03.537518] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:03.789918] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:04.053473] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:04.308389] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:04.561404] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:04.813754] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:05.065459] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:05.313890] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:04:05.565399] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:05.815190] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:05.815398] [INFO ] [CONFIGURE ] BKT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:04:05.815457] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15524 tests [2025-11-21T07:04:05.815505] [INFO ] [CONFIGURE ] BKT: Testing feature 20/29: add_price_rejection [2025-11-21T07:04:05.815542] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T07:04:06.073688] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:06.334238] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:06.594718] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:04:06.875786] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:07.168099] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:07.447722] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:07.735022] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:04:08.029480] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:04:08.312556] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:08.603750] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:08.603958] [INFO ] [CONFIGURE ] BKT: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T07:04:08.604048] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15523 tests [2025-11-21T07:04:08.604098] [INFO ] [CONFIGURE ] BKT: Testing feature 21/29: add_range_position [2025-11-21T07:04:08.604139] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T07:04:08.890897] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:09.177769] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:09.467632] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:04:09.753478] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:10.110884] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:10.521814] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:10.878270] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:04:11.181039] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:04:11.461011] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:11.747833] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:11.748039] [INFO ] [CONFIGURE ] BKT: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:04:11.748098] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15522 tests [2025-11-21T07:04:11.748145] [INFO ] [CONFIGURE ] BKT: Testing feature 22/29: add_realized_volatility [2025-11-21T07:04:11.748189] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T07:04:12.115901] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:12.536723] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:12.926945] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:13.315487] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:13.673312] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:14.036848] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:04:14.399525] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:14.765541] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:04:15.144536] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:15.539875] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:15.540062] [INFO ] [CONFIGURE ] BKT: KEPT add_realized_volatility (score: 80.00%) [2025-11-21T07:04:15.540119] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15521 tests [2025-11-21T07:04:15.540168] [INFO ] [CONFIGURE ] BKT: Testing feature 23/29: add_recent_range_context [2025-11-21T07:04:15.540211] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T07:04:15.978544] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:16.397614] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:16.792333] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:04:17.210807] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:04:17.603450] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:17.997855] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:18.389156] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:18.774091] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:04:19.160315] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:19.566071] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:19.566296] [INFO ] [CONFIGURE ] BKT: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T07:04:19.566355] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15520 tests [2025-11-21T07:04:19.566404] [INFO ] [CONFIGURE ] BKT: Testing feature 24/29: add_rsi [2025-11-21T07:04:19.566448] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-21T07:04:19.970691] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:20.382946] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:20.804481] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:21.208719] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:21.634419] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:22.068448] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:22.484407] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:22.901537] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:04:23.306371] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:04:23.721734] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:23.721963] [INFO ] [CONFIGURE ] BKT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T07:04:23.722024] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15519 tests [2025-11-21T07:04:23.722073] [INFO ] [CONFIGURE ] BKT: Testing feature 25/29: add_tick_distribution [2025-11-21T07:04:23.722115] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T07:04:24.109738] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:24.495249] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:24.870676] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:25.258366] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:25.625242] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:25.991508] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:26.353259] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:26.713890] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:04:27.076561] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:27.471413] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:27.471667] [INFO ] [CONFIGURE ] BKT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:04:27.471730] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15518 tests [2025-11-21T07:04:27.471806] [INFO ] [CONFIGURE ] BKT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:04:27.471855] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T07:04:27.866345] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:28.249762] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:28.660042] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:29.073235] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:29.486337] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:29.903944] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:04:30.324679] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:30.747822] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:04:31.169542] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:04:31.587381] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:31.587604] [INFO ] [CONFIGURE ] BKT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:04:31.587689] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15517 tests [2025-11-21T07:04:31.587744] [INFO ] [CONFIGURE ] BKT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:04:31.587792] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T07:04:32.021906] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:32.456008] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:32.887893] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:33.315522] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:33.754176] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:34.191675] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:34.674432] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:35.120467] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:04:35.577912] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:36.042133] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:36.042337] [INFO ] [CONFIGURE ] BKT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:04:36.042421] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15516 tests [2025-11-21T07:04:36.042477] [INFO ] [CONFIGURE ] BKT: Testing feature 28/29: add_volume_profile [2025-11-21T07:04:36.042522] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T07:04:36.450372] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:04:36.847568] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:37.254248] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:37.674121] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:38.092075] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:38.520836] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:38.942244] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:39.360263] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:04:39.759326] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:40.176499] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:40.176707] [INFO ] [CONFIGURE ] BKT: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T07:04:40.176770] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15515 tests [2025-11-21T07:04:40.176841] [INFO ] [CONFIGURE ] BKT: Testing feature 29/29: add_vwap [2025-11-21T07:04:40.176891] [INFO ] [CONFIGURE ] BKT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility', 'add_vwap'] [2025-11-21T07:04:40.586454] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:04:40.997926] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:04:41.412482] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:41.819930] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:42.241143] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:04:42.653427] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:43.074563] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:43.486238] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:04:43.886699] [DEBUG] [FORECASTER] BKT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:04:44.290050] [DEBUG] [FORECASTER] BKT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:04:44.290217] [INFO ] [CONFIGURE ] BKT: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:04:44.290275] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15514 tests [2025-11-21T07:04:44.290322] [INFO ] [CONFIGURE ] BKT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:04:44.290363] [INFO ] [CONFIGURE ] BKT: Best accuracy: 80.00% [2025-11-21T07:04:44.290404] [INFO ] [CONFIGURE ] BKT: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T07:04:44.290444] [INFO ] [CONFIGURE ] BKT: Improvement over baseline: 40.00% [2025-11-21T07:04:44.290482] [INFO ] [CONFIGURE ] BKT: Total time: 1.5 minutes [2025-11-21T07:04:44.290519] [INFO ] [CONFIGURE ] BKT: Average time per feature: 3.2 seconds [2025-11-21T07:04:44.290557] [INFO ] [CONFIGURE ] BKT: Average speed: 0.31 features/sec [2025-11-21T07:04:44.291182] [INFO ] [LOCAL ] Saved configuration for BKT: 3 features, 80.00% accuracy -> ./output/feature-sets/BKT.json [2025-11-21T07:04:44.291244] [INFO ] [CONFIGURE ] BKT: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T07:04:44.291298] [INFO ] [sig ] [190/723] Successfully configured BKT | 0.01 sym/s | Total: 4.5h | ETA: 12.7h [2025-11-21T07:04:44.291343] [INFO ] [sig ] [191/723] Configuring BLCO... [2025-11-21T07:04:44.291382] [INFO ] [CONFIGURE ] BLCO: Configurate test run. [2025-11-21T07:04:44.291420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-11-21T07:04:44.368261] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLCO'. [2025-11-21T07:04:44.368578] [INFO ] [CONFIGURE ] BLCO: Testing with 29 available features [2025-11-21T07:04:44.368679] [INFO ] [CONFIGURE ] BLCO: Establishing baseline with no features... [2025-11-21T07:04:44.540660] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:04:44.711717] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:04:44.892629] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:45.076044] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:45.257583] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:04:45.431256] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:04:45.609280] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:04:45.781987] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:04:45.960351] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:04:46.136421] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:04:46.136596] [INFO ] [CONFIGURE ] BLCO: Baseline score (no features): 80.00% [2025-11-21T07:04:46.136661] [INFO ] [CONFIGURE ] BLCO: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:04:46.136721] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:04:46.347163] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:04:46.561356] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:04:46.776597] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:47.012799] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:47.244611] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:04:47.480532] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:04:47.693761] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:04:47.899845] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:04:48.110518] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:04:48.322580] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:04:48.322788] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T07:04:48.322864] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15513 tests [2025-11-21T07:04:48.322916] [INFO ] [CONFIGURE ] BLCO: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:04:48.322963] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:04:48.534275] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:04:48.742618] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:04:48.950498] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:49.162405] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:49.374444] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:04:49.584965] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:49.798307] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:50.014119] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:04:50.226996] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:04:50.440088] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:04:50.440272] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-21T07:04:50.440320] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15512 tests [2025-11-21T07:04:50.440358] [INFO ] [CONFIGURE ] BLCO: Testing feature 3/29: add_daily_returns [2025-11-21T07:04:50.440392] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_daily_returns'] [2025-11-21T07:04:50.623530] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:04:50.807608] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:04:50.992015] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:51.180122] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:51.365115] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:04:51.551367] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:04:51.735525] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:51.929697] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:04:52.120630] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:04:52.312988] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:04:52.313163] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T07:04:52.313210] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15511 tests [2025-11-21T07:04:52.313248] [INFO ] [CONFIGURE ] BLCO: Testing feature 4/29: add_ema [2025-11-21T07:04:52.313281] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_ema'] [2025-11-21T07:04:52.535778] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:04:52.767531] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:04:52.985297] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:53.201207] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:53.418280] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:04:53.640213] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:53.869416] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:04:54.138096] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:04:54.368278] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:04:54.594792] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:04:54.595017] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_ema (score: 70.00%) [2025-11-21T07:04:54.595234] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15510 tests [2025-11-21T07:04:54.595338] [INFO ] [CONFIGURE ] BLCO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:04:54.595416] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:04:54.822374] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:04:55.041823] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:04:55.265439] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:55.507159] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:55.749794] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:04:55.977595] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:56.202422] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:04:56.426612] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:04:56.649930] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:04:56.875685] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:04:56.875880] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:04:56.875945] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15509 tests [2025-11-21T07:04:56.875991] [INFO ] [CONFIGURE ] BLCO: Testing feature 6/29: add_failed_moves [2025-11-21T07:04:56.876031] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_failed_moves'] [2025-11-21T07:04:57.067232] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:04:57.267760] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:04:57.523158] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:57.786226] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:58.040693] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:04:58.294701] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:04:58.485769] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:04:58.675701] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:04:58.854292] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:04:59.032008] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:04:59.032181] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:04:59.032228] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15508 tests [2025-11-21T07:04:59.032266] [INFO ] [CONFIGURE ] BLCO: Testing feature 7/29: add_lag_shelf [2025-11-21T07:04:59.032302] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_lag_shelf'] [2025-11-21T07:04:59.196260] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:04:59.360676] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:04:59.526189] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:04:59.690383] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:04:59.856053] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:00.023031] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:05:00.191636] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:00.363496] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:00.551799] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:00.729814] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:00.729982] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T07:05:00.730028] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15507 tests [2025-11-21T07:05:00.730117] [INFO ] [CONFIGURE ] BLCO: Testing feature 8/29: add_macd [2025-11-21T07:05:00.730156] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:05:01.695144] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:02.113369] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:05:02.403966] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:02.678468] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:02.940926] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:03.205664] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:03.469007] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:03.733009] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:04.004409] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:05:04.277507] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:05:04.277713] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:05:04.277768] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15506 tests [2025-11-21T07:05:04.277817] [INFO ] [CONFIGURE ] BLCO: Testing feature 9/29: add_mfi [2025-11-21T07:05:04.277860] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_mfi'] [2025-11-21T07:05:04.463283] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:04.649221] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:04.834698] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:05.020375] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:05.208752] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:05.392349] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:05.578916] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:05.767246] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:05.955205] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:06.165916] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:06.166188] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_mfi (score: 70.00%) [2025-11-21T07:05:06.166242] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15505 tests [2025-11-21T07:05:06.166293] [INFO ] [CONFIGURE ] BLCO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:05:06.166331] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:05:06.460810] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:06.749527] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:05:07.045436] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:07.350163] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:07.647556] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:07.947840] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:08.245225] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:08.547960] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:08.850076] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:09.150229] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:09.150409] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:05:09.150466] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15504 tests [2025-11-21T07:05:09.150513] [INFO ] [CONFIGURE ] BLCO: Testing feature 11/29: add_obv_daily [2025-11-21T07:05:09.150556] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_obv_daily'] [2025-11-21T07:05:09.360434] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:09.574562] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:09.786335] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:09.997267] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:10.207151] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:10.415986] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:10.630918] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:10.844827] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:11.056053] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:11.271485] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:11.271676] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T07:05:11.271800] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15503 tests [2025-11-21T07:05:11.271852] [INFO ] [CONFIGURE ] BLCO: Testing feature 12/29: add_obv_interval [2025-11-21T07:05:11.271898] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_obv_interval'] [2025-11-21T07:05:11.475624] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:11.682098] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:11.889064] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:12.099012] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:12.322657] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:12.532426] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:05:12.735512] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:12.942153] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:13.150942] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:13.355571] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:13.355764] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:05:13.355979] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15502 tests [2025-11-21T07:05:13.356067] [INFO ] [CONFIGURE ] BLCO: Testing feature 13/29: add_opening_strength [2025-11-21T07:05:13.356192] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:05:13.579436] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:13.801855] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:14.026671] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:14.255065] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:14.470326] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:14.686589] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:14.903871] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:15.127925] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:15.346536] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:05:15.568434] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:15.568603] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:05:15.568669] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15501 tests [2025-11-21T07:05:15.568734] [INFO ] [CONFIGURE ] BLCO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:05:15.568781] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T07:05:15.786327] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:16.001393] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:05:16.217788] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:16.434856] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:16.650089] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:16.867945] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:17.091131] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:17.303750] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:17.525628] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:05:17.743965] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:17.744156] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:05:17.744216] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15500 tests [2025-11-21T07:05:17.744261] [INFO ] [CONFIGURE ] BLCO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:05:17.744306] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T07:05:17.936924] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:18.117282] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:18.294957] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:18.474363] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:18.642380] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:18.811184] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:05:18.982577] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:19.164724] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:19.365945] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:19.558747] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:19.558924] [INFO ] [CONFIGURE ] BLCO: KEPT add_pbf_morning_momentum (score: 90.00%) [2025-11-21T07:05:19.558982] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15499 tests [2025-11-21T07:05:19.559021] [INFO ] [CONFIGURE ] BLCO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:05:19.559055] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T07:05:19.788132] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:19.994015] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:20.198879] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:20.403025] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:20.606018] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:20.811083] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:21.019764] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:21.231930] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:21.433985] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:21.640931] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:21.641237] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T07:05:21.641343] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15498 tests [2025-11-21T07:05:21.641430] [INFO ] [CONFIGURE ] BLCO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:05:21.641553] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T07:05:21.834908] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:22.035764] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:22.232613] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:22.463613] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:22.680703] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:22.898281] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:23.113070] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:23.329564] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:23.558129] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:23.784918] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:23.785077] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:05:23.785125] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15497 tests [2025-11-21T07:05:23.785163] [INFO ] [CONFIGURE ] BLCO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:05:23.785199] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T07:05:23.987801] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:24.197746] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:24.398847] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:24.599917] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:24.808967] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:25.012464] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:25.218992] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:25.434147] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:25.639755] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:25.839014] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:25.839191] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T07:05:25.839238] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15496 tests [2025-11-21T07:05:25.839275] [INFO ] [CONFIGURE ] BLCO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:05:25.839310] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T07:05:26.027375] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:26.212250] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:26.399926] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:26.585514] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:26.773742] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:26.968237] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:27.155516] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:27.350245] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:27.537390] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:05:27.726219] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:27.726547] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:05:27.726661] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15495 tests [2025-11-21T07:05:27.726754] [INFO ] [CONFIGURE ] BLCO: Testing feature 20/29: add_price_rejection [2025-11-21T07:05:27.726889] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T07:05:27.929216] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:28.136405] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:28.336788] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:28.536876] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:28.738131] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:28.937731] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:29.134771] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:29.336816] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:29.537322] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:29.757792] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:29.757965] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T07:05:29.758013] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15494 tests [2025-11-21T07:05:29.758076] [INFO ] [CONFIGURE ] BLCO: Testing feature 21/29: add_range_position [2025-11-21T07:05:29.758112] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T07:05:29.998017] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:30.235318] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:30.456834] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:30.678613] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:30.902782] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:31.124240] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:05:31.345467] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:31.571091] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:31.794321] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:32.018129] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:32.018507] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_range_position (score: 80.00%) [2025-11-21T07:05:32.018607] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15493 tests [2025-11-21T07:05:32.018716] [INFO ] [CONFIGURE ] BLCO: Testing feature 22/29: add_realized_volatility [2025-11-21T07:05:32.018830] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T07:05:32.322110] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:32.643969] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:32.958769] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:33.279130] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:33.608079] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:33.945307] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:05:34.286589] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:34.623525] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:34.961475] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:05:35.284864] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:35.285130] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:05:35.285216] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15492 tests [2025-11-21T07:05:35.285288] [INFO ] [CONFIGURE ] BLCO: Testing feature 23/29: add_recent_range_context [2025-11-21T07:05:35.285352] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T07:05:35.484866] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:35.689681] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:35.892093] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:36.095685] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:36.311164] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:36.526013] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:36.739704] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:36.944024] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:37.148221] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:37.360061] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:37.360231] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T07:05:37.360279] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15491 tests [2025-11-21T07:05:37.360318] [INFO ] [CONFIGURE ] BLCO: Testing feature 24/29: add_rsi [2025-11-21T07:05:37.360353] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T07:05:37.605434] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:37.852313] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:38.095405] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:38.339258] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:05:38.582703] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:38.850131] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:39.100228] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:39.340544] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:39.594638] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:39.840980] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:39.841155] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:05:39.841212] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15490 tests [2025-11-21T07:05:39.841258] [INFO ] [CONFIGURE ] BLCO: Testing feature 25/29: add_tick_distribution [2025-11-21T07:05:39.841300] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T07:05:40.037695] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:40.232831] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:40.439256] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:40.640054] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:40.834637] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:41.030337] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:41.228858] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:41.441285] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:41.637838] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:41.839627] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:41.839811] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T07:05:41.839860] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15489 tests [2025-11-21T07:05:41.839897] [INFO ] [CONFIGURE ] BLCO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:05:41.839932] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T07:05:42.037514] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:42.226338] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:42.412740] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:42.600860] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:42.791771] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:42.977244] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:43.171069] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:43.361205] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:43.557677] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:43.751693] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:43.751859] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:05:43.751905] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15488 tests [2025-11-21T07:05:43.751943] [INFO ] [CONFIGURE ] BLCO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:05:43.751978] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T07:05:43.966606] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:44.188166] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:44.428520] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:44.669241] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:44.911970] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:45.139444] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:45.362301] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:05:45.579950] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:45.804032] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:46.025517] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:46.025729] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T07:05:46.025809] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15487 tests [2025-11-21T07:05:46.025861] [INFO ] [CONFIGURE ] BLCO: Testing feature 28/29: add_volume_profile [2025-11-21T07:05:46.025909] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T07:05:46.225152] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:46.436590] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:46.645354] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:46.846757] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:47.051803] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:47.265749] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:47.475953] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:47.684381] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:47.900354] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:48.109301] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:48.109479] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:05:48.109528] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15486 tests [2025-11-21T07:05:48.109567] [INFO ] [CONFIGURE ] BLCO: Testing feature 29/29: add_vwap [2025-11-21T07:05:48.109602] [INFO ] [CONFIGURE ] BLCO: Testing with features: ['add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T07:05:48.330059] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:48.538584] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:05:48.744310] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:05:48.956089] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:49.160535] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:49.362581] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:49.569602] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:49.773583] [DEBUG] [FORECASTER] BLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:49.981796] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:05:50.187189] [DEBUG] [FORECASTER] BLCO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:05:50.187355] [INFO ] [CONFIGURE ] BLCO: DISCARDED add_vwap (score: 70.00%) [2025-11-21T07:05:50.187403] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15485 tests [2025-11-21T07:05:50.187441] [INFO ] [CONFIGURE ] BLCO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:05:50.187475] [INFO ] [CONFIGURE ] BLCO: Best accuracy: 90.00% [2025-11-21T07:05:50.187510] [INFO ] [CONFIGURE ] BLCO: Best feature set (1 features): ['add_pbf_morning_momentum'] [2025-11-21T07:05:50.187543] [INFO ] [CONFIGURE ] BLCO: Improvement over baseline: 10.00% [2025-11-21T07:05:50.187574] [INFO ] [CONFIGURE ] BLCO: Total time: 1.1 minutes [2025-11-21T07:05:50.187604] [INFO ] [CONFIGURE ] BLCO: Average time per feature: 2.2 seconds [2025-11-21T07:05:50.187635] [INFO ] [CONFIGURE ] BLCO: Average speed: 0.45 features/sec [2025-11-21T07:05:50.188296] [INFO ] [LOCAL ] Saved configuration for BLCO: 1 features, 90.00% accuracy -> ./output/feature-sets/BLCO.json [2025-11-21T07:05:50.188353] [INFO ] [CONFIGURE ] BLCO: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T07:05:50.188394] [INFO ] [sig ] [191/723] Successfully configured BLCO | 0.01 sym/s | Total: 4.5h | ETA: 12.6h [2025-11-21T07:05:50.188430] [INFO ] [sig ] [192/723] Configuring BLD... [2025-11-21T07:05:50.188462] [INFO ] [CONFIGURE ] BLD: Configurate test run. [2025-11-21T07:05:50.188494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-11-21T07:05:50.266791] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLD'. [2025-11-21T07:05:50.267222] [INFO ] [CONFIGURE ] BLD: Testing with 29 available features [2025-11-21T07:05:50.267290] [INFO ] [CONFIGURE ] BLD: Establishing baseline with no features... [2025-11-21T07:05:50.430263] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:50.601153] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:05:50.775055] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:05:50.955303] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:51.143311] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:51.313359] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:05:51.486280] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:51.654064] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:51.815831] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:05:51.980119] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:05:51.980285] [INFO ] [CONFIGURE ] BLD: Baseline score (no features): 30.00% [2025-11-21T07:05:51.980332] [INFO ] [CONFIGURE ] BLD: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:05:51.980369] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:05:52.172184] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:52.371715] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:05:52.589227] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:05:52.803017] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:53.012737] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:53.223980] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:05:53.433254] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:53.673735] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:05:53.926863] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:05:54.219095] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:05:54.219528] [INFO ] [CONFIGURE ] BLD: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T07:05:54.219609] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15484 tests [2025-11-21T07:05:54.219778] [INFO ] [CONFIGURE ] BLD: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:05:54.219888] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:05:54.451631] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:54.657481] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:05:54.866167] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:05:55.082263] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:55.297661] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:55.515612] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:55.730037] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:55.936903] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:05:56.146982] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:05:56.359628] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:05:56.359814] [INFO ] [CONFIGURE ] BLD: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T07:05:56.359863] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15483 tests [2025-11-21T07:05:56.359901] [INFO ] [CONFIGURE ] BLD: Testing feature 3/29: add_daily_returns [2025-11-21T07:05:56.359990] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:05:56.578967] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:05:56.801209] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:05:57.031458] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:05:57.267545] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:57.500898] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:05:57.725695] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:05:57.950221] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:05:58.177276] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:05:58.412612] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:05:58.633305] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:05:58.633474] [INFO ] [CONFIGURE ] BLD: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T07:05:58.633522] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15482 tests [2025-11-21T07:05:58.633561] [INFO ] [CONFIGURE ] BLD: Testing feature 4/29: add_ema [2025-11-21T07:05:58.633596] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T07:05:58.887530] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:05:59.144396] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:05:59.406430] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:05:59.673756] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:05:59.941425] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:00.216133] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:00.479319] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:00.747068] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:01.144070] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:01.857468] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:01.857755] [INFO ] [CONFIGURE ] BLD: KEPT add_ema (score: 50.00%) [2025-11-21T07:06:01.857820] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15481 tests [2025-11-21T07:06:01.857869] [INFO ] [CONFIGURE ] BLD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:06:01.857915] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:06:02.299229] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:06:02.647952] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:03.008816] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:03.328326] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:06:03.655057] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:03.982878] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:04.315220] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:04.640114] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:04.973473] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:05.311724] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:05.311976] [INFO ] [CONFIGURE ] BLD: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T07:06:05.312046] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15480 tests [2025-11-21T07:06:05.312105] [INFO ] [CONFIGURE ] BLD: Testing feature 6/29: add_failed_moves [2025-11-21T07:06:05.312153] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T07:06:05.603061] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:05.893010] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:06.192539] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:06.488421] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:06.779098] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:07.073293] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:07.363042] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:07.654695] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:07.948854] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:08.250505] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:08.250707] [INFO ] [CONFIGURE ] BLD: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:06:08.250766] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15479 tests [2025-11-21T07:06:08.250812] [INFO ] [CONFIGURE ] BLD: Testing feature 7/29: add_lag_shelf [2025-11-21T07:06:08.250855] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T07:06:08.518667] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:08.789340] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:09.056954] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:09.315682] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:09.571673] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:09.834857] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:10.100070] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:10.364815] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:10.639854] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:10.923737] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:10.923941] [INFO ] [CONFIGURE ] BLD: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T07:06:10.924000] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15478 tests [2025-11-21T07:06:10.924049] [INFO ] [CONFIGURE ] BLD: Testing feature 8/29: add_macd [2025-11-21T07:06:10.924093] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T07:06:11.292353] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:06:11.665750] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:12.044031] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:12.411670] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:06:12.825639] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:13.230845] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:13.657176] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:14.067063] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:06:14.468246] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:14.870757] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:14.871027] [INFO ] [CONFIGURE ] BLD: DISCARDED add_macd (score: 20.00%) [2025-11-21T07:06:14.871106] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15477 tests [2025-11-21T07:06:14.871163] [INFO ] [CONFIGURE ] BLD: Testing feature 9/29: add_mfi [2025-11-21T07:06:14.871210] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T07:06:15.184679] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:15.486620] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:15.796115] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:16.108933] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:16.410798] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:16.706986] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:17.004772] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:17.302590] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:17.616857] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:17.920952] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:17.921179] [INFO ] [CONFIGURE ] BLD: DISCARDED add_mfi (score: 50.00%) [2025-11-21T07:06:17.921237] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15476 tests [2025-11-21T07:06:17.921284] [INFO ] [CONFIGURE ] BLD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:06:17.921329] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:06:18.307744] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:18.693418] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:19.085402] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:19.474819] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:19.867354] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:20.249198] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:20.655943] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:21.051988] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:21.454072] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:21.834132] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:21.834344] [INFO ] [CONFIGURE ] BLD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:06:21.834401] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15475 tests [2025-11-21T07:06:21.834439] [INFO ] [CONFIGURE ] BLD: Testing feature 11/29: add_obv_daily [2025-11-21T07:06:21.834482] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T07:06:22.138967] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:22.438207] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:22.755963] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:23.060453] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:23.384729] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:23.700291] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:24.002938] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:24.309490] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:06:24.613975] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:24.927155] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:24.927557] [INFO ] [CONFIGURE ] BLD: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T07:06:24.927731] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15474 tests [2025-11-21T07:06:24.927830] [INFO ] [CONFIGURE ] BLD: Testing feature 12/29: add_obv_interval [2025-11-21T07:06:24.927914] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T07:06:25.211880] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:25.488102] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:25.770667] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:26.049907] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:26.330588] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:26.608556] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:26.883834] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:06:27.168837] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:27.452817] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:27.733137] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:27.733313] [INFO ] [CONFIGURE ] BLD: KEPT add_obv_interval (score: 60.00%) [2025-11-21T07:06:27.733369] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15473 tests [2025-11-21T07:06:27.733416] [INFO ] [CONFIGURE ] BLD: Testing feature 13/29: add_opening_strength [2025-11-21T07:06:27.733459] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:06:28.072286] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:28.410364] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:28.740266] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:29.072183] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:29.413385] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:29.760104] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:06:30.107397] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:30.455120] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:06:30.802554] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:31.149696] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:31.149881] [INFO ] [CONFIGURE ] BLD: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T07:06:31.149939] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15472 tests [2025-11-21T07:06:31.149988] [INFO ] [CONFIGURE ] BLD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:06:31.150031] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T07:06:31.471485] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:06:31.799310] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:32.115950] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:32.451893] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:32.780475] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:33.101462] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:33.418498] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:33.738635] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:06:34.058520] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:34.381889] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:34.382126] [INFO ] [CONFIGURE ] BLD: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T07:06:34.382188] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15471 tests [2025-11-21T07:06:34.382236] [INFO ] [CONFIGURE ] BLD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:06:34.382282] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T07:06:34.680988] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:06:34.982198] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:35.280855] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:35.586711] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:35.897400] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:36.205001] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:36.516995] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:36.834921] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:06:37.138382] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:37.441992] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:37.442247] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T07:06:37.442315] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15470 tests [2025-11-21T07:06:37.442364] [INFO ] [CONFIGURE ] BLD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:06:37.442410] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T07:06:37.771315] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:38.116341] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:38.446068] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:38.784776] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:39.120395] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:39.475216] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:06:39.799165] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:06:40.136997] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:40.473980] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:40.788437] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:40.788669] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T07:06:40.788732] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15469 tests [2025-11-21T07:06:40.788780] [INFO ] [CONFIGURE ] BLD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:06:40.788825] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T07:06:41.135356] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:06:41.510546] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:41.806560] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:42.082126] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:42.359718] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:42.651740] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:42.944785] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:06:43.232630] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:06:43.536845] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:43.840050] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:43.840254] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T07:06:43.840311] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15468 tests [2025-11-21T07:06:43.840365] [INFO ] [CONFIGURE ] BLD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:06:43.840423] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T07:06:44.140709] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:44.445157] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:44.757660] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:45.054385] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:45.345035] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:45.646941] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:45.963408] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:46.259931] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:46.554206] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:46.847340] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:46.847526] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:06:46.847595] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15467 tests [2025-11-21T07:06:46.847670] [INFO ] [CONFIGURE ] BLD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:06:46.847717] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T07:06:47.147340] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:06:47.440638] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:47.759559] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:48.048878] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:48.330865] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:48.613158] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:06:48.893137] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:06:49.172479] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:49.450409] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:49.729761] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:49.729937] [INFO ] [CONFIGURE ] BLD: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T07:06:49.729996] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15466 tests [2025-11-21T07:06:49.730042] [INFO ] [CONFIGURE ] BLD: Testing feature 20/29: add_price_rejection [2025-11-21T07:06:49.730085] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T07:06:50.021619] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:50.314284] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:50.603476] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:50.899913] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:51.190536] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:51.485249] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:51.780933] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:52.083351] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:52.381148] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:52.686818] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:52.687010] [INFO ] [CONFIGURE ] BLD: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T07:06:52.687069] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15465 tests [2025-11-21T07:06:52.687200] [INFO ] [CONFIGURE ] BLD: Testing feature 21/29: add_range_position [2025-11-21T07:06:52.687250] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_range_position'] [2025-11-21T07:06:53.011314] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:06:53.326360] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:53.662946] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:53.997498] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:54.342748] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:54.671697] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:54.995478] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:55.321952] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:06:55.660749] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:06:56.010192] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:06:56.010376] [INFO ] [CONFIGURE ] BLD: DISCARDED add_range_position (score: 40.00%) [2025-11-21T07:06:56.010436] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15464 tests [2025-11-21T07:06:56.010486] [INFO ] [CONFIGURE ] BLD: Testing feature 22/29: add_realized_volatility [2025-11-21T07:06:56.010531] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T07:06:56.409307] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:06:56.823485] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:06:57.238766] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:06:57.666004] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:06:58.092128] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:06:58.505912] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:06:58.932363] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:06:59.339552] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:06:59.752476] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:07:00.162882] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:07:00.163066] [INFO ] [CONFIGURE ] BLD: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T07:07:00.163126] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15463 tests [2025-11-21T07:07:00.163174] [INFO ] [CONFIGURE ] BLD: Testing feature 23/29: add_recent_range_context [2025-11-21T07:07:00.163216] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T07:07:01.362783] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:07:01.696766] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:07:02.028312] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:07:02.362149] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:07:02.719306] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:03.041956] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:03.364699] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:03.694440] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:04.031402] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:07:04.362819] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:07:04.363048] [INFO ] [CONFIGURE ] BLD: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T07:07:04.363110] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15462 tests [2025-11-21T07:07:04.363159] [INFO ] [CONFIGURE ] BLD: Testing feature 24/29: add_rsi [2025-11-21T07:07:04.363206] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_rsi'] [2025-11-21T07:07:04.663513] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:07:04.963045] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:07:05.265118] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:07:05.576857] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:07:05.879814] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:06.185486] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:07:06.488466] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:06.788857] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:07:07.098710] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:07:07.409519] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:07:07.409734] [INFO ] [CONFIGURE ] BLD: DISCARDED add_rsi (score: 20.00%) [2025-11-21T07:07:07.409795] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15461 tests [2025-11-21T07:07:07.409847] [INFO ] [CONFIGURE ] BLD: Testing feature 25/29: add_tick_distribution [2025-11-21T07:07:07.409892] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T07:07:07.742092] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:07:08.045564] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:07:08.339592] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:07:08.632443] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:07:08.924603] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:09.231872] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:09.536368] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:09.835798] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:10.129586] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:07:10.416574] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:07:10.416766] [INFO ] [CONFIGURE ] BLD: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T07:07:10.416843] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15460 tests [2025-11-21T07:07:10.416894] [INFO ] [CONFIGURE ] BLD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:07:10.416987] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T07:07:10.689392] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:07:10.959352] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:11.229855] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:07:11.524020] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:07:11.837591] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:12.131670] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:12.423341] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:12.733979] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:07:13.042726] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:07:13.351049] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:07:13.351234] [INFO ] [CONFIGURE ] BLD: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T07:07:13.351292] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15459 tests [2025-11-21T07:07:13.351339] [INFO ] [CONFIGURE ] BLD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:07:13.351381] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T07:07:13.691177] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:07:14.036887] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:07:14.380870] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:07:14.720556] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:07:15.065590] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:15.400435] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:07:15.738571] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:16.076340] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:16.420780] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:07:16.754636] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:07:16.754864] [INFO ] [CONFIGURE ] BLD: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T07:07:16.754924] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15458 tests [2025-11-21T07:07:16.754971] [INFO ] [CONFIGURE ] BLD: Testing feature 28/29: add_volume_profile [2025-11-21T07:07:16.755017] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T07:07:17.080129] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:07:17.403142] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:07:17.750015] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:07:18.083238] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:07:18.417995] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:18.737910] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:07:19.066062] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:19.395803] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:19.726408] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:07:20.049793] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:07:20.049991] [INFO ] [CONFIGURE ] BLD: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T07:07:20.050049] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15457 tests [2025-11-21T07:07:20.050111] [INFO ] [CONFIGURE ] BLD: Testing feature 29/29: add_vwap [2025-11-21T07:07:20.050158] [INFO ] [CONFIGURE ] BLD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval', 'add_vwap'] [2025-11-21T07:07:20.378403] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:07:20.712055] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:07:21.043619] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:07:21.376570] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:07:21.713802] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:22.056115] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:22.399857] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:22.742861] [DEBUG] [FORECASTER] BLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:23.084766] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:07:23.428922] [DEBUG] [FORECASTER] BLD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:07:23.429127] [INFO ] [CONFIGURE ] BLD: DISCARDED add_vwap (score: 40.00%) [2025-11-21T07:07:23.429189] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15456 tests [2025-11-21T07:07:23.429240] [INFO ] [CONFIGURE ] BLD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:07:23.429285] [INFO ] [CONFIGURE ] BLD: Best accuracy: 60.00% [2025-11-21T07:07:23.429329] [INFO ] [CONFIGURE ] BLD: Best feature set (3 features): ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T07:07:23.429372] [INFO ] [CONFIGURE ] BLD: Improvement over baseline: 30.00% [2025-11-21T07:07:23.429412] [INFO ] [CONFIGURE ] BLD: Total time: 1.5 minutes [2025-11-21T07:07:23.429453] [INFO ] [CONFIGURE ] BLD: Average time per feature: 3.2 seconds [2025-11-21T07:07:23.429502] [INFO ] [CONFIGURE ] BLD: Average speed: 0.32 features/sec [2025-11-21T07:07:23.430096] [INFO ] [LOCAL ] Saved configuration for BLD: 3 features, 60.00% accuracy -> ./output/feature-sets/BLD.json [2025-11-21T07:07:23.430162] [INFO ] [CONFIGURE ] BLD: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T07:07:23.430216] [INFO ] [sig ] [192/723] Successfully configured BLD | 0.01 sym/s | Total: 4.6h | ETA: 12.6h [2025-11-21T07:07:23.430263] [INFO ] [sig ] [193/723] Configuring BLE... [2025-11-21T07:07:23.430306] [INFO ] [CONFIGURE ] BLE: Configurate test run. [2025-11-21T07:07:23.430350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-11-21T07:07:23.633821] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLE'. [2025-11-21T07:07:23.634214] [INFO ] [CONFIGURE ] BLE: Testing with 29 available features [2025-11-21T07:07:23.634287] [INFO ] [CONFIGURE ] BLE: Establishing baseline with no features... [2025-11-21T07:07:23.832140] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:07:24.029352] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:24.233304] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:24.432406] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:24.629304] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:24.827269] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:25.013940] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:07:25.207316] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:07:25.402973] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:07:25.597891] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:25.598092] [INFO ] [CONFIGURE ] BLE: Baseline score (no features): 70.00% [2025-11-21T07:07:25.598141] [INFO ] [CONFIGURE ] BLE: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:07:25.598179] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:07:25.819310] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:26.044055] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:26.272543] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:26.498703] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:26.728172] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:26.956940] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:27.187596] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:07:27.418596] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:27.660097] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:07:27.896290] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:27.896490] [INFO ] [CONFIGURE ] BLE: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T07:07:27.896541] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15455 tests [2025-11-21T07:07:27.896581] [INFO ] [CONFIGURE ] BLE: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:07:27.896619] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:07:28.171281] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:28.440225] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:28.715455] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:28.978858] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:29.244968] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:29.510168] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:07:29.776153] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:07:30.041835] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:07:30.309557] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:07:30.574626] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:30.574868] [INFO ] [CONFIGURE ] BLE: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T07:07:30.574969] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15454 tests [2025-11-21T07:07:30.575024] [INFO ] [CONFIGURE ] BLE: Testing feature 3/29: add_daily_returns [2025-11-21T07:07:30.575069] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:07:30.812612] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:31.050711] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:31.286082] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:31.524708] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:31.764967] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:32.004445] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:32.248384] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:32.487558] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:32.736146] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:07:33.001585] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:07:33.001781] [INFO ] [CONFIGURE ] BLE: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T07:07:33.001991] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15453 tests [2025-11-21T07:07:33.002101] [INFO ] [CONFIGURE ] BLE: Testing feature 4/29: add_ema [2025-11-21T07:07:33.002246] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:07:33.280882] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:33.559400] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:33.825580] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:34.095772] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:34.359701] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:34.631369] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:34.901159] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:35.170185] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:35.438923] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:07:35.703272] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:35.703455] [INFO ] [CONFIGURE ] BLE: DISCARDED add_ema (score: 80.00%) [2025-11-21T07:07:35.703503] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15452 tests [2025-11-21T07:07:35.703543] [INFO ] [CONFIGURE ] BLE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:07:35.703580] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:07:35.984117] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:36.253548] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:36.526851] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:36.796172] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:37.069524] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:37.346829] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:37.633082] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:37.904226] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:38.164462] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:07:38.439907] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:38.440093] [INFO ] [CONFIGURE ] BLE: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T07:07:38.440150] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15451 tests [2025-11-21T07:07:38.440197] [INFO ] [CONFIGURE ] BLE: Testing feature 6/29: add_failed_moves [2025-11-21T07:07:38.440233] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:07:38.695970] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:38.947799] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:39.177770] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:39.405170] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:39.637958] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:39.871614] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:40.105149] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:40.340115] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:40.572350] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:07:40.836786] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:40.837003] [INFO ] [CONFIGURE ] BLE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:07:40.837054] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15450 tests [2025-11-21T07:07:40.837093] [INFO ] [CONFIGURE ] BLE: Testing feature 7/29: add_lag_shelf [2025-11-21T07:07:40.837129] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:07:41.064167] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:07:41.282866] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:41.505192] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:41.730532] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:41.955925] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:07:42.173163] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:42.389037] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:42.614606] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:42.843233] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:07:43.078237] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:43.078417] [INFO ] [CONFIGURE ] BLE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T07:07:43.078465] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15449 tests [2025-11-21T07:07:43.078503] [INFO ] [CONFIGURE ] BLE: Testing feature 8/29: add_macd [2025-11-21T07:07:43.078538] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T07:07:43.407864] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:43.739542] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:44.067973] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:44.400426] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:44.719578] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:45.037826] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:45.358387] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:45.680730] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:45.999543] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:07:46.317332] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:46.317529] [INFO ] [CONFIGURE ] BLE: DISCARDED add_macd (score: 70.00%) [2025-11-21T07:07:46.317586] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15448 tests [2025-11-21T07:07:46.317634] [INFO ] [CONFIGURE ] BLE: Testing feature 9/29: add_mfi [2025-11-21T07:07:46.317698] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T07:07:46.550072] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:46.787769] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:47.020266] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:47.251478] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:47.483317] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:07:47.729559] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:47.968860] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:48.218822] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:48.462814] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:07:48.700066] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:07:48.700266] [INFO ] [CONFIGURE ] BLE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:07:48.700324] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15447 tests [2025-11-21T07:07:48.700372] [INFO ] [CONFIGURE ] BLE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:07:48.700412] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:07:49.013133] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:49.338619] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:49.712583] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:50.098420] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:07:50.422781] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:07:50.727260] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:51.031921] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:07:51.344314] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:51.644202] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:07:51.958373] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:51.958606] [INFO ] [CONFIGURE ] BLE: KEPT add_momentum_acceleration (score: 90.00%) [2025-11-21T07:07:51.958693] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15446 tests [2025-11-21T07:07:51.958746] [INFO ] [CONFIGURE ] BLE: Testing feature 11/29: add_obv_daily [2025-11-21T07:07:51.958794] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T07:07:52.307356] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:07:52.667680] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:53.013088] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:53.354157] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:53.707202] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:07:54.068037] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:54.420766] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:07:54.769004] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:07:55.114422] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:07:55.459657] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:07:55.459873] [INFO ] [CONFIGURE ] BLE: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:07:55.459934] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15445 tests [2025-11-21T07:07:55.459984] [INFO ] [CONFIGURE ] BLE: Testing feature 12/29: add_obv_interval [2025-11-21T07:07:55.460032] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T07:07:55.787877] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:07:56.117660] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:56.454130] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:07:56.796362] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:07:57.125529] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:07:57.462093] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:07:57.815602] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:07:58.162094] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:07:58.506391] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:07:58.849080] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:07:58.849300] [INFO ] [CONFIGURE ] BLE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:07:58.849360] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15444 tests [2025-11-21T07:07:58.849419] [INFO ] [CONFIGURE ] BLE: Testing feature 13/29: add_opening_strength [2025-11-21T07:07:58.849464] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:07:59.218530] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:07:59.593470] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:07:59.964695] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:00.348974] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:01.237660] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:08:01.686545] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:02.074097] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:02.473480] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:08:02.854309] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:08:03.233030] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:03.233268] [INFO ] [CONFIGURE ] BLE: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T07:08:03.233329] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15443 tests [2025-11-21T07:08:03.233376] [INFO ] [CONFIGURE ] BLE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:08:03.233418] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T07:08:03.589878] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:08:03.946423] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:04.304509] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:04.662734] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:05.016408] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:08:05.370491] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:08:05.731868] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:06.097043] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:06.454945] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:08:06.818283] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:06.818484] [INFO ] [CONFIGURE ] BLE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T07:08:06.818547] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15442 tests [2025-11-21T07:08:06.818598] [INFO ] [CONFIGURE ] BLE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:08:06.818662] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T07:08:07.158087] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:07.502521] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:07.874384] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:08.203814] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:08.533296] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:08:08.867850] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:09.197633] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:08:09.530374] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:09.884159] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:08:10.215527] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:10.215708] [INFO ] [CONFIGURE ] BLE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T07:08:10.215768] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15441 tests [2025-11-21T07:08:10.215812] [INFO ] [CONFIGURE ] BLE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:08:10.215853] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T07:08:10.556997] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:10.894581] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:11.237161] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:11.574931] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:11.919335] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:08:12.263804] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:12.612181] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:08:12.972299] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:13.321103] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:08:13.676439] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:13.676615] [INFO ] [CONFIGURE ] BLE: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T07:08:13.676717] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15440 tests [2025-11-21T07:08:13.676769] [INFO ] [CONFIGURE ] BLE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:08:13.676821] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T07:08:14.004672] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:14.341904] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:14.666481] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:15.002885] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:15.335176] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:08:15.666836] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:15.997582] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:16.324423] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:16.659935] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:16.991412] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:16.991591] [INFO ] [CONFIGURE ] BLE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T07:08:16.991672] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15439 tests [2025-11-21T07:08:16.991726] [INFO ] [CONFIGURE ] BLE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:08:16.991769] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T07:08:17.291066] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:17.613303] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:17.952005] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:18.274739] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:18.595166] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:08:18.912858] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:19.226056] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:08:19.540177] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:19.871485] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:08:20.190840] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:20.191090] [INFO ] [CONFIGURE ] BLE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:08:20.191152] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15438 tests [2025-11-21T07:08:20.191204] [INFO ] [CONFIGURE ] BLE: Testing feature 20/29: add_price_rejection [2025-11-21T07:08:20.191251] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T07:08:20.530389] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:20.875457] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:21.220184] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:21.563294] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:21.913608] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:08:22.250747] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:08:22.588384] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:22.945189] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:08:23.286456] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:23.649812] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:23.650052] [INFO ] [CONFIGURE ] BLE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:08:23.650124] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15437 tests [2025-11-21T07:08:23.650183] [INFO ] [CONFIGURE ] BLE: Testing feature 21/29: add_range_position [2025-11-21T07:08:23.650237] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T07:08:24.000592] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:24.356463] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:24.709421] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:25.074327] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:08:25.446142] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:08:25.784291] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:08:26.133184] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:26.481577] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:26.825801] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:08:27.152523] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:08:27.152741] [INFO ] [CONFIGURE ] BLE: DISCARDED add_range_position (score: 70.00%) [2025-11-21T07:08:27.152801] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15436 tests [2025-11-21T07:08:27.152903] [INFO ] [CONFIGURE ] BLE: Testing feature 22/29: add_realized_volatility [2025-11-21T07:08:27.152950] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T07:08:27.569619] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:08:27.996918] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:28.411905] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:28.840950] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:29.265125] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:08:29.685210] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:30.138673] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:30.586711] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:31.013516] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:08:31.442306] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:31.442495] [INFO ] [CONFIGURE ] BLE: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:08:31.442552] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15435 tests [2025-11-21T07:08:31.442602] [INFO ] [CONFIGURE ] BLE: Testing feature 23/29: add_recent_range_context [2025-11-21T07:08:31.442664] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T07:08:31.784032] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:32.103135] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:32.425302] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:32.747434] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:08:33.102441] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:08:33.438377] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:08:33.785966] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:34.130376] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:34.479513] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:34.829056] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:34.829252] [INFO ] [CONFIGURE ] BLE: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T07:08:34.829310] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15434 tests [2025-11-21T07:08:34.829359] [INFO ] [CONFIGURE ] BLE: Testing feature 24/29: add_rsi [2025-11-21T07:08:34.829425] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T07:08:35.207555] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:35.590566] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:35.971348] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:36.343518] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:36.791354] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:08:37.274545] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:37.635331] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:08:38.024600] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:38.396560] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:38.771177] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:38.771360] [INFO ] [CONFIGURE ] BLE: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:08:38.771415] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15433 tests [2025-11-21T07:08:38.771465] [INFO ] [CONFIGURE ] BLE: Testing feature 25/29: add_tick_distribution [2025-11-21T07:08:38.771512] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T07:08:39.090600] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:39.406791] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:39.724793] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:40.030272] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:40.353263] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:08:40.678303] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:08:41.002412] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:41.325818] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:41.656834] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:41.971006] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:41.971190] [INFO ] [CONFIGURE ] BLE: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:08:41.971248] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15432 tests [2025-11-21T07:08:41.971296] [INFO ] [CONFIGURE ] BLE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:08:41.971339] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T07:08:42.281114] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:42.614784] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:42.955536] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:43.273492] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:43.597783] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:08:43.959812] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:08:44.310957] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:44.656621] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:08:44.989772] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:08:45.334379] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:45.334568] [INFO ] [CONFIGURE ] BLE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:08:45.334625] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15431 tests [2025-11-21T07:08:45.334697] [INFO ] [CONFIGURE ] BLE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:08:45.334743] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T07:08:45.693031] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:46.057328] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:46.423044] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:46.778094] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:47.139683] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:08:47.510730] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:47.902963] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:08:48.271686] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:48.627291] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:48.987518] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:48.987744] [INFO ] [CONFIGURE ] BLE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:08:48.987805] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15430 tests [2025-11-21T07:08:48.987853] [INFO ] [CONFIGURE ] BLE: Testing feature 28/29: add_volume_profile [2025-11-21T07:08:48.987894] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T07:08:49.323556] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:49.653907] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:49.983455] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:50.314786] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:50.643750] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:08:50.966779] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:51.298942] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:51.633095] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:51.972512] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:52.313515] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:52.313830] [INFO ] [CONFIGURE ] BLE: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T07:08:52.313892] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15429 tests [2025-11-21T07:08:52.313942] [INFO ] [CONFIGURE ] BLE: Testing feature 29/29: add_vwap [2025-11-21T07:08:52.313982] [INFO ] [CONFIGURE ] BLE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T07:08:52.652860] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:08:52.999802] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:53.351079] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:53.693391] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:08:54.030479] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:08:54.369220] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:08:54.713262] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:55.057375] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:08:55.406349] [DEBUG] [FORECASTER] BLE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:55.764537] [DEBUG] [FORECASTER] BLE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:55.764766] [INFO ] [CONFIGURE ] BLE: DISCARDED add_vwap (score: 70.00%) [2025-11-21T07:08:55.764828] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15428 tests [2025-11-21T07:08:55.764879] [INFO ] [CONFIGURE ] BLE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:08:55.764921] [INFO ] [CONFIGURE ] BLE: Best accuracy: 90.00% [2025-11-21T07:08:55.764964] [INFO ] [CONFIGURE ] BLE: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:08:55.765006] [INFO ] [CONFIGURE ] BLE: Improvement over baseline: 20.00% [2025-11-21T07:08:55.765043] [INFO ] [CONFIGURE ] BLE: Total time: 1.5 minutes [2025-11-21T07:08:55.765081] [INFO ] [CONFIGURE ] BLE: Average time per feature: 3.2 seconds [2025-11-21T07:08:55.765120] [INFO ] [CONFIGURE ] BLE: Average speed: 0.32 features/sec [2025-11-21T07:08:55.765608] [INFO ] [LOCAL ] Saved configuration for BLE: 3 features, 90.00% accuracy -> ./output/feature-sets/BLE.json [2025-11-21T07:08:55.765690] [INFO ] [CONFIGURE ] BLE: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T07:08:55.765744] [INFO ] [sig ] [193/723] Successfully configured BLE | 0.01 sym/s | Total: 4.6h | ETA: 12.6h [2025-11-21T07:08:55.765790] [INFO ] [sig ] [194/723] Configuring BLND... [2025-11-21T07:08:55.765829] [INFO ] [CONFIGURE ] BLND: Configurate test run. [2025-11-21T07:08:55.765870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-11-21T07:08:55.844954] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLND'. [2025-11-21T07:08:55.845352] [INFO ] [CONFIGURE ] BLND: Testing with 29 available features [2025-11-21T07:08:55.845416] [INFO ] [CONFIGURE ] BLND: Establishing baseline with no features... [2025-11-21T07:08:56.037248] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:08:56.228174] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:56.424883] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:56.618037] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:08:56.811121] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:08:57.008057] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:08:57.201166] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:08:57.398693] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:08:57.590962] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:57.787355] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:08:57.787626] [INFO ] [CONFIGURE ] BLND: Baseline score (no features): 40.00% [2025-11-21T07:08:57.787712] [INFO ] [CONFIGURE ] BLND: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:08:57.787781] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:08:58.004747] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:08:58.210157] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:08:58.421115] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:08:58.633472] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:08:58.838688] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:08:59.045037] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:08:59.253706] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:08:59.461064] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:08:59.668044] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:08:59.874115] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:08:59.874292] [INFO ] [CONFIGURE ] BLND: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T07:08:59.874339] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15427 tests [2025-11-21T07:08:59.874376] [INFO ] [CONFIGURE ] BLND: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:08:59.874410] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:09:00.109468] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:00.327176] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:01.241130] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:01.569241] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:01.783080] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:01.994137] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:02.207222] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:02.447786] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:02.676004] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:02.915514] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:02.915816] [INFO ] [CONFIGURE ] BLND: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T07:09:02.915921] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15426 tests [2025-11-21T07:09:02.916005] [INFO ] [CONFIGURE ] BLND: Testing feature 3/29: add_daily_returns [2025-11-21T07:09:02.916105] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:09:03.157043] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:03.401332] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:03.648889] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:03.894710] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:04.141428] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:04.387401] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:04.631431] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:04.875001] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:05.128015] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:05.375488] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:09:05.375834] [INFO ] [CONFIGURE ] BLND: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:09:05.375936] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15425 tests [2025-11-21T07:09:05.376023] [INFO ] [CONFIGURE ] BLND: Testing feature 4/29: add_ema [2025-11-21T07:09:05.376098] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T07:09:05.661252] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:05.942106] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:06.222847] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:06.501127] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:06.783918] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:07.060749] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:07.320687] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:07.593800] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:07.887335] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:08.177010] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:08.177223] [INFO ] [CONFIGURE ] BLND: DISCARDED add_ema (score: 60.00%) [2025-11-21T07:09:08.177283] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15424 tests [2025-11-21T07:09:08.177333] [INFO ] [CONFIGURE ] BLND: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:09:08.177376] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:09:08.480034] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:08.774035] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:09.059960] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:09:09.356160] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:09.641146] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:09.929012] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:10.209874] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:10.490666] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:10.772490] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:11.061831] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:11.062031] [INFO ] [CONFIGURE ] BLND: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:09:11.062091] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15423 tests [2025-11-21T07:09:11.062139] [INFO ] [CONFIGURE ] BLND: Testing feature 6/29: add_failed_moves [2025-11-21T07:09:11.062183] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T07:09:11.293373] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:11.525142] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:11.760911] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:11.996571] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:12.231324] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:12.476959] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:12.727248] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:12.975870] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:13.226349] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:13.466379] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:13.466599] [INFO ] [CONFIGURE ] BLND: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:09:13.466678] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15422 tests [2025-11-21T07:09:13.466728] [INFO ] [CONFIGURE ] BLND: Testing feature 7/29: add_lag_shelf [2025-11-21T07:09:13.466772] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T07:09:13.702359] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:13.940618] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:14.178774] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:14.422762] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:14.669831] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:14.905808] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:15.150292] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:15.391848] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:15.637749] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:15.868340] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:15.868510] [INFO ] [CONFIGURE ] BLND: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:09:15.868559] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15421 tests [2025-11-21T07:09:15.868596] [INFO ] [CONFIGURE ] BLND: Testing feature 8/29: add_macd [2025-11-21T07:09:15.868631] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T07:09:16.197019] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:16.511602] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:16.827312] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:09:17.178806] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:09:17.519338] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:09:17.857083] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:18.201388] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:09:18.548661] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:18.882761] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:19.228353] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:19.228532] [INFO ] [CONFIGURE ] BLND: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:09:19.228587] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15420 tests [2025-11-21T07:09:19.228658] [INFO ] [CONFIGURE ] BLND: Testing feature 9/29: add_mfi [2025-11-21T07:09:19.228702] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T07:09:19.473270] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:19.723638] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:19.976123] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:20.228809] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:20.478901] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:20.730628] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:09:20.985307] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:21.239402] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:21.492554] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:21.748193] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:21.748406] [INFO ] [CONFIGURE ] BLND: KEPT add_mfi (score: 70.00%) [2025-11-21T07:09:21.748463] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15419 tests [2025-11-21T07:09:21.748508] [INFO ] [CONFIGURE ] BLND: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:09:21.748549] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:09:22.098190] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:22.444085] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:22.795842] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:23.158472] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:23.509097] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:23.876940] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:24.216830] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:24.568495] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:24.927543] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:25.294497] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:25.294773] [INFO ] [CONFIGURE ] BLND: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T07:09:25.294836] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15418 tests [2025-11-21T07:09:25.294888] [INFO ] [CONFIGURE ] BLND: Testing feature 11/29: add_obv_daily [2025-11-21T07:09:25.294933] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily'] [2025-11-21T07:09:25.570824] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:25.844174] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:26.112371] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:26.385834] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:26.655311] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:26.927537] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:09:27.202486] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:27.474524] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:27.756827] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:28.033733] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:28.033915] [INFO ] [CONFIGURE ] BLND: KEPT add_obv_daily (score: 80.00%) [2025-11-21T07:09:28.033973] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15417 tests [2025-11-21T07:09:28.034022] [INFO ] [CONFIGURE ] BLND: Testing feature 12/29: add_obv_interval [2025-11-21T07:09:28.034067] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T07:09:28.359337] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:28.688765] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:29.062372] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:29.435779] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:29.736462] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:30.014914] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:09:30.292886] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:30.578420] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:30.860498] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:31.143199] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:31.143386] [INFO ] [CONFIGURE ] BLND: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T07:09:31.143443] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15416 tests [2025-11-21T07:09:31.143490] [INFO ] [CONFIGURE ] BLND: Testing feature 13/29: add_opening_strength [2025-11-21T07:09:31.143532] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:09:31.469698] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:31.799495] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:32.127420] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:32.451420] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:32.773452] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:33.104528] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:09:33.439271] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:33.768177] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:34.093945] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:34.423497] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:34.423738] [INFO ] [CONFIGURE ] BLND: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T07:09:34.423800] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15415 tests [2025-11-21T07:09:34.423849] [INFO ] [CONFIGURE ] BLND: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:09:34.423892] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T07:09:34.733730] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:35.036240] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:35.339689] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:35.639311] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:35.942534] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:36.252562] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:36.553602] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:36.859626] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:37.162078] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:37.462928] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:37.463124] [INFO ] [CONFIGURE ] BLND: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:09:37.463184] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15414 tests [2025-11-21T07:09:37.463231] [INFO ] [CONFIGURE ] BLND: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:09:37.463273] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T07:09:37.748209] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:38.033042] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:38.338599] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:38.629792] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:38.922233] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:39.216025] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:09:39.504422] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:39.791095] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:40.085463] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:40.373356] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:40.373582] [INFO ] [CONFIGURE ] BLND: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T07:09:40.373667] [INFO ] [CONFIGURE ] JOB ETA: 12.5h | Avg: 2.9s/test | Remaining: 15413 tests [2025-11-21T07:09:40.373719] [INFO ] [CONFIGURE ] BLND: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:09:40.373768] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T07:09:40.676789] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:40.991367] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:41.303502] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:41.622242] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:09:41.929474] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:42.237793] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:42.543878] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:42.860105] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:43.172703] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:43.481191] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:43.481401] [INFO ] [CONFIGURE ] BLND: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T07:09:43.481463] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15412 tests [2025-11-21T07:09:43.481512] [INFO ] [CONFIGURE ] BLND: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:09:43.481557] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T07:09:43.775492] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:44.072852] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:44.374487] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:44.678105] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:44.973912] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:45.267756] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:45.567480] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:45.870465] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:46.171615] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:46.467539] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:46.467731] [INFO ] [CONFIGURE ] BLND: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:09:46.467791] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15411 tests [2025-11-21T07:09:46.467839] [INFO ] [CONFIGURE ] BLND: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:09:46.467884] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T07:09:46.751745] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:47.041928] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:47.326605] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:47.610933] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:47.897752] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:48.184919] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:09:48.434259] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:48.688036] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:48.939376] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:49.210420] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:09:49.210686] [INFO ] [CONFIGURE ] BLND: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:09:49.210754] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15410 tests [2025-11-21T07:09:49.210804] [INFO ] [CONFIGURE ] BLND: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:09:49.210850] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T07:09:49.463458] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:49.722098] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:49.982378] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:50.240976] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:50.496464] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:50.759703] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:51.024844] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:51.283001] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:51.542085] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:51.807397] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:51.807620] [INFO ] [CONFIGURE ] BLND: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:09:51.807708] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15409 tests [2025-11-21T07:09:51.807759] [INFO ] [CONFIGURE ] BLND: Testing feature 20/29: add_price_rejection [2025-11-21T07:09:51.807810] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T07:09:52.094457] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:52.375315] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:52.671028] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:52.958961] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:53.240515] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:53.523515] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:09:53.823680] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:54.133751] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:54.443843] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:54.754348] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:54.755010] [INFO ] [CONFIGURE ] BLND: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T07:09:54.755073] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15408 tests [2025-11-21T07:09:54.755123] [INFO ] [CONFIGURE ] BLND: Testing feature 21/29: add_range_position [2025-11-21T07:09:54.755167] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_range_position'] [2025-11-21T07:09:55.072002] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:09:55.385859] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:55.706277] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:56.030309] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:56.357770] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:09:56.677511] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:09:56.992709] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:09:57.314168] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:09:57.636046] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:09:57.954429] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:09:57.954634] [INFO ] [CONFIGURE ] BLND: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:09:57.954734] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15407 tests [2025-11-21T07:09:57.954786] [INFO ] [CONFIGURE ] BLND: Testing feature 22/29: add_realized_volatility [2025-11-21T07:09:57.954833] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T07:09:58.371365] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:09:58.779786] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:09:59.183443] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:09:59.594287] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:09:59.999917] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:10:00.404278] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:10:01.491914] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:10:02.065346] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:10:02.486051] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:10:02.902171] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:02.902352] [INFO ] [CONFIGURE ] BLND: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:10:02.902410] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15406 tests [2025-11-21T07:10:02.902457] [INFO ] [CONFIGURE ] BLND: Testing feature 23/29: add_recent_range_context [2025-11-21T07:10:02.902499] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T07:10:03.191317] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:03.488601] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:03.787733] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:04.085749] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:10:04.381039] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:10:04.677335] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:10:04.969467] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:10:05.272113] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:10:05.586065] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:10:05.889130] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:05.889350] [INFO ] [CONFIGURE ] BLND: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:10:05.889463] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15405 tests [2025-11-21T07:10:05.889515] [INFO ] [CONFIGURE ] BLND: Testing feature 24/29: add_rsi [2025-11-21T07:10:05.889559] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T07:10:06.227122] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:06.575873] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:06.914056] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:07.262339] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:10:07.609803] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:10:07.940530] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:08.274926] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:10:08.622889] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:10:08.964076] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:10:09.290885] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:09.291061] [INFO ] [CONFIGURE ] BLND: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:10:09.291119] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15404 tests [2025-11-21T07:10:09.291168] [INFO ] [CONFIGURE ] BLND: Testing feature 25/29: add_tick_distribution [2025-11-21T07:10:09.291212] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T07:10:09.573168] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:09.856117] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:10.151895] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:10.456545] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:10:10.758943] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:10:11.048379] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:11.345877] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:10:11.639159] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:10:11.944919] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:10:12.257947] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:12.258152] [INFO ] [CONFIGURE ] BLND: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T07:10:12.258230] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15403 tests [2025-11-21T07:10:12.258286] [INFO ] [CONFIGURE ] BLND: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:10:12.258338] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T07:10:12.559475] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:12.847111] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:13.138836] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:13.433834] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:10:13.726416] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:10:14.012601] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:14.303388] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:10:14.599963] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:10:14.902445] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:10:15.188189] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:10:15.188375] [INFO ] [CONFIGURE ] BLND: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:10:15.188433] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15402 tests [2025-11-21T07:10:15.188480] [INFO ] [CONFIGURE ] BLND: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:10:15.188523] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T07:10:15.503246] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:15.826292] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:16.169389] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:16.515785] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:10:16.894568] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:10:17.290727] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:17.571453] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:10:17.848113] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:10:18.125210] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:10:18.404279] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:10:18.404427] [INFO ] [CONFIGURE ] BLND: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:10:18.404487] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15401 tests [2025-11-21T07:10:18.404535] [INFO ] [CONFIGURE ] BLND: Testing feature 28/29: add_volume_profile [2025-11-21T07:10:18.404581] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T07:10:18.717074] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:19.027374] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:19.336191] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:19.646065] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:10:19.966716] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:10:20.258406] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:10:20.541908] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:10:20.827362] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:10:21.127412] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:10:21.430664] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:21.430857] [INFO ] [CONFIGURE ] BLND: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T07:10:21.430920] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15400 tests [2025-11-21T07:10:21.431096] [INFO ] [CONFIGURE ] BLND: Testing feature 29/29: add_vwap [2025-11-21T07:10:21.431147] [INFO ] [CONFIGURE ] BLND: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily', 'add_vwap'] [2025-11-21T07:10:21.735704] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:22.065839] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:22.353095] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:22.648154] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:10:22.959862] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:10:23.256013] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:10:23.567986] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:10:23.890261] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:10:24.200932] [DEBUG] [FORECASTER] BLND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:10:24.509772] [DEBUG] [FORECASTER] BLND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:24.509949] [INFO ] [CONFIGURE ] BLND: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:10:24.510007] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15399 tests [2025-11-21T07:10:24.510054] [INFO ] [CONFIGURE ] BLND: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:10:24.510096] [INFO ] [CONFIGURE ] BLND: Best accuracy: 80.00% [2025-11-21T07:10:24.510147] [INFO ] [CONFIGURE ] BLND: Best feature set (3 features): ['add_cumulative_delta', 'add_mfi', 'add_obv_daily'] [2025-11-21T07:10:24.510186] [INFO ] [CONFIGURE ] BLND: Improvement over baseline: 40.00% [2025-11-21T07:10:24.510224] [INFO ] [CONFIGURE ] BLND: Total time: 1.4 minutes [2025-11-21T07:10:24.510261] [INFO ] [CONFIGURE ] BLND: Average time per feature: 3.0 seconds [2025-11-21T07:10:24.510298] [INFO ] [CONFIGURE ] BLND: Average speed: 0.33 features/sec [2025-11-21T07:10:24.510752] [INFO ] [LOCAL ] Saved configuration for BLND: 3 features, 80.00% accuracy -> ./output/feature-sets/BLND.json [2025-11-21T07:10:24.510810] [INFO ] [CONFIGURE ] BLND: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T07:10:24.510859] [INFO ] [sig ] [194/723] Successfully configured BLND | 0.01 sym/s | Total: 4.6h | ETA: 12.6h [2025-11-21T07:10:24.510903] [INFO ] [sig ] [195/723] Configuring BLW... [2025-11-21T07:10:24.510942] [INFO ] [CONFIGURE ] BLW: Configurate test run. [2025-11-21T07:10:24.510981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'. [2025-11-21T07:10:24.692076] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLW'. [2025-11-21T07:10:24.692454] [INFO ] [CONFIGURE ] BLW: Testing with 29 available features [2025-11-21T07:10:24.692516] [INFO ] [CONFIGURE ] BLW: Establishing baseline with no features... [2025-11-21T07:10:24.858895] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:25.028526] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:10:25.194272] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:10:25.361583] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:10:25.525722] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:25.692971] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:25.855494] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:26.022510] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:10:26.196569] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:26.365210] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:26.365371] [INFO ] [CONFIGURE ] BLW: Baseline score (no features): 60.00% [2025-11-21T07:10:26.365419] [INFO ] [CONFIGURE ] BLW: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:10:26.365455] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:10:26.563663] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:26.760449] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:26.958289] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:27.159051] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:27.362186] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:27.562400] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:27.775921] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:27.990327] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:28.195115] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:28.407236] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:10:28.407490] [INFO ] [CONFIGURE ] BLW: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T07:10:28.407591] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15398 tests [2025-11-21T07:10:28.407714] [INFO ] [CONFIGURE ] BLW: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:10:28.407840] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:10:28.624753] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:28.828513] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:29.043188] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:10:29.253373] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:29.460658] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:29.665766] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:29.874914] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:30.084493] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:10:30.293705] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:30.516364] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:30.516747] [INFO ] [CONFIGURE ] BLW: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T07:10:30.516891] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15397 tests [2025-11-21T07:10:30.517026] [INFO ] [CONFIGURE ] BLW: Testing feature 3/29: add_daily_returns [2025-11-21T07:10:30.517112] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:10:30.748551] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:30.982403] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:31.215028] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:10:31.446346] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:31.686987] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:31.925217] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:32.153282] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:32.382068] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:32.606473] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:10:32.839031] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:32.839224] [INFO ] [CONFIGURE ] BLW: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:10:32.839272] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15396 tests [2025-11-21T07:10:32.839310] [INFO ] [CONFIGURE ] BLW: Testing feature 4/29: add_ema [2025-11-21T07:10:32.839345] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T07:10:33.092515] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:33.349778] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:33.647445] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:33.938517] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:34.228198] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:34.519938] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:34.810076] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:35.097493] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:35.382185] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:35.669342] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:35.669549] [INFO ] [CONFIGURE ] BLW: KEPT add_ema (score: 80.00%) [2025-11-21T07:10:35.669617] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15395 tests [2025-11-21T07:10:35.669692] [INFO ] [CONFIGURE ] BLW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:10:35.669740] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:10:36.012369] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:36.347704] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:36.680281] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:37.013134] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:10:37.339465] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:37.679089] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:38.043993] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:38.376901] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:38.712783] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:39.050917] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:10:39.051092] [INFO ] [CONFIGURE ] BLW: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:10:39.051195] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15394 tests [2025-11-21T07:10:39.051247] [INFO ] [CONFIGURE ] BLW: Testing feature 6/29: add_failed_moves [2025-11-21T07:10:39.051291] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T07:10:39.401515] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:39.689830] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:39.978392] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:10:40.270605] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:40.559630] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:40.853256] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:41.157428] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:41.462265] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:41.767902] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:42.061183] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:42.061380] [INFO ] [CONFIGURE ] BLW: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:10:42.061440] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15393 tests [2025-11-21T07:10:42.061493] [INFO ] [CONFIGURE ] BLW: Testing feature 7/29: add_lag_shelf [2025-11-21T07:10:42.061538] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T07:10:42.339674] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:42.615098] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:42.878505] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:43.162197] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:43.439378] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:43.703573] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:43.967189] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:44.250673] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:44.519364] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:44.790070] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:44.790243] [INFO ] [CONFIGURE ] BLW: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T07:10:44.790302] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15392 tests [2025-11-21T07:10:44.790351] [INFO ] [CONFIGURE ] BLW: Testing feature 8/29: add_macd [2025-11-21T07:10:44.790398] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T07:10:45.165042] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:45.537708] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:45.891110] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:46.249099] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:10:46.599972] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:46.938016] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:47.284883] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:47.629413] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:47.965813] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:48.312637] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:10:48.312851] [INFO ] [CONFIGURE ] BLW: DISCARDED add_macd (score: 60.00%) [2025-11-21T07:10:48.312912] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15391 tests [2025-11-21T07:10:48.312961] [INFO ] [CONFIGURE ] BLW: Testing feature 9/29: add_mfi [2025-11-21T07:10:48.313004] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T07:10:48.599441] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:48.880500] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:49.156969] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:49.427602] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:49.709127] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:49.997462] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:50.305285] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:50.591969] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:50.876971] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:51.182319] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:51.182523] [INFO ] [CONFIGURE ] BLW: DISCARDED add_mfi (score: 80.00%) [2025-11-21T07:10:51.182583] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15390 tests [2025-11-21T07:10:51.182633] [INFO ] [CONFIGURE ] BLW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:10:51.182702] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:10:51.572716] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:51.972324] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:52.345149] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:52.713401] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:53.088123] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:53.484322] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:53.895945] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:54.300792] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:10:54.708942] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:55.122725] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:55.122952] [INFO ] [CONFIGURE ] BLW: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T07:10:55.123013] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15389 tests [2025-11-21T07:10:55.123065] [INFO ] [CONFIGURE ] BLW: Testing feature 11/29: add_obv_daily [2025-11-21T07:10:55.123111] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T07:10:55.451138] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:10:55.762073] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:56.062928] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:10:56.374485] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:56.692191] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:57.002035] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:10:57.317903] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:10:57.621994] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:10:57.928155] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:10:58.243673] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:10:58.243879] [INFO ] [CONFIGURE ] BLW: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T07:10:58.243964] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15388 tests [2025-11-21T07:10:58.244035] [INFO ] [CONFIGURE ] BLW: Testing feature 12/29: add_obv_interval [2025-11-21T07:10:58.244086] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T07:10:58.522095] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:10:58.792660] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:10:59.056755] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:10:59.323536] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:10:59.590125] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:10:59.857856] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:00.123465] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:00.391482] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:00.669162] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:11:01.695254] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:01.695490] [INFO ] [CONFIGURE ] BLW: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:11:01.695558] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15387 tests [2025-11-21T07:11:01.695608] [INFO ] [CONFIGURE ] BLW: Testing feature 13/29: add_opening_strength [2025-11-21T07:11:01.695675] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:11:02.120920] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:11:02.409771] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:11:02.690094] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:02.972101] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:03.254311] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:03.542571] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:03.831011] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:04.114325] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:11:04.399972] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:04.687113] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:04.687284] [INFO ] [CONFIGURE ] BLW: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:11:04.687340] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15386 tests [2025-11-21T07:11:04.687387] [INFO ] [CONFIGURE ] BLW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:11:04.687429] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T07:11:04.967005] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:05.248984] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:11:05.524237] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:11:05.811206] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:06.089812] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:06.373142] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:06.658270] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:06.937739] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:07.221869] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:07.501443] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:07.501614] [INFO ] [CONFIGURE ] BLW: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:11:07.501697] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15385 tests [2025-11-21T07:11:07.501747] [INFO ] [CONFIGURE ] BLW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:11:07.501790] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T07:11:07.756695] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:08.005271] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:08.255860] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:11:08.515277] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:08.799490] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:09.058102] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:11:09.306565] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:09.556196] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:09.808683] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:10.060706] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:10.060889] [INFO ] [CONFIGURE ] BLW: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:11:10.060943] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15384 tests [2025-11-21T07:11:10.060987] [INFO ] [CONFIGURE ] BLW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:11:10.061031] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T07:11:10.326800] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:11:10.593872] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:10.861770] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:11.140409] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:11.415597] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:11.704947] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:11.987416] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:12.263451] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:12.533634] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:12.812522] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:12.812737] [INFO ] [CONFIGURE ] BLW: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T07:11:12.812812] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15383 tests [2025-11-21T07:11:12.812871] [INFO ] [CONFIGURE ] BLW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:11:12.812922] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T07:11:13.094041] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:13.402998] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:13.691360] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:13.994718] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:14.300153] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:14.599244] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:14.918798] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:15.239082] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:15.556348] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:15.847078] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:15.847266] [INFO ] [CONFIGURE ] BLW: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T07:11:15.847323] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15382 tests [2025-11-21T07:11:15.847370] [INFO ] [CONFIGURE ] BLW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:11:15.847416] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T07:11:16.108155] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:16.366930] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:16.647417] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:16.906354] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:17.187549] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:17.464674] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:17.724804] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:17.992076] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:18.252908] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:18.514679] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:18.514915] [INFO ] [CONFIGURE ] BLW: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T07:11:18.514982] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15381 tests [2025-11-21T07:11:18.515031] [INFO ] [CONFIGURE ] BLW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:11:18.515070] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T07:11:18.782516] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:19.040285] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:19.297434] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:19.559043] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:19.815864] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:20.080217] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:20.345352] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:20.601523] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:20.856190] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:21.109738] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:21.109934] [INFO ] [CONFIGURE ] BLW: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T07:11:21.109991] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15380 tests [2025-11-21T07:11:21.110039] [INFO ] [CONFIGURE ] BLW: Testing feature 20/29: add_price_rejection [2025-11-21T07:11:21.110083] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T07:11:21.385746] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:21.665016] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:21.945759] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:22.222514] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:22.489459] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:22.762500] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:23.035684] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:23.315765] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:23.596200] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:23.883090] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:23.883273] [INFO ] [CONFIGURE ] BLW: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T07:11:23.883332] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15379 tests [2025-11-21T07:11:23.883381] [INFO ] [CONFIGURE ] BLW: Testing feature 21/29: add_range_position [2025-11-21T07:11:23.883424] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T07:11:24.169479] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:11:24.457945] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:24.744796] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:25.065842] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:25.430116] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:25.803585] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:26.085830] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:26.358765] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:26.623541] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:26.906021] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:26.906204] [INFO ] [CONFIGURE ] BLW: DISCARDED add_range_position (score: 70.00%) [2025-11-21T07:11:26.906262] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15378 tests [2025-11-21T07:11:26.906310] [INFO ] [CONFIGURE ] BLW: Testing feature 22/29: add_realized_volatility [2025-11-21T07:11:26.906356] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T07:11:27.259988] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:27.616553] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:27.980267] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:28.344571] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:28.717176] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:29.102883] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:29.484770] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:29.856888] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:30.231431] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:11:30.625922] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:11:30.626167] [INFO ] [CONFIGURE ] BLW: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:11:30.626230] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15377 tests [2025-11-21T07:11:30.626283] [INFO ] [CONFIGURE ] BLW: Testing feature 23/29: add_recent_range_context [2025-11-21T07:11:30.626320] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T07:11:30.931665] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:31.243243] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:31.545586] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:11:31.852745] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:32.149080] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:32.455569] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:32.767372] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:33.112218] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:33.412993] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:33.721330] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:33.721539] [INFO ] [CONFIGURE ] BLW: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:11:33.721598] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15376 tests [2025-11-21T07:11:33.721687] [INFO ] [CONFIGURE ] BLW: Testing feature 24/29: add_rsi [2025-11-21T07:11:33.721738] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T07:11:34.035510] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:34.349002] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:34.652903] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:34.957101] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:35.262325] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:35.581716] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:35.874623] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:36.170861] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:36.469155] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:36.770898] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:36.771080] [INFO ] [CONFIGURE ] BLW: DISCARDED add_rsi (score: 80.00%) [2025-11-21T07:11:36.771147] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15375 tests [2025-11-21T07:11:36.771197] [INFO ] [CONFIGURE ] BLW: Testing feature 25/29: add_tick_distribution [2025-11-21T07:11:36.771240] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T07:11:37.057754] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:37.347549] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:37.636960] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:11:37.931808] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:38.232118] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:38.525592] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:38.849522] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:39.146369] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:39.439263] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:39.752594] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:39.752898] [INFO ] [CONFIGURE ] BLW: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:11:39.752965] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15374 tests [2025-11-21T07:11:39.753015] [INFO ] [CONFIGURE ] BLW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:11:39.753059] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T07:11:40.058667] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:40.357161] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:40.664074] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:11:40.968019] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:41.267471] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:41.556903] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:41.844721] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:42.134375] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:42.429293] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:11:42.712606] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:42.712807] [INFO ] [CONFIGURE ] BLW: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T07:11:42.712865] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15373 tests [2025-11-21T07:11:42.712912] [INFO ] [CONFIGURE ] BLW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:11:42.712963] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T07:11:43.022041] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:43.334806] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:43.650057] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:43.973348] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:44.301327] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:44.603272] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:44.901014] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:45.217444] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:11:45.519021] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:11:45.830851] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:45.831056] [INFO ] [CONFIGURE ] BLW: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T07:11:45.831119] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15372 tests [2025-11-21T07:11:45.831174] [INFO ] [CONFIGURE ] BLW: Testing feature 28/29: add_volume_profile [2025-11-21T07:11:45.831226] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T07:11:46.116968] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:11:46.422980] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:46.713798] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:11:47.004530] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:11:47.286276] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:47.567531] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:47.868181] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:48.157954] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:48.440187] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:48.740638] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:48.740850] [INFO ] [CONFIGURE ] BLW: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:11:48.740908] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15371 tests [2025-11-21T07:11:48.740957] [INFO ] [CONFIGURE ] BLW: Testing feature 29/29: add_vwap [2025-11-21T07:11:48.741001] [INFO ] [CONFIGURE ] BLW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T07:11:49.031395] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:11:49.318211] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:11:49.610325] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:11:49.893157] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:50.189904] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:11:50.485062] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:50.772736] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:11:51.066237] [DEBUG] [FORECASTER] BLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:51.365141] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:11:51.668688] [DEBUG] [FORECASTER] BLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:11:51.668877] [INFO ] [CONFIGURE ] BLW: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:11:51.668935] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15370 tests [2025-11-21T07:11:51.668984] [INFO ] [CONFIGURE ] BLW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:11:51.669025] [INFO ] [CONFIGURE ] BLW: Best accuracy: 80.00% [2025-11-21T07:11:51.669066] [INFO ] [CONFIGURE ] BLW: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T07:11:51.669107] [INFO ] [CONFIGURE ] BLW: Improvement over baseline: 20.00% [2025-11-21T07:11:51.669146] [INFO ] [CONFIGURE ] BLW: Total time: 1.4 minutes [2025-11-21T07:11:51.669182] [INFO ] [CONFIGURE ] BLW: Average time per feature: 2.9 seconds [2025-11-21T07:11:51.669220] [INFO ] [CONFIGURE ] BLW: Average speed: 0.34 features/sec [2025-11-21T07:11:51.669745] [INFO ] [LOCAL ] Saved configuration for BLW: 2 features, 80.00% accuracy -> ./output/feature-sets/BLW.json [2025-11-21T07:11:51.669805] [INFO ] [CONFIGURE ] BLW: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T07:11:51.669856] [INFO ] [sig ] [195/723] Successfully configured BLW | 0.01 sym/s | Total: 4.6h | ETA: 12.6h [2025-11-21T07:11:51.669900] [INFO ] [sig ] [196/723] Configuring BLX... [2025-11-21T07:11:51.669941] [INFO ] [CONFIGURE ] BLX: Configurate test run. [2025-11-21T07:11:51.669980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-11-21T07:11:51.747418] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLX'. [2025-11-21T07:11:51.747784] [INFO ] [CONFIGURE ] BLX: Testing with 29 available features [2025-11-21T07:11:51.747848] [INFO ] [CONFIGURE ] BLX: Establishing baseline with no features... [2025-11-21T07:11:51.939299] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:11:52.117372] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:11:52.295746] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:11:52.474996] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:52.653345] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:11:52.838117] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:11:53.019345] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:11:53.201492] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:53.382448] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:11:53.565151] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:11:53.565378] [INFO ] [CONFIGURE ] BLX: Baseline score (no features): 20.00% [2025-11-21T07:11:53.565427] [INFO ] [CONFIGURE ] BLX: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:11:53.565465] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:11:53.785191] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:54.006445] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:11:54.226673] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:11:54.443291] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:54.658839] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:11:54.872658] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:55.093263] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:11:55.316246] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:55.545692] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:11:55.765361] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:11:55.765532] [INFO ] [CONFIGURE ] BLX: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T07:11:55.765579] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15369 tests [2025-11-21T07:11:55.765618] [INFO ] [CONFIGURE ] BLX: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:11:55.765679] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:11:56.018813] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:11:56.270636] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:11:56.505687] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:11:56.745741] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:56.987796] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:11:57.232771] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:11:57.478263] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:11:57.727014] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:11:57.969396] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:11:58.216052] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:11:58.216240] [INFO ] [CONFIGURE ] BLX: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T07:11:58.216295] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15368 tests [2025-11-21T07:11:58.216343] [INFO ] [CONFIGURE ] BLX: Testing feature 3/29: add_daily_returns [2025-11-21T07:11:58.216386] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:11:58.475233] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:11:58.736780] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:11:59.014211] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:11:59.292533] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:11:59.547091] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:11:59.826697] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:00.106015] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:12:00.400569] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:12:00.678021] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:01.692196] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:01.692374] [INFO ] [CONFIGURE ] BLX: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T07:12:01.692431] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15367 tests [2025-11-21T07:12:01.692478] [INFO ] [CONFIGURE ] BLX: Testing feature 4/29: add_ema [2025-11-21T07:12:01.692522] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T07:12:02.152056] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:02.452738] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:02.758256] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:03.100098] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:12:03.419140] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:03.749837] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:04.090932] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:04.422419] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:04.730969] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:05.072927] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:05.073109] [INFO ] [CONFIGURE ] BLX: KEPT add_ema (score: 60.00%) [2025-11-21T07:12:05.073170] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15366 tests [2025-11-21T07:12:05.073220] [INFO ] [CONFIGURE ] BLX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:12:05.073265] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:12:05.432140] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:05.795322] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:06.186257] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:06.592277] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:06.980856] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:07.374176] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:07.739848] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:08.131825] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:08.531543] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:08.954114] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:08.954314] [INFO ] [CONFIGURE ] BLX: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T07:12:08.954374] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15365 tests [2025-11-21T07:12:08.954422] [INFO ] [CONFIGURE ] BLX: Testing feature 6/29: add_failed_moves [2025-11-21T07:12:08.954551] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T07:12:09.371971] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:09.765205] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:10.140529] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:10.505415] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:10.876379] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:11.268747] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:11.662721] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:12.079842] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:12.509939] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:12.988136] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:12.988341] [INFO ] [CONFIGURE ] BLX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:12:12.988400] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15364 tests [2025-11-21T07:12:12.988449] [INFO ] [CONFIGURE ] BLX: Testing feature 7/29: add_lag_shelf [2025-11-21T07:12:12.988496] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T07:12:13.335547] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:12:13.653792] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:13.996256] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:14.330918] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:14.661298] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:14.994613] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:15.325862] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:15.665792] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:16.012094] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:16.355355] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:16.355549] [INFO ] [CONFIGURE ] BLX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:12:16.355608] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15363 tests [2025-11-21T07:12:16.355678] [INFO ] [CONFIGURE ] BLX: Testing feature 8/29: add_macd [2025-11-21T07:12:16.355727] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T07:12:16.738352] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:12:17.128152] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:12:17.512309] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:17.901614] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:18.285495] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:12:18.690147] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:19.086626] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:19.480306] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:12:19.874253] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:20.242637] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:20.242897] [INFO ] [CONFIGURE ] BLX: DISCARDED add_macd (score: 30.00%) [2025-11-21T07:12:20.242967] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15362 tests [2025-11-21T07:12:20.243018] [INFO ] [CONFIGURE ] BLX: Testing feature 9/29: add_mfi [2025-11-21T07:12:20.243064] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T07:12:20.566443] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:20.901471] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:12:21.251233] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:21.592731] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:21.936840] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:22.281619] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:22.633163] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:22.981000] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:23.337193] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:23.683478] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:23.683685] [INFO ] [CONFIGURE ] BLX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:12:23.683745] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15361 tests [2025-11-21T07:12:23.683793] [INFO ] [CONFIGURE ] BLX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:12:23.683840] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:12:24.126557] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:12:24.571983] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:12:25.015591] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:25.459762] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:25.929330] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:26.396901] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:26.866673] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:27.326934] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:27.801014] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:12:28.265417] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:28.265636] [INFO ] [CONFIGURE ] BLX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T07:12:28.265718] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15360 tests [2025-11-21T07:12:28.265766] [INFO ] [CONFIGURE ] BLX: Testing feature 11/29: add_obv_daily [2025-11-21T07:12:28.265837] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T07:12:28.666306] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:12:29.062712] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:29.430331] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:29.794246] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:12:30.156544] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:30.509897] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:30.867695] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:31.222630] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:31.599229] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:31.959726] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:31.959922] [INFO ] [CONFIGURE ] BLX: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T07:12:31.959978] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15359 tests [2025-11-21T07:12:31.960027] [INFO ] [CONFIGURE ] BLX: Testing feature 12/29: add_obv_interval [2025-11-21T07:12:31.960070] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T07:12:32.284755] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:12:32.605919] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:32.943870] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:33.312297] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:33.697161] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:34.068468] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:34.429581] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:34.818375] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:35.162637] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:12:35.507700] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:35.507953] [INFO ] [CONFIGURE ] BLX: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:12:35.508013] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15358 tests [2025-11-21T07:12:35.508064] [INFO ] [CONFIGURE ] BLX: Testing feature 13/29: add_opening_strength [2025-11-21T07:12:35.508110] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:12:35.874005] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:36.247143] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:12:36.632756] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:12:37.009891] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:37.393066] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:12:37.806851] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:38.194829] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:38.573839] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:12:38.961901] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:39.360924] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:39.361143] [INFO ] [CONFIGURE ] BLX: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T07:12:39.361229] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15357 tests [2025-11-21T07:12:39.361286] [INFO ] [CONFIGURE ] BLX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:12:39.361331] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T07:12:39.741192] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:40.119820] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:12:40.495182] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:40.858978] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:12:41.235036] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:41.616189] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:42.003874] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:42.416408] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:42.845029] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:43.247701] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:43.247938] [INFO ] [CONFIGURE ] BLX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:12:43.247999] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15356 tests [2025-11-21T07:12:43.248048] [INFO ] [CONFIGURE ] BLX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:12:43.248092] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T07:12:43.617399] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:43.970382] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:12:44.347870] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:44.702520] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:12:45.059229] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:45.415928] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:45.775395] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:46.127355] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:46.467958] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:12:46.805862] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:46.806060] [INFO ] [CONFIGURE ] BLX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:12:46.806118] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15355 tests [2025-11-21T07:12:46.806209] [INFO ] [CONFIGURE ] BLX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:12:46.806257] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T07:12:47.167612] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:12:47.529084] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:47.881322] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:48.244976] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:12:48.637538] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:12:49.029124] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:49.422976] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:49.809692] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:50.210037] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:12:50.589602] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:50.589821] [INFO ] [CONFIGURE ] BLX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T07:12:50.589881] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15354 tests [2025-11-21T07:12:50.589928] [INFO ] [CONFIGURE ] BLX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:12:50.589971] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T07:12:50.969479] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:51.331761] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:51.688538] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:12:52.049467] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:12:52.407385] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:52.763611] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:53.123022] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:53.511048] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:53.891387] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:54.258490] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:54.258698] [INFO ] [CONFIGURE ] BLX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:12:54.258757] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15353 tests [2025-11-21T07:12:54.258804] [INFO ] [CONFIGURE ] BLX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:12:54.258847] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T07:12:54.609903] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:54.939676] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:12:55.275876] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:55.612602] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:12:55.951453] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:56.287505] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:12:56.631769] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:12:56.976306] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:12:57.314591] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:12:57.657485] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:12:57.657719] [INFO ] [CONFIGURE ] BLX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:12:57.657780] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15352 tests [2025-11-21T07:12:57.657828] [INFO ] [CONFIGURE ] BLX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:12:57.657872] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T07:12:57.986630] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:12:58.318329] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:12:58.658894] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:12:58.995704] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:12:59.368781] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:12:59.724684] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:00.101211] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:01.328639] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:01.684339] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:02.033889] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:02.034104] [INFO ] [CONFIGURE ] BLX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:13:02.034161] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15351 tests [2025-11-21T07:13:02.034208] [INFO ] [CONFIGURE ] BLX: Testing feature 20/29: add_price_rejection [2025-11-21T07:13:02.034246] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T07:13:02.402456] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:02.772774] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:03.156041] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:03.530474] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:13:03.906973] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:13:04.299294] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:04.667798] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:05.059431] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:05.488038] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:05.947602] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:05.948250] [INFO ] [CONFIGURE ] BLX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T07:13:05.948431] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15350 tests [2025-11-21T07:13:05.948488] [INFO ] [CONFIGURE ] BLX: Testing feature 21/29: add_range_position [2025-11-21T07:13:05.948543] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T07:13:06.315545] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:06.681430] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:07.047152] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:07.416122] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:13:07.782474] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:13:08.151843] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:08.517803] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:08.890080] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:09.297267] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:09.671302] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:09.671513] [INFO ] [CONFIGURE ] BLX: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:13:09.671575] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15349 tests [2025-11-21T07:13:09.671624] [INFO ] [CONFIGURE ] BLX: Testing feature 22/29: add_realized_volatility [2025-11-21T07:13:09.671689] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T07:13:10.135306] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:13:10.571756] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:11.011092] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:11.465373] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:11.928472] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:13:12.371774] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:12.841047] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:13:13.301901] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:13.796057] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:14.306106] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:14.306313] [INFO ] [CONFIGURE ] BLX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:13:14.306447] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15348 tests [2025-11-21T07:13:14.306506] [INFO ] [CONFIGURE ] BLX: Testing feature 23/29: add_recent_range_context [2025-11-21T07:13:14.306553] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T07:13:14.713596] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:13:15.112090] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:13:15.483670] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:15.860114] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:13:16.237631] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:13:16.619496] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:16.988749] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:17.363801] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:17.734586] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:18.119804] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:18.119991] [INFO ] [CONFIGURE ] BLX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:13:18.120053] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15347 tests [2025-11-21T07:13:18.120116] [INFO ] [CONFIGURE ] BLX: Testing feature 24/29: add_rsi [2025-11-21T07:13:18.120175] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi'] [2025-11-21T07:13:18.498737] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:13:18.870674] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:13:19.267635] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:19.655301] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:13:20.042068] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:13:20.438113] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:20.825590] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:21.209055] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:21.592801] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:21.985018] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:21.985244] [INFO ] [CONFIGURE ] BLX: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:13:21.985308] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15346 tests [2025-11-21T07:13:21.985359] [INFO ] [CONFIGURE ] BLX: Testing feature 25/29: add_tick_distribution [2025-11-21T07:13:21.985406] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T07:13:22.356384] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:13:22.725503] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:23.088166] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:23.455366] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:13:23.836686] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:13:24.227903] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:24.618779] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:24.999282] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:13:25.375822] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:25.760095] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:25.760313] [INFO ] [CONFIGURE ] BLX: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:13:25.760422] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15345 tests [2025-11-21T07:13:25.760539] [INFO ] [CONFIGURE ] BLX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:13:25.760589] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T07:13:26.147568] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:13:26.540523] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:13:26.921724] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:27.306946] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:13:27.678535] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:13:28.058005] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:28.440364] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:28.824509] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:13:29.213415] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:29.608089] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:29.608301] [INFO ] [CONFIGURE ] BLX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:13:29.608357] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15344 tests [2025-11-21T07:13:29.608404] [INFO ] [CONFIGURE ] BLX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:13:29.608487] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T07:13:30.012687] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:13:30.407438] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:30.795950] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:31.186862] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:31.574856] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:13:31.963226] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:32.347227] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:32.743881] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:33.131019] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:33.514567] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:33.514799] [INFO ] [CONFIGURE ] BLX: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T07:13:33.514860] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15343 tests [2025-11-21T07:13:33.514907] [INFO ] [CONFIGURE ] BLX: Testing feature 28/29: add_volume_profile [2025-11-21T07:13:33.514977] [INFO ] [CONFIGURE ] BLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T07:13:33.882155] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:13:34.265891] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:34.637491] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:13:34.991475] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:13:35.344961] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:13:35.700924] [DEBUG] [FORECASTER] BLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:13:36.064198] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:36.431934] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:13:36.800939] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:37.173403] [DEBUG] [FORECASTER] BLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:13:37.173607] [INFO ] [CONFIGURE ] BLX: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:13:37.173695] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15342 tests [2025-11-21T07:13:37.173749] [INFO ] [CONFIGURE ] BLX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:13:37.173857] [INFO ] [CONFIGURE ] BLX: Best accuracy: 70.00% [2025-11-21T07:13:37.173909] [INFO ] [CONFIGURE ] BLX: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:13:37.173953] [INFO ] [CONFIGURE ] BLX: Improvement over baseline: 50.00% [2025-11-21T07:13:37.173993] [INFO ] [CONFIGURE ] BLX: Total time: 1.7 minutes [2025-11-21T07:13:37.174044] [INFO ] [CONFIGURE ] BLX: Average time per feature: 3.7 seconds [2025-11-21T07:13:37.174094] [INFO ] [CONFIGURE ] BLX: Average speed: 0.28 features/sec [2025-11-21T07:13:37.174586] [INFO ] [LOCAL ] Saved configuration for BLX: 5 features, 70.00% accuracy -> ./output/feature-sets/BLX.json [2025-11-21T07:13:37.174671] [INFO ] [CONFIGURE ] BLX: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-11-21T07:13:37.174724] [INFO ] [sig ] [196/723] Successfully configured BLX | 0.01 sym/s | Total: 4.7h | ETA: 12.5h [2025-11-21T07:13:37.174773] [INFO ] [sig ] [197/723] Configuring BMA... [2025-11-21T07:13:37.174815] [INFO ] [CONFIGURE ] BMA: Configurate test run. [2025-11-21T07:13:37.174855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-11-21T07:13:37.251588] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMA'. [2025-11-21T07:13:37.252033] [INFO ] [CONFIGURE ] BMA: Testing with 29 available features [2025-11-21T07:13:37.252111] [INFO ] [CONFIGURE ] BMA: Establishing baseline with no features... [2025-11-21T07:13:37.433515] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:37.613263] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:13:37.792930] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:13:37.969430] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:38.146067] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:38.324819] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:38.514130] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:38.692162] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:38.869378] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:39.046972] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:13:39.047131] [INFO ] [CONFIGURE ] BMA: Baseline score (no features): 40.00% [2025-11-21T07:13:39.047186] [INFO ] [CONFIGURE ] BMA: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:13:39.047255] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:13:39.259157] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:13:39.466429] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:39.674282] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:13:39.883986] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:40.083438] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:40.284475] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:40.487955] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:40.688345] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:40.889272] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:41.088460] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:13:41.088637] [INFO ] [CONFIGURE ] BMA: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T07:13:41.088732] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15341 tests [2025-11-21T07:13:41.088784] [INFO ] [CONFIGURE ] BMA: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:13:41.088840] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:13:41.289886] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:41.499882] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:41.702838] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:13:41.907876] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:42.110581] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:42.312815] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:42.521927] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:42.728739] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:42.938035] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:43.149972] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:13:43.150150] [INFO ] [CONFIGURE ] BMA: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T07:13:43.150202] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15340 tests [2025-11-21T07:13:43.150243] [INFO ] [CONFIGURE ] BMA: Testing feature 3/29: add_daily_returns [2025-11-21T07:13:43.150309] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_daily_returns'] [2025-11-21T07:13:43.333910] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:43.518672] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:13:43.698875] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:13:43.878788] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:13:44.063070] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:44.249777] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:44.431088] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:44.616346] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:44.801681] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:44.982362] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:13:44.982537] [INFO ] [CONFIGURE ] BMA: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:13:44.982584] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15339 tests [2025-11-21T07:13:44.982622] [INFO ] [CONFIGURE ] BMA: Testing feature 4/29: add_ema [2025-11-21T07:13:44.982677] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_ema'] [2025-11-21T07:13:45.192931] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:45.402364] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:45.617251] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:13:45.830833] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:46.044022] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:46.258862] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:46.473296] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:46.686199] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:13:46.902129] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:47.120257] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:13:47.120431] [INFO ] [CONFIGURE ] BMA: DISCARDED add_ema (score: 20.00%) [2025-11-21T07:13:47.120480] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15338 tests [2025-11-21T07:13:47.120520] [INFO ] [CONFIGURE ] BMA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:13:47.120555] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:13:47.339892] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:47.558523] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:47.774806] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:13:47.996920] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:48.215942] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:48.439982] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:13:48.658831] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:48.903403] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:13:49.176362] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:49.418459] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:13:49.418686] [INFO ] [CONFIGURE ] BMA: DISCARDED add_exhaustion_signals (score: 10.00%) [2025-11-21T07:13:49.418746] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15337 tests [2025-11-21T07:13:49.418790] [INFO ] [CONFIGURE ] BMA: Testing feature 6/29: add_failed_moves [2025-11-21T07:13:49.418833] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_failed_moves'] [2025-11-21T07:13:49.612674] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:49.804660] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:13:49.998624] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:13:50.195222] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:50.387635] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:50.582102] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:50.777085] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:50.972181] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:51.167944] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:51.368383] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:13:51.368546] [INFO ] [CONFIGURE ] BMA: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T07:13:51.368593] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15336 tests [2025-11-21T07:13:51.368632] [INFO ] [CONFIGURE ] BMA: Testing feature 7/29: add_lag_shelf [2025-11-21T07:13:51.368698] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_lag_shelf'] [2025-11-21T07:13:51.545980] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:51.723901] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:13:51.902522] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:13:52.066629] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:52.222539] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:52.402104] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:52.603483] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:52.818006] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:52.997335] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:53.210612] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:13:53.210812] [INFO ] [CONFIGURE ] BMA: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T07:13:53.210861] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15335 tests [2025-11-21T07:13:53.210909] [INFO ] [CONFIGURE ] BMA: Testing feature 8/29: add_macd [2025-11-21T07:13:53.210972] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:13:53.511384] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:53.773840] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:54.033847] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:13:54.301858] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:54.564827] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:54.831921] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:13:55.108433] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:55.379338] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:55.665316] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:55.947512] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:13:55.947711] [INFO ] [CONFIGURE ] BMA: DISCARDED add_macd (score: 20.00%) [2025-11-21T07:13:55.947805] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15334 tests [2025-11-21T07:13:55.947852] [INFO ] [CONFIGURE ] BMA: Testing feature 9/29: add_mfi [2025-11-21T07:13:55.947894] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_mfi'] [2025-11-21T07:13:56.137627] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:56.315328] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:13:56.494293] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:13:56.672705] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:56.852663] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:57.031543] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:57.218313] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:13:57.412740] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:13:57.622539] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:13:57.823500] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:13:57.823748] [INFO ] [CONFIGURE ] BMA: DISCARDED add_mfi (score: 20.00%) [2025-11-21T07:13:57.823858] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15333 tests [2025-11-21T07:13:57.823913] [INFO ] [CONFIGURE ] BMA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:13:57.823962] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:13:58.117601] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:13:58.395436] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:13:58.681747] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:13:58.955330] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:13:59.246853] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:13:59.531153] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:13:59.813308] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:14:00.102899] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:14:01.096231] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:01.591970] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:01.592263] [INFO ] [CONFIGURE ] BMA: KEPT add_momentum_acceleration (score: 50.00%) [2025-11-21T07:14:01.592330] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15332 tests [2025-11-21T07:14:01.592381] [INFO ] [CONFIGURE ] BMA: Testing feature 11/29: add_obv_daily [2025-11-21T07:14:01.592432] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T07:14:01.966120] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:14:02.301007] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:14:02.633870] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:02.966190] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:03.320966] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:03.683009] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:14:04.009519] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:14:04.351807] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:04.702158] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:05.032404] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:05.032705] [INFO ] [CONFIGURE ] BMA: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T07:14:05.032773] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15331 tests [2025-11-21T07:14:05.032828] [INFO ] [CONFIGURE ] BMA: Testing feature 12/29: add_obv_interval [2025-11-21T07:14:05.032878] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T07:14:05.355037] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:05.679947] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:14:05.992166] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:14:06.311876] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:06.634735] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:06.948919] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:07.262008] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:07.584003] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:07.905061] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:14:08.227509] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:08.227826] [INFO ] [CONFIGURE ] BMA: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T07:14:08.227889] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15330 tests [2025-11-21T07:14:08.227940] [INFO ] [CONFIGURE ] BMA: Testing feature 13/29: add_opening_strength [2025-11-21T07:14:08.227987] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:14:08.590617] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:14:08.963516] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:09.329866] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:09.687163] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:10.033219] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:10.377321] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:14:10.720037] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:11.061811] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:14:11.426069] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:11.776329] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:11.776525] [INFO ] [CONFIGURE ] BMA: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:14:11.776586] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15329 tests [2025-11-21T07:14:11.776638] [INFO ] [CONFIGURE ] BMA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:14:11.776706] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T07:14:12.121137] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:14:12.454069] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:12.773996] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:13.089968] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:13.427596] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:13.757453] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:14:14.077542] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:14:14.410824] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:14:14.741785] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:15.073612] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:15.073820] [INFO ] [CONFIGURE ] BMA: KEPT add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:14:15.073885] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15328 tests [2025-11-21T07:14:15.073937] [INFO ] [CONFIGURE ] BMA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:14:15.073983] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T07:14:15.412723] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:15.758669] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:16.084705] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:16.416008] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:16.742885] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:17.070295] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:17.427990] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:17.770035] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:18.090464] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:14:18.418002] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:14:18.418195] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T07:14:18.418258] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15327 tests [2025-11-21T07:14:18.418307] [INFO ] [CONFIGURE ] BMA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:14:18.418350] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T07:14:18.754460] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:19.086742] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:14:19.425305] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:19.785027] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:20.148915] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:20.504245] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:20.852292] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:21.198560] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:21.544170] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:14:21.891515] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:14:21.891723] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T07:14:21.891784] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15326 tests [2025-11-21T07:14:21.891831] [INFO ] [CONFIGURE ] BMA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:14:21.891871] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T07:14:22.221565] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:22.551550] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:22.876475] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:23.211235] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:23.547839] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:23.891039] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:24.253702] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:24.604431] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:14:24.945798] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:25.284675] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:25.284867] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:14:25.284925] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15325 tests [2025-11-21T07:14:25.284974] [INFO ] [CONFIGURE ] BMA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:14:25.285017] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T07:14:25.612993] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:14:25.935705] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:26.269032] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:26.600837] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:26.921192] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:27.244746] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:14:27.564855] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:27.889818] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:14:28.212127] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:14:28.531712] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:28.531912] [INFO ] [CONFIGURE ] BMA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T07:14:28.531972] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15324 tests [2025-11-21T07:14:28.532021] [INFO ] [CONFIGURE ] BMA: Testing feature 20/29: add_price_rejection [2025-11-21T07:14:28.532065] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T07:14:28.873996] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:29.227001] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:29.575103] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:29.929251] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:30.275522] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:30.625828] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:30.976910] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:14:31.331981] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:31.694810] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:14:32.046491] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:32.046710] [INFO ] [CONFIGURE ] BMA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:14:32.046771] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15323 tests [2025-11-21T07:14:32.046819] [INFO ] [CONFIGURE ] BMA: Testing feature 21/29: add_range_position [2025-11-21T07:14:32.046877] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T07:14:32.395518] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:32.745578] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:14:33.101751] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:33.464228] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:33.831279] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:34.197966] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:34.550793] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:34.902600] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:14:35.251807] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:35.601352] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:35.601538] [INFO ] [CONFIGURE ] BMA: DISCARDED add_range_position (score: 40.00%) [2025-11-21T07:14:35.601596] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15322 tests [2025-11-21T07:14:35.601664] [INFO ] [CONFIGURE ] BMA: Testing feature 22/29: add_realized_volatility [2025-11-21T07:14:35.601713] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T07:14:36.034809] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:36.472126] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:36.903377] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:37.338755] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:37.790821] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:38.240163] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:14:38.689903] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:39.143541] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:14:39.593090] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:14:40.032547] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:14:40.032890] [INFO ] [CONFIGURE ] BMA: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:14:40.032960] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15321 tests [2025-11-21T07:14:40.033043] [INFO ] [CONFIGURE ] BMA: Testing feature 23/29: add_recent_range_context [2025-11-21T07:14:40.033095] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T07:14:40.370390] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:40.712006] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:14:41.049871] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:41.397663] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:41.735447] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:42.076932] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:14:42.426020] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:42.777327] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:43.120686] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:14:43.455791] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:14:43.456004] [INFO ] [CONFIGURE ] BMA: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T07:14:43.456064] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15320 tests [2025-11-21T07:14:43.456112] [INFO ] [CONFIGURE ] BMA: Testing feature 24/29: add_rsi [2025-11-21T07:14:43.456156] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T07:14:43.825345] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:44.185469] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:14:44.559219] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:14:44.957718] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:45.360148] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:45.749837] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:46.133954] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:46.520367] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:46.896555] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:14:47.266771] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:47.267000] [INFO ] [CONFIGURE ] BMA: DISCARDED add_rsi (score: 30.00%) [2025-11-21T07:14:47.267060] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15319 tests [2025-11-21T07:14:47.267110] [INFO ] [CONFIGURE ] BMA: Testing feature 25/29: add_tick_distribution [2025-11-21T07:14:47.267218] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T07:14:47.591987] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:47.916863] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:14:48.234402] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:48.555577] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:48.888662] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:14:49.232826] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:49.568298] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:14:49.892056] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:14:50.233629] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:50.563748] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:50.563933] [INFO ] [CONFIGURE ] BMA: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:14:50.563994] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15318 tests [2025-11-21T07:14:50.564043] [INFO ] [CONFIGURE ] BMA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:14:50.564090] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T07:14:50.895376] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:51.224162] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:51.576509] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:14:51.916197] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:52.253236] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:52.598630] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:14:52.945005] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:53.294486] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:53.653418] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:54.002480] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:14:54.002689] [INFO ] [CONFIGURE ] BMA: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T07:14:54.002753] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15317 tests [2025-11-21T07:14:54.002804] [INFO ] [CONFIGURE ] BMA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:14:54.002849] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T07:14:54.371745] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:54.734225] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:14:55.086665] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:55.438163] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:55.788016] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:56.145824] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:14:56.493882] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:14:56.871205] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:14:57.250992] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:14:57.639997] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:14:57.640221] [INFO ] [CONFIGURE ] BMA: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T07:14:57.640285] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15316 tests [2025-11-21T07:14:57.640338] [INFO ] [CONFIGURE ] BMA: Testing feature 28/29: add_volume_profile [2025-11-21T07:14:57.640384] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T07:14:57.992403] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:14:58.351145] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:14:58.704597] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:14:59.058771] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:14:59.427095] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:14:59.817126] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:15:00.157206] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:15:00.499332] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:01.406997] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:15:01.744057] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:15:01.744281] [INFO ] [CONFIGURE ] BMA: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T07:15:01.744341] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15315 tests [2025-11-21T07:15:01.744389] [INFO ] [CONFIGURE ] BMA: Testing feature 29/29: add_vwap [2025-11-21T07:15:01.744434] [INFO ] [CONFIGURE ] BMA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T07:15:02.078917] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:15:02.485542] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:02.966703] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:03.309072] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:15:03.626754] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:15:03.943033] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:15:04.280545] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:15:04.605286] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:04.954272] [DEBUG] [FORECASTER] BMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:15:05.305182] [DEBUG] [FORECASTER] BMA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:15:05.305373] [INFO ] [CONFIGURE ] BMA: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:15:05.305432] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15314 tests [2025-11-21T07:15:05.305480] [INFO ] [CONFIGURE ] BMA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:15:05.305555] [INFO ] [CONFIGURE ] BMA: Best accuracy: 60.00% [2025-11-21T07:15:05.305601] [INFO ] [CONFIGURE ] BMA: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T07:15:05.305639] [INFO ] [CONFIGURE ] BMA: Improvement over baseline: 20.00% [2025-11-21T07:15:05.305701] [INFO ] [CONFIGURE ] BMA: Total time: 1.4 minutes [2025-11-21T07:15:05.305740] [INFO ] [CONFIGURE ] BMA: Average time per feature: 3.1 seconds [2025-11-21T07:15:05.305779] [INFO ] [CONFIGURE ] BMA: Average speed: 0.34 features/sec [2025-11-21T07:15:05.306092] [INFO ] [LOCAL ] Saved configuration for BMA: 3 features, 60.00% accuracy -> ./output/feature-sets/BMA.json [2025-11-21T07:15:05.306151] [INFO ] [CONFIGURE ] BMA: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T07:15:05.306200] [INFO ] [sig ] [197/723] Successfully configured BMA | 0.01 sym/s | Total: 4.7h | ETA: 12.5h [2025-11-21T07:15:05.306244] [INFO ] [sig ] [198/723] Configuring BME... [2025-11-21T07:15:05.306286] [INFO ] [CONFIGURE ] BME: Configurate test run. [2025-11-21T07:15:05.306328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-11-21T07:15:05.381546] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BME'. [2025-11-21T07:15:05.381933] [INFO ] [CONFIGURE ] BME: Testing with 29 available features [2025-11-21T07:15:05.381994] [INFO ] [CONFIGURE ] BME: Establishing baseline with no features... [2025-11-21T07:15:05.570526] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:05.763164] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:05.951851] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:06.124978] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:06.308251] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:06.496208] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:06.676189] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:15:06.855987] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:07.038991] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:07.220008] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:07.220204] [INFO ] [CONFIGURE ] BME: Baseline score (no features): 50.00% [2025-11-21T07:15:07.220282] [INFO ] [CONFIGURE ] BME: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:15:07.220333] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:15:07.433720] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:15:07.652172] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:07.870495] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:08.085637] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:08.303828] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:15:08.520911] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:08.732883] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:08.946604] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:09.152415] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:09.364728] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:09.364968] [INFO ] [CONFIGURE ] BME: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T07:15:09.365029] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15313 tests [2025-11-21T07:15:09.365070] [INFO ] [CONFIGURE ] BME: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:15:09.365107] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:15:09.618054] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:15:09.866772] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:10.102455] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:15:10.340087] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:15:10.575312] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:10.820963] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:11.081402] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:15:11.347307] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:11.610682] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:11.878771] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:11.878978] [INFO ] [CONFIGURE ] BME: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T07:15:11.879038] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15312 tests [2025-11-21T07:15:11.879152] [INFO ] [CONFIGURE ] BME: Testing feature 3/29: add_daily_returns [2025-11-21T07:15:11.879199] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:15:12.118015] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:15:12.357004] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:12.608873] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:12.844704] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:15:13.091181] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:13.334369] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:13.560864] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:13.781834] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:14.002712] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:14.221376] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:14.221553] [INFO ] [CONFIGURE ] BME: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:15:14.221608] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15311 tests [2025-11-21T07:15:14.221680] [INFO ] [CONFIGURE ] BME: Testing feature 4/29: add_ema [2025-11-21T07:15:14.221752] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:15:14.476157] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:14.735203] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:14.985224] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:15.237103] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:15:15.491800] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:15.745245] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:16.002784] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:16.257146] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:16.515323] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:15:16.768198] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:16.768413] [INFO ] [CONFIGURE ] BME: DISCARDED add_ema (score: 40.00%) [2025-11-21T07:15:16.768600] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15310 tests [2025-11-21T07:15:16.768715] [INFO ] [CONFIGURE ] BME: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:15:16.768792] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:15:17.019992] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:15:17.282620] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:17.552423] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:17.811218] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:15:18.067760] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:18.326604] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:18.581423] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:15:18.838689] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:19.094472] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:19.347963] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:19.348142] [INFO ] [CONFIGURE ] BME: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T07:15:19.348201] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15309 tests [2025-11-21T07:15:19.348285] [INFO ] [CONFIGURE ] BME: Testing feature 6/29: add_failed_moves [2025-11-21T07:15:19.348334] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:15:19.584709] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:15:19.828849] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:20.064992] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:20.314817] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:20.561575] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:20.803229] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:21.038860] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:15:21.277626] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:21.510700] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:21.751490] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:21.751705] [INFO ] [CONFIGURE ] BME: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T07:15:21.751765] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15308 tests [2025-11-21T07:15:21.751931] [INFO ] [CONFIGURE ] BME: Testing feature 7/29: add_lag_shelf [2025-11-21T07:15:21.751985] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:15:21.972601] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:22.195188] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:22.424721] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:22.660571] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:22.893294] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:23.120463] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:23.346043] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:23.578513] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:23.788842] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:24.002521] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:24.002728] [INFO ] [CONFIGURE ] BME: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:15:24.002791] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15307 tests [2025-11-21T07:15:24.002884] [INFO ] [CONFIGURE ] BME: Testing feature 8/29: add_macd [2025-11-21T07:15:24.002934] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T07:15:24.319607] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:24.676457] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:24.995661] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:25.313678] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:25.640320] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:25.972520] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:26.295854] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:26.613400] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:26.937843] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:27.263573] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:27.263818] [INFO ] [CONFIGURE ] BME: KEPT add_macd (score: 70.00%) [2025-11-21T07:15:27.263913] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15306 tests [2025-11-21T07:15:27.263966] [INFO ] [CONFIGURE ] BME: Testing feature 9/29: add_mfi [2025-11-21T07:15:27.264011] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T07:15:27.618674] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:27.957942] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:28.300165] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:28.639824] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:28.979937] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:29.324473] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:29.679389] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:30.037900] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:30.382788] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:30.730403] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:30.730679] [INFO ] [CONFIGURE ] BME: DISCARDED add_mfi (score: 70.00%) [2025-11-21T07:15:30.730744] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15305 tests [2025-11-21T07:15:30.730796] [INFO ] [CONFIGURE ] BME: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:15:30.730841] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:15:31.145168] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:31.556125] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:31.956740] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:32.353367] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:32.753434] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:33.190872] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:33.613007] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:34.036168] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:34.439374] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:34.866763] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:34.867010] [INFO ] [CONFIGURE ] BME: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T07:15:34.867073] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15304 tests [2025-11-21T07:15:34.867121] [INFO ] [CONFIGURE ] BME: Testing feature 11/29: add_obv_daily [2025-11-21T07:15:34.867164] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T07:15:35.232804] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:35.585997] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:35.956236] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:36.317518] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:36.657303] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:37.032044] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:37.380593] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:37.721127] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:38.062453] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:38.416608] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:38.416838] [INFO ] [CONFIGURE ] BME: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T07:15:38.416909] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15303 tests [2025-11-21T07:15:38.417037] [INFO ] [CONFIGURE ] BME: Testing feature 12/29: add_obv_interval [2025-11-21T07:15:38.417082] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T07:15:38.754511] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:39.103252] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:15:39.441252] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:39.784268] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:40.126670] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:40.465357] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:15:40.809251] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:41.161999] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:15:41.493252] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:41.825184] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:41.825385] [INFO ] [CONFIGURE ] BME: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:15:41.825443] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15302 tests [2025-11-21T07:15:41.825557] [INFO ] [CONFIGURE ] BME: Testing feature 13/29: add_opening_strength [2025-11-21T07:15:41.825602] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:15:42.169516] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:42.508725] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:42.834398] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:43.163537] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:43.521573] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:43.885290] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:44.229478] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:15:44.561838] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:15:44.934053] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:45.302235] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:45.302439] [INFO ] [CONFIGURE ] BME: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T07:15:45.302500] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15301 tests [2025-11-21T07:15:45.302561] [INFO ] [CONFIGURE ] BME: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:15:45.302657] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T07:15:45.643421] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:45.990974] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:46.356790] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:46.720608] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:15:47.082798] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:47.438448] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:47.770089] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:15:48.112438] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:15:48.454447] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:48.804666] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:48.804865] [INFO ] [CONFIGURE ] BME: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:15:48.804927] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15300 tests [2025-11-21T07:15:48.804977] [INFO ] [CONFIGURE ] BME: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:15:48.805090] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T07:15:49.124850] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:49.444561] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:49.833713] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:50.257633] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:50.659066] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:50.994143] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:51.291955] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:51.612111] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:15:51.950063] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:52.272479] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:52.272685] [INFO ] [CONFIGURE ] BME: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T07:15:52.272751] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15299 tests [2025-11-21T07:15:52.272801] [INFO ] [CONFIGURE ] BME: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:15:52.272872] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T07:15:52.597527] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:52.936091] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:53.259886] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:53.569971] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:53.932441] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:54.290609] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:54.645686] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:15:55.012578] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:15:55.373782] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:55.733119] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:55.733362] [INFO ] [CONFIGURE ] BME: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T07:15:55.733424] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15298 tests [2025-11-21T07:15:55.733534] [INFO ] [CONFIGURE ] BME: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:15:55.733586] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T07:15:56.091992] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:56.450308] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:15:56.795910] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:15:57.137009] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:15:57.463692] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:15:57.816706] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:15:58.177637] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:15:58.536603] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:15:58.881761] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:15:59.211188] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:15:59.211386] [INFO ] [CONFIGURE ] BME: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:15:59.211445] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15297 tests [2025-11-21T07:15:59.211495] [INFO ] [CONFIGURE ] BME: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:15:59.211573] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T07:15:59.522464] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:15:59.851429] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:00.202412] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:16:00.552622] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:01.607220] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:01.941469] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:02.297334] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:02.645521] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:16:02.970999] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:16:03.284543] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:03.284757] [INFO ] [CONFIGURE ] BME: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T07:16:03.284816] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15296 tests [2025-11-21T07:16:03.284864] [INFO ] [CONFIGURE ] BME: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:16:03.284908] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T07:16:03.585125] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:03.890977] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:04.222954] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:04.563284] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:04.923474] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:05.264565] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:16:05.596042] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:05.931949] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:06.264181] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:16:06.597726] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:06.597919] [INFO ] [CONFIGURE ] BME: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T07:16:06.597977] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15295 tests [2025-11-21T07:16:06.598024] [INFO ] [CONFIGURE ] BME: Testing feature 20/29: add_price_rejection [2025-11-21T07:16:06.598061] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T07:16:06.931089] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:07.257501] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:07.625460] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:07.957351] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:08.301660] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:08.646634] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:16:08.976208] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:09.317951] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:09.681892] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:16:10.047737] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:10.047947] [INFO ] [CONFIGURE ] BME: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T07:16:10.048008] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15294 tests [2025-11-21T07:16:10.048057] [INFO ] [CONFIGURE ] BME: Testing feature 21/29: add_range_position [2025-11-21T07:16:10.048101] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T07:16:10.424599] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:10.799058] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:11.177627] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:11.571504] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:16:11.961175] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:16:12.348832] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:16:12.715066] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:13.079979] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:13.440279] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:16:13.784406] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:13.784600] [INFO ] [CONFIGURE ] BME: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:16:13.784677] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15293 tests [2025-11-21T07:16:13.784730] [INFO ] [CONFIGURE ] BME: Testing feature 22/29: add_realized_volatility [2025-11-21T07:16:13.784774] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T07:16:14.189274] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:14.627449] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:15.047429] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:15.474876] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:15.922151] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:16.359521] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:16:16.787682] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:17.231054] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:17.669603] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:16:18.107745] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:18.107977] [INFO ] [CONFIGURE ] BME: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:16:18.108051] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15292 tests [2025-11-21T07:16:18.108110] [INFO ] [CONFIGURE ] BME: Testing feature 23/29: add_recent_range_context [2025-11-21T07:16:18.108153] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T07:16:18.454787] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:18.794677] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:19.143271] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:19.479437] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:19.832997] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:20.175659] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:16:20.516218] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:20.887043] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:16:21.245978] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:16:21.578812] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:21.579005] [INFO ] [CONFIGURE ] BME: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:16:21.579066] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15291 tests [2025-11-21T07:16:21.579117] [INFO ] [CONFIGURE ] BME: Testing feature 24/29: add_rsi [2025-11-21T07:16:21.579161] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T07:16:21.935331] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:22.310240] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:22.694531] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:23.081241] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:23.505376] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:23.920927] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:16:24.318860] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:24.692115] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:16:25.085980] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:16:25.462800] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:25.462973] [INFO ] [CONFIGURE ] BME: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:16:25.463033] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15290 tests [2025-11-21T07:16:25.463083] [INFO ] [CONFIGURE ] BME: Testing feature 25/29: add_tick_distribution [2025-11-21T07:16:25.463128] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T07:16:25.803988] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:26.139418] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:26.480590] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:26.823389] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:16:27.164064] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:27.500429] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:16:27.839073] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:28.176873] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:28.514487] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:16:28.871611] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:28.872326] [INFO ] [CONFIGURE ] BME: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:16:28.872396] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15289 tests [2025-11-21T07:16:28.872450] [INFO ] [CONFIGURE ] BME: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:16:28.872497] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T07:16:29.231929] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:29.580005] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:29.957540] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:30.306915] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:30.650326] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:30.989108] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:31.308666] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:31.631214] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:31.965471] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:16:32.294184] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:32.294366] [INFO ] [CONFIGURE ] BME: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:16:32.294424] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15288 tests [2025-11-21T07:16:32.294471] [INFO ] [CONFIGURE ] BME: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:16:32.294515] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T07:16:32.624262] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:32.955333] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:33.294579] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:33.630146] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:33.963870] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:34.299590] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:34.634204] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:34.980504] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:35.325845] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:16:35.676033] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:35.676232] [INFO ] [CONFIGURE ] BME: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:16:35.676292] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15287 tests [2025-11-21T07:16:35.676341] [INFO ] [CONFIGURE ] BME: Testing feature 28/29: add_volume_profile [2025-11-21T07:16:35.676389] [INFO ] [CONFIGURE ] BME: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T07:16:36.010571] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:16:36.336143] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:36.678913] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:37.012479] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:37.346891] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:16:37.690913] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:38.034492] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:38.363932] [DEBUG] [FORECASTER] BME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:38.697299] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:16:39.029342] [DEBUG] [FORECASTER] BME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:16:39.029526] [INFO ] [CONFIGURE ] BME: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:16:39.029586] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15286 tests [2025-11-21T07:16:39.029665] [INFO ] [CONFIGURE ] BME: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:16:39.029718] [INFO ] [CONFIGURE ] BME: Best accuracy: 80.00% [2025-11-21T07:16:39.029763] [INFO ] [CONFIGURE ] BME: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T07:16:39.029805] [INFO ] [CONFIGURE ] BME: Improvement over baseline: 30.00% [2025-11-21T07:16:39.029843] [INFO ] [CONFIGURE ] BME: Total time: 1.5 minutes [2025-11-21T07:16:39.029882] [INFO ] [CONFIGURE ] BME: Average time per feature: 3.3 seconds [2025-11-21T07:16:39.029920] [INFO ] [CONFIGURE ] BME: Average speed: 0.32 features/sec [2025-11-21T07:16:39.030415] [INFO ] [LOCAL ] Saved configuration for BME: 4 features, 80.00% accuracy -> ./output/feature-sets/BME.json [2025-11-21T07:16:39.030477] [INFO ] [CONFIGURE ] BME: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T07:16:39.030527] [INFO ] [sig ] [198/723] Successfully configured BME | 0.01 sym/s | Total: 4.7h | ETA: 12.5h [2025-11-21T07:16:39.030573] [INFO ] [sig ] [199/723] Configuring BMEZ... [2025-11-21T07:16:39.030616] [INFO ] [CONFIGURE ] BMEZ: Configurate test run. [2025-11-21T07:16:39.030695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-11-21T07:16:39.171798] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMEZ'. [2025-11-21T07:16:39.172164] [INFO ] [CONFIGURE ] BMEZ: Testing with 29 available features [2025-11-21T07:16:39.172229] [INFO ] [CONFIGURE ] BMEZ: Establishing baseline with no features... [2025-11-21T07:16:39.335190] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:16:39.497498] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:39.661622] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:39.839170] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:16:40.004944] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:40.176840] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:40.342878] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:40.508942] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:40.678401] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:16:40.849094] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:40.849262] [INFO ] [CONFIGURE ] BMEZ: Baseline score (no features): 40.00% [2025-11-21T07:16:40.849310] [INFO ] [CONFIGURE ] BMEZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:16:40.849352] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:16:41.045133] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:16:41.243220] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:41.443898] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:41.652302] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:41.853120] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:42.055618] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:42.285089] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:42.524400] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:42.792612] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:16:43.065213] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:43.065446] [INFO ] [CONFIGURE ] BMEZ: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T07:16:43.065499] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15285 tests [2025-11-21T07:16:43.065539] [INFO ] [CONFIGURE ] BMEZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:16:43.065576] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:16:43.324515] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:16:43.560613] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:43.797188] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:44.033166] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:44.269790] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:44.504453] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:44.744453] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:44.983452] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:45.221240] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:16:45.457779] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:45.457951] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T07:16:45.458009] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15284 tests [2025-11-21T07:16:45.458055] [INFO ] [CONFIGURE ] BMEZ: Testing feature 3/29: add_daily_returns [2025-11-21T07:16:45.458098] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:16:45.672166] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:16:45.884634] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:46.099815] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:46.310039] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:16:46.524443] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:46.741498] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:46.956122] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:47.195706] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:47.422383] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:16:47.637367] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:47.637537] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:16:47.637588] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15283 tests [2025-11-21T07:16:47.637627] [INFO ] [CONFIGURE ] BMEZ: Testing feature 4/29: add_ema [2025-11-21T07:16:47.637688] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:16:47.882904] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:16:48.126221] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:48.377164] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:48.621296] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:48.868840] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:49.113221] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:49.355903] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:16:49.603959] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:49.853072] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:16:50.104829] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:50.105035] [INFO ] [CONFIGURE ] BMEZ: KEPT add_ema (score: 60.00%) [2025-11-21T07:16:50.105086] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15282 tests [2025-11-21T07:16:50.105125] [INFO ] [CONFIGURE ] BMEZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:16:50.105162] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:16:50.393363] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:16:50.677629] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:16:50.991303] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:51.286486] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:51.575540] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:51.865210] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:52.152416] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:52.452884] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:52.746799] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:16:53.048043] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:53.048256] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:16:53.048317] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15281 tests [2025-11-21T07:16:53.048365] [INFO ] [CONFIGURE ] BMEZ: Testing feature 6/29: add_failed_moves [2025-11-21T07:16:53.048411] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T07:16:53.300372] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:16:53.568925] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:53.831025] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:54.093174] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:54.350042] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:54.601843] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:54.870447] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:55.133620] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:55.392924] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:16:55.650437] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:55.650612] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:16:55.650689] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15280 tests [2025-11-21T07:16:55.650740] [INFO ] [CONFIGURE ] BMEZ: Testing feature 7/29: add_lag_shelf [2025-11-21T07:16:55.650785] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T07:16:55.881554] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:16:56.116431] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:56.344427] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:16:56.573290] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:56.803133] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:57.038475] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:16:57.270084] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:16:57.505450] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:16:57.740686] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:16:57.977372] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:16:57.977535] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T07:16:57.977583] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15279 tests [2025-11-21T07:16:57.977621] [INFO ] [CONFIGURE ] BMEZ: Testing feature 8/29: add_macd [2025-11-21T07:16:57.977709] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T07:16:58.296460] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:16:58.609659] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:16:58.928927] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:16:59.254398] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:16:59.586668] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:16:59.949091] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:00.289339] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:00.603822] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:01.637661] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:02.020346] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:02.020563] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_macd (score: 50.00%) [2025-11-21T07:17:02.020624] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15278 tests [2025-11-21T07:17:02.020700] [INFO ] [CONFIGURE ] BMEZ: Testing feature 9/29: add_mfi [2025-11-21T07:17:02.020752] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T07:17:02.279092] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:02.559801] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:17:02.819967] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:03.089690] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:03.384691] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:03.677011] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:03.973739] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:17:04.264697] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:04.535270] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:04.808760] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:04.809003] [INFO ] [CONFIGURE ] BMEZ: KEPT add_mfi (score: 70.00%) [2025-11-21T07:17:04.809063] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15277 tests [2025-11-21T07:17:04.809116] [INFO ] [CONFIGURE ] BMEZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:17:04.809162] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:17:05.199342] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:05.574369] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:05.951723] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:06.324614] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:06.716904] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:07.101567] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:07.480555] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:07.861744] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:08.236385] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:08.624708] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:08.624925] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:17:08.624985] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15276 tests [2025-11-21T07:17:08.625031] [INFO ] [CONFIGURE ] BMEZ: Testing feature 11/29: add_obv_daily [2025-11-21T07:17:08.625075] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_daily'] [2025-11-21T07:17:08.932827] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:17:09.235631] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:17:09.538365] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:09.855622] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:10.153639] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:10.450871] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:10.744865] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:11.037174] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:11.343358] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:11.666143] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:11.666337] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T07:17:11.666397] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15275 tests [2025-11-21T07:17:11.666447] [INFO ] [CONFIGURE ] BMEZ: Testing feature 12/29: add_obv_interval [2025-11-21T07:17:11.666494] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_obv_interval'] [2025-11-21T07:17:11.962870] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:12.249096] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:12.539419] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:17:12.826491] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:13.118091] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:13.404704] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:13.692687] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:14.011792] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:14.306752] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:14.601046] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:14.601285] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T07:17:14.601346] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15274 tests [2025-11-21T07:17:14.601396] [INFO ] [CONFIGURE ] BMEZ: Testing feature 13/29: add_opening_strength [2025-11-21T07:17:14.601441] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:17:14.929026] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:15.246676] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:15.567914] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:15.885440] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:17:16.191236] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:16.502813] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:16.811539] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:17:17.122495] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:17.434093] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:17.750229] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:17.750437] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:17:17.750497] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15273 tests [2025-11-21T07:17:17.750546] [INFO ] [CONFIGURE ] BMEZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:17:17.750591] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T07:17:18.058899] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:17:18.364494] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:18.650819] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:18.931529] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:19.221129] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:19.509510] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:19.793781] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:20.080789] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:20.366778] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:17:20.661962] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:20.662156] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:17:20.662215] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15272 tests [2025-11-21T07:17:20.662263] [INFO ] [CONFIGURE ] BMEZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:17:20.662308] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T07:17:20.924217] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:21.187575] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:17:21.456531] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:21.724223] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:22.001896] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:22.267931] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:17:22.537072] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:22.804592] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:23.073044] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:23.366158] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:23.366345] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T07:17:23.366403] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15271 tests [2025-11-21T07:17:23.366451] [INFO ] [CONFIGURE ] BMEZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:17:23.366495] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T07:17:23.688245] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:24.013294] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:17:24.313300] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:24.621550] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:24.932749] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:25.233161] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:25.533585] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:25.834813] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:26.116261] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:26.398390] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:26.398565] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T07:17:26.398623] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15270 tests [2025-11-21T07:17:26.398692] [INFO ] [CONFIGURE ] BMEZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:17:26.398738] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T07:17:26.677209] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:26.955755] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:27.239283] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:27.520470] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:27.800934] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:28.080710] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:28.361349] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:28.665989] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:28.967164] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:29.262630] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:29.262814] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:17:29.262873] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15269 tests [2025-11-21T07:17:29.262921] [INFO ] [CONFIGURE ] BMEZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:17:29.262968] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T07:17:29.540948] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:29.817130] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:30.146205] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:17:30.487849] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:30.788432] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:31.063939] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:31.340010] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:31.614845] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:31.896289] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:32.173559] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:32.173766] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T07:17:32.173824] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15268 tests [2025-11-21T07:17:32.173872] [INFO ] [CONFIGURE ] BMEZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:17:32.173916] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T07:17:32.431964] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:17:32.696491] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:32.968208] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:33.241323] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:33.515277] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:33.793657] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:34.058272] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:34.328435] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:34.589181] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:34.852847] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:34.853018] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T07:17:34.853074] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15267 tests [2025-11-21T07:17:34.853120] [INFO ] [CONFIGURE ] BMEZ: Testing feature 20/29: add_price_rejection [2025-11-21T07:17:34.853163] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_price_rejection'] [2025-11-21T07:17:35.140996] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:35.420554] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:35.701040] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:35.986775] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:36.270822] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:36.560114] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:36.843803] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:37.125869] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:37.411132] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:37.694312] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:37.694507] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T07:17:37.694566] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15266 tests [2025-11-21T07:17:37.694614] [INFO ] [CONFIGURE ] BMEZ: Testing feature 21/29: add_range_position [2025-11-21T07:17:37.694676] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_range_position'] [2025-11-21T07:17:37.991532] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:38.299603] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:38.622221] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:38.920804] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:39.223957] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:39.526595] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:39.823854] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:40.149906] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:40.479885] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:40.808448] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:40.808620] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:17:40.808701] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15265 tests [2025-11-21T07:17:40.808751] [INFO ] [CONFIGURE ] BMEZ: Testing feature 22/29: add_realized_volatility [2025-11-21T07:17:40.808797] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_realized_volatility'] [2025-11-21T07:17:41.201535] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:41.602090] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:41.994880] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:42.410033] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:42.774332] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:43.169146] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:43.553624] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:43.934800] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:44.295205] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:44.659037] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:44.659269] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T07:17:44.659329] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15264 tests [2025-11-21T07:17:44.659376] [INFO ] [CONFIGURE ] BMEZ: Testing feature 23/29: add_recent_range_context [2025-11-21T07:17:44.659418] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_recent_range_context'] [2025-11-21T07:17:44.929961] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:45.200099] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:45.487819] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:45.783137] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:46.080515] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:46.366753] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:46.658397] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:46.946433] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:47.232527] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:47.507394] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:47.507615] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T07:17:47.507691] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15263 tests [2025-11-21T07:17:47.507739] [INFO ] [CONFIGURE ] BMEZ: Testing feature 24/29: add_rsi [2025-11-21T07:17:47.507782] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_rsi'] [2025-11-21T07:17:47.784140] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:48.059300] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:17:48.337406] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:48.612393] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:48.889472] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:49.178178] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:49.465719] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:49.752031] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:50.060040] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:50.368243] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:50.368430] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:17:50.368492] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15262 tests [2025-11-21T07:17:50.368541] [INFO ] [CONFIGURE ] BMEZ: Testing feature 25/29: add_tick_distribution [2025-11-21T07:17:50.368587] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_tick_distribution'] [2025-11-21T07:17:50.669396] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:50.956273] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:17:51.235227] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:51.532613] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:51.816437] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:52.101817] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:52.370583] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:52.642895] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:52.923771] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:53.206340] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:53.206515] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:17:53.206572] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15261 tests [2025-11-21T07:17:53.206613] [INFO ] [CONFIGURE ] BMEZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:17:53.206672] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T07:17:53.485294] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:53.765885] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:17:54.046590] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:54.333357] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:54.623988] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:54.911510] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:55.201023] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:55.504891] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:55.795339] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:56.081448] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:56.081624] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:17:56.081706] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15260 tests [2025-11-21T07:17:56.081758] [INFO ] [CONFIGURE ] BMEZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:17:56.081803] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T07:17:56.383317] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:56.666230] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:17:56.951401] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:17:57.257903] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:17:57.584324] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:17:57.907708] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:17:58.223463] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:17:58.546779] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:17:58.868356] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:17:59.199177] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:17:59.199361] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:17:59.199511] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15259 tests [2025-11-21T07:17:59.199568] [INFO ] [CONFIGURE ] BMEZ: Testing feature 28/29: add_volume_profile [2025-11-21T07:17:59.199613] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_volume_profile'] [2025-11-21T07:17:59.505744] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:17:59.819151] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:00.129189] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:18:00.439407] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:18:00.743185] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:01.715446] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:18:02.161719] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:18:02.460534] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:02.770963] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:18:03.080445] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:18:03.080637] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T07:18:03.080718] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15258 tests [2025-11-21T07:18:03.080764] [INFO ] [CONFIGURE ] BMEZ: Testing feature 29/29: add_vwap [2025-11-21T07:18:03.080809] [INFO ] [CONFIGURE ] BMEZ: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi', 'add_vwap'] [2025-11-21T07:18:03.396509] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:03.702446] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:04.014868] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:18:04.333322] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:18:04.640365] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:04.951266] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:18:05.262518] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:18:05.580212] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:05.892089] [DEBUG] [FORECASTER] BMEZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:18:06.215776] [DEBUG] [FORECASTER] BMEZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:18:06.216611] [INFO ] [CONFIGURE ] BMEZ: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:18:06.216695] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15257 tests [2025-11-21T07:18:06.216735] [INFO ] [CONFIGURE ] BMEZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:18:06.216769] [INFO ] [CONFIGURE ] BMEZ: Best accuracy: 70.00% [2025-11-21T07:18:06.216815] [INFO ] [CONFIGURE ] BMEZ: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T07:18:06.216875] [INFO ] [CONFIGURE ] BMEZ: Improvement over baseline: 30.00% [2025-11-21T07:18:06.216916] [INFO ] [CONFIGURE ] BMEZ: Total time: 1.4 minutes [2025-11-21T07:18:06.216952] [INFO ] [CONFIGURE ] BMEZ: Average time per feature: 2.9 seconds [2025-11-21T07:18:06.216995] [INFO ] [CONFIGURE ] BMEZ: Average speed: 0.34 features/sec [2025-11-21T07:18:06.217574] [INFO ] [LOCAL ] Saved configuration for BMEZ: 3 features, 70.00% accuracy -> ./output/feature-sets/BMEZ.json [2025-11-21T07:18:06.217668] [INFO ] [CONFIGURE ] BMEZ: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T07:18:06.217723] [INFO ] [sig ] [199/723] Successfully configured BMEZ | 0.01 sym/s | Total: 4.7h | ETA: 12.5h [2025-11-21T07:18:06.217766] [INFO ] [sig ] [200/723] Configuring BMI... [2025-11-21T07:18:06.217805] [INFO ] [CONFIGURE ] BMI: Configurate test run. [2025-11-21T07:18:06.217843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-11-21T07:18:06.296630] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMI'. [2025-11-21T07:18:06.297084] [INFO ] [CONFIGURE ] BMI: Testing with 29 available features [2025-11-21T07:18:06.297153] [INFO ] [CONFIGURE ] BMI: Establishing baseline with no features... [2025-11-21T07:18:06.493138] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:06.691153] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:06.886571] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:07.082958] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:07.277353] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:18:07.475017] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:07.676234] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:07.879382] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:08.081294] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:08.287123] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:08.287285] [INFO ] [CONFIGURE ] BMI: Baseline score (no features): 60.00% [2025-11-21T07:18:08.287333] [INFO ] [CONFIGURE ] BMI: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:18:08.287371] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:18:08.521829] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:08.747958] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:08.996819] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:09.227455] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:09.456846] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:18:09.697412] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:09.927243] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:10.160385] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:10.396467] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:10.624134] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:18:10.624299] [INFO ] [CONFIGURE ] BMI: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T07:18:10.624346] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15256 tests [2025-11-21T07:18:10.624404] [INFO ] [CONFIGURE ] BMI: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:18:10.624441] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:18:10.890880] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:11.160222] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:11.421694] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:11.682468] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:11.941948] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:12.204114] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:12.463284] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:12.724247] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:12.987973] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:13.244990] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:13.245156] [INFO ] [CONFIGURE ] BMI: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T07:18:13.245213] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15255 tests [2025-11-21T07:18:13.245259] [INFO ] [CONFIGURE ] BMI: Testing feature 3/29: add_daily_returns [2025-11-21T07:18:13.245299] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:18:13.477012] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:13.711764] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:13.947076] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:14.179843] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:14.424242] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:14.659323] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:14.905596] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:15.159521] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:15.392947] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:15.639365] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:15.639729] [INFO ] [CONFIGURE ] BMI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:18:15.639835] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15254 tests [2025-11-21T07:18:15.639920] [INFO ] [CONFIGURE ] BMI: Testing feature 4/29: add_ema [2025-11-21T07:18:15.640024] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:18:15.919605] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:16.193586] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:16.471546] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:16.738767] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:17.057400] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:17.338191] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:17.610054] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:17.888218] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:18.163215] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:18.436312] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:18.436713] [INFO ] [CONFIGURE ] BMI: DISCARDED add_ema (score: 60.00%) [2025-11-21T07:18:18.436834] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15253 tests [2025-11-21T07:18:18.436924] [INFO ] [CONFIGURE ] BMI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:18:18.437018] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:18:18.713485] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:18.993759] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:19.276110] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:19.554762] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:19.841564] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:20.124601] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:20.400697] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:20.681151] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:20.956581] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:21.232478] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:21.232681] [INFO ] [CONFIGURE ] BMI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:18:21.232742] [INFO ] [CONFIGURE ] JOB ETA: 12.4h | Avg: 2.9s/test | Remaining: 15252 tests [2025-11-21T07:18:21.232788] [INFO ] [CONFIGURE ] BMI: Testing feature 6/29: add_failed_moves [2025-11-21T07:18:21.232831] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:18:21.463720] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:21.672258] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:21.883024] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:22.094001] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:22.302842] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:18:22.514714] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:22.723901] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:18:22.936327] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:23.148429] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:23.362596] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:23.362784] [INFO ] [CONFIGURE ] BMI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:18:23.362859] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15251 tests [2025-11-21T07:18:23.362910] [INFO ] [CONFIGURE ] BMI: Testing feature 7/29: add_lag_shelf [2025-11-21T07:18:23.362959] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:18:23.563859] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:23.763527] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:23.968012] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:24.169407] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:24.373946] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:18:24.583900] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:24.799576] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:18:25.016292] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:25.231509] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:25.449219] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:18:25.449394] [INFO ] [CONFIGURE ] BMI: KEPT add_lag_shelf (score: 80.00%) [2025-11-21T07:18:25.449444] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15250 tests [2025-11-21T07:18:25.449482] [INFO ] [CONFIGURE ] BMI: Testing feature 8/29: add_macd [2025-11-21T07:18:25.449518] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T07:18:25.735242] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:26.041632] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:26.339834] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:26.635006] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:26.916362] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:27.209303] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:18:27.497553] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:27.790728] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:28.084918] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:28.377568] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:28.377821] [INFO ] [CONFIGURE ] BMI: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:18:28.377885] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15249 tests [2025-11-21T07:18:28.377935] [INFO ] [CONFIGURE ] BMI: Testing feature 9/29: add_mfi [2025-11-21T07:18:28.377982] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi'] [2025-11-21T07:18:28.604867] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:28.832794] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:29.067578] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:29.297587] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:29.520300] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:18:29.756349] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:29.986189] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:18:30.214659] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:30.442034] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:30.670682] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:18:30.670868] [INFO ] [CONFIGURE ] BMI: KEPT add_mfi (score: 90.00%) [2025-11-21T07:18:30.670925] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15248 tests [2025-11-21T07:18:30.670971] [INFO ] [CONFIGURE ] BMI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:18:30.671015] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:18:30.998306] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:31.323421] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:31.652945] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:31.981216] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:32.314330] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:32.649773] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:32.973904] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:33.292298] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:33.635448] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:33.961688] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:18:33.961866] [INFO ] [CONFIGURE ] BMI: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-11-21T07:18:33.961924] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15247 tests [2025-11-21T07:18:33.961971] [INFO ] [CONFIGURE ] BMI: Testing feature 11/29: add_obv_daily [2025-11-21T07:18:33.962013] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_obv_daily'] [2025-11-21T07:18:34.223791] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:34.488176] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:34.742592] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:35.000100] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:35.253465] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:35.517522] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:35.781212] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:36.029737] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:36.282833] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:36.548456] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:36.548661] [INFO ] [CONFIGURE ] BMI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:18:36.548724] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15246 tests [2025-11-21T07:18:36.548771] [INFO ] [CONFIGURE ] BMI: Testing feature 12/29: add_obv_interval [2025-11-21T07:18:36.548815] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_obv_interval'] [2025-11-21T07:18:36.777987] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:37.031565] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:37.276340] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:37.526560] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:37.766766] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:18:38.011384] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:38.314426] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:38.595971] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:38.853139] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:39.079839] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:39.080013] [INFO ] [CONFIGURE ] BMI: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:18:39.080069] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15245 tests [2025-11-21T07:18:39.080116] [INFO ] [CONFIGURE ] BMI: Testing feature 13/29: add_opening_strength [2025-11-21T07:18:39.080160] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:18:39.334762] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:39.592207] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:39.857081] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:40.132085] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:40.404903] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:40.668040] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:40.932841] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:41.197414] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:41.478069] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:41.759116] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:41.759342] [INFO ] [CONFIGURE ] BMI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:18:41.759431] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15244 tests [2025-11-21T07:18:41.759506] [INFO ] [CONFIGURE ] BMI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:18:41.759574] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T07:18:42.046306] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:42.335788] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:42.583599] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:42.831844] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:43.090869] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:43.344530] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:43.596114] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:43.851738] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:44.109365] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:44.380339] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:44.380622] [INFO ] [CONFIGURE ] BMI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T07:18:44.380709] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15243 tests [2025-11-21T07:18:44.380759] [INFO ] [CONFIGURE ] BMI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:18:44.380803] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T07:18:44.619334] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:44.860368] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:45.108743] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:45.350053] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:45.591615] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:45.833211] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:46.075551] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:46.316813] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:46.562140] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:46.807110] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:46.807283] [INFO ] [CONFIGURE ] BMI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:18:46.807338] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15242 tests [2025-11-21T07:18:46.807382] [INFO ] [CONFIGURE ] BMI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:18:46.807425] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T07:18:47.073174] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:47.331391] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:47.594460] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:47.862011] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:48.128246] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:48.398378] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:48.661917] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:48.932407] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:49.206276] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:49.476363] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:49.476543] [INFO ] [CONFIGURE ] BMI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T07:18:49.476600] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15241 tests [2025-11-21T07:18:49.476666] [INFO ] [CONFIGURE ] BMI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:18:49.476714] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T07:18:49.744459] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:50.008975] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:50.284437] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:50.564391] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:50.842532] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:51.121316] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:51.395336] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:51.669861] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:51.943744] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:52.232966] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:52.233175] [INFO ] [CONFIGURE ] BMI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:18:52.233235] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15240 tests [2025-11-21T07:18:52.233286] [INFO ] [CONFIGURE ] BMI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:18:52.233333] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T07:18:52.485272] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:52.735347] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:18:52.982747] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:53.232777] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:53.479296] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:53.731017] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:53.982470] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:54.232976] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:18:54.483071] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:54.731041] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:54.731216] [INFO ] [CONFIGURE ] BMI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:18:54.731274] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15239 tests [2025-11-21T07:18:54.731322] [INFO ] [CONFIGURE ] BMI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:18:54.731366] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T07:18:54.982235] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:18:55.226015] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:55.476578] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:55.723575] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:18:55.978006] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:56.227457] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:18:56.471031] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:18:56.716168] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:56.961437] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:57.215081] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:18:57.215225] [INFO ] [CONFIGURE ] BMI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T07:18:57.215283] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15238 tests [2025-11-21T07:18:57.215333] [INFO ] [CONFIGURE ] BMI: Testing feature 20/29: add_price_rejection [2025-11-21T07:18:57.215376] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_price_rejection'] [2025-11-21T07:18:57.498504] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:18:57.770778] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:18:58.041349] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:18:58.311176] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:18:58.580991] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:18:58.856887] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:18:59.143036] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:18:59.436927] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:18:59.713170] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:18:59.989777] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:18:59.989961] [INFO ] [CONFIGURE ] BMI: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T07:18:59.990019] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15237 tests [2025-11-21T07:18:59.990065] [INFO ] [CONFIGURE ] BMI: Testing feature 21/29: add_range_position [2025-11-21T07:18:59.990109] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_range_position'] [2025-11-21T07:19:00.303576] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:19:00.599735] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:19:00.899026] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:01.885763] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:19:02.203276] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:02.489299] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:02.778599] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:19:03.064100] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:03.347096] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:03.615079] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:03.615269] [INFO ] [CONFIGURE ] BMI: DISCARDED add_range_position (score: 70.00%) [2025-11-21T07:19:03.615325] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15236 tests [2025-11-21T07:19:03.615372] [INFO ] [CONFIGURE ] BMI: Testing feature 22/29: add_realized_volatility [2025-11-21T07:19:03.615416] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_realized_volatility'] [2025-11-21T07:19:03.950727] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:04.287169] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:19:04.636159] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:04.983083] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:19:05.355344] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:05.716214] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:06.082381] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:19:06.444401] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:19:06.802783] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:07.172533] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:19:07.172780] [INFO ] [CONFIGURE ] BMI: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:19:07.172841] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15235 tests [2025-11-21T07:19:07.172892] [INFO ] [CONFIGURE ] BMI: Testing feature 23/29: add_recent_range_context [2025-11-21T07:19:07.172939] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_recent_range_context'] [2025-11-21T07:19:07.440302] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:19:07.710175] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:19:07.975555] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:08.247739] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:19:08.523962] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:19:08.800415] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:09.073921] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:19:09.342734] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:09.613249] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:09.889919] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:09.890116] [INFO ] [CONFIGURE ] BMI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:19:09.890176] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15234 tests [2025-11-21T07:19:09.890222] [INFO ] [CONFIGURE ] BMI: Testing feature 24/29: add_rsi [2025-11-21T07:19:09.890265] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T07:19:10.209634] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:10.530456] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:19:10.849143] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:11.168857] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:19:11.480761] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:19:11.793390] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:12.109802] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:19:12.436992] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:12.756926] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:13.084598] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:13.084804] [INFO ] [CONFIGURE ] BMI: DISCARDED add_rsi (score: 80.00%) [2025-11-21T07:19:13.084865] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15233 tests [2025-11-21T07:19:13.084920] [INFO ] [CONFIGURE ] BMI: Testing feature 25/29: add_tick_distribution [2025-11-21T07:19:13.084968] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_tick_distribution'] [2025-11-21T07:19:13.347352] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:19:13.612954] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:19:13.888040] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:14.162539] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:19:14.429917] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:14.695885] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:14.963570] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:19:15.239291] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:19:15.506814] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:15.775665] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:19:15.775844] [INFO ] [CONFIGURE ] BMI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:19:15.775904] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15232 tests [2025-11-21T07:19:15.775953] [INFO ] [CONFIGURE ] BMI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:19:15.775997] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T07:19:16.047024] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:16.340054] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:19:16.612057] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:16.881581] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:19:17.150804] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:19:17.416381] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:17.681134] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:19:17.965455] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:18.235131] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:18.511789] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:18.511972] [INFO ] [CONFIGURE ] BMI: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T07:19:18.512031] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15231 tests [2025-11-21T07:19:18.512079] [INFO ] [CONFIGURE ] BMI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:19:18.512124] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T07:19:18.796468] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:19.091846] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:19:19.373684] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:19.657933] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:19:19.945268] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:20.239172] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:20.530380] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:19:20.826833] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:19:21.109808] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:21.397517] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:21.397747] [INFO ] [CONFIGURE ] BMI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:19:21.397810] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15230 tests [2025-11-21T07:19:21.397858] [INFO ] [CONFIGURE ] BMI: Testing feature 28/29: add_volume_profile [2025-11-21T07:19:21.397903] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_volume_profile'] [2025-11-21T07:19:21.667284] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:19:21.954232] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:19:22.231232] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:22.508173] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:19:22.783756] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:23.068253] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:23.346110] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:19:23.629294] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:23.916617] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:24.197075] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:19:24.197249] [INFO ] [CONFIGURE ] BMI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T07:19:24.197308] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15229 tests [2025-11-21T07:19:24.197357] [INFO ] [CONFIGURE ] BMI: Testing feature 29/29: add_vwap [2025-11-21T07:19:24.197404] [INFO ] [CONFIGURE ] BMI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi', 'add_vwap'] [2025-11-21T07:19:24.469978] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:24.737806] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:19:25.008740] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:19:25.281002] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:19:25.579444] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:19:25.875489] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:19:26.252326] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:19:26.553824] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:26.824152] [DEBUG] [FORECASTER] BMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:27.071198] [DEBUG] [FORECASTER] BMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:27.071368] [INFO ] [CONFIGURE ] BMI: DISCARDED add_vwap (score: 90.00%) [2025-11-21T07:19:27.071425] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15228 tests [2025-11-21T07:19:27.071472] [INFO ] [CONFIGURE ] BMI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:19:27.071512] [INFO ] [CONFIGURE ] BMI: Best accuracy: 90.00% [2025-11-21T07:19:27.071552] [INFO ] [CONFIGURE ] BMI: Best feature set (3 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi'] [2025-11-21T07:19:27.071592] [INFO ] [CONFIGURE ] BMI: Improvement over baseline: 30.00% [2025-11-21T07:19:27.071628] [INFO ] [CONFIGURE ] BMI: Total time: 1.3 minutes [2025-11-21T07:19:27.071689] [INFO ] [CONFIGURE ] BMI: Average time per feature: 2.7 seconds [2025-11-21T07:19:27.071730] [INFO ] [CONFIGURE ] BMI: Average speed: 0.37 features/sec [2025-11-21T07:19:27.072076] [INFO ] [LOCAL ] Saved configuration for BMI: 3 features, 90.00% accuracy -> ./output/feature-sets/BMI.json [2025-11-21T07:19:27.072141] [INFO ] [CONFIGURE ] BMI: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T07:19:27.072190] [INFO ] [sig ] [200/723] Successfully configured BMI | 0.01 sym/s | Total: 4.8h | ETA: 12.5h [2025-11-21T07:19:27.072234] [INFO ] [sig ] [201/723] Configuring BMN... [2025-11-21T07:19:27.072273] [INFO ] [CONFIGURE ] BMN: Configurate test run. [2025-11-21T07:19:27.072313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'. [2025-11-21T07:19:27.116413] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMN'. [2025-11-21T07:19:27.116739] [INFO ] [CONFIGURE ] BMN: Testing with 29 available features [2025-11-21T07:19:27.116802] [INFO ] [CONFIGURE ] BMN: Establishing baseline with no features... [2025-11-21T07:19:27.272614] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:27.430868] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:27.590114] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:27.765406] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:27.943869] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:28.120035] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:28.299666] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:28.482841] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:28.659631] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:28.837993] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:28.838159] [INFO ] [CONFIGURE ] BMN: Baseline score (no features): 60.00% [2025-11-21T07:19:28.838207] [INFO ] [CONFIGURE ] BMN: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:19:28.838245] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:19:29.052386] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:29.271588] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:29.495089] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:29.715583] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:29.921598] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:30.130382] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:19:30.329828] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:30.539017] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:19:30.742902] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:19:30.945086] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:30.945265] [INFO ] [CONFIGURE ] BMN: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T07:19:30.945312] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15227 tests [2025-11-21T07:19:30.945353] [INFO ] [CONFIGURE ] BMN: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:19:30.945390] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:19:31.148988] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:31.357956] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:31.563428] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:31.768171] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:31.990052] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:32.209848] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:32.422015] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:32.636984] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:32.853392] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:19:33.072490] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:33.072684] [INFO ] [CONFIGURE ] BMN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T07:19:33.072952] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15226 tests [2025-11-21T07:19:33.073044] [INFO ] [CONFIGURE ] BMN: Testing feature 3/29: add_daily_returns [2025-11-21T07:19:33.073118] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_daily_returns'] [2025-11-21T07:19:33.257218] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:33.443085] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:33.637292] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:33.830818] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:34.019511] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:34.216193] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:34.408785] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:34.598318] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:34.786528] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:34.974362] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:34.974532] [INFO ] [CONFIGURE ] BMN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T07:19:34.974580] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15225 tests [2025-11-21T07:19:34.974617] [INFO ] [CONFIGURE ] BMN: Testing feature 4/29: add_ema [2025-11-21T07:19:34.974672] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_ema'] [2025-11-21T07:19:35.195086] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:35.412094] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:35.631044] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:35.850256] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:36.068042] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:36.292733] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:36.513814] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:36.738676] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:36.960737] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:37.182429] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:37.182684] [INFO ] [CONFIGURE ] BMN: DISCARDED add_ema (score: 60.00%) [2025-11-21T07:19:37.182767] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15224 tests [2025-11-21T07:19:37.182832] [INFO ] [CONFIGURE ] BMN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:19:37.182879] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:19:37.404865] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:37.626702] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:19:37.858458] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:19:38.081953] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:38.316272] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:38.544586] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:38.777735] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:39.005265] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:39.216849] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:19:39.426441] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:39.426698] [INFO ] [CONFIGURE ] BMN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:19:39.426770] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15223 tests [2025-11-21T07:19:39.426845] [INFO ] [CONFIGURE ] BMN: Testing feature 6/29: add_failed_moves [2025-11-21T07:19:39.426900] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_failed_moves'] [2025-11-21T07:19:39.599784] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:39.768338] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:39.938825] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:40.120039] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:40.292706] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:40.466380] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:40.640457] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:40.814412] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:40.988955] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:41.161942] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:41.162110] [INFO ] [CONFIGURE ] BMN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:19:41.162158] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15222 tests [2025-11-21T07:19:41.162195] [INFO ] [CONFIGURE ] BMN: Testing feature 7/29: add_lag_shelf [2025-11-21T07:19:41.162230] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_lag_shelf'] [2025-11-21T07:19:41.323317] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:41.483952] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:41.641833] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:41.805773] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:41.966210] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:42.127289] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:42.287974] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:42.449930] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:42.610603] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:42.773820] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:42.773985] [INFO ] [CONFIGURE ] BMN: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:19:42.774031] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15221 tests [2025-11-21T07:19:42.774068] [INFO ] [CONFIGURE ] BMN: Testing feature 8/29: add_macd [2025-11-21T07:19:42.774103] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:19:43.026050] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:43.272930] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:19:43.517865] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:19:43.766746] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:44.015758] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:44.282359] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:44.538988] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:44.809850] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:45.066576] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:45.346776] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:45.347016] [INFO ] [CONFIGURE ] BMN: DISCARDED add_macd (score: 60.00%) [2025-11-21T07:19:45.347076] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15220 tests [2025-11-21T07:19:45.347124] [INFO ] [CONFIGURE ] BMN: Testing feature 9/29: add_mfi [2025-11-21T07:19:45.347168] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_mfi'] [2025-11-21T07:19:45.536593] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:45.731843] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:45.924114] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:46.111775] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:46.302999] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:46.489292] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:46.676771] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:46.868684] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:47.061532] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:47.251719] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:47.251918] [INFO ] [CONFIGURE ] BMN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:19:47.251968] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15219 tests [2025-11-21T07:19:47.252007] [INFO ] [CONFIGURE ] BMN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:19:47.252042] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:19:47.525262] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:47.797828] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:48.075018] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:48.353321] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:48.636185] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:48.914367] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:49.191979] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:49.473523] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:49.752569] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:50.027828] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:50.028013] [INFO ] [CONFIGURE ] BMN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T07:19:50.028072] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15218 tests [2025-11-21T07:19:50.028120] [INFO ] [CONFIGURE ] BMN: Testing feature 11/29: add_obv_daily [2025-11-21T07:19:50.028164] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_obv_daily'] [2025-11-21T07:19:50.232698] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:19:50.430611] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:50.614368] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:50.792470] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:50.977428] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:51.174050] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:51.373635] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:51.575588] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:51.783713] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:51.984581] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:51.984772] [INFO ] [CONFIGURE ] BMN: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T07:19:51.984849] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15217 tests [2025-11-21T07:19:51.984913] [INFO ] [CONFIGURE ] BMN: Testing feature 12/29: add_obv_interval [2025-11-21T07:19:51.984969] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_obv_interval'] [2025-11-21T07:19:52.192909] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:19:52.386671] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:52.580725] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:52.773034] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:52.969563] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:53.173731] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:53.368599] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:53.563210] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:19:53.757159] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:53.963157] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:53.963323] [INFO ] [CONFIGURE ] BMN: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T07:19:53.963371] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15216 tests [2025-11-21T07:19:53.963409] [INFO ] [CONFIGURE ] BMN: Testing feature 13/29: add_opening_strength [2025-11-21T07:19:53.963444] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:19:54.181690] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:19:54.400006] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:54.616318] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:19:54.840173] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:55.069298] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:55.292552] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:55.513260] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:55.735909] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:55.959792] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:56.182381] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:56.182558] [INFO ] [CONFIGURE ] BMN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:19:56.182606] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15215 tests [2025-11-21T07:19:56.182666] [INFO ] [CONFIGURE ] BMN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:19:56.182738] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T07:19:56.389687] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:56.594933] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:56.802883] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:57.012034] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:57.227216] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:57.442167] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:19:57.650850] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:57.855704] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:58.067853] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:19:58.279309] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:19:58.279473] [INFO ] [CONFIGURE ] BMN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:19:58.279522] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15214 tests [2025-11-21T07:19:58.279560] [INFO ] [CONFIGURE ] BMN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:19:58.279595] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T07:19:58.455924] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:19:58.631773] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:19:58.809233] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:19:58.985534] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:19:59.162526] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:19:59.341336] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:19:59.520388] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:19:59.701238] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:19:59.879864] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:00.538386] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:00.538746] [INFO ] [CONFIGURE ] BMN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:20:00.541697] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15213 tests [2025-11-21T07:20:00.541758] [INFO ] [CONFIGURE ] BMN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:20:00.541806] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T07:20:00.898744] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:01.201497] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:01.402638] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:01.602168] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:01.797278] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:02.018792] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:20:02.237428] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:02.442471] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:02.632282] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:20:02.822733] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:02.822894] [INFO ] [CONFIGURE ] BMN: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T07:20:02.822943] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15212 tests [2025-11-21T07:20:02.822982] [INFO ] [CONFIGURE ] BMN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:20:02.823018] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_return_2d'] [2025-11-21T07:20:03.010031] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:03.211052] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:03.409467] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:03.610669] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:03.828161] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:04.031253] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:04.243581] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:04.448045] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:04.652419] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:04.862605] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:04.862810] [INFO ] [CONFIGURE ] BMN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:20:04.862861] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15211 tests [2025-11-21T07:20:04.862933] [INFO ] [CONFIGURE ] BMN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:20:04.862972] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T07:20:05.042612] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:05.228805] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:05.409401] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:05.586686] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:05.764624] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:05.950353] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:06.133187] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:06.317482] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:06.505102] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:20:06.687562] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:06.687750] [INFO ] [CONFIGURE ] BMN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:20:06.687829] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15210 tests [2025-11-21T07:20:06.687888] [INFO ] [CONFIGURE ] BMN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:20:06.687935] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T07:20:06.865713] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:07.053231] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:07.233224] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:07.425241] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:07.611727] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:20:07.802536] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:07.991077] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:08.175159] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:08.366952] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:08.559908] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:08.560113] [INFO ] [CONFIGURE ] BMN: KEPT add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:20:08.560162] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15209 tests [2025-11-21T07:20:08.560201] [INFO ] [CONFIGURE ] BMN: Testing feature 20/29: add_price_rejection [2025-11-21T07:20:08.560237] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T07:20:08.782440] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:08.998265] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:09.201663] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:09.391894] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:09.591210] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:20:09.780035] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:09.969421] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:10.160839] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:10.361926] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:20:10.553813] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:10.553965] [INFO ] [CONFIGURE ] BMN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:20:10.554012] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15208 tests [2025-11-21T07:20:10.554049] [INFO ] [CONFIGURE ] BMN: Testing feature 21/29: add_range_position [2025-11-21T07:20:10.554083] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T07:20:10.751073] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:10.947092] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:11.142240] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:11.337144] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:11.546852] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:11.753778] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:11.953024] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:12.151709] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:12.349235] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:20:12.548178] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:12.548343] [INFO ] [CONFIGURE ] BMN: DISCARDED add_range_position (score: 40.00%) [2025-11-21T07:20:12.548391] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15207 tests [2025-11-21T07:20:12.548430] [INFO ] [CONFIGURE ] BMN: Testing feature 22/29: add_realized_volatility [2025-11-21T07:20:12.548474] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T07:20:12.829498] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:13.116750] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:13.406403] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:13.702720] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:13.993374] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:14.286454] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:20:14.582211] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:14.877530] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:15.179989] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:15.471842] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:15.472050] [INFO ] [CONFIGURE ] BMN: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T07:20:15.472110] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15206 tests [2025-11-21T07:20:15.472159] [INFO ] [CONFIGURE ] BMN: Testing feature 23/29: add_recent_range_context [2025-11-21T07:20:15.472204] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T07:20:15.670990] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:15.871239] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:16.069357] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:16.266758] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:16.466224] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:16.668717] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:16.867770] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:17.072353] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:17.271761] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:17.471100] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:17.471229] [INFO ] [CONFIGURE ] BMN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:20:17.471278] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15205 tests [2025-11-21T07:20:17.471316] [INFO ] [CONFIGURE ] BMN: Testing feature 24/29: add_rsi [2025-11-21T07:20:17.471351] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T07:20:17.710328] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:17.945402] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:18.242342] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:18.571861] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:18.851487] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:19.101173] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:19.335575] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:19.573825] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:19.821241] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:20.063637] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:20.063841] [INFO ] [CONFIGURE ] BMN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:20:20.063903] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15204 tests [2025-11-21T07:20:20.063955] [INFO ] [CONFIGURE ] BMN: Testing feature 25/29: add_tick_distribution [2025-11-21T07:20:20.064004] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T07:20:20.256979] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:20.449355] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:20.638271] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:20.830269] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:21.017594] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:21.204889] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:21.395301] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:21.582618] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:21.778529] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:21.971883] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:21.972079] [INFO ] [CONFIGURE ] BMN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:20:21.972129] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15203 tests [2025-11-21T07:20:21.972167] [INFO ] [CONFIGURE ] BMN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:20:21.972203] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T07:20:22.172250] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:22.381497] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:22.585699] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:22.790978] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:23.003244] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:23.208382] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:23.410911] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:23.610882] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:23.808377] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:24.009300] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:24.009463] [INFO ] [CONFIGURE ] BMN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:20:24.009512] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15202 tests [2025-11-21T07:20:24.009551] [INFO ] [CONFIGURE ] BMN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:20:24.009586] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T07:20:24.099633] [FATAL] [FORECASTER] Failed to test lookback=11: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.191267] [FATAL] [FORECASTER] Failed to test lookback=10: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.282690] [FATAL] [FORECASTER] Failed to test lookback=9: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.373368] [FATAL] [FORECASTER] Failed to test lookback=8: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.463237] [FATAL] [FORECASTER] Failed to test lookback=7: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.553750] [FATAL] [FORECASTER] Failed to test lookback=6: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.644997] [FATAL] [FORECASTER] Failed to test lookback=5: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.735738] [FATAL] [FORECASTER] Failed to test lookback=4: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.826983] [FATAL] [FORECASTER] Failed to test lookback=3: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.918555] [FATAL] [FORECASTER] Failed to test lookback=2: [07:20:24] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T07:20:24.918748] [INFO ] [CONFIGURE ] BMN: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T07:20:24.918814] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15201 tests [2025-11-21T07:20:24.918853] [INFO ] [CONFIGURE ] BMN: Testing feature 28/29: add_volume_profile [2025-11-21T07:20:24.918887] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T07:20:25.113680] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:25.311883] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:25.511174] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:25.705062] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:25.899696] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:26.099470] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:26.293130] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:26.490350] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:26.683184] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:20:26.877352] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:26.877520] [INFO ] [CONFIGURE ] BMN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:20:26.877568] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15200 tests [2025-11-21T07:20:26.877605] [INFO ] [CONFIGURE ] BMN: Testing feature 29/29: add_vwap [2025-11-21T07:20:26.877639] [INFO ] [CONFIGURE ] BMN: Testing with features: ['add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T07:20:27.072332] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:27.277475] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:20:27.476764] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:27.671562] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:27.871458] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:28.070739] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:20:28.271209] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:28.470819] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:20:28.670285] [DEBUG] [FORECASTER] BMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:20:28.866238] [DEBUG] [FORECASTER] BMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:20:28.866386] [INFO ] [CONFIGURE ] BMN: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:20:28.866435] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15199 tests [2025-11-21T07:20:28.866474] [INFO ] [CONFIGURE ] BMN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:20:28.866554] [INFO ] [CONFIGURE ] BMN: Best accuracy: 70.00% [2025-11-21T07:20:28.866591] [INFO ] [CONFIGURE ] BMN: Best feature set (1 features): ['add_pbf_vs_sma_5'] [2025-11-21T07:20:28.866623] [INFO ] [CONFIGURE ] BMN: Improvement over baseline: 10.00% [2025-11-21T07:20:28.866676] [INFO ] [CONFIGURE ] BMN: Total time: 1.0 minutes [2025-11-21T07:20:28.866733] [INFO ] [CONFIGURE ] BMN: Average time per feature: 2.1 seconds [2025-11-21T07:20:28.866777] [INFO ] [CONFIGURE ] BMN: Average speed: 0.48 features/sec [2025-11-21T07:20:28.867124] [INFO ] [LOCAL ] Saved configuration for BMN: 1 features, 70.00% accuracy -> ./output/feature-sets/BMN.json [2025-11-21T07:20:28.867186] [INFO ] [CONFIGURE ] BMN: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T07:20:28.867237] [INFO ] [sig ] [201/723] Successfully configured BMN | 0.01 sym/s | Total: 4.8h | ETA: 12.4h [2025-11-21T07:20:28.867284] [INFO ] [sig ] [202/723] Configuring BMO... [2025-11-21T07:20:28.867327] [INFO ] [CONFIGURE ] BMO: Configurate test run. [2025-11-21T07:20:28.867369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-11-21T07:20:28.913798] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMO'. [2025-11-21T07:20:28.914227] [INFO ] [CONFIGURE ] BMO: Testing with 29 available features [2025-11-21T07:20:28.914291] [INFO ] [CONFIGURE ] BMO: Establishing baseline with no features... [2025-11-21T07:20:29.105186] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:29.294562] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:29.493055] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:29.684399] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:29.874959] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:30.072617] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:30.267533] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:30.482217] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:30.676370] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:30.873878] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:30.874111] [INFO ] [CONFIGURE ] BMO: Baseline score (no features): 60.00% [2025-11-21T07:20:30.874164] [INFO ] [CONFIGURE ] BMO: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:20:30.874205] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:20:31.104202] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:31.329786] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:31.557295] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:31.792488] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:32.034099] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:32.265410] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:20:32.501240] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:32.730742] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:32.962319] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:33.196340] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:20:33.197155] [INFO ] [CONFIGURE ] BMO: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T07:20:33.197440] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15198 tests [2025-11-21T07:20:33.197544] [INFO ] [CONFIGURE ] BMO: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:20:33.197706] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:20:33.431738] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:33.671461] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:33.910917] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:34.150858] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:34.399950] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:34.644002] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:34.899098] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:35.154790] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:35.384005] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:20:35.606395] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:35.606600] [INFO ] [CONFIGURE ] BMO: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T07:20:35.606667] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15197 tests [2025-11-21T07:20:35.606732] [INFO ] [CONFIGURE ] BMO: Testing feature 3/29: add_daily_returns [2025-11-21T07:20:35.606779] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_daily_returns'] [2025-11-21T07:20:35.792846] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:35.980278] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:20:36.164992] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:36.349821] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:36.534141] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:36.723168] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:36.909781] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:37.096565] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:37.287964] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:37.478627] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:37.478824] [INFO ] [CONFIGURE ] BMO: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:20:37.478875] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15196 tests [2025-11-21T07:20:37.478914] [INFO ] [CONFIGURE ] BMO: Testing feature 4/29: add_ema [2025-11-21T07:20:37.478950] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_ema'] [2025-11-21T07:20:37.696799] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:37.923997] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:38.137996] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:38.353330] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:38.565555] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:38.777623] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:38.988451] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:39.205138] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:39.424107] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:39.644769] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:20:39.644968] [INFO ] [CONFIGURE ] BMO: DISCARDED add_ema (score: 40.00%) [2025-11-21T07:20:39.645018] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15195 tests [2025-11-21T07:20:39.645056] [INFO ] [CONFIGURE ] BMO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:20:39.645091] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:20:39.868369] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:40.091184] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:40.316271] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:40.546300] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:40.795073] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:20:41.026765] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:41.250193] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:41.480909] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:41.707971] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:41.935950] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:20:41.936135] [INFO ] [CONFIGURE ] BMO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:20:41.936196] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15194 tests [2025-11-21T07:20:41.936245] [INFO ] [CONFIGURE ] BMO: Testing feature 6/29: add_failed_moves [2025-11-21T07:20:41.936290] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_failed_moves'] [2025-11-21T07:20:42.124584] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:42.317266] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:42.513494] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:42.706632] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:42.903559] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:43.096321] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:43.289072] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:43.483575] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:43.679714] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:43.924325] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:43.924539] [INFO ] [CONFIGURE ] BMO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:20:43.924593] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15193 tests [2025-11-21T07:20:43.924634] [INFO ] [CONFIGURE ] BMO: Testing feature 7/29: add_lag_shelf [2025-11-21T07:20:43.924721] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_lag_shelf'] [2025-11-21T07:20:44.120900] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:44.292453] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:44.463027] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:44.640216] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:44.811359] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:44.989014] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:45.170781] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:45.349332] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:45.528407] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:45.704396] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:45.704557] [INFO ] [CONFIGURE ] BMO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:20:45.704605] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15192 tests [2025-11-21T07:20:45.704660] [INFO ] [CONFIGURE ] BMO: Testing feature 8/29: add_macd [2025-11-21T07:20:45.704725] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:20:45.967849] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:46.230758] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:20:46.496466] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:46.760833] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:47.022606] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:47.284128] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:47.552760] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:47.820995] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:48.087359] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:48.352778] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:48.352980] [INFO ] [CONFIGURE ] BMO: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:20:48.353036] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15191 tests [2025-11-21T07:20:48.353087] [INFO ] [CONFIGURE ] BMO: Testing feature 9/29: add_mfi [2025-11-21T07:20:48.353129] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_mfi'] [2025-11-21T07:20:48.541319] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:48.734809] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:48.937366] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:49.135349] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:49.355321] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:49.559110] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:49.760558] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:49.977891] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:50.185323] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:20:50.395486] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:50.395674] [INFO ] [CONFIGURE ] BMO: DISCARDED add_mfi (score: 50.00%) [2025-11-21T07:20:50.395748] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15190 tests [2025-11-21T07:20:50.395815] [INFO ] [CONFIGURE ] BMO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:20:50.395869] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:20:50.700505] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:50.983582] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:51.271065] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:20:51.568605] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:51.864470] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:20:52.158151] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:52.452935] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:52.748964] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:53.049695] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:20:53.349521] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:20:53.349748] [INFO ] [CONFIGURE ] BMO: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T07:20:53.349807] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15189 tests [2025-11-21T07:20:53.349855] [INFO ] [CONFIGURE ] BMO: Testing feature 11/29: add_obv_daily [2025-11-21T07:20:53.349900] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_obv_daily'] [2025-11-21T07:20:53.583863] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:53.808542] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:54.022693] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:54.236780] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:54.451098] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:54.648568] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:54.844479] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:55.042282] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:55.252010] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:20:55.455944] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:55.456201] [INFO ] [CONFIGURE ] BMO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T07:20:55.456264] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15188 tests [2025-11-21T07:20:55.456315] [INFO ] [CONFIGURE ] BMO: Testing feature 12/29: add_obv_interval [2025-11-21T07:20:55.456361] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_obv_interval'] [2025-11-21T07:20:55.645101] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:55.834786] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:56.028931] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:56.223423] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:20:56.417923] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:56.612842] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:56.808370] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:56.999283] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:57.195586] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:20:57.387023] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:20:57.387206] [INFO ] [CONFIGURE ] BMO: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T07:20:57.387254] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15187 tests [2025-11-21T07:20:57.387292] [INFO ] [CONFIGURE ] BMO: Testing feature 13/29: add_opening_strength [2025-11-21T07:20:57.387328] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:20:57.600487] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:20:57.806529] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:20:58.012834] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:20:58.224274] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:20:58.432976] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:20:58.644621] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:20:58.855894] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:20:59.068889] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:20:59.278685] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:20:59.489288] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:20:59.489466] [INFO ] [CONFIGURE ] BMO: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:20:59.489513] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15186 tests [2025-11-21T07:20:59.489552] [INFO ] [CONFIGURE ] BMO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:20:59.489585] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T07:20:59.695864] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:20:59.901814] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:00.132113] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:21:00.915889] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:01.212165] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:01.417528] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:01.621966] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:01.839058] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:02.053024] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:02.270332] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:21:02.270515] [INFO ] [CONFIGURE ] BMO: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:21:02.270563] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15185 tests [2025-11-21T07:21:02.270625] [INFO ] [CONFIGURE ] BMO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:21:02.270683] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T07:21:02.449273] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:02.623776] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:02.798741] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:21:02.974573] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:03.151772] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:03.326860] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:03.502292] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:03.679676] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:03.860161] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:04.038146] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:21:04.038310] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T07:21:04.038360] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15184 tests [2025-11-21T07:21:04.038400] [INFO ] [CONFIGURE ] BMO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:21:04.038435] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T07:21:04.231943] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:04.430033] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:04.631856] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:04.831866] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:21:05.049049] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:21:05.301385] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:05.607488] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:05.851491] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:06.101051] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:06.312772] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:21:06.313131] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T07:21:06.313241] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15183 tests [2025-11-21T07:21:06.313354] [INFO ] [CONFIGURE ] BMO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:21:06.313448] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_pbf_return_2d'] [2025-11-21T07:21:06.507124] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:06.703287] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:06.901359] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:21:07.108611] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:07.309782] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:07.514841] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:07.722548] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:07.931980] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:08.145607] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:08.375217] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:21:08.375539] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T07:21:08.375638] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15182 tests [2025-11-21T07:21:08.375744] [INFO ] [CONFIGURE ] BMO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:21:08.375850] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T07:21:08.563366] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:21:08.747659] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:08.929240] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:09.105032] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:09.278600] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:09.453216] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:09.628616] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:09.804373] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:09.981124] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:10.158019] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:21:10.158192] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:21:10.158243] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15181 tests [2025-11-21T07:21:10.158283] [INFO ] [CONFIGURE ] BMO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:21:10.158319] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T07:21:10.338560] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:10.522948] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:10.705373] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:10.890735] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:11.077805] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:11.265558] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:11.451450] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:11.631037] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:11.813813] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:11.999516] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:21:11.999746] [INFO ] [CONFIGURE ] BMO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T07:21:11.999844] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15180 tests [2025-11-21T07:21:11.999921] [INFO ] [CONFIGURE ] BMO: Testing feature 20/29: add_price_rejection [2025-11-21T07:21:11.999989] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_price_rejection'] [2025-11-21T07:21:12.200595] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:12.392198] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:12.583971] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:12.781035] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:12.976747] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:13.168465] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:13.367068] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:13.562734] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:13.757250] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:13.960300] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:21:13.960468] [INFO ] [CONFIGURE ] BMO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T07:21:13.960515] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15179 tests [2025-11-21T07:21:13.960554] [INFO ] [CONFIGURE ] BMO: Testing feature 21/29: add_range_position [2025-11-21T07:21:13.960589] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_range_position'] [2025-11-21T07:21:14.176924] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:14.394370] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:14.610521] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:14.828127] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:15.053744] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:15.280753] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:15.532316] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:15.795068] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:16.035508] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:16.273890] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:21:16.274216] [INFO ] [CONFIGURE ] BMO: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:21:16.274320] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15178 tests [2025-11-21T07:21:16.274407] [INFO ] [CONFIGURE ] BMO: Testing feature 22/29: add_realized_volatility [2025-11-21T07:21:16.274515] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_realized_volatility'] [2025-11-21T07:21:16.590979] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:16.910488] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:17.241137] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:17.562141] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:17.894559] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:18.189827] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:18.486534] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:18.787514] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:19.088488] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:19.393300] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:21:19.393533] [INFO ] [CONFIGURE ] BMO: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T07:21:19.393596] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15177 tests [2025-11-21T07:21:19.393667] [INFO ] [CONFIGURE ] BMO: Testing feature 23/29: add_recent_range_context [2025-11-21T07:21:19.393716] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_recent_range_context'] [2025-11-21T07:21:19.575698] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:19.760310] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:19.939927] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:21:20.119898] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:20.305968] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:20.498563] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:20.691432] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:20.880406] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:21.068723] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:21.256286] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:21:21.256457] [INFO ] [CONFIGURE ] BMO: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T07:21:21.256505] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15176 tests [2025-11-21T07:21:21.256544] [INFO ] [CONFIGURE ] BMO: Testing feature 24/29: add_rsi [2025-11-21T07:21:21.256581] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T07:21:21.485883] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:21.734413] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:21.993718] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:21:22.249427] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:22.485143] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:22.714942] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:22.948595] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:23.185875] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:23.417740] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:23.649943] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:21:23.650126] [INFO ] [CONFIGURE ] BMO: DISCARDED add_rsi (score: 30.00%) [2025-11-21T07:21:23.650184] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15175 tests [2025-11-21T07:21:23.650231] [INFO ] [CONFIGURE ] BMO: Testing feature 25/29: add_tick_distribution [2025-11-21T07:21:23.650274] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_tick_distribution'] [2025-11-21T07:21:23.842034] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:24.034782] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:24.232260] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:24.425934] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:24.620041] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:24.809264] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:25.018445] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:25.208857] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:25.399823] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:25.596100] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:21:25.596419] [INFO ] [CONFIGURE ] BMO: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:21:25.596523] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15174 tests [2025-11-21T07:21:25.596611] [INFO ] [CONFIGURE ] BMO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:21:25.596726] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T07:21:25.790475] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:25.983574] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:26.176790] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:26.373486] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:26.562220] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:26.754127] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:26.950214] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:27.152160] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:27.359721] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:27.560178] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:21:27.560357] [INFO ] [CONFIGURE ] BMO: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T07:21:27.560408] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15173 tests [2025-11-21T07:21:27.560447] [INFO ] [CONFIGURE ] BMO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:21:27.560482] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_volume_price_divergence'] [2025-11-21T07:21:27.767170] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:27.974283] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:21:28.177581] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:28.378467] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:28.577901] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:28.778693] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:28.983669] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:29.185039] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:29.384596] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:29.591497] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:21:29.591688] [INFO ] [CONFIGURE ] BMO: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:21:29.591766] [INFO ] [CONFIGURE ] JOB ETA: 12.3h | Avg: 2.9s/test | Remaining: 15172 tests [2025-11-21T07:21:29.591811] [INFO ] [CONFIGURE ] BMO: Testing feature 28/29: add_volume_profile [2025-11-21T07:21:29.591855] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_volume_profile'] [2025-11-21T07:21:29.796906] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:30.008155] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:30.216378] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:30.419985] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:30.630186] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:21:30.827247] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:31.021241] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:31.231800] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:31.430295] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:31.634487] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:21:31.634873] [INFO ] [CONFIGURE ] BMO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:21:31.634981] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15171 tests [2025-11-21T07:21:31.635069] [INFO ] [CONFIGURE ] BMO: Testing feature 29/29: add_vwap [2025-11-21T07:21:31.635180] [INFO ] [CONFIGURE ] BMO: Testing with features: ['add_vwap'] [2025-11-21T07:21:31.842585] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:21:32.040165] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:32.238096] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:32.441431] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:32.639183] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:21:32.838461] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:21:33.058012] [DEBUG] [FORECASTER] BMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:33.257954] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:21:33.458490] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:21:33.659157] [DEBUG] [FORECASTER] BMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:21:33.659327] [INFO ] [CONFIGURE ] BMO: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:21:33.659381] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15170 tests [2025-11-21T07:21:33.659421] [INFO ] [CONFIGURE ] BMO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:21:33.659456] [INFO ] [CONFIGURE ] BMO: Best accuracy: 60.00% [2025-11-21T07:21:33.659489] [INFO ] [CONFIGURE ] BMO: Best feature set (0 features): [] [2025-11-21T07:21:33.659522] [INFO ] [CONFIGURE ] BMO: Improvement over baseline: 0.00% [2025-11-21T07:21:33.659553] [INFO ] [CONFIGURE ] BMO: Total time: 1.0 minutes [2025-11-21T07:21:33.659585] [INFO ] [CONFIGURE ] BMO: Average time per feature: 2.2 seconds [2025-11-21T07:21:33.659618] [INFO ] [CONFIGURE ] BMO: Average speed: 0.46 features/sec [2025-11-21T07:21:33.660192] [INFO ] [LOCAL ] Saved configuration for BMO: 0 features, 60.00% accuracy -> ./output/feature-sets/BMO.json [2025-11-21T07:21:33.660252] [INFO ] [CONFIGURE ] BMO: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-21T07:21:33.660295] [INFO ] [sig ] [202/723] Successfully configured BMO | 0.01 sym/s | Total: 4.8h | ETA: 12.4h [2025-11-21T07:21:33.660333] [INFO ] [sig ] [203/723] Configuring BMY... [2025-11-21T07:21:33.660369] [INFO ] [CONFIGURE ] BMY: Configurate test run. [2025-11-21T07:21:33.660423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-11-21T07:21:33.740259] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMY'. [2025-11-21T07:21:33.740736] [INFO ] [CONFIGURE ] BMY: Testing with 29 available features [2025-11-21T07:21:33.740799] [INFO ] [CONFIGURE ] BMY: Establishing baseline with no features... [2025-11-21T07:21:33.923813] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:21:34.095520] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:21:34.284905] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:21:34.455997] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:21:34.627429] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:34.800492] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:34.973404] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:35.151553] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:35.325294] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:35.522242] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:21:35.522401] [INFO ] [CONFIGURE ] BMY: Baseline score (no features): 70.00% [2025-11-21T07:21:35.522453] [INFO ] [CONFIGURE ] BMY: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:21:35.522489] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:21:35.741837] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:35.953347] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:21:36.158326] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:36.366366] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:36.573223] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:36.780109] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:36.990034] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:37.197761] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:37.403522] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:37.622290] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:21:37.622481] [INFO ] [CONFIGURE ] BMY: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T07:21:37.622531] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15169 tests [2025-11-21T07:21:37.622569] [INFO ] [CONFIGURE ] BMY: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:21:37.622604] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:21:37.862569] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:38.099121] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:21:38.348725] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:38.592197] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:38.833092] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:39.086267] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:39.325017] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:39.562867] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:39.815304] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:40.066930] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:21:40.067139] [INFO ] [CONFIGURE ] BMY: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-21T07:21:40.067198] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15168 tests [2025-11-21T07:21:40.067246] [INFO ] [CONFIGURE ] BMY: Testing feature 3/29: add_daily_returns [2025-11-21T07:21:40.067292] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:21:40.294578] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:40.518791] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:40.741204] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:40.963851] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:41.184805] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:41.403925] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:41.628823] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:41.849614] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:42.082166] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:42.310930] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:21:42.311244] [INFO ] [CONFIGURE ] BMY: KEPT add_daily_returns (score: 90.00%) [2025-11-21T07:21:42.311348] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15167 tests [2025-11-21T07:21:42.311435] [INFO ] [CONFIGURE ] BMY: Testing feature 4/29: add_ema [2025-11-21T07:21:42.311544] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T07:21:42.571693] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:42.835787] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:21:43.102154] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:43.369434] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:43.635302] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:43.899772] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:44.168950] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:44.441696] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:44.708772] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:44.972345] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:21:44.972531] [INFO ] [CONFIGURE ] BMY: DISCARDED add_ema (score: 80.00%) [2025-11-21T07:21:44.972589] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15166 tests [2025-11-21T07:21:44.972637] [INFO ] [CONFIGURE ] BMY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:21:44.972707] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:21:45.238114] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:45.528992] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:21:45.797164] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:46.058625] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:46.326018] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:46.594333] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:46.861670] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:47.133979] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:47.411066] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:47.686663] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:21:47.686857] [INFO ] [CONFIGURE ] BMY: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T07:21:47.686919] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15165 tests [2025-11-21T07:21:47.686966] [INFO ] [CONFIGURE ] BMY: Testing feature 6/29: add_failed_moves [2025-11-21T07:21:47.687005] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T07:21:47.921149] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:48.151336] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:48.384200] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:48.614314] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:48.845842] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:49.086922] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:49.320912] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:49.555126] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:49.790521] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:50.032766] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:21:50.032952] [INFO ] [CONFIGURE ] BMY: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T07:21:50.033001] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15164 tests [2025-11-21T07:21:50.033040] [INFO ] [CONFIGURE ] BMY: Testing feature 7/29: add_lag_shelf [2025-11-21T07:21:50.033080] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T07:21:50.253490] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:50.473040] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:50.709529] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:50.944173] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:51.175488] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:51.406368] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:51.642019] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:51.868272] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:52.092724] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:52.320598] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:21:52.320896] [INFO ] [CONFIGURE ] BMY: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T07:21:52.321152] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15163 tests [2025-11-21T07:21:52.321192] [INFO ] [CONFIGURE ] BMY: Testing feature 8/29: add_macd [2025-11-21T07:21:52.321228] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T07:21:52.632159] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:52.940568] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:21:53.243491] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:53.588400] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:21:53.905024] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:54.222320] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:54.537325] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:54.857766] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:55.173760] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:55.482281] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:21:55.482475] [INFO ] [CONFIGURE ] BMY: DISCARDED add_macd (score: 70.00%) [2025-11-21T07:21:55.482534] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15162 tests [2025-11-21T07:21:55.482580] [INFO ] [CONFIGURE ] BMY: Testing feature 9/29: add_mfi [2025-11-21T07:21:55.482623] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T07:21:55.724748] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:55.973290] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:21:56.228922] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:56.476629] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:21:56.716038] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:56.957211] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:21:57.194216] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:21:57.433287] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:21:57.673595] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:21:57.913228] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:21:57.913422] [INFO ] [CONFIGURE ] BMY: DISCARDED add_mfi (score: 80.00%) [2025-11-21T07:21:57.913481] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15161 tests [2025-11-21T07:21:57.913528] [INFO ] [CONFIGURE ] BMY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:21:57.913571] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:21:58.237107] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:21:58.562010] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:21:58.885136] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:21:59.208501] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:21:59.547402] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:21:59.880929] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:00.295510] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:01.014362] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:01.467715] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:01.805588] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:01.805931] [INFO ] [CONFIGURE ] BMY: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T07:22:01.806009] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15160 tests [2025-11-21T07:22:01.806069] [INFO ] [CONFIGURE ] BMY: Testing feature 11/29: add_obv_daily [2025-11-21T07:22:01.806136] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T07:22:02.067190] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:02.322395] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:02.593947] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:02.853856] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:03.130908] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:03.390557] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:03.650816] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:03.913455] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:22:04.195046] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:04.468990] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:04.469197] [INFO ] [CONFIGURE ] BMY: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T07:22:04.469405] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15159 tests [2025-11-21T07:22:04.469521] [INFO ] [CONFIGURE ] BMY: Testing feature 12/29: add_obv_interval [2025-11-21T07:22:04.469575] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T07:22:04.715515] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:04.958125] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:05.213525] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:05.455871] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:05.699473] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:05.961237] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:06.194280] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:06.414719] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:22:06.637837] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:06.871676] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:06.871919] [INFO ] [CONFIGURE ] BMY: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:22:06.871971] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15158 tests [2025-11-21T07:22:06.872011] [INFO ] [CONFIGURE ] BMY: Testing feature 13/29: add_opening_strength [2025-11-21T07:22:06.872046] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:22:07.121264] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:07.370718] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:07.633152] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:07.885626] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:08.144408] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:08.400983] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:08.656633] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:08.917798] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:22:09.172710] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:09.423296] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:09.423469] [INFO ] [CONFIGURE ] BMY: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:22:09.423517] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15157 tests [2025-11-21T07:22:09.423555] [INFO ] [CONFIGURE ] BMY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:22:09.423590] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T07:22:09.682528] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:09.951293] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:10.210814] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:10.476173] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:10.741281] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:11.000505] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:11.256481] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:11.518334] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:11.779931] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:12.050550] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:12.050769] [INFO ] [CONFIGURE ] BMY: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T07:22:12.050828] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15156 tests [2025-11-21T07:22:12.050877] [INFO ] [CONFIGURE ] BMY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:22:12.050921] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T07:22:12.293096] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:12.534242] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:12.783593] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:13.019401] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:13.251707] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:13.485489] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:13.737098] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:14.034028] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:22:14.308701] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:14.540892] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:14.541495] [INFO ] [CONFIGURE ] BMY: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T07:22:14.541555] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15155 tests [2025-11-21T07:22:14.541597] [INFO ] [CONFIGURE ] BMY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:22:14.541634] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T07:22:14.771861] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:15.014813] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:15.270613] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:15.532698] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:15.779531] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:16.052492] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:16.332293] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:16.606223] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:16.872814] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:17.145385] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:17.145637] [INFO ] [CONFIGURE ] BMY: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T07:22:17.145897] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15154 tests [2025-11-21T07:22:17.145967] [INFO ] [CONFIGURE ] BMY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:22:17.146017] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T07:22:17.418717] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:17.707696] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:17.993120] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:18.273497] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:22:18.554500] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:18.822949] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:19.101686] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:19.380791] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:19.658770] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:19.950153] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:19.950354] [INFO ] [CONFIGURE ] BMY: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:22:19.950414] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15153 tests [2025-11-21T07:22:19.950517] [INFO ] [CONFIGURE ] BMY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:22:19.950566] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T07:22:20.203478] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:20.457531] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:20.707011] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:20.951772] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:22:21.195146] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:21.434849] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:21.690758] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:22:21.956269] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:22.219319] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:22.480542] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:22.480753] [INFO ] [CONFIGURE ] BMY: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T07:22:22.480836] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15152 tests [2025-11-21T07:22:22.480897] [INFO ] [CONFIGURE ] BMY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:22:22.480945] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T07:22:22.737814] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:22:22.984368] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:23.228161] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:23.475945] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:23.741098] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:24.006914] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:24.272635] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:22:24.531938] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:24.800442] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:25.053877] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:25.054049] [INFO ] [CONFIGURE ] BMY: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T07:22:25.054098] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15151 tests [2025-11-21T07:22:25.054136] [INFO ] [CONFIGURE ] BMY: Testing feature 20/29: add_price_rejection [2025-11-21T07:22:25.054172] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T07:22:25.325137] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:25.594233] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:25.891661] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:26.175976] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:22:26.448126] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:26.721118] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:27.000963] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:27.273952] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:27.544837] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:27.808095] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:27.808274] [INFO ] [CONFIGURE ] BMY: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T07:22:27.808333] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15150 tests [2025-11-21T07:22:27.808382] [INFO ] [CONFIGURE ] BMY: Testing feature 21/29: add_range_position [2025-11-21T07:22:27.808423] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T07:22:28.081290] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:22:28.359512] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:28.639000] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:28.912679] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:29.186909] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:29.457148] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:29.731428] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:30.022531] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:30.317531] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:30.588301] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:30.588499] [INFO ] [CONFIGURE ] BMY: DISCARDED add_range_position (score: 80.00%) [2025-11-21T07:22:30.588557] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15149 tests [2025-11-21T07:22:30.588600] [INFO ] [CONFIGURE ] BMY: Testing feature 22/29: add_realized_volatility [2025-11-21T07:22:30.588671] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T07:22:30.942683] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:22:31.291116] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:31.664213] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:22:32.015669] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:32.374082] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:32.738360] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:33.104487] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:33.465365] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:33.814191] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:34.152767] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:34.152971] [INFO ] [CONFIGURE ] BMY: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T07:22:34.153048] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15148 tests [2025-11-21T07:22:34.153098] [INFO ] [CONFIGURE ] BMY: Testing feature 23/29: add_recent_range_context [2025-11-21T07:22:34.153140] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T07:22:34.396766] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:34.645955] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:34.897894] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:35.147038] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:35.394165] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:35.639704] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:35.893737] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:36.154353] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:36.405216] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:36.656432] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:36.656607] [INFO ] [CONFIGURE ] BMY: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T07:22:36.656685] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15147 tests [2025-11-21T07:22:36.656732] [INFO ] [CONFIGURE ] BMY: Testing feature 24/29: add_rsi [2025-11-21T07:22:36.656801] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T07:22:36.964283] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:37.260934] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:37.541822] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:37.821738] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:38.122984] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:38.410729] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:38.713027] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:38.987616] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:39.285969] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:39.606525] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:39.606717] [INFO ] [CONFIGURE ] BMY: DISCARDED add_rsi (score: 80.00%) [2025-11-21T07:22:39.606777] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15146 tests [2025-11-21T07:22:39.606839] [INFO ] [CONFIGURE ] BMY: Testing feature 25/29: add_tick_distribution [2025-11-21T07:22:39.606883] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T07:22:39.846399] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:40.083889] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:40.319547] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:40.556703] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:22:40.805023] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:41.060751] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:41.295304] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:41.536727] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:41.774782] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:42.018603] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:42.018826] [INFO ] [CONFIGURE ] BMY: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:22:42.018885] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15145 tests [2025-11-21T07:22:42.018934] [INFO ] [CONFIGURE ] BMY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:22:42.018985] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T07:22:42.262724] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:42.511141] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:42.752176] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:43.005430] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:43.247573] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:43.528152] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:43.781562] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:44.023886] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:44.264501] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:22:44.506195] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:44.506384] [INFO ] [CONFIGURE ] BMY: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:22:44.506440] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15144 tests [2025-11-21T07:22:44.506487] [INFO ] [CONFIGURE ] BMY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:22:44.506531] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T07:22:44.758404] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:45.011688] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:45.262953] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:45.530545] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:45.792667] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:46.047608] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:46.302204] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:46.604387] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:46.868768] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:22:47.132720] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:47.132902] [INFO ] [CONFIGURE ] BMY: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:22:47.132958] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15143 tests [2025-11-21T07:22:47.133007] [INFO ] [CONFIGURE ] BMY: Testing feature 28/29: add_volume_profile [2025-11-21T07:22:47.133050] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T07:22:47.374855] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:47.614871] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:47.869985] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:48.115120] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:22:48.356466] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:22:48.597969] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:48.862680] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:49.117977] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:49.363580] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:49.609695] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:49.609897] [INFO ] [CONFIGURE ] BMY: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:22:49.609956] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15142 tests [2025-11-21T07:22:49.610005] [INFO ] [CONFIGURE ] BMY: Testing feature 29/29: add_vwap [2025-11-21T07:22:49.610044] [INFO ] [CONFIGURE ] BMY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T07:22:49.858387] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:22:50.105133] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:22:50.348865] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:22:50.595530] [DEBUG] [FORECASTER] BMY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:22:50.858418] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:22:51.157059] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:51.430370] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:51.679917] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:51.933010] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:22:52.189658] [DEBUG] [FORECASTER] BMY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:52.189833] [INFO ] [CONFIGURE ] BMY: DISCARDED add_vwap (score: 70.00%) [2025-11-21T07:22:52.189889] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15141 tests [2025-11-21T07:22:52.189937] [INFO ] [CONFIGURE ] BMY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:22:52.189974] [INFO ] [CONFIGURE ] BMY: Best accuracy: 90.00% [2025-11-21T07:22:52.190019] [INFO ] [CONFIGURE ] BMY: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:22:52.190059] [INFO ] [CONFIGURE ] BMY: Improvement over baseline: 20.00% [2025-11-21T07:22:52.190099] [INFO ] [CONFIGURE ] BMY: Total time: 1.3 minutes [2025-11-21T07:22:52.190136] [INFO ] [CONFIGURE ] BMY: Average time per feature: 2.6 seconds [2025-11-21T07:22:52.190175] [INFO ] [CONFIGURE ] BMY: Average speed: 0.38 features/sec [2025-11-21T07:22:52.190627] [INFO ] [LOCAL ] Saved configuration for BMY: 2 features, 90.00% accuracy -> ./output/feature-sets/BMY.json [2025-11-21T07:22:52.190705] [INFO ] [CONFIGURE ] BMY: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T07:22:52.190754] [INFO ] [sig ] [203/723] Successfully configured BMY | 0.01 sym/s | Total: 4.8h | ETA: 12.3h [2025-11-21T07:22:52.190797] [INFO ] [sig ] [204/723] Configuring BNED... [2025-11-21T07:22:52.190837] [INFO ] [CONFIGURE ] BNED: Configurate test run. [2025-11-21T07:22:52.190877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-11-21T07:22:52.299246] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNED'. [2025-11-21T07:22:52.299679] [INFO ] [CONFIGURE ] BNED: Testing with 29 available features [2025-11-21T07:22:52.299745] [INFO ] [CONFIGURE ] BNED: Establishing baseline with no features... [2025-11-21T07:22:52.473424] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:22:52.660686] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:52.833504] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:22:53.005275] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:22:53.176283] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:22:53.348496] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:53.525422] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:53.706061] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:53.878793] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:22:54.057326] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:54.057500] [INFO ] [CONFIGURE ] BNED: Baseline score (no features): 60.00% [2025-11-21T07:22:54.057557] [INFO ] [CONFIGURE ] BNED: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:22:54.057603] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:22:54.266631] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:22:54.476009] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:54.682467] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:22:54.886665] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:22:55.092329] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:22:55.300008] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:55.504091] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:22:55.712926] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:55.935437] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:22:56.142489] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:22:56.142699] [INFO ] [CONFIGURE ] BNED: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T07:22:56.142784] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15140 tests [2025-11-21T07:22:56.142845] [INFO ] [CONFIGURE ] BNED: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:22:56.142894] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:22:56.349593] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:22:56.559167] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:56.771667] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:22:56.983374] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:22:57.195095] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:22:57.404829] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:22:57.618826] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:22:57.830283] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:58.060388] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:22:58.289253] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:22:58.289614] [INFO ] [CONFIGURE ] BNED: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T07:22:58.289751] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15139 tests [2025-11-21T07:22:58.289865] [INFO ] [CONFIGURE ] BNED: Testing feature 3/29: add_daily_returns [2025-11-21T07:22:58.289946] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_daily_returns'] [2025-11-21T07:22:58.470945] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:22:58.653559] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:22:58.842528] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:22:59.034599] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:22:59.225295] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:22:59.417360] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:22:59.605927] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:22:59.797523] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:22:59.990093] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:00.197265] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:00.197440] [INFO ] [CONFIGURE ] BNED: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:23:00.197488] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15138 tests [2025-11-21T07:23:00.197527] [INFO ] [CONFIGURE ] BNED: Testing feature 4/29: add_ema [2025-11-21T07:23:00.197562] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_ema'] [2025-11-21T07:23:01.260824] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:01.668128] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:01.954801] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:02.195405] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:02.408839] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:02.623555] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:23:02.839222] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:03.054069] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:03.264031] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:03.490733] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:03.491028] [INFO ] [CONFIGURE ] BNED: DISCARDED add_ema (score: 40.00%) [2025-11-21T07:23:03.491154] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15137 tests [2025-11-21T07:23:03.491240] [INFO ] [CONFIGURE ] BNED: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:23:03.491365] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:23:03.717846] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:03.939977] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:04.181485] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:04.410069] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:23:04.642952] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:04.879128] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:05.120472] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:05.384146] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:05.621306] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:05.844890] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:05.845096] [INFO ] [CONFIGURE ] BNED: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:23:05.845156] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15136 tests [2025-11-21T07:23:05.845231] [INFO ] [CONFIGURE ] BNED: Testing feature 6/29: add_failed_moves [2025-11-21T07:23:05.845305] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_failed_moves'] [2025-11-21T07:23:06.042211] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:06.228493] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:06.411897] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:06.594767] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:06.775681] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:06.956546] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:07.139249] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:07.320701] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:07.522395] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:07.722218] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:07.722403] [INFO ] [CONFIGURE ] BNED: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:23:07.722455] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15135 tests [2025-11-21T07:23:07.722496] [INFO ] [CONFIGURE ] BNED: Testing feature 7/29: add_lag_shelf [2025-11-21T07:23:07.722535] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_lag_shelf'] [2025-11-21T07:23:07.903287] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:08.068197] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:08.239121] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:08.407313] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:08.584237] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:08.761929] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:08.941297] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:09.117358] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:09.288779] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:09.467330] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:09.467546] [INFO ] [CONFIGURE ] BNED: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:23:09.467605] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15134 tests [2025-11-21T07:23:09.467677] [INFO ] [CONFIGURE ] BNED: Testing feature 8/29: add_macd [2025-11-21T07:23:09.467753] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:23:09.739425] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:10.022664] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:10.302688] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:10.589869] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:23:10.861789] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:23:11.151840] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:23:11.446139] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:11.729959] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:12.020576] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:12.300901] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:12.301114] [INFO ] [CONFIGURE ] BNED: DISCARDED add_macd (score: 30.00%) [2025-11-21T07:23:12.301171] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15133 tests [2025-11-21T07:23:12.301220] [INFO ] [CONFIGURE ] BNED: Testing feature 9/29: add_mfi [2025-11-21T07:23:12.301263] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi'] [2025-11-21T07:23:12.502264] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:12.697098] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:12.882947] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:13.074342] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:13.275317] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:13.468973] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:13.664504] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:13.860437] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:14.055363] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:14.247839] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:23:14.248044] [INFO ] [CONFIGURE ] BNED: KEPT add_mfi (score: 70.00%) [2025-11-21T07:23:14.248092] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15132 tests [2025-11-21T07:23:14.248131] [INFO ] [CONFIGURE ] BNED: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:23:14.248166] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:23:14.533589] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:14.822041] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:15.112461] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:15.413420] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:15.708081] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:23:16.013444] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:16.306055] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:16.600691] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:16.909026] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:17.202465] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:23:17.202702] [INFO ] [CONFIGURE ] BNED: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:23:17.202761] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15131 tests [2025-11-21T07:23:17.202807] [INFO ] [CONFIGURE ] BNED: Testing feature 11/29: add_obv_daily [2025-11-21T07:23:17.202851] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T07:23:17.411087] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:17.624702] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:23:17.839936] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:18.065290] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:18.282151] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:18.501914] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:18.719382] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:18.936031] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:19.153542] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:19.371390] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:19.371583] [INFO ] [CONFIGURE ] BNED: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T07:23:19.371660] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15130 tests [2025-11-21T07:23:19.371713] [INFO ] [CONFIGURE ] BNED: Testing feature 12/29: add_obv_interval [2025-11-21T07:23:19.371757] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T07:23:19.573147] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:19.776344] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:19.979802] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:20.188536] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:20.393596] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:20.596790] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:23:20.799999] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:21.013279] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:21.225874] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:21.430865] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:23:21.431056] [INFO ] [CONFIGURE ] BNED: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:23:21.431112] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15129 tests [2025-11-21T07:23:21.431159] [INFO ] [CONFIGURE ] BNED: Testing feature 13/29: add_opening_strength [2025-11-21T07:23:21.431255] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:23:21.663216] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:21.890132] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:22.123847] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:22.370785] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:22.617624] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:23:22.858746] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:23.113294] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:23.353255] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:23.586285] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:23.815796] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:23.815964] [INFO ] [CONFIGURE ] BNED: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:23:23.816020] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15128 tests [2025-11-21T07:23:23.816067] [INFO ] [CONFIGURE ] BNED: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:23:23.816111] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T07:23:24.050502] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:24.276624] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:24.499803] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:24.711688] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:24.930978] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:23:25.189138] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:23:25.409478] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:25.625535] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:25.865565] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:26.089283] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:26.089488] [INFO ] [CONFIGURE ] BNED: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T07:23:26.089548] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15127 tests [2025-11-21T07:23:26.089597] [INFO ] [CONFIGURE ] BNED: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:23:26.089666] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T07:23:26.303055] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:26.511819] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:26.723869] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:26.934170] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:27.151681] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:27.377405] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:27.605875] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:27.829241] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:28.049288] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:28.261086] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:28.261299] [INFO ] [CONFIGURE ] BNED: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T07:23:28.261360] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15126 tests [2025-11-21T07:23:28.261410] [INFO ] [CONFIGURE ] BNED: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:23:28.261455] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T07:23:28.504120] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:28.732999] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:28.964581] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:29.196005] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:23:29.428379] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:23:29.665961] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:23:29.882496] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:30.099547] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:30.316082] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:30.534237] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:30.534435] [INFO ] [CONFIGURE ] BNED: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T07:23:30.534500] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15125 tests [2025-11-21T07:23:30.534551] [INFO ] [CONFIGURE ] BNED: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:23:30.534597] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T07:23:30.741026] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:30.945033] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:31.157822] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:31.367837] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:31.575249] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:31.797736] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:32.014719] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:32.219265] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:32.423942] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:32.629928] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:32.630103] [INFO ] [CONFIGURE ] BNED: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:23:32.630162] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15124 tests [2025-11-21T07:23:32.630211] [INFO ] [CONFIGURE ] BNED: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:23:32.630254] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T07:23:32.822572] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:33.020828] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:33.214091] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:33.405337] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:33.599143] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:33.792041] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:33.989202] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:34.189231] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:34.388567] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:34.590840] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:34.591009] [INFO ] [CONFIGURE ] BNED: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:23:34.591057] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15123 tests [2025-11-21T07:23:34.591096] [INFO ] [CONFIGURE ] BNED: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:23:34.591133] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T07:23:34.810298] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:35.021986] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:35.236848] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:35.450162] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:35.670176] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:35.867499] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:36.063297] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:36.288145] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:36.486657] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:36.678708] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:23:36.678875] [INFO ] [CONFIGURE ] BNED: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:23:36.678951] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15122 tests [2025-11-21T07:23:36.679006] [INFO ] [CONFIGURE ] BNED: Testing feature 20/29: add_price_rejection [2025-11-21T07:23:36.679046] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T07:23:36.887138] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:37.102989] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:37.321499] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:37.533197] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:37.746770] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:37.962526] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:23:38.198897] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:38.435710] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:38.653406] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:38.870145] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:38.870328] [INFO ] [CONFIGURE ] BNED: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T07:23:38.870387] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15121 tests [2025-11-21T07:23:38.870434] [INFO ] [CONFIGURE ] BNED: Testing feature 21/29: add_range_position [2025-11-21T07:23:38.870481] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T07:23:39.108268] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:39.338368] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:39.570579] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:39.798936] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:40.028444] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:40.261388] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:23:40.489472] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:23:40.716613] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:40.945671] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:41.183920] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:41.184209] [INFO ] [CONFIGURE ] BNED: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:23:41.184266] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15120 tests [2025-11-21T07:23:41.184315] [INFO ] [CONFIGURE ] BNED: Testing feature 22/29: add_realized_volatility [2025-11-21T07:23:41.184357] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T07:23:41.517259] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:41.851381] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:23:42.187330] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:42.522320] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:42.863022] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:43.198375] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:23:43.537672] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:43.867445] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:44.199960] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:44.542504] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:44.542730] [INFO ] [CONFIGURE ] BNED: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T07:23:44.542793] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15119 tests [2025-11-21T07:23:44.542840] [INFO ] [CONFIGURE ] BNED: Testing feature 23/29: add_recent_range_context [2025-11-21T07:23:44.542884] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T07:23:44.772204] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:44.998896] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:45.224175] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:45.450326] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:45.673067] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:45.901914] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:46.136678] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:46.367502] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:46.597769] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:46.841714] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:23:46.841923] [INFO ] [CONFIGURE ] BNED: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:23:46.841982] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15118 tests [2025-11-21T07:23:46.842027] [INFO ] [CONFIGURE ] BNED: Testing feature 24/29: add_rsi [2025-11-21T07:23:46.842070] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T07:23:47.130038] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:47.410956] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:47.675523] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:47.926384] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:48.181066] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:23:48.440339] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:48.692695] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:48.951059] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:49.212033] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:49.462722] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:23:49.462909] [INFO ] [CONFIGURE ] BNED: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:23:49.462980] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15117 tests [2025-11-21T07:23:49.463029] [INFO ] [CONFIGURE ] BNED: Testing feature 25/29: add_tick_distribution [2025-11-21T07:23:49.463078] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T07:23:49.661762] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:49.862196] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:50.064115] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:50.263991] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:50.464350] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:50.667734] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:50.869378] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:51.071916] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:51.276081] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:51.478494] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:23:51.478678] [INFO ] [CONFIGURE ] BNED: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:23:51.478738] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15116 tests [2025-11-21T07:23:51.478806] [INFO ] [CONFIGURE ] BNED: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:23:51.478849] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T07:23:51.680207] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:51.882787] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:52.081984] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:52.284660] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:52.484868] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:23:52.685581] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:52.891482] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:53.094174] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:53.297520] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:53.504123] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:53.504365] [INFO ] [CONFIGURE ] BNED: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T07:23:53.504437] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15115 tests [2025-11-21T07:23:53.504486] [INFO ] [CONFIGURE ] BNED: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:23:53.504530] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T07:23:53.732659] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:53.963303] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:54.210199] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:54.463186] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:54.771540] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:55.118715] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:55.419390] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:55.701437] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:55.933192] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:56.172171] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:23:56.172371] [INFO ] [CONFIGURE ] BNED: KEPT add_volume_price_divergence (score: 80.00%) [2025-11-21T07:23:56.172431] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15114 tests [2025-11-21T07:23:56.172480] [INFO ] [CONFIGURE ] BNED: Testing feature 28/29: add_volume_profile [2025-11-21T07:23:56.172525] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T07:23:56.428500] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:23:56.677306] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:56.926938] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:57.178936] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:57.425684] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:23:57.670383] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:23:57.920800] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:23:58.175600] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:23:58.437306] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:23:58.690658] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:23:58.690876] [INFO ] [CONFIGURE ] BNED: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:23:58.690937] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15113 tests [2025-11-21T07:23:58.690991] [INFO ] [CONFIGURE ] BNED: Testing feature 29/29: add_vwap [2025-11-21T07:23:58.691037] [INFO ] [CONFIGURE ] BNED: Testing with features: ['add_mfi', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T07:23:58.946610] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:23:59.198583] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:23:59.459378] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:23:59.706588] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:23:59.957424] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:00.223416] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:00.492277] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:24:01.401278] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:01.666986] [DEBUG] [FORECASTER] BNED: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:24:01.943771] [DEBUG] [FORECASTER] BNED: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:24:01.943983] [INFO ] [CONFIGURE ] BNED: DISCARDED add_vwap (score: 70.00%) [2025-11-21T07:24:01.944040] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15112 tests [2025-11-21T07:24:01.944089] [INFO ] [CONFIGURE ] BNED: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:24:01.944124] [INFO ] [CONFIGURE ] BNED: Best accuracy: 80.00% [2025-11-21T07:24:01.944159] [INFO ] [CONFIGURE ] BNED: Best feature set (2 features): ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T07:24:01.944199] [INFO ] [CONFIGURE ] BNED: Improvement over baseline: 20.00% [2025-11-21T07:24:01.944235] [INFO ] [CONFIGURE ] BNED: Total time: 1.1 minutes [2025-11-21T07:24:01.944270] [INFO ] [CONFIGURE ] BNED: Average time per feature: 2.3 seconds [2025-11-21T07:24:01.944309] [INFO ] [CONFIGURE ] BNED: Average speed: 0.43 features/sec [2025-11-21T07:24:01.944634] [INFO ] [LOCAL ] Saved configuration for BNED: 2 features, 80.00% accuracy -> ./output/feature-sets/BNED.json [2025-11-21T07:24:01.944711] [INFO ] [CONFIGURE ] BNED: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T07:24:01.944758] [INFO ] [sig ] [204/723] Successfully configured BNED | 0.01 sym/s | Total: 4.8h | ETA: 12.3h [2025-11-21T07:24:01.944803] [INFO ] [sig ] [205/723] Configuring BNH... [2025-11-21T07:24:01.944845] [INFO ] [CONFIGURE ] BNH: Configurate test run. [2025-11-21T07:24:01.944880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-11-21T07:24:02.129716] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNH'. [2025-11-21T07:24:02.130247] [INFO ] [CONFIGURE ] BNH: Testing with 29 available features [2025-11-21T07:24:02.130324] [INFO ] [CONFIGURE ] BNH: Establishing baseline with no features... [2025-11-21T07:24:02.336677] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:24:02.511833] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:24:02.686951] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:02.869435] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:03.051210] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:03.221489] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:03.391567] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:03.560135] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:03.732243] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:03.905151] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:24:03.905352] [INFO ] [CONFIGURE ] BNH: Baseline score (no features): 40.00% [2025-11-21T07:24:03.905409] [INFO ] [CONFIGURE ] BNH: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:24:03.905450] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:24:04.106354] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:04.335478] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:24:04.540220] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:04.755838] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:04.965979] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:24:05.170214] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:05.375598] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:05.588586] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:24:05.822807] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:06.032835] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:24:06.033005] [INFO ] [CONFIGURE ] BNH: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T07:24:06.033054] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15111 tests [2025-11-21T07:24:06.033094] [INFO ] [CONFIGURE ] BNH: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:24:06.033131] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:24:06.246447] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:24:06.467857] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:24:06.676272] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:06.880812] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:24:07.089295] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:24:07.301841] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:07.514508] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:07.728530] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:07.947333] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:08.189355] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:24:08.189562] [INFO ] [CONFIGURE ] BNH: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T07:24:08.189611] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15110 tests [2025-11-21T07:24:08.189667] [INFO ] [CONFIGURE ] BNH: Testing feature 3/29: add_daily_returns [2025-11-21T07:24:08.189734] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:24:08.431507] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:24:08.676062] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:24:08.912842] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:09.159246] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:09.402563] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:24:09.643585] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:09.887770] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:10.116030] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:10.337075] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:10.562799] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:10.563100] [INFO ] [CONFIGURE ] BNH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T07:24:10.563221] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15109 tests [2025-11-21T07:24:10.563311] [INFO ] [CONFIGURE ] BNH: Testing feature 4/29: add_ema [2025-11-21T07:24:10.563414] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T07:24:10.822263] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:24:11.083954] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:11.355769] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:11.619583] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:24:11.882791] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:12.143331] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:12.404681] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:12.667053] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:12.926542] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:13.191745] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:13.191957] [INFO ] [CONFIGURE ] BNH: KEPT add_ema (score: 60.00%) [2025-11-21T07:24:13.192012] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15108 tests [2025-11-21T07:24:13.192056] [INFO ] [CONFIGURE ] BNH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:24:13.192095] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:24:13.498639] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:13.801849] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:14.107364] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:14.407838] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:24:14.708369] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:15.006872] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:15.306815] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:15.614258] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:15.914855] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:16.217193] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:16.217378] [INFO ] [CONFIGURE ] BNH: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T07:24:16.217435] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15107 tests [2025-11-21T07:24:16.217483] [INFO ] [CONFIGURE ] BNH: Testing feature 6/29: add_failed_moves [2025-11-21T07:24:16.217528] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T07:24:16.554605] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:16.867661] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:17.181867] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:17.497928] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:24:17.818577] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:18.127313] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:18.456490] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:18.772404] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:19.096772] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:19.421674] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:19.421862] [INFO ] [CONFIGURE ] BNH: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:24:19.421922] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15106 tests [2025-11-21T07:24:19.421973] [INFO ] [CONFIGURE ] BNH: Testing feature 7/29: add_lag_shelf [2025-11-21T07:24:19.422018] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T07:24:19.727261] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:20.040324] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:20.355082] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:20.693363] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:24:21.027958] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:21.362048] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:21.698565] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:22.040987] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:22.370683] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:22.704105] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:22.704285] [INFO ] [CONFIGURE ] BNH: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:24:22.704344] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15105 tests [2025-11-21T07:24:22.704391] [INFO ] [CONFIGURE ] BNH: Testing feature 8/29: add_macd [2025-11-21T07:24:22.704457] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T07:24:23.094001] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:24:23.492864] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:23.896797] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:24.291786] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:24.687914] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:25.097502] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:25.512484] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:25.912931] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:26.316301] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:26.723146] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:26.723354] [INFO ] [CONFIGURE ] BNH: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:24:26.723414] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15104 tests [2025-11-21T07:24:26.723465] [INFO ] [CONFIGURE ] BNH: Testing feature 9/29: add_mfi [2025-11-21T07:24:26.723511] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T07:24:27.066556] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:27.397225] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:27.732900] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:28.087450] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:24:28.413273] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:28.725594] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:29.079086] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:29.415805] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:29.747484] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:30.109593] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:30.109947] [INFO ] [CONFIGURE ] BNH: KEPT add_mfi (score: 80.00%) [2025-11-21T07:24:30.110010] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15103 tests [2025-11-21T07:24:30.110059] [INFO ] [CONFIGURE ] BNH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:24:30.110104] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:24:30.554009] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:31.008981] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:31.451579] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:31.908491] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:32.362085] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:32.800030] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:33.230621] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:33.657467] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:34.053688] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:34.465240] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:34.465456] [INFO ] [CONFIGURE ] BNH: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T07:24:34.465513] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15102 tests [2025-11-21T07:24:34.465621] [INFO ] [CONFIGURE ] BNH: Testing feature 11/29: add_obv_daily [2025-11-21T07:24:34.465685] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily'] [2025-11-21T07:24:34.802329] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:35.144044] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:35.502720] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:35.861337] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:36.231214] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:24:36.577921] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:36.927501] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:37.287511] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:24:37.639172] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:37.980061] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:37.980232] [INFO ] [CONFIGURE ] BNH: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T07:24:37.980290] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15101 tests [2025-11-21T07:24:37.980340] [INFO ] [CONFIGURE ] BNH: Testing feature 12/29: add_obv_interval [2025-11-21T07:24:37.980385] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval'] [2025-11-21T07:24:38.315884] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:38.693108] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:39.047493] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:39.388904] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:39.717796] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:40.049381] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:40.381049] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:40.720059] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:41.054864] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:41.400573] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:41.400746] [INFO ] [CONFIGURE ] BNH: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:24:41.400806] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15100 tests [2025-11-21T07:24:41.400892] [INFO ] [CONFIGURE ] BNH: Testing feature 13/29: add_opening_strength [2025-11-21T07:24:41.401141] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:24:41.803862] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:42.321432] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:24:42.758508] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:24:43.118923] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:43.492656] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:43.859634] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:44.232739] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:44.614435] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:45.006925] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:45.372892] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:45.373082] [INFO ] [CONFIGURE ] BNH: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T07:24:45.373138] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15099 tests [2025-11-21T07:24:45.373185] [INFO ] [CONFIGURE ] BNH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:24:45.373228] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T07:24:45.744532] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:24:46.112503] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:46.474463] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:46.834959] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:47.201109] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:47.568131] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:47.948596] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:48.317105] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:48.666978] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:24:49.010700] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:49.010880] [INFO ] [CONFIGURE ] BNH: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:24:49.010937] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15098 tests [2025-11-21T07:24:49.010984] [INFO ] [CONFIGURE ] BNH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:24:49.011029] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T07:24:49.336959] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:49.657859] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:49.985917] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:50.301140] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:24:50.617461] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:50.942743] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:51.262603] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:51.597108] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:51.947066] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:52.284174] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:52.284563] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T07:24:52.284622] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15097 tests [2025-11-21T07:24:52.284689] [INFO ] [CONFIGURE ] BNH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:24:52.284758] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T07:24:52.617954] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:52.965181] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:53.308469] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:53.674400] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:54.001282] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:54.333620] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:24:54.666273] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:55.026798] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:55.382249] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:55.713695] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:55.713876] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T07:24:55.713952] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15096 tests [2025-11-21T07:24:55.714002] [INFO ] [CONFIGURE ] BNH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:24:55.714046] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T07:24:56.063366] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:24:56.418745] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:24:56.787020] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:24:57.140249] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:24:57.513970] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:24:57.868585] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:24:58.230235] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:24:58.590739] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:24:58.958604] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:24:59.319747] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:24:59.319957] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:24:59.320017] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15095 tests [2025-11-21T07:24:59.320107] [INFO ] [CONFIGURE ] BNH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:24:59.320185] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T07:24:59.653348] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:00.011681] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:00.385371] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:01.577815] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:25:01.929623] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:02.314789] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:25:02.668634] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:03.023057] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:03.395773] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:25:03.764496] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:03.764727] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:25:03.764789] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15094 tests [2025-11-21T07:25:03.764838] [INFO ] [CONFIGURE ] BNH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:25:03.764884] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T07:25:04.105846] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:04.434892] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:04.762222] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:25:05.071837] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:25:05.399289] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:05.720965] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:25:06.043707] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:06.374243] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:06.697929] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:25:07.001224] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:07.001414] [INFO ] [CONFIGURE ] BNH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T07:25:07.001471] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15093 tests [2025-11-21T07:25:07.001519] [INFO ] [CONFIGURE ] BNH: Testing feature 20/29: add_price_rejection [2025-11-21T07:25:07.001561] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection'] [2025-11-21T07:25:07.380306] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:07.730807] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:08.094078] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:25:08.431063] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:25:08.795210] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:09.163158] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:25:09.530786] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:09.885028] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:10.239597] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:25:10.585259] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:10.585506] [INFO ] [CONFIGURE ] BNH: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T07:25:10.585568] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15092 tests [2025-11-21T07:25:10.585619] [INFO ] [CONFIGURE ] BNH: Testing feature 21/29: add_range_position [2025-11-21T07:25:10.585686] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position'] [2025-11-21T07:25:10.927829] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:11.275717] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:11.623417] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:25:11.955881] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:25:12.293891] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:12.637873] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:12.979755] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:13.336624] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:13.686384] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:25:14.031590] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:14.031810] [INFO ] [CONFIGURE ] BNH: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:25:14.031868] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15091 tests [2025-11-21T07:25:14.031917] [INFO ] [CONFIGURE ] BNH: Testing feature 22/29: add_realized_volatility [2025-11-21T07:25:14.031962] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility'] [2025-11-21T07:25:14.470398] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:14.907524] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:25:15.356362] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:25:15.795786] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:25:16.235138] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:16.686886] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:25:17.162237] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:17.633610] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:18.107150] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:25:18.577514] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:18.577761] [INFO ] [CONFIGURE ] BNH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:25:18.577823] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15090 tests [2025-11-21T07:25:18.577874] [INFO ] [CONFIGURE ] BNH: Testing feature 23/29: add_recent_range_context [2025-11-21T07:25:18.577940] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context'] [2025-11-21T07:25:18.939147] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:19.290035] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:19.639309] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:25:20.005320] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:25:20.360103] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:20.716665] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:21.094078] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:21.455565] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:21.834474] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:25:22.216181] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:22.216428] [INFO ] [CONFIGURE ] BNH: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T07:25:22.216491] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15089 tests [2025-11-21T07:25:22.216540] [INFO ] [CONFIGURE ] BNH: Testing feature 24/29: add_rsi [2025-11-21T07:25:22.216586] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_rsi'] [2025-11-21T07:25:22.580671] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:22.936550] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:23.282163] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:25:23.633325] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:25:23.986325] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:24.348374] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:24.696754] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:25.050178] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:25.407491] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:25:25.783963] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:25:25.784142] [INFO ] [CONFIGURE ] BNH: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:25:25.784194] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15088 tests [2025-11-21T07:25:25.784246] [INFO ] [CONFIGURE ] BNH: Testing feature 25/29: add_tick_distribution [2025-11-21T07:25:25.784286] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_tick_distribution'] [2025-11-21T07:25:26.120086] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:26.474109] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:26.832743] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:27.185911] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:25:27.518674] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:27.868998] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:25:28.213524] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:28.551295] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:28.885138] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:25:29.235443] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:29.235659] [INFO ] [CONFIGURE ] BNH: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:25:29.235721] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15087 tests [2025-11-21T07:25:29.235770] [INFO ] [CONFIGURE ] BNH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:25:29.235814] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T07:25:29.584357] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:29.944855] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:30.302079] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:30.666232] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:25:31.016135] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:31.363635] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:25:31.721495] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:32.056614] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:32.385369] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:25:32.727668] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:32.727874] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:25:32.727936] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15086 tests [2025-11-21T07:25:32.727996] [INFO ] [CONFIGURE ] BNH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:25:32.728050] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T07:25:33.116190] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:33.483017] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:33.839809] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:25:34.191286] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:25:34.553954] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:25:34.906051] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:35.256733] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:35.623283] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:35.984155] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:25:36.359553] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:36.359952] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:25:36.360016] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15085 tests [2025-11-21T07:25:36.360087] [INFO ] [CONFIGURE ] BNH: Testing feature 28/29: add_volume_profile [2025-11-21T07:25:36.360134] [INFO ] [CONFIGURE ] BNH: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_profile'] [2025-11-21T07:25:36.692732] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:25:37.020402] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:37.360616] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:25:37.721201] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:25:38.044178] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:25:38.380891] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:38.711951] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:25:39.043677] [DEBUG] [FORECASTER] BNH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:25:39.400115] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:25:39.763529] [DEBUG] [FORECASTER] BNH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:25:39.763741] [INFO ] [CONFIGURE ] BNH: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T07:25:39.763819] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15084 tests [2025-11-21T07:25:39.763890] [INFO ] [CONFIGURE ] BNH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:25:39.763947] [INFO ] [CONFIGURE ] BNH: Best accuracy: 80.00% [2025-11-21T07:25:39.763993] [INFO ] [CONFIGURE ] BNH: Best feature set (5 features): ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T07:25:39.764035] [INFO ] [CONFIGURE ] BNH: Improvement over baseline: 40.00% [2025-11-21T07:25:39.764073] [INFO ] [CONFIGURE ] BNH: Total time: 1.6 minutes [2025-11-21T07:25:39.764110] [INFO ] [CONFIGURE ] BNH: Average time per feature: 3.4 seconds [2025-11-21T07:25:39.764149] [INFO ] [CONFIGURE ] BNH: Average speed: 0.30 features/sec [2025-11-21T07:25:39.764660] [INFO ] [LOCAL ] Saved configuration for BNH: 5 features, 80.00% accuracy -> ./output/feature-sets/BNH.json [2025-11-21T07:25:39.764722] [INFO ] [CONFIGURE ] BNH: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T07:25:39.764788] [INFO ] [sig ] [205/723] Successfully configured BNH | 0.01 sym/s | Total: 4.9h | ETA: 12.3h [2025-11-21T07:25:39.764842] [INFO ] [sig ] [206/723] Configuring BNL... [2025-11-21T07:25:39.764884] [INFO ] [CONFIGURE ] BNL: Configurate test run. [2025-11-21T07:25:39.764927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-11-21T07:25:39.873067] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNL'. [2025-11-21T07:25:39.873449] [INFO ] [CONFIGURE ] BNL: Testing with 29 available features [2025-11-21T07:25:39.873513] [INFO ] [CONFIGURE ] BNL: Establishing baseline with no features... [2025-11-21T07:25:40.039752] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:25:40.206939] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:25:40.372870] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:40.543910] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:25:40.714766] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:25:40.881374] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:41.048836] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:41.218735] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:25:41.395060] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:25:41.561586] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:25:41.561773] [INFO ] [CONFIGURE ] BNL: Baseline score (no features): 50.00% [2025-11-21T07:25:41.561856] [INFO ] [CONFIGURE ] BNL: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:25:41.561907] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:25:41.759421] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:25:41.958734] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:25:42.162433] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:42.359369] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:25:42.556913] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:25:42.763524] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:42.969256] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:43.176843] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:25:43.388370] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:25:43.597490] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:25:43.597688] [INFO ] [CONFIGURE ] BNL: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T07:25:43.597766] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15083 tests [2025-11-21T07:25:43.597816] [INFO ] [CONFIGURE ] BNL: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:25:43.597869] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:25:43.807580] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:25:44.019815] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:44.233612] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:44.449731] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:25:44.665256] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:25:44.878796] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:45.089964] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:45.299819] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:25:45.515554] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:25:45.729462] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:25:45.729802] [INFO ] [CONFIGURE ] BNL: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T07:25:45.729913] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15082 tests [2025-11-21T07:25:45.729998] [INFO ] [CONFIGURE ] BNL: Testing feature 3/29: add_daily_returns [2025-11-21T07:25:45.730109] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_daily_returns'] [2025-11-21T07:25:45.916785] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:25:46.105009] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:25:46.290821] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:46.487600] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:25:46.675494] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:25:46.870562] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:47.063767] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:47.255366] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:25:47.470121] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:25:47.665048] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:25:47.665245] [INFO ] [CONFIGURE ] BNL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:25:47.665304] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15081 tests [2025-11-21T07:25:47.665351] [INFO ] [CONFIGURE ] BNL: Testing feature 4/29: add_ema [2025-11-21T07:25:47.665394] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_ema'] [2025-11-21T07:25:47.883338] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:25:48.103095] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:25:48.343194] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:48.580690] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:25:48.805776] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:25:49.038109] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:49.277826] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:49.509338] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:25:49.746119] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:25:50.000192] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:25:50.000845] [INFO ] [CONFIGURE ] BNL: DISCARDED add_ema (score: 30.00%) [2025-11-21T07:25:50.001017] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15080 tests [2025-11-21T07:25:50.001157] [INFO ] [CONFIGURE ] BNL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:25:50.001273] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:25:50.302812] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:25:50.591634] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:50.917882] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:51.195088] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:25:51.427869] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:25:51.659908] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:51.888506] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:52.113557] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:25:52.337267] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:25:52.569401] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:25:52.569593] [INFO ] [CONFIGURE ] BNL: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T07:25:52.569697] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15079 tests [2025-11-21T07:25:52.569748] [INFO ] [CONFIGURE ] BNL: Testing feature 6/29: add_failed_moves [2025-11-21T07:25:52.569792] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T07:25:52.808706] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:25:53.064145] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:53.307430] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:53.544880] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:25:53.786151] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:25:54.038589] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:54.289679] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:54.535157] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:25:54.775193] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:25:55.028833] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:25:55.029040] [INFO ] [CONFIGURE ] BNL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:25:55.029098] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15078 tests [2025-11-21T07:25:55.029147] [INFO ] [CONFIGURE ] BNL: Testing feature 7/29: add_lag_shelf [2025-11-21T07:25:55.029184] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T07:25:55.264028] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:25:55.487841] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:25:55.721795] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:55.955432] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:25:56.191956] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:25:56.432589] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:56.647405] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:56.868449] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:25:57.094803] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:25:57.319262] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:25:57.319438] [INFO ] [CONFIGURE ] BNL: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T07:25:57.319492] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15077 tests [2025-11-21T07:25:57.319533] [INFO ] [CONFIGURE ] BNL: Testing feature 8/29: add_macd [2025-11-21T07:25:57.319576] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T07:25:57.603593] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:25:57.888433] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:25:58.169168] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:25:58.448298] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:25:58.737129] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:25:59.011201] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:25:59.290827] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:25:59.585433] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:25:59.872381] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:00.160913] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:00.161117] [INFO ] [CONFIGURE ] BNL: DISCARDED add_macd (score: 50.00%) [2025-11-21T07:26:00.161176] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15076 tests [2025-11-21T07:26:00.161222] [INFO ] [CONFIGURE ] BNL: Testing feature 9/29: add_mfi [2025-11-21T07:26:00.161268] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T07:26:00.401815] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:01.317953] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:26:01.738727] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:01.980089] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:02.234732] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:02.476363] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:02.717596] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:02.960248] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:03.201777] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:26:03.442130] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:03.442320] [INFO ] [CONFIGURE ] BNL: KEPT add_mfi (score: 70.00%) [2025-11-21T07:26:03.442375] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15075 tests [2025-11-21T07:26:03.442424] [INFO ] [CONFIGURE ] BNL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:26:03.442469] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:26:03.786485] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:04.144367] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:04.487262] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:04.826968] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:26:05.174237] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:26:05.522695] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:26:05.860723] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:06.211409] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:06.568844] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:06.939882] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:06.940099] [INFO ] [CONFIGURE ] BNL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:26:06.940160] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15074 tests [2025-11-21T07:26:06.940209] [INFO ] [CONFIGURE ] BNL: Testing feature 11/29: add_obv_daily [2025-11-21T07:26:06.940253] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily'] [2025-11-21T07:26:07.233930] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:07.515477] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:07.797540] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:08.074755] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:08.359748] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:26:08.643633] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:08.959021] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:09.252929] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:26:09.528210] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:09.816248] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:09.816428] [INFO ] [CONFIGURE ] BNL: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T07:26:09.816490] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15073 tests [2025-11-21T07:26:09.816538] [INFO ] [CONFIGURE ] BNL: Testing feature 12/29: add_obv_interval [2025-11-21T07:26:09.816584] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval'] [2025-11-21T07:26:10.085689] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:10.357137] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:10.641638] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:26:10.922482] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:26:11.210331] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:11.490788] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:11.772508] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:12.056543] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:26:12.346291] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:26:12.634579] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:12.634792] [INFO ] [CONFIGURE ] BNL: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:26:12.634858] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15072 tests [2025-11-21T07:26:12.634923] [INFO ] [CONFIGURE ] BNL: Testing feature 13/29: add_opening_strength [2025-11-21T07:26:12.634981] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:26:12.955489] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:13.265058] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:13.570972] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:13.902134] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:14.222354] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:14.534302] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:14.850999] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:15.160597] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:15.470432] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:15.777867] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:15.778096] [INFO ] [CONFIGURE ] BNL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:26:15.778158] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15071 tests [2025-11-21T07:26:15.778209] [INFO ] [CONFIGURE ] BNL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:26:15.778255] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T07:26:16.056405] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:16.345226] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:26:16.695248] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:16.999159] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:26:17.290960] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:26:17.597778] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:17.882962] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:18.168454] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:26:18.465563] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:26:18.759139] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:18.759328] [INFO ] [CONFIGURE ] BNL: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T07:26:18.759385] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15070 tests [2025-11-21T07:26:18.759432] [INFO ] [CONFIGURE ] BNL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:26:18.759475] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T07:26:19.034401] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:19.308966] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:19.594726] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:19.879238] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:26:20.163177] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:20.439459] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:20.713237] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:20.989599] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:26:21.268614] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:26:21.542611] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:21.542817] [INFO ] [CONFIGURE ] BNL: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T07:26:21.542877] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15069 tests [2025-11-21T07:26:21.542924] [INFO ] [CONFIGURE ] BNL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:26:21.542970] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T07:26:21.830073] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:22.127490] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:22.423878] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:22.720011] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:23.018538] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:23.321349] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:23.630088] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:23.932198] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:24.231092] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:26:24.530921] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:24.531103] [INFO ] [CONFIGURE ] BNL: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T07:26:24.531163] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15068 tests [2025-11-21T07:26:24.531215] [INFO ] [CONFIGURE ] BNL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:26:24.531262] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T07:26:24.850403] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:25.174591] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:25.491184] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:25.820866] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:26.143574] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:26:26.468951] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:26.798042] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:27.113137] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:27.425690] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:27.737121] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:27.737327] [INFO ] [CONFIGURE ] BNL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:26:27.737389] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15067 tests [2025-11-21T07:26:27.737437] [INFO ] [CONFIGURE ] BNL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:26:27.737482] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T07:26:28.029423] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:28.320146] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:28.608726] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:28.898713] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:29.193825] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:29.491175] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:29.781295] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:30.086011] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:30.377484] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:30.681738] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:30.681955] [INFO ] [CONFIGURE ] BNL: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T07:26:30.682014] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15066 tests [2025-11-21T07:26:30.682061] [INFO ] [CONFIGURE ] BNL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:26:30.682106] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T07:26:30.972936] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:31.271130] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:31.565813] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:31.868911] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:32.163099] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:32.460956] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:32.749636] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:33.041183] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:33.331500] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:33.619550] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:33.619745] [INFO ] [CONFIGURE ] BNL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:26:33.619807] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15065 tests [2025-11-21T07:26:33.619854] [INFO ] [CONFIGURE ] BNL: Testing feature 20/29: add_price_rejection [2025-11-21T07:26:33.619899] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T07:26:33.923417] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:34.225376] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:34.516954] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:34.817010] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:35.117997] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:35.416485] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:35.718848] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:36.022720] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:26:36.325101] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:36.633486] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:36.633697] [INFO ] [CONFIGURE ] BNL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T07:26:36.633761] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15064 tests [2025-11-21T07:26:36.633810] [INFO ] [CONFIGURE ] BNL: Testing feature 21/29: add_range_position [2025-11-21T07:26:36.633858] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T07:26:36.957632] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:37.270916] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:37.597270] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:37.967698] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:38.402098] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:26:38.765116] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:39.079342] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:39.374457] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:26:39.687367] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:39.984817] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:39.985001] [INFO ] [CONFIGURE ] BNL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:26:39.985059] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15063 tests [2025-11-21T07:26:39.985106] [INFO ] [CONFIGURE ] BNL: Testing feature 22/29: add_realized_volatility [2025-11-21T07:26:39.985149] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T07:26:40.356982] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:40.732186] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:26:41.105178] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:41.490061] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:41.888813] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:42.270481] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:42.653963] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:43.059161] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:43.447473] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:43.827381] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:43.827591] [INFO ] [CONFIGURE ] BNL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:26:43.827672] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15062 tests [2025-11-21T07:26:43.827722] [INFO ] [CONFIGURE ] BNL: Testing feature 23/29: add_recent_range_context [2025-11-21T07:26:43.827768] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T07:26:44.114992] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:44.393281] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:44.670031] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:44.948668] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:45.231097] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:45.510918] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:45.793133] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:46.075889] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:46.360570] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:26:46.643938] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:46.644133] [INFO ] [CONFIGURE ] BNL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:26:46.644191] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15061 tests [2025-11-21T07:26:46.644240] [INFO ] [CONFIGURE ] BNL: Testing feature 24/29: add_rsi [2025-11-21T07:26:46.644284] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T07:26:46.970792] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:47.302271] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:47.628388] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:47.949818] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:48.276891] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:48.598889] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:48.925284] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:49.253878] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:26:49.580983] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:49.911962] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:49.912164] [INFO ] [CONFIGURE ] BNL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T07:26:49.912221] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15060 tests [2025-11-21T07:26:49.912269] [INFO ] [CONFIGURE ] BNL: Testing feature 25/29: add_tick_distribution [2025-11-21T07:26:49.912317] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T07:26:50.182329] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:50.454034] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:50.735136] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:51.011901] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:51.284449] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:51.557903] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:51.842704] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:52.139902] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:52.438885] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:26:52.726524] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:26:52.726741] [INFO ] [CONFIGURE ] BNL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:26:52.726802] [INFO ] [CONFIGURE ] JOB ETA: 12.2h | Avg: 2.9s/test | Remaining: 15059 tests [2025-11-21T07:26:52.726872] [INFO ] [CONFIGURE ] BNL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:26:52.726919] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T07:26:53.016410] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:53.320024] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:53.613219] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:53.913500] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:54.213963] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:26:54.500300] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:54.778201] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:55.061814] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:26:55.343444] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:26:55.626249] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:55.626461] [INFO ] [CONFIGURE ] BNL: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T07:26:55.626519] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15058 tests [2025-11-21T07:26:55.626567] [INFO ] [CONFIGURE ] BNL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:26:55.626610] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T07:26:55.913021] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:56.205818] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:56.508672] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:56.813769] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:26:57.106312] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:26:57.403795] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:26:57.702775] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:26:58.000831] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:26:58.299348] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:26:58.612903] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:26:58.613101] [INFO ] [CONFIGURE ] BNL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:26:58.613158] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15057 tests [2025-11-21T07:26:58.613206] [INFO ] [CONFIGURE ] BNL: Testing feature 28/29: add_volume_profile [2025-11-21T07:26:58.613250] [INFO ] [CONFIGURE ] BNL: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T07:26:58.905339] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:26:59.202068] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:26:59.490742] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:26:59.782899] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:27:00.083993] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:27:00.377033] [DEBUG] [FORECASTER] BNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:27:00.672807] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:27:01.572032] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:01.883458] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:27:02.185385] [DEBUG] [FORECASTER] BNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:02.185568] [INFO ] [CONFIGURE ] BNL: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T07:27:02.185627] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15056 tests [2025-11-21T07:27:02.185704] [INFO ] [CONFIGURE ] BNL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:27:02.185753] [INFO ] [CONFIGURE ] BNL: Best accuracy: 80.00% [2025-11-21T07:27:02.185797] [INFO ] [CONFIGURE ] BNL: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T07:27:02.185840] [INFO ] [CONFIGURE ] BNL: Improvement over baseline: 30.00% [2025-11-21T07:27:02.185879] [INFO ] [CONFIGURE ] BNL: Total time: 1.3 minutes [2025-11-21T07:27:02.185917] [INFO ] [CONFIGURE ] BNL: Average time per feature: 2.9 seconds [2025-11-21T07:27:02.185956] [INFO ] [CONFIGURE ] BNL: Average speed: 0.36 features/sec [2025-11-21T07:27:02.186247] [INFO ] [LOCAL ] Saved configuration for BNL: 4 features, 80.00% accuracy -> ./output/feature-sets/BNL.json [2025-11-21T07:27:02.186306] [INFO ] [CONFIGURE ] BNL: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T07:27:02.186356] [INFO ] [sig ] [206/723] Successfully configured BNL | 0.01 sym/s | Total: 4.9h | ETA: 12.3h [2025-11-21T07:27:02.186402] [INFO ] [sig ] [207/723] Configuring BNY... [2025-11-21T07:27:02.186445] [INFO ] [CONFIGURE ] BNY: Configurate test run. [2025-11-21T07:27:02.186485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-11-21T07:27:02.293806] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNY'. [2025-11-21T07:27:02.294285] [INFO ] [CONFIGURE ] BNY: Testing with 29 available features [2025-11-21T07:27:02.294350] [INFO ] [CONFIGURE ] BNY: Establishing baseline with no features... [2025-11-21T07:27:02.491725] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:02.681327] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:02.870420] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:03.054244] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:03.234042] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:03.418443] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:03.604627] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:03.797771] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:03.986492] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:04.177415] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:04.177623] [INFO ] [CONFIGURE ] BNY: Baseline score (no features): 50.00% [2025-11-21T07:27:04.177697] [INFO ] [CONFIGURE ] BNY: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:27:04.177767] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:27:04.397789] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:04.615422] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:04.838337] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:05.060062] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:05.279477] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:05.498397] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:05.725299] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:05.934309] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:06.146712] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:06.362377] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:06.362582] [INFO ] [CONFIGURE ] BNY: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T07:27:06.362667] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15055 tests [2025-11-21T07:27:06.362740] [INFO ] [CONFIGURE ] BNY: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:27:06.362808] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:27:06.586265] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:06.812880] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:07.047069] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:07.275376] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:27:07.495494] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:07.714071] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:07.929836] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:27:08.143663] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:08.375033] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:27:08.590210] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:08.590511] [INFO ] [CONFIGURE ] BNY: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T07:27:08.590572] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15054 tests [2025-11-21T07:27:08.590614] [INFO ] [CONFIGURE ] BNY: Testing feature 3/29: add_daily_returns [2025-11-21T07:27:08.590676] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_daily_returns'] [2025-11-21T07:27:08.775668] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:08.962694] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:09.150597] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:09.335206] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:09.519767] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:09.712129] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:09.910766] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:10.107873] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:10.306031] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:10.495463] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:10.495627] [INFO ] [CONFIGURE ] BNY: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:27:10.495699] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15053 tests [2025-11-21T07:27:10.495772] [INFO ] [CONFIGURE ] BNY: Testing feature 4/29: add_ema [2025-11-21T07:27:10.495820] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_ema'] [2025-11-21T07:27:10.717095] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:10.948786] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:11.170242] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:11.394102] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:11.611823] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:11.860237] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:12.080792] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:12.298875] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:12.521530] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:12.744468] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:12.744670] [INFO ] [CONFIGURE ] BNY: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:27:12.744749] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15052 tests [2025-11-21T07:27:12.744814] [INFO ] [CONFIGURE ] BNY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:27:12.744868] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:27:12.962901] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:13.183036] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:13.405217] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:13.629972] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:13.866809] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:14.107212] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:14.335090] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:27:14.557721] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:14.785524] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:15.013902] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:15.014102] [INFO ] [CONFIGURE ] BNY: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:27:15.014160] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15051 tests [2025-11-21T07:27:15.014207] [INFO ] [CONFIGURE ] BNY: Testing feature 6/29: add_failed_moves [2025-11-21T07:27:15.014252] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_failed_moves'] [2025-11-21T07:27:15.200184] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:15.385275] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:15.582189] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:15.766314] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:15.953959] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:16.142466] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:16.327857] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:16.510021] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:16.693611] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:16.885273] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:16.885451] [INFO ] [CONFIGURE ] BNY: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:27:16.885499] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15050 tests [2025-11-21T07:27:16.885536] [INFO ] [CONFIGURE ] BNY: Testing feature 7/29: add_lag_shelf [2025-11-21T07:27:16.885571] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_lag_shelf'] [2025-11-21T07:27:17.054272] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:17.223147] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:17.391864] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:17.560662] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:17.730407] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:17.899610] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:18.070594] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:18.245868] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:18.419550] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:18.594028] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:18.594195] [INFO ] [CONFIGURE ] BNY: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T07:27:18.594243] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15049 tests [2025-11-21T07:27:18.594282] [INFO ] [CONFIGURE ] BNY: Testing feature 8/29: add_macd [2025-11-21T07:27:18.594318] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:27:18.865330] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:19.153230] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:19.408272] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:27:19.694486] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:19.986498] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:20.274780] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:20.561788] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:27:20.844180] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:21.138179] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:21.426134] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:21.426337] [INFO ] [CONFIGURE ] BNY: DISCARDED add_macd (score: 30.00%) [2025-11-21T07:27:21.426412] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15048 tests [2025-11-21T07:27:21.426459] [INFO ] [CONFIGURE ] BNY: Testing feature 9/29: add_mfi [2025-11-21T07:27:21.426504] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_mfi'] [2025-11-21T07:27:21.626427] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:21.832369] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:22.045282] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:22.250152] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:22.449504] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:22.653278] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:22.861027] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:23.064728] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:23.283612] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:23.506727] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:23.506925] [INFO ] [CONFIGURE ] BNY: DISCARDED add_mfi (score: 50.00%) [2025-11-21T07:27:23.506976] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15047 tests [2025-11-21T07:27:23.507037] [INFO ] [CONFIGURE ] BNY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:27:23.507075] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:27:23.803052] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:24.104944] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:24.397108] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:24.693866] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:24.984280] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:25.281780] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:27:25.596496] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:27:25.911486] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:26.224187] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:26.531812] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:26.532046] [INFO ] [CONFIGURE ] BNY: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T07:27:26.532109] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15046 tests [2025-11-21T07:27:26.532161] [INFO ] [CONFIGURE ] BNY: Testing feature 11/29: add_obv_daily [2025-11-21T07:27:26.532209] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily'] [2025-11-21T07:27:26.745697] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:26.957786] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:27.192446] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:27.406415] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:27.614466] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:27.824850] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:28.035622] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:28.255126] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:28.465583] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:28.676723] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:28.677071] [INFO ] [CONFIGURE ] BNY: KEPT add_obv_daily (score: 60.00%) [2025-11-21T07:27:28.677175] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15045 tests [2025-11-21T07:27:28.677261] [INFO ] [CONFIGURE ] BNY: Testing feature 12/29: add_obv_interval [2025-11-21T07:27:28.677407] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T07:27:28.913946] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:29.151559] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:29.377804] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:29.608283] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:29.844205] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:27:30.080253] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:30.287936] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:30.531925] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:30.803753] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:27:31.056437] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:31.056637] [INFO ] [CONFIGURE ] BNY: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:27:31.056731] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15044 tests [2025-11-21T07:27:31.056785] [INFO ] [CONFIGURE ] BNY: Testing feature 13/29: add_opening_strength [2025-11-21T07:27:31.056858] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:27:31.286099] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:31.518250] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:31.771801] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:27:32.026797] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:32.276316] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:32.526483] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:27:32.806882] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:33.068196] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:33.323442] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:27:33.583302] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:33.583523] [INFO ] [CONFIGURE ] BNY: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T07:27:33.583760] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15043 tests [2025-11-21T07:27:33.583835] [INFO ] [CONFIGURE ] BNY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:27:33.583900] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T07:27:33.820353] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:34.061896] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:34.298213] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:27:34.536191] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:27:34.776217] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:35.019365] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:35.247888] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:35.489511] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:35.730891] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:27:35.970749] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:35.970930] [INFO ] [CONFIGURE ] BNY: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T07:27:35.970989] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15042 tests [2025-11-21T07:27:35.971041] [INFO ] [CONFIGURE ] BNY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:27:35.971094] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T07:27:36.186408] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:36.399768] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:36.614071] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:36.827888] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:37.047791] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:37.252362] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:37.457693] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:37.661830] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:37.864310] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:38.065959] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:38.066139] [INFO ] [CONFIGURE ] BNY: KEPT add_pbf_morning_momentum (score: 70.00%) [2025-11-21T07:27:38.066187] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15041 tests [2025-11-21T07:27:38.066224] [INFO ] [CONFIGURE ] BNY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:27:38.066259] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T07:27:38.293361] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:38.524151] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:38.751297] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:38.987018] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:39.230583] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:39.481055] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:39.722567] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:39.967332] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:40.213233] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:40.456754] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:40.456946] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T07:27:40.456995] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15040 tests [2025-11-21T07:27:40.457034] [INFO ] [CONFIGURE ] BNY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:27:40.457070] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T07:27:40.699362] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:40.931632] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:41.160698] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:41.389161] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:41.617341] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:41.872292] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:42.119423] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:42.359879] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:42.604050] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:42.847514] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:42.847706] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:27:42.847763] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15039 tests [2025-11-21T07:27:42.847880] [INFO ] [CONFIGURE ] BNY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:27:42.847926] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T07:27:43.067115] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:43.280747] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:43.486017] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:43.687363] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:43.889175] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:44.091073] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:44.298174] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:27:44.504955] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:44.710055] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:44.915671] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:44.915835] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:27:44.916004] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15038 tests [2025-11-21T07:27:44.916099] [INFO ] [CONFIGURE ] BNY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:27:44.916175] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T07:27:45.124391] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:45.331536] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:45.538284] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:45.747177] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:45.952857] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:46.159027] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:27:46.367766] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:46.576886] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:46.791014] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:47.002762] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:47.003097] [INFO ] [CONFIGURE ] BNY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:27:47.003214] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15037 tests [2025-11-21T07:27:47.003303] [INFO ] [CONFIGURE ] BNY: Testing feature 20/29: add_price_rejection [2025-11-21T07:27:47.003410] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T07:27:47.231421] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:47.455377] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:47.681090] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:27:47.906574] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:48.129637] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:48.354251] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:48.584241] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:48.805884] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:49.029763] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:27:49.254352] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:49.254559] [INFO ] [CONFIGURE ] BNY: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T07:27:49.254766] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15036 tests [2025-11-21T07:27:49.254864] [INFO ] [CONFIGURE ] BNY: Testing feature 21/29: add_range_position [2025-11-21T07:27:49.254918] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T07:27:49.498836] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:49.771861] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:50.039270] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:50.304507] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:50.573115] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:50.849715] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:27:51.097189] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:27:51.336551] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:51.577782] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:51.823916] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:27:51.824088] [INFO ] [CONFIGURE ] BNY: DISCARDED add_range_position (score: 40.00%) [2025-11-21T07:27:51.824145] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15035 tests [2025-11-21T07:27:51.824197] [INFO ] [CONFIGURE ] BNY: Testing feature 22/29: add_realized_volatility [2025-11-21T07:27:51.824239] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T07:27:52.148366] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:27:52.467213] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:52.787753] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:27:53.113496] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:53.432368] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:53.757560] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:54.101254] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:54.456757] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:54.805106] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:55.153569] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:55.153759] [INFO ] [CONFIGURE ] BNY: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T07:27:55.153817] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15034 tests [2025-11-21T07:27:55.153863] [INFO ] [CONFIGURE ] BNY: Testing feature 23/29: add_recent_range_context [2025-11-21T07:27:55.153904] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T07:27:55.365133] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:55.574911] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:55.787819] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:27:56.000889] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:56.216126] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:56.430794] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:27:56.646891] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:27:56.867372] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:27:57.086504] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:27:57.304627] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:27:57.304804] [INFO ] [CONFIGURE ] BNY: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T07:27:57.304852] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15033 tests [2025-11-21T07:27:57.304890] [INFO ] [CONFIGURE ] BNY: Testing feature 24/29: add_rsi [2025-11-21T07:27:57.304925] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T07:27:57.574374] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:27:57.842348] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:27:58.110713] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:27:58.395372] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:27:58.664880] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:27:58.931921] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:27:59.207369] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:27:59.499006] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:27:59.790217] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:28:00.071606] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:00.071854] [INFO ] [CONFIGURE ] BNY: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:28:00.071932] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15032 tests [2025-11-21T07:28:00.071979] [INFO ] [CONFIGURE ] BNY: Testing feature 25/29: add_tick_distribution [2025-11-21T07:28:00.072022] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T07:28:00.286665] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:28:00.501633] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:00.758448] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:01.590161] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:28:01.979701] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:28:02.210821] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:28:02.435251] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:28:02.657997] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:28:02.877987] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:28:03.099387] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:03.099575] [INFO ] [CONFIGURE ] BNY: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:28:03.099624] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15031 tests [2025-11-21T07:28:03.099683] [INFO ] [CONFIGURE ] BNY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:28:03.099742] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T07:28:03.319376] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:28:03.543262] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:28:03.763350] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:03.984155] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:28:04.221474] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:28:04.460979] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:28:04.698341] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:28:04.929732] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:28:05.155041] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:28:05.377891] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:05.378065] [INFO ] [CONFIGURE ] BNY: KEPT add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T07:28:05.378113] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15030 tests [2025-11-21T07:28:05.378151] [INFO ] [CONFIGURE ] BNY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:28:05.378186] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T07:28:05.624935] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:28:05.876335] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:28:06.121630] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:06.365705] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:28:06.616366] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:28:06.865194] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:28:07.122992] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:28:07.373120] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:28:07.624560] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:28:07.877283] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:07.877483] [INFO ] [CONFIGURE ] BNY: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:28:07.877542] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15029 tests [2025-11-21T07:28:07.877593] [INFO ] [CONFIGURE ] BNY: Testing feature 28/29: add_volume_profile [2025-11-21T07:28:07.877639] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T07:28:08.127155] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:08.368776] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:28:08.613516] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:08.861738] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:28:09.127190] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:09.389634] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:28:09.641769] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:28:09.893856] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:28:10.150098] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:28:10.410962] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:10.411160] [INFO ] [CONFIGURE ] BNY: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:28:10.411239] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15028 tests [2025-11-21T07:28:10.411290] [INFO ] [CONFIGURE ] BNY: Testing feature 29/29: add_vwap [2025-11-21T07:28:10.411336] [INFO ] [CONFIGURE ] BNY: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T07:28:10.658622] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:10.903368] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:11.146010] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:11.390603] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:28:11.632498] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:11.891661] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:28:12.135800] [DEBUG] [FORECASTER] BNY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:28:12.378894] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:28:12.630141] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:28:12.892008] [DEBUG] [FORECASTER] BNY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:12.892188] [INFO ] [CONFIGURE ] BNY: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:28:12.892291] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15027 tests [2025-11-21T07:28:12.892341] [INFO ] [CONFIGURE ] BNY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:28:12.892376] [INFO ] [CONFIGURE ] BNY: Best accuracy: 80.00% [2025-11-21T07:28:12.892419] [INFO ] [CONFIGURE ] BNY: Best feature set (3 features): ['add_obv_daily', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T07:28:12.892455] [INFO ] [CONFIGURE ] BNY: Improvement over baseline: 30.00% [2025-11-21T07:28:12.892493] [INFO ] [CONFIGURE ] BNY: Total time: 1.1 minutes [2025-11-21T07:28:12.892530] [INFO ] [CONFIGURE ] BNY: Average time per feature: 2.4 seconds [2025-11-21T07:28:12.892567] [INFO ] [CONFIGURE ] BNY: Average speed: 0.42 features/sec [2025-11-21T07:28:12.893035] [INFO ] [LOCAL ] Saved configuration for BNY: 3 features, 80.00% accuracy -> ./output/feature-sets/BNY.json [2025-11-21T07:28:12.893094] [INFO ] [CONFIGURE ] BNY: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T07:28:12.893143] [INFO ] [sig ] [207/723] Successfully configured BNY | 0.01 sym/s | Total: 4.9h | ETA: 12.2h [2025-11-21T07:28:12.893187] [INFO ] [sig ] [208/723] Configuring BOC... [2025-11-21T07:28:12.893226] [INFO ] [CONFIGURE ] BOC: Configurate test run. [2025-11-21T07:28:12.893264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-11-21T07:28:12.940770] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOC'. [2025-11-21T07:28:12.941237] [INFO ] [CONFIGURE ] BOC: Testing with 29 available features [2025-11-21T07:28:12.941300] [INFO ] [CONFIGURE ] BOC: Establishing baseline with no features... [2025-11-21T07:28:13.118243] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:13.299180] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:13.484737] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:13.668249] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:28:13.840154] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:14.011743] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:28:14.181567] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:14.354378] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:14.524703] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:14.695558] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:14.695757] [INFO ] [CONFIGURE ] BOC: Baseline score (no features): 40.00% [2025-11-21T07:28:14.695811] [INFO ] [CONFIGURE ] BOC: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:28:14.695853] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:28:14.896296] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:15.103801] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:15.306054] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:15.509677] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:15.707696] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:15.908319] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:28:16.107592] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:16.309099] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:16.509011] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:16.716928] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:16.717123] [INFO ] [CONFIGURE ] BOC: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T07:28:16.717172] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15026 tests [2025-11-21T07:28:16.717210] [INFO ] [CONFIGURE ] BOC: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:28:16.717245] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:28:16.957483] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:17.194189] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:17.448828] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:17.688168] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:28:17.917262] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:18.190050] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:18.495949] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:18.811952] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:19.146524] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:19.402091] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:19.402282] [INFO ] [CONFIGURE ] BOC: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T07:28:19.402341] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15025 tests [2025-11-21T07:28:19.402387] [INFO ] [CONFIGURE ] BOC: Testing feature 3/29: add_daily_returns [2025-11-21T07:28:19.402429] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:28:19.611190] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:19.823796] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:20.032213] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:28:20.245305] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:20.454602] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:20.663568] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:20.873515] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:21.086331] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:28:21.299157] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:21.513237] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:21.513553] [INFO ] [CONFIGURE ] BOC: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T07:28:21.513669] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15024 tests [2025-11-21T07:28:21.513757] [INFO ] [CONFIGURE ] BOC: Testing feature 4/29: add_ema [2025-11-21T07:28:21.513877] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:28:21.754930] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:22.016604] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:22.271560] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:22.516366] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:22.767081] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:23.019208] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:28:23.268468] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:23.520606] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:23.767934] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:24.034731] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:24.034921] [INFO ] [CONFIGURE ] BOC: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:28:24.035122] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15023 tests [2025-11-21T07:28:24.035212] [INFO ] [CONFIGURE ] BOC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:28:24.035287] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:28:24.293754] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:24.548700] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:24.804808] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:28:25.065233] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:25.325828] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:25.582766] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:25.838089] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:26.099900] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:28:26.367359] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:26.623621] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:26.623836] [INFO ] [CONFIGURE ] BOC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T07:28:26.623900] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15022 tests [2025-11-21T07:28:26.623952] [INFO ] [CONFIGURE ] BOC: Testing feature 6/29: add_failed_moves [2025-11-21T07:28:26.623998] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:28:26.836373] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:27.055844] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:27.265304] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:27.479190] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:27.703040] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:27.934368] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:28:28.167041] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:28.403910] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:28.636370] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:28.869175] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:28.869384] [INFO ] [CONFIGURE ] BOC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:28:28.869435] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15021 tests [2025-11-21T07:28:28.869475] [INFO ] [CONFIGURE ] BOC: Testing feature 7/29: add_lag_shelf [2025-11-21T07:28:28.869513] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:28:29.080294] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:29.297463] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:29.520383] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:28:29.741411] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:29.965485] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:30.194137] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:30.416320] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:30.635690] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:28:30.847706] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:31.061239] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:31.061450] [INFO ] [CONFIGURE ] BOC: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T07:28:31.061500] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15020 tests [2025-11-21T07:28:31.061540] [INFO ] [CONFIGURE ] BOC: Testing feature 8/29: add_macd [2025-11-21T07:28:31.061577] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T07:28:31.382552] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:31.704467] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:32.023505] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:32.351245] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:28:32.681888] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:28:33.008448] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:33.330587] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:33.664664] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:28:33.981957] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:34.307415] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:34.307610] [INFO ] [CONFIGURE ] BOC: DISCARDED add_macd (score: 50.00%) [2025-11-21T07:28:34.307687] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15019 tests [2025-11-21T07:28:34.307735] [INFO ] [CONFIGURE ] BOC: Testing feature 9/29: add_mfi [2025-11-21T07:28:34.307776] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T07:28:34.532389] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:34.759104] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:34.984149] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:35.221913] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:35.457660] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:35.689322] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:35.931853] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:36.161619] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:36.387179] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:36.612263] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:36.612431] [INFO ] [CONFIGURE ] BOC: DISCARDED add_mfi (score: 40.00%) [2025-11-21T07:28:36.612488] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15018 tests [2025-11-21T07:28:36.612531] [INFO ] [CONFIGURE ] BOC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:28:36.612575] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:28:36.922940] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:37.213820] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:37.503180] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:37.814097] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:38.124809] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:38.435119] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:38.751198] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:39.068413] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:39.384182] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:39.706586] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:39.706792] [INFO ] [CONFIGURE ] BOC: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T07:28:39.706872] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15017 tests [2025-11-21T07:28:39.706919] [INFO ] [CONFIGURE ] BOC: Testing feature 11/29: add_obv_daily [2025-11-21T07:28:39.706961] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T07:28:39.943998] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:40.178966] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:40.413178] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:28:40.654694] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:40.890228] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:41.130310] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:41.371501] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:41.617216] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:28:41.869064] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:42.114286] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:42.114628] [INFO ] [CONFIGURE ] BOC: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T07:28:42.114752] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15016 tests [2025-11-21T07:28:42.114838] [INFO ] [CONFIGURE ] BOC: Testing feature 12/29: add_obv_interval [2025-11-21T07:28:42.114983] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T07:28:42.354002] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:42.596377] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:42.831529] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:43.067025] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:28:43.302776] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:43.533294] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:43.766123] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:44.002117] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:44.240257] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:44.495993] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:44.496283] [INFO ] [CONFIGURE ] BOC: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T07:28:44.496368] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15015 tests [2025-11-21T07:28:44.496443] [INFO ] [CONFIGURE ] BOC: Testing feature 13/29: add_opening_strength [2025-11-21T07:28:44.496518] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:28:44.746235] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:44.992968] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:45.250936] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:45.497625] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:45.746336] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:46.002638] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:46.254786] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:46.510887] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:46.763011] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:47.025999] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:47.026200] [INFO ] [CONFIGURE ] BOC: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T07:28:47.026258] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15014 tests [2025-11-21T07:28:47.026308] [INFO ] [CONFIGURE ] BOC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:28:47.026353] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T07:28:47.264960] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:47.503603] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:47.751763] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:28:48.009243] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:48.274945] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:48.531280] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:48.784363] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:49.038969] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:49.293913] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:49.547517] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:49.547724] [INFO ] [CONFIGURE ] BOC: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T07:28:49.547789] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15013 tests [2025-11-21T07:28:49.547836] [INFO ] [CONFIGURE ] BOC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:28:49.547876] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T07:28:49.759993] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:49.981307] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:50.203497] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:50.420174] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:50.639811] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:50.858360] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:51.077509] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:51.320000] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:28:51.548776] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:51.791154] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:51.791354] [INFO ] [CONFIGURE ] BOC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T07:28:51.791404] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15012 tests [2025-11-21T07:28:51.791446] [INFO ] [CONFIGURE ] BOC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:28:51.791483] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T07:28:52.050400] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:52.292966] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:52.539702] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:52.787870] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:28:53.031948] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:53.279372] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:28:53.534185] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:53.783309] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:54.026803] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:54.273132] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:28:54.273310] [INFO ] [CONFIGURE ] BOC: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T07:28:54.273360] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15011 tests [2025-11-21T07:28:54.273401] [INFO ] [CONFIGURE ] BOC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:28:54.273438] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T07:28:54.520414] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:54.762341] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:55.005123] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:55.254601] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:55.504312] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:55.754029] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:56.005373] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:56.240331] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:28:56.489630] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:56.719066] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:56.719241] [INFO ] [CONFIGURE ] BOC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:28:56.719299] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15010 tests [2025-11-21T07:28:56.719345] [INFO ] [CONFIGURE ] BOC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:28:56.719389] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T07:28:56.917109] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:57.109054] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:57.301179] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:57.491768] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:57.691388] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:57.900955] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:28:58.104440] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:28:58.310263] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:28:58.520503] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:28:58.723610] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:28:58.723808] [INFO ] [CONFIGURE ] BOC: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T07:28:58.723866] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15009 tests [2025-11-21T07:28:58.723906] [INFO ] [CONFIGURE ] BOC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:28:58.723943] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T07:28:58.928846] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:28:59.133744] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:28:59.339054] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:28:59.545504] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:28:59.751258] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:28:59.961709] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:00.188486] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:00.411335] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:00.634922] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:00.857230] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:29:00.857404] [INFO ] [CONFIGURE ] BOC: KEPT add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T07:29:00.857453] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15008 tests [2025-11-21T07:29:00.857491] [INFO ] [CONFIGURE ] BOC: Testing feature 20/29: add_price_rejection [2025-11-21T07:29:00.857526] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T07:29:01.802217] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:02.133282] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:02.390317] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:02.649800] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:29:02.919291] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:03.188583] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:03.425434] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:03.665750] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:03.907814] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:04.181572] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:29:04.181907] [INFO ] [CONFIGURE ] BOC: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T07:29:04.182006] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15007 tests [2025-11-21T07:29:04.182083] [INFO ] [CONFIGURE ] BOC: Testing feature 21/29: add_range_position [2025-11-21T07:29:04.182156] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T07:29:04.451985] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:04.723916] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:05.003190] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:05.260869] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:29:05.510447] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:05.759148] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:06.008639] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:06.255868] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:06.496524] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:06.740111] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:29:06.740320] [INFO ] [CONFIGURE ] BOC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:29:06.740389] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15006 tests [2025-11-21T07:29:06.740441] [INFO ] [CONFIGURE ] BOC: Testing feature 22/29: add_realized_volatility [2025-11-21T07:29:06.740488] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T07:29:07.091664] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:07.428755] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:07.783268] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:08.118835] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:29:08.477185] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:08.816267] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:09.160865] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:09.501121] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:09.837598] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:10.189553] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:29:10.189824] [INFO ] [CONFIGURE ] BOC: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T07:29:10.189889] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15005 tests [2025-11-21T07:29:10.189939] [INFO ] [CONFIGURE ] BOC: Testing feature 23/29: add_recent_range_context [2025-11-21T07:29:10.189992] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T07:29:10.432946] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:10.670771] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:10.914801] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:11.154411] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:29:11.393183] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:11.636061] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:11.899079] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:12.171517] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:12.424252] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:12.678544] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:29:12.678800] [INFO ] [CONFIGURE ] BOC: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T07:29:12.678864] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15004 tests [2025-11-21T07:29:12.678914] [INFO ] [CONFIGURE ] BOC: Testing feature 24/29: add_rsi [2025-11-21T07:29:12.678957] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T07:29:12.957565] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:13.241898] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:13.523593] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:13.814075] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:29:14.111526] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:14.409105] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:14.696672] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:29:14.982237] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:15.279140] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:15.558336] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:29:15.558507] [INFO ] [CONFIGURE ] BOC: DISCARDED add_rsi (score: 20.00%) [2025-11-21T07:29:15.558618] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15003 tests [2025-11-21T07:29:15.558698] [INFO ] [CONFIGURE ] BOC: Testing feature 25/29: add_tick_distribution [2025-11-21T07:29:15.558744] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T07:29:15.795181] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:16.037319] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:16.277275] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:16.519838] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:29:16.764110] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:17.006546] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:17.242813] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:17.480441] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:17.721351] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:17.960212] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:29:17.960388] [INFO ] [CONFIGURE ] BOC: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:29:17.960435] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15002 tests [2025-11-21T07:29:17.960475] [INFO ] [CONFIGURE ] BOC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:29:17.960511] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T07:29:18.205426] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:18.458430] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:18.702309] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:18.951403] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:29:19.198873] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:19.454225] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:19.706259] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:19.956212] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:20.201464] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:20.454032] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:29:20.454224] [INFO ] [CONFIGURE ] BOC: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T07:29:20.454284] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15001 tests [2025-11-21T07:29:20.454336] [INFO ] [CONFIGURE ] BOC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:29:20.454384] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T07:29:20.716548] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:20.987055] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:21.250965] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:29:21.522771] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:29:21.795677] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:29:22.072789] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:22.343539] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:22.618567] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:22.883618] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:23.141058] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:29:23.141238] [INFO ] [CONFIGURE ] BOC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:29:23.141294] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 15000 tests [2025-11-21T07:29:23.141339] [INFO ] [CONFIGURE ] BOC: Testing feature 28/29: add_volume_profile [2025-11-21T07:29:23.141381] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T07:29:23.365739] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:23.628624] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:23.873094] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:24.106791] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:29:24.344945] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:24.576099] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:24.809775] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:25.040490] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:25.286771] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:25.533565] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:29:25.533789] [INFO ] [CONFIGURE ] BOC: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T07:29:25.533857] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14999 tests [2025-11-21T07:29:25.533902] [INFO ] [CONFIGURE ] BOC: Testing feature 29/29: add_vwap [2025-11-21T07:29:25.533949] [INFO ] [CONFIGURE ] BOC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T07:29:25.786484] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:26.023137] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:29:26.263016] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:29:26.504117] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:29:26.754773] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:27.049244] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:27.328494] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:29:27.595765] [DEBUG] [FORECASTER] BOC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:27.827382] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:29:28.045590] [DEBUG] [FORECASTER] BOC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:29:28.045776] [INFO ] [CONFIGURE ] BOC: DISCARDED add_vwap (score: 40.00%) [2025-11-21T07:29:28.045834] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14998 tests [2025-11-21T07:29:28.045902] [INFO ] [CONFIGURE ] BOC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:29:28.045948] [INFO ] [CONFIGURE ] BOC: Best accuracy: 60.00% [2025-11-21T07:29:28.045991] [INFO ] [CONFIGURE ] BOC: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T07:29:28.046032] [INFO ] [CONFIGURE ] BOC: Improvement over baseline: 20.00% [2025-11-21T07:29:28.046072] [INFO ] [CONFIGURE ] BOC: Total time: 1.2 minutes [2025-11-21T07:29:28.046111] [INFO ] [CONFIGURE ] BOC: Average time per feature: 2.5 seconds [2025-11-21T07:29:28.046149] [INFO ] [CONFIGURE ] BOC: Average speed: 0.40 features/sec [2025-11-21T07:29:28.046477] [INFO ] [LOCAL ] Saved configuration for BOC: 2 features, 60.00% accuracy -> ./output/feature-sets/BOC.json [2025-11-21T07:29:28.046536] [INFO ] [CONFIGURE ] BOC: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T07:29:28.046584] [INFO ] [sig ] [208/723] Successfully configured BOC | 0.01 sym/s | Total: 4.9h | ETA: 12.2h [2025-11-21T07:29:28.046630] [INFO ] [sig ] [209/723] Configuring BOE... [2025-11-21T07:29:28.046696] [INFO ] [CONFIGURE ] BOE: Configurate test run. [2025-11-21T07:29:28.046739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-11-21T07:29:28.091632] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOE'. [2025-11-21T07:29:28.091996] [INFO ] [CONFIGURE ] BOE: Testing with 29 available features [2025-11-21T07:29:28.092058] [INFO ] [CONFIGURE ] BOE: Establishing baseline with no features... [2025-11-21T07:29:28.259846] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:29:28.427037] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:29:28.594937] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:29:28.765346] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:28.934684] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:29.106205] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:29.277794] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:29.465773] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:29.645839] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:29.816944] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:29.817074] [INFO ] [CONFIGURE ] BOE: Baseline score (no features): 40.00% [2025-11-21T07:29:29.817121] [INFO ] [CONFIGURE ] BOE: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:29:29.817157] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:29:30.015207] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:29:30.218127] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:29:30.414436] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:29:30.613315] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:30.814620] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:31.017597] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:31.219572] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:31.430400] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:31.637208] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:31.849718] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:31.849895] [INFO ] [CONFIGURE ] BOE: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T07:29:31.849945] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14997 tests [2025-11-21T07:29:31.849984] [INFO ] [CONFIGURE ] BOE: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:29:31.850020] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:29:32.056478] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:32.264007] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:29:32.472377] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:29:32.680294] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:32.883818] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:33.090880] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:33.301943] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:33.519909] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:33.730792] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:33.936577] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:33.936782] [INFO ] [CONFIGURE ] BOE: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T07:29:33.936862] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14996 tests [2025-11-21T07:29:33.936903] [INFO ] [CONFIGURE ] BOE: Testing feature 3/29: add_daily_returns [2025-11-21T07:29:33.936938] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns'] [2025-11-21T07:29:34.123803] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:29:34.321406] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:29:34.511451] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:29:34.704521] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:34.897891] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:35.093358] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:35.277581] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:35.461435] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:35.646802] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:35.836911] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:35.837092] [INFO ] [CONFIGURE ] BOE: KEPT add_daily_returns (score: 50.00%) [2025-11-21T07:29:35.837142] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14995 tests [2025-11-21T07:29:35.837181] [INFO ] [CONFIGURE ] BOE: Testing feature 4/29: add_ema [2025-11-21T07:29:35.837218] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T07:29:36.069259] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:36.308618] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:29:36.541527] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:29:36.777782] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:37.014423] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:37.274422] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:37.516610] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:37.758312] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:38.001952] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:38.247932] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:38.248123] [INFO ] [CONFIGURE ] BOE: KEPT add_ema (score: 60.00%) [2025-11-21T07:29:38.248175] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14994 tests [2025-11-21T07:29:38.248214] [INFO ] [CONFIGURE ] BOE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:29:38.248249] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:29:38.535931] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:38.824025] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:29:39.131366] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:29:39.418894] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:39.712254] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:40.000698] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:40.298892] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:40.596172] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:40.888554] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:41.178688] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:41.178905] [INFO ] [CONFIGURE ] BOE: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T07:29:41.178965] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14993 tests [2025-11-21T07:29:41.179009] [INFO ] [CONFIGURE ] BOE: Testing feature 6/29: add_failed_moves [2025-11-21T07:29:41.179052] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T07:29:41.430527] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:41.675881] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:29:41.925579] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:29:42.180065] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:42.432221] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:42.682490] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:42.941040] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:43.190249] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:43.447721] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:43.699539] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:43.699753] [INFO ] [CONFIGURE ] BOE: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:29:43.699838] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14992 tests [2025-11-21T07:29:43.699944] [INFO ] [CONFIGURE ] BOE: Testing feature 7/29: add_lag_shelf [2025-11-21T07:29:43.699991] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T07:29:43.934726] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:44.174835] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:29:44.413295] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:29:44.651759] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:44.904585] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:45.144404] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:45.384657] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:45.620942] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:45.856327] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:46.095926] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:46.096259] [INFO ] [CONFIGURE ] BOE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:29:46.096368] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14991 tests [2025-11-21T07:29:46.096457] [INFO ] [CONFIGURE ] BOE: Testing feature 8/29: add_macd [2025-11-21T07:29:46.096566] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T07:29:46.440238] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:29:46.772587] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:29:47.117887] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:29:47.465291] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:47.819810] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:48.166582] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:29:48.528750] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:48.890663] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:29:49.246431] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:49.596188] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:49.596423] [INFO ] [CONFIGURE ] BOE: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:29:49.596487] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14990 tests [2025-11-21T07:29:49.596533] [INFO ] [CONFIGURE ] BOE: Testing feature 9/29: add_mfi [2025-11-21T07:29:49.596597] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T07:29:49.848623] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:29:50.113478] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:29:50.367187] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:29:50.615918] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:50.867178] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:51.127921] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:51.379439] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:51.635484] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:51.902137] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:52.153112] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:52.153300] [INFO ] [CONFIGURE ] BOE: DISCARDED add_mfi (score: 40.00%) [2025-11-21T07:29:52.153358] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14989 tests [2025-11-21T07:29:52.153407] [INFO ] [CONFIGURE ] BOE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:29:52.153451] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:29:52.493415] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:29:52.833065] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:29:53.168169] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:29:53.512390] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:29:53.865501] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:54.215635] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:54.566159] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:54.904243] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:55.233985] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:55.572539] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:55.572747] [INFO ] [CONFIGURE ] BOE: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T07:29:55.572804] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14988 tests [2025-11-21T07:29:55.572851] [INFO ] [CONFIGURE ] BOE: Testing feature 11/29: add_obv_daily [2025-11-21T07:29:55.572893] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T07:29:55.928765] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:29:56.285552] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:29:56.653475] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:29:57.018286] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:29:57.379513] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:29:57.729342] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:29:58.101836] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:29:58.473241] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:29:58.844355] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:29:59.216625] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:29:59.216842] [INFO ] [CONFIGURE ] BOE: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:29:59.216907] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14987 tests [2025-11-21T07:29:59.216956] [INFO ] [CONFIGURE ] BOE: Testing feature 12/29: add_obv_interval [2025-11-21T07:29:59.217000] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T07:29:59.575859] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:29:59.933861] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:30:00.292832] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:00.649317] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:01.009982] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:01.940822] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:02.364477] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:02.756355] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:30:03.158258] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:03.536800] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:03.537101] [INFO ] [CONFIGURE ] BOE: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T07:30:03.537163] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14986 tests [2025-11-21T07:30:03.537214] [INFO ] [CONFIGURE ] BOE: Testing feature 13/29: add_opening_strength [2025-11-21T07:30:03.537259] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T07:30:03.956306] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:30:04.393899] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:04.799935] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:05.217076] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:05.617755] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:06.019089] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:06.418260] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:06.833285] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:30:07.256487] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:07.644520] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:07.644827] [INFO ] [CONFIGURE ] BOE: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:30:07.644896] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14985 tests [2025-11-21T07:30:07.644950] [INFO ] [CONFIGURE ] BOE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:30:07.645000] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T07:30:08.051066] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:08.451585] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:08.841087] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:30:09.203428] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:09.568103] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:09.943683] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:10.341490] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:10.753437] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:30:11.161133] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:11.567557] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:11.567874] [INFO ] [CONFIGURE ] BOE: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:30:11.567949] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14984 tests [2025-11-21T07:30:11.568003] [INFO ] [CONFIGURE ] BOE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:30:11.568052] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T07:30:11.950931] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:12.343310] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:12.726099] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:13.114436] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:13.496411] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:13.948326] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:14.447825] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:14.843401] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:30:15.270272] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:15.633194] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:15.633369] [INFO ] [CONFIGURE ] BOE: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T07:30:15.633426] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14983 tests [2025-11-21T07:30:15.633472] [INFO ] [CONFIGURE ] BOE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:30:15.633516] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T07:30:16.010048] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:30:16.381745] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:30:16.758611] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:17.113988] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:17.492371] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:17.866953] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:18.246678] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:18.628007] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:30:19.001174] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:19.371565] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:19.371751] [INFO ] [CONFIGURE ] BOE: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:30:19.371810] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14982 tests [2025-11-21T07:30:19.371858] [INFO ] [CONFIGURE ] BOE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:30:19.371901] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T07:30:19.737749] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:20.093183] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:30:20.452912] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:20.818605] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:21.188330] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:21.562979] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:21.935998] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:22.323348] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:30:22.694598] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:23.055292] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:23.055460] [INFO ] [CONFIGURE ] BOE: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T07:30:23.055517] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14981 tests [2025-11-21T07:30:23.055562] [INFO ] [CONFIGURE ] BOE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:30:23.055605] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T07:30:23.399734] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:23.757467] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:24.110395] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:30:24.455962] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:24.799631] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:25.144676] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:25.503709] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:25.858133] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:30:26.202659] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:26.534813] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:26.535024] [INFO ] [CONFIGURE ] BOE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T07:30:26.535082] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14980 tests [2025-11-21T07:30:26.535129] [INFO ] [CONFIGURE ] BOE: Testing feature 20/29: add_price_rejection [2025-11-21T07:30:26.535196] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T07:30:26.920300] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:27.316023] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:27.704095] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:30:28.089912] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:28.490691] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:28.879004] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:29.268365] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:29.659639] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:30:30.046917] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:30.435543] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:30.435745] [INFO ] [CONFIGURE ] BOE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:30:30.435807] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14979 tests [2025-11-21T07:30:30.435854] [INFO ] [CONFIGURE ] BOE: Testing feature 21/29: add_range_position [2025-11-21T07:30:30.435900] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T07:30:30.832007] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:31.216160] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:31.607266] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:32.007787] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:32.422855] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:32.805739] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:33.205019] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:33.578741] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:30:33.967245] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:34.345280] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:34.345492] [INFO ] [CONFIGURE ] BOE: DISCARDED add_range_position (score: 40.00%) [2025-11-21T07:30:34.345552] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14978 tests [2025-11-21T07:30:34.345678] [INFO ] [CONFIGURE ] BOE: Testing feature 22/29: add_realized_volatility [2025-11-21T07:30:34.345730] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T07:30:34.816873] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:35.297903] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:35.789847] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:36.265389] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:36.726334] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:37.173604] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:37.660433] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:38.117734] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:30:38.577058] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:39.062848] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:39.063036] [INFO ] [CONFIGURE ] BOE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T07:30:39.063097] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14977 tests [2025-11-21T07:30:39.063147] [INFO ] [CONFIGURE ] BOE: Testing feature 23/29: add_recent_range_context [2025-11-21T07:30:39.063215] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T07:30:39.411183] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:30:39.763537] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:40.144014] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:40.527743] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:40.908685] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:41.311139] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:41.694202] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:42.070020] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:30:42.471245] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:42.879897] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:42.880112] [INFO ] [CONFIGURE ] BOE: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:30:42.880172] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14976 tests [2025-11-21T07:30:42.880222] [INFO ] [CONFIGURE ] BOE: Testing feature 24/29: add_rsi [2025-11-21T07:30:42.880272] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi'] [2025-11-21T07:30:43.244795] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:30:43.621895] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:44.005573] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:44.393230] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:44.768379] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:45.146895] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:45.528273] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:45.914191] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:30:46.300965] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:46.693012] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:46.693233] [INFO ] [CONFIGURE ] BOE: DISCARDED add_rsi (score: 50.00%) [2025-11-21T07:30:46.693293] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14975 tests [2025-11-21T07:30:46.693343] [INFO ] [CONFIGURE ] BOE: Testing feature 25/29: add_tick_distribution [2025-11-21T07:30:46.693388] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T07:30:47.049074] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:30:47.422984] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:47.786057] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:48.123668] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:48.488095] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:48.841964] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:49.200321] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:49.565783] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:30:49.929001] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:50.299751] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:50.299947] [INFO ] [CONFIGURE ] BOE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:30:50.300011] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14974 tests [2025-11-21T07:30:50.300063] [INFO ] [CONFIGURE ] BOE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:30:50.300115] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T07:30:50.676928] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:30:51.062200] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:51.432889] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:30:51.793894] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:52.175241] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:52.554488] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:52.924874] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:30:53.292475] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:30:53.670003] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:54.047836] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:54.048037] [INFO ] [CONFIGURE ] BOE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:30:54.048099] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14973 tests [2025-11-21T07:30:54.048151] [INFO ] [CONFIGURE ] BOE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:30:54.048198] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T07:30:54.469609] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:54.890337] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:55.279435] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:30:55.655703] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:56.042794] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:30:56.421996] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:30:56.801440] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:30:57.201739] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:30:57.599932] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:30:57.994998] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:30:57.995215] [INFO ] [CONFIGURE ] BOE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:30:57.995277] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14972 tests [2025-11-21T07:30:57.995327] [INFO ] [CONFIGURE ] BOE: Testing feature 28/29: add_volume_profile [2025-11-21T07:30:57.995420] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T07:30:58.363032] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:30:58.726836] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:30:59.091931] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:30:59.455115] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:30:59.821148] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:31:00.941070] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:01.379874] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:31:01.753694] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:02.138105] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:02.515852] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:02.516210] [INFO ] [CONFIGURE ] BOE: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T07:31:02.516281] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14971 tests [2025-11-21T07:31:02.516333] [INFO ] [CONFIGURE ] BOE: Testing feature 29/29: add_vwap [2025-11-21T07:31:02.516386] [INFO ] [CONFIGURE ] BOE: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T07:31:02.895522] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:31:03.266417] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:31:03.614725] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:31:03.962887] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:31:04.328474] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:31:04.696452] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:05.081859] [DEBUG] [FORECASTER] BOE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:31:05.463513] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:05.833140] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:06.202780] [DEBUG] [FORECASTER] BOE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:06.203429] [INFO ] [CONFIGURE ] BOE: DISCARDED add_vwap (score: 40.00%) [2025-11-21T07:31:06.203495] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14970 tests [2025-11-21T07:31:06.203539] [INFO ] [CONFIGURE ] BOE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:31:06.203582] [INFO ] [CONFIGURE ] BOE: Best accuracy: 70.00% [2025-11-21T07:31:06.203631] [INFO ] [CONFIGURE ] BOE: Best feature set (4 features): ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:31:06.203709] [INFO ] [CONFIGURE ] BOE: Improvement over baseline: 30.00% [2025-11-21T07:31:06.203748] [INFO ] [CONFIGURE ] BOE: Total time: 1.6 minutes [2025-11-21T07:31:06.203788] [INFO ] [CONFIGURE ] BOE: Average time per feature: 3.4 seconds [2025-11-21T07:31:06.203824] [INFO ] [CONFIGURE ] BOE: Average speed: 0.30 features/sec [2025-11-21T07:31:06.204621] [INFO ] [LOCAL ] Saved configuration for BOE: 4 features, 70.00% accuracy -> ./output/feature-sets/BOE.json [2025-11-21T07:31:06.204706] [INFO ] [CONFIGURE ] BOE: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T07:31:06.204774] [INFO ] [sig ] [209/723] Successfully configured BOE | 0.01 sym/s | Total: 5.0h | ETA: 12.2h [2025-11-21T07:31:06.204822] [INFO ] [sig ] [210/723] Configuring BOH... [2025-11-21T07:31:06.204860] [INFO ] [CONFIGURE ] BOH: Configurate test run. [2025-11-21T07:31:06.204898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-11-21T07:31:06.283584] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOH'. [2025-11-21T07:31:06.284189] [INFO ] [CONFIGURE ] BOH: Testing with 29 available features [2025-11-21T07:31:06.284260] [INFO ] [CONFIGURE ] BOH: Establishing baseline with no features... [2025-11-21T07:31:06.466882] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:06.703001] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:06.953948] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:07.193228] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:07.374279] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:07.532110] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:07.696924] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:07.857443] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:08.028037] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:08.200254] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:08.200577] [INFO ] [CONFIGURE ] BOH: Baseline score (no features): 90.00% [2025-11-21T07:31:08.200698] [INFO ] [CONFIGURE ] BOH: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:31:08.200776] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:31:08.404592] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:08.605779] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:08.810950] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:09.023154] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:31:09.236549] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:09.450917] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:09.668280] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:31:09.867497] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:10.071307] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:10.277132] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:10.277318] [INFO ] [CONFIGURE ] BOH: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T07:31:10.277367] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14969 tests [2025-11-21T07:31:10.277414] [INFO ] [CONFIGURE ] BOH: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:31:10.277465] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:31:10.492080] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:10.708857] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:10.921969] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:31:11.138482] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:11.357330] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:11.582949] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:11.822154] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:12.060064] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:12.293247] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:12.541179] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:12.541542] [INFO ] [CONFIGURE ] BOH: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T07:31:12.541693] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14968 tests [2025-11-21T07:31:12.541822] [INFO ] [CONFIGURE ] BOH: Testing feature 3/29: add_daily_returns [2025-11-21T07:31:12.541909] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_daily_returns'] [2025-11-21T07:31:12.759270] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:12.977787] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:13.194195] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:13.393358] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:13.591949] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:13.798256] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:13.998190] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:14.200909] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:14.403746] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:14.612019] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:14.612220] [INFO ] [CONFIGURE ] BOH: DISCARDED add_daily_returns (score: 90.00%) [2025-11-21T07:31:14.612283] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14967 tests [2025-11-21T07:31:14.612346] [INFO ] [CONFIGURE ] BOH: Testing feature 4/29: add_ema [2025-11-21T07:31:14.612397] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_ema'] [2025-11-21T07:31:14.841222] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:15.064804] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:15.288064] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:31:15.514340] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:15.744749] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:15.968479] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:16.201394] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:16.433848] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:16.659478] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:16.883848] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:16.884216] [INFO ] [CONFIGURE ] BOH: DISCARDED add_ema (score: 70.00%) [2025-11-21T07:31:16.884326] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14966 tests [2025-11-21T07:31:16.884494] [INFO ] [CONFIGURE ] BOH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:31:16.884581] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:31:17.112009] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:17.337526] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:17.575009] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:17.824147] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:31:18.065456] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:18.314773] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:18.555617] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:18.793851] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:19.038880] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:19.276528] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:19.276750] [INFO ] [CONFIGURE ] BOH: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T07:31:19.276846] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14965 tests [2025-11-21T07:31:19.276889] [INFO ] [CONFIGURE ] BOH: Testing feature 6/29: add_failed_moves [2025-11-21T07:31:19.276962] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_failed_moves'] [2025-11-21T07:31:19.478821] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:19.684847] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:19.885190] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:20.086192] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:20.289332] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:20.486320] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:20.685995] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:20.891844] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:21.097115] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:21.323103] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:21.323427] [INFO ] [CONFIGURE ] BOH: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T07:31:21.323491] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14964 tests [2025-11-21T07:31:21.323671] [INFO ] [CONFIGURE ] BOH: Testing feature 7/29: add_lag_shelf [2025-11-21T07:31:21.323782] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_lag_shelf'] [2025-11-21T07:31:21.529487] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:21.737075] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:21.964949] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:22.171492] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:22.373009] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:22.581019] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:22.794946] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:22.985619] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:23.172554] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:23.364080] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:23.364248] [INFO ] [CONFIGURE ] BOH: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T07:31:23.364294] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14963 tests [2025-11-21T07:31:23.364333] [INFO ] [CONFIGURE ] BOH: Testing feature 8/29: add_macd [2025-11-21T07:31:23.364368] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:31:23.642761] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:23.924340] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:24.216671] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:24.499860] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:24.779795] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:31:25.060063] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:25.344185] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:25.624277] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:25.910403] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:26.192224] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:26.192433] [INFO ] [CONFIGURE ] BOH: DISCARDED add_macd (score: 70.00%) [2025-11-21T07:31:26.192490] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14962 tests [2025-11-21T07:31:26.192537] [INFO ] [CONFIGURE ] BOH: Testing feature 9/29: add_mfi [2025-11-21T07:31:26.192578] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_mfi'] [2025-11-21T07:31:26.389672] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:26.601406] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:26.802470] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:27.000847] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:31:27.194046] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:27.376790] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:27.564421] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:27.771756] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:27.968346] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:28.163800] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:28.163991] [INFO ] [CONFIGURE ] BOH: DISCARDED add_mfi (score: 80.00%) [2025-11-21T07:31:28.164039] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14961 tests [2025-11-21T07:31:28.164077] [INFO ] [CONFIGURE ] BOH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:31:28.164111] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:31:28.441664] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:28.733004] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:29.029680] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:29.330182] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:29.639608] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:29.935974] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:30.232632] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:30.522622] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:30.822877] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:31.133659] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:31.133839] [INFO ] [CONFIGURE ] BOH: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T07:31:31.133896] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14960 tests [2025-11-21T07:31:31.133941] [INFO ] [CONFIGURE ] BOH: Testing feature 11/29: add_obv_daily [2025-11-21T07:31:31.133984] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_obv_daily'] [2025-11-21T07:31:31.348049] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:31:31.565419] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:31:31.793745] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:32.020133] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:32.239309] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:32.461032] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:31:32.695492] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:31:32.926764] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:33.157861] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:33.384908] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:33.385114] [INFO ] [CONFIGURE ] BOH: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:31:33.385176] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14959 tests [2025-11-21T07:31:33.385218] [INFO ] [CONFIGURE ] BOH: Testing feature 12/29: add_obv_interval [2025-11-21T07:31:33.385253] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_obv_interval'] [2025-11-21T07:31:33.609082] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:33.834877] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:34.058569] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:34.290726] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:34.496099] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:34.706999] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:34.913616] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:35.127066] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:35.338429] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:35.556202] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:35.556555] [INFO ] [CONFIGURE ] BOH: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T07:31:35.556727] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14958 tests [2025-11-21T07:31:35.556913] [INFO ] [CONFIGURE ] BOH: Testing feature 13/29: add_opening_strength [2025-11-21T07:31:35.557010] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:31:35.785453] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:36.012168] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:36.239873] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:36.466390] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:31:36.698246] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:36.936105] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:37.173872] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:37.406960] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:37.663824] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:37.906529] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:37.906915] [INFO ] [CONFIGURE ] BOH: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T07:31:37.907021] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14957 tests [2025-11-21T07:31:37.907107] [INFO ] [CONFIGURE ] BOH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:31:37.907222] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T07:31:38.126973] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:31:38.356118] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:38.573440] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:38.788147] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:39.004809] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:39.221006] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:39.442849] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:39.661982] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:39.881693] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:40.101830] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:40.102042] [INFO ] [CONFIGURE ] BOH: KEPT add_order_flow_imbalance (score: 100.00%) [2025-11-21T07:31:40.102091] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14956 tests [2025-11-21T07:31:40.102130] [INFO ] [CONFIGURE ] BOH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:31:40.102166] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T07:31:40.319583] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:40.537099] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:40.754877] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:40.977836] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:41.207694] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:41.435793] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:41.662386] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:41.884078] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:42.102832] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:42.319929] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:31:42.320110] [INFO ] [CONFIGURE ] BOH: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T07:31:42.320168] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14955 tests [2025-11-21T07:31:42.320214] [INFO ] [CONFIGURE ] BOH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:31:42.320255] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T07:31:42.559111] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:31:42.793362] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:43.054966] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:43.296013] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:43.524931] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:43.747023] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:31:44.006930] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:44.273606] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:44.513529] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:44.738745] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:44.738928] [INFO ] [CONFIGURE ] BOH: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T07:31:44.738986] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14954 tests [2025-11-21T07:31:44.739032] [INFO ] [CONFIGURE ] BOH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:31:44.739075] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T07:31:44.959903] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:31:45.180487] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:45.407759] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:45.644572] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:45.873818] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:46.104317] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:46.341203] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:46.573194] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:46.813470] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:47.044766] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:47.044959] [INFO ] [CONFIGURE ] BOH: DISCARDED add_pbf_return_2d (score: 100.00%) [2025-11-21T07:31:47.045017] [INFO ] [CONFIGURE ] JOB ETA: 12.1h | Avg: 2.9s/test | Remaining: 14953 tests [2025-11-21T07:31:47.045067] [INFO ] [CONFIGURE ] BOH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:31:47.045110] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T07:31:47.248418] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:47.451599] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:47.657308] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:47.860887] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:48.065824] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:48.276437] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:48.482731] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:48.685887] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:48.887881] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:49.094848] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:49.095042] [INFO ] [CONFIGURE ] BOH: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T07:31:49.095106] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14952 tests [2025-11-21T07:31:49.095153] [INFO ] [CONFIGURE ] BOH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:31:49.095196] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T07:31:49.302413] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:49.507375] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:49.713496] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:49.918913] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:50.129055] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:31:50.341297] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:50.555362] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:50.763685] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:50.999285] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:51.226974] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:51.227150] [INFO ] [CONFIGURE ] BOH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T07:31:51.227208] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14951 tests [2025-11-21T07:31:51.227258] [INFO ] [CONFIGURE ] BOH: Testing feature 20/29: add_price_rejection [2025-11-21T07:31:51.227305] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T07:31:51.468362] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:31:51.713385] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:51.963393] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:52.207389] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:52.455206] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:52.679870] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:52.933636] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:53.184135] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:53.421735] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:53.682005] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:53.682196] [INFO ] [CONFIGURE ] BOH: DISCARDED add_price_rejection (score: 100.00%) [2025-11-21T07:31:53.682255] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14950 tests [2025-11-21T07:31:53.682303] [INFO ] [CONFIGURE ] BOH: Testing feature 21/29: add_range_position [2025-11-21T07:31:53.682347] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_range_position'] [2025-11-21T07:31:53.952378] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:31:54.291627] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:54.617670] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:54.902260] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:55.174964] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:55.422981] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:55.666509] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:55.908761] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:56.154476] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:56.427460] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:56.427706] [INFO ] [CONFIGURE ] BOH: DISCARDED add_range_position (score: 100.00%) [2025-11-21T07:31:56.427774] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14949 tests [2025-11-21T07:31:56.427825] [INFO ] [CONFIGURE ] BOH: Testing feature 22/29: add_realized_volatility [2025-11-21T07:31:56.427871] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T07:31:56.773319] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:31:57.113031] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:31:57.450692] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:31:57.786634] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:31:58.123975] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:31:58.466829] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:31:58.790589] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:31:59.120268] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:31:59.449428] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:31:59.780013] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:31:59.780204] [INFO ] [CONFIGURE ] BOH: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T07:31:59.780263] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14948 tests [2025-11-21T07:31:59.780311] [INFO ] [CONFIGURE ] BOH: Testing feature 23/29: add_recent_range_context [2025-11-21T07:31:59.780353] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T07:31:59.991692] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:32:00.250704] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:01.022594] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:01.284555] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:01.509265] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:01.729930] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:01.947814] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:02.165761] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:02.374548] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:02.593410] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:02.593557] [INFO ] [CONFIGURE ] BOH: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T07:32:02.593616] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14947 tests [2025-11-21T07:32:02.593684] [INFO ] [CONFIGURE ] BOH: Testing feature 24/29: add_rsi [2025-11-21T07:32:02.593731] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T07:32:02.885715] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:32:03.170406] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:03.457389] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:03.748320] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:04.043728] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:04.304663] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:04.561226] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:04.820809] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:05.081340] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:05.345632] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:05.345826] [INFO ] [CONFIGURE ] BOH: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:32:05.345884] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14946 tests [2025-11-21T07:32:05.345931] [INFO ] [CONFIGURE ] BOH: Testing feature 25/29: add_tick_distribution [2025-11-21T07:32:05.345974] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T07:32:05.559433] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:32:05.780777] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:05.997828] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:06.215756] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:06.433036] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:06.647384] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:32:06.861464] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:07.080404] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:07.294153] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:07.508934] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:32:07.509132] [INFO ] [CONFIGURE ] BOH: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T07:32:07.509212] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14945 tests [2025-11-21T07:32:07.509260] [INFO ] [CONFIGURE ] BOH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:32:07.509302] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T07:32:07.758578] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:32:08.014633] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:08.258634] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:08.493772] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:08.747147] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:09.006550] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:32:09.230437] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:09.453333] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:32:09.681330] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:09.894491] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:32:09.894685] [INFO ] [CONFIGURE ] BOH: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T07:32:09.894741] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14944 tests [2025-11-21T07:32:09.894804] [INFO ] [CONFIGURE ] BOH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:32:09.894850] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T07:32:10.131531] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:32:10.358562] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:10.590011] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:10.820148] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:11.050602] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:32:11.291606] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:11.527344] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:11.763369] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:32:12.000921] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:12.234611] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:32:12.234825] [INFO ] [CONFIGURE ] BOH: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:32:12.234883] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14943 tests [2025-11-21T07:32:12.234931] [INFO ] [CONFIGURE ] BOH: Testing feature 28/29: add_volume_profile [2025-11-21T07:32:12.234975] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T07:32:12.460719] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:32:12.702001] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:12.935823] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:13.166491] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:32:13.390684] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:13.626571] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:32:13.852253] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:14.105232] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:14.350974] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:14.589529] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:14.589750] [INFO ] [CONFIGURE ] BOH: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:32:14.589813] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14942 tests [2025-11-21T07:32:14.589859] [INFO ] [CONFIGURE ] BOH: Testing feature 29/29: add_vwap [2025-11-21T07:32:14.589902] [INFO ] [CONFIGURE ] BOH: Testing with features: ['add_order_flow_imbalance', 'add_vwap'] [2025-11-21T07:32:14.829571] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:32:15.063407] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:15.298055] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:15.536527] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:32:15.767435] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:16.005541] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:16.238680] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:16.473362] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:16.705884] [DEBUG] [FORECASTER] BOH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:16.940621] [DEBUG] [FORECASTER] BOH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:16.940819] [INFO ] [CONFIGURE ] BOH: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:32:16.940877] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14941 tests [2025-11-21T07:32:16.940924] [INFO ] [CONFIGURE ] BOH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:32:16.940965] [INFO ] [CONFIGURE ] BOH: Best accuracy: 100.00% [2025-11-21T07:32:16.941006] [INFO ] [CONFIGURE ] BOH: Best feature set (1 features): ['add_order_flow_imbalance'] [2025-11-21T07:32:16.941044] [INFO ] [CONFIGURE ] BOH: Improvement over baseline: 10.00% [2025-11-21T07:32:16.941082] [INFO ] [CONFIGURE ] BOH: Total time: 1.1 minutes [2025-11-21T07:32:16.941118] [INFO ] [CONFIGURE ] BOH: Average time per feature: 2.4 seconds [2025-11-21T07:32:16.941155] [INFO ] [CONFIGURE ] BOH: Average speed: 0.42 features/sec [2025-11-21T07:32:16.941508] [INFO ] [LOCAL ] Saved configuration for BOH: 1 features, 100.00% accuracy -> ./output/feature-sets/BOH.json [2025-11-21T07:32:16.941565] [INFO ] [CONFIGURE ] BOH: Configuration saved successfully: 1 features, 100.00% accuracy. [2025-11-21T07:32:16.941614] [INFO ] [sig ] [210/723] Successfully configured BOH | 0.01 sym/s | Total: 5.0h | ETA: 12.2h [2025-11-21T07:32:16.941678] [INFO ] [sig ] [211/723] Configuring BORR... [2025-11-21T07:32:16.941720] [INFO ] [CONFIGURE ] BORR: Configurate test run. [2025-11-21T07:32:16.941760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'. [2025-11-21T07:32:16.986767] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BORR'. [2025-11-21T07:32:16.987136] [INFO ] [CONFIGURE ] BORR: Testing with 29 available features [2025-11-21T07:32:16.987198] [INFO ] [CONFIGURE ] BORR: Establishing baseline with no features... [2025-11-21T07:32:17.176994] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:17.364933] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:17.540746] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:17.711892] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:17.901527] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:18.074797] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:18.246305] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:18.422623] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:18.596634] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:32:18.772908] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:18.773067] [INFO ] [CONFIGURE ] BORR: Baseline score (no features): 50.00% [2025-11-21T07:32:18.773113] [INFO ] [CONFIGURE ] BORR: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:32:18.773152] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:32:18.971815] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:19.174587] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:19.373365] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:19.575473] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:32:19.781156] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:19.988055] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:20.199287] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:20.411920] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:20.621301] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:20.826399] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:20.826586] [INFO ] [CONFIGURE ] BORR: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T07:32:20.826634] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14940 tests [2025-11-21T07:32:20.826701] [INFO ] [CONFIGURE ] BORR: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:32:20.826765] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:32:21.039659] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:32:21.249504] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:21.470481] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:21.702995] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:32:21.929780] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:22.165329] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:32:22.400852] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:22.638315] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:22.879785] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:32:23.115360] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:23.115773] [INFO ] [CONFIGURE ] BORR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T07:32:23.115886] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14939 tests [2025-11-21T07:32:23.116009] [INFO ] [CONFIGURE ] BORR: Testing feature 3/29: add_daily_returns [2025-11-21T07:32:23.116087] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns'] [2025-11-21T07:32:23.300021] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:23.505993] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:23.731198] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:23.931531] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:24.147917] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:24.358310] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:24.567224] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:24.774380] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:24.976622] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:25.180865] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:25.181159] [INFO ] [CONFIGURE ] BORR: KEPT add_daily_returns (score: 60.00%) [2025-11-21T07:32:25.181266] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14938 tests [2025-11-21T07:32:25.181352] [INFO ] [CONFIGURE ] BORR: Testing feature 4/29: add_ema [2025-11-21T07:32:25.181454] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T07:32:25.425900] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:32:25.677924] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:25.928394] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:26.177850] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:32:26.424339] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:32:26.672002] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:26.924534] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:27.169521] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:27.401953] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:27.639582] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:27.639962] [INFO ] [CONFIGURE ] BORR: DISCARDED add_ema (score: 30.00%) [2025-11-21T07:32:27.640075] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14937 tests [2025-11-21T07:32:27.640165] [INFO ] [CONFIGURE ] BORR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:32:27.640287] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:32:27.876391] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:28.150795] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:28.397377] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:28.647945] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:32:28.899034] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:29.153768] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:29.418174] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:29.673189] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:29.918377] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:30.163477] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:30.163692] [INFO ] [CONFIGURE ] BORR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:32:30.163756] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14936 tests [2025-11-21T07:32:30.163804] [INFO ] [CONFIGURE ] BORR: Testing feature 6/29: add_failed_moves [2025-11-21T07:32:30.163850] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T07:32:30.360799] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:30.560712] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:30.764000] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:30.959264] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:31.155919] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:32:31.351555] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:31.553984] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:31.771154] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:31.979090] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:32.184119] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:32.184297] [INFO ] [CONFIGURE ] BORR: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:32:32.184347] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14935 tests [2025-11-21T07:32:32.184388] [INFO ] [CONFIGURE ] BORR: Testing feature 7/29: add_lag_shelf [2025-11-21T07:32:32.184425] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T07:32:32.370858] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:32.555289] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:32.739285] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:32.936466] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:33.121194] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:33.321171] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:33.508938] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:33.698198] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:33.885797] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:34.073814] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:34.073989] [INFO ] [CONFIGURE ] BORR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:32:34.074037] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14934 tests [2025-11-21T07:32:34.074075] [INFO ] [CONFIGURE ] BORR: Testing feature 8/29: add_macd [2025-11-21T07:32:34.074135] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T07:32:34.360130] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:34.663875] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:34.967416] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:35.281846] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:32:35.600958] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:35.930436] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:36.248161] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:36.566154] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:36.869140] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:32:37.173970] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:37.174157] [INFO ] [CONFIGURE ] BORR: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:32:37.174214] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14933 tests [2025-11-21T07:32:37.174262] [INFO ] [CONFIGURE ] BORR: Testing feature 9/29: add_mfi [2025-11-21T07:32:37.174304] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T07:32:37.394598] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:32:37.610738] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:32:37.828628] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:38.055265] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:38.276589] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:38.500212] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:38.739799] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:38.949147] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:39.157189] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:39.364041] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:39.364254] [INFO ] [CONFIGURE ] BORR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T07:32:39.364311] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14932 tests [2025-11-21T07:32:39.364364] [INFO ] [CONFIGURE ] BORR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:32:39.364402] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:32:39.652433] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:39.928535] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:40.229929] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:32:40.512040] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:40.806327] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:41.094631] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:41.380923] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:41.674868] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:41.967937] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:42.278935] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:42.279141] [INFO ] [CONFIGURE ] BORR: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T07:32:42.279198] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14931 tests [2025-11-21T07:32:42.279246] [INFO ] [CONFIGURE ] BORR: Testing feature 11/29: add_obv_daily [2025-11-21T07:32:42.279291] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T07:32:42.611363] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:42.923370] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:43.227045] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:43.526579] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:43.861889] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:44.168232] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:44.504110] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:44.806063] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:45.128332] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:45.432347] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:45.432554] [INFO ] [CONFIGURE ] BORR: KEPT add_obv_daily (score: 80.00%) [2025-11-21T07:32:45.432610] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14930 tests [2025-11-21T07:32:45.432676] [INFO ] [CONFIGURE ] BORR: Testing feature 12/29: add_obv_interval [2025-11-21T07:32:45.432723] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T07:32:45.746919] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:46.078880] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:46.405511] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:46.738451] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:47.070717] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:47.402289] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:47.738025] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:48.080627] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:48.404847] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:48.752420] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:48.752630] [INFO ] [CONFIGURE ] BORR: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T07:32:48.752709] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14929 tests [2025-11-21T07:32:48.752757] [INFO ] [CONFIGURE ] BORR: Testing feature 13/29: add_opening_strength [2025-11-21T07:32:48.752803] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_opening_strength'] [2025-11-21T07:32:49.100779] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:49.427562] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:49.788722] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:50.142309] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:50.471378] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:50.814584] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:51.141748] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:51.477143] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:51.817872] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:52.159941] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:52.160154] [INFO ] [CONFIGURE ] BORR: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T07:32:52.160216] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14928 tests [2025-11-21T07:32:52.160272] [INFO ] [CONFIGURE ] BORR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:32:52.160329] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T07:32:52.492612] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:52.836078] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:53.202133] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:53.569086] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:53.948953] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:54.307984] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:32:54.669596] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:55.022065] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:55.376526] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:32:55.728872] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:55.729083] [INFO ] [CONFIGURE ] BORR: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T07:32:55.729147] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14927 tests [2025-11-21T07:32:55.729201] [INFO ] [CONFIGURE ] BORR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:32:55.729249] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T07:32:56.092268] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:32:56.467279] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:32:56.837435] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:32:57.200391] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:32:57.586025] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:32:57.961967] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:32:58.331618] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:32:58.702987] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:32:59.071354] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:32:59.432346] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:32:59.432595] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T07:32:59.432685] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14926 tests [2025-11-21T07:32:59.432740] [INFO ] [CONFIGURE ] BORR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:32:59.432785] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T07:32:59.791688] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:00.166469] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:01.096529] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:01.555334] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:01.908362] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:02.291232] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:02.662288] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:03.035581] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:03.406079] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:03.744328] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:03.744586] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:33:03.744700] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14925 tests [2025-11-21T07:33:03.744782] [INFO ] [CONFIGURE ] BORR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:33:03.744850] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T07:33:04.125899] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:04.606490] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:04.985434] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:33:05.321627] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:05.677222] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:06.025359] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:06.372125] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:06.698567] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:07.037676] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:07.399188] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:07.399399] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T07:33:07.399458] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14924 tests [2025-11-21T07:33:07.399505] [INFO ] [CONFIGURE ] BORR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:33:07.399580] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T07:33:07.731834] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:08.090320] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:08.430323] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:08.759783] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:09.089521] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:09.410012] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:09.776634] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:10.124041] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:10.466264] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:10.793137] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:10.793314] [INFO ] [CONFIGURE ] BORR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:33:10.793371] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14923 tests [2025-11-21T07:33:10.793418] [INFO ] [CONFIGURE ] BORR: Testing feature 20/29: add_price_rejection [2025-11-21T07:33:10.793464] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T07:33:11.147304] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:11.490356] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:11.856285] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:12.206922] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:12.565990] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:12.922382] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:13.292498] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:13.652959] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:14.000698] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:14.350838] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:14.351028] [INFO ] [CONFIGURE ] BORR: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T07:33:14.351092] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14922 tests [2025-11-21T07:33:14.351143] [INFO ] [CONFIGURE ] BORR: Testing feature 21/29: add_range_position [2025-11-21T07:33:14.351190] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_range_position'] [2025-11-21T07:33:14.713528] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:33:15.079418] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:15.426232] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:15.788236] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:16.148403] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:16.507370] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:16.860915] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:17.209066] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:17.571114] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:17.921154] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:17.921385] [INFO ] [CONFIGURE ] BORR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:33:17.921452] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14921 tests [2025-11-21T07:33:17.921513] [INFO ] [CONFIGURE ] BORR: Testing feature 22/29: add_realized_volatility [2025-11-21T07:33:17.921564] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T07:33:18.359049] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:18.792400] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:19.239800] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:19.715829] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:20.155419] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:20.604204] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:21.043479] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:21.488319] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:21.929767] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:22.359923] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:22.360126] [INFO ] [CONFIGURE ] BORR: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:33:22.360183] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14920 tests [2025-11-21T07:33:22.360232] [INFO ] [CONFIGURE ] BORR: Testing feature 23/29: add_recent_range_context [2025-11-21T07:33:22.360276] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T07:33:22.690663] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:23.027873] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:23.364572] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:33:23.703525] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:24.050356] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:24.398750] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:24.739000] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:25.079176] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:25.421559] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:25.762564] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:25.762766] [INFO ] [CONFIGURE ] BORR: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T07:33:25.762826] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14919 tests [2025-11-21T07:33:25.762919] [INFO ] [CONFIGURE ] BORR: Testing feature 24/29: add_rsi [2025-11-21T07:33:25.762969] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T07:33:26.146736] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:33:26.535734] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:26.910731] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:33:27.298496] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:27.679598] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:28.065702] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:28.469500] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:28.861528] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:29.244717] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:29.619503] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:29.619794] [INFO ] [CONFIGURE ] BORR: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:33:29.619857] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14918 tests [2025-11-21T07:33:29.619909] [INFO ] [CONFIGURE ] BORR: Testing feature 25/29: add_tick_distribution [2025-11-21T07:33:29.619954] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T07:33:29.956322] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:30.294042] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:30.645363] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:33:31.000479] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:31.345352] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:31.699466] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:32.042794] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:32.400599] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:32.738820] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:33.083281] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:33.083496] [INFO ] [CONFIGURE ] BORR: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T07:33:33.083559] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14917 tests [2025-11-21T07:33:33.083609] [INFO ] [CONFIGURE ] BORR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:33:33.083673] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T07:33:33.410683] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:33.733884] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:34.045575] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:33:34.364330] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:34.678396] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:35.024823] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:35.352913] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:35.676482] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:36.005160] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:36.331574] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:36.331810] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T07:33:36.331873] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14916 tests [2025-11-21T07:33:36.331922] [INFO ] [CONFIGURE ] BORR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:33:36.331965] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T07:33:36.688923] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:37.045721] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:37.387045] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:33:37.752574] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:38.126710] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:38.493264] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:38.873984] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:39.222709] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:39.560774] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:33:39.911990] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:39.912184] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:33:39.912243] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14915 tests [2025-11-21T07:33:39.912290] [INFO ] [CONFIGURE ] BORR: Testing feature 28/29: add_volume_profile [2025-11-21T07:33:39.912336] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T07:33:40.262960] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:40.618065] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:40.972955] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:41.320848] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:41.677393] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:42.012107] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:42.347568] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:42.677152] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:43.037197] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:43.398576] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:43.398848] [INFO ] [CONFIGURE ] BORR: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:33:43.398911] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14914 tests [2025-11-21T07:33:43.398962] [INFO ] [CONFIGURE ] BORR: Testing feature 29/29: add_vwap [2025-11-21T07:33:43.399006] [INFO ] [CONFIGURE ] BORR: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_vwap'] [2025-11-21T07:33:43.745838] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:33:44.097859] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:44.452902] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:44.804888] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:45.164909] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:45.526827] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:45.876956] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:46.232887] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:46.591792] [DEBUG] [FORECASTER] BORR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:33:46.959335] [DEBUG] [FORECASTER] BORR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:33:46.959550] [INFO ] [CONFIGURE ] BORR: DISCARDED add_vwap (score: 70.00%) [2025-11-21T07:33:46.959618] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14913 tests [2025-11-21T07:33:46.959701] [INFO ] [CONFIGURE ] BORR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:33:46.959751] [INFO ] [CONFIGURE ] BORR: Best accuracy: 80.00% [2025-11-21T07:33:46.959797] [INFO ] [CONFIGURE ] BORR: Best feature set (4 features): ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T07:33:46.959843] [INFO ] [CONFIGURE ] BORR: Improvement over baseline: 30.00% [2025-11-21T07:33:46.959883] [INFO ] [CONFIGURE ] BORR: Total time: 1.5 minutes [2025-11-21T07:33:46.959922] [INFO ] [CONFIGURE ] BORR: Average time per feature: 3.1 seconds [2025-11-21T07:33:46.959962] [INFO ] [CONFIGURE ] BORR: Average speed: 0.33 features/sec [2025-11-21T07:33:46.960615] [INFO ] [LOCAL ] Saved configuration for BORR: 4 features, 80.00% accuracy -> ./output/feature-sets/BORR.json [2025-11-21T07:33:46.960699] [INFO ] [CONFIGURE ] BORR: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T07:33:46.960754] [INFO ] [sig ] [211/723] Successfully configured BORR | 0.01 sym/s | Total: 5.0h | ETA: 12.1h [2025-11-21T07:33:46.960803] [INFO ] [sig ] [212/723] Configuring BOX... [2025-11-21T07:33:46.960847] [INFO ] [CONFIGURE ] BOX: Configurate test run. [2025-11-21T07:33:46.960892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-11-21T07:33:47.007852] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOX'. [2025-11-21T07:33:47.008247] [INFO ] [CONFIGURE ] BOX: Testing with 29 available features [2025-11-21T07:33:47.008310] [INFO ] [CONFIGURE ] BOX: Establishing baseline with no features... [2025-11-21T07:33:47.198255] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:33:47.386506] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:33:47.577455] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:47.766584] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:33:47.963542] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:48.158696] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:33:48.350715] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:48.540824] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:33:48.730575] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:33:48.922563] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:33:48.922749] [INFO ] [CONFIGURE ] BOX: Baseline score (no features): 60.00% [2025-11-21T07:33:48.922804] [INFO ] [CONFIGURE ] BOX: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:33:48.922877] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:33:49.155941] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:33:49.373270] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:49.602936] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:49.823401] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:33:50.039490] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:33:50.257895] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:33:50.475831] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:50.699965] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:50.935003] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:33:51.169748] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:33:51.169934] [INFO ] [CONFIGURE ] BOX: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T07:33:51.170005] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14912 tests [2025-11-21T07:33:51.170057] [INFO ] [CONFIGURE ] BOX: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:33:51.170106] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:33:51.379006] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:33:51.644680] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:51.929466] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:52.181241] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:33:52.393200] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:52.599696] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:33:52.803107] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:33:53.011105] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:33:53.217841] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:33:53.418143] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:33:53.418301] [INFO ] [CONFIGURE ] BOX: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T07:33:53.418351] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14911 tests [2025-11-21T07:33:53.418390] [INFO ] [CONFIGURE ] BOX: Testing feature 3/29: add_daily_returns [2025-11-21T07:33:53.418425] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_daily_returns'] [2025-11-21T07:33:53.596060] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:33:53.778212] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:33:53.959765] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:54.141730] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:33:54.325263] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:54.508722] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:33:54.691825] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:54.873211] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:33:55.057933] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:33:55.242076] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:33:55.242247] [INFO ] [CONFIGURE ] BOX: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:33:55.242295] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14910 tests [2025-11-21T07:33:55.242334] [INFO ] [CONFIGURE ] BOX: Testing feature 4/29: add_ema [2025-11-21T07:33:55.242370] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema'] [2025-11-21T07:33:55.456212] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:33:55.669161] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:55.882523] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:33:56.095965] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:33:56.310619] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:56.529488] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:33:56.752134] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:56.979883] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:57.203104] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:33:57.430057] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:33:57.430249] [INFO ] [CONFIGURE ] BOX: KEPT add_ema (score: 70.00%) [2025-11-21T07:33:57.430301] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14909 tests [2025-11-21T07:33:57.430340] [INFO ] [CONFIGURE ] BOX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:33:57.430377] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:33:57.701061] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:33:57.967043] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:33:58.244941] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:33:58.508429] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:33:58.774988] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:33:59.066386] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:33:59.354731] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:33:59.672415] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:33:59.945596] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:00.220169] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:00.220406] [INFO ] [CONFIGURE ] BOX: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T07:34:00.220474] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14908 tests [2025-11-21T07:34:00.220524] [INFO ] [CONFIGURE ] BOX: Testing feature 6/29: add_failed_moves [2025-11-21T07:34:00.220580] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T07:34:01.192251] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:01.454028] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:01.740370] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:01.977481] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:02.222870] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:02.470302] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:02.723385] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:02.975283] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:03.225395] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:03.479500] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:03.479783] [INFO ] [CONFIGURE ] BOX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:34:03.479875] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14907 tests [2025-11-21T07:34:03.479929] [INFO ] [CONFIGURE ] BOX: Testing feature 7/29: add_lag_shelf [2025-11-21T07:34:03.479977] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T07:34:03.710771] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:03.947998] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:04.205454] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:04.447041] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:04.686005] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:04.924246] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:05.166446] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:05.399106] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:05.640923] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:05.885130] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:05.885395] [INFO ] [CONFIGURE ] BOX: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:34:05.885449] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14906 tests [2025-11-21T07:34:05.885490] [INFO ] [CONFIGURE ] BOX: Testing feature 8/29: add_macd [2025-11-21T07:34:05.885530] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T07:34:06.205313] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:06.521341] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:06.833748] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:07.156511] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:34:07.482104] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:07.802638] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:08.158747] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:34:08.528363] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:08.868750] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:34:09.212436] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:09.212805] [INFO ] [CONFIGURE ] BOX: KEPT add_macd (score: 80.00%) [2025-11-21T07:34:09.212875] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14905 tests [2025-11-21T07:34:09.212938] [INFO ] [CONFIGURE ] BOX: Testing feature 9/29: add_mfi [2025-11-21T07:34:09.212990] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T07:34:09.577085] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:09.930453] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:10.275323] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:10.631128] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:34:10.980071] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:11.339111] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:11.701114] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:34:12.044077] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:12.368705] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:12.691569] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:12.691817] [INFO ] [CONFIGURE ] BOX: DISCARDED add_mfi (score: 70.00%) [2025-11-21T07:34:12.691878] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14904 tests [2025-11-21T07:34:12.691928] [INFO ] [CONFIGURE ] BOX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:34:12.691973] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:34:13.108551] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:13.518336] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:13.921168] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:14.325450] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:14.732839] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:15.164835] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:15.608925] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:16.035779] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:16.454688] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:16.857079] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:16.857297] [INFO ] [CONFIGURE ] BOX: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T07:34:16.857356] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14903 tests [2025-11-21T07:34:16.857404] [INFO ] [CONFIGURE ] BOX: Testing feature 11/29: add_obv_daily [2025-11-21T07:34:16.857473] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T07:34:17.194771] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:17.552443] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:17.907101] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:18.274864] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:18.641466] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:19.015625] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:19.376405] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:19.739717] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:34:20.117592] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:20.479447] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:20.479681] [INFO ] [CONFIGURE ] BOX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:34:20.479748] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14902 tests [2025-11-21T07:34:20.479797] [INFO ] [CONFIGURE ] BOX: Testing feature 12/29: add_obv_interval [2025-11-21T07:34:20.479844] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T07:34:20.830505] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:21.174832] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:21.520572] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:21.887006] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:22.243578] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:22.594639] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:22.953554] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:23.319336] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:34:23.668019] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:24.023127] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:24.023326] [INFO ] [CONFIGURE ] BOX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:34:24.023386] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14901 tests [2025-11-21T07:34:24.023433] [INFO ] [CONFIGURE ] BOX: Testing feature 13/29: add_opening_strength [2025-11-21T07:34:24.023473] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:34:24.410609] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:24.781030] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:25.148894] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:34:25.517540] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:25.889295] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:26.266085] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:26.638978] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:27.012879] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:34:27.386818] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:27.785260] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:27.785443] [INFO ] [CONFIGURE ] BOX: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T07:34:27.785501] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14900 tests [2025-11-21T07:34:27.785548] [INFO ] [CONFIGURE ] BOX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:34:27.785598] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T07:34:28.127217] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:28.467269] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:28.813171] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:29.163610] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:29.516482] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:29.868707] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:30.239057] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:34:30.586313] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:34:30.926307] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:31.275530] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:31.275743] [INFO ] [CONFIGURE ] BOX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:34:31.275806] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14899 tests [2025-11-21T07:34:31.275856] [INFO ] [CONFIGURE ] BOX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:34:31.275901] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T07:34:31.617636] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:31.961045] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:32.307207] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:32.651013] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:34:33.007926] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:33.356531] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:33.718334] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:34.048773] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:34:34.381467] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:34.722260] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:34.722478] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T07:34:34.722538] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14898 tests [2025-11-21T07:34:34.722586] [INFO ] [CONFIGURE ] BOX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:34:34.722629] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T07:34:35.070386] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:35.421320] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:35.774619] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:34:36.125693] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:34:36.475367] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:36.823217] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:37.179394] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:37.535484] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:37.891694] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:38.247892] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:38.248089] [INFO ] [CONFIGURE ] BOX: KEPT add_pbf_overnight_gap (score: 90.00%) [2025-11-21T07:34:38.248149] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14897 tests [2025-11-21T07:34:38.248198] [INFO ] [CONFIGURE ] BOX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:34:38.248244] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T07:34:38.626249] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:39.042430] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:39.418452] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:39.788397] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:34:40.157656] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:34:40.532078] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:34:40.907820] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:41.291687] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:41.638792] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:42.001544] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:42.001741] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:34:42.001801] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14896 tests [2025-11-21T07:34:42.001848] [INFO ] [CONFIGURE ] BOX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:34:42.001893] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T07:34:42.329507] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:42.658155] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:34:42.979727] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:43.326393] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:43.669857] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:44.028594] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:44.455801] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:44.820938] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:45.158738] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:45.481490] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:45.481713] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:34:45.481776] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14895 tests [2025-11-21T07:34:45.481828] [INFO ] [CONFIGURE ] BOX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:34:45.481873] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T07:34:45.794874] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:46.114614] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:46.441226] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:34:46.770429] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:47.105356] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:47.428392] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:47.748243] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:48.079217] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:48.417472] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:48.748400] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:48.748589] [INFO ] [CONFIGURE ] BOX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T07:34:48.748664] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14894 tests [2025-11-21T07:34:48.748715] [INFO ] [CONFIGURE ] BOX: Testing feature 20/29: add_price_rejection [2025-11-21T07:34:48.748758] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T07:34:49.084956] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:49.457782] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:49.827470] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:34:50.202093] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:34:50.578229] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:34:50.969539] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:34:51.336498] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:51.712871] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:34:52.105853] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:52.491660] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:52.491862] [INFO ] [CONFIGURE ] BOX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:34:52.491943] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14893 tests [2025-11-21T07:34:52.491997] [INFO ] [CONFIGURE ] BOX: Testing feature 21/29: add_range_position [2025-11-21T07:34:52.492056] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T07:34:52.870417] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:53.252183] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:53.659809] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:34:54.047597] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:54.429795] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:34:54.813436] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:34:55.189457] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:34:55.575215] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:34:55.962159] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:34:56.367409] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:34:56.367666] [INFO ] [CONFIGURE ] BOX: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:34:56.367729] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14892 tests [2025-11-21T07:34:56.367778] [INFO ] [CONFIGURE ] BOX: Testing feature 22/29: add_realized_volatility [2025-11-21T07:34:56.367826] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T07:34:56.808387] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:34:57.227031] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:34:57.699275] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:34:58.152059] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:34:58.601124] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:34:59.067085] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:34:59.538209] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:34:59.993517] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:35:00.475790] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:01.724180] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:01.724519] [INFO ] [CONFIGURE ] BOX: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T07:35:01.724596] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14891 tests [2025-11-21T07:35:01.724684] [INFO ] [CONFIGURE ] BOX: Testing feature 23/29: add_recent_range_context [2025-11-21T07:35:01.724740] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T07:35:02.134131] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:35:02.560371] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:02.954129] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:03.338902] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:35:03.725461] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:04.109837] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:04.494465] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:35:04.885170] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:05.275141] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:05.662378] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:05.662582] [INFO ] [CONFIGURE ] BOX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:35:05.662664] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14890 tests [2025-11-21T07:35:05.662716] [INFO ] [CONFIGURE ] BOX: Testing feature 24/29: add_rsi [2025-11-21T07:35:05.662763] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_rsi'] [2025-11-21T07:35:06.050925] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:35:06.427016] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:06.816159] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:07.184802] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:35:07.555659] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:07.927997] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:08.303534] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:35:08.692260] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:09.084965] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:09.453221] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:09.453405] [INFO ] [CONFIGURE ] BOX: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:35:09.453466] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14889 tests [2025-11-21T07:35:09.453517] [INFO ] [CONFIGURE ] BOX: Testing feature 25/29: add_tick_distribution [2025-11-21T07:35:09.453563] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T07:35:09.828829] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:35:10.180920] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:10.545462] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:10.899479] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:35:11.225184] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:11.585610] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:11.949851] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:35:12.320283] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:12.702863] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:13.078520] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:13.078741] [INFO ] [CONFIGURE ] BOX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:35:13.078817] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14888 tests [2025-11-21T07:35:13.078868] [INFO ] [CONFIGURE ] BOX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:35:13.078918] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T07:35:13.459018] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:35:13.824004] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:14.199732] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:14.579979] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:35:14.972770] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:15.366686] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:15.741223] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:35:16.122434] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:16.499434] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:16.867699] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:16.867886] [INFO ] [CONFIGURE ] BOX: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T07:35:16.867943] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14887 tests [2025-11-21T07:35:16.867991] [INFO ] [CONFIGURE ] BOX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:35:16.868034] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T07:35:17.243049] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:35:17.612947] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:17.996480] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:18.375677] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:35:18.762427] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:19.124857] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:19.489765] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:35:19.852893] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:20.219225] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:20.577158] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:20.577341] [INFO ] [CONFIGURE ] BOX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:35:20.577400] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14886 tests [2025-11-21T07:35:20.577446] [INFO ] [CONFIGURE ] BOX: Testing feature 28/29: add_volume_profile [2025-11-21T07:35:20.577490] [INFO ] [CONFIGURE ] BOX: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T07:35:20.930306] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:35:21.263751] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:35:21.601501] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:35:21.952260] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:35:22.294473] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:22.629163] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:22.967304] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:35:23.318694] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:23.665095] [DEBUG] [FORECASTER] BOX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:24.002240] [DEBUG] [FORECASTER] BOX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:24.002449] [INFO ] [CONFIGURE ] BOX: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:35:24.002518] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14885 tests [2025-11-21T07:35:24.002575] [INFO ] [CONFIGURE ] BOX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:35:24.002619] [INFO ] [CONFIGURE ] BOX: Best accuracy: 90.00% [2025-11-21T07:35:24.002678] [INFO ] [CONFIGURE ] BOX: Best feature set (4 features): ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T07:35:24.002719] [INFO ] [CONFIGURE ] BOX: Improvement over baseline: 30.00% [2025-11-21T07:35:24.002754] [INFO ] [CONFIGURE ] BOX: Total time: 1.6 minutes [2025-11-21T07:35:24.002789] [INFO ] [CONFIGURE ] BOX: Average time per feature: 3.4 seconds [2025-11-21T07:35:24.002825] [INFO ] [CONFIGURE ] BOX: Average speed: 0.31 features/sec [2025-11-21T07:35:24.003409] [INFO ] [LOCAL ] Saved configuration for BOX: 4 features, 90.00% accuracy -> ./output/feature-sets/BOX.json [2025-11-21T07:35:24.003469] [INFO ] [CONFIGURE ] BOX: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T07:35:24.003517] [INFO ] [sig ] [212/723] Successfully configured BOX | 0.01 sym/s | Total: 5.0h | ETA: 12.1h [2025-11-21T07:35:24.003562] [INFO ] [sig ] [213/723] Configuring BP... [2025-11-21T07:35:24.003609] [INFO ] [CONFIGURE ] BP: Configurate test run. [2025-11-21T07:35:24.003673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-11-21T07:35:24.080404] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BP'. [2025-11-21T07:35:24.080778] [INFO ] [CONFIGURE ] BP: Testing with 29 available features [2025-11-21T07:35:24.080856] [INFO ] [CONFIGURE ] BP: Establishing baseline with no features... [2025-11-21T07:35:24.251092] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:24.409533] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:35:24.570513] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:35:24.740021] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:24.908915] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:25.074519] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:25.235555] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:25.396179] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:35:25.559505] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:25.726353] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:25.726528] [INFO ] [CONFIGURE ] BP: Baseline score (no features): 40.00% [2025-11-21T07:35:25.726576] [INFO ] [CONFIGURE ] BP: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:35:25.726612] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:35:25.924429] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:26.118904] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:26.313666] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:35:26.509978] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:26.706007] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:26.923236] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:27.137786] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:27.384831] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:35:27.588522] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:27.796469] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:27.796706] [INFO ] [CONFIGURE ] BP: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T07:35:27.796788] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14884 tests [2025-11-21T07:35:27.796871] [INFO ] [CONFIGURE ] BP: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:35:27.796929] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:35:28.059746] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:28.307491] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:35:28.586729] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:28.839889] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:35:29.090061] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:29.329895] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:29.576541] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:35:29.826761] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:30.083953] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:30.331483] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:30.331707] [INFO ] [CONFIGURE ] BP: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T07:35:30.331769] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14883 tests [2025-11-21T07:35:30.331822] [INFO ] [CONFIGURE ] BP: Testing feature 3/29: add_daily_returns [2025-11-21T07:35:30.331868] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:35:30.559483] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:30.782178] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:35:31.017881] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:31.267517] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:31.552680] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:31.855229] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:32.089045] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:32.304967] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:32.497475] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:32.684891] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:32.685056] [INFO ] [CONFIGURE ] BP: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T07:35:32.685114] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14882 tests [2025-11-21T07:35:32.685163] [INFO ] [CONFIGURE ] BP: Testing feature 4/29: add_ema [2025-11-21T07:35:32.685208] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:35:32.939274] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:33.185809] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:33.431608] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:33.692825] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:35:33.952285] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:34.204016] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:34.463900] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:35:34.719216] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:34.973091] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:35.236583] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:35.236836] [INFO ] [CONFIGURE ] BP: DISCARDED add_ema (score: 20.00%) [2025-11-21T07:35:35.237047] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14881 tests [2025-11-21T07:35:35.237143] [INFO ] [CONFIGURE ] BP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:35:35.237224] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:35:35.485981] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:35.737749] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:35.995615] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:36.249798] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:35:36.504355] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:36.764244] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:37.029083] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:35:37.294393] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:37.556265] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:37.825253] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:37.825456] [INFO ] [CONFIGURE ] BP: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T07:35:37.825515] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14880 tests [2025-11-21T07:35:37.825577] [INFO ] [CONFIGURE ] BP: Testing feature 6/29: add_failed_moves [2025-11-21T07:35:37.825619] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:35:38.046339] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:38.267123] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:38.495318] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:35:38.719095] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:38.939395] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:39.161290] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:39.387634] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:39.605703] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:35:39.818526] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:40.037363] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:40.037572] [INFO ] [CONFIGURE ] BP: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:35:40.037622] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14879 tests [2025-11-21T07:35:40.037682] [INFO ] [CONFIGURE ] BP: Testing feature 7/29: add_lag_shelf [2025-11-21T07:35:40.037744] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:35:40.237818] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:40.438245] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:40.652352] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:35:40.862812] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:41.069312] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:41.280212] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:41.490158] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:41.695849] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:41.909767] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:42.116611] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:42.116820] [INFO ] [CONFIGURE ] BP: KEPT add_lag_shelf (score: 60.00%) [2025-11-21T07:35:42.116873] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14878 tests [2025-11-21T07:35:42.116912] [INFO ] [CONFIGURE ] BP: Testing feature 8/29: add_macd [2025-11-21T07:35:42.116948] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T07:35:42.406341] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:42.698630] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:35:42.985800] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:43.281497] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:43.569744] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:43.873817] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:44.171714] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:35:44.496736] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:44.822896] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:45.146424] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:45.146618] [INFO ] [CONFIGURE ] BP: DISCARDED add_macd (score: 30.00%) [2025-11-21T07:35:45.146710] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14877 tests [2025-11-21T07:35:45.146758] [INFO ] [CONFIGURE ] BP: Testing feature 9/29: add_mfi [2025-11-21T07:35:45.146818] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi'] [2025-11-21T07:35:45.394240] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:45.655500] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:45.901846] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:35:46.157106] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:46.410464] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:46.661043] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:46.907926] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:47.158081] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:47.401092] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:47.661295] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:35:47.661483] [INFO ] [CONFIGURE ] BP: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:35:47.661543] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14876 tests [2025-11-21T07:35:47.661585] [INFO ] [CONFIGURE ] BP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:35:47.661632] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:35:47.991713] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:48.314373] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:48.650102] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:35:48.967625] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:35:49.300201] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:49.627967] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:49.954410] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:35:50.285174] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:50.616517] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:50.933636] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:50.934022] [INFO ] [CONFIGURE ] BP: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T07:35:50.934082] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14875 tests [2025-11-21T07:35:50.934133] [INFO ] [CONFIGURE ] BP: Testing feature 11/29: add_obv_daily [2025-11-21T07:35:50.934181] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T07:35:51.188325] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:51.446079] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:51.702353] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:51.965510] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:52.223114] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:52.481919] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:35:52.719490] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:52.954467] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:53.188218] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:53.425432] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:53.425870] [INFO ] [CONFIGURE ] BP: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:35:53.425995] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14874 tests [2025-11-21T07:35:53.426085] [INFO ] [CONFIGURE ] BP: Testing feature 12/29: add_obv_interval [2025-11-21T07:35:53.426159] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T07:35:53.674674] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:53.932615] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:54.172042] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:54.405428] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:54.636084] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:54.870599] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:55.116475] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:55.342762] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:55.571359] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:55.800884] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:55.801234] [INFO ] [CONFIGURE ] BP: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:35:55.801342] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14873 tests [2025-11-21T07:35:55.801434] [INFO ] [CONFIGURE ] BP: Testing feature 13/29: add_opening_strength [2025-11-21T07:35:55.801542] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:35:56.060681] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:35:56.319928] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:35:56.581458] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:35:56.836785] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:35:57.090528] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:35:57.347893] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:35:57.607063] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:35:57.868044] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:35:58.143542] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:35:58.410314] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:35:58.410501] [INFO ] [CONFIGURE ] BP: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T07:35:58.410559] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14872 tests [2025-11-21T07:35:58.410606] [INFO ] [CONFIGURE ] BP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:35:58.410669] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T07:35:58.676658] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:35:58.932207] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:35:59.194438] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:35:59.446017] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:35:59.688036] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:35:59.922522] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:00.163353] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:00.397413] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:00.716938] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:01.479424] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:01.479611] [INFO ] [CONFIGURE ] BP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:36:01.479690] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14871 tests [2025-11-21T07:36:01.479742] [INFO ] [CONFIGURE ] BP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:36:01.479791] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T07:36:01.789374] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:02.016718] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:02.245703] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:36:02.472688] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:36:02.704069] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:02.969463] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:03.226635] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:03.477304] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:03.710631] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:03.940768] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:03.940950] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T07:36:03.941001] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14870 tests [2025-11-21T07:36:03.941043] [INFO ] [CONFIGURE ] BP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:36:03.941081] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T07:36:04.184842] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:04.416144] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:04.652775] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:36:04.876182] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:05.099677] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:05.332838] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:05.557740] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:36:05.788291] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:06.019176] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:06.243547] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:06.243770] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T07:36:06.243830] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14869 tests [2025-11-21T07:36:06.243909] [INFO ] [CONFIGURE ] BP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:36:06.243959] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T07:36:06.496893] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:06.740183] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:36:06.993227] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:36:07.229194] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:36:07.472060] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:07.723587] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:07.968967] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:36:08.218379] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:08.461071] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:08.714607] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:08.714804] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T07:36:08.714865] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14868 tests [2025-11-21T07:36:08.714917] [INFO ] [CONFIGURE ] BP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:36:08.714966] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T07:36:08.935366] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:09.160530] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:09.382754] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:36:09.603933] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:36:09.824622] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:10.050554] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:10.278218] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:10.499981] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:10.726491] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:10.954391] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:10.954589] [INFO ] [CONFIGURE ] BP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:36:10.954683] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14867 tests [2025-11-21T07:36:10.954745] [INFO ] [CONFIGURE ] BP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:36:10.954796] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T07:36:11.159998] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:11.361469] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:11.569011] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:36:11.779496] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:36:11.989422] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:36:12.198677] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:12.409495] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:12.621520] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:12.826906] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:13.033156] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:36:13.033338] [INFO ] [CONFIGURE ] BP: KEPT add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:36:13.033386] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14866 tests [2025-11-21T07:36:13.033425] [INFO ] [CONFIGURE ] BP: Testing feature 20/29: add_price_rejection [2025-11-21T07:36:13.033461] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T07:36:13.276236] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:13.518902] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:13.789205] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:36:14.045706] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:14.296255] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:36:14.559470] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:14.824720] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:15.082251] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:36:15.335433] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:15.582480] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:15.582677] [INFO ] [CONFIGURE ] BP: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T07:36:15.582736] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14865 tests [2025-11-21T07:36:15.582784] [INFO ] [CONFIGURE ] BP: Testing feature 21/29: add_range_position [2025-11-21T07:36:15.582828] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T07:36:15.837767] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:16.098806] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:16.365823] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:36:16.628080] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:16.894369] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:17.159213] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:17.451338] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:17.732563] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:36:18.020153] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:18.308967] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:18.309168] [INFO ] [CONFIGURE ] BP: DISCARDED add_range_position (score: 40.00%) [2025-11-21T07:36:18.309239] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14864 tests [2025-11-21T07:36:18.309293] [INFO ] [CONFIGURE ] BP: Testing feature 22/29: add_realized_volatility [2025-11-21T07:36:18.309337] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T07:36:18.672684] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:19.044723] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:19.405279] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:36:19.754947] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:36:20.097705] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:20.431871] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:20.783088] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:21.120926] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:21.465216] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:21.801889] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:21.802076] [INFO ] [CONFIGURE ] BP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T07:36:21.802133] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14863 tests [2025-11-21T07:36:21.802180] [INFO ] [CONFIGURE ] BP: Testing feature 23/29: add_recent_range_context [2025-11-21T07:36:21.802223] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T07:36:22.033588] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:22.265387] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:22.505473] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:36:22.741827] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:36:22.975768] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:23.212671] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:23.458239] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:23.707278] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:23.946970] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:24.189746] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:24.189924] [INFO ] [CONFIGURE ] BP: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T07:36:24.189983] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14862 tests [2025-11-21T07:36:24.190031] [INFO ] [CONFIGURE ] BP: Testing feature 24/29: add_rsi [2025-11-21T07:36:24.190075] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T07:36:24.467728] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:24.748326] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:36:25.030729] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:36:25.302769] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:25.580970] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:25.855224] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:26.130576] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:36:26.409671] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:36:26.705758] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:36:27.003426] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:27.003623] [INFO ] [CONFIGURE ] BP: DISCARDED add_rsi (score: 20.00%) [2025-11-21T07:36:27.003754] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14861 tests [2025-11-21T07:36:27.003806] [INFO ] [CONFIGURE ] BP: Testing feature 25/29: add_tick_distribution [2025-11-21T07:36:27.003888] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T07:36:27.250533] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:27.492413] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:27.737124] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:36:27.970682] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:28.199064] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:28.437481] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:28.684523] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:28.914614] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:36:29.146669] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:29.384069] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:29.384238] [INFO ] [CONFIGURE ] BP: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T07:36:29.384288] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14860 tests [2025-11-21T07:36:29.384328] [INFO ] [CONFIGURE ] BP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:36:29.384365] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T07:36:29.604725] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:29.823948] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:36:30.047747] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:36:30.274753] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:30.498421] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:30.721717] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:30.946416] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:31.165087] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:31.385004] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:31.607666] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:31.607838] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T07:36:31.607895] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14859 tests [2025-11-21T07:36:31.607942] [INFO ] [CONFIGURE ] BP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:36:31.607985] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T07:36:31.857371] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:32.103917] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:36:32.351409] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:36:32.597562] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:32.852857] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:36:33.100106] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:36:33.365807] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:36:33.624219] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:33.880181] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:34.131825] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:34.132009] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T07:36:34.132065] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14858 tests [2025-11-21T07:36:34.132111] [INFO ] [CONFIGURE ] BP: Testing feature 28/29: add_volume_profile [2025-11-21T07:36:34.132156] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T07:36:34.372626] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:34.609496] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:36:34.845305] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:36:35.091580] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:35.338434] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:35.580594] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:35.820509] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:36:36.058860] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:36:36.298387] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:36.536096] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:36.536270] [INFO ] [CONFIGURE ] BP: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T07:36:36.536325] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14857 tests [2025-11-21T07:36:36.536372] [INFO ] [CONFIGURE ] BP: Testing feature 29/29: add_vwap [2025-11-21T07:36:36.536416] [INFO ] [CONFIGURE ] BP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T07:36:36.772894] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:36:37.010999] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:36:37.254728] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:36:37.497912] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:36:37.741032] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:37.983993] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:38.234800] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:36:38.483242] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:38.741311] [DEBUG] [FORECASTER] BP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:36:38.996581] [DEBUG] [FORECASTER] BP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:36:38.996839] [INFO ] [CONFIGURE ] BP: DISCARDED add_vwap (score: 30.00%) [2025-11-21T07:36:38.996898] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14856 tests [2025-11-21T07:36:38.996969] [INFO ] [CONFIGURE ] BP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:36:38.997007] [INFO ] [CONFIGURE ] BP: Best accuracy: 70.00% [2025-11-21T07:36:38.997051] [INFO ] [CONFIGURE ] BP: Best feature set (3 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T07:36:38.997092] [INFO ] [CONFIGURE ] BP: Improvement over baseline: 30.00% [2025-11-21T07:36:38.997130] [INFO ] [CONFIGURE ] BP: Total time: 1.2 minutes [2025-11-21T07:36:38.997168] [INFO ] [CONFIGURE ] BP: Average time per feature: 2.5 seconds [2025-11-21T07:36:38.997206] [INFO ] [CONFIGURE ] BP: Average speed: 0.40 features/sec [2025-11-21T07:36:38.997688] [INFO ] [LOCAL ] Saved configuration for BP: 3 features, 70.00% accuracy -> ./output/feature-sets/BP.json [2025-11-21T07:36:38.997751] [INFO ] [CONFIGURE ] BP: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T07:36:38.997799] [INFO ] [sig ] [213/723] Successfully configured BP | 0.01 sym/s | Total: 5.0h | ETA: 12.1h [2025-11-21T07:36:38.997843] [INFO ] [sig ] [214/723] Configuring BRBR... [2025-11-21T07:36:38.997882] [INFO ] [CONFIGURE ] BRBR: Configurate test run. [2025-11-21T07:36:38.997921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'. [2025-11-21T07:36:39.172064] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRBR'. [2025-11-21T07:36:39.172463] [INFO ] [CONFIGURE ] BRBR: Testing with 29 available features [2025-11-21T07:36:39.172527] [INFO ] [CONFIGURE ] BRBR: Establishing baseline with no features... [2025-11-21T07:36:39.363632] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:36:39.554799] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:36:39.793047] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:40.014143] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:40.247572] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:40.506298] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:40.689234] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:36:40.866102] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:41.044491] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:36:41.208177] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:41.208329] [INFO ] [CONFIGURE ] BRBR: Baseline score (no features): 20.00% [2025-11-21T07:36:41.208376] [INFO ] [CONFIGURE ] BRBR: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:36:41.208413] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:36:41.403959] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:36:41.605090] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:36:41.804571] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:42.005142] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:42.206347] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:42.410525] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:42.615770] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:36:42.826521] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:43.053375] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:36:43.272400] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:43.272571] [INFO ] [CONFIGURE ] BRBR: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T07:36:43.272619] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14855 tests [2025-11-21T07:36:43.272676] [INFO ] [CONFIGURE ] BRBR: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:36:43.272738] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:36:43.521687] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:36:43.782744] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:36:44.042096] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:44.306142] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:44.573061] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:44.833461] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:45.096463] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:36:45.359974] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:45.625853] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:36:45.891940] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:45.892119] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T07:36:45.892177] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14854 tests [2025-11-21T07:36:45.892214] [INFO ] [CONFIGURE ] BRBR: Testing feature 3/29: add_daily_returns [2025-11-21T07:36:45.892288] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:36:46.125588] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:36:46.354589] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:36:46.585355] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:46.817734] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:47.055672] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:47.286456] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:47.521847] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:36:47.753234] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:36:47.985085] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:36:48.219152] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:48.219519] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_daily_returns (score: 0.00%) [2025-11-21T07:36:48.219618] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14853 tests [2025-11-21T07:36:48.219752] [INFO ] [CONFIGURE ] BRBR: Testing feature 4/29: add_ema [2025-11-21T07:36:48.219842] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:36:48.486774] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:36:48.777219] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:36:49.047634] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:49.313394] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:49.582009] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:49.859522] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:50.144301] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:36:50.415223] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:50.695027] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:36:50.970823] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:50.971051] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_ema (score: 20.00%) [2025-11-21T07:36:50.971124] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14852 tests [2025-11-21T07:36:50.971179] [INFO ] [CONFIGURE ] BRBR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:36:50.971231] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:36:51.245397] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:36:51.525666] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:36:51.799858] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:52.067472] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:52.353716] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:52.616177] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:52.884531] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:36:53.155320] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:36:53.425612] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:36:53.724713] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:53.724925] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T07:36:53.724989] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14851 tests [2025-11-21T07:36:53.725039] [INFO ] [CONFIGURE ] BRBR: Testing feature 6/29: add_failed_moves [2025-11-21T07:36:53.725086] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:36:54.008748] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:36:54.236371] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:36:54.457962] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:54.680765] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:54.901916] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:55.127320] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:55.353117] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:36:55.581261] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:55.805293] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:36:56.029549] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:56.029935] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_failed_moves (score: 20.00%) [2025-11-21T07:36:56.030042] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14850 tests [2025-11-21T07:36:56.030156] [INFO ] [CONFIGURE ] BRBR: Testing feature 7/29: add_lag_shelf [2025-11-21T07:36:56.030245] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:36:56.240388] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:36:56.447741] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:36:56.656341] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:56.867305] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:57.077718] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:36:57.287420] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:36:57.507185] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:36:57.716555] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:36:57.920635] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:36:58.143090] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:36:58.143264] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T07:36:58.143311] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14849 tests [2025-11-21T07:36:58.143348] [INFO ] [CONFIGURE ] BRBR: Testing feature 8/29: add_macd [2025-11-21T07:36:58.143384] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T07:36:58.450252] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:36:58.767698] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:36:59.089933] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:36:59.404003] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:36:59.720029] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:00.035591] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:37:00.361717] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:00.707555] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:37:01.702811] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:02.027979] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:02.028315] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_macd (score: 20.00%) [2025-11-21T07:37:02.028442] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14848 tests [2025-11-21T07:37:02.028530] [INFO ] [CONFIGURE ] BRBR: Testing feature 9/29: add_mfi [2025-11-21T07:37:02.028661] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T07:37:02.256930] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:02.484097] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:02.715048] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:02.946880] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:03.173847] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:03.398918] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:37:03.634896] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:37:03.861142] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:04.090007] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:04.320973] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:04.321239] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_mfi (score: 20.00%) [2025-11-21T07:37:04.321302] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14847 tests [2025-11-21T07:37:04.321351] [INFO ] [CONFIGURE ] BRBR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:37:04.321399] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:37:04.644545] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:04.959933] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:05.281515] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:05.599673] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:05.919070] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:06.226436] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:37:06.544007] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:37:06.866078] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:07.196059] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:07.515567] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:07.515775] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T07:37:07.515835] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14846 tests [2025-11-21T07:37:07.515884] [INFO ] [CONFIGURE ] BRBR: Testing feature 11/29: add_obv_daily [2025-11-21T07:37:07.515928] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T07:37:07.753431] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:07.989421] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:08.207617] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:08.427009] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:08.649211] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:08.882349] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:37:09.115824] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:37:09.359749] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:09.606471] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:09.848317] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:09.848684] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T07:37:09.848788] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14845 tests [2025-11-21T07:37:09.848875] [INFO ] [CONFIGURE ] BRBR: Testing feature 12/29: add_obv_interval [2025-11-21T07:37:09.849024] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T07:37:10.081128] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:10.318400] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:37:10.550545] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:10.782761] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:11.023186] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:11.258924] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:11.491124] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:37:11.726354] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:11.957179] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:12.187237] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:12.187433] [INFO ] [CONFIGURE ] BRBR: KEPT add_obv_interval (score: 40.00%) [2025-11-21T07:37:12.187484] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14844 tests [2025-11-21T07:37:12.187522] [INFO ] [CONFIGURE ] BRBR: Testing feature 13/29: add_opening_strength [2025-11-21T07:37:12.187557] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:37:12.467030] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:37:12.736966] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:13.000002] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:13.268602] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:13.532952] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:13.806078] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:14.077711] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:14.336266] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:14.604215] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:14.863857] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:14.864040] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T07:37:14.864098] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14843 tests [2025-11-21T07:37:14.864150] [INFO ] [CONFIGURE ] BRBR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:37:14.864199] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T07:37:15.111070] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:15.376920] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:15.626309] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:15.871396] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:16.117443] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:16.401535] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:37:16.676004] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:37:16.949018] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:17.221441] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:17.492286] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:17.492477] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T07:37:17.492537] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14842 tests [2025-11-21T07:37:17.492588] [INFO ] [CONFIGURE ] BRBR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:37:17.492637] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T07:37:17.742028] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:17.999251] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:18.245512] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:18.492595] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:18.738210] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:18.986073] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:37:19.229637] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:19.472706] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:19.718860] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:19.966381] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:19.966751] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T07:37:19.966872] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14841 tests [2025-11-21T07:37:19.966975] [INFO ] [CONFIGURE ] BRBR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:37:19.967089] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T07:37:20.244124] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:20.503510] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:20.766193] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:21.021438] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:21.272693] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:21.515382] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:21.762551] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:22.006997] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:22.249881] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:22.494818] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:22.494999] [INFO ] [CONFIGURE ] BRBR: KEPT add_pbf_overnight_gap (score: 60.00%) [2025-11-21T07:37:22.495054] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14840 tests [2025-11-21T07:37:22.495102] [INFO ] [CONFIGURE ] BRBR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:37:22.495144] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T07:37:22.760213] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:37:23.030681] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:23.307289] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:23.570220] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:37:23.839124] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:24.130948] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:24.428028] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:24.722284] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:25.009480] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:25.311185] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:25.311372] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:37:25.311432] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14839 tests [2025-11-21T07:37:25.311484] [INFO ] [CONFIGURE ] BRBR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:37:25.311529] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T07:37:25.570892] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:37:25.824011] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:26.079614] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:26.340587] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:37:26.597619] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:26.860027] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:27.124964] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:37:27.391897] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:27.664457] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:27.952853] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:27.953110] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T07:37:27.953194] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14838 tests [2025-11-21T07:37:27.953271] [INFO ] [CONFIGURE ] BRBR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:37:27.953348] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T07:37:28.324599] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:37:28.629665] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:28.918482] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:29.165034] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:29.426187] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:29.679210] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:29.932349] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:30.185946] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:30.437601] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:30.682356] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:30.682545] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T07:37:30.682601] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14837 tests [2025-11-21T07:37:30.682665] [INFO ] [CONFIGURE ] BRBR: Testing feature 20/29: add_price_rejection [2025-11-21T07:37:30.682712] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T07:37:30.931508] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:31.184814] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:31.436184] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:31.688460] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:31.939512] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:32.193261] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:32.448045] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:32.705348] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:32.963373] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:33.221598] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:33.221789] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:37:33.221849] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14836 tests [2025-11-21T07:37:33.221898] [INFO ] [CONFIGURE ] BRBR: Testing feature 21/29: add_range_position [2025-11-21T07:37:33.221942] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T07:37:33.499003] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:33.776624] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:34.055459] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:34.334939] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:37:34.616388] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:34.898511] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:35.194442] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:35.497402] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:35.818805] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:36.114929] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:36.115121] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:37:36.115179] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14835 tests [2025-11-21T07:37:36.115226] [INFO ] [CONFIGURE ] BRBR: Testing feature 22/29: add_realized_volatility [2025-11-21T07:37:36.115271] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T07:37:36.502205] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:36.871114] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:37.242270] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:37.611887] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:37.990628] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:38.355717] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:38.731223] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:39.095626] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:39.483958] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:39.881575] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:37:39.881778] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T07:37:39.881839] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14834 tests [2025-11-21T07:37:39.881888] [INFO ] [CONFIGURE ] BRBR: Testing feature 23/29: add_recent_range_context [2025-11-21T07:37:39.881933] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T07:37:40.151171] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:37:40.424188] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:40.699357] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:40.972558] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:41.251667] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:41.529193] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:41.811917] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:42.091701] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:42.380563] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:42.654701] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:42.654885] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T07:37:42.654946] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14833 tests [2025-11-21T07:37:42.654994] [INFO ] [CONFIGURE ] BRBR: Testing feature 24/29: add_rsi [2025-11-21T07:37:42.655041] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T07:37:42.990075] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:43.326201] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:43.654899] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:43.995075] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:44.334639] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:37:44.672000] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:44.995718] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:45.319173] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:45.646993] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:45.971587] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:45.971778] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T07:37:45.971847] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14832 tests [2025-11-21T07:37:45.971897] [INFO ] [CONFIGURE ] BRBR: Testing feature 25/29: add_tick_distribution [2025-11-21T07:37:45.971939] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T07:37:46.236477] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:46.502276] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:46.769683] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:47.037954] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:47.309188] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:47.583067] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:47.856135] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:48.129720] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:48.406972] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:48.683275] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:48.683466] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:37:48.683523] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14831 tests [2025-11-21T07:37:48.683571] [INFO ] [CONFIGURE ] BRBR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:37:48.683616] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T07:37:48.978185] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:49.250756] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:49.526907] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:49.806146] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:37:50.090897] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:50.373320] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:50.649192] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:50.928173] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:51.203466] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:51.479034] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:51.479205] [INFO ] [CONFIGURE ] BRBR: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:37:51.479261] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14830 tests [2025-11-21T07:37:51.479309] [INFO ] [CONFIGURE ] BRBR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:37:51.479373] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T07:37:51.781249] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:37:52.123055] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:52.434497] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:52.750293] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:37:53.073398] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:53.392957] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:37:53.732925] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:54.063964] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:54.380303] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:54.703903] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:54.704139] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:37:54.704242] [INFO ] [CONFIGURE ] JOB ETA: 12.0h | Avg: 2.9s/test | Remaining: 14829 tests [2025-11-21T07:37:54.704306] [INFO ] [CONFIGURE ] BRBR: Testing feature 28/29: add_volume_profile [2025-11-21T07:37:54.704367] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T07:37:55.017746] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:37:55.330381] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:55.667291] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:55.994768] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:37:56.346405] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:56.665748] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:37:56.986376] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:37:57.320221] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:37:57.645220] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:37:57.969423] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:37:57.969607] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T07:37:57.969685] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14828 tests [2025-11-21T07:37:57.969736] [INFO ] [CONFIGURE ] BRBR: Testing feature 29/29: add_vwap [2025-11-21T07:37:57.969781] [INFO ] [CONFIGURE ] BRBR: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T07:37:58.295990] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:37:58.628254] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:37:58.965619] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:37:59.305180] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:37:59.639944] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:37:59.967272] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:00.311314] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:38:00.645383] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:01.566690] [DEBUG] [FORECASTER] BRBR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:01.897181] [DEBUG] [FORECASTER] BRBR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:01.897365] [INFO ] [CONFIGURE ] BRBR: DISCARDED add_vwap (score: 70.00%) [2025-11-21T07:38:01.897425] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14827 tests [2025-11-21T07:38:01.897480] [INFO ] [CONFIGURE ] BRBR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:38:01.897524] [INFO ] [CONFIGURE ] BRBR: Best accuracy: 70.00% [2025-11-21T07:38:01.897567] [INFO ] [CONFIGURE ] BRBR: Best feature set (4 features): ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T07:38:01.897611] [INFO ] [CONFIGURE ] BRBR: Improvement over baseline: 50.00% [2025-11-21T07:38:01.897671] [INFO ] [CONFIGURE ] BRBR: Total time: 1.3 minutes [2025-11-21T07:38:01.897713] [INFO ] [CONFIGURE ] BRBR: Average time per feature: 2.8 seconds [2025-11-21T07:38:01.897754] [INFO ] [CONFIGURE ] BRBR: Average speed: 0.36 features/sec [2025-11-21T07:38:01.898060] [INFO ] [LOCAL ] Saved configuration for BRBR: 4 features, 70.00% accuracy -> ./output/feature-sets/BRBR.json [2025-11-21T07:38:01.898120] [INFO ] [CONFIGURE ] BRBR: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T07:38:01.898172] [INFO ] [sig ] [214/723] Successfully configured BRBR | 0.01 sym/s | Total: 5.1h | ETA: 12.1h [2025-11-21T07:38:01.898217] [INFO ] [sig ] [215/723] Configuring BRC... [2025-11-21T07:38:01.898261] [INFO ] [CONFIGURE ] BRC: Configurate test run. [2025-11-21T07:38:01.898304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-11-21T07:38:01.976407] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRC'. [2025-11-21T07:38:01.976946] [INFO ] [CONFIGURE ] BRC: Testing with 29 available features [2025-11-21T07:38:01.977024] [INFO ] [CONFIGURE ] BRC: Establishing baseline with no features... [2025-11-21T07:38:02.190763] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:02.384745] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:02.583576] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:38:02.777123] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:02.975688] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:03.172726] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:03.370011] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:03.569448] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:03.778019] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:03.991253] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:03.991492] [INFO ] [CONFIGURE ] BRC: Baseline score (no features): 30.00% [2025-11-21T07:38:03.991543] [INFO ] [CONFIGURE ] BRC: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:38:03.991582] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:38:04.240516] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:04.479571] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:04.709297] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:38:04.945528] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:05.171189] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:05.393912] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:05.640000] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:05.894739] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:06.136273] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:06.364820] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:38:06.365098] [INFO ] [CONFIGURE ] BRC: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T07:38:06.365150] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14826 tests [2025-11-21T07:38:06.365192] [INFO ] [CONFIGURE ] BRC: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:38:06.365231] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:38:06.624296] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:06.862084] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:07.107468] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:38:07.354151] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:07.594223] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:07.844433] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:08.110748] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:38:08.360666] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:38:08.599385] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:08.810927] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:38:08.811190] [INFO ] [CONFIGURE ] BRC: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T07:38:08.811300] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14825 tests [2025-11-21T07:38:08.811387] [INFO ] [CONFIGURE ] BRC: Testing feature 3/29: add_daily_returns [2025-11-21T07:38:08.811490] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns'] [2025-11-21T07:38:09.007263] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:09.192984] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:09.375963] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:09.560059] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:09.744972] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:09.933668] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:10.121094] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:10.306362] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:10.491802] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:10.679752] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:10.679997] [INFO ] [CONFIGURE ] BRC: KEPT add_daily_returns (score: 60.00%) [2025-11-21T07:38:10.680061] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14824 tests [2025-11-21T07:38:10.680111] [INFO ] [CONFIGURE ] BRC: Testing feature 4/29: add_ema [2025-11-21T07:38:10.680158] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T07:38:10.907077] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:11.133623] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:11.377607] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:11.622672] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:11.857693] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:12.095613] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:12.324571] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:12.551816] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:12.786821] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:13.019109] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:13.019286] [INFO ] [CONFIGURE ] BRC: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:38:13.019335] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14823 tests [2025-11-21T07:38:13.019375] [INFO ] [CONFIGURE ] BRC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:38:13.019410] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:38:13.250279] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:13.478765] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:13.707864] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:13.943707] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:14.201190] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:14.457046] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:14.688103] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:14.917618] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:15.151669] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:15.399326] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:15.399502] [INFO ] [CONFIGURE ] BRC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:38:15.399559] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14822 tests [2025-11-21T07:38:15.399597] [INFO ] [CONFIGURE ] BRC: Testing feature 6/29: add_failed_moves [2025-11-21T07:38:15.399697] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T07:38:15.604556] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:15.807905] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:16.013781] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:16.219286] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:16.424932] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:16.632394] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:16.840168] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:17.048446] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:17.255885] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:17.467493] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:17.467672] [INFO ] [CONFIGURE ] BRC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:38:17.467724] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14821 tests [2025-11-21T07:38:17.467762] [INFO ] [CONFIGURE ] BRC: Testing feature 7/29: add_lag_shelf [2025-11-21T07:38:17.467796] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T07:38:17.664218] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:17.863871] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:18.059178] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:18.256033] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:18.454627] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:18.654689] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:18.852465] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:19.055921] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:19.254746] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:19.454980] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:19.455139] [INFO ] [CONFIGURE ] BRC: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:38:19.455185] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14820 tests [2025-11-21T07:38:19.455223] [INFO ] [CONFIGURE ] BRC: Testing feature 8/29: add_macd [2025-11-21T07:38:19.455257] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T07:38:19.753061] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:20.068429] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:38:20.336597] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:38:20.751909] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:21.111514] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:21.445889] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:21.726813] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:22.010604] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:38:22.291264] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:22.584573] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:22.584776] [INFO ] [CONFIGURE ] BRC: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:38:22.584835] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14819 tests [2025-11-21T07:38:22.584886] [INFO ] [CONFIGURE ] BRC: Testing feature 9/29: add_mfi [2025-11-21T07:38:22.584951] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T07:38:22.783465] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:23.006591] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:23.238494] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:23.467325] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:23.675668] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:23.878997] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:24.104591] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:24.321439] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:24.533548] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:24.747260] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:38:24.747448] [INFO ] [CONFIGURE ] BRC: DISCARDED add_mfi (score: 50.00%) [2025-11-21T07:38:24.747497] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14818 tests [2025-11-21T07:38:24.747536] [INFO ] [CONFIGURE ] BRC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:38:24.747572] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:38:25.046593] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:25.352380] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:25.642448] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:25.926060] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:26.236139] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:26.544787] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:26.859852] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:27.168538] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:27.477104] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:27.792022] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:27.792204] [INFO ] [CONFIGURE ] BRC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:38:27.792272] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14817 tests [2025-11-21T07:38:27.792326] [INFO ] [CONFIGURE ] BRC: Testing feature 11/29: add_obv_daily [2025-11-21T07:38:27.792400] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T07:38:28.021534] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:28.236233] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:38:28.447828] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:28.660775] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:28.886688] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:29.125288] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:29.356237] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:29.587969] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:29.825367] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:30.056223] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:30.056563] [INFO ] [CONFIGURE ] BRC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:38:30.056676] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14816 tests [2025-11-21T07:38:30.056765] [INFO ] [CONFIGURE ] BRC: Testing feature 12/29: add_obv_interval [2025-11-21T07:38:30.056898] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T07:38:30.264979] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:30.477155] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:30.679808] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:30.884590] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:31.090583] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:31.293742] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:31.499484] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:31.711396] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:31.919748] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:32.125940] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:32.126115] [INFO ] [CONFIGURE ] BRC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:38:32.126162] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14815 tests [2025-11-21T07:38:32.126200] [INFO ] [CONFIGURE ] BRC: Testing feature 13/29: add_opening_strength [2025-11-21T07:38:32.126235] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:38:32.335545] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:32.547382] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:32.776956] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:32.999956] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:33.223413] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:33.448716] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:33.679280] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:33.905496] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:34.140512] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:34.366372] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:38:34.366542] [INFO ] [CONFIGURE ] BRC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:38:34.366590] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14814 tests [2025-11-21T07:38:34.366631] [INFO ] [CONFIGURE ] BRC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:38:34.366693] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T07:38:34.589856] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:34.801576] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:35.015181] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:35.235757] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:35.456224] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:35.673762] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:35.893084] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:36.110391] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:36.330673] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:36.547982] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:36.548184] [INFO ] [CONFIGURE ] BRC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:38:36.548238] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14813 tests [2025-11-21T07:38:36.548286] [INFO ] [CONFIGURE ] BRC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:38:36.548322] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T07:38:36.736815] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:36.924574] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:37.117316] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:38:37.311268] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:37.501333] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:37.692075] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:37.888237] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:38:38.081629] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:38:38.272972] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:38.471397] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:38.471565] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T07:38:38.471612] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14812 tests [2025-11-21T07:38:38.471672] [INFO ] [CONFIGURE ] BRC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:38:38.471722] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T07:38:38.684863] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:38.896875] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:39.111844] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:39.334271] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:39.552543] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:39.776446] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:39.992908] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:40.211256] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:40.430720] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:40.652893] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:40.653108] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T07:38:40.653157] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14811 tests [2025-11-21T07:38:40.653197] [INFO ] [CONFIGURE ] BRC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:38:40.653232] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T07:38:40.866423] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:41.080095] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:41.294003] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:41.506381] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:41.724334] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:41.942033] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:42.157297] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:42.373832] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:42.605062] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:42.822995] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:42.823183] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:38:42.823382] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14810 tests [2025-11-21T07:38:42.823472] [INFO ] [CONFIGURE ] BRC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:38:42.823524] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T07:38:43.006833] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:43.194483] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:43.392365] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:43.583573] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:43.773102] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:43.967495] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:44.162516] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:44.360545] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:38:44.557172] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:44.750724] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:44.750893] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T07:38:44.750941] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14809 tests [2025-11-21T07:38:44.750980] [INFO ] [CONFIGURE ] BRC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:38:44.751016] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T07:38:44.935918] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:45.125868] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:45.312900] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:45.498178] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:45.684187] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:45.871013] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:46.063170] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:38:46.248949] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:46.441038] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:46.628118] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:46.628448] [INFO ] [CONFIGURE ] BRC: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T07:38:46.628545] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14808 tests [2025-11-21T07:38:46.628635] [INFO ] [CONFIGURE ] BRC: Testing feature 20/29: add_price_rejection [2025-11-21T07:38:46.628757] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T07:38:46.836426] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:47.047324] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:38:47.256264] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:47.466163] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:47.664312] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:47.865343] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:48.070087] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:38:48.283128] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:48.497582] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:48.710837] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:38:48.711004] [INFO ] [CONFIGURE ] BRC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:38:48.711051] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14807 tests [2025-11-21T07:38:48.711088] [INFO ] [CONFIGURE ] BRC: Testing feature 21/29: add_range_position [2025-11-21T07:38:48.711123] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T07:38:48.933880] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:38:49.159294] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:38:49.393140] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:49.623413] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:49.848239] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:50.079971] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:38:50.303849] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:38:50.525928] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:50.749847] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:50.972342] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:50.972526] [INFO ] [CONFIGURE ] BRC: KEPT add_range_position (score: 70.00%) [2025-11-21T07:38:50.972585] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14806 tests [2025-11-21T07:38:50.972632] [INFO ] [CONFIGURE ] BRC: Testing feature 22/29: add_realized_volatility [2025-11-21T07:38:50.972713] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position', 'add_realized_volatility'] [2025-11-21T07:38:51.327404] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:51.689037] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:38:52.052204] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:38:52.402528] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:52.762251] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:53.129348] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:53.481928] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:38:53.836915] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:54.197172] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:54.570725] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:38:54.570950] [INFO ] [CONFIGURE ] BRC: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:38:54.571037] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14805 tests [2025-11-21T07:38:54.571090] [INFO ] [CONFIGURE ] BRC: Testing feature 23/29: add_recent_range_context [2025-11-21T07:38:54.571135] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position', 'add_recent_range_context'] [2025-11-21T07:38:54.806421] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:55.043139] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:38:55.283446] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:38:55.519069] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:55.755584] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:55.994781] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:56.231562] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:38:56.469088] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:38:56.716945] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:56.955093] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:56.955289] [INFO ] [CONFIGURE ] BRC: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T07:38:56.955348] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14804 tests [2025-11-21T07:38:56.955395] [INFO ] [CONFIGURE ] BRC: Testing feature 24/29: add_rsi [2025-11-21T07:38:56.955467] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T07:38:57.240436] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:38:57.524217] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:38:57.809343] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:38:58.096522] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:38:58.385371] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:38:58.673735] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:38:58.964598] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:38:59.256501] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:38:59.554060] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:38:59.853826] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:38:59.854034] [INFO ] [CONFIGURE ] BRC: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:38:59.854091] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14803 tests [2025-11-21T07:38:59.854166] [INFO ] [CONFIGURE ] BRC: Testing feature 25/29: add_tick_distribution [2025-11-21T07:38:59.854214] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position', 'add_tick_distribution'] [2025-11-21T07:39:00.106709] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:39:00.349819] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:39:00.596202] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:39:01.553551] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:39:01.898679] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:39:02.142484] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:39:02.379440] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:39:02.626402] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:39:02.877040] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:39:03.119421] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:39:03.119619] [INFO ] [CONFIGURE ] BRC: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:39:03.119695] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14802 tests [2025-11-21T07:39:03.119754] [INFO ] [CONFIGURE ] BRC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:39:03.119800] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T07:39:03.366625] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:03.615899] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:39:03.864980] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:39:04.119136] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:39:04.387335] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:39:04.659491] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:04.918998] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:39:05.173064] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:39:05.429577] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:39:05.688389] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:39:05.688578] [INFO ] [CONFIGURE ] BRC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:39:05.688632] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14801 tests [2025-11-21T07:39:05.688722] [INFO ] [CONFIGURE ] BRC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:39:05.688770] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T07:39:05.935845] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:06.192014] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:39:06.442896] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:06.691615] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:39:06.943230] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:39:07.192251] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:39:07.444626] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:39:07.727715] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:39:08.070195] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:39:08.416020] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:39:08.416322] [INFO ] [CONFIGURE ] BRC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:39:08.416414] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14800 tests [2025-11-21T07:39:08.416495] [INFO ] [CONFIGURE ] BRC: Testing feature 28/29: add_volume_profile [2025-11-21T07:39:08.416571] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_profile'] [2025-11-21T07:39:08.711021] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:39:08.966220] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:39:09.213130] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:39:09.477774] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:39:09.728283] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:39:09.981593] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:39:10.282928] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:39:10.584296] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:39:10.864681] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:39:11.123747] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:39:11.123929] [INFO ] [CONFIGURE ] BRC: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T07:39:11.123988] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14799 tests [2025-11-21T07:39:11.124035] [INFO ] [CONFIGURE ] BRC: Testing feature 29/29: add_vwap [2025-11-21T07:39:11.124078] [INFO ] [CONFIGURE ] BRC: Testing with features: ['add_daily_returns', 'add_range_position', 'add_vwap'] [2025-11-21T07:39:11.386939] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:39:11.654327] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:39:11.926008] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:39:12.190866] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:39:12.459001] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:39:12.728797] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:13.003658] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:39:13.276027] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:39:13.554480] [DEBUG] [FORECASTER] BRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:39:13.831215] [DEBUG] [FORECASTER] BRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:39:13.831421] [INFO ] [CONFIGURE ] BRC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:39:13.831487] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14798 tests [2025-11-21T07:39:13.831538] [INFO ] [CONFIGURE ] BRC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:39:13.831583] [INFO ] [CONFIGURE ] BRC: Best accuracy: 70.00% [2025-11-21T07:39:13.831630] [INFO ] [CONFIGURE ] BRC: Best feature set (2 features): ['add_daily_returns', 'add_range_position'] [2025-11-21T07:39:13.831692] [INFO ] [CONFIGURE ] BRC: Improvement over baseline: 40.00% [2025-11-21T07:39:13.831736] [INFO ] [CONFIGURE ] BRC: Total time: 1.2 minutes [2025-11-21T07:39:13.831776] [INFO ] [CONFIGURE ] BRC: Average time per feature: 2.4 seconds [2025-11-21T07:39:13.831817] [INFO ] [CONFIGURE ] BRC: Average speed: 0.42 features/sec [2025-11-21T07:39:13.832176] [INFO ] [LOCAL ] Saved configuration for BRC: 2 features, 70.00% accuracy -> ./output/feature-sets/BRC.json [2025-11-21T07:39:13.832264] [INFO ] [CONFIGURE ] BRC: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T07:39:13.832340] [INFO ] [sig ] [215/723] Successfully configured BRC | 0.01 sym/s | Total: 5.1h | ETA: 12.0h [2025-11-21T07:39:13.832413] [INFO ] [sig ] [216/723] Configuring BRCC... [2025-11-21T07:39:13.832471] [INFO ] [CONFIGURE ] BRCC: Configurate test run. [2025-11-21T07:39:13.832526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-11-21T07:39:13.878517] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRCC'. [2025-11-21T07:39:13.878897] [INFO ] [CONFIGURE ] BRCC: Testing with 29 available features [2025-11-21T07:39:13.878965] [INFO ] [CONFIGURE ] BRCC: Establishing baseline with no features... [2025-11-21T07:39:14.058859] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:14.238615] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:14.419680] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:14.610785] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:14.797033] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:14.982057] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:15.171857] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:15.378341] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:15.567468] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:15.752718] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:15.752880] [INFO ] [CONFIGURE ] BRCC: Baseline score (no features): 70.00% [2025-11-21T07:39:15.752927] [INFO ] [CONFIGURE ] BRCC: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:39:15.752965] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:39:15.977409] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:16.202275] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:16.424492] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:16.643855] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:16.867515] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:17.088426] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:17.309510] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:39:17.533605] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:17.760115] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:17.982174] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:17.982352] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T07:39:17.982401] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14797 tests [2025-11-21T07:39:17.982438] [INFO ] [CONFIGURE ] BRCC: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:39:17.982474] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:39:18.206211] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:18.430730] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:18.657846] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:18.896744] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:19.126020] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:19.348098] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:39:19.594873] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:19.844868] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:20.081139] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:20.302007] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:20.302171] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T07:39:20.302218] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14796 tests [2025-11-21T07:39:20.302255] [INFO ] [CONFIGURE ] BRCC: Testing feature 3/29: add_daily_returns [2025-11-21T07:39:20.302288] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_daily_returns'] [2025-11-21T07:39:20.501623] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:20.699978] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:20.899936] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:21.098778] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:39:21.300990] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:21.507549] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:21.711048] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:21.906711] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:22.096475] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:22.290793] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:22.290957] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T07:39:22.291004] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14795 tests [2025-11-21T07:39:22.291042] [INFO ] [CONFIGURE ] BRCC: Testing feature 4/29: add_ema [2025-11-21T07:39:22.291141] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_ema'] [2025-11-21T07:39:22.515773] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:22.739787] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:22.964269] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:23.184118] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:39:23.405936] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:23.627570] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:23.855113] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:24.094152] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:24.323597] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:24.553788] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:39:24.553969] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:39:24.554020] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14794 tests [2025-11-21T07:39:24.554062] [INFO ] [CONFIGURE ] BRCC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:39:24.554100] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:39:24.789490] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:25.018234] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:39:25.246942] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:25.475975] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:25.707075] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:25.931631] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:26.160572] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:26.384379] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:26.609236] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:26.837906] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:39:26.838080] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:39:26.838133] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14793 tests [2025-11-21T07:39:26.838178] [INFO ] [CONFIGURE ] BRCC: Testing feature 6/29: add_failed_moves [2025-11-21T07:39:26.838221] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_failed_moves'] [2025-11-21T07:39:27.023944] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:27.209902] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:27.400770] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:27.595436] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:27.781543] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:27.968711] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:28.159063] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:39:28.352436] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:28.542486] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:28.731899] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:28.732064] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:39:28.732110] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14792 tests [2025-11-21T07:39:28.732147] [INFO ] [CONFIGURE ] BRCC: Testing feature 7/29: add_lag_shelf [2025-11-21T07:39:28.732182] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_lag_shelf'] [2025-11-21T07:39:28.900425] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:29.070542] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:29.241206] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:29.416900] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:29.596092] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:29.775514] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:29.950961] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:30.130392] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:30.317205] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:30.508763] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:30.508938] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:39:30.508994] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14791 tests [2025-11-21T07:39:30.509035] [INFO ] [CONFIGURE ] BRCC: Testing feature 8/29: add_macd [2025-11-21T07:39:30.509074] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:39:30.783285] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:31.055475] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:31.340903] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:39:31.627552] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:31.921258] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:32.208920] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:39:32.504538] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:39:32.796115] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:33.090749] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:33.386254] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:39:33.386452] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_macd (score: 50.00%) [2025-11-21T07:39:33.386511] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14790 tests [2025-11-21T07:39:33.386552] [INFO ] [CONFIGURE ] BRCC: Testing feature 9/29: add_mfi [2025-11-21T07:39:33.386622] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_mfi'] [2025-11-21T07:39:33.588165] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:33.802366] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:34.002286] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:34.207983] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:34.412561] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:34.614005] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:34.820206] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:35.021179] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:35.225217] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:35.426862] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:35.427051] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_mfi (score: 70.00%) [2025-11-21T07:39:35.427099] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14789 tests [2025-11-21T07:39:35.427139] [INFO ] [CONFIGURE ] BRCC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:39:35.427175] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:39:35.714557] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:36.000228] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:36.288169] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:36.584232] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:39:36.871830] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:37.167517] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:37.474684] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:37.788265] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:38.093830] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:38.384457] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:38.384704] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T07:39:38.384765] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14788 tests [2025-11-21T07:39:38.384807] [INFO ] [CONFIGURE ] BRCC: Testing feature 11/29: add_obv_daily [2025-11-21T07:39:38.384861] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_obv_daily'] [2025-11-21T07:39:38.591885] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:38.816429] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:39.033579] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:39.257568] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:39.481048] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:39.703960] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:39.920339] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:40.135793] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:40.348855] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:40.562141] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:39:40.562516] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:39:40.562668] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14787 tests [2025-11-21T07:39:40.562794] [INFO ] [CONFIGURE ] BRCC: Testing feature 12/29: add_obv_interval [2025-11-21T07:39:40.562876] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_obv_interval'] [2025-11-21T07:39:40.775183] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:39:40.992941] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:41.206085] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:41.420425] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:41.630509] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:41.843139] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:39:42.074790] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:42.289401] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:42.513149] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:42.745001] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:42.745184] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:39:42.745232] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14786 tests [2025-11-21T07:39:42.745270] [INFO ] [CONFIGURE ] BRCC: Testing feature 13/29: add_opening_strength [2025-11-21T07:39:42.745304] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:39:42.961961] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:43.168478] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:39:43.387845] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:43.620429] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:43.871181] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:44.109929] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:44.337547] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:44.573172] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:44.810430] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:45.037106] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:45.037277] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:39:45.037326] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14785 tests [2025-11-21T07:39:45.037365] [INFO ] [CONFIGURE ] BRCC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:39:45.037401] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T07:39:45.254981] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:45.472939] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:39:45.694334] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:45.917623] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:46.141748] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:46.364453] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:46.603356] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:46.839148] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:47.068605] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:39:47.292595] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:47.292820] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:39:47.292899] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14784 tests [2025-11-21T07:39:47.292952] [INFO ] [CONFIGURE ] BRCC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:39:47.293001] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T07:39:47.502102] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:47.694346] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:47.892489] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:48.084712] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:39:48.287016] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:48.490322] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:48.692917] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:48.900193] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:49.101611] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:49.301273] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:49.301453] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:39:49.301504] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14783 tests [2025-11-21T07:39:49.301544] [INFO ] [CONFIGURE ] BRCC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:39:49.301581] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T07:39:49.521590] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:49.742873] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:49.957929] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:50.172351] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:50.392637] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:50.612072] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:50.843448] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:39:51.057669] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:51.267716] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:51.480068] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:51.480382] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T07:39:51.480488] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14782 tests [2025-11-21T07:39:51.480573] [INFO ] [CONFIGURE ] BRCC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:39:51.480708] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_return_2d'] [2025-11-21T07:39:51.695183] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:51.909011] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:52.123465] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:52.339369] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:39:52.552392] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:52.765542] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:52.986468] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:39:53.204823] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:53.417723] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:53.642660] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:53.642873] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:39:53.642924] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14781 tests [2025-11-21T07:39:53.642963] [INFO ] [CONFIGURE ] BRCC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:39:53.643000] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T07:39:53.836034] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:54.022732] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:54.208555] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:54.394929] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:39:54.587180] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:54.786180] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:39:54.976305] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:39:55.163455] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:55.351115] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:55.539929] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:55.540260] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:39:55.540366] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14780 tests [2025-11-21T07:39:55.540450] [INFO ] [CONFIGURE ] BRCC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:39:55.540569] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T07:39:55.740250] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:55.931162] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:39:56.121385] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:56.320075] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:39:56.511877] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:56.704845] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:56.895750] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:57.087463] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:57.281053] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:57.474799] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:39:57.474966] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T07:39:57.475013] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14779 tests [2025-11-21T07:39:57.475051] [INFO ] [CONFIGURE ] BRCC: Testing feature 20/29: add_price_rejection [2025-11-21T07:39:57.475085] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_price_rejection'] [2025-11-21T07:39:57.679005] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:39:57.891473] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:39:58.099486] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:39:58.303726] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:39:58.511348] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:39:58.716852] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:39:58.923189] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:39:59.132184] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:39:59.349706] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:39:59.560661] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:39:59.560917] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T07:39:59.561035] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14778 tests [2025-11-21T07:39:59.561121] [INFO ] [CONFIGURE ] BRCC: Testing feature 21/29: add_range_position [2025-11-21T07:39:59.561219] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_range_position'] [2025-11-21T07:39:59.803276] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:00.040245] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:40:00.279677] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:40:00.518175] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:40:00.749096] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:01.699830] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:02.074707] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:40:02.341392] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:02.598752] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:02.853863] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:40:02.854185] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:40:02.854270] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14777 tests [2025-11-21T07:40:02.854345] [INFO ] [CONFIGURE ] BRCC: Testing feature 22/29: add_realized_volatility [2025-11-21T07:40:02.854408] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_realized_volatility'] [2025-11-21T07:40:03.207331] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:03.549352] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:40:03.886077] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:40:04.264546] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:40:04.607593] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:04.956987] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:05.290018] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:40:05.665563] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:06.014306] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:40:06.367252] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:40:06.367541] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:40:06.367606] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14776 tests [2025-11-21T07:40:06.367681] [INFO ] [CONFIGURE ] BRCC: Testing feature 23/29: add_recent_range_context [2025-11-21T07:40:06.367735] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_recent_range_context'] [2025-11-21T07:40:06.589219] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:06.807890] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:40:07.022482] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:40:07.260219] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:40:07.484850] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:07.706636] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:07.931100] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:40:08.163909] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:08.389527] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:08.611834] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:40:08.612115] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:40:08.612170] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14775 tests [2025-11-21T07:40:08.612211] [INFO ] [CONFIGURE ] BRCC: Testing feature 24/29: add_rsi [2025-11-21T07:40:08.612250] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T07:40:08.883751] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:09.158116] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:40:09.407713] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:40:09.660362] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:40:09.943736] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:10.225130] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:10.492374] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:40:10.759196] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:11.028995] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:11.311671] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:40:11.311938] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_rsi (score: 40.00%) [2025-11-21T07:40:11.312065] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14774 tests [2025-11-21T07:40:11.312123] [INFO ] [CONFIGURE ] BRCC: Testing feature 25/29: add_tick_distribution [2025-11-21T07:40:11.312173] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_tick_distribution'] [2025-11-21T07:40:11.534669] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:11.753640] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:40:11.975078] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:40:12.200066] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:40:12.419564] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:12.641520] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:12.860783] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:40:13.086079] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:13.304230] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:13.521694] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:40:13.521963] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:40:13.522218] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14773 tests [2025-11-21T07:40:13.522314] [INFO ] [CONFIGURE ] BRCC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:40:13.522392] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T07:40:13.732328] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:13.942773] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:40:14.145863] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:40:14.351599] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:40:14.558611] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:14.773935] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:14.981315] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:40:15.189854] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:15.396107] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:15.606729] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:40:15.606936] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T07:40:15.606983] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14772 tests [2025-11-21T07:40:15.607021] [INFO ] [CONFIGURE ] BRCC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:40:15.607055] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_volume_price_divergence'] [2025-11-21T07:40:15.821864] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:16.047444] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:40:16.257360] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:40:16.493936] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:40:16.780337] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:17.048739] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:17.265706] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:40:17.469174] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:17.668831] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:17.866162] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:40:17.866544] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:40:17.866677] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14771 tests [2025-11-21T07:40:17.866763] [INFO ] [CONFIGURE ] BRCC: Testing feature 28/29: add_volume_profile [2025-11-21T07:40:17.866911] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_volume_profile'] [2025-11-21T07:40:18.056899] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:18.268798] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:40:18.492692] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:40:18.704904] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:40:18.932577] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:19.154809] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:40:19.371640] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:40:19.587839] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:19.816326] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:20.020929] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:40:20.021113] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:40:20.021163] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14770 tests [2025-11-21T07:40:20.021202] [INFO ] [CONFIGURE ] BRCC: Testing feature 29/29: add_vwap [2025-11-21T07:40:20.021236] [INFO ] [CONFIGURE ] BRCC: Testing with features: ['add_vwap'] [2025-11-21T07:40:20.225406] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:20.431248] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T07:40:20.635779] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:40:20.840694] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:40:21.049304] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:40:21.258740] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:40:21.464629] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:40:21.670318] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:40:21.875620] [DEBUG] [FORECASTER] BRCC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:22.086576] [DEBUG] [FORECASTER] BRCC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:40:22.086769] [INFO ] [CONFIGURE ] BRCC: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:40:22.086899] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14769 tests [2025-11-21T07:40:22.086942] [INFO ] [CONFIGURE ] BRCC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:40:22.086979] [INFO ] [CONFIGURE ] BRCC: Best accuracy: 70.00% [2025-11-21T07:40:22.087012] [INFO ] [CONFIGURE ] BRCC: Best feature set (0 features): [] [2025-11-21T07:40:22.087063] [INFO ] [CONFIGURE ] BRCC: Improvement over baseline: 0.00% [2025-11-21T07:40:22.087095] [INFO ] [CONFIGURE ] BRCC: Total time: 1.1 minutes [2025-11-21T07:40:22.087127] [INFO ] [CONFIGURE ] BRCC: Average time per feature: 2.3 seconds [2025-11-21T07:40:22.087158] [INFO ] [CONFIGURE ] BRCC: Average speed: 0.44 features/sec [2025-11-21T07:40:22.088671] [INFO ] [LOCAL ] Saved configuration for BRCC: 0 features, 70.00% accuracy -> ./output/feature-sets/BRCC.json [2025-11-21T07:40:22.088732] [INFO ] [CONFIGURE ] BRCC: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T07:40:22.088774] [INFO ] [sig ] [216/723] Successfully configured BRCC | 0.01 sym/s | Total: 5.1h | ETA: 12.0h [2025-11-21T07:40:22.088812] [INFO ] [sig ] [217/723] Configuring BROS... [2025-11-21T07:40:22.088848] [INFO ] [CONFIGURE ] BROS: Configurate test run. [2025-11-21T07:40:22.088883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-11-21T07:40:22.164850] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BROS'. [2025-11-21T07:40:22.165222] [INFO ] [CONFIGURE ] BROS: Testing with 29 available features [2025-11-21T07:40:22.165286] [INFO ] [CONFIGURE ] BROS: Establishing baseline with no features... [2025-11-21T07:40:22.337506] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:22.513238] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:22.686979] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:22.861945] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:40:23.039464] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:40:23.216035] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:23.388448] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:23.561355] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:23.742052] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:23.926997] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:23.927171] [INFO ] [CONFIGURE ] BROS: Baseline score (no features): 90.00% [2025-11-21T07:40:23.927218] [INFO ] [CONFIGURE ] BROS: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:40:23.927255] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:40:24.148036] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:24.357826] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:24.587085] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:24.829957] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:40:25.049775] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:25.268318] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:25.477152] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:25.700668] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:25.919634] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:26.132477] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:26.132663] [INFO ] [CONFIGURE ] BROS: DISCARDED add_bollinger_bands (score: 80.00%) [2025-11-21T07:40:26.132780] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14768 tests [2025-11-21T07:40:26.132844] [INFO ] [CONFIGURE ] BROS: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:40:26.132891] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:40:26.349142] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:26.562449] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:26.771977] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:26.979262] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:27.196423] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:27.419633] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:27.632600] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:27.852578] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:28.067486] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:28.281934] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:28.282120] [INFO ] [CONFIGURE ] BROS: DISCARDED add_cumulative_delta (score: 90.00%) [2025-11-21T07:40:28.282170] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14767 tests [2025-11-21T07:40:28.282207] [INFO ] [CONFIGURE ] BROS: Testing feature 3/29: add_daily_returns [2025-11-21T07:40:28.282242] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_daily_returns'] [2025-11-21T07:40:28.469827] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:28.664157] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:28.855356] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:40:29.052368] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:29.244459] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:29.434971] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:29.630116] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:29.822581] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:40:30.015856] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:30.209450] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:30.209626] [INFO ] [CONFIGURE ] BROS: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T07:40:30.209693] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14766 tests [2025-11-21T07:40:30.209792] [INFO ] [CONFIGURE ] BROS: Testing feature 4/29: add_ema [2025-11-21T07:40:30.209840] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_ema'] [2025-11-21T07:40:30.433030] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:30.652037] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:30.867708] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:40:31.090487] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:31.314440] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:40:31.543900] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:31.784615] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:32.013833] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:40:32.239413] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:32.468231] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:40:32.468414] [INFO ] [CONFIGURE ] BROS: DISCARDED add_ema (score: 70.00%) [2025-11-21T07:40:32.468463] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14765 tests [2025-11-21T07:40:32.468502] [INFO ] [CONFIGURE ] BROS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:40:32.468537] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:40:32.691038] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:40:32.910669] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:33.141832] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:33.369143] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:40:33.596886] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:33.821774] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:34.047454] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:34.280243] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:40:34.508426] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:34.744721] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:40:34.744922] [INFO ] [CONFIGURE ] BROS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:40:34.744981] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14764 tests [2025-11-21T07:40:34.745025] [INFO ] [CONFIGURE ] BROS: Testing feature 6/29: add_failed_moves [2025-11-21T07:40:34.745067] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_failed_moves'] [2025-11-21T07:40:34.937423] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:35.124959] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:35.314697] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:35.504546] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:40:35.699464] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:40:35.880047] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:36.057929] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:36.240178] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:36.420222] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:36.601403] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:36.601716] [INFO ] [CONFIGURE ] BROS: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T07:40:36.601821] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14763 tests [2025-11-21T07:40:36.601907] [INFO ] [CONFIGURE ] BROS: Testing feature 7/29: add_lag_shelf [2025-11-21T07:40:36.602011] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_lag_shelf'] [2025-11-21T07:40:36.767435] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:36.941010] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:37.118525] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:37.295783] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:40:37.474856] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:40:37.652930] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:37.825781] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:37.999617] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:38.176494] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:38.350908] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:38.351068] [INFO ] [CONFIGURE ] BROS: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T07:40:38.351114] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14762 tests [2025-11-21T07:40:38.351152] [INFO ] [CONFIGURE ] BROS: Testing feature 8/29: add_macd [2025-11-21T07:40:38.351188] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:40:38.623081] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:38.894967] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:39.174084] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:40:39.469279] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:39.758582] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:40.030109] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:40.308814] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:40.573424] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:40.858367] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:41.131040] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:41.131233] [INFO ] [CONFIGURE ] BROS: DISCARDED add_macd (score: 80.00%) [2025-11-21T07:40:41.131290] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14761 tests [2025-11-21T07:40:41.131337] [INFO ] [CONFIGURE ] BROS: Testing feature 9/29: add_mfi [2025-11-21T07:40:41.131379] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi'] [2025-11-21T07:40:41.315764] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:41.505970] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:41.694020] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:41.880406] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:42.066390] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:40:42.256903] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:42.444053] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:42.632187] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:42.820278] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:43.021061] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:43.021271] [INFO ] [CONFIGURE ] BROS: KEPT add_mfi (score: 100.00%) [2025-11-21T07:40:43.021323] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14760 tests [2025-11-21T07:40:43.021367] [INFO ] [CONFIGURE ] BROS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:40:43.021405] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:40:43.334173] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:43.638110] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:43.948712] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:44.265200] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:44.578931] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:40:44.878111] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:45.175926] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:45.469750] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:45.766265] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:46.056405] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:40:46.056615] [INFO ] [CONFIGURE ] BROS: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-11-21T07:40:46.056713] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14759 tests [2025-11-21T07:40:46.056763] [INFO ] [CONFIGURE ] BROS: Testing feature 11/29: add_obv_daily [2025-11-21T07:40:46.056823] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T07:40:46.269203] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:46.484137] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:40:46.696306] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:46.909282] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:47.123455] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:47.340611] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:47.556753] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:47.772976] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:47.995737] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:48.214064] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:48.214253] [INFO ] [CONFIGURE ] BROS: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T07:40:48.214309] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14758 tests [2025-11-21T07:40:48.214418] [INFO ] [CONFIGURE ] BROS: Testing feature 12/29: add_obv_interval [2025-11-21T07:40:48.214469] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T07:40:48.420573] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:48.630280] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:48.846385] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:40:49.055249] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:49.269110] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:49.478022] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:49.696550] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:40:49.906917] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:50.118254] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:50.329602] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:50.329806] [INFO ] [CONFIGURE ] BROS: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:40:50.329864] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14757 tests [2025-11-21T07:40:50.329936] [INFO ] [CONFIGURE ] BROS: Testing feature 13/29: add_opening_strength [2025-11-21T07:40:50.329982] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:40:50.564887] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:40:50.800431] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:51.051230] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:51.305865] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:51.565485] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:51.838145] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:52.100610] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:52.362597] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:40:52.616081] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:40:52.869157] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:52.869331] [INFO ] [CONFIGURE ] BROS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:40:52.869403] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14756 tests [2025-11-21T07:40:52.869454] [INFO ] [CONFIGURE ] BROS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:40:52.869498] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T07:40:53.102379] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:53.336024] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:53.580588] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:53.798871] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:54.030689] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:54.261318] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:54.518527] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:54.758221] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:40:55.011047] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:55.261613] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:55.261843] [INFO ] [CONFIGURE ] BROS: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T07:40:55.261904] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14755 tests [2025-11-21T07:40:55.262015] [INFO ] [CONFIGURE ] BROS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:40:55.262067] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T07:40:55.478732] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:55.695115] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:40:55.915711] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:40:56.134754] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:56.360048] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:40:56.577836] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:56.803456] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:57.027186] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:40:57.247933] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:57.467617] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:57.467802] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T07:40:57.467850] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14754 tests [2025-11-21T07:40:57.467887] [INFO ] [CONFIGURE ] BROS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:40:57.467921] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T07:40:57.705729] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:40:57.940548] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:40:58.173388] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:40:58.410053] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:40:58.645345] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:40:58.876637] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:40:59.113853] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:40:59.349945] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:40:59.593631] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:40:59.827157] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:40:59.827357] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T07:40:59.827446] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14753 tests [2025-11-21T07:40:59.827494] [INFO ] [CONFIGURE ] BROS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:40:59.827538] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T07:41:00.110436] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:00.900211] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:41:01.180737] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:01.409743] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:01.656297] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:41:01.891222] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:02.126630] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:02.341928] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:41:02.571829] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:02.791941] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:02.792129] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T07:41:02.792187] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14752 tests [2025-11-21T07:41:02.792233] [INFO ] [CONFIGURE ] BROS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:41:02.792276] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T07:41:03.015261] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:03.234049] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:03.442638] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:03.651433] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:03.940723] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:41:04.230785] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:04.504224] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:04.738974] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:41:04.950178] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:05.151530] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:41:05.151743] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T07:41:05.151805] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14751 tests [2025-11-21T07:41:05.151855] [INFO ] [CONFIGURE ] BROS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:41:05.151900] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T07:41:05.348956] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:05.546763] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:05.744429] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:05.943847] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:06.140773] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:41:06.337755] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:06.537725] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:06.736727] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:41:06.937706] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:07.146317] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:07.146493] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T07:41:07.146554] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14750 tests [2025-11-21T07:41:07.146604] [INFO ] [CONFIGURE ] BROS: Testing feature 20/29: add_price_rejection [2025-11-21T07:41:07.146669] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T07:41:07.368087] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:07.587911] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:07.813855] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:08.046838] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:08.273223] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:41:08.496137] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:08.714125] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:08.936746] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:41:09.157971] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:09.376478] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:09.376729] [INFO ] [CONFIGURE ] BROS: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T07:41:09.376816] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14749 tests [2025-11-21T07:41:09.376868] [INFO ] [CONFIGURE ] BROS: Testing feature 21/29: add_range_position [2025-11-21T07:41:09.376909] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T07:41:09.611581] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:09.854598] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:10.091815] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:10.329684] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:41:10.567756] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:41:10.801406] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:11.034995] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:11.269769] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:41:11.509022] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:11.745425] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:11.745615] [INFO ] [CONFIGURE ] BROS: DISCARDED add_range_position (score: 70.00%) [2025-11-21T07:41:11.745693] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14748 tests [2025-11-21T07:41:11.745742] [INFO ] [CONFIGURE ] BROS: Testing feature 22/29: add_realized_volatility [2025-11-21T07:41:11.745785] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T07:41:12.057575] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:12.371911] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:12.681129] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:41:12.997618] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:41:13.308527] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:41:13.622161] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:13.941818] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:14.277936] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:41:14.613845] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:14.961479] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:14.961711] [INFO ] [CONFIGURE ] BROS: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:41:14.961774] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14747 tests [2025-11-21T07:41:14.961822] [INFO ] [CONFIGURE ] BROS: Testing feature 23/29: add_recent_range_context [2025-11-21T07:41:14.961867] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T07:41:15.173483] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:15.387810] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:15.595967] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:15.822026] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:16.033931] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:41:16.247979] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:16.458082] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:16.667556] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:41:16.887441] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:17.097876] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:17.098063] [INFO ] [CONFIGURE ] BROS: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T07:41:17.098122] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14746 tests [2025-11-21T07:41:17.098170] [INFO ] [CONFIGURE ] BROS: Testing feature 24/29: add_rsi [2025-11-21T07:41:17.098212] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T07:41:17.345799] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:17.588173] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:17.832100] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:18.087680] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:18.344009] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:41:18.601767] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:41:18.855693] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:19.109772] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:41:19.366662] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:19.624413] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:41:19.624601] [INFO ] [CONFIGURE ] BROS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:41:19.624676] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14745 tests [2025-11-21T07:41:19.624725] [INFO ] [CONFIGURE ] BROS: Testing feature 25/29: add_tick_distribution [2025-11-21T07:41:19.624769] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T07:41:19.851377] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:20.060268] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:20.268956] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:20.474975] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:20.679059] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:41:20.897516] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:21.109295] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:21.318442] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:41:21.522531] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:21.725441] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:21.725681] [INFO ] [CONFIGURE ] BROS: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T07:41:21.725742] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14744 tests [2025-11-21T07:41:21.725789] [INFO ] [CONFIGURE ] BROS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:41:21.725833] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T07:41:21.923442] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:41:22.125591] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:41:22.336322] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:22.543321] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:41:22.750637] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:41:22.957810] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:23.167334] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:23.375055] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:41:23.586639] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:23.799562] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:23.799755] [INFO ] [CONFIGURE ] BROS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:41:23.799813] [INFO ] [CONFIGURE ] JOB ETA: 11.9h | Avg: 2.9s/test | Remaining: 14743 tests [2025-11-21T07:41:23.799860] [INFO ] [CONFIGURE ] BROS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:41:23.799905] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T07:41:24.042814] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:24.283839] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:24.522231] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:24.766326] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:25.006504] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:41:25.248392] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:25.504381] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:25.757143] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:41:25.995168] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:26.244184] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:26.244378] [INFO ] [CONFIGURE ] BROS: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T07:41:26.244441] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14742 tests [2025-11-21T07:41:26.244511] [INFO ] [CONFIGURE ] BROS: Testing feature 28/29: add_volume_profile [2025-11-21T07:41:26.244561] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T07:41:26.486026] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:41:26.728410] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:26.969454] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:27.207486] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:27.444956] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:41:27.685368] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:27.928721] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:28.175909] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:41:28.413269] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:28.648604] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:28.648813] [INFO ] [CONFIGURE ] BROS: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T07:41:28.648871] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14741 tests [2025-11-21T07:41:28.648919] [INFO ] [CONFIGURE ] BROS: Testing feature 29/29: add_vwap [2025-11-21T07:41:28.648964] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T07:41:28.869035] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:41:29.086614] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:29.303691] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:41:29.524108] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:41:29.748049] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:41:29.986143] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:30.219744] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:41:30.451796] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:41:30.683541] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:41:30.917942] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:30.918129] [INFO ] [CONFIGURE ] BROS: DISCARDED add_vwap (score: 80.00%) [2025-11-21T07:41:30.918188] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14740 tests [2025-11-21T07:41:30.918236] [INFO ] [CONFIGURE ] BROS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:41:30.918278] [INFO ] [CONFIGURE ] BROS: Best accuracy: 100.00% [2025-11-21T07:41:30.918318] [INFO ] [CONFIGURE ] BROS: Best feature set (1 features): ['add_mfi'] [2025-11-21T07:41:30.918356] [INFO ] [CONFIGURE ] BROS: Improvement over baseline: 10.00% [2025-11-21T07:41:30.918392] [INFO ] [CONFIGURE ] BROS: Total time: 1.1 minutes [2025-11-21T07:41:30.918429] [INFO ] [CONFIGURE ] BROS: Average time per feature: 2.3 seconds [2025-11-21T07:41:30.918467] [INFO ] [CONFIGURE ] BROS: Average speed: 0.43 features/sec [2025-11-21T07:41:30.918853] [INFO ] [LOCAL ] Saved configuration for BROS: 1 features, 100.00% accuracy -> ./output/feature-sets/BROS.json [2025-11-21T07:41:30.918914] [INFO ] [CONFIGURE ] BROS: Configuration saved successfully: 1 features, 100.00% accuracy. [2025-11-21T07:41:30.918972] [INFO ] [sig ] [217/723] Successfully configured BROS | 0.01 sym/s | Total: 5.1h | ETA: 12.0h [2025-11-21T07:41:30.919018] [INFO ] [sig ] [218/723] Configuring BRSP... [2025-11-21T07:41:30.919059] [INFO ] [CONFIGURE ] BRSP: Configurate test run. [2025-11-21T07:41:30.919100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-11-21T07:41:30.974343] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRSP'. [2025-11-21T07:41:30.974712] [INFO ] [CONFIGURE ] BRSP: Testing with 29 available features [2025-11-21T07:41:30.974776] [INFO ] [CONFIGURE ] BRSP: Establishing baseline with no features... [2025-11-21T07:41:31.151348] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:31.332998] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:31.512435] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:31.692460] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:31.875665] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:32.055824] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:41:32.235589] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:32.422358] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:32.615129] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:32.803248] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:32.803408] [INFO ] [CONFIGURE ] BRSP: Baseline score (no features): 60.00% [2025-11-21T07:41:32.803455] [INFO ] [CONFIGURE ] BRSP: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:41:32.803492] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:41:33.036047] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:41:33.247669] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:33.464079] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:33.682056] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:41:33.903784] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:34.121527] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:34.353193] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:34.581498] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:34.812913] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:41:35.045939] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:35.046126] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T07:41:35.046178] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14739 tests [2025-11-21T07:41:35.046217] [INFO ] [CONFIGURE ] BRSP: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:41:35.046252] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:41:35.298368] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:35.534203] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:35.763175] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:35.995491] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:36.223162] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:36.455870] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:36.680475] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:36.907048] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:37.135173] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:37.365045] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:37.365225] [INFO ] [CONFIGURE ] BRSP: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T07:41:37.365274] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14738 tests [2025-11-21T07:41:37.365313] [INFO ] [CONFIGURE ] BRSP: Testing feature 3/29: add_daily_returns [2025-11-21T07:41:37.365350] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:41:37.601268] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:37.840264] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:38.076022] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:38.317438] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:41:38.560456] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:38.811465] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:41:39.083822] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:39.333918] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:39.577984] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:39.823929] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:39.824172] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:41:39.824234] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14737 tests [2025-11-21T07:41:39.824289] [INFO ] [CONFIGURE ] BRSP: Testing feature 4/29: add_ema [2025-11-21T07:41:39.824339] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T07:41:40.121995] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:41:40.401335] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:40.670978] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:40.940140] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:41.209823] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:41.474064] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:41.747406] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:42.010180] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:42.270587] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:41:42.542147] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:42.542326] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_ema (score: 70.00%) [2025-11-21T07:41:42.542383] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14736 tests [2025-11-21T07:41:42.542554] [INFO ] [CONFIGURE ] BRSP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:41:42.542605] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:41:42.798068] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:43.047691] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:43.294639] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:43.541444] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:43.791099] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:41:44.043356] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:44.291763] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:44.558330] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:44.821578] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:45.091137] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:45.091348] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:41:45.091407] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14735 tests [2025-11-21T07:41:45.091451] [INFO ] [CONFIGURE ] BRSP: Testing feature 6/29: add_failed_moves [2025-11-21T07:41:45.091495] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T07:41:45.320710] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:45.569542] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:45.808621] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:46.030683] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:46.249165] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:46.477614] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:46.693216] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:46.923910] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:47.171008] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:47.420594] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:47.420809] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:41:47.420866] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14734 tests [2025-11-21T07:41:47.420916] [INFO ] [CONFIGURE ] BRSP: Testing feature 7/29: add_lag_shelf [2025-11-21T07:41:47.420958] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T07:41:47.656307] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:47.886074] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:48.102521] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:48.310682] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:48.527316] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:48.744448] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:48.959396] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:49.175748] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:49.388023] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:49.604055] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:49.604263] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:41:49.604312] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14733 tests [2025-11-21T07:41:49.604352] [INFO ] [CONFIGURE ] BRSP: Testing feature 8/29: add_macd [2025-11-21T07:41:49.604388] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T07:41:49.969025] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:50.330753] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:50.672691] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:51.028070] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:51.381272] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:51.744877] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:52.096040] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:52.439795] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:52.802350] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:53.212130] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:53.212340] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_macd (score: 70.00%) [2025-11-21T07:41:53.212402] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14732 tests [2025-11-21T07:41:53.212452] [INFO ] [CONFIGURE ] BRSP: Testing feature 9/29: add_mfi [2025-11-21T07:41:53.212498] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T07:41:53.484811] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:53.832958] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:54.119422] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:54.370473] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:54.632058] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:54.885890] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:41:55.154435] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:55.414907] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:55.682791] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:55.958275] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:55.958491] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:41:55.958551] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14731 tests [2025-11-21T07:41:55.958602] [INFO ] [CONFIGURE ] BRSP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:41:55.958674] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:41:56.317501] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:56.683760] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:41:57.067758] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:41:57.450372] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:41:57.807036] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:41:58.127318] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:41:58.439679] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:41:58.755298] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:41:59.075505] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:41:59.391970] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:41:59.392147] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T07:41:59.392213] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14730 tests [2025-11-21T07:41:59.392265] [INFO ] [CONFIGURE ] BRSP: Testing feature 11/29: add_obv_daily [2025-11-21T07:41:59.392308] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T07:41:59.636881] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:41:59.869202] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:00.260929] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:00.943023] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:01.363692] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:42:01.653913] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:01.939293] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:02.215229] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:02.499154] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:42:02.758777] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:02.758960] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T07:42:02.759018] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14729 tests [2025-11-21T07:42:02.759067] [INFO ] [CONFIGURE ] BRSP: Testing feature 12/29: add_obv_interval [2025-11-21T07:42:02.759108] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T07:42:02.991573] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:03.225527] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:03.457713] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:03.689119] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:03.924818] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:04.161147] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:42:04.426597] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:04.667675] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:42:04.926105] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:05.178762] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:05.178963] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:42:05.179024] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14728 tests [2025-11-21T07:42:05.179073] [INFO ] [CONFIGURE ] BRSP: Testing feature 13/29: add_opening_strength [2025-11-21T07:42:05.179118] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:42:05.448509] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:05.723592] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:05.982482] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:06.251152] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:42:06.556296] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:06.850285] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:42:07.129348] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:42:07.381448] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:07.638148] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:07.910791] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:07.911010] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T07:42:07.911066] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14727 tests [2025-11-21T07:42:07.911109] [INFO ] [CONFIGURE ] BRSP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:42:07.911156] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T07:42:08.149508] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:08.388502] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:08.629785] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:08.881200] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:09.135240] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:09.386795] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:42:09.653057] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:09.904994] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:10.156320] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:42:10.399661] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:10.399868] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:42:10.399928] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14726 tests [2025-11-21T07:42:10.400008] [INFO ] [CONFIGURE ] BRSP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:42:10.400055] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T07:42:10.624282] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:10.845901] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:11.095556] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:11.348114] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:11.591828] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:11.813605] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:12.061764] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:12.293994] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:12.522030] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:12.752951] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:12.753144] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T07:42:12.753194] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14725 tests [2025-11-21T07:42:12.753233] [INFO ] [CONFIGURE ] BRSP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:42:12.753270] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T07:42:12.998385] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:13.234589] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:13.475859] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:13.716518] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:42:13.975418] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:14.232059] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:14.491244] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:14.745516] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:15.012223] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:42:15.296030] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:15.296242] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T07:42:15.296302] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14724 tests [2025-11-21T07:42:15.296351] [INFO ] [CONFIGURE ] BRSP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:42:15.296397] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T07:42:15.553522] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:15.803565] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:16.051620] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:16.313749] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:16.579770] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:16.838096] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:42:17.089160] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:17.341588] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:17.599927] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:17.853048] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:17.853234] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:42:17.853290] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14723 tests [2025-11-21T07:42:17.853337] [INFO ] [CONFIGURE ] BRSP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:42:17.853380] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T07:42:18.092577] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:18.334733] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:18.572888] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:18.810775] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:19.049094] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:19.285980] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:42:19.526015] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:19.771708] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:20.006558] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:20.249812] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:20.249977] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:42:20.250025] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14722 tests [2025-11-21T07:42:20.250064] [INFO ] [CONFIGURE ] BRSP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:42:20.250100] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T07:42:20.501196] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:20.730750] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:20.961293] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:21.192409] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:21.425988] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:21.664511] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:21.905556] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:22.144963] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:22.380764] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:22.616091] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:22.616263] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:42:22.616311] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14721 tests [2025-11-21T07:42:22.616349] [INFO ] [CONFIGURE ] BRSP: Testing feature 20/29: add_price_rejection [2025-11-21T07:42:22.616384] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T07:42:22.866661] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:23.118530] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:23.370392] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:23.629035] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:42:23.891997] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:24.141609] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:24.393016] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:42:24.652667] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:24.911626] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:42:25.168965] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:25.169165] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T07:42:25.169227] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14720 tests [2025-11-21T07:42:25.169279] [INFO ] [CONFIGURE ] BRSP: Testing feature 21/29: add_range_position [2025-11-21T07:42:25.169325] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T07:42:25.445291] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:25.734594] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:26.034456] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:26.314398] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:26.596193] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:26.877263] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:27.166246] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:27.456674] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:42:27.735953] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:28.011949] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:28.012126] [INFO ] [CONFIGURE ] BRSP: KEPT add_range_position (score: 80.00%) [2025-11-21T07:42:28.012182] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14719 tests [2025-11-21T07:42:28.012230] [INFO ] [CONFIGURE ] BRSP: Testing feature 22/29: add_realized_volatility [2025-11-21T07:42:28.012273] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_realized_volatility'] [2025-11-21T07:42:28.383889] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:28.770759] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:29.173793] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:29.567720] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:29.949559] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:42:30.340395] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:30.722277] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:42:31.106123] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T07:42:31.492029] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:31.900953] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:31.901150] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:42:31.901229] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14718 tests [2025-11-21T07:42:31.901280] [INFO ] [CONFIGURE ] BRSP: Testing feature 23/29: add_recent_range_context [2025-11-21T07:42:31.901360] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_recent_range_context'] [2025-11-21T07:42:32.177361] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:32.453078] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:32.731342] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:33.010518] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:33.286213] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:33.567972] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:33.847451] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:34.124600] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:34.402892] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:34.685174] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:34.685338] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:42:34.685394] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14717 tests [2025-11-21T07:42:34.685440] [INFO ] [CONFIGURE ] BRSP: Testing feature 24/29: add_rsi [2025-11-21T07:42:34.685484] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T07:42:35.004508] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:35.327000] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:35.665316] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:36.003159] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:36.339010] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:36.661096] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:36.994063] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:37.322502] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:37.652090] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:37.981865] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:37.982062] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:42:37.982121] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14716 tests [2025-11-21T07:42:37.982171] [INFO ] [CONFIGURE ] BRSP: Testing feature 25/29: add_tick_distribution [2025-11-21T07:42:37.982243] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_tick_distribution'] [2025-11-21T07:42:38.252130] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:38.531213] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:38.803788] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:39.078569] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:39.357433] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:39.633330] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:39.913210] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:40.198488] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:40.477626] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:40.757381] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:40.758009] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:42:40.758070] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14715 tests [2025-11-21T07:42:40.758120] [INFO ] [CONFIGURE ] BRSP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:42:40.758165] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T07:42:41.029578] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:41.299406] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:41.582112] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:41.861879] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:42:42.143282] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:42.421227] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:42.698535] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:42:42.976207] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:43.250088] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:43.527721] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:43.527894] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T07:42:43.527949] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14714 tests [2025-11-21T07:42:43.527996] [INFO ] [CONFIGURE ] BRSP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:42:43.528039] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T07:42:43.816814] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:44.117273] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:44.505918] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:44.936591] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:42:45.335146] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:45.659582] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:45.946745] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:42:46.255631] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:46.552815] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:46.846312] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:46.846510] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:42:46.846568] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14713 tests [2025-11-21T07:42:46.846720] [INFO ] [CONFIGURE ] BRSP: Testing feature 28/29: add_volume_profile [2025-11-21T07:42:46.846790] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_profile'] [2025-11-21T07:42:47.131998] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:47.415531] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:47.698270] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:47.980312] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:42:48.265105] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:42:48.572559] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:48.861831] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:42:49.142959] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:49.424670] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:49.703934] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:49.704104] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:42:49.704159] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14712 tests [2025-11-21T07:42:49.704205] [INFO ] [CONFIGURE ] BRSP: Testing feature 29/29: add_vwap [2025-11-21T07:42:49.704271] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_vwap'] [2025-11-21T07:42:49.994345] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:42:50.274865] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:42:50.560441] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:50.855001] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:42:51.149957] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:42:51.462017] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:51.774503] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:42:52.095992] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:42:52.401204] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:42:52.706557] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:52.706741] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:42:52.706821] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14711 tests [2025-11-21T07:42:52.706873] [INFO ] [CONFIGURE ] BRSP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:42:52.706914] [INFO ] [CONFIGURE ] BRSP: Best accuracy: 80.00% [2025-11-21T07:42:52.706956] [INFO ] [CONFIGURE ] BRSP: Best feature set (2 features): ['add_cumulative_delta', 'add_range_position'] [2025-11-21T07:42:52.706996] [INFO ] [CONFIGURE ] BRSP: Improvement over baseline: 20.00% [2025-11-21T07:42:52.707090] [INFO ] [CONFIGURE ] BRSP: Total time: 1.3 minutes [2025-11-21T07:42:52.707129] [INFO ] [CONFIGURE ] BRSP: Average time per feature: 2.8 seconds [2025-11-21T07:42:52.707166] [INFO ] [CONFIGURE ] BRSP: Average speed: 0.36 features/sec [2025-11-21T07:42:52.707712] [INFO ] [LOCAL ] Saved configuration for BRSP: 2 features, 80.00% accuracy -> ./output/feature-sets/BRSP.json [2025-11-21T07:42:52.707773] [INFO ] [CONFIGURE ] BRSP: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T07:42:52.707830] [INFO ] [sig ] [218/723] Successfully configured BRSP | 0.01 sym/s | Total: 5.2h | ETA: 11.9h [2025-11-21T07:42:52.707877] [INFO ] [sig ] [219/723] Configuring BRW... [2025-11-21T07:42:52.707917] [INFO ] [CONFIGURE ] BRW: Configurate test run. [2025-11-21T07:42:52.707957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'. [2025-11-21T07:42:52.815862] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRW'. [2025-11-21T07:42:52.816270] [INFO ] [CONFIGURE ] BRW: Testing with 29 available features [2025-11-21T07:42:52.816333] [INFO ] [CONFIGURE ] BRW: Establishing baseline with no features... [2025-11-21T07:42:52.996444] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:42:53.174555] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:42:53.356748] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:53.538669] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:53.725952] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:42:53.897683] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:54.069550] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:42:54.251347] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:42:54.423508] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:42:54.594536] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:54.594710] [INFO ] [CONFIGURE ] BRW: Baseline score (no features): 70.00% [2025-11-21T07:42:54.594789] [INFO ] [CONFIGURE ] BRW: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:42:54.594838] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:42:54.794216] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:42:55.003128] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:42:55.212449] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:55.438978] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:55.652364] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:42:55.874807] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:56.099764] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:42:56.323752] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:42:56.532487] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:42:56.738962] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:42:56.739132] [INFO ] [CONFIGURE ] BRW: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T07:42:56.739179] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14710 tests [2025-11-21T07:42:56.739216] [INFO ] [CONFIGURE ] BRW: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:42:56.739250] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:42:56.946349] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:42:57.159482] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:42:57.370487] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:42:57.580606] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:42:57.795474] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:42:58.006545] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:42:58.214358] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:42:58.422601] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:42:58.636382] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:42:58.846297] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:42:58.846470] [INFO ] [CONFIGURE ] BRW: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T07:42:58.846520] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14709 tests [2025-11-21T07:42:58.846560] [INFO ] [CONFIGURE ] BRW: Testing feature 3/29: add_daily_returns [2025-11-21T07:42:58.846596] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_daily_returns'] [2025-11-21T07:42:59.027386] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:42:59.212353] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:42:59.399197] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:42:59.581770] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:42:59.760494] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:42:59.953871] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:00.143183] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:01.060954] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:01.424000] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:43:01.629899] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:01.630231] [INFO ] [CONFIGURE ] BRW: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:43:01.630345] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14708 tests [2025-11-21T07:43:01.630435] [INFO ] [CONFIGURE ] BRW: Testing feature 4/29: add_ema [2025-11-21T07:43:01.630544] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_ema'] [2025-11-21T07:43:01.877837] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:02.136026] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:02.380567] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:02.621571] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:02.839106] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:03.060467] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:03.285501] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:03.510428] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:03.733349] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:03.963836] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:03.964039] [INFO ] [CONFIGURE ] BRW: DISCARDED add_ema (score: 70.00%) [2025-11-21T07:43:03.964091] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14707 tests [2025-11-21T07:43:03.964162] [INFO ] [CONFIGURE ] BRW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:43:03.964202] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:43:04.186723] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:04.413531] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:04.644013] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:04.869301] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:43:05.091845] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:05.342024] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:05.570214] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:05.824178] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:06.067118] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:06.315845] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:06.316022] [INFO ] [CONFIGURE ] BRW: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:43:06.316108] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14706 tests [2025-11-21T07:43:06.316157] [INFO ] [CONFIGURE ] BRW: Testing feature 6/29: add_failed_moves [2025-11-21T07:43:06.316205] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_failed_moves'] [2025-11-21T07:43:06.515167] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:06.728537] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:06.937731] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:07.139569] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:07.342021] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:07.539625] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:07.738800] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:07.934904] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:08.127007] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:08.318547] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:08.318736] [INFO ] [CONFIGURE ] BRW: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:43:08.318830] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14705 tests [2025-11-21T07:43:08.318890] [INFO ] [CONFIGURE ] BRW: Testing feature 7/29: add_lag_shelf [2025-11-21T07:43:08.318939] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_lag_shelf'] [2025-11-21T07:43:08.491882] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:08.665664] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:08.841423] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:09.020175] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:09.204668] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:09.381374] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:09.550945] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:09.719358] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:09.888755] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:10.073004] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:10.073331] [INFO ] [CONFIGURE ] BRW: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:43:10.073439] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14704 tests [2025-11-21T07:43:10.073529] [INFO ] [CONFIGURE ] BRW: Testing feature 8/29: add_macd [2025-11-21T07:43:10.073638] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:43:10.344700] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:10.638707] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:10.900318] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:11.156783] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:11.415239] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:43:11.662262] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:11.901280] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:12.183571] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:12.469135] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:12.734143] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:12.734349] [INFO ] [CONFIGURE ] BRW: DISCARDED add_macd (score: 60.00%) [2025-11-21T07:43:12.734410] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14703 tests [2025-11-21T07:43:12.734463] [INFO ] [CONFIGURE ] BRW: Testing feature 9/29: add_mfi [2025-11-21T07:43:12.734510] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_mfi'] [2025-11-21T07:43:12.942930] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:13.141858] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:13.339587] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:13.540277] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:13.745810] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:13.948534] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:14.153437] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:14.340797] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:14.536251] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:14.730968] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:14.731156] [INFO ] [CONFIGURE ] BRW: DISCARDED add_mfi (score: 70.00%) [2025-11-21T07:43:14.731205] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14702 tests [2025-11-21T07:43:14.731246] [INFO ] [CONFIGURE ] BRW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:43:14.731282] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:43:15.010316] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:15.301089] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:15.598130] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:15.867183] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:16.149941] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:16.422445] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:16.694905] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:16.982504] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:17.256937] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:17.534942] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:17.535157] [INFO ] [CONFIGURE ] BRW: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T07:43:17.535217] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14701 tests [2025-11-21T07:43:17.535267] [INFO ] [CONFIGURE ] BRW: Testing feature 11/29: add_obv_daily [2025-11-21T07:43:17.535312] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_daily'] [2025-11-21T07:43:17.730400] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:43:17.926311] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:18.115821] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:43:18.299982] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:18.488571] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:18.678698] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:18.867462] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:19.061667] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:19.254011] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:19.449844] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:19.450036] [INFO ] [CONFIGURE ] BRW: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:43:19.450090] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14700 tests [2025-11-21T07:43:19.450129] [INFO ] [CONFIGURE ] BRW: Testing feature 12/29: add_obv_interval [2025-11-21T07:43:19.450164] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_obv_interval'] [2025-11-21T07:43:19.633209] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:19.827930] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:20.015324] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:20.192974] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:20.385107] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:20.573364] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:20.760358] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:20.938128] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:21.114486] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:21.288464] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:21.288625] [INFO ] [CONFIGURE ] BRW: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:43:21.288711] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14699 tests [2025-11-21T07:43:21.288773] [INFO ] [CONFIGURE ] BRW: Testing feature 13/29: add_opening_strength [2025-11-21T07:43:21.288822] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:43:21.478603] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:21.694618] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:21.910893] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:43:22.126530] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:43:22.348134] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:22.554222] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:22.759277] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:22.969065] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:23.176912] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:43:23.386582] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:23.386779] [INFO ] [CONFIGURE ] BRW: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:43:23.386839] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14698 tests [2025-11-21T07:43:23.386879] [INFO ] [CONFIGURE ] BRW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:43:23.386915] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T07:43:23.591054] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:23.802739] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:24.015226] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:24.251838] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:24.477358] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:24.680532] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:43:24.891541] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:25.098749] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:25.305019] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:25.503745] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:25.503918] [INFO ] [CONFIGURE ] BRW: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T07:43:25.503985] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14697 tests [2025-11-21T07:43:25.504033] [INFO ] [CONFIGURE ] BRW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:43:25.504076] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T07:43:25.675774] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:25.838563] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:26.003993] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:26.164684] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:26.328748] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:26.496016] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:26.671829] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:26.845245] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:27.012923] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:27.181040] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:27.181205] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:43:27.181263] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14696 tests [2025-11-21T07:43:27.181309] [INFO ] [CONFIGURE ] BRW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:43:27.181352] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T07:43:27.373468] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:27.575932] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:27.778428] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:27.976721] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:28.175768] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:28.374094] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:28.568638] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:28.763591] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:28.963430] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:29.158795] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:29.158958] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T07:43:29.159006] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14695 tests [2025-11-21T07:43:29.159045] [INFO ] [CONFIGURE ] BRW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:43:29.159080] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_return_2d'] [2025-11-21T07:43:29.353180] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:29.556901] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:29.756701] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:29.953188] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:43:30.178620] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:30.379344] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:30.583589] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:30.791778] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:30.999732] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:31.214389] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:31.214559] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T07:43:31.214607] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14694 tests [2025-11-21T07:43:31.214664] [INFO ] [CONFIGURE ] BRW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:43:31.214730] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T07:43:31.393750] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:31.567725] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:31.743897] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:31.915789] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:32.086537] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:32.267024] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:32.444802] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:32.621823] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:32.802836] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:43:32.983808] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:32.983978] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:43:32.984026] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14693 tests [2025-11-21T07:43:32.984064] [INFO ] [CONFIGURE ] BRW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:43:32.984099] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T07:43:33.154789] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:33.341777] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:33.524506] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:43:33.712423] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:33.893503] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:34.074937] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:34.256341] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:34.436008] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:34.620662] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:43:34.806070] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:34.806239] [INFO ] [CONFIGURE ] BRW: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T07:43:34.806286] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14692 tests [2025-11-21T07:43:34.806334] [INFO ] [CONFIGURE ] BRW: Testing feature 20/29: add_price_rejection [2025-11-21T07:43:34.806378] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_price_rejection'] [2025-11-21T07:43:35.001843] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:35.193883] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:35.389038] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:35.582201] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:35.806566] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:36.018040] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:36.224313] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:36.432391] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:36.645029] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:36.863180] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:36.863348] [INFO ] [CONFIGURE ] BRW: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:43:36.863398] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14691 tests [2025-11-21T07:43:36.863436] [INFO ] [CONFIGURE ] BRW: Testing feature 21/29: add_range_position [2025-11-21T07:43:36.863471] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_range_position'] [2025-11-21T07:43:37.084902] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:37.314559] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:37.541170] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:37.765887] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:37.985226] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:38.207217] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:38.441122] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:38.672689] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:38.901734] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:39.128999] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:39.129303] [INFO ] [CONFIGURE ] BRW: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:43:39.129436] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14690 tests [2025-11-21T07:43:39.129526] [INFO ] [CONFIGURE ] BRW: Testing feature 22/29: add_realized_volatility [2025-11-21T07:43:39.129639] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_realized_volatility'] [2025-11-21T07:43:39.433047] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:39.750883] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:40.071249] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:40.398102] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:40.727541] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:41.050835] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:41.367427] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:41.709110] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:42.030953] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:42.350804] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:42.350996] [INFO ] [CONFIGURE ] BRW: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:43:42.351054] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14689 tests [2025-11-21T07:43:42.351101] [INFO ] [CONFIGURE ] BRW: Testing feature 23/29: add_recent_range_context [2025-11-21T07:43:42.351145] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_recent_range_context'] [2025-11-21T07:43:42.554919] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:42.767946] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:42.979133] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:43.196378] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:43:43.395585] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:43.603244] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:43.829322] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:44.039885] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:44.245686] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:43:44.456541] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:44.456723] [INFO ] [CONFIGURE ] BRW: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T07:43:44.456814] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14688 tests [2025-11-21T07:43:44.456866] [INFO ] [CONFIGURE ] BRW: Testing feature 24/29: add_rsi [2025-11-21T07:43:44.456914] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T07:43:44.718314] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:44.968370] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:45.236004] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:45.499201] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:45.764053] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:46.021242] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:46.294807] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:46.569221] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:46.832487] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:43:47.093252] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:47.093438] [INFO ] [CONFIGURE ] BRW: DISCARDED add_rsi (score: 50.00%) [2025-11-21T07:43:47.093496] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14687 tests [2025-11-21T07:43:47.093557] [INFO ] [CONFIGURE ] BRW: Testing feature 25/29: add_tick_distribution [2025-11-21T07:43:47.093607] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_tick_distribution'] [2025-11-21T07:43:47.302324] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:47.512041] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:47.724246] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:47.936223] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:48.139475] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:48.349752] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:48.552632] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:48.758205] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:48.963810] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:49.169441] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:49.169658] [INFO ] [CONFIGURE ] BRW: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:43:49.169721] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14686 tests [2025-11-21T07:43:49.169792] [INFO ] [CONFIGURE ] BRW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:43:49.169863] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T07:43:49.381716] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:43:49.590772] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:49.800671] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:43:50.009030] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:50.224623] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:50.432488] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:50.643044] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:50.852814] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:51.052559] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:51.254943] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:51.255231] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:43:51.255334] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14685 tests [2025-11-21T07:43:51.255413] [INFO ] [CONFIGURE ] BRW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:43:51.255515] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_volume_price_divergence'] [2025-11-21T07:43:51.467594] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:51.682078] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:51.908122] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:52.130363] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:52.350046] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:52.591991] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:52.807166] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:53.027237] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:53.269922] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:53.560197] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:53.560451] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:43:53.560522] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14684 tests [2025-11-21T07:43:53.560579] [INFO ] [CONFIGURE ] BRW: Testing feature 28/29: add_volume_profile [2025-11-21T07:43:53.560631] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_volume_profile'] [2025-11-21T07:43:53.840606] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:54.084518] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:54.313180] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:54.534900] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:43:54.755998] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:54.980045] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:55.201258] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:55.433820] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:55.691515] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:55.913564] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:43:55.913763] [INFO ] [CONFIGURE ] BRW: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T07:43:55.913812] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14683 tests [2025-11-21T07:43:55.913850] [INFO ] [CONFIGURE ] BRW: Testing feature 29/29: add_vwap [2025-11-21T07:43:55.913885] [INFO ] [CONFIGURE ] BRW: Testing with features: ['add_vwap'] [2025-11-21T07:43:56.127675] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:43:56.334460] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:43:56.557669] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:43:56.769447] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:43:56.990548] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:43:57.201765] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:43:57.420306] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:43:57.636100] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:43:57.855698] [DEBUG] [FORECASTER] BRW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:43:58.069150] [DEBUG] [FORECASTER] BRW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:43:58.069468] [INFO ] [CONFIGURE ] BRW: DISCARDED add_vwap (score: 70.00%) [2025-11-21T07:43:58.069590] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14682 tests [2025-11-21T07:43:58.069699] [INFO ] [CONFIGURE ] BRW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:43:58.069808] [INFO ] [CONFIGURE ] BRW: Best accuracy: 70.00% [2025-11-21T07:43:58.069891] [INFO ] [CONFIGURE ] BRW: Best feature set (0 features): [] [2025-11-21T07:43:58.069963] [INFO ] [CONFIGURE ] BRW: Improvement over baseline: 0.00% [2025-11-21T07:43:58.070032] [INFO ] [CONFIGURE ] BRW: Total time: 1.1 minutes [2025-11-21T07:43:58.070100] [INFO ] [CONFIGURE ] BRW: Average time per feature: 2.2 seconds [2025-11-21T07:43:58.070170] [INFO ] [CONFIGURE ] BRW: Average speed: 0.46 features/sec [2025-11-21T07:43:58.070703] [INFO ] [LOCAL ] Saved configuration for BRW: 0 features, 70.00% accuracy -> ./output/feature-sets/BRW.json [2025-11-21T07:43:58.070797] [INFO ] [CONFIGURE ] BRW: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T07:43:58.070877] [INFO ] [sig ] [219/723] Successfully configured BRW | 0.01 sym/s | Total: 5.2h | ETA: 11.9h [2025-11-21T07:43:58.070951] [INFO ] [sig ] [220/723] Configuring BRX... [2025-11-21T07:43:58.071022] [INFO ] [CONFIGURE ] BRX: Configurate test run. [2025-11-21T07:43:58.071091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-11-21T07:43:58.147551] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRX'. [2025-11-21T07:43:58.147944] [INFO ] [CONFIGURE ] BRX: Testing with 29 available features [2025-11-21T07:43:58.148024] [INFO ] [CONFIGURE ] BRX: Establishing baseline with no features... [2025-11-21T07:43:58.345517] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:43:58.534454] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:43:58.722250] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:43:58.907571] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:43:59.096153] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:43:59.279374] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:43:59.459967] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:43:59.644856] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:43:59.833506] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:00.020041] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:00.020205] [INFO ] [CONFIGURE ] BRX: Baseline score (no features): 40.00% [2025-11-21T07:44:00.020252] [INFO ] [CONFIGURE ] BRX: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:44:00.020290] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:44:00.243742] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:00.575035] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:01.360761] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:01.723986] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:01.969987] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:02.196505] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:02.420962] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:02.651812] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:02.892661] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:03.127178] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:03.127376] [INFO ] [CONFIGURE ] BRX: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T07:44:03.127429] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14681 tests [2025-11-21T07:44:03.127470] [INFO ] [CONFIGURE ] BRX: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:44:03.127508] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:44:03.400772] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:03.684063] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:03.954473] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:04.219218] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:04.489424] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:04.751187] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:05.024893] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:05.301926] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:05.589245] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:05.870060] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:05.870257] [INFO ] [CONFIGURE ] BRX: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T07:44:05.870315] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14680 tests [2025-11-21T07:44:05.870357] [INFO ] [CONFIGURE ] BRX: Testing feature 3/29: add_daily_returns [2025-11-21T07:44:05.870496] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T07:44:06.161930] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:06.429761] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:06.682709] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:44:06.937419] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:07.195597] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:07.455750] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:07.719534] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:08.013912] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:08.276144] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:08.540606] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:08.540871] [INFO ] [CONFIGURE ] BRX: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T07:44:08.540933] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14679 tests [2025-11-21T07:44:08.540981] [INFO ] [CONFIGURE ] BRX: Testing feature 4/29: add_ema [2025-11-21T07:44:08.541026] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T07:44:08.841160] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:09.169240] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:09.501841] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:09.821475] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:10.140726] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:10.447136] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:10.770546] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:11.077191] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:11.381410] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:11.684327] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:11.684509] [INFO ] [CONFIGURE ] BRX: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:44:11.684597] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14678 tests [2025-11-21T07:44:11.684666] [INFO ] [CONFIGURE ] BRX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:44:11.684717] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:44:11.963130] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:44:12.257129] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:12.544314] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:44:12.829379] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:44:13.128317] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:13.415484] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:13.744828] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:14.067631] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:14.352299] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:14.655450] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:14.655629] [INFO ] [CONFIGURE ] BRX: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T07:44:14.655709] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14677 tests [2025-11-21T07:44:14.655774] [INFO ] [CONFIGURE ] BRX: Testing feature 6/29: add_failed_moves [2025-11-21T07:44:14.655823] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T07:44:14.918058] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:15.187885] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:15.459776] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:15.741078] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:16.015254] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:16.264048] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:16.522458] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:16.756318] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:16.996917] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:17.257565] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:17.257764] [INFO ] [CONFIGURE ] BRX: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T07:44:17.257824] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14676 tests [2025-11-21T07:44:17.257873] [INFO ] [CONFIGURE ] BRX: Testing feature 7/29: add_lag_shelf [2025-11-21T07:44:17.257949] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T07:44:17.518680] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:44:17.772614] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:18.020879] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:18.267110] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:18.507991] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:18.757682] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:19.006548] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:19.253785] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:19.511931] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:19.765353] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:19.765532] [INFO ] [CONFIGURE ] BRX: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T07:44:19.765588] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14675 tests [2025-11-21T07:44:19.765636] [INFO ] [CONFIGURE ] BRX: Testing feature 8/29: add_macd [2025-11-21T07:44:19.765724] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T07:44:20.100863] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:20.442223] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:20.803807] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:21.187537] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:44:21.563205] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:21.929982] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:22.300429] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:22.672778] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:23.062324] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:44:23.456158] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:23.456363] [INFO ] [CONFIGURE ] BRX: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:44:23.456423] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14674 tests [2025-11-21T07:44:23.456470] [INFO ] [CONFIGURE ] BRX: Testing feature 9/29: add_mfi [2025-11-21T07:44:23.456576] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T07:44:23.736153] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:24.023046] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:24.309488] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:24.592102] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:24.871213] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:25.162728] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:25.452156] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:25.722345] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:26.002750] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:26.265073] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:26.265258] [INFO ] [CONFIGURE ] BRX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:44:26.265319] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14673 tests [2025-11-21T07:44:26.265390] [INFO ] [CONFIGURE ] BRX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:44:26.265440] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:44:26.610538] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:26.952581] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:27.353020] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:27.737355] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:28.100805] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:28.452164] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:28.814038] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:29.169785] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:29.520537] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:44:29.876958] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:29.877158] [INFO ] [CONFIGURE ] BRX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T07:44:29.877218] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14672 tests [2025-11-21T07:44:29.877268] [INFO ] [CONFIGURE ] BRX: Testing feature 11/29: add_obv_daily [2025-11-21T07:44:29.877375] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T07:44:30.139887] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:30.402546] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:30.664334] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:30.952197] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:31.220076] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:31.489528] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:31.751306] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:32.019876] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:32.292345] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:32.567145] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:32.567342] [INFO ] [CONFIGURE ] BRX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:44:32.567451] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14671 tests [2025-11-21T07:44:32.567503] [INFO ] [CONFIGURE ] BRX: Testing feature 12/29: add_obv_interval [2025-11-21T07:44:32.567547] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T07:44:32.821682] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:44:33.080875] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:33.337261] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:44:33.593529] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:33.848140] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:34.112924] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:34.369317] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:34.626398] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:34.891062] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:35.146143] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:35.146317] [INFO ] [CONFIGURE ] BRX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:44:35.146390] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14670 tests [2025-11-21T07:44:35.146442] [INFO ] [CONFIGURE ] BRX: Testing feature 13/29: add_opening_strength [2025-11-21T07:44:35.146488] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:44:35.431756] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:35.729188] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:36.013931] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:36.294061] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:36.588140] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:36.911043] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:37.202028] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:37.494262] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:37.788881] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:38.086467] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:38.086709] [INFO ] [CONFIGURE ] BRX: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T07:44:38.086784] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14669 tests [2025-11-21T07:44:38.086869] [INFO ] [CONFIGURE ] BRX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:44:38.086920] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T07:44:38.358538] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:38.649558] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:38.918516] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:39.188531] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:44:39.459762] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:39.733458] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:40.008149] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:40.273871] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:40.560465] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:40.834014] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:40.834223] [INFO ] [CONFIGURE ] BRX: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T07:44:40.834297] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14668 tests [2025-11-21T07:44:40.834348] [INFO ] [CONFIGURE ] BRX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:44:40.834392] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T07:44:41.182160] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:41.497675] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:41.786918] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:44:42.037339] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:42.290166] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:42.549011] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:42.808293] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:43.060892] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:43.319797] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:44:43.586987] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:43.587230] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T07:44:43.587334] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14667 tests [2025-11-21T07:44:43.587389] [INFO ] [CONFIGURE ] BRX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:44:43.587432] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T07:44:43.864843] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:44:44.136572] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:44.406697] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:44:44.693957] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:44.985438] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:45.271483] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:45.555760] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:45.854377] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:46.157487] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:46.441274] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:46.441467] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T07:44:46.441538] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14666 tests [2025-11-21T07:44:46.441623] [INFO ] [CONFIGURE ] BRX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:44:46.441712] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T07:44:46.728147] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:47.017615] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:47.282837] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:47.553943] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:47.832792] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:48.110313] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:48.374027] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:48.635780] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:44:48.900042] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:49.154326] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:49.154511] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:44:49.154568] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14665 tests [2025-11-21T07:44:49.154639] [INFO ] [CONFIGURE ] BRX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:44:49.154704] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T07:44:49.406726] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:44:49.665159] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:49.919029] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:50.164465] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:50.430736] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:50.701385] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:50.973143] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:51.240487] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:51.501350] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:44:51.742547] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:44:51.742740] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:44:51.742798] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14664 tests [2025-11-21T07:44:51.742847] [INFO ] [CONFIGURE ] BRX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:44:51.742889] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T07:44:52.025814] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:52.305901] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:44:52.568060] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:44:52.834666] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:53.078887] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:53.341231] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:53.597918] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:53.861688] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:54.120154] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:54.373416] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:54.373802] [INFO ] [CONFIGURE ] BRX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:44:54.373859] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14663 tests [2025-11-21T07:44:54.373967] [INFO ] [CONFIGURE ] BRX: Testing feature 20/29: add_price_rejection [2025-11-21T07:44:54.374014] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T07:44:54.641193] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:54.909046] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:55.180958] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:44:55.451138] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:55.735322] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:44:56.010393] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:56.283757] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:44:56.572320] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:56.845260] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:44:57.114529] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:44:57.114772] [INFO ] [CONFIGURE ] BRX: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T07:44:57.114853] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14662 tests [2025-11-21T07:44:57.114930] [INFO ] [CONFIGURE ] BRX: Testing feature 21/29: add_range_position [2025-11-21T07:44:57.114977] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T07:44:57.399838] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:44:57.720909] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:44:58.007834] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:44:58.307807] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:44:58.622473] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:44:58.907065] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:44:59.198709] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:44:59.491678] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:44:59.776823] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:45:00.074481] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:00.074693] [INFO ] [CONFIGURE ] BRX: DISCARDED add_range_position (score: 40.00%) [2025-11-21T07:45:00.074939] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14661 tests [2025-11-21T07:45:00.075049] [INFO ] [CONFIGURE ] BRX: Testing feature 22/29: add_realized_volatility [2025-11-21T07:45:00.075098] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T07:45:00.452595] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:01.586311] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:02.036961] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:45:02.437665] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:45:02.821521] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:03.200132] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:03.564052] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:45:03.930965] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:04.307225] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:45:04.714907] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:04.715114] [INFO ] [CONFIGURE ] BRX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:45:04.715180] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14660 tests [2025-11-21T07:45:04.715294] [INFO ] [CONFIGURE ] BRX: Testing feature 23/29: add_recent_range_context [2025-11-21T07:45:04.715343] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T07:45:04.995671] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:05.275762] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:05.547127] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:45:05.855080] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:45:06.136107] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:06.432327] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:06.698048] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:45:06.965387] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:07.248710] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:45:07.535149] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:07.535351] [INFO ] [CONFIGURE ] BRX: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T07:45:07.535408] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14659 tests [2025-11-21T07:45:07.535515] [INFO ] [CONFIGURE ] BRX: Testing feature 24/29: add_rsi [2025-11-21T07:45:07.535564] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T07:45:07.845489] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:08.154800] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:08.484092] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:45:08.790595] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:45:09.098161] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:09.409856] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:09.727056] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:45:10.037077] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:10.341756] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:45:10.647224] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:10.647438] [INFO ] [CONFIGURE ] BRX: DISCARDED add_rsi (score: 30.00%) [2025-11-21T07:45:10.647496] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14658 tests [2025-11-21T07:45:10.647548] [INFO ] [CONFIGURE ] BRX: Testing feature 25/29: add_tick_distribution [2025-11-21T07:45:10.647594] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T07:45:10.937276] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:11.219638] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:11.502889] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:45:11.794494] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:12.071673] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:45:12.344674] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:12.602790] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:45:12.868946] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:13.147101] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:45:13.423780] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:13.423979] [INFO ] [CONFIGURE ] BRX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:45:13.424059] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14657 tests [2025-11-21T07:45:13.424111] [INFO ] [CONFIGURE ] BRX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:45:13.424174] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T07:45:13.667619] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:13.912695] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:14.165383] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:45:14.419300] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:45:14.677134] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:45:14.927465] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:15.180912] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:45:15.441081] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:15.690325] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:45:15.941580] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:15.941795] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:45:15.941863] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14656 tests [2025-11-21T07:45:15.941916] [INFO ] [CONFIGURE ] BRX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:45:15.941958] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T07:45:16.232993] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:16.517790] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:16.794211] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:45:17.088868] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:45:17.380031] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:45:17.678181] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:17.969792] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:45:18.265801] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:18.555561] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:45:18.841562] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:18.841798] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:45:18.841881] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14655 tests [2025-11-21T07:45:18.841930] [INFO ] [CONFIGURE ] BRX: Testing feature 28/29: add_volume_profile [2025-11-21T07:45:18.841974] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T07:45:19.115628] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:19.400900] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:19.686749] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:45:19.962517] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:45:20.240391] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:45:20.521706] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:20.810544] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:45:21.104502] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:21.386696] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:45:21.689431] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:21.689638] [INFO ] [CONFIGURE ] BRX: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T07:45:21.689730] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14654 tests [2025-11-21T07:45:21.689781] [INFO ] [CONFIGURE ] BRX: Testing feature 29/29: add_vwap [2025-11-21T07:45:21.689819] [INFO ] [CONFIGURE ] BRX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T07:45:21.980932] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:22.263979] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:22.551473] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:45:22.836444] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:45:23.146096] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:45:23.438928] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:23.739872] [DEBUG] [FORECASTER] BRX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:45:24.032623] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:24.317467] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:45:24.598464] [DEBUG] [FORECASTER] BRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:24.598662] [INFO ] [CONFIGURE ] BRX: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:45:24.598720] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14653 tests [2025-11-21T07:45:24.598768] [INFO ] [CONFIGURE ] BRX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:45:24.598809] [INFO ] [CONFIGURE ] BRX: Best accuracy: 90.00% [2025-11-21T07:45:24.598876] [INFO ] [CONFIGURE ] BRX: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:45:24.598919] [INFO ] [CONFIGURE ] BRX: Improvement over baseline: 50.00% [2025-11-21T07:45:24.598964] [INFO ] [CONFIGURE ] BRX: Total time: 1.4 minutes [2025-11-21T07:45:24.599000] [INFO ] [CONFIGURE ] BRX: Average time per feature: 2.9 seconds [2025-11-21T07:45:24.599037] [INFO ] [CONFIGURE ] BRX: Average speed: 0.34 features/sec [2025-11-21T07:45:24.599593] [INFO ] [LOCAL ] Saved configuration for BRX: 2 features, 90.00% accuracy -> ./output/feature-sets/BRX.json [2025-11-21T07:45:24.599671] [INFO ] [CONFIGURE ] BRX: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T07:45:24.599722] [INFO ] [sig ] [220/723] Successfully configured BRX | 0.01 sym/s | Total: 5.2h | ETA: 11.9h [2025-11-21T07:45:24.599766] [INFO ] [sig ] [221/723] Configuring BSAC... [2025-11-21T07:45:24.599803] [INFO ] [CONFIGURE ] BSAC: Configurate test run. [2025-11-21T07:45:24.599841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-11-21T07:45:24.644516] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSAC'. [2025-11-21T07:45:24.644837] [INFO ] [CONFIGURE ] BSAC: Testing with 29 available features [2025-11-21T07:45:24.644904] [INFO ] [CONFIGURE ] BSAC: Establishing baseline with no features... [2025-11-21T07:45:24.829092] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:25.013725] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:25.198344] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:25.387930] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:25.590382] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:25.774193] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:45:25.958481] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:26.148976] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:26.334606] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:45:26.519732] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:26.520045] [INFO ] [CONFIGURE ] BSAC: Baseline score (no features): 30.00% [2025-11-21T07:45:26.520147] [INFO ] [CONFIGURE ] BSAC: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:45:26.520223] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:45:26.729219] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:26.952059] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:27.170998] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:45:27.409883] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:27.655659] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:27.873275] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:45:28.086221] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:28.296130] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:28.507253] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:45:28.735227] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:28.735419] [INFO ] [CONFIGURE ] BSAC: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T07:45:28.735468] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14652 tests [2025-11-21T07:45:28.735507] [INFO ] [CONFIGURE ] BSAC: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:45:28.735544] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:45:28.992055] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:29.228996] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:29.477333] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:29.744825] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:29.995820] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:30.249015] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:30.503368] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:30.754706] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:31.003369] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:45:31.251954] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:31.252136] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T07:45:31.252482] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14651 tests [2025-11-21T07:45:31.252587] [INFO ] [CONFIGURE ] BSAC: Testing feature 3/29: add_daily_returns [2025-11-21T07:45:31.252632] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:45:31.480872] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:31.713093] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:31.938836] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:32.153069] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:45:32.366296] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:32.598526] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:32.821199] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:33.045258] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:33.314066] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:45:33.554951] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:33.555634] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:45:33.555715] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14650 tests [2025-11-21T07:45:33.555812] [INFO ] [CONFIGURE ] BSAC: Testing feature 4/29: add_ema [2025-11-21T07:45:33.555862] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:45:33.885465] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:34.185435] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:34.456590] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:34.685998] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:34.921312] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:35.164922] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:35.420548] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:35.672813] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:35.918785] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:45:36.185577] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:36.185818] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_ema (score: 40.00%) [2025-11-21T07:45:36.185907] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14649 tests [2025-11-21T07:45:36.185955] [INFO ] [CONFIGURE ] BSAC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:45:36.185999] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:45:36.439936] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:36.686939] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:36.951708] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:37.228147] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:37.448602] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:37.671174] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:37.938702] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:38.185375] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:38.456669] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:45:38.726612] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:38.726824] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T07:45:38.726882] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14648 tests [2025-11-21T07:45:38.726929] [INFO ] [CONFIGURE ] BSAC: Testing feature 6/29: add_failed_moves [2025-11-21T07:45:38.726972] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:45:38.946984] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:39.165014] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:39.387101] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:39.602432] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:39.819102] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:40.036884] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:40.264161] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:40.477160] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:40.696138] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:45:40.913673] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:40.913994] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_failed_moves (score: 10.00%) [2025-11-21T07:45:40.914112] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14647 tests [2025-11-21T07:45:40.914199] [INFO ] [CONFIGURE ] BSAC: Testing feature 7/29: add_lag_shelf [2025-11-21T07:45:40.914303] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:45:41.124738] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:45:41.342703] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:41.547681] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:41.754346] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:41.955299] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:42.163395] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:42.371214] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:42.587479] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:42.799715] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:45:43.017078] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:43.017267] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T07:45:43.017318] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14646 tests [2025-11-21T07:45:43.017357] [INFO ] [CONFIGURE ] BSAC: Testing feature 8/29: add_macd [2025-11-21T07:45:43.017429] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T07:45:43.314876] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:43.629394] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:43.932559] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:44.242577] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:44.557398] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:44.870708] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:45:45.180547] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:45.485316] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:45.792461] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:45:46.102273] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:46.102489] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_macd (score: 50.00%) [2025-11-21T07:45:46.102547] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14645 tests [2025-11-21T07:45:46.102596] [INFO ] [CONFIGURE ] BSAC: Testing feature 9/29: add_mfi [2025-11-21T07:45:46.102638] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T07:45:46.314258] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:46.550031] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:46.768217] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:46.982487] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:47.205247] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:47.422585] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:45:47.643384] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:47.859565] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:48.083330] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:45:48.310391] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:48.310612] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_mfi (score: 40.00%) [2025-11-21T07:45:48.310694] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14644 tests [2025-11-21T07:45:48.310746] [INFO ] [CONFIGURE ] BSAC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:45:48.310792] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:45:48.641738] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:48.958365] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:49.285012] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:49.622348] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:49.935685] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:50.264465] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:45:50.593634] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:50.908604] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:51.218800] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:45:51.524730] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:45:51.524962] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T07:45:51.525022] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14643 tests [2025-11-21T07:45:51.525071] [INFO ] [CONFIGURE ] BSAC: Testing feature 11/29: add_obv_daily [2025-11-21T07:45:51.525116] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T07:45:51.770548] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:52.013123] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:45:52.236178] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:52.466551] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:52.695555] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:52.937251] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:53.166675] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:53.394894] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:45:53.622507] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:45:53.842463] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:53.842661] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T07:45:53.842743] [INFO ] [CONFIGURE ] JOB ETA: 11.8h | Avg: 2.9s/test | Remaining: 14642 tests [2025-11-21T07:45:53.842800] [INFO ] [CONFIGURE ] BSAC: Testing feature 12/29: add_obv_interval [2025-11-21T07:45:53.842884] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T07:45:54.075815] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:54.289854] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:54.515813] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:45:54.747064] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:54.970411] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:45:55.202261] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:45:55.434925] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:55.664288] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:55.888681] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:45:56.120728] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:56.120920] [INFO ] [CONFIGURE ] BSAC: KEPT add_obv_interval (score: 70.00%) [2025-11-21T07:45:56.120972] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14641 tests [2025-11-21T07:45:56.121015] [INFO ] [CONFIGURE ] BSAC: Testing feature 13/29: add_opening_strength [2025-11-21T07:45:56.121053] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:45:56.403424] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:56.671909] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:56.929300] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:57.196178] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:45:57.464278] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:45:57.728331] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:45:57.997249] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:45:58.283634] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:45:58.555073] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:45:58.822573] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:45:58.822782] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T07:45:58.822845] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14640 tests [2025-11-21T07:45:58.822894] [INFO ] [CONFIGURE ] BSAC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:45:58.822940] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T07:45:59.079174] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:45:59.348579] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:45:59.630490] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:45:59.904926] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:00.172571] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:00.440825] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:46:00.703258] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:01.699199] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:02.054893] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:02.328628] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:02.328846] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T07:46:02.328905] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14639 tests [2025-11-21T07:46:02.328953] [INFO ] [CONFIGURE ] BSAC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:46:02.328996] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T07:46:02.567508] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:02.813309] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:03.043670] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:03.275865] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:03.520062] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:03.751025] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:03.984172] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:04.216611] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:04.462267] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:46:04.720223] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:04.720414] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T07:46:04.720465] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14638 tests [2025-11-21T07:46:04.720507] [INFO ] [CONFIGURE ] BSAC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:46:04.720552] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T07:46:04.996083] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:05.261588] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:05.532831] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:46:05.808113] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:46:06.068053] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:06.335658] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:06.624892] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:06.894473] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:07.164346] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:07.438891] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:07.439083] [INFO ] [CONFIGURE ] BSAC: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T07:46:07.439141] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14637 tests [2025-11-21T07:46:07.439188] [INFO ] [CONFIGURE ] BSAC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:46:07.439230] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T07:46:07.733122] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:08.040513] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:08.332357] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:08.622207] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:08.916018] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:09.223534] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:46:09.507895] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:09.819180] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:10.121986] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:10.424989] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:10.425190] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T07:46:10.425252] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14636 tests [2025-11-21T07:46:10.425302] [INFO ] [CONFIGURE ] BSAC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:46:10.425346] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T07:46:10.695424] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:10.964384] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:11.255981] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:11.529257] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:11.797616] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:12.071489] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:12.346015] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:12.632017] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:12.891703] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:13.155524] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:13.155746] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:46:13.155808] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14635 tests [2025-11-21T07:46:13.155858] [INFO ] [CONFIGURE ] BSAC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:46:13.155903] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T07:46:13.429208] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:46:13.690717] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:13.950874] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:46:14.218081] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:46:14.491001] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:14.760722] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:15.050596] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:15.345016] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:15.627624] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:15.891006] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:15.891191] [INFO ] [CONFIGURE ] BSAC: KEPT add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T07:46:15.891250] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14634 tests [2025-11-21T07:46:15.891298] [INFO ] [CONFIGURE ] BSAC: Testing feature 20/29: add_price_rejection [2025-11-21T07:46:15.891342] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T07:46:16.194876] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:46:16.510051] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:16.797962] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:17.096281] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:17.409282] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:17.713326] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:18.017107] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:18.297804] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:18.589662] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:18.881252] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:18.881453] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T07:46:18.881510] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14633 tests [2025-11-21T07:46:18.881558] [INFO ] [CONFIGURE ] BSAC: Testing feature 21/29: add_range_position [2025-11-21T07:46:18.881602] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T07:46:19.164608] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:46:19.447212] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:19.734997] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:20.020310] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:20.302403] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:20.597711] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:20.888237] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:21.225048] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:21.599131] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:22.012265] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:22.012518] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:46:22.012595] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14632 tests [2025-11-21T07:46:22.012687] [INFO ] [CONFIGURE ] BSAC: Testing feature 22/29: add_realized_volatility [2025-11-21T07:46:22.012761] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T07:46:22.428459] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:22.817077] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:23.206385] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:23.606706] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:24.019344] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:24.398677] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:24.787114] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:25.169509] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:25.563961] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:25.960180] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:25.960406] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T07:46:25.960466] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14631 tests [2025-11-21T07:46:25.960517] [INFO ] [CONFIGURE ] BSAC: Testing feature 23/29: add_recent_range_context [2025-11-21T07:46:25.960562] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T07:46:26.246396] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:46:26.546007] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:26.835027] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:27.116446] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:27.403257] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:27.687724] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:27.966821] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:28.252379] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:28.543164] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:28.831545] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:28.831761] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:46:28.831820] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14630 tests [2025-11-21T07:46:28.831870] [INFO ] [CONFIGURE ] BSAC: Testing feature 24/29: add_rsi [2025-11-21T07:46:28.831917] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T07:46:29.159313] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:29.487795] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:29.820011] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:30.156838] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:30.470597] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:30.796995] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:31.103729] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:31.444153] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:31.768380] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:32.075029] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:32.075246] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:46:32.075308] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14629 tests [2025-11-21T07:46:32.075360] [INFO ] [CONFIGURE ] BSAC: Testing feature 25/29: add_tick_distribution [2025-11-21T07:46:32.075430] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T07:46:32.371408] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:32.657609] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:32.930852] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:33.193964] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:46:33.460024] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:33.719230] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:33.984420] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:34.257713] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:34.533080] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:34.799050] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:34.799276] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:46:34.799398] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14628 tests [2025-11-21T07:46:34.799452] [INFO ] [CONFIGURE ] BSAC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:46:34.799498] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T07:46:35.077423] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:35.381550] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:35.659014] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:35.933585] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:36.221075] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:36.511123] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:36.826109] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:37.109141] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:37.393600] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:37.687596] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:37.687841] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:46:37.687902] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14627 tests [2025-11-21T07:46:37.688015] [INFO ] [CONFIGURE ] BSAC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:46:37.688064] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T07:46:37.995746] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:38.307159] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:38.627321] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:38.928506] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:39.217902] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:39.500770] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:39.786283] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:40.099163] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:40.394947] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:40.688404] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:40.688593] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:46:40.688670] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14626 tests [2025-11-21T07:46:40.688741] [INFO ] [CONFIGURE ] BSAC: Testing feature 28/29: add_volume_profile [2025-11-21T07:46:40.688790] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T07:46:40.950091] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:41.221564] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:41.483511] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:41.750173] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:42.019519] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:42.278291] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:42.544608] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:42.810839] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:43.066187] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:43.346701] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:43.346900] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T07:46:43.346960] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14625 tests [2025-11-21T07:46:43.347009] [INFO ] [CONFIGURE ] BSAC: Testing feature 29/29: add_vwap [2025-11-21T07:46:43.347258] [INFO ] [CONFIGURE ] BSAC: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T07:46:43.628150] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:46:43.915437] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:46:44.201317] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:46:44.475986] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:44.754260] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:46:45.020313] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:46:45.290344] [DEBUG] [FORECASTER] BSAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:46:45.562348] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:45.858955] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:46:46.141231] [DEBUG] [FORECASTER] BSAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:46:46.141418] [INFO ] [CONFIGURE ] BSAC: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:46:46.141494] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14624 tests [2025-11-21T07:46:46.141542] [INFO ] [CONFIGURE ] BSAC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:46:46.141584] [INFO ] [CONFIGURE ] BSAC: Best accuracy: 90.00% [2025-11-21T07:46:46.141626] [INFO ] [CONFIGURE ] BSAC: Best feature set (4 features): ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T07:46:46.141686] [INFO ] [CONFIGURE ] BSAC: Improvement over baseline: 60.00% [2025-11-21T07:46:46.141726] [INFO ] [CONFIGURE ] BSAC: Total time: 1.3 minutes [2025-11-21T07:46:46.141763] [INFO ] [CONFIGURE ] BSAC: Average time per feature: 2.7 seconds [2025-11-21T07:46:46.141801] [INFO ] [CONFIGURE ] BSAC: Average speed: 0.36 features/sec [2025-11-21T07:46:46.142290] [INFO ] [LOCAL ] Saved configuration for BSAC: 4 features, 90.00% accuracy -> ./output/feature-sets/BSAC.json [2025-11-21T07:46:46.142350] [INFO ] [CONFIGURE ] BSAC: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T07:46:46.142401] [INFO ] [sig ] [221/723] Successfully configured BSAC | 0.01 sym/s | Total: 5.2h | ETA: 11.8h [2025-11-21T07:46:46.142454] [INFO ] [sig ] [222/723] Configuring BSBR... [2025-11-21T07:46:46.142497] [INFO ] [CONFIGURE ] BSBR: Configurate test run. [2025-11-21T07:46:46.142537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'. [2025-11-21T07:46:46.219767] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSBR'. [2025-11-21T07:46:46.220342] [INFO ] [CONFIGURE ] BSBR: Testing with 29 available features [2025-11-21T07:46:46.220424] [INFO ] [CONFIGURE ] BSBR: Establishing baseline with no features... [2025-11-21T07:46:46.405338] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:46:46.574926] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:46.745821] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:46:46.916775] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:46:47.090538] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:46:47.276381] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:46:47.447085] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:46:47.621740] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:47.799758] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:46:47.974411] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:46:47.974572] [INFO ] [CONFIGURE ] BSBR: Baseline score (no features): 50.00% [2025-11-21T07:46:47.974620] [INFO ] [CONFIGURE ] BSBR: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:46:47.974681] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:46:48.179483] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:46:48.385390] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:48.587013] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:46:48.796472] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:46:49.009105] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:46:49.220622] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:46:49.431373] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:46:49.636087] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:49.848900] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:46:50.060246] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:46:50.060551] [INFO ] [CONFIGURE ] BSBR: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T07:46:50.060670] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14623 tests [2025-11-21T07:46:50.060759] [INFO ] [CONFIGURE ] BSBR: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:46:50.060864] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:46:50.309078] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:46:50.571543] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:50.822930] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:46:51.067063] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:46:51.314174] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:46:51.553808] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:46:51.802272] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:46:52.052731] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:52.308014] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:46:52.574522] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:46:52.574724] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T07:46:52.574789] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14622 tests [2025-11-21T07:46:52.574849] [INFO ] [CONFIGURE ] BSBR: Testing feature 3/29: add_daily_returns [2025-11-21T07:46:52.574898] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:46:52.795084] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:46:53.002334] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:53.219980] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:46:53.434275] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:46:53.683159] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:46:53.901515] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:46:54.120728] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:46:54.353957] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:54.582827] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:46:54.805185] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:46:54.805484] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:46:54.805532] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14621 tests [2025-11-21T07:46:54.805569] [INFO ] [CONFIGURE ] BSBR: Testing feature 4/29: add_ema [2025-11-21T07:46:54.805605] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:46:55.073856] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:46:55.325050] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:55.580394] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:46:55.836056] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:46:56.093967] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:46:56.361371] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:46:56.605287] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:46:56.858594] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:57.103246] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:46:57.348590] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:46:57.348782] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:46:57.348848] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14620 tests [2025-11-21T07:46:57.348941] [INFO ] [CONFIGURE ] BSBR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:46:57.348992] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:46:57.636632] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:46:57.906088] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:46:58.166174] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:46:58.423115] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:46:58.678376] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:46:58.932320] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:46:59.184800] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:46:59.445609] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:46:59.715206] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:46:59.982953] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:46:59.983154] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:46:59.983268] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14619 tests [2025-11-21T07:46:59.983323] [INFO ] [CONFIGURE ] BSBR: Testing feature 6/29: add_failed_moves [2025-11-21T07:46:59.983369] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:47:00.203687] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:47:00.423584] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:00.633014] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:00.841906] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:01.767737] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:02.143016] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:02.378357] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:02.593929] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:02.816426] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:03.037939] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:03.038117] [INFO ] [CONFIGURE ] BSBR: KEPT add_failed_moves (score: 70.00%) [2025-11-21T07:47:03.038166] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14618 tests [2025-11-21T07:47:03.038205] [INFO ] [CONFIGURE ] BSBR: Testing feature 7/29: add_lag_shelf [2025-11-21T07:47:03.038240] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T07:47:03.254109] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:03.470913] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:03.692455] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:03.914799] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:04.136327] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:04.357402] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:04.582019] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:04.817025] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:05.029826] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:05.243005] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:05.243201] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:47:05.243250] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14617 tests [2025-11-21T07:47:05.243288] [INFO ] [CONFIGURE ] BSBR: Testing feature 8/29: add_macd [2025-11-21T07:47:05.243324] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T07:47:05.537833] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:05.833894] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:47:06.136945] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:06.452934] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:06.770538] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:47:07.094273] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:07.429225] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:07.757107] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:08.079159] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:08.395780] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:08.395988] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_macd (score: 60.00%) [2025-11-21T07:47:08.396049] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14616 tests [2025-11-21T07:47:08.396091] [INFO ] [CONFIGURE ] BSBR: Testing feature 9/29: add_mfi [2025-11-21T07:47:08.396146] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T07:47:08.631298] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:08.858309] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:09.091130] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:09.316859] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:09.552024] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:09.776977] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:10.012388] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:10.253061] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:10.479717] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:10.718286] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:10.718504] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:47:10.718561] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14615 tests [2025-11-21T07:47:10.718611] [INFO ] [CONFIGURE ] BSBR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:47:10.718676] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:47:11.037364] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:11.372773] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:11.693522] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:12.022345] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:12.344478] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:12.671271] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:13.003253] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:47:13.328845] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:13.655170] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:13.981898] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:13.982106] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:47:13.982163] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14614 tests [2025-11-21T07:47:13.982211] [INFO ] [CONFIGURE ] BSBR: Testing feature 11/29: add_obv_daily [2025-11-21T07:47:13.982256] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T07:47:14.204417] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:14.434871] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:47:14.670434] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:14.907201] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:47:15.144540] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:15.388731] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:15.625530] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:47:15.863133] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:47:16.086184] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:16.320745] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:16.320960] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T07:47:16.321017] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14613 tests [2025-11-21T07:47:16.321078] [INFO ] [CONFIGURE ] BSBR: Testing feature 12/29: add_obv_interval [2025-11-21T07:47:16.321139] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T07:47:16.555311] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:16.783809] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:17.015135] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:17.241858] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:17.471688] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:17.700752] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:17.930881] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:47:18.165317] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:47:18.400080] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:18.625911] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:18.626088] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T07:47:18.626141] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14612 tests [2025-11-21T07:47:18.626183] [INFO ] [CONFIGURE ] BSBR: Testing feature 13/29: add_opening_strength [2025-11-21T07:47:18.626226] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:47:18.860738] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:19.101260] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:47:19.339250] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:19.578304] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:19.831637] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:47:20.079382] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:20.326714] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:20.573467] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:47:20.837736] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:21.113600] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:47:21.113812] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:47:21.113867] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14611 tests [2025-11-21T07:47:21.113914] [INFO ] [CONFIGURE ] BSBR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:47:21.113958] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T07:47:21.356468] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:21.607809] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:21.868810] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:22.117630] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:22.363852] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:22.612829] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:22.874085] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:23.155285] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:23.423431] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:23.690586] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:23.690821] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:47:23.690880] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14610 tests [2025-11-21T07:47:23.690931] [INFO ] [CONFIGURE ] BSBR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:47:23.690977] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T07:47:23.914885] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:47:24.129832] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:24.352483] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:24.576100] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:24.795108] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:25.010135] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:47:25.221560] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:25.434283] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:25.670930] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:25.888431] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:25.888606] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:47:25.888852] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14609 tests [2025-11-21T07:47:25.888954] [INFO ] [CONFIGURE ] BSBR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:47:25.889036] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T07:47:26.131347] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:26.381397] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:26.617716] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:26.887025] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:27.152794] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:27.403428] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:27.642752] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:27.889525] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:28.144238] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:28.394899] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:28.395073] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T07:47:28.395130] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14608 tests [2025-11-21T07:47:28.395176] [INFO ] [CONFIGURE ] BSBR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:47:28.395285] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T07:47:28.653328] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:28.922541] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:29.191730] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:29.448485] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:29.705500] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:30.013303] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:30.294717] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:30.650305] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:30.984679] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:31.284149] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:31.284365] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:47:31.284425] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14607 tests [2025-11-21T07:47:31.284476] [INFO ] [CONFIGURE ] BSBR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:47:31.284592] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T07:47:31.525611] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:31.776054] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:32.045295] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:32.261180] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:32.469561] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:47:32.689571] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:32.909091] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:33.125557] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:33.342295] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:33.555810] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:33.555981] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:47:33.556044] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14606 tests [2025-11-21T07:47:33.556091] [INFO ] [CONFIGURE ] BSBR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:47:33.556136] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T07:47:33.773153] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:33.993055] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:34.212354] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:34.431497] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:34.650013] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:34.867377] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:35.087782] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:35.307288] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:35.535049] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:35.759166] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:35.759344] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T07:47:35.759392] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14605 tests [2025-11-21T07:47:35.759431] [INFO ] [CONFIGURE ] BSBR: Testing feature 20/29: add_price_rejection [2025-11-21T07:47:35.759464] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T07:47:35.990090] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:36.230526] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:36.483615] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:36.737984] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:36.991885] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:37.239564] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:37.490479] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:37.735035] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:37.987472] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:38.244789] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:38.244968] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:47:38.245027] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14604 tests [2025-11-21T07:47:38.245075] [INFO ] [CONFIGURE ] BSBR: Testing feature 21/29: add_range_position [2025-11-21T07:47:38.245121] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T07:47:38.515158] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:38.805910] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:39.089541] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:39.366450] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:39.643817] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:39.927018] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:40.209484] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:40.495658] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:40.784309] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:41.063007] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:41.063208] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:47:41.063267] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14603 tests [2025-11-21T07:47:41.063315] [INFO ] [CONFIGURE ] BSBR: Testing feature 22/29: add_realized_volatility [2025-11-21T07:47:41.063358] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T07:47:41.426958] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:41.779217] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:47:42.133782] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:42.491154] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:47:42.826050] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:47:43.157261] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:43.505366] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:43.874083] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:44.249714] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:44.638171] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:44.638376] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T07:47:44.638438] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14602 tests [2025-11-21T07:47:44.638484] [INFO ] [CONFIGURE ] BSBR: Testing feature 23/29: add_recent_range_context [2025-11-21T07:47:44.638531] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T07:47:44.889312] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:45.137314] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:45.387627] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:45.645839] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:45.913164] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:47:46.169701] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:46.426771] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:46.691337] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:46.946945] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:47.203993] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:47.204174] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T07:47:47.204231] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14601 tests [2025-11-21T07:47:47.204278] [INFO ] [CONFIGURE ] BSBR: Testing feature 24/29: add_rsi [2025-11-21T07:47:47.204321] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T07:47:47.510773] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:47.820733] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:48.129714] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:48.439772] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:48.750132] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:49.056061] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:49.369911] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:49.679480] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:50.001745] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:50.319322] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:47:50.319531] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:47:50.319594] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14600 tests [2025-11-21T07:47:50.319663] [INFO ] [CONFIGURE ] BSBR: Testing feature 25/29: add_tick_distribution [2025-11-21T07:47:50.319714] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T07:47:50.578093] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:50.836351] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:51.096049] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:51.354466] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:51.611398] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:51.856857] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:52.126622] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:52.377601] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:52.637839] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:52.894163] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:52.894325] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T07:47:52.894381] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14599 tests [2025-11-21T07:47:52.894427] [INFO ] [CONFIGURE ] BSBR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:47:52.894469] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T07:47:53.146892] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:53.391133] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:53.639414] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:53.892751] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:54.147744] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:47:54.396329] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:54.663852] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:54.915544] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:55.169277] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:55.418924] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:55.419088] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T07:47:55.419143] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14598 tests [2025-11-21T07:47:55.419187] [INFO ] [CONFIGURE ] BSBR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:47:55.419228] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T07:47:55.669744] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:47:55.932678] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:56.187342] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:47:56.461569] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:56.727952] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:56.994816] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:57.251318] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:47:57.512857] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:47:57.771591] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:47:58.033250] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:47:58.033463] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:47:58.033521] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14597 tests [2025-11-21T07:47:58.033567] [INFO ] [CONFIGURE ] BSBR: Testing feature 28/29: add_volume_profile [2025-11-21T07:47:58.033603] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T07:47:58.286732] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:47:58.543364] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:47:58.803465] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:47:59.062262] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:47:59.342784] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:47:59.624386] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:47:59.886122] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:48:01.066906] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:01.573825] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:48:01.835150] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:48:01.835337] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T07:48:01.835392] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14596 tests [2025-11-21T07:48:01.835442] [INFO ] [CONFIGURE ] BSBR: Testing feature 29/29: add_vwap [2025-11-21T07:48:01.835485] [INFO ] [CONFIGURE ] BSBR: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap'] [2025-11-21T07:48:02.091253] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:02.359468] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:48:02.636486] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:02.908378] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:48:03.175471] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:48:03.436701] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:48:03.696509] [DEBUG] [FORECASTER] BSBR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:03.961921] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:48:04.234101] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:48:04.495006] [DEBUG] [FORECASTER] BSBR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:48:04.495190] [INFO ] [CONFIGURE ] BSBR: DISCARDED add_vwap (score: 40.00%) [2025-11-21T07:48:04.495248] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14595 tests [2025-11-21T07:48:04.495297] [INFO ] [CONFIGURE ] BSBR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:48:04.495340] [INFO ] [CONFIGURE ] BSBR: Best accuracy: 70.00% [2025-11-21T07:48:04.495430] [INFO ] [CONFIGURE ] BSBR: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:48:04.495474] [INFO ] [CONFIGURE ] BSBR: Improvement over baseline: 20.00% [2025-11-21T07:48:04.495510] [INFO ] [CONFIGURE ] BSBR: Total time: 1.3 minutes [2025-11-21T07:48:04.495547] [INFO ] [CONFIGURE ] BSBR: Average time per feature: 2.6 seconds [2025-11-21T07:48:04.495585] [INFO ] [CONFIGURE ] BSBR: Average speed: 0.38 features/sec [2025-11-21T07:48:04.496039] [INFO ] [LOCAL ] Saved configuration for BSBR: 2 features, 70.00% accuracy -> ./output/feature-sets/BSBR.json [2025-11-21T07:48:04.496098] [INFO ] [CONFIGURE ] BSBR: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T07:48:04.496146] [INFO ] [sig ] [222/723] Successfully configured BSBR | 0.01 sym/s | Total: 5.2h | ETA: 11.8h [2025-11-21T07:48:04.496191] [INFO ] [sig ] [223/723] Configuring BSM... [2025-11-21T07:48:04.496232] [INFO ] [CONFIGURE ] BSM: Configurate test run. [2025-11-21T07:48:04.496272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-11-21T07:48:04.542884] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSM'. [2025-11-21T07:48:04.543338] [INFO ] [CONFIGURE ] BSM: Testing with 29 available features [2025-11-21T07:48:04.543417] [INFO ] [CONFIGURE ] BSM: Establishing baseline with no features... [2025-11-21T07:48:04.735051] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:04.927177] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:48:05.117967] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:05.299998] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:05.483345] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:05.673008] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:05.859808] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:06.041790] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:06.225744] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:06.420121] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:06.420298] [INFO ] [CONFIGURE ] BSM: Baseline score (no features): 60.00% [2025-11-21T07:48:06.420354] [INFO ] [CONFIGURE ] BSM: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:48:06.420391] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:48:06.639062] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:06.862297] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:48:07.097932] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:07.322005] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:07.540968] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:48:07.765557] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:08.004478] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:08.236570] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:08.478492] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:08.709310] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:08.709618] [INFO ] [CONFIGURE ] BSM: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T07:48:08.709759] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14594 tests [2025-11-21T07:48:08.709849] [INFO ] [CONFIGURE ] BSM: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:48:08.709972] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:48:08.948047] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:09.181446] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:09.412430] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:09.639017] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:09.870944] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:10.100974] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:10.340597] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:10.569740] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:10.800751] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:11.033006] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:11.033191] [INFO ] [CONFIGURE ] BSM: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T07:48:11.033239] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14593 tests [2025-11-21T07:48:11.033276] [INFO ] [CONFIGURE ] BSM: Testing feature 3/29: add_daily_returns [2025-11-21T07:48:11.033310] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_daily_returns'] [2025-11-21T07:48:11.243675] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:11.455060] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:11.664964] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:11.879840] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:12.094110] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:48:12.315255] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:12.519516] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:12.720131] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:12.918506] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:13.120368] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:13.120541] [INFO ] [CONFIGURE ] BSM: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:48:13.120588] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14592 tests [2025-11-21T07:48:13.120626] [INFO ] [CONFIGURE ] BSM: Testing feature 4/29: add_ema [2025-11-21T07:48:13.120681] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_ema'] [2025-11-21T07:48:13.352454] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:13.601137] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:13.844738] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:14.100451] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:14.325720] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:48:14.587720] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:14.808684] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:15.025169] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:15.239991] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:15.453388] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:15.453773] [INFO ] [CONFIGURE ] BSM: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:48:15.453881] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14591 tests [2025-11-21T07:48:15.453993] [INFO ] [CONFIGURE ] BSM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:48:15.454074] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:48:15.666691] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:15.887246] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:16.104617] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:16.358881] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:16.589633] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:48:16.821735] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:17.053589] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:17.292986] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:17.510003] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:17.786045] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:17.786325] [INFO ] [CONFIGURE ] BSM: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:48:17.786415] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14590 tests [2025-11-21T07:48:17.786492] [INFO ] [CONFIGURE ] BSM: Testing feature 6/29: add_failed_moves [2025-11-21T07:48:17.786563] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_failed_moves'] [2025-11-21T07:48:18.003635] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:18.212692] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:48:18.396253] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:18.568088] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:18.740216] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:18.893713] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:19.057203] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:19.234518] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:19.408286] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:19.583585] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:19.583808] [INFO ] [CONFIGURE ] BSM: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:48:19.583874] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14589 tests [2025-11-21T07:48:19.583928] [INFO ] [CONFIGURE ] BSM: Testing feature 7/29: add_lag_shelf [2025-11-21T07:48:19.583978] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_lag_shelf'] [2025-11-21T07:48:19.747557] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:19.912993] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:48:20.076408] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:20.238935] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:20.405343] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:20.568999] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:20.736903] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:20.904036] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:21.078411] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:21.260391] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:21.260709] [INFO ] [CONFIGURE ] BSM: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:48:21.260816] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14588 tests [2025-11-21T07:48:21.260902] [INFO ] [CONFIGURE ] BSM: Testing feature 8/29: add_macd [2025-11-21T07:48:21.261008] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:48:21.539507] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:21.805518] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:22.068922] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:22.330107] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:22.593186] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:22.857277] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:23.118847] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:23.384233] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:48:23.667793] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:23.941021] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:23.941230] [INFO ] [CONFIGURE ] BSM: DISCARDED add_macd (score: 60.00%) [2025-11-21T07:48:23.941296] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14587 tests [2025-11-21T07:48:23.941346] [INFO ] [CONFIGURE ] BSM: Testing feature 9/29: add_mfi [2025-11-21T07:48:23.941382] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_mfi'] [2025-11-21T07:48:24.132362] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:24.317710] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:24.506913] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:24.691900] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:24.878138] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:25.069265] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:25.260810] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:25.446478] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:25.633085] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:25.823966] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:25.824175] [INFO ] [CONFIGURE ] BSM: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:48:25.824224] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14586 tests [2025-11-21T07:48:25.824264] [INFO ] [CONFIGURE ] BSM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:48:25.824301] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:48:26.106594] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:26.388630] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:26.673184] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:26.947625] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:27.227981] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:48:27.506156] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:27.783024] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:28.059333] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:28.338998] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:28.616086] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:28.616277] [INFO ] [CONFIGURE ] BSM: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:48:28.616331] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14585 tests [2025-11-21T07:48:28.616377] [INFO ] [CONFIGURE ] BSM: Testing feature 11/29: add_obv_daily [2025-11-21T07:48:28.616418] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_daily'] [2025-11-21T07:48:28.803259] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:48:28.992427] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:29.178594] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:48:29.363687] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:29.553828] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:29.748507] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:29.936143] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:30.132903] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:30.327290] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:30.523602] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:30.523796] [INFO ] [CONFIGURE ] BSM: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T07:48:30.523844] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14584 tests [2025-11-21T07:48:30.523882] [INFO ] [CONFIGURE ] BSM: Testing feature 12/29: add_obv_interval [2025-11-21T07:48:30.523916] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval'] [2025-11-21T07:48:30.715705] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:30.903513] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:31.098466] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:31.292203] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:31.493962] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:31.711076] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:31.923127] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:32.111315] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:32.314516] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:32.502109] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:32.502285] [INFO ] [CONFIGURE ] BSM: KEPT add_obv_interval (score: 70.00%) [2025-11-21T07:48:32.502333] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14583 tests [2025-11-21T07:48:32.502371] [INFO ] [CONFIGURE ] BSM: Testing feature 13/29: add_opening_strength [2025-11-21T07:48:32.502406] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:48:32.731829] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:32.965027] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:48:33.198025] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:33.424526] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:33.646660] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:33.889217] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:34.118576] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:34.347408] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:34.584054] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:34.810660] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:34.811011] [INFO ] [CONFIGURE ] BSM: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:48:34.811116] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14582 tests [2025-11-21T07:48:34.811201] [INFO ] [CONFIGURE ] BSM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:48:34.811302] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T07:48:35.015710] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:35.227784] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:35.447362] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:35.662609] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:35.878892] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:36.091687] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:36.310947] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:36.551635] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:36.785148] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:37.007595] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:37.007998] [INFO ] [CONFIGURE ] BSM: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T07:48:37.008058] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14581 tests [2025-11-21T07:48:37.008104] [INFO ] [CONFIGURE ] BSM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:48:37.008147] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T07:48:37.204978] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:37.397948] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:48:37.588209] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:37.784605] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:37.977419] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:38.175764] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:38.370831] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:38.563471] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:38.753111] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:38.950446] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:38.951209] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T07:48:38.951319] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14580 tests [2025-11-21T07:48:38.951415] [INFO ] [CONFIGURE ] BSM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:48:38.951491] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T07:48:39.187085] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:39.397301] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:39.605277] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:39.812530] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:48:40.024236] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:40.233722] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:40.444506] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:40.655523] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:40.871477] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:41.098590] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:41.098789] [INFO ] [CONFIGURE ] BSM: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T07:48:41.098982] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14579 tests [2025-11-21T07:48:41.099073] [INFO ] [CONFIGURE ] BSM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:48:41.099152] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T07:48:41.344850] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:41.590974] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:41.854558] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:42.101058] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:42.342010] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:42.585821] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:42.817428] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:43.051797] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:43.282227] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:43.514184] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:43.514377] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:48:43.514449] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14578 tests [2025-11-21T07:48:43.514498] [INFO ] [CONFIGURE ] BSM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:48:43.514541] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T07:48:43.719490] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:43.926036] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:44.143636] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:44.355216] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:48:44.563450] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:44.771545] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:44.980371] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:45.191119] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:45.391536] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:45.606574] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:45.606806] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T07:48:45.606888] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14577 tests [2025-11-21T07:48:45.606959] [INFO ] [CONFIGURE ] BSM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:48:45.607011] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T07:48:45.817198] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:46.035866] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:46.250627] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:46.463268] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:46.677175] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:46.891296] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:47.095740] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:47.306085] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:47.510832] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:47.717390] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:47.717585] [INFO ] [CONFIGURE ] BSM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:48:47.717668] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14576 tests [2025-11-21T07:48:47.717725] [INFO ] [CONFIGURE ] BSM: Testing feature 20/29: add_price_rejection [2025-11-21T07:48:47.717777] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T07:48:47.934779] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:48.179479] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:48.400213] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:48.624114] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:48.861759] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:49.096923] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:48:49.332833] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:49.562800] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:49.783118] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:50.007203] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:50.007435] [INFO ] [CONFIGURE ] BSM: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T07:48:50.007550] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14575 tests [2025-11-21T07:48:50.007606] [INFO ] [CONFIGURE ] BSM: Testing feature 21/29: add_range_position [2025-11-21T07:48:50.007671] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T07:48:50.252009] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:50.483775] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:50.722815] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:50.955501] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:51.213282] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:51.455437] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:51.705951] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:51.967301] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:52.232951] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:52.499360] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:52.499567] [INFO ] [CONFIGURE ] BSM: DISCARDED add_range_position (score: 70.00%) [2025-11-21T07:48:52.499625] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14574 tests [2025-11-21T07:48:52.499762] [INFO ] [CONFIGURE ] BSM: Testing feature 22/29: add_realized_volatility [2025-11-21T07:48:52.499812] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T07:48:52.857407] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:53.194603] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:53.528073] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:53.872453] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:48:54.214572] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:54.546067] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:54.899808] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:55.249000] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:55.600927] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:55.958815] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:55.959018] [INFO ] [CONFIGURE ] BSM: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T07:48:55.959078] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14573 tests [2025-11-21T07:48:55.959129] [INFO ] [CONFIGURE ] BSM: Testing feature 23/29: add_recent_range_context [2025-11-21T07:48:55.959218] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T07:48:56.185440] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:56.424752] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:56.670471] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:56.916862] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:57.161579] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:48:57.381700] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:48:57.634567] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:48:57.895507] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:48:58.127921] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:48:58.347189] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:48:58.347585] [INFO ] [CONFIGURE ] BSM: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:48:58.347659] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14572 tests [2025-11-21T07:48:58.347711] [INFO ] [CONFIGURE ] BSM: Testing feature 24/29: add_rsi [2025-11-21T07:48:58.347755] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T07:48:58.637487] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:48:58.908330] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:48:59.201914] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:48:59.475757] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:48:59.742495] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:49:00.018007] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:49:00.287983] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:01.294888] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:01.634817] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:49:01.933791] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:01.934020] [INFO ] [CONFIGURE ] BSM: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:49:01.934091] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14571 tests [2025-11-21T07:49:01.934151] [INFO ] [CONFIGURE ] BSM: Testing feature 25/29: add_tick_distribution [2025-11-21T07:49:01.934205] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T07:49:02.162932] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:49:02.389296] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:02.620016] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:02.849000] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:03.084133] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:49:03.301850] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:49:03.527285] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:03.757032] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:03.982685] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:49:04.243017] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:04.243196] [INFO ] [CONFIGURE ] BSM: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:49:04.243254] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14570 tests [2025-11-21T07:49:04.243302] [INFO ] [CONFIGURE ] BSM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:49:04.243346] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T07:49:04.467889] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:49:04.704036] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:49:04.951963] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:05.212166] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:05.436446] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:49:05.659367] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:49:05.884694] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:06.112833] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:06.338661] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:49:06.578502] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:06.578675] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T07:49:06.578733] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14569 tests [2025-11-21T07:49:06.578782] [INFO ] [CONFIGURE ] BSM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:49:06.578824] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T07:49:06.823952] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:49:07.053972] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:07.289887] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:07.527461] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:07.765805] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:49:08.006529] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:49:08.245038] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:08.487154] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:08.724710] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:49:08.980109] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:08.980290] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T07:49:08.980348] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14568 tests [2025-11-21T07:49:08.980397] [INFO ] [CONFIGURE ] BSM: Testing feature 28/29: add_volume_profile [2025-11-21T07:49:08.980433] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T07:49:09.219431] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:49:09.444432] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:09.693276] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:09.952541] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:10.255667] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:49:10.587579] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:49:10.892402] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:11.145866] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:11.396109] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:49:11.634031] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:11.634238] [INFO ] [CONFIGURE ] BSM: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:49:11.634320] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14567 tests [2025-11-21T07:49:11.634390] [INFO ] [CONFIGURE ] BSM: Testing feature 29/29: add_vwap [2025-11-21T07:49:11.634453] [INFO ] [CONFIGURE ] BSM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T07:49:11.891526] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:49:12.134877] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:49:12.363204] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:12.622840] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:12.860753] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:49:13.094605] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:49:13.323733] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:13.560111] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:13.792623] [DEBUG] [FORECASTER] BSM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:49:14.026504] [DEBUG] [FORECASTER] BSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:14.026697] [INFO ] [CONFIGURE ] BSM: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:49:14.026774] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14566 tests [2025-11-21T07:49:14.026824] [INFO ] [CONFIGURE ] BSM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:49:14.026870] [INFO ] [CONFIGURE ] BSM: Best accuracy: 80.00% [2025-11-21T07:49:14.026910] [INFO ] [CONFIGURE ] BSM: Best feature set (2 features): ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T07:49:14.026956] [INFO ] [CONFIGURE ] BSM: Improvement over baseline: 20.00% [2025-11-21T07:49:14.026993] [INFO ] [CONFIGURE ] BSM: Total time: 1.1 minutes [2025-11-21T07:49:14.027029] [INFO ] [CONFIGURE ] BSM: Average time per feature: 2.3 seconds [2025-11-21T07:49:14.027066] [INFO ] [CONFIGURE ] BSM: Average speed: 0.43 features/sec [2025-11-21T07:49:14.027629] [INFO ] [LOCAL ] Saved configuration for BSM: 2 features, 80.00% accuracy -> ./output/feature-sets/BSM.json [2025-11-21T07:49:14.027711] [INFO ] [CONFIGURE ] BSM: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T07:49:14.027760] [INFO ] [sig ] [223/723] Successfully configured BSM | 0.01 sym/s | Total: 5.3h | ETA: 11.8h [2025-11-21T07:49:14.027804] [INFO ] [sig ] [224/723] Configuring BST... [2025-11-21T07:49:14.027852] [INFO ] [CONFIGURE ] BST: Configurate test run. [2025-11-21T07:49:14.027894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BST' from 'https://tdm.silogroup.org/data/derivative_storage/BST.csv'. [2025-11-21T07:49:14.242659] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BST'. [2025-11-21T07:49:14.243088] [INFO ] [CONFIGURE ] BST: Testing with 29 available features [2025-11-21T07:49:14.243154] [INFO ] [CONFIGURE ] BST: Establishing baseline with no features... [2025-11-21T07:49:14.411527] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:14.588122] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:14.769568] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:14.944688] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:15.120243] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:15.296222] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:49:15.472724] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:15.652380] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:15.833860] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:16.015024] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:16.015191] [INFO ] [CONFIGURE ] BST: Baseline score (no features): 50.00% [2025-11-21T07:49:16.015239] [INFO ] [CONFIGURE ] BST: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:49:16.015277] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:49:16.232151] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:16.438958] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:49:16.646229] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:16.866996] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:17.080571] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:17.304266] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:17.520892] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:17.736780] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:17.951074] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:18.166105] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:18.166277] [INFO ] [CONFIGURE ] BST: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T07:49:18.166325] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14565 tests [2025-11-21T07:49:18.166363] [INFO ] [CONFIGURE ] BST: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:49:18.166398] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:49:18.388189] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:18.604418] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:18.830125] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:19.063384] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:19.302502] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:19.530589] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:19.757421] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:49:19.970686] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:20.193500] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:49:20.416070] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:20.416239] [INFO ] [CONFIGURE ] BST: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T07:49:20.416287] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14564 tests [2025-11-21T07:49:20.416329] [INFO ] [CONFIGURE ] BST: Testing feature 3/29: add_daily_returns [2025-11-21T07:49:20.416367] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns'] [2025-11-21T07:49:20.610790] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:20.814996] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:21.012205] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:21.205784] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:21.389781] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:21.587921] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:21.791428] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:21.997627] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:22.191310] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:22.386260] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:22.386424] [INFO ] [CONFIGURE ] BST: KEPT add_daily_returns (score: 70.00%) [2025-11-21T07:49:22.386472] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14563 tests [2025-11-21T07:49:22.386512] [INFO ] [CONFIGURE ] BST: Testing feature 4/29: add_ema [2025-11-21T07:49:22.386550] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T07:49:22.627492] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:22.866020] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:23.100684] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:23.343199] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:23.598213] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:23.854016] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:24.102054] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:49:24.351508] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:24.658420] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:24.953374] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:24.953808] [INFO ] [CONFIGURE ] BST: DISCARDED add_ema (score: 60.00%) [2025-11-21T07:49:24.953931] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14562 tests [2025-11-21T07:49:24.954060] [INFO ] [CONFIGURE ] BST: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:49:24.954141] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:49:25.233075] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:25.479709] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:25.744351] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:25.999956] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:26.245044] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:26.493053] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:26.733992] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:26.995015] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:27.248482] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:27.506105] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:27.506328] [INFO ] [CONFIGURE ] BST: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:49:27.506388] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14561 tests [2025-11-21T07:49:27.506434] [INFO ] [CONFIGURE ] BST: Testing feature 6/29: add_failed_moves [2025-11-21T07:49:27.506478] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T07:49:27.702693] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:27.911616] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:28.125527] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:28.337328] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:28.552738] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:28.765350] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:28.988302] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:29.195251] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:29.397740] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:29.615848] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:29.616176] [INFO ] [CONFIGURE ] BST: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:49:29.616279] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14560 tests [2025-11-21T07:49:29.616364] [INFO ] [CONFIGURE ] BST: Testing feature 7/29: add_lag_shelf [2025-11-21T07:49:29.616463] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T07:49:29.814496] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:30.003956] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:30.192009] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:30.378134] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:30.562321] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:30.750222] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:30.933429] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:31.135208] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:31.331455] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:31.527210] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:31.527394] [INFO ] [CONFIGURE ] BST: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:49:31.527446] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14559 tests [2025-11-21T07:49:31.527487] [INFO ] [CONFIGURE ] BST: Testing feature 8/29: add_macd [2025-11-21T07:49:31.527526] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T07:49:31.831186] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:32.135717] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:32.448323] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:49:32.766808] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:33.062635] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:33.352033] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:49:33.641283] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:33.938319] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:34.239226] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:34.550400] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:34.550624] [INFO ] [CONFIGURE ] BST: DISCARDED add_macd (score: 50.00%) [2025-11-21T07:49:34.550713] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14558 tests [2025-11-21T07:49:34.550788] [INFO ] [CONFIGURE ] BST: Testing feature 9/29: add_mfi [2025-11-21T07:49:34.550865] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T07:49:34.760384] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:34.973920] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:35.200331] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:35.431364] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:35.648477] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:35.872513] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:36.080023] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:36.282250] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:36.501825] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:36.709989] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:36.710183] [INFO ] [CONFIGURE ] BST: DISCARDED add_mfi (score: 60.00%) [2025-11-21T07:49:36.710241] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14557 tests [2025-11-21T07:49:36.710288] [INFO ] [CONFIGURE ] BST: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:49:36.710332] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:49:37.020671] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:37.322129] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:37.609559] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:37.912965] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:38.203937] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:38.497936] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:38.801748] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:39.097736] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:39.386585] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:39.670815] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:39.670980] [INFO ] [CONFIGURE ] BST: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T07:49:39.671039] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14556 tests [2025-11-21T07:49:39.671099] [INFO ] [CONFIGURE ] BST: Testing feature 11/29: add_obv_daily [2025-11-21T07:49:39.671169] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T07:49:39.971513] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:40.274511] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:40.574180] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:40.874178] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:41.173366] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:41.475715] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:41.804137] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:42.137110] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:42.475756] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:42.816786] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:49:42.817021] [INFO ] [CONFIGURE ] BST: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T07:49:42.817094] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14555 tests [2025-11-21T07:49:42.817200] [INFO ] [CONFIGURE ] BST: Testing feature 12/29: add_obv_interval [2025-11-21T07:49:42.817245] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T07:49:43.150108] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:43.506342] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:43.829979] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:44.160572] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:49:44.496495] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:49:44.832901] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:45.179987] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:45.513760] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:45.858734] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:49:46.180779] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:46.181008] [INFO ] [CONFIGURE ] BST: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:49:46.181096] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14554 tests [2025-11-21T07:49:46.181150] [INFO ] [CONFIGURE ] BST: Testing feature 13/29: add_opening_strength [2025-11-21T07:49:46.181197] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T07:49:46.510592] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:46.846754] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:47.171850] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:47.503714] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:47.831492] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:49:48.163922] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:48.497503] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:48.822492] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:49:49.142377] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:49.466354] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:49.466817] [INFO ] [CONFIGURE ] BST: KEPT add_opening_strength (score: 90.00%) [2025-11-21T07:49:49.466889] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14553 tests [2025-11-21T07:49:49.466938] [INFO ] [CONFIGURE ] BST: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:49:49.467035] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T07:49:49.812567] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:50.171155] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:50.530887] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:50.900922] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:51.269587] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:51.625026] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:51.987082] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:52.342596] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:52.701047] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:53.052925] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:53.053102] [INFO ] [CONFIGURE ] BST: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T07:49:53.053159] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14552 tests [2025-11-21T07:49:53.053207] [INFO ] [CONFIGURE ] BST: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:49:53.053308] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T07:49:53.392832] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:53.738226] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:54.083029] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:54.458463] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:54.811892] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:55.177557] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:55.551174] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:55.918089] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:49:56.305252] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:49:56.667543] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:49:56.667770] [INFO ] [CONFIGURE ] BST: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T07:49:56.667914] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14551 tests [2025-11-21T07:49:56.667970] [INFO ] [CONFIGURE ] BST: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:49:56.668017] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T07:49:57.027961] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:49:57.415529] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:49:57.849859] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:49:58.298179] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:49:58.785774] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:49:59.178549] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:49:59.531688] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:49:59.897998] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:00.285121] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:01.390877] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:01.391172] [INFO ] [CONFIGURE ] BST: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:50:01.391230] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14550 tests [2025-11-21T07:50:01.391277] [INFO ] [CONFIGURE ] BST: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:50:01.391320] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T07:50:01.985005] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:02.366692] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:02.754333] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:03.132588] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:03.466591] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:50:03.808000] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:04.148734] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:04.481328] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:04.818954] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:05.151969] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:05.152179] [INFO ] [CONFIGURE ] BST: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T07:50:05.152237] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14549 tests [2025-11-21T07:50:05.152283] [INFO ] [CONFIGURE ] BST: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:50:05.152319] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T07:50:05.509251] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:05.858936] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:06.215132] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:06.593220] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:06.989546] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:50:07.356670] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:07.735797] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:08.094401] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:50:08.446208] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:08.794660] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:08.795058] [INFO ] [CONFIGURE ] BST: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T07:50:08.795120] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14548 tests [2025-11-21T07:50:08.795169] [INFO ] [CONFIGURE ] BST: Testing feature 20/29: add_price_rejection [2025-11-21T07:50:08.795215] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T07:50:09.153960] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:09.523028] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:09.888726] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:10.264446] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:10.625933] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:10.975214] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:11.342506] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:11.698385] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:12.044731] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:12.426913] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:12.427122] [INFO ] [CONFIGURE ] BST: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T07:50:12.427182] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14547 tests [2025-11-21T07:50:12.427231] [INFO ] [CONFIGURE ] BST: Testing feature 21/29: add_range_position [2025-11-21T07:50:12.427274] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_range_position'] [2025-11-21T07:50:12.812682] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:13.190765] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:13.571544] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:50:13.953249] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:14.326262] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:14.700837] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:15.075953] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:15.474492] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:15.868992] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:16.254530] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:16.254761] [INFO ] [CONFIGURE ] BST: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:50:16.254824] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14546 tests [2025-11-21T07:50:16.254875] [INFO ] [CONFIGURE ] BST: Testing feature 22/29: add_realized_volatility [2025-11-21T07:50:16.254927] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T07:50:16.739897] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:17.226363] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:17.689314] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:18.152957] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:18.612846] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:50:19.076719] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:19.526971] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:20.043487] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:50:20.504163] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:20.969406] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:50:20.969636] [INFO ] [CONFIGURE ] BST: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T07:50:20.969742] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14545 tests [2025-11-21T07:50:20.969790] [INFO ] [CONFIGURE ] BST: Testing feature 23/29: add_recent_range_context [2025-11-21T07:50:20.969833] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T07:50:21.298993] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:21.633605] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:21.966139] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:22.294432] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:22.616484] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:22.944765] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:23.269942] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:23.589846] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:23.919477] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:24.249996] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:24.250190] [INFO ] [CONFIGURE ] BST: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:50:24.250247] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14544 tests [2025-11-21T07:50:24.250294] [INFO ] [CONFIGURE ] BST: Testing feature 24/29: add_rsi [2025-11-21T07:50:24.250338] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T07:50:24.636049] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:25.039073] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:25.423711] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:25.822362] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:26.213964] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:26.622509] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:27.018574] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:27.405548] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:50:27.791266] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:28.182664] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:28.182869] [INFO ] [CONFIGURE ] BST: DISCARDED add_rsi (score: 80.00%) [2025-11-21T07:50:28.182927] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14543 tests [2025-11-21T07:50:28.182975] [INFO ] [CONFIGURE ] BST: Testing feature 25/29: add_tick_distribution [2025-11-21T07:50:28.183019] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T07:50:28.524543] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:28.873706] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:29.224144] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:29.573976] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:29.917784] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:50:30.257853] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:30.598126] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:30.936665] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:50:31.276963] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:31.628280] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:31.628480] [INFO ] [CONFIGURE ] BST: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T07:50:31.628560] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14542 tests [2025-11-21T07:50:31.628615] [INFO ] [CONFIGURE ] BST: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:50:31.628684] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T07:50:31.979708] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:32.310044] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:32.640395] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:32.982131] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:33.313518] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:33.668955] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:34.030030] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:34.390269] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:34.770821] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:35.133850] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:35.134063] [INFO ] [CONFIGURE ] BST: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:50:35.134124] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14541 tests [2025-11-21T07:50:35.134174] [INFO ] [CONFIGURE ] BST: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:50:35.134221] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T07:50:35.482115] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:35.853251] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:36.229635] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:36.611234] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:36.989561] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:37.347826] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:37.711965] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:38.072035] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:50:38.445768] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:38.843976] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:38.844183] [INFO ] [CONFIGURE ] BST: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T07:50:38.844245] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14540 tests [2025-11-21T07:50:38.844295] [INFO ] [CONFIGURE ] BST: Testing feature 28/29: add_volume_profile [2025-11-21T07:50:38.844343] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T07:50:39.224824] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:39.625076] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:39.992331] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:40.374322] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:40.753377] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:50:41.087375] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:41.419522] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:41.772890] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:50:42.127981] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:42.484763] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:42.484989] [INFO ] [CONFIGURE ] BST: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T07:50:42.485047] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14539 tests [2025-11-21T07:50:42.485097] [INFO ] [CONFIGURE ] BST: Testing feature 29/29: add_vwap [2025-11-21T07:50:42.485144] [INFO ] [CONFIGURE ] BST: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_vwap'] [2025-11-21T07:50:42.854706] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:43.218395] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:43.603715] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:43.979760] [DEBUG] [FORECASTER] BST: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:50:44.356374] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:50:44.725536] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:50:45.088944] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:50:45.428260] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:50:45.795746] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:46.159880] [DEBUG] [FORECASTER] BST: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:46.160069] [INFO ] [CONFIGURE ] BST: DISCARDED add_vwap (score: 80.00%) [2025-11-21T07:50:46.160128] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14538 tests [2025-11-21T07:50:46.160182] [INFO ] [CONFIGURE ] BST: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:50:46.160227] [INFO ] [CONFIGURE ] BST: Best accuracy: 90.00% [2025-11-21T07:50:46.160273] [INFO ] [CONFIGURE ] BST: Best feature set (4 features): ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T07:50:46.160316] [INFO ] [CONFIGURE ] BST: Improvement over baseline: 40.00% [2025-11-21T07:50:46.160358] [INFO ] [CONFIGURE ] BST: Total time: 1.5 minutes [2025-11-21T07:50:46.160398] [INFO ] [CONFIGURE ] BST: Average time per feature: 3.2 seconds [2025-11-21T07:50:46.160438] [INFO ] [CONFIGURE ] BST: Average speed: 0.32 features/sec [2025-11-21T07:50:46.160919] [INFO ] [LOCAL ] Saved configuration for BST: 4 features, 90.00% accuracy -> ./output/feature-sets/BST.json [2025-11-21T07:50:46.160980] [INFO ] [CONFIGURE ] BST: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T07:50:46.161028] [INFO ] [sig ] [224/723] Successfully configured BST | 0.01 sym/s | Total: 5.3h | ETA: 11.8h [2025-11-21T07:50:46.161073] [INFO ] [sig ] [225/723] Configuring BSTZ... [2025-11-21T07:50:46.161112] [INFO ] [CONFIGURE ] BSTZ: Configurate test run. [2025-11-21T07:50:46.161152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-11-21T07:50:46.377080] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSTZ'. [2025-11-21T07:50:46.377540] [INFO ] [CONFIGURE ] BSTZ: Testing with 29 available features [2025-11-21T07:50:46.377602] [INFO ] [CONFIGURE ] BSTZ: Establishing baseline with no features... [2025-11-21T07:50:46.549967] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:50:46.715415] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:46.885883] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:50:47.059729] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:47.244359] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:47.418819] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:50:47.589541] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:50:47.760787] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:47.935551] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:48.110938] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:48.111096] [INFO ] [CONFIGURE ] BSTZ: Baseline score (no features): 50.00% [2025-11-21T07:50:48.111143] [INFO ] [CONFIGURE ] BSTZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:50:48.111180] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:50:48.314371] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:48.518916] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:50:48.725136] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:48.931058] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:49.138452] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:49.353421] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:50:49.561390] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:50:49.775889] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:50:50.016741] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:50.230514] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:50.230708] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T07:50:50.230786] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14537 tests [2025-11-21T07:50:50.230848] [INFO ] [CONFIGURE ] BSTZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:50:50.230896] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:50:50.446276] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:50:50.662946] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:50.871130] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:51.083911] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:50:51.294578] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:51.507980] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:50:51.721734] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:50:51.941472] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:52.154079] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:50:52.365338] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:52.365501] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T07:50:52.365548] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14536 tests [2025-11-21T07:50:52.365638] [INFO ] [CONFIGURE ] BSTZ: Testing feature 3/29: add_daily_returns [2025-11-21T07:50:52.365849] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns'] [2025-11-21T07:50:52.548824] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:52.733432] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:52.922916] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:53.105936] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:50:53.293284] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:53.477093] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:50:53.661120] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:50:53.845287] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:54.031455] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:54.222207] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:54.222498] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T07:50:54.222563] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14535 tests [2025-11-21T07:50:54.222669] [INFO ] [CONFIGURE ] BSTZ: Testing feature 4/29: add_ema [2025-11-21T07:50:54.222754] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_ema'] [2025-11-21T07:50:54.438528] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:50:54.657728] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:54.872985] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:55.091983] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:55.315558] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:55.541872] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:50:55.767173] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:50:55.990955] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:56.208505] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:50:56.431226] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:56.431424] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_ema (score: 50.00%) [2025-11-21T07:50:56.431474] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14534 tests [2025-11-21T07:50:56.431515] [INFO ] [CONFIGURE ] BSTZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:50:56.431551] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:50:56.652310] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:50:56.877458] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:57.107873] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:50:57.332957] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:57.552049] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:57.774552] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:50:58.002902] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:50:58.228627] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:50:58.454001] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:50:58.675994] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:50:58.676186] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:50:58.676242] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14533 tests [2025-11-21T07:50:58.676311] [INFO ] [CONFIGURE ] BSTZ: Testing feature 6/29: add_failed_moves [2025-11-21T07:50:58.676358] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_failed_moves'] [2025-11-21T07:50:58.859628] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:50:59.043696] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:50:59.225904] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:50:59.407281] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:50:59.592765] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:50:59.774947] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:50:59.957348] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:00.140630] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:00.328863] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:00.521934] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:00.522101] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:51:00.522151] [INFO ] [CONFIGURE ] JOB ETA: 11.7h | Avg: 2.9s/test | Remaining: 14532 tests [2025-11-21T07:51:00.522191] [INFO ] [CONFIGURE ] BSTZ: Testing feature 7/29: add_lag_shelf [2025-11-21T07:51:00.522228] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_lag_shelf'] [2025-11-21T07:51:00.693196] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:01.603474] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:51:01.920605] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:02.110335] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:02.289706] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:02.468147] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:02.641663] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:02.835373] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:03.021829] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:03.201434] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:03.201595] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T07:51:03.201660] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14531 tests [2025-11-21T07:51:03.201712] [INFO ] [CONFIGURE ] BSTZ: Testing feature 8/29: add_macd [2025-11-21T07:51:03.201769] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:51:03.464493] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:03.727702] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:03.988859] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:04.254759] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:04.539442] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:04.807686] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:05.075724] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:05.354988] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:05.619203] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:05.888949] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:51:05.889188] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_macd (score: 30.00%) [2025-11-21T07:51:05.889270] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14530 tests [2025-11-21T07:51:05.889316] [INFO ] [CONFIGURE ] BSTZ: Testing feature 9/29: add_mfi [2025-11-21T07:51:05.889358] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_mfi'] [2025-11-21T07:51:06.069740] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:06.248638] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:06.429502] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:06.612313] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:06.799823] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:06.985153] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:07.173149] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:07.355884] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:07.540931] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:07.740171] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:51:07.740382] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_mfi (score: 30.00%) [2025-11-21T07:51:07.740430] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14529 tests [2025-11-21T07:51:07.740469] [INFO ] [CONFIGURE ] BSTZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:51:07.740505] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:51:08.034216] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:08.338310] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:08.698935] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:09.099809] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:09.464747] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:09.790949] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:10.086593] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:10.375169] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:10.660499] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:10.955091] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:10.955333] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T07:51:10.955391] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14528 tests [2025-11-21T07:51:10.955438] [INFO ] [CONFIGURE ] BSTZ: Testing feature 11/29: add_obv_daily [2025-11-21T07:51:10.955480] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_obv_daily'] [2025-11-21T07:51:11.162273] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:11.373000] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:11.584831] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:11.796840] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:12.021620] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:12.241113] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:12.459232] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:12.693292] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:12.914840] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:13.151887] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:13.152080] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T07:51:13.152132] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14527 tests [2025-11-21T07:51:13.152172] [INFO ] [CONFIGURE ] BSTZ: Testing feature 12/29: add_obv_interval [2025-11-21T07:51:13.152208] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_obv_interval'] [2025-11-21T07:51:13.360060] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:13.569064] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:51:13.779852] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:13.994735] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:14.211428] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:14.419607] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:14.629530] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:14.833613] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:15.047694] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:15.260899] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:15.261074] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:51:15.261128] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14526 tests [2025-11-21T07:51:15.261174] [INFO ] [CONFIGURE ] BSTZ: Testing feature 13/29: add_opening_strength [2025-11-21T07:51:15.261217] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:51:15.493059] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:15.732928] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:51:15.980207] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:16.222279] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:16.464560] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:16.713350] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:16.945073] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:17.169717] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:17.410998] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:17.650297] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:17.650481] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T07:51:17.650528] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14525 tests [2025-11-21T07:51:17.650567] [INFO ] [CONFIGURE ] BSTZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:51:17.650602] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T07:51:17.864194] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:18.082162] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:18.300134] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:18.523198] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:18.741290] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:18.955058] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:19.175295] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:19.386628] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:19.600921] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:19.817468] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:51:19.817664] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T07:51:19.817740] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14524 tests [2025-11-21T07:51:19.817791] [INFO ] [CONFIGURE ] BSTZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:51:19.817838] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T07:51:20.011193] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:20.207301] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:20.394707] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:20.579596] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:20.775032] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:20.966317] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:21.171117] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:21.375929] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:21.583828] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:21.792015] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:51:21.792191] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T07:51:21.792239] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14523 tests [2025-11-21T07:51:21.792278] [INFO ] [CONFIGURE ] BSTZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:51:21.792396] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T07:51:22.019586] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:22.255739] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:22.467211] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:22.664232] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:22.857627] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:23.049707] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:23.241608] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:23.437871] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:23.630967] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:23.821035] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:23.821215] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T07:51:23.821263] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14522 tests [2025-11-21T07:51:23.821301] [INFO ] [CONFIGURE ] BSTZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:51:23.821337] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_pbf_return_2d'] [2025-11-21T07:51:24.022094] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:24.218108] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:24.416125] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:24.618709] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:24.825868] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:51:25.030051] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:25.232770] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:25.431668] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:51:25.634320] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:25.833978] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:25.834140] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:51:25.834189] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14521 tests [2025-11-21T07:51:25.834228] [INFO ] [CONFIGURE ] BSTZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:51:25.834264] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T07:51:26.005002] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:26.191465] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:26.364805] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:26.537713] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:26.708007] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:26.883969] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:27.057789] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:27.235467] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:51:27.414375] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:27.587943] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:27.588106] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T07:51:27.588153] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14520 tests [2025-11-21T07:51:27.588190] [INFO ] [CONFIGURE ] BSTZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:51:27.588225] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T07:51:27.760221] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:27.932022] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:28.101248] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:28.272027] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:28.444121] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:28.616230] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:28.792211] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:28.968831] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:29.142449] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:29.318992] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:29.319152] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T07:51:29.319199] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14519 tests [2025-11-21T07:51:29.319238] [INFO ] [CONFIGURE ] BSTZ: Testing feature 20/29: add_price_rejection [2025-11-21T07:51:29.319272] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_price_rejection'] [2025-11-21T07:51:29.512528] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:29.700251] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:29.885718] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:30.078495] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:30.263485] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:30.456657] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:30.639123] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:30.822778] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:31.009463] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:31.198538] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:31.198727] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T07:51:31.198799] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14518 tests [2025-11-21T07:51:31.198946] [INFO ] [CONFIGURE ] BSTZ: Testing feature 21/29: add_range_position [2025-11-21T07:51:31.198995] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_range_position'] [2025-11-21T07:51:31.407700] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:31.617914] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:51:31.829777] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:32.041139] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:32.250753] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:32.461998] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:32.674636] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:32.883295] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:33.098068] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:51:33.311620] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:33.311815] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_range_position (score: 30.00%) [2025-11-21T07:51:33.311863] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14517 tests [2025-11-21T07:51:33.311902] [INFO ] [CONFIGURE ] BSTZ: Testing feature 22/29: add_realized_volatility [2025-11-21T07:51:33.311935] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_realized_volatility'] [2025-11-21T07:51:33.602869] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:33.893139] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:34.212906] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:34.518486] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:34.825013] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:35.131200] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:35.439807] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:35.744669] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:36.045062] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:36.339323] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:36.339522] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T07:51:36.339581] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14516 tests [2025-11-21T07:51:36.339629] [INFO ] [CONFIGURE ] BSTZ: Testing feature 23/29: add_recent_range_context [2025-11-21T07:51:36.339701] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_recent_range_context'] [2025-11-21T07:51:36.538599] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:36.720992] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:36.917895] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:37.101458] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:37.286660] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:37.484066] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:37.682292] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:37.878995] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:38.078866] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:38.279384] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:38.279601] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T07:51:38.279677] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14515 tests [2025-11-21T07:51:38.279749] [INFO ] [CONFIGURE ] BSTZ: Testing feature 24/29: add_rsi [2025-11-21T07:51:38.279799] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T07:51:38.534402] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:38.803623] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:51:39.047344] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:39.309597] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:39.576335] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:39.851139] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:40.120094] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:40.390810] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:51:40.659299] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:40.927202] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:40.927391] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_rsi (score: 50.00%) [2025-11-21T07:51:40.927450] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14514 tests [2025-11-21T07:51:40.927491] [INFO ] [CONFIGURE ] BSTZ: Testing feature 25/29: add_tick_distribution [2025-11-21T07:51:40.927563] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_tick_distribution'] [2025-11-21T07:51:41.138748] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:41.350314] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:41.561096] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:41.785093] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:41.994633] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:42.202936] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:42.420572] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:42.636940] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:42.850235] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:43.073182] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:43.073370] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T07:51:43.073420] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14513 tests [2025-11-21T07:51:43.073457] [INFO ] [CONFIGURE ] BSTZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:51:43.073491] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T07:51:43.287737] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:43.504520] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:43.735618] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:43.956978] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:44.177323] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:44.396831] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:44.625338] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:44.871375] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:45.096913] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:45.316398] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:45.316720] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T07:51:45.316840] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14512 tests [2025-11-21T07:51:45.316927] [INFO ] [CONFIGURE ] BSTZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:51:45.317035] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_volume_price_divergence'] [2025-11-21T07:51:45.540241] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:45.762786] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:45.989080] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:46.216290] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:46.442763] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:46.666477] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:46.889796] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:47.112285] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:47.344897] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:47.572525] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:51:47.572904] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T07:51:47.573034] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14511 tests [2025-11-21T07:51:47.573146] [INFO ] [CONFIGURE ] BSTZ: Testing feature 28/29: add_volume_profile [2025-11-21T07:51:47.573230] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_volume_profile'] [2025-11-21T07:51:47.796660] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:48.022602] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:48.244803] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:48.474995] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:48.711782] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:48.942141] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:49.169774] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:49.404504] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:49.630792] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:51:49.849268] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:49.849443] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:51:49.849491] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14510 tests [2025-11-21T07:51:49.849552] [INFO ] [CONFIGURE ] BSTZ: Testing feature 29/29: add_vwap [2025-11-21T07:51:49.849589] [INFO ] [CONFIGURE ] BSTZ: Testing with features: ['add_vwap'] [2025-11-21T07:51:50.071318] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:50.294189] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:51:50.516170] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:50.736168] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:51:50.957463] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:51.175994] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:51.393323] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:51:51.615723] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:51:51.837184] [DEBUG] [FORECASTER] BSTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:51:52.055872] [DEBUG] [FORECASTER] BSTZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:51:52.056047] [INFO ] [CONFIGURE ] BSTZ: DISCARDED add_vwap (score: 40.00%) [2025-11-21T07:51:52.056096] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14509 tests [2025-11-21T07:51:52.056134] [INFO ] [CONFIGURE ] BSTZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:51:52.056167] [INFO ] [CONFIGURE ] BSTZ: Best accuracy: 50.00% [2025-11-21T07:51:52.056198] [INFO ] [CONFIGURE ] BSTZ: Best feature set (0 features): [] [2025-11-21T07:51:52.056229] [INFO ] [CONFIGURE ] BSTZ: Improvement over baseline: 0.00% [2025-11-21T07:51:52.056257] [INFO ] [CONFIGURE ] BSTZ: Total time: 1.1 minutes [2025-11-21T07:51:52.056286] [INFO ] [CONFIGURE ] BSTZ: Average time per feature: 2.2 seconds [2025-11-21T07:51:52.056317] [INFO ] [CONFIGURE ] BSTZ: Average speed: 0.45 features/sec [2025-11-21T07:51:52.056866] [INFO ] [LOCAL ] Saved configuration for BSTZ: 0 features, 50.00% accuracy -> ./output/feature-sets/BSTZ.json [2025-11-21T07:51:52.057073] [INFO ] [CONFIGURE ] BSTZ: Configuration saved successfully: 0 features, 50.00% accuracy. [2025-11-21T07:51:52.057157] [INFO ] [sig ] [225/723] Successfully configured BSTZ | 0.01 sym/s | Total: 5.3h | ETA: 11.7h [2025-11-21T07:51:52.057240] [INFO ] [sig ] [226/723] Configuring BTA... [2025-11-21T07:51:52.057312] [INFO ] [CONFIGURE ] BTA: Configurate test run. [2025-11-21T07:51:52.057382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-11-21T07:51:52.165587] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTA'. [2025-11-21T07:51:52.166125] [INFO ] [CONFIGURE ] BTA: Testing with 29 available features [2025-11-21T07:51:52.166192] [INFO ] [CONFIGURE ] BTA: Establishing baseline with no features... [2025-11-21T07:51:52.358485] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:52.553561] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:51:52.745732] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:52.938984] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:53.128050] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:51:53.323061] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:51:53.525513] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:51:53.719092] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:51:53.908833] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:51:54.107050] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:51:54.107293] [INFO ] [CONFIGURE ] BTA: Baseline score (no features): 60.00% [2025-11-21T07:51:54.107346] [INFO ] [CONFIGURE ] BTA: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:51:54.107386] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:51:54.340149] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:54.567165] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:51:54.791042] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:55.018471] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:55.243138] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:51:55.465778] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:51:55.702040] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:51:55.896192] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:51:56.125022] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:51:56.423989] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:51:56.424406] [INFO ] [CONFIGURE ] BTA: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T07:51:56.424588] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14508 tests [2025-11-21T07:51:56.424776] [INFO ] [CONFIGURE ] BTA: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:51:56.424900] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:51:56.700727] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:51:56.901025] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:51:57.089728] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:51:57.283559] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:57.471601] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:51:57.674001] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:51:57.877992] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:51:58.071866] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:51:58.265483] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:51:58.458982] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:51:58.459151] [INFO ] [CONFIGURE ] BTA: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T07:51:58.459200] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14507 tests [2025-11-21T07:51:58.459239] [INFO ] [CONFIGURE ] BTA: Testing feature 3/29: add_daily_returns [2025-11-21T07:51:58.459275] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_daily_returns'] [2025-11-21T07:51:58.626757] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:51:58.794901] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:51:58.965000] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:51:59.134372] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:51:59.304312] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:51:59.475692] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:51:59.654349] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:51:59.833163] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:00.010515] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:00.192058] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:00.192223] [INFO ] [CONFIGURE ] BTA: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:52:00.192273] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14506 tests [2025-11-21T07:52:00.192313] [INFO ] [CONFIGURE ] BTA: Testing feature 4/29: add_ema [2025-11-21T07:52:00.192351] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_ema'] [2025-11-21T07:52:00.399800] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:00.606904] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:00.812296] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:01.694518] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:02.019710] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:02.248427] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:02.472154] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:02.687995] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:02.903969] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:03.134991] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:03.135188] [INFO ] [CONFIGURE ] BTA: DISCARDED add_ema (score: 40.00%) [2025-11-21T07:52:03.135241] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14505 tests [2025-11-21T07:52:03.135284] [INFO ] [CONFIGURE ] BTA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:52:03.135323] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:52:03.363342] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:52:03.586784] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:03.810777] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:04.023438] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:04.258397] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:52:04.494019] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:04.726032] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:04.953198] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:05.170463] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:05.396122] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:05.396307] [INFO ] [CONFIGURE ] BTA: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T07:52:05.396382] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14504 tests [2025-11-21T07:52:05.396437] [INFO ] [CONFIGURE ] BTA: Testing feature 6/29: add_failed_moves [2025-11-21T07:52:05.396476] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_failed_moves'] [2025-11-21T07:52:05.582604] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:05.764699] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:05.961033] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:06.146899] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:06.331702] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:06.529386] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:06.717724] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:06.908281] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:07.095409] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:07.295310] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:07.295474] [INFO ] [CONFIGURE ] BTA: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T07:52:07.295520] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14503 tests [2025-11-21T07:52:07.295557] [INFO ] [CONFIGURE ] BTA: Testing feature 7/29: add_lag_shelf [2025-11-21T07:52:07.295591] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_lag_shelf'] [2025-11-21T07:52:07.473091] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:07.661841] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:07.848396] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:08.034223] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:08.214011] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:08.396603] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:08.580785] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:08.759893] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:08.932662] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:09.105005] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:09.105175] [INFO ] [CONFIGURE ] BTA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T07:52:09.105222] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14502 tests [2025-11-21T07:52:09.105261] [INFO ] [CONFIGURE ] BTA: Testing feature 8/29: add_macd [2025-11-21T07:52:09.105297] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:52:09.380030] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:52:09.660534] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:09.942356] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:10.231353] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:10.517179] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:10.801405] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:11.079563] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:11.361042] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:11.627231] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:11.900465] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:11.900712] [INFO ] [CONFIGURE ] BTA: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:52:11.900775] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14501 tests [2025-11-21T07:52:11.900825] [INFO ] [CONFIGURE ] BTA: Testing feature 9/29: add_mfi [2025-11-21T07:52:11.900868] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_mfi'] [2025-11-21T07:52:12.083271] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:12.274119] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:12.490891] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:12.682833] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:12.875903] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:13.067308] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:13.262196] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:13.452407] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:13.651340] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:13.844987] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:13.845164] [INFO ] [CONFIGURE ] BTA: DISCARDED add_mfi (score: 40.00%) [2025-11-21T07:52:13.845213] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14500 tests [2025-11-21T07:52:13.845251] [INFO ] [CONFIGURE ] BTA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:52:13.845287] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:52:14.123556] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:14.393908] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:14.672021] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:14.943501] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:15.215600] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:15.496388] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:15.782127] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:16.057602] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:16.336009] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:16.616081] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:16.616323] [INFO ] [CONFIGURE ] BTA: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T07:52:16.616382] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14499 tests [2025-11-21T07:52:16.616426] [INFO ] [CONFIGURE ] BTA: Testing feature 11/29: add_obv_daily [2025-11-21T07:52:16.616473] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_obv_daily'] [2025-11-21T07:52:16.828370] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:17.039398] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:17.256431] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:17.495139] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:17.709177] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:17.925139] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:18.150882] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:18.358321] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:18.569451] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:18.782875] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:18.783070] [INFO ] [CONFIGURE ] BTA: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T07:52:18.783132] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14498 tests [2025-11-21T07:52:18.783185] [INFO ] [CONFIGURE ] BTA: Testing feature 12/29: add_obv_interval [2025-11-21T07:52:18.783234] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_obv_interval'] [2025-11-21T07:52:18.992832] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:19.188454] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:19.377274] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:52:19.571193] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:19.775408] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:19.985496] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:20.203120] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:20.404262] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:20.617432] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:20.826336] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:20.826520] [INFO ] [CONFIGURE ] BTA: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T07:52:20.826570] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14497 tests [2025-11-21T07:52:20.826610] [INFO ] [CONFIGURE ] BTA: Testing feature 13/29: add_opening_strength [2025-11-21T07:52:20.826665] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T07:52:21.048189] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:52:21.268395] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:21.489012] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:21.716063] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:21.942815] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:22.166962] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:22.400066] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:22.629293] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:22.856170] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:23.087632] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:23.087963] [INFO ] [CONFIGURE ] BTA: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T07:52:23.088065] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14496 tests [2025-11-21T07:52:23.088173] [INFO ] [CONFIGURE ] BTA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:52:23.088278] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T07:52:23.302729] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:23.520893] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:23.735639] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:23.948210] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:24.164659] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:24.379979] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:24.598375] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:24.811622] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:25.031968] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:25.248846] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:25.249039] [INFO ] [CONFIGURE ] BTA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T07:52:25.249088] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14495 tests [2025-11-21T07:52:25.249129] [INFO ] [CONFIGURE ] BTA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:52:25.249172] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T07:52:25.427910] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:25.602466] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:25.787369] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:25.972049] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:26.155486] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:26.333293] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:26.524338] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:26.713025] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:26.903046] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:27.102773] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:27.102977] [INFO ] [CONFIGURE ] BTA: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T07:52:27.103028] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14494 tests [2025-11-21T07:52:27.103069] [INFO ] [CONFIGURE ] BTA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:52:27.103108] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T07:52:27.324205] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:27.538282] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:27.757396] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:27.964260] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:28.170093] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:28.386589] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:28.594468] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:28.797660] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:29.000224] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:29.211852] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:29.212027] [INFO ] [CONFIGURE ] BTA: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T07:52:29.212076] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14493 tests [2025-11-21T07:52:29.212116] [INFO ] [CONFIGURE ] BTA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:52:29.212153] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_pbf_return_2d'] [2025-11-21T07:52:29.419006] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:29.624462] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:29.831186] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:30.035541] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:30.238591] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:30.445152] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:30.652181] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:30.858935] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:31.070563] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:31.278571] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:31.278947] [INFO ] [CONFIGURE ] BTA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:52:31.279053] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14492 tests [2025-11-21T07:52:31.279142] [INFO ] [CONFIGURE ] BTA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:52:31.279247] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T07:52:31.459111] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:31.639997] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:31.821504] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:32.004811] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:32.187497] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:52:32.372274] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:32.565819] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:32.745381] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:32.919699] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:33.098635] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:33.098818] [INFO ] [CONFIGURE ] BTA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T07:52:33.098866] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14491 tests [2025-11-21T07:52:33.098903] [INFO ] [CONFIGURE ] BTA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:52:33.098938] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T07:52:33.294672] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:33.505947] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:33.710765] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:33.908369] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:34.102007] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:34.294008] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:34.488892] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:34.680841] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:34.870784] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:35.061683] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:35.061816] [INFO ] [CONFIGURE ] BTA: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T07:52:35.061862] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14490 tests [2025-11-21T07:52:35.061900] [INFO ] [CONFIGURE ] BTA: Testing feature 20/29: add_price_rejection [2025-11-21T07:52:35.061934] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_price_rejection'] [2025-11-21T07:52:35.264741] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:52:35.473285] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:35.682200] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:35.888567] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:36.094249] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:36.297731] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:36.506075] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:36.716829] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:36.932344] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:37.138962] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:37.139100] [INFO ] [CONFIGURE ] BTA: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T07:52:37.139148] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14489 tests [2025-11-21T07:52:37.139185] [INFO ] [CONFIGURE ] BTA: Testing feature 21/29: add_range_position [2025-11-21T07:52:37.139218] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_range_position'] [2025-11-21T07:52:37.367918] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:37.595874] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:37.822151] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:38.051956] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:38.282537] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:38.508738] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:38.733535] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:38.937601] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:39.144082] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:39.347700] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:39.347987] [INFO ] [CONFIGURE ] BTA: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:52:39.348094] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14488 tests [2025-11-21T07:52:39.348180] [INFO ] [CONFIGURE ] BTA: Testing feature 22/29: add_realized_volatility [2025-11-21T07:52:39.348287] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_realized_volatility'] [2025-11-21T07:52:39.647588] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:39.958536] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:40.262207] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:40.564662] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:40.876419] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:52:41.188113] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:41.492292] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:41.786714] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:42.080395] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:42.364396] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:42.364533] [INFO ] [CONFIGURE ] BTA: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T07:52:42.364591] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14487 tests [2025-11-21T07:52:42.364638] [INFO ] [CONFIGURE ] BTA: Testing feature 23/29: add_recent_range_context [2025-11-21T07:52:42.364700] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_recent_range_context'] [2025-11-21T07:52:42.542764] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:42.717794] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:42.890447] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:43.065492] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:43.237459] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:43.411324] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:43.584190] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:43.765308] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:43.939529] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:44.112900] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:44.113041] [INFO ] [CONFIGURE ] BTA: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T07:52:44.113088] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14486 tests [2025-11-21T07:52:44.113128] [INFO ] [CONFIGURE ] BTA: Testing feature 24/29: add_rsi [2025-11-21T07:52:44.113164] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T07:52:44.341330] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:44.597036] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:44.848761] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:45.089283] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:45.331354] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:45.572578] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:45.818963] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:46.063249] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:46.307454] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:46.530036] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:46.530212] [INFO ] [CONFIGURE ] BTA: DISCARDED add_rsi (score: 30.00%) [2025-11-21T07:52:46.530298] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14485 tests [2025-11-21T07:52:46.530352] [INFO ] [CONFIGURE ] BTA: Testing feature 25/29: add_tick_distribution [2025-11-21T07:52:46.530393] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_tick_distribution'] [2025-11-21T07:52:46.704754] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:46.878740] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:47.052520] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:47.227501] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:47.408927] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:47.586668] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:47.764870] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:47.943754] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:48.124439] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:48.303891] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:48.304210] [INFO ] [CONFIGURE ] BTA: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T07:52:48.304314] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14484 tests [2025-11-21T07:52:48.304399] [INFO ] [CONFIGURE ] BTA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:52:48.304499] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T07:52:48.488942] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:48.697983] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:48.928576] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:49.189976] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:49.441535] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:49.673731] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:49.874926] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:50.063032] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:50.238038] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:50.416939] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:50.417113] [INFO ] [CONFIGURE ] BTA: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T07:52:50.417163] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14483 tests [2025-11-21T07:52:50.417201] [INFO ] [CONFIGURE ] BTA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:52:50.417258] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_volume_price_divergence'] [2025-11-21T07:52:50.610423] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:50.803553] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:50.998298] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:51.190299] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:51.383272] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:51.579872] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:51.777850] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:51.977004] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:52.178420] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:52:52.376031] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:52.376263] [INFO ] [CONFIGURE ] BTA: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:52:52.376365] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14482 tests [2025-11-21T07:52:52.376444] [INFO ] [CONFIGURE ] BTA: Testing feature 28/29: add_volume_profile [2025-11-21T07:52:52.376524] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_volume_profile'] [2025-11-21T07:52:52.569182] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:52.758687] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:52.954136] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:53.142533] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:53.332914] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:53.523306] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:53.713215] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:52:53.905694] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:54.093715] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:54.281897] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:54.282063] [INFO ] [CONFIGURE ] BTA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:52:54.282110] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14481 tests [2025-11-21T07:52:54.282148] [INFO ] [CONFIGURE ] BTA: Testing feature 29/29: add_vwap [2025-11-21T07:52:54.282184] [INFO ] [CONFIGURE ] BTA: Testing with features: ['add_vwap'] [2025-11-21T07:52:54.463553] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:52:54.648732] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T07:52:54.832635] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:52:55.019088] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:52:55.205042] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:55.391215] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:52:55.580369] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:55.764904] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T07:52:55.951509] [DEBUG] [FORECASTER] BTA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:52:56.138967] [DEBUG] [FORECASTER] BTA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:52:56.139133] [INFO ] [CONFIGURE ] BTA: DISCARDED add_vwap (score: 20.00%) [2025-11-21T07:52:56.139181] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14480 tests [2025-11-21T07:52:56.139221] [INFO ] [CONFIGURE ] BTA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:52:56.139254] [INFO ] [CONFIGURE ] BTA: Best accuracy: 60.00% [2025-11-21T07:52:56.139287] [INFO ] [CONFIGURE ] BTA: Best feature set (0 features): [] [2025-11-21T07:52:56.139317] [INFO ] [CONFIGURE ] BTA: Improvement over baseline: 0.00% [2025-11-21T07:52:56.139347] [INFO ] [CONFIGURE ] BTA: Total time: 1.0 minutes [2025-11-21T07:52:56.139378] [INFO ] [CONFIGURE ] BTA: Average time per feature: 2.1 seconds [2025-11-21T07:52:56.139410] [INFO ] [CONFIGURE ] BTA: Average speed: 0.47 features/sec [2025-11-21T07:52:56.139886] [INFO ] [LOCAL ] Saved configuration for BTA: 0 features, 60.00% accuracy -> ./output/feature-sets/BTA.json [2025-11-21T07:52:56.139943] [INFO ] [CONFIGURE ] BTA: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-21T07:52:56.139984] [INFO ] [sig ] [226/723] Successfully configured BTA | 0.01 sym/s | Total: 5.3h | ETA: 11.7h [2025-11-21T07:52:56.140020] [INFO ] [sig ] [227/723] Configuring BTI... [2025-11-21T07:52:56.140052] [INFO ] [CONFIGURE ] BTI: Configurate test run. [2025-11-21T07:52:56.140085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-11-21T07:52:56.185429] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTI'. [2025-11-21T07:52:56.185999] [INFO ] [CONFIGURE ] BTI: Testing with 29 available features [2025-11-21T07:52:56.186063] [INFO ] [CONFIGURE ] BTI: Establishing baseline with no features... [2025-11-21T07:52:56.353623] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:56.520714] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:52:56.689063] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:52:56.857788] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:52:57.026984] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:52:57.195732] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:57.380063] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:57.557388] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:52:57.736079] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:52:57.913410] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:52:57.913589] [INFO ] [CONFIGURE ] BTI: Baseline score (no features): 70.00% [2025-11-21T07:52:57.913637] [INFO ] [CONFIGURE ] BTI: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:52:57.913737] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:52:58.122163] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:52:58.338269] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:52:58.550059] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:52:58.764077] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:52:58.974568] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:52:59.180273] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:52:59.382565] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:52:59.591409] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:52:59.802279] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:00.018445] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:00.018629] [INFO ] [CONFIGURE ] BTI: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T07:53:00.018740] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14479 tests [2025-11-21T07:53:00.018801] [INFO ] [CONFIGURE ] BTI: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:53:00.018850] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_cumulative_delta'] [2025-11-21T07:53:00.232138] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:00.443430] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:00.656079] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:00.865753] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:53:01.731120] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:02.115837] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:53:02.331699] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:02.548467] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:53:02.764961] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:02.979481] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:02.979701] [INFO ] [CONFIGURE ] BTI: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T07:53:02.979787] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14478 tests [2025-11-21T07:53:02.979842] [INFO ] [CONFIGURE ] BTI: Testing feature 3/29: add_daily_returns [2025-11-21T07:53:02.979892] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_daily_returns'] [2025-11-21T07:53:03.166741] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:03.350176] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:03.535934] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:03.731412] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:03.921213] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:04.126330] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:04.319364] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:04.507936] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:53:04.715717] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:04.903915] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:04.904079] [INFO ] [CONFIGURE ] BTI: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T07:53:04.904128] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14477 tests [2025-11-21T07:53:04.904165] [INFO ] [CONFIGURE ] BTI: Testing feature 4/29: add_ema [2025-11-21T07:53:04.904201] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_ema'] [2025-11-21T07:53:05.135296] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:05.365695] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:05.593411] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:05.819335] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:06.045818] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:06.283611] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:06.536534] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:06.755549] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:06.976256] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:07.196154] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:07.196336] [INFO ] [CONFIGURE ] BTI: DISCARDED add_ema (score: 70.00%) [2025-11-21T07:53:07.196387] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14476 tests [2025-11-21T07:53:07.196427] [INFO ] [CONFIGURE ] BTI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:53:07.196464] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:53:07.421740] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:07.667228] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:07.910856] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:08.157356] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:08.406209] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:08.652990] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:08.909549] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:09.154805] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:09.407497] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:09.652673] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:09.652882] [INFO ] [CONFIGURE ] BTI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T07:53:09.652953] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14475 tests [2025-11-21T07:53:09.653010] [INFO ] [CONFIGURE ] BTI: Testing feature 6/29: add_failed_moves [2025-11-21T07:53:09.653060] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_failed_moves'] [2025-11-21T07:53:09.863010] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:10.078716] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:53:10.284618] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:10.498632] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:10.701092] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:10.915995] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:11.126182] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:11.330045] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:11.553884] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:11.732356] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:11.732734] [INFO ] [CONFIGURE ] BTI: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:53:11.732841] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14474 tests [2025-11-21T07:53:11.732927] [INFO ] [CONFIGURE ] BTI: Testing feature 7/29: add_lag_shelf [2025-11-21T07:53:11.733042] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_lag_shelf'] [2025-11-21T07:53:11.897444] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:12.072507] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:53:12.234783] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:12.400714] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:12.626476] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:12.834705] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:13.034602] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:13.239367] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:13.440091] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:13.638697] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:13.638863] [INFO ] [CONFIGURE ] BTI: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:53:13.638911] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14473 tests [2025-11-21T07:53:13.638950] [INFO ] [CONFIGURE ] BTI: Testing feature 8/29: add_macd [2025-11-21T07:53:13.638991] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T07:53:13.975767] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:14.290029] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:14.626268] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:14.931073] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:15.216688] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:15.509516] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:15.796317] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:16.092332] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:16.380282] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:16.667251] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:16.667444] [INFO ] [CONFIGURE ] BTI: DISCARDED add_macd (score: 70.00%) [2025-11-21T07:53:16.667504] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14472 tests [2025-11-21T07:53:16.667561] [INFO ] [CONFIGURE ] BTI: Testing feature 9/29: add_mfi [2025-11-21T07:53:16.667612] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi'] [2025-11-21T07:53:16.873422] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:17.074874] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:17.278356] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:17.484219] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:17.692957] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:17.897247] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:18.110669] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:18.317283] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:18.526178] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:18.728481] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:18.728696] [INFO ] [CONFIGURE ] BTI: KEPT add_mfi (score: 80.00%) [2025-11-21T07:53:18.728747] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14471 tests [2025-11-21T07:53:18.728786] [INFO ] [CONFIGURE ] BTI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:53:18.728822] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:53:19.044894] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:19.357310] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:19.678557] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:20.004703] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:20.321519] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:20.631716] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:20.944498] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:21.249744] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:21.563544] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:21.874281] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:21.874446] [INFO ] [CONFIGURE ] BTI: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T07:53:21.874502] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14470 tests [2025-11-21T07:53:21.874548] [INFO ] [CONFIGURE ] BTI: Testing feature 11/29: add_obv_daily [2025-11-21T07:53:21.874583] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T07:53:22.111330] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:22.340902] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:22.582725] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:22.815196] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:53:23.050998] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:23.291927] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:23.532919] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:23.769060] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:24.002602] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:24.247983] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:24.248159] [INFO ] [CONFIGURE ] BTI: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T07:53:24.248221] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14469 tests [2025-11-21T07:53:24.248269] [INFO ] [CONFIGURE ] BTI: Testing feature 12/29: add_obv_interval [2025-11-21T07:53:24.248310] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T07:53:24.469370] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:24.694338] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:24.921063] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:25.146265] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:25.371990] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:25.603767] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:25.828881] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:26.055594] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:26.280294] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:26.510858] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:26.511038] [INFO ] [CONFIGURE ] BTI: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T07:53:26.511097] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14468 tests [2025-11-21T07:53:26.511144] [INFO ] [CONFIGURE ] BTI: Testing feature 13/29: add_opening_strength [2025-11-21T07:53:26.511187] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:53:26.767164] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:27.014580] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:27.277611] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:27.539935] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:27.794377] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:28.074275] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:28.333460] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:28.587097] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:53:28.842980] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:29.101199] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:29.101426] [INFO ] [CONFIGURE ] BTI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:53:29.101489] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14467 tests [2025-11-21T07:53:29.101541] [INFO ] [CONFIGURE ] BTI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:53:29.101588] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T07:53:29.334898] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:29.574081] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:29.813230] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:30.060660] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:30.295471] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:30.535211] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:30.775871] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:31.011710] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:31.244979] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:31.488480] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:31.488691] [INFO ] [CONFIGURE ] BTI: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T07:53:31.488752] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14466 tests [2025-11-21T07:53:31.488801] [INFO ] [CONFIGURE ] BTI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:53:31.488844] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T07:53:31.712899] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:31.943810] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:32.158456] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:32.375545] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:32.601983] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:32.819094] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:33.036071] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:33.253158] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:33.470459] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:33.696024] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:33.696190] [INFO ] [CONFIGURE ] BTI: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T07:53:33.696406] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14465 tests [2025-11-21T07:53:33.696462] [INFO ] [CONFIGURE ] BTI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:53:33.696545] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T07:53:33.934666] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:34.171291] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:34.409107] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:34.648479] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:34.884240] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:35.120288] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:35.371299] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:35.619918] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:35.868690] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:36.101046] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:36.101231] [INFO ] [CONFIGURE ] BTI: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T07:53:36.101284] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14464 tests [2025-11-21T07:53:36.101351] [INFO ] [CONFIGURE ] BTI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:53:36.101396] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T07:53:36.339398] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:36.609286] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:36.847674] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:37.080542] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:37.305396] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:37.552542] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:37.793509] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:38.035556] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:38.268415] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:38.499048] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:38.499223] [INFO ] [CONFIGURE ] BTI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:53:38.499331] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14463 tests [2025-11-21T07:53:38.499387] [INFO ] [CONFIGURE ] BTI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:53:38.499432] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T07:53:38.723710] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:38.942390] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:39.159602] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:39.378227] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:39.599249] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:39.813491] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:40.028107] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:40.244580] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:40.461083] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:40.678698] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:40.678865] [INFO ] [CONFIGURE ] BTI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:53:40.678913] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14462 tests [2025-11-21T07:53:40.678952] [INFO ] [CONFIGURE ] BTI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:53:40.678988] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T07:53:40.898550] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:41.120985] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:53:41.340994] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:41.566579] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:41.790007] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:42.013454] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:42.230708] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:42.453391] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:42.682288] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:42.904733] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:42.904921] [INFO ] [CONFIGURE ] BTI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:53:42.905156] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14461 tests [2025-11-21T07:53:42.905250] [INFO ] [CONFIGURE ] BTI: Testing feature 20/29: add_price_rejection [2025-11-21T07:53:42.905302] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T07:53:43.144483] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:43.385919] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:43.633872] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:43.877064] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:44.115690] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:44.360801] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:44.615543] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:44.864874] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:45.100951] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:45.340862] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:45.341042] [INFO ] [CONFIGURE ] BTI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T07:53:45.341101] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14460 tests [2025-11-21T07:53:45.341142] [INFO ] [CONFIGURE ] BTI: Testing feature 21/29: add_range_position [2025-11-21T07:53:45.341246] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T07:53:45.598324] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:45.856107] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:46.109091] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:46.374793] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:46.639384] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:46.894187] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:47.154558] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:47.415285] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:53:47.682807] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:47.965349] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:47.965702] [INFO ] [CONFIGURE ] BTI: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:53:47.965772] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14459 tests [2025-11-21T07:53:47.965822] [INFO ] [CONFIGURE ] BTI: Testing feature 22/29: add_realized_volatility [2025-11-21T07:53:47.965873] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T07:53:48.322133] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:48.684853] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:49.035938] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:49.380440] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:49.731607] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:50.105818] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:50.475779] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:50.848864] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:51.222271] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:51.594473] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:51.594821] [INFO ] [CONFIGURE ] BTI: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:53:51.594896] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14458 tests [2025-11-21T07:53:51.594955] [INFO ] [CONFIGURE ] BTI: Testing feature 23/29: add_recent_range_context [2025-11-21T07:53:51.595001] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T07:53:51.846233] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:52.093944] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:52.324992] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:53:52.571020] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:52.806889] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:53.050719] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:53.289741] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:53.533251] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:53.774899] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:54.028145] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:54.028418] [INFO ] [CONFIGURE ] BTI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:53:54.028481] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14457 tests [2025-11-21T07:53:54.028528] [INFO ] [CONFIGURE ] BTI: Testing feature 24/29: add_rsi [2025-11-21T07:53:54.028575] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T07:53:54.337904] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:54.630634] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:54.912830] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:55.195253] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:55.482746] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:53:55.766385] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:56.054286] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:56.345036] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:53:56.657329] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:56.952720] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:56.952977] [INFO ] [CONFIGURE ] BTI: DISCARDED add_rsi (score: 70.00%) [2025-11-21T07:53:56.953042] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14456 tests [2025-11-21T07:53:56.953095] [INFO ] [CONFIGURE ] BTI: Testing feature 25/29: add_tick_distribution [2025-11-21T07:53:56.953142] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T07:53:57.193487] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:57.430934] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:53:57.689186] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:53:57.937898] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:53:58.180314] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:53:58.426814] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:53:58.665444] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:53:58.904274] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:53:59.143858] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:53:59.377743] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:53:59.378024] [INFO ] [CONFIGURE ] BTI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:53:59.378101] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14455 tests [2025-11-21T07:53:59.378166] [INFO ] [CONFIGURE ] BTI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:53:59.378217] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T07:53:59.609333] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:53:59.842065] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:54:00.073224] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:00.322591] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:00.557530] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:54:00.795044] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:01.065068] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:01.915598] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:54:02.272173] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:54:02.521592] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:02.521878] [INFO ] [CONFIGURE ] BTI: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:54:02.521944] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14454 tests [2025-11-21T07:54:02.522010] [INFO ] [CONFIGURE ] BTI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:54:02.522061] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T07:54:02.772831] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:54:03.017234] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:54:03.269233] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:03.523574] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:03.784333] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:04.042995] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:04.285860] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:04.518601] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:04.748204] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:54:04.979479] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:04.979719] [INFO ] [CONFIGURE ] BTI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:54:04.979783] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14453 tests [2025-11-21T07:54:04.979832] [INFO ] [CONFIGURE ] BTI: Testing feature 28/29: add_volume_profile [2025-11-21T07:54:04.979875] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T07:54:05.193027] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:54:05.406155] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:54:05.624511] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:05.839284] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:54:06.050752] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:54:06.267542] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:06.478495] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:06.690290] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:06.907330] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:54:07.120559] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T07:54:07.120762] [INFO ] [CONFIGURE ] BTI: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T07:54:07.120822] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14452 tests [2025-11-21T07:54:07.120871] [INFO ] [CONFIGURE ] BTI: Testing feature 29/29: add_vwap [2025-11-21T07:54:07.120916] [INFO ] [CONFIGURE ] BTI: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T07:54:07.336829] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:54:07.557015] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:54:07.779367] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:54:07.994508] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:08.213555] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:08.431385] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:54:08.654475] [DEBUG] [FORECASTER] BTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:08.878555] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:09.096249] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T07:54:09.312629] [DEBUG] [FORECASTER] BTI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:09.312813] [INFO ] [CONFIGURE ] BTI: DISCARDED add_vwap (score: 50.00%) [2025-11-21T07:54:09.312888] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14451 tests [2025-11-21T07:54:09.312938] [INFO ] [CONFIGURE ] BTI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:54:09.312979] [INFO ] [CONFIGURE ] BTI: Best accuracy: 80.00% [2025-11-21T07:54:09.313020] [INFO ] [CONFIGURE ] BTI: Best feature set (1 features): ['add_mfi'] [2025-11-21T07:54:09.313059] [INFO ] [CONFIGURE ] BTI: Improvement over baseline: 10.00% [2025-11-21T07:54:09.313097] [INFO ] [CONFIGURE ] BTI: Total time: 1.2 minutes [2025-11-21T07:54:09.313135] [INFO ] [CONFIGURE ] BTI: Average time per feature: 2.5 seconds [2025-11-21T07:54:09.313173] [INFO ] [CONFIGURE ] BTI: Average speed: 0.41 features/sec [2025-11-21T07:54:09.313519] [INFO ] [LOCAL ] Saved configuration for BTI: 1 features, 80.00% accuracy -> ./output/feature-sets/BTI.json [2025-11-21T07:54:09.313598] [INFO ] [CONFIGURE ] BTI: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T07:54:09.313681] [INFO ] [sig ] [227/723] Successfully configured BTI | 0.01 sym/s | Total: 5.3h | ETA: 11.7h [2025-11-21T07:54:09.313730] [INFO ] [sig ] [228/723] Configuring BTO... [2025-11-21T07:54:09.313771] [INFO ] [CONFIGURE ] BTO: Configurate test run. [2025-11-21T07:54:09.313812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'. [2025-11-21T07:54:09.390545] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTO'. [2025-11-21T07:54:09.390952] [INFO ] [CONFIGURE ] BTO: Testing with 29 available features [2025-11-21T07:54:09.391015] [INFO ] [CONFIGURE ] BTO: Establishing baseline with no features... [2025-11-21T07:54:09.557129] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:09.725543] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:09.890100] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:10.053592] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:10.217536] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:10.383096] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:54:10.547965] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:10.717145] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:54:10.888419] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:11.055985] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:11.056137] [INFO ] [CONFIGURE ] BTO: Baseline score (no features): 20.00% [2025-11-21T07:54:11.056185] [INFO ] [CONFIGURE ] BTO: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:54:11.056222] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:54:11.250395] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:11.450413] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:11.656994] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:11.857408] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:12.060594] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:12.258120] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:54:12.458703] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:12.671114] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:12.865462] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:13.057795] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:13.057968] [INFO ] [CONFIGURE ] BTO: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T07:54:13.058016] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14450 tests [2025-11-21T07:54:13.058053] [INFO ] [CONFIGURE ] BTO: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:54:13.058088] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:54:13.278535] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:13.502203] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:13.724562] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:13.951561] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:14.176080] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:14.407911] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:54:14.640766] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:14.882390] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:54:15.134814] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:15.379457] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:15.379723] [INFO ] [CONFIGURE ] BTO: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T07:54:15.379785] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14449 tests [2025-11-21T07:54:15.379830] [INFO ] [CONFIGURE ] BTO: Testing feature 3/29: add_daily_returns [2025-11-21T07:54:15.379879] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:54:15.588594] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:15.795261] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:16.011666] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:16.224173] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:16.443953] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:16.655073] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:54:16.873583] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:17.096987] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:17.304599] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:17.518121] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:17.518301] [INFO ] [CONFIGURE ] BTO: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T07:54:17.518349] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14448 tests [2025-11-21T07:54:17.518388] [INFO ] [CONFIGURE ] BTO: Testing feature 4/29: add_ema [2025-11-21T07:54:17.518425] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:54:17.758714] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:54:18.005810] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:18.255182] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:18.515981] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:18.769968] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:19.052579] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:54:19.324553] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:19.600895] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:19.870523] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:20.157069] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:20.157252] [INFO ] [CONFIGURE ] BTO: KEPT add_ema (score: 40.00%) [2025-11-21T07:54:20.157302] [INFO ] [CONFIGURE ] JOB ETA: 11.6h | Avg: 2.9s/test | Remaining: 14447 tests [2025-11-21T07:54:20.157340] [INFO ] [CONFIGURE ] BTO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:54:20.157375] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:54:20.480545] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:20.788044] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:21.113026] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:21.427314] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:21.766451] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:22.095272] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:22.419851] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:22.782137] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:23.092290] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:23.415181] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:23.415391] [INFO ] [CONFIGURE ] BTO: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T07:54:23.415453] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14446 tests [2025-11-21T07:54:23.415502] [INFO ] [CONFIGURE ] BTO: Testing feature 6/29: add_failed_moves [2025-11-21T07:54:23.415546] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T07:54:23.696620] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:23.972801] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:24.268092] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:24.546024] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:24.813170] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:25.093410] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:54:25.375227] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:25.656869] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:54:25.941810] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:26.221910] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:26.222076] [INFO ] [CONFIGURE ] BTO: DISCARDED add_failed_moves (score: 20.00%) [2025-11-21T07:54:26.222152] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14445 tests [2025-11-21T07:54:26.222200] [INFO ] [CONFIGURE ] BTO: Testing feature 7/29: add_lag_shelf [2025-11-21T07:54:26.222243] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T07:54:26.494003] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:26.748159] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:26.989933] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:27.228249] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:27.479559] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:27.747050] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:27.993922] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:28.254965] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:28.516137] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:28.774747] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:28.774951] [INFO ] [CONFIGURE ] BTO: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T07:54:28.775020] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14444 tests [2025-11-21T07:54:28.775077] [INFO ] [CONFIGURE ] BTO: Testing feature 8/29: add_macd [2025-11-21T07:54:28.775131] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T07:54:29.101917] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:29.429754] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:29.761213] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:30.094762] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:30.425885] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:30.768203] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:31.110070] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:31.450883] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:31.792279] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:32.141398] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:32.141603] [INFO ] [CONFIGURE ] BTO: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:54:32.141700] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14443 tests [2025-11-21T07:54:32.141770] [INFO ] [CONFIGURE ] BTO: Testing feature 9/29: add_mfi [2025-11-21T07:54:32.141822] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T07:54:32.438596] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:32.735602] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:33.035630] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:54:33.332405] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:33.632057] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:33.929362] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:34.224322] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:34.527930] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:34.825660] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:35.121498] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:35.121714] [INFO ] [CONFIGURE ] BTO: DISCARDED add_mfi (score: 30.00%) [2025-11-21T07:54:35.121798] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14442 tests [2025-11-21T07:54:35.121849] [INFO ] [CONFIGURE ] BTO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:54:35.121896] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:54:35.482060] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:54:35.838095] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:36.198020] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:36.549258] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:36.909419] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:37.276020] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:37.637485] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:38.008044] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:38.375901] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:38.723554] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:38.723749] [INFO ] [CONFIGURE ] BTO: KEPT add_momentum_acceleration (score: 50.00%) [2025-11-21T07:54:38.723807] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14441 tests [2025-11-21T07:54:38.723857] [INFO ] [CONFIGURE ] BTO: Testing feature 11/29: add_obv_daily [2025-11-21T07:54:38.723904] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T07:54:39.117810] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:54:39.509785] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:39.899867] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:40.294616] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:40.718583] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:41.108427] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:41.519003] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:41.920817] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:42.318544] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:42.733064] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:42.733300] [INFO ] [CONFIGURE ] BTO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T07:54:42.733409] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14440 tests [2025-11-21T07:54:42.733473] [INFO ] [CONFIGURE ] BTO: Testing feature 12/29: add_obv_interval [2025-11-21T07:54:42.733531] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T07:54:43.124523] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:54:43.509302] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:43.897444] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:54:44.303599] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:44.723604] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:45.131407] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:45.551559] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:45.887691] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:46.235441] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:46.577757] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:46.577953] [INFO ] [CONFIGURE ] BTO: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T07:54:46.578020] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14439 tests [2025-11-21T07:54:46.578142] [INFO ] [CONFIGURE ] BTO: Testing feature 13/29: add_opening_strength [2025-11-21T07:54:46.578195] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:54:46.960532] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:47.375830] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:47.792527] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:54:48.204553] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:48.622101] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:49.048458] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:49.469667] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T07:54:49.888731] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:50.308101] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:50.737517] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:50.737766] [INFO ] [CONFIGURE ] BTO: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:54:50.737831] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14438 tests [2025-11-21T07:54:50.737884] [INFO ] [CONFIGURE ] BTO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:54:50.737931] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T07:54:51.125159] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:51.508119] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:51.875760] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:54:52.266147] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:52.653068] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:53.050685] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:53.446972] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:53.861050] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:54.255375] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:54.645715] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:54.645918] [INFO ] [CONFIGURE ] BTO: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T07:54:54.646023] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14437 tests [2025-11-21T07:54:54.646076] [INFO ] [CONFIGURE ] BTO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:54:54.646121] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T07:54:55.037028] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:54:55.424004] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:55.810099] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:54:56.202710] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:54:56.606385] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:54:57.001096] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:54:57.397274] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:54:57.791781] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:54:58.178545] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:54:58.570377] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:54:58.570562] [INFO ] [CONFIGURE ] BTO: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T07:54:58.570622] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14436 tests [2025-11-21T07:54:58.570697] [INFO ] [CONFIGURE ] BTO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:54:58.570819] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T07:54:58.945812] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:54:59.333217] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:54:59.716123] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:00.109765] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:01.145627] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:01.580165] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:01.974025] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:02.378938] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:02.767490] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:03.177766] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:03.177942] [INFO ] [CONFIGURE ] BTO: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T07:55:03.177995] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14435 tests [2025-11-21T07:55:03.178045] [INFO ] [CONFIGURE ] BTO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:55:03.178090] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T07:55:03.542433] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:03.907130] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:04.278031] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:04.647462] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:05.025933] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:05.356709] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:05.711833] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:06.076801] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:06.438663] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:06.812218] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:06.812429] [INFO ] [CONFIGURE ] BTO: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T07:55:06.812489] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14434 tests [2025-11-21T07:55:06.812537] [INFO ] [CONFIGURE ] BTO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:55:06.812580] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T07:55:07.174334] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:55:07.528805] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:07.883199] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:08.251672] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:08.627834] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:08.987140] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:09.337983] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:09.681856] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:10.025449] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:10.371243] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:10.371421] [INFO ] [CONFIGURE ] BTO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T07:55:10.371479] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14433 tests [2025-11-21T07:55:10.371526] [INFO ] [CONFIGURE ] BTO: Testing feature 20/29: add_price_rejection [2025-11-21T07:55:10.371570] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T07:55:10.726837] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:11.091860] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:11.468845] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:11.843004] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:12.216358] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:12.581417] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:12.988490] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:13.364546] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:13.748720] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:14.122722] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:14.122967] [INFO ] [CONFIGURE ] BTO: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T07:55:14.123026] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14432 tests [2025-11-21T07:55:14.123074] [INFO ] [CONFIGURE ] BTO: Testing feature 21/29: add_range_position [2025-11-21T07:55:14.123153] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T07:55:14.516054] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:14.915190] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:15.314006] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:15.712337] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:16.141597] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:16.548093] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:16.962168] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:17.390636] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:17.807383] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:18.227925] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:18.228160] [INFO ] [CONFIGURE ] BTO: DISCARDED add_range_position (score: 40.00%) [2025-11-21T07:55:18.228228] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14431 tests [2025-11-21T07:55:18.228278] [INFO ] [CONFIGURE ] BTO: Testing feature 22/29: add_realized_volatility [2025-11-21T07:55:18.228324] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T07:55:18.736601] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:19.239181] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:19.744316] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:20.249114] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:20.742799] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:21.222484] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:55:21.699696] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:22.194049] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:22.686738] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:23.177860] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:23.178079] [INFO ] [CONFIGURE ] BTO: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T07:55:23.178156] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14430 tests [2025-11-21T07:55:23.178208] [INFO ] [CONFIGURE ] BTO: Testing feature 23/29: add_recent_range_context [2025-11-21T07:55:23.178249] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T07:55:23.558460] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:23.904858] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:24.257323] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:24.613902] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:24.979599] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:25.366830] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:25.724397] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:26.086953] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:26.443969] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:26.801811] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:26.802012] [INFO ] [CONFIGURE ] BTO: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T07:55:26.802070] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14429 tests [2025-11-21T07:55:26.802123] [INFO ] [CONFIGURE ] BTO: Testing feature 24/29: add_rsi [2025-11-21T07:55:26.802169] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi'] [2025-11-21T07:55:27.142393] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:27.486200] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:27.824403] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:28.148078] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:28.471729] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:28.802149] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:29.157682] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:29.503235] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:29.853292] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:30.200435] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:30.200666] [INFO ] [CONFIGURE ] BTO: DISCARDED add_rsi (score: 30.00%) [2025-11-21T07:55:30.200728] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14428 tests [2025-11-21T07:55:30.200780] [INFO ] [CONFIGURE ] BTO: Testing feature 25/29: add_tick_distribution [2025-11-21T07:55:30.200825] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T07:55:30.555900] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:55:30.909393] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:31.279344] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:31.644184] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:31.993664] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:32.358982] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:32.849829] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:33.306761] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:33.674920] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:34.017473] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:34.017702] [INFO ] [CONFIGURE ] BTO: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T07:55:34.017761] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14427 tests [2025-11-21T07:55:34.017816] [INFO ] [CONFIGURE ] BTO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:55:34.017858] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T07:55:34.351084] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:34.712875] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:35.082040] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:35.414897] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:35.745420] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:36.077126] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:36.408487] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:36.758242] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:37.127129] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:37.479957] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:37.480142] [INFO ] [CONFIGURE ] BTO: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T07:55:37.480218] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14426 tests [2025-11-21T07:55:37.480270] [INFO ] [CONFIGURE ] BTO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:55:37.480317] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T07:55:37.862187] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:38.249106] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:38.620163] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:38.984533] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:39.387557] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:39.788982] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:40.181999] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:40.583311] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:41.001021] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:41.385579] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:41.385814] [INFO ] [CONFIGURE ] BTO: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T07:55:41.385876] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14425 tests [2025-11-21T07:55:41.385999] [INFO ] [CONFIGURE ] BTO: Testing feature 28/29: add_volume_profile [2025-11-21T07:55:41.386044] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T07:55:41.762559] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:42.153777] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:42.529111] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:42.909047] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:43.277066] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:43.652213] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:44.011111] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:44.365970] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:44.760984] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:45.170239] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:45.170437] [INFO ] [CONFIGURE ] BTO: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T07:55:45.170499] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14424 tests [2025-11-21T07:55:45.170551] [INFO ] [CONFIGURE ] BTO: Testing feature 29/29: add_vwap [2025-11-21T07:55:45.170627] [INFO ] [CONFIGURE ] BTO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T07:55:45.556491] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:45.952115] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:55:46.344183] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:46.761969] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:47.148501] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:55:47.483394] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:55:47.874472] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T07:55:48.278842] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:48.677426] [DEBUG] [FORECASTER] BTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T07:55:49.073284] [DEBUG] [FORECASTER] BTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T07:55:49.073487] [INFO ] [CONFIGURE ] BTO: DISCARDED add_vwap (score: 30.00%) [2025-11-21T07:55:49.073549] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14423 tests [2025-11-21T07:55:49.073667] [INFO ] [CONFIGURE ] BTO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:55:49.073718] [INFO ] [CONFIGURE ] BTO: Best accuracy: 50.00% [2025-11-21T07:55:49.073764] [INFO ] [CONFIGURE ] BTO: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:55:49.073806] [INFO ] [CONFIGURE ] BTO: Improvement over baseline: 30.00% [2025-11-21T07:55:49.073846] [INFO ] [CONFIGURE ] BTO: Total time: 1.6 minutes [2025-11-21T07:55:49.073884] [INFO ] [CONFIGURE ] BTO: Average time per feature: 3.5 seconds [2025-11-21T07:55:49.073923] [INFO ] [CONFIGURE ] BTO: Average speed: 0.30 features/sec [2025-11-21T07:55:49.074445] [INFO ] [LOCAL ] Saved configuration for BTO: 4 features, 50.00% accuracy -> ./output/feature-sets/BTO.json [2025-11-21T07:55:49.074504] [INFO ] [CONFIGURE ] BTO: Configuration saved successfully: 4 features, 50.00% accuracy. [2025-11-21T07:55:49.074554] [INFO ] [sig ] [228/723] Successfully configured BTO | 0.01 sym/s | Total: 5.4h | ETA: 11.7h [2025-11-21T07:55:49.074600] [INFO ] [sig ] [229/723] Configuring BTT... [2025-11-21T07:55:49.074660] [INFO ] [CONFIGURE ] BTT: Configurate test run. [2025-11-21T07:55:49.074708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'. [2025-11-21T07:55:49.152349] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTT'. [2025-11-21T07:55:49.152798] [INFO ] [CONFIGURE ] BTT: Testing with 29 available features [2025-11-21T07:55:49.152866] [INFO ] [CONFIGURE ] BTT: Establishing baseline with no features... [2025-11-21T07:55:49.331329] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:49.509087] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:55:49.688340] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:55:49.865699] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:50.042462] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:55:50.232383] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:55:50.412132] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:55:50.591583] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:50.810877] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:55:51.024542] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:55:51.024833] [INFO ] [CONFIGURE ] BTT: Baseline score (no features): 50.00% [2025-11-21T07:55:51.024923] [INFO ] [CONFIGURE ] BTT: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:55:51.024976] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:55:51.286460] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:51.543510] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:55:51.838938] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:52.122302] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:52.355949] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:55:52.594872] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:55:52.844006] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:55:53.084317] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:53.321798] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:55:53.581955] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:55:53.582410] [INFO ] [CONFIGURE ] BTT: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T07:55:53.582523] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14422 tests [2025-11-21T07:55:53.582656] [INFO ] [CONFIGURE ] BTT: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:55:53.582742] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:55:53.885189] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:54.173192] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:55:54.428058] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:54.690227] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:54.976115] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:55:55.249810] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:55:55.520265] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:55:55.790291] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:56.051410] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:55:56.323816] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:55:56.324003] [INFO ] [CONFIGURE ] BTT: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T07:55:56.324064] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14421 tests [2025-11-21T07:55:56.324108] [INFO ] [CONFIGURE ] BTT: Testing feature 3/29: add_daily_returns [2025-11-21T07:55:56.324156] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:55:56.556310] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:56.788918] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:55:57.032808] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:57.264247] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:55:57.495205] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:55:57.729480] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:55:57.965489] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:55:58.213564] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:55:58.462674] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:55:58.709719] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:55:58.710056] [INFO ] [CONFIGURE ] BTT: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T07:55:58.710164] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14420 tests [2025-11-21T07:55:58.710252] [INFO ] [CONFIGURE ] BTT: Testing feature 4/29: add_ema [2025-11-21T07:55:58.710362] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:55:58.991578] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:55:59.270669] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:55:59.537750] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:55:59.808633] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:00.074455] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:00.356330] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:01.326827] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:01.770453] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:02.078816] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:02.383756] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:02.384068] [INFO ] [CONFIGURE ] BTT: DISCARDED add_ema (score: 70.00%) [2025-11-21T07:56:02.384137] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14419 tests [2025-11-21T07:56:02.384190] [INFO ] [CONFIGURE ] BTT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:56:02.384239] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:56:02.674986] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:02.979907] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:03.261951] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:03.542514] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:03.824425] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:56:04.109887] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:56:04.391045] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:56:04.678213] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:04.964927] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:05.276231] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:05.276493] [INFO ] [CONFIGURE ] BTT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T07:56:05.276557] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14418 tests [2025-11-21T07:56:05.276715] [INFO ] [CONFIGURE ] BTT: Testing feature 6/29: add_failed_moves [2025-11-21T07:56:05.276771] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:56:05.538565] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:05.807359] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:06.068546] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:06.324471] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:06.590359] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:06.854337] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:07.112822] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:07.362473] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:07.614071] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:07.863401] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:07.863702] [INFO ] [CONFIGURE ] BTT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T07:56:07.863934] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14417 tests [2025-11-21T07:56:07.864036] [INFO ] [CONFIGURE ] BTT: Testing feature 7/29: add_lag_shelf [2025-11-21T07:56:07.864117] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:56:08.110567] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:08.354555] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:08.601406] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:08.850549] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:09.104840] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:09.359584] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:09.618345] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:09.862461] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:10.111454] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:10.365417] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:10.365687] [INFO ] [CONFIGURE ] BTT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:56:10.365777] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14416 tests [2025-11-21T07:56:10.365831] [INFO ] [CONFIGURE ] BTT: Testing feature 8/29: add_macd [2025-11-21T07:56:10.365879] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T07:56:10.710070] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:11.058998] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:11.416145] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:11.783278] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:12.158486] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:56:12.506550] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T07:56:12.863548] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:13.206376] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:56:13.540841] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:13.883097] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:13.883311] [INFO ] [CONFIGURE ] BTT: DISCARDED add_macd (score: 40.00%) [2025-11-21T07:56:13.883370] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14415 tests [2025-11-21T07:56:13.883418] [INFO ] [CONFIGURE ] BTT: Testing feature 9/29: add_mfi [2025-11-21T07:56:13.883489] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T07:56:14.108821] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:14.352836] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:14.583464] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:14.825896] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:15.063938] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:15.302565] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:15.544606] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:15.788913] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:16.035925] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:16.276936] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:16.277173] [INFO ] [CONFIGURE ] BTT: DISCARDED add_mfi (score: 70.00%) [2025-11-21T07:56:16.277236] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14414 tests [2025-11-21T07:56:16.277390] [INFO ] [CONFIGURE ] BTT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:56:16.277441] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:56:16.607179] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:56:16.939537] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:17.278896] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:17.614474] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:17.951063] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:18.304386] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:18.646609] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:18.982495] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:19.319516] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:56:19.652283] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:56:19.652503] [INFO ] [CONFIGURE ] BTT: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T07:56:19.652564] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14413 tests [2025-11-21T07:56:19.652618] [INFO ] [CONFIGURE ] BTT: Testing feature 11/29: add_obv_daily [2025-11-21T07:56:19.652686] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T07:56:20.014245] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:20.371017] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:20.728415] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:21.092484] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:21.448880] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:21.820521] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:22.186658] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:22.552240] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:22.915719] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:56:23.289861] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:23.290055] [INFO ] [CONFIGURE ] BTT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T07:56:23.290115] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14412 tests [2025-11-21T07:56:23.290165] [INFO ] [CONFIGURE ] BTT: Testing feature 12/29: add_obv_interval [2025-11-21T07:56:23.290210] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T07:56:23.647275] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:24.030756] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:24.380765] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:24.722450] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:25.039561] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:25.465812] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:25.900044] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:26.248859] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:26.561626] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:26.881882] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:56:26.882088] [INFO ] [CONFIGURE ] BTT: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T07:56:26.882279] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14411 tests [2025-11-21T07:56:26.882335] [INFO ] [CONFIGURE ] BTT: Testing feature 13/29: add_opening_strength [2025-11-21T07:56:26.882381] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:56:27.240976] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:27.586376] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:27.939732] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:56:28.304376] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:28.650040] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:29.009795] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:29.360380] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:29.717768] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:30.079141] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:30.431913] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:56:30.432115] [INFO ] [CONFIGURE ] BTT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T07:56:30.432199] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14410 tests [2025-11-21T07:56:30.432247] [INFO ] [CONFIGURE ] BTT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:56:30.432289] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T07:56:30.758700] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:31.083604] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:31.417137] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:31.740437] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:32.063048] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:32.378435] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:32.704188] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:33.024361] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:33.347056] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:33.667568] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:33.667766] [INFO ] [CONFIGURE ] BTT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T07:56:33.667825] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14409 tests [2025-11-21T07:56:33.667872] [INFO ] [CONFIGURE ] BTT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:56:33.667916] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T07:56:33.969664] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:34.273118] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:34.591846] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:56:34.897554] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:35.201223] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:35.534558] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:35.883986] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:56:36.224131] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:36.554912] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:56:36.891904] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:36.892092] [INFO ] [CONFIGURE ] BTT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T07:56:36.892151] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14408 tests [2025-11-21T07:56:36.892199] [INFO ] [CONFIGURE ] BTT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:56:36.892243] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T07:56:37.241172] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:37.589996] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:37.935996] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:38.289585] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:38.636556] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:56:38.985743] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:39.346462] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:39.699797] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:40.057448] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:56:40.420136] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:40.420343] [INFO ] [CONFIGURE ] BTT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T07:56:40.420404] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14407 tests [2025-11-21T07:56:40.420453] [INFO ] [CONFIGURE ] BTT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:56:40.420501] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T07:56:40.763788] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:41.098528] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:41.441304] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:41.776581] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:42.112575] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:42.433759] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:42.757683] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:43.085617] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:43.407845] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:56:43.737510] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:43.737707] [INFO ] [CONFIGURE ] BTT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T07:56:43.737790] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14406 tests [2025-11-21T07:56:43.737843] [INFO ] [CONFIGURE ] BTT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:56:43.737888] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T07:56:44.044088] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:44.346305] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:44.649942] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:44.950166] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:45.264124] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:45.581439] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:45.890242] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:46.205285] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:46.523876] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:56:46.851235] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:56:46.851431] [INFO ] [CONFIGURE ] BTT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T07:56:46.851493] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14405 tests [2025-11-21T07:56:46.851545] [INFO ] [CONFIGURE ] BTT: Testing feature 20/29: add_price_rejection [2025-11-21T07:56:46.851582] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T07:56:47.201569] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:47.563402] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:47.917044] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:48.280313] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:48.648692] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:56:49.034813] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:49.403954] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:49.782512] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:50.163353] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:56:50.556446] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:56:50.557763] [INFO ] [CONFIGURE ] BTT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:56:50.557844] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14404 tests [2025-11-21T07:56:50.557912] [INFO ] [CONFIGURE ] BTT: Testing feature 21/29: add_range_position [2025-11-21T07:56:50.557964] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T07:56:50.918961] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:51.272026] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:51.635728] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:51.996847] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:52.372505] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:52.745659] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:53.125580] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:53.480827] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:53.839465] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:56:54.196671] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:56:54.196878] [INFO ] [CONFIGURE ] BTT: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:56:54.196940] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14403 tests [2025-11-21T07:56:54.196990] [INFO ] [CONFIGURE ] BTT: Testing feature 22/29: add_realized_volatility [2025-11-21T07:56:54.197037] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T07:56:54.638569] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:55.074293] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:55.518224] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:56:55.971174] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:56:56.421465] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:56:56.866075] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:56:57.314002] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:56:57.761990] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:56:58.208582] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:56:58.655603] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:56:58.655832] [INFO ] [CONFIGURE ] BTT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:56:58.655891] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14402 tests [2025-11-21T07:56:58.655940] [INFO ] [CONFIGURE ] BTT: Testing feature 23/29: add_recent_range_context [2025-11-21T07:56:58.655984] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T07:56:58.994878] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:56:59.349865] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:56:59.695299] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:57:00.043482] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:57:00.390851] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:57:01.535638] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:57:02.001399] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:02.359101] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:02.721607] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:57:03.099314] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:03.099757] [INFO ] [CONFIGURE ] BTT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:57:03.100763] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14401 tests [2025-11-21T07:57:03.100827] [INFO ] [CONFIGURE ] BTT: Testing feature 24/29: add_rsi [2025-11-21T07:57:03.100882] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T07:57:03.478202] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:57:03.846756] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:57:04.226122] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:57:04.610452] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T07:57:04.999846] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:57:05.383371] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:57:05.767997] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:06.155721] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:06.541786] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:57:06.953667] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:06.953920] [INFO ] [CONFIGURE ] BTT: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:57:06.953983] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14400 tests [2025-11-21T07:57:06.954037] [INFO ] [CONFIGURE ] BTT: Testing feature 25/29: add_tick_distribution [2025-11-21T07:57:06.954194] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T07:57:07.288160] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:57:07.612335] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:57:07.929816] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:57:08.258598] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:57:08.582957] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:57:08.908424] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:57:09.227817] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:09.543813] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:09.861550] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:57:10.178796] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:10.178987] [INFO ] [CONFIGURE ] BTT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T07:57:10.179047] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14399 tests [2025-11-21T07:57:10.179120] [INFO ] [CONFIGURE ] BTT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:57:10.179169] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T07:57:10.514177] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:57:10.853629] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:57:11.181713] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:57:11.508630] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:57:11.853044] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:57:12.187920] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:57:12.533141] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:12.962140] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:13.397318] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:13.769725] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:13.769918] [INFO ] [CONFIGURE ] BTT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T07:57:13.769975] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14398 tests [2025-11-21T07:57:13.770024] [INFO ] [CONFIGURE ] BTT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:57:13.770068] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T07:57:14.103623] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:57:14.486774] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:57:14.880452] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:57:15.257711] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:57:15.598433] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:57:15.935876] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:57:16.303757] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:16.677484] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:57:17.040422] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:57:17.406129] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:17.406317] [INFO ] [CONFIGURE ] BTT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T07:57:17.406375] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14397 tests [2025-11-21T07:57:17.406424] [INFO ] [CONFIGURE ] BTT: Testing feature 28/29: add_volume_profile [2025-11-21T07:57:17.406467] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T07:57:17.754135] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:57:18.093329] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:57:18.436953] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:57:18.766688] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:57:19.102176] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:57:19.434861] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:57:19.770310] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:20.114146] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:20.441600] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:57:20.779602] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:20.779817] [INFO ] [CONFIGURE ] BTT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T07:57:20.779942] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14396 tests [2025-11-21T07:57:20.780029] [INFO ] [CONFIGURE ] BTT: Testing feature 29/29: add_vwap [2025-11-21T07:57:20.780091] [INFO ] [CONFIGURE ] BTT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T07:57:21.124251] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T07:57:21.465796] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:57:21.810735] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:57:22.164893] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:57:22.521424] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:57:22.873077] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T07:57:23.229591] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:23.580376] [DEBUG] [FORECASTER] BTT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:23.900057] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:57:24.224523] [DEBUG] [FORECASTER] BTT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:24.224731] [INFO ] [CONFIGURE ] BTT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:57:24.224791] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14395 tests [2025-11-21T07:57:24.224840] [INFO ] [CONFIGURE ] BTT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:57:24.224882] [INFO ] [CONFIGURE ] BTT: Best accuracy: 80.00% [2025-11-21T07:57:24.224917] [INFO ] [CONFIGURE ] BTT: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:57:24.224958] [INFO ] [CONFIGURE ] BTT: Improvement over baseline: 30.00% [2025-11-21T07:57:24.224994] [INFO ] [CONFIGURE ] BTT: Total time: 1.6 minutes [2025-11-21T07:57:24.225030] [INFO ] [CONFIGURE ] BTT: Average time per feature: 3.3 seconds [2025-11-21T07:57:24.225067] [INFO ] [CONFIGURE ] BTT: Average speed: 0.31 features/sec [2025-11-21T07:57:24.225460] [INFO ] [LOCAL ] Saved configuration for BTT: 3 features, 80.00% accuracy -> ./output/feature-sets/BTT.json [2025-11-21T07:57:24.225518] [INFO ] [CONFIGURE ] BTT: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T07:57:24.225566] [INFO ] [sig ] [229/723] Successfully configured BTT | 0.01 sym/s | Total: 5.4h | ETA: 11.6h [2025-11-21T07:57:24.225611] [INFO ] [sig ] [230/723] Configuring BTU... [2025-11-21T07:57:24.225670] [INFO ] [CONFIGURE ] BTU: Configurate test run. [2025-11-21T07:57:24.225714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'. [2025-11-21T07:57:24.302958] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTU'. [2025-11-21T07:57:24.303317] [INFO ] [CONFIGURE ] BTU: Testing with 29 available features [2025-11-21T07:57:24.303380] [INFO ] [CONFIGURE ] BTU: Establishing baseline with no features... [2025-11-21T07:57:24.492567] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:24.663345] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:24.833027] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:25.009520] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:57:25.181120] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:57:25.354203] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:25.527278] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:25.701228] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:25.875222] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:26.053414] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:26.053602] [INFO ] [CONFIGURE ] BTU: Baseline score (no features): 60.00% [2025-11-21T07:57:26.053669] [INFO ] [CONFIGURE ] BTU: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:57:26.053738] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:57:26.260004] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:26.467264] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:26.668604] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:26.876367] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:27.087198] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:27.294859] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:27.515241] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:27.731620] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:27.950449] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:28.161271] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:57:28.161452] [INFO ] [CONFIGURE ] BTU: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T07:57:28.161503] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14394 tests [2025-11-21T07:57:28.161542] [INFO ] [CONFIGURE ] BTU: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:57:28.161576] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:57:28.410044] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:57:28.661388] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:28.908393] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:29.154173] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:29.398825] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:57:29.647748] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:29.892771] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:30.137360] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:57:30.383972] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:30.629630] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:30.629846] [INFO ] [CONFIGURE ] BTU: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T07:57:30.629903] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14393 tests [2025-11-21T07:57:30.629950] [INFO ] [CONFIGURE ] BTU: Testing feature 3/29: add_daily_returns [2025-11-21T07:57:30.629992] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:57:30.845383] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:57:31.059572] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:31.275401] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:31.494215] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:31.710376] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:57:31.929477] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:32.155534] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:32.375105] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:32.594765] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:32.814424] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:32.814598] [INFO ] [CONFIGURE ] BTU: KEPT add_daily_returns (score: 80.00%) [2025-11-21T07:57:32.814664] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14392 tests [2025-11-21T07:57:32.814733] [INFO ] [CONFIGURE ] BTU: Testing feature 4/29: add_ema [2025-11-21T07:57:32.814785] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T07:57:33.078891] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:57:33.343198] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:33.654027] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:33.954986] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:34.251683] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:34.538904] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:34.825282] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:35.118582] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:35.409722] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:35.708895] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:57:35.709099] [INFO ] [CONFIGURE ] BTU: DISCARDED add_ema (score: 80.00%) [2025-11-21T07:57:35.709173] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14391 tests [2025-11-21T07:57:35.709231] [INFO ] [CONFIGURE ] BTU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:57:35.709285] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:57:36.002195] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:36.293433] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:36.588054] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:36.875137] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:37.166212] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:37.454343] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:37.742386] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:38.039843] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:38.331469] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:38.639600] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:57:38.639848] [INFO ] [CONFIGURE ] BTU: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T07:57:38.639910] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14390 tests [2025-11-21T07:57:38.639959] [INFO ] [CONFIGURE ] BTU: Testing feature 6/29: add_failed_moves [2025-11-21T07:57:38.640005] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T07:57:38.900378] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:39.174085] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:39.417562] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:39.667239] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:39.915382] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:40.167572] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:40.415099] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:40.665482] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:40.912739] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:41.159294] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:41.159489] [INFO ] [CONFIGURE ] BTU: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:57:41.159537] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14389 tests [2025-11-21T07:57:41.159575] [INFO ] [CONFIGURE ] BTU: Testing feature 7/29: add_lag_shelf [2025-11-21T07:57:41.159610] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T07:57:41.391281] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:41.620890] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:41.861112] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:42.093548] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:42.326671] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:42.569027] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:42.810534] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:43.050677] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:43.287437] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:43.536271] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:57:43.536637] [INFO ] [CONFIGURE ] BTU: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T07:57:43.536762] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14388 tests [2025-11-21T07:57:43.536902] [INFO ] [CONFIGURE ] BTU: Testing feature 8/29: add_macd [2025-11-21T07:57:43.536987] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T07:57:43.865961] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:57:44.232701] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:44.577185] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:44.911935] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:45.255699] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:45.608897] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:45.954564] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:46.307883] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:46.654716] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:47.002048] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:57:47.002264] [INFO ] [CONFIGURE ] BTU: DISCARDED add_macd (score: 80.00%) [2025-11-21T07:57:47.002343] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14387 tests [2025-11-21T07:57:47.002527] [INFO ] [CONFIGURE ] BTU: Testing feature 9/29: add_mfi [2025-11-21T07:57:47.002586] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T07:57:47.265636] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:47.527743] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:47.790525] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:48.054185] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:48.306531] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:48.570270] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:48.851508] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:49.106160] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:49.373235] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:49.634554] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:57:49.634768] [INFO ] [CONFIGURE ] BTU: DISCARDED add_mfi (score: 70.00%) [2025-11-21T07:57:49.634826] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14386 tests [2025-11-21T07:57:49.634901] [INFO ] [CONFIGURE ] BTU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:57:49.634942] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:57:49.983312] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:50.326509] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:50.660177] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:50.979779] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:57:51.320747] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:57:51.684264] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:52.023109] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:52.362899] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:57:52.709678] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:53.060457] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:53.060691] [INFO ] [CONFIGURE ] BTU: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:57:53.060755] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14385 tests [2025-11-21T07:57:53.060852] [INFO ] [CONFIGURE ] BTU: Testing feature 11/29: add_obv_daily [2025-11-21T07:57:53.060904] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T07:57:53.327078] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:53.596922] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:53.867760] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T07:57:54.133725] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:54.411003] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:57:54.680041] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:54.945978] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:55.209115] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:57:55.474219] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:55.736662] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:57:55.736889] [INFO ] [CONFIGURE ] BTU: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T07:57:55.736951] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14384 tests [2025-11-21T07:57:55.737041] [INFO ] [CONFIGURE ] BTU: Testing feature 12/29: add_obv_interval [2025-11-21T07:57:55.737093] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T07:57:55.983784] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:56.230995] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:56.478217] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:56.722955] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:56.968016] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:57.215788] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:57:57.462266] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:57:57.708725] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:57:57.956508] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:57:58.206211] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:57:58.206519] [INFO ] [CONFIGURE ] BTU: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:57:58.206618] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14383 tests [2025-11-21T07:57:58.206734] [INFO ] [CONFIGURE ] BTU: Testing feature 13/29: add_opening_strength [2025-11-21T07:57:58.206880] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:57:58.463975] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:57:58.734236] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:57:59.003386] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:57:59.261666] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:57:59.518326] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:57:59.776263] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:00.036028] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:00.301008] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:58:00.557916] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:00.932013] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:00.932217] [INFO ] [CONFIGURE ] BTU: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T07:58:00.932281] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14382 tests [2025-11-21T07:58:00.932327] [INFO ] [CONFIGURE ] BTU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:58:00.932370] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T07:58:01.854328] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:02.134903] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:02.411913] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:02.684468] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:02.962568] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:03.249503] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:03.532211] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:03.809925] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:04.080968] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:04.357595] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:04.357794] [INFO ] [CONFIGURE ] BTU: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T07:58:04.357854] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14381 tests [2025-11-21T07:58:04.357908] [INFO ] [CONFIGURE ] BTU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:58:04.357953] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T07:58:04.603260] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:58:04.845561] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:05.091545] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:05.332873] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:05.577001] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:58:05.812271] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:06.052192] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:06.290770] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:06.538455] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:06.781522] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:06.781926] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T07:58:06.782034] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14380 tests [2025-11-21T07:58:06.782112] [INFO ] [CONFIGURE ] BTU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:58:06.782228] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T07:58:07.040486] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:07.302670] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:07.577527] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:07.853773] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:08.123910] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:58:08.395934] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:08.667627] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:08.943666] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:58:09.200277] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:09.453171] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:09.453376] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T07:58:09.453427] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14379 tests [2025-11-21T07:58:09.453470] [INFO ] [CONFIGURE ] BTU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:58:09.453509] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T07:58:09.695887] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:09.968050] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:10.246763] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:10.519863] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:10.797139] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:11.077517] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:11.349381] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:11.622947] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:11.891374] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:12.162381] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:12.162563] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T07:58:12.162620] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14378 tests [2025-11-21T07:58:12.162691] [INFO ] [CONFIGURE ] BTU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:58:12.162740] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T07:58:12.410571] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:12.663625] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:12.932385] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:13.192441] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:13.444751] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:13.694721] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:13.948610] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:14.193753] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:14.443203] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:14.691057] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:14.691401] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T07:58:14.691506] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14377 tests [2025-11-21T07:58:14.691593] [INFO ] [CONFIGURE ] BTU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:58:14.691718] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T07:58:14.938379] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:15.183944] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:15.425947] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:15.666719] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:15.915879] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:58:16.163252] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:16.407346] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:16.665550] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:16.920748] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:17.175733] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:17.176098] [INFO ] [CONFIGURE ] BTU: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T07:58:17.176181] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14376 tests [2025-11-21T07:58:17.176284] [INFO ] [CONFIGURE ] BTU: Testing feature 20/29: add_price_rejection [2025-11-21T07:58:17.176404] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T07:58:17.460058] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:17.727516] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:18.011367] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:18.278789] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:18.556553] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:58:18.844623] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:19.116712] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:19.380638] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:19.652527] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:19.924285] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:19.924469] [INFO ] [CONFIGURE ] BTU: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T07:58:19.924524] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14375 tests [2025-11-21T07:58:19.924579] [INFO ] [CONFIGURE ] BTU: Testing feature 21/29: add_range_position [2025-11-21T07:58:19.924625] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T07:58:20.211719] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:20.496951] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:20.785591] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:21.065192] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T07:58:21.367190] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:21.725062] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:22.034062] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:22.318920] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:22.587267] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:22.852735] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:22.852919] [INFO ] [CONFIGURE ] BTU: DISCARDED add_range_position (score: 50.00%) [2025-11-21T07:58:22.852975] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14374 tests [2025-11-21T07:58:22.853019] [INFO ] [CONFIGURE ] BTU: Testing feature 22/29: add_realized_volatility [2025-11-21T07:58:22.853061] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T07:58:23.182877] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:23.513054] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:23.848098] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:24.194449] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:24.539815] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:24.864746] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:25.192409] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:25.525422] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:25.881570] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:26.240355] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:26.240583] [INFO ] [CONFIGURE ] BTU: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T07:58:26.240801] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14373 tests [2025-11-21T07:58:26.240863] [INFO ] [CONFIGURE ] BTU: Testing feature 23/29: add_recent_range_context [2025-11-21T07:58:26.240908] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T07:58:26.481859] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:58:26.714986] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:26.950447] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:27.190002] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:27.426782] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:27.666764] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:27.908901] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:28.148295] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:58:28.389586] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:28.638143] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:28.638349] [INFO ] [CONFIGURE ] BTU: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T07:58:28.638413] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14372 tests [2025-11-21T07:58:28.638458] [INFO ] [CONFIGURE ] BTU: Testing feature 24/29: add_rsi [2025-11-21T07:58:28.638501] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T07:58:28.930950] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:29.211243] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:29.488875] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:29.780865] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:30.076698] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:30.369171] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:30.669276] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:30.948754] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:58:31.226713] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:31.512849] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:31.513038] [INFO ] [CONFIGURE ] BTU: DISCARDED add_rsi (score: 60.00%) [2025-11-21T07:58:31.513095] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14371 tests [2025-11-21T07:58:31.513143] [INFO ] [CONFIGURE ] BTU: Testing feature 25/29: add_tick_distribution [2025-11-21T07:58:31.513181] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T07:58:31.742770] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:31.979577] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:32.210082] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:32.437303] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:32.675570] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:32.915959] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:33.153148] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:33.389806] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:33.624005] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:33.869444] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:33.869609] [INFO ] [CONFIGURE ] BTU: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:58:33.869773] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14370 tests [2025-11-21T07:58:33.869880] [INFO ] [CONFIGURE ] BTU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:58:33.869957] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T07:58:34.107033] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:34.342009] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:34.576265] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:34.808735] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:35.044852] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:58:35.277825] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:35.514724] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:35.754408] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:35.990551] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:36.233020] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:36.233198] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T07:58:36.233252] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14369 tests [2025-11-21T07:58:36.233299] [INFO ] [CONFIGURE ] BTU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:58:36.233341] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T07:58:36.485154] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:58:36.735923] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:36.986947] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:37.239628] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:37.494636] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:58:37.762856] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:38.035279] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:38.341616] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:58:38.593526] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:38.855939] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:38.856141] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T07:58:38.856198] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14368 tests [2025-11-21T07:58:38.856245] [INFO ] [CONFIGURE ] BTU: Testing feature 28/29: add_volume_profile [2025-11-21T07:58:38.856289] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T07:58:39.105053] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T07:58:39.342032] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:39.580699] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:39.827659] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:40.074538] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T07:58:40.318929] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:40.577559] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:40.854222] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:41.139324] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:41.407893] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:41.408112] [INFO ] [CONFIGURE ] BTU: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T07:58:41.408188] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14367 tests [2025-11-21T07:58:41.408241] [INFO ] [CONFIGURE ] BTU: Testing feature 29/29: add_vwap [2025-11-21T07:58:41.408300] [INFO ] [CONFIGURE ] BTU: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T07:58:41.653241] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T07:58:41.922482] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:42.194264] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T07:58:42.460687] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T07:58:42.731138] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T07:58:43.002862] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:43.280343] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:58:43.549884] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:43.816778] [DEBUG] [FORECASTER] BTU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:44.088380] [DEBUG] [FORECASTER] BTU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:44.088567] [INFO ] [CONFIGURE ] BTU: DISCARDED add_vwap (score: 60.00%) [2025-11-21T07:58:44.088622] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14366 tests [2025-11-21T07:58:44.088689] [INFO ] [CONFIGURE ] BTU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T07:58:44.088732] [INFO ] [CONFIGURE ] BTU: Best accuracy: 80.00% [2025-11-21T07:58:44.088773] [INFO ] [CONFIGURE ] BTU: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:58:44.088811] [INFO ] [CONFIGURE ] BTU: Improvement over baseline: 20.00% [2025-11-21T07:58:44.088848] [INFO ] [CONFIGURE ] BTU: Total time: 1.3 minutes [2025-11-21T07:58:44.088883] [INFO ] [CONFIGURE ] BTU: Average time per feature: 2.7 seconds [2025-11-21T07:58:44.088920] [INFO ] [CONFIGURE ] BTU: Average speed: 0.37 features/sec [2025-11-21T07:58:44.089393] [INFO ] [LOCAL ] Saved configuration for BTU: 2 features, 80.00% accuracy -> ./output/feature-sets/BTU.json [2025-11-21T07:58:44.089450] [INFO ] [CONFIGURE ] BTU: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T07:58:44.089498] [INFO ] [sig ] [230/723] Successfully configured BTU | 0.01 sym/s | Total: 5.4h | ETA: 11.6h [2025-11-21T07:58:44.089540] [INFO ] [sig ] [231/723] Configuring BTZ... [2025-11-21T07:58:44.089579] [INFO ] [CONFIGURE ] BTZ: Configurate test run. [2025-11-21T07:58:44.089617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-11-21T07:58:44.167379] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTZ'. [2025-11-21T07:58:44.167838] [INFO ] [CONFIGURE ] BTZ: Testing with 29 available features [2025-11-21T07:58:44.167904] [INFO ] [CONFIGURE ] BTZ: Establishing baseline with no features... [2025-11-21T07:58:44.360918] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:58:44.551881] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:58:44.737034] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:58:44.921047] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:58:45.104304] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:58:45.295572] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:45.481906] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:58:45.671240] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:45.855345] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:58:46.042581] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:46.042774] [INFO ] [CONFIGURE ] BTZ: Baseline score (no features): 50.00% [2025-11-21T07:58:46.042833] [INFO ] [CONFIGURE ] BTZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T07:58:46.042870] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T07:58:46.272450] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:58:46.507179] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:46.744100] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:58:46.975038] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:58:47.213445] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:58:47.447543] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:47.666151] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:47.903972] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:48.133707] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:48.362629] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:48.362828] [INFO ] [CONFIGURE ] BTZ: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T07:58:48.362876] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14365 tests [2025-11-21T07:58:48.362913] [INFO ] [CONFIGURE ] BTZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T07:58:48.362947] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T07:58:48.633669] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:58:48.916233] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:58:49.189203] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:58:49.440152] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:58:49.708212] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:58:49.964540] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:50.231987] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:50.507829] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:50.758960] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:58:51.013453] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:51.013685] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T07:58:51.013768] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14364 tests [2025-11-21T07:58:51.013841] [INFO ] [CONFIGURE ] BTZ: Testing feature 3/29: add_daily_returns [2025-11-21T07:58:51.013899] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T07:58:51.229057] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:58:51.437377] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:51.654596] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:58:51.876031] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:58:52.088435] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:58:52.312437] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:52.537531] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:58:52.753212] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:52.974793] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:58:53.190916] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:53.191115] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T07:58:53.191163] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14363 tests [2025-11-21T07:58:53.191200] [INFO ] [CONFIGURE ] BTZ: Testing feature 4/29: add_ema [2025-11-21T07:58:53.191236] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T07:58:53.434441] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:58:53.699961] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:53.967611] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:58:54.209145] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:58:54.450327] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:58:54.701584] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:54.959060] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:58:55.213020] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:58:55.464603] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:58:55.717739] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:58:55.717926] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_ema (score: 40.00%) [2025-11-21T07:58:55.717978] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14362 tests [2025-11-21T07:58:55.718026] [INFO ] [CONFIGURE ] BTZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T07:58:55.718072] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T07:58:55.969361] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:58:56.228921] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:56.477665] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:58:56.734743] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:58:56.987497] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:58:57.240973] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:57.498035] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:58:57.749558] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:58:57.997369] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:58:58.257146] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:58:58.257424] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T07:58:58.257488] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14361 tests [2025-11-21T07:58:58.257539] [INFO ] [CONFIGURE ] BTZ: Testing feature 6/29: add_failed_moves [2025-11-21T07:58:58.257585] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T07:58:58.473494] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:58:58.685766] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:58:58.904171] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:58:59.121532] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:58:59.351049] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:58:59.582820] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:58:59.804712] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:00.023144] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:00.234494] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T07:59:00.458602] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:00.458998] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T07:59:00.459144] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14360 tests [2025-11-21T07:59:00.459298] [INFO ] [CONFIGURE ] BTZ: Testing feature 7/29: add_lag_shelf [2025-11-21T07:59:00.459379] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T07:59:00.664232] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:00.868996] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:01.689607] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:02.046355] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:02.263836] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:02.478844] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:02.681594] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:02.884443] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:59:03.092473] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:03.298482] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:03.298665] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T07:59:03.298739] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14359 tests [2025-11-21T07:59:03.298790] [INFO ] [CONFIGURE ] BTZ: Testing feature 8/29: add_macd [2025-11-21T07:59:03.298846] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T07:59:03.603198] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:03.910978] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:04.215435] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:04.527363] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:04.836086] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:05.145363] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:05.456897] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:05.781250] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:06.098502] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:06.414694] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:06.414978] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_macd (score: 50.00%) [2025-11-21T07:59:06.415050] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14358 tests [2025-11-21T07:59:06.415112] [INFO ] [CONFIGURE ] BTZ: Testing feature 9/29: add_mfi [2025-11-21T07:59:06.415166] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T07:59:06.645002] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:06.874636] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:07.101813] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:07.331404] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:07.557922] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:07.789012] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:08.013926] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:08.257629] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:08.534763] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:08.889181] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:08.889504] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_mfi (score: 50.00%) [2025-11-21T07:59:08.889600] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14357 tests [2025-11-21T07:59:08.890541] [INFO ] [CONFIGURE ] BTZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T07:59:08.890675] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T07:59:09.263832] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:09.605320] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:09.926166] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:10.226718] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:10.535329] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:10.844738] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:11.164221] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:11.492345] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:11.823357] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:12.162309] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:12.162528] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T07:59:12.162590] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14356 tests [2025-11-21T07:59:12.162664] [INFO ] [CONFIGURE ] BTZ: Testing feature 11/29: add_obv_daily [2025-11-21T07:59:12.162738] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T07:59:12.394396] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:12.614903] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:12.822416] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:13.036512] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:13.294184] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T07:59:13.505822] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:13.723819] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T07:59:13.978978] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:14.219374] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:14.454686] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:14.454855] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T07:59:14.454903] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14355 tests [2025-11-21T07:59:14.454940] [INFO ] [CONFIGURE ] BTZ: Testing feature 12/29: add_obv_interval [2025-11-21T07:59:14.454975] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T07:59:14.684807] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:14.919191] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:15.150634] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:15.383563] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:15.621584] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:15.855706] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:16.093900] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:16.332286] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:16.575779] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:16.812558] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:16.812906] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T07:59:16.812979] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14354 tests [2025-11-21T07:59:16.813152] [INFO ] [CONFIGURE ] BTZ: Testing feature 13/29: add_opening_strength [2025-11-21T07:59:16.813209] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T07:59:17.069833] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:17.332348] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:17.598331] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:17.851623] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:18.082177] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:18.315577] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:59:18.550816] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:18.785408] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:19.030452] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:19.289858] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:19.290036] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T07:59:19.290101] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14353 tests [2025-11-21T07:59:19.290151] [INFO ] [CONFIGURE ] BTZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T07:59:19.290194] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T07:59:19.530151] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:19.772133] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:20.003048] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:20.236378] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:20.464066] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:20.692178] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:20.934026] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:21.188037] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:59:21.444276] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:21.705700] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:21.705874] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T07:59:21.705931] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14352 tests [2025-11-21T07:59:21.705976] [INFO ] [CONFIGURE ] BTZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T07:59:21.706018] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T07:59:21.941029] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:22.142097] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:22.338593] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:22.534597] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:22.736491] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:22.935322] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:23.157712] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:23.378423] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:23.591261] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:23.796139] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:23.796303] [INFO ] [CONFIGURE ] BTZ: KEPT add_pbf_morning_momentum (score: 70.00%) [2025-11-21T07:59:23.796359] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14351 tests [2025-11-21T07:59:23.796399] [INFO ] [CONFIGURE ] BTZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T07:59:23.796434] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T07:59:24.037856] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:24.317253] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:24.583316] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:59:24.842116] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:25.106784] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:25.357970] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:25.612355] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:25.865423] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:26.115039] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:26.367878] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:26.368163] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T07:59:26.368229] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14350 tests [2025-11-21T07:59:26.368342] [INFO ] [CONFIGURE ] BTZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T07:59:26.368420] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T07:59:26.611302] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:26.851520] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:27.101305] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:27.346469] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:27.586192] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:27.831136] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:28.072719] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:28.315030] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:28.563039] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:28.808245] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:28.808410] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T07:59:28.808471] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14349 tests [2025-11-21T07:59:28.808519] [INFO ] [CONFIGURE ] BTZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T07:59:28.808563] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T07:59:29.042477] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:29.265562] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:29.487326] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:29.713444] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:29.939484] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:30.162180] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:30.387300] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:30.613771] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:30.840147] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:31.065124] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:31.065265] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T07:59:31.065313] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14348 tests [2025-11-21T07:59:31.065350] [INFO ] [CONFIGURE ] BTZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T07:59:31.065385] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T07:59:31.289733] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:31.519823] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:31.743083] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:31.977938] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:32.212706] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:32.430604] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:32.657594] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:32.881214] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:33.109798] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:33.334220] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:33.334377] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T07:59:33.334465] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14347 tests [2025-11-21T07:59:33.334516] [INFO ] [CONFIGURE ] BTZ: Testing feature 20/29: add_price_rejection [2025-11-21T07:59:33.334561] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T07:59:33.581274] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:33.824210] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:34.078851] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:34.326721] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:34.571138] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:34.816096] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:35.065094] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:35.310522] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:35.550946] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:35.789741] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:35.789898] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T07:59:35.789955] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14346 tests [2025-11-21T07:59:35.790000] [INFO ] [CONFIGURE ] BTZ: Testing feature 21/29: add_range_position [2025-11-21T07:59:35.790041] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T07:59:36.055872] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:36.319102] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:36.565922] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:36.813508] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:37.072828] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:37.334794] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:37.606515] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:37.876257] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:38.135205] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:38.399355] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:38.399559] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_range_position (score: 60.00%) [2025-11-21T07:59:38.399618] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14345 tests [2025-11-21T07:59:38.399693] [INFO ] [CONFIGURE ] BTZ: Testing feature 22/29: add_realized_volatility [2025-11-21T07:59:38.399739] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T07:59:38.736697] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:39.078436] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:39.445435] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:39.768447] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:40.128285] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:40.488209] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T07:59:40.815274] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:41.142398] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:41.475696] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:41.821880] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T07:59:41.822070] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T07:59:41.822137] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14344 tests [2025-11-21T07:59:41.822195] [INFO ] [CONFIGURE ] BTZ: Testing feature 23/29: add_recent_range_context [2025-11-21T07:59:41.822247] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T07:59:42.058675] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:42.297477] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:42.544372] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:42.783297] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:43.040734] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:43.288503] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:43.525277] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:43.791341] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T07:59:44.071621] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:44.339217] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:44.339436] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T07:59:44.339501] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14343 tests [2025-11-21T07:59:44.339549] [INFO ] [CONFIGURE ] BTZ: Testing feature 24/29: add_rsi [2025-11-21T07:59:44.339593] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T07:59:44.649319] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:44.941710] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:45.232584] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:59:45.513760] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:45.806831] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:46.092293] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:46.380135] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:46.670035] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:46.944620] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:47.247797] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:47.247985] [INFO ] [CONFIGURE ] BTZ: KEPT add_rsi (score: 80.00%) [2025-11-21T07:59:47.248044] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14342 tests [2025-11-21T07:59:47.248092] [INFO ] [CONFIGURE ] BTZ: Testing feature 25/29: add_tick_distribution [2025-11-21T07:59:47.248140] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T07:59:47.534978] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:47.835133] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T07:59:48.122779] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:59:48.405545] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:48.693760] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:48.996800] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:49.281764] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:49.561216] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:49.846512] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:50.147426] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:50.147615] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T07:59:50.147691] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14341 tests [2025-11-21T07:59:50.147739] [INFO ] [CONFIGURE ] BTZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T07:59:50.147783] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T07:59:50.436314] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:50.724381] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:51.012374] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T07:59:51.302039] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:51.606707] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:51.914105] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:52.211592] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:52.492085] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:52.775120] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:53.057561] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:53.057776] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T07:59:53.057834] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14340 tests [2025-11-21T07:59:53.057885] [INFO ] [CONFIGURE ] BTZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T07:59:53.057929] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T07:59:53.368602] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:53.678507] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:54.004342] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:54.310089] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:54.611198] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:54.911534] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:55.213282] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:55.522088] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:55.837368] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:56.146985] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:56.147173] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T07:59:56.147229] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14339 tests [2025-11-21T07:59:56.147272] [INFO ] [CONFIGURE ] BTZ: Testing feature 28/29: add_volume_profile [2025-11-21T07:59:56.147315] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T07:59:56.451169] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:56.758944] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T07:59:57.044116] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T07:59:57.332818] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T07:59:57.633747] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T07:59:57.929458] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T07:59:58.225218] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T07:59:58.516391] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T07:59:58.824810] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T07:59:59.139208] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T07:59:59.139432] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T07:59:59.139491] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14338 tests [2025-11-21T07:59:59.139542] [INFO ] [CONFIGURE ] BTZ: Testing feature 29/29: add_vwap [2025-11-21T07:59:59.139584] [INFO ] [CONFIGURE ] BTZ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T07:59:59.433125] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T07:59:59.724050] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:00.042087] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:00:00.367595] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:00:00.688430] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:00:01.979713] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:00:02.581806] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:00:02.958632] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:03.316395] [DEBUG] [FORECASTER] BTZ: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:00:03.665415] [DEBUG] [FORECASTER] BTZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:00:03.665714] [INFO ] [CONFIGURE ] BTZ: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:00:03.665783] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14337 tests [2025-11-21T08:00:03.665837] [INFO ] [CONFIGURE ] BTZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:00:03.665886] [INFO ] [CONFIGURE ] BTZ: Best accuracy: 80.00% [2025-11-21T08:00:03.665933] [INFO ] [CONFIGURE ] BTZ: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T08:00:03.665976] [INFO ] [CONFIGURE ] BTZ: Improvement over baseline: 30.00% [2025-11-21T08:00:03.666015] [INFO ] [CONFIGURE ] BTZ: Total time: 1.3 minutes [2025-11-21T08:00:03.666054] [INFO ] [CONFIGURE ] BTZ: Average time per feature: 2.7 seconds [2025-11-21T08:00:03.666095] [INFO ] [CONFIGURE ] BTZ: Average speed: 0.37 features/sec [2025-11-21T08:00:03.666468] [INFO ] [LOCAL ] Saved configuration for BTZ: 4 features, 80.00% accuracy -> ./output/feature-sets/BTZ.json [2025-11-21T08:00:03.666529] [INFO ] [CONFIGURE ] BTZ: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T08:00:03.666582] [INFO ] [sig ] [231/723] Successfully configured BTZ | 0.01 sym/s | Total: 5.4h | ETA: 11.6h [2025-11-21T08:00:03.666629] [INFO ] [sig ] [232/723] Configuring BUI... [2025-11-21T08:00:03.666708] [INFO ] [CONFIGURE ] BUI: Configurate test run. [2025-11-21T08:00:03.666755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-11-21T08:00:03.713837] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BUI'. [2025-11-21T08:00:03.714436] [INFO ] [CONFIGURE ] BUI: Testing with 29 available features [2025-11-21T08:00:03.714507] [INFO ] [CONFIGURE ] BUI: Establishing baseline with no features... [2025-11-21T08:00:03.922205] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:00:04.132435] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:04.342245] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:00:04.541087] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:04.730423] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:00:04.919167] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:05.113393] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:05.307492] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:05.501963] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:05.696394] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:05.696620] [INFO ] [CONFIGURE ] BUI: Baseline score (no features): 30.00% [2025-11-21T08:00:05.696693] [INFO ] [CONFIGURE ] BUI: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:00:05.696774] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:00:05.935937] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:06.182828] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:06.444497] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:06.692084] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:06.936234] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:07.181977] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:07.417606] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:07.657816] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:07.898353] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:08.131531] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:08.131804] [INFO ] [CONFIGURE ] BUI: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T08:00:08.132016] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14336 tests [2025-11-21T08:00:08.132108] [INFO ] [CONFIGURE ] BUI: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:00:08.132262] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:00:08.404961] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:08.692215] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:08.970256] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:09.247320] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:09.493864] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:00:09.737963] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:09.987694] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:10.232454] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:10.483049] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:10.734007] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:10.734195] [INFO ] [CONFIGURE ] BUI: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T08:00:10.734256] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14335 tests [2025-11-21T08:00:10.734308] [INFO ] [CONFIGURE ] BUI: Testing feature 3/29: add_daily_returns [2025-11-21T08:00:10.734370] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:00:10.951285] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:11.169257] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:11.383572] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:00:11.602252] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:00:11.823393] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:00:12.043748] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:12.266956] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:12.489869] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:12.716742] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:12.937765] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:12.937939] [INFO ] [CONFIGURE ] BUI: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T08:00:12.937987] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14334 tests [2025-11-21T08:00:12.938024] [INFO ] [CONFIGURE ] BUI: Testing feature 4/29: add_ema [2025-11-21T08:00:12.938058] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:00:13.183897] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:13.446285] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:13.712122] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:13.995425] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:14.290818] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:14.559177] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:14.830306] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:15.099293] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:15.368014] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:15.635472] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:15.635697] [INFO ] [CONFIGURE ] BUI: DISCARDED add_ema (score: 40.00%) [2025-11-21T08:00:15.635757] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14333 tests [2025-11-21T08:00:15.635796] [INFO ] [CONFIGURE ] BUI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:00:15.635832] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:00:15.900218] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:16.170300] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:16.441204] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:16.712571] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:16.986880] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:17.260381] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:17.535911] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:17.817069] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:18.094190] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:00:18.379582] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:18.379810] [INFO ] [CONFIGURE ] BUI: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T08:00:18.379872] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14332 tests [2025-11-21T08:00:18.379919] [INFO ] [CONFIGURE ] BUI: Testing feature 6/29: add_failed_moves [2025-11-21T08:00:18.379963] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T08:00:18.662412] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:18.946331] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:19.230405] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:19.513595] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:19.797591] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:20.080034] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:20.367186] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:20.651930] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:20.931963] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:00:21.211624] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:21.211816] [INFO ] [CONFIGURE ] BUI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:00:21.211873] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14331 tests [2025-11-21T08:00:21.211929] [INFO ] [CONFIGURE ] BUI: Testing feature 7/29: add_lag_shelf [2025-11-21T08:00:21.211973] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T08:00:21.482888] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:21.743951] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:22.012749] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:22.276852] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:22.546288] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:00:22.819009] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:23.083668] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:23.351400] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:23.615426] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:23.873005] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:23.873216] [INFO ] [CONFIGURE ] BUI: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T08:00:23.873275] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14330 tests [2025-11-21T08:00:23.873322] [INFO ] [CONFIGURE ] BUI: Testing feature 8/29: add_macd [2025-11-21T08:00:23.873365] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T08:00:24.184791] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:00:24.507856] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:24.849246] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:00:25.177806] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:25.510959] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:25.838567] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:26.180715] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:26.514756] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:26.843868] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:27.172813] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:27.173026] [INFO ] [CONFIGURE ] BUI: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:00:27.173087] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14329 tests [2025-11-21T08:00:27.173134] [INFO ] [CONFIGURE ] BUI: Testing feature 9/29: add_mfi [2025-11-21T08:00:27.173178] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T08:00:27.436317] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:00:27.686217] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:27.945204] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:28.205214] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:28.475594] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:28.742219] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:29.028516] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:29.309321] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:29.581522] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:00:29.852283] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:29.852513] [INFO ] [CONFIGURE ] BUI: KEPT add_mfi (score: 60.00%) [2025-11-21T08:00:29.852573] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14328 tests [2025-11-21T08:00:29.852627] [INFO ] [CONFIGURE ] BUI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:00:29.852703] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:00:30.240198] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:30.628949] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:31.016326] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:31.392508] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:00:31.782551] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:32.169217] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:32.552392] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:32.949200] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:33.331603] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:33.730563] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:33.730831] [INFO ] [CONFIGURE ] BUI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:00:33.730971] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14327 tests [2025-11-21T08:00:33.731027] [INFO ] [CONFIGURE ] BUI: Testing feature 11/29: add_obv_daily [2025-11-21T08:00:33.731075] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily'] [2025-11-21T08:00:34.039928] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:34.364830] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:34.682169] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:34.997427] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:35.325637] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:35.649463] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:35.951617] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:36.252345] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:36.555382] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:00:36.864357] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:36.864583] [INFO ] [CONFIGURE ] BUI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:00:36.864800] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14326 tests [2025-11-21T08:00:36.864863] [INFO ] [CONFIGURE ] BUI: Testing feature 12/29: add_obv_interval [2025-11-21T08:00:36.864907] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval'] [2025-11-21T08:00:37.150447] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:37.432892] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:37.710899] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:38.005033] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:38.326729] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:00:38.642739] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:38.964115] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:39.271809] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:39.580428] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:00:39.873334] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:39.873516] [INFO ] [CONFIGURE ] BUI: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T08:00:39.873574] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14325 tests [2025-11-21T08:00:39.873622] [INFO ] [CONFIGURE ] BUI: Testing feature 13/29: add_opening_strength [2025-11-21T08:00:39.873691] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:00:40.188824] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:00:40.505720] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:40.824594] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:41.140773] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:41.449213] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:41.767002] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:42.064923] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:42.363966] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:00:42.672270] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:42.987075] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:42.987291] [INFO ] [CONFIGURE ] BUI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T08:00:42.987351] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14324 tests [2025-11-21T08:00:42.987400] [INFO ] [CONFIGURE ] BUI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:00:42.987444] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T08:00:43.263331] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:43.542150] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:43.823018] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:44.129079] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:44.415373] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:44.692489] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:44.979226] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:45.265570] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:45.556379] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:45.843252] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:45.843433] [INFO ] [CONFIGURE ] BUI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T08:00:45.843494] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14323 tests [2025-11-21T08:00:45.843543] [INFO ] [CONFIGURE ] BUI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:00:45.843588] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T08:00:46.109171] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:46.381190] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:46.644908] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:46.915376] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:47.184403] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:47.452257] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:47.724322] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:48.000461] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:48.307268] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:48.622397] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:48.622617] [INFO ] [CONFIGURE ] BUI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T08:00:48.622754] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14322 tests [2025-11-21T08:00:48.622808] [INFO ] [CONFIGURE ] BUI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:00:48.622853] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T08:00:48.965831] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:49.410477] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:49.808065] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:50.136433] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:50.443186] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:50.745305] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:51.033598] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:51.333064] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:51.654309] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:00:51.968059] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:51.968255] [INFO ] [CONFIGURE ] BUI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:00:51.968314] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14321 tests [2025-11-21T08:00:51.968363] [INFO ] [CONFIGURE ] BUI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:00:51.968406] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T08:00:52.273138] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:52.605719] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:52.917802] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:53.230540] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:53.511050] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:00:53.827300] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:54.127206] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:54.452785] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:54.772620] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:55.102950] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:55.103150] [INFO ] [CONFIGURE ] BUI: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T08:00:55.103210] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14320 tests [2025-11-21T08:00:55.103264] [INFO ] [CONFIGURE ] BUI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:00:55.103311] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T08:00:55.426680] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:00:55.734256] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:56.043779] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:56.341343] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:56.643236] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:00:56.934226] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:00:57.222566] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:00:57.513710] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:00:57.789869] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:00:58.082070] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:00:58.082307] [INFO ] [CONFIGURE ] BUI: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T08:00:58.082368] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14319 tests [2025-11-21T08:00:58.082432] [INFO ] [CONFIGURE ] BUI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:00:58.082484] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T08:00:58.368168] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:00:58.657592] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:00:58.940256] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:00:59.231066] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:00:59.514245] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:00:59.825846] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:00.129208] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:01.229337] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:01.693487] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:01.984801] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:01.985000] [INFO ] [CONFIGURE ] BUI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:01:01.985082] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14318 tests [2025-11-21T08:01:01.985157] [INFO ] [CONFIGURE ] BUI: Testing feature 20/29: add_price_rejection [2025-11-21T08:01:01.985206] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection'] [2025-11-21T08:01:02.303087] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:01:02.656575] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:02.986211] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:01:03.317082] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:03.632949] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:01:03.995421] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:01:04.340612] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:04.691099] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:05.006266] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:05.317361] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:05.317540] [INFO ] [CONFIGURE ] BUI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:01:05.317623] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14317 tests [2025-11-21T08:01:05.317704] [INFO ] [CONFIGURE ] BUI: Testing feature 21/29: add_range_position [2025-11-21T08:01:05.317750] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position'] [2025-11-21T08:01:05.630369] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:01:05.969114] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:06.294963] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:01:06.627757] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:06.961171] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:01:07.302043] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:07.645883] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:07.983129] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:08.328525] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:08.667439] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:08.667668] [INFO ] [CONFIGURE ] BUI: DISCARDED add_range_position (score: 40.00%) [2025-11-21T08:01:08.667730] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14316 tests [2025-11-21T08:01:08.667781] [INFO ] [CONFIGURE ] BUI: Testing feature 22/29: add_realized_volatility [2025-11-21T08:01:08.667827] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility'] [2025-11-21T08:01:09.055439] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:01:09.472939] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:09.907391] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:01:10.361578] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:10.783029] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:01:11.209013] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:11.641874] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:12.052561] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:12.447924] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:01:12.861326] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:12.861517] [INFO ] [CONFIGURE ] BUI: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T08:01:12.861575] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14315 tests [2025-11-21T08:01:12.861625] [INFO ] [CONFIGURE ] BUI: Testing feature 23/29: add_recent_range_context [2025-11-21T08:01:12.861688] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context'] [2025-11-21T08:01:13.177567] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:01:13.480863] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:13.784897] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:01:14.108656] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:14.417577] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:01:14.710858] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:15.013307] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:15.326152] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:15.644135] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:01:15.959932] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:15.960153] [INFO ] [CONFIGURE ] BUI: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:01:15.960214] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14314 tests [2025-11-21T08:01:15.960264] [INFO ] [CONFIGURE ] BUI: Testing feature 24/29: add_rsi [2025-11-21T08:01:15.960307] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T08:01:16.307811] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:01:16.659101] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:17.023210] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:01:17.373136] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:01:17.720599] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:01:18.072163] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:18.439520] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:18.812740] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:19.167711] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:19.540386] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:19.540587] [INFO ] [CONFIGURE ] BUI: KEPT add_rsi (score: 70.00%) [2025-11-21T08:01:19.540666] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14313 tests [2025-11-21T08:01:19.540719] [INFO ] [CONFIGURE ] BUI: Testing feature 25/29: add_tick_distribution [2025-11-21T08:01:19.540763] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T08:01:19.902822] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:01:20.275304] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:20.636461] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:01:20.983989] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:21.322683] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:01:21.659095] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:22.055196] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:22.421355] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:22.788964] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:23.159999] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:23.160222] [INFO ] [CONFIGURE ] BUI: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T08:01:23.160286] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14312 tests [2025-11-21T08:01:23.160378] [INFO ] [CONFIGURE ] BUI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:01:23.160429] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T08:01:23.545139] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:01:23.893938] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:24.249554] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:01:24.607454] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:24.952118] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:01:25.279777] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:25.620279] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:25.954451] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:01:26.317213] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:26.693832] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:26.694052] [INFO ] [CONFIGURE ] BUI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:01:26.694115] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14311 tests [2025-11-21T08:01:26.694164] [INFO ] [CONFIGURE ] BUI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:01:26.694210] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T08:01:27.060622] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:01:27.421048] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:27.799190] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:01:28.147661] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:28.503169] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:01:28.900939] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:29.294435] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:29.680371] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:30.069821] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:30.449237] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:30.449420] [INFO ] [CONFIGURE ] BUI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:01:30.449480] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14310 tests [2025-11-21T08:01:30.449528] [INFO ] [CONFIGURE ] BUI: Testing feature 28/29: add_volume_profile [2025-11-21T08:01:30.449574] [INFO ] [CONFIGURE ] BUI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T08:01:30.823079] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:01:31.211697] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:31.585149] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:31.961997] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:32.347818] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:01:32.729930] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:33.124700] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:01:33.490215] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:33.860180] [DEBUG] [FORECASTER] BUI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:34.259282] [DEBUG] [FORECASTER] BUI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:01:34.259504] [INFO ] [CONFIGURE ] BUI: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T08:01:34.259564] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14309 tests [2025-11-21T08:01:34.259617] [INFO ] [CONFIGURE ] BUI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:01:34.259682] [INFO ] [CONFIGURE ] BUI: Best accuracy: 70.00% [2025-11-21T08:01:34.259726] [INFO ] [CONFIGURE ] BUI: Best feature set (6 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T08:01:34.259768] [INFO ] [CONFIGURE ] BUI: Improvement over baseline: 40.00% [2025-11-21T08:01:34.259805] [INFO ] [CONFIGURE ] BUI: Total time: 1.5 minutes [2025-11-21T08:01:34.259842] [INFO ] [CONFIGURE ] BUI: Average time per feature: 3.2 seconds [2025-11-21T08:01:34.259881] [INFO ] [CONFIGURE ] BUI: Average speed: 0.33 features/sec [2025-11-21T08:01:34.260436] [INFO ] [LOCAL ] Saved configuration for BUI: 6 features, 70.00% accuracy -> ./output/feature-sets/BUI.json [2025-11-21T08:01:34.260496] [INFO ] [CONFIGURE ] BUI: Configuration saved successfully: 6 features, 70.00% accuracy. [2025-11-21T08:01:34.260544] [INFO ] [sig ] [232/723] Successfully configured BUI | 0.01 sym/s | Total: 5.5h | ETA: 11.6h [2025-11-21T08:01:34.260589] [INFO ] [sig ] [233/723] Configuring BURL... [2025-11-21T08:01:34.260628] [INFO ] [CONFIGURE ] BURL: Configurate test run. [2025-11-21T08:01:34.260697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-11-21T08:01:34.339055] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BURL'. [2025-11-21T08:01:34.339378] [INFO ] [CONFIGURE ] BURL: Testing with 29 available features [2025-11-21T08:01:34.339441] [INFO ] [CONFIGURE ] BURL: Establishing baseline with no features... [2025-11-21T08:01:34.528988] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:01:34.726967] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:34.930076] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:35.129888] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:35.314567] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:35.497837] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:35.689435] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:01:35.891329] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:36.083483] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:01:36.273321] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:36.273691] [INFO ] [CONFIGURE ] BURL: Baseline score (no features): 30.00% [2025-11-21T08:01:36.273800] [INFO ] [CONFIGURE ] BURL: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:01:36.273877] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:01:36.502793] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:01:36.735976] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:01:36.955502] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:37.184227] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:37.412219] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:37.638414] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:37.867127] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:01:38.092338] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:38.312508] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:01:38.531073] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:38.531235] [INFO ] [CONFIGURE ] BURL: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T08:01:38.531281] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14308 tests [2025-11-21T08:01:38.531319] [INFO ] [CONFIGURE ] BURL: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:01:38.531352] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:01:38.745003] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:01:38.966975] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:39.205525] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:39.419220] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:39.637548] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:39.844548] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:01:40.058033] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:01:40.273672] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:01:40.505291] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:40.747556] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:01:40.747937] [INFO ] [CONFIGURE ] BURL: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T08:01:40.748067] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14307 tests [2025-11-21T08:01:40.748189] [INFO ] [CONFIGURE ] BURL: Testing feature 3/29: add_daily_returns [2025-11-21T08:01:40.748274] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:01:40.991017] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:01:41.232274] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:41.477296] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:41.722975] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:41.967895] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:42.209418] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:01:42.465354] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:01:42.709138] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:42.949338] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:43.176914] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:43.177099] [INFO ] [CONFIGURE ] BURL: KEPT add_daily_returns (score: 60.00%) [2025-11-21T08:01:43.177146] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14306 tests [2025-11-21T08:01:43.177183] [INFO ] [CONFIGURE ] BURL: Testing feature 4/29: add_ema [2025-11-21T08:01:43.177218] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T08:01:43.440215] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:01:43.706599] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:44.000869] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:44.260861] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:44.524517] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:44.810665] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:01:45.068013] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:01:45.338639] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:45.611553] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:45.883419] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:45.883623] [INFO ] [CONFIGURE ] BURL: DISCARDED add_ema (score: 60.00%) [2025-11-21T08:01:45.883705] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14305 tests [2025-11-21T08:01:45.883756] [INFO ] [CONFIGURE ] BURL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:01:45.883809] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:01:46.166878] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:01:46.460960] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:46.743742] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:47.027885] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:47.312052] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:47.599300] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:01:47.887514] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:01:48.170130] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:48.451066] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:48.745051] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:48.745257] [INFO ] [CONFIGURE ] BURL: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T08:01:48.745318] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14304 tests [2025-11-21T08:01:48.745370] [INFO ] [CONFIGURE ] BURL: Testing feature 6/29: add_failed_moves [2025-11-21T08:01:48.745419] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T08:01:48.993944] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:01:49.245147] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:49.491715] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:49.742552] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:49.990431] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:50.251959] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:01:50.518793] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:01:50.781887] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:51.051596] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:51.296280] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:51.296457] [INFO ] [CONFIGURE ] BURL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:01:51.296514] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14303 tests [2025-11-21T08:01:51.296563] [INFO ] [CONFIGURE ] BURL: Testing feature 7/29: add_lag_shelf [2025-11-21T08:01:51.296608] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T08:01:51.530827] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:01:51.760881] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:51.990764] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:52.222835] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:52.454422] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:52.682322] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:01:52.916185] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:01:53.150746] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:53.385508] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:53.625121] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:53.625316] [INFO ] [CONFIGURE ] BURL: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:01:53.625376] [INFO ] [CONFIGURE ] JOB ETA: 11.5h | Avg: 2.9s/test | Remaining: 14302 tests [2025-11-21T08:01:53.625426] [INFO ] [CONFIGURE ] BURL: Testing feature 8/29: add_macd [2025-11-21T08:01:53.625471] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T08:01:53.941706] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:01:54.252336] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:54.567773] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:54.907157] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:55.227633] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:01:55.551282] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:01:55.877351] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:01:56.182178] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:56.510977] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:01:56.843324] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:56.843539] [INFO ] [CONFIGURE ] BURL: DISCARDED add_macd (score: 30.00%) [2025-11-21T08:01:56.843600] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14301 tests [2025-11-21T08:01:56.843671] [INFO ] [CONFIGURE ] BURL: Testing feature 9/29: add_mfi [2025-11-21T08:01:56.843720] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T08:01:57.101181] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:01:57.352148] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:01:57.617767] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:01:57.919122] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:01:58.276216] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:01:58.645134] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:01:58.967489] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:01:59.223201] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:01:59.470796] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:01:59.737022] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:01:59.737293] [INFO ] [CONFIGURE ] BURL: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:01:59.737376] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14300 tests [2025-11-21T08:01:59.737426] [INFO ] [CONFIGURE ] BURL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:01:59.737470] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:02:00.079606] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:02:00.404468] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:01.438517] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:01.938016] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:02.272327] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:02.590427] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:02.907123] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:02:03.210474] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:03.543174] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:03.871885] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:03.872083] [INFO ] [CONFIGURE ] BURL: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T08:02:03.872140] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14299 tests [2025-11-21T08:02:03.872189] [INFO ] [CONFIGURE ] BURL: Testing feature 11/29: add_obv_daily [2025-11-21T08:02:03.872233] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T08:02:04.135291] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:04.411595] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:04.683229] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:04.950290] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:05.217543] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:05.487449] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:05.754510] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:06.043616] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:06.325816] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:06.599143] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:06.599337] [INFO ] [CONFIGURE ] BURL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:02:06.599394] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14298 tests [2025-11-21T08:02:06.599442] [INFO ] [CONFIGURE ] BURL: Testing feature 12/29: add_obv_interval [2025-11-21T08:02:06.599485] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T08:02:06.839783] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:07.093782] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:07.348727] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:07.612094] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:07.855957] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:08.099998] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:08.345252] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:08.585533] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:08.825984] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:09.073447] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:09.073632] [INFO ] [CONFIGURE ] BURL: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:02:09.073718] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14297 tests [2025-11-21T08:02:09.073766] [INFO ] [CONFIGURE ] BURL: Testing feature 13/29: add_opening_strength [2025-11-21T08:02:09.073811] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:02:09.333436] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:09.594725] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:09.855489] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:10.136468] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:10.408016] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:10.669734] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:10.932417] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:11.213204] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:11.470961] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:11.754665] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:11.754927] [INFO ] [CONFIGURE ] BURL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:02:11.755006] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14296 tests [2025-11-21T08:02:11.755069] [INFO ] [CONFIGURE ] BURL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:02:11.755118] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T08:02:12.025671] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:12.292384] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:12.556452] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:12.823297] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:13.089175] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:13.347515] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:13.610378] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:13.877126] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:14.138021] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:14.405683] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:14.405897] [INFO ] [CONFIGURE ] BURL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:02:14.405957] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14295 tests [2025-11-21T08:02:14.406005] [INFO ] [CONFIGURE ] BURL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:02:14.406050] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T08:02:14.664351] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:14.907333] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:15.157920] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:15.401145] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:15.643287] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:15.878911] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:16.125554] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:16.370028] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:16.623849] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:16.875991] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:16.876636] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:02:16.876722] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14294 tests [2025-11-21T08:02:16.876774] [INFO ] [CONFIGURE ] BURL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:02:16.876854] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:02:17.132762] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:17.388292] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:17.643359] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:17.888973] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:18.144081] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:18.396464] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:18.664319] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:18.908466] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:19.163121] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:19.411838] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:19.412051] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:02:19.412109] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14293 tests [2025-11-21T08:02:19.412159] [INFO ] [CONFIGURE ] BURL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:02:19.412203] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T08:02:19.690723] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:19.956753] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:20.216596] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:20.481786] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:20.745840] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:21.000235] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:21.268884] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:02:21.522638] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:21.770979] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:22.021297] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:22.021474] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T08:02:22.021531] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14292 tests [2025-11-21T08:02:22.021577] [INFO ] [CONFIGURE ] BURL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:02:22.021618] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T08:02:22.251845] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:22.486502] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:22.711299] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:22.965101] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:23.198270] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:23.425354] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:23.657420] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:02:23.888909] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:24.117492] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:24.352685] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:24.352869] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:02:24.352947] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14291 tests [2025-11-21T08:02:24.352999] [INFO ] [CONFIGURE ] BURL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:02:24.353045] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T08:02:24.599371] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:24.848612] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:25.090152] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:25.317225] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:25.537626] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:25.765449] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:25.990804] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:02:26.218880] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:26.446839] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:26.676733] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:26.676982] [INFO ] [CONFIGURE ] BURL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T08:02:26.677048] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14290 tests [2025-11-21T08:02:26.677098] [INFO ] [CONFIGURE ] BURL: Testing feature 20/29: add_price_rejection [2025-11-21T08:02:26.677135] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T08:02:26.937858] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:27.193238] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:27.457718] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:27.717638] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:27.974988] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:28.239146] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:28.494003] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:28.752578] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:29.019949] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:29.285488] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:29.285701] [INFO ] [CONFIGURE ] BURL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:02:29.285761] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14289 tests [2025-11-21T08:02:29.285809] [INFO ] [CONFIGURE ] BURL: Testing feature 21/29: add_range_position [2025-11-21T08:02:29.285852] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T08:02:29.563189] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:29.868228] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:30.138032] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:30.400095] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:30.665208] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:30.933750] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:31.219024] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:31.512724] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:31.792691] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:02:32.063408] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:32.063625] [INFO ] [CONFIGURE ] BURL: DISCARDED add_range_position (score: 40.00%) [2025-11-21T08:02:32.063719] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14288 tests [2025-11-21T08:02:32.063786] [INFO ] [CONFIGURE ] BURL: Testing feature 22/29: add_realized_volatility [2025-11-21T08:02:32.063848] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T08:02:32.428763] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:32.792066] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:33.163172] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:33.524908] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:33.879034] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:34.239120] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:34.610572] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:02:34.984866] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:35.355703] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:35.738552] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:35.738802] [INFO ] [CONFIGURE ] BURL: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T08:02:35.738863] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14287 tests [2025-11-21T08:02:35.738913] [INFO ] [CONFIGURE ] BURL: Testing feature 23/29: add_recent_range_context [2025-11-21T08:02:35.738957] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T08:02:35.992027] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:36.243629] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:36.497358] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:36.744994] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:36.996849] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:37.269853] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:37.522824] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:37.770634] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:38.035315] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:38.296942] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:38.297109] [INFO ] [CONFIGURE ] BURL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:02:38.297164] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14286 tests [2025-11-21T08:02:38.297248] [INFO ] [CONFIGURE ] BURL: Testing feature 24/29: add_rsi [2025-11-21T08:02:38.297301] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T08:02:38.588147] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:38.867177] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:39.145500] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:39.422253] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:39.695731] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:39.961948] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:40.246207] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:40.512479] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:02:40.782658] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:41.062422] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:41.062601] [INFO ] [CONFIGURE ] BURL: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:02:41.062680] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14285 tests [2025-11-21T08:02:41.062732] [INFO ] [CONFIGURE ] BURL: Testing feature 25/29: add_tick_distribution [2025-11-21T08:02:41.062775] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T08:02:41.283259] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:41.503616] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:02:41.733142] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:41.969307] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:42.194276] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:42.420590] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:42.647479] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:42.873121] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:43.094162] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:43.316912] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:43.317110] [INFO ] [CONFIGURE ] BURL: KEPT add_tick_distribution (score: 70.00%) [2025-11-21T08:02:43.317169] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14284 tests [2025-11-21T08:02:43.317216] [INFO ] [CONFIGURE ] BURL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:02:43.317253] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T08:02:43.561410] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:43.799485] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:02:44.048687] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:44.282089] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:44.556890] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:44.804708] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:45.059798] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:02:45.327731] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:45.638764] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:45.984971] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:45.985192] [INFO ] [CONFIGURE ] BURL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:02:45.985251] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14283 tests [2025-11-21T08:02:45.985304] [INFO ] [CONFIGURE ] BURL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:02:45.985346] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T08:02:46.294958] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:02:46.576295] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:46.840766] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:47.115807] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:47.417974] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:47.705744] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:02:47.986252] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:48.258627] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:48.532557] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:48.816023] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:48.816212] [INFO ] [CONFIGURE ] BURL: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T08:02:48.816272] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14282 tests [2025-11-21T08:02:48.816321] [INFO ] [CONFIGURE ] BURL: Testing feature 28/29: add_volume_profile [2025-11-21T08:02:48.816367] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T08:02:49.079011] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:49.339140] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:49.603219] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:49.873248] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:50.152027] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:50.448678] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:50.728889] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:02:51.009299] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:51.284973] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:02:51.547025] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:51.547215] [INFO ] [CONFIGURE ] BURL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T08:02:51.547276] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14281 tests [2025-11-21T08:02:51.547368] [INFO ] [CONFIGURE ] BURL: Testing feature 29/29: add_vwap [2025-11-21T08:02:51.547417] [INFO ] [CONFIGURE ] BURL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution', 'add_vwap'] [2025-11-21T08:02:51.811175] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:52.077431] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:02:52.346362] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:02:52.619828] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:52.888043] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:02:53.156014] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:02:53.431568] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:02:53.719667] [DEBUG] [FORECASTER] BURL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:02:53.988115] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:02:54.253755] [DEBUG] [FORECASTER] BURL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:54.253938] [INFO ] [CONFIGURE ] BURL: DISCARDED add_vwap (score: 40.00%) [2025-11-21T08:02:54.253994] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14280 tests [2025-11-21T08:02:54.254041] [INFO ] [CONFIGURE ] BURL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:02:54.254082] [INFO ] [CONFIGURE ] BURL: Best accuracy: 70.00% [2025-11-21T08:02:54.254122] [INFO ] [CONFIGURE ] BURL: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T08:02:54.254162] [INFO ] [CONFIGURE ] BURL: Improvement over baseline: 40.00% [2025-11-21T08:02:54.254198] [INFO ] [CONFIGURE ] BURL: Total time: 1.3 minutes [2025-11-21T08:02:54.254235] [INFO ] [CONFIGURE ] BURL: Average time per feature: 2.7 seconds [2025-11-21T08:02:54.254272] [INFO ] [CONFIGURE ] BURL: Average speed: 0.37 features/sec [2025-11-21T08:02:54.254758] [INFO ] [LOCAL ] Saved configuration for BURL: 3 features, 70.00% accuracy -> ./output/feature-sets/BURL.json [2025-11-21T08:02:54.254817] [INFO ] [CONFIGURE ] BURL: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T08:02:54.254866] [INFO ] [sig ] [233/723] Successfully configured BURL | 0.01 sym/s | Total: 5.5h | ETA: 11.5h [2025-11-21T08:02:54.254909] [INFO ] [sig ] [234/723] Configuring BUXX... [2025-11-21T08:02:54.254948] [INFO ] [CONFIGURE ] BUXX: Configurate test run. [2025-11-21T08:02:54.254987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-11-21T08:02:54.443256] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BUXX'. [2025-11-21T08:02:54.443695] [INFO ] [CONFIGURE ] BUXX: Testing with 29 available features [2025-11-21T08:02:54.443761] [INFO ] [CONFIGURE ] BUXX: Establishing baseline with no features... [2025-11-21T08:02:54.606348] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:02:54.770453] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:02:54.930669] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:02:55.098919] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:02:55.265480] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:02:55.433590] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:02:55.600438] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:02:55.773570] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:02:55.952395] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:02:56.127439] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:02:56.127602] [INFO ] [CONFIGURE ] BUXX: Baseline score (no features): 40.00% [2025-11-21T08:02:56.127681] [INFO ] [CONFIGURE ] BUXX: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:02:56.127764] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:02:56.327100] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:56.535285] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:02:56.735351] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:02:56.936472] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:02:57.144436] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:02:57.345631] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:02:57.548668] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:02:57.754883] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:02:57.959208] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:02:58.164146] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:02:58.164317] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T08:02:58.164366] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14279 tests [2025-11-21T08:02:58.164407] [INFO ] [CONFIGURE ] BUXX: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:02:58.164442] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:02:58.377457] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:02:58.576679] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:02:58.780922] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:02:58.986458] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:02:59.187634] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:02:59.389413] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:02:59.592528] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:02:59.795328] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:02:59.997814] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:00.204126] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:00.204868] [INFO ] [CONFIGURE ] BUXX: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T08:03:00.204990] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14278 tests [2025-11-21T08:03:00.205096] [INFO ] [CONFIGURE ] BUXX: Testing feature 3/29: add_daily_returns [2025-11-21T08:03:00.205174] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:03:00.416208] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:03:00.643843] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:00.989830] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:01.741243] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:02.031414] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:02.259368] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:03:02.488315] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:02.726428] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:02.956169] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:03.190567] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:03:03.190974] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:03:03.191036] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14277 tests [2025-11-21T08:03:03.191078] [INFO ] [CONFIGURE ] BUXX: Testing feature 4/29: add_ema [2025-11-21T08:03:03.191115] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:03:03.458390] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:03.723608] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:03.997850] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:04.267924] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:04.533393] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:04.803632] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:03:05.073845] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:05.347121] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:05.627162] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:05.908634] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:03:05.908831] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:03:05.908889] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14276 tests [2025-11-21T08:03:05.909006] [INFO ] [CONFIGURE ] BUXX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:03:05.909081] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:03:06.170423] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:06.430569] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:06.682444] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:06.937000] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:07.197973] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:07.462482] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:03:07.742208] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:03:08.011059] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:08.287849] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:08.553946] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:03:08.554219] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T08:03:08.554282] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14275 tests [2025-11-21T08:03:08.554333] [INFO ] [CONFIGURE ] BUXX: Testing feature 6/29: add_failed_moves [2025-11-21T08:03:08.554379] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:03:08.770076] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:08.976115] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:09.182763] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:09.385331] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:09.590985] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:09.804240] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:03:10.010463] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:03:10.220001] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:03:10.434285] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:10.640401] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:10.640579] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T08:03:10.640636] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14274 tests [2025-11-21T08:03:10.640704] [INFO ] [CONFIGURE ] BUXX: Testing feature 7/29: add_lag_shelf [2025-11-21T08:03:10.640774] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:03:10.835952] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:11.031740] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:11.233507] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:11.430925] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:11.624705] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:11.822114] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:03:12.021735] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:12.222967] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:03:12.420257] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:12.623362] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:12.623539] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:03:12.623587] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14273 tests [2025-11-21T08:03:12.623625] [INFO ] [CONFIGURE ] BUXX: Testing feature 8/29: add_macd [2025-11-21T08:03:12.623686] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:03:12.925108] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:13.216095] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:13.532397] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:13.825202] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:14.120110] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:14.423033] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:14.754703] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:15.079725] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:15.391126] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:15.707815] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:15.708041] [INFO ] [CONFIGURE ] BUXX: KEPT add_macd (score: 70.00%) [2025-11-21T08:03:15.708104] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14272 tests [2025-11-21T08:03:15.708155] [INFO ] [CONFIGURE ] BUXX: Testing feature 9/29: add_mfi [2025-11-21T08:03:15.708202] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T08:03:16.037190] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:16.359889] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:16.690118] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:17.017535] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:17.344262] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:17.684562] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:18.041576] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:18.376206] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:18.705527] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:19.033290] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:19.033486] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_mfi (score: 70.00%) [2025-11-21T08:03:19.033548] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14271 tests [2025-11-21T08:03:19.033602] [INFO ] [CONFIGURE ] BUXX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:03:19.033666] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:03:19.438349] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:19.854808] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:20.259939] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:20.665447] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:21.068343] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:21.475134] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:21.903222] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:22.337901] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:22.776098] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:03:23.212736] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:23.212947] [INFO ] [CONFIGURE ] BUXX: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T08:03:23.213010] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14270 tests [2025-11-21T08:03:23.213062] [INFO ] [CONFIGURE ] BUXX: Testing feature 11/29: add_obv_daily [2025-11-21T08:03:23.213161] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T08:03:23.660442] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:24.108445] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:24.524231] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:24.956086] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:25.396495] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:25.828915] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:26.246917] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:26.667468] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:27.097882] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:27.528882] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:27.529095] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T08:03:27.529157] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14269 tests [2025-11-21T08:03:27.529206] [INFO ] [CONFIGURE ] BUXX: Testing feature 12/29: add_obv_interval [2025-11-21T08:03:27.529250] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T08:03:27.943626] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:28.353440] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:28.757794] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:29.180249] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:29.615624] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:30.057289] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:30.496591] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:30.938582] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:03:31.357392] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:03:31.783201] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:31.783417] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T08:03:31.783476] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14268 tests [2025-11-21T08:03:31.783527] [INFO ] [CONFIGURE ] BUXX: Testing feature 13/29: add_opening_strength [2025-11-21T08:03:31.783573] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:03:32.216598] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:32.665243] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:03:33.107628] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:33.554118] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:33.986571] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:34.421517] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:34.852980] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:35.283041] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:35.718257] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:03:36.140767] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:36.140966] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T08:03:36.141022] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14267 tests [2025-11-21T08:03:36.141070] [INFO ] [CONFIGURE ] BUXX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:03:36.141113] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T08:03:36.605709] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:37.053012] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:37.519434] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:37.967111] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:38.471906] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:38.915139] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:39.361294] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:39.805066] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:40.257152] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:40.716760] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:40.716992] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T08:03:40.717051] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14266 tests [2025-11-21T08:03:40.717100] [INFO ] [CONFIGURE ] BUXX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:03:40.717144] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T08:03:41.171964] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:03:41.606365] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:42.031598] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:42.463000] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:42.900118] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:43.322414] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:43.742273] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:03:44.152004] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:03:44.563992] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:45.028975] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:45.029203] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T08:03:45.029306] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14265 tests [2025-11-21T08:03:45.029362] [INFO ] [CONFIGURE ] BUXX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:03:45.029409] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T08:03:45.491093] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:45.939779] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:46.379189] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:46.820715] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:47.268442] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:47.724582] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:48.185342] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:48.635699] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:49.092372] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:49.549029] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:49.549245] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:03:49.549308] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14264 tests [2025-11-21T08:03:49.549358] [INFO ] [CONFIGURE ] BUXX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:03:49.549405] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T08:03:49.962308] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:50.359843] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:50.770282] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:51.182505] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:51.586560] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:51.990394] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:52.400660] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:52.840416] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:03:53.257519] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:03:53.686365] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:03:53.686597] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:03:53.686679] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14263 tests [2025-11-21T08:03:53.686732] [INFO ] [CONFIGURE ] BUXX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:03:53.686780] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T08:03:54.116848] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:54.568835] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:55.019417] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:55.459164] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:03:55.881157] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:03:56.306297] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:03:56.734365] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:03:57.154627] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:03:57.585914] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:03:58.018071] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:03:58.018275] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:03:58.018334] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14262 tests [2025-11-21T08:03:58.018385] [INFO ] [CONFIGURE ] BUXX: Testing feature 20/29: add_price_rejection [2025-11-21T08:03:58.018436] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T08:03:58.444856] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:03:58.879856] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:03:59.319018] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:03:59.750560] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:00.189864] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:00.611482] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:01.824990] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:02.446388] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:04:02.898130] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:03.345782] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:04:03.346053] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:04:03.346119] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14261 tests [2025-11-21T08:04:03.346184] [INFO ] [CONFIGURE ] BUXX: Testing feature 21/29: add_range_position [2025-11-21T08:04:03.346241] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T08:04:03.801004] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:04:04.266128] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:04:04.738431] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:04:05.249595] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:05.732602] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:06.221114] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:06.696707] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:07.184799] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:04:07.651984] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:08.114512] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:04:08.114800] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_range_position (score: 70.00%) [2025-11-21T08:04:08.114865] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14260 tests [2025-11-21T08:04:08.114915] [INFO ] [CONFIGURE ] BUXX: Testing feature 22/29: add_realized_volatility [2025-11-21T08:04:08.114962] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T08:04:08.660342] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:04:09.175735] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:04:09.720955] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:04:10.282136] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:10.846310] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:11.401271] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:11.932438] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:12.457568] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:04:13.011379] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:13.537612] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:04:13.537860] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:04:13.537919] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14259 tests [2025-11-21T08:04:13.537966] [INFO ] [CONFIGURE ] BUXX: Testing feature 23/29: add_recent_range_context [2025-11-21T08:04:13.538008] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T08:04:13.911702] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:04:14.285692] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:04:14.661533] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:04:15.040706] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:15.417384] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:15.791299] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:16.198183] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:16.583134] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:04:16.976359] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:17.372698] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:04:17.372873] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T08:04:17.372933] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14258 tests [2025-11-21T08:04:17.372984] [INFO ] [CONFIGURE ] BUXX: Testing feature 24/29: add_rsi [2025-11-21T08:04:17.373030] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T08:04:17.814668] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:04:18.249548] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:04:18.700162] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:04:19.141138] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:19.606963] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:20.099318] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:20.559792] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:21.017333] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:04:21.489539] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:21.967347] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:04:21.967544] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:04:21.967602] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14257 tests [2025-11-21T08:04:21.967671] [INFO ] [CONFIGURE ] BUXX: Testing feature 25/29: add_tick_distribution [2025-11-21T08:04:21.967720] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T08:04:22.391794] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:04:22.845315] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:04:23.268885] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:04:23.699191] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:24.120476] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:24.543569] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:24.979502] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:25.420492] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:04:25.894494] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:26.461560] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:04:26.461929] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:04:26.462025] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14256 tests [2025-11-21T08:04:26.462082] [INFO ] [CONFIGURE ] BUXX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:04:26.462150] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T08:04:26.924625] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:04:27.317513] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:04:27.723091] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:04:28.111021] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:28.515708] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:28.921863] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:29.335475] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:29.752406] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:04:30.169796] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:30.600576] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:04:30.600834] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:04:30.600897] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14255 tests [2025-11-21T08:04:30.600950] [INFO ] [CONFIGURE ] BUXX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:04:30.600998] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T08:04:31.019240] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:04:31.441786] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:04:31.870556] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:04:32.285491] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:32.676778] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:33.072417] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:33.469383] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:33.864306] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:04:34.266478] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:34.657247] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:04:34.657470] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:04:34.657528] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14254 tests [2025-11-21T08:04:34.657577] [INFO ] [CONFIGURE ] BUXX: Testing feature 28/29: add_volume_profile [2025-11-21T08:04:34.657625] [INFO ] [CONFIGURE ] BUXX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T08:04:35.054536] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:04:35.481239] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:04:35.928214] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:04:36.377594] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:36.831476] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:04:37.275382] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:04:37.733077] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:38.201428] [DEBUG] [FORECASTER] BUXX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:04:38.652521] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:04:39.102575] [DEBUG] [FORECASTER] BUXX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:04:39.102845] [INFO ] [CONFIGURE ] BUXX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T08:04:39.102904] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14253 tests [2025-11-21T08:04:39.102954] [INFO ] [CONFIGURE ] BUXX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:04:39.102996] [INFO ] [CONFIGURE ] BUXX: Best accuracy: 80.00% [2025-11-21T08:04:39.103075] [INFO ] [CONFIGURE ] BUXX: Best feature set (5 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:04:39.103131] [INFO ] [CONFIGURE ] BUXX: Improvement over baseline: 40.00% [2025-11-21T08:04:39.103178] [INFO ] [CONFIGURE ] BUXX: Total time: 1.7 minutes [2025-11-21T08:04:39.103219] [INFO ] [CONFIGURE ] BUXX: Average time per feature: 3.8 seconds [2025-11-21T08:04:39.103255] [INFO ] [CONFIGURE ] BUXX: Average speed: 0.28 features/sec [2025-11-21T08:04:39.103722] [INFO ] [LOCAL ] Saved configuration for BUXX: 5 features, 80.00% accuracy -> ./output/feature-sets/BUXX.json [2025-11-21T08:04:39.103783] [INFO ] [CONFIGURE ] BUXX: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T08:04:39.103840] [INFO ] [sig ] [234/723] Successfully configured BUXX | 0.01 sym/s | Total: 5.5h | ETA: 11.5h [2025-11-21T08:04:39.103888] [INFO ] [sig ] [235/723] Configuring BV... [2025-11-21T08:04:39.103928] [INFO ] [CONFIGURE ] BV: Configurate test run. [2025-11-21T08:04:39.103966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'. [2025-11-21T08:04:39.177552] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BV'. [2025-11-21T08:04:39.177932] [INFO ] [CONFIGURE ] BV: Testing with 29 available features [2025-11-21T08:04:39.177996] [INFO ] [CONFIGURE ] BV: Establishing baseline with no features... [2025-11-21T08:04:39.356007] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:04:39.540564] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:04:39.730308] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:04:39.915109] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:40.108796] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:04:40.306253] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:04:40.501910] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:04:40.686978] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:40.872438] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:04:41.060000] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:41.060154] [INFO ] [CONFIGURE ] BV: Baseline score (no features): 60.00% [2025-11-21T08:04:41.060201] [INFO ] [CONFIGURE ] BV: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:04:41.060238] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:04:41.281859] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:04:41.489366] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:04:41.707837] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:04:41.920092] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:04:42.133885] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:04:42.349297] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:04:42.564090] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:42.778937] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:42.996371] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:04:43.214675] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:43.214912] [INFO ] [CONFIGURE ] BV: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:04:43.214963] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14252 tests [2025-11-21T08:04:43.215001] [INFO ] [CONFIGURE ] BV: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:04:43.215035] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:04:43.433671] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:04:43.657081] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:04:43.917526] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:04:44.144463] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:44.368513] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:04:44.606345] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:04:44.849899] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:45.089341] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:45.327607] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:04:45.567583] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:45.567851] [INFO ] [CONFIGURE ] BV: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T08:04:45.567973] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14251 tests [2025-11-21T08:04:45.568261] [INFO ] [CONFIGURE ] BV: Testing feature 3/29: add_daily_returns [2025-11-21T08:04:45.568343] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_daily_returns'] [2025-11-21T08:04:45.765822] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:04:45.987225] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:04:46.200912] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:04:46.403281] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:46.609691] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:04:46.807517] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:04:47.008444] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:04:47.214254] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:47.418184] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:04:47.621334] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:47.621504] [INFO ] [CONFIGURE ] BV: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T08:04:47.621556] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14250 tests [2025-11-21T08:04:47.621601] [INFO ] [CONFIGURE ] BV: Testing feature 4/29: add_ema [2025-11-21T08:04:47.621679] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_ema'] [2025-11-21T08:04:47.859409] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:04:48.092790] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:04:48.324928] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:04:48.555521] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:48.781084] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:04:49.007228] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:04:49.229136] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:04:49.454505] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:49.677902] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:04:49.904732] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:49.905086] [INFO ] [CONFIGURE ] BV: DISCARDED add_ema (score: 30.00%) [2025-11-21T08:04:49.905193] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14249 tests [2025-11-21T08:04:49.905288] [INFO ] [CONFIGURE ] BV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:04:49.905420] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:04:50.128794] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:04:50.347740] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:04:50.580298] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:04:50.806331] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:51.030408] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:04:51.257103] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:04:51.479317] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:51.699372] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:51.917095] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:04:52.143371] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:52.143551] [INFO ] [CONFIGURE ] BV: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T08:04:52.143609] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14248 tests [2025-11-21T08:04:52.143676] [INFO ] [CONFIGURE ] BV: Testing feature 6/29: add_failed_moves [2025-11-21T08:04:52.143721] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T08:04:52.374521] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:04:52.604831] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:04:52.828558] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:04:53.058363] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:53.291605] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:04:53.532786] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:04:53.777325] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:04:54.007991] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:54.236398] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:04:54.467407] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:54.467593] [INFO ] [CONFIGURE ] BV: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T08:04:54.467670] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14247 tests [2025-11-21T08:04:54.467718] [INFO ] [CONFIGURE ] BV: Testing feature 7/29: add_lag_shelf [2025-11-21T08:04:54.467761] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T08:04:54.685122] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:04:54.900515] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:04:55.119319] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:04:55.339317] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:55.564394] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:04:55.786163] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:04:56.003780] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:04:56.224144] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:56.444316] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:04:56.666072] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:56.666264] [INFO ] [CONFIGURE ] BV: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:04:56.666322] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14246 tests [2025-11-21T08:04:56.666368] [INFO ] [CONFIGURE ] BV: Testing feature 8/29: add_macd [2025-11-21T08:04:56.666412] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T08:04:56.940138] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:04:57.215541] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:04:57.501303] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:04:57.783217] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:04:58.065916] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:04:58.346276] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:04:58.665095] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:04:58.993985] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:04:59.320088] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:04:59.645839] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:04:59.646043] [INFO ] [CONFIGURE ] BV: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:04:59.646106] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14245 tests [2025-11-21T08:04:59.646155] [INFO ] [CONFIGURE ] BV: Testing feature 9/29: add_mfi [2025-11-21T08:04:59.646201] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T08:04:59.891759] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:00.122849] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:01.021306] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:01.344233] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:01.571272] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:01.815228] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:02.053983] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:02.285321] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:02.521427] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:02.767766] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:02.767970] [INFO ] [CONFIGURE ] BV: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:05:02.768028] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14244 tests [2025-11-21T08:05:02.768076] [INFO ] [CONFIGURE ] BV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:05:02.768120] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:05:03.099119] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:03.417719] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:05:03.741600] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:04.063666] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:04.392973] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:04.723015] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:05.040860] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:05.365604] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:05.686191] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:06.009625] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:06.009823] [INFO ] [CONFIGURE ] BV: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:05:06.009885] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14243 tests [2025-11-21T08:05:06.009937] [INFO ] [CONFIGURE ] BV: Testing feature 11/29: add_obv_daily [2025-11-21T08:05:06.009981] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T08:05:06.241413] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:06.493997] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:05:06.747099] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:06.989133] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:07.225910] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:07.462163] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:07.705714] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:07.947130] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:08.185840] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:08.427517] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:08.427834] [INFO ] [CONFIGURE ] BV: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:05:08.427906] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14242 tests [2025-11-21T08:05:08.427968] [INFO ] [CONFIGURE ] BV: Testing feature 12/29: add_obv_interval [2025-11-21T08:05:08.428012] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T08:05:08.662148] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:08.896039] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:09.140762] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:09.380638] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:09.614046] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:09.853098] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:10.092331] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:10.328314] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:10.568199] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:10.821531] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:10.821749] [INFO ] [CONFIGURE ] BV: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T08:05:10.821808] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14241 tests [2025-11-21T08:05:10.821915] [INFO ] [CONFIGURE ] BV: Testing feature 13/29: add_opening_strength [2025-11-21T08:05:10.821962] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:05:11.071408] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:11.327958] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:11.583959] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:11.836796] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:12.088529] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:12.346631] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:12.601949] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:12.853055] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:13.099005] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:13.348340] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:13.348526] [INFO ] [CONFIGURE ] BV: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T08:05:13.348587] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14240 tests [2025-11-21T08:05:13.348658] [INFO ] [CONFIGURE ] BV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:05:13.348719] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T08:05:13.600974] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:13.857788] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:14.114434] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:14.372486] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:14.635293] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:14.887728] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:15.134616] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:15.395037] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:15.668514] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:15.934215] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:05:15.934397] [INFO ] [CONFIGURE ] BV: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T08:05:15.934456] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14239 tests [2025-11-21T08:05:15.934524] [INFO ] [CONFIGURE ] BV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:05:15.934584] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T08:05:16.175244] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:16.389551] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:05:16.611206] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:16.826838] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:17.046539] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:17.278448] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:17.524656] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:17.761370] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:17.995828] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:18.222525] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:18.222738] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:05:18.222819] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14238 tests [2025-11-21T08:05:18.222870] [INFO ] [CONFIGURE ] BV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:05:18.222914] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T08:05:18.481004] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:05:18.731953] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:05:18.979143] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:19.217948] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:19.479478] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:19.749253] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:20.007766] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:20.269854] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:20.529366] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:20.805455] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:20.805635] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T08:05:20.805733] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14237 tests [2025-11-21T08:05:20.805785] [INFO ] [CONFIGURE ] BV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:05:20.805830] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T08:05:21.070440] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:21.333997] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:21.596586] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:21.863384] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:22.130972] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:22.396203] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:22.661777] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:22.934007] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:23.204585] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:23.475406] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:05:23.475625] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:05:23.475706] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14236 tests [2025-11-21T08:05:23.475756] [INFO ] [CONFIGURE ] BV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:05:23.475862] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T08:05:23.721760] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:23.972709] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:24.221579] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:24.462931] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:24.698437] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:24.940310] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:25.178455] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:25.423737] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:25.664409] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:25.920407] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:25.920566] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:05:25.920626] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14235 tests [2025-11-21T08:05:25.920699] [INFO ] [CONFIGURE ] BV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:05:25.920743] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T08:05:26.160882] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:26.405157] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:26.645542] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:26.888745] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:27.112245] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:27.366259] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:27.590710] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:27.822325] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:28.074935] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:28.339614] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:28.339841] [INFO ] [CONFIGURE ] BV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T08:05:28.339921] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14234 tests [2025-11-21T08:05:28.340037] [INFO ] [CONFIGURE ] BV: Testing feature 20/29: add_price_rejection [2025-11-21T08:05:28.340089] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T08:05:28.586974] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:05:28.849261] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:29.106250] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:29.364253] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:29.616355] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:29.868037] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:30.116043] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:30.362247] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:30.596128] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:30.836817] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:30.837002] [INFO ] [CONFIGURE ] BV: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T08:05:30.837060] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14233 tests [2025-11-21T08:05:30.837107] [INFO ] [CONFIGURE ] BV: Testing feature 21/29: add_range_position [2025-11-21T08:05:30.837150] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T08:05:31.093700] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:05:31.353154] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:31.610478] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:31.870777] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:32.141405] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:32.417763] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:32.692254] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:32.960010] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:33.248311] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:33.515417] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:33.515605] [INFO ] [CONFIGURE ] BV: DISCARDED add_range_position (score: 30.00%) [2025-11-21T08:05:33.515694] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14232 tests [2025-11-21T08:05:33.515746] [INFO ] [CONFIGURE ] BV: Testing feature 22/29: add_realized_volatility [2025-11-21T08:05:33.515789] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T08:05:33.853833] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:34.210051] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:34.656052] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:35.071843] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:35.399593] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:35.714886] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:36.055754] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:36.389222] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:36.741688] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:37.101383] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:05:37.101599] [INFO ] [CONFIGURE ] BV: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T08:05:37.101680] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14231 tests [2025-11-21T08:05:37.101730] [INFO ] [CONFIGURE ] BV: Testing feature 23/29: add_recent_range_context [2025-11-21T08:05:37.101773] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T08:05:37.344855] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:37.571971] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:37.806723] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:38.036433] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:38.268036] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:38.498107] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:38.735206] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:38.997263] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:39.266586] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:39.521870] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:39.522057] [INFO ] [CONFIGURE ] BV: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:05:39.522116] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14230 tests [2025-11-21T08:05:39.522166] [INFO ] [CONFIGURE ] BV: Testing feature 24/29: add_rsi [2025-11-21T08:05:39.522211] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T08:05:39.836769] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:05:40.126141] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:40.404569] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:40.698992] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:40.989829] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:41.264349] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:41.538265] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:41.818505] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:42.102790] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:42.385935] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:42.386110] [INFO ] [CONFIGURE ] BV: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:05:42.386167] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14229 tests [2025-11-21T08:05:42.386214] [INFO ] [CONFIGURE ] BV: Testing feature 25/29: add_tick_distribution [2025-11-21T08:05:42.386257] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T08:05:42.618398] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:42.854461] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:43.090505] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:43.319384] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:43.553386] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:43.795399] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:44.039779] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:44.272506] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:44.509874] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:44.743462] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:44.743634] [INFO ] [CONFIGURE ] BV: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:05:44.743714] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14228 tests [2025-11-21T08:05:44.743761] [INFO ] [CONFIGURE ] BV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:05:44.743838] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T08:05:44.979505] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:05:45.210669] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:45.442483] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:45.678019] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:05:45.918815] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:46.151012] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:46.390424] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:46.622583] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:46.857858] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:47.095264] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:47.095465] [INFO ] [CONFIGURE ] BV: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T08:05:47.095523] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14227 tests [2025-11-21T08:05:47.095570] [INFO ] [CONFIGURE ] BV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:05:47.095637] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T08:05:47.336307] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:47.579030] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:47.812025] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:05:48.044768] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:48.279930] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:48.520765] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:48.769234] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:05:49.015559] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:49.263810] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:49.514014] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:49.514255] [INFO ] [CONFIGURE ] BV: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:05:49.514338] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14226 tests [2025-11-21T08:05:49.514391] [INFO ] [CONFIGURE ] BV: Testing feature 28/29: add_volume_profile [2025-11-21T08:05:49.514436] [INFO ] [CONFIGURE ] BV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T08:05:49.768179] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:50.018003] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:05:50.278126] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:05:50.527740] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:50.784411] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:05:51.044345] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:51.303107] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:05:51.563335] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:05:51.819192] [DEBUG] [FORECASTER] BV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:52.079207] [DEBUG] [FORECASTER] BV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:05:52.079404] [INFO ] [CONFIGURE ] BV: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T08:05:52.079465] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14225 tests [2025-11-21T08:05:52.079600] [INFO ] [CONFIGURE ] BV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:05:52.079700] [INFO ] [CONFIGURE ] BV: Best accuracy: 80.00% [2025-11-21T08:05:52.079754] [INFO ] [CONFIGURE ] BV: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:05:52.079796] [INFO ] [CONFIGURE ] BV: Improvement over baseline: 20.00% [2025-11-21T08:05:52.079872] [INFO ] [CONFIGURE ] BV: Total time: 1.2 minutes [2025-11-21T08:05:52.079914] [INFO ] [CONFIGURE ] BV: Average time per feature: 2.5 seconds [2025-11-21T08:05:52.079954] [INFO ] [CONFIGURE ] BV: Average speed: 0.41 features/sec [2025-11-21T08:05:52.080390] [INFO ] [LOCAL ] Saved configuration for BV: 2 features, 80.00% accuracy -> ./output/feature-sets/BV.json [2025-11-21T08:05:52.080450] [INFO ] [CONFIGURE ] BV: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:05:52.080500] [INFO ] [sig ] [235/723] Successfully configured BV | 0.01 sym/s | Total: 5.5h | ETA: 11.5h [2025-11-21T08:05:52.080547] [INFO ] [sig ] [236/723] Configuring BVN... [2025-11-21T08:05:52.080618] [INFO ] [CONFIGURE ] BVN: Configurate test run. [2025-11-21T08:05:52.080680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-11-21T08:05:52.391384] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BVN'. [2025-11-21T08:05:52.391856] [INFO ] [CONFIGURE ] BVN: Testing with 29 available features [2025-11-21T08:05:52.391936] [INFO ] [CONFIGURE ] BVN: Establishing baseline with no features... [2025-11-21T08:05:52.579891] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:05:52.758213] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:05:52.936048] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:05:53.117487] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:53.302787] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:05:53.484768] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:53.661914] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:05:53.832220] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:05:54.002135] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:54.176478] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:05:54.176688] [INFO ] [CONFIGURE ] BVN: Baseline score (no features): 60.00% [2025-11-21T08:05:54.176766] [INFO ] [CONFIGURE ] BVN: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:05:54.176835] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:05:54.381391] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:05:54.593908] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:05:54.819191] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:05:55.034317] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:55.250764] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:05:55.474412] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:55.696442] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:05:55.922341] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:05:56.143607] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:05:56.358461] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:05:56.358633] [INFO ] [CONFIGURE ] BVN: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T08:05:56.358711] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14224 tests [2025-11-21T08:05:56.358782] [INFO ] [CONFIGURE ] BVN: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:05:56.358831] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:05:56.597171] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:05:56.838830] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:05:57.077688] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:05:57.314843] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:57.558256] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:05:57.805664] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:05:58.050689] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:05:58.333854] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:05:58.607488] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:05:58.891864] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:05:58.892054] [INFO ] [CONFIGURE ] BVN: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T08:05:58.892110] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14223 tests [2025-11-21T08:05:58.892158] [INFO ] [CONFIGURE ] BVN: Testing feature 3/29: add_daily_returns [2025-11-21T08:05:58.892202] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:05:59.109872] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:05:59.316226] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:05:59.522997] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:05:59.728178] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:05:59.946841] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:00.183379] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:01.026698] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:01.298586] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:06:01.519820] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:01.746496] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:01.746801] [INFO ] [CONFIGURE ] BVN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T08:06:01.746927] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14222 tests [2025-11-21T08:06:01.747014] [INFO ] [CONFIGURE ] BVN: Testing feature 4/29: add_ema [2025-11-21T08:06:01.747133] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:06:01.994481] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:02.234272] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:02.473418] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:02.717293] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:02.956684] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:03.205610] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:03.457556] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:06:03.705328] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:03.967334] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:06:04.242491] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:04.242809] [INFO ] [CONFIGURE ] BVN: KEPT add_ema (score: 80.00%) [2025-11-21T08:06:04.242893] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14221 tests [2025-11-21T08:06:04.242949] [INFO ] [CONFIGURE ] BVN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:06:04.242994] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:06:04.553050] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:04.856528] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:05.149760] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:05.440385] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:05.765124] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:06.073406] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:06.393129] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:06.719358] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:07.013703] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:07.321884] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:07.322097] [INFO ] [CONFIGURE ] BVN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:06:07.322157] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14220 tests [2025-11-21T08:06:07.322205] [INFO ] [CONFIGURE ] BVN: Testing feature 6/29: add_failed_moves [2025-11-21T08:06:07.322250] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T08:06:07.596959] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:07.869366] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:08.144999] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:08.412290] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:08.666387] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:08.925445] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:09.181168] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:09.447204] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:09.727952] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:06:09.989275] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:09.989440] [INFO ] [CONFIGURE ] BVN: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T08:06:09.989496] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14219 tests [2025-11-21T08:06:09.989542] [INFO ] [CONFIGURE ] BVN: Testing feature 7/29: add_lag_shelf [2025-11-21T08:06:09.989583] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T08:06:10.217696] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:10.447914] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:10.685099] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:10.926793] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:11.167316] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:11.403550] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:11.641309] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:11.879111] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:12.118030] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:12.356742] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:12.356988] [INFO ] [CONFIGURE ] BVN: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:06:12.357045] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14218 tests [2025-11-21T08:06:12.357097] [INFO ] [CONFIGURE ] BVN: Testing feature 8/29: add_macd [2025-11-21T08:06:12.357139] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T08:06:12.672321] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:12.990808] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:13.308460] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:13.622143] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:13.936659] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:14.258993] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:14.569892] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:14.880465] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:06:15.191382] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:15.508238] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:15.508430] [INFO ] [CONFIGURE ] BVN: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:06:15.508492] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14217 tests [2025-11-21T08:06:15.508540] [INFO ] [CONFIGURE ] BVN: Testing feature 9/29: add_mfi [2025-11-21T08:06:15.508582] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T08:06:15.767041] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:16.067636] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:16.359835] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:16.639074] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:16.929254] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:17.227956] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:17.529435] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:17.819804] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:18.113380] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:18.416767] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:18.416964] [INFO ] [CONFIGURE ] BVN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:06:18.417024] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14216 tests [2025-11-21T08:06:18.417066] [INFO ] [CONFIGURE ] BVN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:06:18.417110] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:06:18.766496] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:19.125037] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:19.478979] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:19.841419] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:20.203740] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:20.579255] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:20.958900] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:21.314286] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:21.716329] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:22.136465] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:22.136725] [INFO ] [CONFIGURE ] BVN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T08:06:22.136789] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14215 tests [2025-11-21T08:06:22.136882] [INFO ] [CONFIGURE ] BVN: Testing feature 11/29: add_obv_daily [2025-11-21T08:06:22.136930] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T08:06:22.526037] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:22.821841] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:23.097932] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:06:23.389156] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:23.668485] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:23.955456] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:24.244571] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:24.526009] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:24.808206] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:25.104746] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:25.104933] [INFO ] [CONFIGURE ] BVN: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:06:25.104991] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14214 tests [2025-11-21T08:06:25.105039] [INFO ] [CONFIGURE ] BVN: Testing feature 12/29: add_obv_interval [2025-11-21T08:06:25.105082] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T08:06:25.364169] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:25.621206] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:25.890210] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:26.160214] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:26.425466] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:26.690352] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:26.948812] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:06:27.214437] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:27.475851] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:27.738509] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:27.738715] [INFO ] [CONFIGURE ] BVN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:06:27.738785] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14213 tests [2025-11-21T08:06:27.738835] [INFO ] [CONFIGURE ] BVN: Testing feature 13/29: add_opening_strength [2025-11-21T08:06:27.738876] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:06:28.018110] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:28.301123] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:28.582611] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:28.861625] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:29.140203] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:29.426995] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:29.714519] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:30.000008] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:30.292093] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:30.582328] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:30.582495] [INFO ] [CONFIGURE ] BVN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:06:30.582552] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14212 tests [2025-11-21T08:06:30.582599] [INFO ] [CONFIGURE ] BVN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:06:30.582660] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T08:06:30.858537] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:31.139308] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:06:31.413333] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:31.689255] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:31.969323] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:32.237735] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:32.506835] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:32.776546] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:33.056955] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:33.330495] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:33.330673] [INFO ] [CONFIGURE ] BVN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:06:33.330733] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14211 tests [2025-11-21T08:06:33.330780] [INFO ] [CONFIGURE ] BVN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:06:33.330822] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T08:06:33.579074] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:33.828413] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:34.087046] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:34.352158] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:34.609832] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:34.863705] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:35.120853] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:35.380333] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:35.637845] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:35.891133] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:35.891308] [INFO ] [CONFIGURE ] BVN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:06:35.891364] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14210 tests [2025-11-21T08:06:35.891409] [INFO ] [CONFIGURE ] BVN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:06:35.891451] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T08:06:36.146730] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:36.397300] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:36.648577] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:36.899810] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:37.159180] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:37.411242] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:37.667050] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:37.934215] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:38.184061] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:06:38.439535] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:38.439730] [INFO ] [CONFIGURE ] BVN: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T08:06:38.439789] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14209 tests [2025-11-21T08:06:38.439836] [INFO ] [CONFIGURE ] BVN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:06:38.439879] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T08:06:38.709934] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:38.975318] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:39.245869] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:39.519323] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:39.791627] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:40.077111] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:40.348469] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:40.620920] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:40.897018] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:06:41.174262] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:41.174429] [INFO ] [CONFIGURE ] BVN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:06:41.174485] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14208 tests [2025-11-21T08:06:41.174530] [INFO ] [CONFIGURE ] BVN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:06:41.174574] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T08:06:41.425279] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:41.686175] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:41.944781] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:42.204201] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:42.463351] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:06:42.721929] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:42.987853] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:06:43.257434] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:43.516872] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:43.782948] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:43.783131] [INFO ] [CONFIGURE ] BVN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:06:43.783189] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14207 tests [2025-11-21T08:06:43.783239] [INFO ] [CONFIGURE ] BVN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:06:43.783283] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T08:06:44.026080] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:44.271268] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:44.506801] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:44.739882] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:44.985733] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:45.224820] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:06:45.481493] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:06:45.741682] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:46.000900] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:06:46.259795] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:46.260003] [INFO ] [CONFIGURE ] BVN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:06:46.260066] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14206 tests [2025-11-21T08:06:46.260117] [INFO ] [CONFIGURE ] BVN: Testing feature 20/29: add_price_rejection [2025-11-21T08:06:46.260163] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T08:06:46.544936] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:46.825569] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:47.118144] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:47.389070] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:47.688898] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:47.973266] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:06:48.259109] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:48.531408] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:48.800579] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:49.072890] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:49.073077] [INFO ] [CONFIGURE ] BVN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:06:49.073136] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14205 tests [2025-11-21T08:06:49.073183] [INFO ] [CONFIGURE ] BVN: Testing feature 21/29: add_range_position [2025-11-21T08:06:49.073225] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T08:06:49.340222] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:49.610045] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:49.898468] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:50.179827] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:06:50.452955] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:06:50.746249] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:51.035298] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:06:51.324490] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:51.612844] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:06:51.914385] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:51.914590] [INFO ] [CONFIGURE ] BVN: DISCARDED add_range_position (score: 80.00%) [2025-11-21T08:06:51.914669] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14204 tests [2025-11-21T08:06:51.914722] [INFO ] [CONFIGURE ] BVN: Testing feature 22/29: add_realized_volatility [2025-11-21T08:06:51.914768] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T08:06:52.338143] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:52.766381] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:53.164351] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:53.565806] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:53.980208] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:54.398999] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:54.825811] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:06:55.254068] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:55.660249] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:06:56.076142] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:06:56.076353] [INFO ] [CONFIGURE ] BVN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:06:56.076414] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14203 tests [2025-11-21T08:06:56.076466] [INFO ] [CONFIGURE ] BVN: Testing feature 23/29: add_recent_range_context [2025-11-21T08:06:56.076514] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T08:06:56.383728] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:56.685469] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:56.958050] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:57.231417] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:06:57.504012] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:06:57.782286] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:06:58.073459] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:06:58.340707] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:06:58.616186] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:06:58.888429] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:06:58.888682] [INFO ] [CONFIGURE ] BVN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T08:06:58.888748] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14202 tests [2025-11-21T08:06:58.888797] [INFO ] [CONFIGURE ] BVN: Testing feature 24/29: add_rsi [2025-11-21T08:06:58.888842] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T08:06:59.183215] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:06:59.456155] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:06:59.714941] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:06:59.971415] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:00.920252] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:07:01.432941] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:01.751698] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:07:02.064236] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:07:02.357488] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:02.659845] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:07:02.660117] [INFO ] [CONFIGURE ] BVN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:07:02.660186] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14201 tests [2025-11-21T08:07:02.660264] [INFO ] [CONFIGURE ] BVN: Testing feature 25/29: add_tick_distribution [2025-11-21T08:07:02.660318] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T08:07:02.956065] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:07:03.240943] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:03.526570] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:07:03.830822] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:04.115347] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:07:04.376253] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:04.642132] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:07:04.886589] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:07:05.134101] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:05.388627] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:05.388884] [INFO ] [CONFIGURE ] BVN: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T08:07:05.388944] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14200 tests [2025-11-21T08:07:05.388992] [INFO ] [CONFIGURE ] BVN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:07:05.389120] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T08:07:05.649523] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:07:05.906095] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:06.186177] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:07:06.462116] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:06.726448] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:07:06.987338] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:07.263033] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:07:07.535076] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:07:07.797592] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:07:08.061140] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:08.061317] [INFO ] [CONFIGURE ] BVN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:07:08.061375] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14199 tests [2025-11-21T08:07:08.061422] [INFO ] [CONFIGURE ] BVN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:07:08.061466] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T08:07:08.372193] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:07:08.691146] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:09.000579] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:07:09.326810] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:09.641595] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:07:09.960544] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:10.268756] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:07:10.598881] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:07:10.920391] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:11.221718] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:07:11.221938] [INFO ] [CONFIGURE ] BVN: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T08:07:11.221997] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14198 tests [2025-11-21T08:07:11.222044] [INFO ] [CONFIGURE ] BVN: Testing feature 28/29: add_volume_profile [2025-11-21T08:07:11.222133] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-21T08:07:11.496052] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:07:11.767807] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:12.042757] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:07:12.310377] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:12.589901] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:07:12.875314] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:13.147244] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:07:13.421722] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:07:13.699331] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:07:13.979256] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:07:13.979499] [INFO ] [CONFIGURE ] BVN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:07:13.979584] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14197 tests [2025-11-21T08:07:13.979741] [INFO ] [CONFIGURE ] BVN: Testing feature 29/29: add_vwap [2025-11-21T08:07:13.979816] [INFO ] [CONFIGURE ] BVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T08:07:14.282853] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:07:14.660748] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:15.001319] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:07:15.307466] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:15.607107] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:07:15.889707] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:16.175696] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:07:16.476043] [DEBUG] [FORECASTER] BVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:07:16.782127] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:07:17.067949] [DEBUG] [FORECASTER] BVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:07:17.068125] [INFO ] [CONFIGURE ] BVN: DISCARDED add_vwap (score: 40.00%) [2025-11-21T08:07:17.068182] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14196 tests [2025-11-21T08:07:17.068220] [INFO ] [CONFIGURE ] BVN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:07:17.068265] [INFO ] [CONFIGURE ] BVN: Best accuracy: 80.00% [2025-11-21T08:07:17.068310] [INFO ] [CONFIGURE ] BVN: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:07:17.068350] [INFO ] [CONFIGURE ] BVN: Improvement over baseline: 20.00% [2025-11-21T08:07:17.068380] [INFO ] [CONFIGURE ] BVN: Total time: 1.4 minutes [2025-11-21T08:07:17.068418] [INFO ] [CONFIGURE ] BVN: Average time per feature: 2.9 seconds [2025-11-21T08:07:17.068465] [INFO ] [CONFIGURE ] BVN: Average speed: 0.35 features/sec [2025-11-21T08:07:17.068808] [INFO ] [LOCAL ] Saved configuration for BVN: 2 features, 80.00% accuracy -> ./output/feature-sets/BVN.json [2025-11-21T08:07:17.068873] [INFO ] [CONFIGURE ] BVN: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:07:17.068919] [INFO ] [sig ] [236/723] Successfully configured BVN | 0.01 sym/s | Total: 5.6h | ETA: 11.5h [2025-11-21T08:07:17.068964] [INFO ] [sig ] [237/723] Configuring BW... [2025-11-21T08:07:17.069004] [INFO ] [CONFIGURE ] BW: Configurate test run. [2025-11-21T08:07:17.069043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'. [2025-11-21T08:07:17.144862] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BW'. [2025-11-21T08:07:17.145236] [INFO ] [CONFIGURE ] BW: Testing with 29 available features [2025-11-21T08:07:17.145299] [INFO ] [CONFIGURE ] BW: Establishing baseline with no features... [2025-11-21T08:07:17.352082] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:17.539317] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:17.724680] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:07:17.912481] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:18.098639] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:07:18.282910] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:07:18.472483] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:18.666134] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:18.860187] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:19.055628] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:07:19.055816] [INFO ] [CONFIGURE ] BW: Baseline score (no features): 50.00% [2025-11-21T08:07:19.055864] [INFO ] [CONFIGURE ] BW: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:07:19.055902] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:07:19.281037] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:19.498459] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:19.720830] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:07:19.948178] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:20.189886] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:07:20.413729] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:07:20.642128] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:20.871432] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:21.104003] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:21.328363] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:21.328735] [INFO ] [CONFIGURE ] BW: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T08:07:21.328866] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14195 tests [2025-11-21T08:07:21.328999] [INFO ] [CONFIGURE ] BW: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:07:21.329090] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:07:21.585116] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:21.842136] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:22.101984] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:22.363881] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:22.632942] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:22.892386] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:23.149861] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:23.415585] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:23.694944] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:23.954057] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:23.954238] [INFO ] [CONFIGURE ] BW: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T08:07:23.954294] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14194 tests [2025-11-21T08:07:23.954365] [INFO ] [CONFIGURE ] BW: Testing feature 3/29: add_daily_returns [2025-11-21T08:07:23.954425] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:07:24.214674] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:24.472114] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:24.727724] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:25.005478] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:25.279342] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:25.551276] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:07:25.832571] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:26.095793] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:26.365523] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:26.631772] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:26.631983] [INFO ] [CONFIGURE ] BW: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T08:07:26.632045] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14193 tests [2025-11-21T08:07:26.632184] [INFO ] [CONFIGURE ] BW: Testing feature 4/29: add_ema [2025-11-21T08:07:26.632247] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T08:07:26.929707] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:27.221983] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:27.510212] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:27.810818] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:28.104313] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:28.404460] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:28.708572] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:29.001504] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:07:29.311999] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:29.599959] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:29.600145] [INFO ] [CONFIGURE ] BW: DISCARDED add_ema (score: 80.00%) [2025-11-21T08:07:29.600205] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14192 tests [2025-11-21T08:07:29.600274] [INFO ] [CONFIGURE ] BW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:07:29.600321] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:07:29.875025] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:30.159999] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:30.437124] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:30.720720] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:31.000935] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:31.280506] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:31.580479] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:07:31.861197] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:07:32.134985] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:32.428072] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:32.428299] [INFO ] [CONFIGURE ] BW: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T08:07:32.428359] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14191 tests [2025-11-21T08:07:32.428526] [INFO ] [CONFIGURE ] BW: Testing feature 6/29: add_failed_moves [2025-11-21T08:07:32.428586] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:07:32.676770] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:32.917235] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:33.158323] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:33.403620] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:33.653517] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:33.904061] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:34.164222] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:34.420807] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:34.672505] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:34.921539] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:34.921765] [INFO ] [CONFIGURE ] BW: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T08:07:34.921827] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14190 tests [2025-11-21T08:07:34.921950] [INFO ] [CONFIGURE ] BW: Testing feature 7/29: add_lag_shelf [2025-11-21T08:07:34.921996] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:07:35.177235] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:35.424897] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:35.671805] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:35.923949] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:36.189402] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:36.437461] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:36.692275] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:36.943035] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:37.211084] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:37.470782] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:37.470974] [INFO ] [CONFIGURE ] BW: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T08:07:37.471034] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14189 tests [2025-11-21T08:07:37.471108] [INFO ] [CONFIGURE ] BW: Testing feature 8/29: add_macd [2025-11-21T08:07:37.471158] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:07:37.814565] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:07:38.157355] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:38.494271] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:38.842718] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:39.191288] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:39.535884] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:39.857361] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:07:40.190786] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:40.522370] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:40.863098] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:40.863285] [INFO ] [CONFIGURE ] BW: DISCARDED add_macd (score: 70.00%) [2025-11-21T08:07:40.863343] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14188 tests [2025-11-21T08:07:40.863394] [INFO ] [CONFIGURE ] BW: Testing feature 9/29: add_mfi [2025-11-21T08:07:40.863438] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T08:07:41.130108] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:41.390136] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:41.649892] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:41.925130] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:42.199521] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:42.463145] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:42.728824] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:42.993904] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:07:43.259802] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:43.524214] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:43.524415] [INFO ] [CONFIGURE ] BW: DISCARDED add_mfi (score: 80.00%) [2025-11-21T08:07:43.524472] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14187 tests [2025-11-21T08:07:43.524519] [INFO ] [CONFIGURE ] BW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:07:43.524562] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:07:43.871179] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:44.227609] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:44.571327] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:44.931618] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:45.267838] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:45.624702] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:07:45.975736] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:07:46.329695] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:46.677210] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:47.027089] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:47.027295] [INFO ] [CONFIGURE ] BW: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T08:07:47.027352] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14186 tests [2025-11-21T08:07:47.027422] [INFO ] [CONFIGURE ] BW: Testing feature 11/29: add_obv_daily [2025-11-21T08:07:47.027467] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:07:47.291399] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:47.554628] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:47.837253] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:48.108141] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:48.380515] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:48.659630] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:07:48.926767] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:49.196302] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:07:49.468409] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:49.737527] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:49.737747] [INFO ] [CONFIGURE ] BW: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T08:07:49.737809] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14185 tests [2025-11-21T08:07:49.737853] [INFO ] [CONFIGURE ] BW: Testing feature 12/29: add_obv_interval [2025-11-21T08:07:49.737889] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:07:49.987203] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:50.243787] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:50.496688] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:50.749257] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:51.009041] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:51.291019] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:07:51.561021] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:07:51.836968] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:52.111728] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:52.398021] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:52.398211] [INFO ] [CONFIGURE ] BW: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T08:07:52.398269] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14184 tests [2025-11-21T08:07:52.398317] [INFO ] [CONFIGURE ] BW: Testing feature 13/29: add_opening_strength [2025-11-21T08:07:52.398360] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:07:52.691905] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:52.985540] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:53.281826] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:53.576434] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:53.884742] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:54.182636] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:07:54.481005] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:07:54.776932] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:07:55.073952] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:55.376013] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:55.376291] [INFO ] [CONFIGURE ] BW: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T08:07:55.376349] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14183 tests [2025-11-21T08:07:55.376397] [INFO ] [CONFIGURE ] BW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:07:55.376439] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:07:55.655374] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:55.921774] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:56.190977] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:56.445630] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:56.704575] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:56.961410] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:07:57.219593] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:07:57.475800] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:07:57.740548] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:07:57.996726] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:07:57.996920] [INFO ] [CONFIGURE ] BW: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:07:57.996976] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14182 tests [2025-11-21T08:07:57.997022] [INFO ] [CONFIGURE ] BW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:07:57.997063] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:07:58.242070] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:07:58.486519] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:07:58.730791] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:07:58.972942] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:07:59.234714] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:07:59.497599] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:07:59.764723] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:08:00.020449] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:08:00.268024] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:01.148695] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:01.148882] [INFO ] [CONFIGURE ] BW: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:08:01.148938] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14181 tests [2025-11-21T08:08:01.148983] [INFO ] [CONFIGURE ] BW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:08:01.149219] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:08:01.464396] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:01.825108] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:02.198283] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:02.488614] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:02.798763] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:03.079343] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:03.352296] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:03.617934] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:08:03.892926] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:04.164958] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:04.165159] [INFO ] [CONFIGURE ] BW: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T08:08:04.165215] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14180 tests [2025-11-21T08:08:04.165263] [INFO ] [CONFIGURE ] BW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:08:04.165316] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T08:08:04.423743] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:04.671127] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:04.914900] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:05.157258] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:05.405420] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:05.651599] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:05.909808] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:06.198029] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:08:06.518119] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:08:06.809541] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:06.809742] [INFO ] [CONFIGURE ] BW: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:08:06.809806] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14179 tests [2025-11-21T08:08:06.809856] [INFO ] [CONFIGURE ] BW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:08:06.809905] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T08:08:07.065940] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:07.323765] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:07.577133] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:07.828132] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:08.084307] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:08.340869] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:08.594429] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:08.852212] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:08:09.113288] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:09.366612] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:09.366846] [INFO ] [CONFIGURE ] BW: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T08:08:09.366929] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14178 tests [2025-11-21T08:08:09.366977] [INFO ] [CONFIGURE ] BW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:08:09.367019] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T08:08:09.644086] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:09.900804] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:10.155666] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:10.409530] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:10.668575] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:10.921269] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:11.189962] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:11.446895] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:08:11.709833] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:11.962004] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:11.962207] [INFO ] [CONFIGURE ] BW: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T08:08:11.962274] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14177 tests [2025-11-21T08:08:11.962513] [INFO ] [CONFIGURE ] BW: Testing feature 20/29: add_price_rejection [2025-11-21T08:08:11.962555] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T08:08:12.232582] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:12.504056] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:12.779115] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:13.046487] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:13.305798] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:13.579329] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:13.848503] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:14.123689] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:08:14.398155] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:14.678852] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:14.679057] [INFO ] [CONFIGURE ] BW: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T08:08:14.679119] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14176 tests [2025-11-21T08:08:14.679169] [INFO ] [CONFIGURE ] BW: Testing feature 21/29: add_range_position [2025-11-21T08:08:14.679213] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T08:08:14.979529] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:15.278853] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:15.585178] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:15.874422] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:16.196658] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:16.538571] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:16.869574] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:17.209715] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:08:17.546750] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:17.877074] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:17.877265] [INFO ] [CONFIGURE ] BW: DISCARDED add_range_position (score: 80.00%) [2025-11-21T08:08:17.877332] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14175 tests [2025-11-21T08:08:17.877377] [INFO ] [CONFIGURE ] BW: Testing feature 22/29: add_realized_volatility [2025-11-21T08:08:17.877420] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T08:08:18.266712] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:18.659790] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:19.051587] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:19.452543] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:19.854256] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:20.260208] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:20.671137] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:21.037044] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:08:21.396635] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:21.759444] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:21.759625] [INFO ] [CONFIGURE ] BW: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T08:08:21.759711] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14174 tests [2025-11-21T08:08:21.759761] [INFO ] [CONFIGURE ] BW: Testing feature 23/29: add_recent_range_context [2025-11-21T08:08:21.759806] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T08:08:22.011400] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:22.268265] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:22.530865] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:22.790955] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:23.090584] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:23.354491] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:23.629970] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:23.919263] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:08:24.194596] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:24.467319] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:08:24.467517] [INFO ] [CONFIGURE ] BW: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T08:08:24.467580] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14173 tests [2025-11-21T08:08:24.467626] [INFO ] [CONFIGURE ] BW: Testing feature 24/29: add_rsi [2025-11-21T08:08:24.467691] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T08:08:24.776997] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:25.102017] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:25.429995] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:25.763185] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:26.095688] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:26.428907] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:26.766938] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:27.115491] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:08:27.446565] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:27.789103] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:27.789286] [INFO ] [CONFIGURE ] BW: DISCARDED add_rsi (score: 90.00%) [2025-11-21T08:08:27.789346] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14172 tests [2025-11-21T08:08:27.789397] [INFO ] [CONFIGURE ] BW: Testing feature 25/29: add_tick_distribution [2025-11-21T08:08:27.789445] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T08:08:28.070982] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:28.356773] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:28.631969] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:28.906153] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:29.177532] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:29.454398] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:08:29.732181] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:30.005717] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:08:30.283788] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:30.559943] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:30.560134] [INFO ] [CONFIGURE ] BW: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T08:08:30.560194] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14171 tests [2025-11-21T08:08:30.560245] [INFO ] [CONFIGURE ] BW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:08:30.560292] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T08:08:30.821737] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:31.100063] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:31.364014] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:08:31.633099] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:31.893040] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:32.162010] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:08:32.428159] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:32.704621] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:08:32.966359] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:33.230275] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:08:33.230476] [INFO ] [CONFIGURE ] BW: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:08:33.230536] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14170 tests [2025-11-21T08:08:33.230585] [INFO ] [CONFIGURE ] BW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:08:33.230634] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T08:08:33.541287] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:33.853502] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:34.166056] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:34.467486] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:34.764772] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:35.074638] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:08:35.387999] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:35.689903] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:08:36.000431] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:36.300106] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:08:36.300315] [INFO ] [CONFIGURE ] BW: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:08:36.300375] [INFO ] [CONFIGURE ] JOB ETA: 11.4h | Avg: 2.9s/test | Remaining: 14169 tests [2025-11-21T08:08:36.300424] [INFO ] [CONFIGURE ] BW: Testing feature 28/29: add_volume_profile [2025-11-21T08:08:36.300469] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T08:08:36.598375] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:36.876058] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:37.161151] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:08:37.451670] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:37.735008] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:38.024303] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:38.339003] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:08:38.648890] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:08:38.932512] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:39.218506] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:39.218717] [INFO ] [CONFIGURE ] BW: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T08:08:39.218778] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14168 tests [2025-11-21T08:08:39.218828] [INFO ] [CONFIGURE ] BW: Testing feature 29/29: add_vwap [2025-11-21T08:08:39.218874] [INFO ] [CONFIGURE ] BW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T08:08:39.515448] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:08:39.797524] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:08:40.080901] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:40.359730] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:40.661998] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:40.945891] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:41.250814] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:08:41.561508] [DEBUG] [FORECASTER] BW: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:08:41.856235] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:08:42.148336] [DEBUG] [FORECASTER] BW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:08:42.148512] [INFO ] [CONFIGURE ] BW: DISCARDED add_vwap (score: 80.00%) [2025-11-21T08:08:42.148574] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14167 tests [2025-11-21T08:08:42.148624] [INFO ] [CONFIGURE ] BW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:08:42.148699] [INFO ] [CONFIGURE ] BW: Best accuracy: 90.00% [2025-11-21T08:08:42.148743] [INFO ] [CONFIGURE ] BW: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:08:42.148785] [INFO ] [CONFIGURE ] BW: Improvement over baseline: 40.00% [2025-11-21T08:08:42.148825] [INFO ] [CONFIGURE ] BW: Total time: 1.4 minutes [2025-11-21T08:08:42.148867] [INFO ] [CONFIGURE ] BW: Average time per feature: 2.9 seconds [2025-11-21T08:08:42.148905] [INFO ] [CONFIGURE ] BW: Average speed: 0.35 features/sec [2025-11-21T08:08:42.149291] [INFO ] [LOCAL ] Saved configuration for BW: 2 features, 90.00% accuracy -> ./output/feature-sets/BW.json [2025-11-21T08:08:42.149358] [INFO ] [CONFIGURE ] BW: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T08:08:42.149409] [INFO ] [sig ] [237/723] Successfully configured BW | 0.01 sym/s | Total: 5.6h | ETA: 11.4h [2025-11-21T08:08:42.149455] [INFO ] [sig ] [238/723] Configuring BWA... [2025-11-21T08:08:42.149496] [INFO ] [CONFIGURE ] BWA: Configurate test run. [2025-11-21T08:08:42.149536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-11-21T08:08:42.373915] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWA'. [2025-11-21T08:08:42.374684] [INFO ] [CONFIGURE ] BWA: Testing with 29 available features [2025-11-21T08:08:42.374755] [INFO ] [CONFIGURE ] BWA: Establishing baseline with no features... [2025-11-21T08:08:42.566393] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:08:42.751516] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:08:42.947030] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:43.149544] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:43.351805] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:43.556992] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:43.748707] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:08:43.961601] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:08:44.174669] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:08:44.392213] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:08:44.392455] [INFO ] [CONFIGURE ] BWA: Baseline score (no features): 50.00% [2025-11-21T08:08:44.392685] [INFO ] [CONFIGURE ] BWA: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:08:44.392768] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:08:44.651932] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:08:44.904412] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:08:45.149788] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:45.392837] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:45.629507] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:45.865451] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:46.095685] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:08:46.330025] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:08:46.575205] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:08:46.809245] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:08:46.809595] [INFO ] [CONFIGURE ] BWA: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:08:46.809731] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14166 tests [2025-11-21T08:08:46.809847] [INFO ] [CONFIGURE ] BWA: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:08:46.809931] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:08:47.043548] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:08:47.283527] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:08:47.568139] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:08:47.812436] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:48.059415] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:08:48.297793] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:48.535219] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:08:48.775622] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:08:49.018990] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:08:49.267917] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:08:49.268090] [INFO ] [CONFIGURE ] BWA: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T08:08:49.268140] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14165 tests [2025-11-21T08:08:49.268189] [INFO ] [CONFIGURE ] BWA: Testing feature 3/29: add_daily_returns [2025-11-21T08:08:49.268238] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_daily_returns'] [2025-11-21T08:08:49.483822] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:08:49.689251] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:08:49.898223] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:08:50.105128] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:50.312171] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:50.518747] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:50.720245] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:08:50.921825] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:08:51.131189] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:08:51.335534] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:08:51.335726] [INFO ] [CONFIGURE ] BWA: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T08:08:51.335807] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14164 tests [2025-11-21T08:08:51.335858] [INFO ] [CONFIGURE ] BWA: Testing feature 4/29: add_ema [2025-11-21T08:08:51.335922] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_ema'] [2025-11-21T08:08:51.582377] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:08:51.825543] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:08:52.073407] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:52.308588] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:52.548526] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:52.792853] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:53.030842] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:08:53.270079] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:08:53.511032] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:08:53.756405] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:08:53.756589] [INFO ] [CONFIGURE ] BWA: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:08:53.756639] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14163 tests [2025-11-21T08:08:53.756710] [INFO ] [CONFIGURE ] BWA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:08:53.756778] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:08:54.000860] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:08:54.249985] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:08:54.486451] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:08:54.722714] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:54.962476] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:55.214475] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:55.461866] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:08:55.688783] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:08:55.920437] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:08:56.147263] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:08:56.147456] [INFO ] [CONFIGURE ] BWA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:08:56.147515] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14162 tests [2025-11-21T08:08:56.147561] [INFO ] [CONFIGURE ] BWA: Testing feature 6/29: add_failed_moves [2025-11-21T08:08:56.147606] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves'] [2025-11-21T08:08:56.333428] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:08:56.528611] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:08:56.727869] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:56.928876] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:57.129535] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:57.328720] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:57.529979] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:08:57.723029] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:08:57.916147] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:08:58.110251] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:08:58.110423] [INFO ] [CONFIGURE ] BWA: KEPT add_failed_moves (score: 60.00%) [2025-11-21T08:08:58.110470] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14161 tests [2025-11-21T08:08:58.110508] [INFO ] [CONFIGURE ] BWA: Testing feature 7/29: add_lag_shelf [2025-11-21T08:08:58.110545] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T08:08:58.306934] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:08:58.498772] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:08:58.691964] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:08:58.889396] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:08:59.092952] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:08:59.282511] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:08:59.473235] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:08:59.664774] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:08:59.860380] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:00.053104] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:00.053420] [INFO ] [CONFIGURE ] BWA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:09:00.053486] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14160 tests [2025-11-21T08:09:00.053578] [INFO ] [CONFIGURE ] BWA: Testing feature 8/29: add_macd [2025-11-21T08:09:00.053691] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T08:09:01.027281] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:01.549272] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:01.861763] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:02.170801] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:02.461444] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:09:02.747469] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:03.034432] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:03.320899] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:09:03.606705] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:03.894898] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:03.895094] [INFO ] [CONFIGURE ] BWA: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:09:03.895192] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14159 tests [2025-11-21T08:09:03.895246] [INFO ] [CONFIGURE ] BWA: Testing feature 9/29: add_mfi [2025-11-21T08:09:03.895291] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T08:09:04.098665] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:04.302231] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:04.503742] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:04.708751] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:04.912630] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:09:05.115884] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:05.323056] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:05.527450] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:09:05.734556] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:05.943494] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:05.943745] [INFO ] [CONFIGURE ] BWA: DISCARDED add_mfi (score: 40.00%) [2025-11-21T08:09:05.943806] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14158 tests [2025-11-21T08:09:05.943855] [INFO ] [CONFIGURE ] BWA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:09:05.943897] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:09:06.231448] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:06.539469] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:06.825428] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:07.117890] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:07.410550] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:07.703281] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:07.996236] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:08.275683] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:08.576729] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:08.870102] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:08.870303] [INFO ] [CONFIGURE ] BWA: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T08:09:08.870362] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14157 tests [2025-11-21T08:09:08.870409] [INFO ] [CONFIGURE ] BWA: Testing feature 11/29: add_obv_daily [2025-11-21T08:09:08.870451] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T08:09:09.084589] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:09.296507] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:09.514506] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:09.726805] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:09.938210] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:10.152597] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:10.368399] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:10.581047] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:09:10.800035] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:09:11.025289] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:11.025492] [INFO ] [CONFIGURE ] BWA: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:09:11.025547] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14156 tests [2025-11-21T08:09:11.025586] [INFO ] [CONFIGURE ] BWA: Testing feature 12/29: add_obv_interval [2025-11-21T08:09:11.025633] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T08:09:11.244991] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:11.482762] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:11.707140] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:11.992306] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:12.290565] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:12.566279] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:12.779638] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:12.979465] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:13.174389] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:13.370933] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:13.371093] [INFO ] [CONFIGURE ] BWA: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:09:13.371142] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14155 tests [2025-11-21T08:09:13.371181] [INFO ] [CONFIGURE ] BWA: Testing feature 13/29: add_opening_strength [2025-11-21T08:09:13.371217] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:09:13.586791] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:13.808838] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:14.027958] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:14.257259] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:14.484593] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:14.710714] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:14.931376] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:15.147291] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:15.368286] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:09:15.589817] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:15.589978] [INFO ] [CONFIGURE ] BWA: KEPT add_opening_strength (score: 80.00%) [2025-11-21T08:09:15.590025] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14154 tests [2025-11-21T08:09:15.590063] [INFO ] [CONFIGURE ] BWA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:09:15.590099] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T08:09:15.832292] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:16.082814] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:16.326120] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:09:16.580255] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:16.822112] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:17.065139] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:17.311768] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:17.555463] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:17.808292] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:09:18.056662] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:18.056845] [INFO ] [CONFIGURE ] BWA: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:09:18.056904] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14153 tests [2025-11-21T08:09:18.057016] [INFO ] [CONFIGURE ] BWA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:09:18.057064] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T08:09:18.284777] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:18.518985] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:18.750313] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:09:18.983959] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:19.220637] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:19.448045] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:19.680350] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:19.917751] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:20.145491] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:09:20.371191] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:20.371358] [INFO ] [CONFIGURE ] BWA: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:09:20.371422] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14152 tests [2025-11-21T08:09:20.371499] [INFO ] [CONFIGURE ] BWA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:09:20.371546] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T08:09:20.620677] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:20.866470] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:21.124083] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:09:21.395678] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:21.653884] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:21.902967] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:22.156762] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:22.405401] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:22.654682] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:22.908613] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:22.908794] [INFO ] [CONFIGURE ] BWA: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:09:22.908855] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14151 tests [2025-11-21T08:09:22.908901] [INFO ] [CONFIGURE ] BWA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:09:22.908970] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T08:09:23.148229] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:23.393379] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:23.640155] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:23.880696] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:24.141980] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:24.396337] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:24.642353] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:24.894298] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:09:25.141200] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:25.389260] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:25.389466] [INFO ] [CONFIGURE ] BWA: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:09:25.389535] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14150 tests [2025-11-21T08:09:25.389661] [INFO ] [CONFIGURE ] BWA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:09:25.389711] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T08:09:25.619004] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:25.845353] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:26.075287] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:09:26.301444] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:26.555337] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:26.844342] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:27.093805] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:27.349225] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:27.602327] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:27.872835] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:27.873015] [INFO ] [CONFIGURE ] BWA: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:09:27.873076] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14149 tests [2025-11-21T08:09:27.873122] [INFO ] [CONFIGURE ] BWA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:09:27.873171] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T08:09:28.115342] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:28.360378] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:28.588290] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:28.817047] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:29.066042] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:29.297022] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:29.524637] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:29.755028] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:29.982871] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:30.220714] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:30.220881] [INFO ] [CONFIGURE ] BWA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:09:30.220941] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14148 tests [2025-11-21T08:09:30.221056] [INFO ] [CONFIGURE ] BWA: Testing feature 20/29: add_price_rejection [2025-11-21T08:09:30.221105] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T08:09:30.479571] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:30.727311] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:30.973742] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:31.222559] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:31.468002] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:31.721616] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:31.991124] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:32.251342] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:32.514121] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:32.774792] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:32.775022] [INFO ] [CONFIGURE ] BWA: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:09:32.775081] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14147 tests [2025-11-21T08:09:32.775127] [INFO ] [CONFIGURE ] BWA: Testing feature 21/29: add_range_position [2025-11-21T08:09:32.775169] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T08:09:33.059569] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:33.356751] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:33.648967] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:33.937172] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:34.228493] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:34.522960] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:34.819690] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:35.107982] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:35.408599] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:35.700231] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:35.700411] [INFO ] [CONFIGURE ] BWA: DISCARDED add_range_position (score: 60.00%) [2025-11-21T08:09:35.700469] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14146 tests [2025-11-21T08:09:35.700518] [INFO ] [CONFIGURE ] BWA: Testing feature 22/29: add_realized_volatility [2025-11-21T08:09:35.700561] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T08:09:36.064068] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:36.444877] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:36.816926] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:37.206907] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:37.564539] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:09:37.920571] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:38.289235] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:38.648821] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:39.021878] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:09:39.385908] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:39.386094] [INFO ] [CONFIGURE ] BWA: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T08:09:39.386152] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14145 tests [2025-11-21T08:09:39.386199] [INFO ] [CONFIGURE ] BWA: Testing feature 23/29: add_recent_range_context [2025-11-21T08:09:39.386245] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T08:09:39.649382] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:39.906661] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:40.167998] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:09:40.429975] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:40.705765] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:40.973452] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:41.237787] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:41.499290] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:41.776376] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:09:42.026445] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:42.026711] [INFO ] [CONFIGURE ] BWA: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T08:09:42.026810] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14144 tests [2025-11-21T08:09:42.026894] [INFO ] [CONFIGURE ] BWA: Testing feature 24/29: add_rsi [2025-11-21T08:09:42.026961] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T08:09:42.313026] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:42.597834] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:42.888607] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:43.176088] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:43.460995] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:43.752863] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:44.045284] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:44.343439] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:44.640378] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:09:44.949048] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:44.949224] [INFO ] [CONFIGURE ] BWA: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:09:44.949303] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14143 tests [2025-11-21T08:09:44.949351] [INFO ] [CONFIGURE ] BWA: Testing feature 25/29: add_tick_distribution [2025-11-21T08:09:44.949395] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T08:09:45.200623] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:45.459522] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:45.714209] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:09:45.964811] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:46.219823] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:46.474488] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:46.736354] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:09:46.988345] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:09:47.242944] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:47.500668] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:47.500864] [INFO ] [CONFIGURE ] BWA: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:09:47.500926] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14142 tests [2025-11-21T08:09:47.500973] [INFO ] [CONFIGURE ] BWA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:09:47.501049] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T08:09:47.757637] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:48.014865] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:48.264161] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:09:48.515064] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:48.760228] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:49.000618] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:49.228379] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:49.456493] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:49.689191] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:49.925076] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:49.925272] [INFO ] [CONFIGURE ] BWA: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:09:49.925330] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14141 tests [2025-11-21T08:09:49.925377] [INFO ] [CONFIGURE ] BWA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:09:49.925451] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T08:09:50.184887] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:50.463447] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:50.722302] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:50.976051] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:51.234482] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:51.487293] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:51.745136] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:52.018499] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:09:52.282891] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:52.549520] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:52.549732] [INFO ] [CONFIGURE ] BWA: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:09:52.549791] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14140 tests [2025-11-21T08:09:52.549898] [INFO ] [CONFIGURE ] BWA: Testing feature 28/29: add_volume_profile [2025-11-21T08:09:52.549944] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T08:09:52.805151] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:09:53.049325] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:53.291963] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:53.546016] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:53.794414] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:54.063970] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:54.317474] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:54.564138] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:54.814933] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:55.061084] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:55.061248] [INFO ] [CONFIGURE ] BWA: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T08:09:55.061305] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14139 tests [2025-11-21T08:09:55.061351] [INFO ] [CONFIGURE ] BWA: Testing feature 29/29: add_vwap [2025-11-21T08:09:55.061395] [INFO ] [CONFIGURE ] BWA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T08:09:55.310168] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:09:55.561660] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:09:55.812774] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:56.062140] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:56.312343] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:56.566214] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:09:56.829686] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:09:57.089122] [DEBUG] [FORECASTER] BWA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:57.342280] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:09:57.592624] [DEBUG] [FORECASTER] BWA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:09:57.592810] [INFO ] [CONFIGURE ] BWA: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:09:57.592867] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14138 tests [2025-11-21T08:09:57.592969] [INFO ] [CONFIGURE ] BWA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:09:57.593017] [INFO ] [CONFIGURE ] BWA: Best accuracy: 80.00% [2025-11-21T08:09:57.593059] [INFO ] [CONFIGURE ] BWA: Best feature set (3 features): ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:09:57.593099] [INFO ] [CONFIGURE ] BWA: Improvement over baseline: 30.00% [2025-11-21T08:09:57.593137] [INFO ] [CONFIGURE ] BWA: Total time: 1.2 minutes [2025-11-21T08:09:57.593174] [INFO ] [CONFIGURE ] BWA: Average time per feature: 2.5 seconds [2025-11-21T08:09:57.593212] [INFO ] [CONFIGURE ] BWA: Average speed: 0.40 features/sec [2025-11-21T08:09:57.593732] [INFO ] [LOCAL ] Saved configuration for BWA: 3 features, 80.00% accuracy -> ./output/feature-sets/BWA.json [2025-11-21T08:09:57.593792] [INFO ] [CONFIGURE ] BWA: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T08:09:57.593841] [INFO ] [sig ] [238/723] Successfully configured BWA | 0.01 sym/s | Total: 5.6h | ETA: 11.4h [2025-11-21T08:09:57.593886] [INFO ] [sig ] [239/723] Configuring BWG... [2025-11-21T08:09:57.593925] [INFO ] [CONFIGURE ] BWG: Configurate test run. [2025-11-21T08:09:57.593966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-11-21T08:09:57.670674] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWG'. [2025-11-21T08:09:57.671166] [INFO ] [CONFIGURE ] BWG: Testing with 29 available features [2025-11-21T08:09:57.671233] [INFO ] [CONFIGURE ] BWG: Establishing baseline with no features... [2025-11-21T08:09:57.837752] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:09:58.009634] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:09:58.184280] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:09:58.351520] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:09:58.522830] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:09:58.693772] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:09:58.868161] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:09:59.053136] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:09:59.234315] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:09:59.459827] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:09:59.460047] [INFO ] [CONFIGURE ] BWG: Baseline score (no features): 60.00% [2025-11-21T08:09:59.460170] [INFO ] [CONFIGURE ] BWG: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:09:59.460240] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:09:59.749888] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:00.040894] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:00.265636] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:00.524906] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:01.289333] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:10:01.594412] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:10:01.787011] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:01.968268] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:02.168506] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:02.399497] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:02.399708] [INFO ] [CONFIGURE ] BWG: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T08:10:02.399787] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14137 tests [2025-11-21T08:10:02.399838] [INFO ] [CONFIGURE ] BWG: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:10:02.399892] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:10:02.604855] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:02.806251] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:03.005990] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:03.221612] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:03.419892] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:03.626465] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:03.829189] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:04.036190] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:04.244236] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:04.448692] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:04.448867] [INFO ] [CONFIGURE ] BWG: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T08:10:04.448915] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14136 tests [2025-11-21T08:10:04.448953] [INFO ] [CONFIGURE ] BWG: Testing feature 3/29: add_daily_returns [2025-11-21T08:10:04.448989] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:10:04.669883] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:04.884396] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:05.100241] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:05.316681] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:05.537999] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:05.766613] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:05.989964] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:06.216805] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:06.434512] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:06.656266] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:06.656528] [INFO ] [CONFIGURE ] BWG: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T08:10:06.656578] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14135 tests [2025-11-21T08:10:06.656617] [INFO ] [CONFIGURE ] BWG: Testing feature 4/29: add_ema [2025-11-21T08:10:06.656706] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:10:06.935099] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:07.192784] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:07.478490] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:07.749723] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:08.015431] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:08.270547] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:08.548574] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:08.829119] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:09.127581] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:09.408019] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:09.408205] [INFO ] [CONFIGURE ] BWG: DISCARDED add_ema (score: 80.00%) [2025-11-21T08:10:09.408263] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14134 tests [2025-11-21T08:10:09.408311] [INFO ] [CONFIGURE ] BWG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:10:09.408355] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:10:09.674168] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:09.929114] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:10.195059] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:10.450560] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:10.717169] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:10.998047] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:11.261334] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:10:11.533721] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:11.827126] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:12.106636] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:12.106877] [INFO ] [CONFIGURE ] BWG: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T08:10:12.106941] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14133 tests [2025-11-21T08:10:12.106990] [INFO ] [CONFIGURE ] BWG: Testing feature 6/29: add_failed_moves [2025-11-21T08:10:12.107034] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:10:12.366910] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:12.606307] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:12.862244] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:13.100800] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:13.330790] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:13.585688] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:13.828830] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:14.069079] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:14.311019] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:14.553741] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:14.553932] [INFO ] [CONFIGURE ] BWG: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T08:10:14.553989] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14132 tests [2025-11-21T08:10:14.554097] [INFO ] [CONFIGURE ] BWG: Testing feature 7/29: add_lag_shelf [2025-11-21T08:10:14.554146] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:10:14.780093] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:15.001195] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:15.231513] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:15.458059] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:15.684822] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:15.921041] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:16.144379] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:16.394832] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:16.620719] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:16.869781] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:16.869967] [INFO ] [CONFIGURE ] BWG: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T08:10:16.870017] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14131 tests [2025-11-21T08:10:16.870056] [INFO ] [CONFIGURE ] BWG: Testing feature 8/29: add_macd [2025-11-21T08:10:16.870092] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:10:17.211384] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:10:17.565862] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:17.906576] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:18.258065] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:18.597360] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:18.926988] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:19.269122] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:19.622414] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:19.987554] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:20.346049] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:20.346312] [INFO ] [CONFIGURE ] BWG: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:10:20.346387] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14130 tests [2025-11-21T08:10:20.346454] [INFO ] [CONFIGURE ] BWG: Testing feature 9/29: add_mfi [2025-11-21T08:10:20.346519] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T08:10:20.609470] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:20.869993] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:21.128619] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:21.389392] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:21.651149] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:21.920193] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:22.180809] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:22.430003] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:22.682000] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:22.936916] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:22.937118] [INFO ] [CONFIGURE ] BWG: DISCARDED add_mfi (score: 80.00%) [2025-11-21T08:10:22.937176] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14129 tests [2025-11-21T08:10:22.937227] [INFO ] [CONFIGURE ] BWG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:10:22.937271] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:10:23.279209] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:10:23.636939] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:23.999874] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:24.359403] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:24.714778] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:25.071216] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:25.424036] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:25.777016] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:26.146273] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:26.498050] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:26.498259] [INFO ] [CONFIGURE ] BWG: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T08:10:26.498319] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14128 tests [2025-11-21T08:10:26.498367] [INFO ] [CONFIGURE ] BWG: Testing feature 11/29: add_obv_daily [2025-11-21T08:10:26.498414] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:10:26.773940] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:27.031053] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:27.292227] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:27.544157] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:27.803114] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:28.057168] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:10:28.313889] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:28.571031] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:28.845932] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:29.106770] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:29.106964] [INFO ] [CONFIGURE ] BWG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:10:29.107020] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14127 tests [2025-11-21T08:10:29.107060] [INFO ] [CONFIGURE ] BWG: Testing feature 12/29: add_obv_interval [2025-11-21T08:10:29.107133] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:10:29.348890] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:10:29.608097] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:29.865797] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:30.117491] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:30.362935] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:10:30.621618] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:10:30.875814] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:31.117247] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:31.358625] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:31.599351] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:31.599540] [INFO ] [CONFIGURE ] BWG: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T08:10:31.599621] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14126 tests [2025-11-21T08:10:31.599688] [INFO ] [CONFIGURE ] BWG: Testing feature 13/29: add_opening_strength [2025-11-21T08:10:31.599734] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:10:31.881441] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:32.145561] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:32.418296] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:32.692480] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:32.958236] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:10:33.238802] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:10:33.504102] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:33.767337] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:34.030225] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:34.308161] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:34.308328] [INFO ] [CONFIGURE ] BWG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:10:34.308399] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14125 tests [2025-11-21T08:10:34.308455] [INFO ] [CONFIGURE ] BWG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:10:34.308529] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:10:34.558781] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:34.811489] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:35.067119] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:35.336192] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:10:35.597610] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:35.855108] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:36.133276] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:36.389099] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:36.649524] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:36.921597] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:10:36.921805] [INFO ] [CONFIGURE ] BWG: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:10:36.921893] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14124 tests [2025-11-21T08:10:36.921953] [INFO ] [CONFIGURE ] BWG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:10:36.921999] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:10:37.160684] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:10:37.400319] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:37.634595] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:37.876542] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:38.117158] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:38.355939] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:38.597070] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:38.836498] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:39.110396] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:39.357010] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:39.357199] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:10:39.357247] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14123 tests [2025-11-21T08:10:39.357285] [INFO ] [CONFIGURE ] BWG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:10:39.357321] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:10:39.611539] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:39.867183] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:40.122932] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:40.382371] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:10:40.653858] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:40.910457] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:41.160270] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:41.412548] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:41.666310] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:41.944552] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:41.944747] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T08:10:41.944801] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14122 tests [2025-11-21T08:10:41.944848] [INFO ] [CONFIGURE ] BWG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:10:41.944894] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T08:10:42.190909] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:42.430897] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:42.682507] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:42.928144] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:10:43.172037] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:43.433851] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:43.684334] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:43.938044] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:10:44.186910] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:44.449041] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:44.449225] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:10:44.449280] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14121 tests [2025-11-21T08:10:44.449325] [INFO ] [CONFIGURE ] BWG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:10:44.449368] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T08:10:44.692661] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:44.932848] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:45.168497] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:45.398025] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:10:45.627479] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:10:45.854688] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:46.083914] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:10:46.318398] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:46.557833] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:46.800776] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:46.800948] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:10:46.800996] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14120 tests [2025-11-21T08:10:46.801033] [INFO ] [CONFIGURE ] BWG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:10:46.801067] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T08:10:47.043017] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:47.284292] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:47.529574] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:47.761861] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:10:48.007691] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:48.243230] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:48.487591] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:48.734492] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:48.986763] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:10:49.222855] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:49.223041] [INFO ] [CONFIGURE ] BWG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:10:49.223242] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14119 tests [2025-11-21T08:10:49.223333] [INFO ] [CONFIGURE ] BWG: Testing feature 20/29: add_price_rejection [2025-11-21T08:10:49.223385] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T08:10:49.486576] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:49.749729] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:10:50.011579] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:50.268254] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:50.527053] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:10:50.788248] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:51.044160] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:10:51.295298] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:51.557394] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:51.816011] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:51.816230] [INFO ] [CONFIGURE ] BWG: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:10:51.816288] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14118 tests [2025-11-21T08:10:51.816330] [INFO ] [CONFIGURE ] BWG: Testing feature 21/29: add_range_position [2025-11-21T08:10:51.816372] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T08:10:52.086338] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:52.357252] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:52.663052] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:52.998175] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:53.307807] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:10:53.599085] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:53.849735] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:10:54.102747] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:54.353205] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:54.602637] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:10:54.602842] [INFO ] [CONFIGURE ] BWG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:10:54.602899] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14117 tests [2025-11-21T08:10:54.602945] [INFO ] [CONFIGURE ] BWG: Testing feature 22/29: add_realized_volatility [2025-11-21T08:10:54.602987] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T08:10:54.931399] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:55.259178] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:55.591728] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:55.921363] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:56.253928] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:10:56.599502] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:56.967902] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:10:57.335917] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:10:57.687432] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:10:58.038906] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:10:58.039069] [INFO ] [CONFIGURE ] BWG: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:10:58.039126] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14116 tests [2025-11-21T08:10:58.039170] [INFO ] [CONFIGURE ] BWG: Testing feature 23/29: add_recent_range_context [2025-11-21T08:10:58.039214] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T08:10:58.288968] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:10:58.546084] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:10:58.779336] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:10:59.011286] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:10:59.244197] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:10:59.486825] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:10:59.727771] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:10:59.966533] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:00.207711] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:11:00.453267] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:11:00.453454] [INFO ] [CONFIGURE ] BWG: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T08:11:00.453512] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14115 tests [2025-11-21T08:11:00.453561] [INFO ] [CONFIGURE ] BWG: Testing feature 24/29: add_rsi [2025-11-21T08:11:00.453605] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T08:11:01.335107] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:11:01.665495] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:11:01.968547] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:11:02.261968] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:11:02.564817] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:02.868210] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:11:03.172517] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:03.470889] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:03.776053] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:11:04.076980] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:11:04.077182] [INFO ] [CONFIGURE ] BWG: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:11:04.077247] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14114 tests [2025-11-21T08:11:04.077376] [INFO ] [CONFIGURE ] BWG: Testing feature 25/29: add_tick_distribution [2025-11-21T08:11:04.077430] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T08:11:04.327809] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:11:04.573821] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:11:04.822382] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:11:05.065208] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:11:05.308402] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:11:05.552020] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:11:05.795748] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:06.050308] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:06.318501] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:06.557947] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:11:06.558126] [INFO ] [CONFIGURE ] BWG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T08:11:06.558201] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14113 tests [2025-11-21T08:11:06.558290] [INFO ] [CONFIGURE ] BWG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:11:06.558348] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T08:11:06.804161] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:11:07.043995] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:11:07.278270] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:11:07.528341] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:11:07.771266] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:07.999875] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:11:08.217194] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:08.438868] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:08.660183] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:11:08.884375] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:11:08.884555] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:11:08.884635] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14112 tests [2025-11-21T08:11:08.884771] [INFO ] [CONFIGURE ] BWG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:11:08.884819] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T08:11:09.156353] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:11:09.414552] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:11:09.679818] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:11:09.942173] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:11:10.191927] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:11:10.436899] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:11:10.696973] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:10.953507] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:11.214169] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:11:11.480974] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:11:11.481146] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T08:11:11.481202] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14111 tests [2025-11-21T08:11:11.481325] [INFO ] [CONFIGURE ] BWG: Testing feature 28/29: add_volume_profile [2025-11-21T08:11:11.481375] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T08:11:11.733049] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:11:11.983592] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:11:12.214444] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:11:12.461337] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:11:12.710314] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:11:12.956202] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:11:13.209907] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:13.466390] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:13.721405] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:11:13.982882] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:11:13.983049] [INFO ] [CONFIGURE ] BWG: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T08:11:13.983105] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14110 tests [2025-11-21T08:11:13.983151] [INFO ] [CONFIGURE ] BWG: Testing feature 29/29: add_vwap [2025-11-21T08:11:13.983194] [INFO ] [CONFIGURE ] BWG: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T08:11:14.250263] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:11:14.508506] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:11:14.765166] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:11:15.025494] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:11:15.281177] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:15.534876] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:11:15.790349] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:16.042137] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:16.305928] [DEBUG] [FORECASTER] BWG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:16.562092] [DEBUG] [FORECASTER] BWG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:11:16.562263] [INFO ] [CONFIGURE ] BWG: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:11:16.562321] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14109 tests [2025-11-21T08:11:16.562370] [INFO ] [CONFIGURE ] BWG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:11:16.562409] [INFO ] [CONFIGURE ] BWG: Best accuracy: 80.00% [2025-11-21T08:11:16.562502] [INFO ] [CONFIGURE ] BWG: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T08:11:16.562545] [INFO ] [CONFIGURE ] BWG: Improvement over baseline: 20.00% [2025-11-21T08:11:16.562582] [INFO ] [CONFIGURE ] BWG: Total time: 1.3 minutes [2025-11-21T08:11:16.562618] [INFO ] [CONFIGURE ] BWG: Average time per feature: 2.7 seconds [2025-11-21T08:11:16.562674] [INFO ] [CONFIGURE ] BWG: Average speed: 0.38 features/sec [2025-11-21T08:11:16.563269] [INFO ] [LOCAL ] Saved configuration for BWG: 1 features, 80.00% accuracy -> ./output/feature-sets/BWG.json [2025-11-21T08:11:16.563330] [INFO ] [CONFIGURE ] BWG: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T08:11:16.563378] [INFO ] [sig ] [239/723] Successfully configured BWG | 0.01 sym/s | Total: 5.6h | ETA: 11.4h [2025-11-21T08:11:16.563423] [INFO ] [sig ] [240/723] Configuring BWMX... [2025-11-21T08:11:16.563462] [INFO ] [CONFIGURE ] BWMX: Configurate test run. [2025-11-21T08:11:16.563501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'. [2025-11-21T08:11:16.642253] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWMX'. [2025-11-21T08:11:16.642557] [INFO ] [CONFIGURE ] BWMX: Testing with 29 available features [2025-11-21T08:11:16.642620] [INFO ] [CONFIGURE ] BWMX: Establishing baseline with no features... [2025-11-21T08:11:16.826839] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:17.014031] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:17.196883] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:17.381431] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:17.565079] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:17.753233] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:17.940312] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:18.128513] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:18.315612] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:18.504690] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:18.505014] [INFO ] [CONFIGURE ] BWMX: Baseline score (no features): 10.00% [2025-11-21T08:11:18.505125] [INFO ] [CONFIGURE ] BWMX: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:11:18.505203] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:11:18.724118] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:18.939959] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:19.161153] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:19.384146] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:11:19.601248] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:19.822923] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:20.055525] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:20.278244] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:20.498888] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:20.724059] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:20.724280] [INFO ] [CONFIGURE ] BWMX: KEPT add_bollinger_bands (score: 20.00%) [2025-11-21T08:11:20.724332] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14108 tests [2025-11-21T08:11:20.724369] [INFO ] [CONFIGURE ] BWMX: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:11:20.724403] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:11:20.979155] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:11:21.227609] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:21.485197] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:21.744028] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:11:22.016717] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:11:22.268173] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:22.521319] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:22.778768] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:23.043824] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:23.316664] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:23.316903] [INFO ] [CONFIGURE ] BWMX: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T08:11:23.316969] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14107 tests [2025-11-21T08:11:23.317018] [INFO ] [CONFIGURE ] BWMX: Testing feature 3/29: add_daily_returns [2025-11-21T08:11:23.317065] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:11:23.613317] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:23.900309] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:24.196842] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:24.478279] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:11:24.750440] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:25.030463] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:25.312339] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:25.600256] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:25.887727] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:26.163518] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:26.163794] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T08:11:26.163857] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14106 tests [2025-11-21T08:11:26.163903] [INFO ] [CONFIGURE ] BWMX: Testing feature 4/29: add_ema [2025-11-21T08:11:26.163947] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T08:11:26.455794] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:26.748965] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:11:27.041296] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:27.352976] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:27.641458] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:27.939399] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:28.232250] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:28.531854] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:28.837966] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:29.147586] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:29.147849] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_ema (score: 10.00%) [2025-11-21T08:11:29.147909] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14105 tests [2025-11-21T08:11:29.147961] [INFO ] [CONFIGURE ] BWMX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:11:29.148005] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:11:29.435669] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:29.726029] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:30.015560] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:30.301547] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:30.597353] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:30.878244] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:31.164291] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:31.459419] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:31.743293] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:32.026230] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:32.026426] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T08:11:32.026484] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14104 tests [2025-11-21T08:11:32.026531] [INFO ] [CONFIGURE ] BWMX: Testing feature 6/29: add_failed_moves [2025-11-21T08:11:32.026575] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:11:32.280131] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:11:32.528881] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:32.785522] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:33.046124] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:11:33.307988] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:11:33.566951] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:33.824434] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:34.088061] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:34.355778] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:34.629096] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:34.629276] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T08:11:34.629333] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14103 tests [2025-11-21T08:11:34.629383] [INFO ] [CONFIGURE ] BWMX: Testing feature 7/29: add_lag_shelf [2025-11-21T08:11:34.629427] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:11:34.908208] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:35.173298] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:35.429848] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:35.689682] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:35.948453] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:36.213924] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:36.495340] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:36.758166] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:37.023186] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:37.298721] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:37.298932] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T08:11:37.299000] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14102 tests [2025-11-21T08:11:37.299056] [INFO ] [CONFIGURE ] BWMX: Testing feature 8/29: add_macd [2025-11-21T08:11:37.299108] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:11:37.656921] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:38.008916] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:38.372306] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:38.698534] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:39.042296] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:11:39.390112] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:39.731517] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:40.133791] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:40.554285] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:40.901551] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:11:40.901817] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:11:40.901880] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14101 tests [2025-11-21T08:11:40.901948] [INFO ] [CONFIGURE ] BWMX: Testing feature 9/29: add_mfi [2025-11-21T08:11:40.901995] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T08:11:41.152930] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:41.404836] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:41.658756] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:41.914763] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:42.200875] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:42.474919] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:42.754001] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:43.040975] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:43.312815] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:43.587563] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:43.587765] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_mfi (score: 20.00%) [2025-11-21T08:11:43.587824] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14100 tests [2025-11-21T08:11:43.587863] [INFO ] [CONFIGURE ] BWMX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:11:43.587899] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:11:43.940888] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:11:44.296943] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:44.655018] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:45.012860] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:11:45.357825] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:45.728286] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:46.095972] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:46.465491] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:46.850441] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:47.227364] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:47.227557] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:11:47.227616] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14099 tests [2025-11-21T08:11:47.227683] [INFO ] [CONFIGURE ] BWMX: Testing feature 11/29: add_obv_daily [2025-11-21T08:11:47.227729] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:11:47.528929] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:47.835888] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:48.148183] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:48.465582] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:48.781830] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:11:49.096126] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:49.412167] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:49.717326] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:50.026568] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:50.343941] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:50.344113] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T08:11:50.344172] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14098 tests [2025-11-21T08:11:50.344221] [INFO ] [CONFIGURE ] BWMX: Testing feature 12/29: add_obv_interval [2025-11-21T08:11:50.344329] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:11:50.650435] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:50.955022] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:51.243763] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:51.520855] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:51.809667] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:52.099937] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:52.392352] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:52.674399] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:52.953059] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:53.229984] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:53.230161] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T08:11:53.230219] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14097 tests [2025-11-21T08:11:53.230267] [INFO ] [CONFIGURE ] BWMX: Testing feature 13/29: add_opening_strength [2025-11-21T08:11:53.230308] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:11:53.525108] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:53.828608] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:54.141223] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:11:54.420857] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:11:54.703399] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:54.999732] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:55.300034] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:11:55.602455] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:11:55.896805] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:56.188323] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:56.188519] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T08:11:56.188580] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14096 tests [2025-11-21T08:11:56.188700] [INFO ] [CONFIGURE ] BWMX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:11:56.188753] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:11:56.462731] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:11:56.744307] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:57.023730] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:11:57.323707] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:11:57.604636] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:11:57.887286] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:11:58.158967] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:11:58.435955] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:11:58.729465] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:11:59.012513] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:11:59.012754] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T08:11:59.012814] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14095 tests [2025-11-21T08:11:59.012862] [INFO ] [CONFIGURE ] BWMX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:11:59.012903] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:11:59.281187] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:11:59.551032] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:11:59.813241] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:00.079166] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:00.354143] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:01.331839] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:01.744881] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:02.058844] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:02.375718] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:02.676592] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:02.676814] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T08:12:02.676906] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14094 tests [2025-11-21T08:12:02.676960] [INFO ] [CONFIGURE ] BWMX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:12:02.677006] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:12:02.992787] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:12:03.319830] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:03.633406] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:03.948903] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:04.267579] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:04.575847] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:04.887852] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:05.203340] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:05.505090] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:05.811973] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:05.812168] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T08:12:05.812227] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14093 tests [2025-11-21T08:12:05.812276] [INFO ] [CONFIGURE ] BWMX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:12:05.812345] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T08:12:06.111561] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:06.405378] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:06.705233] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:12:06.999658] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:12:07.294983] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:07.582409] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:07.873757] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:08.167500] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:08.457921] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:08.769691] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:08.769880] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T08:12:08.769940] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14092 tests [2025-11-21T08:12:08.769988] [INFO ] [CONFIGURE ] BWMX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:12:08.770031] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T08:12:09.040661] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:09.319550] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:09.587350] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:09.854330] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:10.126401] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:12:10.389586] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:10.656382] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:12:10.926798] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:11.194999] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:11.453831] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:11.454002] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T08:12:11.454059] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14091 tests [2025-11-21T08:12:11.454105] [INFO ] [CONFIGURE ] BWMX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:12:11.454170] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T08:12:11.701005] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:12:11.985262] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:12.239896] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:12.494489] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:12.745285] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:12.998599] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:13.249601] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:13.504407] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:13.770713] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:14.025101] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:14.025289] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T08:12:14.025348] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14090 tests [2025-11-21T08:12:14.025460] [INFO ] [CONFIGURE ] BWMX: Testing feature 20/29: add_price_rejection [2025-11-21T08:12:14.025511] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T08:12:14.293716] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:14.566368] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:12:14.832300] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:12:15.097115] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:12:15.368184] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:12:15.649266] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:15.923344] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:16.197632] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:16.479442] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:16.750160] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:16.750333] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T08:12:16.750391] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14089 tests [2025-11-21T08:12:16.750495] [INFO ] [CONFIGURE ] BWMX: Testing feature 21/29: add_range_position [2025-11-21T08:12:16.750539] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T08:12:17.034812] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:12:17.350567] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:12:17.662884] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:17.973379] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:18.299937] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:18.634344] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:18.957213] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:19.270714] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:19.599195] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:19.913810] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:19.913989] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_range_position (score: 30.00%) [2025-11-21T08:12:19.914046] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14088 tests [2025-11-21T08:12:19.914152] [INFO ] [CONFIGURE ] BWMX: Testing feature 22/29: add_realized_volatility [2025-11-21T08:12:19.914201] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T08:12:20.303908] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:12:20.696476] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:21.086711] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:21.473155] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:12:21.871036] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:22.274824] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:22.675257] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:23.081104] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:23.485427] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:23.897080] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:23.897294] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T08:12:23.897356] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14087 tests [2025-11-21T08:12:23.897407] [INFO ] [CONFIGURE ] BWMX: Testing feature 23/29: add_recent_range_context [2025-11-21T08:12:23.897452] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T08:12:24.208371] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:24.501993] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:24.787879] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:12:25.077727] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:25.371217] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:25.660556] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:25.949252] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:12:26.243173] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:26.528128] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:26.821123] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:26.821289] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T08:12:26.821346] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14086 tests [2025-11-21T08:12:26.821393] [INFO ] [CONFIGURE ] BWMX: Testing feature 24/29: add_rsi [2025-11-21T08:12:26.821453] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T08:12:27.144619] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:27.496528] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:12:27.834526] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:28.180522] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:28.513569] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:12:28.860101] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:29.202217] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:29.545497] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:29.890183] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:30.230767] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:30.230960] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_rsi (score: 30.00%) [2025-11-21T08:12:30.231017] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14085 tests [2025-11-21T08:12:30.231068] [INFO ] [CONFIGURE ] BWMX: Testing feature 25/29: add_tick_distribution [2025-11-21T08:12:30.231137] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T08:12:30.514847] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:30.806309] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:31.081388] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:31.379351] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:12:31.646912] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:12:31.937474] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:32.223433] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:32.518701] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:32.812496] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:33.103154] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:12:33.103331] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:12:33.103392] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14084 tests [2025-11-21T08:12:33.103440] [INFO ] [CONFIGURE ] BWMX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:12:33.103486] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T08:12:33.368342] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:33.641449] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:33.909792] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:34.176219] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:34.440942] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:12:34.706636] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:34.971461] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:35.243012] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:35.521773] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:35.790420] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:35.790584] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T08:12:35.790638] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14083 tests [2025-11-21T08:12:35.790705] [INFO ] [CONFIGURE ] BWMX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:12:35.790745] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T08:12:36.083433] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:36.387792] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:36.693321] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:12:36.993838] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:12:37.316321] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:37.640513] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:37.956459] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:12:38.272331] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:38.585586] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:38.904370] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:38.904547] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T08:12:38.904604] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14082 tests [2025-11-21T08:12:38.904670] [INFO ] [CONFIGURE ] BWMX: Testing feature 28/29: add_volume_profile [2025-11-21T08:12:38.904713] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T08:12:39.201287] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:12:39.505858] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:39.794016] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:40.084945] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:12:40.384764] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:40.675089] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:40.969549] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:41.266301] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:41.565831] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:41.861597] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:41.861803] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T08:12:41.861861] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14081 tests [2025-11-21T08:12:41.861911] [INFO ] [CONFIGURE ] BWMX: Testing feature 29/29: add_vwap [2025-11-21T08:12:41.861954] [INFO ] [CONFIGURE ] BWMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T08:12:42.153167] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:12:42.452064] [DEBUG] [FORECASTER] BWMX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:12:42.752219] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:12:43.050348] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:12:43.342208] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:43.637981] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:12:43.962401] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:12:44.268042] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:44.575256] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:44.875340] [DEBUG] [FORECASTER] BWMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:12:44.875514] [INFO ] [CONFIGURE ] BWMX: DISCARDED add_vwap (score: 10.00%) [2025-11-21T08:12:44.875571] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14080 tests [2025-11-21T08:12:44.875621] [INFO ] [CONFIGURE ] BWMX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:12:44.875684] [INFO ] [CONFIGURE ] BWMX: Best accuracy: 40.00% [2025-11-21T08:12:44.875728] [INFO ] [CONFIGURE ] BWMX: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:12:44.875768] [INFO ] [CONFIGURE ] BWMX: Improvement over baseline: 30.00% [2025-11-21T08:12:44.875804] [INFO ] [CONFIGURE ] BWMX: Total time: 1.4 minutes [2025-11-21T08:12:44.875840] [INFO ] [CONFIGURE ] BWMX: Average time per feature: 3.0 seconds [2025-11-21T08:12:44.875876] [INFO ] [CONFIGURE ] BWMX: Average speed: 0.34 features/sec [2025-11-21T08:12:44.876342] [INFO ] [LOCAL ] Saved configuration for BWMX: 2 features, 40.00% accuracy -> ./output/feature-sets/BWMX.json [2025-11-21T08:12:44.876401] [INFO ] [CONFIGURE ] BWMX: Configuration saved successfully: 2 features, 40.00% accuracy. [2025-11-21T08:12:44.876449] [INFO ] [sig ] [240/723] Successfully configured BWMX | 0.01 sym/s | Total: 5.6h | ETA: 11.4h [2025-11-21T08:12:44.876493] [INFO ] [sig ] [241/723] Configuring BWXT... [2025-11-21T08:12:44.876532] [INFO ] [CONFIGURE ] BWXT: Configurate test run. [2025-11-21T08:12:44.876571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'. [2025-11-21T08:12:44.957130] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWXT'. [2025-11-21T08:12:44.957728] [INFO ] [CONFIGURE ] BWXT: Testing with 29 available features [2025-11-21T08:12:44.957820] [INFO ] [CONFIGURE ] BWXT: Establishing baseline with no features... [2025-11-21T08:12:45.172403] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:12:45.367709] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:12:45.563402] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:12:45.759020] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:12:45.962737] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:12:46.158459] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:12:46.360764] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:12:46.554379] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:12:46.752431] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:12:46.947106] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:12:46.947267] [INFO ] [CONFIGURE ] BWXT: Baseline score (no features): 40.00% [2025-11-21T08:12:46.947315] [INFO ] [CONFIGURE ] BWXT: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:12:46.947353] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:12:47.176520] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:12:47.416276] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:12:47.659836] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:12:47.902175] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:12:48.144388] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:48.424779] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:12:48.709030] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:12:48.932527] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:12:49.143406] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:12:49.326813] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:12:49.327028] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T08:12:49.327085] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14079 tests [2025-11-21T08:12:49.327125] [INFO ] [CONFIGURE ] BWXT: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:12:49.327160] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:12:49.523381] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:12:49.721998] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:12:49.930195] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:12:50.157897] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:12:50.366002] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:50.579712] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:12:50.799223] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:12:51.019258] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:12:51.231072] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:12:51.437295] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:12:51.437462] [INFO ] [CONFIGURE ] BWXT: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T08:12:51.437509] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14078 tests [2025-11-21T08:12:51.437547] [INFO ] [CONFIGURE ] BWXT: Testing feature 3/29: add_daily_returns [2025-11-21T08:12:51.437583] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:12:51.662381] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:12:51.890440] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:12:52.121220] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:12:52.349451] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:12:52.579687] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:52.804299] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:12:53.032364] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:53.254053] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:53.480041] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:53.705815] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:12:53.706144] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:12:53.706253] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14077 tests [2025-11-21T08:12:53.706357] [INFO ] [CONFIGURE ] BWXT: Testing feature 4/29: add_ema [2025-11-21T08:12:53.706475] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:12:53.969775] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:12:54.225741] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:12:54.483241] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:12:54.737955] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:12:54.999045] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:55.256126] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:12:55.515836] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:55.781354] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:12:56.048737] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:12:56.309038] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:12:56.309231] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:12:56.309288] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14076 tests [2025-11-21T08:12:56.309352] [INFO ] [CONFIGURE ] BWXT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:12:56.309402] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:12:56.552356] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:12:56.791721] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:12:57.035101] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:12:57.277798] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:12:57.526404] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:12:57.774142] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:12:58.024911] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:12:58.287516] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:12:58.544834] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:12:58.807745] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:12:58.807953] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:12:58.808040] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14075 tests [2025-11-21T08:12:58.808089] [INFO ] [CONFIGURE ] BWXT: Testing feature 6/29: add_failed_moves [2025-11-21T08:12:58.808169] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:12:59.028737] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:12:59.248254] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:12:59.469411] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:12:59.692171] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:12:59.915579] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:00.142976] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:00.366555] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:00.634393] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:01.392267] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:01.629243] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:01.629425] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:13:01.629609] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14074 tests [2025-11-21T08:13:01.629756] [INFO ] [CONFIGURE ] BWXT: Testing feature 7/29: add_lag_shelf [2025-11-21T08:13:01.629810] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:13:01.909608] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:02.117943] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:02.325484] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:02.534975] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:13:02.740371] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:02.958674] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:03.164266] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:03.380229] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:03.598393] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:03.810319] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:03.810492] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:13:03.810540] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14073 tests [2025-11-21T08:13:03.810580] [INFO ] [CONFIGURE ] BWXT: Testing feature 8/29: add_macd [2025-11-21T08:13:03.810618] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:13:04.118348] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:13:04.423983] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:04.733277] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:05.056323] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:05.375812] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:05.687843] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:06.000019] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:06.311001] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:06.618624] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:06.930937] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:06.931168] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:13:06.931228] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14072 tests [2025-11-21T08:13:06.931281] [INFO ] [CONFIGURE ] BWXT: Testing feature 9/29: add_mfi [2025-11-21T08:13:06.931324] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T08:13:07.165759] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:13:07.411269] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:07.655031] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:07.891205] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:13:08.126721] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:08.363664] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:08.602603] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:08.844734] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:09.077056] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:09.311166] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:09.311377] [INFO ] [CONFIGURE ] BWXT: KEPT add_mfi (score: 60.00%) [2025-11-21T08:13:09.311436] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14071 tests [2025-11-21T08:13:09.311484] [INFO ] [CONFIGURE ] BWXT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:13:09.311530] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:13:09.645398] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:13:09.977352] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:13:10.299768] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:10.624901] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:13:10.952600] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:11.276368] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:11.608204] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:11.932454] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:12.290875] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:12.661065] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:12.661358] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T08:13:12.661418] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14070 tests [2025-11-21T08:13:12.661514] [INFO ] [CONFIGURE ] BWXT: Testing feature 11/29: add_obv_daily [2025-11-21T08:13:12.661561] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily'] [2025-11-21T08:13:12.925502] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:13.185437] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:13.449059] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:13.713724] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:13:13.976969] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:13:14.254392] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:14.522447] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:14.788884] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:15.065561] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:15.373671] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:15.373876] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:13:15.373938] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14069 tests [2025-11-21T08:13:15.373984] [INFO ] [CONFIGURE ] BWXT: Testing feature 12/29: add_obv_interval [2025-11-21T08:13:15.374028] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval'] [2025-11-21T08:13:15.669079] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:13:15.935344] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:16.216288] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:16.488454] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:13:16.757191] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:17.029017] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:17.302956] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:17.598384] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:17.871892] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:18.141627] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:18.141837] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:13:18.141895] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14068 tests [2025-11-21T08:13:18.141940] [INFO ] [CONFIGURE ] BWXT: Testing feature 13/29: add_opening_strength [2025-11-21T08:13:18.141983] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:13:18.429097] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:18.716446] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:18.999627] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:19.295202] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:19.590320] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:19.886992] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:20.176279] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:20.460513] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:20.744721] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:21.032131] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:21.032342] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T08:13:21.032401] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14067 tests [2025-11-21T08:13:21.032451] [INFO ] [CONFIGURE ] BWXT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:13:21.032494] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T08:13:21.321831] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:21.614179] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:13:21.910434] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:13:22.201711] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:22.539690] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:13:22.845761] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:23.138698] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:23.438496] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:23.737184] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:24.000515] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:24.000711] [INFO ] [CONFIGURE ] BWXT: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-21T08:13:24.000770] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14066 tests [2025-11-21T08:13:24.000818] [INFO ] [CONFIGURE ] BWXT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:13:24.000862] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T08:13:24.255396] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:24.528490] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:13:24.810892] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:13:25.096439] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:25.395110] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:25.691215] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:25.980872] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:26.265542] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:26.561411] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:26.857135] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:26.857315] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:13:26.857372] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14065 tests [2025-11-21T08:13:26.857419] [INFO ] [CONFIGURE ] BWXT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:13:26.857462] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T08:13:27.173133] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:13:27.505713] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:27.833398] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:28.150457] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:28.469294] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:28.789564] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:29.099119] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:29.397257] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:29.699601] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:30.009207] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:30.009382] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:13:30.009439] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14064 tests [2025-11-21T08:13:30.009485] [INFO ] [CONFIGURE ] BWXT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:13:30.009528] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T08:13:30.321770] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:30.654018] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:13:30.976207] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:31.296470] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:31.617631] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:31.932895] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:32.242193] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:32.559615] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:32.872840] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:33.188355] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:33.188525] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T08:13:33.188582] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14063 tests [2025-11-21T08:13:33.188629] [INFO ] [CONFIGURE ] BWXT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:13:33.188697] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T08:13:33.464785] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:13:33.746240] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:34.027443] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:13:34.325058] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:34.607391] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:13:34.884852] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:35.167828] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:35.445968] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:35.703830] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:35.969968] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:35.970177] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:13:35.970236] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14062 tests [2025-11-21T08:13:35.970281] [INFO ] [CONFIGURE ] BWXT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:13:35.970325] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T08:13:36.283869] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:36.644403] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:13:36.923497] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:37.183035] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:37.444430] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:37.702097] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:37.959441] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:38.220102] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:38.491150] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:38.764691] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:38.764896] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T08:13:38.764971] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14061 tests [2025-11-21T08:13:38.765013] [INFO ] [CONFIGURE ] BWXT: Testing feature 20/29: add_price_rejection [2025-11-21T08:13:38.765055] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T08:13:39.032391] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:39.302736] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:13:39.566815] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:39.834786] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:40.103279] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:40.375229] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:40.647353] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:40.918501] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:41.193330] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:41.468101] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:41.468309] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:13:41.468367] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14060 tests [2025-11-21T08:13:41.468414] [INFO ] [CONFIGURE ] BWXT: Testing feature 21/29: add_range_position [2025-11-21T08:13:41.468459] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T08:13:41.759477] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:42.053497] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:42.351548] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:42.659625] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:42.953591] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:43.251728] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:13:43.543193] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:43.839214] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:44.150430] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:13:44.459311] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:44.459502] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_range_position (score: 30.00%) [2025-11-21T08:13:44.459575] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14059 tests [2025-11-21T08:13:44.459627] [INFO ] [CONFIGURE ] BWXT: Testing feature 22/29: add_realized_volatility [2025-11-21T08:13:44.459685] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T08:13:44.839658] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:45.217931] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:45.621288] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:13:46.002795] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:46.389156] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:46.772792] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:47.183603] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:47.612035] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:48.013252] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:48.423685] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:48.423876] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T08:13:48.423957] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14058 tests [2025-11-21T08:13:48.424029] [INFO ] [CONFIGURE ] BWXT: Testing feature 23/29: add_recent_range_context [2025-11-21T08:13:48.424095] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T08:13:48.721115] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:49.006691] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:49.285262] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:13:49.578800] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:49.849139] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:50.138822] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:50.423848] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:50.699834] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:50.977293] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:51.245364] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:51.245553] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T08:13:51.245607] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14057 tests [2025-11-21T08:13:51.245675] [INFO ] [CONFIGURE ] BWXT: Testing feature 24/29: add_rsi [2025-11-21T08:13:51.245721] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T08:13:51.560909] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:51.866959] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:13:52.173955] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:13:52.488979] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:52.815734] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:13:53.133309] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:53.448491] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:53.772965] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:13:54.094051] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:54.419323] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:54.419524] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T08:13:54.419584] [INFO ] [CONFIGURE ] JOB ETA: 11.3h | Avg: 2.9s/test | Remaining: 14056 tests [2025-11-21T08:13:54.419633] [INFO ] [CONFIGURE ] BWXT: Testing feature 25/29: add_tick_distribution [2025-11-21T08:13:54.419693] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T08:13:54.689076] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:13:54.965413] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:13:55.240622] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:13:55.517432] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:55.788809] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:13:56.083717] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:56.384813] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:13:56.676316] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:56.970893] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:13:57.267868] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:13:57.268067] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:13:57.268129] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14055 tests [2025-11-21T08:13:57.268176] [INFO ] [CONFIGURE ] BWXT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:13:57.268221] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T08:13:57.574365] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:13:57.870259] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:13:58.170491] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:13:58.468871] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:13:58.764533] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:13:59.064711] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:13:59.364091] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:13:59.660695] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:13:59.965242] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:00.270284] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:14:00.270495] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:14:00.270554] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14054 tests [2025-11-21T08:14:00.270602] [INFO ] [CONFIGURE ] BWXT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:14:00.270664] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T08:14:00.572708] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:00.987826] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:14:01.839670] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:14:02.201372] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:14:02.499248] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:14:02.812914] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:03.132156] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:14:03.445570] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:03.763080] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:14:04.086069] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:14:04.086290] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:14:04.086351] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14053 tests [2025-11-21T08:14:04.086391] [INFO ] [CONFIGURE ] BWXT: Testing feature 28/29: add_volume_profile [2025-11-21T08:14:04.086432] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T08:14:04.398767] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:04.717539] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:14:05.033762] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:14:05.346783] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:05.665874] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:14:05.991062] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:06.305118] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:14:06.622174] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:14:06.930105] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:07.237417] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:14:07.237617] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T08:14:07.237697] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14052 tests [2025-11-21T08:14:07.237747] [INFO ] [CONFIGURE ] BWXT: Testing feature 29/29: add_vwap [2025-11-21T08:14:07.237792] [INFO ] [CONFIGURE ] BWXT: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T08:14:07.564299] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:07.887101] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:14:08.209187] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:14:08.523564] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:08.840622] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:14:09.163196] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:09.474911] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:14:09.808639] [DEBUG] [FORECASTER] BWXT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:14:10.129057] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:14:10.429198] [DEBUG] [FORECASTER] BWXT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:14:10.429368] [INFO ] [CONFIGURE ] BWXT: DISCARDED add_vwap (score: 50.00%) [2025-11-21T08:14:10.429425] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14051 tests [2025-11-21T08:14:10.429472] [INFO ] [CONFIGURE ] BWXT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:14:10.429513] [INFO ] [CONFIGURE ] BWXT: Best accuracy: 70.00% [2025-11-21T08:14:10.429556] [INFO ] [CONFIGURE ] BWXT: Best feature set (3 features): ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T08:14:10.429596] [INFO ] [CONFIGURE ] BWXT: Improvement over baseline: 30.00% [2025-11-21T08:14:10.429632] [INFO ] [CONFIGURE ] BWXT: Total time: 1.4 minutes [2025-11-21T08:14:10.429692] [INFO ] [CONFIGURE ] BWXT: Average time per feature: 2.9 seconds [2025-11-21T08:14:10.429731] [INFO ] [CONFIGURE ] BWXT: Average speed: 0.35 features/sec [2025-11-21T08:14:10.430096] [INFO ] [LOCAL ] Saved configuration for BWXT: 3 features, 70.00% accuracy -> ./output/feature-sets/BWXT.json [2025-11-21T08:14:10.430153] [INFO ] [CONFIGURE ] BWXT: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T08:14:10.430202] [INFO ] [sig ] [241/723] Successfully configured BWXT | 0.01 sym/s | Total: 5.7h | ETA: 11.3h [2025-11-21T08:14:10.430246] [INFO ] [sig ] [242/723] Configuring BXMT... [2025-11-21T08:14:10.430285] [INFO ] [CONFIGURE ] BXMT: Configurate test run. [2025-11-21T08:14:10.430325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'. [2025-11-21T08:14:10.507626] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BXMT'. [2025-11-21T08:14:10.507979] [INFO ] [CONFIGURE ] BXMT: Testing with 29 available features [2025-11-21T08:14:10.508043] [INFO ] [CONFIGURE ] BXMT: Establishing baseline with no features... [2025-11-21T08:14:10.680621] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:14:10.849209] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:11.028313] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:14:11.200991] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:11.373740] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:11.561893] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:11.735495] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:11.902690] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:12.081018] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:14:12.249636] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:12.249821] [INFO ] [CONFIGURE ] BXMT: Baseline score (no features): 60.00% [2025-11-21T08:14:12.249870] [INFO ] [CONFIGURE ] BXMT: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:14:12.249909] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:14:12.466399] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:14:12.685150] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:14:12.893562] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:13.100755] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:14:13.306753] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:14:13.508309] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:13.712954] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:14:13.920233] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:14.117896] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:14.326726] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:14.326928] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T08:14:14.326980] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14050 tests [2025-11-21T08:14:14.327020] [INFO ] [CONFIGURE ] BXMT: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:14:14.327055] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:14:14.532025] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:14:14.733712] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:14.940460] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:15.142210] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:15.346282] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:15.564441] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:15.783120] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:16.006523] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:16.224921] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:14:16.446178] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:16.446358] [INFO ] [CONFIGURE ] BXMT: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T08:14:16.446409] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14049 tests [2025-11-21T08:14:16.446449] [INFO ] [CONFIGURE ] BXMT: Testing feature 3/29: add_daily_returns [2025-11-21T08:14:16.446507] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:14:16.681201] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:16.908049] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:17.133674] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:14:17.356266] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:17.632766] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:17.884785] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:18.141009] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:18.393375] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:18.647690] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:18.895007] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:18.895180] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:14:18.895229] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14048 tests [2025-11-21T08:14:18.895268] [INFO ] [CONFIGURE ] BXMT: Testing feature 4/29: add_ema [2025-11-21T08:14:18.895304] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:14:19.175264] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:19.464747] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:14:19.753415] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:20.031996] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:14:20.315139] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:14:20.621184] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:20.907212] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:21.194448] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:21.474752] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:21.758676] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:21.758864] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_ema (score: 40.00%) [2025-11-21T08:14:21.758933] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14047 tests [2025-11-21T08:14:21.758991] [INFO ] [CONFIGURE ] BXMT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:14:21.759042] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:14:22.049987] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:22.323165] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:22.618313] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:22.904255] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:23.183253] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:14:23.475742] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:23.799981] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:24.090306] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:24.383542] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:24.662188] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:24.662391] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T08:14:24.662450] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14046 tests [2025-11-21T08:14:24.662500] [INFO ] [CONFIGURE ] BXMT: Testing feature 6/29: add_failed_moves [2025-11-21T08:14:24.662545] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:14:24.901675] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:14:25.144502] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:25.384165] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:25.639045] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:25.878155] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:26.118386] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:26.386290] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:26.633899] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:26.880226] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:14:27.124900] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:27.125084] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T08:14:27.125144] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14045 tests [2025-11-21T08:14:27.125192] [INFO ] [CONFIGURE ] BXMT: Testing feature 7/29: add_lag_shelf [2025-11-21T08:14:27.125237] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:14:27.364125] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:14:27.613328] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:27.850564] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:28.087591] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:28.290751] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:28.503816] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:28.714850] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:28.989617] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:29.267827] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:14:29.485558] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:29.485780] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:14:29.485853] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14044 tests [2025-11-21T08:14:29.485905] [INFO ] [CONFIGURE ] BXMT: Testing feature 8/29: add_macd [2025-11-21T08:14:29.485955] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:14:29.804812] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:30.126492] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:30.452251] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:30.762697] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:31.076113] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:31.400782] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:31.726684] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:32.051766] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:32.366362] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:32.708168] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:32.708402] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:14:32.708461] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14043 tests [2025-11-21T08:14:32.708512] [INFO ] [CONFIGURE ] BXMT: Testing feature 9/29: add_mfi [2025-11-21T08:14:32.708558] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T08:14:32.956344] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:33.203863] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:33.439470] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:33.676706] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:33.915666] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:34.153065] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:34.401215] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:34.640083] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:34.882129] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:14:35.119525] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:35.119767] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:14:35.119828] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14042 tests [2025-11-21T08:14:35.119873] [INFO ] [CONFIGURE ] BXMT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:14:35.119916] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:14:35.422931] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:14:35.749475] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:14:36.058880] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:36.367299] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:36.676455] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:36.988083] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:37.299385] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:37.625947] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:37.950398] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:38.260792] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:38.260987] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:14:38.261043] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14041 tests [2025-11-21T08:14:38.261089] [INFO ] [CONFIGURE ] BXMT: Testing feature 11/29: add_obv_daily [2025-11-21T08:14:38.261130] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:14:38.502625] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:38.743279] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:38.989942] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:39.254461] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:39.505979] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:39.747433] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:39.986851] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:40.262381] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:40.535079] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:40.773834] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:40.774008] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:14:40.774066] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14040 tests [2025-11-21T08:14:40.774113] [INFO ] [CONFIGURE ] BXMT: Testing feature 12/29: add_obv_interval [2025-11-21T08:14:40.774157] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:14:40.997799] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:14:41.222771] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:41.451271] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:14:41.673853] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:41.897192] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:42.118988] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:42.344793] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:42.575672] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:42.804082] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:43.031548] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:43.031769] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:14:43.031823] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14039 tests [2025-11-21T08:14:43.031871] [INFO ] [CONFIGURE ] BXMT: Testing feature 13/29: add_opening_strength [2025-11-21T08:14:43.031909] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:14:43.282149] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:43.542159] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:43.795963] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:14:44.056384] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:44.313367] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:44.567827] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:44.858943] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:45.125682] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:45.386994] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:45.644111] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:45.644275] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T08:14:45.644330] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14038 tests [2025-11-21T08:14:45.644375] [INFO ] [CONFIGURE ] BXMT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:14:45.644416] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:14:45.879781] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:46.117099] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:14:46.354392] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:46.590346] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:46.829427] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:47.068467] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:47.308126] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:47.578769] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:47.817963] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:48.081933] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:48.082117] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T08:14:48.082174] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14037 tests [2025-11-21T08:14:48.082213] [INFO ] [CONFIGURE ] BXMT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:14:48.082254] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:14:48.321589] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:48.557089] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:48.790550] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:49.036603] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:49.264720] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:49.496892] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:49.738266] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:49.982417] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:50.227858] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:50.475414] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:50.475616] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T08:14:50.475730] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14036 tests [2025-11-21T08:14:50.475812] [INFO ] [CONFIGURE ] BXMT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:14:50.475862] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:14:50.752015] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:51.022353] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:14:51.278616] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:51.537006] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:51.799882] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:52.041464] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:52.283505] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:52.528836] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:52.785029] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:53.037741] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:53.037915] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T08:14:53.037971] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14035 tests [2025-11-21T08:14:53.038016] [INFO ] [CONFIGURE ] BXMT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:14:53.038078] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T08:14:53.264795] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:53.498261] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:14:53.734066] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:53.968108] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:14:54.199295] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:54.433248] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:54.665448] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:54.906036] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:55.138205] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:55.376742] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:55.376934] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:14:55.376990] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14034 tests [2025-11-21T08:14:55.377037] [INFO ] [CONFIGURE ] BXMT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:14:55.377107] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T08:14:55.594946] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:14:55.811387] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:14:56.029929] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:56.246177] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:56.475116] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:14:56.693904] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:56.929492] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:57.154409] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:57.380581] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:14:57.609679] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:57.609997] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T08:14:57.610060] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14033 tests [2025-11-21T08:14:57.610154] [INFO ] [CONFIGURE ] BXMT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:14:57.610230] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T08:14:57.835834] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:14:58.054440] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:14:58.275757] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:14:58.499019] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:14:58.722452] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:14:58.945542] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:14:59.167572] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:14:59.385366] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:14:59.603509] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:14:59.824052] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:14:59.824222] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T08:14:59.824270] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14032 tests [2025-11-21T08:14:59.824308] [INFO ] [CONFIGURE ] BXMT: Testing feature 20/29: add_price_rejection [2025-11-21T08:14:59.824344] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T08:15:00.122533] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:00.878452] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:15:01.250129] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:01.490390] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:01.767492] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:02.036913] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:02.316351] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:02.603664] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:02.889460] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:03.180583] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:03.180803] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:15:03.180866] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14031 tests [2025-11-21T08:15:03.180919] [INFO ] [CONFIGURE ] BXMT: Testing feature 21/29: add_range_position [2025-11-21T08:15:03.180987] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T08:15:03.493408] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:03.796295] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:15:04.083389] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:04.385327] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:15:04.674735] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:04.953409] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:05.256167] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:05.538957] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:05.849928] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:06.158028] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:06.158238] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T08:15:06.158295] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14030 tests [2025-11-21T08:15:06.158336] [INFO ] [CONFIGURE ] BXMT: Testing feature 22/29: add_realized_volatility [2025-11-21T08:15:06.158401] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T08:15:06.527147] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:06.891911] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:15:07.271848] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:07.662379] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:08.043572] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:08.416465] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:08.809880] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:09.198237] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:09.574937] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:09.959360] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:09.959546] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:15:09.959607] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14029 tests [2025-11-21T08:15:09.959679] [INFO ] [CONFIGURE ] BXMT: Testing feature 23/29: add_recent_range_context [2025-11-21T08:15:09.959727] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T08:15:10.241718] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:10.512154] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:15:10.778419] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:11.062419] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:11.333466] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:11.611520] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:11.886186] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:12.155877] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:12.423402] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:12.677887] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:12.678096] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T08:15:12.678167] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14028 tests [2025-11-21T08:15:12.678223] [INFO ] [CONFIGURE ] BXMT: Testing feature 24/29: add_rsi [2025-11-21T08:15:12.678270] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T08:15:12.982694] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:13.274632] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:15:13.586232] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:13.883570] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:15:14.178115] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:14.490029] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:14.792233] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:15.086219] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:15.391561] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:15.698142] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:15.698338] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T08:15:15.698399] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14027 tests [2025-11-21T08:15:15.698448] [INFO ] [CONFIGURE ] BXMT: Testing feature 25/29: add_tick_distribution [2025-11-21T08:15:15.698491] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T08:15:15.953898] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:16.278706] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:15:16.639607] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:16.893450] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:17.112744] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:17.328036] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:17.569038] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:15:17.821287] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:18.073604] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:18.315272] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:18.315452] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:15:18.315512] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14026 tests [2025-11-21T08:15:18.315563] [INFO ] [CONFIGURE ] BXMT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:15:18.315609] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T08:15:18.542183] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:18.760609] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:15:18.984223] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:19.217366] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:19.463038] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:19.694335] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:19.920548] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:20.173791] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:20.435101] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:20.690075] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:20.690260] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:15:20.690333] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14025 tests [2025-11-21T08:15:20.690407] [INFO ] [CONFIGURE ] BXMT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:15:20.690468] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T08:15:20.971138] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:21.253253] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:15:21.531296] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:15:21.819240] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:22.073563] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:22.327842] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:22.586182] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:22.839745] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:23.092742] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:23.341795] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:23.341994] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T08:15:23.342054] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14024 tests [2025-11-21T08:15:23.342103] [INFO ] [CONFIGURE ] BXMT: Testing feature 28/29: add_volume_profile [2025-11-21T08:15:23.342146] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T08:15:23.587477] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:23.831516] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:15:24.067128] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:15:24.312278] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:24.577018] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:24.820434] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:25.065930] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:25.302345] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:25.534353] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:25.765798] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:25.765968] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T08:15:25.766024] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14023 tests [2025-11-21T08:15:25.766072] [INFO ] [CONFIGURE ] BXMT: Testing feature 29/29: add_vwap [2025-11-21T08:15:25.766114] [INFO ] [CONFIGURE ] BXMT: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T08:15:25.992708] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:26.217766] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:15:26.441109] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:26.679945] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:26.917165] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:15:27.159959] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:15:27.397034] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:15:27.640105] [DEBUG] [FORECASTER] BXMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:27.879530] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:28.119611] [DEBUG] [FORECASTER] BXMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:15:28.119798] [INFO ] [CONFIGURE ] BXMT: DISCARDED add_vwap (score: 50.00%) [2025-11-21T08:15:28.119857] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14022 tests [2025-11-21T08:15:28.119905] [INFO ] [CONFIGURE ] BXMT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:15:28.119949] [INFO ] [CONFIGURE ] BXMT: Best accuracy: 70.00% [2025-11-21T08:15:28.119991] [INFO ] [CONFIGURE ] BXMT: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T08:15:28.120025] [INFO ] [CONFIGURE ] BXMT: Improvement over baseline: 10.00% [2025-11-21T08:15:28.120062] [INFO ] [CONFIGURE ] BXMT: Total time: 1.3 minutes [2025-11-21T08:15:28.120099] [INFO ] [CONFIGURE ] BXMT: Average time per feature: 2.6 seconds [2025-11-21T08:15:28.120137] [INFO ] [CONFIGURE ] BXMT: Average speed: 0.38 features/sec [2025-11-21T08:15:28.120500] [INFO ] [LOCAL ] Saved configuration for BXMT: 1 features, 70.00% accuracy -> ./output/feature-sets/BXMT.json [2025-11-21T08:15:28.120559] [INFO ] [CONFIGURE ] BXMT: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T08:15:28.120608] [INFO ] [sig ] [242/723] Successfully configured BXMT | 0.01 sym/s | Total: 5.7h | ETA: 11.3h [2025-11-21T08:15:28.120672] [INFO ] [sig ] [243/723] Configuring BXMX... [2025-11-21T08:15:28.120716] [INFO ] [CONFIGURE ] BXMX: Configurate test run. [2025-11-21T08:15:28.120756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-11-21T08:15:28.197860] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BXMX'. [2025-11-21T08:15:28.198204] [INFO ] [CONFIGURE ] BXMX: Testing with 29 available features [2025-11-21T08:15:28.198269] [INFO ] [CONFIGURE ] BXMX: Establishing baseline with no features... [2025-11-21T08:15:28.368375] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:15:28.533483] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:28.707714] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:28.871451] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:29.037779] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:29.207790] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:29.374854] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:29.547278] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:15:29.716558] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:29.884353] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:29.884639] [INFO ] [CONFIGURE ] BXMX: Baseline score (no features): 60.00% [2025-11-21T08:15:29.884781] [INFO ] [CONFIGURE ] BXMX: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:15:29.884858] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:15:30.085776] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:15:30.287682] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:30.494409] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:30.700050] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:15:30.904979] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:31.104693] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:31.317200] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:31.518304] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:31.727081] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:31.931699] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:31.931869] [INFO ] [CONFIGURE ] BXMX: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T08:15:31.931918] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14021 tests [2025-11-21T08:15:31.931958] [INFO ] [CONFIGURE ] BXMX: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:15:31.931996] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:15:32.159148] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:32.387114] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:32.619513] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:32.886196] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:33.151617] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:15:33.406898] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:33.641534] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:33.870582] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:34.101185] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:34.359022] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:34.359189] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T08:15:34.359244] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14020 tests [2025-11-21T08:15:34.359291] [INFO ] [CONFIGURE ] BXMX: Testing feature 3/29: add_daily_returns [2025-11-21T08:15:34.359333] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:15:34.590403] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:34.813124] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:35.026425] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:35.241726] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:35.460024] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:15:35.693840] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:35.911165] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:15:36.125847] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:36.345231] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:36.561464] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:36.561663] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:15:36.561750] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14019 tests [2025-11-21T08:15:36.561804] [INFO ] [CONFIGURE ] BXMX: Testing feature 4/29: add_ema [2025-11-21T08:15:36.561861] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:15:36.809106] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:37.054091] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:37.301657] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:37.549256] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:37.794770] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:15:38.027567] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:38.266779] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:15:38.502745] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:38.743123] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:38.982801] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:38.982993] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:15:38.983045] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14018 tests [2025-11-21T08:15:38.983087] [INFO ] [CONFIGURE ] BXMX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:15:38.983123] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:15:39.220710] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:39.459391] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:39.700504] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:39.945776] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:40.185827] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:15:40.431697] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:40.674392] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:40.918857] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:41.173847] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:41.428441] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:41.428632] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:15:41.428710] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14017 tests [2025-11-21T08:15:41.428759] [INFO ] [CONFIGURE ] BXMX: Testing feature 6/29: add_failed_moves [2025-11-21T08:15:41.428801] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T08:15:41.637483] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:15:41.850510] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:42.059290] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:15:42.274262] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:15:42.488384] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:42.707166] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:42.947637] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:15:43.164449] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:43.380439] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:43.597336] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:43.597524] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T08:15:43.597575] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14016 tests [2025-11-21T08:15:43.597615] [INFO ] [CONFIGURE ] BXMX: Testing feature 7/29: add_lag_shelf [2025-11-21T08:15:43.597674] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T08:15:43.816765] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:44.033598] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:44.257347] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:44.481389] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:15:44.688151] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:44.887922] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:45.089254] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:45.290584] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:45.493523] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:45.701502] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:45.701866] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:15:45.701977] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14015 tests [2025-11-21T08:15:45.702065] [INFO ] [CONFIGURE ] BXMX: Testing feature 8/29: add_macd [2025-11-21T08:15:45.702141] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T08:15:45.994369] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:46.290126] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:46.579484] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:15:46.896428] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:47.195434] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:47.496923] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:47.802403] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:48.105604] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:48.404049] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:48.699962] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:48.700155] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:15:48.700211] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14014 tests [2025-11-21T08:15:48.700258] [INFO ] [CONFIGURE ] BXMX: Testing feature 9/29: add_mfi [2025-11-21T08:15:48.700302] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T08:15:48.905424] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:15:49.116207] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:49.319465] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:49.521419] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:15:49.724681] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:49.931187] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:50.141967] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:50.350380] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:50.553609] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:50.762574] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:50.762779] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:15:50.762836] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14013 tests [2025-11-21T08:15:50.762884] [INFO ] [CONFIGURE ] BXMX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:15:50.762927] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:15:51.061441] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:15:51.358114] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:51.655915] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:51.949630] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:52.228714] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:52.499393] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:52.807836] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:53.104529] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:53.394815] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:53.699157] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:53.699396] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:15:53.699454] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14012 tests [2025-11-21T08:15:53.699503] [INFO ] [CONFIGURE ] BXMX: Testing feature 11/29: add_obv_daily [2025-11-21T08:15:53.699546] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T08:15:53.916057] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:15:54.133875] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:54.371795] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:54.589249] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:54.809976] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:15:55.026577] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:55.246798] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:55.465724] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:55.683598] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:15:55.909696] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:55.909888] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T08:15:55.909939] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14011 tests [2025-11-21T08:15:55.909980] [INFO ] [CONFIGURE ] BXMX: Testing feature 12/29: add_obv_interval [2025-11-21T08:15:55.910016] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T08:15:56.138074] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:15:56.357350] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:56.575493] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:56.795557] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:57.024204] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:57.249908] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:57.480737] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:15:57.714565] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:15:57.934680] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:15:58.152396] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:15:58.152572] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:15:58.152621] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14010 tests [2025-11-21T08:15:58.152683] [INFO ] [CONFIGURE ] BXMX: Testing feature 13/29: add_opening_strength [2025-11-21T08:15:58.152898] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:15:58.384132] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:15:58.615876] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:15:58.850241] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:15:59.091349] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:15:59.335132] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:15:59.579773] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:15:59.831548] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:00.079307] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:01.037163] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:01.519112] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:01.519329] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:16:01.519391] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14009 tests [2025-11-21T08:16:01.519443] [INFO ] [CONFIGURE ] BXMX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:16:01.519489] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T08:16:01.771834] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:02.044156] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:02.326938] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:02.603208] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:16:02.893593] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:03.160335] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:03.405510] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:16:03.660349] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:03.910839] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:04.156266] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:04.156459] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:16:04.156516] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14008 tests [2025-11-21T08:16:04.156563] [INFO ] [CONFIGURE ] BXMX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:16:04.156692] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T08:16:04.379882] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:16:04.596508] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:04.823076] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:05.052970] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:16:05.290746] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:05.513182] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:05.735327] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:05.956166] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:06.188494] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:06.427858] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:06.428204] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T08:16:06.428311] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14007 tests [2025-11-21T08:16:06.428414] [INFO ] [CONFIGURE ] BXMX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:16:06.428528] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T08:16:06.677234] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:06.934829] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:07.202235] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:07.451954] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:16:07.711060] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:07.980892] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:08.250513] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:16:08.511225] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:08.769970] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:09.043010] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:09.043356] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:16:09.043467] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14006 tests [2025-11-21T08:16:09.043573] [INFO ] [CONFIGURE ] BXMX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:16:09.043724] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T08:16:09.318547] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:09.582848] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:09.850686] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:10.105463] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:16:10.355268] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:16:10.608105] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:10.861053] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:11.102731] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:11.369200] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:11.620699] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:11.620922] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:16:11.620983] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14005 tests [2025-11-21T08:16:11.621029] [INFO ] [CONFIGURE ] BXMX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:16:11.621071] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T08:16:11.841856] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:12.062700] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:12.286244] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:12.525598] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:16:12.769674] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:12.995733] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:13.221239] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:13.457995] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:13.683296] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:13.904231] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:13.904422] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:16:13.904471] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14004 tests [2025-11-21T08:16:13.904514] [INFO ] [CONFIGURE ] BXMX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:16:13.904551] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T08:16:14.136470] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:14.361742] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:14.592802] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:14.817736] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:16:15.037108] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:15.261430] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:15.482541] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:15.705877] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:15.948121] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:16.191098] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:16.191283] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:16:16.191339] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14003 tests [2025-11-21T08:16:16.191380] [INFO ] [CONFIGURE ] BXMX: Testing feature 20/29: add_price_rejection [2025-11-21T08:16:16.191416] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T08:16:16.446528] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:16:16.711348] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:16.968379] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:17.225769] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:16:17.470927] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:17.718780] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:17.975834] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:16:18.241926] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:18.510263] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:18.779776] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:18.779978] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:16:18.780045] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14002 tests [2025-11-21T08:16:18.780099] [INFO ] [CONFIGURE ] BXMX: Testing feature 21/29: add_range_position [2025-11-21T08:16:18.780154] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T08:16:19.076334] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:16:19.371097] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:19.668796] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:19.942726] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:16:20.213586] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:20.486739] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:20.761420] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:21.032390] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:21.308665] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:21.587898] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:21.588079] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_range_position (score: 60.00%) [2025-11-21T08:16:21.588138] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14001 tests [2025-11-21T08:16:21.588190] [INFO ] [CONFIGURE ] BXMX: Testing feature 22/29: add_realized_volatility [2025-11-21T08:16:21.588234] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T08:16:21.932966] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:22.282191] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:22.628986] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:22.989626] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:16:23.336426] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:23.652814] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:23.970325] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:24.298164] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:24.620260] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:24.953785] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:24.954011] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T08:16:24.954071] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 14000 tests [2025-11-21T08:16:24.954119] [INFO ] [CONFIGURE ] BXMX: Testing feature 23/29: add_recent_range_context [2025-11-21T08:16:24.954155] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T08:16:25.186933] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:16:25.455933] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:25.696518] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:25.933908] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:16:26.148268] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:26.352976] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:26.562178] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:26.775778] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:26.987069] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:27.200837] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:27.201023] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:16:27.201070] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13999 tests [2025-11-21T08:16:27.201108] [INFO ] [CONFIGURE ] BXMX: Testing feature 24/29: add_rsi [2025-11-21T08:16:27.201143] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T08:16:27.463343] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:16:27.730174] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:28.010632] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:28.278200] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:16:28.543368] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:28.816603] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:29.085612] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:29.351944] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:29.619399] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:29.884932] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:29.885294] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_rsi (score: 50.00%) [2025-11-21T08:16:29.885348] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13998 tests [2025-11-21T08:16:29.885386] [INFO ] [CONFIGURE ] BXMX: Testing feature 25/29: add_tick_distribution [2025-11-21T08:16:29.885445] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T08:16:30.101667] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:30.305811] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:30.509515] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:30.714906] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:16:30.927706] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:16:31.133151] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:31.344894] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:16:31.562449] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:31.777472] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:31.997477] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:31.997680] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:16:31.997758] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13997 tests [2025-11-21T08:16:31.997811] [INFO ] [CONFIGURE ] BXMX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:16:31.997859] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T08:16:32.208614] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:32.419218] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:32.636042] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:32.867078] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:16:33.093918] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:33.332380] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:33.568908] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:16:33.791437] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:34.014794] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:34.232839] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:34.233011] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T08:16:34.233099] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13996 tests [2025-11-21T08:16:34.233164] [INFO ] [CONFIGURE ] BXMX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:16:34.233216] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T08:16:34.457275] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:34.680835] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:34.904047] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:35.126089] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:16:35.352817] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:35.589457] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:35.815017] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:36.043127] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:36.271635] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:36.502688] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:36.502874] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:16:36.502930] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13995 tests [2025-11-21T08:16:36.502977] [INFO ] [CONFIGURE ] BXMX: Testing feature 28/29: add_volume_profile [2025-11-21T08:16:36.503021] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T08:16:36.714826] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:16:36.930823] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:37.148159] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:37.370371] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:16:37.607468] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:16:37.833571] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:38.087779] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:38.327054] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:38.555376] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:38.787698] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:38.787860] [INFO ] [CONFIGURE ] BXMX: KEPT add_volume_profile (score: 80.00%) [2025-11-21T08:16:38.787908] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13994 tests [2025-11-21T08:16:38.787946] [INFO ] [CONFIGURE ] BXMX: Testing feature 29/29: add_vwap [2025-11-21T08:16:38.787981] [INFO ] [CONFIGURE ] BXMX: Testing with features: ['add_bollinger_bands', 'add_volume_profile', 'add_vwap'] [2025-11-21T08:16:39.083283] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:16:39.346247] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:39.612851] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:16:39.875725] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:16:40.119087] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:40.386354] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:16:40.640936] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:40.885425] [DEBUG] [FORECASTER] BXMX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:41.127981] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:41.374544] [DEBUG] [FORECASTER] BXMX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:16:41.374752] [INFO ] [CONFIGURE ] BXMX: DISCARDED add_vwap (score: 40.00%) [2025-11-21T08:16:41.374833] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13993 tests [2025-11-21T08:16:41.374883] [INFO ] [CONFIGURE ] BXMX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:16:41.374930] [INFO ] [CONFIGURE ] BXMX: Best accuracy: 80.00% [2025-11-21T08:16:41.374975] [INFO ] [CONFIGURE ] BXMX: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T08:16:41.375017] [INFO ] [CONFIGURE ] BXMX: Improvement over baseline: 20.00% [2025-11-21T08:16:41.375057] [INFO ] [CONFIGURE ] BXMX: Total time: 1.2 minutes [2025-11-21T08:16:41.375097] [INFO ] [CONFIGURE ] BXMX: Average time per feature: 2.5 seconds [2025-11-21T08:16:41.375137] [INFO ] [CONFIGURE ] BXMX: Average speed: 0.41 features/sec [2025-11-21T08:16:41.375621] [INFO ] [LOCAL ] Saved configuration for BXMX: 2 features, 80.00% accuracy -> ./output/feature-sets/BXMX.json [2025-11-21T08:16:41.375712] [INFO ] [CONFIGURE ] BXMX: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:16:41.375764] [INFO ] [sig ] [243/723] Successfully configured BXMX | 0.01 sym/s | Total: 5.7h | ETA: 11.3h [2025-11-21T08:16:41.375812] [INFO ] [sig ] [244/723] Configuring BXP... [2025-11-21T08:16:41.375857] [INFO ] [CONFIGURE ] BXP: Configurate test run. [2025-11-21T08:16:41.375899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-11-21T08:16:41.484330] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BXP'. [2025-11-21T08:16:41.484797] [INFO ] [CONFIGURE ] BXP: Testing with 29 available features [2025-11-21T08:16:41.484864] [INFO ] [CONFIGURE ] BXP: Establishing baseline with no features... [2025-11-21T08:16:41.661836] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:16:41.840495] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:16:42.017227] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:42.192224] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:16:42.361730] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:42.565923] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:16:42.758415] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:42.933841] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:43.110767] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:43.299821] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:16:43.299977] [INFO ] [CONFIGURE ] BXP: Baseline score (no features): 50.00% [2025-11-21T08:16:43.300024] [INFO ] [CONFIGURE ] BXP: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:16:43.300063] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:16:43.540854] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:16:43.768786] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:16:43.995597] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:16:44.214821] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:16:44.422368] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:44.632970] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:16:44.859551] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:45.082748] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:16:45.313753] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:45.547627] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:16:45.547964] [INFO ] [CONFIGURE ] BXP: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T08:16:45.548077] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13992 tests [2025-11-21T08:16:45.548191] [INFO ] [CONFIGURE ] BXP: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:16:45.548301] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:16:45.776763] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:16:46.003335] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:16:46.228289] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:16:46.452557] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:16:46.672967] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:46.897395] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:16:47.121360] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:47.354985] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:47.583318] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:47.814068] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:16:47.814403] [INFO ] [CONFIGURE ] BXP: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T08:16:47.814509] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13991 tests [2025-11-21T08:16:47.814594] [INFO ] [CONFIGURE ] BXP: Testing feature 3/29: add_daily_returns [2025-11-21T08:16:47.814703] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns'] [2025-11-21T08:16:48.013172] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:16:48.215046] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:48.416632] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:16:48.613229] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:16:48.815111] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:16:49.020901] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:16:49.222808] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:49.419561] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:49.619936] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:49.820817] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:16:49.820990] [INFO ] [CONFIGURE ] BXP: KEPT add_daily_returns (score: 60.00%) [2025-11-21T08:16:49.821040] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13990 tests [2025-11-21T08:16:49.821079] [INFO ] [CONFIGURE ] BXP: Testing feature 4/29: add_ema [2025-11-21T08:16:49.821117] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T08:16:50.055624] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:16:50.290082] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:50.536035] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:50.777878] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:16:51.019395] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:16:51.250216] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:16:51.488428] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:51.728095] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:51.982189] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:52.222742] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:16:52.222926] [INFO ] [CONFIGURE ] BXP: KEPT add_ema (score: 80.00%) [2025-11-21T08:16:52.222976] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13989 tests [2025-11-21T08:16:52.223014] [INFO ] [CONFIGURE ] BXP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:16:52.223048] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:16:52.510456] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:16:52.805928] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:16:53.104378] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:53.384475] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:16:53.666845] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:16:53.954861] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:16:54.245092] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:54.527801] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:16:54.813238] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:16:55.096962] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:16:55.097186] [INFO ] [CONFIGURE ] BXP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T08:16:55.097271] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13988 tests [2025-11-21T08:16:55.097319] [INFO ] [CONFIGURE ] BXP: Testing feature 6/29: add_failed_moves [2025-11-21T08:16:55.097360] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T08:16:55.340597] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:16:55.588501] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:55.827503] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:56.070828] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:16:56.327912] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:16:56.580807] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:16:56.840946] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:57.095177] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:57.345967] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:16:57.592271] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:16:57.592477] [INFO ] [CONFIGURE ] BXP: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T08:16:57.592537] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13987 tests [2025-11-21T08:16:57.592583] [INFO ] [CONFIGURE ] BXP: Testing feature 7/29: add_lag_shelf [2025-11-21T08:16:57.592626] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T08:16:57.843000] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:16:58.083364] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:16:58.327168] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:16:58.566195] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:16:58.812731] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:16:59.064424] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:16:59.309303] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:16:59.559470] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:16:59.818170] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:17:00.064432] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:00.064630] [INFO ] [CONFIGURE ] BXP: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T08:17:00.064712] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13986 tests [2025-11-21T08:17:00.064927] [INFO ] [CONFIGURE ] BXP: Testing feature 8/29: add_macd [2025-11-21T08:17:00.065012] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T08:17:00.405807] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:01.571084] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:01.921196] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:02.261264] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:02.593474] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:02.926228] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:17:03.255184] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:03.600519] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:03.938144] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:04.267542] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:04.267744] [INFO ] [CONFIGURE ] BXP: DISCARDED add_macd (score: 70.00%) [2025-11-21T08:17:04.267841] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13985 tests [2025-11-21T08:17:04.267891] [INFO ] [CONFIGURE ] BXP: Testing feature 9/29: add_mfi [2025-11-21T08:17:04.267932] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T08:17:04.512116] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:04.757774] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:05.004789] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:05.255815] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:05.510367] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:05.765899] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:06.014126] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:06.270552] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:06.516231] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:17:06.761678] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:06.761868] [INFO ] [CONFIGURE ] BXP: DISCARDED add_mfi (score: 80.00%) [2025-11-21T08:17:06.761923] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13984 tests [2025-11-21T08:17:06.761968] [INFO ] [CONFIGURE ] BXP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:17:06.762010] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:17:07.094437] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:07.429526] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:07.772344] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:08.112258] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:08.468857] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:08.793423] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:09.129863] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:09.481992] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:09.830392] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:10.186580] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:10.186813] [INFO ] [CONFIGURE ] BXP: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T08:17:10.186876] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13983 tests [2025-11-21T08:17:10.186966] [INFO ] [CONFIGURE ] BXP: Testing feature 11/29: add_obv_daily [2025-11-21T08:17:10.187017] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-21T08:17:10.464103] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:17:10.729708] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:11.002381] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:11.268947] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:17:11.540253] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:11.806231] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:12.083550] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:12.350435] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:12.636253] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:12.968695] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:12.968948] [INFO ] [CONFIGURE ] BXP: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:17:12.969029] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13982 tests [2025-11-21T08:17:12.969084] [INFO ] [CONFIGURE ] BXP: Testing feature 12/29: add_obv_interval [2025-11-21T08:17:12.969123] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-21T08:17:13.274290] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:13.546153] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:13.797811] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:14.039558] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:14.279219] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:17:14.509016] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:14.738957] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:14.970446] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:15.212467] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:15.461909] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:15.462103] [INFO ] [CONFIGURE ] BXP: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:17:15.462187] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13981 tests [2025-11-21T08:17:15.462238] [INFO ] [CONFIGURE ] BXP: Testing feature 13/29: add_opening_strength [2025-11-21T08:17:15.462283] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-21T08:17:15.719153] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:15.972092] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:16.229357] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:16.482591] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:16.748922] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:17.006122] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:17.259682] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:17.529169] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:17.800127] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:18.056730] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:18.056917] [INFO ] [CONFIGURE ] BXP: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T08:17:18.056977] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13980 tests [2025-11-21T08:17:18.057033] [INFO ] [CONFIGURE ] BXP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:17:18.057084] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T08:17:18.309881] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:17:18.569163] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:18.824306] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:19.087438] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:19.347841] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:19.633084] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:19.891702] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:20.155593] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:20.416733] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:20.685867] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:20.686063] [INFO ] [CONFIGURE ] BXP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:17:20.686123] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13979 tests [2025-11-21T08:17:20.686172] [INFO ] [CONFIGURE ] BXP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:17:20.686218] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T08:17:20.920494] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:21.148325] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:17:21.372244] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:21.595466] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:21.826198] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:22.058292] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:22.281509] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:22.510706] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:22.742661] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:22.977400] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:22.977603] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:17:22.977746] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13978 tests [2025-11-21T08:17:22.977802] [INFO ] [CONFIGURE ] BXP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:17:22.977849] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T08:17:23.230902] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:23.486084] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:23.739761] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:23.993437] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:24.246206] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:24.499404] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:24.757481] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:17:25.011090] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:25.263450] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:25.518769] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:25.518949] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:17:25.519008] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13977 tests [2025-11-21T08:17:25.519133] [INFO ] [CONFIGURE ] BXP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:17:25.519192] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T08:17:25.775393] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:26.021577] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:17:26.274853] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:26.539591] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:17:26.809003] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:27.063786] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:27.321933] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:27.581851] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:27.837505] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:17:28.086890] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:28.087103] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:17:28.087162] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13976 tests [2025-11-21T08:17:28.087211] [INFO ] [CONFIGURE ] BXP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:17:28.087256] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T08:17:28.305481] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:28.525503] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:28.742484] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:28.957239] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:29.180889] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:17:29.405981] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:29.625763] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:29.849579] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:30.075546] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:30.293661] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:30.293831] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:17:30.293906] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13975 tests [2025-11-21T08:17:30.293959] [INFO ] [CONFIGURE ] BXP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:17:30.294017] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T08:17:30.519319] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:30.744515] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:30.970130] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:31.195984] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:31.418829] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:31.647905] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:31.891900] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:32.117164] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:32.337108] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:32.561829] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:32.561997] [INFO ] [CONFIGURE ] BXP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:17:32.562049] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13974 tests [2025-11-21T08:17:32.562090] [INFO ] [CONFIGURE ] BXP: Testing feature 20/29: add_price_rejection [2025-11-21T08:17:32.562127] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-21T08:17:32.796152] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:33.040450] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:33.282729] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:33.527457] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:33.777620] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:34.033519] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:34.285803] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:34.534476] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:34.780489] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:35.030850] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:35.031076] [INFO ] [CONFIGURE ] BXP: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:17:35.031151] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13973 tests [2025-11-21T08:17:35.031204] [INFO ] [CONFIGURE ] BXP: Testing feature 21/29: add_range_position [2025-11-21T08:17:35.031249] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-21T08:17:35.315355] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:17:35.602184] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:35.873562] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:36.134145] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:36.396014] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:17:36.658328] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:36.922702] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:37.191981] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:37.459103] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:17:37.725660] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:37.725852] [INFO ] [CONFIGURE ] BXP: DISCARDED add_range_position (score: 60.00%) [2025-11-21T08:17:37.725911] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13972 tests [2025-11-21T08:17:37.725964] [INFO ] [CONFIGURE ] BXP: Testing feature 22/29: add_realized_volatility [2025-11-21T08:17:37.726008] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_realized_volatility'] [2025-11-21T08:17:38.104027] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:38.452405] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:38.829002] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:39.169822] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:39.512337] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:39.874538] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:17:40.252668] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:40.631428] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:41.009875] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:41.359089] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:41.359301] [INFO ] [CONFIGURE ] BXP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:17:41.359360] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13971 tests [2025-11-21T08:17:41.359409] [INFO ] [CONFIGURE ] BXP: Testing feature 23/29: add_recent_range_context [2025-11-21T08:17:41.359446] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_recent_range_context'] [2025-11-21T08:17:41.611373] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:41.876265] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:42.107586] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:42.337733] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:42.570903] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:17:42.804422] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:43.055198] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:43.286687] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:43.530178] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:43.763352] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:43.763575] [INFO ] [CONFIGURE ] BXP: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:17:43.763636] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13970 tests [2025-11-21T08:17:43.763705] [INFO ] [CONFIGURE ] BXP: Testing feature 24/29: add_rsi [2025-11-21T08:17:43.763751] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T08:17:44.006251] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:44.252270] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:44.500056] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:44.750080] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:45.012962] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:45.277531] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:45.543887] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:45.811803] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:46.077140] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:46.332429] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:46.332602] [INFO ] [CONFIGURE ] BXP: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:17:46.332678] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13969 tests [2025-11-21T08:17:46.332727] [INFO ] [CONFIGURE ] BXP: Testing feature 25/29: add_tick_distribution [2025-11-21T08:17:46.332775] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_tick_distribution'] [2025-11-21T08:17:46.571513] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:46.809765] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:47.045711] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:47.283076] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:47.524917] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:47.763940] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:48.007966] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:48.263510] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:48.503026] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:48.742043] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:48.742214] [INFO ] [CONFIGURE ] BXP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:17:48.742261] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13968 tests [2025-11-21T08:17:48.742306] [INFO ] [CONFIGURE ] BXP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:17:48.742346] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T08:17:48.983047] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:49.221433] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:17:49.467435] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:49.713747] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:49.967966] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:50.220812] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:50.468039] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:50.723428] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:50.981177] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:51.220020] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:51.220195] [INFO ] [CONFIGURE ] BXP: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:17:51.220251] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13967 tests [2025-11-21T08:17:51.220298] [INFO ] [CONFIGURE ] BXP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:17:51.220338] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T08:17:51.463362] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:51.718964] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:17:51.974870] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:52.225686] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:52.476775] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:52.741986] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:53.005820] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:53.256253] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:53.509516] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:53.796979] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:53.797182] [INFO ] [CONFIGURE ] BXP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:17:53.797241] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13966 tests [2025-11-21T08:17:53.797353] [INFO ] [CONFIGURE ] BXP: Testing feature 28/29: add_volume_profile [2025-11-21T08:17:53.797401] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_profile'] [2025-11-21T08:17:54.046478] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:17:54.293268] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:54.539721] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:17:54.785762] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:55.028950] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:55.272571] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:55.519314] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:55.768623] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:17:56.014228] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:17:56.259280] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:56.259467] [INFO ] [CONFIGURE ] BXP: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T08:17:56.259525] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13965 tests [2025-11-21T08:17:56.259666] [INFO ] [CONFIGURE ] BXP: Testing feature 29/29: add_vwap [2025-11-21T08:17:56.259716] [INFO ] [CONFIGURE ] BXP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap'] [2025-11-21T08:17:56.507840] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:17:56.747418] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:56.990216] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:17:57.231411] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:17:57.484671] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:57.733455] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:17:57.980202] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:17:58.231222] [DEBUG] [FORECASTER] BXP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:17:58.480119] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:17:58.726879] [DEBUG] [FORECASTER] BXP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:17:58.727101] [INFO ] [CONFIGURE ] BXP: DISCARDED add_vwap (score: 70.00%) [2025-11-21T08:17:58.727158] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13964 tests [2025-11-21T08:17:58.727206] [INFO ] [CONFIGURE ] BXP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:17:58.727247] [INFO ] [CONFIGURE ] BXP: Best accuracy: 80.00% [2025-11-21T08:17:58.727289] [INFO ] [CONFIGURE ] BXP: Best feature set (2 features): ['add_daily_returns', 'add_ema'] [2025-11-21T08:17:58.727327] [INFO ] [CONFIGURE ] BXP: Improvement over baseline: 30.00% [2025-11-21T08:17:58.727363] [INFO ] [CONFIGURE ] BXP: Total time: 1.3 minutes [2025-11-21T08:17:58.727399] [INFO ] [CONFIGURE ] BXP: Average time per feature: 2.6 seconds [2025-11-21T08:17:58.727436] [INFO ] [CONFIGURE ] BXP: Average speed: 0.38 features/sec [2025-11-21T08:17:58.727936] [INFO ] [LOCAL ] Saved configuration for BXP: 2 features, 80.00% accuracy -> ./output/feature-sets/BXP.json [2025-11-21T08:17:58.727995] [INFO ] [CONFIGURE ] BXP: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:17:58.728048] [INFO ] [sig ] [244/723] Successfully configured BXP | 0.01 sym/s | Total: 5.7h | ETA: 11.3h [2025-11-21T08:17:58.728092] [INFO ] [sig ] [245/723] Configuring BXSL... [2025-11-21T08:17:58.728132] [INFO ] [CONFIGURE ] BXSL: Configurate test run. [2025-11-21T08:17:58.728172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-11-21T08:17:58.938461] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BXSL'. [2025-11-21T08:17:58.938851] [INFO ] [CONFIGURE ] BXSL: Testing with 29 available features [2025-11-21T08:17:58.938916] [INFO ] [CONFIGURE ] BXSL: Establishing baseline with no features... [2025-11-21T08:17:59.107743] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:17:59.274880] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:17:59.457629] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:17:59.628828] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:17:59.803944] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:17:59.976380] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:00.190064] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:00.362181] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:00.548381] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:01.333111] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:01.333295] [INFO ] [CONFIGURE ] BXSL: Baseline score (no features): 80.00% [2025-11-21T08:18:01.333353] [INFO ] [CONFIGURE ] BXSL: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:18:01.333402] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:18:01.543114] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:01.857662] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:02.067715] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:02.277097] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:02.481239] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:02.686225] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:02.891500] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:03.109180] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:03.313918] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:03.522638] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:03.522925] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:18:03.523029] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13963 tests [2025-11-21T08:18:03.523120] [INFO ] [CONFIGURE ] BXSL: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:18:03.523217] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:18:03.742743] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:03.950147] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:04.157764] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:04.369196] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:04.575227] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:04.793248] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:05.022484] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:05.257079] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:05.494326] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:05.734528] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:05.734742] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T08:18:05.734815] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13962 tests [2025-11-21T08:18:05.734875] [INFO ] [CONFIGURE ] BXSL: Testing feature 3/29: add_daily_returns [2025-11-21T08:18:05.734944] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_daily_returns'] [2025-11-21T08:18:05.926203] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:06.164706] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:06.409015] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:06.633216] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:06.854278] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:07.088663] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:07.276111] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:07.462252] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:07.651012] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:07.837166] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:07.837342] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T08:18:07.837390] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13961 tests [2025-11-21T08:18:07.837427] [INFO ] [CONFIGURE ] BXSL: Testing feature 4/29: add_ema [2025-11-21T08:18:07.837462] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema'] [2025-11-21T08:18:08.061625] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:08.306978] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:08.538123] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:08.752523] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:08.973204] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:09.193510] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:09.413850] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:09.636547] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:09.853229] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:10.076306] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:10.076588] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:18:10.076686] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13960 tests [2025-11-21T08:18:10.076776] [INFO ] [CONFIGURE ] BXSL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:18:10.076826] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:18:10.301970] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:18:10.521190] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:10.744516] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:10.962548] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:11.171204] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:11.388411] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:11.604834] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:18:11.838914] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:12.059852] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:12.277229] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:18:12.277406] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:18:12.277461] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13959 tests [2025-11-21T08:18:12.277528] [INFO ] [CONFIGURE ] BXSL: Testing feature 6/29: add_failed_moves [2025-11-21T08:18:12.277573] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_failed_moves'] [2025-11-21T08:18:12.465862] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:12.657024] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:12.839270] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:13.023549] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:13.211248] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:13.389497] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:13.567895] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:13.746120] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:13.924561] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:14.105201] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:14.105512] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T08:18:14.105615] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13958 tests [2025-11-21T08:18:14.105721] [INFO ] [CONFIGURE ] BXSL: Testing feature 7/29: add_lag_shelf [2025-11-21T08:18:14.105826] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_lag_shelf'] [2025-11-21T08:18:14.271602] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:18:14.434799] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:14.597876] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:14.758000] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:14.922807] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:15.088046] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:15.251999] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:15.422138] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:15.593774] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:15.765215] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:15.765385] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T08:18:15.765434] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13957 tests [2025-11-21T08:18:15.765472] [INFO ] [CONFIGURE ] BXSL: Testing feature 8/29: add_macd [2025-11-21T08:18:15.765508] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T08:18:16.025062] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:18:16.284757] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:16.535978] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:16.788779] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:18:17.043226] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:17.296226] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:17.545458] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:17.812057] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:18.070172] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:18.361339] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:18.361533] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:18:18.361593] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13956 tests [2025-11-21T08:18:18.361677] [INFO ] [CONFIGURE ] BXSL: Testing feature 9/29: add_mfi [2025-11-21T08:18:18.361727] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_mfi'] [2025-11-21T08:18:18.536788] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:18.708708] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:18.888236] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:19.061747] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:19.237256] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:19.414716] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:19.587088] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:19.763038] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:19.939353] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:20.117309] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:20.117481] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:18:20.117534] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13955 tests [2025-11-21T08:18:20.117572] [INFO ] [CONFIGURE ] BXSL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:18:20.117607] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:18:20.376475] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:20.634157] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:20.898594] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:21.157431] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:21.417016] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:21.671635] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:21.931091] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:22.188959] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:22.462961] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:18:22.733277] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:22.733479] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T08:18:22.733538] [INFO ] [CONFIGURE ] JOB ETA: 11.2h | Avg: 2.9s/test | Remaining: 13954 tests [2025-11-21T08:18:22.733588] [INFO ] [CONFIGURE ] BXSL: Testing feature 11/29: add_obv_daily [2025-11-21T08:18:22.733632] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_obv_daily'] [2025-11-21T08:18:22.920034] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:23.116974] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:23.315797] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:23.511129] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:23.719993] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:23.915919] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:24.118453] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:24.312449] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:24.506043] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:24.710893] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:24.711062] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:18:24.711111] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13953 tests [2025-11-21T08:18:24.711150] [INFO ] [CONFIGURE ] BXSL: Testing feature 12/29: add_obv_interval [2025-11-21T08:18:24.711186] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_obv_interval'] [2025-11-21T08:18:24.898347] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:25.088031] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:25.278410] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:25.468551] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:25.660778] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:25.849824] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:26.039086] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:26.234439] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:26.436816] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:26.623376] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:18:26.623554] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T08:18:26.623629] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13952 tests [2025-11-21T08:18:26.623721] [INFO ] [CONFIGURE ] BXSL: Testing feature 13/29: add_opening_strength [2025-11-21T08:18:26.623771] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T08:18:26.833971] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:27.044109] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:27.254114] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:27.472850] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:27.685928] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:27.905959] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:28.120003] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:28.348220] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:28.561043] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:28.774186] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:18:28.774443] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:18:28.774504] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13951 tests [2025-11-21T08:18:28.774550] [INFO ] [CONFIGURE ] BXSL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:18:28.774600] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T08:18:28.995749] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:29.224014] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:29.459001] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:29.697679] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:29.926776] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:30.151099] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:30.375776] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:30.601474] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:30.821373] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:31.042603] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:31.042798] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:18:31.042848] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13950 tests [2025-11-21T08:18:31.042886] [INFO ] [CONFIGURE ] BXSL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:18:31.042931] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T08:18:31.233762] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:31.420229] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:31.609024] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:31.796679] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:31.987515] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:32.180345] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:32.375664] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:32.572115] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:32.760563] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:18:32.949299] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:32.949452] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:18:32.949500] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13949 tests [2025-11-21T08:18:32.949536] [INFO ] [CONFIGURE ] BXSL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:18:32.949569] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T08:18:33.161919] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:33.379220] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:33.571474] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:33.769998] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:33.977191] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:34.171140] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:34.365206] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:34.559718] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:34.753221] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:34.948834] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:34.948997] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:18:34.949045] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13948 tests [2025-11-21T08:18:34.949082] [INFO ] [CONFIGURE ] BXSL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:18:34.949117] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_pbf_return_2d'] [2025-11-21T08:18:35.148347] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:35.341947] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:35.536145] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:35.735962] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:35.931744] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:36.127599] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:36.330123] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:36.526161] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:36.719399] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:36.913091] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:36.913287] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:18:36.913336] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13947 tests [2025-11-21T08:18:36.913374] [INFO ] [CONFIGURE ] BXSL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:18:36.913417] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T08:18:37.077250] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:37.245228] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:37.409859] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:37.580610] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:37.749443] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:37.914486] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:38.084070] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:38.261598] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:38.446783] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:38.629941] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:38.630107] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:18:38.630156] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13946 tests [2025-11-21T08:18:38.630195] [INFO ] [CONFIGURE ] BXSL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:18:38.630252] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T08:18:38.812018] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:38.992533] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:39.188739] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:39.363355] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:39.535715] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:39.703779] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:39.871713] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:40.040734] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:40.215672] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:40.383491] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:40.383682] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:18:40.383754] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13945 tests [2025-11-21T08:18:40.383810] [INFO ] [CONFIGURE ] BXSL: Testing feature 20/29: add_price_rejection [2025-11-21T08:18:40.383856] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_price_rejection'] [2025-11-21T08:18:40.562799] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:40.745770] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:40.925451] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:41.111124] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:41.298271] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:41.489115] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:41.680978] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:41.871519] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:42.064910] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:18:42.251320] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:42.251482] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:18:42.251530] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13944 tests [2025-11-21T08:18:42.251569] [INFO ] [CONFIGURE ] BXSL: Testing feature 21/29: add_range_position [2025-11-21T08:18:42.251603] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_range_position'] [2025-11-21T08:18:42.464994] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:42.688926] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:42.896372] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:43.105390] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:43.320379] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:43.531215] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:43.741926] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:43.958009] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:44.174085] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:18:44.391948] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:44.392281] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_range_position (score: 70.00%) [2025-11-21T08:18:44.392390] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13943 tests [2025-11-21T08:18:44.392481] [INFO ] [CONFIGURE ] BXSL: Testing feature 22/29: add_realized_volatility [2025-11-21T08:18:44.392589] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_realized_volatility'] [2025-11-21T08:18:44.697454] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:45.002786] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:45.304206] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:45.600633] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:45.880440] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:46.171165] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:46.460831] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:46.749606] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:47.039076] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:47.332454] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:47.332733] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:18:47.332795] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13942 tests [2025-11-21T08:18:47.332843] [INFO ] [CONFIGURE ] BXSL: Testing feature 23/29: add_recent_range_context [2025-11-21T08:18:47.332879] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_recent_range_context'] [2025-11-21T08:18:47.512780] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:47.693164] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:47.875517] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:48.056410] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:48.241783] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:48.431895] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:48.626165] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:48.815670] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:49.003727] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:49.189830] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:49.190009] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T08:18:49.190057] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13941 tests [2025-11-21T08:18:49.190096] [INFO ] [CONFIGURE ] BXSL: Testing feature 24/29: add_rsi [2025-11-21T08:18:49.190134] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T08:18:49.415491] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:49.651275] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:49.893741] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:50.133809] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:50.363952] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:50.595851] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:50.828285] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:51.061071] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:51.291945] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:51.523678] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:51.523838] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:18:51.523896] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13940 tests [2025-11-21T08:18:51.523945] [INFO ] [CONFIGURE ] BXSL: Testing feature 25/29: add_tick_distribution [2025-11-21T08:18:51.523987] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_tick_distribution'] [2025-11-21T08:18:51.713059] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:18:51.900702] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:52.088965] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:52.273770] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:52.462421] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:52.658478] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:52.859098] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:53.062983] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:53.269978] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:53.509549] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:53.509942] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T08:18:53.510066] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13939 tests [2025-11-21T08:18:53.510196] [INFO ] [CONFIGURE ] BXSL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:18:53.510292] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T08:18:53.722246] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:53.961090] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:54.172702] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:54.375303] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:54.568619] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:54.764427] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:54.959926] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:55.157351] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:55.352328] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:55.557283] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:18:55.557464] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:18:55.557536] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13938 tests [2025-11-21T08:18:55.557577] [INFO ] [CONFIGURE ] BXSL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:18:55.557613] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_volume_price_divergence'] [2025-11-21T08:18:55.757495] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:55.958130] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:56.156697] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:18:56.354970] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:56.560175] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:18:56.756346] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:56.954155] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:57.166396] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:18:57.378946] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:57.583667] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:18:57.583837] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T08:18:57.583888] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13937 tests [2025-11-21T08:18:57.583928] [INFO ] [CONFIGURE ] BXSL: Testing feature 28/29: add_volume_profile [2025-11-21T08:18:57.583965] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_volume_profile'] [2025-11-21T08:18:57.782776] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:18:58.002595] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:18:58.219119] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:18:58.450176] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:18:58.670342] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:18:58.893458] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:18:59.109411] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:18:59.319754] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:18:59.542846] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:18:59.775552] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:18:59.775760] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:18:59.775957] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13936 tests [2025-11-21T08:18:59.776048] [INFO ] [CONFIGURE ] BXSL: Testing feature 29/29: add_vwap [2025-11-21T08:18:59.776167] [INFO ] [CONFIGURE ] BXSL: Testing with features: ['add_vwap'] [2025-11-21T08:18:59.994130] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:19:00.203572] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:00.423545] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:19:00.643782] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:19:01.573492] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:19:01.966744] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:19:02.209937] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:19:02.435550] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:19:02.641699] [DEBUG] [FORECASTER] BXSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:19:02.840744] [DEBUG] [FORECASTER] BXSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:19:02.840919] [INFO ] [CONFIGURE ] BXSL: DISCARDED add_vwap (score: 70.00%) [2025-11-21T08:19:02.840969] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13935 tests [2025-11-21T08:19:02.841009] [INFO ] [CONFIGURE ] BXSL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:19:02.841045] [INFO ] [CONFIGURE ] BXSL: Best accuracy: 80.00% [2025-11-21T08:19:02.841080] [INFO ] [CONFIGURE ] BXSL: Best feature set (0 features): [] [2025-11-21T08:19:02.841112] [INFO ] [CONFIGURE ] BXSL: Improvement over baseline: 0.00% [2025-11-21T08:19:02.841142] [INFO ] [CONFIGURE ] BXSL: Total time: 1.0 minutes [2025-11-21T08:19:02.841172] [INFO ] [CONFIGURE ] BXSL: Average time per feature: 2.1 seconds [2025-11-21T08:19:02.841202] [INFO ] [CONFIGURE ] BXSL: Average speed: 0.47 features/sec [2025-11-21T08:19:02.841494] [INFO ] [LOCAL ] Saved configuration for BXSL: 0 features, 80.00% accuracy -> ./output/feature-sets/BXSL.json [2025-11-21T08:19:02.841545] [INFO ] [CONFIGURE ] BXSL: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T08:19:02.841585] [INFO ] [sig ] [245/723] Successfully configured BXSL | 0.01 sym/s | Total: 5.8h | ETA: 11.2h [2025-11-21T08:19:02.841634] [INFO ] [sig ] [246/723] Configuring BY... [2025-11-21T08:19:02.841689] [INFO ] [CONFIGURE ] BY: Configurate test run. [2025-11-21T08:19:02.841751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'. [2025-11-21T08:19:02.887102] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BY'. [2025-11-21T08:19:02.887606] [INFO ] [CONFIGURE ] BY: Testing with 29 available features [2025-11-21T08:19:02.887689] [INFO ] [CONFIGURE ] BY: Establishing baseline with no features... [2025-11-21T08:19:03.055058] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:03.243447] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:03.437684] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:03.632882] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:03.826941] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:04.021710] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:04.226756] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:04.435308] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:04.628592] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:04.817056] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:04.817190] [INFO ] [CONFIGURE ] BY: Baseline score (no features): 40.00% [2025-11-21T08:19:04.817236] [INFO ] [CONFIGURE ] BY: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:19:04.817272] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:19:05.044063] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:19:05.260245] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:05.485073] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:05.709833] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:05.943007] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:06.168202] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:19:06.395891] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:06.620290] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:06.847128] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:19:07.069119] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:07.069301] [INFO ] [CONFIGURE ] BY: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T08:19:07.069351] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13934 tests [2025-11-21T08:19:07.069389] [INFO ] [CONFIGURE ] BY: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:19:07.069424] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:19:07.289914] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:07.508447] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:07.723326] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:07.945261] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:08.163993] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:08.392095] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:08.620948] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:08.864885] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:09.095683] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:09.321246] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:09.321426] [INFO ] [CONFIGURE ] BY: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T08:19:09.321488] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13933 tests [2025-11-21T08:19:09.321533] [INFO ] [CONFIGURE ] BY: Testing feature 3/29: add_daily_returns [2025-11-21T08:19:09.321584] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns'] [2025-11-21T08:19:09.520449] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:09.713365] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:09.907119] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:10.105350] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:10.304128] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:10.501920] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:10.692077] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:10.876661] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:11.064925] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:11.249123] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:11.249295] [INFO ] [CONFIGURE ] BY: KEPT add_daily_returns (score: 50.00%) [2025-11-21T08:19:11.249343] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13932 tests [2025-11-21T08:19:11.249449] [INFO ] [CONFIGURE ] BY: Testing feature 4/29: add_ema [2025-11-21T08:19:11.249491] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T08:19:11.478996] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:11.715420] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:11.949915] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:12.187927] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:12.424027] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:12.668218] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:19:12.907691] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:13.150210] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:13.403998] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:13.648432] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:19:13.648817] [INFO ] [CONFIGURE ] BY: DISCARDED add_ema (score: 20.00%) [2025-11-21T08:19:13.648946] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13931 tests [2025-11-21T08:19:13.649068] [INFO ] [CONFIGURE ] BY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:19:13.649148] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:19:13.896291] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:14.141745] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:14.383075] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:14.630155] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:14.868198] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:15.106817] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:19:15.357917] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:15.616124] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:15.906277] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:16.178717] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:19:16.178930] [INFO ] [CONFIGURE ] BY: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T08:19:16.179021] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13930 tests [2025-11-21T08:19:16.179070] [INFO ] [CONFIGURE ] BY: Testing feature 6/29: add_failed_moves [2025-11-21T08:19:16.179113] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T08:19:16.416236] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:16.631836] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:16.843165] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:17.050965] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:17.258690] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:17.474967] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:17.686013] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:17.888355] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:18.100218] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:18.308478] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:18.308735] [INFO ] [CONFIGURE ] BY: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:19:18.308839] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13929 tests [2025-11-21T08:19:18.308924] [INFO ] [CONFIGURE ] BY: Testing feature 7/29: add_lag_shelf [2025-11-21T08:19:18.309020] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T08:19:18.524976] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:18.733228] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:18.929284] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:19.129761] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:19.325720] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:19.526150] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:19.728076] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:19.929742] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:20.129512] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:20.326383] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:20.326688] [INFO ] [CONFIGURE ] BY: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:19:20.326792] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13928 tests [2025-11-21T08:19:20.326877] [INFO ] [CONFIGURE ] BY: Testing feature 8/29: add_macd [2025-11-21T08:19:20.327003] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T08:19:20.618396] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:20.906678] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:21.194725] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:21.487550] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:21.791841] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:22.095364] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:19:22.398283] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:22.708763] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:23.017445] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:19:23.332083] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:23.332270] [INFO ] [CONFIGURE ] BY: DISCARDED add_macd (score: 20.00%) [2025-11-21T08:19:23.332329] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13927 tests [2025-11-21T08:19:23.332367] [INFO ] [CONFIGURE ] BY: Testing feature 9/29: add_mfi [2025-11-21T08:19:23.332443] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T08:19:23.561057] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:23.796451] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:24.020303] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:24.220628] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:24.422762] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:24.630859] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:24.831905] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:25.030354] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:25.234695] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:25.435521] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:25.435725] [INFO ] [CONFIGURE ] BY: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:19:25.435800] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13926 tests [2025-11-21T08:19:25.435850] [INFO ] [CONFIGURE ] BY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:19:25.435895] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:19:25.728852] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:26.022196] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:26.310820] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:26.597940] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:26.887524] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:27.188811] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:27.493838] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:27.801557] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:28.101554] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:28.405237] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:19:28.405484] [INFO ] [CONFIGURE ] BY: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T08:19:28.405558] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13925 tests [2025-11-21T08:19:28.405606] [INFO ] [CONFIGURE ] BY: Testing feature 11/29: add_obv_daily [2025-11-21T08:19:28.405669] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T08:19:28.627997] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:28.843442] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:29.062329] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:29.279373] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:29.504009] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:29.726533] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:29.954430] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:30.177949] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:30.399686] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:19:30.623064] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:30.623249] [INFO ] [CONFIGURE ] BY: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T08:19:30.623297] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13924 tests [2025-11-21T08:19:30.623334] [INFO ] [CONFIGURE ] BY: Testing feature 12/29: add_obv_interval [2025-11-21T08:19:30.623370] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T08:19:30.826543] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:31.046335] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:31.259584] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:19:31.473809] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:31.682077] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:31.891221] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:32.101759] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:32.312262] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:32.522403] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:32.731668] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:32.731970] [INFO ] [CONFIGURE ] BY: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:19:32.732074] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13923 tests [2025-11-21T08:19:32.732160] [INFO ] [CONFIGURE ] BY: Testing feature 13/29: add_opening_strength [2025-11-21T08:19:32.732258] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T08:19:32.949563] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:33.165268] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:33.385136] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:33.620156] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:33.848083] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:34.075719] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:19:34.303887] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:34.529617] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:34.764103] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:34.991137] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:34.991307] [INFO ] [CONFIGURE ] BY: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T08:19:34.991355] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13922 tests [2025-11-21T08:19:34.991393] [INFO ] [CONFIGURE ] BY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:19:34.991427] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T08:19:35.218601] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:35.444425] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:35.674597] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:35.909757] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:36.151171] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:36.390326] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:36.630177] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:36.860714] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:37.090336] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:37.327437] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:37.327624] [INFO ] [CONFIGURE ] BY: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T08:19:37.327709] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13921 tests [2025-11-21T08:19:37.327773] [INFO ] [CONFIGURE ] BY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:19:37.327820] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T08:19:37.534090] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:37.743665] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:37.948389] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:19:38.155311] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:38.369163] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:38.580190] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:38.792688] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:39.003938] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:39.210627] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:39.423682] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:39.424002] [INFO ] [CONFIGURE ] BY: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T08:19:39.424105] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13920 tests [2025-11-21T08:19:39.424184] [INFO ] [CONFIGURE ] BY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:19:39.424289] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:19:39.656248] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:39.892612] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:40.137962] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:40.365095] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:40.596737] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:40.836440] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:41.067779] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:41.295237] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:41.517875] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:41.746218] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:41.746391] [INFO ] [CONFIGURE ] BY: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:19:41.746438] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13919 tests [2025-11-21T08:19:41.746476] [INFO ] [CONFIGURE ] BY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:19:41.746550] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T08:19:41.978163] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:42.203862] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:42.440942] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:42.666288] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:42.891380] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:43.123889] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:19:43.363875] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:43.592123] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:43.820361] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:44.049721] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:19:44.049893] [INFO ] [CONFIGURE ] BY: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T08:19:44.049941] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13918 tests [2025-11-21T08:19:44.049978] [INFO ] [CONFIGURE ] BY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:19:44.050013] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T08:19:44.248520] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:44.452359] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:44.657901] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:44.864024] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:45.071819] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:45.281719] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:45.488689] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:45.698853] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:45.909955] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:46.124989] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:19:46.125161] [INFO ] [CONFIGURE ] BY: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T08:19:46.125210] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13917 tests [2025-11-21T08:19:46.125249] [INFO ] [CONFIGURE ] BY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:19:46.125285] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T08:19:46.326428] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:46.528118] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:46.732243] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:46.936889] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:47.123918] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:47.311434] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:19:47.510967] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:47.708259] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:47.915699] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:48.118714] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:48.118886] [INFO ] [CONFIGURE ] BY: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T08:19:48.118934] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13916 tests [2025-11-21T08:19:48.118972] [INFO ] [CONFIGURE ] BY: Testing feature 20/29: add_price_rejection [2025-11-21T08:19:48.119006] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T08:19:48.337187] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:48.549049] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:48.753380] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:48.956875] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:49.163748] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:49.366892] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:49.578316] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:49.787994] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:50.001593] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:50.212806] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:19:50.212980] [INFO ] [CONFIGURE ] BY: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T08:19:50.213028] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13915 tests [2025-11-21T08:19:50.213068] [INFO ] [CONFIGURE ] BY: Testing feature 21/29: add_range_position [2025-11-21T08:19:50.213103] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T08:19:50.430666] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:50.654555] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:50.874279] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:51.093062] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:51.311944] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:51.532826] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:51.755421] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:19:51.979779] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:52.201322] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:52.442701] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:52.442885] [INFO ] [CONFIGURE ] BY: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:19:52.442933] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13914 tests [2025-11-21T08:19:52.442971] [INFO ] [CONFIGURE ] BY: Testing feature 22/29: add_realized_volatility [2025-11-21T08:19:52.443005] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T08:19:52.748019] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:53.044240] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:53.337622] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:53.636621] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:53.931565] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:54.244703] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:54.565622] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:19:54.891461] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:55.212296] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:55.532085] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:55.532318] [INFO ] [CONFIGURE ] BY: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:19:55.532383] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13913 tests [2025-11-21T08:19:55.532435] [INFO ] [CONFIGURE ] BY: Testing feature 23/29: add_recent_range_context [2025-11-21T08:19:55.532481] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T08:19:55.736853] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:55.931305] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:19:56.125701] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:56.319012] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:56.520605] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:56.716866] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:19:56.913484] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:57.108325] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:57.305795] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:57.505111] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:19:57.505266] [INFO ] [CONFIGURE ] BY: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T08:19:57.505314] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13912 tests [2025-11-21T08:19:57.505352] [INFO ] [CONFIGURE ] BY: Testing feature 24/29: add_rsi [2025-11-21T08:19:57.505388] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T08:19:57.739862] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:19:57.979726] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:19:58.216044] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:19:58.460328] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:19:58.699466] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:19:58.945489] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:19:59.193929] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:19:59.460114] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:19:59.721507] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:19:59.983627] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:19:59.983853] [INFO ] [CONFIGURE ] BY: DISCARDED add_rsi (score: 30.00%) [2025-11-21T08:19:59.983912] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13911 tests [2025-11-21T08:19:59.983951] [INFO ] [CONFIGURE ] BY: Testing feature 25/29: add_tick_distribution [2025-11-21T08:19:59.984003] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T08:20:00.192000] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:20:00.403819] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:20:00.610731] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:20:00.822551] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:20:01.880129] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:20:02.209721] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:20:02.446767] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:20:02.681029] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:02.932113] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:20:03.191740] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:03.192105] [INFO ] [CONFIGURE ] BY: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:20:03.192192] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13910 tests [2025-11-21T08:20:03.192260] [INFO ] [CONFIGURE ] BY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:20:03.192321] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T08:20:03.522272] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:20:03.822469] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:20:04.052427] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:20:04.261115] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:20:04.464299] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:20:04.678391] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:04.881336] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:20:05.083356] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:05.284602] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:20:05.487096] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:20:05.487266] [INFO ] [CONFIGURE ] BY: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T08:20:05.487316] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13909 tests [2025-11-21T08:20:05.487358] [INFO ] [CONFIGURE ] BY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:20:05.487396] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T08:20:05.703857] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:20:05.916889] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:06.131285] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:20:06.344242] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:20:06.562389] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:20:06.777691] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:20:06.994008] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:20:07.211915] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:07.437562] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:20:07.655862] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:07.656043] [INFO ] [CONFIGURE ] BY: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:20:07.656101] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13908 tests [2025-11-21T08:20:07.656149] [INFO ] [CONFIGURE ] BY: Testing feature 28/29: add_volume_profile [2025-11-21T08:20:07.656247] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T08:20:07.861457] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:20:08.072997] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:20:08.274405] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:20:08.486893] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:20:08.705805] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:20:08.930249] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:20:09.153311] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:20:09.385401] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:09.608806] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:20:09.828779] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:20:09.828966] [INFO ] [CONFIGURE ] BY: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T08:20:09.829015] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13907 tests [2025-11-21T08:20:09.829053] [INFO ] [CONFIGURE ] BY: Testing feature 29/29: add_vwap [2025-11-21T08:20:09.829088] [INFO ] [CONFIGURE ] BY: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T08:20:10.048016] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:20:10.273690] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:10.495269] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:20:10.713561] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:20:10.934133] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:20:11.154518] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:11.380634] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:20:11.603586] [DEBUG] [FORECASTER] BY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:11.829458] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:20:12.051082] [DEBUG] [FORECASTER] BY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:20:12.051266] [INFO ] [CONFIGURE ] BY: DISCARDED add_vwap (score: 20.00%) [2025-11-21T08:20:12.051329] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13906 tests [2025-11-21T08:20:12.051372] [INFO ] [CONFIGURE ] BY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:20:12.051407] [INFO ] [CONFIGURE ] BY: Best accuracy: 50.00% [2025-11-21T08:20:12.051462] [INFO ] [CONFIGURE ] BY: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T08:20:12.051496] [INFO ] [CONFIGURE ] BY: Improvement over baseline: 10.00% [2025-11-21T08:20:12.051527] [INFO ] [CONFIGURE ] BY: Total time: 1.1 minutes [2025-11-21T08:20:12.051557] [INFO ] [CONFIGURE ] BY: Average time per feature: 2.3 seconds [2025-11-21T08:20:12.051588] [INFO ] [CONFIGURE ] BY: Average speed: 0.43 features/sec [2025-11-21T08:20:12.051907] [INFO ] [LOCAL ] Saved configuration for BY: 1 features, 50.00% accuracy -> ./output/feature-sets/BY.json [2025-11-21T08:20:12.051989] [INFO ] [CONFIGURE ] BY: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T08:20:12.052042] [INFO ] [sig ] [246/723] Successfully configured BY | 0.01 sym/s | Total: 5.8h | ETA: 11.2h [2025-11-21T08:20:12.052089] [INFO ] [sig ] [247/723] Configuring BYD... [2025-11-21T08:20:12.052132] [INFO ] [CONFIGURE ] BYD: Configurate test run. [2025-11-21T08:20:12.052176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-11-21T08:20:12.130001] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BYD'. [2025-11-21T08:20:12.130468] [INFO ] [CONFIGURE ] BYD: Testing with 29 available features [2025-11-21T08:20:12.130535] [INFO ] [CONFIGURE ] BYD: Establishing baseline with no features... [2025-11-21T08:20:12.338359] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:12.540157] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:12.732326] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:20:12.923179] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:13.120502] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:13.320363] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:13.521544] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:13.723698] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:20:13.917579] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:14.128071] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:14.128301] [INFO ] [CONFIGURE ] BYD: Baseline score (no features): 30.00% [2025-11-21T08:20:14.128368] [INFO ] [CONFIGURE ] BYD: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:20:14.128420] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:20:14.367429] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:14.592637] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:14.825729] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:20:15.058293] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:15.287216] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:15.517835] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:15.753047] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:15.984080] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:16.216994] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:16.449036] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:16.449247] [INFO ] [CONFIGURE ] BYD: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T08:20:16.449298] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13905 tests [2025-11-21T08:20:16.449334] [INFO ] [CONFIGURE ] BYD: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:20:16.449369] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:20:16.736102] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:17.000255] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:17.266566] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:20:17.534704] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:17.809169] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:18.075931] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:18.325345] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:18.583208] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:18.826515] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:19.079531] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:19.079725] [INFO ] [CONFIGURE ] BYD: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T08:20:19.079784] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13904 tests [2025-11-21T08:20:19.079829] [INFO ] [CONFIGURE ] BYD: Testing feature 3/29: add_daily_returns [2025-11-21T08:20:19.079874] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:20:19.317729] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:19.544235] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:19.779745] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:20:20.012216] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:20.249484] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:20.484155] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:20.720796] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:20.952120] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:20:21.183470] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:21.410000] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:21.410335] [INFO ] [CONFIGURE ] BYD: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T08:20:21.410439] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13903 tests [2025-11-21T08:20:21.410525] [INFO ] [CONFIGURE ] BYD: Testing feature 4/29: add_ema [2025-11-21T08:20:21.410628] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:20:21.662154] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:21.915207] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:22.171258] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:20:22.425439] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:22.679119] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:22.934339] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:23.187009] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:23.444934] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:23.710974] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:23.969586] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:23.969815] [INFO ] [CONFIGURE ] BYD: DISCARDED add_ema (score: 40.00%) [2025-11-21T08:20:23.970007] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13902 tests [2025-11-21T08:20:23.970103] [INFO ] [CONFIGURE ] BYD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:20:23.970179] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:20:24.231684] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:24.493744] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:24.748582] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:20:25.042433] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:25.308782] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:25.574057] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:25.855793] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:26.135851] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:26.411714] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:26.668549] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:26.668741] [INFO ] [CONFIGURE ] BYD: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T08:20:26.668799] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13901 tests [2025-11-21T08:20:26.668843] [INFO ] [CONFIGURE ] BYD: Testing feature 6/29: add_failed_moves [2025-11-21T08:20:26.668884] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T08:20:26.944806] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:27.233721] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:27.515385] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:20:27.810948] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:28.099906] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:28.395084] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:28.678630] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:28.954095] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:29.227361] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:29.496565] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:29.496766] [INFO ] [CONFIGURE ] BYD: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:20:29.496821] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13900 tests [2025-11-21T08:20:29.496869] [INFO ] [CONFIGURE ] BYD: Testing feature 7/29: add_lag_shelf [2025-11-21T08:20:29.496945] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T08:20:29.745812] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:29.998087] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:30.251704] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:20:30.506733] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:30.758479] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:31.010428] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:31.272048] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:31.524721] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:31.791432] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:32.043693] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:32.043909] [INFO ] [CONFIGURE ] BYD: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T08:20:32.043968] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13899 tests [2025-11-21T08:20:32.044015] [INFO ] [CONFIGURE ] BYD: Testing feature 8/29: add_macd [2025-11-21T08:20:32.044058] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T08:20:32.366169] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:32.692878] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:33.038500] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:20:33.382164] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:33.709865] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:34.037683] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:34.388272] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:34.729535] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:20:35.042758] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:35.387392] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:35.387581] [INFO ] [CONFIGURE ] BYD: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:20:35.387639] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13898 tests [2025-11-21T08:20:35.387710] [INFO ] [CONFIGURE ] BYD: Testing feature 9/29: add_mfi [2025-11-21T08:20:35.387757] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T08:20:35.641370] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:35.902636] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:36.167699] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:20:36.435661] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:36.699520] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:36.975252] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:37.249209] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:37.525708] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:37.785975] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:38.054173] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:38.054362] [INFO ] [CONFIGURE ] BYD: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:20:38.054420] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13897 tests [2025-11-21T08:20:38.054467] [INFO ] [CONFIGURE ] BYD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:20:38.054508] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:20:38.411868] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:38.804224] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:39.177882] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:20:39.546670] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:39.926847] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:40.296562] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:40.665374] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:20:41.038879] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:41.406697] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:41.783920] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:41.784096] [INFO ] [CONFIGURE ] BYD: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-21T08:20:41.784154] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13896 tests [2025-11-21T08:20:41.784202] [INFO ] [CONFIGURE ] BYD: Testing feature 11/29: add_obv_daily [2025-11-21T08:20:41.784245] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T08:20:42.178253] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:42.602461] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:43.024706] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:20:43.439630] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:43.850412] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:44.239977] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:44.620406] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:44.997539] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:45.380874] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:45.760939] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:45.761125] [INFO ] [CONFIGURE ] BYD: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:20:45.761182] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13895 tests [2025-11-21T08:20:45.761232] [INFO ] [CONFIGURE ] BYD: Testing feature 12/29: add_obv_interval [2025-11-21T08:20:45.761277] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T08:20:46.125743] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:46.493700] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:46.864302] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:20:47.228689] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:47.595942] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:47.963059] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:48.350993] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:20:48.731067] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:49.133361] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:49.519351] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:49.519558] [INFO ] [CONFIGURE ] BYD: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:20:49.519633] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13894 tests [2025-11-21T08:20:49.519737] [INFO ] [CONFIGURE ] BYD: Testing feature 13/29: add_opening_strength [2025-11-21T08:20:49.519792] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:20:49.939343] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:50.326853] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:50.805298] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:20:51.361279] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:51.773260] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:52.167584] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:52.561007] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:20:52.966889] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:53.365879] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:53.781593] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:53.781772] [INFO ] [CONFIGURE ] BYD: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T08:20:53.781832] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13893 tests [2025-11-21T08:20:53.781882] [INFO ] [CONFIGURE ] BYD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:20:53.781921] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T08:20:54.177883] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:54.562668] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:54.946161] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:20:55.335962] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:55.728790] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:20:56.121404] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:20:56.555445] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:20:56.971887] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:20:57.402325] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:20:57.803486] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:20:57.803712] [INFO ] [CONFIGURE ] BYD: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:20:57.803774] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13892 tests [2025-11-21T08:20:57.803825] [INFO ] [CONFIGURE ] BYD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:20:57.803870] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T08:20:58.183858] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:20:58.539026] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:20:58.889048] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:20:59.264300] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:20:59.643291] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:00.004845] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:00.999372] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:21:01.431103] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:01.836727] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:02.248852] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:02.249108] [INFO ] [CONFIGURE ] BYD: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:21:02.249173] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13891 tests [2025-11-21T08:21:02.249224] [INFO ] [CONFIGURE ] BYD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:21:02.249274] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T08:21:02.640006] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:03.020808] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:03.400155] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:21:03.789745] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:04.218032] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:04.627788] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:05.042331] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:05.453369] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:21:05.880250] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:06.288229] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:06.288454] [INFO ] [CONFIGURE ] BYD: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T08:21:06.288527] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13890 tests [2025-11-21T08:21:06.288680] [INFO ] [CONFIGURE ] BYD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:21:06.288733] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T08:21:06.686863] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:07.068230] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:07.454858] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:21:07.834773] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:08.217500] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:08.600824] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:09.027017] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:09.438818] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:09.854813] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:10.266517] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:10.266739] [INFO ] [CONFIGURE ] BYD: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T08:21:10.266801] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13889 tests [2025-11-21T08:21:10.266850] [INFO ] [CONFIGURE ] BYD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:21:10.266895] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T08:21:10.656364] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:11.014532] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:11.355754] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:21:11.709629] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:12.076255] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:12.421460] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:12.790455] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:13.188393] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:13.540502] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:13.893218] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:13.893418] [INFO ] [CONFIGURE ] BYD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T08:21:13.893498] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13888 tests [2025-11-21T08:21:13.893548] [INFO ] [CONFIGURE ] BYD: Testing feature 20/29: add_price_rejection [2025-11-21T08:21:13.893593] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T08:21:14.272364] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:14.678687] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:15.071298] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:21:15.464526] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:15.853920] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:16.255509] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:16.648083] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:17.034568] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:17.433075] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:17.826091] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:17.826291] [INFO ] [CONFIGURE ] BYD: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T08:21:17.826351] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13887 tests [2025-11-21T08:21:17.826401] [INFO ] [CONFIGURE ] BYD: Testing feature 21/29: add_range_position [2025-11-21T08:21:17.826492] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T08:21:18.209630] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:18.643418] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:19.065705] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:21:19.512251] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:19.915636] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:20.308336] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:20.698849] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:21.076433] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:21.459331] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:21.841009] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:21.841210] [INFO ] [CONFIGURE ] BYD: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:21:21.841270] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13886 tests [2025-11-21T08:21:21.841320] [INFO ] [CONFIGURE ] BYD: Testing feature 22/29: add_realized_volatility [2025-11-21T08:21:21.841368] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T08:21:22.316005] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:22.800035] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:23.277470] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:21:23.758060] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:24.248050] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:24.740629] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:25.225600] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:25.721025] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:26.215293] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:26.714940] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:26.715166] [INFO ] [CONFIGURE ] BYD: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:21:26.715227] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13885 tests [2025-11-21T08:21:26.715277] [INFO ] [CONFIGURE ] BYD: Testing feature 23/29: add_recent_range_context [2025-11-21T08:21:26.715323] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T08:21:27.103915] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:27.484192] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:27.890751] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:21:28.288180] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:28.697875] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:29.099528] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:29.497280] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:29.895670] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:30.303283] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:30.715672] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:30.715864] [INFO ] [CONFIGURE ] BYD: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:21:30.715926] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13884 tests [2025-11-21T08:21:30.715979] [INFO ] [CONFIGURE ] BYD: Testing feature 24/29: add_rsi [2025-11-21T08:21:30.716021] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T08:21:31.157876] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:31.556944] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:31.974292] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:21:32.394294] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:32.829210] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:33.251425] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:33.694394] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:34.148244] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:34.594911] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:35.039099] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:35.039302] [INFO ] [CONFIGURE ] BYD: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:21:35.039362] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13883 tests [2025-11-21T08:21:35.039413] [INFO ] [CONFIGURE ] BYD: Testing feature 25/29: add_tick_distribution [2025-11-21T08:21:35.039459] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T08:21:35.435556] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:35.830565] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:36.234508] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:21:36.622916] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:37.039145] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:37.456615] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:37.858249] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:38.249317] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:38.640234] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:39.080199] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:39.080430] [INFO ] [CONFIGURE ] BYD: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T08:21:39.080492] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13882 tests [2025-11-21T08:21:39.080545] [INFO ] [CONFIGURE ] BYD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:21:39.080589] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T08:21:39.490675] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:39.905574] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:40.310212] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:21:40.726259] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:41.129630] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:41.527761] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:41.923539] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:42.330405] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:42.738673] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:43.139916] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:43.140088] [INFO ] [CONFIGURE ] BYD: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:21:43.140147] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13881 tests [2025-11-21T08:21:43.140194] [INFO ] [CONFIGURE ] BYD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:21:43.140238] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T08:21:43.555987] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:43.965870] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:44.425820] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:21:44.920028] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:45.342414] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:45.768810] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:46.143562] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:46.549028] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:21:46.946280] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:47.352965] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:47.353169] [INFO ] [CONFIGURE ] BYD: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T08:21:47.353234] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13880 tests [2025-11-21T08:21:47.353286] [INFO ] [CONFIGURE ] BYD: Testing feature 28/29: add_volume_profile [2025-11-21T08:21:47.353334] [INFO ] [CONFIGURE ] BYD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T08:21:47.752911] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:21:48.114446] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:21:48.475609] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:21:48.838222] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:21:49.269269] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:49.670262] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:21:50.081838] [DEBUG] [FORECASTER] BYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:50.490032] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:21:50.900417] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:21:51.309397] [DEBUG] [FORECASTER] BYD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:21:51.309608] [INFO ] [CONFIGURE ] BYD: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:21:51.309694] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13879 tests [2025-11-21T08:21:51.309754] [INFO ] [CONFIGURE ] BYD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:21:51.309799] [INFO ] [CONFIGURE ] BYD: Best accuracy: 60.00% [2025-11-21T08:21:51.309842] [INFO ] [CONFIGURE ] BYD: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:21:51.309885] [INFO ] [CONFIGURE ] BYD: Improvement over baseline: 30.00% [2025-11-21T08:21:51.309925] [INFO ] [CONFIGURE ] BYD: Total time: 1.6 minutes [2025-11-21T08:21:51.309962] [INFO ] [CONFIGURE ] BYD: Average time per feature: 3.6 seconds [2025-11-21T08:21:51.310001] [INFO ] [CONFIGURE ] BYD: Average speed: 0.30 features/sec [2025-11-21T08:21:51.310507] [INFO ] [LOCAL ] Saved configuration for BYD: 5 features, 60.00% accuracy -> ./output/feature-sets/BYD.json [2025-11-21T08:21:51.310568] [INFO ] [CONFIGURE ] BYD: Configuration saved successfully: 5 features, 60.00% accuracy. [2025-11-21T08:21:51.310620] [INFO ] [sig ] [247/723] Successfully configured BYD | 0.01 sym/s | Total: 5.8h | ETA: 11.2h [2025-11-21T08:21:51.310692] [INFO ] [sig ] [248/723] Configuring BYM... [2025-11-21T08:21:51.310738] [INFO ] [CONFIGURE ] BYM: Configurate test run. [2025-11-21T08:21:51.310782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-11-21T08:21:51.357885] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BYM'. [2025-11-21T08:21:51.358255] [INFO ] [CONFIGURE ] BYM: Testing with 29 available features [2025-11-21T08:21:51.358324] [INFO ] [CONFIGURE ] BYM: Establishing baseline with no features... [2025-11-21T08:21:51.537796] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:21:51.727935] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:21:51.923381] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:21:52.115083] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:21:52.304794] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:52.502311] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:21:52.693485] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:52.885267] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:21:53.076015] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:21:53.264746] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:21:53.265031] [INFO ] [CONFIGURE ] BYM: Baseline score (no features): 30.00% [2025-11-21T08:21:53.265135] [INFO ] [CONFIGURE ] BYM: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:21:53.265212] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:21:53.486726] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:21:53.708890] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:21:53.951192] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:21:54.179169] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:21:54.408189] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:54.633218] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:21:54.859367] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:21:55.098582] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:21:55.318583] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:21:55.539679] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:21:55.539850] [INFO ] [CONFIGURE ] BYM: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T08:21:55.539898] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13878 tests [2025-11-21T08:21:55.539936] [INFO ] [CONFIGURE ] BYM: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:21:55.539970] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:21:55.756008] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:21:55.977510] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:21:56.198020] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:21:56.415745] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:21:56.636510] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:56.853674] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:21:57.070942] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:21:57.296407] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:21:57.519694] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:21:57.742780] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:21:57.743099] [INFO ] [CONFIGURE ] BYM: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T08:21:57.743204] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13877 tests [2025-11-21T08:21:57.743323] [INFO ] [CONFIGURE ] BYM: Testing feature 3/29: add_daily_returns [2025-11-21T08:21:57.743430] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:21:57.980807] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:21:58.215296] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:21:58.445367] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:21:58.679542] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:21:58.914818] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:21:59.150709] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:21:59.385424] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:21:59.621574] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:21:59.855685] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:00.125265] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:00.125602] [INFO ] [CONFIGURE ] BYM: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T08:22:00.125686] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13876 tests [2025-11-21T08:22:00.125783] [INFO ] [CONFIGURE ] BYM: Testing feature 4/29: add_ema [2025-11-21T08:22:00.125886] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:22:01.136341] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:01.471979] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:01.764510] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:02.071156] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:02.357926] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:02.645052] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:02.923759] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:03.203984] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:03.477657] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:03.742197] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:03.742376] [INFO ] [CONFIGURE ] BYM: KEPT add_ema (score: 60.00%) [2025-11-21T08:22:03.742435] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13875 tests [2025-11-21T08:22:03.742484] [INFO ] [CONFIGURE ] BYM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:22:03.742522] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:22:04.075832] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:04.380575] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:04.683733] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:22:04.971820] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:05.275753] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:05.595427] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:05.925204] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:06.264573] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:22:06.592593] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:06.920414] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:06.920607] [INFO ] [CONFIGURE ] BYM: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T08:22:06.920681] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13874 tests [2025-11-21T08:22:06.920730] [INFO ] [CONFIGURE ] BYM: Testing feature 6/29: add_failed_moves [2025-11-21T08:22:06.920773] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T08:22:07.200301] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:07.482222] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:07.777176] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:08.062120] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:08.329114] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:08.599592] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:08.874798] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:09.161010] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:09.440112] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:09.718397] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:09.718571] [INFO ] [CONFIGURE ] BYM: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T08:22:09.718626] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13873 tests [2025-11-21T08:22:09.718686] [INFO ] [CONFIGURE ] BYM: Testing feature 7/29: add_lag_shelf [2025-11-21T08:22:09.718732] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T08:22:10.002054] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:10.283462] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:10.557463] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:10.855681] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:11.162004] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:11.434063] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:11.717050] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:11.995197] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:12.290698] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:12.585254] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:12.585443] [INFO ] [CONFIGURE ] BYM: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:22:12.585501] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13872 tests [2025-11-21T08:22:12.585556] [INFO ] [CONFIGURE ] BYM: Testing feature 8/29: add_macd [2025-11-21T08:22:12.585609] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T08:22:12.952508] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:22:13.327597] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:13.694724] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:22:14.082797] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:14.451062] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:14.837344] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:15.213516] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:15.579148] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:22:15.945554] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:16.312991] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:22:16.313186] [INFO ] [CONFIGURE ] BYM: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:22:16.313250] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13871 tests [2025-11-21T08:22:16.313299] [INFO ] [CONFIGURE ] BYM: Testing feature 9/29: add_mfi [2025-11-21T08:22:16.313341] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T08:22:16.599227] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:16.881888] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:22:17.175549] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:17.478210] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:17.768019] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:18.074871] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:18.362688] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:18.671539] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:18.945963] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:19.220595] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:19.220809] [INFO ] [CONFIGURE ] BYM: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:22:19.220868] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13870 tests [2025-11-21T08:22:19.220921] [INFO ] [CONFIGURE ] BYM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:22:19.220965] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:22:19.574280] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:22:19.932311] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:22:20.291879] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:20.642063] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:22:21.001174] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:21.348720] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:21.700824] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:22.053532] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:22.409906] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:22.773467] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:22.773689] [INFO ] [CONFIGURE ] BYM: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T08:22:22.773749] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13869 tests [2025-11-21T08:22:22.773797] [INFO ] [CONFIGURE ] BYM: Testing feature 11/29: add_obv_daily [2025-11-21T08:22:22.773845] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T08:22:23.043157] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:22:23.309998] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:22:23.582885] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:23.858030] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:22:24.136134] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:24.422890] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:24.694846] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:24.976100] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:25.253843] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:25.547680] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:25.547864] [INFO ] [CONFIGURE ] BYM: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T08:22:25.547920] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13868 tests [2025-11-21T08:22:25.547966] [INFO ] [CONFIGURE ] BYM: Testing feature 12/29: add_obv_interval [2025-11-21T08:22:25.548009] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T08:22:25.820169] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:26.072057] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:26.326964] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:26.584373] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:22:26.842445] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:27.102833] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:27.375891] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:27.644743] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:27.910743] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:28.181543] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:28.181757] [INFO ] [CONFIGURE ] BYM: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:22:28.181817] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13867 tests [2025-11-21T08:22:28.181865] [INFO ] [CONFIGURE ] BYM: Testing feature 13/29: add_opening_strength [2025-11-21T08:22:28.181901] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:22:28.468451] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:28.757155] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:29.060762] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:22:29.367382] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:29.676515] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:29.974855] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:30.282801] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:30.585671] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:30.879406] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:31.173432] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:31.173604] [INFO ] [CONFIGURE ] BYM: KEPT add_opening_strength (score: 70.00%) [2025-11-21T08:22:31.173677] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13866 tests [2025-11-21T08:22:31.173725] [INFO ] [CONFIGURE ] BYM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:22:31.173762] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T08:22:31.497949] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:31.819762] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:32.161750] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:22:32.578762] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:32.989064] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:33.326432] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:33.654212] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:33.986078] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:34.385944] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:34.732449] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:34.732694] [INFO ] [CONFIGURE ] BYM: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T08:22:34.732753] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13865 tests [2025-11-21T08:22:34.732800] [INFO ] [CONFIGURE ] BYM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:22:34.732841] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T08:22:35.055465] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:35.376061] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:35.712040] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:36.043560] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:22:36.374592] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:36.692298] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:37.037244] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:22:37.365977] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:37.686362] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:37.991919] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:37.992140] [INFO ] [CONFIGURE ] BYM: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T08:22:37.992199] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13864 tests [2025-11-21T08:22:37.992248] [INFO ] [CONFIGURE ] BYM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:22:37.992292] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T08:22:38.280952] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:38.574590] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:22:38.868037] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:39.176589] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:39.471096] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:39.766466] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:40.064833] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:22:40.384479] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:40.695889] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:41.020129] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:41.020331] [INFO ] [CONFIGURE ] BYM: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T08:22:41.020391] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13863 tests [2025-11-21T08:22:41.020440] [INFO ] [CONFIGURE ] BYM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:22:41.020486] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T08:22:41.362523] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:41.689010] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:41.996434] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:22:42.316412] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:42.628242] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:42.975163] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:22:43.321878] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:43.678990] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:44.040289] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:44.401156] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:44.401350] [INFO ] [CONFIGURE ] BYM: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:22:44.401412] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13862 tests [2025-11-21T08:22:44.401460] [INFO ] [CONFIGURE ] BYM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:22:44.401503] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T08:22:44.733744] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:45.050477] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:45.353190] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:22:45.654819] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:22:45.955860] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:46.263919] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:46.590598] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:46.903793] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:47.224946] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:47.554444] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:47.554695] [INFO ] [CONFIGURE ] BYM: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:22:47.554774] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13861 tests [2025-11-21T08:22:47.554847] [INFO ] [CONFIGURE ] BYM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:22:47.554904] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T08:22:47.845626] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:48.151855] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:48.442707] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:22:48.731354] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:49.008821] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:49.336953] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:49.658233] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:49.992671] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:50.346154] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:50.675227] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:50.675419] [INFO ] [CONFIGURE ] BYM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:22:50.675480] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13860 tests [2025-11-21T08:22:50.675528] [INFO ] [CONFIGURE ] BYM: Testing feature 20/29: add_price_rejection [2025-11-21T08:22:50.675571] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T08:22:51.017170] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:22:51.375389] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:51.717905] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:52.045462] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:52.351262] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:52.673691] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:22:52.996115] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:22:53.314463] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:53.645747] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:53.973543] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:53.973769] [INFO ] [CONFIGURE ] BYM: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:22:53.973832] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13859 tests [2025-11-21T08:22:53.973881] [INFO ] [CONFIGURE ] BYM: Testing feature 21/29: add_range_position [2025-11-21T08:22:53.973927] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T08:22:54.312053] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:22:54.651048] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:22:54.982230] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:22:55.305907] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:55.632150] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:55.969107] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:22:56.296429] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:22:56.617894] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:22:56.957207] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:22:57.312231] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:22:57.312617] [INFO ] [CONFIGURE ] BYM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:22:57.312694] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13858 tests [2025-11-21T08:22:57.312744] [INFO ] [CONFIGURE ] BYM: Testing feature 22/29: add_realized_volatility [2025-11-21T08:22:57.312790] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T08:22:57.748976] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:22:58.179584] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:22:58.626032] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:22:59.061260] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:22:59.510836] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:22:59.944531] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:23:00.501034] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:01.258318] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:01.693343] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:02.152185] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:02.152386] [INFO ] [CONFIGURE ] BYM: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T08:23:02.152447] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13857 tests [2025-11-21T08:23:02.152498] [INFO ] [CONFIGURE ] BYM: Testing feature 23/29: add_recent_range_context [2025-11-21T08:23:02.152545] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T08:23:02.492942] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:02.808834] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:23:03.153696] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:23:03.505324] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:23:03.857338] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:04.245026] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:04.597399] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:04.975055] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:05.324128] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:05.676069] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:05.676244] [INFO ] [CONFIGURE ] BYM: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:23:05.676302] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13856 tests [2025-11-21T08:23:05.676350] [INFO ] [CONFIGURE ] BYM: Testing feature 24/29: add_rsi [2025-11-21T08:23:05.676395] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_rsi'] [2025-11-21T08:23:06.027633] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:06.368848] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:23:06.723006] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:23:07.074261] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:23:07.413040] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:07.769912] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:08.126730] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:08.478669] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:08.843008] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:09.203027] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:09.203213] [INFO ] [CONFIGURE ] BYM: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:23:09.203274] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13855 tests [2025-11-21T08:23:09.203324] [INFO ] [CONFIGURE ] BYM: Testing feature 25/29: add_tick_distribution [2025-11-21T08:23:09.203368] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T08:23:09.527767] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:09.863964] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:23:10.191472] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:23:10.510369] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:23:10.841030] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:11.154509] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:11.462828] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:11.759478] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:12.056540] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:12.346763] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:12.346995] [INFO ] [CONFIGURE ] BYM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:23:12.347056] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13854 tests [2025-11-21T08:23:12.347103] [INFO ] [CONFIGURE ] BYM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:23:12.347145] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T08:23:12.701912] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:13.057832] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:23:13.407442] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:23:13.746004] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:23:14.098306] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:14.427241] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:14.740955] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:15.058492] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:15.380598] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:15.711087] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:15.711269] [INFO ] [CONFIGURE ] BYM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:23:15.711324] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13853 tests [2025-11-21T08:23:15.711371] [INFO ] [CONFIGURE ] BYM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:23:15.711415] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T08:23:16.040599] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:16.365536] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:23:16.694721] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:23:17.015431] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:23:17.349211] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:17.693340] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:23:18.028918] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:23:18.357518] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:18.687892] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:19.031692] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:19.031866] [INFO ] [CONFIGURE ] BYM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T08:23:19.031924] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13852 tests [2025-11-21T08:23:19.031974] [INFO ] [CONFIGURE ] BYM: Testing feature 28/29: add_volume_profile [2025-11-21T08:23:19.032018] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T08:23:19.346180] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:19.629470] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:23:19.929824] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:23:20.225580] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:23:20.517922] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:20.809294] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:23:21.121823] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:21.436802] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:21.737113] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:22.033970] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:22.034141] [INFO ] [CONFIGURE ] BYM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:23:22.034200] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13851 tests [2025-11-21T08:23:22.034247] [INFO ] [CONFIGURE ] BYM: Testing feature 29/29: add_vwap [2025-11-21T08:23:22.034290] [INFO ] [CONFIGURE ] BYM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T08:23:22.340828] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:22.644838] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:23:22.952381] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:23.254733] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:23:23.554434] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:23.868905] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:24.195527] [DEBUG] [FORECASTER] BYM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:24.494159] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:23:24.803246] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:25.112507] [DEBUG] [FORECASTER] BYM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:25.112739] [INFO ] [CONFIGURE ] BYM: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:23:25.112799] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13850 tests [2025-11-21T08:23:25.112850] [INFO ] [CONFIGURE ] BYM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:23:25.112894] [INFO ] [CONFIGURE ] BYM: Best accuracy: 70.00% [2025-11-21T08:23:25.112936] [INFO ] [CONFIGURE ] BYM: Best feature set (4 features): ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:23:25.112976] [INFO ] [CONFIGURE ] BYM: Improvement over baseline: 40.00% [2025-11-21T08:23:25.113013] [INFO ] [CONFIGURE ] BYM: Total time: 1.5 minutes [2025-11-21T08:23:25.113052] [INFO ] [CONFIGURE ] BYM: Average time per feature: 3.2 seconds [2025-11-21T08:23:25.113090] [INFO ] [CONFIGURE ] BYM: Average speed: 0.32 features/sec [2025-11-21T08:23:25.113431] [INFO ] [LOCAL ] Saved configuration for BYM: 4 features, 70.00% accuracy -> ./output/feature-sets/BYM.json [2025-11-21T08:23:25.113488] [INFO ] [CONFIGURE ] BYM: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T08:23:25.113537] [INFO ] [sig ] [248/723] Successfully configured BYM | 0.01 sym/s | Total: 5.8h | ETA: 11.2h [2025-11-21T08:23:25.113582] [INFO ] [sig ] [249/723] Configuring BZH... [2025-11-21T08:23:25.113622] [INFO ] [CONFIGURE ] BZH: Configurate test run. [2025-11-21T08:23:25.113682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-11-21T08:23:25.222126] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BZH'. [2025-11-21T08:23:25.222593] [INFO ] [CONFIGURE ] BZH: Testing with 29 available features [2025-11-21T08:23:25.222677] [INFO ] [CONFIGURE ] BZH: Establishing baseline with no features... [2025-11-21T08:23:25.399832] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:25.569020] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:25.739973] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:23:25.904794] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:23:26.078296] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:26.254919] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:23:26.432481] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:23:26.615405] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:26.809297] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:26.982198] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:23:26.982354] [INFO ] [CONFIGURE ] BZH: Baseline score (no features): 40.00% [2025-11-21T08:23:26.982401] [INFO ] [CONFIGURE ] BZH: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:23:26.982438] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:23:27.188296] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:27.400669] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:27.608042] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:23:27.827012] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:23:28.036156] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:23:28.263094] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:28.478591] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:23:28.685703] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:28.898184] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:29.114999] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:29.115169] [INFO ] [CONFIGURE ] BZH: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T08:23:29.115217] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13849 tests [2025-11-21T08:23:29.115269] [INFO ] [CONFIGURE ] BZH: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:23:29.115326] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:23:29.360120] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:29.610277] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:29.852785] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:30.098595] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:23:30.356291] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:23:30.616781] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:30.858849] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:31.115300] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:31.356440] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:31.596808] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:23:31.597012] [INFO ] [CONFIGURE ] BZH: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T08:23:31.597069] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13848 tests [2025-11-21T08:23:31.597116] [INFO ] [CONFIGURE ] BZH: Testing feature 3/29: add_daily_returns [2025-11-21T08:23:31.597151] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:23:31.854580] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:32.125714] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:23:32.382659] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:32.646007] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:23:32.911499] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:33.183165] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:33.451712] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:33.723804] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:33.983436] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:34.252758] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:23:34.252976] [INFO ] [CONFIGURE ] BZH: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T08:23:34.253033] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13847 tests [2025-11-21T08:23:34.253078] [INFO ] [CONFIGURE ] BZH: Testing feature 4/29: add_ema [2025-11-21T08:23:34.253123] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T08:23:34.557039] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:34.857606] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:35.170762] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:35.468680] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:23:35.763525] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:36.057770] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:36.397898] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:36.728289] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:37.062319] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:37.392572] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:37.392800] [INFO ] [CONFIGURE ] BZH: DISCARDED add_ema (score: 70.00%) [2025-11-21T08:23:37.392860] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13846 tests [2025-11-21T08:23:37.392906] [INFO ] [CONFIGURE ] BZH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:23:37.392950] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:23:37.702788] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:38.031077] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:38.351814] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:38.672598] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:23:38.962484] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:39.279450] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:39.593769] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:39.906069] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:40.227135] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:40.528884] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:23:40.529095] [INFO ] [CONFIGURE ] BZH: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T08:23:40.529152] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13845 tests [2025-11-21T08:23:40.529192] [INFO ] [CONFIGURE ] BZH: Testing feature 6/29: add_failed_moves [2025-11-21T08:23:40.529235] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:23:40.794828] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:41.072098] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:41.408849] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:41.683625] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:23:41.965896] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:23:42.222380] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:42.496818] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:42.776389] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:43.061273] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:43.337855] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:23:43.338050] [INFO ] [CONFIGURE ] BZH: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T08:23:43.338109] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13844 tests [2025-11-21T08:23:43.338162] [INFO ] [CONFIGURE ] BZH: Testing feature 7/29: add_lag_shelf [2025-11-21T08:23:43.338198] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:23:43.609106] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:23:43.893293] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:44.181291] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:44.458675] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:23:44.733504] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:23:45.011208] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:45.295544] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:45.577150] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:45.854192] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:46.158558] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:46.158779] [INFO ] [CONFIGURE ] BZH: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:23:46.158839] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13843 tests [2025-11-21T08:23:46.158877] [INFO ] [CONFIGURE ] BZH: Testing feature 8/29: add_macd [2025-11-21T08:23:46.158924] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:23:46.524906] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:46.908481] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:47.293639] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:47.679513] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:23:48.054513] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:23:48.442703] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:48.824593] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:49.212082] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:49.587632] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:49.970595] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:23:49.970838] [INFO ] [CONFIGURE ] BZH: DISCARDED add_macd (score: 70.00%) [2025-11-21T08:23:49.970897] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13842 tests [2025-11-21T08:23:49.970950] [INFO ] [CONFIGURE ] BZH: Testing feature 9/29: add_mfi [2025-11-21T08:23:49.970998] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T08:23:50.267785] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:50.579821] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:50.858587] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:51.144741] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:23:51.419386] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:23:51.697128] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:51.977695] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:52.254254] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:52.545813] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:52.831225] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:23:52.831418] [INFO ] [CONFIGURE ] BZH: DISCARDED add_mfi (score: 80.00%) [2025-11-21T08:23:52.831475] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13841 tests [2025-11-21T08:23:52.831514] [INFO ] [CONFIGURE ] BZH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:23:52.831561] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:23:53.209894] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:53.598899] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:23:53.973877] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:54.327620] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:23:54.676059] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:23:55.026314] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:23:55.378919] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:23:55.732912] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:56.087443] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:56.456894] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:23:56.457158] [INFO ] [CONFIGURE ] BZH: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T08:23:56.457219] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13840 tests [2025-11-21T08:23:56.457265] [INFO ] [CONFIGURE ] BZH: Testing feature 11/29: add_obv_daily [2025-11-21T08:23:56.457307] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:23:56.728785] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:57.008982] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:23:57.285057] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:23:57.599820] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:23:57.882171] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:23:58.152898] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:23:58.430830] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:23:58.703991] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:23:58.979035] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:23:59.287398] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:23:59.287593] [INFO ] [CONFIGURE ] BZH: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T08:23:59.287671] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13839 tests [2025-11-21T08:23:59.287722] [INFO ] [CONFIGURE ] BZH: Testing feature 12/29: add_obv_interval [2025-11-21T08:23:59.287766] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:23:59.565761] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:23:59.844322] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:00.123748] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:01.185328] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:01.619168] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:01.900313] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:02.187780] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:02.471097] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:02.756156] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:03.034402] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:03.034598] [INFO ] [CONFIGURE ] BZH: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T08:24:03.034697] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13838 tests [2025-11-21T08:24:03.034752] [INFO ] [CONFIGURE ] BZH: Testing feature 13/29: add_opening_strength [2025-11-21T08:24:03.034796] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:24:03.345510] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:03.659354] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:24:03.990191] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:04.326347] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:24:04.640205] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:04.951872] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:05.258329] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:05.565593] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:05.872181] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:06.188006] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:06.188240] [INFO ] [CONFIGURE ] BZH: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T08:24:06.188302] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13837 tests [2025-11-21T08:24:06.188357] [INFO ] [CONFIGURE ] BZH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:24:06.188395] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:24:06.466886] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:06.747431] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:07.013400] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:07.290354] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:24:07.558492] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:07.830610] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:08.102789] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:08.378934] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:08.646537] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:08.919303] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:24:08.919499] [INFO ] [CONFIGURE ] BZH: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T08:24:08.919560] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13836 tests [2025-11-21T08:24:08.919608] [INFO ] [CONFIGURE ] BZH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:24:08.919672] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:24:09.188393] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:09.442140] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:09.696826] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:09.949264] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:24:10.203286] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:10.448526] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:10.701026] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:10.953771] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:11.218348] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:11.491752] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:11.491984] [INFO ] [CONFIGURE ] BZH: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T08:24:11.492043] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13835 tests [2025-11-21T08:24:11.492089] [INFO ] [CONFIGURE ] BZH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:24:11.492131] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:24:11.771076] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:24:12.061986] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:12.334955] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:12.619693] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:12.891522] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:13.175831] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:13.453741] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:13.743017] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:14.034083] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:14.317752] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:14.317954] [INFO ] [CONFIGURE ] BZH: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:24:14.318012] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13834 tests [2025-11-21T08:24:14.318059] [INFO ] [CONFIGURE ] BZH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:24:14.318287] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T08:24:14.584011] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:14.848888] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:15.115990] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:15.378577] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:15.642989] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:15.908271] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:16.184033] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:16.462010] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:16.749872] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:17.031359] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:17.031544] [INFO ] [CONFIGURE ] BZH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:24:17.031601] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13833 tests [2025-11-21T08:24:17.031691] [INFO ] [CONFIGURE ] BZH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:24:17.031740] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T08:24:17.286062] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:17.545612] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:17.799901] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:18.057124] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:24:18.310164] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:18.569929] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:18.823221] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:19.087231] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:19.337396] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:19.589524] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:24:19.589721] [INFO ] [CONFIGURE ] BZH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:24:19.589780] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13832 tests [2025-11-21T08:24:19.589826] [INFO ] [CONFIGURE ] BZH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:24:19.589868] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T08:24:19.840666] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:20.094591] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:20.342802] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:20.590080] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:20.839146] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:21.094298] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:21.344933] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:21.611582] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:21.877677] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:22.153854] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:22.154033] [INFO ] [CONFIGURE ] BZH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T08:24:22.154090] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13831 tests [2025-11-21T08:24:22.154138] [INFO ] [CONFIGURE ] BZH: Testing feature 20/29: add_price_rejection [2025-11-21T08:24:22.154180] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T08:24:22.443568] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:22.736332] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:23.021475] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:23.307864] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:23.592635] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:23.870698] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:24.153878] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:24.455283] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:24.745879] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:25.041404] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:25.041581] [INFO ] [CONFIGURE ] BZH: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:24:25.041639] [INFO ] [CONFIGURE ] JOB ETA: 11.1h | Avg: 2.9s/test | Remaining: 13830 tests [2025-11-21T08:24:25.041708] [INFO ] [CONFIGURE ] BZH: Testing feature 21/29: add_range_position [2025-11-21T08:24:25.041753] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T08:24:25.347071] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:25.664948] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:25.987218] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:26.313557] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:26.639962] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:26.941415] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:27.240880] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:27.555405] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:27.857144] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:28.201411] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:28.201691] [INFO ] [CONFIGURE ] BZH: DISCARDED add_range_position (score: 70.00%) [2025-11-21T08:24:28.201782] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13829 tests [2025-11-21T08:24:28.201850] [INFO ] [CONFIGURE ] BZH: Testing feature 22/29: add_realized_volatility [2025-11-21T08:24:28.201908] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T08:24:28.718111] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:29.159580] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:29.551174] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:29.930842] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:24:30.302726] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:30.715899] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:24:31.137499] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:31.524606] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:31.915885] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:32.286834] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:32.287083] [INFO ] [CONFIGURE ] BZH: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T08:24:32.287146] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13828 tests [2025-11-21T08:24:32.287185] [INFO ] [CONFIGURE ] BZH: Testing feature 23/29: add_recent_range_context [2025-11-21T08:24:32.287228] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T08:24:32.549182] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:32.817793] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:24:33.087124] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:33.349988] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:33.621271] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:33.888231] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:34.166305] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:34.446053] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:34.732067] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:34.999783] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:35.000022] [INFO ] [CONFIGURE ] BZH: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T08:24:35.000085] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13827 tests [2025-11-21T08:24:35.000135] [INFO ] [CONFIGURE ] BZH: Testing feature 24/29: add_rsi [2025-11-21T08:24:35.000179] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T08:24:35.313464] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:35.626994] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:35.948086] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:36.295916] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:36.614750] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:36.922449] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:37.244020] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:37.553345] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:37.871714] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:38.190458] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:24:38.190662] [INFO ] [CONFIGURE ] BZH: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:24:38.190720] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13826 tests [2025-11-21T08:24:38.190767] [INFO ] [CONFIGURE ] BZH: Testing feature 25/29: add_tick_distribution [2025-11-21T08:24:38.190809] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T08:24:38.451240] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:38.719329] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:38.984116] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:39.261600] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:39.552991] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:39.816107] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:40.095864] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:40.372623] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:40.636019] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:40.896819] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:24:40.897018] [INFO ] [CONFIGURE ] BZH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:24:40.897076] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13825 tests [2025-11-21T08:24:40.897126] [INFO ] [CONFIGURE ] BZH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:24:40.897169] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T08:24:41.169325] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:41.421201] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:41.683028] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:41.938304] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:24:42.190293] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:42.443461] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:42.700579] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:42.959261] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:43.216325] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:43.474344] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:24:43.474525] [INFO ] [CONFIGURE ] BZH: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T08:24:43.474582] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13824 tests [2025-11-21T08:24:43.474629] [INFO ] [CONFIGURE ] BZH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:24:43.474705] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T08:24:43.767840] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:44.052263] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:44.350512] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:44.642235] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:24:44.934023] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:45.223115] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:45.525315] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:45.819230] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:46.126489] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:46.436896] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:46.437145] [INFO ] [CONFIGURE ] BZH: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T08:24:46.437206] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13823 tests [2025-11-21T08:24:46.437254] [INFO ] [CONFIGURE ] BZH: Testing feature 28/29: add_volume_profile [2025-11-21T08:24:46.437298] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T08:24:46.743539] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:47.066177] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:47.359912] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:47.637108] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:24:47.913084] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:48.194987] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:48.477472] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:48.746991] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:49.023409] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:49.343801] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:24:49.344005] [INFO ] [CONFIGURE ] BZH: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T08:24:49.344065] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13822 tests [2025-11-21T08:24:49.344119] [INFO ] [CONFIGURE ] BZH: Testing feature 29/29: add_vwap [2025-11-21T08:24:49.344201] [INFO ] [CONFIGURE ] BZH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T08:24:49.656775] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:24:49.955488] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:24:50.265024] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:50.553832] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:24:50.851090] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:51.153405] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:24:51.429890] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:24:51.733837] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:24:52.013993] [DEBUG] [FORECASTER] BZH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:24:52.306864] [DEBUG] [FORECASTER] BZH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:24:52.307256] [INFO ] [CONFIGURE ] BZH: DISCARDED add_vwap (score: 80.00%) [2025-11-21T08:24:52.307317] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13821 tests [2025-11-21T08:24:52.307367] [INFO ] [CONFIGURE ] BZH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:24:52.307409] [INFO ] [CONFIGURE ] BZH: Best accuracy: 80.00% [2025-11-21T08:24:52.307453] [INFO ] [CONFIGURE ] BZH: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:24:52.307494] [INFO ] [CONFIGURE ] BZH: Improvement over baseline: 40.00% [2025-11-21T08:24:52.307532] [INFO ] [CONFIGURE ] BZH: Total time: 1.4 minutes [2025-11-21T08:24:52.307570] [INFO ] [CONFIGURE ] BZH: Average time per feature: 2.9 seconds [2025-11-21T08:24:52.307606] [INFO ] [CONFIGURE ] BZH: Average speed: 0.34 features/sec [2025-11-21T08:24:52.308333] [INFO ] [LOCAL ] Saved configuration for BZH: 2 features, 80.00% accuracy -> ./output/feature-sets/BZH.json [2025-11-21T08:24:52.308395] [INFO ] [CONFIGURE ] BZH: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:24:52.308444] [INFO ] [sig ] [249/723] Successfully configured BZH | 0.01 sym/s | Total: 5.9h | ETA: 11.1h [2025-11-21T08:24:52.308492] [INFO ] [sig ] [250/723] Configuring C... [2025-11-21T08:24:52.308534] [INFO ] [CONFIGURE ] C: Configurate test run. [2025-11-21T08:24:52.308583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-11-21T08:24:52.356742] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'C'. [2025-11-21T08:24:52.357140] [INFO ] [CONFIGURE ] C: Testing with 29 available features [2025-11-21T08:24:52.357203] [INFO ] [CONFIGURE ] C: Establishing baseline with no features... [2025-11-21T08:24:52.530945] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:24:52.710325] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:24:52.886419] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:53.074274] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:24:53.259247] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:53.432315] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:24:53.621162] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:24:53.806897] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:24:53.984698] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:24:54.162569] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:24:54.162753] [INFO ] [CONFIGURE ] C: Baseline score (no features): 60.00% [2025-11-21T08:24:54.162972] [INFO ] [CONFIGURE ] C: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:24:54.163053] [INFO ] [CONFIGURE ] C: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:24:54.396628] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:24:54.610874] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:24:54.821479] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:55.030784] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:24:55.241659] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:55.449071] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:24:55.656927] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:24:55.871225] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:24:56.085016] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:24:56.304060] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:24:56.304243] [INFO ] [CONFIGURE ] C: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T08:24:56.304292] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13820 tests [2025-11-21T08:24:56.304333] [INFO ] [CONFIGURE ] C: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:24:56.304370] [INFO ] [CONFIGURE ] C: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:24:56.515188] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:24:56.726363] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:24:56.938727] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:57.154213] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:24:57.368946] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:24:57.589787] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:24:57.801757] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:24:58.019782] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:24:58.237837] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:24:58.465355] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:24:58.465527] [INFO ] [CONFIGURE ] C: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T08:24:58.465574] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13819 tests [2025-11-21T08:24:58.465610] [INFO ] [CONFIGURE ] C: Testing feature 3/29: add_daily_returns [2025-11-21T08:24:58.465665] [INFO ] [CONFIGURE ] C: Testing with features: ['add_daily_returns'] [2025-11-21T08:24:58.650097] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:24:58.836041] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:24:59.021076] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:24:59.207112] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:24:59.390981] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:24:59.577043] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:24:59.765818] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:24:59.955662] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:00.150966] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:00.341915] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:00.342375] [INFO ] [CONFIGURE ] C: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T08:25:00.342967] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13818 tests [2025-11-21T08:25:00.343034] [INFO ] [CONFIGURE ] C: Testing feature 4/29: add_ema [2025-11-21T08:25:00.343073] [INFO ] [CONFIGURE ] C: Testing with features: ['add_ema'] [2025-11-21T08:25:00.637726] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:01.437671] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:01.778746] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:02.001054] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:02.227285] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:02.449799] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:02.682192] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:02.944506] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:03.194127] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:03.411508] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:03.411725] [INFO ] [CONFIGURE ] C: DISCARDED add_ema (score: 60.00%) [2025-11-21T08:25:03.411809] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13817 tests [2025-11-21T08:25:03.412049] [INFO ] [CONFIGURE ] C: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:25:03.412095] [INFO ] [CONFIGURE ] C: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:25:03.639110] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:03.859203] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:04.077220] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:04.345335] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:04.595906] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:04.841915] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:05.092434] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:05.335467] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:05.562367] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:05.791773] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:05.791949] [INFO ] [CONFIGURE ] C: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T08:25:05.792006] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13816 tests [2025-11-21T08:25:05.792056] [INFO ] [CONFIGURE ] C: Testing feature 6/29: add_failed_moves [2025-11-21T08:25:05.792098] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves'] [2025-11-21T08:25:05.976834] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:06.166116] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:06.353155] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:06.557084] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:06.760967] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:06.962139] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:07.150108] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:25:07.341984] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:07.529388] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:07.731795] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:07.731965] [INFO ] [CONFIGURE ] C: KEPT add_failed_moves (score: 70.00%) [2025-11-21T08:25:07.732016] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13815 tests [2025-11-21T08:25:07.732056] [INFO ] [CONFIGURE ] C: Testing feature 7/29: add_lag_shelf [2025-11-21T08:25:07.732099] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T08:25:07.926738] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:08.114693] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:08.300733] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:08.487509] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:08.678326] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:08.865770] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:09.055622] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:25:09.258423] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:09.455150] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:09.643197] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:09.643366] [INFO ] [CONFIGURE ] C: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:25:09.643413] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13814 tests [2025-11-21T08:25:09.643488] [INFO ] [CONFIGURE ] C: Testing feature 8/29: add_macd [2025-11-21T08:25:09.643527] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T08:25:09.940071] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:10.216705] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:10.491382] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:10.778370] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:11.054968] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:11.345973] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:11.623633] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:11.900539] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:12.180143] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:12.451568] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:12.451770] [INFO ] [CONFIGURE ] C: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:25:12.451828] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13813 tests [2025-11-21T08:25:12.451875] [INFO ] [CONFIGURE ] C: Testing feature 9/29: add_mfi [2025-11-21T08:25:12.451916] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T08:25:12.641765] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:12.838313] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:13.036250] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:13.236471] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:13.434709] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:13.636333] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:13.839462] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:14.040600] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:14.252139] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:14.468859] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:14.469749] [INFO ] [CONFIGURE ] C: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:25:14.469813] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13812 tests [2025-11-21T08:25:14.469861] [INFO ] [CONFIGURE ] C: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:25:14.469906] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:25:14.775267] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:15.070634] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:15.352628] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:15.638594] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:15.931160] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:16.215909] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:16.514071] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:16.802896] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:17.105912] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:17.421238] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:17.421478] [INFO ] [CONFIGURE ] C: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T08:25:17.421538] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13811 tests [2025-11-21T08:25:17.421588] [INFO ] [CONFIGURE ] C: Testing feature 11/29: add_obv_daily [2025-11-21T08:25:17.421633] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T08:25:17.638299] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:17.835869] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:18.033347] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:25:18.248698] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:18.465236] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:18.683106] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:18.905698] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:19.130416] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:19.364792] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:19.590282] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:19.590605] [INFO ] [CONFIGURE ] C: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T08:25:19.590726] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13810 tests [2025-11-21T08:25:19.590813] [INFO ] [CONFIGURE ] C: Testing feature 12/29: add_obv_interval [2025-11-21T08:25:19.590922] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T08:25:19.799724] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:20.006308] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:20.221869] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:25:20.423711] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:20.644853] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:25:20.912857] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:21.210815] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:21.504354] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:21.769634] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:21.976391] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:21.976588] [INFO ] [CONFIGURE ] C: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T08:25:21.976636] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13809 tests [2025-11-21T08:25:21.976705] [INFO ] [CONFIGURE ] C: Testing feature 13/29: add_opening_strength [2025-11-21T08:25:21.976748] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:25:22.211977] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:22.446057] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:22.700350] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:22.943940] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:23.190378] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:23.409099] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:23.644638] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:23.875001] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:25:24.104051] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:24.349468] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:24.349678] [INFO ] [CONFIGURE ] C: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T08:25:24.349743] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13808 tests [2025-11-21T08:25:24.349805] [INFO ] [CONFIGURE ] C: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:25:24.349855] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T08:25:24.581843] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:24.831144] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:25.056673] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:25.286498] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:25.511282] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:25.734237] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:25.962260] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:25:26.216223] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:26.460560] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:26.693769] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:26.693960] [INFO ] [CONFIGURE ] C: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T08:25:26.694019] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13807 tests [2025-11-21T08:25:26.694067] [INFO ] [CONFIGURE ] C: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:25:26.694112] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T08:25:26.889206] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:27.083233] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:27.284640] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:27.477217] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:27.668251] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:27.860683] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:28.034197] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:28.225919] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:25:28.409697] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:28.603121] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:28.603311] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:25:28.603406] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13806 tests [2025-11-21T08:25:28.603451] [INFO ] [CONFIGURE ] C: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:25:28.603487] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T08:25:28.810017] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:29.018200] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:29.233939] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:29.461950] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:29.710270] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:29.938490] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:30.172838] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:30.408039] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:25:30.641555] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:30.876274] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:30.876468] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T08:25:30.876519] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13805 tests [2025-11-21T08:25:30.876559] [INFO ] [CONFIGURE ] C: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:25:30.876596] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T08:25:31.112007] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:31.337049] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:31.571392] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:31.802514] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:32.014830] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:32.245723] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:32.481822] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:32.707025] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:32.939599] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:33.168281] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:33.168472] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:25:33.168530] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13804 tests [2025-11-21T08:25:33.168578] [INFO ] [CONFIGURE ] C: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:25:33.168625] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T08:25:33.357411] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:33.544125] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:33.733974] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:33.933929] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:34.129239] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:34.319270] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:34.510362] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:25:34.705134] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:34.897993] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:35.101629] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:35.101877] [INFO ] [CONFIGURE ] C: KEPT add_pbf_volatility_5d (score: 80.00%) [2025-11-21T08:25:35.101926] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13803 tests [2025-11-21T08:25:35.101964] [INFO ] [CONFIGURE ] C: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:25:35.101999] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T08:25:35.309281] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:35.510634] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:35.712499] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:35.918155] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:36.135410] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:36.342329] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:36.561475] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:36.788468] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:37.014398] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:37.244888] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:37.245072] [INFO ] [CONFIGURE ] C: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:25:37.245121] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13802 tests [2025-11-21T08:25:37.245161] [INFO ] [CONFIGURE ] C: Testing feature 20/29: add_price_rejection [2025-11-21T08:25:37.245197] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T08:25:37.480906] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:37.706856] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:37.946106] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:38.182543] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:38.425300] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:38.661921] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:38.893921] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:39.152259] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:39.420055] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:39.658153] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:39.658319] [INFO ] [CONFIGURE ] C: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:25:39.658374] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13801 tests [2025-11-21T08:25:39.658420] [INFO ] [CONFIGURE ] C: Testing feature 21/29: add_range_position [2025-11-21T08:25:39.658474] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T08:25:39.880290] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:40.101359] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:40.331914] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:40.566810] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:40.801028] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:41.038039] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:41.272724] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:41.503292] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:25:41.745427] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:41.988949] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:41.989162] [INFO ] [CONFIGURE ] C: DISCARDED add_range_position (score: 80.00%) [2025-11-21T08:25:41.989222] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13800 tests [2025-11-21T08:25:41.989270] [INFO ] [CONFIGURE ] C: Testing feature 22/29: add_realized_volatility [2025-11-21T08:25:41.989315] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T08:25:42.327475] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:42.645890] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:42.966211] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:43.281901] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:43.593214] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:43.909201] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:44.224881] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:44.580795] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:44.917249] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:45.261951] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:45.262170] [INFO ] [CONFIGURE ] C: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:25:45.262233] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13799 tests [2025-11-21T08:25:45.262283] [INFO ] [CONFIGURE ] C: Testing feature 23/29: add_recent_range_context [2025-11-21T08:25:45.262328] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T08:25:45.472152] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:45.682922] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:45.894628] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:46.106086] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:46.319583] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:46.538366] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:46.762279] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:46.976385] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:47.186903] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:47.406767] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:47.406992] [INFO ] [CONFIGURE ] C: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T08:25:47.407059] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13798 tests [2025-11-21T08:25:47.407133] [INFO ] [CONFIGURE ] C: Testing feature 24/29: add_rsi [2025-11-21T08:25:47.407197] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T08:25:47.662025] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:47.918023] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:48.170952] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:48.425057] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:48.685915] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:48.935721] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:49.186429] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:49.480603] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:25:49.813783] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:50.079564] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:50.079785] [INFO ] [CONFIGURE ] C: DISCARDED add_rsi (score: 80.00%) [2025-11-21T08:25:50.079848] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13797 tests [2025-11-21T08:25:50.079898] [INFO ] [CONFIGURE ] C: Testing feature 25/29: add_tick_distribution [2025-11-21T08:25:50.079944] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T08:25:50.284237] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:50.483792] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:50.686884] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:50.900349] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:51.124444] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:51.329548] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:51.539162] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:51.761909] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:52.000531] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:52.229124] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:52.229296] [INFO ] [CONFIGURE ] C: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:25:52.229347] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13796 tests [2025-11-21T08:25:52.229385] [INFO ] [CONFIGURE ] C: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:25:52.229421] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T08:25:52.459825] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:52.693998] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:52.921149] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:53.145235] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:53.348945] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:53.549152] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:53.751782] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:53.962510] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:54.174279] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:54.391392] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:54.391570] [INFO ] [CONFIGURE ] C: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:25:54.391628] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13795 tests [2025-11-21T08:25:54.391707] [INFO ] [CONFIGURE ] C: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:25:54.391758] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T08:25:54.630769] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:54.857504] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:55.087526] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:55.317837] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:25:55.554188] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:55.794992] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:56.020700] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:25:56.244916] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:56.475226] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:25:56.702899] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:56.703067] [INFO ] [CONFIGURE ] C: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:25:56.703124] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13794 tests [2025-11-21T08:25:56.703187] [INFO ] [CONFIGURE ] C: Testing feature 28/29: add_volume_profile [2025-11-21T08:25:56.703234] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T08:25:56.921896] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:57.142866] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:57.370291] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:57.589329] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:57.805729] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:25:58.018290] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:25:58.235465] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:25:58.454230] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:25:58.669958] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:25:58.889720] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:25:58.889891] [INFO ] [CONFIGURE ] C: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T08:25:58.890048] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13793 tests [2025-11-21T08:25:58.890094] [INFO ] [CONFIGURE ] C: Testing feature 29/29: add_vwap [2025-11-21T08:25:58.890130] [INFO ] [CONFIGURE ] C: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T08:25:59.103757] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:25:59.318713] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:25:59.541042] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:25:59.756846] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:25:59.977749] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:00.196882] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:26:00.413553] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:00.631441] [DEBUG] [FORECASTER] C: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:01.504955] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:01.771818] [DEBUG] [FORECASTER] C: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:01.771978] [INFO ] [CONFIGURE ] C: DISCARDED add_vwap (score: 70.00%) [2025-11-21T08:26:01.772034] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13792 tests [2025-11-21T08:26:01.772081] [INFO ] [CONFIGURE ] C: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:26:01.772127] [INFO ] [CONFIGURE ] C: Best accuracy: 80.00% [2025-11-21T08:26:01.772168] [INFO ] [CONFIGURE ] C: Best feature set (2 features): ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T08:26:01.772205] [INFO ] [CONFIGURE ] C: Improvement over baseline: 20.00% [2025-11-21T08:26:01.772240] [INFO ] [CONFIGURE ] C: Total time: 1.1 minutes [2025-11-21T08:26:01.772275] [INFO ] [CONFIGURE ] C: Average time per feature: 2.3 seconds [2025-11-21T08:26:01.772310] [INFO ] [CONFIGURE ] C: Average speed: 0.43 features/sec [2025-11-21T08:26:01.772624] [INFO ] [LOCAL ] Saved configuration for C: 2 features, 80.00% accuracy -> ./output/feature-sets/C.json [2025-11-21T08:26:01.772710] [INFO ] [CONFIGURE ] C: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:26:01.772759] [INFO ] [sig ] [250/723] Successfully configured C | 0.01 sym/s | Total: 5.9h | ETA: 11.1h [2025-11-21T08:26:01.772804] [INFO ] [sig ] [251/723] Configuring CAAP... [2025-11-21T08:26:01.772843] [INFO ] [CONFIGURE ] CAAP: Configurate test run. [2025-11-21T08:26:01.772881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-11-21T08:26:01.847077] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAAP'. [2025-11-21T08:26:01.847452] [INFO ] [CONFIGURE ] CAAP: Testing with 29 available features [2025-11-21T08:26:01.847527] [INFO ] [CONFIGURE ] CAAP: Establishing baseline with no features... [2025-11-21T08:26:02.024471] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:02.199429] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:02.374740] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:02.549341] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:02.725500] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:02.913146] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:03.095696] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:03.272353] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:03.454290] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:03.635389] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:03.635551] [INFO ] [CONFIGURE ] CAAP: Baseline score (no features): 50.00% [2025-11-21T08:26:03.635599] [INFO ] [CONFIGURE ] CAAP: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:26:03.635637] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:26:03.855226] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:04.075341] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:04.303455] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:04.533467] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:04.745837] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:04.960589] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:05.188884] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:05.416760] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:26:05.640328] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:26:05.865141] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:05.865334] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T08:26:05.865399] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13791 tests [2025-11-21T08:26:05.865442] [INFO ] [CONFIGURE ] CAAP: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:26:05.865480] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:26:06.094035] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:06.309437] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:06.523812] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:06.752580] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:06.980951] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:07.206739] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:07.445362] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:26:07.674170] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:07.903858] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:08.139014] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:08.139207] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T08:26:08.139257] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13790 tests [2025-11-21T08:26:08.139297] [INFO ] [CONFIGURE ] CAAP: Testing feature 3/29: add_daily_returns [2025-11-21T08:26:08.139333] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_daily_returns'] [2025-11-21T08:26:08.372677] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:08.638866] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:08.882156] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:09.085486] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:09.273187] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:09.455151] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:09.652448] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:26:09.837010] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:26:10.030127] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:26:10.219882] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:10.220060] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:26:10.220108] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13789 tests [2025-11-21T08:26:10.220145] [INFO ] [CONFIGURE ] CAAP: Testing feature 4/29: add_ema [2025-11-21T08:26:10.220179] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_ema'] [2025-11-21T08:26:10.426544] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:10.635428] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:10.846841] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:11.053844] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:11.263594] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:11.475783] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:11.688758] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:26:11.941948] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:12.153349] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:12.365673] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:12.365876] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_ema (score: 40.00%) [2025-11-21T08:26:12.365927] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13788 tests [2025-11-21T08:26:12.365967] [INFO ] [CONFIGURE ] CAAP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:26:12.366002] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:26:12.582523] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:26:12.799543] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:13.029151] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:13.260366] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:13.495639] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:13.750150] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:13.982334] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:26:14.221917] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:14.454296] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:26:14.688056] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:14.688231] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T08:26:14.688330] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13787 tests [2025-11-21T08:26:14.688379] [INFO ] [CONFIGURE ] CAAP: Testing feature 6/29: add_failed_moves [2025-11-21T08:26:14.688419] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_failed_moves'] [2025-11-21T08:26:14.866830] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:15.052967] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:15.242677] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:15.422542] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:15.610783] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:15.799548] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:15.985994] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:16.177900] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:26:16.369744] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:26:16.562491] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:16.562672] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:26:16.562745] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13786 tests [2025-11-21T08:26:16.562796] [INFO ] [CONFIGURE ] CAAP: Testing feature 7/29: add_lag_shelf [2025-11-21T08:26:16.563047] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_lag_shelf'] [2025-11-21T08:26:16.744297] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:16.916575] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:17.096213] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:17.274604] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:17.455132] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:17.637071] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:17.814241] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:17.997466] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:18.180722] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:18.353529] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:18.353712] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:26:18.353808] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13785 tests [2025-11-21T08:26:18.353863] [INFO ] [CONFIGURE ] CAAP: Testing feature 8/29: add_macd [2025-11-21T08:26:18.353911] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T08:26:18.638044] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:18.914193] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:19.190689] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:19.466246] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:19.764940] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:20.048525] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:20.325578] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:26:20.592810] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:26:20.866065] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:26:21.146555] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:21.146768] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:26:21.146827] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13784 tests [2025-11-21T08:26:21.146878] [INFO ] [CONFIGURE ] CAAP: Testing feature 9/29: add_mfi [2025-11-21T08:26:21.146972] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_mfi'] [2025-11-21T08:26:21.332250] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:26:21.518979] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:21.708019] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:21.889283] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:22.068555] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:22.245795] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:22.426383] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:22.617558] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:22.800717] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:22.984945] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:22.985120] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_mfi (score: 40.00%) [2025-11-21T08:26:22.985168] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13783 tests [2025-11-21T08:26:22.985206] [INFO ] [CONFIGURE ] CAAP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:26:22.985242] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:26:23.251407] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:26:23.527955] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:23.803539] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:24.093349] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:24.364910] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:24.651123] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:24.921545] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:26:25.197515] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:25.463621] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:25.729429] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:25.729621] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T08:26:25.729703] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13782 tests [2025-11-21T08:26:25.729752] [INFO ] [CONFIGURE ] CAAP: Testing feature 11/29: add_obv_daily [2025-11-21T08:26:25.729796] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily'] [2025-11-21T08:26:25.928592] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:26.126464] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:26.317395] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:26.511188] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:26.700893] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:26.894678] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:27.093222] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:27.290962] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:27.502664] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:27.700699] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:27.700865] [INFO ] [CONFIGURE ] CAAP: KEPT add_obv_daily (score: 70.00%) [2025-11-21T08:26:27.700914] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13781 tests [2025-11-21T08:26:27.700955] [INFO ] [CONFIGURE ] CAAP: Testing feature 12/29: add_obv_interval [2025-11-21T08:26:27.701000] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T08:26:27.913053] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:28.129352] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:28.342590] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:28.560491] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:28.785589] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:29.038425] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:29.248106] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:29.462055] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:29.700738] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:29.949906] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:29.950262] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:26:29.950373] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13780 tests [2025-11-21T08:26:29.950483] [INFO ] [CONFIGURE ] CAAP: Testing feature 13/29: add_opening_strength [2025-11-21T08:26:29.950569] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:26:30.196172] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:30.447191] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:30.690786] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:30.947164] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:31.193043] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:26:31.445707] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:31.687034] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:31.942515] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:32.198874] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:32.454063] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:32.454275] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:26:32.454469] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13779 tests [2025-11-21T08:26:32.454554] [INFO ] [CONFIGURE ] CAAP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:26:32.454631] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T08:26:32.679634] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:32.901445] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:33.115132] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:33.332867] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:33.595518] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:33.855461] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:34.089800] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:34.314335] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:34.557309] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:34.809149] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:34.809357] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:26:34.809412] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13778 tests [2025-11-21T08:26:34.809461] [INFO ] [CONFIGURE ] CAAP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:26:34.809503] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T08:26:35.036052] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:35.259493] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:35.493209] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:35.696440] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:35.896466] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:36.111007] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:36.328376] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:36.540930] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:36.739784] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:36.942476] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:36.942667] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:26:36.942743] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13777 tests [2025-11-21T08:26:36.942794] [INFO ] [CONFIGURE ] CAAP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:26:36.942840] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T08:26:37.158955] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:26:37.378193] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:37.599861] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:37.821348] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:38.037369] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:38.271320] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:38.516545] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:38.759052] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:38.987592] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:39.218428] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:39.218606] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:26:39.218678] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13776 tests [2025-11-21T08:26:39.218746] [INFO ] [CONFIGURE ] CAAP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:26:39.218797] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T08:26:39.440144] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:39.684318] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:39.929390] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:40.168106] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:40.401915] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:40.654603] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:40.900602] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:41.125288] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:41.341055] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:41.557486] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:41.557670] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:26:41.557741] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13775 tests [2025-11-21T08:26:41.557794] [INFO ] [CONFIGURE ] CAAP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:26:41.557840] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T08:26:41.752985] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:26:41.954943] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:42.152769] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:42.348787] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:42.546968] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:42.747028] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:42.945709] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:43.145598] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:43.349044] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:43.572702] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:43.572933] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T08:26:43.573053] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13774 tests [2025-11-21T08:26:43.573108] [INFO ] [CONFIGURE ] CAAP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:26:43.573156] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T08:26:43.813825] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:44.010466] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:44.209323] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:44.409803] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:44.631393] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:44.857948] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:45.080364] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:45.281899] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:45.487305] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:45.687307] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:45.687491] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:26:45.687554] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13773 tests [2025-11-21T08:26:45.687594] [INFO ] [CONFIGURE ] CAAP: Testing feature 20/29: add_price_rejection [2025-11-21T08:26:45.687631] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_price_rejection'] [2025-11-21T08:26:45.908211] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:46.122306] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:46.333997] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:46.550593] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:46.765083] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:46.987315] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:47.205025] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:47.423078] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:47.657307] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:47.880624] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:47.880802] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:26:47.880852] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13772 tests [2025-11-21T08:26:47.880890] [INFO ] [CONFIGURE ] CAAP: Testing feature 21/29: add_range_position [2025-11-21T08:26:47.880927] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_range_position'] [2025-11-21T08:26:48.113713] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:48.357502] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:48.592047] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:26:48.827692] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:49.067008] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:49.303834] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:49.546397] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:49.810433] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:50.072958] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:50.335949] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:50.336149] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:26:50.336207] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13771 tests [2025-11-21T08:26:50.336253] [INFO ] [CONFIGURE ] CAAP: Testing feature 22/29: add_realized_volatility [2025-11-21T08:26:50.336289] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_realized_volatility'] [2025-11-21T08:26:50.679439] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:51.019478] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:51.368009] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:51.718364] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:52.068332] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:52.423980] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:52.773800] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:53.122992] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:53.466210] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:53.803903] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:53.804076] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T08:26:53.804133] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13770 tests [2025-11-21T08:26:53.804179] [INFO ] [CONFIGURE ] CAAP: Testing feature 23/29: add_recent_range_context [2025-11-21T08:26:53.804222] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_recent_range_context'] [2025-11-21T08:26:54.018325] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:54.246006] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:54.466053] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:54.700136] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:26:54.922843] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:55.144897] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:26:55.366695] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:55.595751] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:55.826481] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:56.042758] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:26:56.042933] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:26:56.042981] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13769 tests [2025-11-21T08:26:56.043021] [INFO ] [CONFIGURE ] CAAP: Testing feature 24/29: add_rsi [2025-11-21T08:26:56.043078] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T08:26:56.302864] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:56.556810] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:56.808561] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:57.080691] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:57.343658] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:57.612195] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:26:57.866573] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:26:58.124440] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:26:58.385412] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:26:58.677194] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:26:58.677386] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:26:58.677481] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13768 tests [2025-11-21T08:26:58.677553] [INFO ] [CONFIGURE ] CAAP: Testing feature 25/29: add_tick_distribution [2025-11-21T08:26:58.677603] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_tick_distribution'] [2025-11-21T08:26:58.920774] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:26:59.142471] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:26:59.354775] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:26:59.567744] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:26:59.785245] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:26:59.993776] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:27:00.200719] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:27:00.413147] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:27:00.634922] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:27:01.513585] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:01.513833] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T08:27:01.513892] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13767 tests [2025-11-21T08:27:01.513934] [INFO ] [CONFIGURE ] CAAP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:27:01.513971] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T08:27:01.870973] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:27:02.083352] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:02.296974] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:27:02.502517] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:27:02.710298] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:02.915842] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:27:03.126860] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:27:03.337385] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:27:03.550435] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:27:03.763912] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:27:03.764102] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:27:03.764181] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13766 tests [2025-11-21T08:27:03.764230] [INFO ] [CONFIGURE ] CAAP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:27:03.764309] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T08:27:04.015488] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:27:04.269184] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:04.541375] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:27:04.790379] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:27:05.037765] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:27:05.273528] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:27:05.505075] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:27:05.741985] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:27:05.991307] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:27:06.243239] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:06.243464] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:27:06.243528] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13765 tests [2025-11-21T08:27:06.243576] [INFO ] [CONFIGURE ] CAAP: Testing feature 28/29: add_volume_profile [2025-11-21T08:27:06.243620] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_volume_profile'] [2025-11-21T08:27:06.475817] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:27:06.702666] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:06.920711] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:27:07.142935] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:27:07.364129] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:27:07.587111] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:27:07.810130] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:27:08.032460] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:27:08.280216] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:27:08.509185] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:08.509499] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T08:27:08.509563] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13764 tests [2025-11-21T08:27:08.509669] [INFO ] [CONFIGURE ] CAAP: Testing feature 29/29: add_vwap [2025-11-21T08:27:08.509771] [INFO ] [CONFIGURE ] CAAP: Testing with features: ['add_obv_daily', 'add_vwap'] [2025-11-21T08:27:08.711416] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:27:08.953238] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:09.177480] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:27:09.394205] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:27:09.625798] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:27:09.848918] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:27:10.075166] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:27:10.305080] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:27:10.538704] [DEBUG] [FORECASTER] CAAP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:27:10.767493] [DEBUG] [FORECASTER] CAAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:27:10.767699] [INFO ] [CONFIGURE ] CAAP: DISCARDED add_vwap (score: 40.00%) [2025-11-21T08:27:10.767776] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13763 tests [2025-11-21T08:27:10.767829] [INFO ] [CONFIGURE ] CAAP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:27:10.767874] [INFO ] [CONFIGURE ] CAAP: Best accuracy: 70.00% [2025-11-21T08:27:10.767918] [INFO ] [CONFIGURE ] CAAP: Best feature set (1 features): ['add_obv_daily'] [2025-11-21T08:27:10.767960] [INFO ] [CONFIGURE ] CAAP: Improvement over baseline: 20.00% [2025-11-21T08:27:10.768009] [INFO ] [CONFIGURE ] CAAP: Total time: 1.1 minutes [2025-11-21T08:27:10.768059] [INFO ] [CONFIGURE ] CAAP: Average time per feature: 2.3 seconds [2025-11-21T08:27:10.768109] [INFO ] [CONFIGURE ] CAAP: Average speed: 0.43 features/sec [2025-11-21T08:27:10.768430] [INFO ] [LOCAL ] Saved configuration for CAAP: 1 features, 70.00% accuracy -> ./output/feature-sets/CAAP.json [2025-11-21T08:27:10.768491] [INFO ] [CONFIGURE ] CAAP: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T08:27:10.768542] [INFO ] [sig ] [251/723] Successfully configured CAAP | 0.01 sym/s | Total: 5.9h | ETA: 11.1h [2025-11-21T08:27:10.768591] [INFO ] [sig ] [252/723] Configuring CABO... [2025-11-21T08:27:10.768836] [INFO ] [CONFIGURE ] CABO: Configurate test run. [2025-11-21T08:27:10.768904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-11-21T08:27:10.945966] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CABO'. [2025-11-21T08:27:10.946417] [INFO ] [CONFIGURE ] CABO: Testing with 29 available features [2025-11-21T08:27:10.946505] [INFO ] [CONFIGURE ] CABO: Establishing baseline with no features... [2025-11-21T08:27:11.112231] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:11.278628] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:11.446269] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:11.612096] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:11.779138] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:11.945188] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:12.100013] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:12.252039] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:12.406749] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:12.558952] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:12.559100] [INFO ] [CONFIGURE ] CABO: Baseline score (no features): 50.00% [2025-11-21T08:27:12.559169] [INFO ] [CONFIGURE ] CABO: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:27:12.559209] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:27:12.740765] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:12.931931] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:13.139181] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:13.345044] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:13.555600] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:13.819495] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:14.057215] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:14.259805] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:14.464857] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:27:14.671823] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:14.671997] [INFO ] [CONFIGURE ] CABO: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T08:27:14.672046] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13762 tests [2025-11-21T08:27:14.672085] [INFO ] [CONFIGURE ] CABO: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:27:14.672121] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:27:14.873804] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:15.090888] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:15.301365] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:15.525879] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:15.733484] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:15.946015] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:16.156343] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:16.364754] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:16.573933] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:16.787287] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:16.787462] [INFO ] [CONFIGURE ] CABO: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T08:27:16.787511] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13761 tests [2025-11-21T08:27:16.787549] [INFO ] [CONFIGURE ] CABO: Testing feature 3/29: add_daily_returns [2025-11-21T08:27:16.787584] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:27:17.010195] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:17.233562] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:17.461433] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:17.687255] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:17.930094] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:18.175860] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:18.417827] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:18.700183] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:18.996487] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:19.221104] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:19.221317] [INFO ] [CONFIGURE ] CABO: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T08:27:19.221380] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13760 tests [2025-11-21T08:27:19.221432] [INFO ] [CONFIGURE ] CABO: Testing feature 4/29: add_ema [2025-11-21T08:27:19.221481] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:27:19.449696] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:19.672853] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:27:19.940201] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:20.230594] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:27:20.493500] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:20.747486] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:27:21.003953] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:21.263523] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:21.529302] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:27:21.788345] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:21.788531] [INFO ] [CONFIGURE ] CABO: DISCARDED add_ema (score: 30.00%) [2025-11-21T08:27:21.788588] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13759 tests [2025-11-21T08:27:21.788636] [INFO ] [CONFIGURE ] CABO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:27:21.788702] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:27:22.036928] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:22.284747] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:22.531476] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:22.778626] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:23.036503] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:23.297215] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:23.543924] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:23.801314] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:27:24.055934] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:24.309394] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:24.309612] [INFO ] [CONFIGURE ] CABO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:27:24.309693] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13758 tests [2025-11-21T08:27:24.309745] [INFO ] [CONFIGURE ] CABO: Testing feature 6/29: add_failed_moves [2025-11-21T08:27:24.309790] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:27:24.515128] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:24.749374] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:24.958608] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:25.163364] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:25.368785] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:25.575217] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:25.785480] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:25.998918] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:26.213937] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:26.434270] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:26.434450] [INFO ] [CONFIGURE ] CABO: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:27:26.434509] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13757 tests [2025-11-21T08:27:26.434558] [INFO ] [CONFIGURE ] CABO: Testing feature 7/29: add_lag_shelf [2025-11-21T08:27:26.434602] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:27:26.632353] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:26.835179] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:27.039765] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:27.244317] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:27.449616] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:27.653001] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:27.861896] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:28.073889] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:28.283116] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:28.491672] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:28.491841] [INFO ] [CONFIGURE ] CABO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:27:28.491889] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13756 tests [2025-11-21T08:27:28.491926] [INFO ] [CONFIGURE ] CABO: Testing feature 8/29: add_macd [2025-11-21T08:27:28.491960] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:27:28.807835] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:29.110776] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:29.421844] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:29.737909] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:30.067298] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:30.370868] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:30.674077] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:30.982537] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:27:31.286844] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:31.596607] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:31.596834] [INFO ] [CONFIGURE ] CABO: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:27:31.596893] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13755 tests [2025-11-21T08:27:31.596941] [INFO ] [CONFIGURE ] CABO: Testing feature 9/29: add_mfi [2025-11-21T08:27:31.596995] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T08:27:31.827050] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:32.051990] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:27:32.279474] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:32.513617] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:32.743877] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:32.973142] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:33.202799] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:33.433620] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:33.664595] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:33.900185] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:33.900392] [INFO ] [CONFIGURE ] CABO: KEPT add_mfi (score: 70.00%) [2025-11-21T08:27:33.900452] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13754 tests [2025-11-21T08:27:33.900500] [INFO ] [CONFIGURE ] CABO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:27:33.900545] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:27:34.239297] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:34.589776] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:27:34.934680] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:35.282821] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:35.577717] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:35.894282] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:36.231623] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:36.597672] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:27:36.957047] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:37.308692] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:37.308891] [INFO ] [CONFIGURE ] CABO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:27:37.308950] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13753 tests [2025-11-21T08:27:37.309000] [INFO ] [CONFIGURE ] CABO: Testing feature 11/29: add_obv_daily [2025-11-21T08:27:37.309045] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily'] [2025-11-21T08:27:37.571839] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:37.834363] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:38.105238] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:38.383662] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:38.665230] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:38.932122] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:39.199632] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:39.461047] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:39.725514] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:39.992876] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:39.993035] [INFO ] [CONFIGURE ] CABO: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:27:39.993093] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13752 tests [2025-11-21T08:27:39.993140] [INFO ] [CONFIGURE ] CABO: Testing feature 12/29: add_obv_interval [2025-11-21T08:27:39.993184] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval'] [2025-11-21T08:27:40.249926] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:40.505700] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:40.758413] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:41.011383] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:41.267303] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:41.520169] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:41.759229] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:42.003060] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:42.242607] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:42.484121] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:42.484273] [INFO ] [CONFIGURE ] CABO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:27:42.484329] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13751 tests [2025-11-21T08:27:42.484376] [INFO ] [CONFIGURE ] CABO: Testing feature 13/29: add_opening_strength [2025-11-21T08:27:42.484417] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:27:42.738064] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:42.988242] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:43.240383] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:43.495098] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:43.746731] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:44.000928] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:44.262471] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:44.515286] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:44.769884] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:45.028425] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:45.028619] [INFO ] [CONFIGURE ] CABO: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:27:45.028696] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13750 tests [2025-11-21T08:27:45.028744] [INFO ] [CONFIGURE ] CABO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:27:45.028787] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T08:27:45.282863] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:45.533382] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:27:45.794261] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:46.050495] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:46.303903] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:46.565511] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:46.822359] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:47.077663] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:47.336936] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:47.598904] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:47.599118] [INFO ] [CONFIGURE ] CABO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:27:47.599177] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13749 tests [2025-11-21T08:27:47.599224] [INFO ] [CONFIGURE ] CABO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:27:47.599267] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T08:27:47.819099] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:48.041838] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:48.269234] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:48.495169] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:48.718523] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:48.946760] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:49.193762] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:49.439668] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:49.692309] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:49.940330] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:49.940502] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T08:27:49.940559] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13748 tests [2025-11-21T08:27:49.940606] [INFO ] [CONFIGURE ] CABO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:27:49.940669] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T08:27:50.220218] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:50.495915] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:50.758037] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:51.025881] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:27:51.294473] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:51.560184] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:51.828068] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:52.100703] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:52.368933] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:52.632960] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:52.633144] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:27:52.633202] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13747 tests [2025-11-21T08:27:52.633252] [INFO ] [CONFIGURE ] CABO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:27:52.633296] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T08:27:52.879744] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:53.131433] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:27:53.383563] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:53.646802] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:53.906481] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:54.173743] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:54.424876] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:54.681968] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:54.932632] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:55.191979] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:55.192190] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:27:55.192248] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13746 tests [2025-11-21T08:27:55.192295] [INFO ] [CONFIGURE ] CABO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:27:55.192337] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T08:27:55.413313] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:27:55.634674] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:27:55.858066] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:56.074419] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:56.291885] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:56.512353] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:56.733195] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:56.961098] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:57.182553] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:27:57.402223] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:57.402389] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:27:57.402492] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13745 tests [2025-11-21T08:27:57.402541] [INFO ] [CONFIGURE ] CABO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:27:57.402584] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T08:27:57.640860] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:27:57.878143] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:27:58.121360] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:27:58.369984] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:27:58.606236] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:27:58.843093] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:27:59.079105] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:27:59.308513] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:27:59.537259] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:27:59.768599] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:27:59.768812] [INFO ] [CONFIGURE ] CABO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:27:59.768872] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13744 tests [2025-11-21T08:27:59.768920] [INFO ] [CONFIGURE ] CABO: Testing feature 20/29: add_price_rejection [2025-11-21T08:27:59.768964] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_price_rejection'] [2025-11-21T08:28:00.006237] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:28:00.252303] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:00.491443] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:00.728723] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:01.622737] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:01.919526] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:28:02.163607] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:02.408322] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:02.655443] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:28:02.898706] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:02.898941] [INFO ] [CONFIGURE ] CABO: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T08:28:02.899003] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13743 tests [2025-11-21T08:28:02.899054] [INFO ] [CONFIGURE ] CABO: Testing feature 21/29: add_range_position [2025-11-21T08:28:02.899098] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_range_position'] [2025-11-21T08:28:03.157201] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:28:03.428521] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:28:03.693739] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:03.959221] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:04.226874] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:04.495813] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:28:04.775919] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:05.057484] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:05.330557] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:28:05.609101] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:05.609362] [INFO ] [CONFIGURE ] CABO: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:28:05.609428] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13742 tests [2025-11-21T08:28:05.609477] [INFO ] [CONFIGURE ] CABO: Testing feature 22/29: add_realized_volatility [2025-11-21T08:28:05.609561] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_realized_volatility'] [2025-11-21T08:28:06.041670] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:28:06.485033] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:28:06.873437] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:07.235887] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:07.606358] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:07.987460] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:08.350557] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:08.712820] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:09.081417] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:28:09.460511] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:09.460828] [INFO ] [CONFIGURE ] CABO: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T08:28:09.460892] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13741 tests [2025-11-21T08:28:09.460942] [INFO ] [CONFIGURE ] CABO: Testing feature 23/29: add_recent_range_context [2025-11-21T08:28:09.460987] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context'] [2025-11-21T08:28:09.693705] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:28:09.956250] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:10.234951] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:10.488986] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:10.740480] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:10.985567] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:28:11.221623] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:11.460597] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:11.697832] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:28:11.939278] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:11.939502] [INFO ] [CONFIGURE ] CABO: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T08:28:11.939561] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13740 tests [2025-11-21T08:28:11.939607] [INFO ] [CONFIGURE ] CABO: Testing feature 24/29: add_rsi [2025-11-21T08:28:11.939690] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T08:28:12.219132] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:28:12.508824] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:12.805186] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:13.097601] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:13.384293] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:13.676265] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:28:13.963179] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:14.244566] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:14.529291] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:28:14.808172] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:14.808337] [INFO ] [CONFIGURE ] CABO: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:28:14.808395] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13739 tests [2025-11-21T08:28:14.808443] [INFO ] [CONFIGURE ] CABO: Testing feature 25/29: add_tick_distribution [2025-11-21T08:28:14.808485] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_tick_distribution'] [2025-11-21T08:28:15.037723] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:28:15.277939] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:15.509417] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:15.742506] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:15.978667] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:16.216329] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:16.451698] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:16.690943] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:16.928068] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:28:17.169330] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:17.169521] [INFO ] [CONFIGURE ] CABO: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T08:28:17.169579] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13738 tests [2025-11-21T08:28:17.169628] [INFO ] [CONFIGURE ] CABO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:28:17.169705] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T08:28:17.418578] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:28:17.662560] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:17.906047] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:18.148290] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:18.389377] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:18.633887] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:18.883479] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:19.129565] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:19.377244] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:28:19.628500] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:19.628716] [INFO ] [CONFIGURE ] CABO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:28:19.628774] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13737 tests [2025-11-21T08:28:19.628821] [INFO ] [CONFIGURE ] CABO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:28:19.628863] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T08:28:19.880819] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:28:20.131664] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:20.427827] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:20.701198] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:20.979799] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:21.259274] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:28:21.539946] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:21.819873] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:28:22.098284] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:28:22.363473] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:22.363680] [INFO ] [CONFIGURE ] CABO: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T08:28:22.363748] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13736 tests [2025-11-21T08:28:22.363807] [INFO ] [CONFIGURE ] CABO: Testing feature 28/29: add_volume_profile [2025-11-21T08:28:22.363857] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_profile'] [2025-11-21T08:28:22.630177] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:28:22.897103] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:23.160675] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:23.425211] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:23.704442] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:23.973782] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:24.240258] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:24.511879] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:24.806462] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:28:25.085571] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:25.085779] [INFO ] [CONFIGURE ] CABO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:28:25.085840] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13735 tests [2025-11-21T08:28:25.085887] [INFO ] [CONFIGURE ] CABO: Testing feature 29/29: add_vwap [2025-11-21T08:28:25.085930] [INFO ] [CONFIGURE ] CABO: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_vwap'] [2025-11-21T08:28:25.360045] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:28:25.622772] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:25.883760] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:28:26.148475] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:28:26.409946] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:26.677504] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:26.955255] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:27.217876] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:27.478430] [DEBUG] [FORECASTER] CABO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:28:27.742786] [DEBUG] [FORECASTER] CABO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:27.743008] [INFO ] [CONFIGURE ] CABO: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:28:27.743066] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13734 tests [2025-11-21T08:28:27.743114] [INFO ] [CONFIGURE ] CABO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:28:27.743157] [INFO ] [CONFIGURE ] CABO: Best accuracy: 70.00% [2025-11-21T08:28:27.743199] [INFO ] [CONFIGURE ] CABO: Best feature set (2 features): ['add_cumulative_delta', 'add_mfi'] [2025-11-21T08:28:27.743239] [INFO ] [CONFIGURE ] CABO: Improvement over baseline: 20.00% [2025-11-21T08:28:27.743277] [INFO ] [CONFIGURE ] CABO: Total time: 1.3 minutes [2025-11-21T08:28:27.743315] [INFO ] [CONFIGURE ] CABO: Average time per feature: 2.6 seconds [2025-11-21T08:28:27.743353] [INFO ] [CONFIGURE ] CABO: Average speed: 0.39 features/sec [2025-11-21T08:28:27.743896] [INFO ] [LOCAL ] Saved configuration for CABO: 2 features, 70.00% accuracy -> ./output/feature-sets/CABO.json [2025-11-21T08:28:27.743954] [INFO ] [CONFIGURE ] CABO: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T08:28:27.744004] [INFO ] [sig ] [252/723] Successfully configured CABO | 0.01 sym/s | Total: 5.9h | ETA: 11.0h [2025-11-21T08:28:27.744049] [INFO ] [sig ] [253/723] Configuring CACI... [2025-11-21T08:28:27.744089] [INFO ] [CONFIGURE ] CACI: Configurate test run. [2025-11-21T08:28:27.744128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-11-21T08:28:27.820551] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CACI'. [2025-11-21T08:28:27.821029] [INFO ] [CONFIGURE ] CACI: Testing with 29 available features [2025-11-21T08:28:27.821093] [INFO ] [CONFIGURE ] CACI: Establishing baseline with no features... [2025-11-21T08:28:27.999542] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:28.178157] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:28:28.356010] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:28:28.535562] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:28.720901] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:28.901154] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:29.082571] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:28:29.265522] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:29.453398] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:28:29.635766] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:29.635952] [INFO ] [CONFIGURE ] CACI: Baseline score (no features): 60.00% [2025-11-21T08:28:29.636000] [INFO ] [CONFIGURE ] CACI: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:28:29.636037] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:28:29.845633] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:30.054766] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:28:30.266458] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:28:30.482776] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:30.689481] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:30.899500] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:31.117392] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:31.334119] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:31.553137] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:31.768038] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:31.768577] [INFO ] [CONFIGURE ] CACI: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T08:28:31.768695] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13733 tests [2025-11-21T08:28:31.768817] [INFO ] [CONFIGURE ] CACI: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:28:31.768906] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:28:32.018176] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:32.262637] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:32.513261] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:28:32.761386] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:33.015124] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:33.276669] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:28:33.523114] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:33.772407] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:34.021453] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:28:34.275683] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:34.275863] [INFO ] [CONFIGURE ] CACI: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T08:28:34.275919] [INFO ] [CONFIGURE ] JOB ETA: 11.0h | Avg: 2.9s/test | Remaining: 13732 tests [2025-11-21T08:28:34.275965] [INFO ] [CONFIGURE ] CACI: Testing feature 3/29: add_daily_returns [2025-11-21T08:28:34.276008] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:28:34.502620] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:34.731524] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:28:34.955901] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:28:35.181940] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:35.413976] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:35.638778] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:35.860668] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:36.082809] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:36.305623] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:36.536334] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:36.536502] [INFO ] [CONFIGURE ] CACI: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T08:28:36.536548] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13731 tests [2025-11-21T08:28:36.536587] [INFO ] [CONFIGURE ] CACI: Testing feature 4/29: add_ema [2025-11-21T08:28:36.536623] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:28:36.793502] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:37.047984] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:37.301820] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:28:37.556280] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:37.814207] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:38.070479] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:38.329517] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:38.585278] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:38.840414] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:39.103706] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:39.104041] [INFO ] [CONFIGURE ] CACI: DISCARDED add_ema (score: 70.00%) [2025-11-21T08:28:39.104146] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13730 tests [2025-11-21T08:28:39.104232] [INFO ] [CONFIGURE ] CACI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:28:39.104334] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:28:39.362607] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:39.623515] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:39.886536] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:28:40.155848] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:40.436043] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:40.700786] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:40.963893] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:41.235199] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:41.513756] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:28:41.789926] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:41.790133] [INFO ] [CONFIGURE ] CACI: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T08:28:41.790194] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13729 tests [2025-11-21T08:28:41.790243] [INFO ] [CONFIGURE ] CACI: Testing feature 6/29: add_failed_moves [2025-11-21T08:28:41.790363] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T08:28:42.017753] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:42.243482] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:28:42.459191] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:28:42.677770] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:42.895563] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:43.123748] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:43.357377] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:43.598576] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:43.861099] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:44.103069] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:44.103289] [INFO ] [CONFIGURE ] CACI: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T08:28:44.103480] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13728 tests [2025-11-21T08:28:44.103572] [INFO ] [CONFIGURE ] CACI: Testing feature 7/29: add_lag_shelf [2025-11-21T08:28:44.103664] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T08:28:44.316462] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:44.535826] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:44.747261] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:28:44.957055] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:45.165191] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:45.386758] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:45.598751] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:45.812393] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:28:46.022066] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:46.238553] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:46.238760] [INFO ] [CONFIGURE ] CACI: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:28:46.238974] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13727 tests [2025-11-21T08:28:46.239063] [INFO ] [CONFIGURE ] CACI: Testing feature 8/29: add_macd [2025-11-21T08:28:46.239141] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T08:28:46.539628] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:46.840951] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:47.138853] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:28:47.439630] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:28:47.742582] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:48.049365] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:48.362579] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:28:48.676378] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:28:48.993441] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:28:49.309551] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:49.309780] [INFO ] [CONFIGURE ] CACI: DISCARDED add_macd (score: 30.00%) [2025-11-21T08:28:49.309840] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13726 tests [2025-11-21T08:28:49.309890] [INFO ] [CONFIGURE ] CACI: Testing feature 9/29: add_mfi [2025-11-21T08:28:49.309933] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T08:28:49.531052] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:49.752987] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:49.981612] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:28:50.224194] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:28:50.469758] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:50.706300] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:50.956003] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:51.193923] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:28:51.425872] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:51.665162] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:51.665347] [INFO ] [CONFIGURE ] CACI: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:28:51.665410] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13725 tests [2025-11-21T08:28:51.665463] [INFO ] [CONFIGURE ] CACI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:28:51.665507] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:28:51.977508] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:52.290924] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:52.610888] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:28:52.952969] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:53.273578] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:53.631011] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:53.953611] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:28:54.276852] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:54.587356] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:54.910208] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:54.910436] [INFO ] [CONFIGURE ] CACI: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T08:28:54.910496] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13724 tests [2025-11-21T08:28:54.910545] [INFO ] [CONFIGURE ] CACI: Testing feature 11/29: add_obv_daily [2025-11-21T08:28:54.910590] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T08:28:55.156197] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:28:55.420582] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:28:55.664755] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:28:55.906805] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:28:56.146189] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:56.381509] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:56.621048] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:28:56.883688] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:57.128328] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:57.369067] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:28:57.369243] [INFO ] [CONFIGURE ] CACI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:28:57.369289] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13723 tests [2025-11-21T08:28:57.369328] [INFO ] [CONFIGURE ] CACI: Testing feature 12/29: add_obv_interval [2025-11-21T08:28:57.369362] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T08:28:57.608514] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:28:57.858064] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:28:58.130735] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:28:58.392455] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:28:58.650546] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:28:58.943920] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:28:59.204179] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:28:59.460260] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:28:59.681894] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:28:59.894595] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:28:59.894946] [INFO ] [CONFIGURE ] CACI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:28:59.895047] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13722 tests [2025-11-21T08:28:59.895174] [INFO ] [CONFIGURE ] CACI: Testing feature 13/29: add_opening_strength [2025-11-21T08:28:59.895258] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:29:00.125393] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:00.373487] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:00.639874] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:01.596416] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:01.844679] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:02.148130] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:02.377687] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:29:02.612782] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:02.849294] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:03.101509] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:03.101750] [INFO ] [CONFIGURE ] CACI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T08:29:03.101807] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13721 tests [2025-11-21T08:29:03.101859] [INFO ] [CONFIGURE ] CACI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:29:03.101959] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T08:29:03.349972] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:03.624933] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:03.877352] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:29:04.136466] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:04.408120] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:04.675468] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:04.949847] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:05.192201] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:05.456070] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:05.710926] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:05.711149] [INFO ] [CONFIGURE ] CACI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:29:05.711217] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13720 tests [2025-11-21T08:29:05.711267] [INFO ] [CONFIGURE ] CACI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:29:05.711348] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T08:29:05.943972] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:06.175397] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:06.401046] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:06.637965] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:06.870618] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:07.099316] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:07.328166] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:07.562502] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:07.793979] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:08.019817] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:08.020141] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:29:08.020245] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13719 tests [2025-11-21T08:29:08.020323] [INFO ] [CONFIGURE ] CACI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:29:08.020436] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T08:29:08.269885] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:29:08.521443] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:08.778857] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:09.020320] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:09.276752] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:09.539489] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:09.793329] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:10.046223] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:10.312358] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:10.568878] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:10.569055] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T08:29:10.569103] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13718 tests [2025-11-21T08:29:10.569140] [INFO ] [CONFIGURE ] CACI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:29:10.569175] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T08:29:10.829058] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:11.085230] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:11.340226] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:11.598938] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:11.840705] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:12.073037] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:12.307069] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:12.538465] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:12.765305] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:12.993131] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:12.993298] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T08:29:12.993353] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13717 tests [2025-11-21T08:29:12.993399] [INFO ] [CONFIGURE ] CACI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:29:12.993468] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T08:29:13.187297] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:13.386037] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:13.585872] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:13.792405] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:14.003634] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:14.217400] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:14.413323] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:29:14.612745] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:14.849677] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:15.072410] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:15.072749] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:29:15.072902] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13716 tests [2025-11-21T08:29:15.073015] [INFO ] [CONFIGURE ] CACI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:29:15.073094] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T08:29:15.289414] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:15.507552] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:15.731659] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:15.950781] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:16.160786] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:16.379050] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:16.596657] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:16.817237] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:17.035839] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:17.249299] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:17.249457] [INFO ] [CONFIGURE ] CACI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:29:17.249504] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13715 tests [2025-11-21T08:29:17.249542] [INFO ] [CONFIGURE ] CACI: Testing feature 20/29: add_price_rejection [2025-11-21T08:29:17.249576] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T08:29:17.488587] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:17.699323] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:17.906887] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:18.112196] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:18.320194] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:18.527348] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:18.759600] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:18.998122] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:19.227872] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:29:19.464634] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:19.464829] [INFO ] [CONFIGURE ] CACI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:29:19.465014] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13714 tests [2025-11-21T08:29:19.465109] [INFO ] [CONFIGURE ] CACI: Testing feature 21/29: add_range_position [2025-11-21T08:29:19.465162] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T08:29:19.723437] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:19.991313] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:20.251871] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:29:20.512797] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:20.772779] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:21.036391] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:21.296031] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:21.555128] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:21.816863] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:22.080751] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:22.080945] [INFO ] [CONFIGURE ] CACI: DISCARDED add_range_position (score: 40.00%) [2025-11-21T08:29:22.081004] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13713 tests [2025-11-21T08:29:22.081042] [INFO ] [CONFIGURE ] CACI: Testing feature 22/29: add_realized_volatility [2025-11-21T08:29:22.081089] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T08:29:22.421362] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:29:22.765630] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:29:23.105306] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:23.449502] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:23.797630] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:24.146677] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:24.499457] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:24.851986] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:25.201495] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:25.556050] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:25.556255] [INFO ] [CONFIGURE ] CACI: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:29:25.556316] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13712 tests [2025-11-21T08:29:25.556364] [INFO ] [CONFIGURE ] CACI: Testing feature 23/29: add_recent_range_context [2025-11-21T08:29:25.556409] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T08:29:25.784568] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:26.025879] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:26.253220] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:26.480334] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:26.703352] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:26.929448] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:27.151361] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:27.384124] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:27.603096] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:27.824199] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:27.824378] [INFO ] [CONFIGURE ] CACI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T08:29:27.824425] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13711 tests [2025-11-21T08:29:27.824463] [INFO ] [CONFIGURE ] CACI: Testing feature 24/29: add_rsi [2025-11-21T08:29:27.824521] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T08:29:28.097093] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:28.375870] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:28.644714] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:28.923775] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:29.211948] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:29.482492] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:29.766735] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:29:30.077114] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:30.367926] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:30.655041] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:30.655237] [INFO ] [CONFIGURE ] CACI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:29:30.655306] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13710 tests [2025-11-21T08:29:30.655365] [INFO ] [CONFIGURE ] CACI: Testing feature 25/29: add_tick_distribution [2025-11-21T08:29:30.655419] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T08:29:30.893498] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:31.130764] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:29:31.371827] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:31.620099] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:31.868280] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:32.130357] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:32.370716] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:32.604443] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:32.846136] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:33.084444] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:33.084996] [INFO ] [CONFIGURE ] CACI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T08:29:33.085111] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13709 tests [2025-11-21T08:29:33.085198] [INFO ] [CONFIGURE ] CACI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:29:33.085305] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T08:29:33.327500] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:33.580841] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:33.834290] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:29:34.084067] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:34.333225] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:34.574484] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:34.825372] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:35.071751] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:35.320755] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:29:35.573145] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:35.573319] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:29:35.573367] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13708 tests [2025-11-21T08:29:35.573406] [INFO ] [CONFIGURE ] CACI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:29:35.573441] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T08:29:35.836561] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:36.092912] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:36.343127] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:29:36.594992] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:36.847940] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:37.100917] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:37.362913] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:29:37.619266] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:37.872144] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:38.129076] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:38.129258] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:29:38.129369] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13707 tests [2025-11-21T08:29:38.129445] [INFO ] [CONFIGURE ] CACI: Testing feature 28/29: add_volume_profile [2025-11-21T08:29:38.129571] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T08:29:38.375566] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:38.619743] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:38.874891] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:29:39.133409] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:39.380021] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:39.626086] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:39.886551] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:29:40.138828] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:40.390473] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:29:40.642235] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:40.642574] [INFO ] [CONFIGURE ] CACI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:29:40.642715] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13706 tests [2025-11-21T08:29:40.642771] [INFO ] [CONFIGURE ] CACI: Testing feature 29/29: add_vwap [2025-11-21T08:29:40.642880] [INFO ] [CONFIGURE ] CACI: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T08:29:40.884903] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:41.130565] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:41.378368] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:41.626255] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:29:41.882975] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:29:42.130737] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:42.376381] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:29:42.628885] [DEBUG] [FORECASTER] CACI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:42.894515] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:29:43.155941] [DEBUG] [FORECASTER] CACI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:43.156133] [INFO ] [CONFIGURE ] CACI: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:29:43.156194] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13705 tests [2025-11-21T08:29:43.156244] [INFO ] [CONFIGURE ] CACI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:29:43.156290] [INFO ] [CONFIGURE ] CACI: Best accuracy: 80.00% [2025-11-21T08:29:43.156332] [INFO ] [CONFIGURE ] CACI: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T08:29:43.156374] [INFO ] [CONFIGURE ] CACI: Improvement over baseline: 20.00% [2025-11-21T08:29:43.156414] [INFO ] [CONFIGURE ] CACI: Total time: 1.2 minutes [2025-11-21T08:29:43.156454] [INFO ] [CONFIGURE ] CACI: Average time per feature: 2.5 seconds [2025-11-21T08:29:43.156494] [INFO ] [CONFIGURE ] CACI: Average speed: 0.39 features/sec [2025-11-21T08:29:43.156896] [INFO ] [LOCAL ] Saved configuration for CACI: 1 features, 80.00% accuracy -> ./output/feature-sets/CACI.json [2025-11-21T08:29:43.156973] [INFO ] [CONFIGURE ] CACI: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T08:29:43.157028] [INFO ] [sig ] [253/723] Successfully configured CACI | 0.01 sym/s | Total: 5.9h | ETA: 11.0h [2025-11-21T08:29:43.157075] [INFO ] [sig ] [254/723] Configuring CADE... [2025-11-21T08:29:43.157117] [INFO ] [CONFIGURE ] CADE: Configurate test run. [2025-11-21T08:29:43.157158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-11-21T08:29:43.234688] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CADE'. [2025-11-21T08:29:43.235078] [INFO ] [CONFIGURE ] CADE: Testing with 29 available features [2025-11-21T08:29:43.235139] [INFO ] [CONFIGURE ] CADE: Establishing baseline with no features... [2025-11-21T08:29:43.429293] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:43.623935] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:43.818566] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:44.020402] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:44.223713] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:29:44.419748] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:29:44.617935] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:29:44.816365] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:45.016717] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:29:45.220019] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:45.220371] [INFO ] [CONFIGURE ] CADE: Baseline score (no features): 40.00% [2025-11-21T08:29:45.220478] [INFO ] [CONFIGURE ] CADE: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:29:45.220579] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:29:45.477892] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:45.761762] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:29:46.065734] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:46.332165] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:46.549601] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:29:46.761974] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:46.951192] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:29:47.163045] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:47.373391] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:29:47.587047] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:47.587215] [INFO ] [CONFIGURE ] CADE: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T08:29:47.587263] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13704 tests [2025-11-21T08:29:47.587300] [INFO ] [CONFIGURE ] CADE: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:29:47.587333] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:29:47.836943] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:29:48.074024] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:48.313859] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:48.551837] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:48.789703] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:29:49.030044] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:49.266490] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:29:49.508752] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:49.748492] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:29:49.989772] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:49.989959] [INFO ] [CONFIGURE ] CADE: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T08:29:49.990015] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13703 tests [2025-11-21T08:29:49.990058] [INFO ] [CONFIGURE ] CADE: Testing feature 3/29: add_daily_returns [2025-11-21T08:29:49.990100] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:29:50.208041] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:50.431628] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:29:50.649289] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:50.887340] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:51.106428] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:29:51.347285] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:51.599488] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:29:51.834695] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:52.052983] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:29:52.275288] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:52.275465] [INFO ] [CONFIGURE ] CADE: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T08:29:52.275513] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13702 tests [2025-11-21T08:29:52.275550] [INFO ] [CONFIGURE ] CADE: Testing feature 4/29: add_ema [2025-11-21T08:29:52.275585] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:29:52.518341] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:29:52.762534] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:29:53.008345] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:29:53.255453] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:53.512392] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:29:53.779430] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:54.043864] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:29:54.309274] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:54.568058] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:29:54.835525] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:29:54.835722] [INFO ] [CONFIGURE ] CADE: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:29:54.835798] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13701 tests [2025-11-21T08:29:54.835859] [INFO ] [CONFIGURE ] CADE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:29:54.835916] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:29:55.091602] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:29:55.347368] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:55.640790] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:29:55.928683] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:56.212723] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:29:56.499964] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:29:56.781787] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:29:57.071785] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:29:57.362301] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:29:57.653636] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:29:57.653829] [INFO ] [CONFIGURE ] CADE: DISCARDED add_exhaustion_signals (score: 10.00%) [2025-11-21T08:29:57.653887] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13700 tests [2025-11-21T08:29:57.654018] [INFO ] [CONFIGURE ] CADE: Testing feature 6/29: add_failed_moves [2025-11-21T08:29:57.654065] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T08:29:57.910435] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:29:58.154120] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:29:58.399604] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:29:58.637327] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:29:58.881358] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:29:59.119385] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:29:59.361320] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:29:59.606369] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:29:59.878664] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:00.900579] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:00.900934] [INFO ] [CONFIGURE ] CADE: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T08:30:00.901038] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13699 tests [2025-11-21T08:30:00.901124] [INFO ] [CONFIGURE ] CADE: Testing feature 7/29: add_lag_shelf [2025-11-21T08:30:00.901226] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T08:30:01.315992] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:01.546299] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:30:01.772396] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:01.996102] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:02.229977] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:02.463442] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:02.701777] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:02.934304] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:03.160786] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:03.392930] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:03.393107] [INFO ] [CONFIGURE ] CADE: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T08:30:03.393155] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13698 tests [2025-11-21T08:30:03.393193] [INFO ] [CONFIGURE ] CADE: Testing feature 8/29: add_macd [2025-11-21T08:30:03.393229] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T08:30:03.709768] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:30:04.024517] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:30:04.344520] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:04.666541] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:05.012201] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:05.364782] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:30:05.721748] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:06.056564] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:06.397101] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:06.728494] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:06.728710] [INFO ] [CONFIGURE ] CADE: DISCARDED add_macd (score: 20.00%) [2025-11-21T08:30:06.728832] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13697 tests [2025-11-21T08:30:06.728885] [INFO ] [CONFIGURE ] CADE: Testing feature 9/29: add_mfi [2025-11-21T08:30:06.728924] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T08:30:06.973770] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:07.203532] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:30:07.437921] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:07.680052] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:07.917319] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:08.149100] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:30:08.379735] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:30:08.604048] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:08.820927] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:09.047275] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:09.047469] [INFO ] [CONFIGURE ] CADE: DISCARDED add_mfi (score: 30.00%) [2025-11-21T08:30:09.047548] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13696 tests [2025-11-21T08:30:09.047599] [INFO ] [CONFIGURE ] CADE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:30:09.047674] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:30:09.360434] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:09.669109] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:09.985022] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:10.334669] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:10.674430] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:10.999264] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:11.357331] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:30:11.697991] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:12.041831] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:12.381722] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:12.381935] [INFO ] [CONFIGURE ] CADE: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:30:12.381997] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13695 tests [2025-11-21T08:30:12.382049] [INFO ] [CONFIGURE ] CADE: Testing feature 11/29: add_obv_daily [2025-11-21T08:30:12.382119] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T08:30:12.640119] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:12.904333] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:30:13.180966] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:13.431178] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:13.678883] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:13.933723] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:30:14.192867] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:30:14.454471] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:14.706609] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:14.959939] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:14.960113] [INFO ] [CONFIGURE ] CADE: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T08:30:14.960162] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13694 tests [2025-11-21T08:30:14.960201] [INFO ] [CONFIGURE ] CADE: Testing feature 12/29: add_obv_interval [2025-11-21T08:30:14.960236] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T08:30:15.208570] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:15.465361] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:15.720302] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:15.970620] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:16.217733] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:16.468935] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:30:16.721762] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:16.983085] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:17.232836] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:17.489424] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:17.489634] [INFO ] [CONFIGURE ] CADE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:30:17.489705] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13693 tests [2025-11-21T08:30:17.489777] [INFO ] [CONFIGURE ] CADE: Testing feature 13/29: add_opening_strength [2025-11-21T08:30:17.489982] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:30:17.757725] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:18.025455] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:18.296217] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:18.566350] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:30:18.843706] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:19.127127] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:30:19.401136] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:30:19.666928] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:19.941843] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:20.220511] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:20.220774] [INFO ] [CONFIGURE ] CADE: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T08:30:20.220838] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13692 tests [2025-11-21T08:30:20.220961] [INFO ] [CONFIGURE ] CADE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:30:20.221012] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T08:30:20.530439] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:30:20.812205] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:30:21.080877] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:21.350035] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:21.613937] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:21.883595] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:22.150963] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:30:22.424686] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:22.695429] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:22.983032] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:22.983244] [INFO ] [CONFIGURE ] CADE: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T08:30:22.983304] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13691 tests [2025-11-21T08:30:22.983351] [INFO ] [CONFIGURE ] CADE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:30:22.983394] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T08:30:23.212174] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:23.442867] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:23.689924] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:23.932990] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:24.170023] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:24.418414] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:24.658761] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:24.899928] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:25.148736] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:25.389145] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:25.389316] [INFO ] [CONFIGURE ] CADE: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:30:25.389365] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13690 tests [2025-11-21T08:30:25.389403] [INFO ] [CONFIGURE ] CADE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:30:25.389440] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T08:30:25.654447] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:25.910953] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:30:26.178023] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:26.426574] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:26.684577] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:26.932628] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:27.178737] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:27.431473] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:27.680578] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:27.929349] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:27.929554] [INFO ] [CONFIGURE ] CADE: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:30:27.929627] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13689 tests [2025-11-21T08:30:27.929845] [INFO ] [CONFIGURE ] CADE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:30:27.929927] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T08:30:28.177333] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:28.433493] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:28.687894] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:28.936925] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:29.188603] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:29.448018] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:30:29.720588] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:29.972228] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:30.233169] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:30.490686] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:30.490903] [INFO ] [CONFIGURE ] CADE: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T08:30:30.490962] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13688 tests [2025-11-21T08:30:30.491008] [INFO ] [CONFIGURE ] CADE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:30:30.491051] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T08:30:30.734378] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:30.966220] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:31.215747] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:31.453603] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:31.680986] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:31.916737] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:30:32.144771] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:32.370729] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:32.598041] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:32.828026] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:32.828201] [INFO ] [CONFIGURE ] CADE: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T08:30:32.828296] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13687 tests [2025-11-21T08:30:32.828338] [INFO ] [CONFIGURE ] CADE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:30:32.828373] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T08:30:33.058831] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:33.284264] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:33.496929] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:33.709204] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:33.923768] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:34.141551] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:34.372067] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:34.586000] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:34.801363] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:35.020043] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:35.020235] [INFO ] [CONFIGURE ] CADE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T08:30:35.020288] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13686 tests [2025-11-21T08:30:35.020330] [INFO ] [CONFIGURE ] CADE: Testing feature 20/29: add_price_rejection [2025-11-21T08:30:35.020368] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T08:30:35.242494] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:35.473539] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:35.716795] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:35.960560] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:36.209704] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:36.454597] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:36.697502] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:36.942970] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:37.173291] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:37.399184] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:37.399361] [INFO ] [CONFIGURE ] CADE: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:30:37.399410] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13685 tests [2025-11-21T08:30:37.399448] [INFO ] [CONFIGURE ] CADE: Testing feature 21/29: add_range_position [2025-11-21T08:30:37.399483] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T08:30:37.642666] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:37.890608] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:38.137429] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:38.383598] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:30:38.630272] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:38.877576] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:39.129576] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:39.377867] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:39.638989] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:30:39.888521] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:39.888735] [INFO ] [CONFIGURE ] CADE: KEPT add_range_position (score: 80.00%) [2025-11-21T08:30:39.888819] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13684 tests [2025-11-21T08:30:39.888861] [INFO ] [CONFIGURE ] CADE: Testing feature 22/29: add_realized_volatility [2025-11-21T08:30:39.888896] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_realized_volatility'] [2025-11-21T08:30:40.261842] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:40.628842] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:41.003025] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:41.378184] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:30:41.776558] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:42.176688] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:42.584854] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:42.976027] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:43.361146] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:30:43.735708] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:43.735937] [INFO ] [CONFIGURE ] CADE: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T08:30:43.736023] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13683 tests [2025-11-21T08:30:43.736075] [INFO ] [CONFIGURE ] CADE: Testing feature 23/29: add_recent_range_context [2025-11-21T08:30:43.736120] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_recent_range_context'] [2025-11-21T08:30:44.014761] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:30:44.281151] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:44.556575] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:44.829475] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:45.123662] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:45.419003] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:45.726581] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:46.016682] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:46.316055] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:46.610466] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:46.610670] [INFO ] [CONFIGURE ] CADE: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T08:30:46.610735] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13682 tests [2025-11-21T08:30:46.610783] [INFO ] [CONFIGURE ] CADE: Testing feature 24/29: add_rsi [2025-11-21T08:30:46.610913] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T08:30:46.901842] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:30:47.195578] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:47.492533] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:47.792752] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:48.086371] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:48.381517] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:48.681432] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:48.986512] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:49.285737] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:49.584330] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:49.584528] [INFO ] [CONFIGURE ] CADE: DISCARDED add_rsi (score: 50.00%) [2025-11-21T08:30:49.584809] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13681 tests [2025-11-21T08:30:49.584873] [INFO ] [CONFIGURE ] CADE: Testing feature 25/29: add_tick_distribution [2025-11-21T08:30:49.584949] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_tick_distribution'] [2025-11-21T08:30:49.842375] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:30:50.098567] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:50.363402] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:50.629110] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:50.900141] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:51.162288] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:51.418760] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:51.682025] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:30:51.943103] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:52.204707] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:52.204904] [INFO ] [CONFIGURE ] CADE: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:30:52.204984] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13680 tests [2025-11-21T08:30:52.205034] [INFO ] [CONFIGURE ] CADE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:30:52.205079] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T08:30:52.474895] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:30:52.768659] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:53.078259] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:53.369567] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:53.671440] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:53.963829] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:54.363313] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:30:54.732842] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:55.079684] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:30:55.324444] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:30:55.324698] [INFO ] [CONFIGURE ] CADE: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:30:55.324759] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13679 tests [2025-11-21T08:30:55.324806] [INFO ] [CONFIGURE ] CADE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:30:55.324849] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T08:30:55.606842] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:30:55.889103] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:56.176395] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:30:56.455566] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:56.727788] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:57.005675] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:57.283314] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:30:57.561004] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:30:57.845582] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:30:58.124330] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:30:58.124510] [INFO ] [CONFIGURE ] CADE: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:30:58.124591] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13678 tests [2025-11-21T08:30:58.124661] [INFO ] [CONFIGURE ] CADE: Testing feature 28/29: add_volume_profile [2025-11-21T08:30:58.124711] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_profile'] [2025-11-21T08:30:58.383148] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:30:58.641435] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:30:58.902770] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:30:59.173324] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:30:59.439174] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:30:59.708227] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:30:59.982594] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:00.995996] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:31:01.355171] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:31:01.632405] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:31:01.632843] [INFO ] [CONFIGURE ] CADE: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T08:31:01.632904] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13677 tests [2025-11-21T08:31:01.632959] [INFO ] [CONFIGURE ] CADE: Testing feature 29/29: add_vwap [2025-11-21T08:31:01.632998] [INFO ] [CONFIGURE ] CADE: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_vwap'] [2025-11-21T08:31:01.941196] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:31:02.228304] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:02.523288] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:02.825355] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:31:03.120630] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:31:03.408872] [DEBUG] [FORECASTER] CADE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:03.724792] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:04.027474] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:31:04.319938] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:31:04.619376] [DEBUG] [FORECASTER] CADE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:04.619571] [INFO ] [CONFIGURE ] CADE: DISCARDED add_vwap (score: 40.00%) [2025-11-21T08:31:04.619627] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13676 tests [2025-11-21T08:31:04.619704] [INFO ] [CONFIGURE ] CADE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:31:04.619747] [INFO ] [CONFIGURE ] CADE: Best accuracy: 80.00% [2025-11-21T08:31:04.619786] [INFO ] [CONFIGURE ] CADE: Best feature set (2 features): ['add_bollinger_bands', 'add_range_position'] [2025-11-21T08:31:04.619826] [INFO ] [CONFIGURE ] CADE: Improvement over baseline: 40.00% [2025-11-21T08:31:04.619863] [INFO ] [CONFIGURE ] CADE: Total time: 1.3 minutes [2025-11-21T08:31:04.619899] [INFO ] [CONFIGURE ] CADE: Average time per feature: 2.7 seconds [2025-11-21T08:31:04.619936] [INFO ] [CONFIGURE ] CADE: Average speed: 0.37 features/sec [2025-11-21T08:31:04.620277] [INFO ] [LOCAL ] Saved configuration for CADE: 2 features, 80.00% accuracy -> ./output/feature-sets/CADE.json [2025-11-21T08:31:04.620334] [INFO ] [CONFIGURE ] CADE: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:31:04.620381] [INFO ] [sig ] [254/723] Successfully configured CADE | 0.01 sym/s | Total: 6.0h | ETA: 11.0h [2025-11-21T08:31:04.620425] [INFO ] [sig ] [255/723] Configuring CAE... [2025-11-21T08:31:04.620464] [INFO ] [CONFIGURE ] CAE: Configurate test run. [2025-11-21T08:31:04.620502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-11-21T08:31:04.699755] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAE'. [2025-11-21T08:31:04.700242] [INFO ] [CONFIGURE ] CAE: Testing with 29 available features [2025-11-21T08:31:04.700327] [INFO ] [CONFIGURE ] CAE: Establishing baseline with no features... [2025-11-21T08:31:04.908341] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:05.103458] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:05.300249] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:05.494417] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:05.707801] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:05.915840] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:06.099369] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:06.279951] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:31:06.470924] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:06.644105] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:06.644259] [INFO ] [CONFIGURE ] CAE: Baseline score (no features): 50.00% [2025-11-21T08:31:06.644308] [INFO ] [CONFIGURE ] CAE: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:31:06.644347] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:31:06.864974] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:07.109446] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:07.358149] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:07.584718] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:07.822220] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:08.070081] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:08.303404] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:08.552683] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:08.797688] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:09.046579] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:09.046804] [INFO ] [CONFIGURE ] CAE: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:31:09.047021] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13675 tests [2025-11-21T08:31:09.047114] [INFO ] [CONFIGURE ] CAE: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:31:09.047240] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:31:09.255440] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:09.463771] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:09.676597] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:09.891307] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:10.111824] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:10.326955] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:10.541488] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:10.763975] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:10.998898] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:11.214153] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:11.214335] [INFO ] [CONFIGURE ] CAE: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T08:31:11.214384] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13674 tests [2025-11-21T08:31:11.214422] [INFO ] [CONFIGURE ] CAE: Testing feature 3/29: add_daily_returns [2025-11-21T08:31:11.214459] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:31:11.438218] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:11.666545] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:11.890623] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:12.115324] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:12.341734] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:12.601437] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:12.828929] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:13.051594] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:13.273859] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:13.496572] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:31:13.496752] [INFO ] [CONFIGURE ] CAE: KEPT add_daily_returns (score: 80.00%) [2025-11-21T08:31:13.496819] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13673 tests [2025-11-21T08:31:13.496870] [INFO ] [CONFIGURE ] CAE: Testing feature 4/29: add_ema [2025-11-21T08:31:13.496917] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T08:31:13.759072] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:14.026675] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:14.296116] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:14.568720] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:14.822565] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:15.074175] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:15.331118] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:15.598761] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:15.883532] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:16.155020] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:16.155210] [INFO ] [CONFIGURE ] CAE: DISCARDED add_ema (score: 60.00%) [2025-11-21T08:31:16.155268] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13672 tests [2025-11-21T08:31:16.155316] [INFO ] [CONFIGURE ] CAE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:31:16.155358] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:31:16.428543] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:16.708401] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:17.019858] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:17.326385] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:17.654612] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:17.964342] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:31:18.273948] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:18.575094] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:18.902531] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:19.221451] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:19.221665] [INFO ] [CONFIGURE ] CAE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T08:31:19.221724] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13671 tests [2025-11-21T08:31:19.221773] [INFO ] [CONFIGURE ] CAE: Testing feature 6/29: add_failed_moves [2025-11-21T08:31:19.221841] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T08:31:19.490892] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:19.749202] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:20.005420] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:20.258800] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:20.513024] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:20.770063] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:21.051032] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:21.312751] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:21.579500] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:21.843055] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:31:21.843261] [INFO ] [CONFIGURE ] CAE: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T08:31:21.843327] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13670 tests [2025-11-21T08:31:21.843375] [INFO ] [CONFIGURE ] CAE: Testing feature 7/29: add_lag_shelf [2025-11-21T08:31:21.843417] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T08:31:22.093501] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:22.341954] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:22.587874] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:22.828771] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:23.075621] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:23.318754] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:23.543193] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:23.767450] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:23.992844] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:24.229495] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:31:24.229721] [INFO ] [CONFIGURE ] CAE: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T08:31:24.229774] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13669 tests [2025-11-21T08:31:24.229840] [INFO ] [CONFIGURE ] CAE: Testing feature 8/29: add_macd [2025-11-21T08:31:24.229895] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T08:31:24.573987] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:24.928330] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:25.262265] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:25.596814] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:25.949098] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:26.302883] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:26.657661] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:27.006557] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:31:27.358867] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:27.708672] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:27.708877] [INFO ] [CONFIGURE ] CAE: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:31:27.708940] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13668 tests [2025-11-21T08:31:27.708989] [INFO ] [CONFIGURE ] CAE: Testing feature 9/29: add_mfi [2025-11-21T08:31:27.709030] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T08:31:27.991721] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:28.267868] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:28.541150] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:28.813139] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:29.076486] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:29.347066] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:29.615883] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:29.891315] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:30.165733] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:30.433428] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:30.433621] [INFO ] [CONFIGURE ] CAE: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:31:30.433705] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13667 tests [2025-11-21T08:31:30.433754] [INFO ] [CONFIGURE ] CAE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:31:30.433833] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:31:30.772752] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:31.137445] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:31.470732] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:31.810571] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:32.154020] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:32.485572] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:32.822967] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:33.139354] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:33.460401] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:33.777091] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:33.777292] [INFO ] [CONFIGURE ] CAE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:31:33.777348] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13666 tests [2025-11-21T08:31:33.777396] [INFO ] [CONFIGURE ] CAE: Testing feature 11/29: add_obv_daily [2025-11-21T08:31:33.777439] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T08:31:34.045110] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:34.316779] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:34.573770] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:34.854745] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:35.135209] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:35.430966] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:35.716563] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:36.015379] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:36.295743] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:36.578982] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:31:36.579186] [INFO ] [CONFIGURE ] CAE: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:31:36.579246] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13665 tests [2025-11-21T08:31:36.579294] [INFO ] [CONFIGURE ] CAE: Testing feature 12/29: add_obv_interval [2025-11-21T08:31:36.579341] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T08:31:36.842987] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:37.104051] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:31:37.386079] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:37.663863] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:37.931521] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:38.218936] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:38.495442] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:38.788140] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:39.055271] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:31:39.321211] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:39.321390] [INFO ] [CONFIGURE ] CAE: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T08:31:39.321448] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13664 tests [2025-11-21T08:31:39.321497] [INFO ] [CONFIGURE ] CAE: Testing feature 13/29: add_opening_strength [2025-11-21T08:31:39.321542] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:31:39.606472] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:39.894542] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:31:40.175543] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:40.463971] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:40.767893] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:41.047401] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:41.318302] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:41.589010] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:41.841331] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:42.195178] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:42.195446] [INFO ] [CONFIGURE ] CAE: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T08:31:42.195537] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13663 tests [2025-11-21T08:31:42.195613] [INFO ] [CONFIGURE ] CAE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:31:42.195709] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T08:31:42.545712] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:42.874832] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:43.121442] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:43.366872] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:43.612158] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:43.879454] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:44.165426] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:31:44.427086] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:44.684946] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:44.937940] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:44.938133] [INFO ] [CONFIGURE ] CAE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:31:44.938193] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13662 tests [2025-11-21T08:31:44.938244] [INFO ] [CONFIGURE ] CAE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:31:44.938288] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T08:31:45.167725] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:45.394210] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:45.626770] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:45.859459] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:46.099531] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:46.328207] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:46.557277] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:46.791111] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:47.021316] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:47.250891] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:47.251052] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:31:47.251105] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13661 tests [2025-11-21T08:31:47.251147] [INFO ] [CONFIGURE ] CAE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:31:47.251199] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:31:47.483138] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:47.718122] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:47.949408] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:48.180247] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:48.411578] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:48.646192] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:48.882111] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:49.116164] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:49.351938] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:49.608999] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:31:49.609194] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T08:31:49.609251] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13660 tests [2025-11-21T08:31:49.609298] [INFO ] [CONFIGURE ] CAE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:31:49.609340] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T08:31:49.861686] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:50.111275] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:50.367480] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:50.631082] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:50.906096] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:51.195403] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:51.480684] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:51.765228] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:52.040965] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:52.312098] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:52.312272] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:31:52.312333] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13659 tests [2025-11-21T08:31:52.312384] [INFO ] [CONFIGURE ] CAE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:31:52.312425] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T08:31:52.569041] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:52.830240] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:53.090144] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:53.354267] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:53.622638] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:53.880529] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:54.128480] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:54.376914] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:54.619126] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:54.862081] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:31:54.862275] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:31:54.862332] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13658 tests [2025-11-21T08:31:54.862386] [INFO ] [CONFIGURE ] CAE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:31:54.862431] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T08:31:55.078981] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:55.299177] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:55.514486] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:31:55.732235] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:55.958320] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:56.189361] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:56.428519] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:56.654178] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:56.886329] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:57.119389] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:31:57.119569] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:31:57.119626] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13657 tests [2025-11-21T08:31:57.119704] [INFO ] [CONFIGURE ] CAE: Testing feature 20/29: add_price_rejection [2025-11-21T08:31:57.119750] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T08:31:57.376915] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:31:57.634295] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:31:57.900350] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:31:58.151465] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:31:58.402720] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:31:58.659637] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:31:58.921546] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:31:59.181223] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:31:59.443695] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:31:59.718051] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:31:59.718278] [INFO ] [CONFIGURE ] CAE: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T08:31:59.718353] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13656 tests [2025-11-21T08:31:59.718411] [INFO ] [CONFIGURE ] CAE: Testing feature 21/29: add_range_position [2025-11-21T08:31:59.718472] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T08:31:59.986554] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:00.320036] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:32:01.113748] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:32:01.423170] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:01.693312] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:01.969522] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:02.239207] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:02.507391] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:02.782508] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:03.063499] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:03.063707] [INFO ] [CONFIGURE ] CAE: DISCARDED add_range_position (score: 80.00%) [2025-11-21T08:32:03.063769] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13655 tests [2025-11-21T08:32:03.063819] [INFO ] [CONFIGURE ] CAE: Testing feature 22/29: add_realized_volatility [2025-11-21T08:32:03.063864] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T08:32:03.422610] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:03.801690] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:04.173828] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:32:04.551679] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:04.927379] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:05.283800] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:05.665948] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:06.044305] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:06.447130] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:06.851152] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:06.851353] [INFO ] [CONFIGURE ] CAE: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:32:06.851411] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13654 tests [2025-11-21T08:32:06.851463] [INFO ] [CONFIGURE ] CAE: Testing feature 23/29: add_recent_range_context [2025-11-21T08:32:06.851506] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T08:32:07.109420] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:07.357443] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:07.607596] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:32:07.859492] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:08.113683] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:08.383377] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:08.646155] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:08.904295] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:09.191089] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:09.451234] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:32:09.451409] [INFO ] [CONFIGURE ] CAE: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T08:32:09.451467] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13653 tests [2025-11-21T08:32:09.451557] [INFO ] [CONFIGURE ] CAE: Testing feature 24/29: add_rsi [2025-11-21T08:32:09.451605] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T08:32:09.728320] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:10.018508] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:32:10.299504] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:32:10.580366] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:10.861528] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:11.164751] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:11.490195] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:11.789810] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:12.086869] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:12.383086] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:12.383304] [INFO ] [CONFIGURE ] CAE: DISCARDED add_rsi (score: 80.00%) [2025-11-21T08:32:12.383381] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13652 tests [2025-11-21T08:32:12.383445] [INFO ] [CONFIGURE ] CAE: Testing feature 25/29: add_tick_distribution [2025-11-21T08:32:12.383495] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T08:32:12.637673] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:12.883113] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:32:13.118457] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:32:13.344042] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:13.570694] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:13.801332] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:14.046085] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:32:14.294158] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:14.547378] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:14.799043] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:14.799237] [INFO ] [CONFIGURE ] CAE: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:32:14.799296] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13651 tests [2025-11-21T08:32:14.799344] [INFO ] [CONFIGURE ] CAE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:32:14.799387] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T08:32:15.062205] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:15.330323] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:32:15.599406] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:32:15.872024] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:16.133782] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:16.378122] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:16.640212] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:16.901430] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:17.166050] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:17.418863] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:32:17.419054] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:32:17.419113] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13650 tests [2025-11-21T08:32:17.419163] [INFO ] [CONFIGURE ] CAE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:32:17.419208] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T08:32:17.671035] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:17.926251] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:32:18.179560] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:32:18.431903] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:18.691316] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:18.957866] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:19.236472] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:19.519747] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:19.813047] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:20.104138] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:32:20.104373] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:32:20.104435] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13649 tests [2025-11-21T08:32:20.104484] [INFO ] [CONFIGURE ] CAE: Testing feature 28/29: add_volume_profile [2025-11-21T08:32:20.104530] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T08:32:20.369480] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:32:20.641793] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:20.904288] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:32:21.179182] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:21.442106] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:21.709579] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:21.980067] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:22.246295] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:22.518034] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:22.794786] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:32:22.795051] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T08:32:22.795114] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13648 tests [2025-11-21T08:32:22.795163] [INFO ] [CONFIGURE ] CAE: Testing feature 29/29: add_vwap [2025-11-21T08:32:22.795209] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T08:32:23.077984] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:23.337743] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:32:23.594229] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:32:23.859797] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:32:24.113460] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:24.391207] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:32:24.643542] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:32:24.887850] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:25.138925] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:32:25.393454] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:32:25.393694] [INFO ] [CONFIGURE ] CAE: DISCARDED add_vwap (score: 50.00%) [2025-11-21T08:32:25.393755] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13647 tests [2025-11-21T08:32:25.393804] [INFO ] [CONFIGURE ] CAE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:32:25.393845] [INFO ] [CONFIGURE ] CAE: Best accuracy: 80.00% [2025-11-21T08:32:25.393888] [INFO ] [CONFIGURE ] CAE: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:32:25.393927] [INFO ] [CONFIGURE ] CAE: Improvement over baseline: 30.00% [2025-11-21T08:32:25.393964] [INFO ] [CONFIGURE ] CAE: Total time: 1.3 minutes [2025-11-21T08:32:25.394002] [INFO ] [CONFIGURE ] CAE: Average time per feature: 2.7 seconds [2025-11-21T08:32:25.394039] [INFO ] [CONFIGURE ] CAE: Average speed: 0.37 features/sec [2025-11-21T08:32:25.394561] [INFO ] [LOCAL ] Saved configuration for CAE: 2 features, 80.00% accuracy -> ./output/feature-sets/CAE.json [2025-11-21T08:32:25.394620] [INFO ] [CONFIGURE ] CAE: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:32:25.394694] [INFO ] [sig ] [255/723] Successfully configured CAE | 0.01 sym/s | Total: 6.0h | ETA: 11.0h [2025-11-21T08:32:25.394742] [INFO ] [sig ] [256/723] Configuring CAF... [2025-11-21T08:32:25.394781] [INFO ] [CONFIGURE ] CAF: Configurate test run. [2025-11-21T08:32:25.394819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-11-21T08:32:25.471084] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAF'. [2025-11-21T08:32:25.471428] [INFO ] [CONFIGURE ] CAF: Testing with 29 available features [2025-11-21T08:32:25.471496] [INFO ] [CONFIGURE ] CAF: Establishing baseline with no features... [2025-11-21T08:32:25.642815] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:25.808870] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:25.981936] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:26.155185] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:26.324538] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:26.503466] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:26.672178] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:26.845571] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:32:27.015241] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:27.181980] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:27.182150] [INFO ] [CONFIGURE ] CAF: Baseline score (no features): 40.00% [2025-11-21T08:32:27.182201] [INFO ] [CONFIGURE ] CAF: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:32:27.182238] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:32:27.393424] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:27.590461] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:27.792241] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:27.991263] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:28.193635] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:28.394518] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:28.593133] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:32:28.796050] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:32:29.001628] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:29.207918] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:29.208092] [INFO ] [CONFIGURE ] CAF: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T08:32:29.208140] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13646 tests [2025-11-21T08:32:29.208177] [INFO ] [CONFIGURE ] CAF: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:32:29.208210] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:32:29.420901] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:29.627434] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:29.836007] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:32:30.040909] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:32:30.246080] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:32:30.448683] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:32:30.653069] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:30.856139] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:32:31.063437] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:31.272053] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:31.272228] [INFO ] [CONFIGURE ] CAF: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T08:32:31.272275] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13645 tests [2025-11-21T08:32:31.272313] [INFO ] [CONFIGURE ] CAF: Testing feature 3/29: add_daily_returns [2025-11-21T08:32:31.272348] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_daily_returns'] [2025-11-21T08:32:31.450993] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:31.630308] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:31.821749] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:32:31.999515] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:32.177863] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:32:32.363009] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:32.555625] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:32:32.737618] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:32:32.923214] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:32:33.111023] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:33.111198] [INFO ] [CONFIGURE ] CAF: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:32:33.111246] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13644 tests [2025-11-21T08:32:33.111309] [INFO ] [CONFIGURE ] CAF: Testing feature 4/29: add_ema [2025-11-21T08:32:33.111364] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema'] [2025-11-21T08:32:33.321739] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:33.536914] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:33.750830] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:33.961600] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:34.178547] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:34.398375] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:34.632473] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:34.925101] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:35.199449] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:35.420750] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:35.420954] [INFO ] [CONFIGURE ] CAF: KEPT add_ema (score: 50.00%) [2025-11-21T08:32:35.421003] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13643 tests [2025-11-21T08:32:35.421045] [INFO ] [CONFIGURE ] CAF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:32:35.421080] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:32:35.686019] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:32:35.952566] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:36.218058] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:36.495311] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:32:36.752529] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:37.040743] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:37.317683] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:37.605123] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:37.866447] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:38.117693] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:32:38.117904] [INFO ] [CONFIGURE ] CAF: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T08:32:38.117959] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13642 tests [2025-11-21T08:32:38.118035] [INFO ] [CONFIGURE ] CAF: Testing feature 6/29: add_failed_moves [2025-11-21T08:32:38.118079] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T08:32:38.333013] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:38.549360] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:38.771156] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:38.993483] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:39.239632] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:39.462072] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:39.692371] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:39.919302] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:40.158397] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:40.395118] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:40.395312] [INFO ] [CONFIGURE ] CAF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:32:40.395503] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13641 tests [2025-11-21T08:32:40.395598] [INFO ] [CONFIGURE ] CAF: Testing feature 7/29: add_lag_shelf [2025-11-21T08:32:40.395714] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T08:32:40.619188] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:40.837535] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:41.053312] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:41.261037] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:41.464042] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:41.671961] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:41.876524] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:42.085610] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:42.291453] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:42.516287] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:42.516474] [INFO ] [CONFIGURE ] CAF: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:32:42.516525] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13640 tests [2025-11-21T08:32:42.516567] [INFO ] [CONFIGURE ] CAF: Testing feature 8/29: add_macd [2025-11-21T08:32:42.516607] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T08:32:42.812610] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:32:43.108752] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:43.388892] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:43.685321] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:32:43.970097] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:44.257774] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:44.558968] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:32:44.851021] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:32:45.172518] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:45.472617] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:32:45.472881] [INFO ] [CONFIGURE ] CAF: DISCARDED add_macd (score: 20.00%) [2025-11-21T08:32:45.472947] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13639 tests [2025-11-21T08:32:45.472995] [INFO ] [CONFIGURE ] CAF: Testing feature 9/29: add_mfi [2025-11-21T08:32:45.473042] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T08:32:45.708141] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:45.940959] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:46.173285] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:46.399394] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:46.626659] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:46.877904] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:47.127381] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:47.375078] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:47.618722] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:47.864935] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:47.865128] [INFO ] [CONFIGURE ] CAF: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:32:47.865185] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13638 tests [2025-11-21T08:32:47.865234] [INFO ] [CONFIGURE ] CAF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:32:47.865278] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:32:48.180783] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:48.493449] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:48.821787] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:32:49.144763] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:49.469684] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:49.802211] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:50.128344] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:50.488981] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:32:50.840474] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:51.181766] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:51.181921] [INFO ] [CONFIGURE ] CAF: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:32:51.181979] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13637 tests [2025-11-21T08:32:51.182026] [INFO ] [CONFIGURE ] CAF: Testing feature 11/29: add_obv_daily [2025-11-21T08:32:51.182070] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T08:32:51.444776] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:51.698718] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:51.956834] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:32:52.202928] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:52.431929] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:52.661837] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:52.893015] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:32:53.125001] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:32:53.372617] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:53.633748] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:53.633972] [INFO ] [CONFIGURE ] CAF: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T08:32:53.634142] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13636 tests [2025-11-21T08:32:53.634231] [INFO ] [CONFIGURE ] CAF: Testing feature 12/29: add_obv_interval [2025-11-21T08:32:53.634305] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T08:32:53.883575] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:54.115362] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:54.348138] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:32:54.593489] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:54.834334] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:55.079211] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:32:55.326485] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:55.570669] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:55.808044] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:32:56.058949] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:32:56.059150] [INFO ] [CONFIGURE ] CAF: KEPT add_obv_interval (score: 60.00%) [2025-11-21T08:32:56.059210] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13635 tests [2025-11-21T08:32:56.059256] [INFO ] [CONFIGURE ] CAF: Testing feature 13/29: add_opening_strength [2025-11-21T08:32:56.059295] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:32:56.330228] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:56.586230] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:56.847121] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:32:57.106715] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:32:57.358050] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:32:57.605077] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:32:57.852015] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:32:58.100957] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:32:58.360624] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:32:58.617883] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:32:58.618074] [INFO ] [CONFIGURE ] CAF: KEPT add_opening_strength (score: 70.00%) [2025-11-21T08:32:58.618131] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13634 tests [2025-11-21T08:32:58.618228] [INFO ] [CONFIGURE ] CAF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:32:58.618274] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T08:32:58.923501] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:32:59.209351] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:32:59.486292] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:32:59.770454] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:00.054093] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:00.478219] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:01.157571] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:01.493864] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:01.788348] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:02.123497] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:02.123723] [INFO ] [CONFIGURE ] CAF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:33:02.123783] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13633 tests [2025-11-21T08:33:02.123829] [INFO ] [CONFIGURE ] CAF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:33:02.123872] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T08:33:02.393560] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:02.671132] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:02.966319] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:03.240285] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:03.512974] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:03.795162] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:04.074885] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:04.365078] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:04.668234] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:04.973261] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:33:04.973442] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:33:04.973502] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13632 tests [2025-11-21T08:33:04.973550] [INFO ] [CONFIGURE ] CAF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:33:04.973594] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T08:33:05.285090] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:05.598994] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:05.908175] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:06.194099] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:06.473110] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:06.772307] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:07.068163] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:07.354844] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:33:07.654158] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:07.943522] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:07.943737] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T08:33:07.943797] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13631 tests [2025-11-21T08:33:07.943846] [INFO ] [CONFIGURE ] CAF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:33:07.943890] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T08:33:08.249727] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:08.573824] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:08.878913] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:09.179009] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:09.483306] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:09.755321] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:10.039977] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:10.316347] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:33:10.594867] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:10.873111] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:10.873296] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T08:33:10.873354] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13630 tests [2025-11-21T08:33:10.873403] [INFO ] [CONFIGURE ] CAF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:33:10.873451] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T08:33:11.149513] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:11.411765] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:11.678560] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:11.943043] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:12.207981] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:12.474990] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:33:12.736786] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:12.997905] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:33:13.259492] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:13.541124] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:33:13.541344] [INFO ] [CONFIGURE ] CAF: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:33:13.541456] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13629 tests [2025-11-21T08:33:13.541510] [INFO ] [CONFIGURE ] CAF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:33:13.541556] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T08:33:13.809847] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:14.092521] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:14.354272] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:14.623176] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:14.894953] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:15.160463] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:33:15.425766] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:15.697541] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:15.965927] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:33:16.239474] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:33:16.239616] [INFO ] [CONFIGURE ] CAF: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T08:33:16.239691] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13628 tests [2025-11-21T08:33:16.239740] [INFO ] [CONFIGURE ] CAF: Testing feature 20/29: add_price_rejection [2025-11-21T08:33:16.239783] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T08:33:16.521543] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:33:16.803956] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:17.090294] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:17.390192] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:17.681463] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:17.974458] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:18.265578] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:18.581475] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:18.896518] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:19.216162] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:19.216360] [INFO ] [CONFIGURE ] CAF: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:33:19.216422] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13627 tests [2025-11-21T08:33:19.216471] [INFO ] [CONFIGURE ] CAF: Testing feature 21/29: add_range_position [2025-11-21T08:33:19.216514] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T08:33:19.561226] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:19.900885] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:20.230093] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:20.567091] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:20.895393] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:21.230602] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:21.583182] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:21.938518] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:33:22.337040] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:22.736589] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:22.736875] [INFO ] [CONFIGURE ] CAF: DISCARDED add_range_position (score: 40.00%) [2025-11-21T08:33:22.736982] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13626 tests [2025-11-21T08:33:22.737039] [INFO ] [CONFIGURE ] CAF: Testing feature 22/29: add_realized_volatility [2025-11-21T08:33:22.737092] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T08:33:23.132546] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:33:23.508896] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:23.881709] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:24.265881] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:24.640118] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:33:25.022633] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:25.400848] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:33:25.769591] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:26.135527] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:33:26.510828] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:26.511001] [INFO ] [CONFIGURE ] CAF: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:33:26.511062] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13625 tests [2025-11-21T08:33:26.511110] [INFO ] [CONFIGURE ] CAF: Testing feature 23/29: add_recent_range_context [2025-11-21T08:33:26.511155] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T08:33:26.797510] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:27.079744] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:27.359392] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:27.643823] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:27.932595] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:28.227834] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:28.517009] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:28.811583] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:29.103135] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:29.389492] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:29.389697] [INFO ] [CONFIGURE ] CAF: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:33:29.389780] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13624 tests [2025-11-21T08:33:29.389831] [INFO ] [CONFIGURE ] CAF: Testing feature 24/29: add_rsi [2025-11-21T08:33:29.389876] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_rsi'] [2025-11-21T08:33:29.679786] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:30.026718] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:30.360130] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:30.679038] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:30.998691] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:31.297725] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:31.608019] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:31.900736] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:32.193282] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:32.530771] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:33:32.530984] [INFO ] [CONFIGURE ] CAF: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:33:32.531053] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13623 tests [2025-11-21T08:33:32.531125] [INFO ] [CONFIGURE ] CAF: Testing feature 25/29: add_tick_distribution [2025-11-21T08:33:32.531188] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T08:33:32.829339] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:33.104281] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:33.379285] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:33:33.656991] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:33.935775] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:34.213343] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:34.489436] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:34.766056] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:35.051223] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:35.337661] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:35.337833] [INFO ] [CONFIGURE ] CAF: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:33:35.337890] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13622 tests [2025-11-21T08:33:35.337937] [INFO ] [CONFIGURE ] CAF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:33:35.337980] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T08:33:35.619540] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:33:35.903484] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:36.189166] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:36.487656] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:36.768491] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:37.059340] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:37.334634] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:37.609522] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:37.888149] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:38.167393] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:33:38.167564] [INFO ] [CONFIGURE ] CAF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:33:38.167620] [INFO ] [CONFIGURE ] JOB ETA: 10.9h | Avg: 2.9s/test | Remaining: 13621 tests [2025-11-21T08:33:38.167685] [INFO ] [CONFIGURE ] CAF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:33:38.167730] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T08:33:38.278629] [FATAL] [FORECASTER] Failed to test lookback=11: [08:33:38] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:38.390395] [FATAL] [FORECASTER] Failed to test lookback=10: [08:33:38] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:38.502552] [FATAL] [FORECASTER] Failed to test lookback=9: [08:33:38] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:38.614988] [FATAL] [FORECASTER] Failed to test lookback=8: [08:33:38] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:38.728615] [FATAL] [FORECASTER] Failed to test lookback=7: [08:33:38] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:38.842087] [FATAL] [FORECASTER] Failed to test lookback=6: [08:33:38] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:38.955767] [FATAL] [FORECASTER] Failed to test lookback=5: [08:33:38] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:39.073395] [FATAL] [FORECASTER] Failed to test lookback=4: [08:33:39] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:39.188826] [FATAL] [FORECASTER] Failed to test lookback=3: [08:33:39] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:39.303574] [FATAL] [FORECASTER] Failed to test lookback=2: [08:33:39] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:33:39.303823] [INFO ] [CONFIGURE ] CAF: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T08:33:39.303906] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13620 tests [2025-11-21T08:33:39.303947] [INFO ] [CONFIGURE ] CAF: Testing feature 28/29: add_volume_profile [2025-11-21T08:33:39.303981] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T08:33:39.605503] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:39.900284] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:40.192707] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:40.488378] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:40.776683] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:41.062890] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:41.352140] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:41.649783] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:41.954196] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:42.256091] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:42.256287] [INFO ] [CONFIGURE ] CAF: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:33:42.256346] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13619 tests [2025-11-21T08:33:42.256393] [INFO ] [CONFIGURE ] CAF: Testing feature 29/29: add_vwap [2025-11-21T08:33:42.256436] [INFO ] [CONFIGURE ] CAF: Testing with features: ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T08:33:42.543527] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:33:42.837926] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:33:43.126752] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:33:43.416172] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:33:43.713686] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:33:44.021827] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:33:44.320834] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:44.623750] [DEBUG] [FORECASTER] CAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:33:44.915581] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:33:45.211401] [DEBUG] [FORECASTER] CAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:45.211586] [INFO ] [CONFIGURE ] CAF: DISCARDED add_vwap (score: 50.00%) [2025-11-21T08:33:45.211680] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13618 tests [2025-11-21T08:33:45.211735] [INFO ] [CONFIGURE ] CAF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:33:45.211776] [INFO ] [CONFIGURE ] CAF: Best accuracy: 80.00% [2025-11-21T08:33:45.211821] [INFO ] [CONFIGURE ] CAF: Best feature set (5 features): ['add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T08:33:45.211862] [INFO ] [CONFIGURE ] CAF: Improvement over baseline: 40.00% [2025-11-21T08:33:45.211900] [INFO ] [CONFIGURE ] CAF: Total time: 1.3 minutes [2025-11-21T08:33:45.211937] [INFO ] [CONFIGURE ] CAF: Average time per feature: 2.7 seconds [2025-11-21T08:33:45.211975] [INFO ] [CONFIGURE ] CAF: Average speed: 0.37 features/sec [2025-11-21T08:33:45.212435] [INFO ] [LOCAL ] Saved configuration for CAF: 5 features, 80.00% accuracy -> ./output/feature-sets/CAF.json [2025-11-21T08:33:45.212493] [INFO ] [CONFIGURE ] CAF: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T08:33:45.212542] [INFO ] [sig ] [256/723] Successfully configured CAF | 0.01 sym/s | Total: 6.0h | ETA: 10.9h [2025-11-21T08:33:45.212586] [INFO ] [sig ] [257/723] Configuring CAG... [2025-11-21T08:33:45.212627] [INFO ] [CONFIGURE ] CAG: Configurate test run. [2025-11-21T08:33:45.212697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-11-21T08:33:45.399037] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAG'. [2025-11-21T08:33:45.399488] [INFO ] [CONFIGURE ] CAG: Testing with 29 available features [2025-11-21T08:33:45.399550] [INFO ] [CONFIGURE ] CAG: Establishing baseline with no features... [2025-11-21T08:33:45.572293] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:33:45.744696] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:33:45.918146] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:33:46.089967] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:33:46.263237] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:33:46.444283] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:33:46.618421] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:33:46.789953] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:33:46.969742] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:33:47.152522] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:47.152720] [INFO ] [CONFIGURE ] CAG: Baseline score (no features): 40.00% [2025-11-21T08:33:47.152937] [INFO ] [CONFIGURE ] CAG: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:33:47.153032] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:33:47.368755] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:33:47.580967] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:33:47.786512] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:33:47.999275] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:33:48.205614] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:33:48.416491] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:33:48.636049] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:33:48.861751] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:33:49.077586] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:33:49.297768] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:49.297952] [INFO ] [CONFIGURE ] CAG: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T08:33:49.298001] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13617 tests [2025-11-21T08:33:49.298040] [INFO ] [CONFIGURE ] CAG: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:33:49.298075] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:33:49.516041] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:33:49.738781] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:33:49.964558] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:33:50.189118] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:33:50.412003] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:33:50.632116] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:33:50.847931] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:33:51.064857] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:33:51.285241] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:33:51.512960] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:51.513141] [INFO ] [CONFIGURE ] CAG: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T08:33:51.513190] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13616 tests [2025-11-21T08:33:51.513228] [INFO ] [CONFIGURE ] CAG: Testing feature 3/29: add_daily_returns [2025-11-21T08:33:51.513261] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns'] [2025-11-21T08:33:51.710918] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:33:51.904521] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:33:52.095051] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:33:52.273570] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:33:52.449744] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:33:52.629783] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:33:52.806306] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:52.978202] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:33:53.152338] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:33:53.327701] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:53.327857] [INFO ] [CONFIGURE ] CAG: KEPT add_daily_returns (score: 50.00%) [2025-11-21T08:33:53.327903] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13615 tests [2025-11-21T08:33:53.327939] [INFO ] [CONFIGURE ] CAG: Testing feature 4/29: add_ema [2025-11-21T08:33:53.327973] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T08:33:53.545259] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:33:53.763780] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:33:53.981120] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:33:54.203967] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:33:54.425285] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:33:54.646519] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:33:54.871363] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:33:55.097121] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:33:55.328285] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:33:55.563710] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:55.563879] [INFO ] [CONFIGURE ] CAG: DISCARDED add_ema (score: 40.00%) [2025-11-21T08:33:55.563928] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13614 tests [2025-11-21T08:33:55.563967] [INFO ] [CONFIGURE ] CAG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:33:55.564002] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:33:55.796000] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:33:56.025409] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:33:56.259696] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:33:56.496225] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:33:56.744365] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:33:56.982010] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:33:57.215131] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:57.447022] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:33:57.680535] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:33:57.909961] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:33:57.910132] [INFO ] [CONFIGURE ] CAG: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T08:33:57.910189] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13613 tests [2025-11-21T08:33:57.910231] [INFO ] [CONFIGURE ] CAG: Testing feature 6/29: add_failed_moves [2025-11-21T08:33:57.910276] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T08:33:58.147622] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:33:58.392199] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:33:58.631455] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:33:58.870470] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:33:59.113070] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:33:59.355692] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:33:59.597716] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:33:59.848395] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:00.098152] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:00.426930] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:00.427111] [INFO ] [CONFIGURE ] CAG: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T08:34:00.427165] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13612 tests [2025-11-21T08:34:00.427214] [INFO ] [CONFIGURE ] CAG: Testing feature 7/29: add_lag_shelf [2025-11-21T08:34:00.427255] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T08:34:01.182176] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:34:01.489865] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:01.754473] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:02.030684] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:02.293192] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:34:02.555105] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:02.812809] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:34:03.074709] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:03.329336] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:34:03.589555] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:03.589758] [INFO ] [CONFIGURE ] CAG: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T08:34:03.589817] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13611 tests [2025-11-21T08:34:03.589882] [INFO ] [CONFIGURE ] CAG: Testing feature 8/29: add_macd [2025-11-21T08:34:03.589931] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T08:34:03.904788] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:34:04.206457] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:04.530098] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:04.857803] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:05.162752] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:34:05.467611] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:05.798287] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:06.128331] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:06.453763] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:06.809635] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:06.809905] [INFO ] [CONFIGURE ] CAG: DISCARDED add_macd (score: 30.00%) [2025-11-21T08:34:06.809968] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13610 tests [2025-11-21T08:34:06.810022] [INFO ] [CONFIGURE ] CAG: Testing feature 9/29: add_mfi [2025-11-21T08:34:06.810067] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T08:34:07.084573] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:07.331501] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:07.595994] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:34:07.887259] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:08.166940] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:34:08.445959] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:08.733080] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:09.014595] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:09.296876] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:09.571540] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:09.571756] [INFO ] [CONFIGURE ] CAG: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:34:09.571818] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13609 tests [2025-11-21T08:34:09.571912] [INFO ] [CONFIGURE ] CAG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:34:09.571963] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:34:09.918368] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:34:10.278012] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:10.630732] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:10.990305] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:11.336627] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:11.682994] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:34:12.024407] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:12.361925] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:34:12.716577] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:13.110453] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:13.110661] [INFO ] [CONFIGURE ] CAG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:34:13.110719] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13608 tests [2025-11-21T08:34:13.110767] [INFO ] [CONFIGURE ] CAG: Testing feature 11/29: add_obv_daily [2025-11-21T08:34:13.110811] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T08:34:13.395793] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:34:13.681746] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:13.971589] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:34:14.272478] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:14.558478] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:14.844949] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:15.144889] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:34:15.432324] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:34:15.735845] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:16.039748] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:16.039942] [INFO ] [CONFIGURE ] CAG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:34:16.040001] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13607 tests [2025-11-21T08:34:16.040052] [INFO ] [CONFIGURE ] CAG: Testing feature 12/29: add_obv_interval [2025-11-21T08:34:16.040102] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T08:34:16.314947] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:16.605990] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:16.872399] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:34:17.149831] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:17.433483] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:17.712837] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:17.985214] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:18.252401] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:18.521085] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:18.809380] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:18.809589] [INFO ] [CONFIGURE ] CAG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:34:18.809677] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13606 tests [2025-11-21T08:34:18.809725] [INFO ] [CONFIGURE ] CAG: Testing feature 13/29: add_opening_strength [2025-11-21T08:34:18.809772] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-11-21T08:34:19.095742] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:19.372736] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:19.651059] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:19.938535] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:20.208279] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:20.488007] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:20.763033] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:21.041539] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:21.338555] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:21.627531] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:21.627716] [INFO ] [CONFIGURE ] CAG: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T08:34:21.627775] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13605 tests [2025-11-21T08:34:21.627821] [INFO ] [CONFIGURE ] CAG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:34:21.627862] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T08:34:21.914152] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:22.196006] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:22.488892] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:22.780963] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:23.075272] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:23.364829] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:23.674322] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:34:23.959833] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:34:24.245380] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:34:24.544247] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:24.544458] [INFO ] [CONFIGURE ] CAG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:34:24.544518] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13604 tests [2025-11-21T08:34:24.544597] [INFO ] [CONFIGURE ] CAG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:34:24.544664] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T08:34:24.806927] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:25.093176] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:25.352401] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:25.630382] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:25.905571] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:26.182762] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:26.461798] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:26.744050] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:27.021356] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:27.290081] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:27.290280] [INFO ] [CONFIGURE ] CAG: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T08:34:27.290341] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13603 tests [2025-11-21T08:34:27.290390] [INFO ] [CONFIGURE ] CAG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:34:27.290436] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T08:34:27.577975] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:27.868517] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:28.152260] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:34:28.437147] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:28.720293] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:29.013116] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:34:29.297035] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:29.580065] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:34:29.872827] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:30.144981] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:30.145192] [INFO ] [CONFIGURE ] CAG: KEPT add_pbf_overnight_gap (score: 70.00%) [2025-11-21T08:34:30.145252] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13602 tests [2025-11-21T08:34:30.145300] [INFO ] [CONFIGURE ] CAG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:34:30.145350] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T08:34:30.489597] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:34:30.856920] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:31.219667] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:31.517453] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:31.792434] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:32.096915] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:32.416140] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:32.758055] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:34:33.101433] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:33.427209] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:33.427425] [INFO ] [CONFIGURE ] CAG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:34:33.427485] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13601 tests [2025-11-21T08:34:33.427531] [INFO ] [CONFIGURE ] CAG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:34:33.427580] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T08:34:33.717863] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:34:34.007188] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:34.294213] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:34.570311] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:34.844868] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:35.124710] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:34:35.401669] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:35.685357] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:35.969277] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:36.277003] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:36.277217] [INFO ] [CONFIGURE ] CAG: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T08:34:36.277273] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13600 tests [2025-11-21T08:34:36.277312] [INFO ] [CONFIGURE ] CAG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:34:36.277353] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T08:34:36.579622] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:36.876561] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:37.169573] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:37.449057] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:37.729093] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:38.008903] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:34:38.300339] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:38.581152] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:38.875273] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:39.164246] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:39.164416] [INFO ] [CONFIGURE ] CAG: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T08:34:39.164472] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13599 tests [2025-11-21T08:34:39.164516] [INFO ] [CONFIGURE ] CAG: Testing feature 20/29: add_price_rejection [2025-11-21T08:34:39.164604] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T08:34:39.450626] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:39.737599] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:40.027517] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:40.312793] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:34:40.597074] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:40.883139] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:41.170769] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:41.469388] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:34:41.770893] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:42.076846] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:42.077068] [INFO ] [CONFIGURE ] CAG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:34:42.077132] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13598 tests [2025-11-21T08:34:42.077182] [INFO ] [CONFIGURE ] CAG: Testing feature 21/29: add_range_position [2025-11-21T08:34:42.077230] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T08:34:42.405261] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:42.728669] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:43.052421] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:43.380920] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:43.701164] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:44.013365] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:44.318889] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:44.621197] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:44.931347] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:45.225299] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:45.225491] [INFO ] [CONFIGURE ] CAG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:34:45.225552] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13597 tests [2025-11-21T08:34:45.225604] [INFO ] [CONFIGURE ] CAG: Testing feature 22/29: add_realized_volatility [2025-11-21T08:34:45.225671] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T08:34:45.600976] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:45.967660] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:46.376821] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:34:46.778245] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:47.186128] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:47.585521] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:47.987555] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:48.392089] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:48.810671] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:49.230115] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:49.230302] [INFO ] [CONFIGURE ] CAG: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:34:49.230362] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13596 tests [2025-11-21T08:34:49.230412] [INFO ] [CONFIGURE ] CAG: Testing feature 23/29: add_recent_range_context [2025-11-21T08:34:49.230459] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T08:34:49.523125] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:49.819512] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:50.111021] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:50.402440] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:50.693244] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:50.982285] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:51.275790] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:51.575270] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:34:51.870519] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:52.184884] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:52.185078] [INFO ] [CONFIGURE ] CAG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:34:52.185140] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13595 tests [2025-11-21T08:34:52.185193] [INFO ] [CONFIGURE ] CAG: Testing feature 24/29: add_rsi [2025-11-21T08:34:52.185239] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T08:34:52.560577] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:52.934492] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:53.297890] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:34:53.671372] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:54.048858] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:34:54.414125] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:34:54.770506] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:34:55.126955] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:34:55.481798] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:34:55.860293] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:55.860483] [INFO ] [CONFIGURE ] CAG: DISCARDED add_rsi (score: 50.00%) [2025-11-21T08:34:55.860542] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13594 tests [2025-11-21T08:34:55.860667] [INFO ] [CONFIGURE ] CAG: Testing feature 25/29: add_tick_distribution [2025-11-21T08:34:55.860721] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T08:34:56.165597] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:34:56.487346] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:34:56.806674] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:34:57.115847] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:34:57.418701] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:34:57.723830] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:34:58.023832] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:34:58.329035] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:34:58.639917] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:34:58.921122] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:34:58.921303] [INFO ] [CONFIGURE ] CAG: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:34:58.921361] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13593 tests [2025-11-21T08:34:58.921407] [INFO ] [CONFIGURE ] CAG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:34:58.921452] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T08:34:59.213479] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:34:59.526117] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:34:59.821149] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:00.134485] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:35:01.149797] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:35:01.736565] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:35:02.080901] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:35:02.421684] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:35:02.759075] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:35:03.091585] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:35:03.091876] [INFO ] [CONFIGURE ] CAG: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T08:35:03.091942] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13592 tests [2025-11-21T08:35:03.091994] [INFO ] [CONFIGURE ] CAG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:35:03.092040] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T08:35:03.410505] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:03.741086] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:35:04.121955] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:04.439953] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:35:04.745468] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:05.046806] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:35:05.338373] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:35:05.633128] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:35:05.932239] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:35:06.227466] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:35:06.227684] [INFO ] [CONFIGURE ] CAG: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T08:35:06.227745] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13591 tests [2025-11-21T08:35:06.227793] [INFO ] [CONFIGURE ] CAG: Testing feature 28/29: add_volume_profile [2025-11-21T08:35:06.227837] [INFO ] [CONFIGURE ] CAG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T08:35:06.545579] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:35:06.869431] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:35:07.202846] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:07.562252] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:35:07.898503] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:35:08.241120] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:35:08.554895] [DEBUG] [FORECASTER] CAG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:35:08.851842] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:35:09.143737] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:35:09.438463] [DEBUG] [FORECASTER] CAG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:35:09.438701] [INFO ] [CONFIGURE ] CAG: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T08:35:09.438761] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13590 tests [2025-11-21T08:35:09.438816] [INFO ] [CONFIGURE ] CAG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:35:09.438860] [INFO ] [CONFIGURE ] CAG: Best accuracy: 70.00% [2025-11-21T08:35:09.438901] [INFO ] [CONFIGURE ] CAG: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T08:35:09.438940] [INFO ] [CONFIGURE ] CAG: Improvement over baseline: 30.00% [2025-11-21T08:35:09.438977] [INFO ] [CONFIGURE ] CAG: Total time: 1.4 minutes [2025-11-21T08:35:09.439012] [INFO ] [CONFIGURE ] CAG: Average time per feature: 2.9 seconds [2025-11-21T08:35:09.439048] [INFO ] [CONFIGURE ] CAG: Average speed: 0.35 features/sec [2025-11-21T08:35:09.439375] [INFO ] [LOCAL ] Saved configuration for CAG: 4 features, 70.00% accuracy -> ./output/feature-sets/CAG.json [2025-11-21T08:35:09.439433] [INFO ] [CONFIGURE ] CAG: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T08:35:09.439481] [INFO ] [sig ] [257/723] Successfully configured CAG | 0.01 sym/s | Total: 6.0h | ETA: 10.9h [2025-11-21T08:35:09.439525] [INFO ] [sig ] [258/723] Configuring CAH... [2025-11-21T08:35:09.439565] [INFO ] [CONFIGURE ] CAH: Configurate test run. [2025-11-21T08:35:09.439605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-11-21T08:35:09.485354] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAH'. [2025-11-21T08:35:09.485823] [INFO ] [CONFIGURE ] CAH: Testing with 29 available features [2025-11-21T08:35:09.485911] [INFO ] [CONFIGURE ] CAH: Establishing baseline with no features... [2025-11-21T08:35:09.671298] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:09.851680] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:10.023989] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:10.208552] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:35:10.387725] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:10.565545] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:10.738000] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:10.920146] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:11.092539] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:11.266791] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:11.266939] [INFO ] [CONFIGURE ] CAH: Baseline score (no features): 90.00% [2025-11-21T08:35:11.267002] [INFO ] [CONFIGURE ] CAH: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:35:11.267040] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:35:11.474815] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:11.701472] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:35:11.928793] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:12.155944] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:12.376367] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:12.600572] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:12.822984] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:13.049813] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:13.271693] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:35:13.483865] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:13.484047] [INFO ] [CONFIGURE ] CAH: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T08:35:13.484096] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13589 tests [2025-11-21T08:35:13.484132] [INFO ] [CONFIGURE ] CAH: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:35:13.484166] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:35:13.686233] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:35:13.898262] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:14.119916] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:14.353548] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:14.576193] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:14.779424] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:14.984302] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:15.187410] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:35:15.390507] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:15.596718] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:15.596922] [INFO ] [CONFIGURE ] CAH: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T08:35:15.596970] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13588 tests [2025-11-21T08:35:15.597031] [INFO ] [CONFIGURE ] CAH: Testing feature 3/29: add_daily_returns [2025-11-21T08:35:15.597067] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns'] [2025-11-21T08:35:15.780012] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:15.956540] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:16.138992] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:16.321024] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:16.510882] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:16.698379] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:16.887138] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:17.091145] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:17.277213] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:17.482094] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:17.482304] [INFO ] [CONFIGURE ] CAH: KEPT add_daily_returns (score: 100.00%) [2025-11-21T08:35:17.482360] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13587 tests [2025-11-21T08:35:17.482399] [INFO ] [CONFIGURE ] CAH: Testing feature 4/29: add_ema [2025-11-21T08:35:17.482435] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T08:35:17.765439] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:18.065534] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:35:18.331060] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:18.572697] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:18.821267] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:19.054190] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:35:19.290913] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:19.536122] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:19.772253] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:20.007615] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:20.007868] [INFO ] [CONFIGURE ] CAH: DISCARDED add_ema (score: 70.00%) [2025-11-21T08:35:20.007922] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13586 tests [2025-11-21T08:35:20.007965] [INFO ] [CONFIGURE ] CAH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:35:20.008002] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:35:20.271790] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:20.521279] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:35:20.779362] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:21.035012] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:21.292087] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:21.538308] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:21.786513] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:22.032869] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:35:22.282839] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:22.525024] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:22.525215] [INFO ] [CONFIGURE ] CAH: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T08:35:22.525275] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13585 tests [2025-11-21T08:35:22.525323] [INFO ] [CONFIGURE ] CAH: Testing feature 6/29: add_failed_moves [2025-11-21T08:35:22.525369] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T08:35:22.734434] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:22.942055] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:23.136299] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:23.333674] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:23.531720] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:23.730814] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:23.923416] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:24.117258] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:24.314339] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:24.521052] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:24.521240] [INFO ] [CONFIGURE ] CAH: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T08:35:24.521289] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13584 tests [2025-11-21T08:35:24.521335] [INFO ] [CONFIGURE ] CAH: Testing feature 7/29: add_lag_shelf [2025-11-21T08:35:24.521380] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T08:35:24.710114] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:24.893247] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:25.076791] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:25.265934] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:25.448058] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:25.638515] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:25.823215] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:26.018472] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:26.203711] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:26.392568] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:26.392765] [INFO ] [CONFIGURE ] CAH: DISCARDED add_lag_shelf (score: 100.00%) [2025-11-21T08:35:26.392821] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13583 tests [2025-11-21T08:35:26.392888] [INFO ] [CONFIGURE ] CAH: Testing feature 8/29: add_macd [2025-11-21T08:35:26.392990] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T08:35:26.703914] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:27.000518] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:35:27.274774] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:27.552565] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:35:27.828054] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:28.102108] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:28.375465] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:28.660102] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:28.936571] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:29.212532] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:29.212734] [INFO ] [CONFIGURE ] CAH: DISCARDED add_macd (score: 80.00%) [2025-11-21T08:35:29.212793] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13582 tests [2025-11-21T08:35:29.212841] [INFO ] [CONFIGURE ] CAH: Testing feature 9/29: add_mfi [2025-11-21T08:35:29.212876] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T08:35:29.409663] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:29.608399] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:29.812972] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:30.014873] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:30.213352] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:30.411559] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:30.607970] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:30.808220] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:31.020845] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:31.238105] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:31.238323] [INFO ] [CONFIGURE ] CAH: DISCARDED add_mfi (score: 100.00%) [2025-11-21T08:35:31.238495] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13581 tests [2025-11-21T08:35:31.238584] [INFO ] [CONFIGURE ] CAH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:35:31.238677] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:35:31.534048] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:31.847063] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:35:32.142333] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:32.433336] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:32.733399] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:33.029954] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:33.332519] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:33.671272] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:33.986819] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:34.298408] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:34.299102] [INFO ] [CONFIGURE ] CAH: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T08:35:34.299164] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13580 tests [2025-11-21T08:35:34.299213] [INFO ] [CONFIGURE ] CAH: Testing feature 11/29: add_obv_daily [2025-11-21T08:35:34.299257] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T08:35:34.519313] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:34.734854] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:35:34.943310] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:35.151378] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:35:35.359863] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:35.573041] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:35.780731] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:35.987990] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:35:36.195961] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:36.414964] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:36.415134] [INFO ] [CONFIGURE ] CAH: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:35:36.415181] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13579 tests [2025-11-21T08:35:36.415220] [INFO ] [CONFIGURE ] CAH: Testing feature 12/29: add_obv_interval [2025-11-21T08:35:36.415255] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T08:35:36.611494] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:36.806256] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:37.000970] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:37.196240] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:35:37.423420] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:37.629892] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:37.834092] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:38.029406] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:38.230207] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:38.424550] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:38.424741] [INFO ] [CONFIGURE ] CAH: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T08:35:38.424815] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13578 tests [2025-11-21T08:35:38.424874] [INFO ] [CONFIGURE ] CAH: Testing feature 13/29: add_opening_strength [2025-11-21T08:35:38.424921] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T08:35:38.630598] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:38.839185] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:39.052020] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:39.262019] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:39.466227] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:39.673678] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:39.878569] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:40.085505] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:40.306402] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:35:40.518616] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:40.518824] [INFO ] [CONFIGURE ] CAH: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T08:35:40.518873] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13577 tests [2025-11-21T08:35:40.518914] [INFO ] [CONFIGURE ] CAH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:35:40.518952] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T08:35:40.733285] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:40.947997] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:41.165227] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:41.380670] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:41.604586] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:41.828330] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:42.045809] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:42.260437] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:35:42.475369] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:42.691826] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:42.691992] [INFO ] [CONFIGURE ] CAH: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T08:35:42.692048] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13576 tests [2025-11-21T08:35:42.692099] [INFO ] [CONFIGURE ] CAH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:35:42.692142] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T08:35:42.882910] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:43.081301] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:43.268971] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:43.458994] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:43.649264] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:43.841256] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:35:44.036063] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:44.240589] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:44.442331] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:44.648175] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:44.648395] [INFO ] [CONFIGURE ] CAH: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:35:44.648446] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13575 tests [2025-11-21T08:35:44.648486] [INFO ] [CONFIGURE ] CAH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:35:44.648523] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:35:44.876621] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:45.093740] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:45.315504] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:45.539112] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:45.748113] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:45.952335] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:46.155438] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:46.358059] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:35:46.566131] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:46.782375] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:46.782626] [INFO ] [CONFIGURE ] CAH: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T08:35:46.782771] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13574 tests [2025-11-21T08:35:46.782857] [INFO ] [CONFIGURE ] CAH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:35:46.782962] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T08:35:46.992898] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:47.200413] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:47.408018] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:47.613394] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:35:47.826604] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:48.034157] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:35:48.250360] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:48.477236] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:35:48.687074] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:48.895869] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:48.896022] [INFO ] [CONFIGURE ] CAH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:35:48.896069] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13573 tests [2025-11-21T08:35:48.896108] [INFO ] [CONFIGURE ] CAH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:35:48.896143] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T08:35:49.084278] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:49.269580] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:49.453264] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:49.641602] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:35:49.828298] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:50.015572] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:50.204732] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:50.400266] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:35:50.592208] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:50.792276] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:50.792465] [INFO ] [CONFIGURE ] CAH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:35:50.792518] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13572 tests [2025-11-21T08:35:50.792558] [INFO ] [CONFIGURE ] CAH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:35:50.792593] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T08:35:50.982077] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:51.174130] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:51.365039] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:51.558367] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:35:51.752677] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:51.944850] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:52.148801] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:52.338539] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:52.525391] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:52.714123] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:52.714285] [INFO ] [CONFIGURE ] CAH: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T08:35:52.714333] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13571 tests [2025-11-21T08:35:52.714372] [INFO ] [CONFIGURE ] CAH: Testing feature 20/29: add_price_rejection [2025-11-21T08:35:52.714407] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T08:35:52.922817] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:53.131137] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:53.337201] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:35:53.542810] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:53.747628] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:53.954214] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:54.163934] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:35:54.369275] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:54.576507] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:54.782903] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:54.783071] [INFO ] [CONFIGURE ] CAH: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T08:35:54.783118] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13570 tests [2025-11-21T08:35:54.783157] [INFO ] [CONFIGURE ] CAH: Testing feature 21/29: add_range_position [2025-11-21T08:35:54.783247] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T08:35:55.003039] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:55.222332] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:35:55.444921] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:55.668033] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:55.891156] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:56.110273] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:35:56.332098] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:56.565268] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:56.823851] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:35:57.053764] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:35:57.053938] [INFO ] [CONFIGURE ] CAH: DISCARDED add_range_position (score: 70.00%) [2025-11-21T08:35:57.053985] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13569 tests [2025-11-21T08:35:57.054023] [INFO ] [CONFIGURE ] CAH: Testing feature 22/29: add_realized_volatility [2025-11-21T08:35:57.054058] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T08:35:57.348031] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:35:57.650982] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:35:57.965260] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:35:58.268939] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:35:58.598567] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:35:58.916771] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:35:59.259183] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:35:59.575346] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:35:59.894540] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:00.238064] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:00.238299] [INFO ] [CONFIGURE ] CAH: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T08:36:00.238358] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13568 tests [2025-11-21T08:36:00.238418] [INFO ] [CONFIGURE ] CAH: Testing feature 23/29: add_recent_range_context [2025-11-21T08:36:00.238472] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T08:36:00.451020] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:36:00.718295] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:01.493154] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:36:01.785804] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:36:02.003386] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:36:02.219726] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:36:02.434674] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:36:02.651478] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:02.871261] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:03.094116] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:03.094305] [INFO ] [CONFIGURE ] CAH: DISCARDED add_recent_range_context (score: 100.00%) [2025-11-21T08:36:03.094459] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13567 tests [2025-11-21T08:36:03.094550] [INFO ] [CONFIGURE ] CAH: Testing feature 24/29: add_rsi [2025-11-21T08:36:03.094625] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T08:36:03.343906] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:36:03.601664] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:03.868338] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:36:04.131951] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:36:04.388424] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:36:04.639033] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:36:04.887851] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:36:05.138728] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:05.403056] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:05.667271] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:05.667471] [INFO ] [CONFIGURE ] CAH: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:36:05.667528] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13566 tests [2025-11-21T08:36:05.667591] [INFO ] [CONFIGURE ] CAH: Testing feature 25/29: add_tick_distribution [2025-11-21T08:36:05.667666] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T08:36:05.879924] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:36:06.093107] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:06.300754] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:36:06.507804] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:36:06.715930] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:36:06.927352] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:36:07.135029] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:36:07.351862] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:07.564809] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:07.778771] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:07.778944] [INFO ] [CONFIGURE ] CAH: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T08:36:07.778991] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13565 tests [2025-11-21T08:36:07.779029] [INFO ] [CONFIGURE ] CAH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:36:07.779063] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T08:36:07.992784] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:36:08.209862] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:08.426316] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:36:08.663468] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:36:08.894395] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:36:09.127222] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:36:09.341446] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:36:09.563485] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:09.791283] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:10.021243] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:10.021432] [INFO ] [CONFIGURE ] CAH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:36:10.021505] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13564 tests [2025-11-21T08:36:10.021564] [INFO ] [CONFIGURE ] CAH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:36:10.021607] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T08:36:10.266496] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:36:10.529791] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:10.792848] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:36:11.109474] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:36:11.417684] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:36:11.703528] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:36:11.935895] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:36:12.170847] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:12.416166] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:12.652246] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:12.652436] [INFO ] [CONFIGURE ] CAH: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T08:36:12.652483] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13563 tests [2025-11-21T08:36:12.652521] [INFO ] [CONFIGURE ] CAH: Testing feature 28/29: add_volume_profile [2025-11-21T08:36:12.652557] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T08:36:12.864288] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:36:13.088026] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:13.326444] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:36:13.560772] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:36:13.793762] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:36:14.027039] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:36:14.254154] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:36:14.480979] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:14.703381] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:14.923569] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:14.923816] [INFO ] [CONFIGURE ] CAH: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T08:36:14.924006] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13562 tests [2025-11-21T08:36:14.924094] [INFO ] [CONFIGURE ] CAH: Testing feature 29/29: add_vwap [2025-11-21T08:36:14.924173] [INFO ] [CONFIGURE ] CAH: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T08:36:15.147359] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:36:15.372688] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:15.604840] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:36:15.826477] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:36:16.047891] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:36:16.264374] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:36:16.481788] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:36:16.699013] [DEBUG] [FORECASTER] CAH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:16.919983] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:17.143735] [DEBUG] [FORECASTER] CAH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:17.143904] [INFO ] [CONFIGURE ] CAH: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:36:17.143952] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13561 tests [2025-11-21T08:36:17.143993] [INFO ] [CONFIGURE ] CAH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:36:17.144029] [INFO ] [CONFIGURE ] CAH: Best accuracy: 100.00% [2025-11-21T08:36:17.144064] [INFO ] [CONFIGURE ] CAH: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T08:36:17.144097] [INFO ] [CONFIGURE ] CAH: Improvement over baseline: 10.00% [2025-11-21T08:36:17.144129] [INFO ] [CONFIGURE ] CAH: Total time: 1.1 minutes [2025-11-21T08:36:17.144160] [INFO ] [CONFIGURE ] CAH: Average time per feature: 2.3 seconds [2025-11-21T08:36:17.144192] [INFO ] [CONFIGURE ] CAH: Average speed: 0.44 features/sec [2025-11-21T08:36:17.144484] [INFO ] [LOCAL ] Saved configuration for CAH: 1 features, 100.00% accuracy -> ./output/feature-sets/CAH.json [2025-11-21T08:36:17.144542] [INFO ] [CONFIGURE ] CAH: Configuration saved successfully: 1 features, 100.00% accuracy. [2025-11-21T08:36:17.144584] [INFO ] [sig ] [258/723] Successfully configured CAH | 0.01 sym/s | Total: 6.0h | ETA: 10.9h [2025-11-21T08:36:17.144621] [INFO ] [sig ] [259/723] Configuring CAL... [2025-11-21T08:36:17.144704] [INFO ] [CONFIGURE ] CAL: Configurate test run. [2025-11-21T08:36:17.144753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-11-21T08:36:17.223034] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAL'. [2025-11-21T08:36:17.223609] [INFO ] [CONFIGURE ] CAL: Testing with 29 available features [2025-11-21T08:36:17.223716] [INFO ] [CONFIGURE ] CAL: Establishing baseline with no features... [2025-11-21T08:36:17.431305] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:17.630483] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:17.828536] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:18.021952] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:18.240089] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:18.460290] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:18.660001] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:18.861748] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:19.075241] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:19.275116] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:19.275359] [INFO ] [CONFIGURE ] CAL: Baseline score (no features): 60.00% [2025-11-21T08:36:19.275417] [INFO ] [CONFIGURE ] CAL: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:36:19.275458] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:36:19.516143] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:36:19.756260] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:20.007950] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:20.252944] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:20.489882] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:20.728293] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:20.960714] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:21.194731] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:21.433191] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:21.668979] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:21.669445] [INFO ] [CONFIGURE ] CAL: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T08:36:21.669604] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13560 tests [2025-11-21T08:36:21.669690] [INFO ] [CONFIGURE ] CAL: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:36:21.669784] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:36:21.919846] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:36:22.171293] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:22.399222] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:36:22.632692] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:22.859435] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:36:23.091381] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:23.323139] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:23.554407] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:23.785910] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:36:24.002126] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:24.002501] [INFO ] [CONFIGURE ] CAL: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T08:36:24.002548] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13559 tests [2025-11-21T08:36:24.002586] [INFO ] [CONFIGURE ] CAL: Testing feature 3/29: add_daily_returns [2025-11-21T08:36:24.002622] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns'] [2025-11-21T08:36:24.190941] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:24.378906] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:24.565595] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:24.754441] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:24.942718] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:25.132125] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:36:25.319076] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:36:25.510316] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:25.699733] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:25.888836] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:25.889012] [INFO ] [CONFIGURE ] CAL: KEPT add_daily_returns (score: 70.00%) [2025-11-21T08:36:25.889061] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13558 tests [2025-11-21T08:36:25.889103] [INFO ] [CONFIGURE ] CAL: Testing feature 4/29: add_ema [2025-11-21T08:36:25.889137] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T08:36:26.124184] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:36:26.350480] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:26.582449] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:36:26.826681] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:27.061277] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:27.302575] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:27.534764] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:27.767001] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:28.001345] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:28.236924] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:36:28.237134] [INFO ] [CONFIGURE ] CAL: DISCARDED add_ema (score: 40.00%) [2025-11-21T08:36:28.237187] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13557 tests [2025-11-21T08:36:28.237226] [INFO ] [CONFIGURE ] CAL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:36:28.237262] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:36:28.480028] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:28.722825] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:28.966075] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:36:29.206340] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:29.440256] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:36:29.685476] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:36:29.932771] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:30.185016] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:30.438998] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:30.700088] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:30.700340] [INFO ] [CONFIGURE ] CAL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:36:30.700400] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13556 tests [2025-11-21T08:36:30.700451] [INFO ] [CONFIGURE ] CAL: Testing feature 6/29: add_failed_moves [2025-11-21T08:36:30.700493] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T08:36:30.899073] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:31.095086] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:31.290570] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:31.490295] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:31.686853] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:31.894791] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:32.112258] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:36:32.333113] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:32.560997] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:32.784489] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:36:32.784817] [INFO ] [CONFIGURE ] CAL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:36:32.784877] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13555 tests [2025-11-21T08:36:32.784934] [INFO ] [CONFIGURE ] CAL: Testing feature 7/29: add_lag_shelf [2025-11-21T08:36:32.784997] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T08:36:32.986018] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:33.185752] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:33.392823] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:33.594250] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:33.796845] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:34.005820] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:36:34.206238] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:36:34.406284] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:34.616846] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:34.821990] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:34.822169] [INFO ] [CONFIGURE ] CAL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:36:34.822217] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13554 tests [2025-11-21T08:36:34.822255] [INFO ] [CONFIGURE ] CAL: Testing feature 8/29: add_macd [2025-11-21T08:36:34.822289] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T08:36:35.133497] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:35.433722] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:35.741108] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:36.041348] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:36.339971] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:36.643478] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:36.981626] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:37.287204] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:37.605147] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:37.906319] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:36:37.906542] [INFO ] [CONFIGURE ] CAL: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:36:37.906622] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13553 tests [2025-11-21T08:36:37.906692] [INFO ] [CONFIGURE ] CAL: Testing feature 9/29: add_mfi [2025-11-21T08:36:37.906736] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T08:36:38.113857] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:38.341974] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:38.563691] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:38.790251] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:39.011157] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:39.232095] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:39.457116] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:36:39.660510] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:39.863778] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:40.065289] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:40.065473] [INFO ] [CONFIGURE ] CAL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:36:40.065531] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13552 tests [2025-11-21T08:36:40.065573] [INFO ] [CONFIGURE ] CAL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:36:40.065609] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:36:40.346342] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:36:40.635466] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:40.934512] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:41.228737] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:41.541053] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:41.859896] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:42.194595] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:42.503280] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:42.823856] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:43.161190] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:36:43.161400] [INFO ] [CONFIGURE ] CAL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:36:43.161480] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13551 tests [2025-11-21T08:36:43.161540] [INFO ] [CONFIGURE ] CAL: Testing feature 11/29: add_obv_daily [2025-11-21T08:36:43.161587] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T08:36:43.410702] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:36:43.677991] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:43.924325] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:44.185038] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:44.435257] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:36:44.690454] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:36:44.932168] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:45.181420] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:45.422703] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:45.663586] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:45.663791] [INFO ] [CONFIGURE ] CAL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:36:45.663870] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13550 tests [2025-11-21T08:36:45.664060] [INFO ] [CONFIGURE ] CAL: Testing feature 12/29: add_obv_interval [2025-11-21T08:36:45.664139] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T08:36:45.891147] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:36:46.115871] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:46.343024] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:46.566001] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:46.790185] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:47.022253] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:36:47.247770] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:47.475144] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:47.718449] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:47.967100] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:47.967292] [INFO ] [CONFIGURE ] CAL: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:36:47.967343] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13549 tests [2025-11-21T08:36:47.967384] [INFO ] [CONFIGURE ] CAL: Testing feature 13/29: add_opening_strength [2025-11-21T08:36:47.967423] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T08:36:48.217176] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:36:48.465518] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:48.702658] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:36:48.950789] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:49.197386] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:36:49.429264] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:49.662950] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:36:49.899014] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:50.141916] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:50.376560] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:36:50.376748] [INFO ] [CONFIGURE ] CAL: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T08:36:50.376988] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13548 tests [2025-11-21T08:36:50.377131] [INFO ] [CONFIGURE ] CAL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:36:50.377206] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T08:36:50.621981] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:36:50.867872] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:51.110319] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:51.358619] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:51.601456] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:51.844976] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:36:52.087914] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:36:52.338372] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:52.577517] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:52.821292] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:36:52.821465] [INFO ] [CONFIGURE ] CAL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:36:52.821518] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13547 tests [2025-11-21T08:36:52.821566] [INFO ] [CONFIGURE ] CAL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:36:52.821614] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T08:36:53.042166] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:53.248434] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:53.460169] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:53.673483] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:53.881694] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:54.095147] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:36:54.302834] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:54.512294] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:54.726399] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:54.939938] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:36:54.940265] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:36:54.940389] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13546 tests [2025-11-21T08:36:54.940467] [INFO ] [CONFIGURE ] CAL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:36:54.940574] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:36:55.181020] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:55.415420] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:36:55.646144] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:55.876402] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:36:56.108824] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:36:56.360181] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:36:56.601623] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:56.838079] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:36:57.083949] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:36:57.317266] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:36:57.317435] [INFO ] [CONFIGURE ] CAL: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T08:36:57.317482] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13545 tests [2025-11-21T08:36:57.317520] [INFO ] [CONFIGURE ] CAL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:36:57.317556] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T08:36:57.570246] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:36:57.837800] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:36:58.071411] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:36:58.335322] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:36:58.671090] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:36:58.961253] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:36:59.256066] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:36:59.512390] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:36:59.768711] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:00.023362] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:00.023524] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:37:00.023579] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13544 tests [2025-11-21T08:37:00.023628] [INFO ] [CONFIGURE ] CAL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:37:00.023711] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T08:37:00.267988] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:00.491795] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:01.392481] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:01.620932] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:01.941397] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:02.199504] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:37:02.445281] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:02.688598] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:02.933695] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:03.184318] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:03.184508] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:37:03.184556] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13543 tests [2025-11-21T08:37:03.184595] [INFO ] [CONFIGURE ] CAL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:37:03.184630] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T08:37:03.420931] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:03.653884] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:03.895237] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:04.134042] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:04.378316] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:04.619696] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:04.862360] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:37:05.109997] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:05.358927] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:05.603193] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:05.603505] [INFO ] [CONFIGURE ] CAL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:37:05.603603] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13542 tests [2025-11-21T08:37:05.603711] [INFO ] [CONFIGURE ] CAL: Testing feature 20/29: add_price_rejection [2025-11-21T08:37:05.603815] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T08:37:05.841043] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:06.087477] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:06.346825] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:37:06.618750] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:06.882674] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:07.202972] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:37:07.444681] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:07.691898] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:07.950784] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:08.217877] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:37:08.218161] [INFO ] [CONFIGURE ] CAL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:37:08.218218] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13541 tests [2025-11-21T08:37:08.218291] [INFO ] [CONFIGURE ] CAL: Testing feature 21/29: add_range_position [2025-11-21T08:37:08.218356] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T08:37:08.473977] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:08.726324] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:08.991079] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:09.247856] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:09.501784] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:09.761031] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:37:10.025760] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:10.322958] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:10.597874] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:10.884344] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:10.884528] [INFO ] [CONFIGURE ] CAL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:37:10.884588] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13540 tests [2025-11-21T08:37:10.884637] [INFO ] [CONFIGURE ] CAL: Testing feature 22/29: add_realized_volatility [2025-11-21T08:37:10.884707] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T08:37:11.233828] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:11.576596] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:11.922897] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:37:12.271346] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:37:12.628760] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:12.968283] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:37:13.342686] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:37:13.687161] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:14.030726] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:14.376467] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:37:14.376687] [INFO ] [CONFIGURE ] CAL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T08:37:14.376748] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13539 tests [2025-11-21T08:37:14.376800] [INFO ] [CONFIGURE ] CAL: Testing feature 23/29: add_recent_range_context [2025-11-21T08:37:14.376846] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T08:37:14.598285] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:14.825664] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:15.047792] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:15.267305] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:37:15.491072] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:15.707799] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:37:15.923409] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:37:16.142728] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:37:16.364698] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:16.586480] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:16.586692] [INFO ] [CONFIGURE ] CAL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:37:16.586833] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13538 tests [2025-11-21T08:37:16.586884] [INFO ] [CONFIGURE ] CAL: Testing feature 24/29: add_rsi [2025-11-21T08:37:16.586927] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T08:37:16.859734] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:17.137461] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:17.408514] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:37:17.679921] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:17.964990] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:18.239591] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:37:18.519561] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:37:18.811292] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:37:19.090861] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:19.378355] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:19.378573] [INFO ] [CONFIGURE ] CAL: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:37:19.378636] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13537 tests [2025-11-21T08:37:19.378710] [INFO ] [CONFIGURE ] CAL: Testing feature 25/29: add_tick_distribution [2025-11-21T08:37:19.378761] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T08:37:19.611976] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:19.844297] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:20.069181] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:20.292160] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:20.525188] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:20.748930] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:37:20.973661] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:37:21.196159] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:21.418456] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:21.672495] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:21.672697] [INFO ] [CONFIGURE ] CAL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T08:37:21.672769] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13536 tests [2025-11-21T08:37:21.672820] [INFO ] [CONFIGURE ] CAL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:37:21.672869] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T08:37:21.902631] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:22.136010] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:22.369219] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:37:22.664838] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:22.925192] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:23.173681] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:37:23.415390] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:37:23.673625] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:23.934508] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:24.176755] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:24.176909] [INFO ] [CONFIGURE ] CAL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:37:24.176967] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13535 tests [2025-11-21T08:37:24.177039] [INFO ] [CONFIGURE ] CAL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:37:24.177083] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T08:37:24.432074] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:24.680737] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:24.930260] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:25.181867] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:25.432955] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:25.684405] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:25.945187] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:26.204083] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:26.463216] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:26.718589] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:26.718769] [INFO ] [CONFIGURE ] CAL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:37:26.718828] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13534 tests [2025-11-21T08:37:26.718875] [INFO ] [CONFIGURE ] CAL: Testing feature 28/29: add_volume_profile [2025-11-21T08:37:26.718944] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T08:37:26.964114] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:27.226146] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:27.476057] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:27.730471] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:27.982024] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:28.234906] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:28.485967] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:37:28.746222] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:37:29.000268] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:29.253503] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:29.253712] [INFO ] [CONFIGURE ] CAL: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T08:37:29.253793] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13533 tests [2025-11-21T08:37:29.253844] [INFO ] [CONFIGURE ] CAL: Testing feature 29/29: add_vwap [2025-11-21T08:37:29.253944] [INFO ] [CONFIGURE ] CAL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T08:37:29.518402] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:29.774632] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:30.032601] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:37:30.285608] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:30.541161] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:30.809923] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:31.073118] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:31.329534] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:37:31.590016] [DEBUG] [FORECASTER] CAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:37:31.851978] [DEBUG] [FORECASTER] CAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:31.852155] [INFO ] [CONFIGURE ] CAL: DISCARDED add_vwap (score: 40.00%) [2025-11-21T08:37:31.852244] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13532 tests [2025-11-21T08:37:31.852294] [INFO ] [CONFIGURE ] CAL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:37:31.852335] [INFO ] [CONFIGURE ] CAL: Best accuracy: 80.00% [2025-11-21T08:37:31.852376] [INFO ] [CONFIGURE ] CAL: Best feature set (2 features): ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:37:31.852415] [INFO ] [CONFIGURE ] CAL: Improvement over baseline: 20.00% [2025-11-21T08:37:31.852453] [INFO ] [CONFIGURE ] CAL: Total time: 1.2 minutes [2025-11-21T08:37:31.852489] [INFO ] [CONFIGURE ] CAL: Average time per feature: 2.5 seconds [2025-11-21T08:37:31.852527] [INFO ] [CONFIGURE ] CAL: Average speed: 0.40 features/sec [2025-11-21T08:37:31.853023] [INFO ] [LOCAL ] Saved configuration for CAL: 2 features, 80.00% accuracy -> ./output/feature-sets/CAL.json [2025-11-21T08:37:31.853081] [INFO ] [CONFIGURE ] CAL: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:37:31.853127] [INFO ] [sig ] [259/723] Successfully configured CAL | 0.01 sym/s | Total: 6.1h | ETA: 10.9h [2025-11-21T08:37:31.853170] [INFO ] [sig ] [260/723] Configuring CALX... [2025-11-21T08:37:31.853208] [INFO ] [CONFIGURE ] CALX: Configurate test run. [2025-11-21T08:37:31.853246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-11-21T08:37:31.927448] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CALX'. [2025-11-21T08:37:31.927832] [INFO ] [CONFIGURE ] CALX: Testing with 29 available features [2025-11-21T08:37:31.927896] [INFO ] [CONFIGURE ] CALX: Establishing baseline with no features... [2025-11-21T08:37:32.120803] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:32.323093] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:32.515901] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:32.708605] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:37:32.900236] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:33.091752] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:33.289089] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:33.485014] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:37:33.680039] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:37:33.875398] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:33.875546] [INFO ] [CONFIGURE ] CALX: Baseline score (no features): 40.00% [2025-11-21T08:37:33.875593] [INFO ] [CONFIGURE ] CALX: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:37:33.875628] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:37:34.101266] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:34.328277] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:34.542217] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:34.756710] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:37:34.970841] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:35.185709] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:35.401897] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:35.619472] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:37:35.835622] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:37:36.058476] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:36.058783] [INFO ] [CONFIGURE ] CALX: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T08:37:36.058887] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13531 tests [2025-11-21T08:37:36.058972] [INFO ] [CONFIGURE ] CALX: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:37:36.059075] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:37:36.308514] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:36.558167] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:36.805376] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:37.074073] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:37:37.322103] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:37.572761] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:37.825493] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:38.085111] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:37:38.344671] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:37:38.604492] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:38.604693] [INFO ] [CONFIGURE ] CALX: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T08:37:38.604759] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13530 tests [2025-11-21T08:37:38.604827] [INFO ] [CONFIGURE ] CALX: Testing feature 3/29: add_daily_returns [2025-11-21T08:37:38.604892] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:37:38.843173] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:39.079422] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:39.311857] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:39.544790] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:37:39.778182] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:40.022730] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:40.269437] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:40.512565] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:37:40.750709] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:37:40.988323] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:40.988636] [INFO ] [CONFIGURE ] CALX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:37:40.988778] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13529 tests [2025-11-21T08:37:40.988889] [INFO ] [CONFIGURE ] CALX: Testing feature 4/29: add_ema [2025-11-21T08:37:40.988971] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:37:41.254842] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:41.529067] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:41.806965] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:42.073549] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:42.356716] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:42.630853] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:42.923173] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:43.203346] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:43.474043] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:37:43.746003] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:43.746354] [INFO ] [CONFIGURE ] CALX: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:37:43.746419] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13528 tests [2025-11-21T08:37:43.746465] [INFO ] [CONFIGURE ] CALX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:37:43.746518] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:37:44.024192] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:44.286264] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:44.547612] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:44.805371] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:45.067978] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:45.323869] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:45.614239] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:45.894274] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:46.171091] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:37:46.454336] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:46.454518] [INFO ] [CONFIGURE ] CALX: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T08:37:46.454612] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13527 tests [2025-11-21T08:37:46.454683] [INFO ] [CONFIGURE ] CALX: Testing feature 6/29: add_failed_moves [2025-11-21T08:37:46.454728] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T08:37:46.733718] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:47.012107] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:47.299215] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:47.592507] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:47.911628] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:48.222348] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:48.514880] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:48.810951] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:49.109795] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:37:49.404629] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:49.404847] [INFO ] [CONFIGURE ] CALX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T08:37:49.404938] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13526 tests [2025-11-21T08:37:49.404988] [INFO ] [CONFIGURE ] CALX: Testing feature 7/29: add_lag_shelf [2025-11-21T08:37:49.405032] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T08:37:49.688958] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:49.964081] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:50.244019] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:37:50.525027] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:50.804782] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:37:51.085447] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:51.358415] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:37:51.634765] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:51.928435] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:37:52.211510] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:52.211700] [INFO ] [CONFIGURE ] CALX: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T08:37:52.211780] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13525 tests [2025-11-21T08:37:52.211828] [INFO ] [CONFIGURE ] CALX: Testing feature 8/29: add_macd [2025-11-21T08:37:52.211871] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T08:37:52.566920] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:52.915907] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:37:53.278496] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:53.630363] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:53.973077] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:54.320408] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:54.686465] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:55.016176] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:55.332395] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:37:55.652708] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:55.652905] [INFO ] [CONFIGURE ] CALX: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:37:55.652962] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13524 tests [2025-11-21T08:37:55.653083] [INFO ] [CONFIGURE ] CALX: Testing feature 9/29: add_mfi [2025-11-21T08:37:55.653130] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T08:37:55.911838] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:37:56.170981] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:56.452492] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:37:56.735694] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:37:57.041883] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:37:57.341576] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:37:57.632795] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:37:57.924607] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:37:58.212300] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:37:58.514422] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:37:58.514671] [INFO ] [CONFIGURE ] CALX: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:37:58.514734] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13523 tests [2025-11-21T08:37:58.514781] [INFO ] [CONFIGURE ] CALX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:37:58.514825] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:37:58.901623] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:37:59.295185] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:37:59.676539] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:00.060165] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:00.438081] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:00.814338] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:01.892466] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:38:02.295579] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:02.679966] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:38:03.065499] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:38:03.065691] [INFO ] [CONFIGURE ] CALX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T08:38:03.065747] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13522 tests [2025-11-21T08:38:03.065823] [INFO ] [CONFIGURE ] CALX: Testing feature 11/29: add_obv_daily [2025-11-21T08:38:03.065862] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T08:38:03.362830] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:38:03.656355] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:03.952919] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:04.256763] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:04.552214] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:04.849540] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:05.147132] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:38:05.441027] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:05.744909] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:06.049659] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:06.049843] [INFO ] [CONFIGURE ] CALX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:38:06.049902] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13521 tests [2025-11-21T08:38:06.049948] [INFO ] [CONFIGURE ] CALX: Testing feature 12/29: add_obv_interval [2025-11-21T08:38:06.049984] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T08:38:06.343817] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:06.613631] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:06.948011] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:07.335223] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:07.701766] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:07.990957] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:08.262622] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:08.535721] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:38:08.812906] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:38:09.088852] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:09.089028] [INFO ] [CONFIGURE ] CALX: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T08:38:09.089084] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13520 tests [2025-11-21T08:38:09.089131] [INFO ] [CONFIGURE ] CALX: Testing feature 13/29: add_opening_strength [2025-11-21T08:38:09.089173] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:38:09.350295] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:09.634318] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:09.918407] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:10.199202] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:10.485814] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:10.767488] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:11.053573] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:11.339831] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:11.644484] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:11.946635] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:11.946853] [INFO ] [CONFIGURE ] CALX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T08:38:11.946912] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13519 tests [2025-11-21T08:38:11.946959] [INFO ] [CONFIGURE ] CALX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:38:11.947023] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T08:38:12.231305] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:38:12.527832] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:12.821622] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:13.106196] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:13.389002] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:13.669698] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:13.954002] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:14.244521] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:38:14.530726] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:14.821078] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:14.821285] [INFO ] [CONFIGURE ] CALX: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:38:14.821345] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13518 tests [2025-11-21T08:38:14.821395] [INFO ] [CONFIGURE ] CALX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:38:14.821440] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T08:38:15.072237] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:38:15.342963] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:38:15.595288] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:15.867244] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:16.128444] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:16.385810] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:16.636703] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:38:16.887853] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:17.151640] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:38:17.428795] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:17.428973] [INFO ] [CONFIGURE ] CALX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:38:17.429031] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13517 tests [2025-11-21T08:38:17.429096] [INFO ] [CONFIGURE ] CALX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:38:17.429142] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T08:38:17.709177] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:38:17.983673] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:18.264259] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:18.537927] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:18.812923] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:19.087501] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:19.364974] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:38:19.643291] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:19.920639] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:20.201034] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:20.201212] [INFO ] [CONFIGURE ] CALX: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:38:20.201271] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13516 tests [2025-11-21T08:38:20.201318] [INFO ] [CONFIGURE ] CALX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:38:20.201363] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T08:38:20.478152] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:20.759613] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:21.038347] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:21.317762] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:21.602138] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:38:21.880492] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:22.161073] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:22.448113] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:38:22.731326] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:23.012489] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:23.012690] [INFO ] [CONFIGURE ] CALX: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T08:38:23.012751] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13515 tests [2025-11-21T08:38:23.012798] [INFO ] [CONFIGURE ] CALX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:38:23.012843] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T08:38:23.262102] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:38:23.518355] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:23.770032] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:24.036031] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:24.297476] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:24.540572] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:24.787925] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:25.044316] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:38:25.311846] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:25.563902] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:25.564062] [INFO ] [CONFIGURE ] CALX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:38:25.564122] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13514 tests [2025-11-21T08:38:25.564172] [INFO ] [CONFIGURE ] CALX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:38:25.564218] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T08:38:25.823010] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:26.080534] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:38:26.333940] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:26.581366] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:26.833596] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:38:27.085759] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:27.342464] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:38:27.632850] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:27.924403] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:38:28.188498] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:28.188688] [INFO ] [CONFIGURE ] CALX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T08:38:28.188747] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13513 tests [2025-11-21T08:38:28.188792] [INFO ] [CONFIGURE ] CALX: Testing feature 20/29: add_price_rejection [2025-11-21T08:38:28.188837] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T08:38:28.461511] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:28.731925] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:38:29.002639] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:29.273558] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:29.558714] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:29.843951] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:30.117818] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:38:30.381713] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:30.669816] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:38:30.954218] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:30.954438] [INFO ] [CONFIGURE ] CALX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:38:30.954497] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13512 tests [2025-11-21T08:38:30.954544] [INFO ] [CONFIGURE ] CALX: Testing feature 21/29: add_range_position [2025-11-21T08:38:30.954610] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T08:38:31.266599] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:31.585819] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:31.899446] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:32.196193] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:38:32.496262] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:32.820760] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:33.153508] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:33.465189] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:33.805570] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:38:34.124100] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:34.124288] [INFO ] [CONFIGURE ] CALX: DISCARDED add_range_position (score: 60.00%) [2025-11-21T08:38:34.124345] [INFO ] [CONFIGURE ] JOB ETA: 10.8h | Avg: 2.9s/test | Remaining: 13511 tests [2025-11-21T08:38:34.124389] [INFO ] [CONFIGURE ] CALX: Testing feature 22/29: add_realized_volatility [2025-11-21T08:38:34.124434] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T08:38:34.528255] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:38:34.931462] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:35.336639] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:35.766127] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:36.199613] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:36.624548] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:37.045167] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:38:37.451755] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:38:37.856112] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:38.267701] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:38.267909] [INFO ] [CONFIGURE ] CALX: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:38:38.267969] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13510 tests [2025-11-21T08:38:38.268017] [INFO ] [CONFIGURE ] CALX: Testing feature 23/29: add_recent_range_context [2025-11-21T08:38:38.268059] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T08:38:38.552785] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:38.813317] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:39.077968] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:39.349206] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:39.629809] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:38:39.914250] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:40.212869] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:38:40.511814] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:40.801709] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:41.087145] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:41.087326] [INFO ] [CONFIGURE ] CALX: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T08:38:41.087387] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13509 tests [2025-11-21T08:38:41.087437] [INFO ] [CONFIGURE ] CALX: Testing feature 24/29: add_rsi [2025-11-21T08:38:41.087484] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T08:38:41.428072] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:41.760344] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:38:42.082218] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:42.402489] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:42.717383] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:43.045286] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:38:43.366933] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:43.712720] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:44.028280] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:44.371934] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:44.372152] [INFO ] [CONFIGURE ] CALX: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:38:44.372212] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13508 tests [2025-11-21T08:38:44.372263] [INFO ] [CONFIGURE ] CALX: Testing feature 25/29: add_tick_distribution [2025-11-21T08:38:44.372312] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T08:38:44.655473] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:44.950834] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:45.232162] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:45.514067] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:45.808203] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:46.097328] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:46.387266] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:46.675165] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:38:46.958278] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:47.254174] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:47.254361] [INFO ] [CONFIGURE ] CALX: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T08:38:47.254420] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13507 tests [2025-11-21T08:38:47.254471] [INFO ] [CONFIGURE ] CALX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:38:47.254589] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T08:38:47.560921] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:47.866445] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:38:48.177801] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:48.489218] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:48.796756] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:49.111007] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:49.415594] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:49.729836] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:50.031678] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:50.334812] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:50.335018] [INFO ] [CONFIGURE ] CALX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:38:50.335079] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13506 tests [2025-11-21T08:38:50.335130] [INFO ] [CONFIGURE ] CALX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:38:50.335181] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T08:38:50.641512] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:50.944567] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:38:51.261367] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:51.568232] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:51.881178] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:52.199815] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:38:52.555005] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:52.861222] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:53.169458] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:38:53.489686] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:53.489868] [INFO ] [CONFIGURE ] CALX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:38:53.489930] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13505 tests [2025-11-21T08:38:53.489980] [INFO ] [CONFIGURE ] CALX: Testing feature 28/29: add_volume_profile [2025-11-21T08:38:53.490030] [INFO ] [CONFIGURE ] CALX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T08:38:53.813453] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:54.148818] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:38:54.479699] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:54.818002] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:38:55.106979] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:38:55.362125] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:55.634276] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:38:55.910202] [DEBUG] [FORECASTER] CALX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:56.178475] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:38:56.445819] [DEBUG] [FORECASTER] CALX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:38:56.446014] [INFO ] [CONFIGURE ] CALX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T08:38:56.446071] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13504 tests [2025-11-21T08:38:56.446119] [INFO ] [CONFIGURE ] CALX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:38:56.446158] [INFO ] [CONFIGURE ] CALX: Best accuracy: 60.00% [2025-11-21T08:38:56.446199] [INFO ] [CONFIGURE ] CALX: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:38:56.446239] [INFO ] [CONFIGURE ] CALX: Improvement over baseline: 20.00% [2025-11-21T08:38:56.446275] [INFO ] [CONFIGURE ] CALX: Total time: 1.4 minutes [2025-11-21T08:38:56.446311] [INFO ] [CONFIGURE ] CALX: Average time per feature: 2.9 seconds [2025-11-21T08:38:56.446348] [INFO ] [CONFIGURE ] CALX: Average speed: 0.35 features/sec [2025-11-21T08:38:56.446870] [INFO ] [LOCAL ] Saved configuration for CALX: 3 features, 60.00% accuracy -> ./output/feature-sets/CALX.json [2025-11-21T08:38:56.446927] [INFO ] [CONFIGURE ] CALX: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T08:38:56.446975] [INFO ] [sig ] [260/723] Successfully configured CALX | 0.01 sym/s | Total: 6.1h | ETA: 10.8h [2025-11-21T08:38:56.447035] [INFO ] [sig ] [261/723] Configuring CANG... [2025-11-21T08:38:56.447075] [INFO ] [CONFIGURE ] CANG: Configurate test run. [2025-11-21T08:38:56.447114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-11-21T08:38:56.523089] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CANG'. [2025-11-21T08:38:56.523427] [INFO ] [CONFIGURE ] CANG: Testing with 29 available features [2025-11-21T08:38:56.523495] [INFO ] [CONFIGURE ] CANG: Establishing baseline with no features... [2025-11-21T08:38:56.683148] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:56.842712] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:38:57.002897] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:38:57.163337] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:38:57.326249] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:38:57.489560] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:38:57.652385] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:38:57.814269] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:38:57.979852] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:38:58.152559] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:38:58.152769] [INFO ] [CONFIGURE ] CANG: Baseline score (no features): 60.00% [2025-11-21T08:38:58.152844] [INFO ] [CONFIGURE ] CANG: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:38:58.152902] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:38:58.388509] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:38:58.587867] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:38:58.790246] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:38:58.991852] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:38:59.195934] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:38:59.395980] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:38:59.596032] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:38:59.798542] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:39:00.007792] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:00.214753] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:00.214939] [INFO ] [CONFIGURE ] CANG: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T08:39:00.214986] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13503 tests [2025-11-21T08:39:00.215022] [INFO ] [CONFIGURE ] CANG: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:39:00.215057] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:39:00.448158] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:00.683392] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:01.664575] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:02.102455] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:02.345989] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:02.631716] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:02.902541] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:03.174837] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:03.438511] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:03.714227] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:03.714452] [INFO ] [CONFIGURE ] CANG: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T08:39:03.714514] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13502 tests [2025-11-21T08:39:03.714564] [INFO ] [CONFIGURE ] CANG: Testing feature 3/29: add_daily_returns [2025-11-21T08:39:03.714611] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:39:03.993178] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:04.278251] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:04.572509] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:39:04.856855] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:05.130681] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:05.406323] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:05.681241] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:39:05.956178] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:06.245426] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:06.531853] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:06.532080] [INFO ] [CONFIGURE ] CANG: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T08:39:06.532142] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13501 tests [2025-11-21T08:39:06.532191] [INFO ] [CONFIGURE ] CANG: Testing feature 4/29: add_ema [2025-11-21T08:39:06.532228] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T08:39:06.845019] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:07.159145] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:07.486801] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:39:07.803392] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:08.113524] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:39:08.408009] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:08.715914] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:09.039529] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:09.363617] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:09.685765] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:09.685958] [INFO ] [CONFIGURE ] CANG: DISCARDED add_ema (score: 70.00%) [2025-11-21T08:39:09.686018] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13500 tests [2025-11-21T08:39:09.686073] [INFO ] [CONFIGURE ] CANG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:39:09.686119] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:39:09.981585] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:10.271294] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:39:10.562660] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:39:10.864214] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:11.161368] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:11.462463] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:11.780412] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:12.081259] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:12.400045] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:12.711158] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:12.711332] [INFO ] [CONFIGURE ] CANG: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T08:39:12.711389] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13499 tests [2025-11-21T08:39:12.711435] [INFO ] [CONFIGURE ] CANG: Testing feature 6/29: add_failed_moves [2025-11-21T08:39:12.711479] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:39:12.986480] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:13.252847] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:13.518093] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:13.786364] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:14.054602] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:14.324075] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:14.589311] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:14.856736] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:15.128174] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:15.402177] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:15.402354] [INFO ] [CONFIGURE ] CANG: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T08:39:15.402413] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13498 tests [2025-11-21T08:39:15.402461] [INFO ] [CONFIGURE ] CANG: Testing feature 7/29: add_lag_shelf [2025-11-21T08:39:15.402505] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:39:15.671777] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:15.954116] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:16.240330] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:16.525102] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:16.802141] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:39:17.072445] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:17.345709] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:17.625857] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:17.900428] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:18.184086] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:18.184261] [INFO ] [CONFIGURE ] CANG: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T08:39:18.184321] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13497 tests [2025-11-21T08:39:18.184369] [INFO ] [CONFIGURE ] CANG: Testing feature 8/29: add_macd [2025-11-21T08:39:18.184412] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:39:18.554124] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:18.913741] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:19.279590] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:19.642510] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:20.004204] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:20.364698] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:20.729904] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:21.093537] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:21.453714] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:21.823596] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:21.823827] [INFO ] [CONFIGURE ] CANG: DISCARDED add_macd (score: 90.00%) [2025-11-21T08:39:21.823890] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13496 tests [2025-11-21T08:39:21.823958] [INFO ] [CONFIGURE ] CANG: Testing feature 9/29: add_mfi [2025-11-21T08:39:21.824003] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T08:39:22.106760] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:22.394567] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:22.675775] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:22.958659] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:23.257145] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:23.557772] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:23.852927] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:24.140053] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:24.430101] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:24.709611] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:24.709822] [INFO ] [CONFIGURE ] CANG: DISCARDED add_mfi (score: 90.00%) [2025-11-21T08:39:24.709881] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13495 tests [2025-11-21T08:39:24.709929] [INFO ] [CONFIGURE ] CANG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:39:24.709973] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:39:25.078158] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:25.440852] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:25.805587] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:26.163675] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:26.524160] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:39:26.864541] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:27.236843] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:39:27.639078] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:28.013067] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:28.393107] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:28.393336] [INFO ] [CONFIGURE ] CANG: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T08:39:28.393407] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13494 tests [2025-11-21T08:39:28.393466] [INFO ] [CONFIGURE ] CANG: Testing feature 11/29: add_obv_daily [2025-11-21T08:39:28.393510] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:39:28.686572] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:28.984717] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:29.283093] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:29.579601] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:39:29.875532] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:30.178033] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:30.490225] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:39:30.795086] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:31.095584] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:31.415929] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:31.416135] [INFO ] [CONFIGURE ] CANG: DISCARDED add_obv_daily (score: 90.00%) [2025-11-21T08:39:31.416193] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13493 tests [2025-11-21T08:39:31.416244] [INFO ] [CONFIGURE ] CANG: Testing feature 12/29: add_obv_interval [2025-11-21T08:39:31.416289] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:39:31.726548] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:32.022251] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:39:32.299867] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:39:32.591964] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:32.881304] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:33.173247] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:33.456679] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:39:33.745237] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:34.050355] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:34.346316] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:34.346510] [INFO ] [CONFIGURE ] CANG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:39:34.346569] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13492 tests [2025-11-21T08:39:34.346622] [INFO ] [CONFIGURE ] CANG: Testing feature 13/29: add_opening_strength [2025-11-21T08:39:34.346691] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:39:34.662726] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:39:34.983241] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:35.302186] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:35.621206] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:35.951525] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:39:36.270115] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:36.590547] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:39:36.899998] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:39:37.211630] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:37.527721] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:37.527887] [INFO ] [CONFIGURE ] CANG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:39:37.527942] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13491 tests [2025-11-21T08:39:37.527986] [INFO ] [CONFIGURE ] CANG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:39:37.528060] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:39:37.824207] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:38.121239] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:39:38.393544] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:39:38.702386] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:39.006906] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:39.300231] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:39.595522] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:39.882557] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:40.169409] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:40.457522] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:40.457740] [INFO ] [CONFIGURE ] CANG: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T08:39:40.457799] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13490 tests [2025-11-21T08:39:40.457846] [INFO ] [CONFIGURE ] CANG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:39:40.457888] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:39:40.730610] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:41.001590] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:41.277989] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:41.559663] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:41.844694] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:39:42.118813] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:42.392741] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:39:42.686389] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:42.973627] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:43.255740] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:43.255939] [INFO ] [CONFIGURE ] CANG: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:39:43.255996] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13489 tests [2025-11-21T08:39:43.256043] [INFO ] [CONFIGURE ] CANG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:39:43.256087] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:39:43.551508] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:43.843087] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:39:44.138856] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:44.452505] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:44.752049] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:45.066256] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:45.373291] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:45.689750] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:46.010501] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:46.319847] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:46.320047] [INFO ] [CONFIGURE ] CANG: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T08:39:46.320103] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13488 tests [2025-11-21T08:39:46.320151] [INFO ] [CONFIGURE ] CANG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:39:46.320194] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T08:39:46.667385] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:47.066283] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:39:47.396149] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:39:47.657677] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:47.930281] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:48.188333] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:48.446522] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:39:48.722077] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:48.990715] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:49.268143] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:49.268333] [INFO ] [CONFIGURE ] CANG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:39:49.268389] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13487 tests [2025-11-21T08:39:49.268435] [INFO ] [CONFIGURE ] CANG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:39:49.268478] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T08:39:49.523280] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:39:49.771915] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:39:50.038966] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:39:50.292303] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:50.576159] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:39:50.847899] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:51.120828] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:51.391973] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:51.664135] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:51.942356] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:51.942527] [INFO ] [CONFIGURE ] CANG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:39:51.942583] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13486 tests [2025-11-21T08:39:51.942627] [INFO ] [CONFIGURE ] CANG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:39:51.942693] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T08:39:52.206842] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:52.470320] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:52.762510] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:53.053041] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:53.332920] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:53.621993] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:39:53.925922] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:39:54.183141] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:54.441176] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:54.706691] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:54.706865] [INFO ] [CONFIGURE ] CANG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T08:39:54.706936] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13485 tests [2025-11-21T08:39:54.707006] [INFO ] [CONFIGURE ] CANG: Testing feature 20/29: add_price_rejection [2025-11-21T08:39:54.707090] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T08:39:54.980859] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:39:55.253527] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:39:55.529666] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:55.801019] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:56.077453] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:39:56.359732] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:56.672423] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:39:56.972767] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:39:57.272565] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:39:57.581937] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:39:57.582185] [INFO ] [CONFIGURE ] CANG: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:39:57.582249] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13484 tests [2025-11-21T08:39:57.582297] [INFO ] [CONFIGURE ] CANG: Testing feature 21/29: add_range_position [2025-11-21T08:39:57.582341] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T08:39:57.908852] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:39:58.217119] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:39:58.527977] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:39:58.838039] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:39:59.150811] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:39:59.453126] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:39:59.759029] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:40:00.073024] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:00.376410] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:40:00.680553] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:40:00.680742] [INFO ] [CONFIGURE ] CANG: DISCARDED add_range_position (score: 60.00%) [2025-11-21T08:40:00.680800] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13483 tests [2025-11-21T08:40:00.680845] [INFO ] [CONFIGURE ] CANG: Testing feature 22/29: add_realized_volatility [2025-11-21T08:40:00.680885] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T08:40:01.845727] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:40:02.338440] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:40:02.736146] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:40:03.132239] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:40:03.526339] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:40:03.935853] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:04.352789] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:40:04.755208] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:05.166533] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:40:05.572823] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:40:05.573037] [INFO ] [CONFIGURE ] CANG: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:40:05.573096] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13482 tests [2025-11-21T08:40:05.573144] [INFO ] [CONFIGURE ] CANG: Testing feature 23/29: add_recent_range_context [2025-11-21T08:40:05.573186] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T08:40:05.869600] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:40:06.172579] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:40:06.488567] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:40:06.791499] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:40:07.101066] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:40:07.406981] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:07.694616] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:40:08.001289] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:08.304335] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:40:08.620798] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:40:08.621020] [INFO ] [CONFIGURE ] CANG: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T08:40:08.621086] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13481 tests [2025-11-21T08:40:08.621139] [INFO ] [CONFIGURE ] CANG: Testing feature 24/29: add_rsi [2025-11-21T08:40:08.621187] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T08:40:08.985785] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:40:09.356079] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:40:09.720759] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:40:10.096699] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:40:10.445592] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:40:10.800887] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:11.157418] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:11.514665] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:11.857058] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:40:12.194901] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:40:12.195080] [INFO ] [CONFIGURE ] CANG: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:40:12.195138] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13480 tests [2025-11-21T08:40:12.195185] [INFO ] [CONFIGURE ] CANG: Testing feature 25/29: add_tick_distribution [2025-11-21T08:40:12.195228] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T08:40:12.478165] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:40:12.775908] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:40:13.068369] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:40:13.355365] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:40:13.649518] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:13.944008] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:14.245631] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:14.539390] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:14.830005] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:40:15.130581] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:40:15.131505] [INFO ] [CONFIGURE ] CANG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T08:40:15.131592] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13479 tests [2025-11-21T08:40:15.131637] [INFO ] [CONFIGURE ] CANG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:40:15.131709] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T08:40:15.410318] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:40:15.686018] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:40:15.969822] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:40:16.249663] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:40:16.542334] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:16.822238] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:17.112914] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:17.418082] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:17.713888] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:40:18.009867] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:40:18.010070] [INFO ] [CONFIGURE ] CANG: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T08:40:18.010135] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13478 tests [2025-11-21T08:40:18.010189] [INFO ] [CONFIGURE ] CANG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:40:18.010232] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T08:40:18.130541] [FATAL] [FORECASTER] Failed to test lookback=11: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:18.240105] [FATAL] [FORECASTER] Failed to test lookback=10: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:18.346700] [FATAL] [FORECASTER] Failed to test lookback=9: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:18.455533] [FATAL] [FORECASTER] Failed to test lookback=8: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:18.561812] [FATAL] [FORECASTER] Failed to test lookback=7: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:18.669006] [FATAL] [FORECASTER] Failed to test lookback=6: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:18.777555] [FATAL] [FORECASTER] Failed to test lookback=5: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:18.884090] [FATAL] [FORECASTER] Failed to test lookback=4: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:18.990873] [FATAL] [FORECASTER] Failed to test lookback=3: [08:40:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:19.098369] [FATAL] [FORECASTER] Failed to test lookback=2: [08:40:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T08:40:19.098572] [INFO ] [CONFIGURE ] CANG: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T08:40:19.098636] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13477 tests [2025-11-21T08:40:19.098731] [INFO ] [CONFIGURE ] CANG: Testing feature 28/29: add_volume_profile [2025-11-21T08:40:19.098776] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T08:40:19.410248] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:40:19.718001] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:40:20.039456] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:40:20.343252] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:40:20.652996] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:20.957286] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:21.258736] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:21.557403] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:21.866531] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:40:22.175317] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:40:22.175511] [INFO ] [CONFIGURE ] CANG: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T08:40:22.175566] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13476 tests [2025-11-21T08:40:22.175606] [INFO ] [CONFIGURE ] CANG: Testing feature 29/29: add_vwap [2025-11-21T08:40:22.175670] [INFO ] [CONFIGURE ] CANG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T08:40:22.476752] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:40:22.806680] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:40:23.142928] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:40:23.452280] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:40:23.777135] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:24.069759] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:24.366046] [DEBUG] [FORECASTER] CANG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:40:24.671043] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:24.960485] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:40:25.259999] [DEBUG] [FORECASTER] CANG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:40:25.260174] [INFO ] [CONFIGURE ] CANG: DISCARDED add_vwap (score: 70.00%) [2025-11-21T08:40:25.260230] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13475 tests [2025-11-21T08:40:25.260287] [INFO ] [CONFIGURE ] CANG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:40:25.260333] [INFO ] [CONFIGURE ] CANG: Best accuracy: 90.00% [2025-11-21T08:40:25.260376] [INFO ] [CONFIGURE ] CANG: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:40:25.260419] [INFO ] [CONFIGURE ] CANG: Improvement over baseline: 30.00% [2025-11-21T08:40:25.260457] [INFO ] [CONFIGURE ] CANG: Total time: 1.5 minutes [2025-11-21T08:40:25.260495] [INFO ] [CONFIGURE ] CANG: Average time per feature: 3.0 seconds [2025-11-21T08:40:25.260532] [INFO ] [CONFIGURE ] CANG: Average speed: 0.33 features/sec [2025-11-21T08:40:25.260992] [INFO ] [LOCAL ] Saved configuration for CANG: 2 features, 90.00% accuracy -> ./output/feature-sets/CANG.json [2025-11-21T08:40:25.261051] [INFO ] [CONFIGURE ] CANG: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T08:40:25.261102] [INFO ] [sig ] [261/723] Successfully configured CANG | 0.01 sym/s | Total: 6.1h | ETA: 10.8h [2025-11-21T08:40:25.261147] [INFO ] [sig ] [262/723] Configuring CAPL... [2025-11-21T08:40:25.261187] [INFO ] [CONFIGURE ] CAPL: Configurate test run. [2025-11-21T08:40:25.261226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-11-21T08:40:25.339328] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAPL'. [2025-11-21T08:40:25.339722] [INFO ] [CONFIGURE ] CAPL: Testing with 29 available features [2025-11-21T08:40:25.339790] [INFO ] [CONFIGURE ] CAPL: Establishing baseline with no features... [2025-11-21T08:40:25.506475] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:25.672348] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:25.859452] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:26.045204] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:26.230773] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:26.419251] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:40:26.604306] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:26.802083] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:40:26.986535] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:27.170291] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:27.170452] [INFO ] [CONFIGURE ] CAPL: Baseline score (no features): 40.00% [2025-11-21T08:40:27.170519] [INFO ] [CONFIGURE ] CAPL: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:40:27.170558] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:40:27.388578] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:27.609495] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:40:27.841228] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:28.072372] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:28.304003] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:28.528072] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:28.755253] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:40:28.974432] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:29.199480] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:29.424920] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:29.425299] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T08:40:29.425425] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13474 tests [2025-11-21T08:40:29.425548] [INFO ] [CONFIGURE ] CAPL: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:40:29.425679] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:40:29.653883] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:29.882498] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:30.100943] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:30.328595] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:30.548334] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:30.771718] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:30.998294] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:31.223541] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:31.461837] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:40:31.698322] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:31.698731] [INFO ] [CONFIGURE ] CAPL: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T08:40:31.698852] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13473 tests [2025-11-21T08:40:31.698983] [INFO ] [CONFIGURE ] CAPL: Testing feature 3/29: add_daily_returns [2025-11-21T08:40:31.699066] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:40:31.944296] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:32.220981] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:32.473892] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:32.731627] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:40:32.989407] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:33.269054] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:40:33.526246] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:33.788224] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:40:34.058048] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:34.379121] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:34.379416] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T08:40:34.379515] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13472 tests [2025-11-21T08:40:34.379583] [INFO ] [CONFIGURE ] CAPL: Testing feature 4/29: add_ema [2025-11-21T08:40:34.379668] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:40:34.740566] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:35.030471] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:35.294739] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:35.538997] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:40:35.797394] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:36.100151] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:36.377618] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:36.634313] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:40:36.887133] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:40:37.142813] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:37.142989] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:40:37.143047] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13471 tests [2025-11-21T08:40:37.143094] [INFO ] [CONFIGURE ] CAPL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:40:37.143138] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:40:37.385594] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:37.637292] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:37.879975] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:38.144295] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:38.418739] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:38.679371] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:40:38.943503] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:39.207802] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:39.482839] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:39.749954] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:39.750135] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:40:39.750191] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13470 tests [2025-11-21T08:40:39.750239] [INFO ] [CONFIGURE ] CAPL: Testing feature 6/29: add_failed_moves [2025-11-21T08:40:39.750282] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:40:39.962636] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:40.177434] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:40:40.390711] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:40.604458] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:40.822064] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:41.037021] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:41.248013] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:41.462392] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:41.688974] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:40:41.911689] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:41.911877] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T08:40:41.911941] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13469 tests [2025-11-21T08:40:41.912014] [INFO ] [CONFIGURE ] CAPL: Testing feature 7/29: add_lag_shelf [2025-11-21T08:40:41.912072] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:40:42.127158] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:42.331055] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:42.545239] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:42.752882] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:42.959887] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:43.171843] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:43.375557] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:43.585953] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:43.796755] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:40:44.012707] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:44.012911] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:40:44.012967] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13468 tests [2025-11-21T08:40:44.013008] [INFO ] [CONFIGURE ] CAPL: Testing feature 8/29: add_macd [2025-11-21T08:40:44.013045] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:40:44.344673] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:44.661454] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:44.975711] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:45.280482] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:40:45.586737] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:45.890100] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:40:46.199069] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:46.520341] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:46.828682] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:47.151954] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:47.152153] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:40:47.152220] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13467 tests [2025-11-21T08:40:47.152265] [INFO ] [CONFIGURE ] CAPL: Testing feature 9/29: add_mfi [2025-11-21T08:40:47.152313] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T08:40:47.385023] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:47.613687] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:47.842556] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:48.074410] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:48.321362] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:48.554959] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:48.792293] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:49.017471] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:49.270436] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:49.529698] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:49.529883] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:40:49.529942] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13466 tests [2025-11-21T08:40:49.529980] [INFO ] [CONFIGURE ] CAPL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:40:49.530014] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:40:49.856233] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:50.184560] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:50.520913] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:50.857571] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:40:51.168866] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:51.480415] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:40:51.821349] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:52.152465] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:52.474687] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:52.789522] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:52.789743] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:40:52.789800] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13465 tests [2025-11-21T08:40:52.789848] [INFO ] [CONFIGURE ] CAPL: Testing feature 11/29: add_obv_daily [2025-11-21T08:40:52.789891] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:40:53.030840] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:53.266446] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:53.503091] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:53.740946] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:53.989385] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:54.222026] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:54.460079] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:54.693660] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:54.934710] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:55.179028] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:55.179195] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:40:55.179249] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13464 tests [2025-11-21T08:40:55.179303] [INFO ] [CONFIGURE ] CAPL: Testing feature 12/29: add_obv_interval [2025-11-21T08:40:55.179347] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:40:55.401947] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:55.624124] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:40:55.844999] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:56.068850] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:40:56.295285] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:40:56.522714] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:40:56.753303] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:40:56.989125] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:40:57.244508] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:40:57.470946] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:40:57.471116] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T08:40:57.471213] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13463 tests [2025-11-21T08:40:57.471263] [INFO ] [CONFIGURE ] CAPL: Testing feature 13/29: add_opening_strength [2025-11-21T08:40:57.471307] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:40:57.721627] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:40:57.974291] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:40:58.228498] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:40:58.485889] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:40:58.738280] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:40:58.995463] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:40:59.254350] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:40:59.510463] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:40:59.768024] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:00.022581] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:00.022782] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T08:41:00.022840] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13462 tests [2025-11-21T08:41:00.022887] [INFO ] [CONFIGURE ] CAPL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:41:00.022932] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:41:00.931888] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:01.256170] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:01.497877] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:01.736724] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:01.994786] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:41:02.234077] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:02.476906] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:02.719169] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:02.975667] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:41:03.232143] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:03.232332] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:41:03.232390] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13461 tests [2025-11-21T08:41:03.232438] [INFO ] [CONFIGURE ] CAPL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:41:03.232480] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:41:03.450553] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:03.669977] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:03.889682] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:04.126627] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:04.347509] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:04.568673] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:04.790365] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:05.031633] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:41:05.251598] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:05.473766] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:05.473939] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T08:41:05.473988] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13460 tests [2025-11-21T08:41:05.474030] [INFO ] [CONFIGURE ] CAPL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:41:05.474068] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:41:05.712311] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:05.949669] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:41:06.210576] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:06.458833] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:06.694501] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:06.935061] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:07.184479] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:07.426199] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:07.679940] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:07.932786] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:07.932961] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T08:41:07.933020] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13459 tests [2025-11-21T08:41:07.933095] [INFO ] [CONFIGURE ] CAPL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:41:07.933142] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T08:41:08.197510] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:08.431846] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:08.660604] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:08.892622] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:09.124518] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:09.374524] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:41:09.606127] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:09.842195] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:10.077066] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:10.331808] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:10.332037] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T08:41:10.332113] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13458 tests [2025-11-21T08:41:10.332315] [INFO ] [CONFIGURE ] CAPL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:41:10.332370] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T08:41:10.561917] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:10.781519] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:10.998347] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:11.219086] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:11.448353] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:11.675638] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:41:11.903071] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:12.141684] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:12.373488] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:12.610490] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:12.610678] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T08:41:12.610757] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13457 tests [2025-11-21T08:41:12.610806] [INFO ] [CONFIGURE ] CAPL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:41:12.610852] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T08:41:12.824722] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:13.049208] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:13.270539] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:13.490875] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:13.721890] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:13.946280] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:14.165477] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:14.385597] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:41:14.607495] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:14.830334] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:14.830508] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:41:14.830555] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13456 tests [2025-11-21T08:41:14.830593] [INFO ] [CONFIGURE ] CAPL: Testing feature 20/29: add_price_rejection [2025-11-21T08:41:14.830627] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T08:41:15.064950] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:15.308586] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:15.551460] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:15.791506] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:16.035612] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:16.277179] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:16.515635] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:16.754054] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:41:16.991527] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:17.227048] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:17.227233] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:41:17.227290] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13455 tests [2025-11-21T08:41:17.227337] [INFO ] [CONFIGURE ] CAPL: Testing feature 21/29: add_range_position [2025-11-21T08:41:17.227372] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T08:41:17.486793] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:17.746826] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:18.003763] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:18.293991] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:18.552786] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:18.822216] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:19.092869] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:19.367238] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:19.641724] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:19.934723] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:19.934895] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_range_position (score: 40.00%) [2025-11-21T08:41:19.934951] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13454 tests [2025-11-21T08:41:19.934994] [INFO ] [CONFIGURE ] CAPL: Testing feature 22/29: add_realized_volatility [2025-11-21T08:41:19.935044] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T08:41:20.263204] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:20.585997] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:20.926375] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:21.275217] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:21.607668] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:21.943936] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:41:22.270262] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:22.604399] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:41:22.941609] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:23.276980] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:23.277171] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:41:23.277258] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13453 tests [2025-11-21T08:41:23.277309] [INFO ] [CONFIGURE ] CAPL: Testing feature 23/29: add_recent_range_context [2025-11-21T08:41:23.277351] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T08:41:23.533284] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:23.789902] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:24.056122] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:24.317872] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:24.574674] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:24.815517] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:41:25.048123] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:25.283234] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:41:25.518576] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:25.749331] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:25.749481] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:41:25.749538] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13452 tests [2025-11-21T08:41:25.749587] [INFO ] [CONFIGURE ] CAPL: Testing feature 24/29: add_rsi [2025-11-21T08:41:25.749631] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T08:41:26.017127] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:26.284963] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:26.558414] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:26.836852] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:27.110470] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:27.379834] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:27.648760] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:27.918454] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:28.194009] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:28.457788] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:28.457948] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T08:41:28.458019] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13451 tests [2025-11-21T08:41:28.458069] [INFO ] [CONFIGURE ] CAPL: Testing feature 25/29: add_tick_distribution [2025-11-21T08:41:28.458112] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T08:41:28.679914] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:28.905161] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:41:29.125631] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:29.353021] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:29.579373] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:29.804035] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:30.034181] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:30.262420] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:30.490623] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:30.721315] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:30.721491] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:41:30.721545] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13450 tests [2025-11-21T08:41:30.721592] [INFO ] [CONFIGURE ] CAPL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:41:30.721636] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T08:41:30.946841] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:31.164554] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:31.382936] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:31.602483] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:31.825897] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:32.047635] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:32.277610] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:32.507869] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:32.741617] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:32.975761] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:32.975981] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:41:32.976053] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13449 tests [2025-11-21T08:41:32.976112] [INFO ] [CONFIGURE ] CAPL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:41:32.976163] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T08:41:33.248346] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:41:33.511454] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:33.768671] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:34.034877] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:34.300948] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:34.564491] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:34.814378] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:35.067084] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:35.321927] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:35.576337] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:35.576515] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:41:35.576571] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13448 tests [2025-11-21T08:41:35.576618] [INFO ] [CONFIGURE ] CAPL: Testing feature 28/29: add_volume_profile [2025-11-21T08:41:35.576685] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T08:41:35.811838] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:41:36.047070] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:36.287911] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:36.528765] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:36.760594] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:41:37.002972] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:41:37.242277] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:37.481373] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:37.722023] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:37.961909] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:37.962080] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:41:37.962134] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13447 tests [2025-11-21T08:41:37.962181] [INFO ] [CONFIGURE ] CAPL: Testing feature 29/29: add_vwap [2025-11-21T08:41:37.962224] [INFO ] [CONFIGURE ] CAPL: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T08:41:38.212664] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:41:38.469780] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:41:38.709823] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:38.955998] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:39.199809] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:41:39.438011] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:41:39.688105] [DEBUG] [FORECASTER] CAPL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:41:39.925578] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:40.171823] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:40.450312] [DEBUG] [FORECASTER] CAPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:41:40.450513] [INFO ] [CONFIGURE ] CAPL: DISCARDED add_vwap (score: 20.00%) [2025-11-21T08:41:40.450571] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13446 tests [2025-11-21T08:41:40.450619] [INFO ] [CONFIGURE ] CAPL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:41:40.450676] [INFO ] [CONFIGURE ] CAPL: Best accuracy: 70.00% [2025-11-21T08:41:40.450721] [INFO ] [CONFIGURE ] CAPL: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T08:41:40.450760] [INFO ] [CONFIGURE ] CAPL: Improvement over baseline: 30.00% [2025-11-21T08:41:40.450794] [INFO ] [CONFIGURE ] CAPL: Total time: 1.2 minutes [2025-11-21T08:41:40.450836] [INFO ] [CONFIGURE ] CAPL: Average time per feature: 2.5 seconds [2025-11-21T08:41:40.450874] [INFO ] [CONFIGURE ] CAPL: Average speed: 0.40 features/sec [2025-11-21T08:41:40.451222] [INFO ] [LOCAL ] Saved configuration for CAPL: 1 features, 70.00% accuracy -> ./output/feature-sets/CAPL.json [2025-11-21T08:41:40.451283] [INFO ] [CONFIGURE ] CAPL: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T08:41:40.451327] [INFO ] [sig ] [262/723] Successfully configured CAPL | 0.01 sym/s | Total: 6.1h | ETA: 10.8h [2025-11-21T08:41:40.451375] [INFO ] [sig ] [263/723] Configuring CARR... [2025-11-21T08:41:40.451415] [INFO ] [CONFIGURE ] CARR: Configurate test run. [2025-11-21T08:41:40.451455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'. [2025-11-21T08:41:40.526444] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CARR'. [2025-11-21T08:41:40.526824] [INFO ] [CONFIGURE ] CARR: Testing with 29 available features [2025-11-21T08:41:40.526892] [INFO ] [CONFIGURE ] CARR: Establishing baseline with no features... [2025-11-21T08:41:40.714005] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:41:40.897095] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:41:41.088514] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:41:41.276276] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:41.461256] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:41:41.647111] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:41.832588] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:42.007807] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:42.248994] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:41:42.509120] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:42.509667] [INFO ] [CONFIGURE ] CARR: Baseline score (no features): 70.00% [2025-11-21T08:41:42.509861] [INFO ] [CONFIGURE ] CARR: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:41:42.510002] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:41:42.801240] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:41:43.070616] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:41:43.328981] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:41:43.561573] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:43.768978] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:41:43.972594] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:44.170669] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:44.367182] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:44.569599] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:41:44.802039] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:44.802363] [INFO ] [CONFIGURE ] CARR: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:41:44.802468] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13445 tests [2025-11-21T08:41:44.802555] [INFO ] [CONFIGURE ] CARR: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:41:44.802672] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:41:45.014332] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:41:45.220696] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:41:45.436759] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:41:45.644808] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:45.855431] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:41:46.066118] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:46.271004] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:46.482226] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:46.694053] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:41:46.912436] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:46.912617] [INFO ] [CONFIGURE ] CARR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T08:41:46.912866] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13444 tests [2025-11-21T08:41:46.912919] [INFO ] [CONFIGURE ] CARR: Testing feature 3/29: add_daily_returns [2025-11-21T08:41:46.912955] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_daily_returns'] [2025-11-21T08:41:47.096509] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:41:47.276046] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:41:47.462055] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:41:47.658000] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:47.853508] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:41:48.042206] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:48.233490] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:48.416908] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:48.598821] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:48.781074] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:48.781247] [INFO ] [CONFIGURE ] CARR: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T08:41:48.781296] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13443 tests [2025-11-21T08:41:48.781334] [INFO ] [CONFIGURE ] CARR: Testing feature 4/29: add_ema [2025-11-21T08:41:48.781371] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_ema'] [2025-11-21T08:41:48.995231] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:41:49.205386] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:41:49.428529] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:41:49.654550] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:49.891924] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:41:50.122460] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:41:50.342409] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:50.559100] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:41:50.785623] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:41:51.011422] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:51.011600] [INFO ] [CONFIGURE ] CARR: DISCARDED add_ema (score: 50.00%) [2025-11-21T08:41:51.011671] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13442 tests [2025-11-21T08:41:51.011745] [INFO ] [CONFIGURE ] CARR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:41:51.011799] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:41:51.234222] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:41:51.460891] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:41:51.689336] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:41:51.914746] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:52.143996] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:41:52.367056] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:52.594446] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:52.825460] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:53.053415] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:53.296553] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:53.296752] [INFO ] [CONFIGURE ] CARR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T08:41:53.296809] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13441 tests [2025-11-21T08:41:53.296854] [INFO ] [CONFIGURE ] CARR: Testing feature 6/29: add_failed_moves [2025-11-21T08:41:53.296895] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_failed_moves'] [2025-11-21T08:41:53.484395] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:41:53.687150] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:41:53.887730] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:41:54.105437] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:54.300698] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:41:54.508835] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:54.698910] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:54.893461] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:55.083659] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:41:55.276448] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:55.276614] [INFO ] [CONFIGURE ] CARR: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T08:41:55.276680] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13440 tests [2025-11-21T08:41:55.276749] [INFO ] [CONFIGURE ] CARR: Testing feature 7/29: add_lag_shelf [2025-11-21T08:41:55.276796] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_lag_shelf'] [2025-11-21T08:41:55.463191] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:41:55.639533] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:41:55.812007] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:41:55.981443] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:41:56.155018] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:41:56.327259] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:56.503382] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:56.672859] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:56.847365] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:41:57.020107] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:57.020295] [INFO ] [CONFIGURE ] CARR: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:41:57.020353] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13439 tests [2025-11-21T08:41:57.020399] [INFO ] [CONFIGURE ] CARR: Testing feature 8/29: add_macd [2025-11-21T08:41:57.020437] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T08:41:57.284814] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:41:57.557501] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:41:57.824442] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:41:58.092639] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:41:58.370023] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:41:58.638050] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:41:58.915054] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:41:59.194916] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:41:59.469066] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:41:59.736808] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:41:59.737074] [INFO ] [CONFIGURE ] CARR: DISCARDED add_macd (score: 40.00%) [2025-11-21T08:41:59.737137] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13438 tests [2025-11-21T08:41:59.737189] [INFO ] [CONFIGURE ] CARR: Testing feature 9/29: add_mfi [2025-11-21T08:41:59.737234] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_mfi'] [2025-11-21T08:41:59.924627] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:00.223526] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:00.969413] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:01.355387] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:01.551348] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:01.748762] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:01.953669] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:02.155561] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:02.355435] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:02.556902] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:02.557273] [INFO ] [CONFIGURE ] CARR: DISCARDED add_mfi (score: 70.00%) [2025-11-21T08:42:02.557383] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13437 tests [2025-11-21T08:42:02.557498] [INFO ] [CONFIGURE ] CARR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:42:02.557584] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:42:02.851563] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:03.129976] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:03.431561] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:42:03.727555] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:04.030123] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:04.319185] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:42:04.619289] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:04.921362] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:05.214620] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:05.502393] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:05.502590] [INFO ] [CONFIGURE ] CARR: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:42:05.502666] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13436 tests [2025-11-21T08:42:05.502715] [INFO ] [CONFIGURE ] CARR: Testing feature 11/29: add_obv_daily [2025-11-21T08:42:05.502760] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily'] [2025-11-21T08:42:05.711026] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:05.917928] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:06.131471] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:06.350591] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:06.546248] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:42:06.741348] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:06.935341] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:42:07.132180] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:07.334786] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:07.531087] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:07.531248] [INFO ] [CONFIGURE ] CARR: KEPT add_obv_daily (score: 80.00%) [2025-11-21T08:42:07.531295] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13435 tests [2025-11-21T08:42:07.531333] [INFO ] [CONFIGURE ] CARR: Testing feature 12/29: add_obv_interval [2025-11-21T08:42:07.531369] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T08:42:07.747522] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:07.960902] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:08.181729] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:08.399341] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:08.607253] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:08.814077] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:09.023973] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:09.267987] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:09.544155] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:09.770946] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:09.771111] [INFO ] [CONFIGURE ] CARR: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:42:09.771160] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13434 tests [2025-11-21T08:42:09.771199] [INFO ] [CONFIGURE ] CARR: Testing feature 13/29: add_opening_strength [2025-11-21T08:42:09.771235] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:42:10.017177] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:10.260095] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:10.495068] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:10.729638] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:10.965911] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:42:11.202955] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:11.442450] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:11.684161] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:11.927487] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:12.165179] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:42:12.165353] [INFO ] [CONFIGURE ] CARR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:42:12.165403] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13433 tests [2025-11-21T08:42:12.165443] [INFO ] [CONFIGURE ] CARR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:42:12.165478] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T08:42:12.391588] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:12.656240] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:12.889820] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:42:13.125136] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:13.352713] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:42:13.581944] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:13.817186] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:14.065421] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:42:14.292497] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:14.525111] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:14.525287] [INFO ] [CONFIGURE ] CARR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:42:14.525342] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13432 tests [2025-11-21T08:42:14.525388] [INFO ] [CONFIGURE ] CARR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:42:14.525433] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T08:42:14.732009] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:14.940538] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:15.147465] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:15.358745] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:15.566409] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:15.782206] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:15.991838] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:16.200847] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:16.414867] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:16.632147] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:16.632316] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T08:42:16.632364] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13431 tests [2025-11-21T08:42:16.632404] [INFO ] [CONFIGURE ] CARR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:42:16.632441] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T08:42:16.857024] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:17.077456] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:17.306690] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:17.548803] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:17.772962] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:42:17.995219] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:18.225844] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:42:18.450581] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:42:18.677967] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:18.915631] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:18.915844] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T08:42:18.915896] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13430 tests [2025-11-21T08:42:18.915935] [INFO ] [CONFIGURE ] CARR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:42:18.915970] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T08:42:19.141718] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:19.360167] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:19.580481] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:19.804757] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:20.024468] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:42:20.246241] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:20.462122] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:20.683451] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:42:20.906423] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:21.129848] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:42:21.130043] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T08:42:21.130101] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13429 tests [2025-11-21T08:42:21.130148] [INFO ] [CONFIGURE ] CARR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:42:21.130191] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T08:42:21.340579] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:21.554814] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:21.764683] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:21.978261] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:22.202990] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:22.417149] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:22.634429] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:22.846555] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:42:23.057183] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:23.262904] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:23.263059] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:42:23.263106] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13428 tests [2025-11-21T08:42:23.263145] [INFO ] [CONFIGURE ] CARR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:42:23.263180] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T08:42:23.474837] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:23.682831] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:23.902537] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:24.125211] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:24.353285] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:42:24.565916] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:24.776290] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:24.982807] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:25.183003] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:25.383356] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:25.383521] [INFO ] [CONFIGURE ] CARR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:42:25.383569] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13427 tests [2025-11-21T08:42:25.383608] [INFO ] [CONFIGURE ] CARR: Testing feature 20/29: add_price_rejection [2025-11-21T08:42:25.383661] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_price_rejection'] [2025-11-21T08:42:25.617744] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:25.845581] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:26.067551] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:26.297421] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:26.539791] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:26.773233] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:27.012594] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:27.237435] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:27.469259] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:27.701974] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:27.702296] [INFO ] [CONFIGURE ] CARR: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T08:42:27.702423] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13426 tests [2025-11-21T08:42:27.702515] [INFO ] [CONFIGURE ] CARR: Testing feature 21/29: add_range_position [2025-11-21T08:42:27.702634] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_range_position'] [2025-11-21T08:42:27.946731] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:28.188524] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:28.458296] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:28.713805] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:28.986262] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:29.255312] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:29.504236] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:29.771992] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:30.071631] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:30.379123] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:30.379368] [INFO ] [CONFIGURE ] CARR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T08:42:30.379449] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13425 tests [2025-11-21T08:42:30.379522] [INFO ] [CONFIGURE ] CARR: Testing feature 22/29: add_realized_volatility [2025-11-21T08:42:30.379582] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_realized_volatility'] [2025-11-21T08:42:30.765357] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:31.066050] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:31.355259] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:31.661572] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:31.976466] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:32.314436] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:32.660742] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:33.017344] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:33.372099] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:33.725485] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:33.725719] [INFO ] [CONFIGURE ] CARR: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:42:33.725781] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13424 tests [2025-11-21T08:42:33.725868] [INFO ] [CONFIGURE ] CARR: Testing feature 23/29: add_recent_range_context [2025-11-21T08:42:33.725914] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_recent_range_context'] [2025-11-21T08:42:33.934390] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:34.150440] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:34.363582] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:42:34.585263] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:34.799039] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:42:35.018716] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:35.241851] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:35.461258] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:35.674937] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:35.888377] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:35.888690] [INFO ] [CONFIGURE ] CARR: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:42:35.888796] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13423 tests [2025-11-21T08:42:35.888878] [INFO ] [CONFIGURE ] CARR: Testing feature 24/29: add_rsi [2025-11-21T08:42:35.888986] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T08:42:36.145692] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:36.408740] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:36.673569] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:42:36.934762] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:37.207107] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:37.481401] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:37.730386] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:42:37.986556] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:42:38.242588] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:38.498658] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:38.498859] [INFO ] [CONFIGURE ] CARR: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:42:38.498916] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13422 tests [2025-11-21T08:42:38.498965] [INFO ] [CONFIGURE ] CARR: Testing feature 25/29: add_tick_distribution [2025-11-21T08:42:38.499008] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_tick_distribution'] [2025-11-21T08:42:38.705706] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:42:38.914459] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:39.123844] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:39.327666] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:39.539981] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:39.759501] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:39.971894] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:40.183200] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:42:40.395279] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:40.613184] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:40.613373] [INFO ] [CONFIGURE ] CARR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:42:40.613421] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13421 tests [2025-11-21T08:42:40.613522] [INFO ] [CONFIGURE ] CARR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:42:40.613563] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T08:42:40.824005] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:41.027470] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:41.236665] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:41.443568] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:41.654626] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:42:41.868192] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:42.088119] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:42.302662] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:42.525908] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:42.740437] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:42.740637] [INFO ] [CONFIGURE ] CARR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:42:42.740711] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13420 tests [2025-11-21T08:42:42.740751] [INFO ] [CONFIGURE ] CARR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:42:42.740787] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T08:42:42.976594] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:43.225213] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:42:43.462144] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:43.723497] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:43.959862] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:44.194809] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:44.427067] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:44.666179] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:42:44.907285] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:45.164627] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:45.164825] [INFO ] [CONFIGURE ] CARR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T08:42:45.164885] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13419 tests [2025-11-21T08:42:45.164932] [INFO ] [CONFIGURE ] CARR: Testing feature 28/29: add_volume_profile [2025-11-21T08:42:45.164975] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_volume_profile'] [2025-11-21T08:42:45.386420] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:45.601459] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:45.817730] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:42:46.034131] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:46.246951] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:46.464377] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:46.694055] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:46.924365] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:42:47.167306] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:47.391695] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:42:47.391864] [INFO ] [CONFIGURE ] CARR: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T08:42:47.391914] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13418 tests [2025-11-21T08:42:47.391953] [INFO ] [CONFIGURE ] CARR: Testing feature 29/29: add_vwap [2025-11-21T08:42:47.391989] [INFO ] [CONFIGURE ] CARR: Testing with features: ['add_obv_daily', 'add_vwap'] [2025-11-21T08:42:47.617254] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:42:47.842937] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:48.065338] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:42:48.295938] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:42:48.534589] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:42:48.771323] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:49.031011] [DEBUG] [FORECASTER] CARR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:49.320932] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:42:49.542885] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:49.770692] [DEBUG] [FORECASTER] CARR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:42:49.770869] [INFO ] [CONFIGURE ] CARR: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:42:49.770918] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13417 tests [2025-11-21T08:42:49.770957] [INFO ] [CONFIGURE ] CARR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:42:49.770991] [INFO ] [CONFIGURE ] CARR: Best accuracy: 80.00% [2025-11-21T08:42:49.771025] [INFO ] [CONFIGURE ] CARR: Best feature set (1 features): ['add_obv_daily'] [2025-11-21T08:42:49.771074] [INFO ] [CONFIGURE ] CARR: Improvement over baseline: 10.00% [2025-11-21T08:42:49.771105] [INFO ] [CONFIGURE ] CARR: Total time: 1.1 minutes [2025-11-21T08:42:49.771135] [INFO ] [CONFIGURE ] CARR: Average time per feature: 2.3 seconds [2025-11-21T08:42:49.771167] [INFO ] [CONFIGURE ] CARR: Average speed: 0.43 features/sec [2025-11-21T08:42:49.771615] [INFO ] [LOCAL ] Saved configuration for CARR: 1 features, 80.00% accuracy -> ./output/feature-sets/CARR.json [2025-11-21T08:42:49.771683] [INFO ] [CONFIGURE ] CARR: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T08:42:49.771755] [INFO ] [sig ] [263/723] Successfully configured CARR | 0.01 sym/s | Total: 6.2h | ETA: 10.8h [2025-11-21T08:42:49.771805] [INFO ] [sig ] [264/723] Configuring CARS... [2025-11-21T08:42:49.771849] [INFO ] [CONFIGURE ] CARS: Configurate test run. [2025-11-21T08:42:49.771893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-11-21T08:42:49.918065] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CARS'. [2025-11-21T08:42:49.918434] [INFO ] [CONFIGURE ] CARS: Testing with 29 available features [2025-11-21T08:42:49.918495] [INFO ] [CONFIGURE ] CARS: Establishing baseline with no features... [2025-11-21T08:42:50.099149] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:42:50.297219] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:50.474486] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:42:50.650197] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:50.827134] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:42:51.007235] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:51.182110] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:42:51.363378] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:42:51.546507] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:42:51.729002] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:42:51.729165] [INFO ] [CONFIGURE ] CARS: Baseline score (no features): 60.00% [2025-11-21T08:42:51.729212] [INFO ] [CONFIGURE ] CARS: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:42:51.729250] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:42:51.957348] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:42:52.162409] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:52.369869] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:42:52.580773] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:52.796429] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:42:53.006517] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:53.214565] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:42:53.431547] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:42:53.647925] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:53.868041] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:42:53.868729] [INFO ] [CONFIGURE ] CARS: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:42:53.868844] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13416 tests [2025-11-21T08:42:53.868954] [INFO ] [CONFIGURE ] CARS: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:42:53.869031] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:42:54.085383] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:42:54.304768] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:54.521407] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:42:54.738590] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:54.953415] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:42:55.167425] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:42:55.377874] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:42:55.597100] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:42:55.815981] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:56.034577] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:42:56.034836] [INFO ] [CONFIGURE ] CARS: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T08:42:56.034914] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13415 tests [2025-11-21T08:42:56.034953] [INFO ] [CONFIGURE ] CARS: Testing feature 3/29: add_daily_returns [2025-11-21T08:42:56.034989] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:42:56.267233] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:42:56.497714] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:56.720088] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:42:56.950920] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:57.189610] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:42:57.423394] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:42:57.662104] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:42:57.905507] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:42:58.148158] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:42:58.389176] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:42:58.389354] [INFO ] [CONFIGURE ] CARS: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T08:42:58.389413] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13414 tests [2025-11-21T08:42:58.389459] [INFO ] [CONFIGURE ] CARS: Testing feature 4/29: add_ema [2025-11-21T08:42:58.389496] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:42:58.670878] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:42:58.944108] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:42:59.219234] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:42:59.492879] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:42:59.771922] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:00.053470] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:01.024628] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:01.560885] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:01.866704] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:02.175829] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:02.176053] [INFO ] [CONFIGURE ] CARS: DISCARDED add_ema (score: 70.00%) [2025-11-21T08:43:02.176138] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13413 tests [2025-11-21T08:43:02.176197] [INFO ] [CONFIGURE ] CARS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:43:02.176250] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:43:02.465120] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:02.749539] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:03.044736] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:43:03.334950] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:03.632917] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:03.922565] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:04.182588] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:04.436079] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:04.698773] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:04.969700] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:04.969924] [INFO ] [CONFIGURE ] CARS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:43:04.969991] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13412 tests [2025-11-21T08:43:04.970040] [INFO ] [CONFIGURE ] CARS: Testing feature 6/29: add_failed_moves [2025-11-21T08:43:04.970084] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:43:05.197715] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:05.421223] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:05.658216] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:05.884541] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:06.120207] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:06.350631] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:06.581727] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:06.819177] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:07.052811] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:07.289516] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:07.289736] [INFO ] [CONFIGURE ] CARS: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T08:43:07.289797] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13411 tests [2025-11-21T08:43:07.289851] [INFO ] [CONFIGURE ] CARS: Testing feature 7/29: add_lag_shelf [2025-11-21T08:43:07.289900] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:43:07.512546] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:07.741815] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:07.962508] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:08.179426] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:08.402856] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:08.636533] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:08.860848] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:09.090955] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:09.325090] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:09.549354] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:09.549529] [INFO ] [CONFIGURE ] CARS: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:43:09.549582] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13410 tests [2025-11-21T08:43:09.549636] [INFO ] [CONFIGURE ] CARS: Testing feature 8/29: add_macd [2025-11-21T08:43:09.549748] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:43:09.872109] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:43:10.185840] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:10.504820] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:10.856221] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:43:11.218822] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:11.571768] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:11.917420] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:12.236066] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:12.553690] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:43:12.885323] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:12.885553] [INFO ] [CONFIGURE ] CARS: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:43:12.885628] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13409 tests [2025-11-21T08:43:12.885757] [INFO ] [CONFIGURE ] CARS: Testing feature 9/29: add_mfi [2025-11-21T08:43:12.885812] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T08:43:13.127312] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:13.367141] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:13.619979] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:13.888364] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:14.125752] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:14.375349] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:14.633441] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:14.875140] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:15.129753] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:15.376011] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:15.376203] [INFO ] [CONFIGURE ] CARS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:43:15.376261] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13408 tests [2025-11-21T08:43:15.376309] [INFO ] [CONFIGURE ] CARS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:43:15.376353] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:43:15.716241] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:16.062619] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:16.395549] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:16.730413] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:17.085628] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:17.434942] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:17.775276] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:18.124377] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:18.467234] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:43:18.818275] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:18.818521] [INFO ] [CONFIGURE ] CARS: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:43:18.818594] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13407 tests [2025-11-21T08:43:18.818663] [INFO ] [CONFIGURE ] CARS: Testing feature 11/29: add_obv_daily [2025-11-21T08:43:18.818712] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:43:19.086830] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:19.363606] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:19.627851] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:19.903563] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:43:20.174564] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:43:20.440575] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:20.705340] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:20.971047] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:21.237886] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:21.509501] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:21.509707] [INFO ] [CONFIGURE ] CARS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:43:21.509766] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13406 tests [2025-11-21T08:43:21.509816] [INFO ] [CONFIGURE ] CARS: Testing feature 12/29: add_obv_interval [2025-11-21T08:43:21.509857] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:43:21.769771] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:22.029360] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:22.336925] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:22.659101] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:22.976812] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:23.228889] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:23.486450] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:23.763966] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:23.991728] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:24.221829] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:24.221998] [INFO ] [CONFIGURE ] CARS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:43:24.222046] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13405 tests [2025-11-21T08:43:24.222084] [INFO ] [CONFIGURE ] CARS: Testing feature 13/29: add_opening_strength [2025-11-21T08:43:24.222119] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:43:24.482123] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:24.744301] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:25.007196] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:25.274502] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:25.544039] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:25.817963] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:26.088700] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:26.365126] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:26.622535] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:43:26.884702] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:26.884870] [INFO ] [CONFIGURE ] CARS: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T08:43:26.884926] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13404 tests [2025-11-21T08:43:26.884972] [INFO ] [CONFIGURE ] CARS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:43:26.885014] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:43:27.121040] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:27.358822] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:27.593825] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:27.829187] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:28.072000] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:28.315979] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:28.566669] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:28.826040] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:29.075839] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:29.323918] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:29.324109] [INFO ] [CONFIGURE ] CARS: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:43:29.324167] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13403 tests [2025-11-21T08:43:29.324215] [INFO ] [CONFIGURE ] CARS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:43:29.324259] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:43:29.566000] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:29.810536] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:30.059772] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:43:30.287447] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:30.512443] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:30.736151] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:30.956878] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:31.185817] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:43:31.416016] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:31.644620] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:31.644845] [INFO ] [CONFIGURE ] CARS: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:43:31.644906] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13402 tests [2025-11-21T08:43:31.644955] [INFO ] [CONFIGURE ] CARS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:43:31.645002] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:43:31.891258] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:32.134493] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:32.385052] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:43:32.631364] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:32.870231] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:33.113108] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:33.355998] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:33.610082] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:33.859487] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:34.104270] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:34.104452] [INFO ] [CONFIGURE ] CARS: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:43:34.104507] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13401 tests [2025-11-21T08:43:34.104553] [INFO ] [CONFIGURE ] CARS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:43:34.104626] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T08:43:34.349536] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:34.580991] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:34.814142] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:43:35.046822] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:35.284457] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:35.519068] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:35.754744] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:35.992236] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:43:36.229240] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:36.495940] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:36.496124] [INFO ] [CONFIGURE ] CARS: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:43:36.496179] [INFO ] [CONFIGURE ] JOB ETA: 10.7h | Avg: 2.9s/test | Remaining: 13400 tests [2025-11-21T08:43:36.496224] [INFO ] [CONFIGURE ] CARS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:43:36.496320] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T08:43:36.716240] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:36.945766] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:37.172411] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:43:37.400210] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:37.628975] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:37.860973] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:38.089064] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:38.318620] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:38.552303] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:38.803671] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:43:38.803875] [INFO ] [CONFIGURE ] CARS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:43:38.804062] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13399 tests [2025-11-21T08:43:38.804154] [INFO ] [CONFIGURE ] CARS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:43:38.804231] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T08:43:39.026903] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:39.241282] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:39.480026] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:39.706777] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:39.931089] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:40.165177] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:40.389979] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:40.614923] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:40.841847] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:41.074458] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:41.074637] [INFO ] [CONFIGURE ] CARS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:43:41.074817] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13398 tests [2025-11-21T08:43:41.074868] [INFO ] [CONFIGURE ] CARS: Testing feature 20/29: add_price_rejection [2025-11-21T08:43:41.074909] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T08:43:41.312057] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:41.554884] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:41.800194] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:42.047913] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:42.297743] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:43:42.547421] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:42.793585] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:43.038256] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:43.276121] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:43.517778] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:43.517965] [INFO ] [CONFIGURE ] CARS: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:43:43.518045] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13397 tests [2025-11-21T08:43:43.518162] [INFO ] [CONFIGURE ] CARS: Testing feature 21/29: add_range_position [2025-11-21T08:43:43.518208] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T08:43:43.817991] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:43:44.106811] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:44.409488] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:44.682272] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:44.977371] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:45.272991] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:45.560117] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:45.852243] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:43:46.134823] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:43:46.425135] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:46.425328] [INFO ] [CONFIGURE ] CARS: KEPT add_range_position (score: 80.00%) [2025-11-21T08:43:46.425386] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13396 tests [2025-11-21T08:43:46.425435] [INFO ] [CONFIGURE ] CARS: Testing feature 22/29: add_realized_volatility [2025-11-21T08:43:46.425479] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_realized_volatility'] [2025-11-21T08:43:46.831878] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:43:47.226089] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:47.640067] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:43:48.114888] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:48.511088] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:43:48.931033] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:49.331332] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:49.718462] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:50.121600] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:43:50.513852] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:50.514068] [INFO ] [CONFIGURE ] CARS: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:43:50.514128] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13395 tests [2025-11-21T08:43:50.514176] [INFO ] [CONFIGURE ] CARS: Testing feature 23/29: add_recent_range_context [2025-11-21T08:43:50.514220] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_recent_range_context'] [2025-11-21T08:43:50.799711] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:51.086315] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:51.378323] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:43:51.685569] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:51.980475] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:43:52.273291] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:52.582515] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:43:52.885670] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:53.211850] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:43:53.524754] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:53.524939] [INFO ] [CONFIGURE ] CARS: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:43:53.524997] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13394 tests [2025-11-21T08:43:53.525111] [INFO ] [CONFIGURE ] CARS: Testing feature 24/29: add_rsi [2025-11-21T08:43:53.525161] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T08:43:53.886482] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:43:54.230290] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:54.552518] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:43:54.878370] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:55.198821] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:43:55.545699] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:43:55.882866] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:56.247414] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:43:56.592543] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:43:56.924459] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:56.924699] [INFO ] [CONFIGURE ] CARS: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:43:56.924760] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13393 tests [2025-11-21T08:43:56.924873] [INFO ] [CONFIGURE ] CARS: Testing feature 25/29: add_tick_distribution [2025-11-21T08:43:56.924923] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_tick_distribution'] [2025-11-21T08:43:57.204286] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:43:57.492813] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:43:57.775472] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:43:58.061201] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:43:58.355035] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:43:58.658503] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:43:58.980273] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:43:59.298191] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:43:59.612852] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:43:59.902484] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:43:59.902741] [INFO ] [CONFIGURE ] CARS: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:43:59.902896] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13392 tests [2025-11-21T08:43:59.902975] [INFO ] [CONFIGURE ] CARS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:43:59.903024] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T08:44:00.205195] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:44:01.218804] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:01.604829] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:44:01.905122] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:02.197407] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:44:02.491873] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:44:02.774708] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:44:03.057596] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:44:03.342538] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:44:03.634989] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:44:03.635175] [INFO ] [CONFIGURE ] CARS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:44:03.635231] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13391 tests [2025-11-21T08:44:03.635277] [INFO ] [CONFIGURE ] CARS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:44:03.635320] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T08:44:03.940035] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:44:04.254830] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:04.570412] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:44:04.881770] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:05.205211] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:44:05.512826] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:44:05.829267] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:44:06.153454] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:44:06.473370] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:44:06.788675] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:44:06.788865] [INFO ] [CONFIGURE ] CARS: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:44:06.788926] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13390 tests [2025-11-21T08:44:06.788976] [INFO ] [CONFIGURE ] CARS: Testing feature 28/29: add_volume_profile [2025-11-21T08:44:06.789020] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_volume_profile'] [2025-11-21T08:44:07.095676] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:44:07.399281] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:07.721310] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:44:08.029115] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:08.334733] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:44:08.627349] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:44:08.935536] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:44:09.238127] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:44:09.562555] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:44:09.929105] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:44:09.930437] [INFO ] [CONFIGURE ] CARS: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T08:44:09.930563] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13389 tests [2025-11-21T08:44:09.931854] [INFO ] [CONFIGURE ] CARS: Testing feature 29/29: add_vwap [2025-11-21T08:44:09.931993] [INFO ] [CONFIGURE ] CARS: Testing with features: ['add_cumulative_delta', 'add_range_position', 'add_vwap'] [2025-11-21T08:44:10.335803] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:44:10.662586] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:10.964912] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:44:11.257742] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:11.547939] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:44:11.848619] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:44:12.139469] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:44:12.430259] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:44:12.729285] [DEBUG] [FORECASTER] CARS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:44:13.024669] [DEBUG] [FORECASTER] CARS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:44:13.024839] [INFO ] [CONFIGURE ] CARS: KEPT add_vwap (score: 90.00%) [2025-11-21T08:44:13.024896] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13388 tests [2025-11-21T08:44:13.024942] [INFO ] [CONFIGURE ] CARS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:44:13.024983] [INFO ] [CONFIGURE ] CARS: Best accuracy: 90.00% [2025-11-21T08:44:13.025025] [INFO ] [CONFIGURE ] CARS: Best feature set (3 features): ['add_cumulative_delta', 'add_range_position', 'add_vwap'] [2025-11-21T08:44:13.025066] [INFO ] [CONFIGURE ] CARS: Improvement over baseline: 30.00% [2025-11-21T08:44:13.025104] [INFO ] [CONFIGURE ] CARS: Total time: 1.4 minutes [2025-11-21T08:44:13.025145] [INFO ] [CONFIGURE ] CARS: Average time per feature: 2.8 seconds [2025-11-21T08:44:13.025184] [INFO ] [CONFIGURE ] CARS: Average speed: 0.36 features/sec [2025-11-21T08:44:13.025505] [INFO ] [LOCAL ] Saved configuration for CARS: 3 features, 90.00% accuracy -> ./output/feature-sets/CARS.json [2025-11-21T08:44:13.025562] [INFO ] [CONFIGURE ] CARS: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T08:44:13.025609] [INFO ] [sig ] [264/723] Successfully configured CARS | 0.01 sym/s | Total: 6.2h | ETA: 10.7h [2025-11-21T08:44:13.025673] [INFO ] [sig ] [265/723] Configuring CAT... [2025-11-21T08:44:13.025716] [INFO ] [CONFIGURE ] CAT: Configurate test run. [2025-11-21T08:44:13.025756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'. [2025-11-21T08:44:13.098714] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAT'. [2025-11-21T08:44:13.099206] [INFO ] [CONFIGURE ] CAT: Testing with 29 available features [2025-11-21T08:44:13.099267] [INFO ] [CONFIGURE ] CAT: Establishing baseline with no features... [2025-11-21T08:44:13.296342] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:13.482513] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:13.668473] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:13.860541] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:14.033186] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:14.209160] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:14.385759] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:14.566444] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:14.747446] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:44:14.931887] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:14.932081] [INFO ] [CONFIGURE ] CAT: Baseline score (no features): 30.00% [2025-11-21T08:44:14.932139] [INFO ] [CONFIGURE ] CAT: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:44:14.932212] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:44:15.145260] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:15.379527] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:15.587201] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:15.796981] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:16.015689] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:16.227493] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:16.452135] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:16.669847] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:16.887364] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:17.102129] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:17.102305] [INFO ] [CONFIGURE ] CAT: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T08:44:17.102353] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13387 tests [2025-11-21T08:44:17.102580] [INFO ] [CONFIGURE ] CAT: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:44:17.102617] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:44:17.341392] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:44:17.594709] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:17.843924] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:18.092446] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:18.334111] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:18.581349] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:18.834049] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:19.083939] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:19.329865] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:19.585017] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:19.585249] [INFO ] [CONFIGURE ] CAT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T08:44:19.585320] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13386 tests [2025-11-21T08:44:19.585373] [INFO ] [CONFIGURE ] CAT: Testing feature 3/29: add_daily_returns [2025-11-21T08:44:19.585416] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:44:19.806204] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:20.037033] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:20.273158] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:20.498920] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:20.725539] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:20.947740] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:21.170319] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:21.396436] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:21.636677] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:21.867271] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:44:21.867689] [INFO ] [CONFIGURE ] CAT: KEPT add_daily_returns (score: 60.00%) [2025-11-21T08:44:21.867756] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13385 tests [2025-11-21T08:44:21.867838] [INFO ] [CONFIGURE ] CAT: Testing feature 4/29: add_ema [2025-11-21T08:44:21.867887] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T08:44:22.133242] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:22.371925] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:22.611067] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:22.873704] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:23.154356] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:23.428265] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:23.708073] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:23.986301] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:24.256240] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:44:24.521527] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:24.521927] [INFO ] [CONFIGURE ] CAT: DISCARDED add_ema (score: 20.00%) [2025-11-21T08:44:24.521983] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13384 tests [2025-11-21T08:44:24.522031] [INFO ] [CONFIGURE ] CAT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:44:24.522071] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:44:24.779407] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:25.038334] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:25.297145] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:25.569793] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:25.831040] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:26.097462] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:26.353194] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:26.620679] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:26.886082] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:44:27.152321] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:44:27.152520] [INFO ] [CONFIGURE ] CAT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T08:44:27.152576] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13383 tests [2025-11-21T08:44:27.152624] [INFO ] [CONFIGURE ] CAT: Testing feature 6/29: add_failed_moves [2025-11-21T08:44:27.152686] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T08:44:27.383466] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:27.608933] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:27.846393] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:28.082766] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:28.310517] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:28.554966] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:28.787036] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:29.045783] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:29.281214] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:29.510433] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:29.510629] [INFO ] [CONFIGURE ] CAT: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T08:44:29.510707] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13382 tests [2025-11-21T08:44:29.510766] [INFO ] [CONFIGURE ] CAT: Testing feature 7/29: add_lag_shelf [2025-11-21T08:44:29.510814] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T08:44:29.720396] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:29.950051] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:30.184183] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:30.413873] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:30.645809] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:30.872606] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:31.104208] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:31.329221] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:31.562840] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:31.792952] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:44:31.793140] [INFO ] [CONFIGURE ] CAT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:44:31.793191] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13381 tests [2025-11-21T08:44:31.793263] [INFO ] [CONFIGURE ] CAT: Testing feature 8/29: add_macd [2025-11-21T08:44:31.793303] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T08:44:32.112033] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:32.430097] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:32.751836] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:33.069318] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:33.378832] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:44:33.699995] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:34.024417] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:34.343434] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:34.679459] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:44:35.002819] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:44:35.003015] [INFO ] [CONFIGURE ] CAT: DISCARDED add_macd (score: 30.00%) [2025-11-21T08:44:35.003081] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13380 tests [2025-11-21T08:44:35.003128] [INFO ] [CONFIGURE ] CAT: Testing feature 9/29: add_mfi [2025-11-21T08:44:35.003171] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T08:44:35.236971] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:35.482267] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:35.731350] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:35.961198] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:36.198704] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:36.429438] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:36.661570] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:36.895476] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:37.128767] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:37.365222] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:37.365428] [INFO ] [CONFIGURE ] CAT: DISCARDED add_mfi (score: 30.00%) [2025-11-21T08:44:37.365487] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13379 tests [2025-11-21T08:44:37.365534] [INFO ] [CONFIGURE ] CAT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:44:37.365577] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:44:37.709068] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:38.033321] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:38.357523] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:38.672262] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:38.996739] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:39.348043] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:39.676569] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:40.005889] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:40.324610] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:40.645983] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:40.646175] [INFO ] [CONFIGURE ] CAT: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:44:40.646231] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13378 tests [2025-11-21T08:44:40.646278] [INFO ] [CONFIGURE ] CAT: Testing feature 11/29: add_obv_daily [2025-11-21T08:44:40.646321] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T08:44:40.895439] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:41.147036] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:41.387996] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:41.627074] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:41.875398] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:42.125792] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:42.382246] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:42.649255] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:42.916720] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:44:43.185569] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:44:43.185910] [INFO ] [CONFIGURE ] CAT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T08:44:43.186020] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13377 tests [2025-11-21T08:44:43.186109] [INFO ] [CONFIGURE ] CAT: Testing feature 12/29: add_obv_interval [2025-11-21T08:44:43.186217] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T08:44:43.411761] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:43.644960] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:43.900820] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:44.142825] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:44.363905] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:44.595990] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:44.827503] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:45.060223] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:45.299725] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:45.532514] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:45.532716] [INFO ] [CONFIGURE ] CAT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T08:44:45.532796] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13376 tests [2025-11-21T08:44:45.532849] [INFO ] [CONFIGURE ] CAT: Testing feature 13/29: add_opening_strength [2025-11-21T08:44:45.532899] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:44:45.798554] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:46.038371] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:46.305972] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:46.585120] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:46.861354] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:44:47.113569] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:44:47.379547] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:47.624577] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:47.863908] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:48.123579] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:44:48.123786] [INFO ] [CONFIGURE ] CAT: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T08:44:48.123845] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13375 tests [2025-11-21T08:44:48.123893] [INFO ] [CONFIGURE ] CAT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:44:48.123938] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T08:44:48.383614] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:48.638620] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:48.889564] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:49.158414] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:49.403965] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:44:49.658822] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:49.911755] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:50.172178] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:50.423720] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:50.659941] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:50.660136] [INFO ] [CONFIGURE ] CAT: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T08:44:50.660194] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13374 tests [2025-11-21T08:44:50.660240] [INFO ] [CONFIGURE ] CAT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:44:50.660282] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T08:44:50.894238] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:51.125186] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:51.357035] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:51.585588] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:51.818623] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:44:52.055041] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:52.310966] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:52.553794] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:52.789598] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:53.027956] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:44:53.028133] [INFO ] [CONFIGURE ] CAT: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T08:44:53.028181] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13373 tests [2025-11-21T08:44:53.028219] [INFO ] [CONFIGURE ] CAT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:44:53.028255] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:44:53.282405] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:53.539942] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:44:53.792787] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:54.084693] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:44:54.325523] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:44:54.575496] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:54.833670] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:55.096167] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:55.350621] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:44:55.619948] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:44:55.620117] [INFO ] [CONFIGURE ] CAT: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T08:44:55.620166] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13372 tests [2025-11-21T08:44:55.620206] [INFO ] [CONFIGURE ] CAT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:44:55.620243] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T08:44:55.878780] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:56.130453] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:56.378723] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:56.631858] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:56.900991] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:44:57.157063] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:57.455882] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:44:57.739196] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:44:57.993263] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:44:58.249849] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:44:58.250073] [INFO ] [CONFIGURE ] CAT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T08:44:58.250134] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13371 tests [2025-11-21T08:44:58.250183] [INFO ] [CONFIGURE ] CAT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:44:58.250228] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T08:44:58.471110] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:44:58.695615] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:44:58.920438] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:44:59.151397] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:44:59.372951] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:44:59.603714] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:44:59.847610] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:00.075143] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:00.300961] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:01.261092] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:45:01.261558] [INFO ] [CONFIGURE ] CAT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:45:01.261640] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13370 tests [2025-11-21T08:45:01.261739] [INFO ] [CONFIGURE ] CAT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:45:01.261801] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T08:45:01.679495] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:01.930430] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:02.217673] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:02.461040] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:45:02.705181] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:45:02.938228] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:03.168064] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:03.397547] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:03.623715] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:03.864918] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:45:03.865121] [INFO ] [CONFIGURE ] CAT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T08:45:03.865175] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13369 tests [2025-11-21T08:45:03.865218] [INFO ] [CONFIGURE ] CAT: Testing feature 20/29: add_price_rejection [2025-11-21T08:45:03.865257] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T08:45:04.117692] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:04.369810] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:45:04.614903] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:04.859189] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:45:05.096846] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:45:05.332572] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:05.571533] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:05.808723] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:45:06.043843] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:06.280262] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:45:06.280459] [INFO ] [CONFIGURE ] CAT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:45:06.280515] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13368 tests [2025-11-21T08:45:06.280564] [INFO ] [CONFIGURE ] CAT: Testing feature 21/29: add_range_position [2025-11-21T08:45:06.280599] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T08:45:06.525423] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:06.770408] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:45:07.026077] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:07.281344] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:45:07.527217] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:45:07.797357] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:08.061008] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:08.322821] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:08.590334] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:08.859932] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:45:08.860114] [INFO ] [CONFIGURE ] CAT: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:45:08.860169] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13367 tests [2025-11-21T08:45:08.860211] [INFO ] [CONFIGURE ] CAT: Testing feature 22/29: add_realized_volatility [2025-11-21T08:45:08.860255] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T08:45:09.201669] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:09.548754] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:09.890002] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:10.231872] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:45:10.561558] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:10.903612] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:11.236548] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:11.570255] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:11.914510] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:12.268896] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:45:12.269085] [INFO ] [CONFIGURE ] CAT: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T08:45:12.269148] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13366 tests [2025-11-21T08:45:12.269198] [INFO ] [CONFIGURE ] CAT: Testing feature 23/29: add_recent_range_context [2025-11-21T08:45:12.269243] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T08:45:12.506056] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:12.740282] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:12.985187] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:13.217742] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:45:13.464968] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:45:13.717325] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:13.998686] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:14.246903] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:14.499586] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:14.739056] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:45:14.739228] [INFO ] [CONFIGURE ] CAT: DISCARDED add_recent_range_context (score: 20.00%) [2025-11-21T08:45:14.739284] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13365 tests [2025-11-21T08:45:14.739330] [INFO ] [CONFIGURE ] CAT: Testing feature 24/29: add_rsi [2025-11-21T08:45:14.739373] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T08:45:15.021262] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:15.312768] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:15.599907] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:15.876476] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:45:16.153885] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:16.435631] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:16.749601] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:17.048543] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:17.336916] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:17.641767] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:45:17.641973] [INFO ] [CONFIGURE ] CAT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T08:45:17.642033] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13364 tests [2025-11-21T08:45:17.642082] [INFO ] [CONFIGURE ] CAT: Testing feature 25/29: add_tick_distribution [2025-11-21T08:45:17.642126] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T08:45:17.904350] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:18.149707] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:18.399245] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:18.636116] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:45:18.872443] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:19.122692] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:19.362742] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:19.609261] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:45:19.852882] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:20.102342] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:45:20.102631] [INFO ] [CONFIGURE ] CAT: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T08:45:20.102744] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13363 tests [2025-11-21T08:45:20.102821] [INFO ] [CONFIGURE ] CAT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:45:20.102890] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T08:45:20.408801] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:20.737284] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:20.998528] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:21.255530] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:45:21.487779] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:45:21.729621] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:21.991704] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:22.239624] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:22.480393] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:22.723310] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:45:22.723499] [INFO ] [CONFIGURE ] CAT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:45:22.723556] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13362 tests [2025-11-21T08:45:22.723602] [INFO ] [CONFIGURE ] CAT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:45:22.723670] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T08:45:23.027585] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:23.298950] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:45:23.554915] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:23.818752] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:45:24.064050] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:24.331540] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:24.608079] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:24.880216] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:45:25.173928] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:25.452880] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:45:25.453062] [INFO ] [CONFIGURE ] CAT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:45:25.453118] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13361 tests [2025-11-21T08:45:25.453164] [INFO ] [CONFIGURE ] CAT: Testing feature 28/29: add_volume_profile [2025-11-21T08:45:25.453207] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T08:45:25.721242] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:26.001455] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:45:26.271061] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:26.555260] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:45:26.834719] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:45:27.109494] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:27.381835] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:27.655393] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:27.931298] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:28.201733] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:45:28.201944] [INFO ] [CONFIGURE ] CAT: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T08:45:28.202011] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13360 tests [2025-11-21T08:45:28.202059] [INFO ] [CONFIGURE ] CAT: Testing feature 29/29: add_vwap [2025-11-21T08:45:28.202103] [INFO ] [CONFIGURE ] CAT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T08:45:28.468918] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:45:28.757697] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:29.023727] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:45:29.296301] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:45:29.570209] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:45:29.849267] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:45:30.129888] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:45:30.409061] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:45:30.684709] [DEBUG] [FORECASTER] CAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:30.961027] [DEBUG] [FORECASTER] CAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:45:30.961206] [INFO ] [CONFIGURE ] CAT: DISCARDED add_vwap (score: 30.00%) [2025-11-21T08:45:30.961264] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13359 tests [2025-11-21T08:45:30.961313] [INFO ] [CONFIGURE ] CAT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:45:30.961354] [INFO ] [CONFIGURE ] CAT: Best accuracy: 60.00% [2025-11-21T08:45:30.961398] [INFO ] [CONFIGURE ] CAT: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:45:30.961441] [INFO ] [CONFIGURE ] CAT: Improvement over baseline: 30.00% [2025-11-21T08:45:30.961472] [INFO ] [CONFIGURE ] CAT: Total time: 1.3 minutes [2025-11-21T08:45:30.961511] [INFO ] [CONFIGURE ] CAT: Average time per feature: 2.6 seconds [2025-11-21T08:45:30.961551] [INFO ] [CONFIGURE ] CAT: Average speed: 0.38 features/sec [2025-11-21T08:45:30.961909] [INFO ] [LOCAL ] Saved configuration for CAT: 2 features, 60.00% accuracy -> ./output/feature-sets/CAT.json [2025-11-21T08:45:30.961968] [INFO ] [CONFIGURE ] CAT: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T08:45:30.962017] [INFO ] [sig ] [265/723] Successfully configured CAT | 0.01 sym/s | Total: 6.2h | ETA: 10.7h [2025-11-21T08:45:30.962062] [INFO ] [sig ] [266/723] Configuring CATO... [2025-11-21T08:45:30.962102] [INFO ] [CONFIGURE ] CATO: Configurate test run. [2025-11-21T08:45:30.962143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-11-21T08:45:31.038586] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CATO'. [2025-11-21T08:45:31.038941] [INFO ] [CONFIGURE ] CATO: Testing with 29 available features [2025-11-21T08:45:31.039032] [INFO ] [CONFIGURE ] CATO: Establishing baseline with no features... [2025-11-21T08:45:31.230277] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:31.426211] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:31.615676] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:31.807414] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:45:32.011694] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:32.206270] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:32.392437] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:32.583581] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:32.771004] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:32.967062] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:32.967228] [INFO ] [CONFIGURE ] CATO: Baseline score (no features): 50.00% [2025-11-21T08:45:32.967278] [INFO ] [CONFIGURE ] CATO: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:45:32.967316] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:45:33.199467] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:33.427779] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:33.652825] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:33.897458] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:45:34.122098] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:34.378075] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:34.624280] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:34.853975] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:35.078347] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:35.315139] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:45:35.315474] [INFO ] [CONFIGURE ] CATO: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T08:45:35.315573] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13358 tests [2025-11-21T08:45:35.315678] [INFO ] [CONFIGURE ] CATO: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:45:35.315783] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:45:35.555742] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:35.785048] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:36.013114] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:36.254019] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:45:36.496403] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:36.724176] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:36.955571] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:37.193443] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:37.423516] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:37.655041] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:37.655215] [INFO ] [CONFIGURE ] CATO: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T08:45:37.655263] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13357 tests [2025-11-21T08:45:37.655300] [INFO ] [CONFIGURE ] CATO: Testing feature 3/29: add_daily_returns [2025-11-21T08:45:37.655335] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_daily_returns'] [2025-11-21T08:45:37.856368] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:38.059386] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:38.260880] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:38.447986] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:45:38.635715] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:38.821205] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:39.013196] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:39.206876] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:45:39.422287] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:45:39.621167] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:39.621351] [INFO ] [CONFIGURE ] CATO: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:45:39.621398] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13356 tests [2025-11-21T08:45:39.621439] [INFO ] [CONFIGURE ] CATO: Testing feature 4/29: add_ema [2025-11-21T08:45:39.621474] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema'] [2025-11-21T08:45:39.850257] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:40.084341] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:40.323067] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:45:40.539739] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:45:40.763766] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:40.983746] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:41.206362] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:41.434271] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:41.659749] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:41.880598] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:41.880794] [INFO ] [CONFIGURE ] CATO: KEPT add_ema (score: 60.00%) [2025-11-21T08:45:41.880869] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13355 tests [2025-11-21T08:45:41.880929] [INFO ] [CONFIGURE ] CATO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:45:41.880977] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:45:42.143877] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:42.409209] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:42.665771] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:42.938184] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:45:43.207258] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:43.467328] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:43.759045] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:44.048626] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:44.343159] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:44.627522] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:44.627739] [INFO ] [CONFIGURE ] CATO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:45:44.627800] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13354 tests [2025-11-21T08:45:44.627848] [INFO ] [CONFIGURE ] CATO: Testing feature 6/29: add_failed_moves [2025-11-21T08:45:44.627898] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T08:45:44.864236] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:45.096757] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:45.329461] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:45.564521] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:45:45.809266] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:46.044695] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:46.284796] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:46.519183] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:46.756049] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:46.998053] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:46.998229] [INFO ] [CONFIGURE ] CATO: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T08:45:46.998276] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13353 tests [2025-11-21T08:45:46.998315] [INFO ] [CONFIGURE ] CATO: Testing feature 7/29: add_lag_shelf [2025-11-21T08:45:46.998350] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T08:45:47.215843] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:47.431483] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:47.641126] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:45:47.855523] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:45:48.084220] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:48.295430] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:48.514344] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:48.725725] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:48.957243] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:49.196858] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:49.197047] [INFO ] [CONFIGURE ] CATO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:45:49.197098] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13352 tests [2025-11-21T08:45:49.197162] [INFO ] [CONFIGURE ] CATO: Testing feature 8/29: add_macd [2025-11-21T08:45:49.197208] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T08:45:49.488960] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:49.800709] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:50.100989] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:50.392145] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:45:50.687408] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:50.995443] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:51.298540] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:51.598117] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:51.895273] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:52.204677] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:52.204877] [INFO ] [CONFIGURE ] CATO: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:45:52.204936] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13351 tests [2025-11-21T08:45:52.204983] [INFO ] [CONFIGURE ] CATO: Testing feature 9/29: add_mfi [2025-11-21T08:45:52.205025] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T08:45:52.441345] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:52.691710] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:52.926934] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:53.162045] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:45:53.400122] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:53.632765] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:53.868394] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:54.118227] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:54.370383] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:54.613857] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:54.614076] [INFO ] [CONFIGURE ] CATO: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:45:54.614134] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13350 tests [2025-11-21T08:45:54.614181] [INFO ] [CONFIGURE ] CATO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:45:54.614225] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:45:54.905208] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:55.206299] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:55.509585] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:55.807739] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:45:56.112101] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:56.419434] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:56.718443] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:57.017844] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:57.316410] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:45:57.651796] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:45:57.652022] [INFO ] [CONFIGURE ] CATO: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T08:45:57.652080] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13349 tests [2025-11-21T08:45:57.652127] [INFO ] [CONFIGURE ] CATO: Testing feature 11/29: add_obv_daily [2025-11-21T08:45:57.652170] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T08:45:57.904883] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:45:58.147310] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:45:58.383859] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:45:58.642333] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:45:58.896059] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:45:59.146592] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:45:59.401180] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:45:59.659595] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:45:59.909250] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:46:00.185154] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:00.185503] [INFO ] [CONFIGURE ] CATO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:46:00.185617] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13348 tests [2025-11-21T08:46:00.185774] [INFO ] [CONFIGURE ] CATO: Testing feature 12/29: add_obv_interval [2025-11-21T08:46:00.185857] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T08:46:00.414918] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:01.349123] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:01.763034] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:01.996132] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:02.222126] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:02.453629] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:02.689277] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:02.929256] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:03.175505] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:03.421310] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:03.421486] [INFO ] [CONFIGURE ] CATO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:46:03.421536] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13347 tests [2025-11-21T08:46:03.421578] [INFO ] [CONFIGURE ] CATO: Testing feature 13/29: add_opening_strength [2025-11-21T08:46:03.421617] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:46:03.675624] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:03.932483] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:04.194240] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:04.471747] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:46:04.779295] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:05.045352] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:05.305822] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:05.593803] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:05.891896] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:06.182340] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:06.182511] [INFO ] [CONFIGURE ] CATO: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T08:46:06.182569] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13346 tests [2025-11-21T08:46:06.182696] [INFO ] [CONFIGURE ] CATO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:46:06.182758] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T08:46:06.452883] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:06.723886] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:06.992248] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:07.277846] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:07.553512] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:07.891938] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:08.255719] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:46:08.561623] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:08.838929] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:09.102308] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:09.102492] [INFO ] [CONFIGURE ] CATO: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T08:46:09.102609] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13345 tests [2025-11-21T08:46:09.102679] [INFO ] [CONFIGURE ] CATO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:46:09.102725] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T08:46:09.318942] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:09.540175] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:09.772485] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:46:09.994105] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:10.228716] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:10.482518] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:10.705694] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:10.928287] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:11.162436] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:11.406153] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:11.406526] [INFO ] [CONFIGURE ] CATO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:46:11.406668] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13344 tests [2025-11-21T08:46:11.406792] [INFO ] [CONFIGURE ] CATO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:46:11.406900] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T08:46:11.645425] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:11.885093] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:12.122282] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:12.354154] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:12.590286] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:12.822666] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:46:13.061129] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:13.291992] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:13.527235] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:13.763217] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:13.763529] [INFO ] [CONFIGURE ] CATO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:46:13.763627] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13343 tests [2025-11-21T08:46:13.763755] [INFO ] [CONFIGURE ] CATO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:46:13.763881] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T08:46:14.003754] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:14.242699] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:14.507432] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:14.741694] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:46:14.974014] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:15.207564] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:15.438947] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:15.672633] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:15.911057] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:16.146135] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:16.146331] [INFO ] [CONFIGURE ] CATO: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T08:46:16.146391] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13342 tests [2025-11-21T08:46:16.146438] [INFO ] [CONFIGURE ] CATO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:46:16.146480] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T08:46:16.364705] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:16.584581] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:16.813790] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:17.046233] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:17.269452] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:17.494618] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:17.730826] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:17.967639] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:18.192979] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:18.424698] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:46:18.424865] [INFO ] [CONFIGURE ] CATO: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T08:46:18.424914] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13341 tests [2025-11-21T08:46:18.424952] [INFO ] [CONFIGURE ] CATO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:46:18.424986] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T08:46:18.637944] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:18.851599] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:19.063252] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:46:19.277897] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:19.499228] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:19.709573] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:19.924205] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:20.130593] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:20.339496] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:20.551736] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:20.551924] [INFO ] [CONFIGURE ] CATO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:46:20.551975] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13340 tests [2025-11-21T08:46:20.552015] [INFO ] [CONFIGURE ] CATO: Testing feature 20/29: add_price_rejection [2025-11-21T08:46:20.552051] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T08:46:20.805740] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:21.053745] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:21.305948] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:21.565439] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:46:21.816403] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:22.071397] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:46:22.306574] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:22.556703] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:22.805766] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:23.057939] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:23.058126] [INFO ] [CONFIGURE ] CATO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:46:23.058256] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13339 tests [2025-11-21T08:46:23.058330] [INFO ] [CONFIGURE ] CATO: Testing feature 21/29: add_range_position [2025-11-21T08:46:23.058385] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T08:46:23.302889] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:23.543587] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:23.783059] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:24.035900] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:24.286575] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:24.553340] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:24.812569] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:25.067734] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:25.310252] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:25.557953] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:25.558142] [INFO ] [CONFIGURE ] CATO: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:46:25.558199] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13338 tests [2025-11-21T08:46:25.558246] [INFO ] [CONFIGURE ] CATO: Testing feature 22/29: add_realized_volatility [2025-11-21T08:46:25.558288] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T08:46:25.892572] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:26.225280] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:26.555500] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:26.888984] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:46:27.220524] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:27.557047] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:27.897764] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:28.250901] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:28.589464] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:46:28.923592] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:28.923781] [INFO ] [CONFIGURE ] CATO: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:46:28.923853] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13337 tests [2025-11-21T08:46:28.923902] [INFO ] [CONFIGURE ] CATO: Testing feature 23/29: add_recent_range_context [2025-11-21T08:46:28.923946] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T08:46:29.148108] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:29.376341] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:29.613003] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:29.847614] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:46:30.080743] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:30.313801] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:46:30.558305] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:30.793352] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:31.035785] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:31.286325] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:31.286567] [INFO ] [CONFIGURE ] CATO: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:46:31.286770] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13336 tests [2025-11-21T08:46:31.286856] [INFO ] [CONFIGURE ] CATO: Testing feature 24/29: add_rsi [2025-11-21T08:46:31.286930] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T08:46:31.519793] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:31.758741] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:32.002266] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:32.233759] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:46:32.467586] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:32.702605] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:32.938321] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:33.172586] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:33.416759] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:33.650518] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:33.650723] [INFO ] [CONFIGURE ] CATO: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:46:33.650782] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13335 tests [2025-11-21T08:46:33.650889] [INFO ] [CONFIGURE ] CATO: Testing feature 25/29: add_tick_distribution [2025-11-21T08:46:33.650947] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T08:46:33.876944] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:34.104017] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:34.327618] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:46:34.549937] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:34.768511] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:34.986574] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:35.202412] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:35.422739] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:35.647325] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:35.870553] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:35.870764] [INFO ] [CONFIGURE ] CATO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T08:46:35.870841] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13334 tests [2025-11-21T08:46:35.870900] [INFO ] [CONFIGURE ] CATO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:46:35.870977] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T08:46:36.107419] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:36.339798] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:36.590828] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:36.821775] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:37.049982] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:37.282792] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:46:37.523691] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:37.756122] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:37.993622] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:38.230265] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:38.230439] [INFO ] [CONFIGURE ] CATO: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:46:38.230505] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13333 tests [2025-11-21T08:46:38.230561] [INFO ] [CONFIGURE ] CATO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:46:38.230613] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T08:46:38.479956] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:38.729751] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:38.977167] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:46:39.231531] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:39.482278] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:39.740923] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:46:39.990913] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:40.268482] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:40.522044] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:40.788994] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:40.789210] [INFO ] [CONFIGURE ] CATO: KEPT add_volume_price_divergence (score: 70.00%) [2025-11-21T08:46:40.789272] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13332 tests [2025-11-21T08:46:40.789322] [INFO ] [CONFIGURE ] CATO: Testing feature 28/29: add_volume_profile [2025-11-21T08:46:40.789368] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T08:46:41.064985] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:41.341871] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:41.614882] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:41.890171] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:42.168011] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:42.449586] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T08:46:42.729953] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:43.026508] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:43.304067] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:43.581363] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:43.581561] [INFO ] [CONFIGURE ] CATO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:46:43.581620] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13331 tests [2025-11-21T08:46:43.581692] [INFO ] [CONFIGURE ] CATO: Testing feature 29/29: add_vwap [2025-11-21T08:46:43.581742] [INFO ] [CONFIGURE ] CATO: Testing with features: ['add_ema', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T08:46:43.864210] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:44.144465] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:44.425151] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:46:44.719227] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:46:45.016785] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:46:45.304827] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T08:46:45.589964] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:45.869987] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:46:46.150006] [DEBUG] [FORECASTER] CATO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:46:46.438471] [DEBUG] [FORECASTER] CATO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:46.438731] [INFO ] [CONFIGURE ] CATO: DISCARDED add_vwap (score: 70.00%) [2025-11-21T08:46:46.438808] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13330 tests [2025-11-21T08:46:46.438871] [INFO ] [CONFIGURE ] CATO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:46:46.438930] [INFO ] [CONFIGURE ] CATO: Best accuracy: 70.00% [2025-11-21T08:46:46.438992] [INFO ] [CONFIGURE ] CATO: Best feature set (2 features): ['add_ema', 'add_volume_price_divergence'] [2025-11-21T08:46:46.439043] [INFO ] [CONFIGURE ] CATO: Improvement over baseline: 20.00% [2025-11-21T08:46:46.439090] [INFO ] [CONFIGURE ] CATO: Total time: 1.2 minutes [2025-11-21T08:46:46.439137] [INFO ] [CONFIGURE ] CATO: Average time per feature: 2.5 seconds [2025-11-21T08:46:46.439185] [INFO ] [CONFIGURE ] CATO: Average speed: 0.39 features/sec [2025-11-21T08:46:46.439860] [INFO ] [LOCAL ] Saved configuration for CATO: 2 features, 70.00% accuracy -> ./output/feature-sets/CATO.json [2025-11-21T08:46:46.439947] [INFO ] [CONFIGURE ] CATO: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T08:46:46.440010] [INFO ] [sig ] [266/723] Successfully configured CATO | 0.01 sym/s | Total: 6.2h | ETA: 10.7h [2025-11-21T08:46:46.440066] [INFO ] [sig ] [267/723] Configuring CAVA... [2025-11-21T08:46:46.440118] [INFO ] [CONFIGURE ] CAVA: Configurate test run. [2025-11-21T08:46:46.440170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-11-21T08:46:46.651662] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAVA'. [2025-11-21T08:46:46.652068] [INFO ] [CONFIGURE ] CAVA: Testing with 29 available features [2025-11-21T08:46:46.652140] [INFO ] [CONFIGURE ] CAVA: Establishing baseline with no features... [2025-11-21T08:46:46.849731] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:46:47.044255] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:47.246176] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:47.447438] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:46:47.650246] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:46:47.851603] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:46:48.045246] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:46:48.246205] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:46:48.444834] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:46:48.645484] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:48.645691] [INFO ] [CONFIGURE ] CAVA: Baseline score (no features): 40.00% [2025-11-21T08:46:48.645774] [INFO ] [CONFIGURE ] CAVA: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:46:48.645833] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:46:48.890423] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:49.127554] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:46:49.360332] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:49.589879] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:46:49.817059] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:46:50.035167] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:46:50.246273] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:50.463611] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:46:50.676883] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:46:50.887461] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:50.887623] [INFO ] [CONFIGURE ] CAVA: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T08:46:50.887692] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13329 tests [2025-11-21T08:46:50.887752] [INFO ] [CONFIGURE ] CAVA: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:46:50.887802] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:46:51.128567] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:51.371823] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:51.618468] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:51.856114] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:46:52.100733] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:46:52.345604] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:46:52.593345] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:52.849939] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:46:53.092318] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:46:53.356400] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:53.356591] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T08:46:53.356697] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13328 tests [2025-11-21T08:46:53.356796] [INFO ] [CONFIGURE ] CAVA: Testing feature 3/29: add_daily_returns [2025-11-21T08:46:53.356844] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:46:53.576401] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:46:53.798140] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:46:54.015181] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:54.234246] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:46:54.458714] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:46:54.681969] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:46:54.899822] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:46:55.123914] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:46:55.350881] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:46:55.576794] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:46:55.577145] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T08:46:55.577252] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13327 tests [2025-11-21T08:46:55.577308] [INFO ] [CONFIGURE ] CAVA: Testing feature 4/29: add_ema [2025-11-21T08:46:55.577418] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:46:55.827212] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:46:56.085059] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:56.341113] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:46:56.597610] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:46:56.856739] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:46:57.112658] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:46:57.368002] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:46:57.628458] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:46:57.888417] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:46:58.164810] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:46:58.165160] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_ema (score: 60.00%) [2025-11-21T08:46:58.165268] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13326 tests [2025-11-21T08:46:58.165361] [INFO ] [CONFIGURE ] CAVA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:46:58.165467] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:46:58.433882] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:46:58.712780] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:46:58.977661] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:46:59.258840] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:46:59.519870] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:46:59.786802] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:47:00.076685] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:00.384036] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:00.912250] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:01.761944] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:01.762171] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:47:01.762233] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13325 tests [2025-11-21T08:47:01.762321] [INFO ] [CONFIGURE ] CAVA: Testing feature 6/29: add_failed_moves [2025-11-21T08:47:01.762372] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T08:47:02.066115] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:02.301993] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:02.540339] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:02.758772] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:02.973763] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:03.194467] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:03.409857] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:03.625558] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:03.844020] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:04.068587] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:47:04.068772] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T08:47:04.068847] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13324 tests [2025-11-21T08:47:04.068897] [INFO ] [CONFIGURE ] CAVA: Testing feature 7/29: add_lag_shelf [2025-11-21T08:47:04.068944] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T08:47:04.284565] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:47:04.500251] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:47:04.713496] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:04.945524] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:05.170434] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:05.400560] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:05.621737] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:05.843165] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:06.079884] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:06.316041] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:06.316211] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:47:06.316259] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13323 tests [2025-11-21T08:47:06.316299] [INFO ] [CONFIGURE ] CAVA: Testing feature 8/29: add_macd [2025-11-21T08:47:06.316336] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T08:47:06.626437] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:47:06.963876] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:47:07.294501] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:07.629407] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:07.961554] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:08.283518] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:47:08.600102] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:08.919114] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:09.257281] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:09.571022] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:47:09.571213] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:47:09.571277] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13322 tests [2025-11-21T08:47:09.571325] [INFO ] [CONFIGURE ] CAVA: Testing feature 9/29: add_mfi [2025-11-21T08:47:09.571369] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T08:47:09.795378] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:10.022404] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:10.254919] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:10.499336] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:10.736212] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:10.978075] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:11.219638] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:11.457381] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:11.694661] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:11.935838] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:11.936024] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_mfi (score: 50.00%) [2025-11-21T08:47:11.936082] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13321 tests [2025-11-21T08:47:11.936130] [INFO ] [CONFIGURE ] CAVA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:47:11.936166] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:47:12.267597] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:47:12.600960] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:12.920834] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:13.240819] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:47:13.568064] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:13.908395] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:14.235525] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:14.569779] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:14.915461] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:15.247144] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:15.247362] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:47:15.247434] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13320 tests [2025-11-21T08:47:15.247494] [INFO ] [CONFIGURE ] CAVA: Testing feature 11/29: add_obv_daily [2025-11-21T08:47:15.247538] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T08:47:15.489712] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:15.734582] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:15.985676] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:16.232725] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:16.480567] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:16.741816] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:47:16.982943] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:17.242680] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:17.498713] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:17.757072] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:47:17.757385] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:47:17.757494] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13319 tests [2025-11-21T08:47:17.757589] [INFO ] [CONFIGURE ] CAVA: Testing feature 12/29: add_obv_interval [2025-11-21T08:47:17.757710] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T08:47:18.014883] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:47:18.262133] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:18.506122] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:18.763223] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:19.024754] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:19.275986] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:19.536774] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:19.803744] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:20.060433] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:20.311174] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:20.311381] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T08:47:20.311432] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13318 tests [2025-11-21T08:47:20.311472] [INFO ] [CONFIGURE ] CAVA: Testing feature 13/29: add_opening_strength [2025-11-21T08:47:20.311508] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:47:20.585636] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:47:20.871727] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:21.150807] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:21.434335] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:21.721444] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:22.000089] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:22.275134] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:22.551669] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:47:22.845934] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:23.129068] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:23.129299] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T08:47:23.129394] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13317 tests [2025-11-21T08:47:23.129466] [INFO ] [CONFIGURE ] CAVA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:47:23.129506] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T08:47:23.397381] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:23.676692] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:47:23.943001] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:24.214328] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:24.482987] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:24.746833] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:47:25.035631] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:25.310221] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:25.575830] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:25.848544] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:25.848762] [INFO ] [CONFIGURE ] CAVA: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-21T08:47:25.848821] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13316 tests [2025-11-21T08:47:25.848889] [INFO ] [CONFIGURE ] CAVA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:47:25.848940] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T08:47:26.125128] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:26.391413] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:47:26.668786] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:26.958388] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:27.227746] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:27.498268] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:27.774987] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:28.053353] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:28.333467] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:28.618221] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:28.618530] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:47:28.618600] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13315 tests [2025-11-21T08:47:28.618702] [INFO ] [CONFIGURE ] CAVA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:47:28.618760] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T08:47:28.917906] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:29.235527] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:29.542829] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:29.853663] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:30.155313] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:30.447262] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:30.749860] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:47:31.042287] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:31.335239] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:31.621213] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:31.621397] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:47:31.621452] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13314 tests [2025-11-21T08:47:31.621500] [INFO ] [CONFIGURE ] CAVA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:47:31.621541] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T08:47:31.907354] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:32.198082] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:32.499245] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:32.809075] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:33.113522] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:33.413507] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:33.723464] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:34.026089] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:34.323210] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:34.612929] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:34.613108] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T08:47:34.613163] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13313 tests [2025-11-21T08:47:34.613202] [INFO ] [CONFIGURE ] CAVA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:47:34.613248] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T08:47:34.865445] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:35.140114] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:47:35.397455] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:35.663802] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:35.920670] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:36.180681] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:36.440889] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:36.700598] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:36.962415] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:37.225322] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:37.225503] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:47:37.225560] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13312 tests [2025-11-21T08:47:37.225609] [INFO ] [CONFIGURE ] CAVA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:47:37.225677] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T08:47:37.487206] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:37.767998] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:38.035962] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:38.321796] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:38.594629] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:38.870270] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:39.145412] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:39.418673] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:39.693128] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:39.973354] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:39.973520] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:47:39.973577] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13311 tests [2025-11-21T08:47:39.973624] [INFO ] [CONFIGURE ] CAVA: Testing feature 20/29: add_price_rejection [2025-11-21T08:47:39.973688] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T08:47:40.261991] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:40.544816] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:40.828195] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:41.115007] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:41.407370] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:41.673671] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:47:41.968833] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:42.243803] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:42.551671] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:42.839434] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:47:42.839668] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T08:47:42.839730] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13310 tests [2025-11-21T08:47:42.839779] [INFO ] [CONFIGURE ] CAVA: Testing feature 21/29: add_range_position [2025-11-21T08:47:42.839824] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T08:47:43.153468] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:47:43.451232] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:43.750767] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:44.058486] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:44.359678] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:44.663892] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:44.964683] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:45.266107] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:45.558896] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:45.872843] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:47:45.873016] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_range_position (score: 40.00%) [2025-11-21T08:47:45.873075] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13309 tests [2025-11-21T08:47:45.873122] [INFO ] [CONFIGURE ] CAVA: Testing feature 22/29: add_realized_volatility [2025-11-21T08:47:45.873164] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T08:47:46.259097] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:46.651825] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:47.050421] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T08:47:47.447584] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:47.831969] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:48.331482] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:48.791444] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:49.186956] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:49.564437] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:49.933501] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:49.933715] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T08:47:49.933777] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13308 tests [2025-11-21T08:47:49.933826] [INFO ] [CONFIGURE ] CAVA: Testing feature 23/29: add_recent_range_context [2025-11-21T08:47:49.933872] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T08:47:50.217508] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:50.487296] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:47:50.758697] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:51.034898] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:51.306118] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:51.590851] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:51.871181] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:52.149011] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:52.425441] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:52.709174] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:47:52.709416] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T08:47:52.709499] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13307 tests [2025-11-21T08:47:52.709570] [INFO ] [CONFIGURE ] CAVA: Testing feature 24/29: add_rsi [2025-11-21T08:47:52.709637] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T08:47:53.051956] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:47:53.391423] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:53.734910] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:54.040536] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:54.345218] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:54.655224] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:54.975749] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:55.318099] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:55.663935] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:55.986519] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:47:55.986713] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:47:55.986771] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13306 tests [2025-11-21T08:47:55.986819] [INFO ] [CONFIGURE ] CAVA: Testing feature 25/29: add_tick_distribution [2025-11-21T08:47:55.986860] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T08:47:56.241972] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:47:56.500556] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:56.761988] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:57.013868] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:47:57.263343] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:47:57.529521] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:47:57.795228] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:47:58.103405] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:47:58.400243] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:47:58.686355] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:47:58.686595] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T08:47:58.686768] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13305 tests [2025-11-21T08:47:58.686846] [INFO ] [CONFIGURE ] CAVA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:47:58.686895] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T08:47:58.976934] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:47:59.260120] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:47:59.537109] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:47:59.829616] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:00.139052] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:00.431625] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:00.734696] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:48:01.836918] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:48:02.323397] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:02.611582] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:48:02.611775] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:48:02.611832] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13304 tests [2025-11-21T08:48:02.611871] [INFO ] [CONFIGURE ] CAVA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:48:02.611919] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T08:48:02.924817] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:48:03.224138] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:03.525503] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:48:03.817658] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:04.122980] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:04.416356] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:04.718021] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:48:05.037254] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:48:05.344059] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:05.654748] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:48:05.654962] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:48:05.655022] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13303 tests [2025-11-21T08:48:05.655069] [INFO ] [CONFIGURE ] CAVA: Testing feature 28/29: add_volume_profile [2025-11-21T08:48:05.655112] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T08:48:05.965025] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:48:06.250070] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:06.543471] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:48:06.835553] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:07.126457] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:07.428289] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:07.685475] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:48:07.945858] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:48:08.233444] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:08.525170] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:48:08.525342] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:48:08.525403] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13302 tests [2025-11-21T08:48:08.525451] [INFO ] [CONFIGURE ] CAVA: Testing feature 29/29: add_vwap [2025-11-21T08:48:08.525497] [INFO ] [CONFIGURE ] CAVA: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T08:48:08.824402] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:48:09.120471] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:09.405627] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T08:48:09.692659] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:10.000364] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:10.283773] [DEBUG] [FORECASTER] CAVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:10.562666] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:48:10.841825] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:48:11.116532] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:11.381703] [DEBUG] [FORECASTER] CAVA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:48:11.381937] [INFO ] [CONFIGURE ] CAVA: DISCARDED add_vwap (score: 50.00%) [2025-11-21T08:48:11.382001] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13301 tests [2025-11-21T08:48:11.382049] [INFO ] [CONFIGURE ] CAVA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:48:11.382092] [INFO ] [CONFIGURE ] CAVA: Best accuracy: 80.00% [2025-11-21T08:48:11.382135] [INFO ] [CONFIGURE ] CAVA: Best feature set (2 features): ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T08:48:11.382176] [INFO ] [CONFIGURE ] CAVA: Improvement over baseline: 40.00% [2025-11-21T08:48:11.382215] [INFO ] [CONFIGURE ] CAVA: Total time: 1.4 minutes [2025-11-21T08:48:11.382252] [INFO ] [CONFIGURE ] CAVA: Average time per feature: 2.9 seconds [2025-11-21T08:48:11.382294] [INFO ] [CONFIGURE ] CAVA: Average speed: 0.35 features/sec [2025-11-21T08:48:11.382676] [INFO ] [LOCAL ] Saved configuration for CAVA: 2 features, 80.00% accuracy -> ./output/feature-sets/CAVA.json [2025-11-21T08:48:11.382737] [INFO ] [CONFIGURE ] CAVA: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:48:11.382787] [INFO ] [sig ] [267/723] Successfully configured CAVA | 0.01 sym/s | Total: 6.2h | ETA: 10.7h [2025-11-21T08:48:11.382834] [INFO ] [sig ] [268/723] Configuring CB... [2025-11-21T08:48:11.382876] [INFO ] [CONFIGURE ] CB: Configurate test run. [2025-11-21T08:48:11.382918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-11-21T08:48:11.457690] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CB'. [2025-11-21T08:48:11.458041] [INFO ] [CONFIGURE ] CB: Testing with 29 available features [2025-11-21T08:48:11.458138] [INFO ] [CONFIGURE ] CB: Establishing baseline with no features... [2025-11-21T08:48:11.652131] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:11.837793] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:12.017470] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:12.198796] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:12.383071] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:12.569734] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:12.752105] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:12.931007] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:13.116282] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:13.298480] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:48:13.298623] [INFO ] [CONFIGURE ] CB: Baseline score (no features): 30.00% [2025-11-21T08:48:13.298710] [INFO ] [CONFIGURE ] CB: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:48:13.298787] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:48:13.514738] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:13.741328] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:13.959397] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:14.176630] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:14.393260] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:14.608439] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:14.827711] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:15.056603] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:15.282325] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:15.512703] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:48:15.512892] [INFO ] [CONFIGURE ] CB: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T08:48:15.512940] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13300 tests [2025-11-21T08:48:15.512979] [INFO ] [CONFIGURE ] CB: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:48:15.513015] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:48:15.736484] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:15.973915] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:16.199683] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:48:16.443333] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:16.683174] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:16.909739] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:17.139202] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:48:17.365445] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:17.597924] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:17.827068] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:17.827399] [INFO ] [CONFIGURE ] CB: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T08:48:17.827504] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13299 tests [2025-11-21T08:48:17.827589] [INFO ] [CONFIGURE ] CB: Testing feature 3/29: add_daily_returns [2025-11-21T08:48:17.827709] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:48:18.076703] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:18.312081] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:18.555156] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:18.797597] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:19.036934] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:19.273472] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:19.510516] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:19.752988] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:20.001212] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:20.244160] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:20.244512] [INFO ] [CONFIGURE ] CB: KEPT add_daily_returns (score: 50.00%) [2025-11-21T08:48:20.244612] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13298 tests [2025-11-21T08:48:20.244742] [INFO ] [CONFIGURE ] CB: Testing feature 4/29: add_ema [2025-11-21T08:48:20.244825] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T08:48:20.524868] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:20.802927] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:21.083571] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:21.356301] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:21.636191] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:21.917092] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:22.191175] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:22.465281] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:22.742703] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:23.025596] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:23.025832] [INFO ] [CONFIGURE ] CB: DISCARDED add_ema (score: 30.00%) [2025-11-21T08:48:23.025917] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13297 tests [2025-11-21T08:48:23.025969] [INFO ] [CONFIGURE ] CB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:48:23.026014] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:48:23.320395] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:23.622144] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:23.929909] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:24.239629] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:48:24.552758] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:24.845060] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:25.149334] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:25.448626] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:25.739700] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:26.032509] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:26.032720] [INFO ] [CONFIGURE ] CB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:48:26.032783] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13296 tests [2025-11-21T08:48:26.032892] [INFO ] [CONFIGURE ] CB: Testing feature 6/29: add_failed_moves [2025-11-21T08:48:26.032938] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T08:48:26.281422] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:26.561117] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:26.836691] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:27.111541] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:27.392254] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:27.674746] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:27.961916] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:28.253218] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:28.530621] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:28.797528] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:28.797740] [INFO ] [CONFIGURE ] CB: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T08:48:28.797800] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13295 tests [2025-11-21T08:48:28.797841] [INFO ] [CONFIGURE ] CB: Testing feature 7/29: add_lag_shelf [2025-11-21T08:48:28.797906] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T08:48:29.043316] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:29.289193] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:29.555397] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:29.815139] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:30.088397] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:30.347947] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:30.609825] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:30.872140] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:31.133610] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:31.384784] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:31.385110] [INFO ] [CONFIGURE ] CB: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:48:31.385216] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13294 tests [2025-11-21T08:48:31.385350] [INFO ] [CONFIGURE ] CB: Testing feature 8/29: add_macd [2025-11-21T08:48:31.385434] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T08:48:31.718510] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:32.048783] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:32.371832] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:32.700907] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:48:33.044680] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:33.347423] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:33.653664] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:33.962978] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:34.303303] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:34.648203] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:34.648408] [INFO ] [CONFIGURE ] CB: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:48:34.648467] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13293 tests [2025-11-21T08:48:34.648516] [INFO ] [CONFIGURE ] CB: Testing feature 9/29: add_mfi [2025-11-21T08:48:34.648558] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T08:48:34.913195] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:35.200171] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:35.465823] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:35.734850] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:36.010024] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:36.283376] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:36.570889] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:36.841050] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:37.125444] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:37.404875] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:37.405099] [INFO ] [CONFIGURE ] CB: DISCARDED add_mfi (score: 30.00%) [2025-11-21T08:48:37.405158] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13292 tests [2025-11-21T08:48:37.405200] [INFO ] [CONFIGURE ] CB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:48:37.405258] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:48:37.751672] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:38.093599] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:38.451569] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:38.779766] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:39.098962] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:39.475046] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:39.824894] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:40.198246] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:40.549470] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:40.900390] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:40.900577] [INFO ] [CONFIGURE ] CB: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T08:48:40.900635] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13291 tests [2025-11-21T08:48:40.900706] [INFO ] [CONFIGURE ] CB: Testing feature 11/29: add_obv_daily [2025-11-21T08:48:40.900763] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T08:48:41.185245] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:41.469393] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:41.758045] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:42.041969] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:42.323300] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:42.626397] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:42.910597] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:48:43.202216] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:43.479600] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:43.768325] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:43.768493] [INFO ] [CONFIGURE ] CB: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T08:48:43.768549] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13290 tests [2025-11-21T08:48:43.768595] [INFO ] [CONFIGURE ] CB: Testing feature 12/29: add_obv_interval [2025-11-21T08:48:43.768637] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T08:48:44.054045] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:44.335515] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:44.622223] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:44.895537] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:45.173024] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:45.443977] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:45.710626] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:45.978582] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:46.245329] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:46.517979] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:46.518142] [INFO ] [CONFIGURE ] CB: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:48:46.518203] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13289 tests [2025-11-21T08:48:46.518251] [INFO ] [CONFIGURE ] CB: Testing feature 13/29: add_opening_strength [2025-11-21T08:48:46.518298] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:48:46.806410] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:47.100385] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:47.383325] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:47.675843] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:47.971116] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:48.259475] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:48.550750] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:48.836390] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:49.132585] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:49.417927] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:49.418088] [INFO ] [CONFIGURE ] CB: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T08:48:49.418145] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13288 tests [2025-11-21T08:48:49.418191] [INFO ] [CONFIGURE ] CB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:48:49.418232] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T08:48:49.695374] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:49.974742] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:50.266060] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:50.546713] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:50.834942] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:48:51.121967] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:51.401456] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:51.684556] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:51.974759] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:48:52.252599] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:52.252809] [INFO ] [CONFIGURE ] CB: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T08:48:52.252867] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13287 tests [2025-11-21T08:48:52.252916] [INFO ] [CONFIGURE ] CB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:48:52.252960] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T08:48:52.503516] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:52.758733] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:48:53.036055] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:53.301332] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:53.571956] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:53.831212] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:54.087887] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:54.356763] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:54.610229] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:54.865213] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:54.865403] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T08:48:54.865459] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13286 tests [2025-11-21T08:48:54.865507] [INFO ] [CONFIGURE ] CB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:48:54.865551] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:48:55.136213] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:55.387544] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:55.651783] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:55.932904] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:48:56.224157] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:56.475836] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:48:56.819694] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:48:57.178942] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:48:57.492492] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:48:57.777941] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:48:57.778146] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T08:48:57.778205] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13285 tests [2025-11-21T08:48:57.778256] [INFO ] [CONFIGURE ] CB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:48:57.778302] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T08:48:58.064409] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:48:58.343149] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:48:58.623140] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:48:58.897465] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:48:59.181433] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:48:59.449721] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:48:59.720390] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:00.008184] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:01.046623] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:01.502400] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:01.502731] [INFO ] [CONFIGURE ] CB: KEPT add_pbf_return_2d (score: 60.00%) [2025-11-21T08:49:01.502795] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13284 tests [2025-11-21T08:49:01.502871] [INFO ] [CONFIGURE ] CB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:49:01.502921] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T08:49:01.824756] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:02.144777] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:02.472695] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:02.776344] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:03.089193] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:03.423293] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:49:03.742037] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:04.052491] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:04.365080] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:04.669724] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:04.669989] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T08:49:04.670123] [INFO ] [CONFIGURE ] JOB ETA: 10.6h | Avg: 2.9s/test | Remaining: 13283 tests [2025-11-21T08:49:04.670182] [INFO ] [CONFIGURE ] CB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:49:04.670231] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T08:49:04.953347] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:05.242181] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:05.523501] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:05.804549] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:06.093223] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:06.379607] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:06.688760] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:06.980057] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:07.260111] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:07.558451] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:07.558682] [INFO ] [CONFIGURE ] CB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:49:07.558747] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13282 tests [2025-11-21T08:49:07.558813] [INFO ] [CONFIGURE ] CB: Testing feature 20/29: add_price_rejection [2025-11-21T08:49:07.558858] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T08:49:07.888908] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:08.204273] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:08.519492] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:08.841895] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:09.168922] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:49:09.477203] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:09.790814] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:10.125505] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:10.442203] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:10.755248] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:10.755444] [INFO ] [CONFIGURE ] CB: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T08:49:10.755505] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13281 tests [2025-11-21T08:49:10.755619] [INFO ] [CONFIGURE ] CB: Testing feature 21/29: add_range_position [2025-11-21T08:49:10.755687] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T08:49:11.068613] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:11.377161] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:11.694495] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:12.011265] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:12.323830] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:49:12.644952] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:12.968634] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:13.298719] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:13.626339] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:13.951378] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:13.951561] [INFO ] [CONFIGURE ] CB: DISCARDED add_range_position (score: 40.00%) [2025-11-21T08:49:13.951620] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13280 tests [2025-11-21T08:49:13.951693] [INFO ] [CONFIGURE ] CB: Testing feature 22/29: add_realized_volatility [2025-11-21T08:49:13.951742] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T08:49:14.365693] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:14.775623] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:15.192459] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:15.605231] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:16.021839] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:16.439104] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:49:16.840002] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:17.244817] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:17.652224] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:18.072268] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:18.072483] [INFO ] [CONFIGURE ] CB: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T08:49:18.072544] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13279 tests [2025-11-21T08:49:18.072596] [INFO ] [CONFIGURE ] CB: Testing feature 23/29: add_recent_range_context [2025-11-21T08:49:18.072660] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T08:49:18.380908] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:18.684682] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:18.988145] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:19.287316] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:19.584503] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:19.898428] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:49:20.214981] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:20.519931] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:20.827986] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:49:21.131508] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:21.131728] [INFO ] [CONFIGURE ] CB: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:49:21.131792] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13278 tests [2025-11-21T08:49:21.131846] [INFO ] [CONFIGURE ] CB: Testing feature 24/29: add_rsi [2025-11-21T08:49:21.131891] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T08:49:21.463577] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:21.810334] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:22.140666] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:49:22.472770] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:22.802801] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:23.133348] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:49:23.463207] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:23.813203] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:24.148636] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:24.485694] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:24.485913] [INFO ] [CONFIGURE ] CB: DISCARDED add_rsi (score: 40.00%) [2025-11-21T08:49:24.485977] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13277 tests [2025-11-21T08:49:24.486034] [INFO ] [CONFIGURE ] CB: Testing feature 25/29: add_tick_distribution [2025-11-21T08:49:24.486099] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T08:49:24.756221] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:25.034195] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:25.312618] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:25.597744] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:25.886487] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:49:26.176433] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:26.478758] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:26.777973] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:27.066291] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:27.362189] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:27.362365] [INFO ] [CONFIGURE ] CB: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T08:49:27.362447] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13276 tests [2025-11-21T08:49:27.362499] [INFO ] [CONFIGURE ] CB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:49:27.362548] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T08:49:27.657620] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:27.959902] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:28.276856] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:28.590871] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:28.895490] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:29.199779] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:49:29.509101] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:29.817196] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:30.125620] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:49:30.422747] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:30.422957] [INFO ] [CONFIGURE ] CB: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:49:30.423017] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13275 tests [2025-11-21T08:49:30.423068] [INFO ] [CONFIGURE ] CB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:49:30.423112] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T08:49:30.734314] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:31.041537] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:31.351418] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:31.665027] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:31.977990] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:32.296542] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:32.606414] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:32.910961] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:33.219954] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:33.529619] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:33.529845] [INFO ] [CONFIGURE ] CB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:49:33.529903] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13274 tests [2025-11-21T08:49:33.529950] [INFO ] [CONFIGURE ] CB: Testing feature 28/29: add_volume_profile [2025-11-21T08:49:33.530082] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T08:49:33.812463] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:34.086469] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:34.366055] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:49:34.644527] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:34.922242] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:49:35.212101] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:35.505024] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:35.798884] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:36.089220] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:49:36.390039] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:36.390242] [INFO ] [CONFIGURE ] CB: KEPT add_volume_profile (score: 70.00%) [2025-11-21T08:49:36.390303] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13273 tests [2025-11-21T08:49:36.390354] [INFO ] [CONFIGURE ] CB: Testing feature 29/29: add_vwap [2025-11-21T08:49:36.390401] [INFO ] [CONFIGURE ] CB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_volume_profile', 'add_vwap'] [2025-11-21T08:49:36.714424] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:49:37.037026] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:37.361832] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:37.685218] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:38.015262] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:49:38.346772] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:38.681394] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:49:39.020896] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:49:39.383303] [DEBUG] [FORECASTER] CB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:49:39.710978] [DEBUG] [FORECASTER] CB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:39.711175] [INFO ] [CONFIGURE ] CB: DISCARDED add_vwap (score: 50.00%) [2025-11-21T08:49:39.711231] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13272 tests [2025-11-21T08:49:39.711280] [INFO ] [CONFIGURE ] CB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:49:39.711321] [INFO ] [CONFIGURE ] CB: Best accuracy: 70.00% [2025-11-21T08:49:39.711363] [INFO ] [CONFIGURE ] CB: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T08:49:39.711405] [INFO ] [CONFIGURE ] CB: Improvement over baseline: 40.00% [2025-11-21T08:49:39.711519] [INFO ] [CONFIGURE ] CB: Total time: 1.4 minutes [2025-11-21T08:49:39.711559] [INFO ] [CONFIGURE ] CB: Average time per feature: 3.0 seconds [2025-11-21T08:49:39.711598] [INFO ] [CONFIGURE ] CB: Average speed: 0.34 features/sec [2025-11-21T08:49:39.711994] [INFO ] [LOCAL ] Saved configuration for CB: 4 features, 70.00% accuracy -> ./output/feature-sets/CB.json [2025-11-21T08:49:39.712079] [INFO ] [CONFIGURE ] CB: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T08:49:39.712129] [INFO ] [sig ] [268/723] Successfully configured CB | 0.01 sym/s | Total: 6.3h | ETA: 10.6h [2025-11-21T08:49:39.712174] [INFO ] [sig ] [269/723] Configuring CBAN... [2025-11-21T08:49:39.712213] [INFO ] [CONFIGURE ] CBAN: Configurate test run. [2025-11-21T08:49:39.712252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-11-21T08:49:39.786042] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBAN'. [2025-11-21T08:49:39.786465] [INFO ] [CONFIGURE ] CBAN: Testing with 29 available features [2025-11-21T08:49:39.786532] [INFO ] [CONFIGURE ] CBAN: Establishing baseline with no features... [2025-11-21T08:49:39.977582] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:40.175160] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:40.369857] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:40.560311] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:40.759206] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:40.960865] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:41.160491] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:41.362811] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:41.557832] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:49:41.755818] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:41.756335] [INFO ] [CONFIGURE ] CBAN: Baseline score (no features): 70.00% [2025-11-21T08:49:41.756444] [INFO ] [CONFIGURE ] CBAN: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:49:41.756531] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:49:41.991235] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:42.213068] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:42.438580] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:42.666909] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:42.890403] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:43.133540] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:43.366231] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:43.623969] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:43.879132] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:49:44.137668] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:44.138248] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T08:49:44.138443] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13271 tests [2025-11-21T08:49:44.138616] [INFO ] [CONFIGURE ] CBAN: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:49:44.138771] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:49:44.431404] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:44.714108] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:44.983529] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:49:45.238825] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:45.471395] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:45.705451] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:45.915163] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:46.127091] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:46.355303] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:49:46.584505] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:46.584691] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T08:49:46.584764] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13270 tests [2025-11-21T08:49:46.584815] [INFO ] [CONFIGURE ] CBAN: Testing feature 3/29: add_daily_returns [2025-11-21T08:49:46.584992] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_daily_returns'] [2025-11-21T08:49:46.782132] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:46.982866] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:47.162759] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:49:47.340877] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:47.524596] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:47.706407] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:47.919547] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:48.121116] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:48.325629] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:49:48.528242] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:49:48.528416] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T08:49:48.528465] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13269 tests [2025-11-21T08:49:48.528503] [INFO ] [CONFIGURE ] CBAN: Testing feature 4/29: add_ema [2025-11-21T08:49:48.528539] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_ema'] [2025-11-21T08:49:48.772446] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:49.006791] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:49.238853] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:49.471578] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:49.701624] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:49.934799] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:50.172159] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:50.414041] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:50.649374] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:49:50.882751] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:50.882927] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_ema (score: 60.00%) [2025-11-21T08:49:50.882975] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13268 tests [2025-11-21T08:49:50.883014] [INFO ] [CONFIGURE ] CBAN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:49:50.883050] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:49:51.115245] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:51.346088] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:51.575510] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:49:51.808499] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:52.060867] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:52.295067] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:52.540958] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:52.784236] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:53.026865] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:49:53.262619] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:53.262819] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T08:49:53.262875] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13267 tests [2025-11-21T08:49:53.262922] [INFO ] [CONFIGURE ] CBAN: Testing feature 6/29: add_failed_moves [2025-11-21T08:49:53.262965] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_failed_moves'] [2025-11-21T08:49:53.460034] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:53.664004] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:53.875238] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:49:54.081115] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:54.283555] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:54.482163] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:49:54.682848] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:54.884581] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:55.086517] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:49:55.300762] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:55.300930] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T08:49:55.300977] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13266 tests [2025-11-21T08:49:55.301014] [INFO ] [CONFIGURE ] CBAN: Testing feature 7/29: add_lag_shelf [2025-11-21T08:49:55.301047] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_lag_shelf'] [2025-11-21T08:49:55.484658] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:55.671215] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:49:55.855878] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:56.039745] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:49:56.225689] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:56.408425] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:49:56.593683] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:56.778031] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:56.970377] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:49:57.160922] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:49:57.161086] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:49:57.161132] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13265 tests [2025-11-21T08:49:57.161194] [INFO ] [CONFIGURE ] CBAN: Testing feature 8/29: add_macd [2025-11-21T08:49:57.161230] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T08:49:57.446676] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:49:57.726137] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:49:57.998777] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:49:58.285276] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:49:58.565566] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:49:58.843523] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:49:59.117303] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:49:59.392600] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:49:59.669331] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:49:59.940432] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:49:59.940620] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:49:59.940698] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13264 tests [2025-11-21T08:49:59.940748] [INFO ] [CONFIGURE ] CBAN: Testing feature 9/29: add_mfi [2025-11-21T08:49:59.940789] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_mfi'] [2025-11-21T08:50:00.124687] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:00.311852] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:01.156430] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:01.489695] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:01.686221] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:01.893951] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:02.094501] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:02.295138] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:02.494212] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:50:02.684687] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:50:02.684879] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:50:02.684929] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13263 tests [2025-11-21T08:50:02.684971] [INFO ] [CONFIGURE ] CBAN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:50:02.685007] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:50:02.958746] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:50:03.229911] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:03.528405] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:03.826178] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:04.134866] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:04.430673] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:04.731995] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:05.013574] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:50:05.309267] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:05.596295] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:05.596462] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:50:05.596518] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13262 tests [2025-11-21T08:50:05.596563] [INFO ] [CONFIGURE ] CBAN: Testing feature 11/29: add_obv_daily [2025-11-21T08:50:05.596638] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_daily'] [2025-11-21T08:50:05.803124] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:06.010917] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:06.225347] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:06.415281] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:06.610309] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:06.834661] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:07.050554] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:07.272990] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:07.482717] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:07.681165] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:50:07.681344] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T08:50:07.681392] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13261 tests [2025-11-21T08:50:07.681432] [INFO ] [CONFIGURE ] CBAN: Testing feature 12/29: add_obv_interval [2025-11-21T08:50:07.681468] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval'] [2025-11-21T08:50:07.864466] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:08.049244] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:08.232745] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:08.433874] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:08.630193] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:08.826269] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:09.022607] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:50:09.219402] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:09.413018] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:09.610912] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:09.611209] [INFO ] [CONFIGURE ] CBAN: KEPT add_obv_interval (score: 80.00%) [2025-11-21T08:50:09.611314] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13260 tests [2025-11-21T08:50:09.611400] [INFO ] [CONFIGURE ] CBAN: Testing feature 13/29: add_opening_strength [2025-11-21T08:50:09.611501] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:50:09.849857] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:50:10.092505] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:10.336460] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:10.588896] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:10.829658] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:11.068747] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:11.306484] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:11.541322] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:11.785177] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:12.014397] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:12.014598] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:50:12.014671] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13259 tests [2025-11-21T08:50:12.014739] [INFO ] [CONFIGURE ] CBAN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:50:12.014789] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T08:50:12.230319] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:12.450199] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:12.670469] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:12.896147] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:50:13.124868] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:13.353634] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:13.579706] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:13.810202] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:14.027438] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:50:14.246904] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:14.247113] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:50:14.247172] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13258 tests [2025-11-21T08:50:14.247299] [INFO ] [CONFIGURE ] CBAN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:50:14.247347] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T08:50:14.437464] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:50:14.643879] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:14.852070] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:15.055398] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:15.264899] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:15.476191] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:15.680598] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:15.876060] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:50:16.069965] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:16.264104] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:16.264265] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T08:50:16.264312] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13257 tests [2025-11-21T08:50:16.264349] [INFO ] [CONFIGURE ] CBAN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:50:16.264383] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T08:50:16.476792] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:16.689698] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:16.897367] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:17.109086] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:17.317868] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:17.529341] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:17.741775] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:17.954112] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:18.172292] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:18.386574] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:18.386910] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:50:18.387037] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13256 tests [2025-11-21T08:50:18.387125] [INFO ] [CONFIGURE ] CBAN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:50:18.387229] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T08:50:18.597030] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:18.809955] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:19.022247] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:19.235033] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:19.446298] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:19.662328] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:19.872513] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:20.080321] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:20.292105] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:20.500134] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:20.500296] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:50:20.500350] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13255 tests [2025-11-21T08:50:20.500394] [INFO ] [CONFIGURE ] CBAN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:50:20.500433] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T08:50:20.685988] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:20.869550] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:50:21.065438] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:21.252407] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:21.432328] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:21.623313] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:21.810665] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:21.998391] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:22.186156] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:22.375103] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:22.375256] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:50:22.375303] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13254 tests [2025-11-21T08:50:22.375341] [INFO ] [CONFIGURE ] CBAN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:50:22.375377] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T08:50:22.560350] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:22.746313] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:22.928379] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:23.114774] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:23.300248] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:23.485388] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:23.675301] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:50:23.863400] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:24.056529] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:24.246721] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:24.246879] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T08:50:24.246926] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13253 tests [2025-11-21T08:50:24.246965] [INFO ] [CONFIGURE ] CBAN: Testing feature 20/29: add_price_rejection [2025-11-21T08:50:24.246999] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_price_rejection'] [2025-11-21T08:50:24.467527] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:50:24.686896] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:50:24.910222] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:50:25.139917] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:50:25.367478] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:25.590135] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:25.804394] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:50:26.019596] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:50:26.235448] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:26.451084] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:26.451412] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T08:50:26.451538] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13252 tests [2025-11-21T08:50:26.451664] [INFO ] [CONFIGURE ] CBAN: Testing feature 21/29: add_range_position [2025-11-21T08:50:26.451747] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_range_position'] [2025-11-21T08:50:26.676732] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:50:26.906603] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:27.136351] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:50:27.369447] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:50:27.603189] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:27.835681] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:28.078445] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:50:28.336590] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:50:28.590006] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:28.852919] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:50:28.853168] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_range_position (score: 20.00%) [2025-11-21T08:50:28.853253] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13251 tests [2025-11-21T08:50:28.853319] [INFO ] [CONFIGURE ] CBAN: Testing feature 22/29: add_realized_volatility [2025-11-21T08:50:28.853386] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_realized_volatility'] [2025-11-21T08:50:29.198074] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:29.526170] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:29.852159] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:30.217858] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:30.552015] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:30.897559] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:31.221096] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:31.543912] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:31.873795] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:32.202670] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:32.202887] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T08:50:32.202948] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13250 tests [2025-11-21T08:50:32.203074] [INFO ] [CONFIGURE ] CBAN: Testing feature 23/29: add_recent_range_context [2025-11-21T08:50:32.203127] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_recent_range_context'] [2025-11-21T08:50:32.416923] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:32.619526] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:50:32.821945] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:33.024942] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:33.228624] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:33.453755] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:33.677118] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:33.888487] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:34.105513] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:34.313135] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:34.313312] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T08:50:34.313361] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13249 tests [2025-11-21T08:50:34.313400] [INFO ] [CONFIGURE ] CBAN: Testing feature 24/29: add_rsi [2025-11-21T08:50:34.313437] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T08:50:34.565182] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:34.810094] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:50:35.053002] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:35.299157] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:35.590886] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:35.873168] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:36.162975] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:36.450535] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:36.731782] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:37.000323] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:37.000526] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:50:37.000581] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13248 tests [2025-11-21T08:50:37.000664] [INFO ] [CONFIGURE ] CBAN: Testing feature 25/29: add_tick_distribution [2025-11-21T08:50:37.000714] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_tick_distribution'] [2025-11-21T08:50:37.236773] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:37.494881] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:50:37.736272] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:37.958449] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:38.177179] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:38.379540] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:38.580604] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:38.803473] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:39.026932] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:39.244021] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:39.244195] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T08:50:39.244244] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13247 tests [2025-11-21T08:50:39.244283] [INFO ] [CONFIGURE ] CBAN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:50:39.244365] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T08:50:39.450147] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:39.653466] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:39.861082] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:40.069510] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:50:40.273622] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:40.486009] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:40.697556] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:40.911695] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:41.122333] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:41.331055] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:41.331238] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T08:50:41.331287] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13246 tests [2025-11-21T08:50:41.331326] [INFO ] [CONFIGURE ] CBAN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:50:41.331362] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T08:50:41.552880] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:41.775061] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:41.995985] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:42.216406] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:42.440998] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:42.680288] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:50:42.914601] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:43.144167] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:43.369340] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:43.592618] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:43.592814] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:50:43.592871] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13245 tests [2025-11-21T08:50:43.592991] [INFO ] [CONFIGURE ] CBAN: Testing feature 28/29: add_volume_profile [2025-11-21T08:50:43.593037] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_volume_profile'] [2025-11-21T08:50:43.803574] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:44.014795] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:44.223835] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:44.427715] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:50:44.631272] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:44.840813] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:45.047506] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:45.256523] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:45.473179] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:50:45.685632] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:45.685822] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T08:50:45.685871] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13244 tests [2025-11-21T08:50:45.685908] [INFO ] [CONFIGURE ] CBAN: Testing feature 29/29: add_vwap [2025-11-21T08:50:45.685944] [INFO ] [CONFIGURE ] CBAN: Testing with features: ['add_obv_interval', 'add_vwap'] [2025-11-21T08:50:45.898787] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:50:46.114979] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:50:46.328454] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:46.556973] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:50:46.769414] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:46.983531] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:47.195455] [DEBUG] [FORECASTER] CBAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:47.406157] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:50:47.624201] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:50:47.846278] [DEBUG] [FORECASTER] CBAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:50:47.846448] [INFO ] [CONFIGURE ] CBAN: DISCARDED add_vwap (score: 70.00%) [2025-11-21T08:50:47.846499] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13243 tests [2025-11-21T08:50:47.846540] [INFO ] [CONFIGURE ] CBAN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:50:47.846576] [INFO ] [CONFIGURE ] CBAN: Best accuracy: 80.00% [2025-11-21T08:50:47.846613] [INFO ] [CONFIGURE ] CBAN: Best feature set (1 features): ['add_obv_interval'] [2025-11-21T08:50:47.846668] [INFO ] [CONFIGURE ] CBAN: Improvement over baseline: 10.00% [2025-11-21T08:50:47.846737] [INFO ] [CONFIGURE ] CBAN: Total time: 1.1 minutes [2025-11-21T08:50:47.846784] [INFO ] [CONFIGURE ] CBAN: Average time per feature: 2.3 seconds [2025-11-21T08:50:47.846829] [INFO ] [CONFIGURE ] CBAN: Average speed: 0.44 features/sec [2025-11-21T08:50:47.847203] [INFO ] [LOCAL ] Saved configuration for CBAN: 1 features, 80.00% accuracy -> ./output/feature-sets/CBAN.json [2025-11-21T08:50:47.847270] [INFO ] [CONFIGURE ] CBAN: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T08:50:47.847336] [INFO ] [sig ] [269/723] Successfully configured CBAN | 0.01 sym/s | Total: 6.3h | ETA: 10.6h [2025-11-21T08:50:47.847472] [INFO ] [sig ] [270/723] Configuring CBL... [2025-11-21T08:50:47.847529] [INFO ] [CONFIGURE ] CBL: Configurate test run. [2025-11-21T08:50:47.847582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-11-21T08:50:48.000855] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBL'. [2025-11-21T08:50:48.001205] [INFO ] [CONFIGURE ] CBL: Testing with 29 available features [2025-11-21T08:50:48.001265] [INFO ] [CONFIGURE ] CBL: Establishing baseline with no features... [2025-11-21T08:50:48.168596] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:50:48.333309] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:50:48.498224] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:50:48.665966] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:50:48.834994] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:49.009921] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:49.180814] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:49.352283] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:50:49.524665] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:50:49.697935] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:50:49.698098] [INFO ] [CONFIGURE ] CBL: Baseline score (no features): 40.00% [2025-11-21T08:50:49.698144] [INFO ] [CONFIGURE ] CBL: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:50:49.698183] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:50:49.903717] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:50:50.109229] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:50:50.311080] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:50:50.524262] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:50:50.728110] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:50:50.932305] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:51.135429] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:51.340437] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:50:51.546757] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:50:51.757618] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:50:51.757815] [INFO ] [CONFIGURE ] CBL: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T08:50:51.757863] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13242 tests [2025-11-21T08:50:51.757903] [INFO ] [CONFIGURE ] CBL: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:50:51.757938] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:50:51.965293] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:50:52.180841] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:50:52.393853] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:52.601007] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:50:52.809703] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:53.023166] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:53.243225] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:53.455399] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:50:53.662085] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:50:53.895008] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:50:53.895205] [INFO ] [CONFIGURE ] CBL: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T08:50:53.895253] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13241 tests [2025-11-21T08:50:53.895338] [INFO ] [CONFIGURE ] CBL: Testing feature 3/29: add_daily_returns [2025-11-21T08:50:53.895378] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:50:54.144062] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:50:54.394931] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:50:54.622178] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:54.858255] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:50:55.088316] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:55.314545] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:55.546748] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:50:55.767891] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:50:55.994344] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:50:56.231380] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:50:56.231571] [INFO ] [CONFIGURE ] CBL: KEPT add_daily_returns (score: 70.00%) [2025-11-21T08:50:56.231665] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13240 tests [2025-11-21T08:50:56.231747] [INFO ] [CONFIGURE ] CBL: Testing feature 4/29: add_ema [2025-11-21T08:50:56.231799] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T08:50:56.496064] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:50:56.759672] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:50:57.003809] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:50:57.262085] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:50:57.513668] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:50:57.763556] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:50:58.016762] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:50:58.298940] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:50:58.555008] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:50:58.813597] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:50:58.813820] [INFO ] [CONFIGURE ] CBL: DISCARDED add_ema (score: 40.00%) [2025-11-21T08:50:58.813904] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13239 tests [2025-11-21T08:50:58.813956] [INFO ] [CONFIGURE ] CBL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:50:58.814001] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:50:59.096462] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:50:59.370392] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:50:59.641884] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:50:59.910818] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:51:00.186608] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:00.552344] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:01.347053] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:51:01.640183] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:01.911143] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:51:02.203360] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:02.203567] [INFO ] [CONFIGURE ] CBL: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T08:51:02.203628] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13238 tests [2025-11-21T08:51:02.203698] [INFO ] [CONFIGURE ] CBL: Testing feature 6/29: add_failed_moves [2025-11-21T08:51:02.203745] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T08:51:02.452904] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:02.700373] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:02.956933] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:03.210942] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:03.463149] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:03.723027] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:03.965126] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:04.215493] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:04.469489] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:04.734349] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:04.734520] [INFO ] [CONFIGURE ] CBL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T08:51:04.734574] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13237 tests [2025-11-21T08:51:04.734621] [INFO ] [CONFIGURE ] CBL: Testing feature 7/29: add_lag_shelf [2025-11-21T08:51:04.734685] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T08:51:04.970975] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:05.204505] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:05.441560] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:05.690165] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:05.922089] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:06.154348] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:06.386064] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:06.618300] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:06.842821] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:07.081260] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:07.081454] [INFO ] [CONFIGURE ] CBL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T08:51:07.081501] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13236 tests [2025-11-21T08:51:07.081542] [INFO ] [CONFIGURE ] CBL: Testing feature 8/29: add_macd [2025-11-21T08:51:07.081579] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T08:51:07.410217] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:07.746726] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:08.072329] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:08.417207] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:51:08.744104] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:09.088914] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:09.412384] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:09.732945] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:10.065189] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:10.399637] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:10.399938] [INFO ] [CONFIGURE ] CBL: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:51:10.400009] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13235 tests [2025-11-21T08:51:10.400065] [INFO ] [CONFIGURE ] CBL: Testing feature 9/29: add_mfi [2025-11-21T08:51:10.400114] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T08:51:10.682686] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:10.966040] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:11.238204] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:11.513274] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:11.800763] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:12.076977] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:12.346672] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:12.620613] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:12.891374] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:13.169041] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:13.169360] [INFO ] [CONFIGURE ] CBL: DISCARDED add_mfi (score: 70.00%) [2025-11-21T08:51:13.169450] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13234 tests [2025-11-21T08:51:13.169509] [INFO ] [CONFIGURE ] CBL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:51:13.169561] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:51:13.510743] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:13.853297] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:14.169966] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:14.500351] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:51:14.814847] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:15.152927] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:15.483992] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:15.801334] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:16.114020] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:16.429591] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:16.429840] [INFO ] [CONFIGURE ] CBL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:51:16.429902] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13233 tests [2025-11-21T08:51:16.429950] [INFO ] [CONFIGURE ] CBL: Testing feature 11/29: add_obv_daily [2025-11-21T08:51:16.429995] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T08:51:16.670346] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:16.909512] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:17.160185] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:17.403896] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:17.653113] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:17.907144] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:18.161815] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:51:18.404353] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:18.652786] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:18.899623] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:51:18.899816] [INFO ] [CONFIGURE ] CBL: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T08:51:18.899872] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13232 tests [2025-11-21T08:51:18.899942] [INFO ] [CONFIGURE ] CBL: Testing feature 12/29: add_obv_interval [2025-11-21T08:51:18.899987] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T08:51:19.165049] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:19.430249] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:19.683891] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:19.925171] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:51:20.169937] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:20.414309] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:20.696207] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:20.990078] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:51:21.256867] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:21.520169] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:21.520354] [INFO ] [CONFIGURE ] CBL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T08:51:21.520418] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13231 tests [2025-11-21T08:51:21.520483] [INFO ] [CONFIGURE ] CBL: Testing feature 13/29: add_opening_strength [2025-11-21T08:51:21.520532] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:51:21.804557] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:22.080581] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:22.358664] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:22.643580] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:51:22.924399] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:23.205219] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:23.483787] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:23.765060] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:24.045939] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:51:24.362637] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:51:24.362891] [INFO ] [CONFIGURE ] CBL: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T08:51:24.362965] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13230 tests [2025-11-21T08:51:24.363065] [INFO ] [CONFIGURE ] CBL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:51:24.363119] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T08:51:24.681624] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:24.998705] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:25.296811] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:25.538731] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:51:25.810235] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:26.084256] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:26.361456] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:26.629200] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:26.899276] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:27.171940] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:27.172110] [INFO ] [CONFIGURE ] CBL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:51:27.172166] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13229 tests [2025-11-21T08:51:27.172214] [INFO ] [CONFIGURE ] CBL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:51:27.172258] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T08:51:27.418470] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:27.668570] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:27.928559] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:28.187343] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:28.434674] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:28.686164] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:28.937884] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:29.181893] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:29.427409] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:29.669176] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:29.669378] [INFO ] [CONFIGURE ] CBL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T08:51:29.669441] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13228 tests [2025-11-21T08:51:29.669492] [INFO ] [CONFIGURE ] CBL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:51:29.669542] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:51:29.942944] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:30.198088] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:30.457261] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:30.720901] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:30.985010] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:31.244826] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:31.503038] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:31.758612] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:32.020436] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:32.279510] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:51:32.279714] [INFO ] [CONFIGURE ] CBL: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T08:51:32.279774] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13227 tests [2025-11-21T08:51:32.279820] [INFO ] [CONFIGURE ] CBL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:51:32.279863] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T08:51:32.574405] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:32.864737] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:33.169663] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:33.456550] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:33.738621] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:34.040089] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:51:34.335775] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:34.632816] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:34.928572] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:35.224836] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:51:35.225036] [INFO ] [CONFIGURE ] CBL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:51:35.225095] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13226 tests [2025-11-21T08:51:35.225150] [INFO ] [CONFIGURE ] CBL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:51:35.225208] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T08:51:35.501735] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:35.791633] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:36.070762] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:36.349884] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:36.618778] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:36.900017] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:37.181036] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T08:51:37.451519] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:51:37.729402] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:37.981535] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:37.981727] [INFO ] [CONFIGURE ] CBL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:51:37.981786] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13225 tests [2025-11-21T08:51:37.981856] [INFO ] [CONFIGURE ] CBL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:51:37.981903] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T08:51:38.234561] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:38.488693] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:38.741885] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:38.997581] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:39.279946] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:39.561680] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:39.836565] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:40.110087] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:40.384761] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:51:40.666556] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:40.666757] [INFO ] [CONFIGURE ] CBL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T08:51:40.666841] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13224 tests [2025-11-21T08:51:40.666889] [INFO ] [CONFIGURE ] CBL: Testing feature 20/29: add_price_rejection [2025-11-21T08:51:40.666932] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T08:51:40.957047] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:41.239918] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:41.521455] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:41.820809] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:42.128419] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:42.434022] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:42.735497] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:43.023676] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:43.319393] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:43.612212] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:51:43.612390] [INFO ] [CONFIGURE ] CBL: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T08:51:43.612590] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13223 tests [2025-11-21T08:51:43.612661] [INFO ] [CONFIGURE ] CBL: Testing feature 21/29: add_range_position [2025-11-21T08:51:43.612709] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T08:51:43.927821] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:44.233020] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:44.538666] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:44.843408] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:45.155562] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:45.467466] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:45.793802] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:46.110020] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:51:46.414569] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:46.720850] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:46.721032] [INFO ] [CONFIGURE ] CBL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T08:51:46.721089] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13222 tests [2025-11-21T08:51:46.721137] [INFO ] [CONFIGURE ] CBL: Testing feature 22/29: add_realized_volatility [2025-11-21T08:51:46.721263] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T08:51:47.098576] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:47.475101] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:47.852609] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:48.236784] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:48.619827] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:48.996898] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:51:49.374976] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:49.755069] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:50.136732] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:50.515348] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:51:50.515536] [INFO ] [CONFIGURE ] CBL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:51:50.515597] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13221 tests [2025-11-21T08:51:50.515669] [INFO ] [CONFIGURE ] CBL: Testing feature 23/29: add_recent_range_context [2025-11-21T08:51:50.515717] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T08:51:50.807935] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:51.101076] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:51.388166] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:51.678599] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:51.964398] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:52.275434] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:52.571735] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:52.867823] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:53.175851] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:51:53.464154] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:53.464328] [INFO ] [CONFIGURE ] CBL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T08:51:53.464385] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13220 tests [2025-11-21T08:51:53.464433] [INFO ] [CONFIGURE ] CBL: Testing feature 24/29: add_rsi [2025-11-21T08:51:53.464478] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T08:51:53.795451] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:54.110558] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:54.432484] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:51:54.748002] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:51:55.070193] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:55.384015] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:55.739411] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:56.054237] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:56.378173] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:51:56.687465] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:51:56.687667] [INFO ] [CONFIGURE ] CBL: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:51:56.687724] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13219 tests [2025-11-21T08:51:56.687771] [INFO ] [CONFIGURE ] CBL: Testing feature 25/29: add_tick_distribution [2025-11-21T08:51:56.687813] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T08:51:56.965170] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:57.242920] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:51:57.525946] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:51:57.806068] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:51:58.081375] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:51:58.366393] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:51:58.649482] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:51:58.932190] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:51:59.208091] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:51:59.474796] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:51:59.474996] [INFO ] [CONFIGURE ] CBL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T08:51:59.475055] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13218 tests [2025-11-21T08:51:59.475152] [INFO ] [CONFIGURE ] CBL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:51:59.475203] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T08:51:59.723561] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:51:59.974630] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:00.225203] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:52:00.524402] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:52:01.323916] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:52:01.633700] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:52:01.897475] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:52:02.151108] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:52:02.409438] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:52:02.674784] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:02.675017] [INFO ] [CONFIGURE ] CBL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T08:52:02.675078] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13217 tests [2025-11-21T08:52:02.675157] [INFO ] [CONFIGURE ] CBL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:52:02.675206] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T08:52:02.964668] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:52:03.242897] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:03.521036] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:52:03.800625] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:52:04.088332] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:52:04.373006] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:52:04.657586] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:52:04.941085] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:52:05.222326] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:52:05.515741] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:52:05.515977] [INFO ] [CONFIGURE ] CBL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:52:05.516034] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13216 tests [2025-11-21T08:52:05.516158] [INFO ] [CONFIGURE ] CBL: Testing feature 28/29: add_volume_profile [2025-11-21T08:52:05.516206] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T08:52:05.805248] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:52:06.124218] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:06.442972] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:52:06.765404] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:52:07.062192] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:52:07.358368] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:52:07.670572] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:52:07.973512] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:52:08.273097] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:52:08.581999] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:52:08.582190] [INFO ] [CONFIGURE ] CBL: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:52:08.582247] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13215 tests [2025-11-21T08:52:08.582300] [INFO ] [CONFIGURE ] CBL: Testing feature 29/29: add_vwap [2025-11-21T08:52:08.582349] [INFO ] [CONFIGURE ] CBL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T08:52:08.894954] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:52:09.201518] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:09.512468] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:09.802460] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:52:10.081987] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:52:10.356336] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:52:10.630824] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T08:52:10.926894] [DEBUG] [FORECASTER] CBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:52:11.236685] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:52:11.541007] [DEBUG] [FORECASTER] CBL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:52:11.541206] [INFO ] [CONFIGURE ] CBL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T08:52:11.541264] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13214 tests [2025-11-21T08:52:11.541315] [INFO ] [CONFIGURE ] CBL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:52:11.541361] [INFO ] [CONFIGURE ] CBL: Best accuracy: 80.00% [2025-11-21T08:52:11.541403] [INFO ] [CONFIGURE ] CBL: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T08:52:11.541443] [INFO ] [CONFIGURE ] CBL: Improvement over baseline: 40.00% [2025-11-21T08:52:11.541480] [INFO ] [CONFIGURE ] CBL: Total time: 1.4 minutes [2025-11-21T08:52:11.541518] [INFO ] [CONFIGURE ] CBL: Average time per feature: 2.8 seconds [2025-11-21T08:52:11.541556] [INFO ] [CONFIGURE ] CBL: Average speed: 0.35 features/sec [2025-11-21T08:52:11.541907] [INFO ] [LOCAL ] Saved configuration for CBL: 3 features, 80.00% accuracy -> ./output/feature-sets/CBL.json [2025-11-21T08:52:11.541965] [INFO ] [CONFIGURE ] CBL: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T08:52:11.542016] [INFO ] [sig ] [270/723] Successfully configured CBL | 0.01 sym/s | Total: 6.3h | ETA: 10.6h [2025-11-21T08:52:11.542062] [INFO ] [sig ] [271/723] Configuring CBRE... [2025-11-21T08:52:11.542101] [INFO ] [CONFIGURE ] CBRE: Configurate test run. [2025-11-21T08:52:11.542140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-11-21T08:52:11.728450] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBRE'. [2025-11-21T08:52:11.728901] [INFO ] [CONFIGURE ] CBRE: Testing with 29 available features [2025-11-21T08:52:11.728981] [INFO ] [CONFIGURE ] CBRE: Establishing baseline with no features... [2025-11-21T08:52:11.903663] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:12.084434] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:12.267341] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:12.450046] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:12.631596] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:12.808942] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:12.988288] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:13.169006] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:13.349280] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:13.529923] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:52:13.530106] [INFO ] [CONFIGURE ] CBRE: Baseline score (no features): 50.00% [2025-11-21T08:52:13.530154] [INFO ] [CONFIGURE ] CBRE: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:52:13.530192] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:52:13.746741] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:13.963340] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:14.183315] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:14.401422] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:14.620259] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:14.838961] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:15.058857] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:15.282797] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:15.500730] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:15.726799] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:15.726981] [INFO ] [CONFIGURE ] CBRE: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T08:52:15.727064] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13213 tests [2025-11-21T08:52:15.727122] [INFO ] [CONFIGURE ] CBRE: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:52:15.727167] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T08:52:15.981015] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:16.236245] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:16.490715] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:52:16.741754] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:16.992044] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:17.249019] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:17.508767] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:17.766112] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:18.024490] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:18.284107] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:18.284278] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T08:52:18.284336] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13212 tests [2025-11-21T08:52:18.284385] [INFO ] [CONFIGURE ] CBRE: Testing feature 3/29: add_daily_returns [2025-11-21T08:52:18.284430] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T08:52:18.511417] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:52:18.736766] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:18.977830] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:19.205385] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:52:19.436264] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:19.671006] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:19.904541] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:20.143255] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:20.386626] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:20.623556] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:20.623754] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T08:52:20.623826] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13211 tests [2025-11-21T08:52:20.623887] [INFO ] [CONFIGURE ] CBRE: Testing feature 4/29: add_ema [2025-11-21T08:52:20.623935] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T08:52:20.899069] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:21.171606] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:21.439099] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:21.711128] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:21.983221] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:22.254699] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:22.526942] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:22.802069] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:23.071439] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:23.347614] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:23.347820] [INFO ] [CONFIGURE ] CBRE: KEPT add_ema (score: 70.00%) [2025-11-21T08:52:23.347869] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13210 tests [2025-11-21T08:52:23.347907] [INFO ] [CONFIGURE ] CBRE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:52:23.347941] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:52:23.646891] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:52:23.944860] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:24.240225] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:52:24.541300] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:52:24.853137] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:25.156279] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:25.460457] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:25.776613] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:26.096294] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:52:26.393698] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:52:26.393914] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T08:52:26.393978] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13209 tests [2025-11-21T08:52:26.394038] [INFO ] [CONFIGURE ] CBRE: Testing feature 6/29: add_failed_moves [2025-11-21T08:52:26.394089] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T08:52:26.670369] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:26.942741] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:27.212021] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:27.492364] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:27.776205] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:28.062089] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:28.343816] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:28.630738] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:28.919756] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:29.205616] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:52:29.205823] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T08:52:29.205884] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13208 tests [2025-11-21T08:52:29.205943] [INFO ] [CONFIGURE ] CBRE: Testing feature 7/29: add_lag_shelf [2025-11-21T08:52:29.205996] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T08:52:29.472666] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:29.731701] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:29.990722] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:30.259636] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:30.509817] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:30.789686] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:31.066052] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:31.343817] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:31.632277] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:31.918179] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:31.918463] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:52:31.918555] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13207 tests [2025-11-21T08:52:31.918609] [INFO ] [CONFIGURE ] CBRE: Testing feature 8/29: add_macd [2025-11-21T08:52:31.918676] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T08:52:32.274458] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:52:32.668466] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:33.160090] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:33.590398] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:52:33.936031] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:34.247828] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:34.565099] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:34.891904] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:35.215717] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:35.569060] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:35.569380] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:52:35.569440] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13206 tests [2025-11-21T08:52:35.569495] [INFO ] [CONFIGURE ] CBRE: Testing feature 9/29: add_mfi [2025-11-21T08:52:35.569538] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T08:52:35.878274] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:36.179321] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:36.475106] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:36.773634] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:37.066930] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:37.373321] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:37.674890] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:37.971919] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:38.281334] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:38.543102] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:52:38.543304] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T08:52:38.543360] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13205 tests [2025-11-21T08:52:38.543409] [INFO ] [CONFIGURE ] CBRE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:52:38.543459] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:52:38.860409] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:39.196125] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:39.509384] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:52:39.824421] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:52:40.159507] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:40.488873] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:40.838024] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:41.173287] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:41.522762] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:41.862581] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:41.862780] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T08:52:41.862840] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13204 tests [2025-11-21T08:52:41.862889] [INFO ] [CONFIGURE ] CBRE: Testing feature 11/29: add_obv_daily [2025-11-21T08:52:41.862984] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T08:52:42.133792] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:52:42.413529] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:42.716936] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:42.995316] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:43.268794] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:43.544814] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:43.829101] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:44.110999] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:44.386478] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:44.665636] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:44.665890] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T08:52:44.666042] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13203 tests [2025-11-21T08:52:44.666110] [INFO ] [CONFIGURE ] CBRE: Testing feature 12/29: add_obv_interval [2025-11-21T08:52:44.666175] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T08:52:44.927154] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:45.190051] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:45.455806] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:45.715554] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:52:45.985295] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:46.282608] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:46.567179] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:46.855280] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:47.146322] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:47.440810] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:47.440994] [INFO ] [CONFIGURE ] CBRE: KEPT add_obv_interval (score: 80.00%) [2025-11-21T08:52:47.441053] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13202 tests [2025-11-21T08:52:47.441101] [INFO ] [CONFIGURE ] CBRE: Testing feature 13/29: add_opening_strength [2025-11-21T08:52:47.441207] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:52:47.753817] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:48.081224] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:48.376226] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:52:48.657726] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:52:48.952506] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:49.237467] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:49.519436] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:49.803665] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:50.087626] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:50.378547] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:50.378737] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T08:52:50.378795] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13201 tests [2025-11-21T08:52:50.378911] [INFO ] [CONFIGURE ] CBRE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:52:50.378960] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T08:52:50.664921] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:50.990194] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:51.305978] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:51.621488] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:51.937196] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:52.257269] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:52.583243] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:52.904728] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:53.225053] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:53.542850] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:53.543103] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T08:52:53.543190] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13200 tests [2025-11-21T08:52:53.543239] [INFO ] [CONFIGURE ] CBRE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:52:53.543284] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T08:52:53.825484] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:54.136076] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:52:54.419842] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:54.704761] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:54.985106] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:55.262084] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:55.540837] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:55.822471] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:56.111086] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:56.391296] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:56.391463] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:52:56.391521] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13199 tests [2025-11-21T08:52:56.391605] [INFO ] [CONFIGURE ] CBRE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:52:56.391666] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T08:52:56.693025] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:52:56.986798] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:52:57.270255] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:52:57.575318] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:52:57.881558] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:52:58.181673] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:52:58.494308] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:52:58.810055] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:52:59.119280] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:52:59.431543] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:52:59.431734] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:52:59.431793] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13198 tests [2025-11-21T08:52:59.431909] [INFO ] [CONFIGURE ] CBRE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:52:59.431955] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T08:52:59.740352] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:00.060325] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:00.396591] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:01.451434] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:01.796105] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:02.108119] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:02.420136] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:02.732105] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:03.024987] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:03.317184] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:03.317365] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T08:53:03.317422] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13197 tests [2025-11-21T08:53:03.317469] [INFO ] [CONFIGURE ] CBRE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:53:03.317534] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T08:53:03.571633] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:03.819893] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:04.073317] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:04.325882] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:04.579498] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:04.845361] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:05.104096] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:05.359869] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:05.615981] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:05.876240] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:05.876430] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:53:05.876486] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13196 tests [2025-11-21T08:53:05.876532] [INFO ] [CONFIGURE ] CBRE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:53:05.876574] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T08:53:06.141391] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:06.408523] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:53:06.670364] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:06.953139] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:07.228794] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:07.500932] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:07.772431] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:08.044212] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:08.318249] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:08.584868] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:08.585037] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:53:08.585092] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13195 tests [2025-11-21T08:53:08.585133] [INFO ] [CONFIGURE ] CBRE: Testing feature 20/29: add_price_rejection [2025-11-21T08:53:08.585176] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T08:53:08.855384] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:09.132807] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:09.403481] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:09.671461] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:09.946416] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:10.219223] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:10.493199] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:10.767323] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:11.042565] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:11.322323] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:11.322494] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:53:11.322553] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13194 tests [2025-11-21T08:53:11.322601] [INFO ] [CONFIGURE ] CBRE: Testing feature 21/29: add_range_position [2025-11-21T08:53:11.322666] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position'] [2025-11-21T08:53:11.646137] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:11.958225] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:12.258844] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:53:12.566431] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:12.867385] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:13.166341] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:13.461238] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:13.756443] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:14.061014] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:14.364753] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:14.364948] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_range_position (score: 70.00%) [2025-11-21T08:53:14.365013] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13193 tests [2025-11-21T08:53:14.365063] [INFO ] [CONFIGURE ] CBRE: Testing feature 22/29: add_realized_volatility [2025-11-21T08:53:14.365108] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T08:53:14.789087] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:15.178326] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:15.561050] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:15.956921] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:16.349183] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:16.734043] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:17.119228] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:17.507404] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:17.893815] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:18.290937] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:18.291138] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T08:53:18.291199] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13192 tests [2025-11-21T08:53:18.291249] [INFO ] [CONFIGURE ] CBRE: Testing feature 23/29: add_recent_range_context [2025-11-21T08:53:18.291296] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T08:53:18.556988] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:18.820811] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:19.091904] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:19.353445] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:19.617237] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:19.886270] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:20.149217] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:20.411214] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:20.712713] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:21.032415] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:21.032688] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T08:53:21.032775] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13191 tests [2025-11-21T08:53:21.032849] [INFO ] [CONFIGURE ] CBRE: Testing feature 24/29: add_rsi [2025-11-21T08:53:21.032917] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_rsi'] [2025-11-21T08:53:21.302285] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:21.546264] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:53:21.806808] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:22.088968] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:22.366545] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:22.645310] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:22.930566] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:23.211273] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:23.490866] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:23.765257] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:23.765434] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T08:53:23.765490] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13190 tests [2025-11-21T08:53:23.765538] [INFO ] [CONFIGURE ] CBRE: Testing feature 25/29: add_tick_distribution [2025-11-21T08:53:23.765582] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T08:53:24.036468] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:24.305127] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:24.570117] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:24.839727] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:25.107559] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:25.379290] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:25.653516] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:25.929759] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:26.207309] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:26.507446] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:26.507680] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T08:53:26.507742] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13189 tests [2025-11-21T08:53:26.507792] [INFO ] [CONFIGURE ] CBRE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:53:26.507837] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T08:53:26.809794] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:53:27.112729] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:27.403960] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:27.703861] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:27.979936] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:28.256529] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:28.529060] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:28.807294] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:29.078849] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:29.355715] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:29.355896] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:53:29.355953] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13188 tests [2025-11-21T08:53:29.355999] [INFO ] [CONFIGURE ] CBRE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:53:29.356036] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T08:53:29.639309] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:29.923686] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:53:30.228460] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:30.539143] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:30.843801] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:31.148127] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:31.467074] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:31.775329] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:32.095463] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:32.404944] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:32.405139] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T08:53:32.405199] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13187 tests [2025-11-21T08:53:32.405268] [INFO ] [CONFIGURE ] CBRE: Testing feature 28/29: add_volume_profile [2025-11-21T08:53:32.405325] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T08:53:32.716475] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:33.026159] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:53:33.333781] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:33.638460] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:33.943633] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:34.267388] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:34.585756] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:34.905525] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:35.215917] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:53:35.537856] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:35.538050] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:53:35.538108] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13186 tests [2025-11-21T08:53:35.538155] [INFO ] [CONFIGURE ] CBRE: Testing feature 29/29: add_vwap [2025-11-21T08:53:35.538198] [INFO ] [CONFIGURE ] CBRE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_vwap'] [2025-11-21T08:53:35.849852] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:53:36.187222] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:53:36.503476] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:36.839754] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:37.157009] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:53:37.476920] [DEBUG] [FORECASTER] CBRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:37.797509] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:38.116704] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:38.432047] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:53:38.750760] [DEBUG] [FORECASTER] CBRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T08:53:38.750949] [INFO ] [CONFIGURE ] CBRE: DISCARDED add_vwap (score: 50.00%) [2025-11-21T08:53:38.751007] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13185 tests [2025-11-21T08:53:38.751056] [INFO ] [CONFIGURE ] CBRE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:53:38.751099] [INFO ] [CONFIGURE ] CBRE: Best accuracy: 80.00% [2025-11-21T08:53:38.751141] [INFO ] [CONFIGURE ] CBRE: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T08:53:38.751181] [INFO ] [CONFIGURE ] CBRE: Improvement over baseline: 30.00% [2025-11-21T08:53:38.751220] [INFO ] [CONFIGURE ] CBRE: Total time: 1.4 minutes [2025-11-21T08:53:38.751257] [INFO ] [CONFIGURE ] CBRE: Average time per feature: 2.9 seconds [2025-11-21T08:53:38.751295] [INFO ] [CONFIGURE ] CBRE: Average speed: 0.34 features/sec [2025-11-21T08:53:38.751852] [INFO ] [LOCAL ] Saved configuration for CBRE: 3 features, 80.00% accuracy -> ./output/feature-sets/CBRE.json [2025-11-21T08:53:38.751912] [INFO ] [CONFIGURE ] CBRE: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T08:53:38.751961] [INFO ] [sig ] [271/723] Successfully configured CBRE | 0.01 sym/s | Total: 6.3h | ETA: 10.6h [2025-11-21T08:53:38.752008] [INFO ] [sig ] [272/723] Configuring CBT... [2025-11-21T08:53:38.752056] [INFO ] [CONFIGURE ] CBT: Configurate test run. [2025-11-21T08:53:38.752099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'. [2025-11-21T08:53:38.829889] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBT'. [2025-11-21T08:53:38.830294] [INFO ] [CONFIGURE ] CBT: Testing with 29 available features [2025-11-21T08:53:38.830362] [INFO ] [CONFIGURE ] CBT: Establishing baseline with no features... [2025-11-21T08:53:39.033542] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:39.246020] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:53:39.448054] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:39.651251] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:39.847416] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:53:40.052593] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:40.252606] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:40.463051] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:40.659822] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:53:40.878176] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:40.878618] [INFO ] [CONFIGURE ] CBT: Baseline score (no features): 80.00% [2025-11-21T08:53:40.878890] [INFO ] [CONFIGURE ] CBT: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:53:40.879011] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:53:41.133214] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:41.366769] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:53:41.611813] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:41.852789] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:42.082301] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:53:42.307889] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:42.533230] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:53:42.755320] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:42.981512] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:53:43.221348] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:43.221517] [INFO ] [CONFIGURE ] CBT: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:53:43.221567] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13184 tests [2025-11-21T08:53:43.221607] [INFO ] [CONFIGURE ] CBT: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:53:43.221660] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:53:43.459599] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:43.698373] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:53:43.936003] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:44.175917] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:44.414262] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:53:44.651620] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:44.893150] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:53:45.132198] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:45.373995] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:53:45.609976] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:45.610152] [INFO ] [CONFIGURE ] CBT: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T08:53:45.610199] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13183 tests [2025-11-21T08:53:45.610237] [INFO ] [CONFIGURE ] CBT: Testing feature 3/29: add_daily_returns [2025-11-21T08:53:45.610271] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_daily_returns'] [2025-11-21T08:53:45.819876] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:46.036099] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:53:46.251955] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:46.460702] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:46.672026] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:53:46.883448] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:53:47.095934] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:47.302632] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:47.507845] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:53:47.727919] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:47.728271] [INFO ] [CONFIGURE ] CBT: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T08:53:47.728376] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13182 tests [2025-11-21T08:53:47.728486] [INFO ] [CONFIGURE ] CBT: Testing feature 4/29: add_ema [2025-11-21T08:53:47.728580] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_ema'] [2025-11-21T08:53:47.971974] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:48.213256] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:53:48.456356] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:48.698904] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:48.950074] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:53:49.196437] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:49.439185] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:49.683232] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:49.924714] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:53:50.172755] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:50.173132] [INFO ] [CONFIGURE ] CBT: DISCARDED add_ema (score: 70.00%) [2025-11-21T08:53:50.173252] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13181 tests [2025-11-21T08:53:50.173380] [INFO ] [CONFIGURE ] CBT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:53:50.173464] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:53:50.419681] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:53:50.663373] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:53:50.908095] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:51.169416] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:51.412283] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:53:51.655640] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:51.903031] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:52.156723] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:52.402631] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:53:52.653478] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:52.653692] [INFO ] [CONFIGURE ] CBT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T08:53:52.653751] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13180 tests [2025-11-21T08:53:52.653790] [INFO ] [CONFIGURE ] CBT: Testing feature 6/29: add_failed_moves [2025-11-21T08:53:52.653897] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_failed_moves'] [2025-11-21T08:53:52.862525] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:53.068243] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:53:53.265483] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:53.457831] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:53.656201] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:53:53.853384] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:54.051803] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:53:54.253248] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:54.454000] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:53:54.667768] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:54.667962] [INFO ] [CONFIGURE ] CBT: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T08:53:54.668011] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13179 tests [2025-11-21T08:53:54.668048] [INFO ] [CONFIGURE ] CBT: Testing feature 7/29: add_lag_shelf [2025-11-21T08:53:54.668082] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_lag_shelf'] [2025-11-21T08:53:54.860556] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:55.053980] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:53:55.246699] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:55.443959] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:53:55.641043] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:53:55.836825] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:56.035494] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:56.239325] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:56.442665] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:53:56.637629] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:56.637835] [INFO ] [CONFIGURE ] CBT: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T08:53:56.637895] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13178 tests [2025-11-21T08:53:56.637941] [INFO ] [CONFIGURE ] CBT: Testing feature 8/29: add_macd [2025-11-21T08:53:56.637977] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T08:53:56.927698] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:57.207857] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:53:57.483294] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:53:57.765447] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:53:58.045577] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:53:58.323257] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:53:58.598757] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:53:58.877677] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:53:59.161744] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:53:59.460183] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:53:59.460398] [INFO ] [CONFIGURE ] CBT: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:53:59.460455] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13177 tests [2025-11-21T08:53:59.460505] [INFO ] [CONFIGURE ] CBT: Testing feature 9/29: add_mfi [2025-11-21T08:53:59.460547] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_mfi'] [2025-11-21T08:53:59.647846] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:53:59.834503] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:00.024011] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:00.211734] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:00.414382] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:00.674830] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:01.452954] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:01.699997] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:01.902450] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:54:02.118443] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:02.118631] [INFO ] [CONFIGURE ] CBT: DISCARDED add_mfi (score: 70.00%) [2025-11-21T08:54:02.118711] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13176 tests [2025-11-21T08:54:02.118763] [INFO ] [CONFIGURE ] CBT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:54:02.118809] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:54:02.412955] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:02.709265] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:03.000607] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:03.309247] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:03.614121] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:03.916991] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:04.226816] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:04.520840] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:04.820119] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:05.094067] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:05.094238] [INFO ] [CONFIGURE ] CBT: KEPT add_momentum_acceleration (score: 90.00%) [2025-11-21T08:54:05.094293] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13175 tests [2025-11-21T08:54:05.094339] [INFO ] [CONFIGURE ] CBT: Testing feature 11/29: add_obv_daily [2025-11-21T08:54:05.094447] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T08:54:05.418722] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:05.745597] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:06.065399] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:06.383636] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:06.688869] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:06.999704] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:07.310132] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:07.616205] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:07.930083] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:08.231543] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:08.231797] [INFO ] [CONFIGURE ] CBT: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T08:54:08.231859] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13174 tests [2025-11-21T08:54:08.231908] [INFO ] [CONFIGURE ] CBT: Testing feature 12/29: add_obv_interval [2025-11-21T08:54:08.231952] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T08:54:08.538360] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:08.843881] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:09.147081] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:09.467931] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:09.767918] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:10.075756] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:10.382438] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:54:10.689315] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:11.006303] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:54:11.307075] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:11.307281] [INFO ] [CONFIGURE ] CBT: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T08:54:11.307403] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13173 tests [2025-11-21T08:54:11.307479] [INFO ] [CONFIGURE ] CBT: Testing feature 13/29: add_opening_strength [2025-11-21T08:54:11.307526] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:54:11.631425] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:11.978618] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:12.362737] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:12.699090] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:13.025722] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:13.332138] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:13.688203] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:14.081021] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:54:14.423765] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:14.767166] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:14.767411] [INFO ] [CONFIGURE ] CBT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T08:54:14.767473] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13172 tests [2025-11-21T08:54:14.767523] [INFO ] [CONFIGURE ] CBT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:54:14.767567] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T08:54:15.077082] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:15.390358] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:54:15.707015] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:16.021478] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:16.301550] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:16.618508] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:16.936715] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:17.260756] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:17.596924] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:17.932674] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:17.932848] [INFO ] [CONFIGURE ] CBT: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T08:54:17.932906] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13171 tests [2025-11-21T08:54:17.932954] [INFO ] [CONFIGURE ] CBT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:54:17.932998] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T08:54:18.236727] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:18.543066] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:18.852567] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:19.153271] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:19.464811] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:19.778896] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:20.099619] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:20.414103] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:20.718611] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:21.036005] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:21.036193] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T08:54:21.036258] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13170 tests [2025-11-21T08:54:21.036305] [INFO ] [CONFIGURE ] CBT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:54:21.036349] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T08:54:21.346546] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:21.660669] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:54:21.979604] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:22.291613] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:22.586682] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:22.885542] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:23.192608] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:54:23.489313] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:23.792852] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:54:24.115125] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:24.115311] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T08:54:24.115370] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13169 tests [2025-11-21T08:54:24.115417] [INFO ] [CONFIGURE ] CBT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:54:24.115460] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T08:54:24.404555] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:24.684419] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:24.978819] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:25.261467] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:25.556036] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:25.864809] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:26.177612] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:54:26.479785] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:26.781086] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:27.075983] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:27.076170] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T08:54:27.076226] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13168 tests [2025-11-21T08:54:27.076277] [INFO ] [CONFIGURE ] CBT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:54:27.076364] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T08:54:27.355224] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:27.624551] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:27.904816] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:28.192801] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:28.485171] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:28.776918] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:29.082786] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:29.373471] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:29.666071] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:54:29.963108] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:29.963325] [INFO ] [CONFIGURE ] CBT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T08:54:29.963387] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13167 tests [2025-11-21T08:54:29.963439] [INFO ] [CONFIGURE ] CBT: Testing feature 20/29: add_price_rejection [2025-11-21T08:54:29.963487] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T08:54:30.281292] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:30.604761] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:30.928285] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:31.252743] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:31.558634] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:31.862261] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:32.172526] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:54:32.502316] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:54:32.816816] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:33.132631] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:33.132827] [INFO ] [CONFIGURE ] CBT: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T08:54:33.132882] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13166 tests [2025-11-21T08:54:33.132929] [INFO ] [CONFIGURE ] CBT: Testing feature 21/29: add_range_position [2025-11-21T08:54:33.132971] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T08:54:33.451429] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:33.781127] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:34.105420] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:34.417960] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:34.730529] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:35.044928] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:35.347313] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:35.655778] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:35.960824] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:36.295938] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:36.296145] [INFO ] [CONFIGURE ] CBT: DISCARDED add_range_position (score: 90.00%) [2025-11-21T08:54:36.296205] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13165 tests [2025-11-21T08:54:36.296255] [INFO ] [CONFIGURE ] CBT: Testing feature 22/29: add_realized_volatility [2025-11-21T08:54:36.296300] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T08:54:36.755143] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:37.201413] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:37.632380] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:38.065167] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:38.497005] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:38.934314] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:39.358624] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:39.781230] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:40.196832] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:40.618026] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:40.618238] [INFO ] [CONFIGURE ] CBT: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T08:54:40.618298] [INFO ] [CONFIGURE ] JOB ETA: 10.5h | Avg: 2.9s/test | Remaining: 13164 tests [2025-11-21T08:54:40.618348] [INFO ] [CONFIGURE ] CBT: Testing feature 23/29: add_recent_range_context [2025-11-21T08:54:40.618392] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T08:54:40.924067] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:41.243240] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:41.558843] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:41.840105] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:42.125376] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:42.408489] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:42.697675] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:43.009594] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:43.301634] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:43.594088] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:43.594266] [INFO ] [CONFIGURE ] CBT: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T08:54:43.594321] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13163 tests [2025-11-21T08:54:43.594368] [INFO ] [CONFIGURE ] CBT: Testing feature 24/29: add_rsi [2025-11-21T08:54:43.594410] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T08:54:43.906973] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:44.237333] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:44.562417] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:44.908710] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:45.252510] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:45.573048] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:45.893852] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:54:46.221098] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:46.541552] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:46.860735] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:46.860912] [INFO ] [CONFIGURE ] CBT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:54:46.860968] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13162 tests [2025-11-21T08:54:46.861016] [INFO ] [CONFIGURE ] CBT: Testing feature 25/29: add_tick_distribution [2025-11-21T08:54:46.861059] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T08:54:47.130981] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:47.405714] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:47.683265] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:47.957285] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:48.234060] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:48.517545] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:48.798568] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:49.080410] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:49.363168] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:49.643423] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:49.643625] [INFO ] [CONFIGURE ] CBT: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T08:54:49.643711] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13161 tests [2025-11-21T08:54:49.643761] [INFO ] [CONFIGURE ] CBT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:54:49.643805] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T08:54:49.931431] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:50.224965] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:54:50.515005] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:50.808762] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:51.103947] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T08:54:51.423205] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:51.754406] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:52.052100] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:52.359378] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:54:52.669176] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:52.669382] [INFO ] [CONFIGURE ] CBT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:54:52.669466] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13160 tests [2025-11-21T08:54:52.669518] [INFO ] [CONFIGURE ] CBT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:54:52.669566] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T08:54:52.997726] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:53.306080] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:54:53.615302] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:53.932205] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:54.248521] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:54.563028] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:54.879668] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:55.187512] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:55.501906] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:54:55.812263] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:55.812446] [INFO ] [CONFIGURE ] CBT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T08:54:55.812503] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13159 tests [2025-11-21T08:54:55.812551] [INFO ] [CONFIGURE ] CBT: Testing feature 28/29: add_volume_profile [2025-11-21T08:54:55.812594] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T08:54:56.101835] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:56.385499] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:56.665087] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:56.949980] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:54:57.234846] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:54:57.525523] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:54:57.816040] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:54:58.124875] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:54:58.431463] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:54:58.720094] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:54:58.720290] [INFO ] [CONFIGURE ] CBT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T08:54:58.720353] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13158 tests [2025-11-21T08:54:58.720402] [INFO ] [CONFIGURE ] CBT: Testing feature 29/29: add_vwap [2025-11-21T08:54:58.720448] [INFO ] [CONFIGURE ] CBT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T08:54:59.016103] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:54:59.313918] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:54:59.608256] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:54:59.902542] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:00.200531] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T08:55:00.513365] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:00.935023] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:01.952909] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:02.240468] [DEBUG] [FORECASTER] CBT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:55:02.530980] [DEBUG] [FORECASTER] CBT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:55:02.531166] [INFO ] [CONFIGURE ] CBT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T08:55:02.531222] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13157 tests [2025-11-21T08:55:02.531271] [INFO ] [CONFIGURE ] CBT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:55:02.531310] [INFO ] [CONFIGURE ] CBT: Best accuracy: 90.00% [2025-11-21T08:55:02.531349] [INFO ] [CONFIGURE ] CBT: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:55:02.531388] [INFO ] [CONFIGURE ] CBT: Improvement over baseline: 10.00% [2025-11-21T08:55:02.531424] [INFO ] [CONFIGURE ] CBT: Total time: 1.4 minutes [2025-11-21T08:55:02.531458] [INFO ] [CONFIGURE ] CBT: Average time per feature: 2.9 seconds [2025-11-21T08:55:02.531493] [INFO ] [CONFIGURE ] CBT: Average speed: 0.36 features/sec [2025-11-21T08:55:02.531802] [INFO ] [LOCAL ] Saved configuration for CBT: 2 features, 90.00% accuracy -> ./output/feature-sets/CBT.json [2025-11-21T08:55:02.531861] [INFO ] [CONFIGURE ] CBT: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T08:55:02.531906] [INFO ] [sig ] [272/723] Successfully configured CBT | 0.01 sym/s | Total: 6.4h | ETA: 10.5h [2025-11-21T08:55:02.531948] [INFO ] [sig ] [273/723] Configuring CBU... [2025-11-21T08:55:02.531986] [INFO ] [CONFIGURE ] CBU: Configurate test run. [2025-11-21T08:55:02.532024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'. [2025-11-21T08:55:02.638608] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBU'. [2025-11-21T08:55:02.639013] [INFO ] [CONFIGURE ] CBU: Testing with 29 available features [2025-11-21T08:55:02.639084] [INFO ] [CONFIGURE ] CBU: Establishing baseline with no features... [2025-11-21T08:55:02.805784] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:02.962957] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:03.128525] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:55:03.294812] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:03.465459] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:03.630661] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:03.799995] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:55:03.969880] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:04.141174] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:55:04.333979] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:04.334167] [INFO ] [CONFIGURE ] CBU: Baseline score (no features): 20.00% [2025-11-21T08:55:04.334216] [INFO ] [CONFIGURE ] CBU: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:55:04.334254] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:55:04.550551] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:04.751247] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:04.952889] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:05.152696] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:05.363824] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:05.566544] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:05.769024] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:55:05.971025] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:06.180315] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:55:06.375984] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:06.376276] [INFO ] [CONFIGURE ] CBU: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T08:55:06.376381] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13156 tests [2025-11-21T08:55:06.376467] [INFO ] [CONFIGURE ] CBU: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:55:06.376570] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:55:06.585426] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:06.789820] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:06.999914] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:55:07.209494] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:07.422064] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:07.641518] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:07.880299] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:08.122698] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:08.375324] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:08.642370] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:08.642755] [INFO ] [CONFIGURE ] CBU: KEPT add_cumulative_delta (score: 30.00%) [2025-11-21T08:55:08.642866] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13155 tests [2025-11-21T08:55:08.642979] [INFO ] [CONFIGURE ] CBU: Testing feature 3/29: add_daily_returns [2025-11-21T08:55:08.643061] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:55:08.896749] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:09.148606] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:09.393152] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:09.635051] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:09.882153] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:10.135056] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:10.380988] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:10.627142] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:10.871757] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:11.126339] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:11.126818] [INFO ] [CONFIGURE ] CBU: KEPT add_daily_returns (score: 50.00%) [2025-11-21T08:55:11.126884] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13154 tests [2025-11-21T08:55:11.126932] [INFO ] [CONFIGURE ] CBU: Testing feature 4/29: add_ema [2025-11-21T08:55:11.126986] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T08:55:11.424045] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:11.701500] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:11.990282] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:12.271919] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:12.555949] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:12.837802] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:13.133266] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:13.421604] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:13.693684] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:13.969984] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:13.970193] [INFO ] [CONFIGURE ] CBU: KEPT add_ema (score: 60.00%) [2025-11-21T08:55:13.970249] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13153 tests [2025-11-21T08:55:13.970298] [INFO ] [CONFIGURE ] CBU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:55:13.970338] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:55:14.299737] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:14.623169] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:14.945639] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:15.270949] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:15.602480] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:15.923729] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:16.257190] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:16.552072] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:16.848567] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:17.139844] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:17.140028] [INFO ] [CONFIGURE ] CBU: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T08:55:17.140078] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13152 tests [2025-11-21T08:55:17.140127] [INFO ] [CONFIGURE ] CBU: Testing feature 6/29: add_failed_moves [2025-11-21T08:55:17.140171] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T08:55:17.396900] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:17.650478] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:17.904082] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:55:18.158568] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:18.427112] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:18.685126] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:18.959276] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:19.249486] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:19.542027] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:19.843732] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:19.843929] [INFO ] [CONFIGURE ] CBU: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T08:55:19.843985] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13151 tests [2025-11-21T08:55:19.844025] [INFO ] [CONFIGURE ] CBU: Testing feature 7/29: add_lag_shelf [2025-11-21T08:55:19.844075] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T08:55:20.117356] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:20.387730] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:20.656966] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:20.934803] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:21.209389] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:21.483376] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:21.757296] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:22.032124] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:22.308225] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:22.582182] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:22.582352] [INFO ] [CONFIGURE ] CBU: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T08:55:22.582412] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13150 tests [2025-11-21T08:55:22.582460] [INFO ] [CONFIGURE ] CBU: Testing feature 8/29: add_macd [2025-11-21T08:55:22.582506] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T08:55:22.977888] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:23.369494] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:23.762467] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:24.171573] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:24.559281] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:24.935230] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:25.304965] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:55:25.681515] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:26.063047] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:26.443631] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:26.443833] [INFO ] [CONFIGURE ] CBU: DISCARDED add_macd (score: 50.00%) [2025-11-21T08:55:26.443891] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13149 tests [2025-11-21T08:55:26.443937] [INFO ] [CONFIGURE ] CBU: Testing feature 9/29: add_mfi [2025-11-21T08:55:26.443980] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T08:55:26.752094] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:27.052366] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:27.350361] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:27.650164] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:27.953762] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:28.277594] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:28.587413] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:28.910037] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:29.234768] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:29.562763] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:29.562980] [INFO ] [CONFIGURE ] CBU: KEPT add_mfi (score: 70.00%) [2025-11-21T08:55:29.563047] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13148 tests [2025-11-21T08:55:29.563098] [INFO ] [CONFIGURE ] CBU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:55:29.563142] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:55:29.988326] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:30.415857] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:30.821585] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:55:31.250140] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:31.664621] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:32.095032] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:32.502585] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:32.909101] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:33.307873] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:33.710405] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:33.710601] [INFO ] [CONFIGURE ] CBU: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:55:33.710677] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13147 tests [2025-11-21T08:55:33.710730] [INFO ] [CONFIGURE ] CBU: Testing feature 11/29: add_obv_daily [2025-11-21T08:55:33.710775] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_obv_daily'] [2025-11-21T08:55:34.028891] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:34.344390] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:34.669849] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:55:34.991001] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:35.315104] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:35.643467] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:55:35.959525] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:36.284263] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:36.615793] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:36.942830] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:36.943623] [INFO ] [CONFIGURE ] CBU: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T08:55:36.943714] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13146 tests [2025-11-21T08:55:36.943769] [INFO ] [CONFIGURE ] CBU: Testing feature 12/29: add_obv_interval [2025-11-21T08:55:36.943819] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_obv_interval'] [2025-11-21T08:55:37.274262] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:37.605899] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:37.933277] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:38.266176] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:38.555403] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:38.849036] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:39.144087] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:39.443481] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:39.739438] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:40.047879] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:40.048084] [INFO ] [CONFIGURE ] CBU: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T08:55:40.048145] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13145 tests [2025-11-21T08:55:40.048195] [INFO ] [CONFIGURE ] CBU: Testing feature 13/29: add_opening_strength [2025-11-21T08:55:40.048242] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_opening_strength'] [2025-11-21T08:55:40.357689] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:40.673115] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:41.012130] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:41.345121] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:55:41.660475] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:41.988999] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:42.294584] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:42.608352] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:42.916430] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:43.234868] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:43.235053] [INFO ] [CONFIGURE ] CBU: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T08:55:43.235108] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13144 tests [2025-11-21T08:55:43.235157] [INFO ] [CONFIGURE ] CBU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:55:43.235200] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T08:55:43.593351] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:43.932171] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:44.276471] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:44.619562] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:44.956986] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:45.290576] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:45.624718] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:55:45.959751] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:46.299052] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:46.647090] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:46.647279] [INFO ] [CONFIGURE ] CBU: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T08:55:46.647336] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13143 tests [2025-11-21T08:55:46.647384] [INFO ] [CONFIGURE ] CBU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:55:46.647428] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T08:55:46.945954] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:47.254998] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:47.551360] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:55:47.849002] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:48.149352] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:48.449544] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:48.754836] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:55:49.060915] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:49.365995] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:49.667601] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:49.667821] [INFO ] [CONFIGURE ] CBU: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T08:55:49.667880] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13142 tests [2025-11-21T08:55:49.667928] [INFO ] [CONFIGURE ] CBU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:55:49.667972] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T08:55:49.996508] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:50.323342] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:50.661860] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:50.991390] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:51.329486] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:51.688961] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:52.023872] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:55:52.359578] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:55:52.710738] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:53.043081] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:53.043313] [INFO ] [CONFIGURE ] CBU: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T08:55:53.043379] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13141 tests [2025-11-21T08:55:53.043428] [INFO ] [CONFIGURE ] CBU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:55:53.043471] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T08:55:53.387327] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:53.716323] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:54.036191] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:54.388387] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:54.721813] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:55.057484] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:55.392800] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:55.742494] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:56.096251] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:56.446548] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:56.446852] [INFO ] [CONFIGURE ] CBU: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:55:56.446914] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13140 tests [2025-11-21T08:55:56.446962] [INFO ] [CONFIGURE ] CBU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:55:56.447005] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T08:55:56.759443] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:55:57.063474] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:55:57.371125] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:55:57.669567] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:55:57.964853] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:55:58.271847] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:55:58.587069] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:55:58.897057] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:55:59.212085] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:55:59.525014] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:55:59.525212] [INFO ] [CONFIGURE ] CBU: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T08:55:59.525273] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13139 tests [2025-11-21T08:55:59.525325] [INFO ] [CONFIGURE ] CBU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:55:59.525371] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T08:55:59.854164] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:00.886866] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:01.325551] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:01.650809] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:01.976530] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:02.286990] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:56:02.602372] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:56:02.911923] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:03.223804] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:03.527793] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:03.528029] [INFO ] [CONFIGURE ] CBU: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:56:03.528089] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13138 tests [2025-11-21T08:56:03.528138] [INFO ] [CONFIGURE ] CBU: Testing feature 20/29: add_price_rejection [2025-11-21T08:56:03.528183] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_price_rejection'] [2025-11-21T08:56:03.820735] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:04.111789] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:04.400487] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:04.686522] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:04.986772] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:05.292310] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:56:05.606512] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:56:05.926876] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:06.242294] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:06.570708] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:06.570980] [INFO ] [CONFIGURE ] CBU: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:56:06.571040] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13137 tests [2025-11-21T08:56:06.571088] [INFO ] [CONFIGURE ] CBU: Testing feature 21/29: add_range_position [2025-11-21T08:56:06.571131] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_range_position'] [2025-11-21T08:56:06.908995] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:07.252767] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:07.571518] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:56:07.901516] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:08.255378] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:08.584935] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:08.928327] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:56:09.266375] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:09.591612] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:09.951473] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:09.951731] [INFO ] [CONFIGURE ] CBU: DISCARDED add_range_position (score: 60.00%) [2025-11-21T08:56:09.951813] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13136 tests [2025-11-21T08:56:09.952043] [INFO ] [CONFIGURE ] CBU: Testing feature 22/29: add_realized_volatility [2025-11-21T08:56:09.952127] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility'] [2025-11-21T08:56:10.502765] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:10.987360] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:11.410475] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:11.821445] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:56:12.248202] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:12.678105] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:13.103825] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:56:13.527337] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:13.953732] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:14.415834] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:14.416047] [INFO ] [CONFIGURE ] CBU: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:56:14.416111] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13135 tests [2025-11-21T08:56:14.416162] [INFO ] [CONFIGURE ] CBU: Testing feature 23/29: add_recent_range_context [2025-11-21T08:56:14.416208] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_recent_range_context'] [2025-11-21T08:56:14.709266] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:15.008169] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:15.301141] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:15.621268] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:15.932671] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:16.257021] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:56:16.576931] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:56:16.891096] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:56:17.204944] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:17.527688] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:17.527924] [INFO ] [CONFIGURE ] CBU: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T08:56:17.527984] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13134 tests [2025-11-21T08:56:17.528035] [INFO ] [CONFIGURE ] CBU: Testing feature 24/29: add_rsi [2025-11-21T08:56:17.528078] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_rsi'] [2025-11-21T08:56:17.842927] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:18.159307] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:18.477678] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:18.797554] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:19.128846] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:19.450595] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:19.777985] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:56:20.102283] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:20.428028] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:20.759826] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:20.760043] [INFO ] [CONFIGURE ] CBU: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:56:20.760103] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13133 tests [2025-11-21T08:56:20.760154] [INFO ] [CONFIGURE ] CBU: Testing feature 25/29: add_tick_distribution [2025-11-21T08:56:20.760201] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_tick_distribution'] [2025-11-21T08:56:21.076527] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:21.401465] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:21.741797] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:56:22.058381] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:22.380588] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:22.700477] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:23.042576] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:23.367442] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:56:23.707542] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:24.051883] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:24.052145] [INFO ] [CONFIGURE ] CBU: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T08:56:24.052217] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13132 tests [2025-11-21T08:56:24.052283] [INFO ] [CONFIGURE ] CBU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:56:24.052345] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T08:56:24.413867] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:24.748552] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:25.071251] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:56:25.396072] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:25.727346] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:26.055873] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:56:26.385275] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:26.721276] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:56:27.049145] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:27.369660] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:27.369872] [INFO ] [CONFIGURE ] CBU: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T08:56:27.369931] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13131 tests [2025-11-21T08:56:27.369979] [INFO ] [CONFIGURE ] CBU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:56:27.370022] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T08:56:27.690567] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T08:56:28.003351] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:28.322949] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:28.643855] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:28.964003] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:29.283325] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:29.605683] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:56:29.927807] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:30.241081] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:30.566194] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:30.566391] [INFO ] [CONFIGURE ] CBU: KEPT add_volume_price_divergence (score: 80.00%) [2025-11-21T08:56:30.566451] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13130 tests [2025-11-21T08:56:30.566500] [INFO ] [CONFIGURE ] CBU: Testing feature 28/29: add_volume_profile [2025-11-21T08:56:30.566544] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T08:56:30.935486] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:31.293296] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:31.669939] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:32.035095] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:56:32.417981] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:56:32.777756] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:33.146271] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:33.513253] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:33.876841] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:34.242008] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:34.242270] [INFO ] [CONFIGURE ] CBU: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T08:56:34.242335] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13129 tests [2025-11-21T08:56:34.242387] [INFO ] [CONFIGURE ] CBU: Testing feature 29/29: add_vwap [2025-11-21T08:56:34.242434] [INFO ] [CONFIGURE ] CBU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T08:56:34.605135] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T08:56:34.965556] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:35.331801] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:35.710827] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:56:36.093979] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:36.487540] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:36.870518] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:37.244710] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:37.631940] [DEBUG] [FORECASTER] CBU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:56:38.005072] [DEBUG] [FORECASTER] CBU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T08:56:38.005258] [INFO ] [CONFIGURE ] CBU: DISCARDED add_vwap (score: 40.00%) [2025-11-21T08:56:38.005318] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13128 tests [2025-11-21T08:56:38.005368] [INFO ] [CONFIGURE ] CBU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:56:38.005413] [INFO ] [CONFIGURE ] CBU: Best accuracy: 80.00% [2025-11-21T08:56:38.005454] [INFO ] [CONFIGURE ] CBU: Best feature set (5 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T08:56:38.005498] [INFO ] [CONFIGURE ] CBU: Improvement over baseline: 60.00% [2025-11-21T08:56:38.005535] [INFO ] [CONFIGURE ] CBU: Total time: 1.6 minutes [2025-11-21T08:56:38.005573] [INFO ] [CONFIGURE ] CBU: Average time per feature: 3.2 seconds [2025-11-21T08:56:38.005616] [INFO ] [CONFIGURE ] CBU: Average speed: 0.31 features/sec [2025-11-21T08:56:38.006106] [INFO ] [LOCAL ] Saved configuration for CBU: 5 features, 80.00% accuracy -> ./output/feature-sets/CBU.json [2025-11-21T08:56:38.006169] [INFO ] [CONFIGURE ] CBU: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T08:56:38.006221] [INFO ] [sig ] [273/723] Successfully configured CBU | 0.01 sym/s | Total: 6.4h | ETA: 10.5h [2025-11-21T08:56:38.006271] [INFO ] [sig ] [274/723] Configuring CBZ... [2025-11-21T08:56:38.006314] [INFO ] [CONFIGURE ] CBZ: Configurate test run. [2025-11-21T08:56:38.006358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-11-21T08:56:38.082955] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBZ'. [2025-11-21T08:56:38.083307] [INFO ] [CONFIGURE ] CBZ: Testing with 29 available features [2025-11-21T08:56:38.083369] [INFO ] [CONFIGURE ] CBZ: Establishing baseline with no features... [2025-11-21T08:56:38.269033] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:56:38.455510] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:38.653308] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:38.839092] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:39.027942] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:39.217683] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:39.403241] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:39.594478] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:56:39.790413] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:56:39.980325] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:56:39.980485] [INFO ] [CONFIGURE ] CBZ: Baseline score (no features): 50.00% [2025-11-21T08:56:39.980534] [INFO ] [CONFIGURE ] CBZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:56:39.980574] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:56:40.205591] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:56:40.433127] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:40.656293] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:40.885185] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:41.108160] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:41.333014] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:41.568952] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:41.803252] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:56:42.028897] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:56:42.253111] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:56:42.253448] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:56:42.253550] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13127 tests [2025-11-21T08:56:42.253699] [INFO ] [CONFIGURE ] CBZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:56:42.253788] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:56:42.480224] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:56:42.704771] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:56:42.935870] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:56:43.163615] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:43.396795] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:43.626537] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:43.854352] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:44.084111] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:56:44.319524] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:56:44.552991] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:56:44.553155] [INFO ] [CONFIGURE ] CBZ: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T08:56:44.553202] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13126 tests [2025-11-21T08:56:44.553239] [INFO ] [CONFIGURE ] CBZ: Testing feature 3/29: add_daily_returns [2025-11-21T08:56:44.553273] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:56:44.799579] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:56:45.042037] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:56:45.280997] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:45.524492] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:45.764992] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:46.012581] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:46.254535] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:46.499958] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:46.754716] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:56:46.996402] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:56:46.996736] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T08:56:46.996842] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13125 tests [2025-11-21T08:56:46.996927] [INFO ] [CONFIGURE ] CBZ: Testing feature 4/29: add_ema [2025-11-21T08:56:46.997047] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:56:47.285847] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:56:47.573178] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:56:47.855721] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:48.134424] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:48.415164] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:48.700114] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:48.985547] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:49.267512] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:49.550171] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:56:49.833514] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:56:49.833725] [INFO ] [CONFIGURE ] CBZ: KEPT add_ema (score: 80.00%) [2025-11-21T08:56:49.833783] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13124 tests [2025-11-21T08:56:49.833829] [INFO ] [CONFIGURE ] CBZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:56:49.833900] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:56:50.160032] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:56:50.485411] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:56:50.816799] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:51.147056] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:56:51.470310] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:51.805062] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:56:52.136059] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:52.463030] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:56:52.792850] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:56:53.122138] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:56:53.122315] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T08:56:53.122368] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13123 tests [2025-11-21T08:56:53.122413] [INFO ] [CONFIGURE ] CBZ: Testing feature 6/29: add_failed_moves [2025-11-21T08:56:53.122451] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T08:56:53.405364] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:56:53.694895] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:56:53.981780] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:56:54.253369] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:54.527857] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:54.814943] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:55.108955] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:55.413819] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:55.703949] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:56:55.982575] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:56:55.982774] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T08:56:55.982831] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13122 tests [2025-11-21T08:56:55.982879] [INFO ] [CONFIGURE ] CBZ: Testing feature 7/29: add_lag_shelf [2025-11-21T08:56:55.982919] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T08:56:56.249495] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:56:56.519257] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:56:56.795806] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:56:57.094396] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:56:57.404855] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:56:57.759530] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:56:58.092064] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:56:58.386279] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:56:58.637172] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:56:58.901448] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:56:58.901658] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T08:56:58.901719] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13121 tests [2025-11-21T08:56:58.901766] [INFO ] [CONFIGURE ] CBZ: Testing feature 8/29: add_macd [2025-11-21T08:56:58.901821] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T08:56:59.258874] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:56:59.629988] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:56:59.979070] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:57:01.056577] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:57:01.556930] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:01.971447] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:02.373824] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:02.781153] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:03.198474] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:03.592436] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:57:03.592663] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:57:03.592726] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13120 tests [2025-11-21T08:57:03.592799] [INFO ] [CONFIGURE ] CBZ: Testing feature 9/29: add_mfi [2025-11-21T08:57:03.592850] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T08:57:03.899364] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:04.217975] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:04.536841] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:04.850900] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:05.192988] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:05.540195] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:05.872102] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:06.180523] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:06.492755] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:06.815066] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:06.815286] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_mfi (score: 70.00%) [2025-11-21T08:57:06.815346] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13119 tests [2025-11-21T08:57:06.815393] [INFO ] [CONFIGURE ] CBZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:57:06.815438] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:57:07.215130] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:07.610772] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:57:07.999193] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:08.379180] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:08.773914] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:09.158990] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:57:09.537827] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:09.918612] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:10.310933] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:10.689889] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:10.690089] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T08:57:10.690192] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13118 tests [2025-11-21T08:57:10.690244] [INFO ] [CONFIGURE ] CBZ: Testing feature 11/29: add_obv_daily [2025-11-21T08:57:10.690289] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T08:57:10.996999] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:11.306746] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:57:11.618967] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:11.935994] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:12.249142] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:12.570786] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:57:12.889331] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:13.210950] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:57:13.533679] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T08:57:13.877701] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:13.877894] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T08:57:13.877954] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13117 tests [2025-11-21T08:57:13.878007] [INFO ] [CONFIGURE ] CBZ: Testing feature 12/29: add_obv_interval [2025-11-21T08:57:13.878052] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T08:57:14.193740] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:14.505038] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:57:14.790771] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:15.077229] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:15.380461] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:15.676866] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:15.963707] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:16.269218] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:16.574946] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:16.870170] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:57:16.870353] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T08:57:16.870410] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13116 tests [2025-11-21T08:57:16.870457] [INFO ] [CONFIGURE ] CBZ: Testing feature 13/29: add_opening_strength [2025-11-21T08:57:16.870501] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:57:17.211661] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:17.549822] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:17.879721] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:18.203574] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:57:18.546551] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:18.873930] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:19.204345] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:19.549460] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:57:19.876371] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:20.217165] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:20.217349] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T08:57:20.217411] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13115 tests [2025-11-21T08:57:20.217459] [INFO ] [CONFIGURE ] CBZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:57:20.217501] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T08:57:20.550369] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:20.875105] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:21.197700] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:21.515350] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:21.844842] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:22.168195] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:57:22.489977] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:22.819822] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:57:23.149794] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:23.476825] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:57:23.477004] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T08:57:23.477073] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13114 tests [2025-11-21T08:57:23.477126] [INFO ] [CONFIGURE ] CBZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:57:23.477174] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T08:57:23.780966] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:24.072708] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:24.372421] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:24.668245] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:24.985832] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:25.277583] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:25.580081] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:25.878805] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:26.179088] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:26.483052] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:26.483241] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:57:26.483302] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13113 tests [2025-11-21T08:57:26.483350] [INFO ] [CONFIGURE ] CBZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:57:26.483553] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T08:57:26.808829] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:27.128052] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:57:27.462366] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:27.772926] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:28.101715] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:28.414905] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:57:28.735713] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:29.064973] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:57:29.378808] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:29.699592] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:57:29.699809] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T08:57:29.699870] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13112 tests [2025-11-21T08:57:29.699920] [INFO ] [CONFIGURE ] CBZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:57:29.699963] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T08:57:30.044115] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:30.358522] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:30.672670] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:57:31.007671] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:31.337285] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:31.675073] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:32.000432] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:32.330697] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:32.649999] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:32.969342] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:32.969541] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T08:57:32.969604] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13111 tests [2025-11-21T08:57:32.969685] [INFO ] [CONFIGURE ] CBZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:57:32.969811] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T08:57:33.276851] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:33.575102] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:33.878704] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:57:34.195917] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:34.499986] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:34.797885] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:35.092786] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:35.396543] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:57:35.700951] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:35.990955] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:35.991157] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T08:57:35.991215] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13110 tests [2025-11-21T08:57:35.991288] [INFO ] [CONFIGURE ] CBZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:57:35.991336] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T08:57:36.276830] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:36.570589] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:36.868895] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:57:37.166518] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:37.479316] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:37.787890] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:38.119022] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:38.427822] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:38.725926] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:39.018681] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:39.018857] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T08:57:39.018913] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13109 tests [2025-11-21T08:57:39.018956] [INFO ] [CONFIGURE ] CBZ: Testing feature 20/29: add_price_rejection [2025-11-21T08:57:39.019003] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T08:57:39.337184] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:39.676727] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:39.980231] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:57:40.303724] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:40.627875] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:40.954199] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:41.279072] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:41.622876] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:41.957068] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:42.291326] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:42.291511] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T08:57:42.291567] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13108 tests [2025-11-21T08:57:42.291606] [INFO ] [CONFIGURE ] CBZ: Testing feature 21/29: add_range_position [2025-11-21T08:57:42.291673] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T08:57:42.613125] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:42.940937] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:57:43.271752] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:43.621157] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:43.958864] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:44.312966] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:44.652632] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:57:44.985790] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:45.320675] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:45.653828] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:45.654007] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_range_position (score: 70.00%) [2025-11-21T08:57:45.654066] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13107 tests [2025-11-21T08:57:45.654114] [INFO ] [CONFIGURE ] CBZ: Testing feature 22/29: add_realized_volatility [2025-11-21T08:57:45.654159] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T08:57:46.065571] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:46.457935] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:46.849502] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:47.229454] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:47.638583] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:48.036557] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:48.432336] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:48.831802] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:57:49.226437] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:49.676712] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:49.676959] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T08:57:49.677086] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13106 tests [2025-11-21T08:57:49.677175] [INFO ] [CONFIGURE ] CBZ: Testing feature 23/29: add_recent_range_context [2025-11-21T08:57:49.677252] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T08:57:50.100840] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:50.515231] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:50.886300] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:57:51.189759] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:51.483365] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:51.815852] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:57:52.127718] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:52.434706] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:57:52.747825] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:53.070313] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:57:53.070525] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T08:57:53.070588] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13105 tests [2025-11-21T08:57:53.070659] [INFO ] [CONFIGURE ] CBZ: Testing feature 24/29: add_rsi [2025-11-21T08:57:53.070713] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T08:57:53.378579] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:53.695315] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:54.007758] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:57:54.330904] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:54.633908] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:54.936331] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:55.244270] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:55.569560] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:57:55.920912] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:56.234006] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:57:56.234212] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:57:56.234275] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13104 tests [2025-11-21T08:57:56.234327] [INFO ] [CONFIGURE ] CBZ: Testing feature 25/29: add_tick_distribution [2025-11-21T08:57:56.234377] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T08:57:56.533100] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:56.829466] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:57:57.116261] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:57:57.401996] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:57:57.704727] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:57:58.008461] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:57:58.306911] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:57:58.595990] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:57:58.910480] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:57:59.216603] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:57:59.216796] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T08:57:59.216856] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13103 tests [2025-11-21T08:57:59.216907] [INFO ] [CONFIGURE ] CBZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:57:59.216952] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T08:57:59.516548] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:57:59.821374] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:58:00.122309] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:58:01.181315] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:58:01.632723] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:02.009861] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:58:02.318760] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:02.639910] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:02.952844] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:58:03.266775] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:03.266949] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:58:03.267008] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13102 tests [2025-11-21T08:58:03.267073] [INFO ] [CONFIGURE ] CBZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:58:03.267117] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T08:58:03.596858] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:03.917837] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T08:58:04.268247] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:04.606357] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:58:04.933161] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:05.262267] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:58:05.590171] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:58:05.912897] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:06.240711] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:58:06.572927] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:58:06.573139] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T08:58:06.573200] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13101 tests [2025-11-21T08:58:06.573250] [INFO ] [CONFIGURE ] CBZ: Testing feature 28/29: add_volume_profile [2025-11-21T08:58:06.573294] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T08:58:06.893412] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:07.211882] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:58:07.527583] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:07.864254] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:58:08.207605] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:58:08.520461] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:08.825831] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:58:09.150617] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T08:58:09.474508] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:58:09.802544] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:09.802800] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T08:58:09.802930] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13100 tests [2025-11-21T08:58:09.802994] [INFO ] [CONFIGURE ] CBZ: Testing feature 29/29: add_vwap [2025-11-21T08:58:09.803038] [INFO ] [CONFIGURE ] CBZ: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T08:58:10.098340] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:10.395248] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T08:58:10.691878] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:58:10.983300] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:58:11.287178] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:11.593580] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:58:11.909662] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:58:12.223810] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:12.536257] [DEBUG] [FORECASTER] CBZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T08:58:12.847472] [DEBUG] [FORECASTER] CBZ: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:58:12.847690] [INFO ] [CONFIGURE ] CBZ: DISCARDED add_vwap (score: 40.00%) [2025-11-21T08:58:12.847757] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13099 tests [2025-11-21T08:58:12.847805] [INFO ] [CONFIGURE ] CBZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:58:12.847845] [INFO ] [CONFIGURE ] CBZ: Best accuracy: 80.00% [2025-11-21T08:58:12.847886] [INFO ] [CONFIGURE ] CBZ: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:58:12.847924] [INFO ] [CONFIGURE ] CBZ: Improvement over baseline: 30.00% [2025-11-21T08:58:12.847960] [INFO ] [CONFIGURE ] CBZ: Total time: 1.5 minutes [2025-11-21T08:58:12.847996] [INFO ] [CONFIGURE ] CBZ: Average time per feature: 3.2 seconds [2025-11-21T08:58:12.848032] [INFO ] [CONFIGURE ] CBZ: Average speed: 0.31 features/sec [2025-11-21T08:58:12.848485] [INFO ] [LOCAL ] Saved configuration for CBZ: 2 features, 80.00% accuracy -> ./output/feature-sets/CBZ.json [2025-11-21T08:58:12.848546] [INFO ] [CONFIGURE ] CBZ: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T08:58:12.848594] [INFO ] [sig ] [274/723] Successfully configured CBZ | 0.01 sym/s | Total: 6.4h | ETA: 10.5h [2025-11-21T08:58:12.848638] [INFO ] [sig ] [275/723] Configuring CC... [2025-11-21T08:58:12.848701] [INFO ] [CONFIGURE ] CC: Configurate test run. [2025-11-21T08:58:12.848740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-11-21T08:58:12.924934] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CC'. [2025-11-21T08:58:12.925305] [INFO ] [CONFIGURE ] CC: Testing with 29 available features [2025-11-21T08:58:12.925370] [INFO ] [CONFIGURE ] CC: Establishing baseline with no features... [2025-11-21T08:58:13.123520] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:13.319263] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:13.514688] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:58:13.707416] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:13.894998] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:14.089789] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:14.286177] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:14.492790] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:14.692180] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:14.890277] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:14.890617] [INFO ] [CONFIGURE ] CC: Baseline score (no features): 80.00% [2025-11-21T08:58:14.890754] [INFO ] [CONFIGURE ] CC: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:58:14.890913] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:58:15.129217] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:15.354476] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:15.581818] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:58:15.819254] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:16.048748] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:16.278143] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:16.516560] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:16.752707] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:16.981593] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:17.209960] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:17.210294] [INFO ] [CONFIGURE ] CC: DISCARDED add_bollinger_bands (score: 80.00%) [2025-11-21T08:58:17.210397] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13098 tests [2025-11-21T08:58:17.210487] [INFO ] [CONFIGURE ] CC: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:58:17.210600] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:58:17.449828] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:17.693400] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:17.931424] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:18.172692] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:18.404468] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:18.632447] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:18.872192] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:19.108633] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:19.349231] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:19.583545] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:19.583734] [INFO ] [CONFIGURE ] CC: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T08:58:19.583807] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13097 tests [2025-11-21T08:58:19.583865] [INFO ] [CONFIGURE ] CC: Testing feature 3/29: add_daily_returns [2025-11-21T08:58:19.583912] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T08:58:19.840102] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:20.092315] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:58:20.340820] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:58:20.590850] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:20.832451] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:21.075541] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:21.323932] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:21.583280] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:21.830556] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:22.082081] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:22.082383] [INFO ] [CONFIGURE ] CC: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T08:58:22.082488] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13096 tests [2025-11-21T08:58:22.082574] [INFO ] [CONFIGURE ] CC: Testing feature 4/29: add_ema [2025-11-21T08:58:22.082626] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T08:58:22.372475] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:22.659612] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:22.982122] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:23.268216] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:23.565231] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:23.853198] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:24.118580] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:24.427474] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:24.731341] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:25.002561] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:25.002788] [INFO ] [CONFIGURE ] CC: DISCARDED add_ema (score: 90.00%) [2025-11-21T08:58:25.002852] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13095 tests [2025-11-21T08:58:25.002904] [INFO ] [CONFIGURE ] CC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:58:25.002952] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:58:25.262062] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:25.520004] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:25.795492] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:26.050367] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:26.333278] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:26.622427] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:26.896127] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:27.152978] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:27.405293] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:27.664925] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:27.665121] [INFO ] [CONFIGURE ] CC: DISCARDED add_exhaustion_signals (score: 90.00%) [2025-11-21T08:58:27.665184] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13094 tests [2025-11-21T08:58:27.665257] [INFO ] [CONFIGURE ] CC: Testing feature 6/29: add_failed_moves [2025-11-21T08:58:27.665307] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T08:58:27.895910] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:28.121410] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:28.335408] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:28.551850] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:28.778032] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:28.993960] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:29.213689] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:29.430531] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:29.646682] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:29.867429] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:29.867622] [INFO ] [CONFIGURE ] CC: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T08:58:29.867710] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13093 tests [2025-11-21T08:58:29.867761] [INFO ] [CONFIGURE ] CC: Testing feature 7/29: add_lag_shelf [2025-11-21T08:58:29.867806] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T08:58:30.092175] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:30.307445] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:30.524156] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:30.739313] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:30.953129] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:31.163772] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:31.379013] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:31.600750] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:31.826363] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:32.044354] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:32.044566] [INFO ] [CONFIGURE ] CC: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T08:58:32.044637] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13092 tests [2025-11-21T08:58:32.044717] [INFO ] [CONFIGURE ] CC: Testing feature 8/29: add_macd [2025-11-21T08:58:32.044761] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T08:58:32.365763] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:58:32.696447] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:33.036297] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:33.365087] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T08:58:33.699476] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:34.026798] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:58:34.359696] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:34.692817] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:35.011119] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:35.326061] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:35.326271] [INFO ] [CONFIGURE ] CC: DISCARDED add_macd (score: 60.00%) [2025-11-21T08:58:35.326327] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13091 tests [2025-11-21T08:58:35.326369] [INFO ] [CONFIGURE ] CC: Testing feature 9/29: add_mfi [2025-11-21T08:58:35.326412] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T08:58:35.571151] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:35.810483] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:36.041079] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:36.277830] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:36.534002] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:36.806180] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:37.050631] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:37.295059] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:37.554771] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:37.800970] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:37.801207] [INFO ] [CONFIGURE ] CC: DISCARDED add_mfi (score: 90.00%) [2025-11-21T08:58:37.801265] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13090 tests [2025-11-21T08:58:37.801340] [INFO ] [CONFIGURE ] CC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:58:37.801386] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:58:38.193068] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:38.596617] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:38.972618] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:58:39.266772] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:39.558694] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:39.862875] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:40.201339] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:40.543700] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:40.879579] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:41.207789] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:41.207983] [INFO ] [CONFIGURE ] CC: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T08:58:41.208038] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13089 tests [2025-11-21T08:58:41.208085] [INFO ] [CONFIGURE ] CC: Testing feature 11/29: add_obv_daily [2025-11-21T08:58:41.208126] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T08:58:41.445268] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:58:41.699949] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:41.984115] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:42.269699] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:42.559554] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:42.838836] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:43.123181] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:43.400336] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:43.684935] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:43.973041] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:43.973253] [INFO ] [CONFIGURE ] CC: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T08:58:43.973312] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13088 tests [2025-11-21T08:58:43.973354] [INFO ] [CONFIGURE ] CC: Testing feature 12/29: add_obv_interval [2025-11-21T08:58:43.973399] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T08:58:44.223811] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:58:44.473044] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:44.750166] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:44.990568] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:45.221965] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:45.456498] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:45.690979] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:45.924268] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:46.168165] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:46.413822] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:46.414023] [INFO ] [CONFIGURE ] CC: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T08:58:46.414088] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13087 tests [2025-11-21T08:58:46.414136] [INFO ] [CONFIGURE ] CC: Testing feature 13/29: add_opening_strength [2025-11-21T08:58:46.414180] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T08:58:46.698613] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:58:46.986932] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:58:47.270999] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:47.548441] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:47.832827] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:48.102490] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:48.372390] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:48.668665] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:48.976611] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:49.264671] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:49.264887] [INFO ] [CONFIGURE ] CC: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T08:58:49.264980] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13086 tests [2025-11-21T08:58:49.265033] [INFO ] [CONFIGURE ] CC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T08:58:49.265080] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T08:58:49.549989] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:49.834545] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:58:50.105490] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:58:50.396578] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:50.670635] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:50.946167] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:51.209760] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:51.462188] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:51.715035] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:51.966318] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:51.966499] [INFO ] [CONFIGURE ] CC: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T08:58:51.966555] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13085 tests [2025-11-21T08:58:51.966601] [INFO ] [CONFIGURE ] CC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T08:58:51.966661] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T08:58:52.188921] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:52.409164] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:52.629385] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:58:52.865448] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:53.093603] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:53.321334] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:58:53.557415] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:53.789188] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:54.021085] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:54.256950] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:54.257167] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T08:58:54.257216] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13084 tests [2025-11-21T08:58:54.257255] [INFO ] [CONFIGURE ] CC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T08:58:54.257290] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:58:54.505738] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:54.757060] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:55.006110] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:55.260871] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:55.514210] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:58:55.769381] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:56.022431] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:56.270521] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:56.521191] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:56.775821] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:56.775995] [INFO ] [CONFIGURE ] CC: KEPT add_pbf_overnight_gap (score: 100.00%) [2025-11-21T08:58:56.776050] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13083 tests [2025-11-21T08:58:56.776097] [INFO ] [CONFIGURE ] CC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T08:58:56.776140] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T08:58:57.071694] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:58:57.344419] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:58:57.619701] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:58:57.891536] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:58:58.172031] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:58:58.458518] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:58:58.743622] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:58:59.022661] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:58:59.299192] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:58:59.571796] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:58:59.571966] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T08:58:59.572022] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13082 tests [2025-11-21T08:58:59.572068] [INFO ] [CONFIGURE ] CC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T08:58:59.572111] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T08:58:59.820180] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:00.070420] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:00.325066] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:01.280449] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:01.651867] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:01.943430] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:02.247803] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:02.543048] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:02.816176] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:03.103871] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:03.104042] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_volatility_5d (score: 100.00%) [2025-11-21T08:59:03.104099] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13081 tests [2025-11-21T08:59:03.104147] [INFO ] [CONFIGURE ] CC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T08:59:03.104193] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T08:59:03.358059] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:03.604851] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:59:03.862762] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:04.141377] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:04.416090] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:04.692751] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:04.969485] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:05.245387] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:05.524589] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:05.805140] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:05.805532] [INFO ] [CONFIGURE ] CC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T08:59:05.805592] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13080 tests [2025-11-21T08:59:05.805681] [INFO ] [CONFIGURE ] CC: Testing feature 20/29: add_price_rejection [2025-11-21T08:59:05.805733] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T08:59:06.084520] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:06.379522] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:59:06.668702] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:06.975478] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:07.279190] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:59:07.585780] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:07.864929] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:08.169710] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:08.448323] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:08.722718] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:08.722902] [INFO ] [CONFIGURE ] CC: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T08:59:08.723047] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13079 tests [2025-11-21T08:59:08.723102] [INFO ] [CONFIGURE ] CC: Testing feature 21/29: add_range_position [2025-11-21T08:59:08.723148] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T08:59:09.018807] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:09.292476] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:59:09.570492] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:59:09.853715] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:10.146393] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:59:10.430325] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:10.711994] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:11.038018] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:11.345294] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:11.625629] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:11.625834] [INFO ] [CONFIGURE ] CC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T08:59:11.625892] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13078 tests [2025-11-21T08:59:11.625942] [INFO ] [CONFIGURE ] CC: Testing feature 22/29: add_realized_volatility [2025-11-21T08:59:11.626015] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T08:59:12.001591] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:12.355977] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:59:12.722796] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:13.095416] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:13.466535] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:13.893070] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:14.261614] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:14.614735] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:14.975143] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:15.343492] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:15.343744] [INFO ] [CONFIGURE ] CC: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T08:59:15.343807] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13077 tests [2025-11-21T08:59:15.343859] [INFO ] [CONFIGURE ] CC: Testing feature 23/29: add_recent_range_context [2025-11-21T08:59:15.343921] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T08:59:15.605037] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:15.867010] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:16.123876] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:16.384877] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:16.641804] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:16.912495] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:17.171335] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:17.431472] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:17.694796] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:17.965721] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:17.965909] [INFO ] [CONFIGURE ] CC: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T08:59:17.965966] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13076 tests [2025-11-21T08:59:17.966017] [INFO ] [CONFIGURE ] CC: Testing feature 24/29: add_rsi [2025-11-21T08:59:17.966063] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T08:59:18.283068] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:18.630538] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:18.988410] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:59:19.331039] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:19.671102] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:59:20.016986] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:20.357865] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:20.697746] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:21.044263] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:21.382098] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:21.382278] [INFO ] [CONFIGURE ] CC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T08:59:21.382336] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13075 tests [2025-11-21T08:59:21.382383] [INFO ] [CONFIGURE ] CC: Testing feature 25/29: add_tick_distribution [2025-11-21T08:59:21.382428] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T08:59:21.668990] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:21.961222] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:59:22.250262] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:22.529371] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:22.819377] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:23.114885] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:23.403988] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:23.689221] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:23.967358] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:24.250940] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:24.251161] [INFO ] [CONFIGURE ] CC: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T08:59:24.251244] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13074 tests [2025-11-21T08:59:24.251294] [INFO ] [CONFIGURE ] CC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T08:59:24.251339] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T08:59:24.536982] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:24.826669] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:25.112737] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:59:25.401629] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:25.691003] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:59:25.976503] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:26.265202] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:26.559920] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:26.868717] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:27.170739] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:27.170944] [INFO ] [CONFIGURE ] CC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T08:59:27.171003] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13073 tests [2025-11-21T08:59:27.171051] [INFO ] [CONFIGURE ] CC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T08:59:27.171117] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T08:59:27.485501] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:27.815174] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:59:28.124679] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:28.436825] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:28.742757] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:59:29.045883] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:29.353310] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:29.674948] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:29.991013] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:30.300269] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:30.300475] [INFO ] [CONFIGURE ] CC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T08:59:30.300574] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13072 tests [2025-11-21T08:59:30.300626] [INFO ] [CONFIGURE ] CC: Testing feature 28/29: add_volume_profile [2025-11-21T08:59:30.300698] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T08:59:30.595231] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:30.896891] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:31.202105] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:31.508360] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:31.812484] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:59:32.114638] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:32.411497] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:32.708921] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:33.009072] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:33.304696] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:33.304901] [INFO ] [CONFIGURE ] CC: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T08:59:33.304975] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13071 tests [2025-11-21T08:59:33.305020] [INFO ] [CONFIGURE ] CC: Testing feature 29/29: add_vwap [2025-11-21T08:59:33.305068] [INFO ] [CONFIGURE ] CC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T08:59:33.596347] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T08:59:33.892205] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:59:34.187934] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:34.485371] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T08:59:34.793203] [DEBUG] [FORECASTER] CC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T08:59:35.098900] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T08:59:35.392137] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:35.693902] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T08:59:35.988404] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:36.294315] [DEBUG] [FORECASTER] CC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:36.294518] [INFO ] [CONFIGURE ] CC: DISCARDED add_vwap (score: 80.00%) [2025-11-21T08:59:36.294601] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13070 tests [2025-11-21T08:59:36.294674] [INFO ] [CONFIGURE ] CC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T08:59:36.294720] [INFO ] [CONFIGURE ] CC: Best accuracy: 100.00% [2025-11-21T08:59:36.294762] [INFO ] [CONFIGURE ] CC: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T08:59:36.294801] [INFO ] [CONFIGURE ] CC: Improvement over baseline: 20.00% [2025-11-21T08:59:36.294839] [INFO ] [CONFIGURE ] CC: Total time: 1.4 minutes [2025-11-21T08:59:36.294875] [INFO ] [CONFIGURE ] CC: Average time per feature: 2.8 seconds [2025-11-21T08:59:36.294913] [INFO ] [CONFIGURE ] CC: Average speed: 0.36 features/sec [2025-11-21T08:59:36.295430] [INFO ] [LOCAL ] Saved configuration for CC: 2 features, 100.00% accuracy -> ./output/feature-sets/CC.json [2025-11-21T08:59:36.295488] [INFO ] [CONFIGURE ] CC: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-11-21T08:59:36.295538] [INFO ] [sig ] [275/723] Successfully configured CC | 0.01 sym/s | Total: 6.4h | ETA: 10.5h [2025-11-21T08:59:36.295582] [INFO ] [sig ] [276/723] Configuring CCI... [2025-11-21T08:59:36.295621] [INFO ] [CONFIGURE ] CCI: Configurate test run. [2025-11-21T08:59:36.295701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-11-21T08:59:36.404265] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCI'. [2025-11-21T08:59:36.404818] [INFO ] [CONFIGURE ] CCI: Testing with 29 available features [2025-11-21T08:59:36.404887] [INFO ] [CONFIGURE ] CCI: Establishing baseline with no features... [2025-11-21T08:59:36.588102] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:36.758467] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:36.940714] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:37.110396] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:59:37.282859] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:37.456471] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:37.639106] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:59:37.814319] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:59:37.990926] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:38.168019] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:59:38.168186] [INFO ] [CONFIGURE ] CCI: Baseline score (no features): 60.00% [2025-11-21T08:59:38.168243] [INFO ] [CONFIGURE ] CCI: Testing feature 1/29: add_bollinger_bands [2025-11-21T08:59:38.168290] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_bollinger_bands'] [2025-11-21T08:59:38.406788] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:38.625413] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T08:59:38.834610] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:39.046369] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:59:39.256264] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:39.468984] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:39.681909] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:59:39.889214] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:59:40.099024] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:40.304355] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:59:40.304562] [INFO ] [CONFIGURE ] CCI: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T08:59:40.304616] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13069 tests [2025-11-21T08:59:40.304675] [INFO ] [CONFIGURE ] CCI: Testing feature 2/29: add_cumulative_delta [2025-11-21T08:59:40.304741] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_cumulative_delta'] [2025-11-21T08:59:40.506899] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:40.715579] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:40.921669] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:41.144387] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:59:41.370155] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:41.577454] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:41.792914] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:59:42.015193] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:59:42.227043] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:42.440449] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:42.440619] [INFO ] [CONFIGURE ] CCI: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T08:59:42.440687] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13068 tests [2025-11-21T08:59:42.440752] [INFO ] [CONFIGURE ] CCI: Testing feature 3/29: add_daily_returns [2025-11-21T08:59:42.440807] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_daily_returns'] [2025-11-21T08:59:42.627246] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:42.819334] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:43.003468] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:43.189576] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:59:43.373312] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:43.560108] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:43.749433] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:43.944766] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:59:44.132768] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:44.323390] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:44.323578] [INFO ] [CONFIGURE ] CCI: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T08:59:44.323627] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13067 tests [2025-11-21T08:59:44.323687] [INFO ] [CONFIGURE ] CCI: Testing feature 4/29: add_ema [2025-11-21T08:59:44.323748] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_ema'] [2025-11-21T08:59:44.546840] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:44.763891] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:44.987343] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:45.206225] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:59:45.422519] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:45.642441] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:45.875101] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:59:46.107816] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:59:46.334246] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:59:46.632181] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:59:46.632599] [INFO ] [CONFIGURE ] CCI: DISCARDED add_ema (score: 40.00%) [2025-11-21T08:59:46.632694] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13066 tests [2025-11-21T08:59:46.632832] [INFO ] [CONFIGURE ] CCI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T08:59:46.632932] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T08:59:46.944846] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:47.228876] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:47.479096] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:47.715203] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:59:47.939616] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:48.161805] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:48.385984] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:48.611025] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:59:48.838586] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:49.065616] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T08:59:49.065811] [INFO ] [CONFIGURE ] CCI: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T08:59:49.065868] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13065 tests [2025-11-21T08:59:49.065915] [INFO ] [CONFIGURE ] CCI: Testing feature 6/29: add_failed_moves [2025-11-21T08:59:49.065958] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T08:59:49.299608] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:49.528860] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:49.760259] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:49.995276] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:59:50.229618] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:50.469942] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:50.708008] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:50.951020] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:59:51.186181] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:51.419426] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:59:51.419605] [INFO ] [CONFIGURE ] CCI: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T08:59:51.419680] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13064 tests [2025-11-21T08:59:51.419729] [INFO ] [CONFIGURE ] CCI: Testing feature 7/29: add_lag_shelf [2025-11-21T08:59:51.419771] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T08:59:51.644492] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:51.878784] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:52.107775] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:52.333377] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:59:52.557712] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:52.783978] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:53.010199] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:53.254744] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:59:53.474791] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T08:59:53.692047] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:59:53.692273] [INFO ] [CONFIGURE ] CCI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T08:59:53.692331] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13063 tests [2025-11-21T08:59:53.692379] [INFO ] [CONFIGURE ] CCI: Testing feature 8/29: add_macd [2025-11-21T08:59:53.692423] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T08:59:53.977892] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:54.266067] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:54.550402] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T08:59:54.838686] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T08:59:55.129747] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:55.415760] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:55.706959] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T08:59:56.006881] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T08:59:56.301258] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:56.614347] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:59:56.614532] [INFO ] [CONFIGURE ] CCI: DISCARDED add_macd (score: 30.00%) [2025-11-21T08:59:56.614592] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13062 tests [2025-11-21T08:59:56.614657] [INFO ] [CONFIGURE ] CCI: Testing feature 9/29: add_mfi [2025-11-21T08:59:56.614754] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T08:59:56.845708] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:57.085218] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:57.320302] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T08:59:57.545396] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T08:59:57.769109] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T08:59:57.996296] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T08:59:58.225702] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T08:59:58.456238] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T08:59:58.684557] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T08:59:58.923039] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T08:59:58.923240] [INFO ] [CONFIGURE ] CCI: DISCARDED add_mfi (score: 70.00%) [2025-11-21T08:59:58.923300] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13061 tests [2025-11-21T08:59:58.923349] [INFO ] [CONFIGURE ] CCI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T08:59:58.923396] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T08:59:59.252320] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T08:59:59.564279] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T08:59:59.877639] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:00.187920] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:00.497564] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:01.363941] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:01.721351] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:02.116106] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:02.502304] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:02.851568] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:02.851811] [INFO ] [CONFIGURE ] CCI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:00:02.851872] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13060 tests [2025-11-21T09:00:02.851920] [INFO ] [CONFIGURE ] CCI: Testing feature 11/29: add_obv_daily [2025-11-21T09:00:02.851965] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T09:00:03.094532] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:03.329601] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:03.562794] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:03.824521] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:04.074898] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:04.315826] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:04.559758] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:04.801796] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:05.052463] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:00:05.316711] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:05.316956] [INFO ] [CONFIGURE ] CCI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:00:05.317055] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13059 tests [2025-11-21T09:00:05.317128] [INFO ] [CONFIGURE ] CCI: Testing feature 12/29: add_obv_interval [2025-11-21T09:00:05.317194] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T09:00:05.572945] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:05.819804] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:06.053077] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:06.291388] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:06.528956] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:06.770087] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:00:07.050453] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:07.328952] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:07.595391] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:07.867358] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:00:07.867568] [INFO ] [CONFIGURE ] CCI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T09:00:07.867630] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13058 tests [2025-11-21T09:00:07.867707] [INFO ] [CONFIGURE ] CCI: Testing feature 13/29: add_opening_strength [2025-11-21T09:00:07.867752] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:00:08.151090] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:08.439824] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:08.729355] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:09.013473] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:09.274532] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:09.534348] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:09.779232] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:10.035634] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:00:10.302546] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:00:10.558785] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:10.558971] [INFO ] [CONFIGURE ] CCI: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:00:10.559027] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13057 tests [2025-11-21T09:00:10.559138] [INFO ] [CONFIGURE ] CCI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:00:10.559185] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T09:00:10.804991] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:11.051580] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:11.300433] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:11.565192] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:00:11.825926] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:12.118415] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:12.381369] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:12.658623] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:00:12.920453] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:00:13.207755] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:13.207947] [INFO ] [CONFIGURE ] CCI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T09:00:13.208008] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13056 tests [2025-11-21T09:00:13.208123] [INFO ] [CONFIGURE ] CCI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:00:13.208172] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T09:00:13.455008] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:13.703520] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:13.954854] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:14.207147] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:14.460234] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:14.705687] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:14.952771] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:15.207169] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:00:15.447582] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:15.711770] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:15.711965] [INFO ] [CONFIGURE ] CCI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T09:00:15.712024] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13055 tests [2025-11-21T09:00:15.712139] [INFO ] [CONFIGURE ] CCI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:00:15.712189] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T09:00:16.027757] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:16.271982] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:16.516114] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:16.762151] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:17.057384] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:17.330164] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:17.619450] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:17.876924] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:18.137216] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:18.403855] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:18.404066] [INFO ] [CONFIGURE ] CCI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:00:18.404133] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13054 tests [2025-11-21T09:00:18.404185] [INFO ] [CONFIGURE ] CCI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:00:18.404265] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T09:00:18.669519] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:18.932534] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:19.181593] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:19.431555] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:19.686553] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:19.961436] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:20.243977] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:20.513004] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:20.771244] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:00:21.042019] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:00:21.042293] [INFO ] [CONFIGURE ] CCI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T09:00:21.042375] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13053 tests [2025-11-21T09:00:21.042503] [INFO ] [CONFIGURE ] CCI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:00:21.042562] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T09:00:21.293158] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:21.554123] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:21.821983] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:22.098546] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:00:22.358021] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:22.620393] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:22.879604] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:23.148984] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:23.406504] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:23.667867] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:23.668092] [INFO ] [CONFIGURE ] CCI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:00:23.668153] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13052 tests [2025-11-21T09:00:23.668204] [INFO ] [CONFIGURE ] CCI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:00:23.668251] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T09:00:23.930740] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:24.202548] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:24.476174] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:24.740151] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:00:25.005476] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:25.262304] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:25.521208] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:25.792048] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:00:26.053571] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:00:26.343627] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:00:26.343936] [INFO ] [CONFIGURE ] CCI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:00:26.343999] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13051 tests [2025-11-21T09:00:26.344049] [INFO ] [CONFIGURE ] CCI: Testing feature 20/29: add_price_rejection [2025-11-21T09:00:26.344096] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T09:00:26.622254] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:26.905818] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:27.175782] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:27.442712] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:27.712914] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:27.988126] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:28.271093] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:28.557714] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:28.847987] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:00:29.143601] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:29.143894] [INFO ] [CONFIGURE ] CCI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:00:29.143958] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13050 tests [2025-11-21T09:00:29.144012] [INFO ] [CONFIGURE ] CCI: Testing feature 21/29: add_range_position [2025-11-21T09:00:29.144062] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T09:00:29.457396] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:29.724202] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:29.975864] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:00:30.233490] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:30.492323] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:30.778491] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:31.082751] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:31.369605] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:31.641460] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:31.910488] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:31.910729] [INFO ] [CONFIGURE ] CCI: DISCARDED add_range_position (score: 40.00%) [2025-11-21T09:00:31.910791] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13049 tests [2025-11-21T09:00:31.910838] [INFO ] [CONFIGURE ] CCI: Testing feature 22/29: add_realized_volatility [2025-11-21T09:00:31.910881] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T09:00:32.244088] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:32.573512] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:32.918862] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:33.255065] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:33.587143] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:33.945858] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:34.416895] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:34.778717] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:00:35.144172] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:35.507165] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:35.507597] [INFO ] [CONFIGURE ] CCI: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T09:00:35.507677] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13048 tests [2025-11-21T09:00:35.507729] [INFO ] [CONFIGURE ] CCI: Testing feature 23/29: add_recent_range_context [2025-11-21T09:00:35.507773] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T09:00:35.745681] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:35.976860] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:36.211735] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:36.442940] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:36.671313] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:36.904952] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:37.145692] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:37.380883] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:37.609370] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:00:37.843525] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:37.843748] [INFO ] [CONFIGURE ] CCI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:00:37.843809] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13047 tests [2025-11-21T09:00:37.843857] [INFO ] [CONFIGURE ] CCI: Testing feature 24/29: add_rsi [2025-11-21T09:00:37.843909] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T09:00:38.136085] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:38.433433] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:38.727771] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:00:39.032244] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:00:39.318679] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:39.590813] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:00:39.871050] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:40.168512] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:40.473874] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:40.752566] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:40.752779] [INFO ] [CONFIGURE ] CCI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:00:40.752839] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13046 tests [2025-11-21T09:00:40.752886] [INFO ] [CONFIGURE ] CCI: Testing feature 25/29: add_tick_distribution [2025-11-21T09:00:40.752929] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T09:00:40.994459] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:41.252936] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:41.509397] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:41.765500] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:42.010117] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:42.272407] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:42.540017] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:42.804419] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:43.084362] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:43.347837] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:43.348017] [INFO ] [CONFIGURE ] CCI: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T09:00:43.348079] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13045 tests [2025-11-21T09:00:43.348129] [INFO ] [CONFIGURE ] CCI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:00:43.348178] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T09:00:43.613808] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:43.886159] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:44.150414] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:44.418365] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:44.658215] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:44.901222] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:45.167536] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:45.439077] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:45.712573] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:00:45.983260] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:45.983432] [INFO ] [CONFIGURE ] CCI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:00:45.983511] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13044 tests [2025-11-21T09:00:45.983561] [INFO ] [CONFIGURE ] CCI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:00:45.983608] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T09:00:46.255838] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:46.520421] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:46.788014] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:47.068352] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:47.338887] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:47.605238] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:00:47.874842] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:48.139556] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:48.421888] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:48.704584] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:00:48.704865] [INFO ] [CONFIGURE ] CCI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T09:00:48.704931] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13043 tests [2025-11-21T09:00:48.704981] [INFO ] [CONFIGURE ] CCI: Testing feature 28/29: add_volume_profile [2025-11-21T09:00:48.705025] [INFO ] [CONFIGURE ] CCI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T09:00:48.981906] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:00:49.255614] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:49.523212] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:00:49.807724] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:00:50.088844] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:50.397943] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:00:50.683544] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:50.985413] [DEBUG] [FORECASTER] CCI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:00:51.267984] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:00:51.542017] [DEBUG] [FORECASTER] CCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:00:51.542194] [INFO ] [CONFIGURE ] CCI: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T09:00:51.542251] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13042 tests [2025-11-21T09:00:51.542298] [INFO ] [CONFIGURE ] CCI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:00:51.542340] [INFO ] [CONFIGURE ] CCI: Best accuracy: 70.00% [2025-11-21T09:00:51.542382] [INFO ] [CONFIGURE ] CCI: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:00:51.542421] [INFO ] [CONFIGURE ] CCI: Improvement over baseline: 10.00% [2025-11-21T09:00:51.542457] [INFO ] [CONFIGURE ] CCI: Total time: 1.2 minutes [2025-11-21T09:00:51.542495] [INFO ] [CONFIGURE ] CCI: Average time per feature: 2.6 seconds [2025-11-21T09:00:51.542531] [INFO ] [CONFIGURE ] CCI: Average speed: 0.40 features/sec [2025-11-21T09:00:51.543018] [INFO ] [LOCAL ] Saved configuration for CCI: 2 features, 70.00% accuracy -> ./output/feature-sets/CCI.json [2025-11-21T09:00:51.543084] [INFO ] [CONFIGURE ] CCI: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T09:00:51.543134] [INFO ] [sig ] [276/723] Successfully configured CCI | 0.01 sym/s | Total: 6.5h | ETA: 10.4h [2025-11-21T09:00:51.543178] [INFO ] [sig ] [277/723] Configuring CCIF... [2025-11-21T09:00:51.543219] [INFO ] [CONFIGURE ] CCIF: Configurate test run. [2025-11-21T09:00:51.543257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-11-21T09:00:51.647492] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCIF'. [2025-11-21T09:00:51.647927] [INFO ] [CONFIGURE ] CCIF: Testing with 29 available features [2025-11-21T09:00:51.647991] [INFO ] [CONFIGURE ] CCIF: Establishing baseline with no features... [2025-11-21T09:00:51.838181] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:00:52.033471] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:52.209058] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:00:52.384141] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:00:52.562879] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:00:52.752490] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:00:52.937462] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:53.123419] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:00:53.305361] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:00:53.485974] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:00:53.486138] [INFO ] [CONFIGURE ] CCIF: Baseline score (no features): 60.00% [2025-11-21T09:00:53.486185] [INFO ] [CONFIGURE ] CCIF: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:00:53.486221] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:00:53.702268] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:00:53.920729] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:54.147789] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:00:54.369355] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:00:54.586245] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:54.804816] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:00:55.023829] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:55.240892] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:00:55.463388] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:00:55.686832] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:00:55.687013] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T09:00:55.687081] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13041 tests [2025-11-21T09:00:55.687120] [INFO ] [CONFIGURE ] CCIF: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:00:55.687156] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:00:55.911412] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:00:56.131842] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:56.375678] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:00:56.621185] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:00:56.875212] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:57.126028] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:00:57.349915] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:00:57.570485] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:00:57.795205] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:00:58.027773] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:00:58.027953] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T09:00:58.028002] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13040 tests [2025-11-21T09:00:58.028040] [INFO ] [CONFIGURE ] CCIF: Testing feature 3/29: add_daily_returns [2025-11-21T09:00:58.028075] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns'] [2025-11-21T09:00:58.219888] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:00:58.423483] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:00:58.612960] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:00:58.802661] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:00:58.998757] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:00:59.202577] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:00:59.412108] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:00:59.624284] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:00:59.828539] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:00.046063] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:00.046266] [INFO ] [CONFIGURE ] CCIF: KEPT add_daily_returns (score: 80.00%) [2025-11-21T09:01:00.046316] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13039 tests [2025-11-21T09:01:00.046357] [INFO ] [CONFIGURE ] CCIF: Testing feature 4/29: add_ema [2025-11-21T09:01:00.046394] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T09:01:00.316619] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:01.412905] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:01.855718] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:02.126373] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:02.401595] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:02.686008] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:02.943592] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:03.208743] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:03.456465] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:03.728311] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:03.728565] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:01:03.728672] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13038 tests [2025-11-21T09:01:03.728755] [INFO ] [CONFIGURE ] CCIF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:01:03.729002] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:01:03.996319] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:04.275944] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:04.560727] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:04.846912] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:05.123327] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:05.406147] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:05.717987] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:05.971088] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:06.221543] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:06.494293] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:06.494626] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T09:01:06.494717] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13037 tests [2025-11-21T09:01:06.494772] [INFO ] [CONFIGURE ] CCIF: Testing feature 6/29: add_failed_moves [2025-11-21T09:01:06.494820] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T09:01:06.712890] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:06.920227] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:07.126030] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:07.334876] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:07.541201] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:07.752597] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:07.970839] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:08.175172] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:08.383484] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:08.590208] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:08.590416] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T09:01:08.590465] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13036 tests [2025-11-21T09:01:08.590504] [INFO ] [CONFIGURE ] CCIF: Testing feature 7/29: add_lag_shelf [2025-11-21T09:01:08.590538] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T09:01:08.797819] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:08.988306] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:09.181265] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:09.362711] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:09.561131] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:09.758673] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:09.955307] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:10.149301] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:10.349378] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:10.544252] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:10.544413] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T09:01:10.544467] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13035 tests [2025-11-21T09:01:10.544524] [INFO ] [CONFIGURE ] CCIF: Testing feature 8/29: add_macd [2025-11-21T09:01:10.544563] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T09:01:10.837623] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:11.136142] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:11.446087] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:11.745212] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:12.058626] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:12.375003] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:12.696394] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:13.020919] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:13.346145] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:13.654125] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:13.654330] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_macd (score: 70.00%) [2025-11-21T09:01:13.654386] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13034 tests [2025-11-21T09:01:13.654426] [INFO ] [CONFIGURE ] CCIF: Testing feature 9/29: add_mfi [2025-11-21T09:01:13.654469] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T09:01:13.872351] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:14.106353] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:01:14.334267] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:14.559463] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:14.772900] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:14.985491] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:15.193881] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:15.413956] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:15.631860] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:01:15.849067] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:15.849304] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_mfi (score: 80.00%) [2025-11-21T09:01:15.849355] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13033 tests [2025-11-21T09:01:15.849394] [INFO ] [CONFIGURE ] CCIF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:01:15.849435] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:01:16.143924] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:16.464318] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:16.770476] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:17.077024] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:17.362294] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:17.691894] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:17.988833] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:18.289223] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:18.583727] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:18.873613] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:18.873804] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:01:18.873861] [INFO ] [CONFIGURE ] JOB ETA: 10.4h | Avg: 2.9s/test | Remaining: 13032 tests [2025-11-21T09:01:18.873907] [INFO ] [CONFIGURE ] CCIF: Testing feature 11/29: add_obv_daily [2025-11-21T09:01:18.873949] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T09:01:19.069348] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:19.266532] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:01:19.462295] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:19.667761] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:19.871063] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:20.077079] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:20.281150] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:01:20.484730] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:01:20.688753] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:20.896795] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:20.896960] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:01:20.897008] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13031 tests [2025-11-21T09:01:20.897061] [INFO ] [CONFIGURE ] CCIF: Testing feature 12/29: add_obv_interval [2025-11-21T09:01:20.897102] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T09:01:21.086483] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:21.280907] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:01:21.469254] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:21.663796] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:21.852352] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:22.066670] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:22.274065] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:22.482425] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:22.692138] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:01:22.891434] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:22.891621] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T09:01:22.891691] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13030 tests [2025-11-21T09:01:22.891748] [INFO ] [CONFIGURE ] CCIF: Testing feature 13/29: add_opening_strength [2025-11-21T09:01:22.891795] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T09:01:23.095239] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:23.295080] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:23.494905] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:23.699516] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:23.904733] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:24.107391] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:24.314807] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:01:24.520038] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:24.722261] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:24.930071] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:24.930261] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:01:24.930310] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13029 tests [2025-11-21T09:01:24.930349] [INFO ] [CONFIGURE ] CCIF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:01:24.930393] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T09:01:25.147179] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:25.358894] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:25.570617] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:25.785311] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:26.003759] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:26.225115] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:26.446111] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:01:26.709740] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:27.019253] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:27.265795] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:27.265981] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:01:27.266035] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13028 tests [2025-11-21T09:01:27.266078] [INFO ] [CONFIGURE ] CCIF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:01:27.266116] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T09:01:27.434796] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:27.604945] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:27.790119] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:27.978710] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:28.170271] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:28.359739] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:28.549226] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:28.741778] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:28.929284] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:29.121525] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:29.121712] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:01:29.121790] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13027 tests [2025-11-21T09:01:29.121850] [INFO ] [CONFIGURE ] CCIF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:01:29.121897] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T09:01:29.332017] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:29.550371] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:29.761619] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:29.978889] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:30.201162] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:30.425147] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:30.651044] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:30.873906] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:31.096483] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:31.304926] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:31.305096] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:01:31.305145] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13026 tests [2025-11-21T09:01:31.305184] [INFO ] [CONFIGURE ] CCIF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:01:31.305220] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T09:01:31.518945] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:31.731050] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:01:31.945587] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:32.163949] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:32.374771] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:32.592002] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:32.812132] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:01:33.031755] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:01:33.240800] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:33.454070] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:33.454244] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:01:33.454294] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13025 tests [2025-11-21T09:01:33.454335] [INFO ] [CONFIGURE ] CCIF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:01:33.454372] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T09:01:33.640387] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:33.824901] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:34.018244] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:34.204216] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:34.394913] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:34.589570] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:34.784284] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:01:34.978233] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:01:35.167502] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:35.366338] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:35.366507] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:01:35.366554] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13024 tests [2025-11-21T09:01:35.366593] [INFO ] [CONFIGURE ] CCIF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:01:35.366628] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T09:01:35.545772] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:35.741530] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:35.942451] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:36.141332] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:36.341840] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:36.524328] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:36.702434] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:36.897517] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:37.093143] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:37.289466] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:37.289635] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:01:37.289720] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13023 tests [2025-11-21T09:01:37.289785] [INFO ] [CONFIGURE ] CCIF: Testing feature 20/29: add_price_rejection [2025-11-21T09:01:37.289827] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T09:01:37.509700] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:37.725110] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:37.937890] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:38.151885] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:38.373421] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:38.588947] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:38.793745] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:38.992698] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:39.190399] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:39.389735] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:39.389908] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T09:01:39.389955] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13022 tests [2025-11-21T09:01:39.389994] [INFO ] [CONFIGURE ] CCIF: Testing feature 21/29: add_range_position [2025-11-21T09:01:39.390030] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T09:01:39.603435] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:39.823372] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:40.049277] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:40.275841] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:40.522992] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:40.751483] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:40.981755] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:01:41.215829] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:41.451297] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:41.693704] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:41.693889] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:01:41.693948] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13021 tests [2025-11-21T09:01:41.693999] [INFO ] [CONFIGURE ] CCIF: Testing feature 22/29: add_realized_volatility [2025-11-21T09:01:41.694043] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T09:01:42.014569] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:42.343717] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:42.669111] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:42.979947] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:43.305806] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:43.624808] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:43.923220] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:01:44.219903] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:44.518040] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:44.819840] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:44.820017] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:01:44.820073] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13020 tests [2025-11-21T09:01:44.820162] [INFO ] [CONFIGURE ] CCIF: Testing feature 23/29: add_recent_range_context [2025-11-21T09:01:44.820208] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T09:01:45.039322] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:45.248074] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:45.445963] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:45.647718] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:45.846897] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:46.045317] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:46.244195] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:01:46.443747] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:46.650877] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:46.848039] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:46.848201] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:01:46.848247] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13019 tests [2025-11-21T09:01:46.848284] [INFO ] [CONFIGURE ] CCIF: Testing feature 24/29: add_rsi [2025-11-21T09:01:46.848319] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T09:01:47.089843] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:47.334477] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:47.576100] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:47.821160] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:48.060518] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:48.298830] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:48.546762] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:48.785960] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:49.019969] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:49.262497] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:49.262695] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:01:49.262753] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13018 tests [2025-11-21T09:01:49.262801] [INFO ] [CONFIGURE ] CCIF: Testing feature 25/29: add_tick_distribution [2025-11-21T09:01:49.262843] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T09:01:49.452118] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:49.641173] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:49.838408] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:50.038517] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:50.238425] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:50.472534] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:50.698096] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:50.941697] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:51.160763] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:01:51.381024] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:51.381349] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T09:01:51.381452] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13017 tests [2025-11-21T09:01:51.381539] [INFO ] [CONFIGURE ] CCIF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:01:51.381656] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T09:01:51.594893] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:51.816840] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:52.045626] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:52.270139] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:52.485625] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:52.720137] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:52.930819] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:53.129955] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:01:53.360392] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:53.584916] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:53.585097] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:01:53.585146] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13016 tests [2025-11-21T09:01:53.585186] [INFO ] [CONFIGURE ] CCIF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:01:53.585223] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T09:01:53.815986] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:01:54.051402] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:54.282914] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:54.515822] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:54.761079] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:55.005798] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:55.269156] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:55.504881] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:01:55.744938] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:55.995921] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:55.996165] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T09:01:55.996226] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13015 tests [2025-11-21T09:01:55.996274] [INFO ] [CONFIGURE ] CCIF: Testing feature 28/29: add_volume_profile [2025-11-21T09:01:55.996361] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T09:01:56.222122] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:56.451264] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:56.689599] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:56.920711] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:01:57.154854] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:57.382411] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:57.603726] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:01:57.828267] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:01:58.053765] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:01:58.288762] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:01:58.289154] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T09:01:58.289313] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13014 tests [2025-11-21T09:01:58.289436] [INFO ] [CONFIGURE ] CCIF: Testing feature 29/29: add_vwap [2025-11-21T09:01:58.289518] [INFO ] [CONFIGURE ] CCIF: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T09:01:58.534754] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:01:58.765481] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:01:58.993684] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:01:59.224009] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:01:59.451143] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:01:59.668234] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:01:59.900770] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:00.139434] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:00.368196] [DEBUG] [FORECASTER] CCIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:02:00.588401] [DEBUG] [FORECASTER] CCIF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:00.589127] [INFO ] [CONFIGURE ] CCIF: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:02:00.589756] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13013 tests [2025-11-21T09:02:00.589816] [INFO ] [CONFIGURE ] CCIF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:02:00.589854] [INFO ] [CONFIGURE ] CCIF: Best accuracy: 80.00% [2025-11-21T09:02:00.589893] [INFO ] [CONFIGURE ] CCIF: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T09:02:00.589925] [INFO ] [CONFIGURE ] CCIF: Improvement over baseline: 20.00% [2025-11-21T09:02:00.589955] [INFO ] [CONFIGURE ] CCIF: Total time: 1.1 minutes [2025-11-21T09:02:00.589985] [INFO ] [CONFIGURE ] CCIF: Average time per feature: 2.3 seconds [2025-11-21T09:02:00.590015] [INFO ] [CONFIGURE ] CCIF: Average speed: 0.43 features/sec [2025-11-21T09:02:00.590542] [INFO ] [LOCAL ] Saved configuration for CCIF: 1 features, 80.00% accuracy -> ./output/feature-sets/CCIF.json [2025-11-21T09:02:00.590797] [INFO ] [CONFIGURE ] CCIF: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T09:02:00.590862] [INFO ] [sig ] [277/723] Successfully configured CCIF | 0.01 sym/s | Total: 6.5h | ETA: 10.4h [2025-11-21T09:02:00.590909] [INFO ] [sig ] [278/723] Configuring CCJ... [2025-11-21T09:02:00.590971] [INFO ] [CONFIGURE ] CCJ: Configurate test run. [2025-11-21T09:02:00.591019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-11-21T09:02:00.699728] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCJ'. [2025-11-21T09:02:00.700176] [INFO ] [CONFIGURE ] CCJ: Testing with 29 available features [2025-11-21T09:02:00.700248] [INFO ] [CONFIGURE ] CCJ: Establishing baseline with no features... [2025-11-21T09:02:01.739624] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:02:02.096639] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:02.299453] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:02:02.495109] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:02.717070] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:02.916707] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:03.112924] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:03.288075] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:03.479750] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:03.675848] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:03.676011] [INFO ] [CONFIGURE ] CCJ: Baseline score (no features): 60.00% [2025-11-21T09:02:03.676060] [INFO ] [CONFIGURE ] CCJ: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:02:03.676098] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:02:03.905072] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:02:04.137011] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:04.374546] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:04.596472] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:02:04.808157] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:05.016937] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:05.226759] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:05.435622] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:02:05.645960] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:05.858590] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:05.858957] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T09:02:05.859064] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13012 tests [2025-11-21T09:02:05.859155] [INFO ] [CONFIGURE ] CCJ: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:02:05.859267] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:02:06.069267] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:02:06.286586] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:06.499405] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:06.710159] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:06.919697] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:07.146635] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:07.392269] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:07.646054] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:02:07.886345] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:08.106435] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:08.106620] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T09:02:08.106701] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13011 tests [2025-11-21T09:02:08.106787] [INFO ] [CONFIGURE ] CCJ: Testing feature 3/29: add_daily_returns [2025-11-21T09:02:08.106839] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_daily_returns'] [2025-11-21T09:02:08.305694] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:08.497318] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:08.688412] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:08.888745] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:09.093828] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:09.291150] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:09.486230] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:09.677794] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:09.871237] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:10.061754] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:10.061930] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:02:10.061978] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13010 tests [2025-11-21T09:02:10.062015] [INFO ] [CONFIGURE ] CCJ: Testing feature 4/29: add_ema [2025-11-21T09:02:10.062049] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_ema'] [2025-11-21T09:02:10.279306] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:02:10.494709] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:10.711119] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:10.926780] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:11.143528] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:11.361964] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:11.581432] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:11.799479] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:12.025458] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:12.254068] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:12.254252] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_ema (score: 60.00%) [2025-11-21T09:02:12.254300] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13009 tests [2025-11-21T09:02:12.254339] [INFO ] [CONFIGURE ] CCJ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:02:12.254374] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:02:12.491797] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:12.728888] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:12.959980] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:13.190800] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:13.432462] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:13.664483] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:02:13.923241] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:14.224811] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:14.536615] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:14.768627] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:14.768840] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T09:02:14.768897] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13008 tests [2025-11-21T09:02:14.768967] [INFO ] [CONFIGURE ] CCJ: Testing feature 6/29: add_failed_moves [2025-11-21T09:02:14.769015] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_failed_moves'] [2025-11-21T09:02:14.949919] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:15.126852] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:15.306804] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:15.485370] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:15.671162] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:15.862616] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:16.047970] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:16.233588] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:16.425625] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:16.612125] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:02:16.612286] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T09:02:16.612334] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13007 tests [2025-11-21T09:02:16.612372] [INFO ] [CONFIGURE ] CCJ: Testing feature 7/29: add_lag_shelf [2025-11-21T09:02:16.612407] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_lag_shelf'] [2025-11-21T09:02:16.788456] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:02:16.957483] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:17.130773] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:02:17.305398] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:17.481468] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:17.692310] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:17.879279] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:18.055499] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:18.233821] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:18.411780] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:18.411963] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:02:18.412016] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13006 tests [2025-11-21T09:02:18.412056] [INFO ] [CONFIGURE ] CCJ: Testing feature 8/29: add_macd [2025-11-21T09:02:18.412092] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:02:18.685559] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:18.955876] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:19.219460] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:19.494369] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:19.784986] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:02:20.074237] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:20.376354] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:20.672855] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:02:20.975283] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:21.303005] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:21.303207] [INFO ] [CONFIGURE ] CCJ: KEPT add_macd (score: 80.00%) [2025-11-21T09:02:21.303268] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13005 tests [2025-11-21T09:02:21.303401] [INFO ] [CONFIGURE ] CCJ: Testing feature 9/29: add_mfi [2025-11-21T09:02:21.303450] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T09:02:21.626921] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:21.946330] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:22.265868] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:22.582126] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:22.896622] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:02:23.208698] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:23.511407] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:23.827401] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:02:24.139556] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:24.454306] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:24.454565] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_mfi (score: 80.00%) [2025-11-21T09:02:24.454810] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13004 tests [2025-11-21T09:02:24.454952] [INFO ] [CONFIGURE ] CCJ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:02:24.455033] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:02:24.825606] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:25.185550] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:25.547626] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:25.905971] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:26.260075] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:02:26.616796] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:02:26.993856] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:27.367431] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:27.726363] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:28.098934] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:02:28.099146] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T09:02:28.099203] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13003 tests [2025-11-21T09:02:28.099252] [INFO ] [CONFIGURE ] CCJ: Testing feature 11/29: add_obv_daily [2025-11-21T09:02:28.099297] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T09:02:28.403475] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:28.708982] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:29.008181] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:29.318595] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:29.620928] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:02:29.924405] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:02:30.233734] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:30.549128] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:30.851836] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:31.155736] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:02:31.155928] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T09:02:31.155986] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13002 tests [2025-11-21T09:02:31.156036] [INFO ] [CONFIGURE ] CCJ: Testing feature 12/29: add_obv_interval [2025-11-21T09:02:31.156073] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T09:02:31.442790] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:31.720039] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:32.003812] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:32.292495] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:02:32.577020] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:32.867014] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:02:33.153371] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:33.451172] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:33.746169] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:02:34.047528] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:02:34.047765] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T09:02:34.047828] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13001 tests [2025-11-21T09:02:34.047994] [INFO ] [CONFIGURE ] CCJ: Testing feature 13/29: add_opening_strength [2025-11-21T09:02:34.048056] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:02:34.383227] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:34.701251] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:35.011050] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:02:35.318384] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:35.638192] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:02:35.965167] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:36.279156] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:36.590631] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:36.907677] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:37.233732] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:37.233917] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:02:37.233975] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 13000 tests [2025-11-21T09:02:37.234022] [INFO ] [CONFIGURE ] CCJ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:02:37.234065] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T09:02:37.546320] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:37.865963] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:38.171333] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:38.484921] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:38.793930] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:39.106473] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:39.431301] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:39.742815] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:40.051350] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:40.360106] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:40.360331] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T09:02:40.360392] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12999 tests [2025-11-21T09:02:40.360446] [INFO ] [CONFIGURE ] CCJ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:02:40.360499] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T09:02:40.652870] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:40.934942] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:41.216737] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:41.494428] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:41.785396] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:42.079173] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:02:42.376925] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:42.673149] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:02:42.966567] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:43.256764] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:43.256965] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:02:43.257025] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12998 tests [2025-11-21T09:02:43.257093] [INFO ] [CONFIGURE ] CCJ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:02:43.257138] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T09:02:43.535012] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:43.817548] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:44.102556] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:02:44.374476] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:44.655531] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:02:44.937065] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:45.226967] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:45.522170] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:45.818251] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:46.098682] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:46.098873] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:02:46.098931] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12997 tests [2025-11-21T09:02:46.098978] [INFO ] [CONFIGURE ] CCJ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:02:46.099023] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T09:02:46.397637] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:46.697256] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:46.993172] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:47.299299] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:47.607765] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:02:47.908839] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:48.226849] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:48.540064] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:48.845845] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:49.152079] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:49.152271] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T09:02:49.152329] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12996 tests [2025-11-21T09:02:49.152377] [INFO ] [CONFIGURE ] CCJ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:02:49.152421] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T09:02:49.450594] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:49.730483] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:50.008163] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:02:50.293841] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:50.574880] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:50.856429] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:51.139808] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:02:51.423035] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:02:51.728195] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:52.014458] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:02:52.014666] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:02:52.014728] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12995 tests [2025-11-21T09:02:52.014777] [INFO ] [CONFIGURE ] CCJ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:02:52.014822] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T09:02:52.283275] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:52.538983] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:02:52.792880] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:53.056896] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:53.315446] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:02:53.617107] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:53.877717] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:54.140205] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:02:54.405551] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:54.667754] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:54.667926] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:02:54.667982] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12994 tests [2025-11-21T09:02:54.668029] [INFO ] [CONFIGURE ] CCJ: Testing feature 20/29: add_price_rejection [2025-11-21T09:02:54.668071] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T09:02:54.961963] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:55.255196] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:55.545007] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:55.852926] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:02:56.172444] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:56.490044] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:56.784878] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:02:57.093824] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:02:57.423308] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:02:57.743188] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:02:57.743368] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T09:02:57.743424] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12993 tests [2025-11-21T09:02:57.743473] [INFO ] [CONFIGURE ] CCJ: Testing feature 21/29: add_range_position [2025-11-21T09:02:57.743515] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T09:02:58.049223] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:02:58.339883] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:02:58.651669] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:02:58.979678] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:02:59.294692] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:02:59.614433] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:02:59.932872] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:00.256820] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:00.568122] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:03:00.890369] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:00.890673] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_range_position (score: 30.00%) [2025-11-21T09:03:00.890819] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12992 tests [2025-11-21T09:03:00.890874] [INFO ] [CONFIGURE ] CCJ: Testing feature 22/29: add_realized_volatility [2025-11-21T09:03:00.890920] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T09:03:01.967360] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:03:02.400204] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:03:02.858810] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:03:03.276777] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:03.674620] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:03:04.072974] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:04.455716] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:04.873546] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:05.326458] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:03:05.764178] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:05.764383] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:03:05.764439] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12991 tests [2025-11-21T09:03:05.764491] [INFO ] [CONFIGURE ] CCJ: Testing feature 23/29: add_recent_range_context [2025-11-21T09:03:05.764538] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T09:03:06.085420] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:03:06.406326] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:06.729257] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:03:07.049180] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:07.379400] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:03:07.674544] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:07.962988] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:08.252375] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:08.579164] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:03:08.889192] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:08.889397] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:03:08.889456] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12990 tests [2025-11-21T09:03:08.889563] [INFO ] [CONFIGURE ] CCJ: Testing feature 24/29: add_rsi [2025-11-21T09:03:08.889614] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T09:03:09.231159] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:03:09.571260] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:03:09.912246] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:03:10.242189] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:03:10.576477] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:03:10.901984] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:11.221629] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:11.539063] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:11.853095] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:03:12.175170] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:03:12.175357] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_rsi (score: 40.00%) [2025-11-21T09:03:12.175414] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12989 tests [2025-11-21T09:03:12.175461] [INFO ] [CONFIGURE ] CCJ: Testing feature 25/29: add_tick_distribution [2025-11-21T09:03:12.175505] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T09:03:12.475849] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:03:12.765021] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:13.056962] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:03:13.348153] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:13.643551] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:03:13.940570] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:14.229623] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:14.536350] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:14.840602] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:03:15.140223] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:15.140406] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:03:15.140598] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12988 tests [2025-11-21T09:03:15.140682] [INFO ] [CONFIGURE ] CCJ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:03:15.140730] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T09:03:15.453446] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:03:15.777733] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:03:16.118329] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:03:16.435956] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:16.749931] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:03:17.065356] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:03:17.388612] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:17.718334] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:18.039178] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:03:18.348496] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:18.348737] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:03:18.348798] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12987 tests [2025-11-21T09:03:18.348914] [INFO ] [CONFIGURE ] CCJ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:03:18.348963] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T09:03:18.676598] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:03:19.008789] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:19.339227] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:03:19.685329] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:20.011788] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:03:20.341004] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:20.667743] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:21.008121] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:21.340693] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:03:21.670990] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:21.671186] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:03:21.671244] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12986 tests [2025-11-21T09:03:21.671360] [INFO ] [CONFIGURE ] CCJ: Testing feature 28/29: add_volume_profile [2025-11-21T09:03:21.671408] [INFO ] [CONFIGURE ] CCJ: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T09:03:21.979160] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:03:22.298055] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:22.614000] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:03:22.932149] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:23.236121] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:03:23.532470] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:03:23.877559] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:24.234382] [DEBUG] [FORECASTER] CCJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:24.611283] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:03:24.933121] [DEBUG] [FORECASTER] CCJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:24.933354] [INFO ] [CONFIGURE ] CCJ: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T09:03:24.933431] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12985 tests [2025-11-21T09:03:24.933503] [INFO ] [CONFIGURE ] CCJ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:03:24.933600] [INFO ] [CONFIGURE ] CCJ: Best accuracy: 80.00% [2025-11-21T09:03:24.933682] [INFO ] [CONFIGURE ] CCJ: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T09:03:24.933746] [INFO ] [CONFIGURE ] CCJ: Improvement over baseline: 20.00% [2025-11-21T09:03:24.933842] [INFO ] [CONFIGURE ] CCJ: Total time: 1.4 minutes [2025-11-21T09:03:24.933895] [INFO ] [CONFIGURE ] CCJ: Average time per feature: 2.9 seconds [2025-11-21T09:03:24.933953] [INFO ] [CONFIGURE ] CCJ: Average speed: 0.36 features/sec [2025-11-21T09:03:24.934497] [INFO ] [LOCAL ] Saved configuration for CCJ: 2 features, 80.00% accuracy -> ./output/feature-sets/CCJ.json [2025-11-21T09:03:24.934579] [INFO ] [CONFIGURE ] CCJ: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T09:03:24.934659] [INFO ] [sig ] [278/723] Successfully configured CCJ | 0.01 sym/s | Total: 6.5h | ETA: 10.4h [2025-11-21T09:03:24.934726] [INFO ] [sig ] [279/723] Configuring CCK... [2025-11-21T09:03:24.934791] [INFO ] [CONFIGURE ] CCK: Configurate test run. [2025-11-21T09:03:24.934848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-11-21T09:03:24.981594] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCK'. [2025-11-21T09:03:24.982102] [INFO ] [CONFIGURE ] CCK: Testing with 29 available features [2025-11-21T09:03:24.982167] [INFO ] [CONFIGURE ] CCK: Establishing baseline with no features... [2025-11-21T09:03:25.169791] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:25.352262] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:25.533204] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:25.705510] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:25.871507] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:26.041677] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:26.214263] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:26.387741] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:26.569861] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:26.743753] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:26.743910] [INFO ] [CONFIGURE ] CCK: Baseline score (no features): 70.00% [2025-11-21T09:03:26.743957] [INFO ] [CONFIGURE ] CCK: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:03:26.743995] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:03:26.945780] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:27.154044] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:27.369267] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:27.575534] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:27.768664] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:27.965950] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:28.161914] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:28.372071] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:28.584372] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:28.793943] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:28.794122] [INFO ] [CONFIGURE ] CCK: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T09:03:28.794171] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12984 tests [2025-11-21T09:03:28.794209] [INFO ] [CONFIGURE ] CCK: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:03:28.794244] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:03:29.008812] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:29.226730] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:29.445437] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:29.655120] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:29.873619] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:30.086735] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:03:30.293296] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:30.506997] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:30.725685] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:30.940899] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:03:30.941096] [INFO ] [CONFIGURE ] CCK: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T09:03:30.941146] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12983 tests [2025-11-21T09:03:30.941186] [INFO ] [CONFIGURE ] CCK: Testing feature 3/29: add_daily_returns [2025-11-21T09:03:30.941221] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_daily_returns'] [2025-11-21T09:03:31.133402] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:31.332228] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:31.520909] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:31.709512] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:31.898817] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:32.094212] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:32.294222] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:32.499953] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:32.701426] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:32.902988] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:32.903321] [INFO ] [CONFIGURE ] CCK: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T09:03:32.903431] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12982 tests [2025-11-21T09:03:32.903520] [INFO ] [CONFIGURE ] CCK: Testing feature 4/29: add_ema [2025-11-21T09:03:32.903666] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_ema'] [2025-11-21T09:03:33.122902] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:03:33.340432] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:33.558027] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:33.782583] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:34.004115] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:34.220157] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:34.437118] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:34.655797] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:34.882411] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:35.105179] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:35.105351] [INFO ] [CONFIGURE ] CCK: DISCARDED add_ema (score: 60.00%) [2025-11-21T09:03:35.105399] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12981 tests [2025-11-21T09:03:35.105463] [INFO ] [CONFIGURE ] CCK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:03:35.105502] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:03:35.329171] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:35.549127] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:35.772000] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:35.995057] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:36.214902] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:36.447458] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:36.669525] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:36.890893] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:37.125223] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:37.365883] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:37.366060] [INFO ] [CONFIGURE ] CCK: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T09:03:37.366117] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12980 tests [2025-11-21T09:03:37.366185] [INFO ] [CONFIGURE ] CCK: Testing feature 6/29: add_failed_moves [2025-11-21T09:03:37.366241] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_failed_moves'] [2025-11-21T09:03:37.549626] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:37.736171] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:37.920795] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:38.105393] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:38.291566] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:03:38.477721] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:38.666250] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:38.857607] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:39.049450] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:39.238809] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:39.238998] [INFO ] [CONFIGURE ] CCK: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T09:03:39.239051] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12979 tests [2025-11-21T09:03:39.239090] [INFO ] [CONFIGURE ] CCK: Testing feature 7/29: add_lag_shelf [2025-11-21T09:03:39.239126] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_lag_shelf'] [2025-11-21T09:03:39.420088] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:39.600923] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:39.774293] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:39.939956] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:40.110068] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:40.272611] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:40.440511] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:40.604924] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:40.778638] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:40.950531] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:40.950717] [INFO ] [CONFIGURE ] CCK: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T09:03:40.950788] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12978 tests [2025-11-21T09:03:40.950846] [INFO ] [CONFIGURE ] CCK: Testing feature 8/29: add_macd [2025-11-21T09:03:40.950892] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:03:41.215374] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:41.476927] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:03:41.742658] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:42.010342] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:42.271519] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:42.551018] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:42.826384] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:43.114449] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:43.378923] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:43.642845] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:03:43.643032] [INFO ] [CONFIGURE ] CCK: DISCARDED add_macd (score: 50.00%) [2025-11-21T09:03:43.643087] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12977 tests [2025-11-21T09:03:43.643136] [INFO ] [CONFIGURE ] CCK: Testing feature 9/29: add_mfi [2025-11-21T09:03:43.643177] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_mfi'] [2025-11-21T09:03:43.822735] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:44.001255] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:44.181779] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:44.367622] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:44.552567] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:44.734842] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:44.923634] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:45.110546] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:45.295286] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:45.477680] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:45.477870] [INFO ] [CONFIGURE ] CCK: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:03:45.477930] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12976 tests [2025-11-21T09:03:45.477980] [INFO ] [CONFIGURE ] CCK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:03:45.478027] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:03:45.747103] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:46.019539] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:46.288587] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:46.557201] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:46.825858] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:47.098937] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:47.379341] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:47.678636] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:47.978574] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:48.273912] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:48.274095] [INFO ] [CONFIGURE ] CCK: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T09:03:48.274154] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12975 tests [2025-11-21T09:03:48.274203] [INFO ] [CONFIGURE ] CCK: Testing feature 11/29: add_obv_daily [2025-11-21T09:03:48.274247] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily'] [2025-11-21T09:03:48.491474] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:48.714383] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:48.932819] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:49.157970] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:49.360126] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:49.573543] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:49.790836] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:50.011412] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:50.222978] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:50.436620] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:50.436926] [INFO ] [CONFIGURE ] CCK: KEPT add_obv_daily (score: 80.00%) [2025-11-21T09:03:50.436980] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12974 tests [2025-11-21T09:03:50.437019] [INFO ] [CONFIGURE ] CCK: Testing feature 12/29: add_obv_interval [2025-11-21T09:03:50.437077] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T09:03:50.661573] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:50.891871] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:51.108821] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:03:51.322459] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:51.545942] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:51.763142] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:51.980697] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:52.202243] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:52.424088] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:52.648414] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:52.648599] [INFO ] [CONFIGURE ] CCK: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T09:03:52.648666] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12973 tests [2025-11-21T09:03:52.648738] [INFO ] [CONFIGURE ] CCK: Testing feature 13/29: add_opening_strength [2025-11-21T09:03:52.648788] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:03:52.891747] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:53.138752] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:53.385243] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:53.630852] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:53.877321] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:03:54.117708] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:54.351477] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:54.586978] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:54.834088] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:55.089801] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:55.090003] [INFO ] [CONFIGURE ] CCK: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:03:55.090195] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12972 tests [2025-11-21T09:03:55.090304] [INFO ] [CONFIGURE ] CCK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:03:55.090356] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T09:03:55.316117] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:55.538866] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:55.762229] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:55.989032] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:03:56.219320] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:56.444543] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:56.670788] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:03:56.896974] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:03:57.130000] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:57.365451] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:03:57.365617] [INFO ] [CONFIGURE ] CCK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:03:57.365692] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12971 tests [2025-11-21T09:03:57.365738] [INFO ] [CONFIGURE ] CCK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:03:57.365782] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T09:03:57.569444] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:57.775469] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:03:57.980701] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:03:58.187620] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:03:58.395874] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:03:58.603378] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:03:58.813350] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:03:59.029912] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:03:59.234418] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:03:59.445744] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:03:59.446074] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:03:59.446183] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12970 tests [2025-11-21T09:03:59.446260] [INFO ] [CONFIGURE ] CCK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:03:59.446365] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T09:03:59.671769] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:03:59.902390] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:00.133214] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:00.982356] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:01.357857] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:01.584799] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:01.835055] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:02.090439] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:02.342455] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:02.595607] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:02.595807] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T09:04:02.595855] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12969 tests [2025-11-21T09:04:02.595912] [INFO ] [CONFIGURE ] CCK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:04:02.595948] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T09:04:02.839530] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:04:03.088050] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:03.329995] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:03.573493] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:03.812732] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:04.060544] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:04.311301] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:04.566989] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:04.816191] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:04:05.074073] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:05.074271] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T09:04:05.074337] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12968 tests [2025-11-21T09:04:05.074389] [INFO ] [CONFIGURE ] CCK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:04:05.074444] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T09:04:05.308478] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:05.534388] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:05.765122] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:05.997431] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:06.199369] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:06.408830] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:06.621600] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:06.850756] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:07.073550] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:07.314181] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:07.314400] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:04:07.314467] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12967 tests [2025-11-21T09:04:07.314520] [INFO ] [CONFIGURE ] CCK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:04:07.314571] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T09:04:07.552104] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:07.769088] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:07.984204] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:08.192815] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:08.399159] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:08.605556] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:08.811455] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:09.019573] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:04:09.217540] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:09.420930] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:09.421123] [INFO ] [CONFIGURE ] CCK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:04:09.421171] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12966 tests [2025-11-21T09:04:09.421209] [INFO ] [CONFIGURE ] CCK: Testing feature 20/29: add_price_rejection [2025-11-21T09:04:09.421244] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_price_rejection'] [2025-11-21T09:04:09.638130] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:09.860765] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:10.079986] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:10.307353] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:10.536082] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:10.767662] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:10.993256] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:11.221569] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:04:11.489157] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:11.816570] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:11.816869] [INFO ] [CONFIGURE ] CCK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:04:11.816954] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12965 tests [2025-11-21T09:04:11.817025] [INFO ] [CONFIGURE ] CCK: Testing feature 21/29: add_range_position [2025-11-21T09:04:11.817283] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_range_position'] [2025-11-21T09:04:12.118888] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:12.404951] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:12.668865] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:12.925265] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:04:13.179782] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:13.447555] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:13.714420] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:13.977798] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:14.245609] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:14.514447] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:14.514691] [INFO ] [CONFIGURE ] CCK: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:04:14.514754] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12964 tests [2025-11-21T09:04:14.514802] [INFO ] [CONFIGURE ] CCK: Testing feature 22/29: add_realized_volatility [2025-11-21T09:04:14.514848] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_realized_volatility'] [2025-11-21T09:04:14.856370] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:15.190064] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:04:15.523766] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:15.874352] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:16.217206] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:16.553593] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:16.908915] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:17.257799] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:17.607119] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:17.942817] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:17.943018] [INFO ] [CONFIGURE ] CCK: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T09:04:17.943078] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12963 tests [2025-11-21T09:04:17.943128] [INFO ] [CONFIGURE ] CCK: Testing feature 23/29: add_recent_range_context [2025-11-21T09:04:17.943175] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_recent_range_context'] [2025-11-21T09:04:18.203267] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:18.451488] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:18.696594] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:18.942506] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:19.181782] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:19.417398] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:19.648046] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:19.888870] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:20.121577] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:20.358097] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:20.358275] [INFO ] [CONFIGURE ] CCK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:04:20.358322] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12962 tests [2025-11-21T09:04:20.358361] [INFO ] [CONFIGURE ] CCK: Testing feature 24/29: add_rsi [2025-11-21T09:04:20.358397] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T09:04:20.638111] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:04:20.914254] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:21.194824] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:21.471922] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:21.752908] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:22.034984] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:22.317094] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:22.599137] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:22.877898] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:23.156026] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:04:23.156330] [INFO ] [CONFIGURE ] CCK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:04:23.156394] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12961 tests [2025-11-21T09:04:23.156454] [INFO ] [CONFIGURE ] CCK: Testing feature 25/29: add_tick_distribution [2025-11-21T09:04:23.156501] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_tick_distribution'] [2025-11-21T09:04:23.378446] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:23.607393] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:23.835069] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:24.055179] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:24.288077] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:24.512084] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:24.749218] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:24.973544] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:04:25.217409] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:25.455564] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:25.455780] [INFO ] [CONFIGURE ] CCK: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:04:25.455861] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12960 tests [2025-11-21T09:04:25.455926] [INFO ] [CONFIGURE ] CCK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:04:25.455974] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T09:04:25.675115] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:25.903836] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:26.127501] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:26.353263] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:26.581252] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:26.813823] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:27.034251] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:27.274303] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:27.505867] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:27.734927] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:27.735099] [INFO ] [CONFIGURE ] CCK: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:04:27.735155] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12959 tests [2025-11-21T09:04:27.735195] [INFO ] [CONFIGURE ] CCK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:04:27.735231] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T09:04:27.981330] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:28.232340] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:28.477377] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:28.723241] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:28.979486] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:04:29.228757] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:29.471013] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:29.719993] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:04:29.962936] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:30.208286] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:30.208475] [INFO ] [CONFIGURE ] CCK: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:04:30.208535] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12958 tests [2025-11-21T09:04:30.208582] [INFO ] [CONFIGURE ] CCK: Testing feature 28/29: add_volume_profile [2025-11-21T09:04:30.208625] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_volume_profile'] [2025-11-21T09:04:30.435445] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:30.665607] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:30.894927] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:31.125288] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:31.356690] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:04:31.586984] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:31.818258] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:32.050383] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:04:32.281277] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:32.522830] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:32.523021] [INFO ] [CONFIGURE ] CCK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:04:32.523069] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12957 tests [2025-11-21T09:04:32.523107] [INFO ] [CONFIGURE ] CCK: Testing feature 29/29: add_vwap [2025-11-21T09:04:32.523142] [INFO ] [CONFIGURE ] CCK: Testing with features: ['add_obv_daily', 'add_vwap'] [2025-11-21T09:04:32.761158] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:33.008085] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:33.244547] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:04:33.478579] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:04:33.715776] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:04:33.959072] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:34.199374] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:34.436934] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:04:34.676222] [DEBUG] [FORECASTER] CCK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:04:34.901145] [DEBUG] [FORECASTER] CCK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:34.901375] [INFO ] [CONFIGURE ] CCK: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:04:34.901425] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12956 tests [2025-11-21T09:04:34.901464] [INFO ] [CONFIGURE ] CCK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:04:34.901529] [INFO ] [CONFIGURE ] CCK: Best accuracy: 80.00% [2025-11-21T09:04:34.901566] [INFO ] [CONFIGURE ] CCK: Best feature set (1 features): ['add_obv_daily'] [2025-11-21T09:04:34.901598] [INFO ] [CONFIGURE ] CCK: Improvement over baseline: 10.00% [2025-11-21T09:04:34.901629] [INFO ] [CONFIGURE ] CCK: Total time: 1.1 minutes [2025-11-21T09:04:34.901681] [INFO ] [CONFIGURE ] CCK: Average time per feature: 2.4 seconds [2025-11-21T09:04:34.901743] [INFO ] [CONFIGURE ] CCK: Average speed: 0.43 features/sec [2025-11-21T09:04:34.902153] [INFO ] [LOCAL ] Saved configuration for CCK: 1 features, 80.00% accuracy -> ./output/feature-sets/CCK.json [2025-11-21T09:04:34.902213] [INFO ] [CONFIGURE ] CCK: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T09:04:34.902263] [INFO ] [sig ] [279/723] Successfully configured CCK | 0.01 sym/s | Total: 6.5h | ETA: 10.4h [2025-11-21T09:04:34.902309] [INFO ] [sig ] [280/723] Configuring CCL... [2025-11-21T09:04:34.902358] [INFO ] [CONFIGURE ] CCL: Configurate test run. [2025-11-21T09:04:34.902401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-11-21T09:04:34.979720] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCL'. [2025-11-21T09:04:34.980108] [INFO ] [CONFIGURE ] CCL: Testing with 29 available features [2025-11-21T09:04:34.980170] [INFO ] [CONFIGURE ] CCL: Establishing baseline with no features... [2025-11-21T09:04:35.165308] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:35.355958] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:04:35.546667] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:35.733701] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:35.921781] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:04:36.110930] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:04:36.298856] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:36.486702] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:36.673576] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:36.860429] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:04:36.860592] [INFO ] [CONFIGURE ] CCL: Baseline score (no features): 60.00% [2025-11-21T09:04:36.860638] [INFO ] [CONFIGURE ] CCL: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:04:36.860727] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:04:37.083368] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:37.308367] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:37.553128] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:37.778672] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:38.007968] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:38.234431] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:38.459983] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:38.688275] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:38.917066] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:39.155770] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:04:39.155986] [INFO ] [CONFIGURE ] CCL: KEPT add_bollinger_bands (score: 90.00%) [2025-11-21T09:04:39.156047] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12955 tests [2025-11-21T09:04:39.156094] [INFO ] [CONFIGURE ] CCL: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:04:39.156131] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:04:39.406840] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:39.651417] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:39.902959] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:40.167915] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:40.417823] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:40.670429] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:04:40.904710] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:41.138603] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:04:41.366606] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:04:41.586927] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:04:41.587110] [INFO ] [CONFIGURE ] CCL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:04:41.587168] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12954 tests [2025-11-21T09:04:41.587215] [INFO ] [CONFIGURE ] CCL: Testing feature 3/29: add_daily_returns [2025-11-21T09:04:41.587256] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:04:41.803511] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:42.026771] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:42.252880] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:42.488014] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:42.702896] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:42.932193] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:43.154307] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:43.373469] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:43.599703] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:43.821828] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:04:43.821988] [INFO ] [CONFIGURE ] CCL: DISCARDED add_daily_returns (score: 90.00%) [2025-11-21T09:04:43.822035] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12953 tests [2025-11-21T09:04:43.822072] [INFO ] [CONFIGURE ] CCL: Testing feature 4/29: add_ema [2025-11-21T09:04:43.822107] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:04:44.077566] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:44.329740] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:44.588019] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:44.848842] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:45.102693] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:45.355814] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:45.608904] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:45.865798] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:04:46.126095] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:46.382813] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:04:46.382999] [INFO ] [CONFIGURE ] CCL: DISCARDED add_ema (score: 80.00%) [2025-11-21T09:04:46.383061] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12952 tests [2025-11-21T09:04:46.383100] [INFO ] [CONFIGURE ] CCL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:04:46.383139] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:04:46.638254] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:46.892304] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:47.146794] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:47.408492] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:47.712729] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:48.005991] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:48.291585] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:48.546889] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:48.801422] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:49.070005] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:49.070188] [INFO ] [CONFIGURE ] CCL: DISCARDED add_exhaustion_signals (score: 90.00%) [2025-11-21T09:04:49.070246] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12951 tests [2025-11-21T09:04:49.070293] [INFO ] [CONFIGURE ] CCL: Testing feature 6/29: add_failed_moves [2025-11-21T09:04:49.070337] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:04:49.298372] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:49.512055] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:49.728046] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:49.943719] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:50.163847] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:50.384432] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:50.605359] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:50.824815] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:51.043603] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:51.263555] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:51.263767] [INFO ] [CONFIGURE ] CCL: KEPT add_failed_moves (score: 100.00%) [2025-11-21T09:04:51.263960] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12950 tests [2025-11-21T09:04:51.264020] [INFO ] [CONFIGURE ] CCL: Testing feature 7/29: add_lag_shelf [2025-11-21T09:04:51.264195] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T09:04:51.491024] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:51.717620] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:51.937454] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:52.159024] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:52.376281] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:52.630337] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:52.874911] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:04:53.115047] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:53.359513] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:53.610915] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:04:53.611945] [INFO ] [CONFIGURE ] CCL: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T09:04:53.612012] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12949 tests [2025-11-21T09:04:53.612068] [INFO ] [CONFIGURE ] CCL: Testing feature 8/29: add_macd [2025-11-21T09:04:53.612113] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T09:04:53.970458] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:54.309564] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:54.643982] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:54.971773] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:55.310727] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:55.662802] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:55.980514] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:56.289228] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:56.596019] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:56.895505] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:56.895718] [INFO ] [CONFIGURE ] CCL: DISCARDED add_macd (score: 90.00%) [2025-11-21T09:04:56.895781] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12948 tests [2025-11-21T09:04:56.895829] [INFO ] [CONFIGURE ] CCL: Testing feature 9/29: add_mfi [2025-11-21T09:04:56.895873] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T09:04:57.126847] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:57.358234] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:04:57.600378] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:04:57.845606] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:04:58.089840] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:04:58.329997] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:04:58.575206] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:04:58.820174] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:04:59.058350] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:04:59.298863] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:04:59.299056] [INFO ] [CONFIGURE ] CCL: DISCARDED add_mfi (score: 90.00%) [2025-11-21T09:04:59.299117] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12947 tests [2025-11-21T09:04:59.299167] [INFO ] [CONFIGURE ] CCL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:04:59.299211] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:04:59.638333] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:04:59.966083] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:00.285563] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:01.218750] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:01.662318] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:02.011197] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:02.362993] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:02.713818] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:03.074751] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:05:03.420289] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:03.420514] [INFO ] [CONFIGURE ] CCL: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T09:05:03.420575] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12946 tests [2025-11-21T09:05:03.420623] [INFO ] [CONFIGURE ] CCL: Testing feature 11/29: add_obv_daily [2025-11-21T09:05:03.420691] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T09:05:03.668480] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:03.920347] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:04.190194] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:04.494366] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:04.786836] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:05.116533] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:05.356189] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:05.575272] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:05.814683] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:06.051193] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:06.051380] [INFO ] [CONFIGURE ] CCL: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T09:05:06.051438] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12945 tests [2025-11-21T09:05:06.051485] [INFO ] [CONFIGURE ] CCL: Testing feature 12/29: add_obv_interval [2025-11-21T09:05:06.051529] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T09:05:06.284094] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:06.519703] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:06.754100] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:06.990107] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:07.221256] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:07.453724] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:07.702160] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:05:07.946787] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:08.191363] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:05:08.436586] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:05:08.436796] [INFO ] [CONFIGURE ] CCL: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T09:05:08.436851] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12944 tests [2025-11-21T09:05:08.436899] [INFO ] [CONFIGURE ] CCL: Testing feature 13/29: add_opening_strength [2025-11-21T09:05:08.436937] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:05:08.689566] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:08.942485] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:09.199331] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:09.449061] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:09.699248] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:09.953833] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:10.210545] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:05:10.471063] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:10.727209] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:10.977691] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:10.977877] [INFO ] [CONFIGURE ] CCL: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:05:10.977933] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12943 tests [2025-11-21T09:05:10.977977] [INFO ] [CONFIGURE ] CCL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:05:10.978021] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T09:05:11.226157] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:11.478357] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:11.728159] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:11.987937] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:12.242222] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:12.493571] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:12.760286] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:13.034574] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:13.293988] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:13.563996] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:05:13.564182] [INFO ] [CONFIGURE ] CCL: DISCARDED add_order_flow_imbalance (score: 100.00%) [2025-11-21T09:05:13.564240] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12942 tests [2025-11-21T09:05:13.564279] [INFO ] [CONFIGURE ] CCL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:05:13.564344] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T09:05:13.802757] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:14.039703] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:14.282037] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:14.524636] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:14.764034] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:15.003136] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:15.248884] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:15.491490] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:15.736932] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:05:15.983293] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:15.983682] [INFO ] [CONFIGURE ] CCL: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T09:05:15.983789] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12941 tests [2025-11-21T09:05:15.983895] [INFO ] [CONFIGURE ] CCL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:05:15.984187] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T09:05:16.258321] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:16.533513] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:16.806373] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:17.072160] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:17.337595] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:17.627969] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:17.898348] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:05:18.167912] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:18.410925] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:18.658706] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:18.658899] [INFO ] [CONFIGURE ] CCL: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:05:18.658958] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12940 tests [2025-11-21T09:05:18.659008] [INFO ] [CONFIGURE ] CCL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:05:18.659053] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T09:05:18.903087] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:19.170738] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:19.429331] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:19.686563] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:19.941426] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:20.202282] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:20.454170] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:05:20.701540] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:20.962586] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:21.246976] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:21.247183] [INFO ] [CONFIGURE ] CCL: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T09:05:21.247243] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12939 tests [2025-11-21T09:05:21.247294] [INFO ] [CONFIGURE ] CCL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:05:21.247344] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T09:05:21.494048] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:21.727563] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:21.967296] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:22.206312] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:22.446424] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:22.692824] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:22.940776] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:23.184154] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:23.442494] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:23.699446] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:05:23.699634] [INFO ] [CONFIGURE ] CCL: DISCARDED add_pbf_volatility_5d (score: 100.00%) [2025-11-21T09:05:23.699912] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12938 tests [2025-11-21T09:05:23.699960] [INFO ] [CONFIGURE ] CCL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:05:23.700004] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T09:05:23.953700] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:24.215137] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:24.439973] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:24.666285] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:24.905561] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:25.144234] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:25.382553] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:25.625504] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:25.861782] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:26.100193] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:26.100410] [INFO ] [CONFIGURE ] CCL: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T09:05:26.100679] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12937 tests [2025-11-21T09:05:26.100778] [INFO ] [CONFIGURE ] CCL: Testing feature 20/29: add_price_rejection [2025-11-21T09:05:26.100830] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T09:05:26.339936] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:26.576824] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:26.805335] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:27.043009] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:27.276104] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:27.510218] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:27.776061] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:28.027664] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:28.278062] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:05:28.521957] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:28.522136] [INFO ] [CONFIGURE ] CCL: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T09:05:28.522190] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12936 tests [2025-11-21T09:05:28.522257] [INFO ] [CONFIGURE ] CCL: Testing feature 21/29: add_range_position [2025-11-21T09:05:28.522390] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T09:05:28.791213] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:29.058790] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:29.351329] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:29.641609] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:29.945090] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:30.241623] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:05:30.532114] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:05:30.817925] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:31.109608] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:05:31.402721] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:31.402889] [INFO ] [CONFIGURE ] CCL: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:05:31.403003] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12935 tests [2025-11-21T09:05:31.403057] [INFO ] [CONFIGURE ] CCL: Testing feature 22/29: add_realized_volatility [2025-11-21T09:05:31.403098] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T09:05:31.767693] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:32.140392] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:32.491267] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:32.854329] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:33.199288] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:33.557002] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:33.908676] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:34.256123] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:34.601944] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:34.949025] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:34.949234] [INFO ] [CONFIGURE ] CCL: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T09:05:34.949294] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12934 tests [2025-11-21T09:05:34.949341] [INFO ] [CONFIGURE ] CCL: Testing feature 23/29: add_recent_range_context [2025-11-21T09:05:34.949384] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T09:05:35.176042] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:35.404665] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:35.639020] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:35.875465] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:05:36.104617] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:36.333577] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:36.565332] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:05:36.793809] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:37.024778] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:37.263717] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:37.263885] [INFO ] [CONFIGURE ] CCL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:05:37.263942] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12933 tests [2025-11-21T09:05:37.263990] [INFO ] [CONFIGURE ] CCL: Testing feature 24/29: add_rsi [2025-11-21T09:05:37.264035] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T09:05:37.541676] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:37.838815] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:38.117187] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:38.422462] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:38.708899] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:38.999075] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:39.282478] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:39.561275] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:39.843190] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:40.126187] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:40.126357] [INFO ] [CONFIGURE ] CCL: DISCARDED add_rsi (score: 80.00%) [2025-11-21T09:05:40.126416] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12932 tests [2025-11-21T09:05:40.126466] [INFO ] [CONFIGURE ] CCL: Testing feature 25/29: add_tick_distribution [2025-11-21T09:05:40.126555] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T09:05:40.355009] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:40.587055] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:40.823321] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:41.054446] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:41.307335] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:41.555620] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:41.811820] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:42.051138] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:42.283695] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:42.519125] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:42.519309] [INFO ] [CONFIGURE ] CCL: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T09:05:42.519365] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12931 tests [2025-11-21T09:05:42.519418] [INFO ] [CONFIGURE ] CCL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:05:42.519462] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T09:05:42.749283] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:42.978801] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:43.216853] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:43.467486] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:43.702336] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:43.941343] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:44.175919] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:44.418089] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:44.654475] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:44.892282] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:44.892482] [INFO ] [CONFIGURE ] CCL: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:05:44.892560] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12930 tests [2025-11-21T09:05:44.892610] [INFO ] [CONFIGURE ] CCL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:05:44.892683] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T09:05:45.138663] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:45.383850] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:45.635921] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:45.883513] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:46.130596] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:46.383326] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:46.640806] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:46.900308] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:47.145793] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:47.388864] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:47.389084] [INFO ] [CONFIGURE ] CCL: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T09:05:47.389169] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12929 tests [2025-11-21T09:05:47.389219] [INFO ] [CONFIGURE ] CCL: Testing feature 28/29: add_volume_profile [2025-11-21T09:05:47.389265] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T09:05:47.630587] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:05:47.888914] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:48.129328] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:48.370258] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:48.619005] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:48.867962] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:49.123658] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:05:49.365484] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:49.603068] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:49.847455] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:49.847638] [INFO ] [CONFIGURE ] CCL: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:05:49.847752] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12928 tests [2025-11-21T09:05:49.847806] [INFO ] [CONFIGURE ] CCL: Testing feature 29/29: add_vwap [2025-11-21T09:05:49.847850] [INFO ] [CONFIGURE ] CCL: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap'] [2025-11-21T09:05:50.104720] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:05:50.353990] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:05:50.605823] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:05:50.855298] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:51.111740] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:51.375199] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:51.633064] [DEBUG] [FORECASTER] CCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:05:51.925075] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:52.270808] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:05:52.532194] [DEBUG] [FORECASTER] CCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:05:52.532421] [INFO ] [CONFIGURE ] CCL: DISCARDED add_vwap (score: 80.00%) [2025-11-21T09:05:52.532504] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12927 tests [2025-11-21T09:05:52.532576] [INFO ] [CONFIGURE ] CCL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:05:52.532636] [INFO ] [CONFIGURE ] CCL: Best accuracy: 100.00% [2025-11-21T09:05:52.532726] [INFO ] [CONFIGURE ] CCL: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:05:52.532840] [INFO ] [CONFIGURE ] CCL: Improvement over baseline: 40.00% [2025-11-21T09:05:52.532893] [INFO ] [CONFIGURE ] CCL: Total time: 1.3 minutes [2025-11-21T09:05:52.532970] [INFO ] [CONFIGURE ] CCL: Average time per feature: 2.6 seconds [2025-11-21T09:05:52.533027] [INFO ] [CONFIGURE ] CCL: Average speed: 0.38 features/sec [2025-11-21T09:05:52.533570] [INFO ] [LOCAL ] Saved configuration for CCL: 2 features, 100.00% accuracy -> ./output/feature-sets/CCL.json [2025-11-21T09:05:52.533664] [INFO ] [CONFIGURE ] CCL: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-11-21T09:05:52.533745] [INFO ] [sig ] [280/723] Successfully configured CCL | 0.01 sym/s | Total: 6.5h | ETA: 10.3h [2025-11-21T09:05:52.533808] [INFO ] [sig ] [281/723] Configuring CCO... [2025-11-21T09:05:52.533872] [INFO ] [CONFIGURE ] CCO: Configurate test run. [2025-11-21T09:05:52.533933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-11-21T09:05:52.610135] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCO'. [2025-11-21T09:05:52.610587] [INFO ] [CONFIGURE ] CCO: Testing with 29 available features [2025-11-21T09:05:52.610686] [INFO ] [CONFIGURE ] CCO: Establishing baseline with no features... [2025-11-21T09:05:52.791622] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:05:52.973700] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:05:53.156492] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:05:53.324277] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:05:53.501217] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:53.679448] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:05:53.859923] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:54.042299] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:54.223834] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:05:54.412482] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:05:54.412831] [INFO ] [CONFIGURE ] CCO: Baseline score (no features): 50.00% [2025-11-21T09:05:54.412940] [INFO ] [CONFIGURE ] CCO: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:05:54.413020] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:05:54.625888] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:05:54.829825] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:05:55.052913] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:05:55.257839] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:05:55.463012] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:55.672638] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:05:55.878477] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:56.081669] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:05:56.303977] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:05:56.516986] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:56.517180] [INFO ] [CONFIGURE ] CCO: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:05:56.517281] [INFO ] [CONFIGURE ] JOB ETA: 10.3h | Avg: 2.9s/test | Remaining: 12926 tests [2025-11-21T09:05:56.517323] [INFO ] [CONFIGURE ] CCO: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:05:56.517358] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:05:56.748109] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:05:56.985674] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:05:57.211962] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:05:57.438951] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:57.667402] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:05:57.880524] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:05:58.091721] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:05:58.306587] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:05:58.519605] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:05:58.729835] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:05:58.730054] [INFO ] [CONFIGURE ] CCO: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:05:58.730105] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12925 tests [2025-11-21T09:05:58.730143] [INFO ] [CONFIGURE ] CCO: Testing feature 3/29: add_daily_returns [2025-11-21T09:05:58.730178] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_daily_returns'] [2025-11-21T09:05:58.913575] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:05:59.103371] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:05:59.290865] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:05:59.483523] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:05:59.678607] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:05:59.874486] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:00.067020] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:00.259708] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:00.453295] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:06:01.327927] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:01.328114] [INFO ] [CONFIGURE ] CCO: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:06:01.328161] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12924 tests [2025-11-21T09:06:01.328198] [INFO ] [CONFIGURE ] CCO: Testing feature 4/29: add_ema [2025-11-21T09:06:01.328232] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_ema'] [2025-11-21T09:06:01.662364] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:01.880696] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:02.115807] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:06:02.338097] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:06:02.557532] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:06:02.782937] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:03.001035] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:03.234989] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:06:03.476274] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:03.715167] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:03.715371] [INFO ] [CONFIGURE ] CCO: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:06:03.715435] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12923 tests [2025-11-21T09:06:03.715485] [INFO ] [CONFIGURE ] CCO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:06:03.715531] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:06:03.947749] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:04.180556] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:04.415875] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:04.649871] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:04.873217] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:05.090502] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:05.315058] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:05.537864] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:06:05.769511] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:05.998439] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:05.998619] [INFO ] [CONFIGURE ] CCO: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T09:06:05.998706] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12922 tests [2025-11-21T09:06:05.998756] [INFO ] [CONFIGURE ] CCO: Testing feature 6/29: add_failed_moves [2025-11-21T09:06:05.998799] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T09:06:06.235104] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:06.478179] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:06.709159] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:06.938503] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:07.168860] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:07.400880] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:07.632036] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:07.897231] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:06:08.152132] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:08.400249] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:08.400463] [INFO ] [CONFIGURE ] CCO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T09:06:08.400525] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12921 tests [2025-11-21T09:06:08.400574] [INFO ] [CONFIGURE ] CCO: Testing feature 7/29: add_lag_shelf [2025-11-21T09:06:08.400620] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T09:06:08.654836] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:08.886974] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:09.122282] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:09.339374] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:06:09.562041] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:09.786628] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:10.014480] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:10.240889] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:10.482631] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:10.719386] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:10.719571] [INFO ] [CONFIGURE ] CCO: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T09:06:10.719630] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12920 tests [2025-11-21T09:06:10.719703] [INFO ] [CONFIGURE ] CCO: Testing feature 8/29: add_macd [2025-11-21T09:06:10.719749] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T09:06:11.029367] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:11.342928] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:11.628107] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:06:11.927983] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:12.233855] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:12.533059] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:12.843569] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:13.154814] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:13.441398] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:13.741133] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:13.741342] [INFO ] [CONFIGURE ] CCO: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:06:13.741403] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12919 tests [2025-11-21T09:06:13.741453] [INFO ] [CONFIGURE ] CCO: Testing feature 9/29: add_mfi [2025-11-21T09:06:13.741500] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T09:06:13.971174] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:14.208277] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:14.440235] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:14.677659] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:14.908800] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:15.142383] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:15.374818] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:15.609188] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:15.878376] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:16.127926] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:16.128159] [INFO ] [CONFIGURE ] CCO: DISCARDED add_mfi (score: 50.00%) [2025-11-21T09:06:16.128236] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12918 tests [2025-11-21T09:06:16.128295] [INFO ] [CONFIGURE ] CCO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:06:16.128349] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:06:16.490846] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:16.843451] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:17.170530] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:17.511461] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:17.874727] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:18.249878] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:18.625639] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:19.020211] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:06:19.366499] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:19.712100] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:19.712308] [INFO ] [CONFIGURE ] CCO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:06:19.712368] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12917 tests [2025-11-21T09:06:19.712417] [INFO ] [CONFIGURE ] CCO: Testing feature 11/29: add_obv_daily [2025-11-21T09:06:19.712462] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T09:06:19.980794] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:20.243572] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:20.506106] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:06:20.771696] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:21.042992] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:21.310919] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:21.581703] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:21.850068] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:22.123555] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:22.404939] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:22.405117] [INFO ] [CONFIGURE ] CCO: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T09:06:22.405175] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12916 tests [2025-11-21T09:06:22.405224] [INFO ] [CONFIGURE ] CCO: Testing feature 12/29: add_obv_interval [2025-11-21T09:06:22.405268] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T09:06:22.678382] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:22.961223] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:23.254064] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:23.524893] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:23.799949] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:24.068711] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:24.329160] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:24.569872] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:24.809700] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:06:25.049796] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:25.049968] [INFO ] [CONFIGURE ] CCO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T09:06:25.050023] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12915 tests [2025-11-21T09:06:25.050069] [INFO ] [CONFIGURE ] CCO: Testing feature 13/29: add_opening_strength [2025-11-21T09:06:25.050112] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:06:25.333147] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:25.609405] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:25.877695] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:06:26.149075] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:06:26.438709] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:26.718112] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:26.985051] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:27.256906] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:27.540536] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:27.824587] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:27.824915] [INFO ] [CONFIGURE ] CCO: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T09:06:27.824979] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12914 tests [2025-11-21T09:06:27.825023] [INFO ] [CONFIGURE ] CCO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:06:27.825068] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T09:06:28.106842] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:28.382967] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:28.654069] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:28.925199] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:29.195365] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:29.468968] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:29.756533] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:30.049698] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:30.324709] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:30.603756] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:30.603944] [INFO ] [CONFIGURE ] CCO: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:06:30.604024] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12913 tests [2025-11-21T09:06:30.604072] [INFO ] [CONFIGURE ] CCO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:06:30.604115] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T09:06:30.841122] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:31.085811] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:31.331396] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:31.576368] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:31.819279] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:06:32.056022] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:32.294559] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:32.538563] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:32.778364] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:33.030725] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:33.030919] [INFO ] [CONFIGURE ] CCO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:06:33.030977] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12912 tests [2025-11-21T09:06:33.031024] [INFO ] [CONFIGURE ] CCO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:06:33.031068] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T09:06:33.299233] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:33.563571] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:33.832918] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:06:34.098930] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:34.357301] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:34.608159] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:34.868269] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:35.133520] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:35.393895] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:35.650345] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:35.650553] [INFO ] [CONFIGURE ] CCO: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T09:06:35.650609] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12911 tests [2025-11-21T09:06:35.650674] [INFO ] [CONFIGURE ] CCO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:06:35.650723] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T09:06:35.901918] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:36.159467] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:06:36.414711] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:36.667993] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:36.929039] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:37.182998] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:37.441048] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:37.700748] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:37.959252] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:38.223325] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:38.223538] [INFO ] [CONFIGURE ] CCO: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:06:38.223600] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12910 tests [2025-11-21T09:06:38.223670] [INFO ] [CONFIGURE ] CCO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:06:38.223722] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T09:06:38.457349] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:38.693209] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:38.923423] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:06:39.158373] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:39.388318] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:39.617413] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:39.852804] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:40.081790] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:40.312719] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:40.545446] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:40.545690] [INFO ] [CONFIGURE ] CCO: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T09:06:40.545755] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12909 tests [2025-11-21T09:06:40.545806] [INFO ] [CONFIGURE ] CCO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:06:40.545856] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T09:06:40.778347] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:41.010184] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:41.238873] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:41.469189] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:41.710774] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:41.941552] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:42.174741] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:42.420247] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:06:42.674406] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:42.948249] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:42.948444] [INFO ] [CONFIGURE ] CCO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:06:42.948509] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12908 tests [2025-11-21T09:06:42.948566] [INFO ] [CONFIGURE ] CCO: Testing feature 20/29: add_price_rejection [2025-11-21T09:06:42.948717] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T09:06:43.218279] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:43.486125] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:43.762462] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:44.034441] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:44.310777] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:44.600823] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:44.860732] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:45.125514] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:45.405505] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:45.675753] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:45.675933] [INFO ] [CONFIGURE ] CCO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T09:06:45.675991] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12907 tests [2025-11-21T09:06:45.676036] [INFO ] [CONFIGURE ] CCO: Testing feature 21/29: add_range_position [2025-11-21T09:06:45.676079] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T09:06:45.961367] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:46.249741] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:46.534980] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:46.828571] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:47.112799] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:47.402189] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:47.694884] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:47.972010] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:06:48.237774] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:48.501018] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:48.501201] [INFO ] [CONFIGURE ] CCO: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:06:48.501259] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12906 tests [2025-11-21T09:06:48.501308] [INFO ] [CONFIGURE ] CCO: Testing feature 22/29: add_realized_volatility [2025-11-21T09:06:48.501353] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T09:06:48.849673] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:49.219409] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:49.593843] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:06:49.962899] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:50.317625] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:50.671830] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:51.029297] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:51.392007] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:06:51.742710] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:06:52.096171] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:52.096436] [INFO ] [CONFIGURE ] CCO: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T09:06:52.096499] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12905 tests [2025-11-21T09:06:52.096548] [INFO ] [CONFIGURE ] CCO: Testing feature 23/29: add_recent_range_context [2025-11-21T09:06:52.096591] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T09:06:52.333105] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:52.573090] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:52.812310] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:53.051119] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:53.280141] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:53.515554] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:53.749812] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:54.000507] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:06:54.236845] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:54.474542] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:54.474775] [INFO ] [CONFIGURE ] CCO: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T09:06:54.474837] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12904 tests [2025-11-21T09:06:54.474888] [INFO ] [CONFIGURE ] CCO: Testing feature 24/29: add_rsi [2025-11-21T09:06:54.474935] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T09:06:54.759169] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:06:55.040211] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:06:55.321819] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:06:55.605852] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:06:55.891590] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:56.175063] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:56.464208] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:56.750568] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:06:57.037192] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:06:57.319629] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:06:57.319825] [INFO ] [CONFIGURE ] CCO: KEPT add_rsi (score: 70.00%) [2025-11-21T09:06:57.319884] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12903 tests [2025-11-21T09:06:57.319931] [INFO ] [CONFIGURE ] CCO: Testing feature 25/29: add_tick_distribution [2025-11-21T09:06:57.319974] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T09:06:57.594708] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:06:57.890264] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:06:58.195186] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:06:58.500925] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:06:58.800215] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:06:59.102759] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:06:59.409193] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:06:59.721104] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:00.069192] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:07:00.387092] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:00.387324] [INFO ] [CONFIGURE ] CCO: DISCARDED add_tick_distribution (score: 20.00%) [2025-11-21T09:07:00.387403] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12902 tests [2025-11-21T09:07:00.387473] [INFO ] [CONFIGURE ] CCO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:07:00.387537] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T09:07:01.477878] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:01.946257] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:07:02.245579] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:02.541950] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:07:02.837132] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:07:03.157242] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:03.485448] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:03.814212] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:04.150317] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:07:04.467362] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:04.467570] [INFO ] [CONFIGURE ] CCO: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T09:07:04.467633] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12901 tests [2025-11-21T09:07:04.467706] [INFO ] [CONFIGURE ] CCO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:07:04.467751] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T09:07:04.794529] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:07:05.119970] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:07:05.447028] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:07:05.775508] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:07:06.121679] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:07:06.450490] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:06.785322] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:07.116902] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:07.464557] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:07:07.804898] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:07.805116] [INFO ] [CONFIGURE ] CCO: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T09:07:07.805178] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12900 tests [2025-11-21T09:07:07.805228] [INFO ] [CONFIGURE ] CCO: Testing feature 28/29: add_volume_profile [2025-11-21T09:07:07.805274] [INFO ] [CONFIGURE ] CCO: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T09:07:08.112351] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:08.450394] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:07:08.759001] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:07:09.056150] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:07:09.344455] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:07:09.633043] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:09.920260] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:10.217007] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:07:10.508819] [DEBUG] [FORECASTER] CCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:07:10.794351] [DEBUG] [FORECASTER] CCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:10.794540] [INFO ] [CONFIGURE ] CCO: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:07:10.794598] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12899 tests [2025-11-21T09:07:10.794666] [INFO ] [CONFIGURE ] CCO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:07:10.794714] [INFO ] [CONFIGURE ] CCO: Best accuracy: 70.00% [2025-11-21T09:07:10.794758] [INFO ] [CONFIGURE ] CCO: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T09:07:10.794799] [INFO ] [CONFIGURE ] CCO: Improvement over baseline: 20.00% [2025-11-21T09:07:10.794837] [INFO ] [CONFIGURE ] CCO: Total time: 1.3 minutes [2025-11-21T09:07:10.794875] [INFO ] [CONFIGURE ] CCO: Average time per feature: 2.7 seconds [2025-11-21T09:07:10.794914] [INFO ] [CONFIGURE ] CCO: Average speed: 0.38 features/sec [2025-11-21T09:07:10.795257] [INFO ] [LOCAL ] Saved configuration for CCO: 4 features, 70.00% accuracy -> ./output/feature-sets/CCO.json [2025-11-21T09:07:10.795315] [INFO ] [CONFIGURE ] CCO: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T09:07:10.795364] [INFO ] [sig ] [281/723] Successfully configured CCO | 0.01 sym/s | Total: 6.6h | ETA: 10.3h [2025-11-21T09:07:10.795408] [INFO ] [sig ] [282/723] Configuring CCS... [2025-11-21T09:07:10.795449] [INFO ] [CONFIGURE ] CCS: Configurate test run. [2025-11-21T09:07:10.795489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-11-21T09:07:10.870140] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCS'. [2025-11-21T09:07:10.870544] [INFO ] [CONFIGURE ] CCS: Testing with 29 available features [2025-11-21T09:07:10.870607] [INFO ] [CONFIGURE ] CCS: Establishing baseline with no features... [2025-11-21T09:07:11.033704] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:11.204369] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:11.378332] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:11.552175] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:11.737102] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:11.905398] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:12.072050] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:12.245008] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:12.416048] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:12.587617] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:12.587818] [INFO ] [CONFIGURE ] CCS: Baseline score (no features): 80.00% [2025-11-21T09:07:12.587865] [INFO ] [CONFIGURE ] CCS: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:07:12.587902] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:07:12.792660] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:07:12.996299] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:13.194896] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:07:13.398165] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:13.599080] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:07:13.801411] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:14.004962] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:14.208448] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:14.414093] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:14.620891] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:14.621060] [INFO ] [CONFIGURE ] CCS: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T09:07:14.621108] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12898 tests [2025-11-21T09:07:14.621146] [INFO ] [CONFIGURE ] CCS: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:07:14.621181] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:07:14.827455] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:07:15.033587] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:15.242935] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:15.449261] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:15.658525] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:07:15.867528] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:16.075206] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:16.286909] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:16.502334] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:16.711115] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:16.711281] [INFO ] [CONFIGURE ] CCS: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T09:07:16.711329] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12897 tests [2025-11-21T09:07:16.711389] [INFO ] [CONFIGURE ] CCS: Testing feature 3/29: add_daily_returns [2025-11-21T09:07:16.711426] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_daily_returns'] [2025-11-21T09:07:16.893993] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:17.081380] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:17.264869] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:17.453202] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:17.638795] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:17.830554] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:18.029416] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:18.249501] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:18.445582] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:18.640766] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:18.640958] [INFO ] [CONFIGURE ] CCS: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T09:07:18.641012] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12896 tests [2025-11-21T09:07:18.641052] [INFO ] [CONFIGURE ] CCS: Testing feature 4/29: add_ema [2025-11-21T09:07:18.641089] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_ema'] [2025-11-21T09:07:18.868351] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:19.100963] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:19.325955] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:07:19.553283] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:19.779229] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:20.002574] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:20.226188] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:20.445746] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:20.671035] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:20.901810] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:20.902008] [INFO ] [CONFIGURE ] CCS: DISCARDED add_ema (score: 80.00%) [2025-11-21T09:07:20.902061] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12895 tests [2025-11-21T09:07:20.902101] [INFO ] [CONFIGURE ] CCS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:07:20.902138] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:07:21.121528] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:07:21.343932] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:21.567804] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:21.797070] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:22.021130] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:22.244159] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:22.470043] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:22.691363] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:22.920459] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:23.173427] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:23.173669] [INFO ] [CONFIGURE ] CCS: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:07:23.173732] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12894 tests [2025-11-21T09:07:23.173785] [INFO ] [CONFIGURE ] CCS: Testing feature 6/29: add_failed_moves [2025-11-21T09:07:23.173820] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_failed_moves'] [2025-11-21T09:07:23.372676] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:23.585437] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:23.788496] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:23.992048] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:24.205909] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:24.417297] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:24.626391] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:24.833043] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:25.040392] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:25.247135] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:25.247332] [INFO ] [CONFIGURE ] CCS: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T09:07:25.247381] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12893 tests [2025-11-21T09:07:25.247419] [INFO ] [CONFIGURE ] CCS: Testing feature 7/29: add_lag_shelf [2025-11-21T09:07:25.247454] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_lag_shelf'] [2025-11-21T09:07:25.433235] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:25.625944] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:25.813296] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:25.999290] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:26.189015] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:26.381278] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:26.567243] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:26.756996] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:26.955748] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:27.146355] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:27.146519] [INFO ] [CONFIGURE ] CCS: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T09:07:27.146565] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12892 tests [2025-11-21T09:07:27.146601] [INFO ] [CONFIGURE ] CCS: Testing feature 8/29: add_macd [2025-11-21T09:07:27.146636] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:07:27.438299] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:27.724936] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:28.018883] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:07:28.336130] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:28.626791] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:28.914504] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:29.199949] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:29.494372] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:29.786338] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:30.096873] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:07:30.097162] [INFO ] [CONFIGURE ] CCS: DISCARDED add_macd (score: 60.00%) [2025-11-21T09:07:30.097224] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12891 tests [2025-11-21T09:07:30.097274] [INFO ] [CONFIGURE ] CCS: Testing feature 9/29: add_mfi [2025-11-21T09:07:30.097322] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_mfi'] [2025-11-21T09:07:30.309427] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:30.519979] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:30.731625] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:30.937700] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:31.141103] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:31.355337] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:31.568440] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:31.785240] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:32.004252] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:32.216500] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:07:32.216782] [INFO ] [CONFIGURE ] CCS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:07:32.217055] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12890 tests [2025-11-21T09:07:32.217148] [INFO ] [CONFIGURE ] CCS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:07:32.217274] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:07:32.518544] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:32.823072] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:33.123965] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:33.426327] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:33.734219] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:34.036381] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:34.345478] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:34.657634] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:34.962037] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:35.263140] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:07:35.263474] [INFO ] [CONFIGURE ] CCS: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T09:07:35.263571] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12889 tests [2025-11-21T09:07:35.263623] [INFO ] [CONFIGURE ] CCS: Testing feature 11/29: add_obv_daily [2025-11-21T09:07:35.263697] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_obv_daily'] [2025-11-21T09:07:35.481541] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:35.701366] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:35.913752] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:36.133674] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:36.348949] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:36.563047] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:36.780375] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:36.981079] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:37.173067] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:37.366423] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:37.366590] [INFO ] [CONFIGURE ] CCS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:07:37.366637] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12888 tests [2025-11-21T09:07:37.366724] [INFO ] [CONFIGURE ] CCS: Testing feature 12/29: add_obv_interval [2025-11-21T09:07:37.366863] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_obv_interval'] [2025-11-21T09:07:37.549342] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:07:37.734216] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:37.926307] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:38.107015] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:38.295091] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:38.481620] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:38.668581] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:38.851481] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:39.036355] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:39.218693] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:39.218857] [INFO ] [CONFIGURE ] CCS: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T09:07:39.218905] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12887 tests [2025-11-21T09:07:39.218943] [INFO ] [CONFIGURE ] CCS: Testing feature 13/29: add_opening_strength [2025-11-21T09:07:39.219000] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T09:07:39.425665] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:39.631372] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:39.837081] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:07:40.041991] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:40.248943] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:40.455911] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:40.663856] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:40.872379] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:41.078551] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:41.284710] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:07:41.284873] [INFO ] [CONFIGURE ] CCS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T09:07:41.284920] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12886 tests [2025-11-21T09:07:41.284958] [INFO ] [CONFIGURE ] CCS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:07:41.284993] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T09:07:41.481884] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:41.681082] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:41.878751] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:42.089942] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:42.298483] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:07:42.512225] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:42.724585] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:07:42.939003] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:43.154943] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:43.381237] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:43.381438] [INFO ] [CONFIGURE ] CCS: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:07:43.381611] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12885 tests [2025-11-21T09:07:43.381726] [INFO ] [CONFIGURE ] CCS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:07:43.381802] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T09:07:43.572816] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:43.772242] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:43.965395] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:44.161821] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:44.357372] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:44.560419] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:44.757595] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:44.968676] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:45.162088] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:45.355489] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:45.355680] [INFO ] [CONFIGURE ] CCS: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:07:45.355758] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12884 tests [2025-11-21T09:07:45.355808] [INFO ] [CONFIGURE ] CCS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:07:45.355854] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T09:07:45.566372] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:07:45.775531] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:45.990061] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:46.205017] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:46.416205] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:46.635424] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:46.847895] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:47.059237] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:47.272456] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:07:47.484511] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:07:47.484708] [INFO ] [CONFIGURE ] CCS: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T09:07:47.484788] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12883 tests [2025-11-21T09:07:47.484841] [INFO ] [CONFIGURE ] CCS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:07:47.484886] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_pbf_return_2d'] [2025-11-21T09:07:47.679040] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:47.882215] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:48.138444] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:48.408902] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:48.645939] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:48.883130] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:49.085578] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:49.284616] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:49.488233] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:49.697405] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:49.697591] [INFO ] [CONFIGURE ] CCS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T09:07:49.697657] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12882 tests [2025-11-21T09:07:49.697726] [INFO ] [CONFIGURE ] CCS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:07:49.697775] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T09:07:49.870085] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:50.045280] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:50.218995] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:50.389547] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:50.560775] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:50.734096] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:50.906500] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:51.079230] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:51.251768] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:51.422885] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:51.423049] [INFO ] [CONFIGURE ] CCS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:07:51.423097] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12881 tests [2025-11-21T09:07:51.423137] [INFO ] [CONFIGURE ] CCS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:07:51.423173] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T09:07:51.598073] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:51.778302] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:51.953742] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:52.127864] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:07:52.303563] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:52.483406] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:07:52.662550] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:52.862587] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:53.038556] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:53.223292] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:53.223618] [INFO ] [CONFIGURE ] CCS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:07:53.223750] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12880 tests [2025-11-21T09:07:53.223836] [INFO ] [CONFIGURE ] CCS: Testing feature 20/29: add_price_rejection [2025-11-21T09:07:53.223950] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_price_rejection'] [2025-11-21T09:07:53.412043] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:53.598606] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:07:53.785636] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:53.987560] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:54.186278] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:54.375305] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:54.571699] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:54.763391] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:54.952977] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:55.140734] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:55.140924] [INFO ] [CONFIGURE ] CCS: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T09:07:55.140971] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12879 tests [2025-11-21T09:07:55.141011] [INFO ] [CONFIGURE ] CCS: Testing feature 21/29: add_range_position [2025-11-21T09:07:55.141046] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_range_position'] [2025-11-21T09:07:55.354774] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:55.569342] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:55.778272] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:07:55.990858] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:56.199678] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:56.406800] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:56.645234] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:56.883075] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:07:57.115995] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:07:57.359424] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:07:57.359598] [INFO ] [CONFIGURE ] CCS: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:07:57.359665] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12878 tests [2025-11-21T09:07:57.359735] [INFO ] [CONFIGURE ] CCS: Testing feature 22/29: add_realized_volatility [2025-11-21T09:07:57.359783] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_realized_volatility'] [2025-11-21T09:07:57.677920] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:07:57.996323] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:07:58.319119] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:07:58.637934] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:07:58.958178] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:07:59.271600] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:07:59.587690] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:07:59.901497] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:00.231061] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:00.564329] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:08:00.564585] [INFO ] [CONFIGURE ] CCS: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T09:08:00.564769] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12877 tests [2025-11-21T09:08:00.564830] [INFO ] [CONFIGURE ] CCS: Testing feature 23/29: add_recent_range_context [2025-11-21T09:08:00.564885] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_recent_range_context'] [2025-11-21T09:08:00.768111] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:01.715975] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:08:02.129029] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:02.334203] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:08:02.547811] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:02.748681] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:02.960958] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:08:03.172132] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:03.390070] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:03.590671] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:08:03.590841] [INFO ] [CONFIGURE ] CCS: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:08:03.590890] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12876 tests [2025-11-21T09:08:03.590929] [INFO ] [CONFIGURE ] CCS: Testing feature 24/29: add_rsi [2025-11-21T09:08:03.590987] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T09:08:03.834334] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:04.097563] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:08:04.358713] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:04.617618] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:08:04.874072] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:08:05.121806] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:05.373483] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:08:05.626160] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:05.874852] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:06.136113] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:08:06.136320] [INFO ] [CONFIGURE ] CCS: DISCARDED add_rsi (score: 40.00%) [2025-11-21T09:08:06.136376] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12875 tests [2025-11-21T09:08:06.136467] [INFO ] [CONFIGURE ] CCS: Testing feature 25/29: add_tick_distribution [2025-11-21T09:08:06.136512] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_tick_distribution'] [2025-11-21T09:08:06.339277] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:06.542577] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:08:06.745708] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:06.947743] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:08:07.132514] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:07.318695] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:07.503290] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:08:07.688423] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:07.877708] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:08.064466] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:08:08.064622] [INFO ] [CONFIGURE ] CCS: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T09:08:08.064690] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12874 tests [2025-11-21T09:08:08.064754] [INFO ] [CONFIGURE ] CCS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:08:08.064803] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T09:08:08.257458] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:08.449539] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:08:08.640340] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:08.831535] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:08:09.021596] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:09.212820] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:09.402471] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:08:09.593490] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:09.784060] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:09.973919] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:08:09.974127] [INFO ] [CONFIGURE ] CCS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T09:08:09.974177] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12873 tests [2025-11-21T09:08:09.974217] [INFO ] [CONFIGURE ] CCS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:08:09.974253] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_volume_price_divergence'] [2025-11-21T09:08:10.179105] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:10.389756] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:08:10.587844] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:10.784816] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:08:10.984752] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:11.193360] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:11.386934] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:08:11.584534] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:11.783093] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:11.980229] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:08:11.980388] [INFO ] [CONFIGURE ] CCS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:08:11.980438] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12872 tests [2025-11-21T09:08:11.980477] [INFO ] [CONFIGURE ] CCS: Testing feature 28/29: add_volume_profile [2025-11-21T09:08:11.980512] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_volume_profile'] [2025-11-21T09:08:12.164057] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:12.346480] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:08:12.537933] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:12.730107] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:08:12.918703] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:13.107119] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:13.298057] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:08:13.489129] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:13.678329] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:13.868412] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:08:13.868587] [INFO ] [CONFIGURE ] CCS: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:08:13.868635] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12871 tests [2025-11-21T09:08:13.868705] [INFO ] [CONFIGURE ] CCS: Testing feature 29/29: add_vwap [2025-11-21T09:08:13.868767] [INFO ] [CONFIGURE ] CCS: Testing with features: ['add_vwap'] [2025-11-21T09:08:14.061397] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:14.253364] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:08:14.447724] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:14.648020] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:08:14.837854] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:15.031448] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:15.227022] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:08:15.429700] [DEBUG] [FORECASTER] CCS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:15.630094] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:15.830482] [DEBUG] [FORECASTER] CCS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:08:15.830663] [INFO ] [CONFIGURE ] CCS: DISCARDED add_vwap (score: 50.00%) [2025-11-21T09:08:15.830740] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12870 tests [2025-11-21T09:08:15.830793] [INFO ] [CONFIGURE ] CCS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:08:15.830872] [INFO ] [CONFIGURE ] CCS: Best accuracy: 80.00% [2025-11-21T09:08:15.830920] [INFO ] [CONFIGURE ] CCS: Best feature set (0 features): [] [2025-11-21T09:08:15.830963] [INFO ] [CONFIGURE ] CCS: Improvement over baseline: 0.00% [2025-11-21T09:08:15.831004] [INFO ] [CONFIGURE ] CCS: Total time: 1.1 minutes [2025-11-21T09:08:15.831047] [INFO ] [CONFIGURE ] CCS: Average time per feature: 2.2 seconds [2025-11-21T09:08:15.831093] [INFO ] [CONFIGURE ] CCS: Average speed: 0.46 features/sec [2025-11-21T09:08:15.831420] [INFO ] [LOCAL ] Saved configuration for CCS: 0 features, 80.00% accuracy -> ./output/feature-sets/CCS.json [2025-11-21T09:08:15.831481] [INFO ] [CONFIGURE ] CCS: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T09:08:15.831533] [INFO ] [sig ] [282/723] Successfully configured CCS | 0.01 sym/s | Total: 6.6h | ETA: 10.3h [2025-11-21T09:08:15.831579] [INFO ] [sig ] [283/723] Configuring CCU... [2025-11-21T09:08:15.831623] [INFO ] [CONFIGURE ] CCU: Configurate test run. [2025-11-21T09:08:15.831686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'. [2025-11-21T09:08:15.940048] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCU'. [2025-11-21T09:08:15.940477] [INFO ] [CONFIGURE ] CCU: Testing with 29 available features [2025-11-21T09:08:15.940541] [INFO ] [CONFIGURE ] CCU: Establishing baseline with no features... [2025-11-21T09:08:16.139827] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:16.333418] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:16.523986] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:16.717528] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:16.916541] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:17.112309] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:17.310083] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:17.502852] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:17.699505] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:17.894722] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:17.894880] [INFO ] [CONFIGURE ] CCU: Baseline score (no features): 60.00% [2025-11-21T09:08:17.894927] [INFO ] [CONFIGURE ] CCU: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:08:17.894965] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:08:18.134113] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:18.375077] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:18.612398] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:18.844104] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:19.092048] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:19.321893] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:19.557794] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:19.792415] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:20.030764] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:08:20.277950] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:20.278296] [INFO ] [CONFIGURE ] CCU: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:08:20.278407] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12869 tests [2025-11-21T09:08:20.278518] [INFO ] [CONFIGURE ] CCU: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:08:20.278603] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:08:20.525099] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:20.769013] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:21.022265] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:21.242718] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:21.468275] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:08:21.692484] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:21.912386] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:22.123561] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:22.336638] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:22.549398] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:08:22.549572] [INFO ] [CONFIGURE ] CCU: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T09:08:22.549619] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12868 tests [2025-11-21T09:08:22.549677] [INFO ] [CONFIGURE ] CCU: Testing feature 3/29: add_daily_returns [2025-11-21T09:08:22.549740] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_daily_returns'] [2025-11-21T09:08:22.732150] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:22.917249] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:23.101342] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:23.294034] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:23.485810] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:08:23.682623] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:23.870793] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:24.059151] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:24.252347] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:24.445410] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:24.445749] [INFO ] [CONFIGURE ] CCU: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:08:24.445877] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12867 tests [2025-11-21T09:08:24.445999] [INFO ] [CONFIGURE ] CCU: Testing feature 4/29: add_ema [2025-11-21T09:08:24.446085] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_ema'] [2025-11-21T09:08:24.662872] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:24.878881] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:25.097984] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:25.321521] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:25.541433] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:25.759182] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:25.976829] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:26.208116] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:26.441115] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:26.661761] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:26.662056] [INFO ] [CONFIGURE ] CCU: DISCARDED add_ema (score: 40.00%) [2025-11-21T09:08:26.662160] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12866 tests [2025-11-21T09:08:26.662247] [INFO ] [CONFIGURE ] CCU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:08:26.662353] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:08:26.875454] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:27.093040] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:27.307554] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:27.523511] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:27.741146] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:27.957445] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:28.177788] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:28.436703] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:28.687586] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:28.943483] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:28.943702] [INFO ] [CONFIGURE ] CCU: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:08:28.943761] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12865 tests [2025-11-21T09:08:28.943808] [INFO ] [CONFIGURE ] CCU: Testing feature 6/29: add_failed_moves [2025-11-21T09:08:28.943853] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_failed_moves'] [2025-11-21T09:08:29.151143] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:29.356498] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:29.560664] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:29.764876] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:29.979451] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:30.192475] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:30.402617] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:30.629042] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:30.840481] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:31.053264] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:31.053437] [INFO ] [CONFIGURE ] CCU: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T09:08:31.053486] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12864 tests [2025-11-21T09:08:31.053525] [INFO ] [CONFIGURE ] CCU: Testing feature 7/29: add_lag_shelf [2025-11-21T09:08:31.053561] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_lag_shelf'] [2025-11-21T09:08:31.247844] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:31.440880] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:31.639494] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:31.833042] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:32.009053] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:32.186291] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:32.375367] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:32.552076] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:32.731667] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:32.911011] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:32.911173] [INFO ] [CONFIGURE ] CCU: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:08:32.911219] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12863 tests [2025-11-21T09:08:32.911257] [INFO ] [CONFIGURE ] CCU: Testing feature 8/29: add_macd [2025-11-21T09:08:32.911293] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:08:33.173069] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:33.451472] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:33.716742] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:33.988319] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:34.268972] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:34.551890] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:34.835788] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:35.117828] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:08:35.406857] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:35.691175] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:08:35.691382] [INFO ] [CONFIGURE ] CCU: DISCARDED add_macd (score: 30.00%) [2025-11-21T09:08:35.691443] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12862 tests [2025-11-21T09:08:35.691492] [INFO ] [CONFIGURE ] CCU: Testing feature 9/29: add_mfi [2025-11-21T09:08:35.691559] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_mfi'] [2025-11-21T09:08:35.893403] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:36.090353] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:36.281363] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:36.475017] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:36.668373] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:36.863626] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:37.056270] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:37.252675] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:37.453197] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:37.651589] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:37.651968] [INFO ] [CONFIGURE ] CCU: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:08:37.652076] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12861 tests [2025-11-21T09:08:37.652186] [INFO ] [CONFIGURE ] CCU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:08:37.652267] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:08:37.934222] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:38.223862] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:38.517233] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:38.792733] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:39.086368] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:08:39.381363] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:39.667706] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:39.950170] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:40.243284] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:40.548222] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:40.548451] [INFO ] [CONFIGURE ] CCU: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:08:40.548526] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12860 tests [2025-11-21T09:08:40.548583] [INFO ] [CONFIGURE ] CCU: Testing feature 11/29: add_obv_daily [2025-11-21T09:08:40.548637] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_obv_daily'] [2025-11-21T09:08:40.737524] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:41.000452] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:41.241353] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:41.455587] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:41.647946] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:08:41.831679] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:42.031578] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:42.223790] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:42.417958] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:42.611755] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:42.611925] [INFO ] [CONFIGURE ] CCU: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:08:42.611977] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12859 tests [2025-11-21T09:08:42.612017] [INFO ] [CONFIGURE ] CCU: Testing feature 12/29: add_obv_interval [2025-11-21T09:08:42.612055] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_obv_interval'] [2025-11-21T09:08:42.797373] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:42.983742] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:43.173058] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:43.361863] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:43.565174] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:43.766618] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:43.971958] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:44.155343] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:44.340111] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:08:44.525007] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:44.525171] [INFO ] [CONFIGURE ] CCU: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T09:08:44.525219] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12858 tests [2025-11-21T09:08:44.525259] [INFO ] [CONFIGURE ] CCU: Testing feature 13/29: add_opening_strength [2025-11-21T09:08:44.525295] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T09:08:44.731084] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:44.937623] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:45.143626] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:08:45.353183] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:45.559863] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:45.772734] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:45.984794] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:46.194770] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:46.408470] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:46.622841] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:46.623016] [INFO ] [CONFIGURE ] CCU: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T09:08:46.623064] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12857 tests [2025-11-21T09:08:46.623103] [INFO ] [CONFIGURE ] CCU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:08:46.623138] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T09:08:46.825566] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:47.027769] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:47.232715] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:47.438292] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:47.646881] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:47.853098] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:48.064159] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:48.272003] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:48.483935] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:08:48.702152] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:48.702308] [INFO ] [CONFIGURE ] CCU: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T09:08:48.702356] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12856 tests [2025-11-21T09:08:48.702394] [INFO ] [CONFIGURE ] CCU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:08:48.702429] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T09:08:48.879021] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:49.056532] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:49.233298] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:49.406946] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:49.582099] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:49.758974] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:49.939880] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:50.116334] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:50.292156] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:08:50.467916] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:50.468087] [INFO ] [CONFIGURE ] CCU: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:08:50.468134] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12855 tests [2025-11-21T09:08:50.468172] [INFO ] [CONFIGURE ] CCU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:08:50.468205] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T09:08:50.663294] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:50.860324] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:51.058963] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:51.253745] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:51.447371] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:51.644617] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:51.842945] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:52.040303] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:52.238491] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:08:52.436515] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:52.436737] [INFO ] [CONFIGURE ] CCU: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:08:52.436812] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12854 tests [2025-11-21T09:08:52.436851] [INFO ] [CONFIGURE ] CCU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:08:52.436887] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_pbf_return_2d'] [2025-11-21T09:08:52.632496] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:52.830115] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:53.026841] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:53.224683] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:53.425468] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:08:53.625722] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:53.826733] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:54.020975] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:54.240411] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:54.456746] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:54.456908] [INFO ] [CONFIGURE ] CCU: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:08:54.456955] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12853 tests [2025-11-21T09:08:54.456992] [INFO ] [CONFIGURE ] CCU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:08:54.457025] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T09:08:54.642668] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:54.833712] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:55.019528] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:55.209669] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:55.397383] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:08:55.584598] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:55.771838] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:55.969832] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:56.169019] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:56.367119] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:56.367285] [INFO ] [CONFIGURE ] CCU: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T09:08:56.367333] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12852 tests [2025-11-21T09:08:56.367371] [INFO ] [CONFIGURE ] CCU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:08:56.367405] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T09:08:56.556579] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:08:56.757470] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:56.958506] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:57.153933] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:57.340698] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:08:57.527304] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:08:57.715282] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:08:57.903410] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:08:58.095519] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:08:58.299045] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:08:58.299215] [INFO ] [CONFIGURE ] CCU: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:08:58.299263] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12851 tests [2025-11-21T09:08:58.299302] [INFO ] [CONFIGURE ] CCU: Testing feature 20/29: add_price_rejection [2025-11-21T09:08:58.299337] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_price_rejection'] [2025-11-21T09:08:58.510165] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:08:58.710473] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:08:58.927097] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:08:59.137705] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:08:59.348220] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:08:59.564252] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:08:59.784668] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:00.006424] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:00.830689] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:01.122016] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:09:01.122192] [INFO ] [CONFIGURE ] CCU: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T09:09:01.122240] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12850 tests [2025-11-21T09:09:01.122278] [INFO ] [CONFIGURE ] CCU: Testing feature 21/29: add_range_position [2025-11-21T09:09:01.122312] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_range_position'] [2025-11-21T09:09:01.357243] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:09:01.602810] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:01.843685] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:09:02.085422] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:02.318087] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:09:02.552064] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:09:02.787613] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:03.017891] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:03.245857] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:03.472459] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:09:03.472598] [INFO ] [CONFIGURE ] CCU: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:09:03.472666] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12849 tests [2025-11-21T09:09:03.472723] [INFO ] [CONFIGURE ] CCU: Testing feature 22/29: add_realized_volatility [2025-11-21T09:09:03.472758] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_realized_volatility'] [2025-11-21T09:09:03.789955] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:09:04.098150] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:04.408630] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:09:04.716025] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:05.025734] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:09:05.331191] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:05.635589] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:05.946500] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:06.259097] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:06.586465] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:09:06.586716] [INFO ] [CONFIGURE ] CCU: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T09:09:06.586779] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12848 tests [2025-11-21T09:09:06.586826] [INFO ] [CONFIGURE ] CCU: Testing feature 23/29: add_recent_range_context [2025-11-21T09:09:06.586868] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_recent_range_context'] [2025-11-21T09:09:06.786161] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:09:06.987854] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:07.188860] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:09:07.399061] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:07.600562] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:09:07.799303] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:09:07.999107] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:08.198146] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:08.400049] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:08.605122] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:09:08.605295] [INFO ] [CONFIGURE ] CCU: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T09:09:08.605353] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12847 tests [2025-11-21T09:09:08.605398] [INFO ] [CONFIGURE ] CCU: Testing feature 24/29: add_rsi [2025-11-21T09:09:08.605439] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T09:09:08.862396] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:09:09.106852] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:09.347435] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:09:09.580036] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:09.812473] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:09:10.042318] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:09:10.270709] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:10.503258] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:10.738856] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:10.972707] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:09:10.972872] [INFO ] [CONFIGURE ] CCU: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:09:10.972926] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12846 tests [2025-11-21T09:09:10.972971] [INFO ] [CONFIGURE ] CCU: Testing feature 25/29: add_tick_distribution [2025-11-21T09:09:10.973011] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_tick_distribution'] [2025-11-21T09:09:11.154615] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:09:11.338886] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:11.522317] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:09:11.706406] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:11.889610] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:09:12.074899] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:12.260899] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:12.444419] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:12.630619] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:12.817403] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:09:12.817571] [INFO ] [CONFIGURE ] CCU: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T09:09:12.817620] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12845 tests [2025-11-21T09:09:12.817679] [INFO ] [CONFIGURE ] CCU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:09:12.817743] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T09:09:13.003233] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:09:13.190335] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:13.378675] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:09:13.587790] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:13.791574] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:09:13.996017] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:14.207761] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:14.398727] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:14.590266] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:14.781897] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:09:14.782057] [INFO ] [CONFIGURE ] CCU: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T09:09:14.782105] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.9s/test | Remaining: 12844 tests [2025-11-21T09:09:14.782143] [INFO ] [CONFIGURE ] CCU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:09:14.782179] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_volume_price_divergence'] [2025-11-21T09:09:14.979525] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:09:15.181577] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:15.378144] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:09:15.576691] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:15.774780] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:09:15.976701] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:16.178588] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:16.384019] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:16.586300] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:16.786708] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:09:16.786873] [INFO ] [CONFIGURE ] CCU: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T09:09:16.786919] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12843 tests [2025-11-21T09:09:16.786957] [INFO ] [CONFIGURE ] CCU: Testing feature 28/29: add_volume_profile [2025-11-21T09:09:16.786992] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_volume_profile'] [2025-11-21T09:09:16.982449] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:09:17.179682] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:17.372224] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:09:17.568001] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:17.764313] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:09:17.964233] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:09:18.160567] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:18.359416] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:18.564853] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:18.764728] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:09:18.764888] [INFO ] [CONFIGURE ] CCU: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:09:18.764935] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12842 tests [2025-11-21T09:09:18.764973] [INFO ] [CONFIGURE ] CCU: Testing feature 29/29: add_vwap [2025-11-21T09:09:18.765008] [INFO ] [CONFIGURE ] CCU: Testing with features: ['add_vwap'] [2025-11-21T09:09:18.962697] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:09:19.162073] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:19.358759] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:09:19.556418] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:19.754908] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:09:19.954033] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:09:20.153979] [DEBUG] [FORECASTER] CCU: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:09:20.353087] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:20.553709] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:20.757840] [DEBUG] [FORECASTER] CCU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:09:20.758388] [INFO ] [CONFIGURE ] CCU: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:09:20.758437] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12841 tests [2025-11-21T09:09:20.758572] [INFO ] [CONFIGURE ] CCU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:09:20.758618] [INFO ] [CONFIGURE ] CCU: Best accuracy: 60.00% [2025-11-21T09:09:20.758682] [INFO ] [CONFIGURE ] CCU: Best feature set (0 features): [] [2025-11-21T09:09:20.758742] [INFO ] [CONFIGURE ] CCU: Improvement over baseline: 0.00% [2025-11-21T09:09:20.758797] [INFO ] [CONFIGURE ] CCU: Total time: 1.0 minutes [2025-11-21T09:09:20.759059] [INFO ] [CONFIGURE ] CCU: Average time per feature: 2.2 seconds [2025-11-21T09:09:20.759156] [INFO ] [CONFIGURE ] CCU: Average speed: 0.46 features/sec [2025-11-21T09:09:20.759686] [INFO ] [LOCAL ] Saved configuration for CCU: 0 features, 60.00% accuracy -> ./output/feature-sets/CCU.json [2025-11-21T09:09:20.759777] [INFO ] [CONFIGURE ] CCU: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-21T09:09:20.759854] [INFO ] [sig ] [283/723] Successfully configured CCU | 0.01 sym/s | Total: 6.6h | ETA: 10.3h [2025-11-21T09:09:20.759927] [INFO ] [sig ] [284/723] Configuring CDE... [2025-11-21T09:09:20.759996] [INFO ] [CONFIGURE ] CDE: Configurate test run. [2025-11-21T09:09:20.760064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-11-21T09:09:20.837159] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CDE'. [2025-11-21T09:09:20.837562] [INFO ] [CONFIGURE ] CDE: Testing with 29 available features [2025-11-21T09:09:20.837630] [INFO ] [CONFIGURE ] CDE: Establishing baseline with no features... [2025-11-21T09:09:21.010618] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:09:21.184846] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:21.361402] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:21.541167] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:21.720992] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:21.901498] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:22.081174] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:09:22.262257] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:22.449224] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:22.639251] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:22.639418] [INFO ] [CONFIGURE ] CDE: Baseline score (no features): 30.00% [2025-11-21T09:09:22.639465] [INFO ] [CONFIGURE ] CDE: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:09:22.639514] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:09:22.854797] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:23.065461] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:23.277033] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:23.493693] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:23.706807] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:23.946578] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:24.181185] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:24.415632] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:24.648266] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:24.884258] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:24.884686] [INFO ] [CONFIGURE ] CDE: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T09:09:24.884799] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12840 tests [2025-11-21T09:09:24.884916] [INFO ] [CONFIGURE ] CDE: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:09:24.884994] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:09:25.148933] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:25.421446] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:25.693573] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:25.959021] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:26.229106] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:26.496288] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:26.766845] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:27.039095] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:27.321375] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:27.594942] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:09:27.595140] [INFO ] [CONFIGURE ] CDE: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:09:27.595198] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12839 tests [2025-11-21T09:09:27.595247] [INFO ] [CONFIGURE ] CDE: Testing feature 3/29: add_daily_returns [2025-11-21T09:09:27.595291] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:09:27.862601] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:09:28.137686] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:28.420415] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:28.665952] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:28.894044] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:29.107248] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:29.327581] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:09:29.551835] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:29.770479] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:29.989828] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:29.989996] [INFO ] [CONFIGURE ] CDE: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T09:09:29.990044] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12838 tests [2025-11-21T09:09:29.990082] [INFO ] [CONFIGURE ] CDE: Testing feature 4/29: add_ema [2025-11-21T09:09:29.990117] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:09:30.236807] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:30.492706] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:09:30.743278] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:30.993767] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:31.248632] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:31.500066] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:31.757155] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:09:32.013990] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:32.265455] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:32.519074] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:09:32.519264] [INFO ] [CONFIGURE ] CDE: DISCARDED add_ema (score: 20.00%) [2025-11-21T09:09:32.519314] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12837 tests [2025-11-21T09:09:32.519353] [INFO ] [CONFIGURE ] CDE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:09:32.519388] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:09:32.773924] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:33.024717] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:33.278376] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:33.538463] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:33.801595] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:34.060348] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:34.327757] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:09:34.586513] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:34.846959] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:35.103580] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:09:35.103809] [INFO ] [CONFIGURE ] CDE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T09:09:35.103870] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12836 tests [2025-11-21T09:09:35.103918] [INFO ] [CONFIGURE ] CDE: Testing feature 6/29: add_failed_moves [2025-11-21T09:09:35.103967] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:09:35.319510] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:35.543425] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:35.765007] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:35.984924] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:36.206478] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:36.431545] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:36.674988] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:36.910487] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:37.138022] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:37.360495] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:09:37.360682] [INFO ] [CONFIGURE ] CDE: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:09:37.360757] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12835 tests [2025-11-21T09:09:37.360861] [INFO ] [CONFIGURE ] CDE: Testing feature 7/29: add_lag_shelf [2025-11-21T09:09:37.360913] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T09:09:37.565545] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:37.775922] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:37.982003] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:38.187449] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:09:38.400662] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:38.611230] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:38.817815] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:39.027632] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:39.235994] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:39.449206] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:39.449396] [INFO ] [CONFIGURE ] CDE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T09:09:39.449444] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12834 tests [2025-11-21T09:09:39.449482] [INFO ] [CONFIGURE ] CDE: Testing feature 8/29: add_macd [2025-11-21T09:09:39.449517] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T09:09:39.744981] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:40.041369] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:40.341566] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:40.641977] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:40.945442] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:09:41.240037] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:41.547354] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:41.844455] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:42.137387] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:42.451726] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:42.451913] [INFO ] [CONFIGURE ] CDE: DISCARDED add_macd (score: 60.00%) [2025-11-21T09:09:42.451970] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12833 tests [2025-11-21T09:09:42.452008] [INFO ] [CONFIGURE ] CDE: Testing feature 9/29: add_mfi [2025-11-21T09:09:42.452075] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T09:09:42.680526] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:42.908245] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:43.134579] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:43.343009] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:43.562260] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:43.769109] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:43.976431] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:44.186348] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:44.398889] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:44.613926] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:44.614132] [INFO ] [CONFIGURE ] CDE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:09:44.614191] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12832 tests [2025-11-21T09:09:44.614297] [INFO ] [CONFIGURE ] CDE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:09:44.614341] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:09:44.920091] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:45.231637] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:45.552468] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:45.886150] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:46.224821] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:09:46.556658] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:46.896940] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:47.237538] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:47.575770] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:47.915638] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:47.915859] [INFO ] [CONFIGURE ] CDE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:09:47.915922] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12831 tests [2025-11-21T09:09:47.916035] [INFO ] [CONFIGURE ] CDE: Testing feature 11/29: add_obv_daily [2025-11-21T09:09:47.916090] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T09:09:48.167186] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:48.409896] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:48.650984] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:48.886746] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:49.130824] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:09:49.366696] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:49.602416] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:49.835618] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:50.074487] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:50.318220] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:50.318409] [INFO ] [CONFIGURE ] CDE: KEPT add_obv_daily (score: 80.00%) [2025-11-21T09:09:50.318459] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12830 tests [2025-11-21T09:09:50.318498] [INFO ] [CONFIGURE ] CDE: Testing feature 12/29: add_obv_interval [2025-11-21T09:09:50.318533] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T09:09:50.571202] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:50.824294] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:51.073950] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:51.321887] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:51.575067] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:09:51.817793] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:52.058941] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:52.298555] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:09:52.544167] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:09:52.805723] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:52.805921] [INFO ] [CONFIGURE ] CDE: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T09:09:52.805979] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12829 tests [2025-11-21T09:09:52.806026] [INFO ] [CONFIGURE ] CDE: Testing feature 13/29: add_opening_strength [2025-11-21T09:09:52.806069] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:09:53.094565] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:53.376822] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:53.660079] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:53.948466] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:54.229031] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:09:54.510447] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:09:54.798715] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:09:55.091411] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:55.383731] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:55.683970] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:09:55.684155] [INFO ] [CONFIGURE ] CDE: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:09:55.684214] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12828 tests [2025-11-21T09:09:55.684263] [INFO ] [CONFIGURE ] CDE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:09:55.684308] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T09:09:55.969190] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:09:56.243551] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:56.517726] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:56.799033] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:57.074154] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:09:57.358551] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:09:57.653745] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:09:57.945020] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:09:58.231744] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:09:58.520359] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:09:58.520536] [INFO ] [CONFIGURE ] CDE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T09:09:58.520596] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12827 tests [2025-11-21T09:09:58.520666] [INFO ] [CONFIGURE ] CDE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:09:58.520717] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T09:09:58.787795] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:09:59.054474] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:09:59.313443] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:09:59.570869] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:09:59.834866] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:10:00.813587] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:01.191452] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:01.449063] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:10:01.724523] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:10:02.007502] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:02.007743] [INFO ] [CONFIGURE ] CDE: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:10:02.007966] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12826 tests [2025-11-21T09:10:02.008081] [INFO ] [CONFIGURE ] CDE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:10:02.008139] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T09:10:02.285615] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:02.578553] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:02.858854] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:03.154674] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:03.442536] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:10:03.728629] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:03.996616] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:04.276058] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:10:04.570252] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:10:04.860588] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:04.860820] [INFO ] [CONFIGURE ] CDE: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:10:04.860906] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12825 tests [2025-11-21T09:10:04.860953] [INFO ] [CONFIGURE ] CDE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:10:04.860989] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T09:10:05.147170] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:05.422362] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:05.687559] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:05.950146] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:06.218008] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:10:06.503599] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:06.780993] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:07.058063] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:10:07.337500] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:07.631015] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:07.631230] [INFO ] [CONFIGURE ] CDE: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T09:10:07.631312] [INFO ] [CONFIGURE ] JOB ETA: 10.2h | Avg: 2.8s/test | Remaining: 12824 tests [2025-11-21T09:10:07.631397] [INFO ] [CONFIGURE ] CDE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:10:07.631464] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T09:10:07.904273] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:08.173593] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:08.438318] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:08.729632] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:09.029165] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:10:09.317414] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:09.583521] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:09.880155] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:10:10.159914] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:10:10.438974] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:10.439239] [INFO ] [CONFIGURE ] CDE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:10:10.439306] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12823 tests [2025-11-21T09:10:10.439373] [INFO ] [CONFIGURE ] CDE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:10:10.439424] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T09:10:10.709272] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:10.973249] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:11.245969] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:11.518827] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:11.798340] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:10:12.069756] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:12.337777] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:10:12.612188] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:10:12.885194] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:13.157462] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:13.157737] [INFO ] [CONFIGURE ] CDE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:10:13.157867] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12822 tests [2025-11-21T09:10:13.157935] [INFO ] [CONFIGURE ] CDE: Testing feature 20/29: add_price_rejection [2025-11-21T09:10:13.157982] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T09:10:13.453513] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:13.778968] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:14.081523] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:14.373581] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:14.663673] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:10:14.956149] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:15.245360] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:10:15.534780] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:10:15.833735] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:16.125061] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:16.125331] [INFO ] [CONFIGURE ] CDE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:10:16.125398] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12821 tests [2025-11-21T09:10:16.125452] [INFO ] [CONFIGURE ] CDE: Testing feature 21/29: add_range_position [2025-11-21T09:10:16.125501] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_range_position'] [2025-11-21T09:10:16.429866] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:16.736148] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:17.052394] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:17.384757] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:17.698000] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:10:17.991704] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:18.286990] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:10:18.588124] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:10:18.895927] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:19.187781] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:19.187994] [INFO ] [CONFIGURE ] CDE: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:10:19.188070] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12820 tests [2025-11-21T09:10:19.188123] [INFO ] [CONFIGURE ] CDE: Testing feature 22/29: add_realized_volatility [2025-11-21T09:10:19.188169] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T09:10:19.549783] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:19.923038] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:20.276631] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:20.661729] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:21.043406] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:10:21.428248] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:10:21.811239] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:10:22.198059] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:10:22.574539] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:22.956685] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:22.956867] [INFO ] [CONFIGURE ] CDE: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T09:10:22.956927] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12819 tests [2025-11-21T09:10:22.956975] [INFO ] [CONFIGURE ] CDE: Testing feature 23/29: add_recent_range_context [2025-11-21T09:10:22.957018] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T09:10:23.227108] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:23.510838] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:23.798202] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:24.075555] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:24.365055] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:10:24.647330] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:24.924150] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:10:25.203450] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:10:25.494024] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:25.770869] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:25.771048] [INFO ] [CONFIGURE ] CDE: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T09:10:25.771106] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12818 tests [2025-11-21T09:10:25.771155] [INFO ] [CONFIGURE ] CDE: Testing feature 24/29: add_rsi [2025-11-21T09:10:25.771200] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T09:10:26.088517] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:26.426744] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:26.769698] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:27.109313] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:27.428891] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:10:27.758696] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:28.088234] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:10:28.419973] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:10:28.757434] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:29.108258] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:29.108459] [INFO ] [CONFIGURE ] CDE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:10:29.108518] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12817 tests [2025-11-21T09:10:29.108568] [INFO ] [CONFIGURE ] CDE: Testing feature 25/29: add_tick_distribution [2025-11-21T09:10:29.108674] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T09:10:29.364863] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:29.645320] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:29.914049] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:30.195824] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:30.469212] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:10:30.738069] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:31.012852] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:31.283911] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:10:31.554785] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:31.804761] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:31.804940] [INFO ] [CONFIGURE ] CDE: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T09:10:31.804996] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12816 tests [2025-11-21T09:10:31.805041] [INFO ] [CONFIGURE ] CDE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:10:31.805082] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T09:10:32.041382] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:10:32.284244] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:32.523252] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:32.762313] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:33.012915] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:10:33.248613] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:33.484499] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:33.733463] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:10:33.966112] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:10:34.209277] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:34.209453] [INFO ] [CONFIGURE ] CDE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:10:34.209508] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12815 tests [2025-11-21T09:10:34.209553] [INFO ] [CONFIGURE ] CDE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:10:34.209595] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T09:10:34.470165] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:34.734175] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:34.992178] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:35.253388] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:35.524717] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:10:35.796031] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:36.085396] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:36.439363] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:10:36.798153] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:37.098283] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:37.098466] [INFO ] [CONFIGURE ] CDE: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T09:10:37.098524] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12814 tests [2025-11-21T09:10:37.098572] [INFO ] [CONFIGURE ] CDE: Testing feature 28/29: add_volume_profile [2025-11-21T09:10:37.098615] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T09:10:37.354670] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:37.599181] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:37.858768] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:38.124996] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:38.377118] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:10:38.674374] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:38.948522] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:39.219743] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:10:39.475629] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:39.729301] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:39.729503] [INFO ] [CONFIGURE ] CDE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:10:39.729560] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12813 tests [2025-11-21T09:10:39.729606] [INFO ] [CONFIGURE ] CDE: Testing feature 29/29: add_vwap [2025-11-21T09:10:39.729672] [INFO ] [CONFIGURE ] CDE: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_vwap'] [2025-11-21T09:10:39.980418] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:10:40.239794] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:40.500537] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:10:40.757034] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:10:41.057786] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:10:41.342399] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:41.620433] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:10:41.900320] [DEBUG] [FORECASTER] CDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:10:42.196746] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:42.470635] [DEBUG] [FORECASTER] CDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:42.470860] [INFO ] [CONFIGURE ] CDE: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:10:42.470922] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12812 tests [2025-11-21T09:10:42.470972] [INFO ] [CONFIGURE ] CDE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:10:42.471017] [INFO ] [CONFIGURE ] CDE: Best accuracy: 80.00% [2025-11-21T09:10:42.471061] [INFO ] [CONFIGURE ] CDE: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T09:10:42.471207] [INFO ] [CONFIGURE ] CDE: Improvement over baseline: 50.00% [2025-11-21T09:10:42.471261] [INFO ] [CONFIGURE ] CDE: Total time: 1.3 minutes [2025-11-21T09:10:42.471307] [INFO ] [CONFIGURE ] CDE: Average time per feature: 2.8 seconds [2025-11-21T09:10:42.471349] [INFO ] [CONFIGURE ] CDE: Average speed: 0.36 features/sec [2025-11-21T09:10:42.471875] [INFO ] [LOCAL ] Saved configuration for CDE: 2 features, 80.00% accuracy -> ./output/feature-sets/CDE.json [2025-11-21T09:10:42.471940] [INFO ] [CONFIGURE ] CDE: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T09:10:42.471992] [INFO ] [sig ] [284/723] Successfully configured CDE | 0.01 sym/s | Total: 6.6h | ETA: 10.2h [2025-11-21T09:10:42.472040] [INFO ] [sig ] [285/723] Configuring CDP... [2025-11-21T09:10:42.472082] [INFO ] [CONFIGURE ] CDP: Configurate test run. [2025-11-21T09:10:42.472125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-11-21T09:10:42.551046] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CDP'. [2025-11-21T09:10:42.551474] [INFO ] [CONFIGURE ] CDP: Testing with 29 available features [2025-11-21T09:10:42.551546] [INFO ] [CONFIGURE ] CDP: Establishing baseline with no features... [2025-11-21T09:10:42.745407] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:10:42.933681] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:43.112135] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:10:43.291328] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:10:43.470166] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:10:43.650287] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:10:43.840603] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:10:44.017501] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:10:44.195581] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:44.376979] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:44.377159] [INFO ] [CONFIGURE ] CDP: Baseline score (no features): 60.00% [2025-11-21T09:10:44.377207] [INFO ] [CONFIGURE ] CDP: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:10:44.377243] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:10:44.596218] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:10:44.816401] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:45.036445] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:10:45.258308] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:10:45.474018] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:10:45.688290] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:10:45.905288] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:10:46.120210] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:10:46.337967] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:46.555829] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:46.555987] [INFO ] [CONFIGURE ] CDP: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T09:10:46.556056] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12811 tests [2025-11-21T09:10:46.556095] [INFO ] [CONFIGURE ] CDP: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:10:46.556132] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:10:46.814539] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:10:47.070813] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:47.326817] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:10:47.582796] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:10:47.835049] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:10:48.092003] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:10:48.356067] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:10:48.611345] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:10:48.872722] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:49.142001] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:49.142174] [INFO ] [CONFIGURE ] CDP: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-21T09:10:49.142232] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12810 tests [2025-11-21T09:10:49.142278] [INFO ] [CONFIGURE ] CDP: Testing feature 3/29: add_daily_returns [2025-11-21T09:10:49.142319] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:10:49.367759] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:10:49.596341] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:49.828297] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:10:50.057731] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:10:50.287459] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:10:50.518719] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:10:50.752665] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:10:50.983663] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:10:51.219355] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:51.453661] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:51.453840] [INFO ] [CONFIGURE ] CDP: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T09:10:51.453887] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12809 tests [2025-11-21T09:10:51.453925] [INFO ] [CONFIGURE ] CDP: Testing feature 4/29: add_ema [2025-11-21T09:10:51.453960] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:10:51.715554] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:10:51.975236] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:52.235269] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:10:52.496898] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:10:52.764481] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:10:53.031137] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:10:53.295893] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:10:53.581204] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:10:53.850637] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:54.123227] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:54.123405] [INFO ] [CONFIGURE ] CDP: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:10:54.123453] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12808 tests [2025-11-21T09:10:54.123491] [INFO ] [CONFIGURE ] CDP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:10:54.123526] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:10:54.399794] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:10:54.671289] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:10:54.939819] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:10:55.204544] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:10:55.463318] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:10:55.727910] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:10:55.991069] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:10:56.248907] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:10:56.513361] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:56.765909] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:56.766106] [INFO ] [CONFIGURE ] CDP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:10:56.766163] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12807 tests [2025-11-21T09:10:56.766211] [INFO ] [CONFIGURE ] CDP: Testing feature 6/29: add_failed_moves [2025-11-21T09:10:56.766255] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:10:56.989078] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:10:57.208785] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:10:57.427186] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:10:57.646917] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:10:57.861200] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:10:58.075296] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:10:58.296305] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:10:58.512069] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:10:58.730904] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:10:58.955381] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:10:58.955559] [INFO ] [CONFIGURE ] CDP: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T09:10:58.955785] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12806 tests [2025-11-21T09:10:58.955894] [INFO ] [CONFIGURE ] CDP: Testing feature 7/29: add_lag_shelf [2025-11-21T09:10:58.955948] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T09:10:59.161053] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:10:59.363457] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:10:59.572299] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:10:59.778697] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:10:59.983588] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:00.862563] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:01.209708] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:01.419724] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:01.627411] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:01.834559] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:01.834754] [INFO ] [CONFIGURE ] CDP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:11:01.834828] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12805 tests [2025-11-21T09:11:01.834886] [INFO ] [CONFIGURE ] CDP: Testing feature 8/29: add_macd [2025-11-21T09:11:01.834940] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T09:11:02.134173] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:02.429209] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:02.722856] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:03.015660] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:03.313273] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:03.605578] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:03.944918] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:04.267330] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:04.591503] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:04.927449] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:11:04.927659] [INFO ] [CONFIGURE ] CDP: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:11:04.927720] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12804 tests [2025-11-21T09:11:04.927768] [INFO ] [CONFIGURE ] CDP: Testing feature 9/29: add_mfi [2025-11-21T09:11:04.927810] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T09:11:05.165538] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:05.410534] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:05.655829] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:05.908442] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:06.149433] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:06.404436] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:06.659298] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:06.896435] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:07.137381] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:07.392035] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:07.392263] [INFO ] [CONFIGURE ] CDP: DISCARDED add_mfi (score: 70.00%) [2025-11-21T09:11:07.392322] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12803 tests [2025-11-21T09:11:07.392361] [INFO ] [CONFIGURE ] CDP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:11:07.392396] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:11:07.733620] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:08.078854] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:08.412729] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:08.745153] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:09.103909] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:09.428582] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:09.758377] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:11:10.110718] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:10.448195] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:10.768362] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:10.768585] [INFO ] [CONFIGURE ] CDP: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T09:11:10.768666] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12802 tests [2025-11-21T09:11:10.768727] [INFO ] [CONFIGURE ] CDP: Testing feature 11/29: add_obv_daily [2025-11-21T09:11:10.768777] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T09:11:11.021551] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:11.274014] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:11.541737] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:11.792678] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:12.046357] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:12.303024] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:12.556154] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:12.812927] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:13.065207] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:11:13.307472] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:13.307664] [INFO ] [CONFIGURE ] CDP: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T09:11:13.307787] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12801 tests [2025-11-21T09:11:13.307828] [INFO ] [CONFIGURE ] CDP: Testing feature 12/29: add_obv_interval [2025-11-21T09:11:13.307864] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T09:11:13.541131] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:13.785042] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:14.029987] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:11:14.270303] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:14.508734] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:14.750104] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:11:14.986137] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:11:15.245024] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:15.491381] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:15.739893] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:15.740279] [INFO ] [CONFIGURE ] CDP: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T09:11:15.740396] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12800 tests [2025-11-21T09:11:15.740525] [INFO ] [CONFIGURE ] CDP: Testing feature 13/29: add_opening_strength [2025-11-21T09:11:15.740630] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:11:16.000132] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:16.257106] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:16.512200] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:16.769550] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:17.023579] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:17.263727] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:11:17.503061] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:11:17.746444] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:17.987198] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:11:18.234067] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:18.234257] [INFO ] [CONFIGURE ] CDP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:11:18.234321] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12799 tests [2025-11-21T09:11:18.234373] [INFO ] [CONFIGURE ] CDP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:11:18.234434] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T09:11:18.473988] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:18.714478] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:18.961274] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:11:19.202268] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:19.445883] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:19.690680] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:19.930975] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:20.169250] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:20.404564] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:20.636818] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:20.636987] [INFO ] [CONFIGURE ] CDP: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T09:11:20.637106] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12798 tests [2025-11-21T09:11:20.637160] [INFO ] [CONFIGURE ] CDP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:11:20.637203] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T09:11:20.841251] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:21.046433] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:21.252629] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:11:21.461586] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:21.665632] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:21.876326] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:22.086369] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:22.292585] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:22.499057] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:22.712710] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:22.712972] [INFO ] [CONFIGURE ] CDP: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:11:22.713029] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12797 tests [2025-11-21T09:11:22.713067] [INFO ] [CONFIGURE ] CDP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:11:22.713101] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T09:11:22.938893] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:11:23.170987] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:23.420736] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:23.708026] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:24.012395] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:24.269813] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:24.516976] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:24.767232] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:24.998178] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:25.231270] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:25.231442] [INFO ] [CONFIGURE ] CDP: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T09:11:25.231490] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12796 tests [2025-11-21T09:11:25.231527] [INFO ] [CONFIGURE ] CDP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:11:25.231562] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T09:11:25.462021] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:11:25.707986] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:25.948581] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:26.184989] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:26.431455] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:26.667782] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:26.899880] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:27.137578] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:27.371783] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:11:27.601519] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:27.601714] [INFO ] [CONFIGURE ] CDP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T09:11:27.601772] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12795 tests [2025-11-21T09:11:27.601821] [INFO ] [CONFIGURE ] CDP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:11:27.601864] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T09:11:27.801200] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:11:28.005476] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:28.205247] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:28.406148] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:28.610215] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:28.817832] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:29.037336] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:29.244762] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:29.449372] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:29.664824] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:29.665003] [INFO ] [CONFIGURE ] CDP: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T09:11:29.665052] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12794 tests [2025-11-21T09:11:29.665090] [INFO ] [CONFIGURE ] CDP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:11:29.665125] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T09:11:29.878599] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:30.091345] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:30.311630] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:30.522536] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:30.731482] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:30.937763] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:31.149564] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:31.351672] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:31.577003] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:11:31.784285] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:31.784470] [INFO ] [CONFIGURE ] CDP: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:11:31.784518] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12793 tests [2025-11-21T09:11:31.784557] [INFO ] [CONFIGURE ] CDP: Testing feature 20/29: add_price_rejection [2025-11-21T09:11:31.784592] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T09:11:32.012893] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:32.261056] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:32.516615] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:32.757581] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:32.979243] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:33.204889] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:33.430110] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:33.655088] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:33.880927] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:34.118042] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:34.118208] [INFO ] [CONFIGURE ] CDP: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T09:11:34.118269] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12792 tests [2025-11-21T09:11:34.118318] [INFO ] [CONFIGURE ] CDP: Testing feature 21/29: add_range_position [2025-11-21T09:11:34.118363] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T09:11:34.360743] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:34.603968] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:34.849465] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:11:35.094587] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:35.341408] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:35.596053] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:35.851484] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:36.103211] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:36.365020] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:36.625588] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:36.625806] [INFO ] [CONFIGURE ] CDP: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:11:36.625867] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12791 tests [2025-11-21T09:11:36.625916] [INFO ] [CONFIGURE ] CDP: Testing feature 22/29: add_realized_volatility [2025-11-21T09:11:36.625962] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T09:11:36.960117] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:11:37.298414] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:37.631172] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:37.966688] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:38.304000] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:38.638392] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:38.976968] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:39.288035] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:39.612441] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:11:39.942493] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:39.942691] [INFO ] [CONFIGURE ] CDP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:11:39.942750] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12790 tests [2025-11-21T09:11:39.942797] [INFO ] [CONFIGURE ] CDP: Testing feature 23/29: add_recent_range_context [2025-11-21T09:11:39.942841] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T09:11:40.158781] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:40.375128] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:40.593366] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:40.812522] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:41.029054] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:41.243893] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:41.462275] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:41.681685] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:41.924009] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:11:42.173701] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:42.174055] [INFO ] [CONFIGURE ] CDP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:11:42.174165] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12789 tests [2025-11-21T09:11:42.174246] [INFO ] [CONFIGURE ] CDP: Testing feature 24/29: add_rsi [2025-11-21T09:11:42.174369] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T09:11:42.469262] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:11:42.768333] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:43.071325] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:43.366659] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:43.664759] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:43.964361] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:44.276678] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:11:44.572671] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:44.875886] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:45.172025] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:45.172198] [INFO ] [CONFIGURE ] CDP: DISCARDED add_rsi (score: 80.00%) [2025-11-21T09:11:45.172256] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12788 tests [2025-11-21T09:11:45.172321] [INFO ] [CONFIGURE ] CDP: Testing feature 25/29: add_tick_distribution [2025-11-21T09:11:45.172372] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T09:11:45.421212] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:45.671040] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:45.921205] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:11:46.167838] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:46.415229] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:46.661284] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:46.919138] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:47.165369] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:47.412129] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:47.659942] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:47.660127] [INFO ] [CONFIGURE ] CDP: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:11:47.660179] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12787 tests [2025-11-21T09:11:47.660221] [INFO ] [CONFIGURE ] CDP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:11:47.660257] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T09:11:47.908760] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:48.160739] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:48.413971] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:48.666872] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:48.913968] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:49.190039] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:49.439436] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:49.682601] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:49.930775] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:11:50.190694] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:50.190874] [INFO ] [CONFIGURE ] CDP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:11:50.190923] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12786 tests [2025-11-21T09:11:50.190962] [INFO ] [CONFIGURE ] CDP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:11:50.190999] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T09:11:50.436910] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:50.687126] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:11:50.932633] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:11:51.180014] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:51.425814] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:51.673740] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:11:51.935060] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:52.192291] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:52.447879] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:11:52.706552] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:52.706856] [INFO ] [CONFIGURE ] CDP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:11:52.706924] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12785 tests [2025-11-21T09:11:52.706975] [INFO ] [CONFIGURE ] CDP: Testing feature 28/29: add_volume_profile [2025-11-21T09:11:52.707021] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T09:11:52.949174] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:11:53.177382] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:53.402637] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:11:53.627406] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:53.850180] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:54.076412] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:54.301882] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:11:54.528463] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:54.758066] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:54.988801] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:54.988980] [INFO ] [CONFIGURE ] CDP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:11:54.989029] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12784 tests [2025-11-21T09:11:54.989069] [INFO ] [CONFIGURE ] CDP: Testing feature 29/29: add_vwap [2025-11-21T09:11:54.989105] [INFO ] [CONFIGURE ] CDP: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T09:11:55.246683] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:11:55.502949] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:55.751706] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:11:56.016218] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:11:56.266609] [DEBUG] [FORECASTER] CDP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:11:56.509625] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:11:56.754585] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:11:56.998455] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:11:57.240457] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:11:57.484632] [DEBUG] [FORECASTER] CDP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:57.484802] [INFO ] [CONFIGURE ] CDP: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:11:57.484850] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12783 tests [2025-11-21T09:11:57.484905] [INFO ] [CONFIGURE ] CDP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:11:57.484943] [INFO ] [CONFIGURE ] CDP: Best accuracy: 80.00% [2025-11-21T09:11:57.484986] [INFO ] [CONFIGURE ] CDP: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T09:11:57.485027] [INFO ] [CONFIGURE ] CDP: Improvement over baseline: 20.00% [2025-11-21T09:11:57.485064] [INFO ] [CONFIGURE ] CDP: Total time: 1.2 minutes [2025-11-21T09:11:57.485094] [INFO ] [CONFIGURE ] CDP: Average time per feature: 2.5 seconds [2025-11-21T09:11:57.485124] [INFO ] [CONFIGURE ] CDP: Average speed: 0.40 features/sec [2025-11-21T09:11:57.485572] [INFO ] [LOCAL ] Saved configuration for CDP: 1 features, 80.00% accuracy -> ./output/feature-sets/CDP.json [2025-11-21T09:11:57.485664] [INFO ] [CONFIGURE ] CDP: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T09:11:57.485724] [INFO ] [sig ] [285/723] Successfully configured CDP | 0.01 sym/s | Total: 6.6h | ETA: 10.2h [2025-11-21T09:11:57.485774] [INFO ] [sig ] [286/723] Configuring CDRE... [2025-11-21T09:11:57.485814] [INFO ] [CONFIGURE ] CDRE: Configurate test run. [2025-11-21T09:11:57.485854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-11-21T09:11:57.561465] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CDRE'. [2025-11-21T09:11:57.561784] [INFO ] [CONFIGURE ] CDRE: Testing with 29 available features [2025-11-21T09:11:57.561849] [INFO ] [CONFIGURE ] CDRE: Establishing baseline with no features... [2025-11-21T09:11:57.741409] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:11:57.919763] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:58.107297] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:11:58.289012] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:11:58.469189] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:11:58.645880] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:11:58.823759] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:11:58.998287] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:11:59.185063] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:11:59.360463] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:11:59.360594] [INFO ] [CONFIGURE ] CDRE: Baseline score (no features): 60.00% [2025-11-21T09:11:59.360639] [INFO ] [CONFIGURE ] CDRE: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:11:59.360707] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:11:59.568049] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:11:59.776179] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:11:59.990783] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:00.880049] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:01.336153] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:01.582168] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:01.820151] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:02.067530] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:02.302887] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:02.534944] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:02.535299] [INFO ] [CONFIGURE ] CDRE: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T09:12:02.535404] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12782 tests [2025-11-21T09:12:02.535511] [INFO ] [CONFIGURE ] CDRE: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:12:02.535600] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:12:02.792532] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:12:03.056976] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:03.315944] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:12:03.577101] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:03.839924] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:04.105459] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:04.394800] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:04.663900] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:04.940030] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:05.216023] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:12:05.216218] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T09:12:05.216276] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12781 tests [2025-11-21T09:12:05.216315] [INFO ] [CONFIGURE ] CDRE: Testing feature 3/29: add_daily_returns [2025-11-21T09:12:05.216393] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:12:05.457370] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:05.699846] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:05.948885] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:06.194046] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:06.446420] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:06.706038] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:06.930185] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:07.155587] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:07.388234] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:07.627989] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:07.628311] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:12:07.628421] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12780 tests [2025-11-21T09:12:07.628512] [INFO ] [CONFIGURE ] CDRE: Testing feature 4/29: add_ema [2025-11-21T09:12:07.628628] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:12:07.901414] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:08.171144] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:12:08.438551] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:12:08.735248] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:09.005164] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:09.275276] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:09.537683] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:09.794332] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:10.060542] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:10.336154] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:10.336395] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:12:10.336460] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12779 tests [2025-11-21T09:12:10.336513] [INFO ] [CONFIGURE ] CDRE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:12:10.336559] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:12:10.612529] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:12:10.884106] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:12:11.159467] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:11.437833] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:11.717164] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:12.001811] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:12.283587] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:12.570931] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:12.855219] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:13.145210] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:13.145396] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:12:13.145456] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12778 tests [2025-11-21T09:12:13.145512] [INFO ] [CONFIGURE ] CDRE: Testing feature 6/29: add_failed_moves [2025-11-21T09:12:13.145585] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:12:13.387962] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:13.627023] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:13.870027] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:14.105545] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:14.337666] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:14.564321] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:14.790824] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:15.018475] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:15.244159] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:15.472379] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:15.472547] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:12:15.472595] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12777 tests [2025-11-21T09:12:15.472634] [INFO ] [CONFIGURE ] CDRE: Testing feature 7/29: add_lag_shelf [2025-11-21T09:12:15.472692] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T09:12:15.695312] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:15.907179] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:16.120375] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:16.332984] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:16.557421] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:16.787212] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:16.994127] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:17.218136] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:17.491447] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:17.702354] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:17.702593] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T09:12:17.702697] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12776 tests [2025-11-21T09:12:17.702798] [INFO ] [CONFIGURE ] CDRE: Testing feature 8/29: add_macd [2025-11-21T09:12:17.702858] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T09:12:18.019505] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:12:18.338813] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:18.634407] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:12:18.934923] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:19.234887] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:19.547674] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:19.854683] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:20.167724] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:20.479753] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:20.791075] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:20.791268] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_macd (score: 30.00%) [2025-11-21T09:12:20.791331] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12775 tests [2025-11-21T09:12:20.791381] [INFO ] [CONFIGURE ] CDRE: Testing feature 9/29: add_mfi [2025-11-21T09:12:20.791427] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T09:12:21.012116] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:21.216191] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:21.424001] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:21.637114] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:21.850411] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:22.062743] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:22.283241] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:22.502405] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:22.723253] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:22.935626] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:22.935827] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:12:22.935896] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12774 tests [2025-11-21T09:12:22.935954] [INFO ] [CONFIGURE ] CDRE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:12:22.936050] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:12:23.229629] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:23.529240] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:23.847545] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:24.154459] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:24.473837] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:24.789875] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:25.102566] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:25.418947] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:25.738193] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:26.071441] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:26.071685] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:12:26.071748] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12773 tests [2025-11-21T09:12:26.071799] [INFO ] [CONFIGURE ] CDRE: Testing feature 11/29: add_obv_daily [2025-11-21T09:12:26.071845] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T09:12:26.308618] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:26.550540] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:26.787352] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:12:27.018964] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:27.254912] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:27.491897] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:27.733824] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:27.969369] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:28.209577] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:28.448251] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:28.448586] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T09:12:28.448729] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12772 tests [2025-11-21T09:12:28.448846] [INFO ] [CONFIGURE ] CDRE: Testing feature 12/29: add_obv_interval [2025-11-21T09:12:28.448926] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T09:12:28.678834] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:12:28.914159] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:29.149389] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:29.401431] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:29.641089] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:29.875558] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:30.114339] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:30.349787] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:30.584489] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:30.815185] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:30.815529] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T09:12:30.815636] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12771 tests [2025-11-21T09:12:30.815778] [INFO ] [CONFIGURE ] CDRE: Testing feature 13/29: add_opening_strength [2025-11-21T09:12:30.815870] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:12:31.063764] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:31.315015] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:31.569391] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:12:31.828581] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:32.057870] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:32.289446] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:32.523533] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:32.757138] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:32.999145] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:33.236010] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:33.236179] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T09:12:33.236234] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12770 tests [2025-11-21T09:12:33.236287] [INFO ] [CONFIGURE ] CDRE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:12:33.236330] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T09:12:33.467797] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:33.701745] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:33.942788] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:34.190869] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:34.434415] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:34.669516] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:34.906182] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:35.137336] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:35.373482] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:35.607001] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:35.607201] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:12:35.607257] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12769 tests [2025-11-21T09:12:35.607304] [INFO ] [CONFIGURE ] CDRE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:12:35.607345] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T09:12:35.807949] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:36.007035] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:36.210328] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:36.415237] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:36.617956] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:36.824398] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:37.030164] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:37.232302] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:37.438205] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:37.643005] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:37.643173] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:12:37.643220] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12768 tests [2025-11-21T09:12:37.643258] [INFO ] [CONFIGURE ] CDRE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:12:37.643298] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T09:12:37.886130] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:38.107161] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:38.332509] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:38.556662] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:38.793676] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:39.020618] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:39.248488] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:39.496815] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:39.732639] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:39.969793] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:39.969971] [INFO ] [CONFIGURE ] CDRE: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T09:12:39.970023] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12767 tests [2025-11-21T09:12:39.970063] [INFO ] [CONFIGURE ] CDRE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:12:39.970100] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T09:12:40.224875] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:40.475923] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:40.723391] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:12:40.975723] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:41.228736] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:41.477037] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:41.727682] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:41.995702] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:42.256470] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:42.521669] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:42.521860] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T09:12:42.521914] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12766 tests [2025-11-21T09:12:42.521975] [INFO ] [CONFIGURE ] CDRE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:12:42.522038] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T09:12:42.770097] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:43.020200] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:43.264195] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:43.518332] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:43.770128] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:44.024247] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:44.275391] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:44.527160] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:44.783343] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:45.036080] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:45.036261] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:12:45.036309] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12765 tests [2025-11-21T09:12:45.036346] [INFO ] [CONFIGURE ] CDRE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:12:45.036389] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T09:12:45.274493] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:45.510540] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:45.742443] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:12:45.979189] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:46.217783] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:12:46.451818] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:46.694856] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:46.938104] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:47.173733] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:47.408688] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:47.408887] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T09:12:47.409087] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12764 tests [2025-11-21T09:12:47.409179] [INFO ] [CONFIGURE ] CDRE: Testing feature 20/29: add_price_rejection [2025-11-21T09:12:47.409260] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T09:12:47.664406] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:47.916029] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:48.171772] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:48.419263] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:48.669978] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:48.917512] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:49.167167] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:49.426140] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:49.678478] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:49.932066] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:12:49.932238] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T09:12:49.932294] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12763 tests [2025-11-21T09:12:49.932340] [INFO ] [CONFIGURE ] CDRE: Testing feature 21/29: add_range_position [2025-11-21T09:12:49.932384] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T09:12:50.181049] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:50.430813] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:50.679584] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:12:50.931863] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:51.192951] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:51.443499] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:51.698032] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:51.951604] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:52.210609] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:12:52.473536] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:52.473751] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:12:52.473810] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12762 tests [2025-11-21T09:12:52.473862] [INFO ] [CONFIGURE ] CDRE: Testing feature 22/29: add_realized_volatility [2025-11-21T09:12:52.473901] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T09:12:52.819333] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:53.166558] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:53.508696] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:53.850582] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:54.198812] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:54.558002] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:12:54.910672] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:55.262932] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:12:55.621659] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:55.973277] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:55.973505] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:12:55.973565] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12761 tests [2025-11-21T09:12:55.973613] [INFO ] [CONFIGURE ] CDRE: Testing feature 23/29: add_recent_range_context [2025-11-21T09:12:55.973683] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T09:12:56.216156] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:56.461737] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:12:56.706446] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:56.947690] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:12:57.187439] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:12:57.432214] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:12:57.685437] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:12:57.936568] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:12:58.181749] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:12:58.427664] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:12:58.427865] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:12:58.427923] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12760 tests [2025-11-21T09:12:58.427973] [INFO ] [CONFIGURE ] CDRE: Testing feature 24/29: add_rsi [2025-11-21T09:12:58.428018] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T09:12:58.707106] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:12:58.982825] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:12:59.253337] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:12:59.521703] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:12:59.816494] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:13:00.142710] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:13:01.124246] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:13:01.511360] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:13:01.806560] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:13:02.098718] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:02.098914] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:13:02.098972] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12759 tests [2025-11-21T09:13:02.099021] [INFO ] [CONFIGURE ] CDRE: Testing feature 25/29: add_tick_distribution [2025-11-21T09:13:02.099064] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T09:13:02.341239] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:13:02.583903] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:02.831271] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:03.066103] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:13:03.293368] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:13:03.524727] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:13:03.757182] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:13:04.005829] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:13:04.326318] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:13:04.671063] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:13:04.671303] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T09:13:04.671371] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12758 tests [2025-11-21T09:13:04.671419] [INFO ] [CONFIGURE ] CDRE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:13:04.671463] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T09:13:04.961921] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:13:05.209366] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:05.443493] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:13:05.691811] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:13:05.934592] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:13:06.178088] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:13:06.452946] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:13:06.717328] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:13:06.984160] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:13:07.248195] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:13:07.248368] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:13:07.248426] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12757 tests [2025-11-21T09:13:07.248474] [INFO ] [CONFIGURE ] CDRE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:13:07.248516] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T09:13:07.522330] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:13:07.777154] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:08.049040] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:13:08.328842] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:13:08.593775] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:13:08.859303] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:13:09.129918] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:13:09.411218] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:13:09.692458] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:13:09.962836] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:09.963024] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:13:09.963094] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12756 tests [2025-11-21T09:13:09.963141] [INFO ] [CONFIGURE ] CDRE: Testing feature 28/29: add_volume_profile [2025-11-21T09:13:09.963184] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T09:13:10.213602] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:13:10.465463] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:10.717237] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:13:10.971514] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:13:11.224125] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:13:11.472706] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:13:11.725195] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:13:11.973774] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:13:12.228232] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:13:12.485986] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:13:12.486166] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:13:12.486223] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12755 tests [2025-11-21T09:13:12.486271] [INFO ] [CONFIGURE ] CDRE: Testing feature 29/29: add_vwap [2025-11-21T09:13:12.486316] [INFO ] [CONFIGURE ] CDRE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T09:13:12.761366] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:13:13.037307] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:13.295829] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:13:13.571075] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:13:13.824224] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:13:14.091521] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:13:14.361144] [DEBUG] [FORECASTER] CDRE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:13:14.633473] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:13:14.874976] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:13:15.119508] [DEBUG] [FORECASTER] CDRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:15.119722] [INFO ] [CONFIGURE ] CDRE: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:13:15.119784] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12754 tests [2025-11-21T09:13:15.119831] [INFO ] [CONFIGURE ] CDRE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:13:15.119872] [INFO ] [CONFIGURE ] CDRE: Best accuracy: 80.00% [2025-11-21T09:13:15.119913] [INFO ] [CONFIGURE ] CDRE: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T09:13:15.119953] [INFO ] [CONFIGURE ] CDRE: Improvement over baseline: 20.00% [2025-11-21T09:13:15.119991] [INFO ] [CONFIGURE ] CDRE: Total time: 1.3 minutes [2025-11-21T09:13:15.120028] [INFO ] [CONFIGURE ] CDRE: Average time per feature: 2.6 seconds [2025-11-21T09:13:15.120086] [INFO ] [CONFIGURE ] CDRE: Average speed: 0.38 features/sec [2025-11-21T09:13:15.120549] [INFO ] [LOCAL ] Saved configuration for CDRE: 2 features, 80.00% accuracy -> ./output/feature-sets/CDRE.json [2025-11-21T09:13:15.120606] [INFO ] [CONFIGURE ] CDRE: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T09:13:15.120677] [INFO ] [sig ] [286/723] Successfully configured CDRE | 0.01 sym/s | Total: 6.7h | ETA: 10.2h [2025-11-21T09:13:15.120724] [INFO ] [sig ] [287/723] Configuring CE... [2025-11-21T09:13:15.120764] [INFO ] [CONFIGURE ] CE: Configurate test run. [2025-11-21T09:13:15.120803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-11-21T09:13:15.167484] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CE'. [2025-11-21T09:13:15.167844] [INFO ] [CONFIGURE ] CE: Testing with 29 available features [2025-11-21T09:13:15.167906] [INFO ] [CONFIGURE ] CE: Establishing baseline with no features... [2025-11-21T09:13:15.347041] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:15.520825] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:15.694617] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:15.870152] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:13:16.041980] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:13:16.215742] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:13:16.393621] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:16.569214] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:16.749677] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:16.923851] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:13:16.924004] [INFO ] [CONFIGURE ] CE: Baseline score (no features): 40.00% [2025-11-21T09:13:16.924050] [INFO ] [CONFIGURE ] CE: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:13:16.924087] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:13:17.130233] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:17.336794] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:17.539723] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:17.745344] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:13:17.954134] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:13:18.184167] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:13:18.406965] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:18.631030] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:18.846080] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:19.063416] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:19.063600] [INFO ] [CONFIGURE ] CE: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T09:13:19.063667] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12753 tests [2025-11-21T09:13:19.063737] [INFO ] [CONFIGURE ] CE: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:13:19.063789] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:13:19.294752] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:13:19.530112] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:19.766619] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:20.003602] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:13:20.241495] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:20.478100] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:20.718826] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:20.963102] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:21.202068] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:21.448898] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:21.449094] [INFO ] [CONFIGURE ] CE: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:13:21.449153] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12752 tests [2025-11-21T09:13:21.449199] [INFO ] [CONFIGURE ] CE: Testing feature 3/29: add_daily_returns [2025-11-21T09:13:21.449253] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:13:21.664119] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:21.878274] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:22.094592] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:22.310818] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:22.534212] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:22.758536] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:22.986630] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:23.208855] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:23.419408] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:23.643573] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:23.643934] [INFO ] [CONFIGURE ] CE: KEPT add_daily_returns (score: 70.00%) [2025-11-21T09:13:23.643993] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12751 tests [2025-11-21T09:13:23.644034] [INFO ] [CONFIGURE ] CE: Testing feature 4/29: add_ema [2025-11-21T09:13:23.644070] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T09:13:23.899039] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:24.154876] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:24.422095] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:24.686246] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:24.963181] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:25.228425] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:25.487882] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:25.747807] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:26.013402] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:26.296782] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:26.296992] [INFO ] [CONFIGURE ] CE: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:13:26.297090] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12750 tests [2025-11-21T09:13:26.297143] [INFO ] [CONFIGURE ] CE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:13:26.297180] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:13:26.565671] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:26.834892] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:27.100590] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:13:27.369757] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:27.639529] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:27.908580] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:28.179194] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:28.447192] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:28.713891] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:13:28.979704] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:13:28.979889] [INFO ] [CONFIGURE ] CE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:13:28.979943] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12749 tests [2025-11-21T09:13:28.979987] [INFO ] [CONFIGURE ] CE: Testing feature 6/29: add_failed_moves [2025-11-21T09:13:28.980033] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T09:13:29.222888] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:29.449809] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:29.677281] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:29.898790] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:13:30.127086] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:30.355931] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:30.587304] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:30.817598] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:31.047427] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:31.278557] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:31.278765] [INFO ] [CONFIGURE ] CE: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:13:31.278842] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12748 tests [2025-11-21T09:13:31.278895] [INFO ] [CONFIGURE ] CE: Testing feature 7/29: add_lag_shelf [2025-11-21T09:13:31.278943] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T09:13:31.494190] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:31.707723] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:31.928677] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:32.144589] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:32.364201] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:13:32.581443] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:32.799788] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:33.021532] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:33.244562] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:33.466393] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:33.466557] [INFO ] [CONFIGURE ] CE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:13:33.466605] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12747 tests [2025-11-21T09:13:33.466661] [INFO ] [CONFIGURE ] CE: Testing feature 8/29: add_macd [2025-11-21T09:13:33.466727] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T09:13:33.767537] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:13:34.072190] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:34.375760] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:13:34.691030] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:13:35.002478] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:35.309979] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:13:35.615473] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:13:35.947264] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:36.260639] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:36.572331] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:36.572568] [INFO ] [CONFIGURE ] CE: DISCARDED add_macd (score: 60.00%) [2025-11-21T09:13:36.572627] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12746 tests [2025-11-21T09:13:36.572692] [INFO ] [CONFIGURE ] CE: Testing feature 9/29: add_mfi [2025-11-21T09:13:36.572739] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T09:13:36.800841] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:37.028496] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:37.258916] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:37.488282] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:37.724451] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:13:37.958357] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:38.197828] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:38.432799] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:38.670427] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:38.914297] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:38.914491] [INFO ] [CONFIGURE ] CE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:13:38.914549] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12745 tests [2025-11-21T09:13:38.914682] [INFO ] [CONFIGURE ] CE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:13:38.914741] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:13:39.225741] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:39.638137] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:39.961691] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:40.280433] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:13:40.594860] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:40.922935] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:41.249952] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:41.576289] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:41.895248] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:42.213701] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:42.213872] [INFO ] [CONFIGURE ] CE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:13:42.213928] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12744 tests [2025-11-21T09:13:42.213973] [INFO ] [CONFIGURE ] CE: Testing feature 11/29: add_obv_daily [2025-11-21T09:13:42.214017] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T09:13:42.445504] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:13:42.680697] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:42.914295] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:43.148043] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:43.382301] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:43.618453] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:43.854897] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:44.087484] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:44.327949] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:13:44.559521] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:13:44.559716] [INFO ] [CONFIGURE ] CE: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T09:13:44.559771] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12743 tests [2025-11-21T09:13:44.559809] [INFO ] [CONFIGURE ] CE: Testing feature 12/29: add_obv_interval [2025-11-21T09:13:44.559845] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T09:13:44.770242] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:44.985883] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:45.195738] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:45.404357] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:45.623864] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:45.837544] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:46.057209] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:46.273121] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:46.492545] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:13:46.711803] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:46.711964] [INFO ] [CONFIGURE ] CE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T09:13:46.712012] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12742 tests [2025-11-21T09:13:46.712051] [INFO ] [CONFIGURE ] CE: Testing feature 13/29: add_opening_strength [2025-11-21T09:13:46.712086] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:13:46.941048] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:47.173192] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:13:47.409189] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:47.653531] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:47.889072] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:48.124766] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:13:48.360772] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:13:48.596830] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:48.832981] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:13:49.070063] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:49.070229] [INFO ] [CONFIGURE ] CE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:13:49.070277] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12741 tests [2025-11-21T09:13:49.070323] [INFO ] [CONFIGURE ] CE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:13:49.070364] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T09:13:49.314461] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:49.568462] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:49.817119] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:50.062758] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:50.329974] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:13:50.604223] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:50.870697] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:51.140947] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:51.392309] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:13:51.643048] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:51.643241] [INFO ] [CONFIGURE ] CE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T09:13:51.643299] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12740 tests [2025-11-21T09:13:51.643348] [INFO ] [CONFIGURE ] CE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:13:51.643394] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T09:13:51.862454] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:52.079729] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:52.299941] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:52.521033] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:52.744409] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:52.965660] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:13:53.189084] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:53.410997] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:53.639322] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:53.862555] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:53.862742] [INFO ] [CONFIGURE ] CE: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T09:13:53.862860] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12739 tests [2025-11-21T09:13:53.862932] [INFO ] [CONFIGURE ] CE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:13:53.863014] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T09:13:54.095936] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:54.335098] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:54.571800] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:54.814202] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:13:55.054137] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:13:55.294685] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:13:55.529025] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:55.764398] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:56.003764] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:56.240519] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:56.240712] [INFO ] [CONFIGURE ] CE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:13:56.240771] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12738 tests [2025-11-21T09:13:56.240904] [INFO ] [CONFIGURE ] CE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:13:56.240951] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T09:13:56.487964] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:56.734710] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:56.976639] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:13:57.220728] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:13:57.467201] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:13:57.713826] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:13:57.961125] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:13:58.209294] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:13:58.459582] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:13:58.718834] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:13:58.719008] [INFO ] [CONFIGURE ] CE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T09:13:58.719116] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12737 tests [2025-11-21T09:13:58.719171] [INFO ] [CONFIGURE ] CE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:13:58.719211] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T09:13:58.953337] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:13:59.190836] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:13:59.434906] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:13:59.674208] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:13:59.905009] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:14:00.142384] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:14:01.061037] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:01.458603] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:01.713243] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:14:01.962300] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:14:01.962485] [INFO ] [CONFIGURE ] CE: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T09:14:01.962534] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12736 tests [2025-11-21T09:14:01.962576] [INFO ] [CONFIGURE ] CE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:14:01.962615] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T09:14:02.189091] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:02.408195] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:14:02.627604] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:02.852175] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:14:03.068372] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:14:03.284361] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:14:03.502489] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:03.718318] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:03.940193] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:04.161935] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:04.162102] [INFO ] [CONFIGURE ] CE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:14:04.162150] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12735 tests [2025-11-21T09:14:04.162194] [INFO ] [CONFIGURE ] CE: Testing feature 20/29: add_price_rejection [2025-11-21T09:14:04.162243] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T09:14:04.427153] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:04.678176] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:14:04.935258] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:05.183257] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:14:05.435062] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:14:05.691297] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:14:05.969116] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:06.231218] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:06.506712] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:14:06.773056] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:06.773240] [INFO ] [CONFIGURE ] CE: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T09:14:06.773300] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12734 tests [2025-11-21T09:14:06.773339] [INFO ] [CONFIGURE ] CE: Testing feature 21/29: add_range_position [2025-11-21T09:14:06.773382] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T09:14:07.026593] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:14:07.285021] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:14:07.539753] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:07.796579] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:14:08.053062] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:14:08.313549] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:14:08.597596] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:08.867024] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:09.137590] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:09.409893] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:09.410073] [INFO ] [CONFIGURE ] CE: DISCARDED add_range_position (score: 40.00%) [2025-11-21T09:14:09.410131] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12733 tests [2025-11-21T09:14:09.410177] [INFO ] [CONFIGURE ] CE: Testing feature 22/29: add_realized_volatility [2025-11-21T09:14:09.410219] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T09:14:09.758896] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:10.130164] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:14:10.499827] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:10.868008] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:14:11.230293] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:14:11.596839] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:14:11.959343] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:12.347578] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:12.844387] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:13.262056] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:13.262276] [INFO ] [CONFIGURE ] CE: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:14:13.262337] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12732 tests [2025-11-21T09:14:13.262389] [INFO ] [CONFIGURE ] CE: Testing feature 23/29: add_recent_range_context [2025-11-21T09:14:13.262432] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T09:14:13.510579] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:13.750183] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:14:13.992274] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:14.237170] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:14.484313] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:14:14.724814] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:14:14.977397] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:15.229272] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:15.474862] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:15.719374] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:15.719566] [INFO ] [CONFIGURE ] CE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:14:15.719623] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12731 tests [2025-11-21T09:14:15.719690] [INFO ] [CONFIGURE ] CE: Testing feature 24/29: add_rsi [2025-11-21T09:14:15.719735] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T09:14:15.983202] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:16.260872] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:14:16.529319] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:16.792688] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:14:17.057561] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:14:17.327431] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:14:17.606234] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:17.882762] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:18.152489] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:18.424624] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:18.424811] [INFO ] [CONFIGURE ] CE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:14:18.424866] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12730 tests [2025-11-21T09:14:18.424913] [INFO ] [CONFIGURE ] CE: Testing feature 25/29: add_tick_distribution [2025-11-21T09:14:18.424955] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T09:14:18.644346] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:18.867852] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:14:19.107272] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:19.351408] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:19.610593] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:14:19.859397] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:14:20.120039] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:20.372033] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:20.618234] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:20.867610] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:20.867801] [INFO ] [CONFIGURE ] CE: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:14:20.867860] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12729 tests [2025-11-21T09:14:20.867899] [INFO ] [CONFIGURE ] CE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:14:20.867967] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T09:14:21.125515] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:21.386964] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:14:21.657151] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:14:21.926295] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:22.192453] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:14:22.452258] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:14:22.717614] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:22.983830] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:23.246284] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:23.511660] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:14:23.511834] [INFO ] [CONFIGURE ] CE: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:14:23.511893] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12728 tests [2025-11-21T09:14:23.511943] [INFO ] [CONFIGURE ] CE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:14:23.511982] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T09:14:23.802782] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:24.097035] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:14:24.392285] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:24.655675] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:14:24.916721] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:14:25.179696] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:14:25.442341] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:25.706010] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:25.971280] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:26.238292] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:26.238471] [INFO ] [CONFIGURE ] CE: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:14:26.238531] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12727 tests [2025-11-21T09:14:26.238579] [INFO ] [CONFIGURE ] CE: Testing feature 28/29: add_volume_profile [2025-11-21T09:14:26.238624] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T09:14:26.488148] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:26.727739] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:14:26.966033] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:27.210793] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:27.451431] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:14:27.696558] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:14:27.938903] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:28.183588] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:28.430912] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:28.672625] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:28.672868] [INFO ] [CONFIGURE ] CE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:14:28.672939] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12726 tests [2025-11-21T09:14:28.672993] [INFO ] [CONFIGURE ] CE: Testing feature 29/29: add_vwap [2025-11-21T09:14:28.673035] [INFO ] [CONFIGURE ] CE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T09:14:28.912617] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:14:29.156478] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:14:29.401611] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:29.648488] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:29.901568] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:14:30.143988] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:14:30.383094] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:14:30.629968] [DEBUG] [FORECASTER] CE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:30.873213] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:31.114123] [DEBUG] [FORECASTER] CE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:31.114298] [INFO ] [CONFIGURE ] CE: DISCARDED add_vwap (score: 50.00%) [2025-11-21T09:14:31.114355] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12725 tests [2025-11-21T09:14:31.114402] [INFO ] [CONFIGURE ] CE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:14:31.114443] [INFO ] [CONFIGURE ] CE: Best accuracy: 80.00% [2025-11-21T09:14:31.114487] [INFO ] [CONFIGURE ] CE: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T09:14:31.114527] [INFO ] [CONFIGURE ] CE: Improvement over baseline: 40.00% [2025-11-21T09:14:31.114565] [INFO ] [CONFIGURE ] CE: Total time: 1.2 minutes [2025-11-21T09:14:31.114623] [INFO ] [CONFIGURE ] CE: Average time per feature: 2.6 seconds [2025-11-21T09:14:31.114685] [INFO ] [CONFIGURE ] CE: Average speed: 0.39 features/sec [2025-11-21T09:14:31.115004] [INFO ] [LOCAL ] Saved configuration for CE: 3 features, 80.00% accuracy -> ./output/feature-sets/CE.json [2025-11-21T09:14:31.115061] [INFO ] [CONFIGURE ] CE: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T09:14:31.115109] [INFO ] [sig ] [287/723] Successfully configured CE | 0.01 sym/s | Total: 6.7h | ETA: 10.1h [2025-11-21T09:14:31.115152] [INFO ] [sig ] [288/723] Configuring CEE... [2025-11-21T09:14:31.115192] [INFO ] [CONFIGURE ] CEE: Configurate test run. [2025-11-21T09:14:31.115232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'. [2025-11-21T09:14:31.190518] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CEE'. [2025-11-21T09:14:31.190885] [INFO ] [CONFIGURE ] CEE: Testing with 29 available features [2025-11-21T09:14:31.190946] [INFO ] [CONFIGURE ] CEE: Establishing baseline with no features... [2025-11-21T09:14:31.352352] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:31.516283] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:14:31.684705] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:31.849306] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:14:32.017325] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:32.179680] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:32.343474] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:32.509262] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:32.675796] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:32.840740] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:14:32.840904] [INFO ] [CONFIGURE ] CEE: Baseline score (no features): 60.00% [2025-11-21T09:14:32.840960] [INFO ] [CONFIGURE ] CEE: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:14:32.841004] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:14:33.043039] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:33.237716] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:14:33.433786] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:33.632380] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:33.829121] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:34.024988] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:34.222181] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:34.426761] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:34.632153] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:34.828330] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:34.828474] [INFO ] [CONFIGURE ] CEE: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T09:14:34.828522] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12724 tests [2025-11-21T09:14:34.828560] [INFO ] [CONFIGURE ] CEE: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:14:34.828595] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:14:35.053875] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:14:35.279301] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:14:35.517348] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:35.744106] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:35.972154] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:36.198048] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:36.429741] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:36.660428] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:36.890542] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:37.122804] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:14:37.122961] [INFO ] [CONFIGURE ] CEE: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T09:14:37.123016] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12723 tests [2025-11-21T09:14:37.123057] [INFO ] [CONFIGURE ] CEE: Testing feature 3/29: add_daily_returns [2025-11-21T09:14:37.123100] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:14:37.326364] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:37.530504] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:14:37.737512] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:14:37.943956] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:38.155965] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:14:38.364475] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:38.570380] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:38.779943] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:38.992615] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:39.197824] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:39.197959] [INFO ] [CONFIGURE ] CEE: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T09:14:39.198007] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12722 tests [2025-11-21T09:14:39.198046] [INFO ] [CONFIGURE ] CEE: Testing feature 4/29: add_ema [2025-11-21T09:14:39.198081] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:14:39.442138] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:39.680275] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:14:39.917370] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:40.154947] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:40.392205] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:40.631518] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:40.870078] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:41.107330] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:41.346074] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:41.591290] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:41.591454] [INFO ] [CONFIGURE ] CEE: DISCARDED add_ema (score: 60.00%) [2025-11-21T09:14:41.591501] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12721 tests [2025-11-21T09:14:41.591540] [INFO ] [CONFIGURE ] CEE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:14:41.591575] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:14:41.831006] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:42.073179] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:14:42.315521] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:42.567441] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:42.806886] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:43.047632] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:43.290886] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:43.537096] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:43.780461] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:44.028524] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:44.028756] [INFO ] [CONFIGURE ] CEE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:14:44.028815] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12720 tests [2025-11-21T09:14:44.028877] [INFO ] [CONFIGURE ] CEE: Testing feature 6/29: add_failed_moves [2025-11-21T09:14:44.028922] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:14:44.232939] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:44.439275] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:14:44.646392] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:44.850250] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:45.056545] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:45.265850] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:45.482998] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:45.690250] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:45.898272] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:46.106737] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:46.106937] [INFO ] [CONFIGURE ] CEE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:14:46.106986] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12719 tests [2025-11-21T09:14:46.107025] [INFO ] [CONFIGURE ] CEE: Testing feature 7/29: add_lag_shelf [2025-11-21T09:14:46.107077] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T09:14:46.304045] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:46.498213] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:14:46.692526] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:46.887390] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:47.084627] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:47.282378] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:47.477346] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:47.678584] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:47.875813] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:48.074398] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:48.074748] [INFO ] [CONFIGURE ] CEE: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T09:14:48.074855] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12718 tests [2025-11-21T09:14:48.074941] [INFO ] [CONFIGURE ] CEE: Testing feature 8/29: add_macd [2025-11-21T09:14:48.075045] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T09:14:48.364396] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:48.646910] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:14:48.934602] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:49.222073] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:49.516842] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:49.806462] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:14:50.092734] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:50.377738] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:14:50.663385] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:50.953006] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:14:50.953199] [INFO ] [CONFIGURE ] CEE: DISCARDED add_macd (score: 70.00%) [2025-11-21T09:14:50.953257] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12717 tests [2025-11-21T09:14:50.953303] [INFO ] [CONFIGURE ] CEE: Testing feature 9/29: add_mfi [2025-11-21T09:14:50.953353] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T09:14:51.153372] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:51.356303] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:14:51.570255] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:51.781208] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:51.989670] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:52.197070] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:52.410319] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:52.631268] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:52.839471] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:53.045471] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:14:53.045683] [INFO ] [CONFIGURE ] CEE: KEPT add_mfi (score: 80.00%) [2025-11-21T09:14:53.045745] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12716 tests [2025-11-21T09:14:53.045818] [INFO ] [CONFIGURE ] CEE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:14:53.045865] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:14:53.357301] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:14:53.666990] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:14:53.983018] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:54.306331] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:54.630885] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:14:54.943334] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:55.261288] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:55.616543] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:55.961468] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:56.296551] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:14:56.296795] [INFO ] [CONFIGURE ] CEE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:14:56.296860] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12715 tests [2025-11-21T09:14:56.296908] [INFO ] [CONFIGURE ] CEE: Testing feature 11/29: add_obv_daily [2025-11-21T09:14:56.296978] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily'] [2025-11-21T09:14:56.554444] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:56.818298] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:14:57.078901] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:57.342267] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:14:57.601322] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:14:57.862955] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:14:58.124028] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:14:58.379822] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:14:58.638395] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:14:58.893261] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:14:58.893443] [INFO ] [CONFIGURE ] CEE: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T09:14:58.893504] [INFO ] [CONFIGURE ] JOB ETA: 10.1h | Avg: 2.8s/test | Remaining: 12714 tests [2025-11-21T09:14:58.893571] [INFO ] [CONFIGURE ] CEE: Testing feature 12/29: add_obv_interval [2025-11-21T09:14:58.893619] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval'] [2025-11-21T09:14:59.130208] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:14:59.364685] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:14:59.584315] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:14:59.821155] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:00.070496] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:15:00.388638] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:01.309602] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:01.718685] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:01.943259] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:02.188076] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:02.188288] [INFO ] [CONFIGURE ] CEE: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T09:15:02.188347] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12713 tests [2025-11-21T09:15:02.188399] [INFO ] [CONFIGURE ] CEE: Testing feature 13/29: add_opening_strength [2025-11-21T09:15:02.188460] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:15:02.475506] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:15:02.756600] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:03.051380] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:03.320725] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:03.598504] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:15:03.863790] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:15:04.125069] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:04.402044] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:15:04.668304] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:04.921093] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:04.921277] [INFO ] [CONFIGURE ] CEE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:15:04.921332] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12712 tests [2025-11-21T09:15:04.921380] [INFO ] [CONFIGURE ] CEE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:15:04.921421] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T09:15:05.152397] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:05.407692] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:05.657389] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:05.925324] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:06.184363] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:06.445159] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:06.705090] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:06.956094] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:07.207228] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:07.441171] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:07.441393] [INFO ] [CONFIGURE ] CEE: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T09:15:07.441451] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12711 tests [2025-11-21T09:15:07.441500] [INFO ] [CONFIGURE ] CEE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:15:07.441567] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T09:15:07.673680] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:07.895483] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:15:08.118342] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:08.335480] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:08.557183] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:15:08.774064] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:08.998262] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:09.229856] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:09.462853] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:09.690974] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:09.691152] [INFO ] [CONFIGURE ] CEE: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:15:09.691210] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12710 tests [2025-11-21T09:15:09.691258] [INFO ] [CONFIGURE ] CEE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:15:09.691300] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T09:15:09.926034] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:10.175424] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:10.423520] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:10.660085] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:10.900857] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:11.144055] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:11.400131] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:11.641071] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:11.883733] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:12.122833] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:12.123058] [INFO ] [CONFIGURE ] CEE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:15:12.123131] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12709 tests [2025-11-21T09:15:12.123180] [INFO ] [CONFIGURE ] CEE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:15:12.123227] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T09:15:12.356505] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:15:12.603220] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:12.838093] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:13.066886] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:13.294702] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:13.533550] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:13.763306] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:13.994262] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:15:14.224601] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:14.462954] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:14.463111] [INFO ] [CONFIGURE ] CEE: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:15:14.463165] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12708 tests [2025-11-21T09:15:14.463209] [INFO ] [CONFIGURE ] CEE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:15:14.463252] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T09:15:14.686245] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:14.902710] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:15.141092] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:15.380294] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:15.624439] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:15.849893] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:16.077570] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:16.307385] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:16.534309] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:16.758288] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:16.758467] [INFO ] [CONFIGURE ] CEE: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:15:16.758522] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12707 tests [2025-11-21T09:15:16.758568] [INFO ] [CONFIGURE ] CEE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:15:16.758613] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T09:15:16.987748] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:17.215153] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:17.444203] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:17.671906] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:17.902530] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:18.139750] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:18.375277] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:18.610824] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:18.840507] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:19.062374] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:19.062560] [INFO ] [CONFIGURE ] CEE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:15:19.062618] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12706 tests [2025-11-21T09:15:19.062685] [INFO ] [CONFIGURE ] CEE: Testing feature 20/29: add_price_rejection [2025-11-21T09:15:19.062738] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection'] [2025-11-21T09:15:19.293536] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:19.532345] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:19.771981] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:20.009470] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:15:20.247383] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:20.479358] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:15:20.715260] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:20.954787] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:21.215914] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:21.471059] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:21.471270] [INFO ] [CONFIGURE ] CEE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:15:21.471329] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12705 tests [2025-11-21T09:15:21.471376] [INFO ] [CONFIGURE ] CEE: Testing feature 21/29: add_range_position [2025-11-21T09:15:21.471416] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position'] [2025-11-21T09:15:21.727427] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:21.997608] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:15:22.262514] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:22.537399] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:15:22.806396] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:23.093170] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:23.349543] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:23.604203] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:23.861993] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:24.120542] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:24.120794] [INFO ] [CONFIGURE ] CEE: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:15:24.120853] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12704 tests [2025-11-21T09:15:24.120902] [INFO ] [CONFIGURE ] CEE: Testing feature 22/29: add_realized_volatility [2025-11-21T09:15:24.120946] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility'] [2025-11-21T09:15:24.452708] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:24.798260] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:15:25.150353] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:25.499590] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:25.859910] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:15:26.205832] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:26.557747] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:26.909554] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:15:27.265330] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:27.620328] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:27.620532] [INFO ] [CONFIGURE ] CEE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:15:27.620593] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12703 tests [2025-11-21T09:15:27.620661] [INFO ] [CONFIGURE ] CEE: Testing feature 23/29: add_recent_range_context [2025-11-21T09:15:27.620710] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context'] [2025-11-21T09:15:27.865036] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:28.117399] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:28.372429] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:28.640239] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:28.884280] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:29.121036] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:29.353130] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:29.609898] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:29.893777] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:30.161546] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:30.161758] [INFO ] [CONFIGURE ] CEE: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:15:30.161819] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12702 tests [2025-11-21T09:15:30.161870] [INFO ] [CONFIGURE ] CEE: Testing feature 24/29: add_rsi [2025-11-21T09:15:30.161915] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T09:15:30.450831] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:30.749605] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:31.032110] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:31.308045] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:31.588913] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:15:31.866006] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:32.144907] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:32.432968] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:32.728038] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:33.017527] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:33.017757] [INFO ] [CONFIGURE ] CEE: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:15:33.017821] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12701 tests [2025-11-21T09:15:33.017873] [INFO ] [CONFIGURE ] CEE: Testing feature 25/29: add_tick_distribution [2025-11-21T09:15:33.017918] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution'] [2025-11-21T09:15:33.252598] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:33.486890] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:33.725848] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:33.953193] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:34.183728] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:34.417472] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:34.646028] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:34.894882] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:35.124075] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:35.353993] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:35.354182] [INFO ] [CONFIGURE ] CEE: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:15:35.354239] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12700 tests [2025-11-21T09:15:35.354285] [INFO ] [CONFIGURE ] CEE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:15:35.354328] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T09:15:35.583589] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:35.811662] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:36.040728] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:36.272591] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:36.504145] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:36.747608] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:36.981250] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:37.205796] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:37.443720] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:37.685810] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:37.685982] [INFO ] [CONFIGURE ] CEE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:15:37.686038] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12699 tests [2025-11-21T09:15:37.686084] [INFO ] [CONFIGURE ] CEE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:15:37.686127] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T09:15:37.937395] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:38.175802] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:38.421043] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:38.666895] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:38.918273] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:39.163265] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:39.400681] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:39.644194] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:39.895601] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:15:40.140694] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:40.140871] [INFO ] [CONFIGURE ] CEE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T09:15:40.140969] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12698 tests [2025-11-21T09:15:40.141019] [INFO ] [CONFIGURE ] CEE: Testing feature 28/29: add_volume_profile [2025-11-21T09:15:40.141061] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile'] [2025-11-21T09:15:40.363231] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:15:40.586274] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:15:40.815811] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:41.058055] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:41.290308] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:41.523096] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:41.759414] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:41.995364] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:42.230895] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:42.469045] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:42.469226] [INFO ] [CONFIGURE ] CEE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:15:42.469282] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12697 tests [2025-11-21T09:15:42.469330] [INFO ] [CONFIGURE ] CEE: Testing feature 29/29: add_vwap [2025-11-21T09:15:42.469372] [INFO ] [CONFIGURE ] CEE: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap'] [2025-11-21T09:15:42.702490] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:42.946069] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:15:43.183814] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:43.453192] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:43.729962] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:15:43.983849] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:15:44.237669] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:44.491193] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:44.742125] [DEBUG] [FORECASTER] CEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:45.018442] [DEBUG] [FORECASTER] CEE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:15:45.018629] [INFO ] [CONFIGURE ] CEE: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:15:45.018705] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12696 tests [2025-11-21T09:15:45.018757] [INFO ] [CONFIGURE ] CEE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:15:45.018799] [INFO ] [CONFIGURE ] CEE: Best accuracy: 80.00% [2025-11-21T09:15:45.018841] [INFO ] [CONFIGURE ] CEE: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi'] [2025-11-21T09:15:45.018882] [INFO ] [CONFIGURE ] CEE: Improvement over baseline: 20.00% [2025-11-21T09:15:45.018922] [INFO ] [CONFIGURE ] CEE: Total time: 1.2 minutes [2025-11-21T09:15:45.018959] [INFO ] [CONFIGURE ] CEE: Average time per feature: 2.5 seconds [2025-11-21T09:15:45.018998] [INFO ] [CONFIGURE ] CEE: Average speed: 0.40 features/sec [2025-11-21T09:15:45.019437] [INFO ] [LOCAL ] Saved configuration for CEE: 2 features, 80.00% accuracy -> ./output/feature-sets/CEE.json [2025-11-21T09:15:45.019516] [INFO ] [CONFIGURE ] CEE: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T09:15:45.019569] [INFO ] [sig ] [288/723] Successfully configured CEE | 0.01 sym/s | Total: 6.7h | ETA: 10.1h [2025-11-21T09:15:45.019615] [INFO ] [sig ] [289/723] Configuring CEPU... [2025-11-21T09:15:45.019681] [INFO ] [CONFIGURE ] CEPU: Configurate test run. [2025-11-21T09:15:45.019725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'. [2025-11-21T09:15:45.127030] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CEPU'. [2025-11-21T09:15:45.127722] [INFO ] [CONFIGURE ] CEPU: Testing with 29 available features [2025-11-21T09:15:45.127793] [INFO ] [CONFIGURE ] CEPU: Establishing baseline with no features... [2025-11-21T09:15:45.317770] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:45.501835] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:15:45.701419] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:45.899148] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:46.107393] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:15:46.282464] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:15:46.457144] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:46.667496] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:15:46.864451] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:47.063566] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:47.063814] [INFO ] [CONFIGURE ] CEPU: Baseline score (no features): 40.00% [2025-11-21T09:15:47.063900] [INFO ] [CONFIGURE ] CEPU: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:15:47.063967] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:15:47.298098] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:15:47.523016] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:15:47.736568] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:47.948993] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:48.163679] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:15:48.378748] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:15:48.596840] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:15:48.810153] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:49.023384] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:49.237565] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:49.237973] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:15:49.238080] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12695 tests [2025-11-21T09:15:49.238165] [INFO ] [CONFIGURE ] CEPU: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:15:49.238272] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:15:49.462840] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:49.684986] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:15:49.927282] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:15:50.183740] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:50.417293] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:15:50.644229] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:15:50.889419] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:15:51.123751] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:15:51.351528] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:51.584437] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:51.584632] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T09:15:51.584701] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12694 tests [2025-11-21T09:15:51.584748] [INFO ] [CONFIGURE ] CEPU: Testing feature 3/29: add_daily_returns [2025-11-21T09:15:51.584785] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns'] [2025-11-21T09:15:51.786227] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:51.991940] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:15:52.193489] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:52.391232] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:52.593821] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:15:52.796529] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:15:53.005606] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:53.213504] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:53.453388] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:53.727035] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:53.727452] [INFO ] [CONFIGURE ] CEPU: KEPT add_daily_returns (score: 60.00%) [2025-11-21T09:15:53.727575] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12693 tests [2025-11-21T09:15:53.727707] [INFO ] [CONFIGURE ] CEPU: Testing feature 4/29: add_ema [2025-11-21T09:15:53.727793] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T09:15:54.041327] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:54.271123] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:15:54.494131] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:54.710988] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:54.940716] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:15:55.158699] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:15:55.389026] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:55.618387] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:55.862061] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:56.093769] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:56.093982] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_ema (score: 60.00%) [2025-11-21T09:15:56.094032] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12692 tests [2025-11-21T09:15:56.094071] [INFO ] [CONFIGURE ] CEPU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:15:56.094108] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:15:56.337412] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:56.582381] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:15:56.813834] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:57.049567] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:57.285936] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:15:57.529089] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:15:57.796872] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:15:58.046390] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:15:58.286510] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:15:58.527569] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:15:58.527761] [INFO ] [CONFIGURE ] CEPU: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T09:15:58.527819] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12691 tests [2025-11-21T09:15:58.527863] [INFO ] [CONFIGURE ] CEPU: Testing feature 6/29: add_failed_moves [2025-11-21T09:15:58.527906] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T09:15:58.773817] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:15:59.025532] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:15:59.268551] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:15:59.513906] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:15:59.761510] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:00.019448] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:00.295699] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:00.566567] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:01.534709] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:01.898491] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:01.898717] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:16:01.898780] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12690 tests [2025-11-21T09:16:01.898829] [INFO ] [CONFIGURE ] CEPU: Testing feature 7/29: add_lag_shelf [2025-11-21T09:16:01.898874] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T09:16:02.142257] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:02.386085] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:02.621871] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:02.868107] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:03.123754] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:03.387687] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:03.634827] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:03.886744] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:04.160089] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:04.436270] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:04.436446] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T09:16:04.436508] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12689 tests [2025-11-21T09:16:04.436559] [INFO ] [CONFIGURE ] CEPU: Testing feature 8/29: add_macd [2025-11-21T09:16:04.436604] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T09:16:04.747554] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:05.065792] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:05.381833] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:05.716060] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:06.040524] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:16:06.386703] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:06.716572] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:07.053138] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:07.386865] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:07.731664] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:07.731880] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_macd (score: 50.00%) [2025-11-21T09:16:07.731940] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12688 tests [2025-11-21T09:16:07.731987] [INFO ] [CONFIGURE ] CEPU: Testing feature 9/29: add_mfi [2025-11-21T09:16:07.732031] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T09:16:08.006876] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:08.280014] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:08.562606] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:08.851536] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:09.131454] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:09.405822] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:09.679119] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:09.971943] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:10.247774] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:10.534322] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:10.534525] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_mfi (score: 70.00%) [2025-11-21T09:16:10.534584] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12687 tests [2025-11-21T09:16:10.534685] [INFO ] [CONFIGURE ] CEPU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:16:10.534737] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:16:10.892683] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:11.257495] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:11.616509] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:11.985447] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:12.350757] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:12.734136] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:13.100275] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:13.480162] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:16:13.843821] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:14.215202] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:14.215418] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:16:14.215480] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12686 tests [2025-11-21T09:16:14.215531] [INFO ] [CONFIGURE ] CEPU: Testing feature 11/29: add_obv_daily [2025-11-21T09:16:14.215577] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T09:16:14.484253] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:14.750997] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:15.034669] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:15.315126] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:15.596668] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:16:15.880215] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:16:16.165391] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:16:16.446009] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:16:16.721720] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:17.006401] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:17.006668] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:16:17.006730] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12685 tests [2025-11-21T09:16:17.006777] [INFO ] [CONFIGURE ] CEPU: Testing feature 12/29: add_obv_interval [2025-11-21T09:16:17.006819] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T09:16:17.247999] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:17.500523] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:17.750028] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:17.992121] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:18.225951] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:16:18.469357] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:16:18.711232] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:18.952107] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:16:19.200034] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:19.461722] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:19.461926] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T09:16:19.461990] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12684 tests [2025-11-21T09:16:19.462038] [INFO ] [CONFIGURE ] CEPU: Testing feature 13/29: add_opening_strength [2025-11-21T09:16:19.462081] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-11-21T09:16:19.729305] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:16:20.012435] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:20.280815] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:20.557472] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:20.823687] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:16:21.096433] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:21.376070] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:21.657666] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:21.929342] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:22.200690] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:22.200904] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T09:16:22.200965] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12683 tests [2025-11-21T09:16:22.201015] [INFO ] [CONFIGURE ] CEPU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:16:22.201059] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T09:16:22.504207] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:22.800101] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:23.093819] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:23.385229] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:23.671887] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:23.944847] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:24.225056] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:24.501426] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:24.776326] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:25.060113] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:25.060311] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T09:16:25.060372] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12682 tests [2025-11-21T09:16:25.060467] [INFO ] [CONFIGURE ] CEPU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:16:25.060517] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T09:16:25.316010] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:25.572478] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:25.826826] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:26.081498] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:26.335416] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:16:26.580569] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:26.817429] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:27.058356] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:27.295709] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:27.532425] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:27.532598] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:16:27.532678] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12681 tests [2025-11-21T09:16:27.532726] [INFO ] [CONFIGURE ] CEPU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:16:27.532768] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T09:16:27.789679] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:28.049449] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:28.323521] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:28.578432] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:28.839065] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:16:29.099948] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:29.356423] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:29.626413] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:29.893730] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:30.158468] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:30.158685] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:16:30.158759] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12680 tests [2025-11-21T09:16:30.158815] [INFO ] [CONFIGURE ] CEPU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:16:30.158856] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T09:16:30.419943] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:30.678772] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:30.939031] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:31.199128] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:31.459123] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:31.722899] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:31.987269] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:32.252448] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:32.519800] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:32.782964] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:32.783137] [INFO ] [CONFIGURE ] CEPU: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-21T09:16:32.783192] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12679 tests [2025-11-21T09:16:32.783237] [INFO ] [CONFIGURE ] CEPU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:16:32.783283] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T09:16:33.046626] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:33.314014] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:33.585155] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:33.858146] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:34.129256] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:34.401589] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:34.670006] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:34.954765] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:35.237948] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:35.508277] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:35.508454] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:16:35.508511] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12678 tests [2025-11-21T09:16:35.508559] [INFO ] [CONFIGURE ] CEPU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:16:35.508603] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T09:16:35.775632] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:36.058180] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:36.323345] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:36.597826] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:36.866861] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:37.130909] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:37.402840] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:37.677973] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:37.963440] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:38.235881] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:38.236099] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:16:38.236161] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12677 tests [2025-11-21T09:16:38.236280] [INFO ] [CONFIGURE ] CEPU: Testing feature 20/29: add_price_rejection [2025-11-21T09:16:38.236333] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T09:16:38.531627] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:38.825679] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:39.119367] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:39.410550] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:39.699281] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:39.996558] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:40.283180] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:40.578696] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:40.888724] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:41.201117] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:41.201368] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T09:16:41.201440] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12676 tests [2025-11-21T09:16:41.201503] [INFO ] [CONFIGURE ] CEPU: Testing feature 21/29: add_range_position [2025-11-21T09:16:41.201559] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T09:16:41.592920] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:16:41.942896] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:42.254804] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:42.579897] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:42.878114] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:43.179300] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:43.500438] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:43.809592] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:44.131085] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:44.455441] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:44.455629] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:16:44.455710] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12675 tests [2025-11-21T09:16:44.455760] [INFO ] [CONFIGURE ] CEPU: Testing feature 22/29: add_realized_volatility [2025-11-21T09:16:44.455805] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T09:16:44.858982] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:16:45.285131] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:45.680824] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:46.075969] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:46.459111] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:46.839954] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:47.227694] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:47.627021] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:48.029406] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:48.443332] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:48.443544] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:16:48.443609] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12674 tests [2025-11-21T09:16:48.443680] [INFO ] [CONFIGURE ] CEPU: Testing feature 23/29: add_recent_range_context [2025-11-21T09:16:48.443729] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T09:16:48.776822] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:49.083845] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:16:49.376671] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:49.667550] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:49.961703] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:50.252106] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:50.572474] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:50.883163] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:51.188054] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:51.505671] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:51.505850] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T09:16:51.505908] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12673 tests [2025-11-21T09:16:51.505957] [INFO ] [CONFIGURE ] CEPU: Testing feature 24/29: add_rsi [2025-11-21T09:16:51.506003] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T09:16:51.858818] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:52.217916] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:52.574874] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:52.934341] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:53.282281] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:53.641501] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:54.001304] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:54.385349] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:54.768937] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:55.124785] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:16:55.125013] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:16:55.125079] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12672 tests [2025-11-21T09:16:55.125160] [INFO ] [CONFIGURE ] CEPU: Testing feature 25/29: add_tick_distribution [2025-11-21T09:16:55.125211] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T09:16:55.429591] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:55.730010] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:56.025958] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:56.328219] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:56.618057] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:56.895326] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:57.172919] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:16:57.446978] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:16:57.711312] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:16:57.985418] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:16:57.985631] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:16:57.985711] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12671 tests [2025-11-21T09:16:57.985762] [INFO ] [CONFIGURE ] CEPU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:16:57.985809] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T09:16:58.270391] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:16:58.557761] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:16:58.843872] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:16:59.123871] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:16:59.400370] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:16:59.676184] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:16:59.975930] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:00.315891] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:00.600080] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:17:01.582355] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:01.582562] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T09:17:01.582632] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12670 tests [2025-11-21T09:17:01.582713] [INFO ] [CONFIGURE ] CEPU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:17:01.582769] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T09:17:01.990685] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:02.299684] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:02.599173] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:02.923354] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:17:03.223632] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:17:03.521330] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:03.828272] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:04.136204] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:04.452734] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:17:04.782221] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:04.782470] [INFO ] [CONFIGURE ] CEPU: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:17:04.782541] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12669 tests [2025-11-21T09:17:04.782589] [INFO ] [CONFIGURE ] CEPU: Testing feature 28/29: add_volume_profile [2025-11-21T09:17:04.782631] [INFO ] [CONFIGURE ] CEPU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T09:17:05.102626] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:05.413950] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:17:05.726211] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:06.029838] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:17:06.343183] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:17:06.643237] [DEBUG] [FORECASTER] CEPU: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:06.946879] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:07.254389] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:07.560385] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:17:07.872112] [DEBUG] [FORECASTER] CEPU: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:07.872333] [INFO ] [CONFIGURE ] CEPU: KEPT add_volume_profile (score: 90.00%) [2025-11-21T09:17:07.872393] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12668 tests [2025-11-21T09:17:07.872441] [INFO ] [CONFIGURE ] CEPU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:17:07.872482] [INFO ] [CONFIGURE ] CEPU: Best accuracy: 90.00% [2025-11-21T09:17:07.872524] [INFO ] [CONFIGURE ] CEPU: Best feature set (5 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T09:17:07.872571] [INFO ] [CONFIGURE ] CEPU: Improvement over baseline: 50.00% [2025-11-21T09:17:07.872616] [INFO ] [CONFIGURE ] CEPU: Total time: 1.3 minutes [2025-11-21T09:17:07.872691] [INFO ] [CONFIGURE ] CEPU: Average time per feature: 2.9 seconds [2025-11-21T09:17:07.872735] [INFO ] [CONFIGURE ] CEPU: Average speed: 0.36 features/sec [2025-11-21T09:17:07.873037] [INFO ] [LOCAL ] Saved configuration for CEPU: 5 features, 90.00% accuracy -> ./output/feature-sets/CEPU.json [2025-11-21T09:17:07.873093] [INFO ] [CONFIGURE ] CEPU: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T09:17:07.873141] [INFO ] [sig ] [289/723] Successfully configured CEPU | 0.01 sym/s | Total: 6.7h | ETA: 10.1h [2025-11-21T09:17:07.873185] [INFO ] [sig ] [290/723] Configuring CF... [2025-11-21T09:17:07.873225] [INFO ] [CONFIGURE ] CF: Configurate test run. [2025-11-21T09:17:07.873264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-11-21T09:17:07.981480] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CF'. [2025-11-21T09:17:07.982020] [INFO ] [CONFIGURE ] CF: Testing with 29 available features [2025-11-21T09:17:07.982091] [INFO ] [CONFIGURE ] CF: Establishing baseline with no features... [2025-11-21T09:17:08.166381] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:17:08.357705] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:08.555339] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:17:08.764689] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:08.952247] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:17:09.141394] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:09.324212] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:09.503337] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:17:09.685062] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:09.866434] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:09.866588] [INFO ] [CONFIGURE ] CF: Baseline score (no features): 40.00% [2025-11-21T09:17:09.866636] [INFO ] [CONFIGURE ] CF: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:17:09.866722] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:17:10.079185] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:10.285434] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:10.503724] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:17:10.717243] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:17:10.931369] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:17:11.146210] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:11.355200] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:11.573325] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:11.781590] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:11.988540] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:11.988754] [INFO ] [CONFIGURE ] CF: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T09:17:11.988948] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12667 tests [2025-11-21T09:17:11.989036] [INFO ] [CONFIGURE ] CF: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:17:11.989114] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:17:12.220813] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:12.457569] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:12.719207] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:12.977887] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:13.229810] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:13.481408] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:17:13.739792] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:14.013609] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:14.268711] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:14.526094] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:14.526334] [INFO ] [CONFIGURE ] CF: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T09:17:14.526397] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12666 tests [2025-11-21T09:17:14.526449] [INFO ] [CONFIGURE ] CF: Testing feature 3/29: add_daily_returns [2025-11-21T09:17:14.526496] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:17:14.783038] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:15.064450] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:15.335554] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:15.610002] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:15.887395] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:16.160112] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:16.432967] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:16.704307] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:16.978731] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:17.251431] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:17.251623] [INFO ] [CONFIGURE ] CF: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T09:17:17.251711] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12665 tests [2025-11-21T09:17:17.251762] [INFO ] [CONFIGURE ] CF: Testing feature 4/29: add_ema [2025-11-21T09:17:17.251806] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T09:17:17.559280] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:17.865816] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:18.175835] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:17:18.490543] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:18.806969] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:19.118318] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:17:19.424459] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:19.734417] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:20.051315] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:20.358598] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:20.358869] [INFO ] [CONFIGURE ] CF: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:17:20.358943] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12664 tests [2025-11-21T09:17:20.359004] [INFO ] [CONFIGURE ] CF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:17:20.359049] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:17:20.650763] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:20.925968] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:21.201967] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:21.481951] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:17:21.762903] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:22.069425] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:22.363707] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:22.644783] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:22.926819] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:23.229176] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:23.229384] [INFO ] [CONFIGURE ] CF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T09:17:23.229446] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12663 tests [2025-11-21T09:17:23.229496] [INFO ] [CONFIGURE ] CF: Testing feature 6/29: add_failed_moves [2025-11-21T09:17:23.229542] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:17:23.486807] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:23.743303] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:24.012164] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:24.278964] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:24.544312] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:24.810935] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:25.098675] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:25.367309] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:25.636506] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:25.907334] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:25.907539] [INFO ] [CONFIGURE ] CF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:17:25.907597] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12662 tests [2025-11-21T09:17:25.907663] [INFO ] [CONFIGURE ] CF: Testing feature 7/29: add_lag_shelf [2025-11-21T09:17:25.907712] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:17:26.168683] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:26.427343] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:26.689558] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:26.951315] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:17:27.218625] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:27.485926] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:27.751601] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:28.012319] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:28.266092] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:28.524919] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:28.525119] [INFO ] [CONFIGURE ] CF: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T09:17:28.525199] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12661 tests [2025-11-21T09:17:28.525248] [INFO ] [CONFIGURE ] CF: Testing feature 8/29: add_macd [2025-11-21T09:17:28.525293] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:17:28.875412] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:17:29.215796] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:29.592623] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:29.963890] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:17:30.314062] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:30.667104] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:31.020608] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:31.370890] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:31.740576] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:32.094932] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:32.095142] [INFO ] [CONFIGURE ] CF: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:17:32.095202] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12660 tests [2025-11-21T09:17:32.095250] [INFO ] [CONFIGURE ] CF: Testing feature 9/29: add_mfi [2025-11-21T09:17:32.095294] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T09:17:32.373423] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:32.649419] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:32.931728] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:33.213106] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:33.495476] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:33.784821] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:34.077127] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:34.360071] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:34.644784] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:34.945485] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:34.945696] [INFO ] [CONFIGURE ] CF: DISCARDED add_mfi (score: 50.00%) [2025-11-21T09:17:34.945754] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12659 tests [2025-11-21T09:17:34.945799] [INFO ] [CONFIGURE ] CF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:17:34.945842] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:17:35.322350] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:35.688730] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:36.057228] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:36.432156] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:36.794207] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:37.168510] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:37.539305] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:37.914747] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:38.274623] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:38.625826] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:38.626027] [INFO ] [CONFIGURE ] CF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:17:38.626088] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12658 tests [2025-11-21T09:17:38.626139] [INFO ] [CONFIGURE ] CF: Testing feature 11/29: add_obv_daily [2025-11-21T09:17:38.626183] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T09:17:38.903063] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:39.175813] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:39.449025] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:17:39.721550] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:40.012602] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:40.293699] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:40.571801] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:40.835536] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:41.097980] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:41.365863] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:41.366050] [INFO ] [CONFIGURE ] CF: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T09:17:41.366108] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12657 tests [2025-11-21T09:17:41.366155] [INFO ] [CONFIGURE ] CF: Testing feature 12/29: add_obv_interval [2025-11-21T09:17:41.366204] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T09:17:41.617339] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:41.868576] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:17:42.144599] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:42.402502] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:42.661185] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:42.920189] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:43.182462] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:43.438051] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:43.692733] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:43.944274] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:43.944444] [INFO ] [CONFIGURE ] CF: KEPT add_obv_interval (score: 70.00%) [2025-11-21T09:17:43.944500] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12656 tests [2025-11-21T09:17:43.944549] [INFO ] [CONFIGURE ] CF: Testing feature 13/29: add_opening_strength [2025-11-21T09:17:43.944592] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:17:44.240181] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:44.533555] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:44.822838] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:45.121618] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:45.466660] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:45.807292] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:17:46.134192] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:46.477845] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:46.816229] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:47.160709] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:47.160885] [INFO ] [CONFIGURE ] CF: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:17:47.160944] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12655 tests [2025-11-21T09:17:47.160993] [INFO ] [CONFIGURE ] CF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:17:47.161036] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T09:17:47.477167] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:47.789271] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:48.097938] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:48.418707] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:17:48.731366] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:49.053481] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:49.379079] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:49.762772] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:50.155794] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:50.504543] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:50.504765] [INFO ] [CONFIGURE ] CF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T09:17:50.504826] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12654 tests [2025-11-21T09:17:50.504873] [INFO ] [CONFIGURE ] CF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:17:50.504916] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T09:17:50.765485] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:51.025286] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:51.287839] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:51.556085] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:51.823624] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:52.093989] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:52.363974] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:52.638961] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:52.912339] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:53.188056] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:53.188265] [INFO ] [CONFIGURE ] CF: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:17:53.188326] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12653 tests [2025-11-21T09:17:53.188375] [INFO ] [CONFIGURE ] CF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:17:53.188420] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T09:17:53.461386] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:53.754303] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:17:54.052954] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:54.324849] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:17:54.594675] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:54.872575] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:55.144716] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:55.430072] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:55.702622] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:55.979250] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:17:55.979458] [INFO ] [CONFIGURE ] CF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:17:55.979516] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12652 tests [2025-11-21T09:17:55.979564] [INFO ] [CONFIGURE ] CF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:17:55.979606] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T09:17:56.257112] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:17:56.542729] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:17:56.820072] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:57.113665] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:17:57.408445] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:17:57.694046] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:17:57.972225] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:17:58.255358] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:17:58.543549] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:17:58.831744] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:17:58.831979] [INFO ] [CONFIGURE ] CF: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T09:17:58.832044] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12651 tests [2025-11-21T09:17:58.832095] [INFO ] [CONFIGURE ] CF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:17:58.832141] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T09:17:59.101158] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:17:59.373567] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:17:59.649218] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:17:59.929538] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:00.213739] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:00.485546] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:00.776060] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:01.691084] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:01.998448] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:02.270799] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:02.270975] [INFO ] [CONFIGURE ] CF: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:18:02.271033] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12650 tests [2025-11-21T09:18:02.271080] [INFO ] [CONFIGURE ] CF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:18:02.271123] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T09:18:02.521863] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:02.764530] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:18:03.009514] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:03.257275] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:18:03.502580] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:03.748202] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:03.991817] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:04.251796] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:04.500764] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:04.746546] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:04.746748] [INFO ] [CONFIGURE ] CF: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:18:04.746806] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12649 tests [2025-11-21T09:18:04.746852] [INFO ] [CONFIGURE ] CF: Testing feature 20/29: add_price_rejection [2025-11-21T09:18:04.746901] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T09:18:05.022479] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:05.301079] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:05.597550] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:05.892511] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:18:06.189366] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:06.478031] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:06.758233] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:07.035918] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:07.307775] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:07.579604] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:07.579784] [INFO ] [CONFIGURE ] CF: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T09:18:07.579843] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12648 tests [2025-11-21T09:18:07.579890] [INFO ] [CONFIGURE ] CF: Testing feature 21/29: add_range_position [2025-11-21T09:18:07.579932] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_range_position'] [2025-11-21T09:18:07.853217] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:08.152109] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:18:08.456195] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:08.746030] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:18:09.030330] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:09.313514] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:09.600856] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:09.887851] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:10.187929] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:10.474544] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:18:10.474744] [INFO ] [CONFIGURE ] CF: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:18:10.474804] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12647 tests [2025-11-21T09:18:10.474852] [INFO ] [CONFIGURE ] CF: Testing feature 22/29: add_realized_volatility [2025-11-21T09:18:10.474894] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T09:18:10.861259] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:11.253844] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:18:11.642991] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:12.032856] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:18:12.419409] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:12.794050] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:13.168188] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:13.557780] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:13.984601] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:14.370175] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:14.370408] [INFO ] [CONFIGURE ] CF: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:18:14.370468] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12646 tests [2025-11-21T09:18:14.370516] [INFO ] [CONFIGURE ] CF: Testing feature 23/29: add_recent_range_context [2025-11-21T09:18:14.370558] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T09:18:14.647835] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:14.922954] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:18:15.195367] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:15.474326] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:15.755138] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:16.041563] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:16.316260] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:16.593101] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:16.869717] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:17.147596] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:17.147786] [INFO ] [CONFIGURE ] CF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:18:17.147844] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12645 tests [2025-11-21T09:18:17.147891] [INFO ] [CONFIGURE ] CF: Testing feature 24/29: add_rsi [2025-11-21T09:18:17.147934] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T09:18:17.448293] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:17.751458] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:18:18.059260] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:18.360225] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:18.663090] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:18.961967] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:18:19.266354] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:19.565314] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:18:19.872066] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:20.176954] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:20.177160] [INFO ] [CONFIGURE ] CF: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:18:20.177222] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12644 tests [2025-11-21T09:18:20.177270] [INFO ] [CONFIGURE ] CF: Testing feature 25/29: add_tick_distribution [2025-11-21T09:18:20.177315] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T09:18:20.440801] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:20.698032] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:20.956428] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:21.211186] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:21.486307] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:21.739267] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:21.994966] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:22.254525] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:22.510542] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:22.767675] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:18:22.767848] [INFO ] [CONFIGURE ] CF: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T09:18:22.767904] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12643 tests [2025-11-21T09:18:22.767951] [INFO ] [CONFIGURE ] CF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:18:22.767995] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T09:18:23.044058] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:23.308841] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:23.578769] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:23.856806] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:18:24.126121] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:24.402259] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:24.676880] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:24.955047] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:25.224956] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:25.506790] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:18:25.506992] [INFO ] [CONFIGURE ] CF: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T09:18:25.507051] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12642 tests [2025-11-21T09:18:25.507118] [INFO ] [CONFIGURE ] CF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:18:25.507164] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T09:18:25.800575] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:26.096484] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:18:26.397701] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:26.694236] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:26.987672] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:27.296191] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:18:27.593174] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:27.891622] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:28.186314] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:28.481921] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:28.482105] [INFO ] [CONFIGURE ] CF: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T09:18:28.482162] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12641 tests [2025-11-21T09:18:28.482208] [INFO ] [CONFIGURE ] CF: Testing feature 28/29: add_volume_profile [2025-11-21T09:18:28.482251] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T09:18:28.744046] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:29.015962] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:18:29.286048] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:29.551080] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:29.819302] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:30.081298] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:30.352989] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:30.628780] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:30.897291] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:31.165293] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:31.165482] [INFO ] [CONFIGURE ] CF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:18:31.165538] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12640 tests [2025-11-21T09:18:31.165586] [INFO ] [CONFIGURE ] CF: Testing feature 29/29: add_vwap [2025-11-21T09:18:31.165629] [INFO ] [CONFIGURE ] CF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval', 'add_vwap'] [2025-11-21T09:18:31.435704] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:18:31.701842] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:31.974679] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:32.240142] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:32.511081] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:18:32.779565] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:18:33.058519] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:33.329019] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:33.603944] [DEBUG] [FORECASTER] CF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:18:33.879149] [DEBUG] [FORECASTER] CF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:33.879341] [INFO ] [CONFIGURE ] CF: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:18:33.879397] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12639 tests [2025-11-21T09:18:33.879444] [INFO ] [CONFIGURE ] CF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:18:33.879484] [INFO ] [CONFIGURE ] CF: Best accuracy: 70.00% [2025-11-21T09:18:33.879526] [INFO ] [CONFIGURE ] CF: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T09:18:33.879566] [INFO ] [CONFIGURE ] CF: Improvement over baseline: 30.00% [2025-11-21T09:18:33.879602] [INFO ] [CONFIGURE ] CF: Total time: 1.4 minutes [2025-11-21T09:18:33.879662] [INFO ] [CONFIGURE ] CF: Average time per feature: 2.9 seconds [2025-11-21T09:18:33.879705] [INFO ] [CONFIGURE ] CF: Average speed: 0.35 features/sec [2025-11-21T09:18:33.880123] [INFO ] [LOCAL ] Saved configuration for CF: 3 features, 70.00% accuracy -> ./output/feature-sets/CF.json [2025-11-21T09:18:33.880180] [INFO ] [CONFIGURE ] CF: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T09:18:33.880239] [INFO ] [sig ] [290/723] Successfully configured CF | 0.01 sym/s | Total: 6.7h | ETA: 10.1h [2025-11-21T09:18:33.880284] [INFO ] [sig ] [291/723] Configuring CFG... [2025-11-21T09:18:33.880324] [INFO ] [CONFIGURE ] CFG: Configurate test run. [2025-11-21T09:18:33.880364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-11-21T09:18:34.059340] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CFG'. [2025-11-21T09:18:34.059690] [INFO ] [CONFIGURE ] CFG: Testing with 29 available features [2025-11-21T09:18:34.059762] [INFO ] [CONFIGURE ] CFG: Establishing baseline with no features... [2025-11-21T09:18:34.225923] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:34.391072] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:34.566422] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:34.734395] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:34.903552] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:18:35.077812] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:35.252966] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:18:35.431945] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:35.608887] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:18:35.785968] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:18:35.786130] [INFO ] [CONFIGURE ] CFG: Baseline score (no features): 40.00% [2025-11-21T09:18:35.786177] [INFO ] [CONFIGURE ] CFG: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:18:35.786214] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:18:35.989267] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:36.199992] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:36.413383] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:36.617102] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:36.838705] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:18:37.059440] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:37.291795] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:18:37.522728] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:37.769578] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:18:37.983080] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:18:37.983262] [INFO ] [CONFIGURE ] CFG: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:18:37.983312] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12638 tests [2025-11-21T09:18:37.983352] [INFO ] [CONFIGURE ] CFG: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:18:37.983387] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:18:38.181936] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:38.399147] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:38.613166] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:38.823521] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:18:39.034458] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:18:39.245573] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:39.459210] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:39.669254] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:39.881292] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:18:40.097294] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:40.097480] [INFO ] [CONFIGURE ] CFG: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T09:18:40.097528] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12637 tests [2025-11-21T09:18:40.097566] [INFO ] [CONFIGURE ] CFG: Testing feature 3/29: add_daily_returns [2025-11-21T09:18:40.097601] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:18:40.322628] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:40.552392] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:40.786582] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:41.009532] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:41.231431] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:18:41.455499] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:41.683521] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:41.910609] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:42.138114] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:18:42.363350] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:42.363516] [INFO ] [CONFIGURE ] CFG: KEPT add_daily_returns (score: 80.00%) [2025-11-21T09:18:42.363564] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12636 tests [2025-11-21T09:18:42.363604] [INFO ] [CONFIGURE ] CFG: Testing feature 4/29: add_ema [2025-11-21T09:18:42.363658] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T09:18:42.622384] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:42.880825] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:43.138853] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:43.393487] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:43.653444] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:18:43.910593] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:44.220992] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:44.503531] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:18:44.764984] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:18:45.027588] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:45.027813] [INFO ] [CONFIGURE ] CFG: DISCARDED add_ema (score: 60.00%) [2025-11-21T09:18:45.027886] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12635 tests [2025-11-21T09:18:45.027933] [INFO ] [CONFIGURE ] CFG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:18:45.027989] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:18:45.330836] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:45.637796] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:45.949017] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:18:46.251451] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:18:46.551827] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:18:46.865618] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:18:47.167021] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:47.491684] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:47.825097] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:18:48.137547] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:48.137831] [INFO ] [CONFIGURE ] CFG: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T09:18:48.137891] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12634 tests [2025-11-21T09:18:48.137942] [INFO ] [CONFIGURE ] CFG: Testing feature 6/29: add_failed_moves [2025-11-21T09:18:48.137987] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T09:18:48.402245] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:48.673873] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:48.933570] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:49.174802] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:49.431151] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:18:49.703305] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:49.948838] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:50.189682] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:50.433362] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:18:50.688719] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:50.688901] [INFO ] [CONFIGURE ] CFG: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T09:18:50.688959] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12633 tests [2025-11-21T09:18:50.689007] [INFO ] [CONFIGURE ] CFG: Testing feature 7/29: add_lag_shelf [2025-11-21T09:18:50.689054] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T09:18:50.919309] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:51.164423] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:51.411458] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:51.656725] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:51.884507] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:18:52.121386] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:52.343934] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:52.567816] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:52.791999] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:18:53.026986] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:53.027199] [INFO ] [CONFIGURE ] CFG: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T09:18:53.027249] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12632 tests [2025-11-21T09:18:53.027288] [INFO ] [CONFIGURE ] CFG: Testing feature 8/29: add_macd [2025-11-21T09:18:53.027325] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T09:18:53.324428] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:53.621425] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:53.922088] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:18:54.225680] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:18:54.528775] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:18:54.831519] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:55.148373] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:55.480665] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:18:55.813998] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:18:56.135939] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:56.136161] [INFO ] [CONFIGURE ] CFG: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:18:56.136223] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12631 tests [2025-11-21T09:18:56.136277] [INFO ] [CONFIGURE ] CFG: Testing feature 9/29: add_mfi [2025-11-21T09:18:56.136324] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T09:18:56.392257] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:56.649870] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:56.908955] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:18:57.173667] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:18:57.434677] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:18:57.693677] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:18:57.953574] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:18:58.220110] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:18:58.487491] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:18:58.745886] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:18:58.746068] [INFO ] [CONFIGURE ] CFG: DISCARDED add_mfi (score: 80.00%) [2025-11-21T09:18:58.746129] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12630 tests [2025-11-21T09:18:58.746177] [INFO ] [CONFIGURE ] CFG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:18:58.746222] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:18:59.078098] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:18:59.407146] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:18:59.735545] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:00.070564] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:00.412099] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:00.755762] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:01.764567] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:02.179003] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:02.536845] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:02.882931] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:02.883155] [INFO ] [CONFIGURE ] CFG: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T09:19:02.883212] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12629 tests [2025-11-21T09:19:02.883262] [INFO ] [CONFIGURE ] CFG: Testing feature 11/29: add_obv_daily [2025-11-21T09:19:02.883308] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T09:19:03.165856] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:03.441371] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:03.717387] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:03.994157] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:04.273002] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:04.553178] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:04.839526] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:05.120477] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:05.404595] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:05.700302] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:05.700513] [INFO ] [CONFIGURE ] CFG: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T09:19:05.700572] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12628 tests [2025-11-21T09:19:05.700619] [INFO ] [CONFIGURE ] CFG: Testing feature 12/29: add_obv_interval [2025-11-21T09:19:05.700684] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T09:19:05.966276] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:06.226379] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:06.494136] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:06.767832] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:07.036414] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:07.306436] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:07.575795] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:07.842036] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:08.105861] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:08.376208] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:08.376418] [INFO ] [CONFIGURE ] CFG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T09:19:08.376476] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12627 tests [2025-11-21T09:19:08.376546] [INFO ] [CONFIGURE ] CFG: Testing feature 13/29: add_opening_strength [2025-11-21T09:19:08.376592] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:19:08.657403] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:08.954578] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:09.262784] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:09.543838] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:09.825493] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:10.087406] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:10.356801] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:10.649566] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:10.929560] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:11.194436] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:11.194629] [INFO ] [CONFIGURE ] CFG: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:19:11.194708] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12626 tests [2025-11-21T09:19:11.194756] [INFO ] [CONFIGURE ] CFG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:19:11.194800] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T09:19:11.482239] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:11.760356] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:12.033497] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:12.305605] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:12.585578] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:12.870671] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:13.164395] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:13.463700] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:13.759671] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:14.048439] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:14.048632] [INFO ] [CONFIGURE ] CFG: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T09:19:14.048711] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12625 tests [2025-11-21T09:19:14.048760] [INFO ] [CONFIGURE ] CFG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:19:14.048797] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T09:19:14.320403] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:14.606250] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:14.884139] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:15.151249] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:15.415309] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:15.686551] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:15.946603] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:16.215281] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:16.485730] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:19:16.756561] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:16.756789] [INFO ] [CONFIGURE ] CFG: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:19:16.756851] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12624 tests [2025-11-21T09:19:16.756901] [INFO ] [CONFIGURE ] CFG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:19:16.756945] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T09:19:17.031607] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:17.313236] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:17.609427] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:17.896725] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:18.183321] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:18.466080] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:18.734449] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:19.016404] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:19.308446] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:19:19.576351] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:19.576598] [INFO ] [CONFIGURE ] CFG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:19:19.576721] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12623 tests [2025-11-21T09:19:19.576811] [INFO ] [CONFIGURE ] CFG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:19:19.576881] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T09:19:19.848008] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:20.098502] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:20.358237] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:20.651501] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:20.928167] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:21.203480] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:21.473993] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:21.751941] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:22.027201] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:22.298766] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:22.298930] [INFO ] [CONFIGURE ] CFG: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T09:19:22.298987] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12622 tests [2025-11-21T09:19:22.299033] [INFO ] [CONFIGURE ] CFG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:19:22.299113] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T09:19:22.546909] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:22.796919] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:23.050096] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:23.299210] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:19:23.553965] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:23.794928] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:24.038394] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:24.278068] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:24.523378] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:24.769127] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:24.769308] [INFO ] [CONFIGURE ] CFG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:19:24.769367] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12621 tests [2025-11-21T09:19:24.769414] [INFO ] [CONFIGURE ] CFG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:19:24.769459] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T09:19:24.996608] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:25.226709] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:25.454271] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:25.691402] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:19:25.920752] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:26.148437] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:26.376543] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:26.596944] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:26.819621] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:19:27.041557] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:27.041748] [INFO ] [CONFIGURE ] CFG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:19:27.041804] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12620 tests [2025-11-21T09:19:27.041851] [INFO ] [CONFIGURE ] CFG: Testing feature 20/29: add_price_rejection [2025-11-21T09:19:27.041894] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T09:19:27.294847] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:27.553472] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:27.820600] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:28.078829] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:19:28.337573] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:28.594149] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:19:28.852318] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:29.107682] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:29.362449] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:29.664087] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:29.664338] [INFO ] [CONFIGURE ] CFG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:19:29.664419] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12619 tests [2025-11-21T09:19:29.664500] [INFO ] [CONFIGURE ] CFG: Testing feature 21/29: add_range_position [2025-11-21T09:19:29.664574] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T09:19:29.966228] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:30.267291] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:30.528376] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:30.817476] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:31.090716] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:19:31.364483] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:19:31.638228] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:31.916001] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:32.196133] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:32.482316] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:32.482498] [INFO ] [CONFIGURE ] CFG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:19:32.482556] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12618 tests [2025-11-21T09:19:32.482622] [INFO ] [CONFIGURE ] CFG: Testing feature 22/29: add_realized_volatility [2025-11-21T09:19:32.482692] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T09:19:32.852272] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:33.230230] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:33.583154] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:33.946233] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:34.314395] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:19:34.659125] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:35.010203] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:35.369710] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:35.734580] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:19:36.124127] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:36.124337] [INFO ] [CONFIGURE ] CFG: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:19:36.124401] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12617 tests [2025-11-21T09:19:36.124453] [INFO ] [CONFIGURE ] CFG: Testing feature 23/29: add_recent_range_context [2025-11-21T09:19:36.124499] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T09:19:36.389126] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:36.630818] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:36.874424] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:37.129276] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:19:37.394945] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:37.646301] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:37.897674] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:38.143872] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:38.393875] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:19:38.648060] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:38.648227] [INFO ] [CONFIGURE ] CFG: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:19:38.648293] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12616 tests [2025-11-21T09:19:38.648339] [INFO ] [CONFIGURE ] CFG: Testing feature 24/29: add_rsi [2025-11-21T09:19:38.648383] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T09:19:38.926248] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:39.198769] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:39.468470] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:39.742659] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:40.013234] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:40.285449] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:40.557750] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:40.836727] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:41.110868] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:41.387761] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:19:41.387948] [INFO ] [CONFIGURE ] CFG: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:19:41.388005] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12615 tests [2025-11-21T09:19:41.388054] [INFO ] [CONFIGURE ] CFG: Testing feature 25/29: add_tick_distribution [2025-11-21T09:19:41.388095] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T09:19:41.616072] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:41.853769] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:42.092689] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:42.327120] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:19:42.561131] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:19:42.794230] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:43.027284] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:43.259767] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:43.496250] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:43.736240] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:19:43.736408] [INFO ] [CONFIGURE ] CFG: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T09:19:43.736465] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12614 tests [2025-11-21T09:19:43.736511] [INFO ] [CONFIGURE ] CFG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:19:43.736554] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T09:19:43.981776] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:44.225305] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:44.468038] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:44.714371] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:44.962778] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:45.207485] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:45.454760] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:45.706272] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:45.956374] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:19:46.200622] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:46.200815] [INFO ] [CONFIGURE ] CFG: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:19:46.200870] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12613 tests [2025-11-21T09:19:46.200916] [INFO ] [CONFIGURE ] CFG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:19:46.200958] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T09:19:46.461148] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:46.722452] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:46.986419] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:47.259419] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:19:47.524920] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:19:47.808071] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:48.077880] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:48.351008] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:48.622080] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:19:48.895019] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:48.895191] [INFO ] [CONFIGURE ] CFG: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:19:48.895250] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12612 tests [2025-11-21T09:19:48.895297] [INFO ] [CONFIGURE ] CFG: Testing feature 28/29: add_volume_profile [2025-11-21T09:19:48.895344] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T09:19:49.138055] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:49.373393] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:49.612022] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:49.847679] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:19:50.085453] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:50.324728] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:50.566541] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:50.807027] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:19:51.050660] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:19:51.292051] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:51.292228] [INFO ] [CONFIGURE ] CFG: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T09:19:51.292282] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12611 tests [2025-11-21T09:19:51.292329] [INFO ] [CONFIGURE ] CFG: Testing feature 29/29: add_vwap [2025-11-21T09:19:51.292366] [INFO ] [CONFIGURE ] CFG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T09:19:51.538961] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:19:51.784277] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:19:52.026764] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:19:52.269262] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:19:52.516250] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:52.762427] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:53.013776] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:19:53.259843] [DEBUG] [FORECASTER] CFG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:53.510133] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:19:53.760077] [DEBUG] [FORECASTER] CFG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:53.760252] [INFO ] [CONFIGURE ] CFG: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:19:53.760312] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12610 tests [2025-11-21T09:19:53.760363] [INFO ] [CONFIGURE ] CFG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:19:53.760407] [INFO ] [CONFIGURE ] CFG: Best accuracy: 80.00% [2025-11-21T09:19:53.760452] [INFO ] [CONFIGURE ] CFG: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:19:53.760494] [INFO ] [CONFIGURE ] CFG: Improvement over baseline: 40.00% [2025-11-21T09:19:53.760537] [INFO ] [CONFIGURE ] CFG: Total time: 1.3 minutes [2025-11-21T09:19:53.760577] [INFO ] [CONFIGURE ] CFG: Average time per feature: 2.7 seconds [2025-11-21T09:19:53.760617] [INFO ] [CONFIGURE ] CFG: Average speed: 0.37 features/sec [2025-11-21T09:19:53.761134] [INFO ] [LOCAL ] Saved configuration for CFG: 2 features, 80.00% accuracy -> ./output/feature-sets/CFG.json [2025-11-21T09:19:53.761194] [INFO ] [CONFIGURE ] CFG: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T09:19:53.761242] [INFO ] [sig ] [291/723] Successfully configured CFG | 0.01 sym/s | Total: 6.8h | ETA: 10.0h [2025-11-21T09:19:53.761289] [INFO ] [sig ] [292/723] Configuring CFR... [2025-11-21T09:19:53.761330] [INFO ] [CONFIGURE ] CFR: Configurate test run. [2025-11-21T09:19:53.761370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'. [2025-11-21T09:19:53.839251] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CFR'. [2025-11-21T09:19:53.839679] [INFO ] [CONFIGURE ] CFR: Testing with 29 available features [2025-11-21T09:19:53.839743] [INFO ] [CONFIGURE ] CFR: Establishing baseline with no features... [2025-11-21T09:19:54.009349] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:19:54.187409] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:19:54.359747] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:19:54.535622] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:19:54.704763] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:54.875220] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:19:55.050812] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:55.222726] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:55.396671] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:19:55.575252] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:55.575565] [INFO ] [CONFIGURE ] CFR: Baseline score (no features): 40.00% [2025-11-21T09:19:55.575688] [INFO ] [CONFIGURE ] CFR: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:19:55.575766] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:19:55.784272] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:19:55.989305] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:19:56.197016] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:19:56.409169] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:19:56.632875] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:56.843924] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:19:57.054821] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:57.270755] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:57.490686] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:19:57.705316] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:57.705620] [INFO ] [CONFIGURE ] CFR: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T09:19:57.705743] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12609 tests [2025-11-21T09:19:57.705833] [INFO ] [CONFIGURE ] CFR: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:19:57.705959] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:19:57.921697] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:19:58.141017] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:19:58.354108] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:19:58.566090] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:19:58.777799] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:19:58.999355] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:19:59.221639] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:19:59.433525] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:19:59.649223] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:19:59.863466] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:19:59.863669] [INFO ] [CONFIGURE ] CFR: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T09:19:59.863742] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12608 tests [2025-11-21T09:19:59.863794] [INFO ] [CONFIGURE ] CFR: Testing feature 3/29: add_daily_returns [2025-11-21T09:19:59.863850] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_daily_returns'] [2025-11-21T09:20:00.059172] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:00.267550] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:00.459287] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:00.654728] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:00.843394] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:01.748037] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:20:02.088020] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:02.294368] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:02.486142] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:02.677905] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:20:02.678078] [INFO ] [CONFIGURE ] CFR: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T09:20:02.678126] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12607 tests [2025-11-21T09:20:02.678165] [INFO ] [CONFIGURE ] CFR: Testing feature 4/29: add_ema [2025-11-21T09:20:02.678201] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_ema'] [2025-11-21T09:20:02.901978] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:03.125434] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:03.354922] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:03.577973] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:03.803154] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:04.027118] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:04.261609] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:04.485351] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:04.706286] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:04.925771] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:04.925981] [INFO ] [CONFIGURE ] CFR: DISCARDED add_ema (score: 40.00%) [2025-11-21T09:20:04.926032] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12606 tests [2025-11-21T09:20:04.926074] [INFO ] [CONFIGURE ] CFR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:20:04.926111] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:20:05.151177] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:05.374625] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:05.606803] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:05.830818] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:06.068977] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:06.300042] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:06.532137] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:06.763205] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:07.010860] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:07.247581] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:07.247794] [INFO ] [CONFIGURE ] CFR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T09:20:07.247856] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12605 tests [2025-11-21T09:20:07.247905] [INFO ] [CONFIGURE ] CFR: Testing feature 6/29: add_failed_moves [2025-11-21T09:20:07.247951] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_failed_moves'] [2025-11-21T09:20:07.432940] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:07.624877] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:07.820061] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:08.005469] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:08.189422] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:08.375197] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:08.561073] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:08.746434] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:08.933600] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:09.122311] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:09.122464] [INFO ] [CONFIGURE ] CFR: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T09:20:09.122511] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12604 tests [2025-11-21T09:20:09.122550] [INFO ] [CONFIGURE ] CFR: Testing feature 7/29: add_lag_shelf [2025-11-21T09:20:09.122584] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_lag_shelf'] [2025-11-21T09:20:09.291087] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:09.462042] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:09.635804] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:09.807840] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:09.977414] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:10.149434] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:10.319930] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:10.493033] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:10.670825] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:10.842894] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:10.843038] [INFO ] [CONFIGURE ] CFR: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T09:20:10.843119] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12603 tests [2025-11-21T09:20:10.843159] [INFO ] [CONFIGURE ] CFR: Testing feature 8/29: add_macd [2025-11-21T09:20:10.843195] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:20:11.104257] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:11.376184] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:11.670797] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:11.935553] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:12.197278] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:12.465846] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:12.730606] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:12.992029] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:13.276968] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:13.567215] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:20:13.567409] [INFO ] [CONFIGURE ] CFR: DISCARDED add_macd (score: 30.00%) [2025-11-21T09:20:13.567468] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12602 tests [2025-11-21T09:20:13.567515] [INFO ] [CONFIGURE ] CFR: Testing feature 9/29: add_mfi [2025-11-21T09:20:13.567555] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi'] [2025-11-21T09:20:13.769442] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:20:13.968969] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:14.162115] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:14.348157] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:14.532201] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:14.717130] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:14.904109] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:15.090925] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:15.290800] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:15.480103] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:15.480317] [INFO ] [CONFIGURE ] CFR: KEPT add_mfi (score: 60.00%) [2025-11-21T09:20:15.480367] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12601 tests [2025-11-21T09:20:15.480405] [INFO ] [CONFIGURE ] CFR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:20:15.480441] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:20:15.790446] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:16.092045] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:16.400767] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:16.714590] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:17.012441] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:17.352746] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:20:17.690269] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:17.988819] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:18.273562] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:18.562959] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:20:18.563164] [INFO ] [CONFIGURE ] CFR: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T09:20:18.563221] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12600 tests [2025-11-21T09:20:18.563270] [INFO ] [CONFIGURE ] CFR: Testing feature 11/29: add_obv_daily [2025-11-21T09:20:18.563313] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T09:20:18.777260] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:20:18.991957] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:19.204766] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:19.416618] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:19.631712] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:19.848827] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:20:20.066095] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:20.284845] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:20.504604] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:20.712585] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:20.712759] [INFO ] [CONFIGURE ] CFR: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T09:20:20.712816] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12599 tests [2025-11-21T09:20:20.712862] [INFO ] [CONFIGURE ] CFR: Testing feature 12/29: add_obv_interval [2025-11-21T09:20:20.712902] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T09:20:20.902004] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:21.093425] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:20:21.299512] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:21.504031] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:21.712658] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:21.917823] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:22.121606] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:22.323058] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:22.531424] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:22.739354] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:22.739526] [INFO ] [CONFIGURE ] CFR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T09:20:22.739583] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12598 tests [2025-11-21T09:20:22.739629] [INFO ] [CONFIGURE ] CFR: Testing feature 13/29: add_opening_strength [2025-11-21T09:20:22.739696] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:20:22.970913] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:23.196321] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:23.423356] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:23.650460] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:23.881156] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:24.111574] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:20:24.340765] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:24.572731] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:24.801094] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:25.030479] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:25.030677] [INFO ] [CONFIGURE ] CFR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T09:20:25.030737] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12597 tests [2025-11-21T09:20:25.030787] [INFO ] [CONFIGURE ] CFR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:20:25.030831] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T09:20:25.248771] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:25.473215] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:25.691389] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:20:25.901669] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:26.114367] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:26.332524] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:20:26.548790] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:26.765946] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:26.974813] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:27.185180] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:27.185353] [INFO ] [CONFIGURE ] CFR: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:20:27.185410] [INFO ] [CONFIGURE ] JOB ETA: 10.0h | Avg: 2.8s/test | Remaining: 12596 tests [2025-11-21T09:20:27.185457] [INFO ] [CONFIGURE ] CFR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:20:27.185501] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T09:20:27.376053] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:27.567384] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:27.761740] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:27.960161] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:28.162145] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:28.363122] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:28.565533] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:28.771208] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:28.971174] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:29.173681] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:29.173831] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:20:29.173879] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12595 tests [2025-11-21T09:20:29.173915] [INFO ] [CONFIGURE ] CFR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:20:29.173950] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T09:20:29.393846] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:29.607673] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:29.820499] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:30.034940] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:30.248431] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:30.462968] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:30.677933] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:30.901893] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:31.124482] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:31.347031] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:31.347245] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:20:31.347305] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12594 tests [2025-11-21T09:20:31.347353] [INFO ] [CONFIGURE ] CFR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:20:31.347401] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T09:20:31.555150] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:31.770950] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:31.994782] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:32.203069] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:32.413104] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:32.626711] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:32.839085] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:33.051098] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:33.264012] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:33.473957] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:20:33.474126] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T09:20:33.474195] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12593 tests [2025-11-21T09:20:33.474246] [INFO ] [CONFIGURE ] CFR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:20:33.474290] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T09:20:33.677992] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:20:33.884472] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:34.087747] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:34.281224] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:34.472841] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:34.663296] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:34.857953] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:35.050844] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:35.240608] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:35.432795] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:20:35.432964] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T09:20:35.433014] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12592 tests [2025-11-21T09:20:35.433055] [INFO ] [CONFIGURE ] CFR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:20:35.433091] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T09:20:35.628936] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:35.825598] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:36.045931] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:36.267789] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:36.479579] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:36.689115] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:36.909219] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:37.131111] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:37.349093] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:37.561175] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:37.561332] [INFO ] [CONFIGURE ] CFR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:20:37.561378] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12591 tests [2025-11-21T09:20:37.561415] [INFO ] [CONFIGURE ] CFR: Testing feature 20/29: add_price_rejection [2025-11-21T09:20:37.561450] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T09:20:37.801587] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:38.032684] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:38.250119] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:38.473630] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:38.697502] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:38.917306] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:39.143542] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:39.376340] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:39.592713] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:39.811425] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:39.811611] [INFO ] [CONFIGURE ] CFR: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T09:20:39.811708] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12590 tests [2025-11-21T09:20:39.811758] [INFO ] [CONFIGURE ] CFR: Testing feature 21/29: add_range_position [2025-11-21T09:20:39.811799] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T09:20:40.043005] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:40.274479] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:40.501916] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:40.729376] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:40.972519] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:41.209008] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:41.441742] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:41.681229] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:41.912446] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:42.140465] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:42.140668] [INFO ] [CONFIGURE ] CFR: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:20:42.140727] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12589 tests [2025-11-21T09:20:42.140773] [INFO ] [CONFIGURE ] CFR: Testing feature 22/29: add_realized_volatility [2025-11-21T09:20:42.140815] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T09:20:42.455084] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:42.763354] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:43.074611] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:43.386438] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:43.704768] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:44.035431] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:20:44.357423] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:44.682043] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:45.000330] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:45.314195] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:45.314383] [INFO ] [CONFIGURE ] CFR: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T09:20:45.314443] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12588 tests [2025-11-21T09:20:45.314491] [INFO ] [CONFIGURE ] CFR: Testing feature 23/29: add_recent_range_context [2025-11-21T09:20:45.314533] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T09:20:45.520774] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:45.730949] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:45.941203] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:46.158824] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:46.382717] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:46.611053] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:46.823984] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:47.028250] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:47.237228] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:47.443375] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:47.443537] [INFO ] [CONFIGURE ] CFR: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T09:20:47.443596] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12587 tests [2025-11-21T09:20:47.443662] [INFO ] [CONFIGURE ] CFR: Testing feature 24/29: add_rsi [2025-11-21T09:20:47.443707] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T09:20:47.692122] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:47.948396] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:48.198859] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:48.460252] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:48.712175] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:48.964707] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:49.215940] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:49.472022] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:49.722331] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:20:49.981054] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:49.981223] [INFO ] [CONFIGURE ] CFR: DISCARDED add_rsi (score: 40.00%) [2025-11-21T09:20:49.981280] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12586 tests [2025-11-21T09:20:49.981329] [INFO ] [CONFIGURE ] CFR: Testing feature 25/29: add_tick_distribution [2025-11-21T09:20:49.981371] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T09:20:50.190476] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:50.394820] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:50.598231] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:50.802659] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:51.011228] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:51.218880] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:51.428495] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:51.644116] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:51.857146] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:52.066353] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:52.066522] [INFO ] [CONFIGURE ] CFR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T09:20:52.066599] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12585 tests [2025-11-21T09:20:52.066664] [INFO ] [CONFIGURE ] CFR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:20:52.066711] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T09:20:52.266391] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:52.469164] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:52.673476] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:52.874138] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:53.078700] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:20:53.277338] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:53.478739] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:53.685113] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:53.892872] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:54.100174] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:20:54.100351] [INFO ] [CONFIGURE ] CFR: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T09:20:54.100430] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12584 tests [2025-11-21T09:20:54.100478] [INFO ] [CONFIGURE ] CFR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:20:54.100523] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T09:20:54.326255] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:54.553465] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:54.783022] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:55.010127] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:55.238560] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:55.474334] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:20:55.703904] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:55.934389] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:56.165270] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:56.401660] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:56.401840] [INFO ] [CONFIGURE ] CFR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T09:20:56.401899] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12583 tests [2025-11-21T09:20:56.402024] [INFO ] [CONFIGURE ] CFR: Testing feature 28/29: add_volume_profile [2025-11-21T09:20:56.402073] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T09:20:56.615452] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:56.825728] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:57.044351] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:57.263175] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:57.475178] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:57.690251] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:20:57.905449] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:20:58.119763] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:20:58.336366] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:20:58.553981] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:20:58.554161] [INFO ] [CONFIGURE ] CFR: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T09:20:58.554217] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12582 tests [2025-11-21T09:20:58.554286] [INFO ] [CONFIGURE ] CFR: Testing feature 29/29: add_vwap [2025-11-21T09:20:58.554332] [INFO ] [CONFIGURE ] CFR: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T09:20:58.769337] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:20:58.985393] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:20:59.207837] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:20:59.426840] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:20:59.645841] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:20:59.863687] [DEBUG] [FORECASTER] CFR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:00.794035] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:01.166978] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:21:01.382522] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:21:01.607671] [DEBUG] [FORECASTER] CFR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:21:01.607859] [INFO ] [CONFIGURE ] CFR: DISCARDED add_vwap (score: 30.00%) [2025-11-21T09:21:01.607915] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12581 tests [2025-11-21T09:21:01.607964] [INFO ] [CONFIGURE ] CFR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:21:01.608003] [INFO ] [CONFIGURE ] CFR: Best accuracy: 60.00% [2025-11-21T09:21:01.608043] [INFO ] [CONFIGURE ] CFR: Best feature set (1 features): ['add_mfi'] [2025-11-21T09:21:01.608085] [INFO ] [CONFIGURE ] CFR: Improvement over baseline: 20.00% [2025-11-21T09:21:01.608123] [INFO ] [CONFIGURE ] CFR: Total time: 1.1 minutes [2025-11-21T09:21:01.608159] [INFO ] [CONFIGURE ] CFR: Average time per feature: 2.3 seconds [2025-11-21T09:21:01.608195] [INFO ] [CONFIGURE ] CFR: Average speed: 0.44 features/sec [2025-11-21T09:21:01.608548] [INFO ] [LOCAL ] Saved configuration for CFR: 1 features, 60.00% accuracy -> ./output/feature-sets/CFR.json [2025-11-21T09:21:01.608606] [INFO ] [CONFIGURE ] CFR: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T09:21:01.608675] [INFO ] [sig ] [292/723] Successfully configured CFR | 0.01 sym/s | Total: 6.8h | ETA: 10.0h [2025-11-21T09:21:01.608723] [INFO ] [sig ] [293/723] Configuring CGAU... [2025-11-21T09:21:01.608769] [INFO ] [CONFIGURE ] CGAU: Configurate test run. [2025-11-21T09:21:01.608811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'. [2025-11-21T09:21:01.713727] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CGAU'. [2025-11-21T09:21:01.714164] [INFO ] [CONFIGURE ] CGAU: Testing with 29 available features [2025-11-21T09:21:01.714229] [INFO ] [CONFIGURE ] CGAU: Establishing baseline with no features... [2025-11-21T09:21:01.890429] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:02.064899] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:02.244232] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:02.421208] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:02.593638] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:02.769564] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:02.955967] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:03.140388] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:21:03.314250] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:21:03.489853] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:03.490018] [INFO ] [CONFIGURE ] CGAU: Baseline score (no features): 40.00% [2025-11-21T09:21:03.490066] [INFO ] [CONFIGURE ] CGAU: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:21:03.490105] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:21:03.701035] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:03.906998] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:04.118806] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:04.326079] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:04.533417] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:04.735988] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:04.947671] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:05.171104] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:05.382703] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:21:05.593268] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:05.593453] [INFO ] [CONFIGURE ] CGAU: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T09:21:05.593502] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12580 tests [2025-11-21T09:21:05.593541] [INFO ] [CONFIGURE ] CGAU: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:21:05.593576] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:21:05.836047] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:06.099154] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:06.353520] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:06.595926] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:06.839511] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:07.085903] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:07.346950] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:07.596460] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:07.839036] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:08.081886] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:08.082086] [INFO ] [CONFIGURE ] CGAU: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T09:21:08.082164] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12579 tests [2025-11-21T09:21:08.082233] [INFO ] [CONFIGURE ] CGAU: Testing feature 3/29: add_daily_returns [2025-11-21T09:21:08.082293] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:21:08.344463] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:08.600601] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:08.857258] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:09.114658] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:09.389764] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:09.665775] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:09.935973] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:10.210172] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:10.482852] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:10.758060] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:10.758221] [INFO ] [CONFIGURE ] CGAU: KEPT add_daily_returns (score: 70.00%) [2025-11-21T09:21:10.758288] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12578 tests [2025-11-21T09:21:10.758345] [INFO ] [CONFIGURE ] CGAU: Testing feature 4/29: add_ema [2025-11-21T09:21:10.758399] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T09:21:11.040484] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:11.317532] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:11.594226] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:11.868250] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:12.144996] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:12.425747] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:12.700832] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:12.977090] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:13.294628] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:13.631666] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:13.631869] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:21:13.631930] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12577 tests [2025-11-21T09:21:13.631977] [INFO ] [CONFIGURE ] CGAU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:21:13.632024] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:21:13.973418] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:14.315261] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:14.643842] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:14.952464] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:15.264501] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:15.577339] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:15.912714] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:16.256986] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:16.600657] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:16.936618] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:16.936910] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T09:21:16.936973] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12576 tests [2025-11-21T09:21:16.937022] [INFO ] [CONFIGURE ] CGAU: Testing feature 6/29: add_failed_moves [2025-11-21T09:21:16.937082] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T09:21:17.231086] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:17.523002] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:17.811101] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:18.104247] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:18.402767] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:18.697471] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:18.967583] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:19.241877] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:19.511224] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:19.790391] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:19.790568] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:21:19.790627] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12575 tests [2025-11-21T09:21:19.790698] [INFO ] [CONFIGURE ] CGAU: Testing feature 7/29: add_lag_shelf [2025-11-21T09:21:19.790744] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T09:21:20.049482] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:20.302928] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:20.561329] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:20.812979] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:21.068332] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:21.324110] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:21.574785] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:21.827929] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:22.080368] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:21:22.326568] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:22.326763] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:21:22.326821] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12574 tests [2025-11-21T09:21:22.326864] [INFO ] [CONFIGURE ] CGAU: Testing feature 8/29: add_macd [2025-11-21T09:21:22.326908] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T09:21:22.664950] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:23.008995] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:23.336734] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:23.660530] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:24.011322] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:21:24.365327] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:21:24.704215] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:25.054081] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:25.408604] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:21:25.755704] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:25.755925] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_macd (score: 50.00%) [2025-11-21T09:21:25.755988] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12573 tests [2025-11-21T09:21:25.756050] [INFO ] [CONFIGURE ] CGAU: Testing feature 9/29: add_mfi [2025-11-21T09:21:25.756100] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T09:21:26.061206] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:26.377625] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:26.699933] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:27.056553] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:27.392935] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:27.690993] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:27.942585] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:28.199048] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:21:28.473441] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:28.751058] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:28.751245] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_mfi (score: 50.00%) [2025-11-21T09:21:28.751319] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12572 tests [2025-11-21T09:21:28.751365] [INFO ] [CONFIGURE ] CGAU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:21:28.751405] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:21:29.082587] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:29.391570] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:29.706341] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:30.036031] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:30.362877] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:30.707244] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:31.061263] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:31.408426] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:31.758679] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:32.113251] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:32.113459] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T09:21:32.113520] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12571 tests [2025-11-21T09:21:32.113571] [INFO ] [CONFIGURE ] CGAU: Testing feature 11/29: add_obv_daily [2025-11-21T09:21:32.113616] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T09:21:32.404599] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:32.692253] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:32.976023] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:33.272769] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:33.558999] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:33.846819] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:34.136489] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:34.429498] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:34.718812] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:35.000989] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:35.001177] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T09:21:35.001238] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12570 tests [2025-11-21T09:21:35.001290] [INFO ] [CONFIGURE ] CGAU: Testing feature 12/29: add_obv_interval [2025-11-21T09:21:35.001338] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T09:21:35.273096] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:35.542664] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:35.828735] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:36.104614] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:36.389756] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:21:36.663340] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:21:36.943975] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:37.230539] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:37.506717] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:21:37.783248] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:37.783426] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T09:21:37.783486] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12569 tests [2025-11-21T09:21:37.783535] [INFO ] [CONFIGURE ] CGAU: Testing feature 13/29: add_opening_strength [2025-11-21T09:21:37.783580] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:21:38.074874] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:38.354463] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:38.635867] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:38.920461] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:39.203568] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:39.503163] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:21:39.786158] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:40.070874] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:40.355211] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:40.676613] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:40.676806] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:21:40.676863] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12568 tests [2025-11-21T09:21:40.676912] [INFO ] [CONFIGURE ] CGAU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:21:40.676954] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T09:21:40.968160] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:41.266039] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:41.553061] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:41.839484] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:42.131151] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:42.438562] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:21:42.735361] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:43.044711] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:43.337403] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:43.630893] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:43.631087] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T09:21:43.631144] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12567 tests [2025-11-21T09:21:43.631193] [INFO ] [CONFIGURE ] CGAU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:21:43.631239] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T09:21:43.903875] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:44.204673] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:44.507658] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:44.799169] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:45.070330] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:45.401688] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:45.680027] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:45.942980] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:21:46.225665] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:46.498335] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:46.498513] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:21:46.498570] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12566 tests [2025-11-21T09:21:46.498617] [INFO ] [CONFIGURE ] CGAU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:21:46.498679] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T09:21:46.793754] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:47.096933] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:47.395382] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:47.712927] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:48.010483] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:48.299049] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:48.568386] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:48.838719] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:49.108986] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:49.381932] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:49.382110] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:21:49.382165] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12565 tests [2025-11-21T09:21:49.382211] [INFO ] [CONFIGURE ] CGAU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:21:49.382253] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T09:21:49.664972] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:49.952932] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:50.243956] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:50.527296] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:50.809223] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:51.089335] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:51.383817] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:51.674692] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:51.972030] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:52.252320] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:52.252495] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T09:21:52.252552] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12564 tests [2025-11-21T09:21:52.252598] [INFO ] [CONFIGURE ] CGAU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:21:52.252658] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T09:21:52.507719] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:52.766781] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:53.046381] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:53.331895] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:53.625410] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:53.935734] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:54.235968] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:54.560347] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:54.880405] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:55.177932] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:55.178126] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:21:55.178187] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12563 tests [2025-11-21T09:21:55.178226] [INFO ] [CONFIGURE ] CGAU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:21:55.178273] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T09:21:55.466348] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:55.749780] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:56.014839] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:21:56.286612] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:56.552868] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:56.813887] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:57.080726] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:21:57.343173] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:21:57.597001] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:21:57.862750] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:21:57.862923] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:21:57.862980] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12562 tests [2025-11-21T09:21:57.863029] [INFO ] [CONFIGURE ] CGAU: Testing feature 20/29: add_price_rejection [2025-11-21T09:21:57.863072] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T09:21:58.159408] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:21:58.461265] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:21:58.759352] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:21:59.064530] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:21:59.372687] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:21:59.670854] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:21:59.989459] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:01.004842] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:01.418771] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:01.740140] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:01.740379] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T09:22:01.740475] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12561 tests [2025-11-21T09:22:01.740553] [INFO ] [CONFIGURE ] CGAU: Testing feature 21/29: add_range_position [2025-11-21T09:22:01.740627] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T09:22:02.045313] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:02.340589] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:02.627715] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:02.922725] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:03.220978] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:22:03.506461] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:22:03.807214] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:04.108229] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:04.430773] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:22:04.730915] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:04.731094] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:22:04.731152] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12560 tests [2025-11-21T09:22:04.731200] [INFO ] [CONFIGURE ] CGAU: Testing feature 22/29: add_realized_volatility [2025-11-21T09:22:04.731247] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T09:22:05.109601] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:05.486223] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:05.857673] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:22:06.269059] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:06.684626] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:22:07.097118] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:07.500488] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:07.904392] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:08.300440] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:08.702668] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:08.702860] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:22:08.702920] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12559 tests [2025-11-21T09:22:08.702969] [INFO ] [CONFIGURE ] CGAU: Testing feature 23/29: add_recent_range_context [2025-11-21T09:22:08.703013] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T09:22:09.000357] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:09.296906] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:09.597063] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:09.904413] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:10.209796] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:22:10.509554] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:10.810402] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:11.114245] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:11.436251] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:11.734718] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:11.734889] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:22:11.734945] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12558 tests [2025-11-21T09:22:11.734991] [INFO ] [CONFIGURE ] CGAU: Testing feature 24/29: add_rsi [2025-11-21T09:22:11.735034] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T09:22:12.060441] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:12.388025] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:12.733554] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:13.049796] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:13.377981] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:13.713283] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:22:14.067250] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:14.504565] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:14.878461] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:15.197389] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:15.197596] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:22:15.197677] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12557 tests [2025-11-21T09:22:15.197726] [INFO ] [CONFIGURE ] CGAU: Testing feature 25/29: add_tick_distribution [2025-11-21T09:22:15.197768] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T09:22:15.473492] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:15.751118] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:16.049813] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:16.346378] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:16.636331] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:22:16.934999] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:17.225079] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:17.499977] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:17.798243] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:18.089762] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:18.089977] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:22:18.090037] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12556 tests [2025-11-21T09:22:18.090087] [INFO ] [CONFIGURE ] CGAU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:22:18.090124] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T09:22:18.430350] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:22:18.727266] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:19.026525] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:22:19.336207] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:19.623406] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:22:19.922334] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:22:20.235285] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:20.546762] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:20.861600] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:21.178097] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:21.178248] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:22:21.178308] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12555 tests [2025-11-21T09:22:21.178357] [INFO ] [CONFIGURE ] CGAU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:22:21.178405] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T09:22:21.514972] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:21.860546] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:22.185398] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:22:22.514602] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:22.844707] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:23.206472] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:22:23.559003] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:23.884572] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:24.218858] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:24.527799] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:24.528013] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:22:24.528084] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12554 tests [2025-11-21T09:22:24.528141] [INFO ] [CONFIGURE ] CGAU: Testing feature 28/29: add_volume_profile [2025-11-21T09:22:24.528190] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T09:22:24.798477] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:25.074791] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:25.344201] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:22:25.625114] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:25.924713] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:22:26.206248] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:26.498150] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:26.782152] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:27.073295] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:27.347928] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:27.348139] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:22:27.348198] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12553 tests [2025-11-21T09:22:27.348246] [INFO ] [CONFIGURE ] CGAU: Testing feature 29/29: add_vwap [2025-11-21T09:22:27.348288] [INFO ] [CONFIGURE ] CGAU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T09:22:27.621366] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:27.897205] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:28.181446] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:28.474007] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:28.748900] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:22:29.026472] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:29.320520] [DEBUG] [FORECASTER] CGAU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:22:29.613041] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:29.888754] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:22:30.174367] [DEBUG] [FORECASTER] CGAU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:22:30.174545] [INFO ] [CONFIGURE ] CGAU: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:22:30.174603] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12552 tests [2025-11-21T09:22:30.174671] [INFO ] [CONFIGURE ] CGAU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:22:30.174717] [INFO ] [CONFIGURE ] CGAU: Best accuracy: 70.00% [2025-11-21T09:22:30.174753] [INFO ] [CONFIGURE ] CGAU: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:22:30.174796] [INFO ] [CONFIGURE ] CGAU: Improvement over baseline: 30.00% [2025-11-21T09:22:30.174833] [INFO ] [CONFIGURE ] CGAU: Total time: 1.4 minutes [2025-11-21T09:22:30.174870] [INFO ] [CONFIGURE ] CGAU: Average time per feature: 3.0 seconds [2025-11-21T09:22:30.174908] [INFO ] [CONFIGURE ] CGAU: Average speed: 0.33 features/sec [2025-11-21T09:22:30.175432] [INFO ] [LOCAL ] Saved configuration for CGAU: 3 features, 70.00% accuracy -> ./output/feature-sets/CGAU.json [2025-11-21T09:22:30.175489] [INFO ] [CONFIGURE ] CGAU: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T09:22:30.175537] [INFO ] [sig ] [293/723] Successfully configured CGAU | 0.01 sym/s | Total: 6.8h | ETA: 10.0h [2025-11-21T09:22:30.175582] [INFO ] [sig ] [294/723] Configuring CGV... [2025-11-21T09:22:30.175629] [INFO ] [CONFIGURE ] CGV: Configurate test run. [2025-11-21T09:22:30.175697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'. [2025-11-21T09:22:30.355176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CGV'. [2025-11-21T09:22:30.355519] [INFO ] [CONFIGURE ] CGV: Testing with 29 available features [2025-11-21T09:22:30.355583] [INFO ] [CONFIGURE ] CGV: Establishing baseline with no features... [2025-11-21T09:22:30.513017] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:30.666905] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:30.823668] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:22:31.000524] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:31.165766] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:31.345863] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:31.509484] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:22:31.667635] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:31.827550] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:22:31.991851] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:31.992004] [INFO ] [CONFIGURE ] CGV: Baseline score (no features): 60.00% [2025-11-21T09:22:31.992051] [INFO ] [CONFIGURE ] CGV: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:22:31.992088] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:22:32.191566] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:32.388337] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:32.591393] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:32.805331] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:33.023156] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:33.232541] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:33.448366] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:22:33.656416] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:33.862541] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:22:34.066841] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:34.067139] [INFO ] [CONFIGURE ] CGV: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T09:22:34.067244] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12551 tests [2025-11-21T09:22:34.067330] [INFO ] [CONFIGURE ] CGV: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:22:34.067431] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:22:34.308179] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:34.549379] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:34.787898] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:35.031884] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:35.276466] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:35.525323] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:35.770213] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:22:36.022045] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:36.293735] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:22:36.532541] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:36.532735] [INFO ] [CONFIGURE ] CGV: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T09:22:36.532792] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12550 tests [2025-11-21T09:22:36.532837] [INFO ] [CONFIGURE ] CGV: Testing feature 3/29: add_daily_returns [2025-11-21T09:22:36.532876] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:22:36.794841] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:37.054143] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:37.324896] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:37.586072] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:37.838948] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:38.076851] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:38.335920] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:22:38.591285] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:38.830897] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:22:39.082528] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:39.082724] [INFO ] [CONFIGURE ] CGV: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T09:22:39.082783] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12549 tests [2025-11-21T09:22:39.082832] [INFO ] [CONFIGURE ] CGV: Testing feature 4/29: add_ema [2025-11-21T09:22:39.082878] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T09:22:39.370848] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:39.656167] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:39.959902] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:22:40.260876] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:40.548546] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:40.847822] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:22:41.139968] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:22:41.442061] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:41.753984] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:22:42.054547] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:42.054764] [INFO ] [CONFIGURE ] CGV: DISCARDED add_ema (score: 60.00%) [2025-11-21T09:22:42.054818] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12548 tests [2025-11-21T09:22:42.054867] [INFO ] [CONFIGURE ] CGV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:22:42.054909] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:22:42.338059] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:42.644355] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:42.936939] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:43.233736] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:43.534300] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:43.825560] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:22:44.112729] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:22:44.377468] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:44.642758] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:22:44.915885] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:44.916105] [INFO ] [CONFIGURE ] CGV: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T09:22:44.916161] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12547 tests [2025-11-21T09:22:44.916210] [INFO ] [CONFIGURE ] CGV: Testing feature 6/29: add_failed_moves [2025-11-21T09:22:44.916258] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:22:45.153213] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:45.386084] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:45.611720] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:45.845222] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:46.078671] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:46.320835] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:46.583536] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:22:46.833065] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:22:47.062603] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:22:47.307044] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:47.307244] [INFO ] [CONFIGURE ] CGV: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T09:22:47.307301] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12546 tests [2025-11-21T09:22:47.307349] [INFO ] [CONFIGURE ] CGV: Testing feature 7/29: add_lag_shelf [2025-11-21T09:22:47.307389] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:22:47.539839] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:47.776849] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:48.026337] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:48.262475] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:48.505907] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:48.736606] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:48.971122] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:22:49.204757] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:49.435195] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:22:49.670115] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:22:49.670301] [INFO ] [CONFIGURE ] CGV: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T09:22:49.670356] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12545 tests [2025-11-21T09:22:49.670398] [INFO ] [CONFIGURE ] CGV: Testing feature 8/29: add_macd [2025-11-21T09:22:49.670441] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:22:49.995063] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:50.326063] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:50.653381] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:50.971720] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:51.312997] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:51.685037] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:52.067358] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:22:52.425590] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:52.802470] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:22:53.166915] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:53.167131] [INFO ] [CONFIGURE ] CGV: DISCARDED add_macd (score: 70.00%) [2025-11-21T09:22:53.167196] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12544 tests [2025-11-21T09:22:53.167241] [INFO ] [CONFIGURE ] CGV: Testing feature 9/29: add_mfi [2025-11-21T09:22:53.167286] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T09:22:53.438613] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:53.703117] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:22:53.960676] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:54.222863] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:22:54.478414] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:54.728493] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:54.960744] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:22:55.231244] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:55.489550] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:22:55.742737] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:55.742981] [INFO ] [CONFIGURE ] CGV: DISCARDED add_mfi (score: 80.00%) [2025-11-21T09:22:55.743039] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12543 tests [2025-11-21T09:22:55.743087] [INFO ] [CONFIGURE ] CGV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:22:55.743129] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:22:56.073522] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:56.409559] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:22:56.758715] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:22:57.108681] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:22:57.457298] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:22:57.819768] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:22:58.172719] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:22:58.515605] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:22:58.860540] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:22:59.211532] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:22:59.211776] [INFO ] [CONFIGURE ] CGV: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T09:22:59.211836] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12542 tests [2025-11-21T09:22:59.211885] [INFO ] [CONFIGURE ] CGV: Testing feature 11/29: add_obv_daily [2025-11-21T09:22:59.211928] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T09:22:59.479517] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:22:59.750879] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:00.036671] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:01.016903] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:01.448218] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:01.725977] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:01.984910] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:23:02.238584] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:23:02.496250] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:23:02.755227] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:02.755408] [INFO ] [CONFIGURE ] CGV: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:23:02.755465] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12541 tests [2025-11-21T09:23:02.755565] [INFO ] [CONFIGURE ] CGV: Testing feature 12/29: add_obv_interval [2025-11-21T09:23:02.755611] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T09:23:03.011879] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:03.234964] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:03.463022] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:03.708470] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:03.950890] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:04.199504] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:04.447541] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:04.690957] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:04.940136] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:23:05.186040] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:05.186237] [INFO ] [CONFIGURE ] CGV: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T09:23:05.186298] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12540 tests [2025-11-21T09:23:05.186429] [INFO ] [CONFIGURE ] CGV: Testing feature 13/29: add_opening_strength [2025-11-21T09:23:05.186481] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:23:05.459315] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:05.722127] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:05.995470] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:06.268462] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:06.551422] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:06.878755] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:07.273224] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:23:07.619600] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:07.920340] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:23:08.211302] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:08.211497] [INFO ] [CONFIGURE ] CGV: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:23:08.211557] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12539 tests [2025-11-21T09:23:08.211684] [INFO ] [CONFIGURE ] CGV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:23:08.211734] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T09:23:08.461361] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:08.722530] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:08.986293] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:09.242850] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:09.508447] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:09.756236] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:10.024929] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:23:10.289517] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:10.555726] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:10.840787] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:10.841052] [INFO ] [CONFIGURE ] CGV: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:23:10.841118] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12538 tests [2025-11-21T09:23:10.841169] [INFO ] [CONFIGURE ] CGV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:23:10.841239] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T09:23:11.100168] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:11.364145] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:11.636879] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:11.893996] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:12.155174] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:12.418098] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:12.683264] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:12.950339] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:23:13.223614] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:13.488039] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:13.488218] [INFO ] [CONFIGURE ] CGV: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T09:23:13.488279] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12537 tests [2025-11-21T09:23:13.488324] [INFO ] [CONFIGURE ] CGV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:23:13.488366] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T09:23:13.771279] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:14.063517] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:14.384559] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:14.654249] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:14.941014] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:15.205382] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:15.457748] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:15.749476] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:16.008983] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:16.272872] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:16.273075] [INFO ] [CONFIGURE ] CGV: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T09:23:16.273156] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12536 tests [2025-11-21T09:23:16.273203] [INFO ] [CONFIGURE ] CGV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:23:16.273247] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T09:23:16.527775] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:16.778246] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:17.027587] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:17.311574] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:17.578832] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:17.825854] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:18.088332] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:18.342638] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:23:18.589193] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:18.841176] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:18.841427] [INFO ] [CONFIGURE ] CGV: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T09:23:18.841491] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12535 tests [2025-11-21T09:23:18.841601] [INFO ] [CONFIGURE ] CGV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:23:18.841666] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T09:23:19.075936] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:19.305419] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:19.546204] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:19.783934] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:20.015174] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:20.251734] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:20.481990] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:20.716246] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:20.959918] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:21.209805] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:21.209972] [INFO ] [CONFIGURE ] CGV: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:23:21.210031] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12534 tests [2025-11-21T09:23:21.210097] [INFO ] [CONFIGURE ] CGV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:23:21.210146] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T09:23:21.448450] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:21.688052] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:21.928264] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:22.165823] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:22.404591] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:22.639349] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:22.876530] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:23:23.105359] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:23.331310] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:23.565990] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:23:23.566185] [INFO ] [CONFIGURE ] CGV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:23:23.566243] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12533 tests [2025-11-21T09:23:23.566289] [INFO ] [CONFIGURE ] CGV: Testing feature 20/29: add_price_rejection [2025-11-21T09:23:23.566368] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T09:23:23.804584] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:24.042124] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:24.285875] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:24.535180] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:23:24.774794] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:25.016669] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:25.256782] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:25.493560] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:25.737513] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:25.978262] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:25.978430] [INFO ] [CONFIGURE ] CGV: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T09:23:25.978486] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12532 tests [2025-11-21T09:23:25.978532] [INFO ] [CONFIGURE ] CGV: Testing feature 21/29: add_range_position [2025-11-21T09:23:25.978573] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T09:23:26.241353] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:26.535496] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:26.820905] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:27.105898] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:27.386449] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:27.665293] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:27.953129] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:23:28.233883] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:28.513998] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:28.795405] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:28.795591] [INFO ] [CONFIGURE ] CGV: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:23:28.795684] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12531 tests [2025-11-21T09:23:28.795751] [INFO ] [CONFIGURE ] CGV: Testing feature 22/29: add_realized_volatility [2025-11-21T09:23:28.795792] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T09:23:29.159329] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:29.521894] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:29.881684] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:30.243574] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:30.614385] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:30.983286] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:31.356181] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:23:31.706186] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:32.079326] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:32.452858] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:32.453104] [INFO ] [CONFIGURE ] CGV: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:23:32.453178] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12530 tests [2025-11-21T09:23:32.453292] [INFO ] [CONFIGURE ] CGV: Testing feature 23/29: add_recent_range_context [2025-11-21T09:23:32.453353] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T09:23:32.706146] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:32.954921] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:33.202523] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:33.456266] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:33.701404] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:33.952052] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:34.205181] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:34.462677] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:34.717287] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:34.967431] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:34.967614] [INFO ] [CONFIGURE ] CGV: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T09:23:34.967701] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12529 tests [2025-11-21T09:23:34.967760] [INFO ] [CONFIGURE ] CGV: Testing feature 24/29: add_rsi [2025-11-21T09:23:34.967813] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T09:23:35.258352] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:35.556744] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:35.895964] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:36.183601] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:36.512789] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:36.848801] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:23:37.175349] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:37.508782] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:37.826230] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:38.124118] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:38.124297] [INFO ] [CONFIGURE ] CGV: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:23:38.124356] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12528 tests [2025-11-21T09:23:38.124404] [INFO ] [CONFIGURE ] CGV: Testing feature 25/29: add_tick_distribution [2025-11-21T09:23:38.124450] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T09:23:38.367378] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:38.608979] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:38.845680] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:39.089207] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:39.327419] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:39.566291] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:39.817825] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:40.078702] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:40.330728] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:40.593555] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:40.593744] [INFO ] [CONFIGURE ] CGV: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:23:40.593802] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12527 tests [2025-11-21T09:23:40.593849] [INFO ] [CONFIGURE ] CGV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:23:40.593891] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T09:23:40.852986] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:41.092334] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:41.331912] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:41.571435] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:41.816252] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:42.045538] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:42.287058] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:42.530062] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:42.773358] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:43.029857] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:43.030039] [INFO ] [CONFIGURE ] CGV: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:23:43.030096] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12526 tests [2025-11-21T09:23:43.030143] [INFO ] [CONFIGURE ] CGV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:23:43.030184] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T09:23:43.146785] [FATAL] [FORECASTER] Failed to test lookback=11: [09:23:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:43.261531] [FATAL] [FORECASTER] Failed to test lookback=10: [09:23:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:43.389169] [FATAL] [FORECASTER] Failed to test lookback=9: [09:23:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:43.508396] [FATAL] [FORECASTER] Failed to test lookback=8: [09:23:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:43.619363] [FATAL] [FORECASTER] Failed to test lookback=7: [09:23:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:43.731797] [FATAL] [FORECASTER] Failed to test lookback=6: [09:23:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:43.840445] [FATAL] [FORECASTER] Failed to test lookback=5: [09:23:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:43.947901] [FATAL] [FORECASTER] Failed to test lookback=4: [09:23:43] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:44.054022] [FATAL] [FORECASTER] Failed to test lookback=3: [09:23:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:44.163732] [FATAL] [FORECASTER] Failed to test lookback=2: [09:23:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T09:23:44.163969] [INFO ] [CONFIGURE ] CGV: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T09:23:44.164026] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12525 tests [2025-11-21T09:23:44.164067] [INFO ] [CONFIGURE ] CGV: Testing feature 28/29: add_volume_profile [2025-11-21T09:23:44.164102] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T09:23:44.414303] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:44.664737] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:44.911356] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:45.170986] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:45.423048] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:45.674468] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:23:45.924265] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:46.176081] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:46.436848] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:23:46.688673] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:46.688861] [INFO ] [CONFIGURE ] CGV: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:23:46.688919] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12524 tests [2025-11-21T09:23:46.688967] [INFO ] [CONFIGURE ] CGV: Testing feature 29/29: add_vwap [2025-11-21T09:23:46.689010] [INFO ] [CONFIGURE ] CGV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T09:23:46.938262] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:23:47.196618] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:47.448341] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:47.705078] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:23:47.968845] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:23:48.231680] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:23:48.497601] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:23:48.753590] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:23:49.012170] [DEBUG] [FORECASTER] CGV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:23:49.258995] [DEBUG] [FORECASTER] CGV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:23:49.259172] [INFO ] [CONFIGURE ] CGV: DISCARDED add_vwap (score: 40.00%) [2025-11-21T09:23:49.259234] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12523 tests [2025-11-21T09:23:49.259291] [INFO ] [CONFIGURE ] CGV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:23:49.259335] [INFO ] [CONFIGURE ] CGV: Best accuracy: 90.00% [2025-11-21T09:23:49.259377] [INFO ] [CONFIGURE ] CGV: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:23:49.259417] [INFO ] [CONFIGURE ] CGV: Improvement over baseline: 30.00% [2025-11-21T09:23:49.259452] [INFO ] [CONFIGURE ] CGV: Total time: 1.3 minutes [2025-11-21T09:23:49.259488] [INFO ] [CONFIGURE ] CGV: Average time per feature: 2.7 seconds [2025-11-21T09:23:49.259525] [INFO ] [CONFIGURE ] CGV: Average speed: 0.38 features/sec [2025-11-21T09:23:49.260075] [INFO ] [LOCAL ] Saved configuration for CGV: 2 features, 90.00% accuracy -> ./output/feature-sets/CGV.json [2025-11-21T09:23:49.260135] [INFO ] [CONFIGURE ] CGV: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T09:23:49.260182] [INFO ] [sig ] [294/723] Successfully configured CGV | 0.01 sym/s | Total: 6.8h | ETA: 10.0h [2025-11-21T09:23:49.260227] [INFO ] [sig ] [295/723] Configuring CHCT... [2025-11-21T09:23:49.260266] [INFO ] [CONFIGURE ] CHCT: Configurate test run. [2025-11-21T09:23:49.260307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'. [2025-11-21T09:23:49.338332] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHCT'. [2025-11-21T09:23:49.338727] [INFO ] [CONFIGURE ] CHCT: Testing with 29 available features [2025-11-21T09:23:49.338793] [INFO ] [CONFIGURE ] CHCT: Establishing baseline with no features... [2025-11-21T09:23:49.511236] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:23:49.680067] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:49.863303] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:50.041423] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:23:50.214699] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:23:50.402043] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:23:50.574987] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:50.745789] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:23:50.927327] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:23:51.103480] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:23:51.103663] [INFO ] [CONFIGURE ] CHCT: Baseline score (no features): 60.00% [2025-11-21T09:23:51.103739] [INFO ] [CONFIGURE ] CHCT: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:23:51.103789] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:23:51.330710] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:23:51.549751] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:51.759457] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:23:51.974770] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:23:52.183180] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:23:52.388285] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:23:52.593505] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:52.806994] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:23:53.027670] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:23:53.244853] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:23:53.245032] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:23:53.245080] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12522 tests [2025-11-21T09:23:53.245122] [INFO ] [CONFIGURE ] CHCT: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:23:53.245160] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:23:53.459330] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:23:53.667776] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:53.878291] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:54.107001] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:23:54.389047] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:23:54.710517] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:54.996236] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:55.197761] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:23:55.400219] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:23:55.615073] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:23:55.615241] [INFO ] [CONFIGURE ] CHCT: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T09:23:55.615288] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12521 tests [2025-11-21T09:23:55.615327] [INFO ] [CONFIGURE ] CHCT: Testing feature 3/29: add_daily_returns [2025-11-21T09:23:55.615363] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:23:55.833106] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:23:56.059044] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:56.279034] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:56.515666] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:23:56.731988] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:23:56.949465] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:57.168586] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:57.388211] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:23:57.606577] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:23:57.828159] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:23:57.828376] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T09:23:57.828428] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12520 tests [2025-11-21T09:23:57.828467] [INFO ] [CONFIGURE ] CHCT: Testing feature 4/29: add_ema [2025-11-21T09:23:57.828545] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T09:23:58.084200] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:23:58.343072] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:23:58.596769] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:23:58.854209] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:23:59.124311] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:23:59.387028] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:23:59.644806] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:23:59.914083] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:00.193254] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:01.185021] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:01.185237] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:24:01.185356] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12519 tests [2025-11-21T09:24:01.185413] [INFO ] [CONFIGURE ] CHCT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:24:01.185460] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:24:01.740505] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:02.009291] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:02.267058] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:02.516871] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:02.768283] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:24:03.044664] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:03.303622] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:03.560686] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:03.827593] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:04.082398] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:04.082693] [INFO ] [CONFIGURE ] CHCT: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T09:24:04.082763] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12518 tests [2025-11-21T09:24:04.082813] [INFO ] [CONFIGURE ] CHCT: Testing feature 6/29: add_failed_moves [2025-11-21T09:24:04.082858] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T09:24:04.337396] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:04.603772] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:04.862668] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:05.127407] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:05.396030] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:24:05.668426] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:05.966549] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:06.238004] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:06.510434] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:06.816964] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:24:06.817160] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:24:06.817215] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12517 tests [2025-11-21T09:24:06.817254] [INFO ] [CONFIGURE ] CHCT: Testing feature 7/29: add_lag_shelf [2025-11-21T09:24:06.817316] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T09:24:07.087920] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:07.356017] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:07.627813] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:07.904239] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:08.169230] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:24:08.439178] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:08.706230] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:08.996197] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:09.282740] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:09.577551] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:24:09.577991] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T09:24:09.578053] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12516 tests [2025-11-21T09:24:09.578101] [INFO ] [CONFIGURE ] CHCT: Testing feature 8/29: add_macd [2025-11-21T09:24:09.578173] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T09:24:09.902439] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:10.216396] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:10.535048] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:10.854281] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:11.173068] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:24:11.480107] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:11.791737] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:12.135754] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:24:12.454358] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:12.772915] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:12.773152] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_macd (score: 80.00%) [2025-11-21T09:24:12.773236] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12515 tests [2025-11-21T09:24:12.773290] [INFO ] [CONFIGURE ] CHCT: Testing feature 9/29: add_mfi [2025-11-21T09:24:12.773336] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T09:24:13.058795] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:13.337257] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:13.637724] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:13.917181] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:14.205685] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:14.481144] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:14.760546] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:15.055033] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:15.337595] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:15.630476] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:24:15.630708] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:24:15.630773] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12514 tests [2025-11-21T09:24:15.630822] [INFO ] [CONFIGURE ] CHCT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:24:15.630865] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:24:16.004335] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:16.382360] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:16.755686] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:17.135226] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:17.532390] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:17.900205] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:18.276079] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:18.655874] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:19.040783] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:19.418946] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:19.419146] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T09:24:19.419204] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12513 tests [2025-11-21T09:24:19.419254] [INFO ] [CONFIGURE ] CHCT: Testing feature 11/29: add_obv_daily [2025-11-21T09:24:19.419299] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T09:24:19.706900] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:19.992396] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:20.282135] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:20.585101] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:20.871787] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:21.164773] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:21.464774] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:21.766055] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:22.095131] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:22.396980] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:24:22.397181] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T09:24:22.397243] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12512 tests [2025-11-21T09:24:22.397293] [INFO ] [CONFIGURE ] CHCT: Testing feature 12/29: add_obv_interval [2025-11-21T09:24:22.397339] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T09:24:22.686706] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:22.969518] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:23.256564] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:23.551095] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:23.839751] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:24.123704] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:24.429158] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:24.740488] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:25.021401] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:25.303939] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:25.304121] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T09:24:25.304179] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12511 tests [2025-11-21T09:24:25.304226] [INFO ] [CONFIGURE ] CHCT: Testing feature 13/29: add_opening_strength [2025-11-21T09:24:25.304269] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:24:25.610118] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:25.916210] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:26.218841] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:26.523696] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:26.863767] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:27.191511] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:27.516764] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:24:27.855947] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:24:28.203392] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:28.524951] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:24:28.525153] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:24:28.525215] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12510 tests [2025-11-21T09:24:28.525263] [INFO ] [CONFIGURE ] CHCT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:24:28.525309] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T09:24:28.829366] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:29.129790] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:29.428360] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:29.729440] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:30.022014] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:24:30.310324] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:30.596864] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:30.888918] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:31.186175] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:31.479492] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:31.479715] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:24:31.479776] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12509 tests [2025-11-21T09:24:31.479824] [INFO ] [CONFIGURE ] CHCT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:24:31.479869] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T09:24:31.768008] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:32.067931] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:32.340458] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:32.616815] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:32.912067] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:33.185682] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:33.461396] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:33.735466] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:34.018948] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:34.296420] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:24:34.296614] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:24:34.296694] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12508 tests [2025-11-21T09:24:34.296744] [INFO ] [CONFIGURE ] CHCT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:24:34.296789] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T09:24:34.588086] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:34.873389] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:24:35.162150] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:35.451924] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:35.747522] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:36.044515] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:36.336934] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:36.640399] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:24:36.939759] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:37.233849] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:37.234032] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:24:37.234090] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12507 tests [2025-11-21T09:24:37.234140] [INFO ] [CONFIGURE ] CHCT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:24:37.234184] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T09:24:37.519711] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:37.804125] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:38.086991] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:38.372080] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:38.653335] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:38.950140] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:24:39.236860] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:39.522107] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:24:39.809322] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:40.100401] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:24:40.100581] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T09:24:40.100660] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12506 tests [2025-11-21T09:24:40.100709] [INFO ] [CONFIGURE ] CHCT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:24:40.100757] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T09:24:40.382991] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:40.661772] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:40.933010] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:41.203435] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:41.471211] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:41.752592] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:42.041536] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:42.317315] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:42.591008] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:42.870961] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:42.871163] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:24:42.871246] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12505 tests [2025-11-21T09:24:42.871299] [INFO ] [CONFIGURE ] CHCT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:24:42.871347] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T09:24:43.140174] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:43.408636] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:43.688907] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:43.960592] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:44.250249] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:24:44.520281] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:44.792724] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:45.096638] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:45.374868] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:45.644876] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:45.645052] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:24:45.645126] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12504 tests [2025-11-21T09:24:45.645178] [INFO ] [CONFIGURE ] CHCT: Testing feature 20/29: add_price_rejection [2025-11-21T09:24:45.645224] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T09:24:45.941284] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:24:46.234568] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:46.531877] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:46.826235] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:47.116786] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:47.409454] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:47.717417] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:48.007500] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:48.304316] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:48.599518] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:48.599732] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:24:48.599791] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12503 tests [2025-11-21T09:24:48.599837] [INFO ] [CONFIGURE ] CHCT: Testing feature 21/29: add_range_position [2025-11-21T09:24:48.599944] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T09:24:48.904632] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:49.211627] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:24:49.516078] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:49.825200] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:50.135385] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:50.463280] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:24:50.800627] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:51.140240] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:51.473516] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:51.821709] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:51.821910] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:24:51.821973] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12502 tests [2025-11-21T09:24:51.822023] [INFO ] [CONFIGURE ] CHCT: Testing feature 22/29: add_realized_volatility [2025-11-21T09:24:51.822066] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T09:24:52.244330] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:52.674284] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:53.104961] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:53.549037] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:53.963947] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:54.403123] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:54.833009] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:55.272729] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:24:55.710555] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:56.143215] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:56.143441] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T09:24:56.143504] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12501 tests [2025-11-21T09:24:56.143557] [INFO ] [CONFIGURE ] CHCT: Testing feature 23/29: add_recent_range_context [2025-11-21T09:24:56.143690] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T09:24:56.463674] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:56.779331] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:24:57.095439] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:24:57.395216] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:24:57.673937] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:24:57.958439] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:24:58.250114] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:24:58.535896] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:24:58.822139] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:24:59.113144] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:24:59.113317] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T09:24:59.113372] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12500 tests [2025-11-21T09:24:59.113477] [INFO ] [CONFIGURE ] CHCT: Testing feature 24/29: add_rsi [2025-11-21T09:24:59.113526] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T09:24:59.433239] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:24:59.754715] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:25:00.085548] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:25:00.424692] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:25:01.318509] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:25:01.670194] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:25:02.254910] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:25:02.600705] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:25:03.063139] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:03.489666] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:25:03.489872] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:25:03.489929] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12499 tests [2025-11-21T09:25:03.489977] [INFO ] [CONFIGURE ] CHCT: Testing feature 25/29: add_tick_distribution [2025-11-21T09:25:03.490019] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T09:25:03.799298] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:25:04.058182] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:25:04.317886] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:25:04.593831] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:25:04.888557] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:25:05.171675] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:25:05.464630] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:25:05.757277] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:25:06.046071] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:06.341977] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:25:06.342216] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:25:06.342277] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12498 tests [2025-11-21T09:25:06.342327] [INFO ] [CONFIGURE ] CHCT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:25:06.342373] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T09:25:06.628135] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:06.924618] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:25:07.216935] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:25:07.527386] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:25:07.819156] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:25:08.119459] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:08.414438] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:25:08.717269] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:25:09.031525] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:09.340474] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:25:09.340706] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:25:09.340771] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12497 tests [2025-11-21T09:25:09.340823] [INFO ] [CONFIGURE ] CHCT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:25:09.340868] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T09:25:09.662733] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:25:09.995870] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:25:10.330280] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:25:10.665292] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:25:10.995820] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:25:11.339310] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:11.661685] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:25:12.000918] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:25:12.327458] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:12.656957] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:25:12.657159] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T09:25:12.657221] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12496 tests [2025-11-21T09:25:12.657271] [INFO ] [CONFIGURE ] CHCT: Testing feature 28/29: add_volume_profile [2025-11-21T09:25:12.657314] [INFO ] [CONFIGURE ] CHCT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T09:25:12.970343] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:25:13.297504] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:25:13.628224] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:25:13.971958] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:25:14.295347] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:25:14.639371] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:14.928448] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:25:15.223262] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:25:15.549730] [DEBUG] [FORECASTER] CHCT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:15.874150] [DEBUG] [FORECASTER] CHCT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:25:15.874346] [INFO ] [CONFIGURE ] CHCT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T09:25:15.874410] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12495 tests [2025-11-21T09:25:15.874475] [INFO ] [CONFIGURE ] CHCT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:25:15.874524] [INFO ] [CONFIGURE ] CHCT: Best accuracy: 80.00% [2025-11-21T09:25:15.874567] [INFO ] [CONFIGURE ] CHCT: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:25:15.874608] [INFO ] [CONFIGURE ] CHCT: Improvement over baseline: 20.00% [2025-11-21T09:25:15.874792] [INFO ] [CONFIGURE ] CHCT: Total time: 1.4 minutes [2025-11-21T09:25:15.874848] [INFO ] [CONFIGURE ] CHCT: Average time per feature: 3.0 seconds [2025-11-21T09:25:15.874898] [INFO ] [CONFIGURE ] CHCT: Average speed: 0.34 features/sec [2025-11-21T09:25:15.875409] [INFO ] [LOCAL ] Saved configuration for CHCT: 3 features, 80.00% accuracy -> ./output/feature-sets/CHCT.json [2025-11-21T09:25:15.875471] [INFO ] [CONFIGURE ] CHCT: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T09:25:15.875532] [INFO ] [sig ] [295/723] Successfully configured CHCT | 0.01 sym/s | Total: 6.9h | ETA: 10.0h [2025-11-21T09:25:15.875585] [INFO ] [sig ] [296/723] Configuring CHD... [2025-11-21T09:25:15.875628] [INFO ] [CONFIGURE ] CHD: Configurate test run. [2025-11-21T09:25:15.875703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-11-21T09:25:15.954405] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHD'. [2025-11-21T09:25:15.954825] [INFO ] [CONFIGURE ] CHD: Testing with 29 available features [2025-11-21T09:25:15.954895] [INFO ] [CONFIGURE ] CHD: Establishing baseline with no features... [2025-11-21T09:25:16.127461] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:16.307554] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:25:16.484333] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:16.655184] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:16.840705] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:17.017526] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:17.195250] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:25:17.369164] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:25:17.543780] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:17.718179] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:17.718376] [INFO ] [CONFIGURE ] CHD: Baseline score (no features): 10.00% [2025-11-21T09:25:17.718440] [INFO ] [CONFIGURE ] CHD: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:25:17.718492] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:25:17.927769] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:18.139457] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:25:18.352010] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:18.564592] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:18.771603] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:18.987159] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:19.200566] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:25:19.410600] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:25:19.631908] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:19.855333] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:19.855532] [INFO ] [CONFIGURE ] CHD: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-21T09:25:19.855584] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12494 tests [2025-11-21T09:25:19.855665] [INFO ] [CONFIGURE ] CHD: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:25:19.855735] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:25:20.109492] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:20.364087] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:20.618417] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:20.835495] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:21.053248] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:21.271276] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:25:21.481619] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:25:21.696891] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:25:21.922154] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:22.167312] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:22.167634] [INFO ] [CONFIGURE ] CHD: KEPT add_cumulative_delta (score: 20.00%) [2025-11-21T09:25:22.167758] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12493 tests [2025-11-21T09:25:22.167847] [INFO ] [CONFIGURE ] CHD: Testing feature 3/29: add_daily_returns [2025-11-21T09:25:22.167955] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:25:22.416311] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:22.669456] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:22.921688] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:23.180770] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:23.410103] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:23.635725] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:25:23.891250] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:24.145694] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:25:24.412717] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:24.671854] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:24.672055] [INFO ] [CONFIGURE ] CHD: KEPT add_daily_returns (score: 30.00%) [2025-11-21T09:25:24.672105] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12492 tests [2025-11-21T09:25:24.672145] [INFO ] [CONFIGURE ] CHD: Testing feature 4/29: add_ema [2025-11-21T09:25:24.672182] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T09:25:24.949044] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:25:25.214331] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:25.477696] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:25.776296] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:26.054693] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:26.322696] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:26.611399] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:26.885995] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:25:27.179007] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:27.471986] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:27.472168] [INFO ] [CONFIGURE ] CHD: KEPT add_ema (score: 40.00%) [2025-11-21T09:25:27.472227] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12491 tests [2025-11-21T09:25:27.472275] [INFO ] [CONFIGURE ] CHD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:25:27.472319] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:25:27.791300] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:28.130607] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:28.439162] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:28.755865] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:29.075407] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:29.427669] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:29.781617] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:30.161861] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:25:30.500069] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:30.860773] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:30.860979] [INFO ] [CONFIGURE ] CHD: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T09:25:30.861038] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12490 tests [2025-11-21T09:25:30.861088] [INFO ] [CONFIGURE ] CHD: Testing feature 6/29: add_failed_moves [2025-11-21T09:25:30.861133] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T09:25:31.178293] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:25:31.473606] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:31.741840] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:32.017261] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:32.281548] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:32.546194] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:32.828534] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:33.100944] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:25:33.411410] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:33.722485] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:33.722715] [INFO ] [CONFIGURE ] CHD: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T09:25:33.722776] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12489 tests [2025-11-21T09:25:33.722849] [INFO ] [CONFIGURE ] CHD: Testing feature 7/29: add_lag_shelf [2025-11-21T09:25:33.722898] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T09:25:33.984395] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:25:34.244453] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:34.498859] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:34.753621] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:35.014944] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:35.281826] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:35.540468] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:35.803885] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:25:36.069754] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:36.326896] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:36.327066] [INFO ] [CONFIGURE ] CHD: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T09:25:36.327143] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12488 tests [2025-11-21T09:25:36.327191] [INFO ] [CONFIGURE ] CHD: Testing feature 8/29: add_macd [2025-11-21T09:25:36.327233] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T09:25:36.682923] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:25:37.064930] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:37.440094] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:37.804675] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:38.199133] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:38.571052] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:38.942686] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:39.328600] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:25:39.698730] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:40.067167] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:40.067477] [INFO ] [CONFIGURE ] CHD: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:25:40.067554] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12487 tests [2025-11-21T09:25:40.067606] [INFO ] [CONFIGURE ] CHD: Testing feature 9/29: add_mfi [2025-11-21T09:25:40.067679] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T09:25:40.360281] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:40.672178] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:40.966411] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:41.260366] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:41.553358] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:41.847233] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:42.140445] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:42.449932] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:25:42.756263] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:43.058083] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:43.058348] [INFO ] [CONFIGURE ] CHD: DISCARDED add_mfi (score: 30.00%) [2025-11-21T09:25:43.058409] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12486 tests [2025-11-21T09:25:43.058460] [INFO ] [CONFIGURE ] CHD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:25:43.058506] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:25:43.463270] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:43.875746] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:44.271782] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:44.644815] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:45.036102] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:45.419512] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:45.800521] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:46.186547] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:25:46.553075] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:46.927681] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:46.927894] [INFO ] [CONFIGURE ] CHD: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T09:25:46.927951] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12485 tests [2025-11-21T09:25:46.927999] [INFO ] [CONFIGURE ] CHD: Testing feature 11/29: add_obv_daily [2025-11-21T09:25:46.928042] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-21T09:25:47.215600] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:47.518701] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:47.807345] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:48.104974] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:48.401785] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:48.706684] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:49.005767] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:25:49.297924] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:25:49.599937] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:49.896010] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:49.896184] [INFO ] [CONFIGURE ] CHD: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T09:25:49.896240] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12484 tests [2025-11-21T09:25:49.896317] [INFO ] [CONFIGURE ] CHD: Testing feature 12/29: add_obv_interval [2025-11-21T09:25:49.896366] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-21T09:25:50.184419] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:50.531032] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:50.903032] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:25:51.235961] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:51.533948] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:51.829046] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:52.113145] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:52.397438] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:25:52.693215] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:52.991222] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:52.991417] [INFO ] [CONFIGURE ] CHD: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T09:25:52.991476] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12483 tests [2025-11-21T09:25:52.991578] [INFO ] [CONFIGURE ] CHD: Testing feature 13/29: add_opening_strength [2025-11-21T09:25:52.991629] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-21T09:25:53.308756] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:25:53.620788] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:53.933265] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:25:54.242460] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:54.559477] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:54.893809] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:55.207278] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:25:55.513658] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:25:55.820369] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:56.122991] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:56.123188] [INFO ] [CONFIGURE ] CHD: KEPT add_opening_strength (score: 60.00%) [2025-11-21T09:25:56.123244] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12482 tests [2025-11-21T09:25:56.123355] [INFO ] [CONFIGURE ] CHD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:25:56.123403] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T09:25:56.461257] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:25:56.820604] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:25:57.190011] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:25:57.539966] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:25:57.894932] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:25:58.228120] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:25:58.562988] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:25:58.889409] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:25:59.241978] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:25:59.614562] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:25:59.614770] [INFO ] [CONFIGURE ] CHD: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:25:59.614831] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12481 tests [2025-11-21T09:25:59.614881] [INFO ] [CONFIGURE ] CHD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:25:59.614926] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T09:25:59.966888] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:00.973481] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:01.420519] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:26:01.738620] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:02.093083] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:02.412079] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:02.730186] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:03.038623] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:03.349130] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:03.661231] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:03.661420] [INFO ] [CONFIGURE ] CHD: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T09:26:03.661477] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12480 tests [2025-11-21T09:26:03.661523] [INFO ] [CONFIGURE ] CHD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:26:03.661564] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T09:26:03.971859] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:04.277156] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:04.582933] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:04.887870] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:05.214866] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:05.538035] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:05.851636] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:06.192779] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:26:06.507028] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:06.823911] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:06.824112] [INFO ] [CONFIGURE ] CHD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:26:06.824174] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12479 tests [2025-11-21T09:26:06.824224] [INFO ] [CONFIGURE ] CHD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:26:06.824270] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T09:26:07.156475] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:07.480627] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:07.810215] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:26:08.137736] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:08.472232] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:08.822009] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:09.161566] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:09.504568] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:09.837157] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:10.169470] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:10.169679] [INFO ] [CONFIGURE ] CHD: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T09:26:10.169741] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12478 tests [2025-11-21T09:26:10.169789] [INFO ] [CONFIGURE ] CHD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:26:10.169833] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T09:26:10.469779] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:10.776880] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:11.085771] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:26:11.387845] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:11.704144] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:12.023277] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:12.332724] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:12.648389] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:12.952941] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:13.262204] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:13.262382] [INFO ] [CONFIGURE ] CHD: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:26:13.262441] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12477 tests [2025-11-21T09:26:13.262490] [INFO ] [CONFIGURE ] CHD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:26:13.262535] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T09:26:13.541080] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:13.821883] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:14.105928] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:26:14.390321] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:14.674116] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:14.955533] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:15.235524] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:15.518139] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:15.801196] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:16.092915] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:16.093095] [INFO ] [CONFIGURE ] CHD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:26:16.093154] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12476 tests [2025-11-21T09:26:16.093203] [INFO ] [CONFIGURE ] CHD: Testing feature 20/29: add_price_rejection [2025-11-21T09:26:16.093249] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T09:26:16.420854] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:16.744779] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:17.069046] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:17.388966] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:17.711530] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:18.036795] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:18.362519] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:18.690086] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:19.015448] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:19.358561] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:19.358791] [INFO ] [CONFIGURE ] CHD: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T09:26:19.358852] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12475 tests [2025-11-21T09:26:19.358901] [INFO ] [CONFIGURE ] CHD: Testing feature 21/29: add_range_position [2025-11-21T09:26:19.358946] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_range_position'] [2025-11-21T09:26:19.697474] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:20.029116] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:20.344560] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:20.665632] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:20.988152] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:21.310583] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:21.654179] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:21.994663] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:22.346105] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:22.702274] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:22.702548] [INFO ] [CONFIGURE ] CHD: DISCARDED add_range_position (score: 40.00%) [2025-11-21T09:26:22.702636] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12474 tests [2025-11-21T09:26:22.702752] [INFO ] [CONFIGURE ] CHD: Testing feature 22/29: add_realized_volatility [2025-11-21T09:26:22.702823] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T09:26:23.150170] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:23.574463] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:23.998739] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:24.415320] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:24.838931] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:25.273612] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:25.687915] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:26.117664] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:26:26.548023] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:26.971379] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:26.971560] [INFO ] [CONFIGURE ] CHD: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T09:26:26.971620] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12473 tests [2025-11-21T09:26:26.971690] [INFO ] [CONFIGURE ] CHD: Testing feature 23/29: add_recent_range_context [2025-11-21T09:26:26.971739] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T09:26:27.294510] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:27.616280] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:27.938628] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:26:28.262127] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:28.583314] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:28.913600] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:29.235703] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:29.548280] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:29.871215] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:30.206811] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:30.206998] [INFO ] [CONFIGURE ] CHD: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T09:26:30.207056] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12472 tests [2025-11-21T09:26:30.207113] [INFO ] [CONFIGURE ] CHD: Testing feature 24/29: add_rsi [2025-11-21T09:26:30.207157] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_rsi'] [2025-11-21T09:26:30.524493] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:30.842542] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:31.206583] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:31.521614] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:31.837541] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:32.170382] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:32.484893] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:32.817054] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:33.142942] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:33.493409] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:33.493594] [INFO ] [CONFIGURE ] CHD: DISCARDED add_rsi (score: 40.00%) [2025-11-21T09:26:33.493672] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12471 tests [2025-11-21T09:26:33.493722] [INFO ] [CONFIGURE ] CHD: Testing feature 25/29: add_tick_distribution [2025-11-21T09:26:33.493766] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T09:26:33.819782] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:34.148552] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:34.470549] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:34.785502] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:35.115668] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:35.439968] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:35.765668] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:36.073418] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:36.380115] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:36.682089] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:36.682269] [INFO ] [CONFIGURE ] CHD: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T09:26:36.682325] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12470 tests [2025-11-21T09:26:36.682371] [INFO ] [CONFIGURE ] CHD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:26:36.682412] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T09:26:37.000881] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:37.327878] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:37.646527] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:26:37.979466] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:38.306198] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:38.629947] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:38.972048] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:26:39.296821] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:39.624716] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:39.955918] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:39.956091] [INFO ] [CONFIGURE ] CHD: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T09:26:39.956150] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12469 tests [2025-11-21T09:26:39.956200] [INFO ] [CONFIGURE ] CHD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:26:39.956246] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T09:26:40.338692] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:40.707868] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:41.080993] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:41.430594] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:41.781529] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:42.156383] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:42.529160] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:42.908432] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:43.325735] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:43.767750] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:43.767980] [INFO ] [CONFIGURE ] CHD: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T09:26:43.768062] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12468 tests [2025-11-21T09:26:43.768136] [INFO ] [CONFIGURE ] CHD: Testing feature 28/29: add_volume_profile [2025-11-21T09:26:43.768207] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T09:26:44.084359] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:44.389690] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:44.690338] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:44.989407] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:45.293017] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:45.598128] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:45.906571] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:46.215194] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:46.522606] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:46.821200] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:46.821372] [INFO ] [CONFIGURE ] CHD: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T09:26:46.821430] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12467 tests [2025-11-21T09:26:46.821476] [INFO ] [CONFIGURE ] CHD: Testing feature 29/29: add_vwap [2025-11-21T09:26:46.821521] [INFO ] [CONFIGURE ] CHD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength', 'add_vwap'] [2025-11-21T09:26:47.125677] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:47.431279] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:47.731999] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:48.074400] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:26:48.408878] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:26:48.806250] [DEBUG] [FORECASTER] CHD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:26:49.164769] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:26:49.506044] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:26:49.856751] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:50.190421] [DEBUG] [FORECASTER] CHD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:26:50.190617] [INFO ] [CONFIGURE ] CHD: DISCARDED add_vwap (score: 20.00%) [2025-11-21T09:26:50.190697] [INFO ] [CONFIGURE ] JOB ETA: 9.9h | Avg: 2.8s/test | Remaining: 12466 tests [2025-11-21T09:26:50.190748] [INFO ] [CONFIGURE ] CHD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:26:50.190791] [INFO ] [CONFIGURE ] CHD: Best accuracy: 60.00% [2025-11-21T09:26:50.190834] [INFO ] [CONFIGURE ] CHD: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-21T09:26:50.190877] [INFO ] [CONFIGURE ] CHD: Improvement over baseline: 50.00% [2025-11-21T09:26:50.190915] [INFO ] [CONFIGURE ] CHD: Total time: 1.5 minutes [2025-11-21T09:26:50.190953] [INFO ] [CONFIGURE ] CHD: Average time per feature: 3.2 seconds [2025-11-21T09:26:50.190993] [INFO ] [CONFIGURE ] CHD: Average speed: 0.31 features/sec [2025-11-21T09:26:50.191486] [INFO ] [LOCAL ] Saved configuration for CHD: 4 features, 60.00% accuracy -> ./output/feature-sets/CHD.json [2025-11-21T09:26:50.191546] [INFO ] [CONFIGURE ] CHD: Configuration saved successfully: 4 features, 60.00% accuracy. [2025-11-21T09:26:50.191595] [INFO ] [sig ] [296/723] Successfully configured CHD | 0.01 sym/s | Total: 6.9h | ETA: 9.9h [2025-11-21T09:26:50.191661] [INFO ] [sig ] [297/723] Configuring CHE... [2025-11-21T09:26:50.191706] [INFO ] [CONFIGURE ] CHE: Configurate test run. [2025-11-21T09:26:50.191747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-11-21T09:26:50.300994] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHE'. [2025-11-21T09:26:50.301462] [INFO ] [CONFIGURE ] CHE: Testing with 29 available features [2025-11-21T09:26:50.301526] [INFO ] [CONFIGURE ] CHE: Establishing baseline with no features... [2025-11-21T09:26:50.481582] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:50.659868] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:26:50.841498] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:51.026264] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:26:51.209186] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:26:51.391505] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:26:51.571158] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:26:51.752592] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:26:51.935770] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:52.119770] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:26:52.120070] [INFO ] [CONFIGURE ] CHE: Baseline score (no features): 30.00% [2025-11-21T09:26:52.120187] [INFO ] [CONFIGURE ] CHE: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:26:52.120264] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:26:52.332795] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:52.545458] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:26:52.755023] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:52.973309] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:26:53.195468] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:26:53.403890] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:26:53.613079] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:26:53.826003] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:26:54.048866] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:54.251112] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:26:54.251283] [INFO ] [CONFIGURE ] CHE: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T09:26:54.251334] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12465 tests [2025-11-21T09:26:54.251374] [INFO ] [CONFIGURE ] CHE: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:26:54.251413] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:26:54.492003] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:54.754953] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:26:55.002026] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:55.251490] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:26:55.501315] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:26:55.747001] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:26:55.991216] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:26:56.237817] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:26:56.485184] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:56.726939] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:26:56.727140] [INFO ] [CONFIGURE ] CHE: DISCARDED add_cumulative_delta (score: 10.00%) [2025-11-21T09:26:56.727197] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12464 tests [2025-11-21T09:26:56.727242] [INFO ] [CONFIGURE ] CHE: Testing feature 3/29: add_daily_returns [2025-11-21T09:26:56.727284] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:26:56.942346] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:26:57.170272] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:26:57.390337] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:26:57.610164] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:26:57.859930] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:26:58.073423] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:26:58.303125] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:26:58.547281] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:26:58.800991] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:26:59.041568] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:26:59.041924] [INFO ] [CONFIGURE ] CHE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:26:59.042030] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12463 tests [2025-11-21T09:26:59.042117] [INFO ] [CONFIGURE ] CHE: Testing feature 4/29: add_ema [2025-11-21T09:26:59.042227] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:26:59.290522] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:26:59.533528] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:26:59.780466] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:27:00.025905] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:00.275598] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:01.149735] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:01.417793] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:01.696511] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:27:01.961877] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:02.233493] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:02.233734] [INFO ] [CONFIGURE ] CHE: DISCARDED add_ema (score: 30.00%) [2025-11-21T09:27:02.233997] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12462 tests [2025-11-21T09:27:02.234062] [INFO ] [CONFIGURE ] CHE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:27:02.234122] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:27:02.500857] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:02.765425] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:03.036492] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:03.296389] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:03.554243] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:03.818840] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:04.080352] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:04.337906] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:27:04.634039] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:04.909618] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:04.909837] [INFO ] [CONFIGURE ] CHE: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T09:27:04.909894] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12461 tests [2025-11-21T09:27:04.909942] [INFO ] [CONFIGURE ] CHE: Testing feature 6/29: add_failed_moves [2025-11-21T09:27:04.909985] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:27:05.119794] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:27:05.335154] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:05.552391] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:05.776776] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:05.997865] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:06.218678] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:06.435334] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:06.652608] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:06.864583] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:07.094716] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:07.094896] [INFO ] [CONFIGURE ] CHE: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T09:27:07.094944] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12460 tests [2025-11-21T09:27:07.094982] [INFO ] [CONFIGURE ] CHE: Testing feature 7/29: add_lag_shelf [2025-11-21T09:27:07.095018] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T09:27:07.305829] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:07.508110] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:07.717310] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:27:07.926369] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:08.134043] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:08.345008] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:08.554357] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:08.764127] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:08.970615] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:09.178560] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:09.178746] [INFO ] [CONFIGURE ] CHE: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T09:27:09.178826] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12459 tests [2025-11-21T09:27:09.178876] [INFO ] [CONFIGURE ] CHE: Testing feature 8/29: add_macd [2025-11-21T09:27:09.178923] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T09:27:09.477251] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:27:09.767250] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:10.062395] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:10.362588] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:10.663682] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:10.965733] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:11.277584] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:11.579616] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:27:11.887931] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:12.203967] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:12.204172] [INFO ] [CONFIGURE ] CHE: DISCARDED add_macd (score: 20.00%) [2025-11-21T09:27:12.204230] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12458 tests [2025-11-21T09:27:12.204277] [INFO ] [CONFIGURE ] CHE: Testing feature 9/29: add_mfi [2025-11-21T09:27:12.204319] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T09:27:12.419941] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:12.648675] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:12.875382] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:27:13.090676] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:13.301658] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:13.513840] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:13.730400] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:13.943193] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:14.159063] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:14.376211] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:14.376391] [INFO ] [CONFIGURE ] CHE: DISCARDED add_mfi (score: 40.00%) [2025-11-21T09:27:14.376445] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12457 tests [2025-11-21T09:27:14.376488] [INFO ] [CONFIGURE ] CHE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:27:14.376532] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:27:14.685024] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:27:14.990857] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:15.301733] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:27:15.608159] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:15.927610] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:16.244117] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:16.552696] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:16.853261] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:17.158609] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:17.466868] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:17.467080] [INFO ] [CONFIGURE ] CHE: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T09:27:17.467165] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12456 tests [2025-11-21T09:27:17.467217] [INFO ] [CONFIGURE ] CHE: Testing feature 11/29: add_obv_daily [2025-11-21T09:27:17.467264] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T09:27:17.689292] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:27:17.915224] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:18.139903] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:18.360376] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:18.585277] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:18.809280] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:27:19.033358] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:19.259179] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:19.482205] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:19.698333] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:27:19.698539] [INFO ] [CONFIGURE ] CHE: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T09:27:19.698590] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12455 tests [2025-11-21T09:27:19.698628] [INFO ] [CONFIGURE ] CHE: Testing feature 12/29: add_obv_interval [2025-11-21T09:27:19.698684] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T09:27:19.907101] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:20.115111] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:20.322712] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:20.538668] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:20.759955] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:20.981004] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:27:21.197789] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:21.415487] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:21.637307] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:21.861385] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:21.861730] [INFO ] [CONFIGURE ] CHE: KEPT add_obv_interval (score: 50.00%) [2025-11-21T09:27:21.861798] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12454 tests [2025-11-21T09:27:21.861916] [INFO ] [CONFIGURE ] CHE: Testing feature 13/29: add_opening_strength [2025-11-21T09:27:21.862037] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:27:22.124289] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:22.379563] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:27:22.634809] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:22.886054] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:23.133507] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:23.379883] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:23.631047] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:23.880736] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:27:24.146689] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:24.406712] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:24.406886] [INFO ] [CONFIGURE ] CHE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:27:24.406942] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12453 tests [2025-11-21T09:27:24.406988] [INFO ] [CONFIGURE ] CHE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:27:24.407030] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T09:27:24.674386] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:27:24.923795] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:25.173874] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:25.432094] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:27:25.703057] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:25.969758] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:26.224075] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:26.477407] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:27:26.761392] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:27.014479] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:27.014695] [INFO ] [CONFIGURE ] CHE: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T09:27:27.014755] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12452 tests [2025-11-21T09:27:27.014804] [INFO ] [CONFIGURE ] CHE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:27:27.014848] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T09:27:27.239910] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:27:27.472990] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:27.705542] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:27:27.936595] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:28.171991] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:28.412207] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:28.651232] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:28.885822] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:29.118081] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:29.348739] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:29.348902] [INFO ] [CONFIGURE ] CHE: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T09:27:29.348948] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12451 tests [2025-11-21T09:27:29.348985] [INFO ] [CONFIGURE ] CHE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:27:29.349020] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T09:27:29.593941] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:29.852533] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:30.132770] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:30.422324] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:27:30.748536] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:31.123784] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:31.414584] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:31.664729] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:31.888527] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:32.114862] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:32.115029] [INFO ] [CONFIGURE ] CHE: KEPT add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:27:32.115084] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12450 tests [2025-11-21T09:27:32.115202] [INFO ] [CONFIGURE ] CHE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:27:32.115249] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T09:27:32.391543] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:32.655603] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:27:32.923193] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:33.172024] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:27:33.428478] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:33.690980] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:33.953022] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:34.215893] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:34.480489] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:34.749177] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:34.749351] [INFO ] [CONFIGURE ] CHE: KEPT add_pbf_return_2d (score: 70.00%) [2025-11-21T09:27:34.749407] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12449 tests [2025-11-21T09:27:34.749452] [INFO ] [CONFIGURE ] CHE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:27:34.749495] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T09:27:35.013171] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:27:35.289383] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:27:35.560192] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:35.834068] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:27:36.103833] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:36.373571] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:36.649675] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:36.923810] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:27:37.192595] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:37.459619] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:37.459808] [INFO ] [CONFIGURE ] CHE: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:27:37.459866] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12448 tests [2025-11-21T09:27:37.459912] [INFO ] [CONFIGURE ] CHE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:27:37.459954] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T09:27:37.718293] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:38.002201] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:38.279003] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:38.567010] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:27:38.844960] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:39.130001] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:39.418848] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:39.696988] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:39.991785] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:40.276281] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:40.276449] [INFO ] [CONFIGURE ] CHE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:27:40.276504] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12447 tests [2025-11-21T09:27:40.276551] [INFO ] [CONFIGURE ] CHE: Testing feature 20/29: add_price_rejection [2025-11-21T09:27:40.276595] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T09:27:40.565021] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:40.859775] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:27:41.164054] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:41.446714] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:41.735040] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:42.028370] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:42.325786] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:42.648802] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:42.974137] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:43.276781] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:43.276962] [INFO ] [CONFIGURE ] CHE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:27:43.277021] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12446 tests [2025-11-21T09:27:43.277071] [INFO ] [CONFIGURE ] CHE: Testing feature 21/29: add_range_position [2025-11-21T09:27:43.277127] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T09:27:43.599156] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:27:43.924164] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:27:44.256875] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:44.572165] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:44.880627] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:45.195762] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:45.510327] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:45.823893] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:46.134094] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:46.445092] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:46.445286] [INFO ] [CONFIGURE ] CHE: DISCARDED add_range_position (score: 40.00%) [2025-11-21T09:27:46.445345] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12445 tests [2025-11-21T09:27:46.445427] [INFO ] [CONFIGURE ] CHE: Testing feature 22/29: add_realized_volatility [2025-11-21T09:27:46.445475] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T09:27:46.834809] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:47.229473] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:27:47.637114] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:48.038131] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:48.449563] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:48.873250] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:49.313468] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:49.724294] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:27:50.151056] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:50.564816] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:50.564998] [INFO ] [CONFIGURE ] CHE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:27:50.565054] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12444 tests [2025-11-21T09:27:50.565102] [INFO ] [CONFIGURE ] CHE: Testing feature 23/29: add_recent_range_context [2025-11-21T09:27:50.565146] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T09:27:50.845795] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:51.122074] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:27:51.405393] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:51.695882] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:51.978517] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:52.257071] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:27:52.578148] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:27:52.874367] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:27:53.180554] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:53.496178] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:53.496387] [INFO ] [CONFIGURE ] CHE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:27:53.496449] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12443 tests [2025-11-21T09:27:53.496499] [INFO ] [CONFIGURE ] CHE: Testing feature 24/29: add_rsi [2025-11-21T09:27:53.496544] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T09:27:53.853801] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:54.198432] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:27:54.569426] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:54.934624] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:55.299881] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:27:55.628666] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:55.970735] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:56.309471] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:56.637165] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:56.963998] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:56.964194] [INFO ] [CONFIGURE ] CHE: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:27:56.964251] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12442 tests [2025-11-21T09:27:56.964299] [INFO ] [CONFIGURE ] CHE: Testing feature 25/29: add_tick_distribution [2025-11-21T09:27:56.964343] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T09:27:57.269597] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:27:57.566019] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:27:57.856116] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:27:58.146167] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:27:58.451088] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:27:58.759021] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:27:59.063911] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:27:59.369066] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:27:59.677271] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:27:59.986848] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:27:59.987028] [INFO ] [CONFIGURE ] CHE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T09:27:59.987099] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12441 tests [2025-11-21T09:27:59.987147] [INFO ] [CONFIGURE ] CHE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:27:59.987189] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T09:28:00.719164] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:01.239122] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:28:01.602957] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:01.938264] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:02.284132] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:02.615340] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:28:02.970925] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:28:03.311675] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:03.656853] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:28:03.994704] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:28:03.994990] [INFO ] [CONFIGURE ] CHE: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:28:03.995088] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12440 tests [2025-11-21T09:28:03.995146] [INFO ] [CONFIGURE ] CHE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:28:03.995194] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T09:28:04.326117] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:04.653674] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:28:04.989438] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:05.298975] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:28:05.618104] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:05.964739] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:28:06.324710] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:28:06.672511] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:07.011635] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:28:07.325133] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:28:07.325366] [INFO ] [CONFIGURE ] CHE: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:28:07.325426] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12439 tests [2025-11-21T09:28:07.325473] [INFO ] [CONFIGURE ] CHE: Testing feature 28/29: add_volume_profile [2025-11-21T09:28:07.325517] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T09:28:07.644557] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:07.960665] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:28:08.281660] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:08.608245] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:28:08.906518] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:28:09.208583] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:28:09.534570] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:28:09.909502] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:28:10.213627] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:28:10.514792] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:28:10.514971] [INFO ] [CONFIGURE ] CHE: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T09:28:10.515028] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12438 tests [2025-11-21T09:28:10.515073] [INFO ] [CONFIGURE ] CHE: Testing feature 29/29: add_vwap [2025-11-21T09:28:10.515119] [INFO ] [CONFIGURE ] CHE: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T09:28:10.814856] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:11.109775] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:28:11.410937] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:11.732956] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:28:12.049402] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:12.350119] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:28:12.672900] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:28:12.996604] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:28:13.315843] [DEBUG] [FORECASTER] CHE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:28:13.644023] [DEBUG] [FORECASTER] CHE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:28:13.644210] [INFO ] [CONFIGURE ] CHE: DISCARDED add_vwap (score: 40.00%) [2025-11-21T09:28:13.644269] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12437 tests [2025-11-21T09:28:13.644320] [INFO ] [CONFIGURE ] CHE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:28:13.644360] [INFO ] [CONFIGURE ] CHE: Best accuracy: 70.00% [2025-11-21T09:28:13.644401] [INFO ] [CONFIGURE ] CHE: Best feature set (4 features): ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T09:28:13.644441] [INFO ] [CONFIGURE ] CHE: Improvement over baseline: 40.00% [2025-11-21T09:28:13.644478] [INFO ] [CONFIGURE ] CHE: Total time: 1.4 minutes [2025-11-21T09:28:13.644514] [INFO ] [CONFIGURE ] CHE: Average time per feature: 2.8 seconds [2025-11-21T09:28:13.644551] [INFO ] [CONFIGURE ] CHE: Average speed: 0.36 features/sec [2025-11-21T09:28:13.644886] [INFO ] [LOCAL ] Saved configuration for CHE: 4 features, 70.00% accuracy -> ./output/feature-sets/CHE.json [2025-11-21T09:28:13.644943] [INFO ] [CONFIGURE ] CHE: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T09:28:13.644991] [INFO ] [sig ] [297/723] Successfully configured CHE | 0.01 sym/s | Total: 6.9h | ETA: 9.9h [2025-11-21T09:28:13.645035] [INFO ] [sig ] [298/723] Configuring CHGG... [2025-11-21T09:28:13.645075] [INFO ] [CONFIGURE ] CHGG: Configurate test run. [2025-11-21T09:28:13.645115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'. [2025-11-21T09:28:13.849620] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHGG'. [2025-11-21T09:28:13.849991] [INFO ] [CONFIGURE ] CHGG: Testing with 29 available features [2025-11-21T09:28:13.850056] [INFO ] [CONFIGURE ] CHGG: Establishing baseline with no features... [2025-11-21T09:28:14.041504] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:14.215474] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:14.390798] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:14.567042] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:28:14.750674] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:14.925299] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:15.098475] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:15.273895] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:28:15.462618] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:15.648100] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:28:15.648276] [INFO ] [CONFIGURE ] CHGG: Baseline score (no features): 50.00% [2025-11-21T09:28:15.648328] [INFO ] [CONFIGURE ] CHGG: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:28:15.648369] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:28:15.870191] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:16.087833] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:16.309135] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:16.535698] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:28:16.765811] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:16.990305] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:17.211925] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:17.445889] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:28:17.675187] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:17.897880] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:17.898066] [INFO ] [CONFIGURE ] CHGG: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T09:28:17.898115] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12436 tests [2025-11-21T09:28:17.898156] [INFO ] [CONFIGURE ] CHGG: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:28:17.898191] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:28:18.179558] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:18.438735] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:18.700213] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:18.958686] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:28:19.226451] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:19.485023] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:19.755827] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:28:20.013858] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:20.267367] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:20.515903] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:20.516084] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T09:28:20.516142] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12435 tests [2025-11-21T09:28:20.516208] [INFO ] [CONFIGURE ] CHGG: Testing feature 3/29: add_daily_returns [2025-11-21T09:28:20.516256] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:28:20.751043] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:20.982166] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:21.211310] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:21.457669] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:21.701549] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:21.936521] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:22.169993] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:22.404740] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:22.639494] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:22.876045] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:28:22.876236] [INFO ] [CONFIGURE ] CHGG: KEPT add_daily_returns (score: 80.00%) [2025-11-21T09:28:22.876293] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12434 tests [2025-11-21T09:28:22.876335] [INFO ] [CONFIGURE ] CHGG: Testing feature 4/29: add_ema [2025-11-21T09:28:22.876373] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T09:28:23.178962] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:23.466486] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:28:23.786075] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:24.081402] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:24.383313] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:24.657959] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:24.931350] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:28:25.205052] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:25.488962] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:28:25.757804] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:25.758039] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:28:25.758099] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12433 tests [2025-11-21T09:28:25.758147] [INFO ] [CONFIGURE ] CHGG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:28:25.758191] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:28:26.023556] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:26.294688] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:26.570099] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:26.844950] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:27.119833] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:27.409411] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:28:27.688498] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:27.957462] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:28.233601] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:28:28.499897] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:28.500091] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T09:28:28.500148] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12432 tests [2025-11-21T09:28:28.500195] [INFO ] [CONFIGURE ] CHGG: Testing feature 6/29: add_failed_moves [2025-11-21T09:28:28.500241] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T09:28:28.731128] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:28.962049] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:29.189931] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:29.425769] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:29.689962] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:28:29.947546] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:28:30.188113] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:30.421738] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:30.659962] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:28:30.898442] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:28:30.898623] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:28:30.898695] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12431 tests [2025-11-21T09:28:30.898763] [INFO ] [CONFIGURE ] CHGG: Testing feature 7/29: add_lag_shelf [2025-11-21T09:28:30.898811] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T09:28:31.124955] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:31.342885] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:31.574291] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:31.798805] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:32.022246] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:28:32.248271] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:32.476491] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:32.706954] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:32.932541] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:33.155464] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:33.155627] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T09:28:33.155694] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12430 tests [2025-11-21T09:28:33.155741] [INFO ] [CONFIGURE ] CHGG: Testing feature 8/29: add_macd [2025-11-21T09:28:33.155778] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T09:28:33.497180] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:33.843081] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:34.170979] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:34.501856] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:34.831310] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:35.172288] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:35.523601] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:35.864216] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:36.221659] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:36.578004] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:36.578274] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_macd (score: 80.00%) [2025-11-21T09:28:36.578338] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12429 tests [2025-11-21T09:28:36.578390] [INFO ] [CONFIGURE ] CHGG: Testing feature 9/29: add_mfi [2025-11-21T09:28:36.578437] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T09:28:36.874037] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:37.146712] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:37.413072] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:37.684382] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:37.932295] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:28:38.183628] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:38.447139] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:38.761925] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:39.075482] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:39.371671] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:39.371933] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_mfi (score: 80.00%) [2025-11-21T09:28:39.372018] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12428 tests [2025-11-21T09:28:39.372081] [INFO ] [CONFIGURE ] CHGG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:28:39.372137] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:28:39.710396] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:40.015436] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:40.328657] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:28:40.644471] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:28:40.973632] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:28:41.291098] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:28:41.609853] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:41.947066] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:42.276075] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:42.638428] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:42.638614] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:28:42.638691] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12427 tests [2025-11-21T09:28:42.638741] [INFO ] [CONFIGURE ] CHGG: Testing feature 11/29: add_obv_daily [2025-11-21T09:28:42.638784] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T09:28:42.914344] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:43.185973] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:28:43.459849] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:43.737942] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:44.018857] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:44.302777] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:44.570048] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:44.818184] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:45.067509] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:28:45.322621] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:28:45.322833] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T09:28:45.322883] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12426 tests [2025-11-21T09:28:45.322921] [INFO ] [CONFIGURE ] CHGG: Testing feature 12/29: add_obv_interval [2025-11-21T09:28:45.322956] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T09:28:45.555138] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:28:45.785968] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:46.020125] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:46.252697] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:46.485941] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:46.733210] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:46.985055] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:28:47.234354] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:47.483894] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:28:47.740250] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:47.740465] [INFO ] [CONFIGURE ] CHGG: KEPT add_obv_interval (score: 90.00%) [2025-11-21T09:28:47.740692] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12425 tests [2025-11-21T09:28:47.740810] [INFO ] [CONFIGURE ] CHGG: Testing feature 13/29: add_opening_strength [2025-11-21T09:28:47.740864] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_opening_strength'] [2025-11-21T09:28:48.034745] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:48.322185] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:28:48.600206] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:48.871006] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:28:49.157340] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:49.443265] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:49.722924] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:50.009908] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:28:50.289286] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:50.574735] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:28:50.574902] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T09:28:50.574963] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12424 tests [2025-11-21T09:28:50.575037] [INFO ] [CONFIGURE ] CHGG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:28:50.575087] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T09:28:50.850108] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:51.118176] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:28:51.389626] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:51.660601] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:51.934498] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:52.226274] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:52.505980] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:28:52.785384] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:53.048202] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:53.314564] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:53.314772] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T09:28:53.314833] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12423 tests [2025-11-21T09:28:53.314880] [INFO ] [CONFIGURE ] CHGG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:28:53.314945] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T09:28:53.559098] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:53.804253] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:28:54.046109] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:54.285723] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:54.521920] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:54.767657] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:28:55.008914] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:55.246616] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:55.491330] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:28:55.743995] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:28:55.744182] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:28:55.744239] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12422 tests [2025-11-21T09:28:55.744287] [INFO ] [CONFIGURE ] CHGG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:28:55.744324] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T09:28:56.017044] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:56.281088] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:28:56.538834] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:56.809672] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:57.078922] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:57.346506] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:28:57.626095] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:28:57.896089] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:28:58.168868] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:28:58.442099] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:28:58.442269] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T09:28:58.442327] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12421 tests [2025-11-21T09:28:58.442376] [INFO ] [CONFIGURE ] CHGG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:28:58.442422] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T09:28:58.705577] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:28:58.962835] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:28:59.215581] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:28:59.468748] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:28:59.720342] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:28:59.981517] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:00.242738] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:29:01.237303] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:01.629948] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:01.894200] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:01.894374] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T09:29:01.894431] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12420 tests [2025-11-21T09:29:01.894480] [INFO ] [CONFIGURE ] CHGG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:29:01.894524] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T09:29:02.146510] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:02.387860] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:29:02.640769] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:02.886819] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:03.120210] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:03.359480] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:03.601817] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:03.853183] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:04.104365] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:04.354868] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:04.355035] [INFO ] [CONFIGURE ] CHGG: KEPT add_pbf_volatility_5d (score: 100.00%) [2025-11-21T09:29:04.355087] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12419 tests [2025-11-21T09:29:04.355194] [INFO ] [CONFIGURE ] CHGG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:29:04.355243] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T09:29:04.601538] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:04.849228] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:29:05.099996] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:05.347767] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:05.593751] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:05.842179] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:29:06.113385] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:06.361455] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:06.616454] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:06.873931] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:06.874109] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:29:06.874166] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12418 tests [2025-11-21T09:29:06.874211] [INFO ] [CONFIGURE ] CHGG: Testing feature 20/29: add_price_rejection [2025-11-21T09:29:06.874259] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T09:29:07.126147] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:07.390755] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:29:07.678017] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:07.949755] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:08.230169] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:08.506602] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:08.799971] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:29:09.053549] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:29:09.301880] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:09.571162] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:09.571338] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T09:29:09.571394] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12417 tests [2025-11-21T09:29:09.571433] [INFO ] [CONFIGURE ] CHGG: Testing feature 21/29: add_range_position [2025-11-21T09:29:09.571476] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T09:29:09.870191] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:10.190828] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:29:10.530422] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:10.856426] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:11.175507] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:11.487244] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:29:11.781196] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:29:12.072792] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:12.356201] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:29:12.652531] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:12.652742] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:29:12.652799] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12416 tests [2025-11-21T09:29:12.652846] [INFO ] [CONFIGURE ] CHGG: Testing feature 22/29: add_realized_volatility [2025-11-21T09:29:12.652889] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T09:29:13.039972] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:13.415925] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:29:13.796383] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:14.193593] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:14.579663] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:14.965028] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:15.349313] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:29:15.729293] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:16.096164] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:29:16.472018] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:16.472198] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:29:16.472254] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12415 tests [2025-11-21T09:29:16.472301] [INFO ] [CONFIGURE ] CHGG: Testing feature 23/29: add_recent_range_context [2025-11-21T09:29:16.472343] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T09:29:16.731839] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:16.999196] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:29:17.265390] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:17.536494] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:17.801582] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:18.068711] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:18.341143] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:29:18.601467] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:29:18.860800] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:19.126679] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:19.126884] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:29:19.126972] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12414 tests [2025-11-21T09:29:19.127020] [INFO ] [CONFIGURE ] CHGG: Testing feature 24/29: add_rsi [2025-11-21T09:29:19.127064] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T09:29:19.439434] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:19.755973] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:29:20.077220] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:20.393837] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:20.715208] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:21.029633] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:21.348008] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:29:21.664017] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:21.990138] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:22.326376] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:22.326602] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_rsi (score: 80.00%) [2025-11-21T09:29:22.326681] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12413 tests [2025-11-21T09:29:22.326731] [INFO ] [CONFIGURE ] CHGG: Testing feature 25/29: add_tick_distribution [2025-11-21T09:29:22.326775] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T09:29:22.601166] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:22.869165] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:29:23.140788] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:23.412496] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:23.678368] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:23.944909] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:24.216548] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:24.494545] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:24.768934] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:29:25.038345] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:25.038526] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:29:25.038582] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12412 tests [2025-11-21T09:29:25.038628] [INFO ] [CONFIGURE ] CHGG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:29:25.038695] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T09:29:25.320355] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:25.588771] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:29:25.880456] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:26.213614] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:26.573599] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:26.844053] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:27.090425] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:27.328137] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:27.569719] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:27.824882] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:29:27.825066] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:29:27.825135] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12411 tests [2025-11-21T09:29:27.825185] [INFO ] [CONFIGURE ] CHGG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:29:27.825234] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T09:29:28.088708] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:28.355927] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:29:28.615807] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:28.871914] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:29.133309] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:29.394898] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:29.659358] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:29.928850] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:30.196718] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:30.461094] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:30.461294] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T09:29:30.461352] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12410 tests [2025-11-21T09:29:30.461399] [INFO ] [CONFIGURE ] CHGG: Testing feature 28/29: add_volume_profile [2025-11-21T09:29:30.461444] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T09:29:30.727433] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:30.994668] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:29:31.253204] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:31.512421] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:31.782925] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:32.061716] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:32.320532] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:29:32.590261] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:32.863205] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:33.131818] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:29:33.132067] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:29:33.132129] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12409 tests [2025-11-21T09:29:33.132177] [INFO ] [CONFIGURE ] CHGG: Testing feature 29/29: add_vwap [2025-11-21T09:29:33.132228] [INFO ] [CONFIGURE ] CHGG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T09:29:33.391598] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:33.651324] [DEBUG] [FORECASTER] CHGG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:29:33.914364] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:29:34.184532] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:29:34.449892] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:34.715617] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:29:34.997961] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:35.279217] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:35.545833] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:29:35.812959] [DEBUG] [FORECASTER] CHGG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:35.813146] [INFO ] [CONFIGURE ] CHGG: DISCARDED add_vwap (score: 90.00%) [2025-11-21T09:29:35.813205] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12408 tests [2025-11-21T09:29:35.813253] [INFO ] [CONFIGURE ] CHGG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:29:35.813294] [INFO ] [CONFIGURE ] CHGG: Best accuracy: 100.00% [2025-11-21T09:29:35.813335] [INFO ] [CONFIGURE ] CHGG: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T09:29:35.813374] [INFO ] [CONFIGURE ] CHGG: Improvement over baseline: 50.00% [2025-11-21T09:29:35.813410] [INFO ] [CONFIGURE ] CHGG: Total time: 1.3 minutes [2025-11-21T09:29:35.813446] [INFO ] [CONFIGURE ] CHGG: Average time per feature: 2.8 seconds [2025-11-21T09:29:35.813483] [INFO ] [CONFIGURE ] CHGG: Average speed: 0.36 features/sec [2025-11-21T09:29:35.813944] [INFO ] [LOCAL ] Saved configuration for CHGG: 4 features, 100.00% accuracy -> ./output/feature-sets/CHGG.json [2025-11-21T09:29:35.814003] [INFO ] [CONFIGURE ] CHGG: Configuration saved successfully: 4 features, 100.00% accuracy. [2025-11-21T09:29:35.814053] [INFO ] [sig ] [298/723] Successfully configured CHGG | 0.01 sym/s | Total: 6.9h | ETA: 9.9h [2025-11-21T09:29:35.814099] [INFO ] [sig ] [299/723] Configuring CHH... [2025-11-21T09:29:35.814140] [INFO ] [CONFIGURE ] CHH: Configurate test run. [2025-11-21T09:29:35.814181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-11-21T09:29:35.891822] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHH'. [2025-11-21T09:29:35.892191] [INFO ] [CONFIGURE ] CHH: Testing with 29 available features [2025-11-21T09:29:35.892254] [INFO ] [CONFIGURE ] CHH: Establishing baseline with no features... [2025-11-21T09:29:36.065372] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:36.237374] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:29:36.411484] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:29:36.586092] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:29:36.758556] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:36.930319] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:29:37.098485] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:37.267304] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:37.448560] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:29:37.627259] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:29:37.627562] [INFO ] [CONFIGURE ] CHH: Baseline score (no features): 70.00% [2025-11-21T09:29:37.627705] [INFO ] [CONFIGURE ] CHH: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:29:37.627788] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:29:37.835420] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:38.050443] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:29:38.271817] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:29:38.491887] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:29:38.709702] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:38.924290] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:29:39.133332] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:29:39.341149] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:39.553345] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:29:39.768086] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:39.768266] [INFO ] [CONFIGURE ] CHH: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T09:29:39.768312] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12407 tests [2025-11-21T09:29:39.768351] [INFO ] [CONFIGURE ] CHH: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:29:39.768392] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:29:39.979716] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:40.195010] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:29:40.402783] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:29:40.612989] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:29:40.827865] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:29:41.039848] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:29:41.250056] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:41.461766] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:41.675850] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:29:41.896851] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:41.897027] [INFO ] [CONFIGURE ] CHH: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:29:41.897075] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12406 tests [2025-11-21T09:29:41.897127] [INFO ] [CONFIGURE ] CHH: Testing feature 3/29: add_daily_returns [2025-11-21T09:29:41.897172] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_daily_returns'] [2025-11-21T09:29:42.080573] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:29:42.262395] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:29:42.445025] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:29:42.633098] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:29:42.818503] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:43.018992] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:29:43.201341] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:43.393625] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:43.590405] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:29:43.796562] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:43.796920] [INFO ] [CONFIGURE ] CHH: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T09:29:43.797031] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12405 tests [2025-11-21T09:29:43.797162] [INFO ] [CONFIGURE ] CHH: Testing feature 4/29: add_ema [2025-11-21T09:29:43.797259] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema'] [2025-11-21T09:29:44.014554] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:44.230077] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:29:44.447164] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:29:44.664860] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:29:44.881785] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:45.102030] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:29:45.318123] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:45.535424] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:45.753205] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:29:45.970384] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:45.970632] [INFO ] [CONFIGURE ] CHH: KEPT add_ema (score: 90.00%) [2025-11-21T09:29:45.970714] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12404 tests [2025-11-21T09:29:45.970767] [INFO ] [CONFIGURE ] CHH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:29:45.970820] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:29:46.235612] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:46.494403] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:29:46.752987] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:29:47.012791] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:29:47.283278] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:47.540135] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:29:47.805233] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:48.061550] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:48.327963] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:29:48.589780] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:48.589949] [INFO ] [CONFIGURE ] CHH: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:29:48.590005] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12403 tests [2025-11-21T09:29:48.590053] [INFO ] [CONFIGURE ] CHH: Testing feature 6/29: add_failed_moves [2025-11-21T09:29:48.590095] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T09:29:48.811811] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:49.032605] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:29:49.253777] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:29:49.484593] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:29:49.712288] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:49.936056] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:29:50.160977] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:50.390581] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:50.644584] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:29:50.897605] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:50.897804] [INFO ] [CONFIGURE ] CHH: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T09:29:50.897854] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12402 tests [2025-11-21T09:29:50.897893] [INFO ] [CONFIGURE ] CHH: Testing feature 7/29: add_lag_shelf [2025-11-21T09:29:50.897929] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T09:29:51.127874] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:51.359468] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:29:51.595900] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:29:51.840104] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:29:52.079538] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:52.320437] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:29:52.555965] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:52.799738] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:53.044513] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:29:53.290317] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:53.290539] [INFO ] [CONFIGURE ] CHH: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T09:29:53.290589] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12401 tests [2025-11-21T09:29:53.290629] [INFO ] [CONFIGURE ] CHH: Testing feature 8/29: add_macd [2025-11-21T09:29:53.290690] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T09:29:53.608297] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:53.946237] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:29:54.277293] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:29:54.602541] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:29:54.923928] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:55.240860] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:29:55.565823] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:55.896801] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:56.214152] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:29:56.535783] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:56.536181] [INFO ] [CONFIGURE ] CHH: DISCARDED add_macd (score: 80.00%) [2025-11-21T09:29:56.536249] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12400 tests [2025-11-21T09:29:56.536303] [INFO ] [CONFIGURE ] CHH: Testing feature 9/29: add_mfi [2025-11-21T09:29:56.536350] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T09:29:56.801987] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:57.059721] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:29:57.319734] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:29:57.578778] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:29:57.852905] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:29:58.126888] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:29:58.394044] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:29:58.658185] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:29:58.938295] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:29:59.192828] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:29:59.193034] [INFO ] [CONFIGURE ] CHH: DISCARDED add_mfi (score: 80.00%) [2025-11-21T09:29:59.193092] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12399 tests [2025-11-21T09:29:59.193140] [INFO ] [CONFIGURE ] CHH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:29:59.193189] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:29:59.500424] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:29:59.807556] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:00.120589] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:00.423481] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:01.330994] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:01.701508] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:02.019193] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:02.309498] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:02.607310] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:02.953108] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:02.953348] [INFO ] [CONFIGURE ] CHH: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T09:30:02.953411] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12398 tests [2025-11-21T09:30:02.953461] [INFO ] [CONFIGURE ] CHH: Testing feature 11/29: add_obv_daily [2025-11-21T09:30:02.953529] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T09:30:03.219548] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:30:03.462958] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:03.719760] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:03.966475] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:04.202994] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:04.443594] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:04.679432] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:04.919780] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:30:05.162762] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:05.403588] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:05.403777] [INFO ] [CONFIGURE ] CHH: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T09:30:05.403855] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12397 tests [2025-11-21T09:30:05.403911] [INFO ] [CONFIGURE ] CHH: Testing feature 12/29: add_obv_interval [2025-11-21T09:30:05.403963] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T09:30:05.627408] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:05.857874] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:06.084145] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:06.310122] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:06.535626] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:30:06.758864] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:30:06.981545] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:30:07.208869] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:07.438685] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:07.673364] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:30:07.673554] [INFO ] [CONFIGURE ] CHH: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T09:30:07.673602] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12396 tests [2025-11-21T09:30:07.673660] [INFO ] [CONFIGURE ] CHH: Testing feature 13/29: add_opening_strength [2025-11-21T09:30:07.673728] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:30:07.944292] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:08.194615] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:08.448666] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:08.709746] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:08.961805] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:30:09.230288] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:30:09.485051] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:30:09.740024] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:09.992691] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:10.247323] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:10.247497] [INFO ] [CONFIGURE ] CHH: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:30:10.247554] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12395 tests [2025-11-21T09:30:10.247601] [INFO ] [CONFIGURE ] CHH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:30:10.247661] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T09:30:10.497601] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:10.740283] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:10.985508] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:11.227916] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:11.471795] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:11.720792] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:11.962762] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:12.215480] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:12.463865] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:30:12.712932] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:12.713128] [INFO ] [CONFIGURE ] CHH: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T09:30:12.713184] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12394 tests [2025-11-21T09:30:12.713231] [INFO ] [CONFIGURE ] CHH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:30:12.713275] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T09:30:12.935352] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:13.164035] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:13.388439] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:13.623347] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:13.850937] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:14.075892] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:14.304495] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:14.533731] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:30:14.765954] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:14.997398] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:14.997768] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:30:14.997886] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12393 tests [2025-11-21T09:30:14.998003] [INFO ] [CONFIGURE ] CHH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:30:14.998092] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T09:30:15.225625] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:15.454051] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:15.707934] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:15.958129] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:16.210406] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:16.463602] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:16.717295] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:30:16.983788] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:17.233907] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:30:17.497434] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:17.497692] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T09:30:17.497752] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12392 tests [2025-11-21T09:30:17.497799] [INFO ] [CONFIGURE ] CHH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:30:17.497846] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T09:30:17.768405] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:18.051772] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:18.323383] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:18.586611] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:18.877341] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:19.138975] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:19.441345] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:19.776405] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:20.010616] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:30:20.277577] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:20.277823] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T09:30:20.277904] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12391 tests [2025-11-21T09:30:20.277957] [INFO ] [CONFIGURE ] CHH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:30:20.278003] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T09:30:20.510333] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:30:20.737195] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:20.966409] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:21.187292] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:21.410724] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:21.633573] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:21.860629] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:22.082668] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:22.305617] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:30:22.524600] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:22.524969] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:30:22.525099] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12390 tests [2025-11-21T09:30:22.525209] [INFO ] [CONFIGURE ] CHH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:30:22.525309] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T09:30:22.735491] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:22.951571] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:23.154694] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:23.364232] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:23.570854] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:23.785454] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:24.004190] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:30:24.213478] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:24.420628] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:24.623312] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:24.623488] [INFO ] [CONFIGURE ] CHH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:30:24.623535] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12389 tests [2025-11-21T09:30:24.623575] [INFO ] [CONFIGURE ] CHH: Testing feature 20/29: add_price_rejection [2025-11-21T09:30:24.623609] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T09:30:24.863184] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:25.097700] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:25.328279] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:25.556806] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:25.800438] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:26.040128] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:26.294143] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:26.546220] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:26.786418] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:27.018999] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:27.019160] [INFO ] [CONFIGURE ] CHH: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T09:30:27.019216] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12388 tests [2025-11-21T09:30:27.019261] [INFO ] [CONFIGURE ] CHH: Testing feature 21/29: add_range_position [2025-11-21T09:30:27.019304] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T09:30:27.270619] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:27.524456] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:27.789313] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:28.045983] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:28.306073] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:28.568005] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:28.826961] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:30:29.090936] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:29.349880] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:29.609210] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:29.609381] [INFO ] [CONFIGURE ] CHH: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:30:29.609439] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12387 tests [2025-11-21T09:30:29.609477] [INFO ] [CONFIGURE ] CHH: Testing feature 22/29: add_realized_volatility [2025-11-21T09:30:29.609522] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T09:30:29.945773] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:30:30.289887] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:30.637760] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:30.984660] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:31.329573] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:31.662195] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:31.992227] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:32.322788] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:32.653022] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:32.998970] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:32.999141] [INFO ] [CONFIGURE ] CHH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:30:32.999202] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12386 tests [2025-11-21T09:30:32.999250] [INFO ] [CONFIGURE ] CHH: Testing feature 23/29: add_recent_range_context [2025-11-21T09:30:32.999292] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T09:30:33.225635] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:33.455784] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:33.684617] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:33.913947] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:34.151995] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:34.386896] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:34.627080] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:34.865280] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:35.102474] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:35.332159] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:30:35.332317] [INFO ] [CONFIGURE ] CHH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:30:35.332365] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12385 tests [2025-11-21T09:30:35.332407] [INFO ] [CONFIGURE ] CHH: Testing feature 24/29: add_rsi [2025-11-21T09:30:35.332446] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T09:30:35.559899] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:35.791139] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:36.022730] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:36.249251] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:36.485535] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:36.722293] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:30:36.959171] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:37.198994] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:37.438476] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:37.677625] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:37.677826] [INFO ] [CONFIGURE ] CHH: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:30:37.677881] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12384 tests [2025-11-21T09:30:37.677923] [INFO ] [CONFIGURE ] CHH: Testing feature 25/29: add_tick_distribution [2025-11-21T09:30:37.677967] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T09:30:37.901660] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:38.117840] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:38.336753] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:38.560336] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:38.776499] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:38.997006] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:39.214273] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:30:39.435818] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:39.663258] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:30:39.887000] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:39.887192] [INFO ] [CONFIGURE ] CHH: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:30:39.887244] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12383 tests [2025-11-21T09:30:39.887285] [INFO ] [CONFIGURE ] CHH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:30:39.887322] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T09:30:40.127858] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:40.364792] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:40.598715] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:40.827390] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:41.047748] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:30:41.269343] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:41.488013] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:30:41.714608] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:41.945870] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:30:42.168414] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:42.168584] [INFO ] [CONFIGURE ] CHH: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:30:42.168664] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12382 tests [2025-11-21T09:30:42.168718] [INFO ] [CONFIGURE ] CHH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:30:42.168760] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T09:30:42.421701] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:42.671826] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:30:42.928734] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:43.194189] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:43.441253] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:43.681088] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:43.936913] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:44.199204] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:44.461044] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:44.720541] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:44.720741] [INFO ] [CONFIGURE ] CHH: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T09:30:44.720798] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12381 tests [2025-11-21T09:30:44.720844] [INFO ] [CONFIGURE ] CHH: Testing feature 28/29: add_volume_profile [2025-11-21T09:30:44.720887] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-21T09:30:44.968016] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:45.218387] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:45.461087] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:45.712398] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:30:45.962464] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:46.209633] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:46.457932] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:46.708281] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:46.961750] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:47.209344] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:47.209550] [INFO ] [CONFIGURE ] CHH: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T09:30:47.209620] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12380 tests [2025-11-21T09:30:47.209705] [INFO ] [CONFIGURE ] CHH: Testing feature 29/29: add_vwap [2025-11-21T09:30:47.209757] [INFO ] [CONFIGURE ] CHH: Testing with features: ['add_ema', 'add_vwap'] [2025-11-21T09:30:47.457730] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:30:47.707230] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:47.968927] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:48.221899] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:30:48.470834] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:48.722495] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:30:48.961285] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:30:49.208114] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:30:49.451823] [DEBUG] [FORECASTER] CHH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:49.700822] [DEBUG] [FORECASTER] CHH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:49.701039] [INFO ] [CONFIGURE ] CHH: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:30:49.701116] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12379 tests [2025-11-21T09:30:49.701180] [INFO ] [CONFIGURE ] CHH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:30:49.701233] [INFO ] [CONFIGURE ] CHH: Best accuracy: 90.00% [2025-11-21T09:30:49.701277] [INFO ] [CONFIGURE ] CHH: Best feature set (1 features): ['add_ema'] [2025-11-21T09:30:49.701317] [INFO ] [CONFIGURE ] CHH: Improvement over baseline: 20.00% [2025-11-21T09:30:49.701355] [INFO ] [CONFIGURE ] CHH: Total time: 1.2 minutes [2025-11-21T09:30:49.701390] [INFO ] [CONFIGURE ] CHH: Average time per feature: 2.5 seconds [2025-11-21T09:30:49.701427] [INFO ] [CONFIGURE ] CHH: Average speed: 0.40 features/sec [2025-11-21T09:30:49.701990] [INFO ] [LOCAL ] Saved configuration for CHH: 1 features, 90.00% accuracy -> ./output/feature-sets/CHH.json [2025-11-21T09:30:49.702061] [INFO ] [CONFIGURE ] CHH: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T09:30:49.702111] [INFO ] [sig ] [299/723] Successfully configured CHH | 0.01 sym/s | Total: 7.0h | ETA: 9.9h [2025-11-21T09:30:49.702154] [INFO ] [sig ] [300/723] Configuring CHMI... [2025-11-21T09:30:49.702193] [INFO ] [CONFIGURE ] CHMI: Configurate test run. [2025-11-21T09:30:49.702237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-11-21T09:30:49.780025] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHMI'. [2025-11-21T09:30:49.780440] [INFO ] [CONFIGURE ] CHMI: Testing with 29 available features [2025-11-21T09:30:49.780502] [INFO ] [CONFIGURE ] CHMI: Establishing baseline with no features... [2025-11-21T09:30:49.959589] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:30:50.149060] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:50.330959] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:50.514484] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:30:50.695396] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:50.881308] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:30:51.063095] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:30:51.260417] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:30:51.446176] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:51.627949] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:51.628283] [INFO ] [CONFIGURE ] CHMI: Baseline score (no features): 20.00% [2025-11-21T09:30:51.628409] [INFO ] [CONFIGURE ] CHMI: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:30:51.628486] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:30:51.841986] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:30:52.058605] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:52.271165] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:30:52.490456] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:30:52.714917] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:52.941613] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:30:53.171510] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:30:53.393058] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:30:53.620768] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:30:53.846135] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:30:53.846337] [INFO ] [CONFIGURE ] CHMI: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T09:30:53.846401] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12378 tests [2025-11-21T09:30:53.846440] [INFO ] [CONFIGURE ] CHMI: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:30:53.846476] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:30:54.100366] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:30:54.358846] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:54.615925] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:54.871287] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:30:55.132537] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:30:55.396611] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:55.671918] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:30:55.937478] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:30:56.186385] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:30:56.458708] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:56.458877] [INFO ] [CONFIGURE ] CHMI: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T09:30:56.458933] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12377 tests [2025-11-21T09:30:56.458977] [INFO ] [CONFIGURE ] CHMI: Testing feature 3/29: add_daily_returns [2025-11-21T09:30:56.459018] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:30:56.724866] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:30:56.991964] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:30:57.260504] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:30:57.548232] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:30:57.826164] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:30:58.102566] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:30:58.389795] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:30:58.669501] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:30:58.945255] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:30:59.216835] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:30:59.217007] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:30:59.217064] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12376 tests [2025-11-21T09:30:59.217121] [INFO ] [CONFIGURE ] CHMI: Testing feature 4/29: add_ema [2025-11-21T09:30:59.217164] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T09:30:59.527973] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:30:59.878996] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:00.214257] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:00.529002] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:01.510070] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:01.947064] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:02.264098] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:02.599398] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:02.904795] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:31:03.208479] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:03.208708] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:31:03.208767] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12375 tests [2025-11-21T09:31:03.208814] [INFO ] [CONFIGURE ] CHMI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:31:03.208857] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:31:03.485426] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:03.763670] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:04.048149] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:04.327362] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:04.618168] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:31:04.914319] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:05.211625] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:31:05.498000] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:05.780091] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:31:06.058052] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:06.058249] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T09:31:06.058307] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12374 tests [2025-11-21T09:31:06.058353] [INFO ] [CONFIGURE ] CHMI: Testing feature 6/29: add_failed_moves [2025-11-21T09:31:06.058395] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:31:06.320102] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:06.613008] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:06.925866] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:07.224416] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:31:07.467846] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:31:07.699109] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:07.914843] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:08.153884] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:08.398566] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:08.641873] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:08.642056] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T09:31:08.642113] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12373 tests [2025-11-21T09:31:08.642163] [INFO ] [CONFIGURE ] CHMI: Testing feature 7/29: add_lag_shelf [2025-11-21T09:31:08.642205] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:31:08.897035] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:09.154072] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:09.395577] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:09.633237] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:09.886368] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:10.151639] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:10.405430] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:10.679763] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:10.931539] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:11.181082] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:11.181248] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:31:11.181326] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12372 tests [2025-11-21T09:31:11.181373] [INFO ] [CONFIGURE ] CHMI: Testing feature 8/29: add_macd [2025-11-21T09:31:11.181415] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:31:11.516516] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:11.861090] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:12.198860] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:31:12.543143] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:12.899592] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:13.237365] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:13.580844] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:31:13.927266] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:31:14.284302] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:31:14.638785] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:14.639073] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:31:14.639137] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12371 tests [2025-11-21T09:31:14.639186] [INFO ] [CONFIGURE ] CHMI: Testing feature 9/29: add_mfi [2025-11-21T09:31:14.639233] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T09:31:14.906762] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:15.173370] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:15.432330] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:15.699033] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:15.966194] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:31:16.235289] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:16.512714] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:16.784894] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:17.046837] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:17.316495] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:17.316733] [INFO ] [CONFIGURE ] CHMI: KEPT add_mfi (score: 70.00%) [2025-11-21T09:31:17.316792] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12370 tests [2025-11-21T09:31:17.316842] [INFO ] [CONFIGURE ] CHMI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:31:17.316885] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:31:17.687457] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:18.102046] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:18.480766] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:18.853225] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:31:19.228788] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:31:19.601430] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:19.991746] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:20.379565] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:20.758808] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:21.154537] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:21.154749] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:31:21.154809] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12369 tests [2025-11-21T09:31:21.154857] [INFO ] [CONFIGURE ] CHMI: Testing feature 11/29: add_obv_daily [2025-11-21T09:31:21.154901] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_obv_daily'] [2025-11-21T09:31:21.437204] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:21.727407] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:22.023894] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:22.322202] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:22.620395] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:22.917038] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:31:23.206884] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:23.497860] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:23.785490] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:31:24.075082] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:24.075267] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T09:31:24.075322] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12368 tests [2025-11-21T09:31:24.075368] [INFO ] [CONFIGURE ] CHMI: Testing feature 12/29: add_obv_interval [2025-11-21T09:31:24.075409] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_obv_interval'] [2025-11-21T09:31:24.376586] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:24.674470] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:24.976421] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:25.254094] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:25.549565] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:25.887160] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:26.168909] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:26.462392] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:26.761953] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:27.043800] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:27.043995] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T09:31:27.044053] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12367 tests [2025-11-21T09:31:27.044100] [INFO ] [CONFIGURE ] CHMI: Testing feature 13/29: add_opening_strength [2025-11-21T09:31:27.044143] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:31:27.338195] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:27.624269] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:27.912805] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:28.205885] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:28.551325] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:28.889436] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:29.234117] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:29.580529] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:31:29.916099] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:30.233785] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:30.234051] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:31:30.234111] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12366 tests [2025-11-21T09:31:30.234157] [INFO ] [CONFIGURE ] CHMI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:31:30.234200] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T09:31:30.556296] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:30.881434] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:31.198865] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:31.530719] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:31.871095] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:32.199504] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:32.532048] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:32.859062] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:33.206398] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:33.544407] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:33.544607] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T09:31:33.544687] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12365 tests [2025-11-21T09:31:33.544739] [INFO ] [CONFIGURE ] CHMI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:31:33.544786] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T09:31:33.837713] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:34.118139] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:34.419001] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:34.731906] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:31:35.021217] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:31:35.313212] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:35.615187] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:35.884451] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:36.189257] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:36.471968] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:36.472153] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:31:36.472213] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12364 tests [2025-11-21T09:31:36.472262] [INFO ] [CONFIGURE ] CHMI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:31:36.472307] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T09:31:36.757787] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:37.095962] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:37.387937] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:37.672500] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:31:37.987437] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:31:38.277936] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:31:38.567432] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:38.856601] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:31:39.144280] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:39.442260] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:39.442461] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:31:39.442520] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12363 tests [2025-11-21T09:31:39.442572] [INFO ] [CONFIGURE ] CHMI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:31:39.442627] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T09:31:39.734764] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:40.043218] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:40.329740] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:40.623692] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:40.922358] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:41.213180] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:31:41.513927] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:31:41.819763] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:42.115366] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:31:42.412632] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:42.412840] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T09:31:42.412898] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12362 tests [2025-11-21T09:31:42.412945] [INFO ] [CONFIGURE ] CHMI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:31:42.412990] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T09:31:42.669832] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:42.924161] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:43.178672] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:43.445007] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:31:43.711727] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:43.984715] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:44.250365] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:44.518709] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:44.790726] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:45.050238] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:45.050419] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:31:45.050501] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12361 tests [2025-11-21T09:31:45.050552] [INFO ] [CONFIGURE ] CHMI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:31:45.050597] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T09:31:45.328827] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:31:45.602286] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:45.866843] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:46.137342] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:46.406318] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:31:46.671667] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:46.937894] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:47.213887] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:47.488498] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:47.765953] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:47.766147] [INFO ] [CONFIGURE ] CHMI: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:31:47.766205] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12360 tests [2025-11-21T09:31:47.766249] [INFO ] [CONFIGURE ] CHMI: Testing feature 20/29: add_price_rejection [2025-11-21T09:31:47.766292] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T09:31:48.057285] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:48.358115] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:48.652059] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:48.941192] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:49.249539] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:49.540198] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:49.855353] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:31:50.144719] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:50.445391] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:50.738037] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:50.738237] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T09:31:50.738296] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12359 tests [2025-11-21T09:31:50.738343] [INFO ] [CONFIGURE ] CHMI: Testing feature 21/29: add_range_position [2025-11-21T09:31:50.738386] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T09:31:51.025991] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:51.315315] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:51.602698] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:51.901254] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:52.193475] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:31:52.489972] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:52.783158] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:53.075697] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:53.374042] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:31:53.664299] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:53.664478] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:31:53.664536] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12358 tests [2025-11-21T09:31:53.664586] [INFO ] [CONFIGURE ] CHMI: Testing feature 22/29: add_realized_volatility [2025-11-21T09:31:53.664630] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T09:31:54.050076] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:54.442579] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:54.840371] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:55.222799] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:55.614495] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:56.010342] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:56.407683] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:56.805007] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:31:57.232814] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:31:57.629843] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:31:57.630023] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:31:57.630083] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12357 tests [2025-11-21T09:31:57.630132] [INFO ] [CONFIGURE ] CHMI: Testing feature 23/29: add_recent_range_context [2025-11-21T09:31:57.630175] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T09:31:57.915432] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:31:58.196750] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:31:58.481746] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:31:58.768193] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:31:59.056848] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:31:59.354631] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:31:59.640397] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:31:59.937288] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:00.252203] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:32:00.532245] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:32:00.532467] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:32:00.532527] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12356 tests [2025-11-21T09:32:00.532574] [INFO ] [CONFIGURE ] CHMI: Testing feature 24/29: add_rsi [2025-11-21T09:32:00.532623] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T09:32:00.837666] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:01.815004] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:32:02.135333] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:32:02.446045] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:32:02.747182] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:03.038689] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:32:03.346717] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:32:03.656187] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:03.962836] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:32:04.274319] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:32:04.274523] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:32:04.274604] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12355 tests [2025-11-21T09:32:04.274682] [INFO ] [CONFIGURE ] CHMI: Testing feature 25/29: add_tick_distribution [2025-11-21T09:32:04.274729] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T09:32:04.540453] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:32:04.809592] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:32:05.076490] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:32:05.354108] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:32:05.616355] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:05.881484] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:32:06.160621] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:32:06.451237] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:06.733366] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:32:07.006903] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:32:07.007331] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:32:07.007394] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12354 tests [2025-11-21T09:32:07.007443] [INFO ] [CONFIGURE ] CHMI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:32:07.007487] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T09:32:07.300500] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:07.581039] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:32:07.874312] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:32:08.157921] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:32:08.453252] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:08.742737] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:32:09.041699] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:32:09.350478] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:09.649703] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:32:09.948334] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:32:09.948547] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:32:09.948622] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12353 tests [2025-11-21T09:32:09.948716] [INFO ] [CONFIGURE ] CHMI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:32:09.948774] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T09:32:10.292599] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:10.608166] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:32:10.928192] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:32:11.252896] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:32:11.567806] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:11.900803] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:32:12.213663] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:32:12.545720] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:12.860883] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:32:13.183337] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:32:13.183566] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:32:13.183629] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12352 tests [2025-11-21T09:32:13.183709] [INFO ] [CONFIGURE ] CHMI: Testing feature 28/29: add_volume_profile [2025-11-21T09:32:13.183756] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T09:32:13.467872] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:32:13.747334] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:32:14.052176] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:32:14.334815] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:32:14.617781] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:14.896362] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:32:15.183010] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:32:15.465000] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:15.746920] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:32:16.148363] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:32:16.148619] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:32:16.148730] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12351 tests [2025-11-21T09:32:16.148802] [INFO ] [CONFIGURE ] CHMI: Testing feature 29/29: add_vwap [2025-11-21T09:32:16.148863] [INFO ] [CONFIGURE ] CHMI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T09:32:16.500295] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:32:16.802505] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:32:17.090879] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:32:17.372220] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:32:17.660268] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:17.950865] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:32:18.230005] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:32:18.518696] [DEBUG] [FORECASTER] CHMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:18.796537] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:32:19.078709] [DEBUG] [FORECASTER] CHMI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:32:19.078893] [INFO ] [CONFIGURE ] CHMI: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:32:19.078950] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12350 tests [2025-11-21T09:32:19.078998] [INFO ] [CONFIGURE ] CHMI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:32:19.079047] [INFO ] [CONFIGURE ] CHMI: Best accuracy: 80.00% [2025-11-21T09:32:19.079099] [INFO ] [CONFIGURE ] CHMI: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T09:32:19.079148] [INFO ] [CONFIGURE ] CHMI: Improvement over baseline: 60.00% [2025-11-21T09:32:19.079192] [INFO ] [CONFIGURE ] CHMI: Total time: 1.5 minutes [2025-11-21T09:32:19.079228] [INFO ] [CONFIGURE ] CHMI: Average time per feature: 3.0 seconds [2025-11-21T09:32:19.079267] [INFO ] [CONFIGURE ] CHMI: Average speed: 0.33 features/sec [2025-11-21T09:32:19.079661] [INFO ] [LOCAL ] Saved configuration for CHMI: 4 features, 80.00% accuracy -> ./output/feature-sets/CHMI.json [2025-11-21T09:32:19.079721] [INFO ] [CONFIGURE ] CHMI: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T09:32:19.079770] [INFO ] [sig ] [300/723] Successfully configured CHMI | 0.01 sym/s | Total: 7.0h | ETA: 9.8h [2025-11-21T09:32:19.079814] [INFO ] [sig ] [301/723] Configuring CHPT... [2025-11-21T09:32:19.079846] [INFO ] [CONFIGURE ] CHPT: Configurate test run. [2025-11-21T09:32:19.079888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'. [2025-11-21T09:32:19.164045] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHPT'. [2025-11-21T09:32:19.164400] [INFO ] [CONFIGURE ] CHPT: Testing with 29 available features [2025-11-21T09:32:19.164462] [INFO ] [CONFIGURE ] CHPT: Establishing baseline with no features... [2025-11-21T09:32:19.342815] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:19.512132] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:19.686489] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:32:19.857553] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:20.029519] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:20.201826] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:20.372556] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:20.545041] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:32:20.714491] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:20.886290] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:20.886451] [INFO ] [CONFIGURE ] CHPT: Baseline score (no features): 40.00% [2025-11-21T09:32:20.886498] [INFO ] [CONFIGURE ] CHPT: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:32:20.886535] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:32:21.088894] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:21.289635] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:21.488115] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:21.692191] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:32:21.896044] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:22.098677] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:22.306995] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:22.511446] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:22.714839] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:22.920261] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:22.920443] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:32:22.920494] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12349 tests [2025-11-21T09:32:22.920534] [INFO ] [CONFIGURE ] CHPT: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:32:22.920572] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:32:23.137764] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:23.351356] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:23.562166] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:23.769684] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:23.970982] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:24.186080] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:24.399941] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:24.616027] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:24.822968] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:25.037971] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:25.038217] [INFO ] [CONFIGURE ] CHPT: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T09:32:25.038275] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12348 tests [2025-11-21T09:32:25.038349] [INFO ] [CONFIGURE ] CHPT: Testing feature 3/29: add_daily_returns [2025-11-21T09:32:25.038412] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:32:25.259854] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:25.487437] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:25.784729] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:25.993018] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:26.199391] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:26.420897] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:26.641782] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:26.864903] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:27.091410] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:27.318023] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:27.318192] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T09:32:27.318241] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12347 tests [2025-11-21T09:32:27.318281] [INFO ] [CONFIGURE ] CHPT: Testing feature 4/29: add_ema [2025-11-21T09:32:27.318322] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T09:32:27.597743] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:27.886294] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:28.178101] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:28.458305] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:28.732070] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:28.996439] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:29.266125] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:29.530298] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:29.808364] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:30.113152] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:30.113333] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_ema (score: 40.00%) [2025-11-21T09:32:30.113392] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12346 tests [2025-11-21T09:32:30.113441] [INFO ] [CONFIGURE ] CHPT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:32:30.113485] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:32:30.392715] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:30.680947] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:32:30.953889] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:32:31.204782] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:32:31.455559] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:31.716703] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:31.979159] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:32:32.257528] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:32:32.536429] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:32.809600] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:32.809872] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T09:32:32.809955] [INFO ] [CONFIGURE ] JOB ETA: 9.8h | Avg: 2.8s/test | Remaining: 12345 tests [2025-11-21T09:32:32.810026] [INFO ] [CONFIGURE ] CHPT: Testing feature 6/29: add_failed_moves [2025-11-21T09:32:32.810090] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:32:33.046031] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:33.269417] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:33.482065] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:33.692168] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:33.933032] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:34.169822] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:34.404940] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:34.617523] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:34.832538] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:35.045546] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:35.045744] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:32:35.045802] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12344 tests [2025-11-21T09:32:35.045849] [INFO ] [CONFIGURE ] CHPT: Testing feature 7/29: add_lag_shelf [2025-11-21T09:32:35.045890] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:32:35.248237] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:35.449581] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:35.652972] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:35.859409] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:36.061389] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:36.267372] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:36.476575] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:36.684824] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:36.898404] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:37.110346] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:37.110528] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T09:32:37.110577] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12343 tests [2025-11-21T09:32:37.110617] [INFO ] [CONFIGURE ] CHPT: Testing feature 8/29: add_macd [2025-11-21T09:32:37.110674] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:32:37.420084] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:37.728938] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:38.034379] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:38.342165] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:38.689884] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:39.035530] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:39.336141] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:39.675953] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:32:39.983326] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:40.299460] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:40.299675] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_macd (score: 50.00%) [2025-11-21T09:32:40.299734] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12342 tests [2025-11-21T09:32:40.299782] [INFO ] [CONFIGURE ] CHPT: Testing feature 9/29: add_mfi [2025-11-21T09:32:40.299819] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T09:32:40.534726] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:40.771215] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:41.004833] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:32:41.237934] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:41.474057] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:41.713525] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:41.958798] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:42.198238] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:42.434040] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:42.704127] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:42.704329] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_mfi (score: 30.00%) [2025-11-21T09:32:42.704390] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12341 tests [2025-11-21T09:32:42.704431] [INFO ] [CONFIGURE ] CHPT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:32:42.704500] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:32:43.020277] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:43.340512] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:43.676211] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:43.993423] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:44.310212] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:44.650933] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:44.977852] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:45.292694] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:45.618820] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:45.943681] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:45.943935] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:32:45.943997] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12340 tests [2025-11-21T09:32:45.944048] [INFO ] [CONFIGURE ] CHPT: Testing feature 11/29: add_obv_daily [2025-11-21T09:32:45.944093] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T09:32:46.179306] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:46.421046] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:46.662717] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:32:46.895720] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:32:47.128904] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:47.364789] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:47.614922] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:47.879483] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:48.131308] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:48.382453] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:48.382683] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T09:32:48.382748] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12339 tests [2025-11-21T09:32:48.382806] [INFO ] [CONFIGURE ] CHPT: Testing feature 12/29: add_obv_interval [2025-11-21T09:32:48.382860] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T09:32:48.611050] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:48.835378] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:49.059959] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:49.279196] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:49.497914] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:49.721315] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:49.945700] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:50.189550] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:50.426491] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:50.691790] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:50.691996] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T09:32:50.692058] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12338 tests [2025-11-21T09:32:50.692142] [INFO ] [CONFIGURE ] CHPT: Testing feature 13/29: add_opening_strength [2025-11-21T09:32:50.692204] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:32:50.972728] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:51.226745] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:51.481314] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:51.751794] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:52.011517] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:52.264485] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:52.521033] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:52.810164] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:53.084966] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:53.346610] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:53.346802] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:32:53.346862] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12337 tests [2025-11-21T09:32:53.346912] [INFO ] [CONFIGURE ] CHPT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:32:53.346956] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T09:32:53.619799] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:53.903420] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:54.164805] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:54.408230] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:54.649558] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:32:54.893877] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:55.144592] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:55.387752] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:55.641373] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:55.911911] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:55.912087] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:32:55.912146] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12336 tests [2025-11-21T09:32:55.912204] [INFO ] [CONFIGURE ] CHPT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:32:55.912250] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T09:32:56.157052] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:56.387815] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:56.627935] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:56.856482] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:57.082251] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:57.313136] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:32:57.547035] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:32:57.780702] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:32:58.018026] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:32:58.258070] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:32:58.258254] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:32:58.258303] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12335 tests [2025-11-21T09:32:58.258365] [INFO ] [CONFIGURE ] CHPT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:32:58.258402] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T09:32:58.517453] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:32:58.773010] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:32:59.028832] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:32:59.279878] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:32:59.534043] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:32:59.786377] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:00.058070] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:00.321116] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:00.586860] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:00.856280] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:00.856467] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:33:00.856525] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12334 tests [2025-11-21T09:33:00.856594] [INFO ] [CONFIGURE ] CHPT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:33:00.856683] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T09:33:01.787821] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:02.231358] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:02.492919] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:02.776377] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:33:03.019322] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:03.328768] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:03.682445] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:03.983252] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:04.226516] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:04.488117] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:04.488299] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T09:33:04.488354] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12333 tests [2025-11-21T09:33:04.488433] [INFO ] [CONFIGURE ] CHPT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:33:04.488478] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T09:33:04.697279] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:33:04.900599] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:05.113836] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:05.326953] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:05.538306] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:05.752280] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:05.964164] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:06.183011] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:06.399410] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:06.618313] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:06.618483] [INFO ] [CONFIGURE ] CHPT: KEPT add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:33:06.618532] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12332 tests [2025-11-21T09:33:06.618571] [INFO ] [CONFIGURE ] CHPT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:33:06.618605] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T09:33:06.874502] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:07.120506] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:07.376226] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:07.650812] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:07.899874] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:08.154912] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:08.407563] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:08.668040] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:08.917619] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:09.194012] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:09.194289] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:33:09.194360] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12331 tests [2025-11-21T09:33:09.194412] [INFO ] [CONFIGURE ] CHPT: Testing feature 20/29: add_price_rejection [2025-11-21T09:33:09.194457] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T09:33:09.449306] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:09.719753] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:09.979846] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:33:10.240447] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:10.502351] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:10.767049] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:11.031919] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:11.290959] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:11.554531] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:11.825203] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:11.825462] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T09:33:11.825534] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12330 tests [2025-11-21T09:33:11.825588] [INFO ] [CONFIGURE ] CHPT: Testing feature 21/29: add_range_position [2025-11-21T09:33:11.825634] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T09:33:12.114279] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:33:12.409576] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:12.686209] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:12.971274] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:13.249405] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:13.535548] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:13.831998] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:14.127004] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:14.419675] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:14.716766] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:14.717033] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:33:14.717115] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12329 tests [2025-11-21T09:33:14.717171] [INFO ] [CONFIGURE ] CHPT: Testing feature 22/29: add_realized_volatility [2025-11-21T09:33:14.717217] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T09:33:15.081187] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:15.449192] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:15.824934] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:33:16.196868] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:16.578404] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:16.952491] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:17.328050] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:17.711231] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:18.097448] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:18.486766] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:18.487037] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T09:33:18.487143] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12328 tests [2025-11-21T09:33:18.487201] [INFO ] [CONFIGURE ] CHPT: Testing feature 23/29: add_recent_range_context [2025-11-21T09:33:18.487248] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T09:33:18.748184] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:19.009889] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:19.270824] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:19.527775] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:19.789669] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:20.045684] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:20.308889] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:20.575045] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:20.837985] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:21.116151] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:21.116461] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T09:33:21.116538] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12327 tests [2025-11-21T09:33:21.116593] [INFO ] [CONFIGURE ] CHPT: Testing feature 24/29: add_rsi [2025-11-21T09:33:21.116664] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T09:33:21.436865] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:21.748820] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:22.078402] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:22.396159] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:22.708669] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:23.028593] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:23.363659] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:23.690337] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:24.011438] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:24.338572] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:24.338871] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:33:24.338938] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12326 tests [2025-11-21T09:33:24.338993] [INFO ] [CONFIGURE ] CHPT: Testing feature 25/29: add_tick_distribution [2025-11-21T09:33:24.339042] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T09:33:24.605697] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:24.879097] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:25.152097] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:25.419934] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:25.693047] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:25.968390] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:26.241079] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:26.515155] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:26.792619] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:27.064623] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:27.064911] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T09:33:27.064975] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12325 tests [2025-11-21T09:33:27.065029] [INFO ] [CONFIGURE ] CHPT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:33:27.065078] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T09:33:27.341571] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:27.617020] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:27.891959] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:33:28.165279] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:28.441720] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:28.720832] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:28.994945] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:29.282357] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:29.547750] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:29.818675] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:29.818923] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T09:33:29.818984] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12324 tests [2025-11-21T09:33:29.819036] [INFO ] [CONFIGURE ] CHPT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:33:29.819081] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T09:33:30.090426] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:30.363310] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:30.638430] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:30.920172] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:31.190247] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:31.453355] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:31.715407] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:31.982670] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:32.249964] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:32.516233] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:32.516412] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:33:32.516469] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12323 tests [2025-11-21T09:33:32.516516] [INFO ] [CONFIGURE ] CHPT: Testing feature 28/29: add_volume_profile [2025-11-21T09:33:32.516560] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T09:33:32.766085] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:33.027502] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:33.304331] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:33:33.585688] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:33:33.876540] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:34.155285] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:34.434298] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:34.724050] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:35.005082] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:35.284980] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:35.285237] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T09:33:35.285299] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12322 tests [2025-11-21T09:33:35.285350] [INFO ] [CONFIGURE ] CHPT: Testing feature 29/29: add_vwap [2025-11-21T09:33:35.285395] [INFO ] [CONFIGURE ] CHPT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T09:33:35.557709] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:33:35.831791] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:33:36.108969] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:33:36.385405] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:33:36.658366] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:33:36.933162] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:37.204174] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:37.490522] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:37.744126] [DEBUG] [FORECASTER] CHPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:38.002818] [DEBUG] [FORECASTER] CHPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:33:38.003022] [INFO ] [CONFIGURE ] CHPT: DISCARDED add_vwap (score: 30.00%) [2025-11-21T09:33:38.003100] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12321 tests [2025-11-21T09:33:38.003159] [INFO ] [CONFIGURE ] CHPT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:33:38.003208] [INFO ] [CONFIGURE ] CHPT: Best accuracy: 60.00% [2025-11-21T09:33:38.003249] [INFO ] [CONFIGURE ] CHPT: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T09:33:38.003288] [INFO ] [CONFIGURE ] CHPT: Improvement over baseline: 20.00% [2025-11-21T09:33:38.003324] [INFO ] [CONFIGURE ] CHPT: Total time: 1.3 minutes [2025-11-21T09:33:38.003360] [INFO ] [CONFIGURE ] CHPT: Average time per feature: 2.7 seconds [2025-11-21T09:33:38.003396] [INFO ] [CONFIGURE ] CHPT: Average speed: 0.38 features/sec [2025-11-21T09:33:38.003830] [INFO ] [LOCAL ] Saved configuration for CHPT: 2 features, 60.00% accuracy -> ./output/feature-sets/CHPT.json [2025-11-21T09:33:38.003890] [INFO ] [CONFIGURE ] CHPT: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T09:33:38.003938] [INFO ] [sig ] [301/723] Successfully configured CHPT | 0.01 sym/s | Total: 7.0h | ETA: 9.8h [2025-11-21T09:33:38.003982] [INFO ] [sig ] [302/723] Configuring CHT... [2025-11-21T09:33:38.004022] [INFO ] [CONFIGURE ] CHT: Configurate test run. [2025-11-21T09:33:38.004062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'. [2025-11-21T09:33:38.050094] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHT'. [2025-11-21T09:33:38.050461] [INFO ] [CONFIGURE ] CHT: Testing with 29 available features [2025-11-21T09:33:38.050525] [INFO ] [CONFIGURE ] CHT: Establishing baseline with no features... [2025-11-21T09:33:38.229718] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:38.407607] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:33:38.596170] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:38.784049] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:38.967175] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:39.143813] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:39.330222] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:39.513146] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:33:39.705034] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:33:39.888881] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:33:39.889060] [INFO ] [CONFIGURE ] CHT: Baseline score (no features): 50.00% [2025-11-21T09:33:39.889117] [INFO ] [CONFIGURE ] CHT: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:33:39.889157] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:33:40.098202] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:40.305672] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:33:40.535925] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:40.755013] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:40.967752] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:41.178163] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:33:41.397024] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:33:41.619746] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:41.841503] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:42.056823] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:33:42.057057] [INFO ] [CONFIGURE ] CHT: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T09:33:42.057152] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12320 tests [2025-11-21T09:33:42.057213] [INFO ] [CONFIGURE ] CHT: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:33:42.057269] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:33:42.315839] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:42.572402] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:33:42.830257] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:43.110315] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:43.363793] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:43.619062] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:43.871746] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:44.121830] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:44.361549] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:44.598594] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:33:44.598804] [INFO ] [CONFIGURE ] CHT: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:33:44.598862] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12319 tests [2025-11-21T09:33:44.598984] [INFO ] [CONFIGURE ] CHT: Testing feature 3/29: add_daily_returns [2025-11-21T09:33:44.599034] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:33:44.825923] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:45.045579] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:33:45.259374] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:45.478980] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:45.702174] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:45.918474] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:46.156993] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:46.378393] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:46.599522] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:46.825672] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:33:46.825855] [INFO ] [CONFIGURE ] CHT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T09:33:46.825903] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12318 tests [2025-11-21T09:33:46.825942] [INFO ] [CONFIGURE ] CHT: Testing feature 4/29: add_ema [2025-11-21T09:33:46.825979] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:33:47.071248] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:47.323299] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:33:47.567691] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:47.817413] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:48.062696] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:48.311694] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:33:48.563395] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:33:48.820339] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:49.068780] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:49.320060] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:33:49.320288] [INFO ] [CONFIGURE ] CHT: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:33:49.320361] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12317 tests [2025-11-21T09:33:49.320417] [INFO ] [CONFIGURE ] CHT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:33:49.320468] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:33:49.572748] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:49.818805] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:33:50.069393] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:50.316864] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:50.586736] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:50.859629] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:51.137998] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:33:51.419880] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:51.700829] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:51.980106] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:33:51.980354] [INFO ] [CONFIGURE ] CHT: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T09:33:51.980419] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12316 tests [2025-11-21T09:33:51.980464] [INFO ] [CONFIGURE ] CHT: Testing feature 6/29: add_failed_moves [2025-11-21T09:33:51.980510] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:33:52.215356] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:52.445849] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:33:52.679209] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:52.919272] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:53.161194] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:53.395586] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:53.640464] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:33:53.908526] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:54.165377] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:54.400937] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:33:54.401258] [INFO ] [CONFIGURE ] CHT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:33:54.401390] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12315 tests [2025-11-21T09:33:54.401498] [INFO ] [CONFIGURE ] CHT: Testing feature 7/29: add_lag_shelf [2025-11-21T09:33:54.401591] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T09:33:54.622628] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:54.844740] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:33:55.068275] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:55.296713] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:55.542931] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:55.819931] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:33:56.120238] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:33:56.384451] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:56.650929] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:56.866774] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:33:56.867153] [INFO ] [CONFIGURE ] CHT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:33:56.867266] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12314 tests [2025-11-21T09:33:56.867389] [INFO ] [CONFIGURE ] CHT: Testing feature 8/29: add_macd [2025-11-21T09:33:56.867477] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T09:33:57.160204] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:33:57.450616] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:33:57.770736] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:33:58.087520] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:33:58.394838] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:33:58.688018] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:33:58.982351] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:33:59.273686] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:33:59.565148] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:33:59.858501] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:33:59.858703] [INFO ] [CONFIGURE ] CHT: DISCARDED add_macd (score: 60.00%) [2025-11-21T09:33:59.858761] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12313 tests [2025-11-21T09:33:59.858808] [INFO ] [CONFIGURE ] CHT: Testing feature 9/29: add_mfi [2025-11-21T09:33:59.858849] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T09:34:00.063192] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:00.911675] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:01.121245] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:01.421813] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:01.635387] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:01.849837] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:02.066385] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:34:02.273447] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:34:02.486597] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:02.695992] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:34:02.696176] [INFO ] [CONFIGURE ] CHT: DISCARDED add_mfi (score: 70.00%) [2025-11-21T09:34:02.696245] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12312 tests [2025-11-21T09:34:02.696294] [INFO ] [CONFIGURE ] CHT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:34:02.696339] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:34:03.000972] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:03.309341] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:03.625909] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:03.924938] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:04.229383] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:04.536070] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:04.845486] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:34:05.146361] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:05.448582] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:05.750166] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:05.750409] [INFO ] [CONFIGURE ] CHT: KEPT add_momentum_acceleration (score: 90.00%) [2025-11-21T09:34:05.750469] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12311 tests [2025-11-21T09:34:05.750515] [INFO ] [CONFIGURE ] CHT: Testing feature 11/29: add_obv_daily [2025-11-21T09:34:05.750559] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T09:34:06.076809] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:06.421309] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:34:06.761747] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:07.122533] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:07.489400] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:07.840084] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:34:08.195912] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:08.602992] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:09.017512] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:09.343783] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:34:09.343969] [INFO ] [CONFIGURE ] CHT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T09:34:09.344028] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12310 tests [2025-11-21T09:34:09.344075] [INFO ] [CONFIGURE ] CHT: Testing feature 12/29: add_obv_interval [2025-11-21T09:34:09.344117] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T09:34:09.682871] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:10.016023] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:10.331044] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:10.664579] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:11.015611] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:11.357323] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:11.677416] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:34:12.040608] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:12.394978] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:12.766495] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:12.766708] [INFO ] [CONFIGURE ] CHT: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T09:34:12.766766] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12309 tests [2025-11-21T09:34:12.766814] [INFO ] [CONFIGURE ] CHT: Testing feature 13/29: add_opening_strength [2025-11-21T09:34:12.766859] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:34:13.176300] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:13.557195] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:13.942839] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:14.323449] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:14.700904] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:15.095591] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:15.485809] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:15.858368] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:34:16.242191] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:16.632503] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:16.632741] [INFO ] [CONFIGURE ] CHT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:34:16.632805] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12308 tests [2025-11-21T09:34:16.632857] [INFO ] [CONFIGURE ] CHT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:34:16.632901] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T09:34:16.997867] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:17.352076] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:17.726828] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:18.078931] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:18.431202] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:18.763850] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:19.117408] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:19.470916] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:19.801277] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:20.142238] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:20.142425] [INFO ] [CONFIGURE ] CHT: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T09:34:20.142481] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12307 tests [2025-11-21T09:34:20.142522] [INFO ] [CONFIGURE ] CHT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:34:20.142567] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T09:34:20.461624] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:20.782320] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:21.116624] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:21.437526] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:21.750522] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:22.065047] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:22.383090] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:22.697991] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:23.011209] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:23.344591] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:34:23.344887] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:34:23.344950] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12306 tests [2025-11-21T09:34:23.344998] [INFO ] [CONFIGURE ] CHT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:34:23.345044] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T09:34:23.685056] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:24.018086] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:24.345120] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:24.669743] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:25.025776] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:25.383284] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:25.739201] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:34:26.088570] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:26.439805] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:26.800438] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:34:26.800626] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T09:34:26.800843] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12305 tests [2025-11-21T09:34:26.800899] [INFO ] [CONFIGURE ] CHT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:34:26.800946] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T09:34:27.137751] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:27.467177] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:27.801023] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:28.137505] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:28.469508] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:28.813080] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:29.154543] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:29.490254] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:34:29.825467] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:30.162413] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:30.162632] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:34:30.162713] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12304 tests [2025-11-21T09:34:30.162762] [INFO ] [CONFIGURE ] CHT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:34:30.162809] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T09:34:30.473815] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:30.802478] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:31.114923] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:31.430833] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:31.758732] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:32.094328] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:32.423094] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:32.743896] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:33.062978] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:33.399956] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:33.400149] [INFO ] [CONFIGURE ] CHT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:34:33.400214] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12303 tests [2025-11-21T09:34:33.400266] [INFO ] [CONFIGURE ] CHT: Testing feature 20/29: add_price_rejection [2025-11-21T09:34:33.400305] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T09:34:33.755466] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:34.126054] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:34.485410] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:34.848456] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:35.203409] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:35.561952] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:35.922363] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:36.279538] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:34:36.642981] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:37.005703] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:37.005897] [INFO ] [CONFIGURE ] CHT: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T09:34:37.005958] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12302 tests [2025-11-21T09:34:37.006008] [INFO ] [CONFIGURE ] CHT: Testing feature 21/29: add_range_position [2025-11-21T09:34:37.006046] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T09:34:37.370905] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:37.759687] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:38.124806] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:38.484748] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:38.851494] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:39.229198] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:39.594545] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:34:39.953058] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:34:40.317934] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:40.698076] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:40.698334] [INFO ] [CONFIGURE ] CHT: DISCARDED add_range_position (score: 80.00%) [2025-11-21T09:34:40.698400] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12301 tests [2025-11-21T09:34:40.698453] [INFO ] [CONFIGURE ] CHT: Testing feature 22/29: add_realized_volatility [2025-11-21T09:34:40.698498] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T09:34:41.179160] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:41.634579] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:42.091046] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:42.567090] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:43.033059] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:43.518450] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:44.110613] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:34:44.568994] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:34:44.996305] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:45.422812] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:45.423045] [INFO ] [CONFIGURE ] CHT: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T09:34:45.423121] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12300 tests [2025-11-21T09:34:45.423174] [INFO ] [CONFIGURE ] CHT: Testing feature 23/29: add_recent_range_context [2025-11-21T09:34:45.423220] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T09:34:45.748881] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:46.085374] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:46.411363] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:46.747423] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:47.067441] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:47.398020] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:47.742363] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:48.075441] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:48.395620] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:48.723625] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:48.723845] [INFO ] [CONFIGURE ] CHT: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T09:34:48.723907] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12299 tests [2025-11-21T09:34:48.723958] [INFO ] [CONFIGURE ] CHT: Testing feature 24/29: add_rsi [2025-11-21T09:34:48.724005] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T09:34:49.088548] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:49.435320] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:49.795565] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:50.164023] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:50.524363] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:50.899837] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:51.270629] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:34:51.630603] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:52.017561] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:52.399990] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:52.400181] [INFO ] [CONFIGURE ] CHT: DISCARDED add_rsi (score: 90.00%) [2025-11-21T09:34:52.400241] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12298 tests [2025-11-21T09:34:52.400290] [INFO ] [CONFIGURE ] CHT: Testing feature 25/29: add_tick_distribution [2025-11-21T09:34:52.400335] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T09:34:52.736076] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:53.095113] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:53.430414] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:53.743858] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:54.058507] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:54.365685] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:54.669706] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:34:54.972699] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:34:55.276672] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:55.579705] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:55.579879] [INFO ] [CONFIGURE ] CHT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T09:34:55.579936] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12297 tests [2025-11-21T09:34:55.579983] [INFO ] [CONFIGURE ] CHT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:34:55.580027] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T09:34:55.909086] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:56.232011] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:56.550557] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:34:56.860400] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:34:57.181706] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:34:57.497699] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:34:57.813017] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:34:58.131713] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:34:58.451856] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:34:58.770283] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:34:58.770543] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:34:58.770603] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12296 tests [2025-11-21T09:34:58.770670] [INFO ] [CONFIGURE ] CHT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:34:58.770718] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T09:34:59.107531] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:34:59.438349] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:34:59.776866] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:00.114532] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:35:01.155395] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:35:01.649745] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:01.999411] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:35:02.368406] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:35:02.707202] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:35:03.038933] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:03.039131] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:35:03.039188] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12295 tests [2025-11-21T09:35:03.039235] [INFO ] [CONFIGURE ] CHT: Testing feature 28/29: add_volume_profile [2025-11-21T09:35:03.039270] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T09:35:03.385227] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:03.731611] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:04.058816] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:04.374441] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:35:04.694465] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:35:05.015791] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:05.340068] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:35:05.656270] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:35:05.970420] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:35:06.288044] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:35:06.288213] [INFO ] [CONFIGURE ] CHT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T09:35:06.288268] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12294 tests [2025-11-21T09:35:06.288314] [INFO ] [CONFIGURE ] CHT: Testing feature 29/29: add_vwap [2025-11-21T09:35:06.288355] [INFO ] [CONFIGURE ] CHT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T09:35:06.615351] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:06.934504] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:07.255260] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:07.585668] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:35:07.913983] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:35:08.251875] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:08.572430] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:35:08.901988] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:35:09.249365] [DEBUG] [FORECASTER] CHT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:35:09.592717] [DEBUG] [FORECASTER] CHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:09.592937] [INFO ] [CONFIGURE ] CHT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:35:09.592995] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12293 tests [2025-11-21T09:35:09.593040] [INFO ] [CONFIGURE ] CHT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:35:09.593091] [INFO ] [CONFIGURE ] CHT: Best accuracy: 90.00% [2025-11-21T09:35:09.593141] [INFO ] [CONFIGURE ] CHT: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:35:09.593189] [INFO ] [CONFIGURE ] CHT: Improvement over baseline: 40.00% [2025-11-21T09:35:09.593227] [INFO ] [CONFIGURE ] CHT: Total time: 1.5 minutes [2025-11-21T09:35:09.593264] [INFO ] [CONFIGURE ] CHT: Average time per feature: 3.2 seconds [2025-11-21T09:35:09.593302] [INFO ] [CONFIGURE ] CHT: Average speed: 0.32 features/sec [2025-11-21T09:35:09.593620] [INFO ] [LOCAL ] Saved configuration for CHT: 3 features, 90.00% accuracy -> ./output/feature-sets/CHT.json [2025-11-21T09:35:09.593697] [INFO ] [CONFIGURE ] CHT: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T09:35:09.593742] [INFO ] [sig ] [302/723] Successfully configured CHT | 0.01 sym/s | Total: 7.0h | ETA: 9.8h [2025-11-21T09:35:09.593785] [INFO ] [sig ] [303/723] Configuring CHWY... [2025-11-21T09:35:09.593821] [INFO ] [CONFIGURE ] CHWY: Configurate test run. [2025-11-21T09:35:09.593860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-11-21T09:35:09.788049] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHWY'. [2025-11-21T09:35:09.788401] [INFO ] [CONFIGURE ] CHWY: Testing with 29 available features [2025-11-21T09:35:09.788462] [INFO ] [CONFIGURE ] CHWY: Establishing baseline with no features... [2025-11-21T09:35:09.979700] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:10.174083] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:10.375667] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:10.565552] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:10.753735] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:10.946774] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:11.137577] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:11.329715] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:11.521750] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:11.722002] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:11.722163] [INFO ] [CONFIGURE ] CHWY: Baseline score (no features): 50.00% [2025-11-21T09:35:11.722212] [INFO ] [CONFIGURE ] CHWY: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:35:11.722252] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:35:11.976417] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:12.203810] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:12.426904] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:12.652417] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:12.880338] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:13.109899] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:13.335608] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:13.566429] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:13.799779] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:14.029256] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:35:14.029442] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T09:35:14.029490] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12292 tests [2025-11-21T09:35:14.029529] [INFO ] [CONFIGURE ] CHWY: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:35:14.029563] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:35:14.261401] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:14.504612] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:14.737861] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:14.973790] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:15.224434] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:15.451031] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:15.679918] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:15.907136] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:16.146871] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:16.393189] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:35:16.393381] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:35:16.393431] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12291 tests [2025-11-21T09:35:16.393472] [INFO ] [CONFIGURE ] CHWY: Testing feature 3/29: add_daily_returns [2025-11-21T09:35:16.393509] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_daily_returns'] [2025-11-21T09:35:16.592688] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:16.791191] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:16.991762] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:17.197804] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:17.402242] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:17.621768] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:17.834171] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:18.043393] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:18.254173] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:18.463289] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:18.463668] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T09:35:18.463811] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12290 tests [2025-11-21T09:35:18.463965] [INFO ] [CONFIGURE ] CHWY: Testing feature 4/29: add_ema [2025-11-21T09:35:18.464052] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_ema'] [2025-11-21T09:35:18.703634] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:18.955761] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:19.203198] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:19.445384] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:19.695763] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:19.951488] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:20.211321] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:20.475855] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:20.730900] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:20.980692] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:20.981031] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_ema (score: 30.00%) [2025-11-21T09:35:20.981137] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12289 tests [2025-11-21T09:35:20.981260] [INFO ] [CONFIGURE ] CHWY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:35:20.981367] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:35:21.220373] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:21.463217] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:21.712003] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:21.961324] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:22.205556] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:22.443273] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:22.694211] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:22.933127] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:23.192318] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:23.453388] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:23.453593] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T09:35:23.453704] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12288 tests [2025-11-21T09:35:23.453789] [INFO ] [CONFIGURE ] CHWY: Testing feature 6/29: add_failed_moves [2025-11-21T09:35:23.453853] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_failed_moves'] [2025-11-21T09:35:23.672354] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:23.890188] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:24.100432] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:24.310466] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:24.511660] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:24.713490] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:24.920977] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:25.125317] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:25.335849] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:25.541131] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:25.541300] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:35:25.541347] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12287 tests [2025-11-21T09:35:25.541385] [INFO ] [CONFIGURE ] CHWY: Testing feature 7/29: add_lag_shelf [2025-11-21T09:35:25.541420] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_lag_shelf'] [2025-11-21T09:35:25.726124] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:25.919855] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:26.109823] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:26.309282] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:26.506376] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:26.698204] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:26.888356] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:27.094813] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:27.291924] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:27.487419] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:27.487593] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T09:35:27.487662] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12286 tests [2025-11-21T09:35:27.487896] [INFO ] [CONFIGURE ] CHWY: Testing feature 8/29: add_macd [2025-11-21T09:35:27.487997] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:35:27.787349] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:28.076599] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:28.372700] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:28.671334] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:28.983957] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:29.288635] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:29.578002] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:29.863909] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:30.158199] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:35:30.453352] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:30.453545] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:35:30.453630] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12285 tests [2025-11-21T09:35:30.453707] [INFO ] [CONFIGURE ] CHWY: Testing feature 9/29: add_mfi [2025-11-21T09:35:30.453753] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_mfi'] [2025-11-21T09:35:30.660556] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:30.873021] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:31.087142] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:31.291035] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:31.499533] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:31.710822] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:31.922056] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:32.127286] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:32.329711] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:32.533801] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:32.533984] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_mfi (score: 40.00%) [2025-11-21T09:35:32.534032] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12284 tests [2025-11-21T09:35:32.534071] [INFO ] [CONFIGURE ] CHWY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:35:32.534107] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:35:32.821158] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:33.117105] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:33.394459] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:33.659090] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:33.947871] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:34.228488] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:34.501195] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:34.789504] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:35.078402] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:35.357294] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:35.357513] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T09:35:35.357573] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12283 tests [2025-11-21T09:35:35.357623] [INFO ] [CONFIGURE ] CHWY: Testing feature 11/29: add_obv_daily [2025-11-21T09:35:35.357687] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_daily'] [2025-11-21T09:35:35.546290] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:35.737984] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:35.931517] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:36.126585] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:36.317464] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:36.511691] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:36.705616] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:36.914133] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:37.126621] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:37.326576] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:37.326922] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T09:35:37.327029] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12282 tests [2025-11-21T09:35:37.327170] [INFO ] [CONFIGURE ] CHWY: Testing feature 12/29: add_obv_interval [2025-11-21T09:35:37.327263] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval'] [2025-11-21T09:35:37.520257] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:37.718590] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:37.919061] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:38.117280] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:38.312210] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:38.506873] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:38.704668] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:38.901912] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:35:39.098548] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:35:39.294980] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:39.295321] [INFO ] [CONFIGURE ] CHWY: KEPT add_obv_interval (score: 90.00%) [2025-11-21T09:35:39.295428] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12281 tests [2025-11-21T09:35:39.295516] [INFO ] [CONFIGURE ] CHWY: Testing feature 13/29: add_opening_strength [2025-11-21T09:35:39.295660] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:35:39.524421] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:35:39.754886] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:39.984095] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:40.224394] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:40.450165] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:40.681094] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:40.916455] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:41.153160] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:41.385440] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:41.616737] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:41.616944] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T09:35:41.617008] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12280 tests [2025-11-21T09:35:41.617061] [INFO ] [CONFIGURE ] CHWY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:35:41.617129] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T09:35:41.845752] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:42.099312] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:42.326555] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:42.567266] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:42.795416] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:43.030017] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:43.250360] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:43.474659] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:35:43.692371] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:43.920119] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:43.920290] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:35:43.920347] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12279 tests [2025-11-21T09:35:43.920388] [INFO ] [CONFIGURE ] CHWY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:35:43.920434] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T09:35:44.122196] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:44.318373] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:44.514524] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:44.713118] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:44.925791] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:45.125901] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:45.330871] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:45.531969] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:45.734178] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:35:45.927252] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:45.927421] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:35:45.927468] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12278 tests [2025-11-21T09:35:45.927506] [INFO ] [CONFIGURE ] CHWY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:35:45.927541] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T09:35:46.141669] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:46.357796] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:46.582457] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:35:46.800490] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:47.021995] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:47.244879] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:47.467914] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:47.693504] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:47.925266] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:35:48.143560] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:48.143776] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:35:48.143856] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12277 tests [2025-11-21T09:35:48.143911] [INFO ] [CONFIGURE ] CHWY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:35:48.143961] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T09:35:48.363481] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:48.592416] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:48.818209] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:49.047594] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:49.289076] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:49.504357] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:49.725092] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:49.946463] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:50.173044] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:50.392551] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:50.392746] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:35:50.392806] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12276 tests [2025-11-21T09:35:50.392854] [INFO ] [CONFIGURE ] CHWY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:35:50.392896] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T09:35:50.587921] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:50.788590] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:35:50.990922] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:51.193577] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:51.402475] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:51.607614] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:51.847380] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:52.079574] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:35:52.326148] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:35:52.529990] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:52.530382] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:35:52.530497] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12275 tests [2025-11-21T09:35:52.530625] [INFO ] [CONFIGURE ] CHWY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:35:52.530769] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T09:35:52.743544] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:52.918878] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:53.086594] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:53.256115] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:53.447828] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:53.636278] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:53.824376] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:54.021564] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:35:54.210171] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:35:54.398547] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:54.398726] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:35:54.398809] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12274 tests [2025-11-21T09:35:54.398865] [INFO ] [CONFIGURE ] CHWY: Testing feature 20/29: add_price_rejection [2025-11-21T09:35:54.398912] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_price_rejection'] [2025-11-21T09:35:54.612125] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:54.824228] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:55.039510] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:55.257475] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:35:55.473761] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:35:55.695818] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:55.916806] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:35:56.134473] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:35:56.356932] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:35:56.575776] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:56.575987] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T09:35:56.576040] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12273 tests [2025-11-21T09:35:56.576081] [INFO ] [CONFIGURE ] CHWY: Testing feature 21/29: add_range_position [2025-11-21T09:35:56.576117] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_range_position'] [2025-11-21T09:35:56.806419] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:57.040059] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:57.274870] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:35:57.505613] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:35:57.722702] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:35:57.934990] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:35:58.147490] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:35:58.366626] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:35:58.599410] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:35:58.839660] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:35:58.839892] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_range_position (score: 50.00%) [2025-11-21T09:35:58.839951] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12272 tests [2025-11-21T09:35:58.839995] [INFO ] [CONFIGURE ] CHWY: Testing feature 22/29: add_realized_volatility [2025-11-21T09:35:58.840038] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_realized_volatility'] [2025-11-21T09:35:59.147448] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:35:59.451056] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:35:59.754426] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:36:00.082804] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:36:00.409930] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:36:01.410292] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:01.736489] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:02.054214] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:36:02.369823] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:36:02.682798] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:36:02.683021] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:36:02.683083] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12271 tests [2025-11-21T09:36:02.683133] [INFO ] [CONFIGURE ] CHWY: Testing feature 23/29: add_recent_range_context [2025-11-21T09:36:02.683178] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_recent_range_context'] [2025-11-21T09:36:02.898351] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:03.114777] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:03.322680] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:36:03.523817] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:36:03.733101] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:36:03.934382] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:04.146810] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:04.369958] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:36:04.593521] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:36:04.818892] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:36:04.819082] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:36:04.819284] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12270 tests [2025-11-21T09:36:04.819393] [INFO ] [CONFIGURE ] CHWY: Testing feature 24/29: add_rsi [2025-11-21T09:36:04.819464] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T09:36:05.095860] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:05.368062] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:05.650532] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:36:05.924982] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:36:06.207425] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:36:06.484295] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:06.755906] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:07.027993] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:36:07.321253] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:36:07.600821] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:36:07.601057] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:36:07.601119] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12269 tests [2025-11-21T09:36:07.601169] [INFO ] [CONFIGURE ] CHWY: Testing feature 25/29: add_tick_distribution [2025-11-21T09:36:07.601216] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_tick_distribution'] [2025-11-21T09:36:07.829324] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:08.054499] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:08.281376] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:36:08.507637] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:36:08.732660] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:36:08.961628] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:09.201739] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:09.425704] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:36:09.660275] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:36:09.881444] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:36:09.881626] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:36:09.881698] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12268 tests [2025-11-21T09:36:09.881789] [INFO ] [CONFIGURE ] CHWY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:36:09.881894] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T09:36:10.106861] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:10.330204] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:10.552274] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:36:10.774879] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:36:11.000899] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:36:11.237152] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:11.461269] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:11.687491] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:36:11.943445] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:36:12.178599] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:36:12.178893] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:36:12.178945] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12267 tests [2025-11-21T09:36:12.179062] [INFO ] [CONFIGURE ] CHWY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:36:12.179103] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T09:36:12.434935] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:12.714495] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:12.977715] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:36:13.228590] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:36:13.480197] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:36:13.733776] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:13.986821] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:14.254781] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:36:14.509877] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:36:14.761574] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:36:14.761864] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:36:14.761926] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12266 tests [2025-11-21T09:36:14.761974] [INFO ] [CONFIGURE ] CHWY: Testing feature 28/29: add_volume_profile [2025-11-21T09:36:14.762020] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_volume_profile'] [2025-11-21T09:36:15.007698] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:15.242543] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:15.473330] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:36:15.684861] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:36:15.892377] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:36:16.105030] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:16.315948] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:16.528015] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:36:16.738094] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:36:16.951100] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:36:16.951281] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T09:36:16.951343] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12265 tests [2025-11-21T09:36:16.951398] [INFO ] [CONFIGURE ] CHWY: Testing feature 29/29: add_vwap [2025-11-21T09:36:16.951446] [INFO ] [CONFIGURE ] CHWY: Testing with features: ['add_obv_interval', 'add_vwap'] [2025-11-21T09:36:17.166011] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:17.380345] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:17.597192] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:36:17.812332] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:36:18.029141] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:36:18.251954] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:18.474484] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:18.691235] [DEBUG] [FORECASTER] CHWY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:36:18.910242] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:36:19.169254] [DEBUG] [FORECASTER] CHWY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:36:19.169416] [INFO ] [CONFIGURE ] CHWY: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:36:19.169580] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12264 tests [2025-11-21T09:36:19.169691] [INFO ] [CONFIGURE ] CHWY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:36:19.169768] [INFO ] [CONFIGURE ] CHWY: Best accuracy: 90.00% [2025-11-21T09:36:19.169818] [INFO ] [CONFIGURE ] CHWY: Best feature set (1 features): ['add_obv_interval'] [2025-11-21T09:36:19.169894] [INFO ] [CONFIGURE ] CHWY: Improvement over baseline: 40.00% [2025-11-21T09:36:19.169973] [INFO ] [CONFIGURE ] CHWY: Total time: 1.1 minutes [2025-11-21T09:36:19.170043] [INFO ] [CONFIGURE ] CHWY: Average time per feature: 2.3 seconds [2025-11-21T09:36:19.170088] [INFO ] [CONFIGURE ] CHWY: Average speed: 0.43 features/sec [2025-11-21T09:36:19.170678] [INFO ] [LOCAL ] Saved configuration for CHWY: 1 features, 90.00% accuracy -> ./output/feature-sets/CHWY.json [2025-11-21T09:36:19.170772] [INFO ] [CONFIGURE ] CHWY: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T09:36:19.170849] [INFO ] [sig ] [303/723] Successfully configured CHWY | 0.01 sym/s | Total: 7.0h | ETA: 9.8h [2025-11-21T09:36:19.170901] [INFO ] [sig ] [304/723] Configuring CI... [2025-11-21T09:36:19.170968] [INFO ] [CONFIGURE ] CI: Configurate test run. [2025-11-21T09:36:19.171081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-11-21T09:36:19.217998] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CI'. [2025-11-21T09:36:19.218423] [INFO ] [CONFIGURE ] CI: Testing with 29 available features [2025-11-21T09:36:19.218488] [INFO ] [CONFIGURE ] CI: Establishing baseline with no features... [2025-11-21T09:36:19.392145] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:36:19.567563] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:19.739364] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:19.911470] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:20.092354] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:20.264115] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:20.440386] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:36:20.613345] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:20.785826] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:20.960574] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:20.960888] [INFO ] [CONFIGURE ] CI: Baseline score (no features): 50.00% [2025-11-21T09:36:20.960998] [INFO ] [CONFIGURE ] CI: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:36:20.961059] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:36:21.162709] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:36:21.367810] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:21.580570] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:21.783581] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:21.991942] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:22.196018] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:22.403151] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:22.607189] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:22.813345] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:23.020824] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:23.020995] [INFO ] [CONFIGURE ] CI: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T09:36:23.021045] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12263 tests [2025-11-21T09:36:23.021083] [INFO ] [CONFIGURE ] CI: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:36:23.021117] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:36:23.252470] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:23.487766] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:23.724255] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:23.961396] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:36:24.209907] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:24.447114] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:24.684374] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:24.924838] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:36:25.163355] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:25.405920] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:25.406078] [INFO ] [CONFIGURE ] CI: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T09:36:25.406134] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12262 tests [2025-11-21T09:36:25.406181] [INFO ] [CONFIGURE ] CI: Testing feature 3/29: add_daily_returns [2025-11-21T09:36:25.406223] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:36:25.663554] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:25.924442] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:26.188367] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:26.440546] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:26.692449] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:26.939481] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:36:27.186483] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:27.425100] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:27.675700] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:27.929593] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:27.929774] [INFO ] [CONFIGURE ] CI: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T09:36:27.929827] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12261 tests [2025-11-21T09:36:27.929931] [INFO ] [CONFIGURE ] CI: Testing feature 4/29: add_ema [2025-11-21T09:36:27.929980] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T09:36:28.205499] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:28.487495] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:28.770826] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:29.053889] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:36:29.330306] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:36:29.611926] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:29.900399] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:30.198361] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:30.492201] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:30.784762] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:30.784970] [INFO ] [CONFIGURE ] CI: DISCARDED add_ema (score: 60.00%) [2025-11-21T09:36:30.785030] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12260 tests [2025-11-21T09:36:30.785079] [INFO ] [CONFIGURE ] CI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:36:30.785123] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:36:31.059052] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:36:31.334352] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:31.612895] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:31.893723] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:32.169270] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:36:32.446612] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:36:32.725684] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:33.033578] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:33.339188] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:33.640860] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:33.641036] [INFO ] [CONFIGURE ] CI: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T09:36:33.641093] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12259 tests [2025-11-21T09:36:33.641141] [INFO ] [CONFIGURE ] CI: Testing feature 6/29: add_failed_moves [2025-11-21T09:36:33.641186] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:36:33.885545] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:34.136134] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:34.410566] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:34.680232] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:36:34.939549] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:35.205057] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:35.468452] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:35.739149] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:36:35.990757] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:36.227557] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:36.227750] [INFO ] [CONFIGURE ] CI: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T09:36:36.227803] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12258 tests [2025-11-21T09:36:36.227851] [INFO ] [CONFIGURE ] CI: Testing feature 7/29: add_lag_shelf [2025-11-21T09:36:36.227897] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:36:36.474062] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:36.720109] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:36.985685] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:37.246525] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:37.491074] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:37.739446] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:37.987895] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:38.246842] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:38.508445] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:38.751240] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:38.751411] [INFO ] [CONFIGURE ] CI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:36:38.751465] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12257 tests [2025-11-21T09:36:38.751513] [INFO ] [CONFIGURE ] CI: Testing feature 8/29: add_macd [2025-11-21T09:36:38.751555] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:36:39.098990] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:36:39.519810] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:39.884610] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:40.276556] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:40.630411] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:36:40.973797] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:41.324972] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:41.671775] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:36:42.017457] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:42.363291] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:42.363507] [INFO ] [CONFIGURE ] CI: DISCARDED add_macd (score: 50.00%) [2025-11-21T09:36:42.363573] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12256 tests [2025-11-21T09:36:42.363636] [INFO ] [CONFIGURE ] CI: Testing feature 9/29: add_mfi [2025-11-21T09:36:42.363711] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T09:36:42.639338] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:42.913575] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:43.188131] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:43.458799] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:43.732071] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:44.008673] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:44.294841] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:44.563961] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:44.834570] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:45.109751] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:45.109947] [INFO ] [CONFIGURE ] CI: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:36:45.110005] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12255 tests [2025-11-21T09:36:45.110053] [INFO ] [CONFIGURE ] CI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:36:45.110096] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:36:45.457621] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:36:45.811051] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:46.180766] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:46.532160] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:36:46.894500] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:36:47.248430] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:47.601808] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:47.956932] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:48.307365] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:48.659712] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:48.659884] [INFO ] [CONFIGURE ] CI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:36:48.659939] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12254 tests [2025-11-21T09:36:48.659982] [INFO ] [CONFIGURE ] CI: Testing feature 11/29: add_obv_daily [2025-11-21T09:36:48.660023] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T09:36:48.935506] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:49.214427] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:49.517535] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:49.792841] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:50.071847] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:36:50.347036] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:50.622123] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:50.899104] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:51.177232] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:51.462330] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:51.462505] [INFO ] [CONFIGURE ] CI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:36:51.462561] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12253 tests [2025-11-21T09:36:51.462609] [INFO ] [CONFIGURE ] CI: Testing feature 12/29: add_obv_interval [2025-11-21T09:36:51.462667] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T09:36:51.722941] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:51.984195] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:36:52.247806] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:36:52.509392] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:52.778142] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:53.045228] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:53.320392] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:53.588764] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:36:53.853844] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:54.122714] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:54.122891] [INFO ] [CONFIGURE ] CI: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T09:36:54.122947] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12252 tests [2025-11-21T09:36:54.122997] [INFO ] [CONFIGURE ] CI: Testing feature 13/29: add_opening_strength [2025-11-21T09:36:54.123041] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:36:54.412296] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:54.700103] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:54.994945] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:55.290947] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:36:55.584083] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:36:55.887900] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:56.217787] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:56.527990] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:36:56.823927] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:57.113154] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:57.113367] [INFO ] [CONFIGURE ] CI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T09:36:57.113428] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12251 tests [2025-11-21T09:36:57.113475] [INFO ] [CONFIGURE ] CI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:36:57.113518] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T09:36:57.387738] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:36:57.658453] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:36:57.930307] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:36:58.202897] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:36:58.469210] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:36:58.746241] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:36:59.021577] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:36:59.300334] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:36:59.597111] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:36:59.903210] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:36:59.903419] [INFO ] [CONFIGURE ] CI: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:36:59.903479] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12250 tests [2025-11-21T09:36:59.903550] [INFO ] [CONFIGURE ] CI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:36:59.903618] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T09:37:00.183015] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:00.453734] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:01.473216] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:01.981531] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:02.257354] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:02.550719] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:37:02.830393] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:03.107678] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:03.378998] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:03.653895] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:03.654120] [INFO ] [CONFIGURE ] CI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T09:37:03.654180] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12249 tests [2025-11-21T09:37:03.654230] [INFO ] [CONFIGURE ] CI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:37:03.654274] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T09:37:03.949176] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:04.265726] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:37:04.580892] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:04.891964] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:05.209086] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:37:05.523176] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:05.840403] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:06.146617] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:06.460297] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:06.773196] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:06.773451] [INFO ] [CONFIGURE ] CI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:37:06.773557] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12248 tests [2025-11-21T09:37:06.773621] [INFO ] [CONFIGURE ] CI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:37:06.773701] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T09:37:07.068949] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:07.379010] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:07.668026] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:07.957775] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:08.245788] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:08.535282] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:08.837560] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:09.144959] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:09.439364] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:09.740566] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:09.740779] [INFO ] [CONFIGURE ] CI: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T09:37:09.740842] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12247 tests [2025-11-21T09:37:09.740892] [INFO ] [CONFIGURE ] CI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:37:09.740936] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T09:37:10.023238] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:10.309785] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:37:10.588976] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:10.868678] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:11.153514] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:37:11.443045] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:11.728160] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:12.007301] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:12.304219] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:12.601319] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:12.601550] [INFO ] [CONFIGURE ] CI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:37:12.601611] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12246 tests [2025-11-21T09:37:12.601683] [INFO ] [CONFIGURE ] CI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:37:12.601722] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T09:37:12.881837] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:13.152628] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:13.434397] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:13.712880] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:37:13.997286] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:14.300916] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:14.603057] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:14.895835] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:15.194881] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:15.489263] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:15.489429] [INFO ] [CONFIGURE ] CI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:37:15.489486] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12245 tests [2025-11-21T09:37:15.489533] [INFO ] [CONFIGURE ] CI: Testing feature 20/29: add_price_rejection [2025-11-21T09:37:15.489575] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T09:37:15.797710] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:16.103150] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:16.404615] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:16.722143] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:17.034068] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:17.337117] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:17.640305] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:17.945818] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:18.252502] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:18.552903] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:18.553079] [INFO ] [CONFIGURE ] CI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:37:18.553136] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12244 tests [2025-11-21T09:37:18.553183] [INFO ] [CONFIGURE ] CI: Testing feature 21/29: add_range_position [2025-11-21T09:37:18.553225] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T09:37:18.870681] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:19.190991] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:19.510786] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:19.825957] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:37:20.151164] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:37:20.474480] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:20.795524] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:21.110332] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:21.422741] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:21.739960] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:21.740131] [INFO ] [CONFIGURE ] CI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:37:21.740189] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12243 tests [2025-11-21T09:37:21.740238] [INFO ] [CONFIGURE ] CI: Testing feature 22/29: add_realized_volatility [2025-11-21T09:37:21.740386] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T09:37:22.118810] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:22.496528] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:37:22.870367] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:37:23.252005] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:23.639515] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:24.012874] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:24.409598] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:37:24.798697] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:25.195086] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:25.589063] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:25.589256] [INFO ] [CONFIGURE ] CI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:37:25.589324] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12242 tests [2025-11-21T09:37:25.589381] [INFO ] [CONFIGURE ] CI: Testing feature 23/29: add_recent_range_context [2025-11-21T09:37:25.589433] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T09:37:25.891335] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:37:26.181385] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:26.477513] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:26.778848] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:27.068220] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:27.358170] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:27.647199] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:27.934133] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:28.225951] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:28.516847] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:28.517022] [INFO ] [CONFIGURE ] CI: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T09:37:28.517093] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12241 tests [2025-11-21T09:37:28.517143] [INFO ] [CONFIGURE ] CI: Testing feature 24/29: add_rsi [2025-11-21T09:37:28.517217] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T09:37:28.849265] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:29.186837] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:29.530973] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:29.878876] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:37:30.219937] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:30.542241] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:30.866557] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:31.197912] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:31.525177] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:31.887505] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:31.887735] [INFO ] [CONFIGURE ] CI: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:37:31.887985] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12240 tests [2025-11-21T09:37:31.888036] [INFO ] [CONFIGURE ] CI: Testing feature 25/29: add_tick_distribution [2025-11-21T09:37:31.888073] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T09:37:32.222374] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:32.539767] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:32.836978] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:33.117233] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:33.407390] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:33.680009] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:33.956047] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:34.235825] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:34.513845] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:34.792972] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:34.793173] [INFO ] [CONFIGURE ] CI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:37:34.793267] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12239 tests [2025-11-21T09:37:34.793322] [INFO ] [CONFIGURE ] CI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:37:34.793368] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T09:37:35.057104] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:35.316753] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:35.582021] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:35.853539] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:37:36.109290] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:36.367080] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:36.616683] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:36.875544] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:37:37.153673] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:37.411987] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:37.412150] [INFO ] [CONFIGURE ] CI: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:37:37.412254] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12238 tests [2025-11-21T09:37:37.412305] [INFO ] [CONFIGURE ] CI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:37:37.412347] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T09:37:37.694897] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:37.972629] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:38.258318] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:38.536917] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:37:38.815408] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:37:39.098702] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:37:39.384865] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:39.668097] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:37:39.950818] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:40.269368] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:40.269603] [INFO ] [CONFIGURE ] CI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:37:40.269711] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12237 tests [2025-11-21T09:37:40.269764] [INFO ] [CONFIGURE ] CI: Testing feature 28/29: add_volume_profile [2025-11-21T09:37:40.269815] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T09:37:40.551445] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:40.829721] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:37:41.100580] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:41.392972] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:41.681706] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:37:41.979022] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:42.277051] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:42.581442] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:42.865684] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:43.146092] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:43.146259] [INFO ] [CONFIGURE ] CI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:37:43.146314] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12236 tests [2025-11-21T09:37:43.146353] [INFO ] [CONFIGURE ] CI: Testing feature 29/29: add_vwap [2025-11-21T09:37:43.146421] [INFO ] [CONFIGURE ] CI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T09:37:43.431267] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:37:43.721989] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:37:44.006285] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:37:44.297193] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:37:44.588623] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:37:44.890632] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:45.189166] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:45.486240] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:45.780190] [DEBUG] [FORECASTER] CI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:46.083681] [DEBUG] [FORECASTER] CI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:37:46.083901] [INFO ] [CONFIGURE ] CI: DISCARDED add_vwap (score: 50.00%) [2025-11-21T09:37:46.083991] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12235 tests [2025-11-21T09:37:46.084051] [INFO ] [CONFIGURE ] CI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:37:46.084096] [INFO ] [CONFIGURE ] CI: Best accuracy: 80.00% [2025-11-21T09:37:46.084139] [INFO ] [CONFIGURE ] CI: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:37:46.084180] [INFO ] [CONFIGURE ] CI: Improvement over baseline: 30.00% [2025-11-21T09:37:46.084219] [INFO ] [CONFIGURE ] CI: Total time: 1.4 minutes [2025-11-21T09:37:46.084256] [INFO ] [CONFIGURE ] CI: Average time per feature: 2.9 seconds [2025-11-21T09:37:46.084296] [INFO ] [CONFIGURE ] CI: Average speed: 0.34 features/sec [2025-11-21T09:37:46.084841] [INFO ] [LOCAL ] Saved configuration for CI: 2 features, 80.00% accuracy -> ./output/feature-sets/CI.json [2025-11-21T09:37:46.084904] [INFO ] [CONFIGURE ] CI: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T09:37:46.084955] [INFO ] [sig ] [304/723] Successfully configured CI | 0.01 sym/s | Total: 7.1h | ETA: 9.7h [2025-11-21T09:37:46.085006] [INFO ] [sig ] [305/723] Configuring CIA... [2025-11-21T09:37:46.085072] [INFO ] [CONFIGURE ] CIA: Configurate test run. [2025-11-21T09:37:46.085129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-11-21T09:37:46.264773] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIA'. [2025-11-21T09:37:46.265156] [INFO ] [CONFIGURE ] CIA: Testing with 29 available features [2025-11-21T09:37:46.265222] [INFO ] [CONFIGURE ] CIA: Establishing baseline with no features... [2025-11-21T09:37:46.411391] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:37:46.583352] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:37:46.757688] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:37:46.932984] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:37:47.112462] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:47.291208] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:37:47.467925] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:47.648694] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:37:47.831573] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:48.014177] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:37:48.014340] [INFO ] [CONFIGURE ] CIA: Baseline score (no features): 70.00% [2025-11-21T09:37:48.014388] [INFO ] [CONFIGURE ] CIA: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:37:48.014425] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:37:48.225122] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:37:48.434258] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:37:48.646762] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:37:48.845699] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:37:49.085594] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:49.328707] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:37:49.563421] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:37:49.799907] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:37:50.045805] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:50.290768] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:37:50.291126] [INFO ] [CONFIGURE ] CIA: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T09:37:50.291262] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12234 tests [2025-11-21T09:37:50.291392] [INFO ] [CONFIGURE ] CIA: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:37:50.291481] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:37:50.521826] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:37:50.773257] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:37:51.007670] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:37:51.246063] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:37:51.486085] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:51.716198] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:37:51.952844] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:37:52.183406] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:37:52.414009] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:52.656760] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:37:52.657123] [INFO ] [CONFIGURE ] CIA: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T09:37:52.657229] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12233 tests [2025-11-21T09:37:52.657313] [INFO ] [CONFIGURE ] CIA: Testing feature 3/29: add_daily_returns [2025-11-21T09:37:52.657418] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_daily_returns'] [2025-11-21T09:37:52.861480] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:37:53.058927] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:37:53.260802] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:37:53.463327] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:37:53.667688] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:53.870435] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:54.072523] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:37:54.282061] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:54.466872] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:54.650876] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:37:54.651042] [INFO ] [CONFIGURE ] CIA: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:37:54.651089] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12232 tests [2025-11-21T09:37:54.651126] [INFO ] [CONFIGURE ] CIA: Testing feature 4/29: add_ema [2025-11-21T09:37:54.651161] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_ema'] [2025-11-21T09:37:54.863540] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:37:55.074097] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:37:55.299157] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:37:55.516867] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:37:55.736247] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:37:55.954272] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:37:56.172197] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:37:56.390694] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:37:56.608805] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:56.824543] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:37:56.824756] [INFO ] [CONFIGURE ] CIA: DISCARDED add_ema (score: 60.00%) [2025-11-21T09:37:56.824811] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12231 tests [2025-11-21T09:37:56.824884] [INFO ] [CONFIGURE ] CIA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:37:56.824931] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:37:57.039163] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:37:57.253631] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:37:57.469491] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:37:57.685904] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:37:57.908241] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:37:58.135699] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:37:58.368487] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:37:58.588388] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:37:58.805783] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:37:59.025880] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:37:59.026061] [INFO ] [CONFIGURE ] CIA: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T09:37:59.026117] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12230 tests [2025-11-21T09:37:59.026161] [INFO ] [CONFIGURE ] CIA: Testing feature 6/29: add_failed_moves [2025-11-21T09:37:59.026196] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_failed_moves'] [2025-11-21T09:37:59.206309] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:37:59.396125] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:37:59.589589] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:37:59.780541] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:37:59.972547] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:00.163694] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:00.351785] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:00.538114] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:00.717171] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:01.584504] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:01.584840] [INFO ] [CONFIGURE ] CIA: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:38:01.584958] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12229 tests [2025-11-21T09:38:01.585066] [INFO ] [CONFIGURE ] CIA: Testing feature 7/29: add_lag_shelf [2025-11-21T09:38:01.585165] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_lag_shelf'] [2025-11-21T09:38:01.886413] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:02.061213] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:02.222233] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:02.385448] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:02.549179] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:02.722961] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:02.907408] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:03.078107] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:38:03.249240] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:03.423052] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:03.423224] [INFO ] [CONFIGURE ] CIA: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T09:38:03.423274] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12228 tests [2025-11-21T09:38:03.423317] [INFO ] [CONFIGURE ] CIA: Testing feature 8/29: add_macd [2025-11-21T09:38:03.423356] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:38:03.692680] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:03.955143] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:04.233210] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:38:04.534890] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:04.821526] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:05.115809] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:05.412264] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:05.698236] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:38:05.983613] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:06.277234] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:38:06.277435] [INFO ] [CONFIGURE ] CIA: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:38:06.277493] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12227 tests [2025-11-21T09:38:06.277606] [INFO ] [CONFIGURE ] CIA: Testing feature 9/29: add_mfi [2025-11-21T09:38:06.277668] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_mfi'] [2025-11-21T09:38:06.479426] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:06.696467] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:06.895579] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:07.108937] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:07.310496] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:07.512975] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:07.719136] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:07.925545] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:38:08.125111] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:08.339556] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:08.339902] [INFO ] [CONFIGURE ] CIA: DISCARDED add_mfi (score: 50.00%) [2025-11-21T09:38:08.339964] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12226 tests [2025-11-21T09:38:08.340004] [INFO ] [CONFIGURE ] CIA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:38:08.340039] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:38:08.655214] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:08.938054] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:09.227370] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:09.510430] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:09.793453] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:10.075481] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:10.362391] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:10.662917] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:10.950846] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:11.245301] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:11.245507] [INFO ] [CONFIGURE ] CIA: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T09:38:11.245564] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12225 tests [2025-11-21T09:38:11.245613] [INFO ] [CONFIGURE ] CIA: Testing feature 11/29: add_obv_daily [2025-11-21T09:38:11.245683] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_obv_daily'] [2025-11-21T09:38:11.458185] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:11.662291] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:11.874554] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:12.083915] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:12.289682] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:12.501988] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:12.726038] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:12.941790] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:13.154778] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:13.379762] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:13.379982] [INFO ] [CONFIGURE ] CIA: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T09:38:13.380047] [INFO ] [CONFIGURE ] JOB ETA: 9.7h | Avg: 2.8s/test | Remaining: 12224 tests [2025-11-21T09:38:13.380098] [INFO ] [CONFIGURE ] CIA: Testing feature 12/29: add_obv_interval [2025-11-21T09:38:13.380144] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_obv_interval'] [2025-11-21T09:38:13.589859] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:13.802963] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:14.006149] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:14.224336] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:14.442822] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:14.657182] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:14.856859] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:15.048632] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:15.250504] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:15.454679] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:15.454848] [INFO ] [CONFIGURE ] CIA: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T09:38:15.454897] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12223 tests [2025-11-21T09:38:15.454935] [INFO ] [CONFIGURE ] CIA: Testing feature 13/29: add_opening_strength [2025-11-21T09:38:15.454969] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T09:38:15.676911] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:15.896900] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:16.121326] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:16.346737] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:16.569565] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:16.790316] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:17.017248] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:38:17.241107] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:17.464315] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:17.694674] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:17.694845] [INFO ] [CONFIGURE ] CIA: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T09:38:17.694908] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12222 tests [2025-11-21T09:38:17.694966] [INFO ] [CONFIGURE ] CIA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:38:17.695028] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T09:38:17.909072] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:18.125389] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:18.340569] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:18.557737] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:18.773765] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:18.987424] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:19.193088] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:38:19.406146] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:19.605200] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:19.857408] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:19.857602] [INFO ] [CONFIGURE ] CIA: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T09:38:19.857694] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12221 tests [2025-11-21T09:38:19.857770] [INFO ] [CONFIGURE ] CIA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:38:19.857824] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T09:38:20.086325] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:20.296352] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:20.467291] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:20.631032] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:20.807282] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:20.982038] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:21.154948] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:21.327967] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:21.501705] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:21.675287] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:21.675462] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T09:38:21.675511] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12220 tests [2025-11-21T09:38:21.675548] [INFO ] [CONFIGURE ] CIA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:38:21.675584] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T09:38:21.868035] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:22.060864] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:22.246955] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:22.440031] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:22.630451] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:22.822593] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:23.018460] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:38:23.213254] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:38:23.431903] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:23.653284] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:38:23.653604] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T09:38:23.653725] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12219 tests [2025-11-21T09:38:23.654034] [INFO ] [CONFIGURE ] CIA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:38:23.654111] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_pbf_return_2d'] [2025-11-21T09:38:23.855543] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:24.058440] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:24.255681] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:24.459095] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:24.666143] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:24.871344] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:25.073874] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:38:25.292886] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:25.517144] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:25.745210] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:38:25.745545] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:38:25.745666] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12218 tests [2025-11-21T09:38:25.745760] [INFO ] [CONFIGURE ] CIA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:38:25.745869] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T09:38:25.938867] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:26.126936] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:26.318435] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:26.511018] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:26.711818] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:26.906603] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:27.096246] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:27.294586] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:27.487315] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:27.700248] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:27.700446] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:38:27.700496] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12217 tests [2025-11-21T09:38:27.700537] [INFO ] [CONFIGURE ] CIA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:38:27.700574] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T09:38:27.893567] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:28.087211] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:28.306075] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:28.499212] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:28.692929] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:28.887024] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:29.080365] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:29.276389] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:29.471826] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:29.664099] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:29.664302] [INFO ] [CONFIGURE ] CIA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T09:38:29.664362] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12216 tests [2025-11-21T09:38:29.664469] [INFO ] [CONFIGURE ] CIA: Testing feature 20/29: add_price_rejection [2025-11-21T09:38:29.664520] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_price_rejection'] [2025-11-21T09:38:29.871525] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:30.081700] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:30.281006] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:30.468602] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:30.655061] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:30.861003] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:31.067962] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:31.277557] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:31.481202] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:31.691613] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:31.691806] [INFO ] [CONFIGURE ] CIA: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T09:38:31.691854] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12215 tests [2025-11-21T09:38:31.691891] [INFO ] [CONFIGURE ] CIA: Testing feature 21/29: add_range_position [2025-11-21T09:38:31.691924] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_range_position'] [2025-11-21T09:38:31.914228] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:32.141605] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:32.365398] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:32.594107] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:32.826114] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:33.053517] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:33.281267] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:33.508625] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:33.737747] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:33.964265] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:33.964434] [INFO ] [CONFIGURE ] CIA: DISCARDED add_range_position (score: 30.00%) [2025-11-21T09:38:33.964482] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12214 tests [2025-11-21T09:38:33.964520] [INFO ] [CONFIGURE ] CIA: Testing feature 22/29: add_realized_volatility [2025-11-21T09:38:33.964555] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_realized_volatility'] [2025-11-21T09:38:34.265589] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:34.588769] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:34.895550] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:35.202473] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:35.509237] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:35.818816] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:36.127036] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:38:36.444538] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:36.761596] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:37.079573] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:37.079774] [INFO ] [CONFIGURE ] CIA: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:38:37.079835] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12213 tests [2025-11-21T09:38:37.079883] [INFO ] [CONFIGURE ] CIA: Testing feature 23/29: add_recent_range_context [2025-11-21T09:38:37.079927] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_recent_range_context'] [2025-11-21T09:38:37.295220] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:37.511133] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:37.719084] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:37.936796] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:38.152466] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:38.394348] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:38.644527] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:38:38.876867] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:38:39.091901] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:39.305712] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:39.305893] [INFO ] [CONFIGURE ] CIA: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T09:38:39.305942] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12212 tests [2025-11-21T09:38:39.305982] [INFO ] [CONFIGURE ] CIA: Testing feature 24/29: add_rsi [2025-11-21T09:38:39.306020] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T09:38:39.562861] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:39.811337] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:40.060871] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:40.316524] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:40.573924] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:40.824528] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:41.068244] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:38:41.318105] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:38:41.585347] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:41.850250] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:38:41.850436] [INFO ] [CONFIGURE ] CIA: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:38:41.850495] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12211 tests [2025-11-21T09:38:41.850544] [INFO ] [CONFIGURE ] CIA: Testing feature 25/29: add_tick_distribution [2025-11-21T09:38:41.850587] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_tick_distribution'] [2025-11-21T09:38:42.067207] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:42.274116] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:42.482737] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:42.691590] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:42.896395] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:43.109019] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:43.333772] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:43.541013] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:38:43.748220] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:43.973948] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:43.974123] [INFO ] [CONFIGURE ] CIA: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T09:38:43.974171] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12210 tests [2025-11-21T09:38:43.974208] [INFO ] [CONFIGURE ] CIA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:38:43.974243] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T09:38:44.183694] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:44.422403] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:38:44.640445] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:38:44.855397] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:45.079204] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:45.298536] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:38:45.513270] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:45.737964] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:45.956622] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:38:46.171004] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:46.171170] [INFO ] [CONFIGURE ] CIA: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T09:38:46.171216] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12209 tests [2025-11-21T09:38:46.171254] [INFO ] [CONFIGURE ] CIA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:38:46.171301] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_volume_price_divergence'] [2025-11-21T09:38:46.387294] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:46.606637] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:46.828629] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:47.053058] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:47.270634] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:47.492978] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:47.707624] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:47.927760] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:48.150969] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:48.373818] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:38:48.374022] [INFO ] [CONFIGURE ] CIA: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:38:48.374072] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12208 tests [2025-11-21T09:38:48.374109] [INFO ] [CONFIGURE ] CIA: Testing feature 28/29: add_volume_profile [2025-11-21T09:38:48.374145] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_volume_profile'] [2025-11-21T09:38:48.586559] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:48.805031] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:49.021315] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:49.216338] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:49.438701] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:49.651145] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:49.862926] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:38:50.079497] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:50.296253] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:38:50.516139] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:38:50.516307] [INFO ] [CONFIGURE ] CIA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T09:38:50.516357] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12207 tests [2025-11-21T09:38:50.516397] [INFO ] [CONFIGURE ] CIA: Testing feature 29/29: add_vwap [2025-11-21T09:38:50.516432] [INFO ] [CONFIGURE ] CIA: Testing with features: ['add_vwap'] [2025-11-21T09:38:50.731852] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:38:50.945366] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:51.158612] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:38:51.376195] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:51.590042] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:51.808617] [DEBUG] [FORECASTER] CIA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:52.027808] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:52.241897] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:38:52.441186] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:52.631751] [DEBUG] [FORECASTER] CIA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:38:52.631901] [INFO ] [CONFIGURE ] CIA: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:38:52.631950] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12206 tests [2025-11-21T09:38:52.631989] [INFO ] [CONFIGURE ] CIA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:38:52.632023] [INFO ] [CONFIGURE ] CIA: Best accuracy: 70.00% [2025-11-21T09:38:52.632055] [INFO ] [CONFIGURE ] CIA: Best feature set (0 features): [] [2025-11-21T09:38:52.632087] [INFO ] [CONFIGURE ] CIA: Improvement over baseline: 0.00% [2025-11-21T09:38:52.632116] [INFO ] [CONFIGURE ] CIA: Total time: 1.1 minutes [2025-11-21T09:38:52.632147] [INFO ] [CONFIGURE ] CIA: Average time per feature: 2.2 seconds [2025-11-21T09:38:52.632178] [INFO ] [CONFIGURE ] CIA: Average speed: 0.45 features/sec [2025-11-21T09:38:52.632661] [INFO ] [LOCAL ] Saved configuration for CIA: 0 features, 70.00% accuracy -> ./output/feature-sets/CIA.json [2025-11-21T09:38:52.632743] [INFO ] [CONFIGURE ] CIA: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T09:38:52.632797] [INFO ] [sig ] [305/723] Successfully configured CIA | 0.01 sym/s | Total: 7.1h | ETA: 9.7h [2025-11-21T09:38:52.632846] [INFO ] [sig ] [306/723] Configuring CIB... [2025-11-21T09:38:52.632897] [INFO ] [CONFIGURE ] CIB: Configurate test run. [2025-11-21T09:38:52.632948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-11-21T09:38:52.717383] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIB'. [2025-11-21T09:38:52.717890] [INFO ] [CONFIGURE ] CIB: Testing with 29 available features [2025-11-21T09:38:52.717959] [INFO ] [CONFIGURE ] CIB: Establishing baseline with no features... [2025-11-21T09:38:52.913125] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:38:53.108973] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:53.304775] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:38:53.496546] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:53.677258] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:53.852857] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:54.028398] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:54.208154] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:54.396390] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:54.576583] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:38:54.576765] [INFO ] [CONFIGURE ] CIB: Baseline score (no features): 50.00% [2025-11-21T09:38:54.576870] [INFO ] [CONFIGURE ] CIB: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:38:54.576926] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:38:54.789177] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:38:54.988948] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:55.202780] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:38:55.415679] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:38:55.621387] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:38:55.834105] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:56.045001] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:56.252741] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:56.491726] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:56.704982] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:38:56.705355] [INFO ] [CONFIGURE ] CIB: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:38:56.705464] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12205 tests [2025-11-21T09:38:56.705583] [INFO ] [CONFIGURE ] CIB: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:38:56.705682] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:38:56.926660] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:38:57.139257] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:57.350221] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:38:57.562475] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:57.773303] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:38:57.984682] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:38:58.198157] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:38:58.407242] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:38:58.617815] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:38:58.826581] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:38:58.826772] [INFO ] [CONFIGURE ] CIB: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T09:38:58.826826] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12204 tests [2025-11-21T09:38:58.826864] [INFO ] [CONFIGURE ] CIB: Testing feature 3/29: add_daily_returns [2025-11-21T09:38:58.826900] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:38:59.057265] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:38:59.301722] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:38:59.540060] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:38:59.769840] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:38:59.995359] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:00.224837] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:39:00.460404] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:39:00.686772] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:01.604990] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:39:02.009870] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:02.010229] [INFO ] [CONFIGURE ] CIB: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:39:02.010338] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12203 tests [2025-11-21T09:39:02.010427] [INFO ] [CONFIGURE ] CIB: Testing feature 4/29: add_ema [2025-11-21T09:39:02.010536] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T09:39:02.271291] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:39:02.546760] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:02.808496] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:03.076511] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:03.355523] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:03.640694] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:03.970856] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:04.289767] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:04.586697] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:04.913911] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:04.914136] [INFO ] [CONFIGURE ] CIB: KEPT add_ema (score: 80.00%) [2025-11-21T09:39:04.914217] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12202 tests [2025-11-21T09:39:04.914269] [INFO ] [CONFIGURE ] CIB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:39:04.914313] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:39:05.240981] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:39:05.565430] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:05.897157] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:06.225474] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:06.561538] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:06.891464] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:07.201843] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:07.501011] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:07.822035] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:08.149984] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:08.150181] [INFO ] [CONFIGURE ] CIB: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T09:39:08.150242] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12201 tests [2025-11-21T09:39:08.150290] [INFO ] [CONFIGURE ] CIB: Testing feature 6/29: add_failed_moves [2025-11-21T09:39:08.150335] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T09:39:08.445134] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:08.727983] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:08.997152] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:39:09.266733] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:09.537335] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:09.824711] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:10.105942] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:10.391294] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:10.667953] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:10.955774] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:10.955998] [INFO ] [CONFIGURE ] CIB: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T09:39:10.956056] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12200 tests [2025-11-21T09:39:10.956103] [INFO ] [CONFIGURE ] CIB: Testing feature 7/29: add_lag_shelf [2025-11-21T09:39:10.956146] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T09:39:11.210985] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:39:11.455128] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:11.696294] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:11.949267] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:12.198872] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:12.474353] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:12.740466] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:13.004959] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:13.265718] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:13.529705] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:13.529890] [INFO ] [CONFIGURE ] CIB: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T09:39:13.529951] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12199 tests [2025-11-21T09:39:13.529997] [INFO ] [CONFIGURE ] CIB: Testing feature 8/29: add_macd [2025-11-21T09:39:13.530040] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T09:39:13.880395] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:14.249712] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:39:14.609159] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:14.984040] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:15.330532] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:15.688952] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:16.073303] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:39:16.436079] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:16.814446] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:17.184766] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:17.184984] [INFO ] [CONFIGURE ] CIB: DISCARDED add_macd (score: 50.00%) [2025-11-21T09:39:17.185046] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12198 tests [2025-11-21T09:39:17.185094] [INFO ] [CONFIGURE ] CIB: Testing feature 9/29: add_mfi [2025-11-21T09:39:17.185137] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T09:39:17.488428] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:17.795785] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:18.087173] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:18.367529] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:39:18.649055] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:18.926376] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:19.205508] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:19.482754] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:19.764084] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:20.043189] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:20.043373] [INFO ] [CONFIGURE ] CIB: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:39:20.043431] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12197 tests [2025-11-21T09:39:20.043479] [INFO ] [CONFIGURE ] CIB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:39:20.043521] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:39:20.426867] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:20.812388] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:39:21.182346] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:21.586606] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:21.966528] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:22.367536] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:22.762435] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:23.152891] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:23.552014] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:23.941983] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:23.942161] [INFO ] [CONFIGURE ] CIB: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:39:23.942220] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12196 tests [2025-11-21T09:39:23.942266] [INFO ] [CONFIGURE ] CIB: Testing feature 11/29: add_obv_daily [2025-11-21T09:39:23.942309] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T09:39:24.267235] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:24.585360] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:24.906376] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:25.216132] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:25.529408] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:25.859698] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:39:26.176300] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:26.558367] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:26.889693] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:27.207691] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:27.207879] [INFO ] [CONFIGURE ] CIB: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:39:27.207936] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12195 tests [2025-11-21T09:39:27.207983] [INFO ] [CONFIGURE ] CIB: Testing feature 12/29: add_obv_interval [2025-11-21T09:39:27.208026] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T09:39:27.490080] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:27.784487] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:39:28.076004] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:28.373518] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:28.662638] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:28.953117] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:39:29.210337] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:39:29.514227] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:29.877429] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:30.241027] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:30.241287] [INFO ] [CONFIGURE ] CIB: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T09:39:30.241376] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12194 tests [2025-11-21T09:39:30.241451] [INFO ] [CONFIGURE ] CIB: Testing feature 13/29: add_opening_strength [2025-11-21T09:39:30.241521] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:39:30.560182] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:39:30.857738] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:31.152458] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:31.450785] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:39:31.752405] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:32.064472] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:32.378451] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:32.698711] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:39:33.028051] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:33.357291] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:33.357477] [INFO ] [CONFIGURE ] CIB: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T09:39:33.357539] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12193 tests [2025-11-21T09:39:33.357580] [INFO ] [CONFIGURE ] CIB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:39:33.357627] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T09:39:33.677858] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:33.989496] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:34.297553] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:34.609402] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:34.921388] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:35.249624] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:35.555401] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:35.874319] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:36.187027] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:36.505096] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:36.505285] [INFO ] [CONFIGURE ] CIB: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:39:36.505344] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12192 tests [2025-11-21T09:39:36.505393] [INFO ] [CONFIGURE ] CIB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:39:36.505447] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T09:39:36.790855] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:37.082721] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:39:37.373038] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:37.656291] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:37.945614] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:38.231434] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:38.513616] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:38.793998] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:39.076446] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:39.360854] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:39.361040] [INFO ] [CONFIGURE ] CIB: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:39:39.361097] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12191 tests [2025-11-21T09:39:39.361143] [INFO ] [CONFIGURE ] CIB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:39:39.361185] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T09:39:39.651564] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:39:39.953311] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:39:40.248881] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:40.541684] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:39:40.839758] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:41.116050] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:41.394607] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:39:41.671804] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:39:41.951200] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:42.232670] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:42.232874] [INFO ] [CONFIGURE ] CIB: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:39:42.232934] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12190 tests [2025-11-21T09:39:42.232981] [INFO ] [CONFIGURE ] CIB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:39:42.233022] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T09:39:42.520753] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:42.807403] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:43.089636] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:43.382835] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:43.679261] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:44.001065] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:44.318160] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:44.655242] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:44.981964] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:45.301159] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:45.301349] [INFO ] [CONFIGURE ] CIB: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T09:39:45.301408] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12189 tests [2025-11-21T09:39:45.301457] [INFO ] [CONFIGURE ] CIB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:39:45.301501] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T09:39:45.591472] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:39:45.890753] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:46.187926] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:46.476198] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:46.769097] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:47.040108] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:47.314811] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:47.583566] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:47.851264] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:48.120949] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:48.121129] [INFO ] [CONFIGURE ] CIB: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T09:39:48.121186] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12188 tests [2025-11-21T09:39:48.121233] [INFO ] [CONFIGURE ] CIB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:39:48.121276] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T09:39:48.385271] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:48.649629] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:48.914386] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:49.176365] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:49.441906] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:49.708392] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:49.981752] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:50.263495] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:50.547206] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:50.831273] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:50.831474] [INFO ] [CONFIGURE ] CIB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:39:50.831533] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12187 tests [2025-11-21T09:39:50.831579] [INFO ] [CONFIGURE ] CIB: Testing feature 20/29: add_price_rejection [2025-11-21T09:39:50.831622] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T09:39:51.126333] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:51.421855] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:39:51.717881] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:52.013573] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:52.304202] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:52.609191] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:39:52.924869] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:53.237457] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:39:53.548124] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:53.852568] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:53.852773] [INFO ] [CONFIGURE ] CIB: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T09:39:53.852842] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12186 tests [2025-11-21T09:39:53.852897] [INFO ] [CONFIGURE ] CIB: Testing feature 21/29: add_range_position [2025-11-21T09:39:53.852940] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T09:39:54.155730] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:54.455561] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:39:54.754829] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:55.070248] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:55.393264] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:55.697910] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:39:56.007986] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:56.323597] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:39:56.633434] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:39:56.942532] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:39:56.942741] [INFO ] [CONFIGURE ] CIB: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:39:56.942802] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12185 tests [2025-11-21T09:39:56.942851] [INFO ] [CONFIGURE ] CIB: Testing feature 22/29: add_realized_volatility [2025-11-21T09:39:56.942897] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T09:39:57.314107] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:39:57.693107] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:39:58.082349] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:39:58.480244] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:39:58.858046] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:39:59.231946] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:39:59.600701] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:39:59.969257] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:00.368748] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:00.752079] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:40:00.752285] [INFO ] [CONFIGURE ] CIB: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T09:40:00.752345] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12184 tests [2025-11-21T09:40:00.752422] [INFO ] [CONFIGURE ] CIB: Testing feature 23/29: add_recent_range_context [2025-11-21T09:40:00.752482] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T09:40:01.790491] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:40:02.284952] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:02.595122] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:40:02.885172] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:40:03.199682] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:40:03.505779] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:03.819391] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:40:04.114752] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:04.402631] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:04.685103] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:40:04.685258] [INFO ] [CONFIGURE ] CIB: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T09:40:04.685315] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12183 tests [2025-11-21T09:40:04.685362] [INFO ] [CONFIGURE ] CIB: Testing feature 24/29: add_rsi [2025-11-21T09:40:04.685408] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T09:40:04.972096] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:40:05.266205] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:05.555692] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:40:05.851746] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:40:06.157280] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:40:06.457961] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:06.761012] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:40:07.061178] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:07.369713] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:07.673875] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:40:07.674074] [INFO ] [CONFIGURE ] CIB: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:40:07.674133] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12182 tests [2025-11-21T09:40:07.674184] [INFO ] [CONFIGURE ] CIB: Testing feature 25/29: add_tick_distribution [2025-11-21T09:40:07.674228] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T09:40:07.966109] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:40:08.266021] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:08.557231] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:40:08.855617] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:40:09.148385] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:40:09.420308] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:09.686339] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:40:09.954822] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:10.246836] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:10.525441] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:40:10.525616] [INFO ] [CONFIGURE ] CIB: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:40:10.525692] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12181 tests [2025-11-21T09:40:10.525741] [INFO ] [CONFIGURE ] CIB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:40:10.525786] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T09:40:10.803615] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:40:11.085435] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:40:11.367008] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:40:11.651298] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:40:11.930092] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:40:12.204052] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:12.486815] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:40:12.764356] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:13.045294] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:13.324537] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:40:13.324726] [INFO ] [CONFIGURE ] CIB: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:40:13.324786] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12180 tests [2025-11-21T09:40:13.324836] [INFO ] [CONFIGURE ] CIB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:40:13.324880] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T09:40:13.636179] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:40:13.932532] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:40:14.227359] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:40:14.523637] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:40:14.824225] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:40:15.125676] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:15.425757] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:40:15.731524] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:16.041029] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:16.346326] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:40:16.346522] [INFO ] [CONFIGURE ] CIB: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T09:40:16.346582] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12179 tests [2025-11-21T09:40:16.346633] [INFO ] [CONFIGURE ] CIB: Testing feature 28/29: add_volume_profile [2025-11-21T09:40:16.346701] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T09:40:16.641796] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:40:16.959750] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:17.353420] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:40:17.702163] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:40:17.988799] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:40:18.265618] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:18.543663] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:40:18.833015] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:19.121772] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:19.406208] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:40:19.406398] [INFO ] [CONFIGURE ] CIB: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T09:40:19.406455] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12178 tests [2025-11-21T09:40:19.406501] [INFO ] [CONFIGURE ] CIB: Testing feature 29/29: add_vwap [2025-11-21T09:40:19.406541] [INFO ] [CONFIGURE ] CIB: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T09:40:19.688463] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:40:19.970253] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:20.307718] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:40:20.637344] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:40:20.976698] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:40:21.318540] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:21.657080] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:40:21.985463] [DEBUG] [FORECASTER] CIB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:22.308496] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:22.641471] [DEBUG] [FORECASTER] CIB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:40:22.641709] [INFO ] [CONFIGURE ] CIB: DISCARDED add_vwap (score: 80.00%) [2025-11-21T09:40:22.641775] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12177 tests [2025-11-21T09:40:22.641824] [INFO ] [CONFIGURE ] CIB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:40:22.641867] [INFO ] [CONFIGURE ] CIB: Best accuracy: 80.00% [2025-11-21T09:40:22.641918] [INFO ] [CONFIGURE ] CIB: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T09:40:22.641963] [INFO ] [CONFIGURE ] CIB: Improvement over baseline: 30.00% [2025-11-21T09:40:22.642003] [INFO ] [CONFIGURE ] CIB: Total time: 1.5 minutes [2025-11-21T09:40:22.642042] [INFO ] [CONFIGURE ] CIB: Average time per feature: 3.0 seconds [2025-11-21T09:40:22.642082] [INFO ] [CONFIGURE ] CIB: Average speed: 0.33 features/sec [2025-11-21T09:40:22.642563] [INFO ] [LOCAL ] Saved configuration for CIB: 2 features, 80.00% accuracy -> ./output/feature-sets/CIB.json [2025-11-21T09:40:22.642628] [INFO ] [CONFIGURE ] CIB: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T09:40:22.642717] [INFO ] [sig ] [306/723] Successfully configured CIB | 0.01 sym/s | Total: 7.1h | ETA: 9.7h [2025-11-21T09:40:22.642764] [INFO ] [sig ] [307/723] Configuring CIEN... [2025-11-21T09:40:22.642822] [INFO ] [CONFIGURE ] CIEN: Configurate test run. [2025-11-21T09:40:22.642867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-11-21T09:40:22.823065] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIEN'. [2025-11-21T09:40:22.823708] [INFO ] [CONFIGURE ] CIEN: Testing with 29 available features [2025-11-21T09:40:22.823777] [INFO ] [CONFIGURE ] CIEN: Establishing baseline with no features... [2025-11-21T09:40:23.030335] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:23.217541] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:23.405764] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:23.593732] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:23.792591] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:23.979354] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:24.180880] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:40:24.382792] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:24.586126] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:40:24.779636] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:24.779837] [INFO ] [CONFIGURE ] CIEN: Baseline score (no features): 40.00% [2025-11-21T09:40:24.779898] [INFO ] [CONFIGURE ] CIEN: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:40:24.779938] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:40:25.016516] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:25.247103] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:25.481502] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:25.713904] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:25.942105] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:26.179763] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:26.413860] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:40:26.638729] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:26.868494] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:40:27.104438] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:27.104633] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:40:27.104701] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12176 tests [2025-11-21T09:40:27.104765] [INFO ] [CONFIGURE ] CIEN: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:40:27.104812] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:40:27.336227] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:27.563511] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:27.797237] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:28.031734] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:40:28.273887] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:28.509741] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:28.749393] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:28.982116] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:29.218701] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:29.452087] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:29.452269] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T09:40:29.452318] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12175 tests [2025-11-21T09:40:29.452357] [INFO ] [CONFIGURE ] CIEN: Testing feature 3/29: add_daily_returns [2025-11-21T09:40:29.452394] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_daily_returns'] [2025-11-21T09:40:29.656256] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:29.869270] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:30.076272] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:30.298333] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:40:30.506001] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:30.727334] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:30.941877] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:31.145600] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:31.350954] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:31.567592] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:31.568032] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T09:40:31.568185] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12174 tests [2025-11-21T09:40:31.568280] [INFO ] [CONFIGURE ] CIEN: Testing feature 4/29: add_ema [2025-11-21T09:40:31.568365] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_ema'] [2025-11-21T09:40:31.787121] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:32.005429] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:32.224160] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:32.443199] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:40:32.663681] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:32.886598] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:33.105273] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:40:33.327975] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:33.557232] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:33.792917] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:33.793116] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_ema (score: 30.00%) [2025-11-21T09:40:33.793166] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12173 tests [2025-11-21T09:40:33.793205] [INFO ] [CONFIGURE ] CIEN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:40:33.793263] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:40:34.029426] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:34.295123] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:34.535623] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:34.775341] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:35.025967] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:35.296196] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:35.557504] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:35.820624] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:36.075367] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:36.351353] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:40:36.351543] [INFO ] [CONFIGURE ] CIEN: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T09:40:36.351605] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12172 tests [2025-11-21T09:40:36.351687] [INFO ] [CONFIGURE ] CIEN: Testing feature 6/29: add_failed_moves [2025-11-21T09:40:36.351742] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T09:40:36.616059] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:36.895979] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:37.159666] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:37.427744] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:37.685144] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:37.952030] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:38.217456] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:38.477002] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:38.736040] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:38.984289] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:38.984465] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T09:40:38.984522] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12171 tests [2025-11-21T09:40:38.984561] [INFO ] [CONFIGURE ] CIEN: Testing feature 7/29: add_lag_shelf [2025-11-21T09:40:38.984662] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T09:40:39.220113] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:39.448952] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:39.683985] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:39.919390] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:40.162910] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:40.423376] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:40.679278] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:40:40.913104] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:41.138667] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:41.390055] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:41.390222] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:40:41.390274] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12170 tests [2025-11-21T09:40:41.390342] [INFO ] [CONFIGURE ] CIEN: Testing feature 8/29: add_macd [2025-11-21T09:40:41.390388] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T09:40:41.706889] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:40:42.017011] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:42.323407] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:42.637130] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:42.949222] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:43.265596] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:43.588549] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:43.905972] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:44.225999] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:44.550791] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:40:44.551139] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_macd (score: 60.00%) [2025-11-21T09:40:44.551281] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12169 tests [2025-11-21T09:40:44.551337] [INFO ] [CONFIGURE ] CIEN: Testing feature 9/29: add_mfi [2025-11-21T09:40:44.551383] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T09:40:44.812274] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:45.069323] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:45.334792] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:45.587811] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:45.838882] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:46.093216] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:46.342448] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:40:46.590805] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:46.814943] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:40:47.044045] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:40:47.044261] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T09:40:47.044320] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12168 tests [2025-11-21T09:40:47.044414] [INFO ] [CONFIGURE ] CIEN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:40:47.044457] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:40:47.353570] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:47.664311] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:48.001065] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:48.344084] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:48.683357] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:49.029638] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:49.370029] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:49.705798] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:50.054068] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:50.406023] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:50.406943] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T09:40:50.407007] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12167 tests [2025-11-21T09:40:50.407073] [INFO ] [CONFIGURE ] CIEN: Testing feature 11/29: add_obv_daily [2025-11-21T09:40:50.407119] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T09:40:50.657841] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:50.907475] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:51.166383] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:51.403255] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:51.638375] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:51.884621] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:52.118939] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:52.354854] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:52.594114] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:40:52.833187] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:52.833369] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T09:40:52.833424] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12166 tests [2025-11-21T09:40:52.833501] [INFO ] [CONFIGURE ] CIEN: Testing feature 12/29: add_obv_interval [2025-11-21T09:40:52.833547] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T09:40:53.076659] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:40:53.323598] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:53.563568] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:53.804115] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:54.097066] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:54.359966] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:40:54.631874] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:54.893474] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:40:55.151735] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:40:55.410603] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:40:55.410814] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T09:40:55.410896] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12165 tests [2025-11-21T09:40:55.410947] [INFO ] [CONFIGURE ] CIEN: Testing feature 13/29: add_opening_strength [2025-11-21T09:40:55.410992] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:40:55.657956] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:40:55.908221] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:56.160622] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:56.419567] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:56.672015] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:56.926273] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:57.182090] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:40:57.440081] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:40:57.699547] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:40:57.953528] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:40:57.953718] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:40:57.953773] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12164 tests [2025-11-21T09:40:57.953818] [INFO ] [CONFIGURE ] CIEN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:40:57.953854] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T09:40:58.204373] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:40:58.461457] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:40:58.722280] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:40:58.985265] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:40:59.247449] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:40:59.508397] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:40:59.782540] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:00.053896] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:41:01.026700] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:01.464171] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:01.464414] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:41:01.464488] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12163 tests [2025-11-21T09:41:01.464557] [INFO ] [CONFIGURE ] CIEN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:41:01.464687] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T09:41:01.697359] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:01.930519] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:02.175769] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:02.409248] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:02.650986] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:02.887390] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:41:03.122195] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:03.361005] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:03.608061] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:03.857451] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:03.857635] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T09:41:03.857724] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12162 tests [2025-11-21T09:41:03.857774] [INFO ] [CONFIGURE ] CIEN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:41:03.857819] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T09:41:04.120413] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:04.418632] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:04.722016] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:05.012813] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:05.293375] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:05.563521] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:05.842192] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:06.093878] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:06.346886] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:06.604845] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:06.605061] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:41:06.605123] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12161 tests [2025-11-21T09:41:06.605173] [INFO ] [CONFIGURE ] CIEN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:41:06.605220] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T09:41:06.855623] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:07.107277] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:07.350388] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:07.606467] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:07.888880] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:08.178171] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:08.457130] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:08.722515] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:08.991276] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:09.250852] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:09.251088] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T09:41:09.251147] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12160 tests [2025-11-21T09:41:09.251194] [INFO ] [CONFIGURE ] CIEN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:41:09.251236] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T09:41:09.507951] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:09.829685] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:10.126837] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:10.381120] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:10.612051] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:10.853529] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:41:11.092100] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:11.325674] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:41:11.556720] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:11.790341] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:11.790512] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_pbf_volatility_5d (score: 20.00%) [2025-11-21T09:41:11.790582] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12159 tests [2025-11-21T09:41:11.790663] [INFO ] [CONFIGURE ] CIEN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:41:11.790714] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T09:41:12.024569] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:12.251818] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:12.489677] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:12.717137] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:12.944314] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:13.167610] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:41:13.393123] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:13.622716] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:13.859089] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:14.089637] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:14.089830] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T09:41:14.089885] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12158 tests [2025-11-21T09:41:14.089933] [INFO ] [CONFIGURE ] CIEN: Testing feature 20/29: add_price_rejection [2025-11-21T09:41:14.089974] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T09:41:14.329006] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:14.572094] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:14.809193] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:15.038932] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:15.276885] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:15.539688] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:15.805392] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:16.074059] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:16.339946] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:16.598434] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:16.598628] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T09:41:16.598716] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12157 tests [2025-11-21T09:41:16.598769] [INFO ] [CONFIGURE ] CIEN: Testing feature 21/29: add_range_position [2025-11-21T09:41:16.598815] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T09:41:16.889270] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:17.176413] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:17.464269] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:17.749199] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:18.043308] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:18.336982] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:41:18.622911] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:18.910285] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:41:19.209915] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:19.512063] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:19.512254] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_range_position (score: 20.00%) [2025-11-21T09:41:19.512315] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12156 tests [2025-11-21T09:41:19.512365] [INFO ] [CONFIGURE ] CIEN: Testing feature 22/29: add_realized_volatility [2025-11-21T09:41:19.512409] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T09:41:19.897365] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:20.292933] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:20.671097] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:21.052993] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:21.407394] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:21.762067] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:22.117695] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:22.475723] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:22.821353] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:23.172379] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:41:23.172564] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:41:23.172695] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12155 tests [2025-11-21T09:41:23.172750] [INFO ] [CONFIGURE ] CIEN: Testing feature 23/29: add_recent_range_context [2025-11-21T09:41:23.172797] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T09:41:23.405479] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:23.637976] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:23.876925] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:24.112924] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:24.358006] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:24.596528] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:41:24.839041] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:25.097396] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:25.338526] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:25.589398] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:25.589593] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T09:41:25.589671] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12154 tests [2025-11-21T09:41:25.589724] [INFO ] [CONFIGURE ] CIEN: Testing feature 24/29: add_rsi [2025-11-21T09:41:25.589769] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T09:41:25.875857] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:41:26.159385] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:26.445519] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:26.729559] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:27.015280] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:27.297657] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:27.582379] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:27.866347] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:41:28.157324] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:28.449578] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:28.449806] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:41:28.449867] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12153 tests [2025-11-21T09:41:28.449917] [INFO ] [CONFIGURE ] CIEN: Testing feature 25/29: add_tick_distribution [2025-11-21T09:41:28.449960] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T09:41:28.689578] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:28.932204] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:29.174659] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:29.405716] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:29.639177] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:29.878657] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:41:30.115612] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:30.357737] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:30.632054] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:30.881830] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:30.882022] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T09:41:30.882081] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12152 tests [2025-11-21T09:41:30.882129] [INFO ] [CONFIGURE ] CIEN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:41:30.882170] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T09:41:31.119853] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:31.354566] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:31.588806] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:31.825728] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:32.061198] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:32.313038] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:32.552474] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:32.796176] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:33.039394] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:33.311717] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:41:33.311894] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:41:33.311952] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12151 tests [2025-11-21T09:41:33.312001] [INFO ] [CONFIGURE ] CIEN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:41:33.312046] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T09:41:33.579898] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:33.844784] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:34.094475] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:34.346180] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:34.592979] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:34.844609] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:35.089865] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:35.365433] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:35.635929] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:35.899807] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:35.899985] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T09:41:35.900043] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12150 tests [2025-11-21T09:41:35.900133] [INFO ] [CONFIGURE ] CIEN: Testing feature 28/29: add_volume_profile [2025-11-21T09:41:35.900181] [INFO ] [CONFIGURE ] CIEN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T09:41:36.154717] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:36.414851] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:36.674159] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:41:36.929083] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:37.190317] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:37.452390] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:37.717570] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:41:37.982309] [DEBUG] [FORECASTER] CIEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:41:38.244800] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:41:38.504916] [DEBUG] [FORECASTER] CIEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:41:38.505088] [INFO ] [CONFIGURE ] CIEN: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T09:41:38.505147] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12149 tests [2025-11-21T09:41:38.505196] [INFO ] [CONFIGURE ] CIEN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:41:38.505240] [INFO ] [CONFIGURE ] CIEN: Best accuracy: 60.00% [2025-11-21T09:41:38.505284] [INFO ] [CONFIGURE ] CIEN: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:41:38.505326] [INFO ] [CONFIGURE ] CIEN: Improvement over baseline: 20.00% [2025-11-21T09:41:38.505365] [INFO ] [CONFIGURE ] CIEN: Total time: 1.2 minutes [2025-11-21T09:41:38.505404] [INFO ] [CONFIGURE ] CIEN: Average time per feature: 2.6 seconds [2025-11-21T09:41:38.505445] [INFO ] [CONFIGURE ] CIEN: Average speed: 0.39 features/sec [2025-11-21T09:41:38.505803] [INFO ] [LOCAL ] Saved configuration for CIEN: 2 features, 60.00% accuracy -> ./output/feature-sets/CIEN.json [2025-11-21T09:41:38.505865] [INFO ] [CONFIGURE ] CIEN: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T09:41:38.505918] [INFO ] [sig ] [307/723] Successfully configured CIEN | 0.01 sym/s | Total: 7.1h | ETA: 9.7h [2025-11-21T09:41:38.505966] [INFO ] [sig ] [308/723] Configuring CIF... [2025-11-21T09:41:38.506010] [INFO ] [CONFIGURE ] CIF: Configurate test run. [2025-11-21T09:41:38.506052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-11-21T09:41:38.699608] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIF'. [2025-11-21T09:41:38.700006] [INFO ] [CONFIGURE ] CIF: Testing with 29 available features [2025-11-21T09:41:38.700084] [INFO ] [CONFIGURE ] CIF: Establishing baseline with no features... [2025-11-21T09:41:38.859305] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:41:39.038901] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:41:39.198738] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:39.357690] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:41:39.517125] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:41:39.678345] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:39.842067] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:40.006241] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:41:40.171869] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:40.339713] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:40.339874] [INFO ] [CONFIGURE ] CIF: Baseline score (no features): 70.00% [2025-11-21T09:41:40.339920] [INFO ] [CONFIGURE ] CIF: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:41:40.339957] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:41:40.534434] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:40.728326] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:40.922427] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:41.114517] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:41.311253] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:41:41.507324] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:41.708829] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:41.911281] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:41:42.113456] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:42.312811] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:42.312996] [INFO ] [CONFIGURE ] CIF: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T09:41:42.313045] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12148 tests [2025-11-21T09:41:42.313085] [INFO ] [CONFIGURE ] CIF: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:41:42.313122] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:41:42.547942] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:41:42.774867] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:43.004999] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:43.232124] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:41:43.460759] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:41:43.689004] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:43.915397] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:44.156878] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:41:44.408471] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:44.639328] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:44.639505] [INFO ] [CONFIGURE ] CIF: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T09:41:44.639562] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12147 tests [2025-11-21T09:41:44.639606] [INFO ] [CONFIGURE ] CIF: Testing feature 3/29: add_daily_returns [2025-11-21T09:41:44.639668] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:41:44.841695] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:45.045525] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:45.258273] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:45.467316] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:41:45.677941] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:41:45.887542] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:46.099757] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:46.311665] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:41:46.516785] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:46.721268] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:46.721430] [INFO ] [CONFIGURE ] CIF: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T09:41:46.721477] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12146 tests [2025-11-21T09:41:46.721516] [INFO ] [CONFIGURE ] CIF: Testing feature 4/29: add_ema [2025-11-21T09:41:46.721553] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:41:46.965106] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:41:47.205873] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:47.438527] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:47.674193] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:41:47.911144] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:41:48.162882] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:48.409710] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:48.649808] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:41:48.889228] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:49.127587] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:49.127793] [INFO ] [CONFIGURE ] CIF: DISCARDED add_ema (score: 80.00%) [2025-11-21T09:41:49.127870] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12145 tests [2025-11-21T09:41:49.127921] [INFO ] [CONFIGURE ] CIF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:41:49.127968] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:41:49.367983] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:41:49.610096] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:49.850154] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:50.091151] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:41:50.351883] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:41:50.597670] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:50.857428] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:51.121034] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:41:51.382354] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:51.647728] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:51.647924] [INFO ] [CONFIGURE ] CIF: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T09:41:51.648009] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12144 tests [2025-11-21T09:41:51.648060] [INFO ] [CONFIGURE ] CIF: Testing feature 6/29: add_failed_moves [2025-11-21T09:41:51.648105] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:41:51.859050] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:41:52.067339] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:52.276397] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:52.490365] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:41:52.700422] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:41:52.905417] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:53.109457] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:53.312595] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:41:53.509624] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:53.757475] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:53.757685] [INFO ] [CONFIGURE ] CIF: KEPT add_failed_moves (score: 90.00%) [2025-11-21T09:41:53.757875] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12143 tests [2025-11-21T09:41:53.757969] [INFO ] [CONFIGURE ] CIF: Testing feature 7/29: add_lag_shelf [2025-11-21T09:41:53.758044] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T09:41:53.979979] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:41:54.186155] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:54.393956] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:54.612946] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:41:54.817875] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:41:55.026196] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:41:55.238342] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:55.467179] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:41:55.679004] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:55.892743] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:55.893125] [INFO ] [CONFIGURE ] CIF: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T09:41:55.893174] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12142 tests [2025-11-21T09:41:55.893212] [INFO ] [CONFIGURE ] CIF: Testing feature 8/29: add_macd [2025-11-21T09:41:55.893248] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T09:41:56.186794] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:41:56.483336] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:56.796208] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:57.229625] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:41:57.614460] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:41:57.916535] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:41:58.241984] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:41:58.533123] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:41:58.824060] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:41:59.121447] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:41:59.121676] [INFO ] [CONFIGURE ] CIF: DISCARDED add_macd (score: 70.00%) [2025-11-21T09:41:59.121738] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12141 tests [2025-11-21T09:41:59.121784] [INFO ] [CONFIGURE ] CIF: Testing feature 9/29: add_mfi [2025-11-21T09:41:59.121828] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T09:41:59.332109] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:41:59.544785] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:41:59.759124] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:41:59.976317] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:00.183852] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:00.449871] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:01.180281] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:01.522441] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:01.736485] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:01.952777] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:01.952966] [INFO ] [CONFIGURE ] CIF: DISCARDED add_mfi (score: 70.00%) [2025-11-21T09:42:01.953022] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12140 tests [2025-11-21T09:42:01.953068] [INFO ] [CONFIGURE ] CIF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:42:01.953112] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:42:02.265424] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:02.582241] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:02.897555] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:03.198260] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:03.517882] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:03.854402] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:04.191788] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:04.541753] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:42:04.892221] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:05.241319] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:05.241517] [INFO ] [CONFIGURE ] CIF: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T09:42:05.241743] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12139 tests [2025-11-21T09:42:05.241807] [INFO ] [CONFIGURE ] CIF: Testing feature 11/29: add_obv_daily [2025-11-21T09:42:05.241854] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T09:42:05.505342] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:05.756981] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:06.022595] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:06.272186] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:42:06.514396] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:06.767330] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:42:07.026209] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:07.282945] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:07.543634] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:07.801399] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:07.801594] [INFO ] [CONFIGURE ] CIF: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T09:42:07.801674] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12138 tests [2025-11-21T09:42:07.801727] [INFO ] [CONFIGURE ] CIF: Testing feature 12/29: add_obv_interval [2025-11-21T09:42:07.801782] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T09:42:08.033603] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:08.262583] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:08.490188] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:42:08.720522] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:08.947242] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:09.175323] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:09.398945] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:09.626739] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:09.846594] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:10.083017] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:10.083262] [INFO ] [CONFIGURE ] CIF: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T09:42:10.083326] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12137 tests [2025-11-21T09:42:10.083377] [INFO ] [CONFIGURE ] CIF: Testing feature 13/29: add_opening_strength [2025-11-21T09:42:10.083425] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:42:10.346125] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:10.601785] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:42:10.857456] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:11.113725] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:11.369896] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:11.605324] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:11.854747] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:12.117283] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:42:12.381091] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:12.634099] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:12.634295] [INFO ] [CONFIGURE ] CIF: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T09:42:12.634352] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12136 tests [2025-11-21T09:42:12.634395] [INFO ] [CONFIGURE ] CIF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:42:12.634437] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T09:42:12.878673] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:13.122667] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:13.379090] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:42:13.632416] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:13.898954] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:14.159928] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:14.405837] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:14.667774] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:14.926472] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:15.185912] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:15.186083] [INFO ] [CONFIGURE ] CIF: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T09:42:15.186137] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12135 tests [2025-11-21T09:42:15.186185] [INFO ] [CONFIGURE ] CIF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:42:15.186249] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T09:42:15.401136] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:15.601059] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:15.804044] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:16.011679] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:16.216762] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:16.421716] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:16.626128] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:16.833895] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:17.041330] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:17.244962] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:17.245141] [INFO ] [CONFIGURE ] CIF: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T09:42:17.245199] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12134 tests [2025-11-21T09:42:17.245243] [INFO ] [CONFIGURE ] CIF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:42:17.245277] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T09:42:17.471368] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:17.698463] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:17.925494] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:18.152730] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:18.384135] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:18.616960] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:18.849975] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:19.082516] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:19.329418] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:19.578332] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:19.578518] [INFO ] [CONFIGURE ] CIF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:42:19.578574] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12133 tests [2025-11-21T09:42:19.578621] [INFO ] [CONFIGURE ] CIF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:42:19.578685] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T09:42:19.820585] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:20.048094] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:20.282093] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:20.514742] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:20.751521] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:20.982212] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:21.208947] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:21.441235] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:21.691878] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:21.945559] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:21.945743] [INFO ] [CONFIGURE ] CIF: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T09:42:21.945803] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12132 tests [2025-11-21T09:42:21.945850] [INFO ] [CONFIGURE ] CIF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:42:21.945892] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T09:42:22.165895] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:22.390889] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:22.624695] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:22.848202] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:23.084331] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:23.306503] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:23.535963] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:23.781174] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:24.012238] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:24.238308] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:24.238488] [INFO ] [CONFIGURE ] CIF: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:42:24.238536] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12131 tests [2025-11-21T09:42:24.238573] [INFO ] [CONFIGURE ] CIF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:42:24.238608] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T09:42:24.473829] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:24.701515] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:24.925814] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:25.154780] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:42:25.391606] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:25.613570] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:25.844162] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:26.070008] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:26.299628] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:26.522778] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:26.522967] [INFO ] [CONFIGURE ] CIF: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T09:42:26.523032] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12130 tests [2025-11-21T09:42:26.523095] [INFO ] [CONFIGURE ] CIF: Testing feature 20/29: add_price_rejection [2025-11-21T09:42:26.523140] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T09:42:26.766983] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:27.014221] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:42:27.259485] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:27.493508] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:27.731865] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:27.964797] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:28.195462] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:28.427842] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:42:28.666044] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:28.905847] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:28.906020] [INFO ] [CONFIGURE ] CIF: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:42:28.906076] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12129 tests [2025-11-21T09:42:28.906126] [INFO ] [CONFIGURE ] CIF: Testing feature 21/29: add_range_position [2025-11-21T09:42:28.906175] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T09:42:29.158159] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:29.426907] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:29.695032] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:29.948277] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:42:30.209334] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:30.492770] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:30.769890] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:31.046938] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:31.326911] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:42:31.602506] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:31.602917] [INFO ] [CONFIGURE ] CIF: DISCARDED add_range_position (score: 80.00%) [2025-11-21T09:42:31.602998] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12128 tests [2025-11-21T09:42:31.603063] [INFO ] [CONFIGURE ] CIF: Testing feature 22/29: add_realized_volatility [2025-11-21T09:42:31.603112] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T09:42:31.978177] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:32.314325] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:32.664933] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:33.004982] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:42:33.341635] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:33.693862] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:34.042521] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:34.389314] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:34.735119] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:35.077996] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:35.078183] [INFO ] [CONFIGURE ] CIF: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T09:42:35.078253] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12127 tests [2025-11-21T09:42:35.078309] [INFO ] [CONFIGURE ] CIF: Testing feature 23/29: add_recent_range_context [2025-11-21T09:42:35.078356] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T09:42:35.295485] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:35.504373] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:35.715530] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:35.930432] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:42:36.143817] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:36.376492] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:36.595476] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:36.813616] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:37.027630] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:37.251362] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:37.251527] [INFO ] [CONFIGURE ] CIF: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T09:42:37.251602] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12126 tests [2025-11-21T09:42:37.251711] [INFO ] [CONFIGURE ] CIF: Testing feature 24/29: add_rsi [2025-11-21T09:42:37.251758] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T09:42:37.511176] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:37.773060] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:38.032753] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:38.297376] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:38.565518] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:38.833333] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:39.098003] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:39.362391] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:39.623937] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:39.885075] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:39.885266] [INFO ] [CONFIGURE ] CIF: DISCARDED add_rsi (score: 80.00%) [2025-11-21T09:42:39.885324] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12125 tests [2025-11-21T09:42:39.885433] [INFO ] [CONFIGURE ] CIF: Testing feature 25/29: add_tick_distribution [2025-11-21T09:42:39.885482] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T09:42:40.129429] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:40.383875] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:40.602514] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:40.823175] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:42:41.062843] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:41.311104] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:41.588021] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:41.845200] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:42.100360] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:42.352493] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:42.352691] [INFO ] [CONFIGURE ] CIF: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T09:42:42.352756] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12124 tests [2025-11-21T09:42:42.352812] [INFO ] [CONFIGURE ] CIF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:42:42.352850] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T09:42:42.605325] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:42.866166] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:43.117567] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:42:43.363972] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:42:43.604414] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:43.858877] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:44.106016] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:44.359034] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:44.619167] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:44.867293] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:44.867481] [INFO ] [CONFIGURE ] CIF: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T09:42:44.867540] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12123 tests [2025-11-21T09:42:44.867590] [INFO ] [CONFIGURE ] CIF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:42:44.867635] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T09:42:45.124067] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:45.394275] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:45.648281] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:45.905624] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:46.164424] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:46.421105] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:46.681421] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:46.935856] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:47.192628] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:47.449159] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:47.449341] [INFO ] [CONFIGURE ] CIF: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T09:42:47.449400] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12122 tests [2025-11-21T09:42:47.449449] [INFO ] [CONFIGURE ] CIF: Testing feature 28/29: add_volume_profile [2025-11-21T09:42:47.449550] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T09:42:47.704060] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:47.955136] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:48.208825] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:48.463150] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:42:48.729277] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:48.979764] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:49.229998] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:49.479252] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T09:42:49.737906] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:49.992990] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:49.993184] [INFO ] [CONFIGURE ] CIF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:42:49.993241] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12121 tests [2025-11-21T09:42:49.993288] [INFO ] [CONFIGURE ] CIF: Testing feature 29/29: add_vwap [2025-11-21T09:42:49.993351] [INFO ] [CONFIGURE ] CIF: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap'] [2025-11-21T09:42:50.240868] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:42:50.497298] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:42:50.749995] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:50.997551] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:42:51.246231] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:42:51.495487] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:42:51.751107] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:52.001679] [DEBUG] [FORECASTER] CIF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:42:52.249500] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:42:52.496487] [DEBUG] [FORECASTER] CIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:52.496685] [INFO ] [CONFIGURE ] CIF: DISCARDED add_vwap (score: 80.00%) [2025-11-21T09:42:52.496744] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12120 tests [2025-11-21T09:42:52.496792] [INFO ] [CONFIGURE ] CIF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:42:52.496856] [INFO ] [CONFIGURE ] CIF: Best accuracy: 90.00% [2025-11-21T09:42:52.496899] [INFO ] [CONFIGURE ] CIF: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:42:52.496939] [INFO ] [CONFIGURE ] CIF: Improvement over baseline: 20.00% [2025-11-21T09:42:52.496976] [INFO ] [CONFIGURE ] CIF: Total time: 1.2 minutes [2025-11-21T09:42:52.497013] [INFO ] [CONFIGURE ] CIF: Average time per feature: 2.5 seconds [2025-11-21T09:42:52.497060] [INFO ] [CONFIGURE ] CIF: Average speed: 0.40 features/sec [2025-11-21T09:42:52.497562] [INFO ] [LOCAL ] Saved configuration for CIF: 2 features, 90.00% accuracy -> ./output/feature-sets/CIF.json [2025-11-21T09:42:52.497620] [INFO ] [CONFIGURE ] CIF: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T09:42:52.497691] [INFO ] [sig ] [308/723] Successfully configured CIF | 0.01 sym/s | Total: 7.2h | ETA: 9.6h [2025-11-21T09:42:52.497737] [INFO ] [sig ] [309/723] Configuring CIG... [2025-11-21T09:42:52.497778] [INFO ] [CONFIGURE ] CIG: Configurate test run. [2025-11-21T09:42:52.497818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-11-21T09:42:52.575052] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIG'. [2025-11-21T09:42:52.575478] [INFO ] [CONFIGURE ] CIG: Testing with 29 available features [2025-11-21T09:42:52.575542] [INFO ] [CONFIGURE ] CIG: Establishing baseline with no features... [2025-11-21T09:42:52.759236] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:52.942877] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:42:53.128916] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:42:53.320190] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:42:53.504789] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:42:53.692774] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:42:53.888670] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:54.079967] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:42:54.269051] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:42:54.462427] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:54.462613] [INFO ] [CONFIGURE ] CIG: Baseline score (no features): 50.00% [2025-11-21T09:42:54.462841] [INFO ] [CONFIGURE ] CIG: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:42:54.462937] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:42:54.685060] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:54.910394] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:42:55.136726] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:42:55.360904] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:42:55.600027] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:42:55.830314] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:42:56.069028] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:56.303506] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:42:56.541097] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:42:56.771669] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:56.772018] [INFO ] [CONFIGURE ] CIG: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T09:42:56.772137] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12119 tests [2025-11-21T09:42:56.772262] [INFO ] [CONFIGURE ] CIG: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:42:56.772370] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:42:57.003092] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:57.236702] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:42:57.469709] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:42:57.696748] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:42:57.923422] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:42:58.160912] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:42:58.397265] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:42:58.640757] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:42:58.889090] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:42:59.139033] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:42:59.139238] [INFO ] [CONFIGURE ] CIG: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T09:42:59.139297] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12118 tests [2025-11-21T09:42:59.139336] [INFO ] [CONFIGURE ] CIG: Testing feature 3/29: add_daily_returns [2025-11-21T09:42:59.139371] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_daily_returns'] [2025-11-21T09:42:59.351945] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:42:59.547324] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:42:59.741069] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:42:59.951038] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:00.149182] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:43:00.357823] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:43:01.232918] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:01.445457] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:01.822915] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:02.072281] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:02.072583] [INFO ] [CONFIGURE ] CIG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T09:43:02.072670] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12117 tests [2025-11-21T09:43:02.072729] [INFO ] [CONFIGURE ] CIG: Testing feature 4/29: add_ema [2025-11-21T09:43:02.072780] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema'] [2025-11-21T09:43:02.322278] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:02.562794] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:02.801956] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:03.042075] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:03.275705] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:43:03.517297] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:03.765104] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:04.019757] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:04.279440] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:04.535495] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:04.536097] [INFO ] [CONFIGURE ] CIG: KEPT add_ema (score: 60.00%) [2025-11-21T09:43:04.536214] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12116 tests [2025-11-21T09:43:04.536331] [INFO ] [CONFIGURE ] CIG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:43:04.536411] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:43:04.831103] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:05.122121] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:05.426417] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:05.830022] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:06.232809] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:06.540131] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:06.831274] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:07.140867] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:07.459582] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:43:07.741228] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:07.741489] [INFO ] [CONFIGURE ] CIG: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:43:07.741553] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12115 tests [2025-11-21T09:43:07.741603] [INFO ] [CONFIGURE ] CIG: Testing feature 6/29: add_failed_moves [2025-11-21T09:43:07.741665] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T09:43:07.976200] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:08.218724] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:08.442429] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:08.668254] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:08.894362] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:43:09.123713] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:43:09.375121] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:09.603828] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:09.829087] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:10.058671] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:10.058839] [INFO ] [CONFIGURE ] CIG: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:43:10.058888] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12114 tests [2025-11-21T09:43:10.058927] [INFO ] [CONFIGURE ] CIG: Testing feature 7/29: add_lag_shelf [2025-11-21T09:43:10.058964] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T09:43:10.264700] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:10.475604] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:10.689275] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:10.899749] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:11.110251] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:43:11.324527] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:11.537217] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:11.753067] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:11.968186] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:12.184860] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:12.185036] [INFO ] [CONFIGURE ] CIG: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:43:12.185085] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12113 tests [2025-11-21T09:43:12.185125] [INFO ] [CONFIGURE ] CIG: Testing feature 8/29: add_macd [2025-11-21T09:43:12.185162] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T09:43:12.482453] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:12.791156] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:13.115126] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:13.425182] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:13.739623] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:14.048199] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:14.359381] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:14.667023] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:14.977232] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:15.286151] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:15.286348] [INFO ] [CONFIGURE ] CIG: KEPT add_macd (score: 70.00%) [2025-11-21T09:43:15.286407] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12112 tests [2025-11-21T09:43:15.286453] [INFO ] [CONFIGURE ] CIG: Testing feature 9/29: add_mfi [2025-11-21T09:43:15.286494] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T09:43:15.649625] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:16.005932] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:16.363519] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:16.710976] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:17.062678] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:17.423117] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:17.773915] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:18.123835] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:43:18.483581] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:18.837491] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:18.837732] [INFO ] [CONFIGURE ] CIG: KEPT add_mfi (score: 80.00%) [2025-11-21T09:43:18.837792] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12111 tests [2025-11-21T09:43:18.837838] [INFO ] [CONFIGURE ] CIG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:43:18.837880] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:43:19.288876] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:19.725079] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:20.166224] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:20.620465] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:21.077714] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:21.524813] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:21.989439] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:43:22.433063] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:22.894190] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:23.326627] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:23.326851] [INFO ] [CONFIGURE ] CIG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:43:23.326912] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12110 tests [2025-11-21T09:43:23.326961] [INFO ] [CONFIGURE ] CIG: Testing feature 11/29: add_obv_daily [2025-11-21T09:43:23.327006] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T09:43:23.688386] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:24.034089] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:43:24.357053] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:24.698042] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:25.033486] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:25.372600] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:25.707933] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:26.047979] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:43:26.381498] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:26.719697] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:26.719873] [INFO ] [CONFIGURE ] CIG: KEPT add_obv_daily (score: 90.00%) [2025-11-21T09:43:26.719930] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12109 tests [2025-11-21T09:43:26.719977] [INFO ] [CONFIGURE ] CIG: Testing feature 12/29: add_obv_interval [2025-11-21T09:43:26.720021] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T09:43:27.075709] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:27.431850] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:27.792083] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:28.157366] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:28.521827] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:28.897537] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:29.266793] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:29.645635] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:30.022901] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:30.399525] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:30.399732] [INFO ] [CONFIGURE ] CIG: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T09:43:30.399792] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12108 tests [2025-11-21T09:43:30.399838] [INFO ] [CONFIGURE ] CIG: Testing feature 13/29: add_opening_strength [2025-11-21T09:43:30.399882] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:43:30.797143] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:31.199130] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:31.591700] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:31.991312] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:32.393407] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:32.796435] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:33.209590] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:33.624991] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:34.051542] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:34.476830] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:34.477029] [INFO ] [CONFIGURE ] CIG: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:43:34.477135] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12107 tests [2025-11-21T09:43:34.477184] [INFO ] [CONFIGURE ] CIG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:43:34.477228] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T09:43:34.852380] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:35.236472] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:35.625042] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:36.013456] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:36.392700] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:36.780985] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:37.168166] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:37.554368] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:37.948421] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:38.321875] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:38.322087] [INFO ] [CONFIGURE ] CIG: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:43:38.322145] [INFO ] [CONFIGURE ] JOB ETA: 9.6h | Avg: 2.8s/test | Remaining: 12106 tests [2025-11-21T09:43:38.322189] [INFO ] [CONFIGURE ] CIG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:43:38.322233] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T09:43:38.670758] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:39.030431] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:39.401890] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:39.753716] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:40.115719] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:40.468218] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:40.848337] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:43:41.228332] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:43:41.615853] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:41.978575] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:41.978790] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:43:41.978853] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12105 tests [2025-11-21T09:43:41.978902] [INFO ] [CONFIGURE ] CIG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:43:41.978948] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T09:43:42.357835] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:42.741252] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:43.130739] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:43.531786] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:43.933535] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:44.326866] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:44.721527] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:45.105975] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:45.496213] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:45.878084] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:45.878284] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:43:45.878341] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12104 tests [2025-11-21T09:43:45.878383] [INFO ] [CONFIGURE ] CIG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:43:45.878425] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T09:43:46.227062] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:43:46.583178] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:46.956891] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:47.329229] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:47.712236] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:48.099507] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:48.473466] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:48.836811] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:43:49.215090] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:49.590284] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:49.590477] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T09:43:49.590536] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12103 tests [2025-11-21T09:43:49.590581] [INFO ] [CONFIGURE ] CIG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:43:49.590616] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T09:43:49.957848] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:50.339218] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:50.736817] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:51.139195] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:51.523501] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:51.902213] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:52.258087] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:52.627851] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:43:53.004375] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:53.401426] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:53.401631] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T09:43:53.401747] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12102 tests [2025-11-21T09:43:53.401800] [INFO ] [CONFIGURE ] CIG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:43:53.401846] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T09:43:53.874701] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:54.292463] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:54.681033] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:55.071129] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:55.446831] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:55.849930] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:43:56.248928] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:43:56.652073] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:43:57.059152] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:43:57.451401] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:43:57.451603] [INFO ] [CONFIGURE ] CIG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:43:57.451690] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12101 tests [2025-11-21T09:43:57.451741] [INFO ] [CONFIGURE ] CIG: Testing feature 20/29: add_price_rejection [2025-11-21T09:43:57.451785] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T09:43:57.854345] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:43:58.248945] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:43:58.670538] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:43:59.079697] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:43:59.498099] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:43:59.919675] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:00.364260] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:00.807260] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:01.894414] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:02.304532] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:02.304822] [INFO ] [CONFIGURE ] CIG: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T09:44:02.304888] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12100 tests [2025-11-21T09:44:02.304939] [INFO ] [CONFIGURE ] CIG: Testing feature 21/29: add_range_position [2025-11-21T09:44:02.304978] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_range_position'] [2025-11-21T09:44:02.729728] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:03.161317] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:44:03.566145] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:03.967582] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:44:04.368254] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:04.762560] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:05.172111] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:05.602974] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:06.057755] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:06.468367] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:06.468566] [INFO ] [CONFIGURE ] CIG: DISCARDED add_range_position (score: 80.00%) [2025-11-21T09:44:06.468627] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12099 tests [2025-11-21T09:44:06.468708] [INFO ] [CONFIGURE ] CIG: Testing feature 22/29: add_realized_volatility [2025-11-21T09:44:06.468754] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T09:44:06.985900] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:44:07.480634] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:44:07.992090] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:08.477158] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:44:08.991449] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:09.479991] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:09.950341] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:10.442201] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:10.922456] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:11.401064] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:11.401304] [INFO ] [CONFIGURE ] CIG: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T09:44:11.401368] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12098 tests [2025-11-21T09:44:11.401418] [INFO ] [CONFIGURE ] CIG: Testing feature 23/29: add_recent_range_context [2025-11-21T09:44:11.401465] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T09:44:11.778308] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:44:12.154377] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:44:12.531558] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:12.930368] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:44:13.336214] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:13.745433] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:14.117974] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:14.492253] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:44:14.882837] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:15.270332] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:15.270552] [INFO ] [CONFIGURE ] CIG: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T09:44:15.270620] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12097 tests [2025-11-21T09:44:15.270747] [INFO ] [CONFIGURE ] CIG: Testing feature 24/29: add_rsi [2025-11-21T09:44:15.270812] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_rsi'] [2025-11-21T09:44:15.633710] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:16.020831] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:44:16.386079] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:16.776027] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:44:17.167113] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:17.550520] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:17.945938] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:18.326370] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:44:18.684453] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:19.043447] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:19.043635] [INFO ] [CONFIGURE ] CIG: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:44:19.043712] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12096 tests [2025-11-21T09:44:19.043761] [INFO ] [CONFIGURE ] CIG: Testing feature 25/29: add_tick_distribution [2025-11-21T09:44:19.043805] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T09:44:19.435046] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:19.814272] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:44:20.170937] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:20.538828] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:44:20.917577] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:21.291358] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:21.706358] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:22.108725] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:22.470555] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:22.853380] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:22.853586] [INFO ] [CONFIGURE ] CIG: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T09:44:22.853665] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12095 tests [2025-11-21T09:44:22.853718] [INFO ] [CONFIGURE ] CIG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:44:22.853764] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T09:44:23.230763] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:44:23.629194] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:44:23.991862] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:24.347848] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:44:24.722476] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:25.090493] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:25.470763] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:25.820276] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:26.171386] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:26.529423] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:26.529605] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T09:44:26.529679] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12094 tests [2025-11-21T09:44:26.529743] [INFO ] [CONFIGURE ] CIG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:44:26.529790] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T09:44:26.927055] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:27.314149] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:44:27.748456] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:28.132424] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:44:28.523625] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:28.928290] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:29.357776] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:29.756388] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:44:30.187584] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:30.577709] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:30.577886] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T09:44:30.577944] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12093 tests [2025-11-21T09:44:30.578019] [INFO ] [CONFIGURE ] CIG: Testing feature 28/29: add_volume_profile [2025-11-21T09:44:30.578063] [INFO ] [CONFIGURE ] CIG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T09:44:30.975606] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:31.377435] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:44:31.775811] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:32.148003] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:44:32.535969] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:32.920543] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:33.304312] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:44:33.681718] [DEBUG] [FORECASTER] CIG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:44:34.064061] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:44:34.468204] [DEBUG] [FORECASTER] CIG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:44:34.468415] [INFO ] [CONFIGURE ] CIG: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T09:44:34.468490] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12092 tests [2025-11-21T09:44:34.468543] [INFO ] [CONFIGURE ] CIG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:44:34.468622] [INFO ] [CONFIGURE ] CIG: Best accuracy: 90.00% [2025-11-21T09:44:34.468691] [INFO ] [CONFIGURE ] CIG: Best feature set (5 features): ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T09:44:34.468736] [INFO ] [CONFIGURE ] CIG: Improvement over baseline: 40.00% [2025-11-21T09:44:34.468777] [INFO ] [CONFIGURE ] CIG: Total time: 1.7 minutes [2025-11-21T09:44:34.468817] [INFO ] [CONFIGURE ] CIG: Average time per feature: 3.6 seconds [2025-11-21T09:44:34.468856] [INFO ] [CONFIGURE ] CIG: Average speed: 0.29 features/sec [2025-11-21T09:44:34.469374] [INFO ] [LOCAL ] Saved configuration for CIG: 5 features, 90.00% accuracy -> ./output/feature-sets/CIG.json [2025-11-21T09:44:34.469459] [INFO ] [CONFIGURE ] CIG: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T09:44:34.469530] [INFO ] [sig ] [309/723] Successfully configured CIG | 0.01 sym/s | Total: 7.2h | ETA: 9.6h [2025-11-21T09:44:34.469577] [INFO ] [sig ] [310/723] Configuring CII... [2025-11-21T09:44:34.469638] [INFO ] [CONFIGURE ] CII: Configurate test run. [2025-11-21T09:44:34.469716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-11-21T09:44:34.581197] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CII'. [2025-11-21T09:44:34.581616] [INFO ] [CONFIGURE ] CII: Testing with 29 available features [2025-11-21T09:44:34.581698] [INFO ] [CONFIGURE ] CII: Establishing baseline with no features... [2025-11-21T09:44:34.776958] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:34.954316] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:35.126767] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:35.301578] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:44:35.482965] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:35.692301] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:44:35.865705] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:36.042757] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:44:36.216699] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:36.389536] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:36.389710] [INFO ] [CONFIGURE ] CII: Baseline score (no features): 50.00% [2025-11-21T09:44:36.389807] [INFO ] [CONFIGURE ] CII: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:44:36.389860] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:44:36.593962] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:36.804989] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:37.006162] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:37.210305] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:44:37.416747] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:37.624346] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:44:37.831962] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:38.035211] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:44:38.241010] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:38.454812] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:38.455002] [INFO ] [CONFIGURE ] CII: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T09:44:38.455054] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12091 tests [2025-11-21T09:44:38.455094] [INFO ] [CONFIGURE ] CII: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:44:38.455130] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:44:38.679066] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:38.890946] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:39.102438] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:39.325081] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:44:39.543832] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:39.770948] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:44:39.986162] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:40.197055] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:40.407152] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:40.626467] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:40.626660] [INFO ] [CONFIGURE ] CII: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T09:44:40.626735] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12090 tests [2025-11-21T09:44:40.626793] [INFO ] [CONFIGURE ] CII: Testing feature 3/29: add_daily_returns [2025-11-21T09:44:40.626889] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:44:40.859475] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:41.091191] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:41.313959] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:41.539584] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:44:41.769352] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:42.007934] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:44:42.230084] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:42.484388] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:42.731631] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:42.998615] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:42.998818] [INFO ] [CONFIGURE ] CII: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T09:44:42.998868] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12089 tests [2025-11-21T09:44:42.998906] [INFO ] [CONFIGURE ] CII: Testing feature 4/29: add_ema [2025-11-21T09:44:42.998942] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T09:44:43.275283] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:43.550304] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:43.851728] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:44.149333] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:44:44.434054] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:44.716622] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:44:45.014245] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:45.281229] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:44:45.548173] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:45.832258] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:45.832540] [INFO ] [CONFIGURE ] CII: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:44:45.832625] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12088 tests [2025-11-21T09:44:45.832713] [INFO ] [CONFIGURE ] CII: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:44:45.832782] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:44:46.164532] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:44:46.520224] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:46.807596] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:44:47.073591] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:44:47.332494] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:44:47.583440] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:47.828144] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:48.075235] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:48.323209] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:48.570896] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:48.571073] [INFO ] [CONFIGURE ] CII: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T09:44:48.571133] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12087 tests [2025-11-21T09:44:48.571183] [INFO ] [CONFIGURE ] CII: Testing feature 6/29: add_failed_moves [2025-11-21T09:44:48.571229] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T09:44:48.823976] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:44:49.080573] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:49.326387] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:44:49.572081] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:44:49.821217] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:50.068328] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:44:50.322274] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:50.580473] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:50.841679] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:51.098039] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:51.098210] [INFO ] [CONFIGURE ] CII: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:44:51.098269] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12086 tests [2025-11-21T09:44:51.098358] [INFO ] [CONFIGURE ] CII: Testing feature 7/29: add_lag_shelf [2025-11-21T09:44:51.098406] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T09:44:51.358060] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:51.624411] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:51.890295] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:44:52.156209] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:44:52.426608] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:52.694269] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:44:52.964357] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:53.260362] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:53.522218] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:53.810138] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:53.810316] [INFO ] [CONFIGURE ] CII: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:44:53.810373] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12085 tests [2025-11-21T09:44:53.810422] [INFO ] [CONFIGURE ] CII: Testing feature 8/29: add_macd [2025-11-21T09:44:53.810469] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T09:44:54.140404] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:44:54.459455] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:54.765111] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:55.073813] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:44:55.379500] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:55.693053] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:44:56.009059] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:56.317468] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:56.635376] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:56.945258] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:56.945446] [INFO ] [CONFIGURE ] CII: DISCARDED add_macd (score: 80.00%) [2025-11-21T09:44:56.945506] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12084 tests [2025-11-21T09:44:56.945552] [INFO ] [CONFIGURE ] CII: Testing feature 9/29: add_mfi [2025-11-21T09:44:56.945596] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T09:44:57.210088] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:44:57.478002] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:44:57.749178] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:44:58.018621] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:44:58.321792] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:44:58.595994] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:44:58.875615] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:44:59.177395] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:44:59.499842] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:44:59.832284] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:44:59.832522] [INFO ] [CONFIGURE ] CII: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:44:59.832592] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12083 tests [2025-11-21T09:44:59.832666] [INFO ] [CONFIGURE ] CII: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:44:59.832718] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:45:00.241409] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:00.643665] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:01.804401] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:45:02.190070] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:45:02.596000] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:03.006303] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:03.397167] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:03.781208] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:04.151619] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:04.555016] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:04.555226] [INFO ] [CONFIGURE ] CII: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:45:04.555285] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12082 tests [2025-11-21T09:45:04.555335] [INFO ] [CONFIGURE ] CII: Testing feature 11/29: add_obv_daily [2025-11-21T09:45:04.555378] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T09:45:04.865567] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:05.162808] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:05.460558] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:45:05.776249] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:06.078149] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:06.385725] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:06.700834] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:07.014183] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:07.323144] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:07.646665] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:07.646869] [INFO ] [CONFIGURE ] CII: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:45:07.646931] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12081 tests [2025-11-21T09:45:07.646984] [INFO ] [CONFIGURE ] CII: Testing feature 12/29: add_obv_interval [2025-11-21T09:45:07.647048] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T09:45:07.945873] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:08.268775] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:08.572142] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:08.866609] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:09.171008] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:09.465677] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:09.762559] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:10.067666] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:10.397189] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:10.720726] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:10.720875] [INFO ] [CONFIGURE ] CII: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T09:45:10.720932] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12080 tests [2025-11-21T09:45:10.720976] [INFO ] [CONFIGURE ] CII: Testing feature 13/29: add_opening_strength [2025-11-21T09:45:10.721018] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:45:11.060094] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:11.416396] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:11.753712] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:12.098582] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:12.425270] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:12.764658] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:13.079595] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:13.397477] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:13.716713] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:14.021321] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:14.021529] [INFO ] [CONFIGURE ] CII: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:45:14.021588] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12079 tests [2025-11-21T09:45:14.021636] [INFO ] [CONFIGURE ] CII: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:45:14.021694] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T09:45:14.302850] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:14.605221] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:14.894540] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:15.182089] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:15.464198] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:15.786825] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:16.118044] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:16.434006] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:16.745179] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:17.061406] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:17.061624] [INFO ] [CONFIGURE ] CII: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:45:17.061704] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12078 tests [2025-11-21T09:45:17.061753] [INFO ] [CONFIGURE ] CII: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:45:17.061790] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T09:45:17.354110] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:17.639693] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:17.921173] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:18.201989] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:18.507248] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:18.786542] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:19.073205] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:19.359373] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:19.638141] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:19.905092] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:19.905282] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:45:19.905338] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12077 tests [2025-11-21T09:45:19.905376] [INFO ] [CONFIGURE ] CII: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:45:19.905410] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T09:45:20.199760] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:20.478035] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:20.778742] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:21.069926] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:21.341508] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:21.609088] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:21.880116] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:22.150729] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:22.416085] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:22.731829] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:22.732017] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:45:22.732075] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12076 tests [2025-11-21T09:45:22.732122] [INFO ] [CONFIGURE ] CII: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:45:22.732164] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T09:45:23.054178] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:23.360240] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:23.641674] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:45:23.952554] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:45:24.261735] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:24.546588] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:24.844944] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:25.124285] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:25.398157] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:25.680754] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:25.680921] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:45:25.680975] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12075 tests [2025-11-21T09:45:25.681022] [INFO ] [CONFIGURE ] CII: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:45:25.681065] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T09:45:25.948953] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:26.231741] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:26.507301] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:26.786409] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:45:27.103070] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:27.398493] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:27.687065] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:27.976153] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:28.281994] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:28.579801] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:28.579998] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:45:28.580070] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12074 tests [2025-11-21T09:45:28.580121] [INFO ] [CONFIGURE ] CII: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:45:28.580166] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T09:45:28.876434] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:45:29.195068] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:29.491384] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:29.779306] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:45:30.050447] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:30.327196] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:45:30.596268] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:30.882486] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:31.148224] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:31.404909] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:31.405084] [INFO ] [CONFIGURE ] CII: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:45:31.405143] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12073 tests [2025-11-21T09:45:31.405192] [INFO ] [CONFIGURE ] CII: Testing feature 20/29: add_price_rejection [2025-11-21T09:45:31.405237] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T09:45:31.700833] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:31.969266] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:32.237288] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:32.525298] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:32.801690] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:33.086785] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:33.384235] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:33.750280] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:34.134676] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:34.498937] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:34.499155] [INFO ] [CONFIGURE ] CII: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T09:45:34.499219] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12072 tests [2025-11-21T09:45:34.499267] [INFO ] [CONFIGURE ] CII: Testing feature 21/29: add_range_position [2025-11-21T09:45:34.499311] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T09:45:34.797573] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:35.103265] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:35.418955] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:35.728104] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:45:36.051705] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:36.364080] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:36.674154] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:36.990242] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:37.290877] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:37.589666] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:37.589868] [INFO ] [CONFIGURE ] CII: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:45:37.589927] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12071 tests [2025-11-21T09:45:37.589976] [INFO ] [CONFIGURE ] CII: Testing feature 22/29: add_realized_volatility [2025-11-21T09:45:37.590020] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T09:45:37.975778] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:38.368278] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:38.756735] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:39.149573] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:39.561868] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:39.976204] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:40.363778] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:40.768045] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:41.172615] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:41.579084] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:41.579300] [INFO ] [CONFIGURE ] CII: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T09:45:41.579360] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12070 tests [2025-11-21T09:45:41.579410] [INFO ] [CONFIGURE ] CII: Testing feature 23/29: add_recent_range_context [2025-11-21T09:45:41.579456] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T09:45:41.876399] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:42.166242] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:42.448232] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:45:42.720269] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:43.012036] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:43.319624] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:43.637586] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:43.961745] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:44.281931] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:44.598897] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:44.599083] [INFO ] [CONFIGURE ] CII: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:45:44.599142] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12069 tests [2025-11-21T09:45:44.599191] [INFO ] [CONFIGURE ] CII: Testing feature 24/29: add_rsi [2025-11-21T09:45:44.599234] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T09:45:44.952902] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:45:45.278710] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:45.650321] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:46.028536] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:45:46.406519] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:46.759381] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:47.122604] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:47.440451] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:47.762047] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:48.093749] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:48.093920] [INFO ] [CONFIGURE ] CII: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:45:48.093977] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12068 tests [2025-11-21T09:45:48.094023] [INFO ] [CONFIGURE ] CII: Testing feature 25/29: add_tick_distribution [2025-11-21T09:45:48.094066] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T09:45:48.359631] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:48.634288] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:48.914180] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:49.195401] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:49.475985] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:49.756920] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:50.028847] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:50.299807] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:50.574991] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:50.867472] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:50.867695] [INFO ] [CONFIGURE ] CII: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:45:50.867754] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12067 tests [2025-11-21T09:45:50.867801] [INFO ] [CONFIGURE ] CII: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:45:50.867843] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T09:45:51.132162] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:51.393809] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:51.654559] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:45:51.923484] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:52.183823] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:52.446946] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:52.712425] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:52.979085] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:53.272727] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:53.542102] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:53.542282] [INFO ] [CONFIGURE ] CII: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:45:53.542340] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12066 tests [2025-11-21T09:45:53.542388] [INFO ] [CONFIGURE ] CII: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:45:53.542433] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T09:45:53.833462] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:54.150705] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:54.448867] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:45:54.741334] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:45:55.040496] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:55.330781] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:55.625307] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:55.931843] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:56.236455] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:56.542777] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:56.542962] [INFO ] [CONFIGURE ] CII: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:45:56.543021] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12065 tests [2025-11-21T09:45:56.543074] [INFO ] [CONFIGURE ] CII: Testing feature 28/29: add_volume_profile [2025-11-21T09:45:56.543117] [INFO ] [CONFIGURE ] CII: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T09:45:56.825373] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:57.106747] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:45:57.384441] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:45:57.672054] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:45:57.955147] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:45:58.256290] [DEBUG] [FORECASTER] CII: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:45:58.538167] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:45:58.824696] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:45:59.117423] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:45:59.414347] [DEBUG] [FORECASTER] CII: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:45:59.414523] [INFO ] [CONFIGURE ] CII: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:45:59.414588] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12064 tests [2025-11-21T09:45:59.414668] [INFO ] [CONFIGURE ] CII: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:45:59.414722] [INFO ] [CONFIGURE ] CII: Best accuracy: 80.00% [2025-11-21T09:45:59.414766] [INFO ] [CONFIGURE ] CII: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:45:59.414808] [INFO ] [CONFIGURE ] CII: Improvement over baseline: 30.00% [2025-11-21T09:45:59.414847] [INFO ] [CONFIGURE ] CII: Total time: 1.4 minutes [2025-11-21T09:45:59.414887] [INFO ] [CONFIGURE ] CII: Average time per feature: 3.0 seconds [2025-11-21T09:45:59.414926] [INFO ] [CONFIGURE ] CII: Average speed: 0.35 features/sec [2025-11-21T09:45:59.415458] [INFO ] [LOCAL ] Saved configuration for CII: 3 features, 80.00% accuracy -> ./output/feature-sets/CII.json [2025-11-21T09:45:59.415521] [INFO ] [CONFIGURE ] CII: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T09:45:59.415572] [INFO ] [sig ] [310/723] Successfully configured CII | 0.01 sym/s | Total: 7.2h | ETA: 9.6h [2025-11-21T09:45:59.415618] [INFO ] [sig ] [311/723] Configuring CIM... [2025-11-21T09:45:59.415683] [INFO ] [CONFIGURE ] CIM: Configurate test run. [2025-11-21T09:45:59.415727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-11-21T09:45:59.564388] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIM'. [2025-11-21T09:45:59.565224] [INFO ] [CONFIGURE ] CIM: Testing with 29 available features [2025-11-21T09:45:59.565300] [INFO ] [CONFIGURE ] CIM: Establishing baseline with no features... [2025-11-21T09:45:59.743769] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:45:59.919797] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:46:00.105672] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:00.278976] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:00.453162] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:00.625824] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:00.802762] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:01.065964] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:46:01.784865] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:02.115237] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:02.115412] [INFO ] [CONFIGURE ] CIM: Baseline score (no features): 50.00% [2025-11-21T09:46:02.115460] [INFO ] [CONFIGURE ] CIM: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:46:02.115500] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:46:02.333845] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:02.558729] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:02.785387] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:46:03.006329] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:03.242914] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:46:03.487909] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:03.722772] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:03.957996] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:04.188799] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:04.427462] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:04.427658] [INFO ] [CONFIGURE ] CIM: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T09:46:04.427719] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12063 tests [2025-11-21T09:46:04.427779] [INFO ] [CONFIGURE ] CIM: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:46:04.427827] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:46:04.667939] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:04.909488] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:05.142245] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:05.376620] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:05.612393] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:05.856109] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:06.104346] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:06.347987] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:46:06.596837] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:06.831199] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:06.831377] [INFO ] [CONFIGURE ] CIM: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T09:46:06.831425] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12062 tests [2025-11-21T09:46:06.831463] [INFO ] [CONFIGURE ] CIM: Testing feature 3/29: add_daily_returns [2025-11-21T09:46:06.831497] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:46:07.081307] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:07.326898] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:07.575817] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:07.841453] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:08.098239] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:08.371290] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:08.642490] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:08.933582] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:46:09.201810] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:09.445985] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:09.446197] [INFO ] [CONFIGURE ] CIM: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T09:46:09.446246] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12061 tests [2025-11-21T09:46:09.446284] [INFO ] [CONFIGURE ] CIM: Testing feature 4/29: add_ema [2025-11-21T09:46:09.446318] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T09:46:09.738229] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:10.035823] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:10.342594] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:10.631022] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:10.959284] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:11.225498] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:11.490096] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:11.764796] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:12.047621] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:12.311058] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:12.311245] [INFO ] [CONFIGURE ] CIM: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:46:12.311304] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12060 tests [2025-11-21T09:46:12.311354] [INFO ] [CONFIGURE ] CIM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:46:12.311399] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:46:12.578683] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:12.840170] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:13.094918] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:13.349503] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:46:13.628939] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:46:13.905870] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:14.181805] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:14.458686] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:14.759676] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:15.052347] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:46:15.052532] [INFO ] [CONFIGURE ] CIM: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:46:15.052589] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12059 tests [2025-11-21T09:46:15.052638] [INFO ] [CONFIGURE ] CIM: Testing feature 6/29: add_failed_moves [2025-11-21T09:46:15.052709] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:46:15.295947] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:15.538283] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:46:15.779204] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:16.035268] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:16.278733] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:16.526024] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:16.773258] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:17.014595] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:17.259311] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:17.512023] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:17.512205] [INFO ] [CONFIGURE ] CIM: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T09:46:17.512263] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12058 tests [2025-11-21T09:46:17.512309] [INFO ] [CONFIGURE ] CIM: Testing feature 7/29: add_lag_shelf [2025-11-21T09:46:17.512353] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:46:17.747331] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:17.983659] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:18.233093] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:18.470931] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:18.706806] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:18.958350] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:19.192503] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:19.435747] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:46:19.679817] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:19.939764] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:19.939979] [INFO ] [CONFIGURE ] CIM: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:46:19.940050] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12057 tests [2025-11-21T09:46:19.940097] [INFO ] [CONFIGURE ] CIM: Testing feature 8/29: add_macd [2025-11-21T09:46:19.940135] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:46:20.303416] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:20.668893] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:46:21.048728] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:21.378940] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:21.728893] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:22.037720] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:22.368463] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:22.706163] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:23.039751] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:46:23.352134] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:23.352329] [INFO ] [CONFIGURE ] CIM: DISCARDED add_macd (score: 50.00%) [2025-11-21T09:46:23.352388] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12056 tests [2025-11-21T09:46:23.352491] [INFO ] [CONFIGURE ] CIM: Testing feature 9/29: add_mfi [2025-11-21T09:46:23.352540] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T09:46:23.583031] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:23.815741] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:24.049933] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:24.297892] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:24.557590] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:24.784260] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:25.022249] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:25.254813] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:25.487754] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:25.732032] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:25.732246] [INFO ] [CONFIGURE ] CIM: DISCARDED add_mfi (score: 50.00%) [2025-11-21T09:46:25.732306] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12055 tests [2025-11-21T09:46:25.732429] [INFO ] [CONFIGURE ] CIM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:46:25.732477] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:46:26.086899] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:26.417424] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:26.739675] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:27.057002] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:27.377317] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:27.692094] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:28.016216] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:28.351219] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:28.702211] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:29.066094] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:29.066295] [INFO ] [CONFIGURE ] CIM: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:46:29.066357] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12054 tests [2025-11-21T09:46:29.066406] [INFO ] [CONFIGURE ] CIM: Testing feature 11/29: add_obv_daily [2025-11-21T09:46:29.066452] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T09:46:29.331756] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:29.598717] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:29.850778] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:30.096118] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:30.341183] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:30.611183] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:30.890254] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:31.181095] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:46:31.448163] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:31.726172] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:31.726362] [INFO ] [CONFIGURE ] CIM: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:46:31.726420] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12053 tests [2025-11-21T09:46:31.726464] [INFO ] [CONFIGURE ] CIM: Testing feature 12/29: add_obv_interval [2025-11-21T09:46:31.726511] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T09:46:31.957754] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:32.183602] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:32.412960] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:32.640724] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:32.873326] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:33.104833] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:33.352083] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:33.611940] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:33.867017] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:34.123250] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:46:34.123443] [INFO ] [CONFIGURE ] CIM: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T09:46:34.123501] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12052 tests [2025-11-21T09:46:34.123549] [INFO ] [CONFIGURE ] CIM: Testing feature 13/29: add_opening_strength [2025-11-21T09:46:34.123628] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:46:34.423322] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:34.700448] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:34.987532] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:35.280691] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:35.567418] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:35.852703] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:36.148499] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:36.450741] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:36.737251] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:37.017409] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:37.017587] [INFO ] [CONFIGURE ] CIM: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:46:37.017666] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12051 tests [2025-11-21T09:46:37.017718] [INFO ] [CONFIGURE ] CIM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:46:37.017764] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T09:46:37.291588] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:37.574073] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:46:37.850549] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:38.116856] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:38.388758] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:38.673106] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:38.957530] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:39.251318] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:39.523147] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:39.806832] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:39.807037] [INFO ] [CONFIGURE ] CIM: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:46:39.807099] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12050 tests [2025-11-21T09:46:39.807150] [INFO ] [CONFIGURE ] CIM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:46:39.807193] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T09:46:40.060114] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:40.316767] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:40.567474] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:40.824795] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:46:41.089218] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:41.348521] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:41.614153] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:41.886281] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:42.145628] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:42.427391] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:42.427628] [INFO ] [CONFIGURE ] CIM: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:46:42.427739] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12049 tests [2025-11-21T09:46:42.427792] [INFO ] [CONFIGURE ] CIM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:46:42.427831] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T09:46:42.808088] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:43.159988] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:43.459991] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:43.743014] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:44.048205] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:44.336021] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:44.624370] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:44.914367] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:46:45.194385] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:45.474868] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:45.475074] [INFO ] [CONFIGURE ] CIM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:46:45.475130] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12048 tests [2025-11-21T09:46:45.475177] [INFO ] [CONFIGURE ] CIM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:46:45.475218] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T09:46:45.741624] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:46.012047] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:46.286668] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:46.553603] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:46.807174] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:46:47.056940] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:47.293265] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:47.537587] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:46:47.781381] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:48.019714] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:48.019910] [INFO ] [CONFIGURE ] CIM: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:46:48.019966] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12047 tests [2025-11-21T09:46:48.020015] [INFO ] [CONFIGURE ] CIM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:46:48.020055] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T09:46:48.239897] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:48.454216] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:48.667430] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:48.889481] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:49.110572] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:49.329138] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:49.546350] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:49.768686] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:50.003213] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:50.265240] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:46:50.265449] [INFO ] [CONFIGURE ] CIM: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:46:50.265663] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12046 tests [2025-11-21T09:46:50.265781] [INFO ] [CONFIGURE ] CIM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:46:50.265834] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T09:46:50.508874] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:50.756547] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:50.987674] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:51.217517] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:51.437815] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:51.663928] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:51.893201] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:52.122108] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:46:52.346883] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:52.577889] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:52.578075] [INFO ] [CONFIGURE ] CIM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:46:52.578123] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12045 tests [2025-11-21T09:46:52.578162] [INFO ] [CONFIGURE ] CIM: Testing feature 20/29: add_price_rejection [2025-11-21T09:46:52.578197] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T09:46:52.820621] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:53.069382] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:53.307614] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:46:53.535455] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:53.769345] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:54.001934] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:54.241444] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:54.469021] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:54.708381] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:54.946519] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:46:54.946706] [INFO ] [CONFIGURE ] CIM: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T09:46:54.946765] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12044 tests [2025-11-21T09:46:54.946862] [INFO ] [CONFIGURE ] CIM: Testing feature 21/29: add_range_position [2025-11-21T09:46:54.946909] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T09:46:55.204142] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:46:55.457928] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:55.712922] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:55.976094] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:56.252616] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:46:56.534378] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:46:56.810304] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:46:57.103280] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:46:57.405971] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:46:57.665969] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:46:57.666140] [INFO ] [CONFIGURE ] CIM: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:46:57.666207] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12043 tests [2025-11-21T09:46:57.666255] [INFO ] [CONFIGURE ] CIM: Testing feature 22/29: add_realized_volatility [2025-11-21T09:46:57.666296] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T09:46:58.038578] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:46:58.396681] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:46:58.750732] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:46:59.097483] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:46:59.435063] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:46:59.767165] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:47:00.122186] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:47:00.987545] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:01.359776] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:01.735225] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:47:01.735429] [INFO ] [CONFIGURE ] CIM: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T09:47:01.735491] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12042 tests [2025-11-21T09:47:01.735541] [INFO ] [CONFIGURE ] CIM: Testing feature 23/29: add_recent_range_context [2025-11-21T09:47:01.735587] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T09:47:01.999578] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:02.254851] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:02.520159] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:47:02.784972] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:47:03.041757] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:03.291548] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:47:03.543689] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:47:03.800211] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:04.093635] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:04.355060] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:47:04.355292] [INFO ] [CONFIGURE ] CIM: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:47:04.355357] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12041 tests [2025-11-21T09:47:04.355412] [INFO ] [CONFIGURE ] CIM: Testing feature 24/29: add_rsi [2025-11-21T09:47:04.355461] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T09:47:04.657805] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:04.949489] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:05.241812] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:47:05.543916] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:05.823537] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:06.143440] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:47:06.448735] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:47:06.740035] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:07.035374] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:07.329298] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:47:07.329487] [INFO ] [CONFIGURE ] CIM: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:47:07.329544] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12040 tests [2025-11-21T09:47:07.329592] [INFO ] [CONFIGURE ] CIM: Testing feature 25/29: add_tick_distribution [2025-11-21T09:47:07.329711] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T09:47:07.567036] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:07.814699] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:08.064973] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:47:08.309110] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:08.573206] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:08.819538] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:47:09.062720] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:47:09.307382] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:09.552575] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:09.797520] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:47:09.797723] [INFO ] [CONFIGURE ] CIM: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T09:47:09.797848] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12039 tests [2025-11-21T09:47:09.797897] [INFO ] [CONFIGURE ] CIM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:47:09.797946] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T09:47:10.038939] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:10.280843] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:10.516126] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:47:10.752253] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:11.003332] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:11.250299] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:47:11.488824] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:47:11.738833] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:11.980389] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:12.207046] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:47:12.207229] [INFO ] [CONFIGURE ] CIM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:47:12.207293] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12038 tests [2025-11-21T09:47:12.207339] [INFO ] [CONFIGURE ] CIM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:47:12.207375] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T09:47:12.444341] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:12.685341] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:12.936159] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:47:13.186483] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:13.439082] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:13.695469] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:47:13.945124] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:47:14.221373] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:14.494799] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:14.775321] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:47:14.775496] [INFO ] [CONFIGURE ] CIM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T09:47:14.775553] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12037 tests [2025-11-21T09:47:14.775600] [INFO ] [CONFIGURE ] CIM: Testing feature 28/29: add_volume_profile [2025-11-21T09:47:14.775662] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T09:47:15.039923] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:15.305590] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:15.582150] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:47:15.868311] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:16.134932] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:16.399461] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:47:16.664926] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:47:16.926857] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:17.185840] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:17.442778] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:47:17.442951] [INFO ] [CONFIGURE ] CIM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T09:47:17.443009] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12036 tests [2025-11-21T09:47:17.443055] [INFO ] [CONFIGURE ] CIM: Testing feature 29/29: add_vwap [2025-11-21T09:47:17.443098] [INFO ] [CONFIGURE ] CIM: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T09:47:17.704061] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:17.962900] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:18.230158] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:47:18.506777] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:18.768671] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:19.039934] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:47:19.307352] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:47:19.578008] [DEBUG] [FORECASTER] CIM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:19.851231] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:20.116832] [DEBUG] [FORECASTER] CIM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:47:20.117007] [INFO ] [CONFIGURE ] CIM: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:47:20.117082] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12035 tests [2025-11-21T09:47:20.117133] [INFO ] [CONFIGURE ] CIM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:47:20.117182] [INFO ] [CONFIGURE ] CIM: Best accuracy: 60.00% [2025-11-21T09:47:20.117248] [INFO ] [CONFIGURE ] CIM: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T09:47:20.117295] [INFO ] [CONFIGURE ] CIM: Improvement over baseline: 10.00% [2025-11-21T09:47:20.117337] [INFO ] [CONFIGURE ] CIM: Total time: 1.3 minutes [2025-11-21T09:47:20.117375] [INFO ] [CONFIGURE ] CIM: Average time per feature: 2.7 seconds [2025-11-21T09:47:20.117415] [INFO ] [CONFIGURE ] CIM: Average speed: 0.37 features/sec [2025-11-21T09:47:20.117809] [INFO ] [LOCAL ] Saved configuration for CIM: 1 features, 60.00% accuracy -> ./output/feature-sets/CIM.json [2025-11-21T09:47:20.117871] [INFO ] [CONFIGURE ] CIM: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T09:47:20.117924] [INFO ] [sig ] [311/723] Successfully configured CIM | 0.01 sym/s | Total: 7.2h | ETA: 9.6h [2025-11-21T09:47:20.117972] [INFO ] [sig ] [312/723] Configuring CINT... [2025-11-21T09:47:20.118015] [INFO ] [CONFIGURE ] CINT: Configurate test run. [2025-11-21T09:47:20.118057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'. [2025-11-21T09:47:20.225477] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CINT'. [2025-11-21T09:47:20.225943] [INFO ] [CONFIGURE ] CINT: Testing with 29 available features [2025-11-21T09:47:20.226011] [INFO ] [CONFIGURE ] CINT: Establishing baseline with no features... [2025-11-21T09:47:20.408544] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:20.599109] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:20.797716] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:20.989710] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:21.183126] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:21.372136] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:47:21.563535] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:21.748876] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:21.935490] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:22.118239] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:22.118382] [INFO ] [CONFIGURE ] CINT: Baseline score (no features): 50.00% [2025-11-21T09:47:22.118429] [INFO ] [CONFIGURE ] CINT: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:47:22.118465] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:47:22.334074] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:22.560858] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:22.787228] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:23.030126] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:47:23.255350] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:23.489261] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:23.743899] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:23.994001] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:24.241048] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:24.474982] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:24.475159] [INFO ] [CONFIGURE ] CINT: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T09:47:24.475208] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12034 tests [2025-11-21T09:47:24.475246] [INFO ] [CONFIGURE ] CINT: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:47:24.475280] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:47:24.756936] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:25.024528] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:25.287303] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:25.549347] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:25.823900] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:47:26.102349] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:47:26.399253] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:26.674376] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:26.935350] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:27.192750] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:27.192970] [INFO ] [CONFIGURE ] CINT: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T09:47:27.193028] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12033 tests [2025-11-21T09:47:27.193072] [INFO ] [CONFIGURE ] CINT: Testing feature 3/29: add_daily_returns [2025-11-21T09:47:27.193114] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:47:27.425850] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:47:27.667932] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:27.898210] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:28.135785] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:47:28.372476] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:47:28.606999] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:28.853139] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:29.097604] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:29.323279] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:29.556360] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:29.556722] [INFO ] [CONFIGURE ] CINT: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T09:47:29.556832] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12032 tests [2025-11-21T09:47:29.556945] [INFO ] [CONFIGURE ] CINT: Testing feature 4/29: add_ema [2025-11-21T09:47:29.557063] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T09:47:29.862785] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:47:30.204490] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:47:30.563128] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:30.852681] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:31.130725] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:31.387099] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:31.641747] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:31.898996] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:32.167520] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:32.429489] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:32.429683] [INFO ] [CONFIGURE ] CINT: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:47:32.429757] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12031 tests [2025-11-21T09:47:32.429808] [INFO ] [CONFIGURE ] CINT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:47:32.429855] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:47:32.689030] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:32.945973] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:33.209404] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:33.472727] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:33.736013] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:33.994076] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:47:34.254610] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:34.525345] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:34.785448] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:47:35.045980] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:35.046173] [INFO ] [CONFIGURE ] CINT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T09:47:35.046230] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12030 tests [2025-11-21T09:47:35.046277] [INFO ] [CONFIGURE ] CINT: Testing feature 6/29: add_failed_moves [2025-11-21T09:47:35.046349] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T09:47:35.269016] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:35.490050] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:35.712352] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:35.934086] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:36.161141] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:36.399613] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:36.636295] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:36.846863] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:37.054536] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:37.273593] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:37.273833] [INFO ] [CONFIGURE ] CINT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T09:47:37.273907] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12029 tests [2025-11-21T09:47:37.273974] [INFO ] [CONFIGURE ] CINT: Testing feature 7/29: add_lag_shelf [2025-11-21T09:47:37.274033] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T09:47:37.489033] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:37.693835] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:37.896971] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:38.100629] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:38.325334] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:38.529272] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:38.732454] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:38.936739] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:39.139781] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:47:39.355228] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:39.355417] [INFO ] [CONFIGURE ] CINT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T09:47:39.355471] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12028 tests [2025-11-21T09:47:39.355512] [INFO ] [CONFIGURE ] CINT: Testing feature 8/29: add_macd [2025-11-21T09:47:39.355604] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T09:47:39.668748] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:39.971153] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:47:40.267740] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:40.576659] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:40.885390] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:41.197959] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:47:41.511085] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:41.824544] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:42.144504] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:42.462045] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:42.462251] [INFO ] [CONFIGURE ] CINT: DISCARDED add_macd (score: 30.00%) [2025-11-21T09:47:42.462320] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12027 tests [2025-11-21T09:47:42.462371] [INFO ] [CONFIGURE ] CINT: Testing feature 9/29: add_mfi [2025-11-21T09:47:42.462418] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T09:47:42.694668] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:42.928794] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:43.154296] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:43.382086] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:43.612242] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:43.851418] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:44.084281] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:44.323370] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:44.565162] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:44.794524] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:44.794737] [INFO ] [CONFIGURE ] CINT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:47:44.794806] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12026 tests [2025-11-21T09:47:44.794863] [INFO ] [CONFIGURE ] CINT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:47:44.794913] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:47:45.127512] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:45.452658] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:47:45.777259] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:46.106773] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:46.428846] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:47:46.750273] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:47.064808] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:47.402481] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:47.746239] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:48.079170] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:48.079363] [INFO ] [CONFIGURE ] CINT: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T09:47:48.079423] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12025 tests [2025-11-21T09:47:48.079472] [INFO ] [CONFIGURE ] CINT: Testing feature 11/29: add_obv_daily [2025-11-21T09:47:48.079519] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T09:47:48.323671] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:47:48.564100] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:48.808900] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:49.043279] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:49.276703] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:47:49.509383] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:49.746295] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:49.994544] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:50.232488] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:47:50.473448] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:50.473788] [INFO ] [CONFIGURE ] CINT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:47:50.473915] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12024 tests [2025-11-21T09:47:50.474029] [INFO ] [CONFIGURE ] CINT: Testing feature 12/29: add_obv_interval [2025-11-21T09:47:50.474109] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T09:47:50.707863] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:50.959926] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:51.207272] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:51.460845] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:51.700053] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:51.951563] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:47:52.192628] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:52.438742] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:47:52.681811] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:52.943951] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:52.944156] [INFO ] [CONFIGURE ] CINT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T09:47:52.944210] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12023 tests [2025-11-21T09:47:52.944255] [INFO ] [CONFIGURE ] CINT: Testing feature 13/29: add_opening_strength [2025-11-21T09:47:52.944298] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:47:53.210357] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:53.472173] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:53.733163] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:53.995457] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:54.255514] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:47:54.512477] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:54.771451] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:55.042119] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:55.302620] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:55.562587] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:55.562796] [INFO ] [CONFIGURE ] CINT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:47:55.562856] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12022 tests [2025-11-21T09:47:55.562900] [INFO ] [CONFIGURE ] CINT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:47:55.562945] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T09:47:55.823747] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:47:56.085733] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:56.360374] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:56.654738] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:47:56.924176] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:57.186345] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:57.452526] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:47:57.716365] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:47:57.985491] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:47:58.242145] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:47:58.242328] [INFO ] [CONFIGURE ] CINT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T09:47:58.242577] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12021 tests [2025-11-21T09:47:58.242622] [INFO ] [CONFIGURE ] CINT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:47:58.242679] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T09:47:58.473260] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:47:58.693626] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:47:58.926166] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:47:59.153492] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:47:59.384861] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:47:59.614665] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:47:59.834417] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:00.053557] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:01.030394] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:01.319506] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:01.319700] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:48:01.319793] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12020 tests [2025-11-21T09:48:01.319845] [INFO ] [CONFIGURE ] CINT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:48:01.319892] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T09:48:01.558181] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:01.831625] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:02.079419] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:02.322625] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:48:02.574616] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:02.822352] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:48:03.071862] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:03.317828] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:03.562630] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:03.809024] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:03.809196] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T09:48:03.809245] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12019 tests [2025-11-21T09:48:03.809283] [INFO ] [CONFIGURE ] CINT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:48:03.809317] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T09:48:04.058291] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:04.303397] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:04.546345] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:04.795611] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:48:05.043104] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:05.289036] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:05.533850] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:05.787306] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:06.046781] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:06.304817] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:06.305003] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T09:48:06.305061] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12018 tests [2025-11-21T09:48:06.305101] [INFO ] [CONFIGURE ] CINT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:48:06.305143] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T09:48:06.520605] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:06.734037] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:06.951410] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:07.170279] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:48:07.387628] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:07.605443] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:07.821285] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:08.038842] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:08.263897] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:08.493466] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:08.493633] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:48:08.493726] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12017 tests [2025-11-21T09:48:08.493852] [INFO ] [CONFIGURE ] CINT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:48:08.493904] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T09:48:08.717193] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:08.936575] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:09.159435] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:09.381515] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:48:09.598874] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:09.818198] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:10.037006] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:10.263285] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:10.486056] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:10.709590] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:10.709774] [INFO ] [CONFIGURE ] CINT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:48:10.709872] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12016 tests [2025-11-21T09:48:10.709924] [INFO ] [CONFIGURE ] CINT: Testing feature 20/29: add_price_rejection [2025-11-21T09:48:10.709971] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T09:48:10.942685] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:11.174222] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:11.426588] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:11.670572] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:48:11.926899] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:12.170222] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:12.410201] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:12.656936] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:12.902413] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:13.152679] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:13.153011] [INFO ] [CONFIGURE ] CINT: KEPT add_price_rejection (score: 80.00%) [2025-11-21T09:48:13.153163] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12015 tests [2025-11-21T09:48:13.153279] [INFO ] [CONFIGURE ] CINT: Testing feature 21/29: add_range_position [2025-11-21T09:48:13.153363] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_range_position'] [2025-11-21T09:48:13.418709] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:13.686809] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:13.952445] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:14.221985] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:48:14.493113] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:14.761932] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:15.031293] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:15.300562] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:15.589907] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:15.875104] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:15.875275] [INFO ] [CONFIGURE ] CINT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:48:15.875391] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12014 tests [2025-11-21T09:48:15.875446] [INFO ] [CONFIGURE ] CINT: Testing feature 22/29: add_realized_volatility [2025-11-21T09:48:15.875486] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_realized_volatility'] [2025-11-21T09:48:16.237213] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:16.611590] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:16.984237] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:17.359061] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:48:17.722959] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:48:18.100434] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:18.456865] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:18.829482] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:19.176165] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:19.537752] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:19.537960] [INFO ] [CONFIGURE ] CINT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T09:48:19.538019] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12013 tests [2025-11-21T09:48:19.538066] [INFO ] [CONFIGURE ] CINT: Testing feature 23/29: add_recent_range_context [2025-11-21T09:48:19.538109] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_recent_range_context'] [2025-11-21T09:48:19.793687] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:20.053186] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:20.311711] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:20.583543] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:48:20.876674] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:21.141246] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:21.416191] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:21.677191] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:21.938577] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:22.195752] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:22.195922] [INFO ] [CONFIGURE ] CINT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:48:22.195977] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12012 tests [2025-11-21T09:48:22.196024] [INFO ] [CONFIGURE ] CINT: Testing feature 24/29: add_rsi [2025-11-21T09:48:22.196066] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-21T09:48:22.494497] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:22.793824] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:23.096164] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:23.463511] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:48:23.838463] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:48:24.211739] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:24.600106] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:24.887626] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:25.171318] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:25.454863] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:25.455035] [INFO ] [CONFIGURE ] CINT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:48:25.455090] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12011 tests [2025-11-21T09:48:25.455129] [INFO ] [CONFIGURE ] CINT: Testing feature 25/29: add_tick_distribution [2025-11-21T09:48:25.455200] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_tick_distribution'] [2025-11-21T09:48:25.691369] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:25.931362] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:26.168404] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:26.418267] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:48:26.702694] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:26.974433] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:48:27.229233] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:27.520881] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:27.803862] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:28.055827] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:28.056007] [INFO ] [CONFIGURE ] CINT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:48:28.056062] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12010 tests [2025-11-21T09:48:28.056149] [INFO ] [CONFIGURE ] CINT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:48:28.056197] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T09:48:28.289580] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:28.526985] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:28.771181] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:29.016072] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:48:29.263724] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:29.506282] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:29.750294] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:30.000434] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:30.245319] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:30.490268] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:30.490441] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:48:30.490497] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12009 tests [2025-11-21T09:48:30.490567] [INFO ] [CONFIGURE ] CINT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:48:30.490608] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T09:48:30.760603] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:48:31.031414] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:31.315031] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:31.599688] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:48:31.866086] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:48:32.124390] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T09:48:32.388319] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:32.646881] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:32.905901] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:33.164618] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:33.164805] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T09:48:33.164874] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12008 tests [2025-11-21T09:48:33.164920] [INFO ] [CONFIGURE ] CINT: Testing feature 28/29: add_volume_profile [2025-11-21T09:48:33.164963] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_volume_profile'] [2025-11-21T09:48:33.426360] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:33.672878] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:33.917429] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:34.167572] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:48:34.424696] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:34.670901] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:48:34.919903] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:35.167706] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:35.418695] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:35.667630] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:35.667854] [INFO ] [CONFIGURE ] CINT: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T09:48:35.667914] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12007 tests [2025-11-21T09:48:35.667961] [INFO ] [CONFIGURE ] CINT: Testing feature 29/29: add_vwap [2025-11-21T09:48:35.668005] [INFO ] [CONFIGURE ] CINT: Testing with features: ['add_bollinger_bands', 'add_price_rejection', 'add_vwap'] [2025-11-21T09:48:35.914693] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:48:36.162104] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:36.416097] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:36.668844] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:48:36.915130] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:48:37.164382] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T09:48:37.414059] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:37.664608] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:37.914456] [DEBUG] [FORECASTER] CINT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:38.166229] [DEBUG] [FORECASTER] CINT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:48:38.166445] [INFO ] [CONFIGURE ] CINT: DISCARDED add_vwap (score: 40.00%) [2025-11-21T09:48:38.166558] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12006 tests [2025-11-21T09:48:38.166609] [INFO ] [CONFIGURE ] CINT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:48:38.166669] [INFO ] [CONFIGURE ] CINT: Best accuracy: 80.00% [2025-11-21T09:48:38.166713] [INFO ] [CONFIGURE ] CINT: Best feature set (2 features): ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T09:48:38.166753] [INFO ] [CONFIGURE ] CINT: Improvement over baseline: 30.00% [2025-11-21T09:48:38.166789] [INFO ] [CONFIGURE ] CINT: Total time: 1.3 minutes [2025-11-21T09:48:38.166864] [INFO ] [CONFIGURE ] CINT: Average time per feature: 2.6 seconds [2025-11-21T09:48:38.166903] [INFO ] [CONFIGURE ] CINT: Average speed: 0.38 features/sec [2025-11-21T09:48:38.167261] [INFO ] [LOCAL ] Saved configuration for CINT: 2 features, 80.00% accuracy -> ./output/feature-sets/CINT.json [2025-11-21T09:48:38.167321] [INFO ] [CONFIGURE ] CINT: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T09:48:38.167369] [INFO ] [sig ] [312/723] Successfully configured CINT | 0.01 sym/s | Total: 7.2h | ETA: 9.5h [2025-11-21T09:48:38.167412] [INFO ] [sig ] [313/723] Configuring CIO... [2025-11-21T09:48:38.167451] [INFO ] [CONFIGURE ] CIO: Configurate test run. [2025-11-21T09:48:38.167489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-11-21T09:48:38.273712] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIO'. [2025-11-21T09:48:38.274024] [INFO ] [CONFIGURE ] CIO: Testing with 29 available features [2025-11-21T09:48:38.274089] [INFO ] [CONFIGURE ] CIO: Establishing baseline with no features... [2025-11-21T09:48:38.464466] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:38.640053] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:38.805428] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:38.972195] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:48:39.145510] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:39.312218] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:48:39.487762] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:39.663460] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:39.836533] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:48:40.007391] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:48:40.007571] [INFO ] [CONFIGURE ] CIO: Baseline score (no features): 70.00% [2025-11-21T09:48:40.007618] [INFO ] [CONFIGURE ] CIO: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:48:40.007675] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:48:40.210070] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:40.419063] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:40.619832] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:40.824341] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:48:41.025333] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:41.228995] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:48:41.437695] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:48:41.661151] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:41.868310] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:42.081906] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:48:42.082074] [INFO ] [CONFIGURE ] CIO: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T09:48:42.082121] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12005 tests [2025-11-21T09:48:42.082159] [INFO ] [CONFIGURE ] CIO: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:48:42.082194] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:48:42.291619] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:42.511519] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:42.718530] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:42.923283] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:48:43.130135] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:43.343628] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:48:43.551931] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:48:43.762660] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:43.978849] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:44.196009] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:48:44.196273] [INFO ] [CONFIGURE ] CIO: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T09:48:44.196323] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12004 tests [2025-11-21T09:48:44.196362] [INFO ] [CONFIGURE ] CIO: Testing feature 3/29: add_daily_returns [2025-11-21T09:48:44.196397] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_daily_returns'] [2025-11-21T09:48:44.384227] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:44.576971] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:44.759803] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:44.944461] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:48:45.136616] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:45.330440] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:48:45.521804] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:48:45.709520] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:48:45.897485] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:48:46.092944] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:48:46.093115] [INFO ] [CONFIGURE ] CIO: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:48:46.093162] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12003 tests [2025-11-21T09:48:46.093199] [INFO ] [CONFIGURE ] CIO: Testing feature 4/29: add_ema [2025-11-21T09:48:46.093235] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_ema'] [2025-11-21T09:48:46.322011] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:46.540581] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:46.757309] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:46.971534] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:48:47.188030] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:47.404855] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:48:47.621969] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:48:47.838984] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:48.054205] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:48:48.273387] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:48:48.273747] [INFO ] [CONFIGURE ] CIO: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:48:48.273855] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12002 tests [2025-11-21T09:48:48.273965] [INFO ] [CONFIGURE ] CIO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:48:48.274047] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:48:48.495570] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:48.715459] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:48.934141] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:49.154899] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:48:49.380686] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:49.602154] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:48:49.825597] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:48:50.050591] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:50.280351] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:48:50.510293] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:48:50.510498] [INFO ] [CONFIGURE ] CIO: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T09:48:50.510560] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12001 tests [2025-11-21T09:48:50.510608] [INFO ] [CONFIGURE ] CIO: Testing feature 6/29: add_failed_moves [2025-11-21T09:48:50.510673] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_failed_moves'] [2025-11-21T09:48:50.696545] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:50.881336] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:51.065570] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:51.252525] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:48:51.445023] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:51.632720] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:48:51.823808] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:52.014853] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:52.214478] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:48:52.402210] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:48:52.402388] [INFO ] [CONFIGURE ] CIO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:48:52.402438] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 12000 tests [2025-11-21T09:48:52.402480] [INFO ] [CONFIGURE ] CIO: Testing feature 7/29: add_lag_shelf [2025-11-21T09:48:52.402517] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_lag_shelf'] [2025-11-21T09:48:52.574483] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:52.760875] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:52.932546] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:48:53.108104] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:48:53.288434] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:53.457878] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:48:53.630745] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:48:53.803790] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:53.974672] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:48:54.146928] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:48:54.147121] [INFO ] [CONFIGURE ] CIO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T09:48:54.147169] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11999 tests [2025-11-21T09:48:54.147207] [INFO ] [CONFIGURE ] CIO: Testing feature 8/29: add_macd [2025-11-21T09:48:54.147244] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:48:54.412998] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:54.701657] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:48:54.957682] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:55.229074] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:48:55.500532] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:55.767436] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:48:56.046964] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:48:56.348861] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:56.640759] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:48:56.932480] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:48:56.932704] [INFO ] [CONFIGURE ] CIO: DISCARDED add_macd (score: 50.00%) [2025-11-21T09:48:56.932764] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11998 tests [2025-11-21T09:48:56.932889] [INFO ] [CONFIGURE ] CIO: Testing feature 9/29: add_mfi [2025-11-21T09:48:56.932930] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_mfi'] [2025-11-21T09:48:57.137303] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:48:57.356663] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:57.568410] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:48:57.772981] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:48:57.978131] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:48:58.187639] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:48:58.395729] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:48:58.605434] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:48:58.815116] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:48:59.024562] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:48:59.024942] [INFO ] [CONFIGURE ] CIO: DISCARDED add_mfi (score: 50.00%) [2025-11-21T09:48:59.025048] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11997 tests [2025-11-21T09:48:59.025135] [INFO ] [CONFIGURE ] CIO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:48:59.025239] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:48:59.321110] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:48:59.613776] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:48:59.909102] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:00.202628] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:49:01.182569] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:01.660453] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:01.979715] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:02.291630] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:02.602429] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:02.909869] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:02.910150] [INFO ] [CONFIGURE ] CIO: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T09:49:02.910212] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11996 tests [2025-11-21T09:49:02.910338] [INFO ] [CONFIGURE ] CIO: Testing feature 11/29: add_obv_daily [2025-11-21T09:49:02.910392] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_obv_daily'] [2025-11-21T09:49:03.131936] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:03.344766] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:49:03.557798] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:03.768432] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:03.984336] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:04.206870] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:04.429489] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:04.646257] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:04.863852] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:05.084433] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:05.084670] [INFO ] [CONFIGURE ] CIO: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T09:49:05.084769] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11995 tests [2025-11-21T09:49:05.084834] [INFO ] [CONFIGURE ] CIO: Testing feature 12/29: add_obv_interval [2025-11-21T09:49:05.084884] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_obv_interval'] [2025-11-21T09:49:05.300815] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:05.513285] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:05.720967] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:49:05.934451] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:49:06.150129] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:06.359492] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:06.575417] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:06.790279] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:07.006867] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:07.224951] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:07.225126] [INFO ] [CONFIGURE ] CIO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T09:49:07.225174] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11994 tests [2025-11-21T09:49:07.225211] [INFO ] [CONFIGURE ] CIO: Testing feature 13/29: add_opening_strength [2025-11-21T09:49:07.225245] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T09:49:07.461052] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:07.690797] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:49:07.921430] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:08.153452] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:08.385571] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:08.622796] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:08.850000] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:09.081509] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:09.305340] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:09.540029] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:09.540224] [INFO ] [CONFIGURE ] CIO: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T09:49:09.540273] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11993 tests [2025-11-21T09:49:09.540309] [INFO ] [CONFIGURE ] CIO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:49:09.540343] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T09:49:09.760119] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:49:09.978355] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:10.197542] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:10.418187] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:49:10.639939] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:10.865794] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:11.099146] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:11.377099] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:11.659921] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:49:11.946079] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:11.946279] [INFO ] [CONFIGURE ] CIO: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T09:49:11.946337] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11992 tests [2025-11-21T09:49:11.946377] [INFO ] [CONFIGURE ] CIO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:49:11.946453] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T09:49:12.156629] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:49:12.346911] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:12.539669] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:12.717218] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:12.888761] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:49:13.059260] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:13.230447] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:13.401332] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:13.579143] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:13.754002] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:13.754161] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T09:49:13.754207] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11991 tests [2025-11-21T09:49:13.754291] [INFO ] [CONFIGURE ] CIO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:49:13.754330] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T09:49:13.954582] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:14.154550] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:14.346801] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:14.540805] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:14.739543] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:14.934573] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:15.133010] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:49:15.329181] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:15.525842] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:49:15.727212] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:15.727380] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:49:15.727429] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11990 tests [2025-11-21T09:49:15.727466] [INFO ] [CONFIGURE ] CIO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:49:15.727500] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_pbf_return_2d'] [2025-11-21T09:49:15.925349] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:16.122875] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:49:16.322481] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:16.532968] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:16.728596] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:16.922132] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:17.124964] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:17.318418] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:17.516455] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:17.710766] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:17.710929] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:49:17.710976] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11989 tests [2025-11-21T09:49:17.711014] [INFO ] [CONFIGURE ] CIO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:49:17.711049] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T09:49:17.879483] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:18.050268] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:18.223407] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:49:18.393089] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:18.572397] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:18.745720] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:18.924576] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:19.097475] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:19.270288] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:19.447143] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:19.447343] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:49:19.447394] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11988 tests [2025-11-21T09:49:19.447434] [INFO ] [CONFIGURE ] CIO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:49:19.447470] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T09:49:19.628796] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:19.799199] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:19.966768] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:20.133739] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:20.302046] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:20.465247] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:20.645099] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:20.824728] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:21.008129] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:21.193529] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:21.193860] [INFO ] [CONFIGURE ] CIO: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T09:49:21.193973] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11987 tests [2025-11-21T09:49:21.194072] [INFO ] [CONFIGURE ] CIO: Testing feature 20/29: add_price_rejection [2025-11-21T09:49:21.194181] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_price_rejection'] [2025-11-21T09:49:21.398190] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:21.604973] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:21.815401] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:49:22.001513] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:22.185275] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:22.372731] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:22.567680] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:22.759805] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:49:22.950717] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:23.142249] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:23.142429] [INFO ] [CONFIGURE ] CIO: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T09:49:23.142478] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11986 tests [2025-11-21T09:49:23.142518] [INFO ] [CONFIGURE ] CIO: Testing feature 21/29: add_range_position [2025-11-21T09:49:23.142554] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_range_position'] [2025-11-21T09:49:23.362013] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:49:23.574878] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:49:23.787775] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:23.998151] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:24.211521] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:24.425628] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:24.649502] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:49:24.865660] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:49:25.082816] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:25.301168] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:25.301339] [INFO ] [CONFIGURE ] CIO: DISCARDED add_range_position (score: 30.00%) [2025-11-21T09:49:25.301390] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11985 tests [2025-11-21T09:49:25.301432] [INFO ] [CONFIGURE ] CIO: Testing feature 22/29: add_realized_volatility [2025-11-21T09:49:25.301469] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_realized_volatility'] [2025-11-21T09:49:25.597998] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:49:25.895251] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:26.185923] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:26.481751] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:26.819549] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:27.130022] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:27.422365] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T09:49:27.722067] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:49:28.024413] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:28.322757] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:28.322948] [INFO ] [CONFIGURE ] CIO: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T09:49:28.323011] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11984 tests [2025-11-21T09:49:28.323058] [INFO ] [CONFIGURE ] CIO: Testing feature 23/29: add_recent_range_context [2025-11-21T09:49:28.323122] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_recent_range_context'] [2025-11-21T09:49:28.508907] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:28.692599] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:28.877927] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:49:29.064410] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:29.248612] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:29.433780] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:29.625243] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:29.820942] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:30.016554] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:49:30.206281] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:30.206450] [INFO ] [CONFIGURE ] CIO: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:49:30.206520] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11983 tests [2025-11-21T09:49:30.206559] [INFO ] [CONFIGURE ] CIO: Testing feature 24/29: add_rsi [2025-11-21T09:49:30.206594] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T09:49:30.470087] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:49:30.706378] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:49:30.944274] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:31.180485] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:49:31.416507] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:31.652716] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:31.892162] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:32.125232] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:32.360192] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:32.596797] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:32.596987] [INFO ] [CONFIGURE ] CIO: DISCARDED add_rsi (score: 30.00%) [2025-11-21T09:49:32.597087] [INFO ] [CONFIGURE ] JOB ETA: 9.5h | Avg: 2.8s/test | Remaining: 11982 tests [2025-11-21T09:49:32.597138] [INFO ] [CONFIGURE ] CIO: Testing feature 25/29: add_tick_distribution [2025-11-21T09:49:32.597179] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_tick_distribution'] [2025-11-21T09:49:32.780412] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:32.970262] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:49:33.159092] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:49:33.347868] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:33.550873] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:33.741989] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:33.938876] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:34.133123] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:34.327483] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:34.524502] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:34.524706] [INFO ] [CONFIGURE ] CIO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:49:34.524784] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11981 tests [2025-11-21T09:49:34.524838] [INFO ] [CONFIGURE ] CIO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:49:34.524895] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T09:49:34.717490] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:49:34.908938] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:35.104626] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:49:35.298630] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:35.490271] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:35.686439] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:35.879723] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:36.075889] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:49:36.274744] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:49:36.465811] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:36.465980] [INFO ] [CONFIGURE ] CIO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:49:36.466052] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11980 tests [2025-11-21T09:49:36.466092] [INFO ] [CONFIGURE ] CIO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:49:36.466126] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_volume_price_divergence'] [2025-11-21T09:49:36.667345] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:36.890298] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:49:37.108965] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:37.332031] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:49:37.559371] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:37.787132] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:38.008795] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:38.228033] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:38.446043] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:49:38.672587] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:49:38.672936] [INFO ] [CONFIGURE ] CIO: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T09:49:38.672994] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11979 tests [2025-11-21T09:49:38.673032] [INFO ] [CONFIGURE ] CIO: Testing feature 28/29: add_volume_profile [2025-11-21T09:49:38.673068] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_volume_profile'] [2025-11-21T09:49:38.882632] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:39.093183] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:39.307742] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:49:39.519871] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:39.732371] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:49:39.949827] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:40.170330] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:40.386697] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:40.600119] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:40.821027] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:40.821215] [INFO ] [CONFIGURE ] CIO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T09:49:40.821265] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11978 tests [2025-11-21T09:49:40.821303] [INFO ] [CONFIGURE ] CIO: Testing feature 29/29: add_vwap [2025-11-21T09:49:40.821338] [INFO ] [CONFIGURE ] CIO: Testing with features: ['add_vwap'] [2025-11-21T09:49:41.042200] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:49:41.254174] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:49:41.470971] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:49:41.690719] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:41.906141] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:49:42.119732] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:42.338845] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T09:49:42.557083] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:49:42.781461] [DEBUG] [FORECASTER] CIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:49:43.003761] [DEBUG] [FORECASTER] CIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:43.003945] [INFO ] [CONFIGURE ] CIO: DISCARDED add_vwap (score: 40.00%) [2025-11-21T09:49:43.003995] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11977 tests [2025-11-21T09:49:43.004036] [INFO ] [CONFIGURE ] CIO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:49:43.004072] [INFO ] [CONFIGURE ] CIO: Best accuracy: 70.00% [2025-11-21T09:49:43.004105] [INFO ] [CONFIGURE ] CIO: Best feature set (0 features): [] [2025-11-21T09:49:43.004139] [INFO ] [CONFIGURE ] CIO: Improvement over baseline: 0.00% [2025-11-21T09:49:43.004170] [INFO ] [CONFIGURE ] CIO: Total time: 1.0 minutes [2025-11-21T09:49:43.004201] [INFO ] [CONFIGURE ] CIO: Average time per feature: 2.2 seconds [2025-11-21T09:49:43.004234] [INFO ] [CONFIGURE ] CIO: Average speed: 0.46 features/sec [2025-11-21T09:49:43.004722] [INFO ] [LOCAL ] Saved configuration for CIO: 0 features, 70.00% accuracy -> ./output/feature-sets/CIO.json [2025-11-21T09:49:43.004804] [INFO ] [CONFIGURE ] CIO: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T09:49:43.004866] [INFO ] [sig ] [313/723] Successfully configured CIO | 0.01 sym/s | Total: 7.3h | ETA: 9.5h [2025-11-21T09:49:43.004930] [INFO ] [sig ] [314/723] Configuring CION... [2025-11-21T09:49:43.004975] [INFO ] [CONFIGURE ] CION: Configurate test run. [2025-11-21T09:49:43.005018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-11-21T09:49:43.113617] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CION'. [2025-11-21T09:49:43.114095] [INFO ] [CONFIGURE ] CION: Testing with 29 available features [2025-11-21T09:49:43.114159] [INFO ] [CONFIGURE ] CION: Establishing baseline with no features... [2025-11-21T09:49:43.304568] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:49:43.503896] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:49:43.706326] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:49:43.902716] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:49:44.092762] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:49:44.291059] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:44.481503] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:49:44.671737] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:49:44.860024] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:45.052870] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:45.053248] [INFO ] [CONFIGURE ] CION: Baseline score (no features): 40.00% [2025-11-21T09:49:45.053313] [INFO ] [CONFIGURE ] CION: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:49:45.053406] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:49:45.284583] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:49:45.514170] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:49:45.744200] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:49:45.969005] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:46.192977] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:49:46.418505] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:46.642382] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:49:46.878848] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:47.115966] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:47.340936] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:47.341127] [INFO ] [CONFIGURE ] CION: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:49:47.341174] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11976 tests [2025-11-21T09:49:47.341212] [INFO ] [CONFIGURE ] CION: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:49:47.341246] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:49:47.575569] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:49:47.806214] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:49:48.042685] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:49:48.274780] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:48.509587] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:49:48.763572] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:48.995031] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:49:49.227978] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:49:49.469082] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:49.708118] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:49.708310] [INFO ] [CONFIGURE ] CION: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T09:49:49.708359] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11975 tests [2025-11-21T09:49:49.708398] [INFO ] [CONFIGURE ] CION: Testing feature 3/29: add_daily_returns [2025-11-21T09:49:49.708433] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:49:49.972582] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:49:50.220334] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:49:50.465607] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:49:50.710967] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:49:50.960762] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:49:51.205128] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:51.447453] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:49:51.691786] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:51.966129] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:52.220263] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:52.220612] [INFO ] [CONFIGURE ] CION: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T09:49:52.220734] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11974 tests [2025-11-21T09:49:52.220820] [INFO ] [CONFIGURE ] CION: Testing feature 4/29: add_ema [2025-11-21T09:49:52.220930] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T09:49:52.515275] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:49:52.812290] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:49:53.106889] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:49:53.415196] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:49:53.716046] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:49:54.019879] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:54.343231] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:49:54.640701] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:54.933405] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:55.233788] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:55.234001] [INFO ] [CONFIGURE ] CION: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:49:55.234059] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11973 tests [2025-11-21T09:49:55.234105] [INFO ] [CONFIGURE ] CION: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:49:55.234150] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:49:55.513666] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:49:55.810941] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:49:56.093753] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:49:56.377396] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:56.661875] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:49:56.947615] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:49:57.237259] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:49:57.514540] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:49:57.799156] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:49:58.090159] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:49:58.090442] [INFO ] [CONFIGURE ] CION: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:49:58.090502] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11972 tests [2025-11-21T09:49:58.090549] [INFO ] [CONFIGURE ] CION: Testing feature 6/29: add_failed_moves [2025-11-21T09:49:58.090606] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:49:58.331991] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:49:58.570504] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:49:58.811782] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:49:59.050884] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:49:59.291118] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:49:59.533083] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:49:59.792850] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:00.035020] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:50:00.280864] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:00.626951] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:00.627212] [INFO ] [CONFIGURE ] CION: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T09:50:00.627280] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11971 tests [2025-11-21T09:50:00.627333] [INFO ] [CONFIGURE ] CION: Testing feature 7/29: add_lag_shelf [2025-11-21T09:50:00.627381] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:50:01.439595] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:01.721135] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:01.988979] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:02.264110] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:02.509909] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:02.740094] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:50:02.970356] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:03.189590] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:50:03.402411] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:03.610809] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:03.610969] [INFO ] [CONFIGURE ] CION: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:50:03.611016] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11970 tests [2025-11-21T09:50:03.611053] [INFO ] [CONFIGURE ] CION: Testing feature 8/29: add_macd [2025-11-21T09:50:03.611090] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:50:03.927756] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:50:04.237218] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:04.555995] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:04.878839] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:05.193617] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:50:05.508294] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:50:05.824165] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:06.141889] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:06.470001] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:06.790015] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:06.790223] [INFO ] [CONFIGURE ] CION: DISCARDED add_macd (score: 40.00%) [2025-11-21T09:50:06.790284] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11969 tests [2025-11-21T09:50:06.790334] [INFO ] [CONFIGURE ] CION: Testing feature 9/29: add_mfi [2025-11-21T09:50:06.790378] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T09:50:07.056337] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:50:07.299769] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:07.547415] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:07.794181] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:08.050512] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:08.299005] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:50:08.544558] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:50:08.797540] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:09.048175] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:09.292369] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:50:09.292571] [INFO ] [CONFIGURE ] CION: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:50:09.292630] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11968 tests [2025-11-21T09:50:09.292704] [INFO ] [CONFIGURE ] CION: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:50:09.292752] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:50:09.612791] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:09.935725] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:10.258094] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:10.603012] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:10.954543] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:11.306131] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:50:11.652346] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:12.020380] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:12.365052] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:12.715227] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:12.715438] [INFO ] [CONFIGURE ] CION: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T09:50:12.715496] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11967 tests [2025-11-21T09:50:12.715543] [INFO ] [CONFIGURE ] CION: Testing feature 11/29: add_obv_daily [2025-11-21T09:50:12.715588] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T09:50:13.099152] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:13.452778] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:13.833672] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:14.191500] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:14.545632] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:14.884069] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:50:15.234174] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:15.572636] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:15.947074] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:16.310199] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:16.310394] [INFO ] [CONFIGURE ] CION: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T09:50:16.310455] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11966 tests [2025-11-21T09:50:16.310503] [INFO ] [CONFIGURE ] CION: Testing feature 12/29: add_obv_interval [2025-11-21T09:50:16.310547] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T09:50:16.654440] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:17.009982] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:17.342767] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:17.705505] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:18.065860] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:18.445378] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:50:18.809918] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:50:19.171618] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:19.539247] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:19.879109] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:19.879367] [INFO ] [CONFIGURE ] CION: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T09:50:19.879458] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11965 tests [2025-11-21T09:50:19.879524] [INFO ] [CONFIGURE ] CION: Testing feature 13/29: add_opening_strength [2025-11-21T09:50:19.879579] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:50:20.300488] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:20.783571] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:21.168725] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:50:21.563296] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:21.965619] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:22.334088] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:50:22.709276] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:23.096550] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:23.467528] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:50:23.845836] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:23.846050] [INFO ] [CONFIGURE ] CION: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T09:50:23.846131] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11964 tests [2025-11-21T09:50:23.846178] [INFO ] [CONFIGURE ] CION: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:50:23.846221] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T09:50:24.219009] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:50:24.574524] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:24.922619] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:25.275763] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:25.619125] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:50:25.972599] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:50:26.324755] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:50:26.679011] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:50:27.037906] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:50:27.414799] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:27.414982] [INFO ] [CONFIGURE ] CION: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:50:27.415041] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11963 tests [2025-11-21T09:50:27.415091] [INFO ] [CONFIGURE ] CION: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:50:27.415136] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T09:50:27.778580] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:28.153269] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:28.533679] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:28.904271] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:50:29.271305] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:29.651234] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:50:30.056914] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:30.458053] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:30.839048] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:50:31.222632] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:31.222891] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:50:31.222956] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11962 tests [2025-11-21T09:50:31.223009] [INFO ] [CONFIGURE ] CION: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:50:31.223054] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T09:50:31.609406] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:50:32.023497] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:32.427293] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:32.810184] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:50:33.184582] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:33.537489] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:50:33.900439] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:34.275181] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:34.626917] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:34.985570] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:34.985817] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T09:50:34.985895] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11961 tests [2025-11-21T09:50:34.985951] [INFO ] [CONFIGURE ] CION: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:50:34.985996] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T09:50:35.307911] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:35.632418] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:35.959979] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:36.284546] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:36.610804] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:36.969194] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:50:37.349605] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:37.714334] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:38.069898] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:38.426227] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:38.426418] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T09:50:38.426475] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11960 tests [2025-11-21T09:50:38.426522] [INFO ] [CONFIGURE ] CION: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:50:38.426564] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T09:50:38.787932] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:39.143048] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:39.472484] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:50:39.804574] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:40.140734] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:40.483631] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:50:40.823316] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:41.170380] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:41.517151] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:41.861907] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:41.862093] [INFO ] [CONFIGURE ] CION: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T09:50:41.862155] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11959 tests [2025-11-21T09:50:41.862206] [INFO ] [CONFIGURE ] CION: Testing feature 20/29: add_price_rejection [2025-11-21T09:50:41.862251] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T09:50:42.212801] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:42.555285] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:42.917397] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:43.277141] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:43.643800] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:44.015915] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:50:44.378892] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:44.739427] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:45.083075] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:45.467298] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:45.467528] [INFO ] [CONFIGURE ] CION: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:50:45.467593] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11958 tests [2025-11-21T09:50:45.467665] [INFO ] [CONFIGURE ] CION: Testing feature 21/29: add_range_position [2025-11-21T09:50:45.467707] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T09:50:45.850304] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:46.246468] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:46.643588] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:47.028852] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:47.406807] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:47.780672] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:50:48.151818] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:48.543410] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:48.939223] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:49.352036] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:50:49.352230] [INFO ] [CONFIGURE ] CION: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:50:49.352289] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11957 tests [2025-11-21T09:50:49.352337] [INFO ] [CONFIGURE ] CION: Testing feature 22/29: add_realized_volatility [2025-11-21T09:50:49.352381] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T09:50:49.820959] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:50.267311] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:50.719995] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:51.145285] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:51.582633] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:52.051106] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:50:52.491895] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:52.927593] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:53.366056] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:53.796221] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:53.796823] [INFO ] [CONFIGURE ] CION: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T09:50:53.796885] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11956 tests [2025-11-21T09:50:53.796932] [INFO ] [CONFIGURE ] CION: Testing feature 23/29: add_recent_range_context [2025-11-21T09:50:53.796973] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T09:50:54.127197] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:54.483270] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:54.823216] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:55.154815] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:55.488109] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:55.841237] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:50:56.208287] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:50:56.556350] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:50:56.901633] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:50:57.246276] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:50:57.246470] [INFO ] [CONFIGURE ] CION: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:50:57.246528] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11955 tests [2025-11-21T09:50:57.246577] [INFO ] [CONFIGURE ] CION: Testing feature 24/29: add_rsi [2025-11-21T09:50:57.246620] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T09:50:57.662776] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:50:58.075332] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:50:58.463062] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:50:58.851171] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:50:59.264832] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:50:59.685978] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:00.092293] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:00.475271] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:01.615521] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:02.097328] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:51:02.097555] [INFO ] [CONFIGURE ] CION: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:51:02.097616] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11954 tests [2025-11-21T09:51:02.097688] [INFO ] [CONFIGURE ] CION: Testing feature 25/29: add_tick_distribution [2025-11-21T09:51:02.097736] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T09:51:02.447175] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:51:02.800599] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:03.154982] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:51:03.507820] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:51:03.827704] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:51:04.162873] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:04.510057] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:04.839412] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:05.171694] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:05.500330] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:51:05.500497] [INFO ] [CONFIGURE ] CION: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:51:05.500553] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11953 tests [2025-11-21T09:51:05.500628] [INFO ] [CONFIGURE ] CION: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:51:05.500699] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T09:51:05.833792] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:51:06.159300] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:06.507443] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:06.879563] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:51:07.243058] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:07.728569] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:08.195664] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:51:08.561948] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:08.943146] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:09.309286] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:51:09.309487] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T09:51:09.309548] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11952 tests [2025-11-21T09:51:09.309594] [INFO ] [CONFIGURE ] CION: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:51:09.309712] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T09:51:09.674536] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:51:10.035363] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:10.385755] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:10.767947] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:51:11.155386] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:11.542755] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:11.925928] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:12.295639] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:12.663437] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:13.049698] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:51:13.049888] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:51:13.049946] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11951 tests [2025-11-21T09:51:13.049991] [INFO ] [CONFIGURE ] CION: Testing feature 28/29: add_volume_profile [2025-11-21T09:51:13.050035] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T09:51:13.386309] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:51:13.732871] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:14.077860] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:51:14.425627] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:51:14.799127] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:51:15.140934] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:15.475819] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:15.816185] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:16.155715] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:16.503603] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:51:16.503803] [INFO ] [CONFIGURE ] CION: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:51:16.503877] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11950 tests [2025-11-21T09:51:16.503925] [INFO ] [CONFIGURE ] CION: Testing feature 29/29: add_vwap [2025-11-21T09:51:16.503970] [INFO ] [CONFIGURE ] CION: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T09:51:16.850117] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:51:17.237446] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:17.590155] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:17.943485] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:51:18.299854] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:18.642971] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:18.995329] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:19.348935] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:19.693680] [DEBUG] [FORECASTER] CION: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:20.052765] [DEBUG] [FORECASTER] CION: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:51:20.052956] [INFO ] [CONFIGURE ] CION: DISCARDED add_vwap (score: 60.00%) [2025-11-21T09:51:20.053015] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11949 tests [2025-11-21T09:51:20.053063] [INFO ] [CONFIGURE ] CION: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:51:20.053107] [INFO ] [CONFIGURE ] CION: Best accuracy: 70.00% [2025-11-21T09:51:20.053150] [INFO ] [CONFIGURE ] CION: Best feature set (3 features): ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:51:20.053193] [INFO ] [CONFIGURE ] CION: Improvement over baseline: 30.00% [2025-11-21T09:51:20.053232] [INFO ] [CONFIGURE ] CION: Total time: 1.6 minutes [2025-11-21T09:51:20.053272] [INFO ] [CONFIGURE ] CION: Average time per feature: 3.4 seconds [2025-11-21T09:51:20.053311] [INFO ] [CONFIGURE ] CION: Average speed: 0.31 features/sec [2025-11-21T09:51:20.053699] [INFO ] [LOCAL ] Saved configuration for CION: 3 features, 70.00% accuracy -> ./output/feature-sets/CION.json [2025-11-21T09:51:20.053761] [INFO ] [CONFIGURE ] CION: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T09:51:20.053812] [INFO ] [sig ] [314/723] Successfully configured CION | 0.01 sym/s | Total: 7.3h | ETA: 9.5h [2025-11-21T09:51:20.053858] [INFO ] [sig ] [315/723] Configuring CIVI... [2025-11-21T09:51:20.053899] [INFO ] [CONFIGURE ] CIVI: Configurate test run. [2025-11-21T09:51:20.053942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-11-21T09:51:20.099394] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIVI'. [2025-11-21T09:51:20.099764] [INFO ] [CONFIGURE ] CIVI: Testing with 29 available features [2025-11-21T09:51:20.099829] [INFO ] [CONFIGURE ] CIVI: Establishing baseline with no features... [2025-11-21T09:51:20.273974] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:20.445332] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:20.618968] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:20.791661] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:51:20.963203] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:21.135424] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:21.307117] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:21.478031] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:21.650779] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:21.823430] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:21.823592] [INFO ] [CONFIGURE ] CIVI: Baseline score (no features): 60.00% [2025-11-21T09:51:21.823640] [INFO ] [CONFIGURE ] CIVI: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:51:21.823699] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:51:22.037356] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:22.242347] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:22.446620] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:22.652711] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:22.857363] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:23.064676] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:23.280188] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:23.490402] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:23.697436] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:23.908484] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:51:23.908673] [INFO ] [CONFIGURE ] CIVI: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T09:51:23.908747] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11948 tests [2025-11-21T09:51:23.908799] [INFO ] [CONFIGURE ] CIVI: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:51:23.908856] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:51:24.151094] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:24.402447] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:24.646092] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:24.892070] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:51:25.132891] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:25.376981] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:25.623069] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:25.867763] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:26.111300] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:26.361513] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:26.361731] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:51:26.361802] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11947 tests [2025-11-21T09:51:26.361852] [INFO ] [CONFIGURE ] CIVI: Testing feature 3/29: add_daily_returns [2025-11-21T09:51:26.361901] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:51:26.582713] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:26.800520] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:27.022536] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:27.243533] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:27.464629] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:27.683090] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:27.905396] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:28.127234] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:28.353815] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:28.571017] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:28.571315] [INFO ] [CONFIGURE ] CIVI: KEPT add_daily_returns (score: 90.00%) [2025-11-21T09:51:28.571466] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11946 tests [2025-11-21T09:51:28.571582] [INFO ] [CONFIGURE ] CIVI: Testing feature 4/29: add_ema [2025-11-21T09:51:28.571679] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T09:51:28.835408] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:29.097879] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:29.364215] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:29.623329] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:29.880551] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:30.137453] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:30.398003] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:30.658386] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:30.916946] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:31.176953] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:31.177145] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_ema (score: 80.00%) [2025-11-21T09:51:31.177198] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11945 tests [2025-11-21T09:51:31.177244] [INFO ] [CONFIGURE ] CIVI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:51:31.177288] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:51:31.436182] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:31.697998] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:31.985980] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:32.253191] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:32.523425] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:51:32.792229] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:33.060887] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:33.337262] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:51:33.606027] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:33.874111] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:33.874282] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T09:51:33.874340] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11944 tests [2025-11-21T09:51:33.874387] [INFO ] [CONFIGURE ] CIVI: Testing feature 6/29: add_failed_moves [2025-11-21T09:51:33.874431] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T09:51:34.105675] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:34.333033] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:34.565096] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:51:34.801418] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:35.030768] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:35.264501] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:35.496479] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:35.730019] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:35.960853] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:36.195111] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:36.195274] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T09:51:36.195323] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11943 tests [2025-11-21T09:51:36.195362] [INFO ] [CONFIGURE ] CIVI: Testing feature 7/29: add_lag_shelf [2025-11-21T09:51:36.195400] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T09:51:36.414382] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:36.633101] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:36.853213] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:37.075790] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:51:37.303159] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:37.530143] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:37.754132] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:37.982385] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:51:38.205016] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:38.427732] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:38.427905] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T09:51:38.427955] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11942 tests [2025-11-21T09:51:38.427994] [INFO ] [CONFIGURE ] CIVI: Testing feature 8/29: add_macd [2025-11-21T09:51:38.428030] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T09:51:38.743233] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:39.063903] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:39.381849] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:39.698804] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:40.019213] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:40.327774] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:40.646352] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:40.963618] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:41.272330] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:41.613800] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:51:41.614025] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_macd (score: 70.00%) [2025-11-21T09:51:41.614101] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11941 tests [2025-11-21T09:51:41.614155] [INFO ] [CONFIGURE ] CIVI: Testing feature 9/29: add_mfi [2025-11-21T09:51:41.614200] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T09:51:41.896224] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:42.158232] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:42.420035] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:42.684885] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:42.944307] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:43.206106] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:43.462177] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:43.727449] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:43.980698] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:44.242001] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:44.242186] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_mfi (score: 90.00%) [2025-11-21T09:51:44.242247] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11940 tests [2025-11-21T09:51:44.242295] [INFO ] [CONFIGURE ] CIVI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:51:44.242338] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:51:44.584395] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:44.925537] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:45.260205] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:45.598988] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:45.938950] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:46.280541] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:46.625732] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:46.975398] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:51:47.324013] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:47.665615] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:47.665859] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T09:51:47.665919] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11939 tests [2025-11-21T09:51:47.666034] [INFO ] [CONFIGURE ] CIVI: Testing feature 11/29: add_obv_daily [2025-11-21T09:51:47.666078] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T09:51:47.927157] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:48.193188] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:48.455363] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:51:48.700588] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:51:48.945415] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:49.189153] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:49.436022] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:49.686198] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:51:49.934073] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:50.183329] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:50.183501] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T09:51:50.183548] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11938 tests [2025-11-21T09:51:50.183585] [INFO ] [CONFIGURE ] CIVI: Testing feature 12/29: add_obv_interval [2025-11-21T09:51:50.183620] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T09:51:50.401613] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:50.618227] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:50.835161] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:51:51.054014] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:51.278525] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:51.501194] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:51.719974] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:51.943404] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:52.177091] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:52.401566] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:52.401763] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T09:51:52.401841] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11937 tests [2025-11-21T09:51:52.401891] [INFO ] [CONFIGURE ] CIVI: Testing feature 13/29: add_opening_strength [2025-11-21T09:51:52.401937] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:51:52.640268] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:52.876279] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:51:53.112332] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:53.350319] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:51:53.588116] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:53.831394] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:54.070954] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:54.309162] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:54.550662] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:54.795753] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:54.795953] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:51:54.796010] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11936 tests [2025-11-21T09:51:54.796065] [INFO ] [CONFIGURE ] CIVI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:51:54.796107] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T09:51:55.050125] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:55.306118] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:55.571291] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:55.827760] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:51:56.081374] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:56.335324] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:51:56.598395] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:56.851746] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:57.111836] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:51:57.365794] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:57.365965] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T09:51:57.366023] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11935 tests [2025-11-21T09:51:57.366071] [INFO ] [CONFIGURE ] CIVI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:51:57.366113] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T09:51:57.593083] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:51:57.817397] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:51:58.040350] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:51:58.270758] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:51:58.496207] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:51:58.727083] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:51:58.953190] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:51:59.180433] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:51:59.413940] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:51:59.657953] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:51:59.658266] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:51:59.658374] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11934 tests [2025-11-21T09:51:59.658454] [INFO ] [CONFIGURE ] CIVI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:51:59.658564] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T09:51:59.907756] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:00.298707] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:52:00.611820] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:01.572944] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:01.867988] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:02.125373] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:02.373682] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:02.617318] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:02.861922] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:52:03.119989] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:03.120175] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T09:52:03.120224] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11933 tests [2025-11-21T09:52:03.120261] [INFO ] [CONFIGURE ] CIVI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:52:03.120295] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T09:52:03.365111] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:03.610363] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:52:03.856249] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:04.115032] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:52:04.373385] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:04.624726] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:04.879215] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:05.130540] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:52:05.385964] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:52:05.638374] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:05.638549] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:52:05.638605] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11932 tests [2025-11-21T09:52:05.638671] [INFO ] [CONFIGURE ] CIVI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:52:05.638719] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T09:52:05.861620] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:06.090628] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:52:06.315707] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:06.558512] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:06.800976] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:07.032321] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:52:07.270805] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:07.496063] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:07.723713] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:52:07.952152] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:52:07.952419] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:52:07.952516] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11931 tests [2025-11-21T09:52:07.952600] [INFO ] [CONFIGURE ] CIVI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:52:07.952720] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T09:52:08.176389] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:08.405549] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:52:08.630087] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:08.856818] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:09.088125] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:09.307055] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:09.528858] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:09.755228] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:09.975420] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:52:10.198480] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:10.198799] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T09:52:10.198902] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11930 tests [2025-11-21T09:52:10.198986] [INFO ] [CONFIGURE ] CIVI: Testing feature 20/29: add_price_rejection [2025-11-21T09:52:10.199087] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T09:52:10.437089] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:10.680237] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:52:10.919848] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:11.155193] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:52:11.395314] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:11.631584] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:52:11.896673] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:12.151295] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:12.408620] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:52:12.702577] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:12.702780] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:52:12.702842] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11929 tests [2025-11-21T09:52:12.702893] [INFO ] [CONFIGURE ] CIVI: Testing feature 21/29: add_range_position [2025-11-21T09:52:12.702939] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T09:52:13.000736] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:13.262486] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:52:13.529221] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:13.791806] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:14.049316] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:14.325748] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:52:14.586532] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:52:14.844383] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:15.104006] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:52:15.358551] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:15.358757] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:52:15.358814] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11928 tests [2025-11-21T09:52:15.358864] [INFO ] [CONFIGURE ] CIVI: Testing feature 22/29: add_realized_volatility [2025-11-21T09:52:15.358906] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T09:52:15.682574] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:16.014817] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:52:16.336484] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:16.674146] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:17.028040] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:17.378173] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:17.728072] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:18.071056] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:18.402100] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:52:18.741844] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:18.742041] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T09:52:18.742100] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11927 tests [2025-11-21T09:52:18.742147] [INFO ] [CONFIGURE ] CIVI: Testing feature 23/29: add_recent_range_context [2025-11-21T09:52:18.742192] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T09:52:18.977485] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:19.240028] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:52:19.499012] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:19.735885] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:19.972533] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:20.215431] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:52:20.460354] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:20.707275] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:20.947964] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:52:21.189204] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:21.189374] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:52:21.189427] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11926 tests [2025-11-21T09:52:21.189471] [INFO ] [CONFIGURE ] CIVI: Testing feature 24/29: add_rsi [2025-11-21T09:52:21.189519] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T09:52:21.464835] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:21.745202] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:52:22.026176] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:22.308516] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:52:22.589115] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:22.869812] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:52:23.149238] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:23.443454] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:23.731773] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:52:24.018508] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:52:24.018707] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T09:52:24.018767] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11925 tests [2025-11-21T09:52:24.018813] [INFO ] [CONFIGURE ] CIVI: Testing feature 25/29: add_tick_distribution [2025-11-21T09:52:24.018854] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T09:52:24.254918] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:24.487098] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:52:24.723344] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:24.961563] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:25.203348] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:25.440609] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:25.678372] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:25.920416] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:52:26.158814] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:52:26.398766] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:26.398969] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T09:52:26.399026] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11924 tests [2025-11-21T09:52:26.399084] [INFO ] [CONFIGURE ] CIVI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:52:26.399130] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T09:52:26.640115] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:26.877250] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:52:27.128959] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:27.396880] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:27.648284] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:27.886842] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:28.158161] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:52:28.428998] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:52:28.689817] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:52:28.958706] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:28.958954] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:52:28.959038] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11923 tests [2025-11-21T09:52:28.959090] [INFO ] [CONFIGURE ] CIVI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:52:28.959137] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T09:52:29.242364] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:29.522953] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:52:29.816104] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:30.087377] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:30.372026] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:30.649796] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:30.927119] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:31.200194] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:52:31.474705] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:52:31.743340] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:52:31.743516] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T09:52:31.743598] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11922 tests [2025-11-21T09:52:31.743665] [INFO ] [CONFIGURE ] CIVI: Testing feature 28/29: add_volume_profile [2025-11-21T09:52:31.743709] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T09:52:32.013022] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:32.248974] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:52:32.511297] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:32.760038] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T09:52:33.005602] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:33.247400] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:33.500623] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:33.745196] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:52:33.991213] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:52:34.242363] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:34.242623] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T09:52:34.242729] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11921 tests [2025-11-21T09:52:34.242782] [INFO ] [CONFIGURE ] CIVI: Testing feature 29/29: add_vwap [2025-11-21T09:52:34.242850] [INFO ] [CONFIGURE ] CIVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T09:52:34.487631] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:52:34.730497] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:52:34.986172] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:52:35.238318] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T09:52:35.484518] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:52:35.721330] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:52:35.960620] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:36.205708] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:52:36.456700] [DEBUG] [FORECASTER] CIVI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:52:36.708402] [DEBUG] [FORECASTER] CIVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:52:36.708606] [INFO ] [CONFIGURE ] CIVI: DISCARDED add_vwap (score: 50.00%) [2025-11-21T09:52:36.708685] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11920 tests [2025-11-21T09:52:36.708735] [INFO ] [CONFIGURE ] CIVI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:52:36.708777] [INFO ] [CONFIGURE ] CIVI: Best accuracy: 90.00% [2025-11-21T09:52:36.708820] [INFO ] [CONFIGURE ] CIVI: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T09:52:36.708859] [INFO ] [CONFIGURE ] CIVI: Improvement over baseline: 30.00% [2025-11-21T09:52:36.708895] [INFO ] [CONFIGURE ] CIVI: Total time: 1.2 minutes [2025-11-21T09:52:36.708931] [INFO ] [CONFIGURE ] CIVI: Average time per feature: 2.6 seconds [2025-11-21T09:52:36.708968] [INFO ] [CONFIGURE ] CIVI: Average speed: 0.39 features/sec [2025-11-21T09:52:36.709307] [INFO ] [LOCAL ] Saved configuration for CIVI: 2 features, 90.00% accuracy -> ./output/feature-sets/CIVI.json [2025-11-21T09:52:36.709365] [INFO ] [CONFIGURE ] CIVI: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T09:52:36.709413] [INFO ] [sig ] [315/723] Successfully configured CIVI | 0.01 sym/s | Total: 7.3h | ETA: 9.5h [2025-11-21T09:52:36.709458] [INFO ] [sig ] [316/723] Configuring CL... [2025-11-21T09:52:36.709499] [INFO ] [CONFIGURE ] CL: Configurate test run. [2025-11-21T09:52:36.709539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'. [2025-11-21T09:52:36.756287] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CL'. [2025-11-21T09:52:36.756844] [INFO ] [CONFIGURE ] CL: Testing with 29 available features [2025-11-21T09:52:36.756911] [INFO ] [CONFIGURE ] CL: Establishing baseline with no features... [2025-11-21T09:52:36.966009] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:37.159493] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:37.373109] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:52:37.572217] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:52:37.771369] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:37.976932] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:38.180292] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:52:38.379943] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:52:38.580337] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:52:38.781882] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:52:38.782080] [INFO ] [CONFIGURE ] CL: Baseline score (no features): 20.00% [2025-11-21T09:52:38.782143] [INFO ] [CONFIGURE ] CL: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:52:38.782196] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:52:39.019096] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:39.250388] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:39.487472] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:52:39.722437] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:52:39.956981] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:40.199988] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:40.430672] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:40.661819] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:52:40.899082] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:52:41.129317] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:52:41.129679] [INFO ] [CONFIGURE ] CL: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T09:52:41.129783] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11919 tests [2025-11-21T09:52:41.129894] [INFO ] [CONFIGURE ] CL: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:52:41.130000] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:52:41.395047] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:41.658273] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:41.931741] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:52:42.193706] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:52:42.471366] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:42.732700] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:42.994557] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:52:43.263368] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:52:43.533982] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:52:43.804409] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:52:43.804589] [INFO ] [CONFIGURE ] CL: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T09:52:43.804685] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11918 tests [2025-11-21T09:52:43.804736] [INFO ] [CONFIGURE ] CL: Testing feature 3/29: add_daily_returns [2025-11-21T09:52:43.804778] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:52:44.084933] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:44.364378] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:44.651076] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:52:44.930322] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:52:45.217042] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:45.503624] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:52:45.785930] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:52:46.071066] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:52:46.354723] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:52:46.635235] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:52:46.635411] [INFO ] [CONFIGURE ] CL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:52:46.635467] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11917 tests [2025-11-21T09:52:46.635512] [INFO ] [CONFIGURE ] CL: Testing feature 4/29: add_ema [2025-11-21T09:52:46.635555] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T09:52:46.946955] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:47.255222] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:47.555862] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:52:47.890239] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:52:48.258504] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:48.583170] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:48.882357] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:52:49.174055] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:52:49.460761] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:52:49.752616] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:52:49.752860] [INFO ] [CONFIGURE ] CL: DISCARDED add_ema (score: 10.00%) [2025-11-21T09:52:49.752922] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11916 tests [2025-11-21T09:52:49.752974] [INFO ] [CONFIGURE ] CL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:52:49.753027] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:52:50.028312] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:50.312803] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:50.589893] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:52:50.884685] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:52:51.177786] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:51.463237] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:52:51.759868] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:52:52.055456] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:52:52.353081] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:52:52.649762] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:52:52.649970] [INFO ] [CONFIGURE ] CL: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T09:52:52.650029] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11915 tests [2025-11-21T09:52:52.650080] [INFO ] [CONFIGURE ] CL: Testing feature 6/29: add_failed_moves [2025-11-21T09:52:52.650124] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:52:52.908722] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:53.161209] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:53.423505] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:52:53.693761] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:52:53.953824] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:54.222492] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:54.499414] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:52:54.818953] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:52:55.068147] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:52:55.319340] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:52:55.319530] [INFO ] [CONFIGURE ] CL: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T09:52:55.319586] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11914 tests [2025-11-21T09:52:55.319628] [INFO ] [CONFIGURE ] CL: Testing feature 7/29: add_lag_shelf [2025-11-21T09:52:55.319697] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:52:55.585580] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:55.849611] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:56.120949] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:52:56.388268] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:52:56.656098] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:56.934605] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:52:57.210833] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:52:57.486575] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:52:57.718083] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:52:57.965280] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:52:57.965510] [INFO ] [CONFIGURE ] CL: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T09:52:57.965568] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11913 tests [2025-11-21T09:52:57.965614] [INFO ] [CONFIGURE ] CL: Testing feature 8/29: add_macd [2025-11-21T09:52:57.965678] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:52:58.316097] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:52:58.656013] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:52:58.984513] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:52:59.313953] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:52:59.637905] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:52:59.972282] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:00.302271] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:00.628223] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:01.624583] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:02.067889] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:02.068100] [INFO ] [CONFIGURE ] CL: DISCARDED add_macd (score: 30.00%) [2025-11-21T09:53:02.068192] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11912 tests [2025-11-21T09:53:02.068316] [INFO ] [CONFIGURE ] CL: Testing feature 9/29: add_mfi [2025-11-21T09:53:02.068365] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T09:53:02.333226] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:02.607736] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:02.870634] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:03.135532] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:03.401519] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:03.693676] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:03.979282] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:04.276539] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:04.573257] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:53:04.864813] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:53:04.865004] [INFO ] [CONFIGURE ] CL: DISCARDED add_mfi (score: 30.00%) [2025-11-21T09:53:04.865077] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11911 tests [2025-11-21T09:53:04.865128] [INFO ] [CONFIGURE ] CL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:53:04.865173] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:53:05.205512] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:05.544609] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:05.899339] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:06.238166] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:06.576069] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:06.910333] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:07.249819] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:07.598929] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:07.940773] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:08.286400] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:08.286578] [INFO ] [CONFIGURE ] CL: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T09:53:08.286662] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11910 tests [2025-11-21T09:53:08.286711] [INFO ] [CONFIGURE ] CL: Testing feature 11/29: add_obv_daily [2025-11-21T09:53:08.286756] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T09:53:08.546679] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:08.806430] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:09.114969] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:09.379564] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:09.652254] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:09.922354] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:10.214229] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:10.506407] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:10.780030] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:11.045395] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:53:11.045578] [INFO ] [CONFIGURE ] CL: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T09:53:11.045636] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11909 tests [2025-11-21T09:53:11.045788] [INFO ] [CONFIGURE ] CL: Testing feature 12/29: add_obv_interval [2025-11-21T09:53:11.045831] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T09:53:11.294825] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:11.543768] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:11.799348] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:12.055015] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:12.312279] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:12.585283] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:12.851197] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:13.118893] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:13.386028] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:13.660842] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:13.661068] [INFO ] [CONFIGURE ] CL: DISCARDED add_obv_interval (score: 10.00%) [2025-11-21T09:53:13.661127] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11908 tests [2025-11-21T09:53:13.661173] [INFO ] [CONFIGURE ] CL: Testing feature 13/29: add_opening_strength [2025-11-21T09:53:13.661215] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:53:13.947990] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:14.233547] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:14.504449] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:53:14.775882] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:15.104832] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:15.393206] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:15.675007] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:15.961663] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:16.243503] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:53:16.525738] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:16.525925] [INFO ] [CONFIGURE ] CL: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T09:53:16.525982] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11907 tests [2025-11-21T09:53:16.526050] [INFO ] [CONFIGURE ] CL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:53:16.526124] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T09:53:16.780686] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:17.059373] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:17.323444] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:17.589273] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:17.851544] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:18.124547] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:18.384139] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:18.654718] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:18.927454] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:19.207494] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:53:19.207691] [INFO ] [CONFIGURE ] CL: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T09:53:19.207752] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11906 tests [2025-11-21T09:53:19.207800] [INFO ] [CONFIGURE ] CL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:53:19.207886] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T09:53:19.459086] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:19.712425] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:19.972083] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:20.248366] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:20.520593] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:20.790212] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:21.052975] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:21.318938] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:21.581721] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:21.848310] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:21.848491] [INFO ] [CONFIGURE ] CL: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T09:53:21.848549] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11905 tests [2025-11-21T09:53:21.848586] [INFO ] [CONFIGURE ] CL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:53:21.848681] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T09:53:22.131933] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:22.419684] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:22.710590] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:23.007883] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:23.289926] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:23.574060] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:23.860612] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:24.134788] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:24.431323] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:24.735960] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:53:24.736145] [INFO ] [CONFIGURE ] CL: KEPT add_pbf_overnight_gap (score: 50.00%) [2025-11-21T09:53:24.736199] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11904 tests [2025-11-21T09:53:24.736270] [INFO ] [CONFIGURE ] CL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:53:24.736311] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T09:53:25.044030] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:25.358010] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:25.665841] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:53:25.991997] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:26.303318] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:26.643042] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:26.967030] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:27.301497] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:27.636267] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:27.956429] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:27.956618] [INFO ] [CONFIGURE ] CL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:53:27.956706] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11903 tests [2025-11-21T09:53:27.956756] [INFO ] [CONFIGURE ] CL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:53:27.956866] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T09:53:28.251840] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:28.553860] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:28.852423] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:29.164547] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:29.466812] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:29.782791] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:30.098812] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:30.413254] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:30.732717] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:31.037231] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:31.037417] [INFO ] [CONFIGURE ] CL: DISCARDED add_pbf_volatility_5d (score: 20.00%) [2025-11-21T09:53:31.037479] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11902 tests [2025-11-21T09:53:31.037529] [INFO ] [CONFIGURE ] CL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:53:31.037637] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T09:53:31.336746] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:31.638284] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:31.939281] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:32.238059] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:32.542491] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:32.863184] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:33.192509] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:33.500179] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:33.808421] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:34.116532] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:34.116752] [INFO ] [CONFIGURE ] CL: DISCARDED add_pbf_vs_sma_5 (score: 20.00%) [2025-11-21T09:53:34.116815] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11901 tests [2025-11-21T09:53:34.116861] [INFO ] [CONFIGURE ] CL: Testing feature 20/29: add_price_rejection [2025-11-21T09:53:34.116959] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T09:53:34.438775] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:34.760577] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:35.070167] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:35.380365] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:35.695936] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:36.022945] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:36.346669] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:36.661955] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:36.974875] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:53:37.292373] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:37.292562] [INFO ] [CONFIGURE ] CL: DISCARDED add_price_rejection (score: 10.00%) [2025-11-21T09:53:37.292692] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11900 tests [2025-11-21T09:53:37.292750] [INFO ] [CONFIGURE ] CL: Testing feature 21/29: add_range_position [2025-11-21T09:53:37.292792] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T09:53:37.606001] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:37.930772] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:38.260472] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:38.583279] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:38.907002] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:39.229816] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:39.560987] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:39.896616] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:40.216114] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:40.529747] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:40.529940] [INFO ] [CONFIGURE ] CL: DISCARDED add_range_position (score: 20.00%) [2025-11-21T09:53:40.529998] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11899 tests [2025-11-21T09:53:40.530122] [INFO ] [CONFIGURE ] CL: Testing feature 22/29: add_realized_volatility [2025-11-21T09:53:40.530171] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T09:53:40.917831] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:41.300150] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:41.682880] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:42.067374] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:42.454983] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:42.855087] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:43.245302] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:43.626777] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:44.009804] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:44.404506] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:53:44.404713] [INFO ] [CONFIGURE ] CL: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T09:53:44.404775] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11898 tests [2025-11-21T09:53:44.404823] [INFO ] [CONFIGURE ] CL: Testing feature 23/29: add_recent_range_context [2025-11-21T09:53:44.404867] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T09:53:44.696615] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:44.991374] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:45.285923] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:53:45.594045] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:45.893858] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:46.212342] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:46.545656] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:46.842041] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:47.129939] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:53:47.426717] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:47.426893] [INFO ] [CONFIGURE ] CL: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T09:53:47.426952] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11897 tests [2025-11-21T09:53:47.427002] [INFO ] [CONFIGURE ] CL: Testing feature 24/29: add_rsi [2025-11-21T09:53:47.427068] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T09:53:47.777032] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:48.131101] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:48.492278] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:48.832319] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:49.174466] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:49.527792] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:49.889621] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:50.266407] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:50.643438] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:50.992512] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:50.992743] [INFO ] [CONFIGURE ] CL: DISCARDED add_rsi (score: 30.00%) [2025-11-21T09:53:50.992804] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11896 tests [2025-11-21T09:53:50.992854] [INFO ] [CONFIGURE ] CL: Testing feature 25/29: add_tick_distribution [2025-11-21T09:53:50.992922] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T09:53:51.281810] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:51.570713] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:51.865541] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:53:52.146011] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:52.441111] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:52.742088] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:53.060129] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:53:53.372115] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:53.678118] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:53.973451] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:53.973621] [INFO ] [CONFIGURE ] CL: DISCARDED add_tick_distribution (score: 10.00%) [2025-11-21T09:53:53.973699] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11895 tests [2025-11-21T09:53:53.973747] [INFO ] [CONFIGURE ] CL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:53:53.973790] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T09:53:54.276800] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:54.569954] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:54.860299] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:53:55.151928] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:53:55.442245] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:55.737466] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:53:56.079696] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:56.501914] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:56.881442] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:53:57.191288] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:53:57.191509] [INFO ] [CONFIGURE ] CL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T09:53:57.191577] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11894 tests [2025-11-21T09:53:57.191627] [INFO ] [CONFIGURE ] CL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:53:57.191697] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T09:53:57.492284] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:53:57.791182] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:53:58.078099] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:53:58.367997] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:53:58.662519] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:53:58.986240] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:53:59.288301] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:53:59.604600] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:53:59.914187] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:54:00.239111] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:54:00.239310] [INFO ] [CONFIGURE ] CL: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T09:54:00.239369] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11893 tests [2025-11-21T09:54:00.239419] [INFO ] [CONFIGURE ] CL: Testing feature 28/29: add_volume_profile [2025-11-21T09:54:00.239462] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T09:54:00.526424] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:00.804377] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:01.721006] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:54:02.153045] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:54:02.446780] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:54:02.748044] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:03.094856] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:54:03.406962] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:54:03.720389] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:54:04.035474] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:54:04.035659] [INFO ] [CONFIGURE ] CL: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T09:54:04.035734] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11892 tests [2025-11-21T09:54:04.035797] [INFO ] [CONFIGURE ] CL: Testing feature 29/29: add_vwap [2025-11-21T09:54:04.035851] [INFO ] [CONFIGURE ] CL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T09:54:04.340016] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:04.651666] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:04.972093] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:54:05.297983] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:05.632432] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:54:05.975631] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:06.295796] [DEBUG] [FORECASTER] CL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:06.630472] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T09:54:06.939894] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:07.255408] [DEBUG] [FORECASTER] CL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:54:07.255583] [INFO ] [CONFIGURE ] CL: DISCARDED add_vwap (score: 30.00%) [2025-11-21T09:54:07.255660] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11891 tests [2025-11-21T09:54:07.255714] [INFO ] [CONFIGURE ] CL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:54:07.255834] [INFO ] [CONFIGURE ] CL: Best accuracy: 50.00% [2025-11-21T09:54:07.255878] [INFO ] [CONFIGURE ] CL: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T09:54:07.255918] [INFO ] [CONFIGURE ] CL: Improvement over baseline: 30.00% [2025-11-21T09:54:07.255956] [INFO ] [CONFIGURE ] CL: Total time: 1.5 minutes [2025-11-21T09:54:07.255993] [INFO ] [CONFIGURE ] CL: Average time per feature: 3.1 seconds [2025-11-21T09:54:07.256031] [INFO ] [CONFIGURE ] CL: Average speed: 0.33 features/sec [2025-11-21T09:54:07.256381] [INFO ] [LOCAL ] Saved configuration for CL: 3 features, 50.00% accuracy -> ./output/feature-sets/CL.json [2025-11-21T09:54:07.256440] [INFO ] [CONFIGURE ] CL: Configuration saved successfully: 3 features, 50.00% accuracy. [2025-11-21T09:54:07.256490] [INFO ] [sig ] [316/723] Successfully configured CL | 0.01 sym/s | Total: 7.3h | ETA: 9.5h [2025-11-21T09:54:07.256535] [INFO ] [sig ] [317/723] Configuring CLCO... [2025-11-21T09:54:07.256576] [INFO ] [CONFIGURE ] CLCO: Configurate test run. [2025-11-21T09:54:07.256615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-11-21T09:54:07.340701] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLCO'. [2025-11-21T09:54:07.341026] [INFO ] [CONFIGURE ] CLCO: Testing with 29 available features [2025-11-21T09:54:07.341087] [INFO ] [CONFIGURE ] CLCO: Establishing baseline with no features... [2025-11-21T09:54:07.506452] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:07.672032] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:07.844760] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:08.012128] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:08.179592] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:08.346007] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:08.518484] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:08.688136] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:08.855079] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:54:09.021407] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:09.021538] [INFO ] [CONFIGURE ] CLCO: Baseline score (no features): 80.00% [2025-11-21T09:54:09.021604] [INFO ] [CONFIGURE ] CLCO: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:54:09.021659] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:54:09.217496] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:09.422865] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:09.621489] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:09.819824] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:10.022215] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:10.222402] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:10.424821] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:10.627883] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:10.831630] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:11.035813] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:11.035975] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T09:54:11.036023] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11890 tests [2025-11-21T09:54:11.036062] [INFO ] [CONFIGURE ] CLCO: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:54:11.036097] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:54:11.240192] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:11.449694] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:11.668798] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:11.890108] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:12.104521] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:12.320909] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:12.537749] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:12.767059] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:12.988277] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:13.203587] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:13.203793] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T09:54:13.203850] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11889 tests [2025-11-21T09:54:13.203889] [INFO ] [CONFIGURE ] CLCO: Testing feature 3/29: add_daily_returns [2025-11-21T09:54:13.203923] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_daily_returns'] [2025-11-21T09:54:13.389439] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:13.577492] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:13.765695] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:13.960024] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:14.149547] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:14.345308] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:14.542805] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:14.735562] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:14.917275] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:15.101863] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:15.102020] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T09:54:15.102070] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11888 tests [2025-11-21T09:54:15.102107] [INFO ] [CONFIGURE ] CLCO: Testing feature 4/29: add_ema [2025-11-21T09:54:15.102142] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_ema'] [2025-11-21T09:54:15.312350] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:15.530692] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:15.747117] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:15.962114] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:16.179447] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:16.401679] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:54:16.616857] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:16.833958] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:17.049314] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:17.265263] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:17.265585] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:54:17.265699] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11887 tests [2025-11-21T09:54:17.265786] [INFO ] [CONFIGURE ] CLCO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:54:17.265892] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:54:17.481452] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:17.698607] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:17.921967] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:18.138110] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:18.358754] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:18.579103] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:18.798751] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:19.020711] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:19.242975] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:19.467803] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:19.467987] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T09:54:19.468046] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11886 tests [2025-11-21T09:54:19.468103] [INFO ] [CONFIGURE ] CLCO: Testing feature 6/29: add_failed_moves [2025-11-21T09:54:19.468153] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_failed_moves'] [2025-11-21T09:54:19.652446] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:19.837479] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:20.023258] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:20.208413] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:20.394344] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:20.579265] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:20.773078] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:20.959960] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:21.149447] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:54:21.332843] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:21.332999] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T09:54:21.333045] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11885 tests [2025-11-21T09:54:21.333083] [INFO ] [CONFIGURE ] CLCO: Testing feature 7/29: add_lag_shelf [2025-11-21T09:54:21.333119] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_lag_shelf'] [2025-11-21T09:54:21.504432] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:21.674011] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:21.847609] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:22.020547] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:22.191669] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:22.363285] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:22.534688] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:22.712607] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:22.890668] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:54:23.064716] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:23.064875] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T09:54:23.064922] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11884 tests [2025-11-21T09:54:23.064960] [INFO ] [CONFIGURE ] CLCO: Testing feature 8/29: add_macd [2025-11-21T09:54:23.064996] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:54:23.324498] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:23.584799] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:23.875987] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:24.167189] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:24.436802] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:24.704393] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:24.969097] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:25.236046] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:25.521997] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:25.804068] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:25.804298] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_macd (score: 70.00%) [2025-11-21T09:54:25.804359] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11883 tests [2025-11-21T09:54:25.804405] [INFO ] [CONFIGURE ] CLCO: Testing feature 9/29: add_mfi [2025-11-21T09:54:25.804446] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_mfi'] [2025-11-21T09:54:25.988797] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:26.171244] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:26.358988] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:26.542613] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:26.726285] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:26.911014] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:27.097383] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:27.285038] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:27.474825] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:54:27.660896] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:27.661070] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_mfi (score: 60.00%) [2025-11-21T09:54:27.661124] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11882 tests [2025-11-21T09:54:27.661164] [INFO ] [CONFIGURE ] CLCO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:54:27.661199] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:54:27.975357] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:28.281380] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:28.582780] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:28.886826] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:29.192906] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:29.493201] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:29.796050] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:30.099492] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:30.386830] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:30.683711] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:30.683908] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:54:30.683973] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11881 tests [2025-11-21T09:54:30.684024] [INFO ] [CONFIGURE ] CLCO: Testing feature 11/29: add_obv_daily [2025-11-21T09:54:30.684071] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_obv_daily'] [2025-11-21T09:54:30.893012] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:31.100101] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:31.308177] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:31.517512] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:31.729135] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:31.940319] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:54:32.154308] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:32.370292] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:32.581237] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:32.793966] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:32.794124] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T09:54:32.794171] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11880 tests [2025-11-21T09:54:32.794208] [INFO ] [CONFIGURE ] CLCO: Testing feature 12/29: add_obv_interval [2025-11-21T09:54:32.794243] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_obv_interval'] [2025-11-21T09:54:32.996743] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:33.197762] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:33.402533] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:33.656902] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:33.864257] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:34.076766] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:34.280575] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:34.489451] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:34.700166] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:34.917335] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:34.917682] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T09:54:34.917787] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11879 tests [2025-11-21T09:54:34.917873] [INFO ] [CONFIGURE ] CLCO: Testing feature 13/29: add_opening_strength [2025-11-21T09:54:34.917978] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T09:54:35.150574] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:35.391069] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:54:35.619702] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:35.849360] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:36.078726] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:54:36.306724] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:36.533845] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:36.762283] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:36.999280] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:37.236683] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:37.236855] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T09:54:37.236902] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11878 tests [2025-11-21T09:54:37.236940] [INFO ] [CONFIGURE ] CLCO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:54:37.237042] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T09:54:37.475025] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:37.721864] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:37.967312] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:38.204601] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:38.453143] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:38.689639] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:38.935720] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:39.176370] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:39.409791] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:39.650363] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:39.650540] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T09:54:39.650599] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11877 tests [2025-11-21T09:54:39.650675] [INFO ] [CONFIGURE ] CLCO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:54:39.650726] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T09:54:39.851118] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:40.052181] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:40.250698] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:40.448038] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:40.657338] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:40.856313] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:41.054256] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:41.252115] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:41.451411] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:41.652042] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:41.652356] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:54:41.652459] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11876 tests [2025-11-21T09:54:41.652537] [INFO ] [CONFIGURE ] CLCO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:54:41.652683] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T09:54:41.874553] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:42.095251] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:42.314913] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:42.536028] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:42.752789] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:42.978234] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:43.203234] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:43.419054] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:43.694776] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:43.954114] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:43.954329] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:54:43.954378] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11875 tests [2025-11-21T09:54:43.954420] [INFO ] [CONFIGURE ] CLCO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:54:43.954456] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_return_2d'] [2025-11-21T09:54:44.213489] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:44.442471] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:44.683337] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:44.899601] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:54:45.120908] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:45.337806] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:45.555417] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:45.770529] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:45.986926] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:46.209351] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:46.209536] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T09:54:46.209586] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11874 tests [2025-11-21T09:54:46.209626] [INFO ] [CONFIGURE ] CLCO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:54:46.209683] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T09:54:46.406175] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:54:46.607775] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:46.794638] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:46.987490] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:47.177214] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:47.371558] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:47.567087] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:47.765709] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:47.969705] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:48.151381] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:48.151574] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T09:54:48.151634] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11873 tests [2025-11-21T09:54:48.151708] [INFO ] [CONFIGURE ] CLCO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:54:48.151790] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T09:54:48.326760] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:48.505231] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:48.687636] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:48.865044] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:49.039123] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:49.212480] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:49.388182] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:49.566089] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:49.743639] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:54:49.917054] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:49.917220] [INFO ] [CONFIGURE ] CLCO: KEPT add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T09:54:49.917267] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11872 tests [2025-11-21T09:54:49.917305] [INFO ] [CONFIGURE ] CLCO: Testing feature 20/29: add_price_rejection [2025-11-21T09:54:49.917340] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T09:54:50.118123] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:50.315697] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:50.518514] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:50.716568] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:50.918741] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:51.121777] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:51.328779] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:51.535937] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:51.741240] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:51.947658] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:51.947817] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T09:54:51.947867] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11871 tests [2025-11-21T09:54:51.947907] [INFO ] [CONFIGURE ] CLCO: Testing feature 21/29: add_range_position [2025-11-21T09:54:51.947940] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T09:54:52.157399] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:52.367781] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:52.586762] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:52.804780] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:53.022599] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:53.231409] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:54:53.449211] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:53.655402] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:53.860213] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:54.070436] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:54:54.070704] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_range_position (score: 70.00%) [2025-11-21T09:54:54.070774] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11870 tests [2025-11-21T09:54:54.070825] [INFO ] [CONFIGURE ] CLCO: Testing feature 22/29: add_realized_volatility [2025-11-21T09:54:54.070872] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T09:54:54.362809] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:54.651780] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:54.944115] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:55.240029] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:54:55.532712] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:55.824752] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:54:56.124639] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:56.418340] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:54:56.714882] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:54:57.010181] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:57.010357] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T09:54:57.010422] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11869 tests [2025-11-21T09:54:57.010522] [INFO ] [CONFIGURE ] CLCO: Testing feature 23/29: add_recent_range_context [2025-11-21T09:54:57.010569] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T09:54:57.197292] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:57.382757] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:57.569600] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:57.759108] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:54:57.958213] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:54:58.148279] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:54:58.342949] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:54:58.539323] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:54:58.737179] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:54:58.938189] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:54:58.938366] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T09:54:58.938414] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11868 tests [2025-11-21T09:54:58.938453] [INFO ] [CONFIGURE ] CLCO: Testing feature 24/29: add_rsi [2025-11-21T09:54:58.938490] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T09:54:59.180052] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:54:59.415010] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:54:59.656793] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:54:59.897570] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:00.895479] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:55:01.422209] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:01.688135] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:55:01.967884] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:55:02.240563] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:02.519549] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:55:02.519825] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:55:02.519891] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11867 tests [2025-11-21T09:55:02.519946] [INFO ] [CONFIGURE ] CLCO: Testing feature 25/29: add_tick_distribution [2025-11-21T09:55:02.520031] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T09:55:02.749335] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T09:55:02.986688] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:55:03.199440] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:03.409714] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:03.618141] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:55:03.834237] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:04.056190] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:55:04.278675] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:55:04.489359] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:04.701930] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:04.702183] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:55:04.702236] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11866 tests [2025-11-21T09:55:04.702277] [INFO ] [CONFIGURE ] CLCO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:55:04.702314] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T09:55:04.920779] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:05.138711] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:55:05.358221] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:05.586027] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:05.807382] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:55:06.036504] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:55:06.260953] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:55:06.492688] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:55:06.718771] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:06.945708] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:06.946033] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T09:55:06.946102] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11865 tests [2025-11-21T09:55:06.946190] [INFO ] [CONFIGURE ] CLCO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:55:06.946251] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T09:55:07.199253] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:07.440137] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:55:07.686284] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:07.940229] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:08.190047] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:55:08.450169] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:08.695092] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:55:08.932301] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:09.177411] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:09.426603] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:55:09.426861] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T09:55:09.426925] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11864 tests [2025-11-21T09:55:09.426975] [INFO ] [CONFIGURE ] CLCO: Testing feature 28/29: add_volume_profile [2025-11-21T09:55:09.427037] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T09:55:09.656039] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:09.878527] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:55:10.101442] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:10.323413] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:10.548844] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:55:10.770018] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:55:11.006907] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:55:11.240453] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:55:11.469373] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:11.696094] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:11.696285] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:55:11.696332] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11863 tests [2025-11-21T09:55:11.696372] [INFO ] [CONFIGURE ] CLCO: Testing feature 29/29: add_vwap [2025-11-21T09:55:11.696408] [INFO ] [CONFIGURE ] CLCO: Testing with features: ['add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T09:55:11.927099] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:12.149931] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:55:12.370625] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:12.597230] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:12.819898] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:55:13.060385] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:13.283013] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:55:13.500026] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:55:13.719789] [DEBUG] [FORECASTER] CLCO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:13.944034] [DEBUG] [FORECASTER] CLCO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:13.944216] [INFO ] [CONFIGURE ] CLCO: DISCARDED add_vwap (score: 70.00%) [2025-11-21T09:55:13.944265] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11862 tests [2025-11-21T09:55:13.944304] [INFO ] [CONFIGURE ] CLCO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:55:13.944337] [INFO ] [CONFIGURE ] CLCO: Best accuracy: 90.00% [2025-11-21T09:55:13.944371] [INFO ] [CONFIGURE ] CLCO: Best feature set (1 features): ['add_pbf_vs_sma_5'] [2025-11-21T09:55:13.944401] [INFO ] [CONFIGURE ] CLCO: Improvement over baseline: 10.00% [2025-11-21T09:55:13.944431] [INFO ] [CONFIGURE ] CLCO: Total time: 1.1 minutes [2025-11-21T09:55:13.944460] [INFO ] [CONFIGURE ] CLCO: Average time per feature: 2.2 seconds [2025-11-21T09:55:13.944490] [INFO ] [CONFIGURE ] CLCO: Average speed: 0.45 features/sec [2025-11-21T09:55:13.944849] [INFO ] [LOCAL ] Saved configuration for CLCO: 1 features, 90.00% accuracy -> ./output/feature-sets/CLCO.json [2025-11-21T09:55:13.944905] [INFO ] [CONFIGURE ] CLCO: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T09:55:13.944946] [INFO ] [sig ] [317/723] Successfully configured CLCO | 0.01 sym/s | Total: 7.4h | ETA: 9.4h [2025-11-21T09:55:13.944983] [INFO ] [sig ] [318/723] Configuring CLDT... [2025-11-21T09:55:13.945016] [INFO ] [CONFIGURE ] CLDT: Configurate test run. [2025-11-21T09:55:13.945049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'. [2025-11-21T09:55:14.020599] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLDT'. [2025-11-21T09:55:14.021128] [INFO ] [CONFIGURE ] CLDT: Testing with 29 available features [2025-11-21T09:55:14.021198] [INFO ] [CONFIGURE ] CLDT: Establishing baseline with no features... [2025-11-21T09:55:14.234806] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:14.433234] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:14.628702] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:14.822966] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:15.019818] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:55:15.219636] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:15.417397] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:15.614240] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:55:15.809266] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:16.005013] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:55:16.005235] [INFO ] [CONFIGURE ] CLDT: Baseline score (no features): 60.00% [2025-11-21T09:55:16.005284] [INFO ] [CONFIGURE ] CLDT: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:55:16.005323] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:55:16.239766] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:16.475174] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:16.713747] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:16.949978] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:55:17.185788] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:55:17.428378] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:17.684495] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:17.936369] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:18.206839] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:18.455166] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:18.455437] [INFO ] [CONFIGURE ] CLDT: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T09:55:18.455489] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11861 tests [2025-11-21T09:55:18.455528] [INFO ] [CONFIGURE ] CLDT: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:55:18.455565] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T09:55:18.733854] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:19.020886] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:19.296779] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:19.581328] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:19.866618] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:20.146540] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:20.433367] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:20.713574] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:20.959441] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:21.195307] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:21.195486] [INFO ] [CONFIGURE ] CLDT: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T09:55:21.195540] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11860 tests [2025-11-21T09:55:21.195587] [INFO ] [CONFIGURE ] CLDT: Testing feature 3/29: add_daily_returns [2025-11-21T09:55:21.195627] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T09:55:21.447246] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:21.704211] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:21.963238] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:22.210598] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:22.464179] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:55:22.715210] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:22.987808] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:23.293421] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:23.595847] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:23.895923] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:23.896174] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T09:55:23.896267] [INFO ] [CONFIGURE ] JOB ETA: 9.4h | Avg: 2.8s/test | Remaining: 11859 tests [2025-11-21T09:55:23.896321] [INFO ] [CONFIGURE ] CLDT: Testing feature 4/29: add_ema [2025-11-21T09:55:23.896368] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T09:55:24.230112] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:24.573056] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:24.890036] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:25.214344] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:25.553900] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:25.887112] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:55:26.228986] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:26.572350] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:26.904980] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:27.241475] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:27.241771] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_ema (score: 70.00%) [2025-11-21T09:55:27.241837] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11858 tests [2025-11-21T09:55:27.241889] [INFO ] [CONFIGURE ] CLDT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:55:27.241931] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:55:27.584116] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:27.903954] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:28.243963] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:28.565321] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:28.882902] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:29.195946] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:29.512714] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:29.858171] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:30.183111] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:30.508452] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:30.508743] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T09:55:30.508808] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11857 tests [2025-11-21T09:55:30.508861] [INFO ] [CONFIGURE ] CLDT: Testing feature 6/29: add_failed_moves [2025-11-21T09:55:30.508909] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T09:55:30.783910] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:31.066714] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:31.340575] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:31.621572] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:31.901133] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:32.197209] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:32.475504] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:32.746913] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:33.025070] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:33.297589] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:33.297867] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T09:55:33.297930] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11856 tests [2025-11-21T09:55:33.297983] [INFO ] [CONFIGURE ] CLDT: Testing feature 7/29: add_lag_shelf [2025-11-21T09:55:33.298032] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T09:55:33.581672] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:33.865539] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:34.142777] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:34.398847] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:34.695068] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:34.978317] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:35.260386] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:35.543211] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:35.832167] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:36.146969] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:36.147838] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T09:55:36.147925] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11855 tests [2025-11-21T09:55:36.147994] [INFO ] [CONFIGURE ] CLDT: Testing feature 8/29: add_macd [2025-11-21T09:55:36.148061] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T09:55:36.632474] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:37.055603] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:37.432345] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:37.791303] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:38.144366] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:38.516840] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:38.875029] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:39.236371] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:39.581021] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:39.927791] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:39.928008] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_macd (score: 80.00%) [2025-11-21T09:55:39.928080] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11854 tests [2025-11-21T09:55:39.928133] [INFO ] [CONFIGURE ] CLDT: Testing feature 9/29: add_mfi [2025-11-21T09:55:39.928176] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T09:55:40.200508] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:40.463492] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:40.729635] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:40.992842] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:41.272578] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:41.553456] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:41.838577] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:42.115892] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:42.387388] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:42.661538] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:42.661745] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_mfi (score: 70.00%) [2025-11-21T09:55:42.661804] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11853 tests [2025-11-21T09:55:42.661847] [INFO ] [CONFIGURE ] CLDT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:55:42.661890] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:55:43.033049] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:43.391797] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:43.753804] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:44.106266] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:44.451034] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:44.802535] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:45.152106] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:45.515840] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:45.872602] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:46.231440] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:55:46.231668] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:55:46.231731] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11852 tests [2025-11-21T09:55:46.231780] [INFO ] [CONFIGURE ] CLDT: Testing feature 11/29: add_obv_daily [2025-11-21T09:55:46.231830] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T09:55:46.512908] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:46.780571] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:47.037733] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:47.303593] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:47.573454] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:47.854843] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:48.131172] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:48.422034] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:48.701387] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:55:48.977225] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:48.977448] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T09:55:48.977506] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11851 tests [2025-11-21T09:55:48.977553] [INFO ] [CONFIGURE ] CLDT: Testing feature 12/29: add_obv_interval [2025-11-21T09:55:48.977594] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T09:55:49.234810] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:49.496803] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:49.761764] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:50.018538] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:55:50.271839] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:55:50.530020] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:50.783025] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:51.037233] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:51.298351] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:51.555979] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:51.556171] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T09:55:51.556227] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11850 tests [2025-11-21T09:55:51.556274] [INFO ] [CONFIGURE ] CLDT: Testing feature 13/29: add_opening_strength [2025-11-21T09:55:51.556316] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:55:51.842673] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:52.124605] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:52.409353] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:52.703984] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:52.996344] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:53.301889] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:55:53.600681] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:53.895335] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:54.248596] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:54.574246] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:54.574427] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T09:55:54.574486] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11849 tests [2025-11-21T09:55:54.574534] [INFO ] [CONFIGURE ] CLDT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:55:54.574579] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T09:55:54.879365] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:55.171613] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:55.468351] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:55:55.775871] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:56.071224] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:56.361181] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:56.625789] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:56.914301] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:57.176976] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:55:57.438750] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:55:57.438925] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T09:55:57.438981] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11848 tests [2025-11-21T09:55:57.439026] [INFO ] [CONFIGURE ] CLDT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:55:57.439067] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T09:55:57.679789] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:55:57.921532] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:55:58.162097] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:55:58.413081] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:55:58.670193] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:55:58.932955] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:55:59.187622] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:55:59.463602] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:55:59.734573] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:56:00.003590] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:00.003791] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T09:56:00.003850] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11847 tests [2025-11-21T09:56:00.003896] [INFO ] [CONFIGURE ] CLDT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:56:00.003939] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T09:56:00.286740] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:01.192541] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:01.529368] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:56:01.813660] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:02.098860] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:02.370657] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:02.652327] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:02.922426] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:03.233309] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:56:03.538508] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:03.538739] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T09:56:03.538799] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11846 tests [2025-11-21T09:56:03.538845] [INFO ] [CONFIGURE ] CLDT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:56:03.538889] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T09:56:03.838907] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:04.129040] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:04.401525] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:04.677023] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:04.945166] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:05.218767] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:05.488844] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:05.751241] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:06.011801] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:56:06.275142] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:06.275344] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T09:56:06.275401] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11845 tests [2025-11-21T09:56:06.275453] [INFO ] [CONFIGURE ] CLDT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:56:06.275496] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T09:56:06.525174] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:06.779190] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:07.032006] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:56:07.290189] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:56:07.546851] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:07.804487] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:08.066036] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:08.318036] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:08.576448] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:56:08.833259] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:08.833453] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:56:08.833509] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11844 tests [2025-11-21T09:56:08.833555] [INFO ] [CONFIGURE ] CLDT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:56:08.833601] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T09:56:09.097324] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:09.349103] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:09.599679] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:09.851815] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:10.104017] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:10.360924] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:10.613043] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:10.865336] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:11.119521] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:56:11.369875] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:11.370045] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:56:11.370120] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11843 tests [2025-11-21T09:56:11.370166] [INFO ] [CONFIGURE ] CLDT: Testing feature 20/29: add_price_rejection [2025-11-21T09:56:11.370208] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T09:56:11.645166] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:11.919232] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:12.186993] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:56:12.455373] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:12.728275] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:13.006394] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:13.292857] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:13.603819] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:13.882279] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:56:14.166423] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:14.167095] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:56:14.167161] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11842 tests [2025-11-21T09:56:14.167210] [INFO ] [CONFIGURE ] CLDT: Testing feature 21/29: add_range_position [2025-11-21T09:56:14.167253] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T09:56:14.460529] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:14.746957] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:15.036502] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:15.330017] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:15.620606] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:56:15.909194] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:16.194010] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:16.484996] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:16.772942] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:56:17.066341] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:17.066523] [INFO ] [CONFIGURE ] CLDT: KEPT add_range_position (score: 90.00%) [2025-11-21T09:56:17.066581] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11841 tests [2025-11-21T09:56:17.066627] [INFO ] [CONFIGURE ] CLDT: Testing feature 22/29: add_realized_volatility [2025-11-21T09:56:17.066685] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_realized_volatility'] [2025-11-21T09:56:17.465167] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:17.866708] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:18.269968] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:18.711820] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:19.131564] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:56:19.531532] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:19.931130] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:20.334544] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:20.735488] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:56:21.136097] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:21.136291] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T09:56:21.136375] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11840 tests [2025-11-21T09:56:21.136424] [INFO ] [CONFIGURE ] CLDT: Testing feature 23/29: add_recent_range_context [2025-11-21T09:56:21.136468] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_recent_range_context'] [2025-11-21T09:56:21.442687] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:21.763546] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:22.090572] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:22.405705] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:22.729860] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:56:23.038484] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:23.358692] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:23.757102] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:56:24.179332] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:56:24.632174] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:56:24.632460] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T09:56:24.632539] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11839 tests [2025-11-21T09:56:24.632605] [INFO ] [CONFIGURE ] CLDT: Testing feature 24/29: add_rsi [2025-11-21T09:56:24.632694] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T09:56:25.032332] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:25.383431] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:25.745521] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:26.100605] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:56:26.464972] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:26.809806] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:56:27.158055] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:27.545917] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:27.929914] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:56:28.313203] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:56:28.313409] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_rsi (score: 40.00%) [2025-11-21T09:56:28.313469] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11838 tests [2025-11-21T09:56:28.313517] [INFO ] [CONFIGURE ] CLDT: Testing feature 25/29: add_tick_distribution [2025-11-21T09:56:28.313560] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_tick_distribution'] [2025-11-21T09:56:28.629411] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:28.945118] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:29.279404] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:29.626466] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:29.956996] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:56:30.282600] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:30.616974] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:56:30.951397] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:56:31.278321] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:56:31.611208] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:31.611436] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T09:56:31.611497] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11837 tests [2025-11-21T09:56:31.611545] [INFO ] [CONFIGURE ] CLDT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:56:31.611590] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T09:56:31.936211] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:32.238517] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:32.553079] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:32.867814] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:33.171542] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:33.484021] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:33.797108] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:56:34.137886] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:34.466700] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:56:34.791051] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:56:34.791241] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:56:34.791297] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11836 tests [2025-11-21T09:56:34.791344] [INFO ] [CONFIGURE ] CLDT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:56:34.791387] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T09:56:35.136200] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:35.469888] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:35.794117] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:36.114306] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:36.431556] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:56:36.750200] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:37.071882] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:56:37.400764] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:37.722020] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:56:38.048537] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:38.048773] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T09:56:38.048830] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11835 tests [2025-11-21T09:56:38.048877] [INFO ] [CONFIGURE ] CLDT: Testing feature 28/29: add_volume_profile [2025-11-21T09:56:38.048919] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_volume_profile'] [2025-11-21T09:56:38.382860] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:38.693096] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T09:56:39.014060] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:39.357408] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:39.674864] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:39.986546] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:40.297082] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:40.635693] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:40.962233] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T09:56:41.272368] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:41.272551] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T09:56:41.272610] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11834 tests [2025-11-21T09:56:41.272674] [INFO ] [CONFIGURE ] CLDT: Testing feature 29/29: add_vwap [2025-11-21T09:56:41.272713] [INFO ] [CONFIGURE ] CLDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_vwap'] [2025-11-21T09:56:41.597850] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T09:56:41.907926] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:42.215131] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:56:42.532578] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:42.849874] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:56:43.177093] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:43.509246] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:43.859381] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:56:44.202268] [DEBUG] [FORECASTER] CLDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T09:56:44.540733] [DEBUG] [FORECASTER] CLDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:44.540911] [INFO ] [CONFIGURE ] CLDT: DISCARDED add_vwap (score: 50.00%) [2025-11-21T09:56:44.540970] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11833 tests [2025-11-21T09:56:44.541018] [INFO ] [CONFIGURE ] CLDT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:56:44.541061] [INFO ] [CONFIGURE ] CLDT: Best accuracy: 90.00% [2025-11-21T09:56:44.541104] [INFO ] [CONFIGURE ] CLDT: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T09:56:44.541154] [INFO ] [CONFIGURE ] CLDT: Improvement over baseline: 30.00% [2025-11-21T09:56:44.541189] [INFO ] [CONFIGURE ] CLDT: Total time: 1.5 minutes [2025-11-21T09:56:44.541220] [INFO ] [CONFIGURE ] CLDT: Average time per feature: 3.1 seconds [2025-11-21T09:56:44.541263] [INFO ] [CONFIGURE ] CLDT: Average speed: 0.33 features/sec [2025-11-21T09:56:44.541735] [INFO ] [LOCAL ] Saved configuration for CLDT: 3 features, 90.00% accuracy -> ./output/feature-sets/CLDT.json [2025-11-21T09:56:44.541793] [INFO ] [CONFIGURE ] CLDT: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T09:56:44.541841] [INFO ] [sig ] [318/723] Successfully configured CLDT | 0.01 sym/s | Total: 7.4h | ETA: 9.4h [2025-11-21T09:56:44.541885] [INFO ] [sig ] [319/723] Configuring CLF... [2025-11-21T09:56:44.541924] [INFO ] [CONFIGURE ] CLF: Configurate test run. [2025-11-21T09:56:44.541962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-11-21T09:56:44.700165] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLF'. [2025-11-21T09:56:44.700617] [INFO ] [CONFIGURE ] CLF: Testing with 29 available features [2025-11-21T09:56:44.700701] [INFO ] [CONFIGURE ] CLF: Establishing baseline with no features... [2025-11-21T09:56:44.873567] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:56:45.040007] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:45.208471] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:56:45.380706] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:56:45.550182] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:56:45.723453] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:56:45.893990] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:46.066144] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:46.234831] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:56:46.402194] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:46.402350] [INFO ] [CONFIGURE ] CLF: Baseline score (no features): 50.00% [2025-11-21T09:56:46.402436] [INFO ] [CONFIGURE ] CLF: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:56:46.402477] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:56:46.603130] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:56:46.805446] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:47.011051] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:56:47.219921] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:47.427078] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:56:47.635984] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:47.846487] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:48.055246] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:56:48.262351] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:56:48.478201] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:48.478371] [INFO ] [CONFIGURE ] CLF: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T09:56:48.478420] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11832 tests [2025-11-21T09:56:48.478459] [INFO ] [CONFIGURE ] CLF: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:56:48.478495] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:56:48.690487] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:56:48.899688] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:49.112111] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:56:49.330123] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:56:49.543423] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:56:49.757974] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:56:49.972872] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:50.191151] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:56:50.409936] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:56:50.627958] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:56:50.628151] [INFO ] [CONFIGURE ] CLF: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T09:56:50.628343] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11831 tests [2025-11-21T09:56:50.628454] [INFO ] [CONFIGURE ] CLF: Testing feature 3/29: add_daily_returns [2025-11-21T09:56:50.628505] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns'] [2025-11-21T09:56:50.815228] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:56:51.002247] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:51.191367] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:56:51.378384] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:56:51.567456] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:56:51.761862] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:51.973148] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:52.177992] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:52.387244] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:56:52.592038] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:52.592205] [INFO ] [CONFIGURE ] CLF: KEPT add_daily_returns (score: 60.00%) [2025-11-21T09:56:52.592252] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11830 tests [2025-11-21T09:56:52.592290] [INFO ] [CONFIGURE ] CLF: Testing feature 4/29: add_ema [2025-11-21T09:56:52.592325] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T09:56:52.846872] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:56:53.098884] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:53.354458] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:56:53.618605] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:53.892022] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:56:54.165108] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:54.424261] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:54.684741] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:54.944416] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:56:55.201727] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:56:55.202067] [INFO ] [CONFIGURE ] CLF: DISCARDED add_ema (score: 40.00%) [2025-11-21T09:56:55.202173] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11829 tests [2025-11-21T09:56:55.202259] [INFO ] [CONFIGURE ] CLF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:56:55.202365] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:56:55.456393] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:56:55.722998] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:55.983732] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:56:56.214220] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:56:56.456778] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:56:56.715420] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:56.971277] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:57.226143] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:56:57.487304] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:56:57.750366] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:56:57.750556] [INFO ] [CONFIGURE ] CLF: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T09:56:57.750638] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11828 tests [2025-11-21T09:56:57.750710] [INFO ] [CONFIGURE ] CLF: Testing feature 6/29: add_failed_moves [2025-11-21T09:56:57.750754] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T09:56:57.969261] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:56:58.186079] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:56:58.406918] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:56:58.627838] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:56:58.846242] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:56:59.067575] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:56:59.284204] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:56:59.502465] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:56:59.723260] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:56:59.940828] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:56:59.940997] [INFO ] [CONFIGURE ] CLF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T09:56:59.941045] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11827 tests [2025-11-21T09:56:59.941084] [INFO ] [CONFIGURE ] CLF: Testing feature 7/29: add_lag_shelf [2025-11-21T09:56:59.941119] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T09:57:00.137187] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:00.342635] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:01.244128] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:01.658827] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:57:01.864632] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:02.069721] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:02.275159] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:02.488687] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:02.694139] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:02.907211] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:02.907406] [INFO ] [CONFIGURE ] CLF: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T09:57:02.907456] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11826 tests [2025-11-21T09:57:02.907500] [INFO ] [CONFIGURE ] CLF: Testing feature 8/29: add_macd [2025-11-21T09:57:02.907535] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T09:57:03.206387] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:03.512109] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:03.820024] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:04.132028] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:04.442578] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:04.751390] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:05.053784] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:05.357764] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:05.671684] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:05.963036] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:05.963256] [INFO ] [CONFIGURE ] CLF: KEPT add_macd (score: 70.00%) [2025-11-21T09:57:05.963345] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11825 tests [2025-11-21T09:57:05.963395] [INFO ] [CONFIGURE ] CLF: Testing feature 9/29: add_mfi [2025-11-21T09:57:05.963437] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T09:57:06.260262] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:06.546459] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:06.828228] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:07.113091] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:07.404917] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:07.691689] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:07.998186] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:08.311683] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:08.635535] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:08.959492] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:08.959717] [INFO ] [CONFIGURE ] CLF: DISCARDED add_mfi (score: 70.00%) [2025-11-21T09:57:08.959799] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11824 tests [2025-11-21T09:57:08.959849] [INFO ] [CONFIGURE ] CLF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:57:08.959893] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:57:09.371938] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:09.780085] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:10.192439] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:57:10.615622] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:11.033305] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:11.455466] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:11.874188] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:12.295862] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:12.722966] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:57:13.138072] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:57:13.138259] [INFO ] [CONFIGURE ] CLF: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T09:57:13.138317] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11823 tests [2025-11-21T09:57:13.138368] [INFO ] [CONFIGURE ] CLF: Testing feature 11/29: add_obv_daily [2025-11-21T09:57:13.138410] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T09:57:13.457778] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:13.775211] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:14.101292] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:14.433250] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:14.751764] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:15.074020] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:15.392522] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:15.708844] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:16.035606] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:16.353834] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:16.354011] [INFO ] [CONFIGURE ] CLF: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T09:57:16.354069] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11822 tests [2025-11-21T09:57:16.354115] [INFO ] [CONFIGURE ] CLF: Testing feature 12/29: add_obv_interval [2025-11-21T09:57:16.354158] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T09:57:16.675663] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:17.000863] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:17.330356] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:17.655464] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:17.985629] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:18.315588] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:18.648832] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:18.976968] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:19.304795] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:19.637691] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:19.637866] [INFO ] [CONFIGURE ] CLF: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T09:57:19.637925] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11821 tests [2025-11-21T09:57:19.637971] [INFO ] [CONFIGURE ] CLF: Testing feature 13/29: add_opening_strength [2025-11-21T09:57:19.638014] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-21T09:57:19.981376] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:20.318694] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:20.657135] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:20.987806] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:57:21.314885] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:21.641619] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:21.983547] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:22.314740] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:22.644206] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:22.973466] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:57:22.973664] [INFO ] [CONFIGURE ] CLF: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T09:57:22.973726] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11820 tests [2025-11-21T09:57:22.973793] [INFO ] [CONFIGURE ] CLF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:57:22.973838] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T09:57:23.308149] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:23.640060] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:23.972148] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:24.317175] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:57:24.650819] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:24.983476] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:25.314364] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:25.651680] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:57:25.979122] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:26.308172] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:57:26.308349] [INFO ] [CONFIGURE ] CLF: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:57:26.308407] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11819 tests [2025-11-21T09:57:26.308453] [INFO ] [CONFIGURE ] CLF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:57:26.308497] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T09:57:26.598535] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:57:26.890573] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:27.186503] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:27.490258] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:27.801207] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:28.111862] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:28.421104] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:57:28.724964] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:29.028929] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:57:29.330446] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:29.330623] [INFO ] [CONFIGURE ] CLF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:57:29.330706] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11818 tests [2025-11-21T09:57:29.330754] [INFO ] [CONFIGURE ] CLF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:57:29.330796] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T09:57:29.646843] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:29.966829] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:30.284084] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:30.601124] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:30.929674] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:31.265708] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:31.597942] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:31.926231] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:32.247561] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:32.574482] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:57:32.574678] [INFO ] [CONFIGURE ] CLF: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T09:57:32.574739] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11817 tests [2025-11-21T09:57:32.574788] [INFO ] [CONFIGURE ] CLF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:57:32.574833] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T09:57:32.902506] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:33.241607] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:33.640325] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:34.047522] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:57:34.425970] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:34.733567] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:35.052158] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:35.378877] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:35.699505] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:36.025238] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:36.025418] [INFO ] [CONFIGURE ] CLF: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T09:57:36.025476] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11816 tests [2025-11-21T09:57:36.025523] [INFO ] [CONFIGURE ] CLF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:57:36.025566] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T09:57:36.317105] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:36.600372] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:36.878421] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:57:37.154562] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:57:37.428395] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:37.702474] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:37.981364] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:38.258538] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:57:38.542521] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:38.844448] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:38.844637] [INFO ] [CONFIGURE ] CLF: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T09:57:38.844718] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11815 tests [2025-11-21T09:57:38.844768] [INFO ] [CONFIGURE ] CLF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:57:38.844888] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T09:57:39.152197] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:39.433001] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:39.727177] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:40.008110] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:40.293916] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:40.581368] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:40.889439] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:41.193870] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:41.499374] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:41.805910] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:41.806085] [INFO ] [CONFIGURE ] CLF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:57:41.806144] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11814 tests [2025-11-21T09:57:41.806193] [INFO ] [CONFIGURE ] CLF: Testing feature 20/29: add_price_rejection [2025-11-21T09:57:41.806236] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T09:57:42.109803] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:42.396605] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:42.687062] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:42.990379] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:43.292188] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:43.606656] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:43.907884] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:44.207372] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:44.512280] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:57:44.819225] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:44.819405] [INFO ] [CONFIGURE ] CLF: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:57:44.819463] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11813 tests [2025-11-21T09:57:44.819509] [INFO ] [CONFIGURE ] CLF: Testing feature 21/29: add_range_position [2025-11-21T09:57:44.819550] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T09:57:45.144418] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:57:45.465284] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:45.803674] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:46.125221] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:46.448453] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:46.778367] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:57:47.104342] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:47.429206] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:47.759321] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:57:48.082793] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:48.082974] [INFO ] [CONFIGURE ] CLF: DISCARDED add_range_position (score: 40.00%) [2025-11-21T09:57:48.083032] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11812 tests [2025-11-21T09:57:48.083079] [INFO ] [CONFIGURE ] CLF: Testing feature 22/29: add_realized_volatility [2025-11-21T09:57:48.083121] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T09:57:48.506203] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:48.919624] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:49.378480] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:49.796074] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:50.215232] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:50.636155] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:51.062099] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:51.497012] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:51.929658] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:57:52.350792] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:57:52.350974] [INFO ] [CONFIGURE ] CLF: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:57:52.351033] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11811 tests [2025-11-21T09:57:52.351080] [INFO ] [CONFIGURE ] CLF: Testing feature 23/29: add_recent_range_context [2025-11-21T09:57:52.351142] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T09:57:52.644053] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:52.953269] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:53.253778] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:57:53.548228] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:53.850486] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:57:54.149687] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:54.445600] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:57:54.737580] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:55.026420] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:57:55.322117] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:57:55.322305] [INFO ] [CONFIGURE ] CLF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T09:57:55.322363] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11810 tests [2025-11-21T09:57:55.322409] [INFO ] [CONFIGURE ] CLF: Testing feature 24/29: add_rsi [2025-11-21T09:57:55.322452] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T09:57:55.669414] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:57:56.011494] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:56.368139] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:57:56.757577] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:57:57.097070] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:57:57.453198] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:57:57.807911] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:57:58.175529] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:57:58.547044] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:57:58.905700] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:57:58.905926] [INFO ] [CONFIGURE ] CLF: DISCARDED add_rsi (score: 50.00%) [2025-11-21T09:57:58.905989] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11809 tests [2025-11-21T09:57:58.906038] [INFO ] [CONFIGURE ] CLF: Testing feature 25/29: add_tick_distribution [2025-11-21T09:57:58.906121] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T09:57:59.215673] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:57:59.525629] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:57:59.841549] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:58:00.150496] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:58:00.457838] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:58:01.473024] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:58:01.886438] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:02.212144] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:02.545678] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:58:02.874304] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:58:02.874483] [INFO ] [CONFIGURE ] CLF: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T09:58:02.874539] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11808 tests [2025-11-21T09:58:02.874586] [INFO ] [CONFIGURE ] CLF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:58:02.874629] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T09:58:03.199822] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:03.526208] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:58:03.843093] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:58:04.163115] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:04.487341] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T09:58:04.811019] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:58:05.143918] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:05.481378] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:05.813195] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:58:06.147988] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:58:06.148179] [INFO ] [CONFIGURE ] CLF: KEPT add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T09:58:06.148242] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11807 tests [2025-11-21T09:58:06.148293] [INFO ] [CONFIGURE ] CLF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:58:06.148341] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T09:58:06.497058] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:06.836721] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:58:07.182339] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:58:07.543384] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:58:07.893018] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:58:08.240106] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:58:08.602010] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:08.963378] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:09.311337] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:58:09.674361] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:58:09.674553] [INFO ] [CONFIGURE ] CLF: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T09:58:09.674612] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11806 tests [2025-11-21T09:58:09.674684] [INFO ] [CONFIGURE ] CLF: Testing feature 28/29: add_volume_profile [2025-11-21T09:58:09.674732] [INFO ] [CONFIGURE ] CLF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T09:58:10.031483] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:10.390503] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T09:58:10.742538] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:58:11.103327] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:58:11.459687] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T09:58:11.819179] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:58:12.183334] [DEBUG] [FORECASTER] CLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:12.548508] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:12.909204] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:58:13.262097] [DEBUG] [FORECASTER] CLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:58:13.262273] [INFO ] [CONFIGURE ] CLF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:58:13.262331] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11805 tests [2025-11-21T09:58:13.262378] [INFO ] [CONFIGURE ] CLF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:58:13.262420] [INFO ] [CONFIGURE ] CLF: Best accuracy: 80.00% [2025-11-21T09:58:13.262463] [INFO ] [CONFIGURE ] CLF: Best feature set (4 features): ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T09:58:13.262504] [INFO ] [CONFIGURE ] CLF: Improvement over baseline: 30.00% [2025-11-21T09:58:13.262599] [INFO ] [CONFIGURE ] CLF: Total time: 1.4 minutes [2025-11-21T09:58:13.262660] [INFO ] [CONFIGURE ] CLF: Average time per feature: 3.1 seconds [2025-11-21T09:58:13.262702] [INFO ] [CONFIGURE ] CLF: Average speed: 0.33 features/sec [2025-11-21T09:58:13.263028] [INFO ] [LOCAL ] Saved configuration for CLF: 4 features, 80.00% accuracy -> ./output/feature-sets/CLF.json [2025-11-21T09:58:13.263084] [INFO ] [CONFIGURE ] CLF: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T09:58:13.263131] [INFO ] [sig ] [319/723] Successfully configured CLF | 0.01 sym/s | Total: 7.4h | ETA: 9.4h [2025-11-21T09:58:13.263175] [INFO ] [sig ] [320/723] Configuring CLH... [2025-11-21T09:58:13.263214] [INFO ] [CONFIGURE ] CLH: Configurate test run. [2025-11-21T09:58:13.263251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-11-21T09:58:13.312165] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLH'. [2025-11-21T09:58:13.312952] [INFO ] [CONFIGURE ] CLH: Testing with 29 available features [2025-11-21T09:58:13.313025] [INFO ] [CONFIGURE ] CLH: Establishing baseline with no features... [2025-11-21T09:58:13.514721] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:13.723500] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:13.922563] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:14.121395] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:14.300935] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:14.473542] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:14.649997] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:14.824886] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:15.000219] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:15.173002] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:15.173164] [INFO ] [CONFIGURE ] CLH: Baseline score (no features): 50.00% [2025-11-21T09:58:15.173211] [INFO ] [CONFIGURE ] CLH: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:58:15.173247] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:58:15.373860] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:15.579113] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:15.788923] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:15.998114] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:16.205527] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:16.414962] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:16.620756] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:16.826544] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:17.035097] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:17.243937] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:17.244336] [INFO ] [CONFIGURE ] CLH: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T09:58:17.244449] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11804 tests [2025-11-21T09:58:17.244594] [INFO ] [CONFIGURE ] CLH: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:58:17.244696] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:58:17.457784] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:17.676240] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:17.888615] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:58:18.096029] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:18.300529] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:18.508621] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:18.713078] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:18.917558] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:19.139729] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:19.371517] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:58:19.371878] [INFO ] [CONFIGURE ] CLH: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T09:58:19.371988] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11803 tests [2025-11-21T09:58:19.372078] [INFO ] [CONFIGURE ] CLH: Testing feature 3/29: add_daily_returns [2025-11-21T09:58:19.372185] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_daily_returns'] [2025-11-21T09:58:19.562155] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:19.749354] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:58:19.941021] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:20.136993] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:20.339663] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:20.533962] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:20.720664] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:20.949910] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:58:21.173356] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:21.387084] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:21.387439] [INFO ] [CONFIGURE ] CLH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T09:58:21.387551] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11802 tests [2025-11-21T09:58:21.387671] [INFO ] [CONFIGURE ] CLH: Testing feature 4/29: add_ema [2025-11-21T09:58:21.387769] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_ema'] [2025-11-21T09:58:21.609595] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:21.821733] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:22.035092] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:22.251682] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:22.473067] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:22.699870] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:22.922109] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:23.146426] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:58:23.369484] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:23.592208] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:23.592363] [INFO ] [CONFIGURE ] CLH: DISCARDED add_ema (score: 50.00%) [2025-11-21T09:58:23.592412] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11801 tests [2025-11-21T09:58:23.592452] [INFO ] [CONFIGURE ] CLH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:58:23.592487] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:58:23.822588] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:24.049687] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:24.273003] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:24.499465] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:58:24.739567] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:24.963803] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:25.191188] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:58:25.414268] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:58:25.638383] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:25.863802] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:25.863992] [INFO ] [CONFIGURE ] CLH: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T09:58:25.864049] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11800 tests [2025-11-21T09:58:25.864095] [INFO ] [CONFIGURE ] CLH: Testing feature 6/29: add_failed_moves [2025-11-21T09:58:25.864137] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_failed_moves'] [2025-11-21T09:58:26.049027] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:26.231859] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:26.415349] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:26.597495] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:26.780913] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:26.968973] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:27.165415] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:27.367509] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:58:27.568122] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:27.769267] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:27.769438] [INFO ] [CONFIGURE ] CLH: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T09:58:27.769487] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11799 tests [2025-11-21T09:58:27.769526] [INFO ] [CONFIGURE ] CLH: Testing feature 7/29: add_lag_shelf [2025-11-21T09:58:27.769564] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_lag_shelf'] [2025-11-21T09:58:27.943329] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:28.117564] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:28.288329] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:28.464981] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:28.647241] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:28.819108] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:28.989259] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:29.159701] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:29.338430] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:29.523948] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:29.524137] [INFO ] [CONFIGURE ] CLH: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T09:58:29.524190] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11798 tests [2025-11-21T09:58:29.524229] [INFO ] [CONFIGURE ] CLH: Testing feature 8/29: add_macd [2025-11-21T09:58:29.524265] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T09:58:29.801438] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:30.076220] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:30.348391] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:30.624940] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:30.898279] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:58:31.165467] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:31.444877] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:58:31.729598] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:32.020036] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:32.308992] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:32.309215] [INFO ] [CONFIGURE ] CLH: KEPT add_macd (score: 60.00%) [2025-11-21T09:58:32.309277] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11797 tests [2025-11-21T09:58:32.309331] [INFO ] [CONFIGURE ] CLH: Testing feature 9/29: add_mfi [2025-11-21T09:58:32.309392] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T09:58:32.609406] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:32.914891] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:33.235178] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:33.538533] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:33.833779] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:58:34.123751] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:34.424205] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:34.728113] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:35.022998] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:35.318191] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:35.318387] [INFO ] [CONFIGURE ] CLH: DISCARDED add_mfi (score: 50.00%) [2025-11-21T09:58:35.318488] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11796 tests [2025-11-21T09:58:35.318589] [INFO ] [CONFIGURE ] CLH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T09:58:35.318634] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T09:58:35.671917] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:36.036267] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:36.390139] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:36.741927] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:37.106406] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:58:37.478766] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:37.855911] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:58:38.234148] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:38.600166] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:38.977906] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:38.978137] [INFO ] [CONFIGURE ] CLH: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T09:58:38.978238] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11795 tests [2025-11-21T09:58:38.978291] [INFO ] [CONFIGURE ] CLH: Testing feature 11/29: add_obv_daily [2025-11-21T09:58:38.978335] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T09:58:39.304930] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:39.603879] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:39.901041] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:40.220768] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:40.537530] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:58:40.872157] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:41.186287] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:58:41.501691] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:41.828016] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:42.149358] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:42.149545] [INFO ] [CONFIGURE ] CLH: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T09:58:42.149604] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11794 tests [2025-11-21T09:58:42.149757] [INFO ] [CONFIGURE ] CLH: Testing feature 12/29: add_obv_interval [2025-11-21T09:58:42.149805] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T09:58:42.448116] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:42.750563] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:43.052286] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:43.355819] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:43.683474] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:43.984511] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:44.292221] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:58:44.604601] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:44.916218] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:45.223735] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:45.223944] [INFO ] [CONFIGURE ] CLH: KEPT add_obv_interval (score: 70.00%) [2025-11-21T09:58:45.224004] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11793 tests [2025-11-21T09:58:45.224051] [INFO ] [CONFIGURE ] CLH: Testing feature 13/29: add_opening_strength [2025-11-21T09:58:45.224094] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T09:58:45.564548] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:45.897272] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:46.223235] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:46.556847] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:46.888968] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:58:47.218112] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:47.548491] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:58:47.899514] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:48.243304] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:48.595311] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:48.595527] [INFO ] [CONFIGURE ] CLH: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T09:58:48.595598] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11792 tests [2025-11-21T09:58:48.595668] [INFO ] [CONFIGURE ] CLH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T09:58:48.595719] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T09:58:48.950761] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:49.309027] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:49.655428] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:50.004050] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:50.345668] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:58:50.697866] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:51.039570] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:58:51.387045] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:51.747905] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:52.115781] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:52.115975] [INFO ] [CONFIGURE ] CLH: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T09:58:52.116034] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11791 tests [2025-11-21T09:58:52.116081] [INFO ] [CONFIGURE ] CLH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T09:58:52.116154] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T09:58:52.431621] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:52.743548] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:53.056972] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:53.373631] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:53.688969] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:58:53.994966] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:54.295473] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:58:54.636481] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:54.947373] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:55.254274] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:58:55.254495] [INFO ] [CONFIGURE ] CLH: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T09:58:55.254555] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11790 tests [2025-11-21T09:58:55.254604] [INFO ] [CONFIGURE ] CLH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T09:58:55.254671] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T09:58:55.586537] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:58:55.919505] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:56.253431] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:58:56.581195] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:58:56.909423] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:58:57.229312] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:58:57.555218] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:58:57.880363] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:58:58.211362] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:58:58.554386] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:58:58.554586] [INFO ] [CONFIGURE ] CLH: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T09:58:58.554665] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11789 tests [2025-11-21T09:58:58.554720] [INFO ] [CONFIGURE ] CLH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T09:58:58.554765] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T09:58:58.922542] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:58:59.279540] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:58:59.641415] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:00.007140] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:00.380685] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:59:00.774792] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:01.931636] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:02.293418] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:02.664528] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:03.031307] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:59:03.031490] [INFO ] [CONFIGURE ] CLH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T09:59:03.031549] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11788 tests [2025-11-21T09:59:03.031598] [INFO ] [CONFIGURE ] CLH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T09:59:03.031660] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T09:59:03.374683] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:59:03.733566] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:04.079682] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:04.421975] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:04.766971] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:05.102847] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:05.440455] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:05.789034] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:06.132774] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:06.480530] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:59:06.480743] [INFO ] [CONFIGURE ] CLH: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T09:59:06.480804] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11787 tests [2025-11-21T09:59:06.480853] [INFO ] [CONFIGURE ] CLH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T09:59:06.480898] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T09:59:06.816596] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:07.134873] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:07.457729] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:07.781287] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:08.108571] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:59:08.427914] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:08.751407] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:09.086114] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:59:09.418322] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:09.752986] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:59:09.753189] [INFO ] [CONFIGURE ] CLH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T09:59:09.753249] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11786 tests [2025-11-21T09:59:09.753299] [INFO ] [CONFIGURE ] CLH: Testing feature 20/29: add_price_rejection [2025-11-21T09:59:09.753347] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T09:59:10.110410] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:10.475659] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:10.838922] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:11.192299] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:11.545374] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:11.913516] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:12.263282] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:12.616944] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:12.976715] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:13.343198] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:59:13.343447] [INFO ] [CONFIGURE ] CLH: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T09:59:13.343532] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11785 tests [2025-11-21T09:59:13.343605] [INFO ] [CONFIGURE ] CLH: Testing feature 21/29: add_range_position [2025-11-21T09:59:13.343702] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T09:59:13.799260] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:14.167235] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:59:14.503242] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:14.832826] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:15.166879] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:15.493816] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:15.822964] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:16.154539] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:16.505665] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T09:59:16.847584] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:59:16.847821] [INFO ] [CONFIGURE ] CLH: DISCARDED add_range_position (score: 60.00%) [2025-11-21T09:59:16.847880] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11784 tests [2025-11-21T09:59:16.847925] [INFO ] [CONFIGURE ] CLH: Testing feature 22/29: add_realized_volatility [2025-11-21T09:59:16.847970] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T09:59:17.303297] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:17.769166] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:18.221532] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:18.689598] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:19.163207] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:19.626180] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:20.102494] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:20.576860] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:21.058707] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:21.541486] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:59:21.541706] [INFO ] [CONFIGURE ] CLH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T09:59:21.541779] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11783 tests [2025-11-21T09:59:21.541834] [INFO ] [CONFIGURE ] CLH: Testing feature 23/29: add_recent_range_context [2025-11-21T09:59:21.541878] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T09:59:21.894449] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:22.265934] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:22.635637] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:59:22.997554] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:23.334319] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:59:23.689779] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:24.052841] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:24.407530] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:24.763170] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:25.127413] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:59:25.127625] [INFO ] [CONFIGURE ] CLH: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T09:59:25.127713] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11782 tests [2025-11-21T09:59:25.127764] [INFO ] [CONFIGURE ] CLH: Testing feature 24/29: add_rsi [2025-11-21T09:59:25.127809] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T09:59:25.506941] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:25.873110] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:26.239765] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:26.609035] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:26.963986] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:27.299166] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:27.666416] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:28.032046] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:28.404220] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:28.804235] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:59:28.804438] [INFO ] [CONFIGURE ] CLH: DISCARDED add_rsi (score: 70.00%) [2025-11-21T09:59:28.804500] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11781 tests [2025-11-21T09:59:28.804564] [INFO ] [CONFIGURE ] CLH: Testing feature 25/29: add_tick_distribution [2025-11-21T09:59:28.804619] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T09:59:29.133235] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:29.455477] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:29.780975] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:30.106260] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:30.423950] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:30.745801] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:31.068539] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:31.395069] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:31.717973] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:32.041886] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:59:32.042096] [INFO ] [CONFIGURE ] CLH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T09:59:32.042155] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11780 tests [2025-11-21T09:59:32.042201] [INFO ] [CONFIGURE ] CLH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T09:59:32.042243] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T09:59:32.392983] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:32.727157] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:33.065632] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:33.418860] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:33.790117] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:34.156352] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:34.512524] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:34.876749] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:35.225388] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:35.568215] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T09:59:35.568393] [INFO ] [CONFIGURE ] CLH: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T09:59:35.568451] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11779 tests [2025-11-21T09:59:35.568501] [INFO ] [CONFIGURE ] CLH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T09:59:35.568543] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T09:59:35.927213] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:36.285534] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:36.633286] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T09:59:36.981878] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:37.330985] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:59:37.690989] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:38.048599] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:38.403363] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:38.765512] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:39.127833] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:59:39.128034] [INFO ] [CONFIGURE ] CLH: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T09:59:39.128093] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11778 tests [2025-11-21T09:59:39.128139] [INFO ] [CONFIGURE ] CLH: Testing feature 28/29: add_volume_profile [2025-11-21T09:59:39.128181] [INFO ] [CONFIGURE ] CLH: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T09:59:39.455570] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:59:39.787599] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:40.131719] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T09:59:40.471576] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T09:59:40.832320] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:41.165764] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T09:59:41.502611] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:41.846065] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T09:59:42.192803] [DEBUG] [FORECASTER] CLH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:42.537435] [DEBUG] [FORECASTER] CLH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T09:59:42.537676] [INFO ] [CONFIGURE ] CLH: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T09:59:42.537745] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11777 tests [2025-11-21T09:59:42.537796] [INFO ] [CONFIGURE ] CLH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T09:59:42.537843] [INFO ] [CONFIGURE ] CLH: Best accuracy: 80.00% [2025-11-21T09:59:42.537887] [INFO ] [CONFIGURE ] CLH: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T09:59:42.537929] [INFO ] [CONFIGURE ] CLH: Improvement over baseline: 30.00% [2025-11-21T09:59:42.537968] [INFO ] [CONFIGURE ] CLH: Total time: 1.5 minutes [2025-11-21T09:59:42.538009] [INFO ] [CONFIGURE ] CLH: Average time per feature: 3.1 seconds [2025-11-21T09:59:42.538050] [INFO ] [CONFIGURE ] CLH: Average speed: 0.33 features/sec [2025-11-21T09:59:42.538634] [INFO ] [LOCAL ] Saved configuration for CLH: 4 features, 80.00% accuracy -> ./output/feature-sets/CLH.json [2025-11-21T09:59:42.538734] [INFO ] [CONFIGURE ] CLH: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T09:59:42.538796] [INFO ] [sig ] [320/723] Successfully configured CLH | 0.01 sym/s | Total: 7.4h | ETA: 9.4h [2025-11-21T09:59:42.538847] [INFO ] [sig ] [321/723] Configuring CLPR... [2025-11-21T09:59:42.538889] [INFO ] [CONFIGURE ] CLPR: Configurate test run. [2025-11-21T09:59:42.538931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'. [2025-11-21T09:59:42.586407] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLPR'. [2025-11-21T09:59:42.586765] [INFO ] [CONFIGURE ] CLPR: Testing with 29 available features [2025-11-21T09:59:42.586832] [INFO ] [CONFIGURE ] CLPR: Establishing baseline with no features... [2025-11-21T09:59:42.780114] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:42.968953] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:59:43.158338] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:59:43.347661] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:43.538481] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:59:43.741887] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:43.975785] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:44.170933] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:59:44.363821] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:44.565880] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:59:44.566043] [INFO ] [CONFIGURE ] CLPR: Baseline score (no features): 50.00% [2025-11-21T09:59:44.566099] [INFO ] [CONFIGURE ] CLPR: Testing feature 1/29: add_bollinger_bands [2025-11-21T09:59:44.566141] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_bollinger_bands'] [2025-11-21T09:59:44.796482] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:45.036448] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:59:45.262450] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:59:45.484409] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:45.704838] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:45.943194] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:46.181049] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:59:46.415341] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:59:46.647033] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:46.873428] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:59:46.873607] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T09:59:46.873695] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11776 tests [2025-11-21T09:59:46.873779] [INFO ] [CONFIGURE ] CLPR: Testing feature 2/29: add_cumulative_delta [2025-11-21T09:59:46.873834] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_cumulative_delta'] [2025-11-21T09:59:47.095415] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T09:59:47.317715] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T09:59:47.544793] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:59:47.769426] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:47.993736] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:48.221973] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:48.444276] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:59:48.679397] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:59:48.917234] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:49.144786] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:59:49.144975] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_cumulative_delta (score: 10.00%) [2025-11-21T09:59:49.145022] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11775 tests [2025-11-21T09:59:49.145079] [INFO ] [CONFIGURE ] CLPR: Testing feature 3/29: add_daily_returns [2025-11-21T09:59:49.145115] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_daily_returns'] [2025-11-21T09:59:49.340547] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:49.538371] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:49.736245] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:59:49.936666] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:50.133465] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:50.329485] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:50.528087] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:50.727280] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:59:50.931978] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:51.136522] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:59:51.136703] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T09:59:51.136775] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11774 tests [2025-11-21T09:59:51.136840] [INFO ] [CONFIGURE ] CLPR: Testing feature 4/29: add_ema [2025-11-21T09:59:51.136902] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema'] [2025-11-21T09:59:51.366240] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:51.594941] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:51.826838] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:59:52.064030] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:52.296947] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:59:52.527826] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:52.763431] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:52.996362] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:59:53.228522] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:53.461572] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T09:59:53.461770] [INFO ] [CONFIGURE ] CLPR: KEPT add_ema (score: 70.00%) [2025-11-21T09:59:53.461843] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11773 tests [2025-11-21T09:59:53.461902] [INFO ] [CONFIGURE ] CLPR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T09:59:53.461953] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T09:59:53.752439] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:54.030301] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:54.313172] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T09:59:54.590507] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:54.871260] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T09:59:55.157387] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:55.442590] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T09:59:55.724228] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:59:56.008846] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:56.291567] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:59:56.291786] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T09:59:56.291842] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11772 tests [2025-11-21T09:59:56.291890] [INFO ] [CONFIGURE ] CLPR: Testing feature 6/29: add_failed_moves [2025-11-21T09:59:56.291933] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T09:59:56.530182] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:56.768622] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:57.006359] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:59:57.247923] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:57.490469] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T09:59:57.733404] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T09:59:57.978941] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T09:59:58.222311] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T09:59:58.466154] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T09:59:58.710922] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T09:59:58.711120] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T09:59:58.711170] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11771 tests [2025-11-21T09:59:58.711210] [INFO ] [CONFIGURE ] CLPR: Testing feature 7/29: add_lag_shelf [2025-11-21T09:59:58.711246] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T09:59:58.944385] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T09:59:59.189832] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T09:59:59.417273] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T09:59:59.648241] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T09:59:59.877028] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:00:00.122776] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:00.358597] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:00.622419] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:00.918884] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:01.950504] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:01.950802] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:00:01.951034] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11770 tests [2025-11-21T10:00:01.951139] [INFO ] [CONFIGURE ] CLPR: Testing feature 8/29: add_macd [2025-11-21T10:00:01.951217] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:00:02.328194] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:02.646019] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:02.960793] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:03.281425] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:00:03.608745] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:03.925516] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:04.243980] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:04.591806] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:04.894056] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:00:05.219148] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:05.219354] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_macd (score: 70.00%) [2025-11-21T10:00:05.219416] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11769 tests [2025-11-21T10:00:05.219466] [INFO ] [CONFIGURE ] CLPR: Testing feature 9/29: add_mfi [2025-11-21T10:00:05.219507] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T10:00:05.473527] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:05.736335] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:06.010740] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:06.254216] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:06.506613] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:00:06.759339] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:07.003258] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:07.261491] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:07.524479] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:07.774399] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:07.774667] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:00:07.774734] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11768 tests [2025-11-21T10:00:07.774786] [INFO ] [CONFIGURE ] CLPR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:00:07.774830] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:00:08.093039] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:08.421879] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:08.752958] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:09.096927] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:09.421442] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:09.729420] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:10.062011] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:10.395350] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:10.718561] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:11.034306] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:11.034483] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:00:11.034540] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11767 tests [2025-11-21T10:00:11.034585] [INFO ] [CONFIGURE ] CLPR: Testing feature 11/29: add_obv_daily [2025-11-21T10:00:11.034626] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T10:00:11.274966] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:11.536056] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:11.782114] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:12.022760] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:12.260826] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:12.502697] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:12.746746] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:12.990222] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:13.249111] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:13.515722] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:13.515975] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:00:13.516169] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11766 tests [2025-11-21T10:00:13.516264] [INFO ] [CONFIGURE ] CLPR: Testing feature 12/29: add_obv_interval [2025-11-21T10:00:13.516342] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T10:00:13.755156] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:00:13.996877] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:14.232856] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:14.464210] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:14.700344] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:14.938175] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:15.173146] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:15.412438] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:15.645884] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:15.877338] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:15.877739] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T10:00:15.877846] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11765 tests [2025-11-21T10:00:15.877965] [INFO ] [CONFIGURE ] CLPR: Testing feature 13/29: add_opening_strength [2025-11-21T10:00:15.878045] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:00:16.134213] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:16.387474] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:16.666409] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:16.924309] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:17.164674] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:17.409038] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:17.658097] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:17.902558] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:18.141137] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:18.384022] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:18.384184] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:00:18.384239] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11764 tests [2025-11-21T10:00:18.384283] [INFO ] [CONFIGURE ] CLPR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:00:18.384327] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T10:00:18.611403] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:18.836724] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:19.070701] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:19.316614] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:19.569163] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:19.832973] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:20.093744] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:20.358890] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:20.597989] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:20.840150] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:20.840348] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T10:00:20.840429] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11763 tests [2025-11-21T10:00:20.840487] [INFO ] [CONFIGURE ] CLPR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:00:20.840532] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T10:00:21.055971] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:21.270784] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:21.487305] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:21.701513] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:21.931670] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:22.172583] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:22.408981] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:22.649037] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:22.882363] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:23.127753] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:23.128107] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:00:23.128215] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11762 tests [2025-11-21T10:00:23.128316] [INFO ] [CONFIGURE ] CLPR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:00:23.128443] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T10:00:23.370985] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:00:23.623720] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:23.871898] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:24.134613] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:24.388295] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:24.641791] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:24.908617] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:25.165292] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:25.412333] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:25.672263] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:25.672479] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T10:00:25.672708] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11761 tests [2025-11-21T10:00:25.672843] [INFO ] [CONFIGURE ] CLPR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:00:25.672907] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T10:00:25.927159] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:26.182876] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:26.443919] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:26.710853] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:26.978832] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:27.240969] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:27.508435] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:27.763809] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:28.027107] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:28.316322] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:28.316524] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:00:28.316583] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11760 tests [2025-11-21T10:00:28.316628] [INFO ] [CONFIGURE ] CLPR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:00:28.316702] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T10:00:28.577023] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:00:28.825982] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:29.060604] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:29.325347] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:29.570064] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:29.831762] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:30.084091] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:30.315492] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:30.562511] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:30.819328] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:30.819500] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T10:00:30.819548] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11759 tests [2025-11-21T10:00:30.819586] [INFO ] [CONFIGURE ] CLPR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:00:30.819620] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T10:00:31.042318] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:31.261507] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:31.514967] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:31.778446] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:32.034052] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:32.289197] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:32.539850] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:32.808118] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:33.057522] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:33.288597] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:33.288978] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T10:00:33.289084] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11758 tests [2025-11-21T10:00:33.289171] [INFO ] [CONFIGURE ] CLPR: Testing feature 20/29: add_price_rejection [2025-11-21T10:00:33.289281] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T10:00:33.561887] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:00:33.873606] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:34.185610] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:34.466437] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:34.724012] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:34.994881] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:35.251879] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:35.519264] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:35.787200] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:36.056345] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:36.056533] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:00:36.056591] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11757 tests [2025-11-21T10:00:36.056637] [INFO ] [CONFIGURE ] CLPR: Testing feature 21/29: add_range_position [2025-11-21T10:00:36.056697] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T10:00:36.357960] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:00:36.635110] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:36.907757] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:37.187299] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:37.468411] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:37.748017] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:38.025435] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:38.305322] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:38.588051] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:38.883386] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:38.883593] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_range_position (score: 40.00%) [2025-11-21T10:00:38.883678] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11756 tests [2025-11-21T10:00:38.883732] [INFO ] [CONFIGURE ] CLPR: Testing feature 22/29: add_realized_volatility [2025-11-21T10:00:38.883779] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T10:00:39.287159] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:00:39.668818] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:40.033921] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:40.413262] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:40.820307] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:41.225531] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:41.620570] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:42.011128] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:42.386036] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:42.756621] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:42.756839] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T10:00:42.756903] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11755 tests [2025-11-21T10:00:42.756954] [INFO ] [CONFIGURE ] CLPR: Testing feature 23/29: add_recent_range_context [2025-11-21T10:00:42.757013] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T10:00:43.032141] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:43.307601] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:43.571974] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:43.865268] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:44.189457] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:00:44.461366] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:44.727872] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:45.014818] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:45.293543] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:45.567714] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:45.567904] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T10:00:45.567964] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11754 tests [2025-11-21T10:00:45.568042] [INFO ] [CONFIGURE ] CLPR: Testing feature 24/29: add_rsi [2025-11-21T10:00:45.568203] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T10:00:45.835240] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:46.096040] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:46.367303] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:46.631932] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:46.911450] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:00:47.186477] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:47.440733] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:47.698374] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:47.955758] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:48.214466] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:48.214685] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:00:48.214747] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11753 tests [2025-11-21T10:00:48.214797] [INFO ] [CONFIGURE ] CLPR: Testing feature 25/29: add_tick_distribution [2025-11-21T10:00:48.214841] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T10:00:48.472028] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:48.729491] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:48.966578] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:49.220951] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:49.469159] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:49.716026] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:49.968137] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:50.216393] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:50.463349] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:50.718783] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:50.718970] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:00:50.719017] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11752 tests [2025-11-21T10:00:50.719055] [INFO ] [CONFIGURE ] CLPR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:00:50.719090] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T10:00:50.976158] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:00:51.214858] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:51.461997] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:51.731490] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:51.974885] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:52.210564] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:52.432166] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:52.664413] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:52.904983] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:53.137209] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:53.137386] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T10:00:53.137444] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11751 tests [2025-11-21T10:00:53.137491] [INFO ] [CONFIGURE ] CLPR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:00:53.137535] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T10:00:53.380635] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:53.635838] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:53.877064] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:54.114617] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:54.369950] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:54.634532] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:54.896769] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:55.150186] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:55.404826] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:55.668354] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:00:55.668541] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:00:55.668599] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11750 tests [2025-11-21T10:00:55.668666] [INFO ] [CONFIGURE ] CLPR: Testing feature 28/29: add_volume_profile [2025-11-21T10:00:55.668715] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-21T10:00:55.898262] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:56.126058] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:00:56.351383] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:00:56.602284] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:56.839993] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:00:57.073446] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:57.310827] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:00:57.538448] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:00:57.771097] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:00:57.996631] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:00:57.996858] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:00:57.996921] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11749 tests [2025-11-21T10:00:57.996968] [INFO ] [CONFIGURE ] CLPR: Testing feature 29/29: add_vwap [2025-11-21T10:00:57.997023] [INFO ] [CONFIGURE ] CLPR: Testing with features: ['add_ema', 'add_vwap'] [2025-11-21T10:00:58.219822] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:00:58.462251] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:00:58.694533] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:00:58.926218] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:00:59.169354] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:00:59.408962] [DEBUG] [FORECASTER] CLPR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:00:59.648633] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:00:59.885866] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:01:00.187060] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:01:00.973421] [DEBUG] [FORECASTER] CLPR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:01:00.973621] [INFO ] [CONFIGURE ] CLPR: DISCARDED add_vwap (score: 40.00%) [2025-11-21T10:01:00.973702] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11748 tests [2025-11-21T10:01:00.973750] [INFO ] [CONFIGURE ] CLPR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:01:00.973793] [INFO ] [CONFIGURE ] CLPR: Best accuracy: 70.00% [2025-11-21T10:01:00.973840] [INFO ] [CONFIGURE ] CLPR: Best feature set (1 features): ['add_ema'] [2025-11-21T10:01:00.973883] [INFO ] [CONFIGURE ] CLPR: Improvement over baseline: 20.00% [2025-11-21T10:01:00.973920] [INFO ] [CONFIGURE ] CLPR: Total time: 1.3 minutes [2025-11-21T10:01:00.973957] [INFO ] [CONFIGURE ] CLPR: Average time per feature: 2.6 seconds [2025-11-21T10:01:00.973995] [INFO ] [CONFIGURE ] CLPR: Average speed: 0.38 features/sec [2025-11-21T10:01:00.974315] [INFO ] [LOCAL ] Saved configuration for CLPR: 1 features, 70.00% accuracy -> ./output/feature-sets/CLPR.json [2025-11-21T10:01:00.974371] [INFO ] [CONFIGURE ] CLPR: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T10:01:00.974418] [INFO ] [sig ] [321/723] Successfully configured CLPR | 0.01 sym/s | Total: 7.5h | ETA: 9.3h [2025-11-21T10:01:00.974462] [INFO ] [sig ] [322/723] Configuring CLS... [2025-11-21T10:01:00.974500] [INFO ] [CONFIGURE ] CLS: Configurate test run. [2025-11-21T10:01:00.974543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-11-21T10:01:01.053172] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLS'. [2025-11-21T10:01:01.053602] [INFO ] [CONFIGURE ] CLS: Testing with 29 available features [2025-11-21T10:01:01.053876] [INFO ] [CONFIGURE ] CLS: Establishing baseline with no features... [2025-11-21T10:01:01.227722] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:01.402953] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:01.590031] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:01.762522] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:01.937938] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:02.126115] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:02.315228] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:02.511051] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:02.729764] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:01:02.918204] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:02.918373] [INFO ] [CONFIGURE ] CLS: Baseline score (no features): 60.00% [2025-11-21T10:01:02.918422] [INFO ] [CONFIGURE ] CLS: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:01:02.918463] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:01:03.147056] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:03.369243] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:03.588292] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:03.819072] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:04.050244] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:04.298915] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:04.522998] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:04.748437] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:04.995150] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:05.232422] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:05.232835] [INFO ] [CONFIGURE ] CLS: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T10:01:05.232941] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11747 tests [2025-11-21T10:01:05.233054] [INFO ] [CONFIGURE ] CLS: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:01:05.233133] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:01:05.479146] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:05.733027] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:05.971508] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:06.217997] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:06.466519] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:06.725214] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:06.999316] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:07.267689] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:01:07.532893] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:07.799818] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:01:07.800019] [INFO ] [CONFIGURE ] CLS: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T10:01:07.800076] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11746 tests [2025-11-21T10:01:07.800121] [INFO ] [CONFIGURE ] CLS: Testing feature 3/29: add_daily_returns [2025-11-21T10:01:07.800164] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:01:08.023709] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:08.266581] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:08.498999] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:08.730581] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:08.963485] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:01:09.234909] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:01:09.575559] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:01:09.872927] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:10.132638] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:10.380112] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:10.380458] [INFO ] [CONFIGURE ] CLS: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T10:01:10.380557] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11745 tests [2025-11-21T10:01:10.380680] [INFO ] [CONFIGURE ] CLS: Testing feature 4/29: add_ema [2025-11-21T10:01:10.380774] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:01:10.675636] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:10.982479] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:11.265441] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:11.555132] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:11.839712] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:01:12.143597] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:12.452806] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:12.755196] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:13.063253] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:13.364418] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:13.364620] [INFO ] [CONFIGURE ] CLS: DISCARDED add_ema (score: 60.00%) [2025-11-21T10:01:13.364715] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11744 tests [2025-11-21T10:01:13.364796] [INFO ] [CONFIGURE ] CLS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:01:13.364850] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:01:13.674198] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:13.985665] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:14.287250] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:14.587328] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:14.883577] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:15.182875] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:15.455414] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:01:15.730359] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:01:16.020907] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:16.291726] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:01:16.291934] [INFO ] [CONFIGURE ] CLS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:01:16.291992] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11743 tests [2025-11-21T10:01:16.292039] [INFO ] [CONFIGURE ] CLS: Testing feature 6/29: add_failed_moves [2025-11-21T10:01:16.292080] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T10:01:16.524339] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:16.769593] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:17.012746] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:17.256972] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:17.497753] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:17.745129] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:17.997584] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:18.244738] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:18.489962] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:01:18.733442] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:18.733661] [INFO ] [CONFIGURE ] CLS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:01:18.733791] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11742 tests [2025-11-21T10:01:18.733833] [INFO ] [CONFIGURE ] CLS: Testing feature 7/29: add_lag_shelf [2025-11-21T10:01:18.733869] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T10:01:18.970469] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:19.213786] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:19.454896] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:19.710093] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:19.960579] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:20.204133] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:20.437181] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:20.678855] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:20.921431] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:21.158287] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:21.158671] [INFO ] [CONFIGURE ] CLS: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:01:21.158780] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11741 tests [2025-11-21T10:01:21.158894] [INFO ] [CONFIGURE ] CLS: Testing feature 8/29: add_macd [2025-11-21T10:01:21.158994] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T10:01:21.495579] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:21.820763] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:22.174929] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:22.512898] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:22.839482] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:23.173991] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:01:23.513342] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:01:23.846359] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:01:24.203407] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:01:24.557496] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:24.557726] [INFO ] [CONFIGURE ] CLS: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:01:24.557783] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11740 tests [2025-11-21T10:01:24.557832] [INFO ] [CONFIGURE ] CLS: Testing feature 9/29: add_mfi [2025-11-21T10:01:24.557876] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T10:01:24.809206] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:25.070253] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:25.324403] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:25.592558] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:25.856102] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:26.103895] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:26.349508] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:26.591508] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:26.833410] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:27.058715] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:27.058925] [INFO ] [CONFIGURE ] CLS: DISCARDED add_mfi (score: 70.00%) [2025-11-21T10:01:27.058981] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11739 tests [2025-11-21T10:01:27.059029] [INFO ] [CONFIGURE ] CLS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:01:27.059071] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:01:27.379604] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:27.716269] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:28.024450] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:28.341817] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:28.690329] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:29.021795] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:29.357859] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:29.684683] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:30.017169] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:30.355333] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:30.355526] [INFO ] [CONFIGURE ] CLS: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:01:30.355582] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11738 tests [2025-11-21T10:01:30.355629] [INFO ] [CONFIGURE ] CLS: Testing feature 11/29: add_obv_daily [2025-11-21T10:01:30.355699] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T10:01:30.607347] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:30.869189] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:31.136766] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:31.420309] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:31.688028] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:01:31.953976] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:32.198898] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:32.446180] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:32.694202] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:32.952930] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:01:32.953153] [INFO ] [CONFIGURE ] CLS: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:01:32.953244] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11737 tests [2025-11-21T10:01:32.953323] [INFO ] [CONFIGURE ] CLS: Testing feature 12/29: add_obv_interval [2025-11-21T10:01:32.953395] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T10:01:33.191602] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:33.425985] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:33.673162] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:33.926273] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:34.193314] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:01:34.454351] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:34.687406] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:34.904769] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:01:35.122462] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:35.344083] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:35.344249] [INFO ] [CONFIGURE ] CLS: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:01:35.344297] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11736 tests [2025-11-21T10:01:35.344335] [INFO ] [CONFIGURE ] CLS: Testing feature 13/29: add_opening_strength [2025-11-21T10:01:35.344369] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:01:35.577253] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:35.811619] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:36.045629] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:36.280493] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:01:36.516244] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:01:36.751883] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:01:36.988427] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:37.222744] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:01:37.459677] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:01:37.710231] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:37.710406] [INFO ] [CONFIGURE ] CLS: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T10:01:37.710462] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11735 tests [2025-11-21T10:01:37.710508] [INFO ] [CONFIGURE ] CLS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:01:37.710547] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T10:01:37.964723] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:38.212037] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:38.460974] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:38.697323] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:38.936729] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:01:39.186950] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:39.433667] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:39.675102] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:39.922059] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:40.161928] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:01:40.162098] [INFO ] [CONFIGURE ] CLS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T10:01:40.162154] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11734 tests [2025-11-21T10:01:40.162200] [INFO ] [CONFIGURE ] CLS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:01:40.162242] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T10:01:40.375216] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:40.593762] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:40.808162] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:41.031531] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:41.254939] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:41.480578] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:41.704577] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:41.925633] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:01:42.147916] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:01:42.363663] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:01:42.363831] [INFO ] [CONFIGURE ] CLS: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T10:01:42.363879] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11733 tests [2025-11-21T10:01:42.363916] [INFO ] [CONFIGURE ] CLS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:01:42.363950] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T10:01:42.601529] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:42.832369] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:43.066373] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:43.297779] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:43.533873] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:01:43.777334] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:44.016200] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:44.254019] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:44.502009] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:44.740771] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:01:44.740945] [INFO ] [CONFIGURE ] CLS: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:01:44.740992] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11732 tests [2025-11-21T10:01:44.741030] [INFO ] [CONFIGURE ] CLS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:01:44.741065] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T10:01:44.972311] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:45.206743] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:45.439604] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:45.689048] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:45.921352] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:46.157854] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:46.416258] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:46.648737] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:46.896026] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:47.139659] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:47.139897] [INFO ] [CONFIGURE ] CLS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:01:47.139978] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11731 tests [2025-11-21T10:01:47.140049] [INFO ] [CONFIGURE ] CLS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:01:47.140112] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T10:01:47.350227] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:47.585203] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:47.830158] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:48.052537] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:48.280085] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:48.527303] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:48.755573] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:48.975810] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:01:49.193963] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:01:49.409203] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:49.409597] [INFO ] [CONFIGURE ] CLS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:01:49.409726] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11730 tests [2025-11-21T10:01:49.409846] [INFO ] [CONFIGURE ] CLS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:01:49.409924] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T10:01:49.626102] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:49.836446] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:01:50.051018] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:50.276689] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:50.493773] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:50.725307] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:50.947950] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:51.173611] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:51.382455] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:51.598779] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:51.599171] [INFO ] [CONFIGURE ] CLS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:01:51.599281] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11729 tests [2025-11-21T10:01:51.599390] [INFO ] [CONFIGURE ] CLS: Testing feature 20/29: add_price_rejection [2025-11-21T10:01:51.599484] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T10:01:51.885714] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:52.172615] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:52.443493] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:52.717101] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:52.981756] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:53.236187] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:53.496064] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:53.749743] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:53.986070] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:54.210891] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:01:54.211056] [INFO ] [CONFIGURE ] CLS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:01:54.211104] [INFO ] [CONFIGURE ] JOB ETA: 9.3h | Avg: 2.8s/test | Remaining: 11728 tests [2025-11-21T10:01:54.211141] [INFO ] [CONFIGURE ] CLS: Testing feature 21/29: add_range_position [2025-11-21T10:01:54.211175] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T10:01:54.474962] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:54.724590] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:54.975587] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:01:55.227231] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:55.477114] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:01:55.733280] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:55.990354] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:56.243380] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:01:56.517449] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:01:56.786844] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:01:56.787108] [INFO ] [CONFIGURE ] CLS: DISCARDED add_range_position (score: 40.00%) [2025-11-21T10:01:56.787171] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11727 tests [2025-11-21T10:01:56.787218] [INFO ] [CONFIGURE ] CLS: Testing feature 22/29: add_realized_volatility [2025-11-21T10:01:56.787255] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T10:01:57.218630] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:01:57.669285] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:01:58.054604] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:01:58.425348] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:01:58.782824] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:01:59.164625] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:01:59.515081] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:01:59.875837] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:02:00.276719] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:02:01.115443] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:01.115731] [INFO ] [CONFIGURE ] CLS: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T10:02:01.115795] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11726 tests [2025-11-21T10:02:01.115851] [INFO ] [CONFIGURE ] CLS: Testing feature 23/29: add_recent_range_context [2025-11-21T10:02:01.115897] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T10:02:01.483244] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:01.698496] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:02:01.941220] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:02:02.159631] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:02:02.395008] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:02:02.624006] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:02:02.847555] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:02:03.071939] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:02:03.290868] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:02:03.513741] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:03.513934] [INFO ] [CONFIGURE ] CLS: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:02:03.513997] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11725 tests [2025-11-21T10:02:03.514046] [INFO ] [CONFIGURE ] CLS: Testing feature 24/29: add_rsi [2025-11-21T10:02:03.514112] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T10:02:03.852548] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:04.157233] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:02:04.464170] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:02:04.792493] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:02:05.085631] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:02:05.396851] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:02:05.717314] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:02:06.016219] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:02:06.315626] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:02:06.646665] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:06.646857] [INFO ] [CONFIGURE ] CLS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:02:06.646915] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11724 tests [2025-11-21T10:02:06.646976] [INFO ] [CONFIGURE ] CLS: Testing feature 25/29: add_tick_distribution [2025-11-21T10:02:06.647063] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T10:02:06.916076] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:07.157838] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:02:07.400297] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:02:07.637212] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:02:07.859756] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:02:08.092677] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:02:08.326689] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:02:08.553128] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:02:08.770230] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:02:08.998948] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:08.999150] [INFO ] [CONFIGURE ] CLS: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T10:02:08.999199] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11723 tests [2025-11-21T10:02:08.999238] [INFO ] [CONFIGURE ] CLS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:02:08.999274] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T10:02:09.222164] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:09.444862] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:02:09.685767] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:02:09.913155] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:02:10.155104] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:02:10.390200] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:02:10.632283] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:02:10.877812] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:11.108728] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:02:11.348582] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:11.348843] [INFO ] [CONFIGURE ] CLS: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:02:11.349038] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11722 tests [2025-11-21T10:02:11.349127] [INFO ] [CONFIGURE ] CLS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:02:11.349200] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T10:02:11.595266] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:11.849518] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:02:12.092741] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:02:12.347832] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:02:12.614287] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:02:12.870109] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:02:13.118514] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:02:13.370935] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:02:13.609029] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:02:13.861158] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:13.861361] [INFO ] [CONFIGURE ] CLS: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:02:13.861419] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11721 tests [2025-11-21T10:02:13.861459] [INFO ] [CONFIGURE ] CLS: Testing feature 28/29: add_volume_profile [2025-11-21T10:02:13.861503] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T10:02:14.094633] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:14.333620] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:02:14.583225] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:02:14.839923] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:02:15.094246] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:02:15.335100] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:02:15.581250] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:02:15.824780] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:16.064935] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:02:16.294378] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:16.294591] [INFO ] [CONFIGURE ] CLS: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:02:16.294800] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11720 tests [2025-11-21T10:02:16.294904] [INFO ] [CONFIGURE ] CLS: Testing feature 29/29: add_vwap [2025-11-21T10:02:16.294959] [INFO ] [CONFIGURE ] CLS: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T10:02:16.528124] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:16.775860] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:02:17.038925] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:02:17.275215] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:02:17.506864] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:02:17.740310] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:02:17.976936] [DEBUG] [FORECASTER] CLS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:02:18.226478] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:18.462971] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:02:18.703144] [DEBUG] [FORECASTER] CLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:18.703337] [INFO ] [CONFIGURE ] CLS: DISCARDED add_vwap (score: 40.00%) [2025-11-21T10:02:18.703394] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11719 tests [2025-11-21T10:02:18.703441] [INFO ] [CONFIGURE ] CLS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:02:18.703482] [INFO ] [CONFIGURE ] CLS: Best accuracy: 70.00% [2025-11-21T10:02:18.703523] [INFO ] [CONFIGURE ] CLS: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T10:02:18.703561] [INFO ] [CONFIGURE ] CLS: Improvement over baseline: 10.00% [2025-11-21T10:02:18.703598] [INFO ] [CONFIGURE ] CLS: Total time: 1.3 minutes [2025-11-21T10:02:18.703634] [INFO ] [CONFIGURE ] CLS: Average time per feature: 2.6 seconds [2025-11-21T10:02:18.703695] [INFO ] [CONFIGURE ] CLS: Average speed: 0.38 features/sec [2025-11-21T10:02:18.704157] [INFO ] [LOCAL ] Saved configuration for CLS: 1 features, 70.00% accuracy -> ./output/feature-sets/CLS.json [2025-11-21T10:02:18.704213] [INFO ] [CONFIGURE ] CLS: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T10:02:18.704261] [INFO ] [sig ] [322/723] Successfully configured CLS | 0.01 sym/s | Total: 7.5h | ETA: 9.3h [2025-11-21T10:02:18.704305] [INFO ] [sig ] [323/723] Configuring CLW... [2025-11-21T10:02:18.704343] [INFO ] [CONFIGURE ] CLW: Configurate test run. [2025-11-21T10:02:18.704383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'. [2025-11-21T10:02:18.750106] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLW'. [2025-11-21T10:02:18.750574] [INFO ] [CONFIGURE ] CLW: Testing with 29 available features [2025-11-21T10:02:18.750635] [INFO ] [CONFIGURE ] CLW: Establishing baseline with no features... [2025-11-21T10:02:18.921841] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:19.084754] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:19.247048] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:19.413417] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:02:19.589828] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:19.755994] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:19.928915] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:02:20.100164] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:20.259293] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:02:20.431281] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:20.431442] [INFO ] [CONFIGURE ] CLW: Baseline score (no features): 30.00% [2025-11-21T10:02:20.431510] [INFO ] [CONFIGURE ] CLW: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:02:20.431548] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:02:20.640916] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:20.836807] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:02:21.034668] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:21.238585] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:21.454283] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:21.681680] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:21.889232] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:02:22.091835] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:22.301012] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:02:22.509754] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:22.509941] [INFO ] [CONFIGURE ] CLW: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T10:02:22.509990] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11718 tests [2025-11-21T10:02:22.510029] [INFO ] [CONFIGURE ] CLW: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:02:22.510066] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:02:22.740509] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:22.973982] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:23.208583] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:23.438579] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:23.685836] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:23.931335] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:24.177122] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:02:24.426512] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:24.695938] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:02:24.939602] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:24.939838] [INFO ] [CONFIGURE ] CLW: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T10:02:24.939920] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11717 tests [2025-11-21T10:02:24.939974] [INFO ] [CONFIGURE ] CLW: Testing feature 3/29: add_daily_returns [2025-11-21T10:02:24.940019] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:02:25.157962] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:25.378901] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:25.622743] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:25.834963] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:26.051376] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:26.288862] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:26.526110] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:02:26.770939] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:27.009027] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:02:27.258945] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:27.259155] [INFO ] [CONFIGURE ] CLW: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T10:02:27.259207] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11716 tests [2025-11-21T10:02:27.259249] [INFO ] [CONFIGURE ] CLW: Testing feature 4/29: add_ema [2025-11-21T10:02:27.259286] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:02:27.534077] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:02:27.821727] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:28.094283] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:28.367073] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:02:28.648230] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:28.906698] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:29.164217] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:02:29.419986] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:29.677927] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:02:29.944911] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:29.945088] [INFO ] [CONFIGURE ] CLW: DISCARDED add_ema (score: 40.00%) [2025-11-21T10:02:29.945139] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11715 tests [2025-11-21T10:02:29.945178] [INFO ] [CONFIGURE ] CLW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:02:29.945234] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:02:30.208780] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:30.478337] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:30.764919] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:02:31.048433] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:31.305333] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:02:31.569389] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:31.830206] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:02:32.080508] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:32.328357] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:02:32.575839] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:32.576034] [INFO ] [CONFIGURE ] CLW: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T10:02:32.576094] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11714 tests [2025-11-21T10:02:32.576142] [INFO ] [CONFIGURE ] CLW: Testing feature 6/29: add_failed_moves [2025-11-21T10:02:32.576236] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T10:02:32.794955] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:02:33.016548] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:02:33.235594] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:33.455500] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:33.687205] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:33.932180] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:34.184345] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:02:34.417261] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:34.667346] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:02:34.909144] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:34.909469] [INFO ] [CONFIGURE ] CLW: KEPT add_failed_moves (score: 50.00%) [2025-11-21T10:02:34.909568] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11713 tests [2025-11-21T10:02:34.909670] [INFO ] [CONFIGURE ] CLW: Testing feature 7/29: add_lag_shelf [2025-11-21T10:02:34.909774] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T10:02:35.162514] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:02:35.406831] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:35.664920] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:35.895010] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:36.150980] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:36.390104] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:36.641612] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:02:36.879351] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:37.106260] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:02:37.350671] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:37.350865] [INFO ] [CONFIGURE ] CLW: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T10:02:37.350915] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11712 tests [2025-11-21T10:02:37.350954] [INFO ] [CONFIGURE ] CLW: Testing feature 8/29: add_macd [2025-11-21T10:02:37.350988] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T10:02:37.687094] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:38.019784] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:38.359400] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:38.687971] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:39.007625] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:39.328432] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:39.673773] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:02:40.025517] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:40.367677] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:02:40.707660] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:40.707866] [INFO ] [CONFIGURE ] CLW: KEPT add_macd (score: 60.00%) [2025-11-21T10:02:40.707927] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11711 tests [2025-11-21T10:02:40.707978] [INFO ] [CONFIGURE ] CLW: Testing feature 9/29: add_mfi [2025-11-21T10:02:40.708026] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T10:02:41.061661] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:41.375259] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:41.706033] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:02:42.085260] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:42.441573] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:42.795790] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:02:43.182477] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:02:43.576855] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:02:43.960436] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:02:44.327976] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:44.328234] [INFO ] [CONFIGURE ] CLW: KEPT add_mfi (score: 70.00%) [2025-11-21T10:02:44.328296] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11710 tests [2025-11-21T10:02:44.328337] [INFO ] [CONFIGURE ] CLW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:02:44.328451] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:02:44.790011] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:45.279342] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:45.750690] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:02:46.255088] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:46.712378] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:47.185123] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:02:47.645350] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:02:48.106535] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:48.559385] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:02:49.023746] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:49.023952] [INFO ] [CONFIGURE ] CLW: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:02:49.024012] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11709 tests [2025-11-21T10:02:49.024066] [INFO ] [CONFIGURE ] CLW: Testing feature 11/29: add_obv_daily [2025-11-21T10:02:49.024111] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T10:02:49.453382] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:02:49.912803] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:50.354176] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:02:50.699619] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:51.039551] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:02:51.375586] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:02:51.725274] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:02:52.077863] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:02:52.422292] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:02:52.785321] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:02:52.785770] [INFO ] [CONFIGURE ] CLW: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:02:52.785832] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11708 tests [2025-11-21T10:02:52.785880] [INFO ] [CONFIGURE ] CLW: Testing feature 12/29: add_obv_interval [2025-11-21T10:02:52.785924] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-11-21T10:02:53.131285] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:02:53.457160] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:53.766331] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:54.085768] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:54.406352] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:02:54.713919] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:02:55.072017] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:02:55.407694] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:02:55.741335] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:02:56.085461] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:56.085666] [INFO ] [CONFIGURE ] CLW: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T10:02:56.085726] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11707 tests [2025-11-21T10:02:56.085773] [INFO ] [CONFIGURE ] CLW: Testing feature 13/29: add_opening_strength [2025-11-21T10:02:56.085816] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:02:56.482682] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:02:56.838805] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:02:57.195208] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:02:57.555012] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:02:57.922276] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:02:58.291089] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:02:58.645727] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:02:59.016927] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:02:59.382180] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:02:59.752088] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:02:59.752535] [INFO ] [CONFIGURE ] CLW: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:02:59.752604] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11706 tests [2025-11-21T10:02:59.752671] [INFO ] [CONFIGURE ] CLW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:02:59.752715] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T10:03:00.112880] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:00.541349] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:01.360427] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:01.803566] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:02.192583] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:02.557179] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:03:02.912309] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:03:03.263012] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:03:03.625772] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:03.996609] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:03.997063] [INFO ] [CONFIGURE ] CLW: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:03:03.997129] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11705 tests [2025-11-21T10:03:03.997175] [INFO ] [CONFIGURE ] CLW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:03:03.997219] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T10:03:04.338350] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:04.665893] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:05.001864] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:05.333182] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:05.695546] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:06.085140] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:06.455903] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:06.817681] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:07.185213] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:07.561107] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:07.561299] [INFO ] [CONFIGURE ] CLW: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T10:03:07.561357] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11704 tests [2025-11-21T10:03:07.561405] [INFO ] [CONFIGURE ] CLW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:03:07.561452] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T10:03:07.918387] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:08.276108] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:08.630605] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:08.997267] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:09.381305] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:09.750146] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:03:10.133787] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:10.511800] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:03:10.881371] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:11.273171] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:11.273407] [INFO ] [CONFIGURE ] CLW: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T10:03:11.273465] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11703 tests [2025-11-21T10:03:11.273517] [INFO ] [CONFIGURE ] CLW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:03:11.273558] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T10:03:11.669065] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:03:12.059117] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:12.451664] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:12.861874] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:13.283442] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:03:13.691710] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:14.075490] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:14.436773] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:14.806363] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:15.198029] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:03:15.198219] [INFO ] [CONFIGURE ] CLW: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:03:15.198278] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11702 tests [2025-11-21T10:03:15.198327] [INFO ] [CONFIGURE ] CLW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:03:15.198365] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T10:03:15.588147] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:15.968204] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:16.359612] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:16.722153] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:17.077195] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:17.457462] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:17.825820] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:03:18.206585] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:18.589337] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:18.963796] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:18.964007] [INFO ] [CONFIGURE ] CLW: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:03:18.964068] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11701 tests [2025-11-21T10:03:18.964116] [INFO ] [CONFIGURE ] CLW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:03:18.964160] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T10:03:19.320856] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:03:19.671437] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:20.039838] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:20.417621] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:20.772600] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:21.144604] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:21.502860] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:21.857107] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:22.211384] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:22.564406] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:22.564585] [INFO ] [CONFIGURE ] CLW: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:03:22.564660] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11700 tests [2025-11-21T10:03:22.564711] [INFO ] [CONFIGURE ] CLW: Testing feature 20/29: add_price_rejection [2025-11-21T10:03:22.564748] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T10:03:22.955602] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:23.344072] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:23.737365] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:24.139082] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:03:24.553816] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:03:24.961007] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:25.353778] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:25.742876] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:26.139584] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:26.530236] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:03:26.530419] [INFO ] [CONFIGURE ] CLW: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T10:03:26.530477] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11699 tests [2025-11-21T10:03:26.530527] [INFO ] [CONFIGURE ] CLW: Testing feature 21/29: add_range_position [2025-11-21T10:03:26.530567] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T10:03:26.913475] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:27.294331] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:27.684541] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:28.063445] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:28.446178] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:03:28.843316] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:29.236145] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:03:29.616609] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:03:29.998005] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:30.388056] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:30.388291] [INFO ] [CONFIGURE ] CLW: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:03:30.388354] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11698 tests [2025-11-21T10:03:30.388406] [INFO ] [CONFIGURE ] CLW: Testing feature 22/29: add_realized_volatility [2025-11-21T10:03:30.388451] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T10:03:30.874677] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:03:31.365139] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:31.852592] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:32.342054] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:32.827861] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:33.305258] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:03:33.830185] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:34.330827] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:34.825915] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:35.320735] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:03:35.320926] [INFO ] [CONFIGURE ] CLW: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:03:35.320986] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11697 tests [2025-11-21T10:03:35.321036] [INFO ] [CONFIGURE ] CLW: Testing feature 23/29: add_recent_range_context [2025-11-21T10:03:35.321084] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T10:03:35.717397] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:36.112776] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:36.508531] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:36.820535] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:37.239355] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:37.707302] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:03:38.082327] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:38.440380] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:38.812891] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:39.171397] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:39.171616] [INFO ] [CONFIGURE ] CLW: KEPT add_recent_range_context (score: 90.00%) [2025-11-21T10:03:39.171700] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11696 tests [2025-11-21T10:03:39.171750] [INFO ] [CONFIGURE ] CLW: Testing feature 24/29: add_rsi [2025-11-21T10:03:39.171794] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T10:03:39.584825] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:40.007081] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:40.449636] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:40.897970] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:41.346062] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:41.766905] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:42.209625] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:03:42.646846] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:43.084054] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:43.517378] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:43.517616] [INFO ] [CONFIGURE ] CLW: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:03:43.517699] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11695 tests [2025-11-21T10:03:43.517750] [INFO ] [CONFIGURE ] CLW: Testing feature 25/29: add_tick_distribution [2025-11-21T10:03:43.517802] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context', 'add_tick_distribution'] [2025-11-21T10:03:43.905612] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:44.281496] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:44.661117] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:45.063413] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:45.457895] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:45.841163] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:03:46.225849] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:46.586927] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:46.933985] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:03:47.313381] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:03:47.313559] [INFO ] [CONFIGURE ] CLW: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:03:47.313617] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11694 tests [2025-11-21T10:03:47.313684] [INFO ] [CONFIGURE ] CLW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:03:47.313730] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T10:03:47.666520] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:48.012568] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:48.366791] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:48.747730] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:49.170616] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:03:49.540820] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:49.934447] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:03:50.333122] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:03:50.714673] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:51.082685] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:03:51.082895] [INFO ] [CONFIGURE ] CLW: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T10:03:51.082953] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11693 tests [2025-11-21T10:03:51.083000] [INFO ] [CONFIGURE ] CLW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:03:51.083038] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T10:03:51.469389] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:03:51.869335] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:03:52.253661] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:52.622696] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:52.991799] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:53.371123] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:53.752813] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:54.136974] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:54.530855] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:54.902600] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:03:54.902805] [INFO ] [CONFIGURE ] CLW: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:03:54.902862] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11692 tests [2025-11-21T10:03:54.902907] [INFO ] [CONFIGURE ] CLW: Testing feature 28/29: add_volume_profile [2025-11-21T10:03:54.902951] [INFO ] [CONFIGURE ] CLW: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context', 'add_volume_profile'] [2025-11-21T10:03:55.284077] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:03:55.661707] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:03:56.060330] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:03:56.458777] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:03:56.852568] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:03:57.259502] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:03:57.667538] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:03:58.107579] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:03:58.531639] [DEBUG] [FORECASTER] CLW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:03:58.950068] [DEBUG] [FORECASTER] CLW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:03:58.950282] [INFO ] [CONFIGURE ] CLW: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T10:03:58.950345] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11691 tests [2025-11-21T10:03:58.950397] [INFO ] [CONFIGURE ] CLW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:03:58.950443] [INFO ] [CONFIGURE ] CLW: Best accuracy: 90.00% [2025-11-21T10:03:58.950487] [INFO ] [CONFIGURE ] CLW: Best feature set (7 features): ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T10:03:58.950530] [INFO ] [CONFIGURE ] CLW: Improvement over baseline: 60.00% [2025-11-21T10:03:58.950568] [INFO ] [CONFIGURE ] CLW: Total time: 1.6 minutes [2025-11-21T10:03:58.950599] [INFO ] [CONFIGURE ] CLW: Average time per feature: 3.5 seconds [2025-11-21T10:03:58.950639] [INFO ] [CONFIGURE ] CLW: Average speed: 0.29 features/sec [2025-11-21T10:03:58.951175] [INFO ] [LOCAL ] Saved configuration for CLW: 7 features, 90.00% accuracy -> ./output/feature-sets/CLW.json [2025-11-21T10:03:58.951234] [INFO ] [CONFIGURE ] CLW: Configuration saved successfully: 7 features, 90.00% accuracy. [2025-11-21T10:03:58.951288] [INFO ] [sig ] [323/723] Successfully configured CLW | 0.01 sym/s | Total: 7.5h | ETA: 9.3h [2025-11-21T10:03:58.951336] [INFO ] [sig ] [324/723] Configuring CLX... [2025-11-21T10:03:58.951376] [INFO ] [CONFIGURE ] CLX: Configurate test run. [2025-11-21T10:03:58.951416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'. [2025-11-21T10:03:59.000569] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLX'. [2025-11-21T10:03:59.001057] [INFO ] [CONFIGURE ] CLX: Testing with 29 available features [2025-11-21T10:03:59.001121] [INFO ] [CONFIGURE ] CLX: Establishing baseline with no features... [2025-11-21T10:03:59.199085] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:03:59.392613] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:03:59.590930] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:03:59.807193] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:00.020436] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:00.235399] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:00.443548] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:00.734688] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:01.509260] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:01.816255] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:01.816589] [INFO ] [CONFIGURE ] CLX: Baseline score (no features): 80.00% [2025-11-21T10:04:01.816720] [INFO ] [CONFIGURE ] CLX: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:04:01.816845] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:04:02.050241] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:02.276098] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:02.509779] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:02.733841] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:02.955516] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:03.200918] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:03.432404] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:03.667264] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:03.889787] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:04.117608] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:04.117798] [INFO ] [CONFIGURE ] CLX: DISCARDED add_bollinger_bands (score: 80.00%) [2025-11-21T10:04:04.117848] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11690 tests [2025-11-21T10:04:04.117888] [INFO ] [CONFIGURE ] CLX: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:04:04.117924] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:04:04.347354] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:04:04.562736] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:04.782958] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:05.044151] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:05.284994] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:05.521263] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:04:05.761718] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:04:06.001744] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:04:06.236713] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:04:06.483112] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:04:06.483484] [INFO ] [CONFIGURE ] CLX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:04:06.483586] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11689 tests [2025-11-21T10:04:06.483716] [INFO ] [CONFIGURE ] CLX: Testing feature 3/29: add_daily_returns [2025-11-21T10:04:06.483816] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_daily_returns'] [2025-11-21T10:04:06.693964] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:06.907009] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:07.120109] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:07.331129] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:07.521136] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:07.714789] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:07.907588] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:08.107076] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:08.303524] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:08.494466] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:08.494688] [INFO ] [CONFIGURE ] CLX: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T10:04:08.494770] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11688 tests [2025-11-21T10:04:08.494820] [INFO ] [CONFIGURE ] CLX: Testing feature 4/29: add_ema [2025-11-21T10:04:08.494868] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_ema'] [2025-11-21T10:04:08.713252] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:08.938252] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:09.155971] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:09.369954] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:09.585563] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:09.808295] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:10.040544] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:10.265593] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:10.488325] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:10.719207] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:10.719403] [INFO ] [CONFIGURE ] CLX: DISCARDED add_ema (score: 80.00%) [2025-11-21T10:04:10.719454] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11687 tests [2025-11-21T10:04:10.719496] [INFO ] [CONFIGURE ] CLX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:04:10.719534] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:04:10.954991] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:11.190234] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:11.428605] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:04:11.666406] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:11.923015] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:04:12.171265] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:12.446786] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:04:12.717721] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:12.986503] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:13.238198] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:13.238419] [INFO ] [CONFIGURE ] CLX: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T10:04:13.238478] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11686 tests [2025-11-21T10:04:13.238527] [INFO ] [CONFIGURE ] CLX: Testing feature 6/29: add_failed_moves [2025-11-21T10:04:13.238574] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_failed_moves'] [2025-11-21T10:04:13.438971] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:13.653435] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:13.865141] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:14.077707] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:14.287104] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:14.479818] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:14.663364] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:14.855110] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:15.039867] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:15.232268] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:15.232442] [INFO ] [CONFIGURE ] CLX: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T10:04:15.232490] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11685 tests [2025-11-21T10:04:15.232528] [INFO ] [CONFIGURE ] CLX: Testing feature 7/29: add_lag_shelf [2025-11-21T10:04:15.232563] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_lag_shelf'] [2025-11-21T10:04:15.405388] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:15.581053] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:15.769672] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:15.949544] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:16.119495] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:16.292087] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:16.466919] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:16.634260] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:16.805312] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:16.984862] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:16.985023] [INFO ] [CONFIGURE ] CLX: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T10:04:16.985072] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11684 tests [2025-11-21T10:04:16.985122] [INFO ] [CONFIGURE ] CLX: Testing feature 8/29: add_macd [2025-11-21T10:04:16.985186] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:04:17.256108] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:17.522401] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:17.782168] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:04:18.056578] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:18.330071] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:04:18.604030] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:18.881216] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:19.158406] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:19.440658] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:19.745582] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:19.745841] [INFO ] [CONFIGURE ] CLX: DISCARDED add_macd (score: 80.00%) [2025-11-21T10:04:19.745903] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11683 tests [2025-11-21T10:04:19.745951] [INFO ] [CONFIGURE ] CLX: Testing feature 9/29: add_mfi [2025-11-21T10:04:19.745994] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_mfi'] [2025-11-21T10:04:19.931019] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:20.117282] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:20.302229] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:20.488923] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:20.686148] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:20.874979] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:21.060589] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:21.250042] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:04:21.438216] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:21.630067] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:21.630246] [INFO ] [CONFIGURE ] CLX: DISCARDED add_mfi (score: 70.00%) [2025-11-21T10:04:21.630295] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11682 tests [2025-11-21T10:04:21.630333] [INFO ] [CONFIGURE ] CLX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:04:21.630371] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:04:21.908147] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:22.210637] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:22.506300] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:22.804567] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:23.105845] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:23.386769] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:23.670077] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:23.952252] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:24.236564] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:24.523591] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:04:24.523812] [INFO ] [CONFIGURE ] CLX: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:04:24.523869] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11681 tests [2025-11-21T10:04:24.523916] [INFO ] [CONFIGURE ] CLX: Testing feature 11/29: add_obv_daily [2025-11-21T10:04:24.523958] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_obv_daily'] [2025-11-21T10:04:24.723184] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:24.924356] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:25.122636] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:04:25.324615] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:25.520506] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:25.721599] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:25.937613] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:26.129892] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:26.323441] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:26.514162] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:26.514371] [INFO ] [CONFIGURE ] CLX: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T10:04:26.514421] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11680 tests [2025-11-21T10:04:26.514459] [INFO ] [CONFIGURE ] CLX: Testing feature 12/29: add_obv_interval [2025-11-21T10:04:26.514494] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_obv_interval'] [2025-11-21T10:04:26.698403] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:26.881894] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:04:27.069866] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:27.271862] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:27.472004] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:27.668614] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:27.864411] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:28.064298] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:28.258902] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:28.496304] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:28.496498] [INFO ] [CONFIGURE ] CLX: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T10:04:28.496546] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11679 tests [2025-11-21T10:04:28.496592] [INFO ] [CONFIGURE ] CLX: Testing feature 13/29: add_opening_strength [2025-11-21T10:04:28.496635] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T10:04:28.722761] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:28.930484] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:29.144174] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:29.356634] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:29.567163] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:29.790534] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:04:30.014060] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:30.220481] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:04:30.435739] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:30.652076] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:30.652230] [INFO ] [CONFIGURE ] CLX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:04:30.652277] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11678 tests [2025-11-21T10:04:30.652314] [INFO ] [CONFIGURE ] CLX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:04:30.652349] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T10:04:30.854481] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:31.047886] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:31.263000] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:31.473179] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:31.684610] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:31.897598] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:32.110107] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:32.326118] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:32.543099] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:32.756234] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:04:32.756392] [INFO ] [CONFIGURE ] CLX: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:04:32.756438] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11677 tests [2025-11-21T10:04:32.756474] [INFO ] [CONFIGURE ] CLX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:04:32.756509] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T10:04:32.938964] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:33.136582] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:33.321683] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:33.529508] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:33.719409] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:33.914479] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:34.104542] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:34.294268] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:34.494200] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:34.686233] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:34.686389] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T10:04:34.686436] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11676 tests [2025-11-21T10:04:34.686473] [INFO ] [CONFIGURE ] CLX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:04:34.686508] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T10:04:34.907076] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:35.119178] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:35.337487] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:35.554350] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:35.767573] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:35.984448] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:36.197187] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:36.407474] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:36.624033] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:36.847888] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:36.848078] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T10:04:36.848127] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11675 tests [2025-11-21T10:04:36.848181] [INFO ] [CONFIGURE ] CLX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:04:36.848238] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_return_2d'] [2025-11-21T10:04:37.062951] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:37.276660] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:37.496872] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:37.715974] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:37.934515] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:38.154803] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:38.366411] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:38.572430] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:38.805380] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:04:39.023356] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:39.023608] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T10:04:39.023692] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11674 tests [2025-11-21T10:04:39.023776] [INFO ] [CONFIGURE ] CLX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:04:39.024028] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T10:04:39.228492] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:39.417940] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:39.604260] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:39.811575] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:04:39.982291] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:40.163334] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:04:40.360066] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:40.548081] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:04:40.735750] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:40.923981] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:40.924153] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:04:40.924202] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11673 tests [2025-11-21T10:04:40.924239] [INFO ] [CONFIGURE ] CLX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:04:40.924274] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T10:04:41.113913] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:41.299988] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:41.488208] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:41.675109] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:04:41.875481] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:42.073109] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:42.269859] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:42.467258] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:42.659554] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:42.853622] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:42.853823] [INFO ] [CONFIGURE ] CLX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:04:42.853871] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11672 tests [2025-11-21T10:04:42.853910] [INFO ] [CONFIGURE ] CLX: Testing feature 20/29: add_price_rejection [2025-11-21T10:04:42.853945] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_price_rejection'] [2025-11-21T10:04:43.062117] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:04:43.265055] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:43.465563] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:04:43.675012] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:43.874882] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:04:44.078516] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:04:44.282383] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:44.486355] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:44.693175] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:44.899938] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:44.900092] [INFO ] [CONFIGURE ] CLX: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T10:04:44.900140] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11671 tests [2025-11-21T10:04:44.900177] [INFO ] [CONFIGURE ] CLX: Testing feature 21/29: add_range_position [2025-11-21T10:04:44.900213] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_range_position'] [2025-11-21T10:04:45.120056] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:04:45.335885] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:04:45.549525] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:45.764703] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:46.057561] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:46.343590] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:46.626832] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:46.853989] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:47.064354] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:47.274806] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:47.274967] [INFO ] [CONFIGURE ] CLX: DISCARDED add_range_position (score: 80.00%) [2025-11-21T10:04:47.275017] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11670 tests [2025-11-21T10:04:47.275057] [INFO ] [CONFIGURE ] CLX: Testing feature 22/29: add_realized_volatility [2025-11-21T10:04:47.275093] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_realized_volatility'] [2025-11-21T10:04:47.570584] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:47.864709] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:04:48.160302] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:48.474741] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:48.776143] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:04:49.070284] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:49.363834] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:04:49.650683] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:49.947724] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:50.250391] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:50.250549] [INFO ] [CONFIGURE ] CLX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:04:50.250608] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11669 tests [2025-11-21T10:04:50.250676] [INFO ] [CONFIGURE ] CLX: Testing feature 23/29: add_recent_range_context [2025-11-21T10:04:50.250722] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_recent_range_context'] [2025-11-21T10:04:50.435053] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:50.617180] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:50.800585] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:50.984714] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:51.171418] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:51.357635] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:51.539495] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:51.724343] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:51.909149] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:52.108215] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:52.108397] [INFO ] [CONFIGURE ] CLX: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T10:04:52.108447] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11668 tests [2025-11-21T10:04:52.108486] [INFO ] [CONFIGURE ] CLX: Testing feature 24/29: add_rsi [2025-11-21T10:04:52.108523] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T10:04:52.352264] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:52.603531] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:52.867273] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:53.127798] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:53.364075] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:53.602827] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:53.840875] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:54.075258] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:04:54.319075] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:54.557332] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:54.557523] [INFO ] [CONFIGURE ] CLX: DISCARDED add_rsi (score: 80.00%) [2025-11-21T10:04:54.557578] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11667 tests [2025-11-21T10:04:54.557670] [INFO ] [CONFIGURE ] CLX: Testing feature 25/29: add_tick_distribution [2025-11-21T10:04:54.557719] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_tick_distribution'] [2025-11-21T10:04:54.742125] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:54.933480] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:04:55.120012] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:55.304130] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:55.495661] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:55.689363] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:55.878598] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:04:56.064448] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:04:56.256053] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:56.440524] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:56.440725] [INFO ] [CONFIGURE ] CLX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:04:56.440812] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11666 tests [2025-11-21T10:04:56.440865] [INFO ] [CONFIGURE ] CLX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:04:56.440912] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T10:04:56.630560] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:56.820594] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:04:57.012236] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:04:57.207201] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:57.400465] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:04:57.591251] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:57.786405] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:04:57.984397] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:04:58.178609] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:04:58.373571] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:04:58.373785] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:04:58.373839] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11665 tests [2025-11-21T10:04:58.373882] [INFO ] [CONFIGURE ] CLX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:04:58.373917] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_volume_price_divergence'] [2025-11-21T10:04:58.573574] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:04:58.774310] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:04:58.994770] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:04:59.210785] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:04:59.415811] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:04:59.617766] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:04:59.820192] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:05:00.036565] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:00.242853] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:00.446774] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:05:00.446965] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:05:00.447036] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11664 tests [2025-11-21T10:05:00.447077] [INFO ] [CONFIGURE ] CLX: Testing feature 28/29: add_volume_profile [2025-11-21T10:05:00.447113] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_volume_profile'] [2025-11-21T10:05:00.642481] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:05:01.522499] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:05:01.876818] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:02.090752] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:05:02.311556] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:05:02.550545] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:05:02.775113] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:05:02.964094] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:05:03.181536] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:03.392283] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:05:03.392443] [INFO ] [CONFIGURE ] CLX: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:05:03.392490] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11663 tests [2025-11-21T10:05:03.392529] [INFO ] [CONFIGURE ] CLX: Testing feature 29/29: add_vwap [2025-11-21T10:05:03.392564] [INFO ] [CONFIGURE ] CLX: Testing with features: ['add_vwap'] [2025-11-21T10:05:03.606127] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:05:03.827571] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:05:04.045202] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:05:04.266456] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:05:04.484672] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:05:04.702180] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:05:04.936364] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:05:05.172678] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:05.403637] [DEBUG] [FORECASTER] CLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:05:05.612484] [DEBUG] [FORECASTER] CLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:05:05.612667] [INFO ] [CONFIGURE ] CLX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T10:05:05.612739] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11662 tests [2025-11-21T10:05:05.612791] [INFO ] [CONFIGURE ] CLX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:05:05.612954] [INFO ] [CONFIGURE ] CLX: Best accuracy: 80.00% [2025-11-21T10:05:05.613056] [INFO ] [CONFIGURE ] CLX: Best feature set (0 features): [] [2025-11-21T10:05:05.613130] [INFO ] [CONFIGURE ] CLX: Improvement over baseline: 0.00% [2025-11-21T10:05:05.613217] [INFO ] [CONFIGURE ] CLX: Total time: 1.1 minutes [2025-11-21T10:05:05.613286] [INFO ] [CONFIGURE ] CLX: Average time per feature: 2.2 seconds [2025-11-21T10:05:05.613355] [INFO ] [CONFIGURE ] CLX: Average speed: 0.45 features/sec [2025-11-21T10:05:05.613674] [INFO ] [LOCAL ] Saved configuration for CLX: 0 features, 80.00% accuracy -> ./output/feature-sets/CLX.json [2025-11-21T10:05:05.613763] [INFO ] [CONFIGURE ] CLX: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T10:05:05.613840] [INFO ] [sig ] [324/723] Successfully configured CLX | 0.01 sym/s | Total: 7.5h | ETA: 9.3h [2025-11-21T10:05:05.613914] [INFO ] [sig ] [325/723] Configuring CM... [2025-11-21T10:05:05.613982] [INFO ] [CONFIGURE ] CM: Configurate test run. [2025-11-21T10:05:05.614050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-11-21T10:05:05.775994] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CM'. [2025-11-21T10:05:05.776385] [INFO ] [CONFIGURE ] CM: Testing with 29 available features [2025-11-21T10:05:05.776448] [INFO ] [CONFIGURE ] CM: Establishing baseline with no features... [2025-11-21T10:05:05.954439] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:06.122489] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:06.291831] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:05:06.464860] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:06.634450] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:06.802269] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:06.968552] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:07.137706] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:07.308398] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:05:07.480877] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:07.481023] [INFO ] [CONFIGURE ] CM: Baseline score (no features): 50.00% [2025-11-21T10:05:07.481069] [INFO ] [CONFIGURE ] CM: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:05:07.481106] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:05:07.689851] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:07.890031] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:08.091117] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:05:08.310840] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:08.516142] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:08.720559] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:08.929209] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:09.151581] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:09.362969] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:09.567419] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:09.567578] [INFO ] [CONFIGURE ] CM: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T10:05:09.567625] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11661 tests [2025-11-21T10:05:09.567684] [INFO ] [CONFIGURE ] CM: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:05:09.567766] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:05:09.798879] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:10.068171] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:10.333613] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:10.594940] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:10.849725] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:05:11.108404] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:11.384149] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:11.660638] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:11.939581] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:12.219995] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:12.220182] [INFO ] [CONFIGURE ] CM: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T10:05:12.220238] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11660 tests [2025-11-21T10:05:12.220323] [INFO ] [CONFIGURE ] CM: Testing feature 3/29: add_daily_returns [2025-11-21T10:05:12.220381] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:05:12.465016] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:12.713859] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:12.954772] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:05:13.182364] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:13.412201] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:13.641886] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:13.873452] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:14.104979] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:14.332967] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:14.560390] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:14.560569] [INFO ] [CONFIGURE ] CM: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T10:05:14.560626] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11659 tests [2025-11-21T10:05:14.560695] [INFO ] [CONFIGURE ] CM: Testing feature 4/29: add_ema [2025-11-21T10:05:14.560763] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:05:14.828187] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:15.125038] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:15.413937] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:15.700528] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:15.991373] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:16.265685] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:16.543187] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:16.811991] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:17.094967] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:17.376208] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:17.376400] [INFO ] [CONFIGURE ] CM: KEPT add_ema (score: 70.00%) [2025-11-21T10:05:17.376455] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11658 tests [2025-11-21T10:05:17.376495] [INFO ] [CONFIGURE ] CM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:05:17.376554] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:05:17.704454] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:18.021271] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:05:18.344430] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:18.664091] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:18.986868] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:19.308447] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:19.626876] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:19.951706] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:20.288030] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:05:20.618140] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:20.618318] [INFO ] [CONFIGURE ] CM: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T10:05:20.618375] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11657 tests [2025-11-21T10:05:20.618422] [INFO ] [CONFIGURE ] CM: Testing feature 6/29: add_failed_moves [2025-11-21T10:05:20.618466] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T10:05:20.903266] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:21.171795] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:21.438422] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:05:21.718304] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:21.990853] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:22.260519] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:22.537111] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:22.814271] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:23.085894] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:23.387517] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:23.387732] [INFO ] [CONFIGURE ] CM: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:05:23.387805] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11656 tests [2025-11-21T10:05:23.387861] [INFO ] [CONFIGURE ] CM: Testing feature 7/29: add_lag_shelf [2025-11-21T10:05:23.387904] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T10:05:23.661962] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:23.929539] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:24.198403] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:24.478062] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:24.754426] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:25.065984] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:25.339055] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:25.613291] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:25.888042] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:26.159921] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:26.160114] [INFO ] [CONFIGURE ] CM: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:05:26.160174] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11655 tests [2025-11-21T10:05:26.160224] [INFO ] [CONFIGURE ] CM: Testing feature 8/29: add_macd [2025-11-21T10:05:26.160300] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:05:26.525203] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:26.891897] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:05:27.246718] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:27.595302] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:27.936366] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:28.286750] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:05:28.628070] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:28.949574] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:29.266480] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:05:29.593900] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:29.594302] [INFO ] [CONFIGURE ] CM: KEPT add_macd (score: 80.00%) [2025-11-21T10:05:29.594369] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11654 tests [2025-11-21T10:05:29.594472] [INFO ] [CONFIGURE ] CM: Testing feature 9/29: add_mfi [2025-11-21T10:05:29.594532] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T10:05:30.005350] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:30.399607] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:05:30.803010] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:31.203767] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:31.603515] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:32.004264] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:05:32.404762] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:32.812454] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:33.221867] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:05:33.676745] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:33.677068] [INFO ] [CONFIGURE ] CM: DISCARDED add_mfi (score: 80.00%) [2025-11-21T10:05:33.677167] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11653 tests [2025-11-21T10:05:33.677286] [INFO ] [CONFIGURE ] CM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:05:33.677361] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:05:34.301918] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:34.712666] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:05:35.163240] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:35.627093] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:36.064445] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:36.493897] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:36.925973] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:37.394681] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:05:37.833951] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:38.307828] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:38.308031] [INFO ] [CONFIGURE ] CM: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:05:38.308099] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11652 tests [2025-11-21T10:05:38.308156] [INFO ] [CONFIGURE ] CM: Testing feature 11/29: add_obv_daily [2025-11-21T10:05:38.308207] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T10:05:38.691098] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:39.056349] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:05:39.399860] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:39.762305] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:40.152093] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:40.510463] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:05:40.869182] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:41.239503] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:41.599941] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:41.968329] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:05:41.968514] [INFO ] [CONFIGURE ] CM: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T10:05:41.968572] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11651 tests [2025-11-21T10:05:41.968619] [INFO ] [CONFIGURE ] CM: Testing feature 12/29: add_obv_interval [2025-11-21T10:05:41.968683] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T10:05:42.320108] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:42.685457] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:43.064373] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:43.423236] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:43.793049] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:05:44.180321] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:44.533784] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:44.898065] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:05:45.252806] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:45.604122] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:45.604335] [INFO ] [CONFIGURE ] CM: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:05:45.604394] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11650 tests [2025-11-21T10:05:45.604440] [INFO ] [CONFIGURE ] CM: Testing feature 13/29: add_opening_strength [2025-11-21T10:05:45.604483] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:05:45.987897] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:46.386660] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:46.805359] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:47.180553] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:47.567470] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:47.959766] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:48.339418] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:48.739252] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:05:49.132770] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:05:49.522355] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:49.522563] [INFO ] [CONFIGURE ] CM: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:05:49.522621] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11649 tests [2025-11-21T10:05:49.522691] [INFO ] [CONFIGURE ] CM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:05:49.522738] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T10:05:49.870975] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:50.238426] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:50.582588] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:50.927607] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:51.269631] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:51.622743] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:05:51.992756] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:52.343661] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:52.714788] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:05:53.090800] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:53.090983] [INFO ] [CONFIGURE ] CM: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:05:53.091042] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11648 tests [2025-11-21T10:05:53.091093] [INFO ] [CONFIGURE ] CM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:05:53.091178] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T10:05:53.463372] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:53.834246] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:54.198996] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:54.554405] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:54.923479] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:55.294707] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:05:55.672298] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:56.027800] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:05:56.392017] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:05:56.755123] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:05:56.755305] [INFO ] [CONFIGURE ] CM: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:05:56.755360] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11647 tests [2025-11-21T10:05:56.755406] [INFO ] [CONFIGURE ] CM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:05:56.755449] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T10:05:57.130937] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:05:57.505269] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:05:57.880352] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:05:58.257726] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:05:58.647046] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:05:59.041256] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:05:59.433128] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:05:59.821159] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:06:00.224602] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:00.614906] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:00.615098] [INFO ] [CONFIGURE ] CM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T10:06:00.615156] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11646 tests [2025-11-21T10:06:00.615204] [INFO ] [CONFIGURE ] CM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:06:00.615244] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T10:06:01.776883] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:06:02.413760] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:02.807309] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:03.203982] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:03.599367] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:03.988253] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:06:04.398730] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:04.791872] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:05.190728] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:05.593002] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:05.593279] [INFO ] [CONFIGURE ] CM: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T10:06:05.593416] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11645 tests [2025-11-21T10:06:05.593472] [INFO ] [CONFIGURE ] CM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:06:05.593523] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T10:06:05.978007] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:06:06.357118] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:06.765076] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:07.149620] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:07.537188] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:07.942589] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:08.338580] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:08.745350] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:09.169460] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:09.576947] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:09.577226] [INFO ] [CONFIGURE ] CM: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:06:09.577287] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11644 tests [2025-11-21T10:06:09.577336] [INFO ] [CONFIGURE ] CM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:06:09.577432] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T10:06:09.966615] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:06:10.370342] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:10.717723] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:11.058186] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:11.433238] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:11.823102] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:12.221406] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:12.607362] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:06:12.980634] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:13.356846] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:13.357082] [INFO ] [CONFIGURE ] CM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T10:06:13.357151] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11643 tests [2025-11-21T10:06:13.357198] [INFO ] [CONFIGURE ] CM: Testing feature 20/29: add_price_rejection [2025-11-21T10:06:13.357241] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T10:06:13.748910] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:06:14.132711] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:14.527626] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:14.909297] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:15.289490] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:15.646950] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:16.014582] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:16.398881] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:16.772634] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:17.149031] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:17.149223] [INFO ] [CONFIGURE ] CM: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T10:06:17.149296] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11642 tests [2025-11-21T10:06:17.149348] [INFO ] [CONFIGURE ] CM: Testing feature 21/29: add_range_position [2025-11-21T10:06:17.149393] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T10:06:17.545456] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:17.934972] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:18.318719] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:18.703609] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:19.094738] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:19.481304] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:06:19.870558] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:20.265435] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:20.647626] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:21.023701] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:21.023900] [INFO ] [CONFIGURE ] CM: DISCARDED add_range_position (score: 60.00%) [2025-11-21T10:06:21.023961] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11641 tests [2025-11-21T10:06:21.024010] [INFO ] [CONFIGURE ] CM: Testing feature 22/29: add_realized_volatility [2025-11-21T10:06:21.024084] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T10:06:21.488872] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:06:21.970567] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:22.428112] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:22.882959] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:23.341166] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:23.811369] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:06:24.258631] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:24.734898] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:06:25.232253] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:25.718626] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:25.718865] [INFO ] [CONFIGURE ] CM: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:06:25.718933] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11640 tests [2025-11-21T10:06:25.719075] [INFO ] [CONFIGURE ] CM: Testing feature 23/29: add_recent_range_context [2025-11-21T10:06:25.719151] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T10:06:26.102396] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:26.580314] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:27.048956] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:27.483153] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:27.832200] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:28.266160] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:28.656673] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:29.038089] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:29.392522] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:29.746377] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:29.746560] [INFO ] [CONFIGURE ] CM: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:06:29.746617] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11639 tests [2025-11-21T10:06:29.746684] [INFO ] [CONFIGURE ] CM: Testing feature 24/29: add_rsi [2025-11-21T10:06:29.746730] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_rsi'] [2025-11-21T10:06:30.116394] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:06:30.487435] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:30.835582] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:31.177363] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:31.522250] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:31.855058] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:06:32.191271] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:32.532599] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:32.870472] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:33.210862] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:33.211052] [INFO ] [CONFIGURE ] CM: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:06:33.211112] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11638 tests [2025-11-21T10:06:33.211163] [INFO ] [CONFIGURE ] CM: Testing feature 25/29: add_tick_distribution [2025-11-21T10:06:33.211209] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T10:06:33.567424] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:06:33.916504] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:34.279695] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:34.637505] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:34.991236] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:35.346710] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:06:35.703535] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:36.060832] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:36.436953] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:36.823716] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:36.823902] [INFO ] [CONFIGURE ] CM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:06:36.823963] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11637 tests [2025-11-21T10:06:36.824012] [INFO ] [CONFIGURE ] CM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:06:36.824056] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T10:06:37.182743] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:37.549416] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:37.917275] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:38.301617] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:38.679527] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:39.045794] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:39.396630] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:39.751790] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:40.119432] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:40.514194] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:40.514417] [INFO ] [CONFIGURE ] CM: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:06:40.514481] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11636 tests [2025-11-21T10:06:40.514531] [INFO ] [CONFIGURE ] CM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:06:40.514577] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T10:06:40.928309] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:41.309507] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:41.697011] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:42.089963] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:42.472820] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:42.867183] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:43.256996] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:43.652436] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:44.038053] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:44.423286] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:06:44.423483] [INFO ] [CONFIGURE ] CM: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:06:44.423544] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11635 tests [2025-11-21T10:06:44.423594] [INFO ] [CONFIGURE ] CM: Testing feature 28/29: add_volume_profile [2025-11-21T10:06:44.423662] [INFO ] [CONFIGURE ] CM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T10:06:44.799335] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:06:45.185203] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:45.581139] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:06:45.981438] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:06:46.381764] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:06:46.770955] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:06:47.151763] [DEBUG] [FORECASTER] CM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:06:47.544519] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:47.939669] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:48.344960] [DEBUG] [FORECASTER] CM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:48.345283] [INFO ] [CONFIGURE ] CM: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:06:48.345352] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11634 tests [2025-11-21T10:06:48.345402] [INFO ] [CONFIGURE ] CM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:06:48.345453] [INFO ] [CONFIGURE ] CM: Best accuracy: 80.00% [2025-11-21T10:06:48.345505] [INFO ] [CONFIGURE ] CM: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:06:48.345546] [INFO ] [CONFIGURE ] CM: Improvement over baseline: 30.00% [2025-11-21T10:06:48.345588] [INFO ] [CONFIGURE ] CM: Total time: 1.7 minutes [2025-11-21T10:06:48.345683] [INFO ] [CONFIGURE ] CM: Average time per feature: 3.6 seconds [2025-11-21T10:06:48.345725] [INFO ] [CONFIGURE ] CM: Average speed: 0.29 features/sec [2025-11-21T10:06:48.346074] [INFO ] [LOCAL ] Saved configuration for CM: 4 features, 80.00% accuracy -> ./output/feature-sets/CM.json [2025-11-21T10:06:48.346138] [INFO ] [CONFIGURE ] CM: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T10:06:48.346190] [INFO ] [sig ] [325/723] Successfully configured CM | 0.01 sym/s | Total: 7.6h | ETA: 9.2h [2025-11-21T10:06:48.346284] [INFO ] [sig ] [326/723] Configuring CMA... [2025-11-21T10:06:48.346333] [INFO ] [CONFIGURE ] CMA: Configurate test run. [2025-11-21T10:06:48.346374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-11-21T10:06:48.424398] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMA'. [2025-11-21T10:06:48.424832] [INFO ] [CONFIGURE ] CMA: Testing with 29 available features [2025-11-21T10:06:48.424899] [INFO ] [CONFIGURE ] CMA: Establishing baseline with no features... [2025-11-21T10:06:48.612531] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:48.804570] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:49.001041] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:06:49.202037] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:06:49.393929] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:06:49.582364] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:49.777900] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:06:49.981890] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:50.190578] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:50.397906] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:50.398402] [INFO ] [CONFIGURE ] CMA: Baseline score (no features): 60.00% [2025-11-21T10:06:50.398502] [INFO ] [CONFIGURE ] CMA: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:06:50.398580] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:06:50.628596] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:50.867903] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:51.095539] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:06:51.315364] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:06:51.537250] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:06:51.757453] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:51.964270] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:06:52.168117] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:52.372001] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:52.586818] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:06:52.587010] [INFO ] [CONFIGURE ] CMA: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T10:06:52.587059] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11633 tests [2025-11-21T10:06:52.587097] [INFO ] [CONFIGURE ] CMA: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:06:52.587132] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:06:52.803617] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:53.027002] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:53.249035] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:06:53.473633] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:06:53.678988] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:06:53.883291] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:54.096826] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:06:54.321064] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:54.542136] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:06:54.757467] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:54.757676] [INFO ] [CONFIGURE ] CMA: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T10:06:54.757758] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11632 tests [2025-11-21T10:06:54.757818] [INFO ] [CONFIGURE ] CMA: Testing feature 3/29: add_daily_returns [2025-11-21T10:06:54.757878] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_daily_returns'] [2025-11-21T10:06:54.948747] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:55.142054] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:55.345535] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:06:55.542867] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:06:55.740924] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:06:55.926361] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:56.110036] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:06:56.293026] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:56.487561] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:56.689153] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:56.689321] [INFO ] [CONFIGURE ] CMA: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T10:06:56.689369] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11631 tests [2025-11-21T10:06:56.689408] [INFO ] [CONFIGURE ] CMA: Testing feature 4/29: add_ema [2025-11-21T10:06:56.689444] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_ema'] [2025-11-21T10:06:56.903613] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:57.121068] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:57.337966] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:06:57.555819] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:06:57.768202] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:06:57.984430] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:06:58.203081] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:06:58.439186] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:06:58.662158] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:06:58.905111] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:06:58.905388] [INFO ] [CONFIGURE ] CMA: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:06:58.905442] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11630 tests [2025-11-21T10:06:58.905484] [INFO ] [CONFIGURE ] CMA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:06:58.905521] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:06:59.151232] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:06:59.393270] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:06:59.636519] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:06:59.879796] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:00.122542] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:01.079742] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:01.460108] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:01.710796] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:01.966418] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:02.222261] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:02.222621] [INFO ] [CONFIGURE ] CMA: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T10:07:02.222714] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11629 tests [2025-11-21T10:07:02.222770] [INFO ] [CONFIGURE ] CMA: Testing feature 6/29: add_failed_moves [2025-11-21T10:07:02.222822] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves'] [2025-11-21T10:07:02.437742] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:02.644121] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:02.855114] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:03.074308] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:03.284704] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:03.497418] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:03.714003] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:03.925700] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:04.134726] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:04.356766] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:04.357051] [INFO ] [CONFIGURE ] CMA: KEPT add_failed_moves (score: 70.00%) [2025-11-21T10:07:04.357110] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11628 tests [2025-11-21T10:07:04.357150] [INFO ] [CONFIGURE ] CMA: Testing feature 7/29: add_lag_shelf [2025-11-21T10:07:04.357186] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T10:07:04.566004] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:04.773579] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:04.979178] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:05.200999] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:05.419557] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:05.639723] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:05.855268] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:06.072200] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:06.283099] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:06.491099] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:06.491329] [INFO ] [CONFIGURE ] CMA: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:07:06.491414] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11627 tests [2025-11-21T10:07:06.491458] [INFO ] [CONFIGURE ] CMA: Testing feature 8/29: add_macd [2025-11-21T10:07:06.491495] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T10:07:06.790538] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:07.106200] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:07.413079] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:07.722569] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:08.049178] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:08.350195] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:08.629637] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:08.938038] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:09.229259] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:09.515902] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:09.516124] [INFO ] [CONFIGURE ] CMA: DISCARDED add_macd (score: 60.00%) [2025-11-21T10:07:09.516238] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11626 tests [2025-11-21T10:07:09.516291] [INFO ] [CONFIGURE ] CMA: Testing feature 9/29: add_mfi [2025-11-21T10:07:09.516330] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T10:07:09.712678] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:09.909075] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:10.106281] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:10.311676] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:10.509486] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:10.706889] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:10.903866] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:11.101181] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:11.305752] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:07:11.514588] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:11.514796] [INFO ] [CONFIGURE ] CMA: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:07:11.514855] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11625 tests [2025-11-21T10:07:11.514966] [INFO ] [CONFIGURE ] CMA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:07:11.515015] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:07:11.798153] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:12.086638] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:12.369179] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:12.652485] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:12.953231] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:13.243541] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:13.534763] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:13.865022] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:14.189018] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:07:14.525714] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:07:14.525926] [INFO ] [CONFIGURE ] CMA: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:07:14.525984] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11624 tests [2025-11-21T10:07:14.526035] [INFO ] [CONFIGURE ] CMA: Testing feature 11/29: add_obv_daily [2025-11-21T10:07:14.526111] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T10:07:14.735185] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:14.935304] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:15.132240] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:15.336172] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:15.534702] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:15.738025] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:15.945296] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:16.150388] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:16.357555] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:16.566080] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:16.566400] [INFO ] [CONFIGURE ] CMA: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T10:07:16.566505] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11623 tests [2025-11-21T10:07:16.566591] [INFO ] [CONFIGURE ] CMA: Testing feature 12/29: add_obv_interval [2025-11-21T10:07:16.566698] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T10:07:16.763690] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:16.964047] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:17.163054] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:17.369349] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:17.570566] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:17.773747] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:17.979089] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:07:18.187625] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:18.388892] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:18.593159] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:18.593332] [INFO ] [CONFIGURE ] CMA: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:07:18.593384] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11622 tests [2025-11-21T10:07:18.593430] [INFO ] [CONFIGURE ] CMA: Testing feature 13/29: add_opening_strength [2025-11-21T10:07:18.593474] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:07:18.811029] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:19.028843] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:19.247540] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:19.463525] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:19.678094] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:19.915811] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:20.133585] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:20.382256] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:20.625120] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:20.868144] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:20.868355] [INFO ] [CONFIGURE ] CMA: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:07:20.868576] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11621 tests [2025-11-21T10:07:20.868692] [INFO ] [CONFIGURE ] CMA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:07:20.868745] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T10:07:21.091446] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:21.330420] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:21.571191] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:21.801386] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:22.034611] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:22.266410] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:22.495850] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:07:22.735140] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:22.955151] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:23.174415] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:07:23.174588] [INFO ] [CONFIGURE ] CMA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T10:07:23.174662] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11620 tests [2025-11-21T10:07:23.174713] [INFO ] [CONFIGURE ] CMA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:07:23.174759] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T10:07:23.356764] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:23.542177] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:23.731857] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:23.924844] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:24.113459] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:24.299440] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:24.489689] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:07:24.674482] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:24.862794] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:25.054306] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:25.054479] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:07:25.054528] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11619 tests [2025-11-21T10:07:25.054568] [INFO ] [CONFIGURE ] CMA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:07:25.054606] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T10:07:25.273042] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:25.485627] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:25.704862] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:25.920055] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:26.133871] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:26.347499] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:26.560131] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:26.780229] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:27.011796] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:07:27.246634] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:27.246843] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:07:27.246892] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11618 tests [2025-11-21T10:07:27.246934] [INFO ] [CONFIGURE ] CMA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:07:27.246972] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T10:07:27.460514] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:27.670984] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:27.916200] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:07:28.159972] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:28.396925] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:28.629484] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:28.869873] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:29.104623] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:29.343806] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:07:29.588798] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:29.589248] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:07:29.589311] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11617 tests [2025-11-21T10:07:29.589359] [INFO ] [CONFIGURE ] CMA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:07:29.589400] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T10:07:29.812680] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:30.032233] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:30.249684] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:30.465099] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:30.675874] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:30.878413] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:31.092602] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:31.314836] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:31.519368] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:31.730121] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:07:31.730351] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T10:07:31.730425] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11616 tests [2025-11-21T10:07:31.730468] [INFO ] [CONFIGURE ] CMA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:07:31.730504] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T10:07:31.965914] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:32.175896] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:32.388184] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:32.608178] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:32.830729] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:33.043348] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:33.255800] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:33.485053] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:33.695841] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:33.888551] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:07:33.888752] [INFO ] [CONFIGURE ] CMA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T10:07:33.888820] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11615 tests [2025-11-21T10:07:33.888912] [INFO ] [CONFIGURE ] CMA: Testing feature 20/29: add_price_rejection [2025-11-21T10:07:33.888960] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-21T10:07:34.088222] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:34.287603] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:34.491841] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:34.694849] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:34.893664] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:35.091870] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:35.297737] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:07:35.499483] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:35.712505] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:35.918837] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:35.919033] [INFO ] [CONFIGURE ] CMA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:07:35.919118] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11614 tests [2025-11-21T10:07:35.919171] [INFO ] [CONFIGURE ] CMA: Testing feature 21/29: add_range_position [2025-11-21T10:07:35.919217] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-21T10:07:36.144512] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:36.372895] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:36.602423] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:36.837360] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:37.073742] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:37.307885] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:37.557767] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:37.784014] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:38.008274] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:38.237889] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:07:38.238069] [INFO ] [CONFIGURE ] CMA: DISCARDED add_range_position (score: 60.00%) [2025-11-21T10:07:38.238127] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11613 tests [2025-11-21T10:07:38.238173] [INFO ] [CONFIGURE ] CMA: Testing feature 22/29: add_realized_volatility [2025-11-21T10:07:38.238242] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-21T10:07:38.542844] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:38.852982] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:39.168033] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:39.477234] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:39.788508] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:40.110488] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:40.432839] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:40.747660] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:41.062798] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:41.380246] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:41.380431] [INFO ] [CONFIGURE ] CMA: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:07:41.380492] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11612 tests [2025-11-21T10:07:41.380589] [INFO ] [CONFIGURE ] CMA: Testing feature 23/29: add_recent_range_context [2025-11-21T10:07:41.380636] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-21T10:07:41.576084] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:41.777988] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:41.974216] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:42.173686] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:42.369979] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:42.574970] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:42.775382] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:42.975026] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:43.201025] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:07:43.423393] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:43.423599] [INFO ] [CONFIGURE ] CMA: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T10:07:43.423669] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11611 tests [2025-11-21T10:07:43.423747] [INFO ] [CONFIGURE ] CMA: Testing feature 24/29: add_rsi [2025-11-21T10:07:43.423824] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T10:07:43.670891] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:43.930563] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:44.193527] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:44.456385] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:44.719030] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:44.971125] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:45.246264] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:45.514351] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:45.792159] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:46.069927] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:46.070124] [INFO ] [CONFIGURE ] CMA: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:07:46.070181] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11610 tests [2025-11-21T10:07:46.070306] [INFO ] [CONFIGURE ] CMA: Testing feature 25/29: add_tick_distribution [2025-11-21T10:07:46.070354] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-21T10:07:46.290840] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:46.515328] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:46.732367] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:46.956306] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:47.177194] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:47.396627] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:47.628710] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:47.850094] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:48.071992] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:07:48.298041] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:48.298220] [INFO ] [CONFIGURE ] CMA: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:07:48.298269] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11609 tests [2025-11-21T10:07:48.298308] [INFO ] [CONFIGURE ] CMA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:07:48.298344] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T10:07:48.520867] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:48.751230] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:48.987889] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:07:49.229877] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:49.463632] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:49.701108] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:49.937232] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:50.167098] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:50.407082] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:50.642419] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:50.642601] [INFO ] [CONFIGURE ] CMA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:07:50.642672] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11608 tests [2025-11-21T10:07:50.642715] [INFO ] [CONFIGURE ] CMA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:07:50.642751] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T10:07:50.876919] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:51.112997] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:51.362293] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:51.606766] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:51.857727] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:52.104714] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:52.349579] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:52.599804] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:52.844403] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:53.099617] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:53.099873] [INFO ] [CONFIGURE ] CMA: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T10:07:53.099939] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11607 tests [2025-11-21T10:07:53.100026] [INFO ] [CONFIGURE ] CMA: Testing feature 28/29: add_volume_profile [2025-11-21T10:07:53.100075] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-21T10:07:53.354231] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:53.596540] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:53.846507] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:54.077427] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:54.315845] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:54.553763] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:54.796657] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:55.041039] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:55.279206] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:55.515865] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:55.516081] [INFO ] [CONFIGURE ] CMA: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T10:07:55.516137] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11606 tests [2025-11-21T10:07:55.516178] [INFO ] [CONFIGURE ] CMA: Testing feature 29/29: add_vwap [2025-11-21T10:07:55.516215] [INFO ] [CONFIGURE ] CMA: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-21T10:07:55.751883] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:07:55.984023] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:56.212555] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:07:56.466395] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:07:56.707354] [DEBUG] [FORECASTER] CMA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:07:56.944117] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:07:57.187218] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:57.426090] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:07:57.662509] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:07:57.901501] [DEBUG] [FORECASTER] CMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:07:57.901737] [INFO ] [CONFIGURE ] CMA: DISCARDED add_vwap (score: 60.00%) [2025-11-21T10:07:57.901806] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11605 tests [2025-11-21T10:07:57.901929] [INFO ] [CONFIGURE ] CMA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:07:57.901972] [INFO ] [CONFIGURE ] CMA: Best accuracy: 70.00% [2025-11-21T10:07:57.902015] [INFO ] [CONFIGURE ] CMA: Best feature set (1 features): ['add_failed_moves'] [2025-11-21T10:07:57.902056] [INFO ] [CONFIGURE ] CMA: Improvement over baseline: 10.00% [2025-11-21T10:07:57.902105] [INFO ] [CONFIGURE ] CMA: Total time: 1.1 minutes [2025-11-21T10:07:57.902177] [INFO ] [CONFIGURE ] CMA: Average time per feature: 2.3 seconds [2025-11-21T10:07:57.902221] [INFO ] [CONFIGURE ] CMA: Average speed: 0.43 features/sec [2025-11-21T10:07:57.902680] [INFO ] [LOCAL ] Saved configuration for CMA: 1 features, 70.00% accuracy -> ./output/feature-sets/CMA.json [2025-11-21T10:07:57.902741] [INFO ] [CONFIGURE ] CMA: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T10:07:57.902793] [INFO ] [sig ] [326/723] Successfully configured CMA | 0.01 sym/s | Total: 7.6h | ETA: 9.2h [2025-11-21T10:07:57.902841] [INFO ] [sig ] [327/723] Configuring CMC... [2025-11-21T10:07:57.902905] [INFO ] [CONFIGURE ] CMC: Configurate test run. [2025-11-21T10:07:57.902949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-11-21T10:07:58.120038] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMC'. [2025-11-21T10:07:58.120400] [INFO ] [CONFIGURE ] CMC: Testing with 29 available features [2025-11-21T10:07:58.120477] [INFO ] [CONFIGURE ] CMC: Establishing baseline with no features... [2025-11-21T10:07:58.317285] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:07:58.512705] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:07:58.708039] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:07:58.899458] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:07:59.098768] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:07:59.286913] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:07:59.477277] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:07:59.669127] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:07:59.864019] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:00.054424] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:08:00.054590] [INFO ] [CONFIGURE ] CMC: Baseline score (no features): 40.00% [2025-11-21T10:08:00.054709] [INFO ] [CONFIGURE ] CMC: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:08:00.054783] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:08:00.280508] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:01.233039] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:08:01.571760] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:01.815475] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:02.046587] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:02.273854] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:02.506610] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:02.734310] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:02.959796] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:03.190564] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:03.190752] [INFO ] [CONFIGURE ] CMC: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T10:08:03.190828] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11604 tests [2025-11-21T10:08:03.190878] [INFO ] [CONFIGURE ] CMC: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:08:03.190936] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:08:03.443177] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:03.705810] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:03.964521] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:04.227433] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:04.497638] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:04.771026] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:05.043785] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:05.304210] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:05.571623] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:05.835844] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:05.836013] [INFO ] [CONFIGURE ] CMC: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T10:08:05.836069] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11603 tests [2025-11-21T10:08:05.836116] [INFO ] [CONFIGURE ] CMC: Testing feature 3/29: add_daily_returns [2025-11-21T10:08:05.836159] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:08:06.116361] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:06.396828] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:06.672701] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:08:06.949894] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:08:07.234837] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:08:07.505714] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:07.789676] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:08.070862] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:08.360216] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:08.655276] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:08.655469] [INFO ] [CONFIGURE ] CMC: KEPT add_daily_returns (score: 70.00%) [2025-11-21T10:08:08.655527] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11602 tests [2025-11-21T10:08:08.655575] [INFO ] [CONFIGURE ] CMC: Testing feature 4/29: add_ema [2025-11-21T10:08:08.655618] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T10:08:08.980453] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:09.305762] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:09.621232] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:09.950532] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:10.273278] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:10.618726] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:10.919473] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:11.234785] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:11.534203] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:11.816486] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:08:11.816723] [INFO ] [CONFIGURE ] CMC: DISCARDED add_ema (score: 60.00%) [2025-11-21T10:08:11.816784] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11601 tests [2025-11-21T10:08:11.816832] [INFO ] [CONFIGURE ] CMC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:08:11.817071] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:08:12.109057] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:12.406065] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:12.705467] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:08:12.996590] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:13.295327] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:13.593002] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:13.900034] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:14.197884] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:14.494264] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:14.789149] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:14.789324] [INFO ] [CONFIGURE ] CMC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T10:08:14.789384] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11600 tests [2025-11-21T10:08:14.789455] [INFO ] [CONFIGURE ] CMC: Testing feature 6/29: add_failed_moves [2025-11-21T10:08:14.789502] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T10:08:15.050719] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:15.310613] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:15.579216] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:15.863684] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:08:16.141843] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:16.403566] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:16.676041] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:16.960399] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:17.251082] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:08:17.532246] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:17.532460] [INFO ] [CONFIGURE ] CMC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T10:08:17.532517] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11599 tests [2025-11-21T10:08:17.532564] [INFO ] [CONFIGURE ] CMC: Testing feature 7/29: add_lag_shelf [2025-11-21T10:08:17.532608] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T10:08:17.786897] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:18.045961] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:18.297886] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:18.559690] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:18.817692] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:19.094174] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:19.358400] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:19.627924] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:19.899128] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:20.168886] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:20.169081] [INFO ] [CONFIGURE ] CMC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:08:20.169139] [INFO ] [CONFIGURE ] JOB ETA: 9.2h | Avg: 2.8s/test | Remaining: 11598 tests [2025-11-21T10:08:20.169189] [INFO ] [CONFIGURE ] CMC: Testing feature 8/29: add_macd [2025-11-21T10:08:20.169235] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T10:08:20.510040] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:20.858779] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:21.221985] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:21.579750] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:21.938553] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:22.312768] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:22.718844] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:08:23.152347] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:23.518048] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:23.875042] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:23.875279] [INFO ] [CONFIGURE ] CMC: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:08:23.875344] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11597 tests [2025-11-21T10:08:23.875392] [INFO ] [CONFIGURE ] CMC: Testing feature 9/29: add_mfi [2025-11-21T10:08:23.875439] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T10:08:24.173055] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:24.474802] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:24.773943] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:25.089243] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:25.395607] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:25.710200] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:26.012167] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:08:26.334617] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:26.633742] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:26.954337] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:26.954586] [INFO ] [CONFIGURE ] CMC: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:08:26.954667] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11596 tests [2025-11-21T10:08:26.954722] [INFO ] [CONFIGURE ] CMC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:08:26.954767] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:08:27.315986] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:27.685865] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:28.046738] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:28.396053] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:08:28.747399] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:29.119507] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:29.489912] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:08:29.873948] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:30.264129] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:30.653977] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:30.654252] [INFO ] [CONFIGURE ] CMC: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:08:30.654316] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11595 tests [2025-11-21T10:08:30.654368] [INFO ] [CONFIGURE ] CMC: Testing feature 11/29: add_obv_daily [2025-11-21T10:08:30.654415] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T10:08:30.959024] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:31.273448] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:08:31.578317] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:31.878478] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:32.174838] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:32.477057] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:32.781582] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:33.094234] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:33.406531] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:33.721029] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:33.721223] [INFO ] [CONFIGURE ] CMC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:08:33.721281] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11594 tests [2025-11-21T10:08:33.721329] [INFO ] [CONFIGURE ] CMC: Testing feature 12/29: add_obv_interval [2025-11-21T10:08:33.721372] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T10:08:34.017475] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:34.315934] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:34.608745] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:34.897876] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:35.190478] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:08:35.488011] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:35.774670] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:36.070796] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:36.369059] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:36.670108] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:36.670338] [INFO ] [CONFIGURE ] CMC: KEPT add_obv_interval (score: 80.00%) [2025-11-21T10:08:36.670402] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11593 tests [2025-11-21T10:08:36.670452] [INFO ] [CONFIGURE ] CMC: Testing feature 13/29: add_opening_strength [2025-11-21T10:08:36.670493] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_opening_strength'] [2025-11-21T10:08:37.003912] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:08:37.329789] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:37.637418] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:37.951016] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:38.260413] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:08:38.566932] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:38.877326] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:08:39.195858] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:39.514902] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:39.827114] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:39.827293] [INFO ] [CONFIGURE ] CMC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:08:39.827351] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11592 tests [2025-11-21T10:08:39.827398] [INFO ] [CONFIGURE ] CMC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:08:39.827441] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T10:08:40.155864] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:40.479905] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:40.815132] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:41.141225] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:41.473785] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:41.827064] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:42.128683] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:42.436576] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:42.750465] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:43.059145] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:43.059329] [INFO ] [CONFIGURE ] CMC: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:08:43.059390] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11591 tests [2025-11-21T10:08:43.059440] [INFO ] [CONFIGURE ] CMC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:08:43.059477] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T10:08:43.332321] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:43.604461] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:43.877104] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:44.170922] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:44.461173] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:44.729451] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:44.992788] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:45.259258] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:45.523565] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:45.797375] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:45.797623] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:08:45.797709] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11590 tests [2025-11-21T10:08:45.797759] [INFO ] [CONFIGURE ] CMC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:08:45.797803] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T10:08:46.105172] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:08:46.416570] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:46.754085] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:08:47.078231] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:47.411154] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:47.742302] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:48.076708] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:08:48.409726] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:48.755580] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:49.103747] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:08:49.103936] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T10:08:49.103994] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11589 tests [2025-11-21T10:08:49.104044] [INFO ] [CONFIGURE ] CMC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:08:49.104090] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T10:08:49.442795] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:49.779802] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:50.155555] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:08:50.492716] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:50.842983] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:51.192354] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:51.535415] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:08:51.858329] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:52.170164] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:52.475458] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:52.475675] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:08:52.475749] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11588 tests [2025-11-21T10:08:52.475799] [INFO ] [CONFIGURE ] CMC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:08:52.475841] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T10:08:52.749394] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:53.025794] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:53.293274] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:53.588700] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:08:53.892010] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:08:54.160088] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:54.447713] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:54.729397] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:08:55.005911] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:55.292208] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:55.292404] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T10:08:55.292463] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11587 tests [2025-11-21T10:08:55.292508] [INFO ] [CONFIGURE ] CMC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:08:55.292543] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T10:08:55.585401] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:55.878017] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:56.178419] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:08:56.474389] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:56.776417] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:08:57.072049] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:08:57.369823] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:08:57.660961] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:08:57.953894] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:08:58.246366] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:08:58.246549] [INFO ] [CONFIGURE ] CMC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:08:58.246605] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11586 tests [2025-11-21T10:08:58.246672] [INFO ] [CONFIGURE ] CMC: Testing feature 20/29: add_price_rejection [2025-11-21T10:08:58.246720] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T10:08:58.527778] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:08:58.818341] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:08:59.096638] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:08:59.392586] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:08:59.677827] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:08:59.962098] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:00.249855] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:01.289361] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:09:01.705542] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:02.021596] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:02.021812] [INFO ] [CONFIGURE ] CMC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:09:02.021875] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11585 tests [2025-11-21T10:09:02.021923] [INFO ] [CONFIGURE ] CMC: Testing feature 21/29: add_range_position [2025-11-21T10:09:02.021965] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_range_position'] [2025-11-21T10:09:02.365617] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:02.682599] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:02.988462] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:09:03.309770] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:09:03.634270] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:09:03.934877] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:04.241809] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:04.556886] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:09:04.880140] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:05.230378] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:05.230575] [INFO ] [CONFIGURE ] CMC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T10:09:05.230637] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11584 tests [2025-11-21T10:09:05.230708] [INFO ] [CONFIGURE ] CMC: Testing feature 22/29: add_realized_volatility [2025-11-21T10:09:05.230754] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T10:09:05.638930] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:06.055073] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:06.495267] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:06.930505] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:09:07.363350] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:09:07.786350] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:08.199688] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:09:08.601269] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:09:09.013078] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:09.453825] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:09.454063] [INFO ] [CONFIGURE ] CMC: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:09:09.454141] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11583 tests [2025-11-21T10:09:09.454202] [INFO ] [CONFIGURE ] CMC: Testing feature 23/29: add_recent_range_context [2025-11-21T10:09:09.454259] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T10:09:09.826266] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:10.240632] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:10.593359] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:09:10.917739] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:09:11.227172] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:09:11.530522] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:11.854223] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:09:12.183790] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:12.506044] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:12.813563] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:12.813786] [INFO ] [CONFIGURE ] CMC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:09:12.813846] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11582 tests [2025-11-21T10:09:12.813895] [INFO ] [CONFIGURE ] CMC: Testing feature 24/29: add_rsi [2025-11-21T10:09:12.813940] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T10:09:13.186624] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:13.561561] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:13.923426] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:09:14.307984] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:09:14.677742] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:09:15.055157] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:15.435442] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:09:15.824771] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:09:16.205837] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:16.600583] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:16.600912] [INFO ] [CONFIGURE ] CMC: DISCARDED add_rsi (score: 80.00%) [2025-11-21T10:09:16.600977] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11581 tests [2025-11-21T10:09:16.601028] [INFO ] [CONFIGURE ] CMC: Testing feature 25/29: add_tick_distribution [2025-11-21T10:09:16.601075] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T10:09:16.918162] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:17.266265] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:17.598975] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:17.928101] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:09:18.248514] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:09:18.570686] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:18.886968] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:19.223478] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:09:19.568433] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:19.894891] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:19.895064] [INFO ] [CONFIGURE ] CMC: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T10:09:19.895122] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11580 tests [2025-11-21T10:09:19.895171] [INFO ] [CONFIGURE ] CMC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:09:19.895216] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T10:09:20.206483] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:20.525834] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:20.849595] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:09:21.187241] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:09:21.509262] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:09:21.835084] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:22.158969] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:22.476539] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:22.789631] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:23.111862] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:23.112634] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T10:09:23.112726] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11579 tests [2025-11-21T10:09:23.112784] [INFO ] [CONFIGURE ] CMC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:09:23.112835] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T10:09:23.436630] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:23.770392] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:24.090888] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:09:24.384274] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:09:24.675057] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:09:24.957094] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:25.252481] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:09:25.568754] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:25.876418] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:26.219138] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:26.219337] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T10:09:26.219401] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11578 tests [2025-11-21T10:09:26.219452] [INFO ] [CONFIGURE ] CMC: Testing feature 28/29: add_volume_profile [2025-11-21T10:09:26.219500] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T10:09:26.562320] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:26.887906] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:27.212498] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:09:27.543688] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:09:27.888603] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:09:28.225506] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:28.553377] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:09:28.889384] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:29.214303] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:29.546462] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:29.546662] [INFO ] [CONFIGURE ] CMC: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T10:09:29.546723] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11577 tests [2025-11-21T10:09:29.546772] [INFO ] [CONFIGURE ] CMC: Testing feature 29/29: add_vwap [2025-11-21T10:09:29.546818] [INFO ] [CONFIGURE ] CMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval', 'add_vwap'] [2025-11-21T10:09:29.877785] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:09:30.219813] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:30.547952] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:09:30.922131] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:09:31.276416] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:09:31.632605] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:31.983336] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:09:32.349714] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:32.701263] [DEBUG] [FORECASTER] CMC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:09:33.059275] [DEBUG] [FORECASTER] CMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:33.059491] [INFO ] [CONFIGURE ] CMC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:09:33.059555] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11576 tests [2025-11-21T10:09:33.059607] [INFO ] [CONFIGURE ] CMC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:09:33.059674] [INFO ] [CONFIGURE ] CMC: Best accuracy: 80.00% [2025-11-21T10:09:33.059722] [INFO ] [CONFIGURE ] CMC: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T10:09:33.059764] [INFO ] [CONFIGURE ] CMC: Improvement over baseline: 40.00% [2025-11-21T10:09:33.059804] [INFO ] [CONFIGURE ] CMC: Total time: 1.6 minutes [2025-11-21T10:09:33.059842] [INFO ] [CONFIGURE ] CMC: Average time per feature: 3.2 seconds [2025-11-21T10:09:33.059881] [INFO ] [CONFIGURE ] CMC: Average speed: 0.31 features/sec [2025-11-21T10:09:33.060331] [INFO ] [LOCAL ] Saved configuration for CMC: 4 features, 80.00% accuracy -> ./output/feature-sets/CMC.json [2025-11-21T10:09:33.060390] [INFO ] [CONFIGURE ] CMC: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T10:09:33.060439] [INFO ] [sig ] [327/723] Successfully configured CMC | 0.01 sym/s | Total: 7.6h | ETA: 9.2h [2025-11-21T10:09:33.060483] [INFO ] [sig ] [328/723] Configuring CMCM... [2025-11-21T10:09:33.060522] [INFO ] [CONFIGURE ] CMCM: Configurate test run. [2025-11-21T10:09:33.060560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-11-21T10:09:33.136691] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMCM'. [2025-11-21T10:09:33.137383] [INFO ] [CONFIGURE ] CMCM: Testing with 29 available features [2025-11-21T10:09:33.137446] [INFO ] [CONFIGURE ] CMCM: Establishing baseline with no features... [2025-11-21T10:09:33.329667] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:09:33.515728] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:09:33.699625] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:33.905970] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:34.097545] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:34.290248] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:34.478570] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:34.676703] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:34.867701] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:35.050951] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:35.051109] [INFO ] [CONFIGURE ] CMCM: Baseline score (no features): 40.00% [2025-11-21T10:09:35.051156] [INFO ] [CONFIGURE ] CMCM: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:09:35.051193] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:09:35.278202] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:09:35.504221] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:09:35.723129] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:35.950514] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:36.177905] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:36.405207] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:36.604791] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:36.805845] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:37.009044] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:09:37.212711] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:37.212880] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:09:37.212926] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11575 tests [2025-11-21T10:09:37.212963] [INFO ] [CONFIGURE ] CMCM: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:09:37.212998] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:09:37.419945] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:09:37.630508] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:09:37.842458] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:38.051734] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:38.266591] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:38.477323] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:38.689131] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:38.899937] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:39.112617] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:09:39.332978] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:39.333175] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T10:09:39.333282] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11574 tests [2025-11-21T10:09:39.333330] [INFO ] [CONFIGURE ] CMCM: Testing feature 3/29: add_daily_returns [2025-11-21T10:09:39.333366] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns'] [2025-11-21T10:09:39.523447] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:09:39.710883] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:09:39.898965] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:40.086614] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:40.265971] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:40.444581] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:40.631249] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:40.826042] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:41.027695] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:09:41.225926] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:41.226259] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T10:09:41.226366] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11573 tests [2025-11-21T10:09:41.226455] [INFO ] [CONFIGURE ] CMCM: Testing feature 4/29: add_ema [2025-11-21T10:09:41.226566] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_ema'] [2025-11-21T10:09:41.451542] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:09:41.671262] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:41.899164] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:42.129304] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:42.359878] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:42.590301] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:42.810664] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:43.026178] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:43.239806] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:43.460509] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:43.460727] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_ema (score: 30.00%) [2025-11-21T10:09:43.460805] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11572 tests [2025-11-21T10:09:43.460941] [INFO ] [CONFIGURE ] CMCM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:09:43.460990] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:09:43.679777] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:09:43.908573] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:44.134621] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:44.356405] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:44.575156] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:09:44.793326] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:45.023469] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:45.249958] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:45.475880] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:45.704516] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:45.704714] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:09:45.704771] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11571 tests [2025-11-21T10:09:45.704810] [INFO ] [CONFIGURE ] CMCM: Testing feature 6/29: add_failed_moves [2025-11-21T10:09:45.704904] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_failed_moves'] [2025-11-21T10:09:45.887279] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:09:46.073772] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:09:46.255528] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:46.436157] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:46.617381] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:46.800230] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:46.982753] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:47.163419] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:47.344163] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:47.524700] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:47.524863] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T10:09:47.524910] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11570 tests [2025-11-21T10:09:47.524948] [INFO ] [CONFIGURE ] CMCM: Testing feature 7/29: add_lag_shelf [2025-11-21T10:09:47.524983] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_lag_shelf'] [2025-11-21T10:09:47.687740] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:09:47.853353] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:09:48.023438] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:48.190310] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:48.358009] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:48.526936] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:48.705822] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:48.870599] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:49.039236] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:49.207363] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:49.207538] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T10:09:49.207585] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11569 tests [2025-11-21T10:09:49.207622] [INFO ] [CONFIGURE ] CMCM: Testing feature 8/29: add_macd [2025-11-21T10:09:49.207676] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:09:49.470374] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:09:49.730850] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:49.999570] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:50.266182] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:50.538605] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:50.808761] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:51.103135] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:51.384409] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:51.666124] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:51.945051] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:51.945278] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_macd (score: 40.00%) [2025-11-21T10:09:51.945339] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11568 tests [2025-11-21T10:09:51.945388] [INFO ] [CONFIGURE ] CMCM: Testing feature 9/29: add_mfi [2025-11-21T10:09:51.945433] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_mfi'] [2025-11-21T10:09:52.127115] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:09:52.319150] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:09:52.508588] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:52.690281] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:52.878312] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:53.083188] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:53.274091] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:53.460727] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:53.647917] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:53.838769] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:09:53.838983] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_mfi (score: 30.00%) [2025-11-21T10:09:53.839036] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11567 tests [2025-11-21T10:09:53.839076] [INFO ] [CONFIGURE ] CMCM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:09:53.839115] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:09:54.124590] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:09:54.410761] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:54.688841] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:54.955367] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:55.229424] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:55.498159] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:55.773172] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:56.067852] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:09:56.341094] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:56.616718] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:56.616908] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T10:09:56.616968] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11566 tests [2025-11-21T10:09:56.617043] [INFO ] [CONFIGURE ] CMCM: Testing feature 11/29: add_obv_daily [2025-11-21T10:09:56.617087] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_obv_daily'] [2025-11-21T10:09:56.804733] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:09:56.996441] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:09:57.190294] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:09:57.380904] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:57.574274] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:57.766830] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:09:57.961259] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:09:58.183417] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:09:58.388506] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:09:58.583117] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:09:58.583292] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T10:09:58.583343] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11565 tests [2025-11-21T10:09:58.583386] [INFO ] [CONFIGURE ] CMCM: Testing feature 12/29: add_obv_interval [2025-11-21T10:09:58.583424] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_obv_interval'] [2025-11-21T10:09:58.770308] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:09:58.963228] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:09:59.151482] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:09:59.344625] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:09:59.534613] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:09:59.721786] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:09:59.913180] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:00.100379] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:00.288912] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:10:00.475055] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:00.475231] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T10:10:00.475282] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11564 tests [2025-11-21T10:10:00.475320] [INFO ] [CONFIGURE ] CMCM: Testing feature 13/29: add_opening_strength [2025-11-21T10:10:00.475356] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T10:10:01.403350] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:10:01.774657] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:01.975910] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:02.183160] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:02.441604] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:02.731388] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:03.061964] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:03.358095] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:03.610064] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:03.839487] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:03.839840] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T10:10:03.839946] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11563 tests [2025-11-21T10:10:03.840054] [INFO ] [CONFIGURE ] CMCM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:10:03.840143] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T10:10:04.041406] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:04.238093] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:04.431830] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:04.632026] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:10:04.833830] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:05.034552] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:05.236422] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:05.441065] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:05.649060] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:05.853860] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:05.854008] [INFO ] [CONFIGURE ] CMCM: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:10:05.854155] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11562 tests [2025-11-21T10:10:05.854257] [INFO ] [CONFIGURE ] CMCM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:10:05.854332] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T10:10:06.077072] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:06.293322] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:06.506429] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:06.724233] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:06.930234] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:07.132679] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:07.335769] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:07.551737] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:10:07.759324] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:07.965345] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:07.965531] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T10:10:07.965587] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11561 tests [2025-11-21T10:10:07.965673] [INFO ] [CONFIGURE ] CMCM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:10:07.965725] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T10:10:08.187064] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:10:08.414132] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:08.644070] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:08.875225] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:09.110072] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:09.341298] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:09.574897] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:09.812868] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:10.051245] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:10.285785] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:10.285969] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:10:10.286041] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11560 tests [2025-11-21T10:10:10.286091] [INFO ] [CONFIGURE ] CMCM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:10:10.286136] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T10:10:10.521607] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:10.746781] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:10.981635] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:11.200764] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:11.425971] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:11.649464] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:11.874973] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:12.097799] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:10:12.320482] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:12.564775] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:12.564981] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:10:12.565039] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11559 tests [2025-11-21T10:10:12.565085] [INFO ] [CONFIGURE ] CMCM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:10:12.565126] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T10:10:12.765581] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:10:12.960711] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:13.157245] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:13.358191] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:10:13.556988] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:13.756443] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:13.961238] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:14.173003] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:10:14.376222] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:14.578614] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:14.578813] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:10:14.578869] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11558 tests [2025-11-21T10:10:14.578914] [INFO ] [CONFIGURE ] CMCM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:10:14.578956] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T10:10:14.776183] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:14.984304] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:15.189066] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:15.388434] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:10:15.591922] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:15.799082] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:16.015196] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:16.240339] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:16.442239] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:16.660346] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:16.660565] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T10:10:16.660625] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11557 tests [2025-11-21T10:10:16.660692] [INFO ] [CONFIGURE ] CMCM: Testing feature 20/29: add_price_rejection [2025-11-21T10:10:16.660737] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T10:10:16.883624] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:17.107751] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:17.345962] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:17.578459] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:17.816118] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:18.064941] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:18.312603] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:18.568305] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:18.824687] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:10:19.081424] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:19.081611] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:10:19.081693] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11556 tests [2025-11-21T10:10:19.081744] [INFO ] [CONFIGURE ] CMCM: Testing feature 21/29: add_range_position [2025-11-21T10:10:19.081791] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_range_position'] [2025-11-21T10:10:19.338948] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:19.594325] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:19.874669] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:20.162822] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:20.441995] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:20.720123] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:21.017108] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:21.290082] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:21.558923] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:21.829340] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:21.829532] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_range_position (score: 40.00%) [2025-11-21T10:10:21.829591] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11555 tests [2025-11-21T10:10:21.829660] [INFO ] [CONFIGURE ] CMCM: Testing feature 22/29: add_realized_volatility [2025-11-21T10:10:21.829708] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T10:10:22.171852] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:10:22.508674] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:22.843466] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:23.217136] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:23.567778] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:23.925191] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:24.284953] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:24.643102] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:24.989080] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:10:25.309773] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:25.310008] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T10:10:25.310071] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11554 tests [2025-11-21T10:10:25.310119] [INFO ] [CONFIGURE ] CMCM: Testing feature 23/29: add_recent_range_context [2025-11-21T10:10:25.310156] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T10:10:25.518280] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:25.731728] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:25.956102] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:26.166692] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:26.377004] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:26.606208] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:26.818721] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:27.032596] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:27.245810] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:27.460598] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:27.460822] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T10:10:27.460885] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11553 tests [2025-11-21T10:10:27.460936] [INFO ] [CONFIGURE ] CMCM: Testing feature 24/29: add_rsi [2025-11-21T10:10:27.460980] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T10:10:27.720540] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:10:27.981074] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:28.253155] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:28.514683] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:10:28.782294] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:29.050124] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:29.314172] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:29.605558] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:29.894580] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:10:30.191310] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:30.191509] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_rsi (score: 30.00%) [2025-11-21T10:10:30.191570] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11552 tests [2025-11-21T10:10:30.191620] [INFO ] [CONFIGURE ] CMCM: Testing feature 25/29: add_tick_distribution [2025-11-21T10:10:30.191688] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T10:10:30.422710] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:10:30.656014] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:30.912037] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:31.158592] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:31.399087] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:31.639078] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:31.873435] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:32.106896] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:10:32.345603] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:32.593336] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:32.593506] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T10:10:32.593566] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11551 tests [2025-11-21T10:10:32.593606] [INFO ] [CONFIGURE ] CMCM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:10:32.593673] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T10:10:32.833413] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:33.088791] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:33.340766] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:33.600682] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:10:33.845429] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:34.077136] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:34.307741] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:34.538561] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:10:34.772148] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:35.006306] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:35.006476] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:10:35.006530] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11550 tests [2025-11-21T10:10:35.006569] [INFO ] [CONFIGURE ] CMCM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:10:35.006615] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T10:10:35.105217] [FATAL] [FORECASTER] Failed to test lookback=11: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:35.205705] [FATAL] [FORECASTER] Failed to test lookback=10: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:35.305811] [FATAL] [FORECASTER] Failed to test lookback=9: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:35.406676] [FATAL] [FORECASTER] Failed to test lookback=8: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:35.509088] [FATAL] [FORECASTER] Failed to test lookback=7: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:35.611379] [FATAL] [FORECASTER] Failed to test lookback=6: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:35.713834] [FATAL] [FORECASTER] Failed to test lookback=5: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:35.818275] [FATAL] [FORECASTER] Failed to test lookback=4: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:35.920837] [FATAL] [FORECASTER] Failed to test lookback=3: [10:10:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:36.025196] [FATAL] [FORECASTER] Failed to test lookback=2: [10:10:36] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:10:36.025479] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T10:10:36.025536] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11549 tests [2025-11-21T10:10:36.025580] [INFO ] [CONFIGURE ] CMCM: Testing feature 28/29: add_volume_profile [2025-11-21T10:10:36.025616] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T10:10:36.255929] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:36.475525] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:36.703498] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:36.929446] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:37.151725] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:37.382681] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:37.614605] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:37.841696] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:10:38.101730] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:38.345711] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:38.345917] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T10:10:38.345979] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11548 tests [2025-11-21T10:10:38.346028] [INFO ] [CONFIGURE ] CMCM: Testing feature 29/29: add_vwap [2025-11-21T10:10:38.346073] [INFO ] [CONFIGURE ] CMCM: Testing with features: ['add_order_flow_imbalance', 'add_vwap'] [2025-11-21T10:10:38.587410] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:38.831816] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:39.072263] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:10:39.308712] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:10:39.544771] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:39.785187] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:40.042356] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:40.286728] [DEBUG] [FORECASTER] CMCM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:40.525709] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:40.773052] [DEBUG] [FORECASTER] CMCM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:40.773230] [INFO ] [CONFIGURE ] CMCM: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:10:40.773288] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11547 tests [2025-11-21T10:10:40.773336] [INFO ] [CONFIGURE ] CMCM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:10:40.773373] [INFO ] [CONFIGURE ] CMCM: Best accuracy: 70.00% [2025-11-21T10:10:40.773416] [INFO ] [CONFIGURE ] CMCM: Best feature set (1 features): ['add_order_flow_imbalance'] [2025-11-21T10:10:40.773450] [INFO ] [CONFIGURE ] CMCM: Improvement over baseline: 30.00% [2025-11-21T10:10:40.773488] [INFO ] [CONFIGURE ] CMCM: Total time: 1.1 minutes [2025-11-21T10:10:40.773533] [INFO ] [CONFIGURE ] CMCM: Average time per feature: 2.3 seconds [2025-11-21T10:10:40.773596] [INFO ] [CONFIGURE ] CMCM: Average speed: 0.44 features/sec [2025-11-21T10:10:40.774116] [INFO ] [LOCAL ] Saved configuration for CMCM: 1 features, 70.00% accuracy -> ./output/feature-sets/CMCM.json [2025-11-21T10:10:40.774177] [INFO ] [CONFIGURE ] CMCM: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T10:10:40.774227] [INFO ] [sig ] [328/723] Successfully configured CMCM | 0.01 sym/s | Total: 7.6h | ETA: 9.2h [2025-11-21T10:10:40.774275] [INFO ] [sig ] [329/723] Configuring CMG... [2025-11-21T10:10:40.774313] [INFO ] [CONFIGURE ] CMG: Configurate test run. [2025-11-21T10:10:40.774356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-11-21T10:10:41.100150] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMG'. [2025-11-21T10:10:41.100843] [INFO ] [CONFIGURE ] CMG: Testing with 29 available features [2025-11-21T10:10:41.100915] [INFO ] [CONFIGURE ] CMG: Establishing baseline with no features... [2025-11-21T10:10:41.304473] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:41.518791] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:41.715202] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:41.912965] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:10:42.107193] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:42.312468] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:42.514906] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:42.726869] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:42.932712] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:43.132422] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:10:43.132775] [INFO ] [CONFIGURE ] CMG: Baseline score (no features): 60.00% [2025-11-21T10:10:43.132883] [INFO ] [CONFIGURE ] CMG: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:10:43.132961] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:10:43.379195] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:43.621145] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:10:43.883961] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:44.128379] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:10:44.375335] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:44.614293] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:10:44.860066] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:45.105448] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:45.348736] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:45.587865] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:10:45.588056] [INFO ] [CONFIGURE ] CMG: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T10:10:45.588106] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11546 tests [2025-11-21T10:10:45.588144] [INFO ] [CONFIGURE ] CMG: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:10:45.588182] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:10:45.821869] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:10:46.062447] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:46.294130] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:46.534793] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:10:46.766948] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:47.002339] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:47.238665] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:47.482290] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:47.728147] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:10:47.968616] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:10:47.968848] [INFO ] [CONFIGURE ] CMG: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T10:10:47.969074] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11545 tests [2025-11-21T10:10:47.969170] [INFO ] [CONFIGURE ] CMG: Testing feature 3/29: add_daily_returns [2025-11-21T10:10:47.969221] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_daily_returns'] [2025-11-21T10:10:48.179322] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:48.392313] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:48.599929] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:48.803543] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:10:48.997974] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:10:49.185667] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:49.377281] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:10:49.567953] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:49.764434] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:49.965240] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:10:49.965419] [INFO ] [CONFIGURE ] CMG: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T10:10:49.965468] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11544 tests [2025-11-21T10:10:49.965507] [INFO ] [CONFIGURE ] CMG: Testing feature 4/29: add_ema [2025-11-21T10:10:49.965543] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema'] [2025-11-21T10:10:50.227482] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:50.508511] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:50.786206] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:51.089208] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:10:51.352953] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:51.602350] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:51.870916] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:10:52.123548] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:52.367193] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:52.626005] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:10:52.626394] [INFO ] [CONFIGURE ] CMG: KEPT add_ema (score: 70.00%) [2025-11-21T10:10:52.626506] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11543 tests [2025-11-21T10:10:52.626630] [INFO ] [CONFIGURE ] CMG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:10:52.626728] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:10:52.929035] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:53.243906] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:53.538009] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:53.837080] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:10:54.142472] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:54.438362] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:54.734844] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:10:55.032488] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:55.319970] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:55.608262] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:10:55.608460] [INFO ] [CONFIGURE ] CMG: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T10:10:55.608525] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11542 tests [2025-11-21T10:10:55.608573] [INFO ] [CONFIGURE ] CMG: Testing feature 6/29: add_failed_moves [2025-11-21T10:10:55.608609] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T10:10:55.863881] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:56.100395] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:56.368546] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:56.621955] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:10:56.866225] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:57.113594] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:57.368495] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:10:57.627618] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:10:57.909032] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:10:58.171584] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:10:58.171803] [INFO ] [CONFIGURE ] CMG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T10:10:58.171884] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11541 tests [2025-11-21T10:10:58.171936] [INFO ] [CONFIGURE ] CMG: Testing feature 7/29: add_lag_shelf [2025-11-21T10:10:58.171984] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T10:10:58.412699] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:10:58.663425] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:10:58.914385] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:10:59.161312] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:10:59.408177] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:10:59.652901] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:10:59.899022] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:00.140307] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:00.372711] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:00.603506] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:00.604150] [INFO ] [CONFIGURE ] CMG: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:11:00.604667] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11540 tests [2025-11-21T10:11:00.604772] [INFO ] [CONFIGURE ] CMG: Testing feature 8/29: add_macd [2025-11-21T10:11:00.604891] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:11:01.685225] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:02.046566] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:02.344195] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:02.691322] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:11:03.039010] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:03.405440] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:03.758533] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:04.120539] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:11:04.473339] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:04.816017] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:11:04.816331] [INFO ] [CONFIGURE ] CMG: KEPT add_macd (score: 90.00%) [2025-11-21T10:11:04.816412] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11539 tests [2025-11-21T10:11:04.816470] [INFO ] [CONFIGURE ] CMG: Testing feature 9/29: add_mfi [2025-11-21T10:11:04.816517] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T10:11:05.198308] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:05.586181] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:05.969486] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:06.357270] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:11:06.741163] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:07.093533] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:07.443592] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:07.790524] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:11:08.162271] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:08.510923] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:11:08.511151] [INFO ] [CONFIGURE ] CMG: DISCARDED add_mfi (score: 90.00%) [2025-11-21T10:11:08.511210] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11538 tests [2025-11-21T10:11:08.511259] [INFO ] [CONFIGURE ] CMG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:11:08.511301] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:11:08.927183] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:09.340267] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:09.791990] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:10.250785] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:11:10.711345] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:11.173918] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:11.649962] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:12.105326] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:11:12.553199] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:13.023355] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:11:13.023629] [INFO ] [CONFIGURE ] CMG: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T10:11:13.023739] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11537 tests [2025-11-21T10:11:13.023788] [INFO ] [CONFIGURE ] CMG: Testing feature 11/29: add_obv_daily [2025-11-21T10:11:13.023832] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T10:11:13.390476] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:13.754754] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:14.084924] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:14.419709] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:11:14.753389] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:15.086986] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:15.421169] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:11:15.762079] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:16.103241] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:16.446402] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:16.446602] [INFO ] [CONFIGURE ] CMG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:11:16.446679] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11536 tests [2025-11-21T10:11:16.446727] [INFO ] [CONFIGURE ] CMG: Testing feature 12/29: add_obv_interval [2025-11-21T10:11:16.446769] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T10:11:16.781439] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:17.110145] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:17.417764] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:17.734666] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:11:18.049748] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:18.368925] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:18.689407] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:19.007984] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:11:19.329571] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:19.659245] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:19.659464] [INFO ] [CONFIGURE ] CMG: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T10:11:19.659526] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11535 tests [2025-11-21T10:11:19.659667] [INFO ] [CONFIGURE ] CMG: Testing feature 13/29: add_opening_strength [2025-11-21T10:11:19.659721] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:11:20.015356] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:20.370659] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:20.722142] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:21.073195] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:11:21.454220] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:21.826234] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:22.174072] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:22.522278] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:22.872711] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:23.224265] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:23.224464] [INFO ] [CONFIGURE ] CMG: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:11:23.224523] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11534 tests [2025-11-21T10:11:23.224568] [INFO ] [CONFIGURE ] CMG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:11:23.224611] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T10:11:23.554979] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:23.909940] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:24.276099] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:24.648549] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:11:25.035381] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:25.394946] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:25.764157] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:26.120036] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:11:26.480165] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:26.833471] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:11:26.833721] [INFO ] [CONFIGURE ] CMG: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T10:11:26.833783] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11533 tests [2025-11-21T10:11:26.833859] [INFO ] [CONFIGURE ] CMG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:11:26.833906] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T10:11:27.176827] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:27.523109] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:27.875178] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:28.222821] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:11:28.584754] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:28.955725] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:29.323742] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:29.689023] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:30.043145] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:30.386786] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:30.387002] [INFO ] [CONFIGURE ] CMG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:11:30.387069] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11532 tests [2025-11-21T10:11:30.387167] [INFO ] [CONFIGURE ] CMG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:11:30.387216] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T10:11:30.744802] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:31.089078] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:31.418028] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:31.742348] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:11:32.076504] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:32.437414] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:32.790525] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:11:33.150469] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:33.509154] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:33.885006] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:11:33.885220] [INFO ] [CONFIGURE ] CMG: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:11:33.885280] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11531 tests [2025-11-21T10:11:33.885330] [INFO ] [CONFIGURE ] CMG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:11:33.885375] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T10:11:34.258836] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:34.615867] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:34.957835] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:35.297768] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:11:35.650352] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:36.001758] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:36.354491] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:36.701748] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:37.045147] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:37.387581] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:37.387820] [INFO ] [CONFIGURE ] CMG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:11:37.387880] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11530 tests [2025-11-21T10:11:37.387928] [INFO ] [CONFIGURE ] CMG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:11:37.387969] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T10:11:37.729360] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:38.077536] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:38.433020] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:38.777241] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:11:39.131287] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:39.458839] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:39.785120] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:40.105700] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:11:40.454257] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:40.786508] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:40.786746] [INFO ] [CONFIGURE ] CMG: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T10:11:40.786808] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11529 tests [2025-11-21T10:11:40.786860] [INFO ] [CONFIGURE ] CMG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:11:40.786906] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T10:11:41.136997] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:41.460977] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:41.797984] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:42.133534] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:11:42.452049] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:42.808001] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:43.142474] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:43.463296] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:43.783186] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:44.101445] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:11:44.101626] [INFO ] [CONFIGURE ] CMG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T10:11:44.101757] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11528 tests [2025-11-21T10:11:44.101811] [INFO ] [CONFIGURE ] CMG: Testing feature 20/29: add_price_rejection [2025-11-21T10:11:44.101855] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T10:11:44.459228] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:44.790026] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:45.140131] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:45.472769] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:11:45.806876] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:46.138072] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:46.471134] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:11:46.806062] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:47.172892] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:47.534815] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:11:47.535009] [INFO ] [CONFIGURE ] CMG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:11:47.535065] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11527 tests [2025-11-21T10:11:47.535180] [INFO ] [CONFIGURE ] CMG: Testing feature 21/29: add_range_position [2025-11-21T10:11:47.535227] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T10:11:47.906003] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:48.281999] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:48.652095] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:49.004438] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:11:49.345957] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:49.688235] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:50.031351] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:50.388847] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:50.751857] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:51.096734] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:51.096950] [INFO ] [CONFIGURE ] CMG: DISCARDED add_range_position (score: 60.00%) [2025-11-21T10:11:51.097034] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11526 tests [2025-11-21T10:11:51.097077] [INFO ] [CONFIGURE ] CMG: Testing feature 22/29: add_realized_volatility [2025-11-21T10:11:51.097120] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T10:11:51.522155] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:51.981679] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:52.427506] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:52.885976] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:11:53.346894] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:53.802955] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:54.254255] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:54.715112] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:55.169797] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:55.635629] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:55.635895] [INFO ] [CONFIGURE ] CMG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:11:55.635982] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11525 tests [2025-11-21T10:11:55.636035] [INFO ] [CONFIGURE ] CMG: Testing feature 23/29: add_recent_range_context [2025-11-21T10:11:55.636080] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T10:11:56.001807] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:11:56.359712] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:11:56.733023] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:11:57.083904] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:11:57.446608] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:11:57.810600] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:11:58.181669] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:11:58.545517] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:11:58.909255] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:11:59.262408] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:11:59.262669] [INFO ] [CONFIGURE ] CMG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:11:59.262730] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11524 tests [2025-11-21T10:11:59.262772] [INFO ] [CONFIGURE ] CMG: Testing feature 24/29: add_rsi [2025-11-21T10:11:59.262818] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_rsi'] [2025-11-21T10:11:59.638729] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:12:00.044733] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:12:00.404542] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:12:00.712902] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:12:01.746269] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:12:02.250242] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:02.568726] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:02.897161] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:12:03.231257] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:03.565089] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:12:03.565305] [INFO ] [CONFIGURE ] CMG: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:12:03.565364] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11523 tests [2025-11-21T10:12:03.565414] [INFO ] [CONFIGURE ] CMG: Testing feature 25/29: add_tick_distribution [2025-11-21T10:12:03.565458] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T10:12:03.921219] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:12:04.244933] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:12:04.575301] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:12:04.932619] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:12:05.255407] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:12:05.574108] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:05.898938] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:12:06.259524] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:12:06.604866] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:06.926611] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:12:06.926817] [INFO ] [CONFIGURE ] CMG: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:12:06.926876] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11522 tests [2025-11-21T10:12:06.926924] [INFO ] [CONFIGURE ] CMG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:12:06.926980] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T10:12:07.229026] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:12:07.537690] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:12:07.845589] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:12:08.172240] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:12:08.481215] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:12:08.824542] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:09.147524] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:12:09.454435] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:12:09.776285] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:10.084931] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:12:10.085149] [INFO ] [CONFIGURE ] CMG: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T10:12:10.085205] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11521 tests [2025-11-21T10:12:10.085253] [INFO ] [CONFIGURE ] CMG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:12:10.085296] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T10:12:10.423657] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:12:10.758374] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:12:11.091422] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:12:11.441038] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:12:11.803075] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:12:12.147480] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:12.495214] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:12:12.866822] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:12:13.207171] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:13.548204] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:12:13.548411] [INFO ] [CONFIGURE ] CMG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T10:12:13.548472] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11520 tests [2025-11-21T10:12:13.548520] [INFO ] [CONFIGURE ] CMG: Testing feature 28/29: add_volume_profile [2025-11-21T10:12:13.548589] [INFO ] [CONFIGURE ] CMG: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T10:12:13.881344] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:12:14.226892] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:12:14.567832] [DEBUG] [FORECASTER] CMG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:12:14.899306] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:12:15.228216] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:12:15.558340] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:15.895473] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:12:16.225304] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:12:16.552952] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:16.887343] [DEBUG] [FORECASTER] CMG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:16.887540] [INFO ] [CONFIGURE ] CMG: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T10:12:16.887596] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11519 tests [2025-11-21T10:12:16.887662] [INFO ] [CONFIGURE ] CMG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:12:16.887708] [INFO ] [CONFIGURE ] CMG: Best accuracy: 90.00% [2025-11-21T10:12:16.887751] [INFO ] [CONFIGURE ] CMG: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:12:16.887789] [INFO ] [CONFIGURE ] CMG: Improvement over baseline: 30.00% [2025-11-21T10:12:16.887824] [INFO ] [CONFIGURE ] CMG: Total time: 1.6 minutes [2025-11-21T10:12:16.887860] [INFO ] [CONFIGURE ] CMG: Average time per feature: 3.3 seconds [2025-11-21T10:12:16.887896] [INFO ] [CONFIGURE ] CMG: Average speed: 0.31 features/sec [2025-11-21T10:12:16.888226] [INFO ] [LOCAL ] Saved configuration for CMG: 3 features, 90.00% accuracy -> ./output/feature-sets/CMG.json [2025-11-21T10:12:16.888283] [INFO ] [CONFIGURE ] CMG: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T10:12:16.888332] [INFO ] [sig ] [329/723] Successfully configured CMG | 0.01 sym/s | Total: 7.6h | ETA: 9.2h [2025-11-21T10:12:16.888375] [INFO ] [sig ] [330/723] Configuring CMI... [2025-11-21T10:12:16.888415] [INFO ] [CONFIGURE ] CMI: Configurate test run. [2025-11-21T10:12:16.888458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-11-21T10:12:16.992616] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMI'. [2025-11-21T10:12:16.993027] [INFO ] [CONFIGURE ] CMI: Testing with 29 available features [2025-11-21T10:12:16.993091] [INFO ] [CONFIGURE ] CMI: Establishing baseline with no features... [2025-11-21T10:12:17.173120] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:12:17.345336] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:17.515189] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:17.686025] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:17.849728] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:18.018296] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:18.190564] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:18.361962] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:18.534250] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:18.708983] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:18.709182] [INFO ] [CONFIGURE ] CMI: Baseline score (no features): 50.00% [2025-11-21T10:12:18.709230] [INFO ] [CONFIGURE ] CMI: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:12:18.709269] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:12:18.915580] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:12:19.122572] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:19.327589] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:19.535702] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:19.740324] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:19.955265] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:20.161389] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:20.364199] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:20.582881] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:20.788393] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:20.788610] [INFO ] [CONFIGURE ] CMI: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T10:12:20.788679] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11518 tests [2025-11-21T10:12:20.788750] [INFO ] [CONFIGURE ] CMI: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:12:20.788799] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:12:20.996115] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:12:21.208112] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:21.420260] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:12:21.638490] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:12:21.849030] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:22.059039] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:22.272186] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:22.480799] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:22.691875] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:22.904957] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:22.905146] [INFO ] [CONFIGURE ] CMI: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T10:12:22.905193] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11517 tests [2025-11-21T10:12:22.905230] [INFO ] [CONFIGURE ] CMI: Testing feature 3/29: add_daily_returns [2025-11-21T10:12:22.905264] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_daily_returns'] [2025-11-21T10:12:23.085799] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:23.290280] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:23.492051] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:12:23.675952] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:12:23.860246] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:24.041597] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:24.225623] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:24.411283] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:24.607766] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:24.798925] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:24.799115] [INFO ] [CONFIGURE ] CMI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T10:12:24.799162] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11516 tests [2025-11-21T10:12:24.799200] [INFO ] [CONFIGURE ] CMI: Testing feature 4/29: add_ema [2025-11-21T10:12:24.799235] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_ema'] [2025-11-21T10:12:25.016196] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:12:25.234668] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:25.452305] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:25.669899] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:25.885086] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:26.095436] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:26.309833] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:26.522104] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:26.743367] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:26.959357] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:26.959525] [INFO ] [CONFIGURE ] CMI: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:12:26.959575] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11515 tests [2025-11-21T10:12:26.959614] [INFO ] [CONFIGURE ] CMI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:12:26.959673] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:12:27.173484] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:27.396543] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:27.611034] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:12:27.831755] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:28.047690] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:28.268926] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:28.488476] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:28.711108] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:28.930990] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:29.153767] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:29.153966] [INFO ] [CONFIGURE ] CMI: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:12:29.154023] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11514 tests [2025-11-21T10:12:29.154070] [INFO ] [CONFIGURE ] CMI: Testing feature 6/29: add_failed_moves [2025-11-21T10:12:29.154106] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_failed_moves'] [2025-11-21T10:12:29.339035] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:12:29.521579] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:29.705944] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:12:29.890150] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:30.079533] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:30.263706] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:30.448041] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:30.638883] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:30.825001] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:31.007919] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:31.008141] [INFO ] [CONFIGURE ] CMI: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T10:12:31.008191] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11513 tests [2025-11-21T10:12:31.008229] [INFO ] [CONFIGURE ] CMI: Testing feature 7/29: add_lag_shelf [2025-11-21T10:12:31.008265] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_lag_shelf'] [2025-11-21T10:12:31.174249] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:12:31.349255] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:31.520662] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:31.696394] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:31.870320] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:32.043188] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:32.213806] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:32.386087] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:32.558737] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:32.733221] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:32.733393] [INFO ] [CONFIGURE ] CMI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:12:32.733441] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11512 tests [2025-11-21T10:12:32.733479] [INFO ] [CONFIGURE ] CMI: Testing feature 8/29: add_macd [2025-11-21T10:12:32.733516] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:12:32.996909] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:33.264713] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:33.526230] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:12:33.784036] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:12:34.037903] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:34.317145] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:34.586152] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:34.855978] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:35.123729] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:35.404265] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:35.404478] [INFO ] [CONFIGURE ] CMI: DISCARDED add_macd (score: 40.00%) [2025-11-21T10:12:35.404537] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11511 tests [2025-11-21T10:12:35.404584] [INFO ] [CONFIGURE ] CMI: Testing feature 9/29: add_mfi [2025-11-21T10:12:35.404626] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_mfi'] [2025-11-21T10:12:35.586022] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:12:35.764924] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:35.943036] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:36.122903] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:36.303615] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:36.485439] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:36.669669] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:36.852962] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:37.047304] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:37.241403] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:37.241608] [INFO ] [CONFIGURE ] CMI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:12:37.241677] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11510 tests [2025-11-21T10:12:37.241750] [INFO ] [CONFIGURE ] CMI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:12:37.241800] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:12:37.510568] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:37.774479] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:12:38.051080] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:38.329696] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:38.596524] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:12:38.862591] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:39.133302] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:12:39.404778] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:39.667436] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:39.931593] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:39.931850] [INFO ] [CONFIGURE ] CMI: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-21T10:12:39.931922] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11509 tests [2025-11-21T10:12:39.931974] [INFO ] [CONFIGURE ] CMI: Testing feature 11/29: add_obv_daily [2025-11-21T10:12:39.932018] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T10:12:40.232562] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:40.530875] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:40.824489] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:41.114048] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:41.401963] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:12:41.701110] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:41.997305] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:12:42.295326] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:42.590672] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:12:42.892542] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:42.892756] [INFO ] [CONFIGURE ] CMI: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:12:42.892815] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11508 tests [2025-11-21T10:12:42.892864] [INFO ] [CONFIGURE ] CMI: Testing feature 12/29: add_obv_interval [2025-11-21T10:12:42.892909] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T10:12:43.186800] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:43.476840] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:43.793600] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:44.100271] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:44.410849] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:12:44.714247] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:45.013066] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:12:45.318057] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:45.628868] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:45.917265] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:45.917462] [INFO ] [CONFIGURE ] CMI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T10:12:45.917518] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11507 tests [2025-11-21T10:12:45.917564] [INFO ] [CONFIGURE ] CMI: Testing feature 13/29: add_opening_strength [2025-11-21T10:12:45.917609] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:12:46.230564] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:46.566625] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:12:46.989007] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:12:47.389673] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:12:47.745217] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:12:48.037784] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:48.336359] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:48.627024] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:48.906594] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:49.197578] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:49.197797] [INFO ] [CONFIGURE ] CMI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:12:49.197878] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11506 tests [2025-11-21T10:12:49.197926] [INFO ] [CONFIGURE ] CMI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:12:49.197968] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T10:12:49.526510] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:49.839403] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:12:50.155917] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:50.481258] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:12:50.774702] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:51.075464] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:51.367104] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:12:51.668132] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:51.969848] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:52.263251] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:52.263427] [INFO ] [CONFIGURE ] CMI: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-21T10:12:52.263491] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11505 tests [2025-11-21T10:12:52.263548] [INFO ] [CONFIGURE ] CMI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:12:52.263592] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T10:12:52.573573] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:52.897492] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:53.211585] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:12:53.535111] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:12:53.873621] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:12:54.190971] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:12:54.507411] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:54.821235] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:55.137868] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:55.454786] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:55.455002] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:12:55.455061] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11504 tests [2025-11-21T10:12:55.455100] [INFO ] [CONFIGURE ] CMI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:12:55.455139] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T10:12:55.781348] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:56.113490] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:56.441114] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:12:56.764366] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:12:57.117173] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:12:57.471796] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:12:57.818773] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:12:58.167342] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:12:58.516690] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:12:58.863201] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:12:58.863426] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:12:58.863495] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11503 tests [2025-11-21T10:12:58.863545] [INFO ] [CONFIGURE ] CMI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:12:58.863592] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T10:12:59.213371] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:12:59.534432] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:12:59.850735] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:13:00.207077] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:01.017093] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:13:01.340922] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:01.695450] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:13:02.044735] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:02.382902] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:02.725982] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:02.726211] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T10:13:02.726275] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11502 tests [2025-11-21T10:13:02.726326] [INFO ] [CONFIGURE ] CMI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:13:02.726370] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T10:13:03.054803] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:03.379586] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:03.716269] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:04.042539] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:04.366359] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:13:04.695581] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:05.024625] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:13:05.355614] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:05.701359] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:06.042449] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:06.042726] [INFO ] [CONFIGURE ] CMI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T10:13:06.042825] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11501 tests [2025-11-21T10:13:06.042880] [INFO ] [CONFIGURE ] CMI: Testing feature 20/29: add_price_rejection [2025-11-21T10:13:06.042926] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T10:13:06.406611] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:06.776463] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:07.142484] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:13:07.506772] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:07.860224] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:13:08.221278] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:08.578666] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:13:08.942578] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:09.316198] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:09.683749] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:09.683992] [INFO ] [CONFIGURE ] CMI: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T10:13:09.684058] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11500 tests [2025-11-21T10:13:09.684109] [INFO ] [CONFIGURE ] CMI: Testing feature 21/29: add_range_position [2025-11-21T10:13:09.684155] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T10:13:10.060446] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:10.438263] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:10.810974] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:13:11.186411] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:11.552794] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:13:11.938330] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:12.308031] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:13:12.692071] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:13.086438] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:13.443905] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:13.444147] [INFO ] [CONFIGURE ] CMI: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:13:13.444207] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11499 tests [2025-11-21T10:13:13.444259] [INFO ] [CONFIGURE ] CMI: Testing feature 22/29: add_realized_volatility [2025-11-21T10:13:13.444305] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T10:13:13.890144] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:14.354443] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:14.806098] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:13:15.268339] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:15.721975] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:13:16.189016] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:16.653300] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:13:17.124471] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:17.595564] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:18.059315] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:18.059524] [INFO ] [CONFIGURE ] CMI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T10:13:18.059584] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11498 tests [2025-11-21T10:13:18.059634] [INFO ] [CONFIGURE ] CMI: Testing feature 23/29: add_recent_range_context [2025-11-21T10:13:18.059698] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T10:13:18.403913] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:18.760301] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:19.104092] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:19.450349] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:13:19.790555] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:13:20.139337] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:20.484536] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:13:20.838699] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:21.192667] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:21.528558] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:21.528785] [INFO ] [CONFIGURE ] CMI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:13:21.528846] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11497 tests [2025-11-21T10:13:21.528899] [INFO ] [CONFIGURE ] CMI: Testing feature 24/29: add_rsi [2025-11-21T10:13:21.528949] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T10:13:21.910564] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:22.281669] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:13:22.659340] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:13:23.035903] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:13:23.416207] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:13:23.792944] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:24.182603] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:13:24.582356] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:24.977012] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:25.357476] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:25.357691] [INFO ] [CONFIGURE ] CMI: DISCARDED add_rsi (score: 80.00%) [2025-11-21T10:13:25.357802] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11496 tests [2025-11-21T10:13:25.357858] [INFO ] [CONFIGURE ] CMI: Testing feature 25/29: add_tick_distribution [2025-11-21T10:13:25.357908] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T10:13:25.693670] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:26.024278] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:13:26.369503] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:13:26.707205] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:27.037459] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:13:27.378687] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:27.715147] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:13:28.063574] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:28.403578] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:28.740133] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:28.740301] [INFO ] [CONFIGURE ] CMI: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:13:28.740359] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11495 tests [2025-11-21T10:13:28.740406] [INFO ] [CONFIGURE ] CMI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:13:28.740448] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T10:13:29.090959] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:29.447529] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:13:29.804693] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:30.151783] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:30.499150] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:13:30.849132] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:31.205746] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:13:31.553829] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:31.910320] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:32.264856] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:13:32.265028] [INFO ] [CONFIGURE ] CMI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:13:32.265088] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11494 tests [2025-11-21T10:13:32.265136] [INFO ] [CONFIGURE ] CMI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:13:32.265179] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T10:13:32.636435] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:33.008727] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:13:33.365445] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:13:33.730730] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:34.100054] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:13:34.469910] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:34.842054] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:13:35.213831] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:35.583554] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:35.963218] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:35.963409] [INFO ] [CONFIGURE ] CMI: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T10:13:35.963466] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11493 tests [2025-11-21T10:13:35.963512] [INFO ] [CONFIGURE ] CMI: Testing feature 28/29: add_volume_profile [2025-11-21T10:13:35.963555] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T10:13:36.309335] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:36.654889] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:13:37.007634] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:37.353329] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:13:37.704278] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:13:38.043602] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:38.384571] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:13:38.730514] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:39.082376] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:39.461522] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:39.461772] [INFO ] [CONFIGURE ] CMI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T10:13:39.461845] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11492 tests [2025-11-21T10:13:39.461911] [INFO ] [CONFIGURE ] CMI: Testing feature 29/29: add_vwap [2025-11-21T10:13:39.461973] [INFO ] [CONFIGURE ] CMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T10:13:39.948617] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:13:40.341930] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:40.709265] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:41.050663] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:13:41.386093] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:13:41.704772] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:42.053354] [DEBUG] [FORECASTER] CMI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:13:42.411261] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:13:42.768292] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:43.113869] [DEBUG] [FORECASTER] CMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:43.114041] [INFO ] [CONFIGURE ] CMI: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:13:43.114118] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11491 tests [2025-11-21T10:13:43.114168] [INFO ] [CONFIGURE ] CMI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:13:43.114209] [INFO ] [CONFIGURE ] CMI: Best accuracy: 80.00% [2025-11-21T10:13:43.114250] [INFO ] [CONFIGURE ] CMI: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T10:13:43.114290] [INFO ] [CONFIGURE ] CMI: Improvement over baseline: 30.00% [2025-11-21T10:13:43.114326] [INFO ] [CONFIGURE ] CMI: Total time: 1.4 minutes [2025-11-21T10:13:43.114362] [INFO ] [CONFIGURE ] CMI: Average time per feature: 3.0 seconds [2025-11-21T10:13:43.114400] [INFO ] [CONFIGURE ] CMI: Average speed: 0.34 features/sec [2025-11-21T10:13:43.114857] [INFO ] [LOCAL ] Saved configuration for CMI: 3 features, 80.00% accuracy -> ./output/feature-sets/CMI.json [2025-11-21T10:13:43.114915] [INFO ] [CONFIGURE ] CMI: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T10:13:43.114962] [INFO ] [sig ] [330/723] Successfully configured CMI | 0.01 sym/s | Total: 7.7h | ETA: 9.1h [2025-11-21T10:13:43.115005] [INFO ] [sig ] [331/723] Configuring CMP... [2025-11-21T10:13:43.115043] [INFO ] [CONFIGURE ] CMP: Configurate test run. [2025-11-21T10:13:43.115082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-11-21T10:13:43.191570] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMP'. [2025-11-21T10:13:43.191988] [INFO ] [CONFIGURE ] CMP: Testing with 29 available features [2025-11-21T10:13:43.192071] [INFO ] [CONFIGURE ] CMP: Establishing baseline with no features... [2025-11-21T10:13:43.389174] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:13:43.569111] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:43.750766] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:43.950622] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:13:44.156863] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:13:44.345174] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:44.544565] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:13:44.734480] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:13:44.925242] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:45.117704] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:45.117868] [INFO ] [CONFIGURE ] CMP: Baseline score (no features): 40.00% [2025-11-21T10:13:45.117914] [INFO ] [CONFIGURE ] CMP: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:13:45.117952] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:13:45.368179] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:13:45.599855] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:45.843202] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:46.063361] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:13:46.276057] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:13:46.488607] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:46.707259] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:13:46.912399] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:13:47.121710] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:13:47.334381] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:47.334564] [INFO ] [CONFIGURE ] CMP: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T10:13:47.334668] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11490 tests [2025-11-21T10:13:47.334770] [INFO ] [CONFIGURE ] CMP: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:13:47.334843] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:13:47.548775] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:13:47.772856] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:47.988288] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:48.207849] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:13:48.424188] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:13:48.645265] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:48.860112] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:13:49.081609] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:13:49.299546] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:49.525476] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:49.525838] [INFO ] [CONFIGURE ] CMP: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T10:13:49.525943] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11489 tests [2025-11-21T10:13:49.526051] [INFO ] [CONFIGURE ] CMP: Testing feature 3/29: add_daily_returns [2025-11-21T10:13:49.526140] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:13:49.749014] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:13:49.977440] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:50.204791] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:50.429746] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:13:50.658381] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:13:50.888591] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:51.113559] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:13:51.348766] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:13:51.573628] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:51.802982] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:51.803152] [INFO ] [CONFIGURE ] CMP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T10:13:51.803200] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11488 tests [2025-11-21T10:13:51.803239] [INFO ] [CONFIGURE ] CMP: Testing feature 4/29: add_ema [2025-11-21T10:13:51.803274] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T10:13:52.068414] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:13:52.325874] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:52.593320] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:52.853463] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:13:53.155692] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:13:53.441240] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:53.740572] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:13:54.025620] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:13:54.304851] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:13:54.620168] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:54.620385] [INFO ] [CONFIGURE ] CMP: DISCARDED add_ema (score: 40.00%) [2025-11-21T10:13:54.620449] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11487 tests [2025-11-21T10:13:54.620502] [INFO ] [CONFIGURE ] CMP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:13:54.620547] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:13:54.898249] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:13:55.169429] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:55.459389] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:55.749458] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:13:56.038762] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:13:56.324570] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:56.604471] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:13:56.895995] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:13:57.185364] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:13:57.470767] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:13:57.470967] [INFO ] [CONFIGURE ] CMP: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T10:13:57.471029] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11486 tests [2025-11-21T10:13:57.471079] [INFO ] [CONFIGURE ] CMP: Testing feature 6/29: add_failed_moves [2025-11-21T10:13:57.471117] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T10:13:57.721366] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:13:57.965117] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:13:58.193762] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:13:58.436175] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:13:58.703711] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:13:58.961172] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:13:59.207014] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:13:59.449827] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:13:59.703616] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:13:59.948135] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:13:59.948362] [INFO ] [CONFIGURE ] CMP: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T10:13:59.948431] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11485 tests [2025-11-21T10:13:59.948482] [INFO ] [CONFIGURE ] CMP: Testing feature 7/29: add_lag_shelf [2025-11-21T10:13:59.948524] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T10:14:00.952043] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:01.434012] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:01.664209] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:01.915071] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:14:02.133071] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:14:02.378146] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:02.602664] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:02.831124] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:03.061375] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:03.279258] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:03.279422] [INFO ] [CONFIGURE ] CMP: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T10:14:03.279469] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11484 tests [2025-11-21T10:14:03.279506] [INFO ] [CONFIGURE ] CMP: Testing feature 8/29: add_macd [2025-11-21T10:14:03.279542] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T10:14:03.610178] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:14:03.942376] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:04.268659] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:04.603000] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:04.938954] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:05.311004] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:05.673639] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:06.032620] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:14:06.412936] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:06.765098] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:14:06.765318] [INFO ] [CONFIGURE ] CMP: DISCARDED add_macd (score: 30.00%) [2025-11-21T10:14:06.765379] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11483 tests [2025-11-21T10:14:06.765427] [INFO ] [CONFIGURE ] CMP: Testing feature 9/29: add_mfi [2025-11-21T10:14:06.765472] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T10:14:07.019523] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:14:07.264931] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:07.499090] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:07.743088] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:07.977855] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:14:08.214413] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:08.452692] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:08.685873] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:08.938108] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:09.168680] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:09.168872] [INFO ] [CONFIGURE ] CMP: DISCARDED add_mfi (score: 60.00%) [2025-11-21T10:14:09.168929] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11482 tests [2025-11-21T10:14:09.168978] [INFO ] [CONFIGURE ] CMP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:14:09.169023] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:14:09.479587] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:09.788861] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:10.114385] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:10.431600] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:14:10.750942] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:11.080864] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:11.432281] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:14:11.776155] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:12.145986] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:12.495436] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:12.495683] [INFO ] [CONFIGURE ] CMP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:14:12.495745] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11481 tests [2025-11-21T10:14:12.495794] [INFO ] [CONFIGURE ] CMP: Testing feature 11/29: add_obv_daily [2025-11-21T10:14:12.495841] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T10:14:12.736407] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:12.976369] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:13.217551] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:13.472810] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:13.740989] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:14.011917] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:14.283021] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:14.553198] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:14.815142] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:15.085348] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:15.085580] [INFO ] [CONFIGURE ] CMP: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:14:15.085635] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11480 tests [2025-11-21T10:14:15.085707] [INFO ] [CONFIGURE ] CMP: Testing feature 12/29: add_obv_interval [2025-11-21T10:14:15.085745] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T10:14:15.334425] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:15.594401] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:15.862908] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:16.106560] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:16.362272] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:16.618200] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:16.898671] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:17.156027] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:17.407091] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:17.653928] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:17.654100] [INFO ] [CONFIGURE ] CMP: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T10:14:17.654159] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11479 tests [2025-11-21T10:14:17.654208] [INFO ] [CONFIGURE ] CMP: Testing feature 13/29: add_opening_strength [2025-11-21T10:14:17.654254] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:14:17.943852] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:18.229119] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:18.513394] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:18.806007] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:19.095471] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:19.385995] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:19.668098] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:19.951318] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:20.243086] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:20.531562] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:20.531786] [INFO ] [CONFIGURE ] CMP: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:14:20.531845] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11478 tests [2025-11-21T10:14:20.531893] [INFO ] [CONFIGURE ] CMP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:14:20.531934] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T10:14:20.797563] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:21.056976] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:21.311067] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:21.548683] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:21.792481] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:22.056432] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:22.311168] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:22.590573] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:22.875577] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:23.135613] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:23.135814] [INFO ] [CONFIGURE ] CMP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:14:23.135875] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11477 tests [2025-11-21T10:14:23.135923] [INFO ] [CONFIGURE ] CMP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:14:23.135967] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T10:14:23.365727] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:14:23.598395] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:23.822759] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:24.043119] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:14:24.273635] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:24.501821] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:24.723830] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:24.949953] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:25.180036] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:25.419113] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:25.419325] [INFO ] [CONFIGURE ] CMP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:14:25.419384] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11476 tests [2025-11-21T10:14:25.419433] [INFO ] [CONFIGURE ] CMP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:14:25.419482] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T10:14:25.669064] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:14:25.925090] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:26.178971] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:26.427821] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:26.690608] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:26.947861] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:27.216471] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:14:27.513900] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:27.786978] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:28.032515] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:28.032821] [INFO ] [CONFIGURE ] CMP: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:14:28.032884] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11475 tests [2025-11-21T10:14:28.032931] [INFO ] [CONFIGURE ] CMP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:14:28.032974] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T10:14:28.276252] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:14:28.535864] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:28.781785] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:29.023083] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:29.265053] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:29.515225] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:29.785682] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:30.043306] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:30.280152] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:30.518872] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:30.519049] [INFO ] [CONFIGURE ] CMP: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:14:30.519105] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11474 tests [2025-11-21T10:14:30.519150] [INFO ] [CONFIGURE ] CMP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:14:30.519191] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T10:14:30.754621] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:30.986772] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:31.221774] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:31.448881] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:31.682686] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:14:31.927841] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:32.183862] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:32.414898] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:32.639951] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:32.867541] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:32.867749] [INFO ] [CONFIGURE ] CMP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:14:32.867831] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11473 tests [2025-11-21T10:14:32.867881] [INFO ] [CONFIGURE ] CMP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:14:32.867927] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T10:14:33.092345] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:33.319188] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:33.540320] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:33.768218] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:14:33.995959] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:34.226232] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:34.459596] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:34.685443] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:34.907808] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:35.136088] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:35.136294] [INFO ] [CONFIGURE ] CMP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:14:35.136346] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11472 tests [2025-11-21T10:14:35.136387] [INFO ] [CONFIGURE ] CMP: Testing feature 20/29: add_price_rejection [2025-11-21T10:14:35.136424] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T10:14:35.373198] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:35.647961] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:35.887664] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:36.134515] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:14:36.401187] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:36.657749] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:36.903131] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:37.174689] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:37.456226] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:14:37.719267] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:37.719459] [INFO ] [CONFIGURE ] CMP: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:14:37.719515] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11471 tests [2025-11-21T10:14:37.719561] [INFO ] [CONFIGURE ] CMP: Testing feature 21/29: add_range_position [2025-11-21T10:14:37.719603] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T10:14:37.990226] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:38.264587] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:38.540355] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:38.821909] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:39.111446] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:39.398312] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:39.678353] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:39.953239] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:14:40.238190] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:40.542316] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:40.542564] [INFO ] [CONFIGURE ] CMP: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:14:40.542667] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11470 tests [2025-11-21T10:14:40.542742] [INFO ] [CONFIGURE ] CMP: Testing feature 22/29: add_realized_volatility [2025-11-21T10:14:40.542808] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T10:14:40.906742] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:41.252041] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:41.588246] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:41.946696] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:42.281192] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:42.641246] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:43.001789] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:43.363686] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:43.715149] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:44.080975] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:14:44.081165] [INFO ] [CONFIGURE ] CMP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T10:14:44.081222] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11469 tests [2025-11-21T10:14:44.081272] [INFO ] [CONFIGURE ] CMP: Testing feature 23/29: add_recent_range_context [2025-11-21T10:14:44.081315] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T10:14:44.314549] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:14:44.549123] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:44.789128] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:45.032134] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:45.272144] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:45.517041] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:45.752433] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:45.991747] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:46.244180] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:46.483069] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:46.483237] [INFO ] [CONFIGURE ] CMP: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T10:14:46.483292] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11468 tests [2025-11-21T10:14:46.483339] [INFO ] [CONFIGURE ] CMP: Testing feature 24/29: add_rsi [2025-11-21T10:14:46.483383] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T10:14:46.773167] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:47.059439] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:47.343393] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:14:47.614816] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:47.901710] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:48.182480] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:48.464924] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:48.750072] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:49.061825] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:14:49.364607] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:49.364818] [INFO ] [CONFIGURE ] CMP: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:14:49.364876] [INFO ] [CONFIGURE ] JOB ETA: 9.1h | Avg: 2.8s/test | Remaining: 11467 tests [2025-11-21T10:14:49.364921] [INFO ] [CONFIGURE ] CMP: Testing feature 25/29: add_tick_distribution [2025-11-21T10:14:49.364995] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T10:14:49.588497] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:49.825068] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:50.076462] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:14:50.317792] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:14:50.560340] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:50.799803] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:51.046279] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:51.284115] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:51.525182] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:51.769971] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:51.770149] [INFO ] [CONFIGURE ] CMP: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:14:51.770210] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11466 tests [2025-11-21T10:14:51.770257] [INFO ] [CONFIGURE ] CMP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:14:51.770298] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T10:14:52.017059] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:52.271103] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:52.522705] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:52.781092] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:53.032260] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:53.285883] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:53.528505] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:53.789687] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:54.037459] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:54.274718] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:54.274903] [INFO ] [CONFIGURE ] CMP: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:14:54.274959] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11465 tests [2025-11-21T10:14:54.275006] [INFO ] [CONFIGURE ] CMP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:14:54.275048] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T10:14:54.546359] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:54.809159] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:55.062414] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:55.317211] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:14:55.576408] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:14:55.830138] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:56.084036] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:56.335229] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:56.592951] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:56.855280] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:56.855501] [INFO ] [CONFIGURE ] CMP: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:14:56.855571] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11464 tests [2025-11-21T10:14:56.855630] [INFO ] [CONFIGURE ] CMP: Testing feature 28/29: add_volume_profile [2025-11-21T10:14:56.855716] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T10:14:57.100826] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:14:57.348168] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:14:57.591670] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:14:57.834507] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:14:58.072055] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:14:58.313361] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:14:58.552116] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:14:58.795146] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:14:59.036009] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:14:59.281614] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:14:59.281807] [INFO ] [CONFIGURE ] CMP: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:14:59.281866] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11463 tests [2025-11-21T10:14:59.281914] [INFO ] [CONFIGURE ] CMP: Testing feature 29/29: add_vwap [2025-11-21T10:14:59.281959] [INFO ] [CONFIGURE ] CMP: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T10:14:59.525628] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:14:59.766850] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:15:00.008909] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:15:00.253886] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:15:01.195060] [DEBUG] [FORECASTER] CMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:15:01.570040] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:15:01.829134] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:15:02.088357] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:02.342761] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:15:02.587993] [DEBUG] [FORECASTER] CMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:02.588182] [INFO ] [CONFIGURE ] CMP: DISCARDED add_vwap (score: 60.00%) [2025-11-21T10:15:02.588233] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11462 tests [2025-11-21T10:15:02.588281] [INFO ] [CONFIGURE ] CMP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:15:02.588317] [INFO ] [CONFIGURE ] CMP: Best accuracy: 80.00% [2025-11-21T10:15:02.588356] [INFO ] [CONFIGURE ] CMP: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T10:15:02.588393] [INFO ] [CONFIGURE ] CMP: Improvement over baseline: 40.00% [2025-11-21T10:15:02.588448] [INFO ] [CONFIGURE ] CMP: Total time: 1.3 minutes [2025-11-21T10:15:02.588488] [INFO ] [CONFIGURE ] CMP: Average time per feature: 2.7 seconds [2025-11-21T10:15:02.588523] [INFO ] [CONFIGURE ] CMP: Average speed: 0.37 features/sec [2025-11-21T10:15:02.588831] [INFO ] [LOCAL ] Saved configuration for CMP: 1 features, 80.00% accuracy -> ./output/feature-sets/CMP.json [2025-11-21T10:15:02.588889] [INFO ] [CONFIGURE ] CMP: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T10:15:02.588937] [INFO ] [sig ] [331/723] Successfully configured CMP | 0.01 sym/s | Total: 7.7h | ETA: 9.1h [2025-11-21T10:15:02.588981] [INFO ] [sig ] [332/723] Configuring CMPO... [2025-11-21T10:15:02.589018] [INFO ] [CONFIGURE ] CMPO: Configurate test run. [2025-11-21T10:15:02.589056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-11-21T10:15:02.665488] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMPO'. [2025-11-21T10:15:02.666117] [INFO ] [CONFIGURE ] CMPO: Testing with 29 available features [2025-11-21T10:15:02.666180] [INFO ] [CONFIGURE ] CMPO: Establishing baseline with no features... [2025-11-21T10:15:02.862970] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:03.046893] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:03.221244] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:03.396146] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:03.567912] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:03.742813] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:03.922080] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:04.112719] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:04.296158] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:04.475628] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:04.475814] [INFO ] [CONFIGURE ] CMPO: Baseline score (no features): 70.00% [2025-11-21T10:15:04.475865] [INFO ] [CONFIGURE ] CMPO: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:15:04.475904] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:15:04.687366] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:04.895317] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:05.106356] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:05.314597] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:05.537076] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:15:05.756838] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:05.968131] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:15:06.175909] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:06.382740] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:06.596604] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:06.596809] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T10:15:06.596861] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11461 tests [2025-11-21T10:15:06.596920] [INFO ] [CONFIGURE ] CMPO: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:15:06.596979] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:15:06.802284] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:07.029134] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:07.282314] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:07.511173] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:15:07.736431] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:15:07.966978] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:08.200422] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:08.433747] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:08.663019] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:15:08.887191] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:08.887370] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T10:15:08.887424] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11460 tests [2025-11-21T10:15:08.887468] [INFO ] [CONFIGURE ] CMPO: Testing feature 3/29: add_daily_returns [2025-11-21T10:15:08.887509] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_daily_returns'] [2025-11-21T10:15:09.088752] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:09.277054] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:09.467129] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:09.653138] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:09.843741] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:10.031624] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:10.222827] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:10.410094] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:10.599835] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:15:10.790841] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:10.791005] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T10:15:10.791053] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11459 tests [2025-11-21T10:15:10.791090] [INFO ] [CONFIGURE ] CMPO: Testing feature 4/29: add_ema [2025-11-21T10:15:10.791125] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_ema'] [2025-11-21T10:15:11.014031] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:11.240852] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:11.461438] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:11.685707] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:11.916170] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:12.130742] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:12.348940] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:15:12.563449] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:12.783004] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:12.993903] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:12.994081] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:15:12.994128] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11458 tests [2025-11-21T10:15:12.994167] [INFO ] [CONFIGURE ] CMPO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:15:12.994202] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:15:13.207611] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:13.431458] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:13.657177] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:13.885284] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:14.111328] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:14.346062] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:14.597896] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:14.838109] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:15.067916] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:15:15.310076] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:15.310241] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:15:15.310299] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11457 tests [2025-11-21T10:15:15.310362] [INFO ] [CONFIGURE ] CMPO: Testing feature 6/29: add_failed_moves [2025-11-21T10:15:15.310410] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_failed_moves'] [2025-11-21T10:15:15.504951] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:15.708865] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:15.902519] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:16.094589] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:16.300696] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:16.511773] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:16.718374] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:16.926738] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:17.140337] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:17.347592] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:17.347810] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T10:15:17.347892] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11456 tests [2025-11-21T10:15:17.347956] [INFO ] [CONFIGURE ] CMPO: Testing feature 7/29: add_lag_shelf [2025-11-21T10:15:17.348005] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_lag_shelf'] [2025-11-21T10:15:17.548333] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:17.736504] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:17.940991] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:18.127674] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:18.313951] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:18.508825] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:18.701087] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:18.896365] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:19.094429] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:19.283149] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:19.283307] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:15:19.283354] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11455 tests [2025-11-21T10:15:19.283392] [INFO ] [CONFIGURE ] CMPO: Testing feature 8/29: add_macd [2025-11-21T10:15:19.283428] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:15:19.571044] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:19.867134] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:20.174194] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:20.465990] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:20.754100] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:21.054566] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:21.347186] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:21.633729] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:21.920870] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:15:22.230941] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:22.231099] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_macd (score: 60.00%) [2025-11-21T10:15:22.231158] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11454 tests [2025-11-21T10:15:22.231196] [INFO ] [CONFIGURE ] CMPO: Testing feature 9/29: add_mfi [2025-11-21T10:15:22.231245] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_mfi'] [2025-11-21T10:15:22.430624] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:22.631454] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:22.832370] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:23.035264] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:23.232393] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:23.432425] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:23.635581] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:23.834541] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:24.037003] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:24.238931] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:24.239363] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_mfi (score: 70.00%) [2025-11-21T10:15:24.239414] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11453 tests [2025-11-21T10:15:24.239453] [INFO ] [CONFIGURE ] CMPO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:15:24.239489] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:15:24.533333] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:24.822519] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:25.088942] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:25.356440] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:25.644461] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:15:25.930871] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:26.220762] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:15:26.511743] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:26.804658] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:27.082726] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:27.082910] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T10:15:27.082966] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11452 tests [2025-11-21T10:15:27.083012] [INFO ] [CONFIGURE ] CMPO: Testing feature 11/29: add_obv_daily [2025-11-21T10:15:27.083054] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_obv_daily'] [2025-11-21T10:15:27.298799] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:27.515958] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:27.727414] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:27.941926] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:28.155011] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:28.367506] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:28.579952] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:28.794701] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:29.016052] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:29.238128] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:29.238313] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:15:29.238362] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11451 tests [2025-11-21T10:15:29.238399] [INFO ] [CONFIGURE ] CMPO: Testing feature 12/29: add_obv_interval [2025-11-21T10:15:29.238432] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_obv_interval'] [2025-11-21T10:15:29.445411] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:29.669935] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:29.884150] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:30.096314] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:30.308899] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:30.525258] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:30.740711] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:30.952861] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:31.169038] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:31.384860] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:31.385044] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:15:31.385092] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11450 tests [2025-11-21T10:15:31.385131] [INFO ] [CONFIGURE ] CMPO: Testing feature 13/29: add_opening_strength [2025-11-21T10:15:31.385167] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T10:15:31.615094] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:31.834409] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:32.068233] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:32.278560] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:32.488109] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:15:32.697003] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:32.909899] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:33.117251] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:33.324816] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:33.540602] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:33.540783] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:15:33.540850] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11449 tests [2025-11-21T10:15:33.540904] [INFO ] [CONFIGURE ] CMPO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:15:33.540949] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T10:15:33.741442] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:33.945436] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:34.150573] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:34.354292] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:34.562463] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:34.764967] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:34.979239] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:35.195026] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:35.413938] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:35.622205] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:35.622375] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:15:35.622422] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11448 tests [2025-11-21T10:15:35.622460] [INFO ] [CONFIGURE ] CMPO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:15:35.622517] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T10:15:35.799779] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:35.980177] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:36.156987] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:36.340879] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:36.520857] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:36.697471] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:36.872609] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:15:37.051926] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:37.265380] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:37.473146] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:37.473485] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:15:37.473607] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11447 tests [2025-11-21T10:15:37.473752] [INFO ] [CONFIGURE ] CMPO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:15:37.473842] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T10:15:37.730053] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:37.953397] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:38.185085] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:38.389414] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:38.591354] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:38.790938] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:39.003171] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:39.198661] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:39.396547] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:39.595530] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:39.595727] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:15:39.595803] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11446 tests [2025-11-21T10:15:39.595972] [INFO ] [CONFIGURE ] CMPO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:15:39.596055] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_pbf_return_2d'] [2025-11-21T10:15:39.814935] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:40.015363] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:40.213123] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:40.415888] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:40.629091] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:15:40.833079] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:41.041312] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:41.245401] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:41.463787] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:41.679952] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:41.680128] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T10:15:41.680175] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11445 tests [2025-11-21T10:15:41.680212] [INFO ] [CONFIGURE ] CMPO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:15:41.680246] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T10:15:41.855946] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:42.032764] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:42.212858] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:42.388673] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:42.562468] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:42.740600] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:42.916559] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:43.092587] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:43.271608] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:43.446928] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:43.447231] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T10:15:43.447336] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11444 tests [2025-11-21T10:15:43.447421] [INFO ] [CONFIGURE ] CMPO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:15:43.447521] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T10:15:43.633013] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:43.812687] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:43.987939] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:44.169935] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:44.353368] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:44.545714] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:44.723470] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:44.900499] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:45.079398] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:45.273496] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:45.273685] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:15:45.273770] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11443 tests [2025-11-21T10:15:45.273821] [INFO ] [CONFIGURE ] CMPO: Testing feature 20/29: add_price_rejection [2025-11-21T10:15:45.273866] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_price_rejection'] [2025-11-21T10:15:45.471012] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:45.665055] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:45.861177] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:46.063418] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:46.285215] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:46.498475] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:46.701252] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:46.896996] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:47.097093] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:47.307252] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:47.307594] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:15:47.307719] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11442 tests [2025-11-21T10:15:47.307844] [INFO ] [CONFIGURE ] CMPO: Testing feature 21/29: add_range_position [2025-11-21T10:15:47.307927] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_range_position'] [2025-11-21T10:15:47.565201] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:47.817935] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:48.015942] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:48.229150] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:48.436584] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:48.643342] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:48.864575] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:15:49.076751] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:49.287369] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:49.510270] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:49.510443] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:15:49.510494] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11441 tests [2025-11-21T10:15:49.510535] [INFO ] [CONFIGURE ] CMPO: Testing feature 22/29: add_realized_volatility [2025-11-21T10:15:49.510571] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_realized_volatility'] [2025-11-21T10:15:49.816119] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:50.132344] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:50.423313] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:50.720557] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:51.029137] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:15:51.334247] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:51.648828] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:51.970144] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:52.310466] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:52.637798] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:52.638056] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:15:52.638185] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11440 tests [2025-11-21T10:15:52.638239] [INFO ] [CONFIGURE ] CMPO: Testing feature 23/29: add_recent_range_context [2025-11-21T10:15:52.638283] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_recent_range_context'] [2025-11-21T10:15:52.836699] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:53.051936] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:53.253229] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:53.452902] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:53.656328] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:15:53.860185] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:54.064906] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:15:54.253526] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:15:54.447688] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:54.636407] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:15:54.636580] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T10:15:54.636628] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11439 tests [2025-11-21T10:15:54.636689] [INFO ] [CONFIGURE ] CMPO: Testing feature 24/29: add_rsi [2025-11-21T10:15:54.636756] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T10:15:54.874620] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:55.117258] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:55.354763] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:55.598634] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:55.828886] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:56.061205] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:56.295991] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:15:56.543994] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:56.800456] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:15:57.047381] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:57.047577] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T10:15:57.047675] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11438 tests [2025-11-21T10:15:57.047735] [INFO ] [CONFIGURE ] CMPO: Testing feature 25/29: add_tick_distribution [2025-11-21T10:15:57.047780] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_tick_distribution'] [2025-11-21T10:15:57.246848] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:15:57.434208] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:15:57.636790] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:57.833044] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:58.025586] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:15:58.212170] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:15:58.402598] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:15:58.592340] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:15:58.780028] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:15:58.972875] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:15:58.973023] [INFO ] [CONFIGURE ] CMPO: KEPT add_tick_distribution (score: 80.00%) [2025-11-21T10:15:58.973070] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11437 tests [2025-11-21T10:15:58.973108] [INFO ] [CONFIGURE ] CMPO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:15:58.973142] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T10:15:59.170591] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:15:59.368831] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:15:59.568116] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:15:59.767623] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:15:59.968480] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:16:00.168002] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:16:00.374008] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:16:01.286840] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:01.621472] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:16:01.860438] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:16:01.860639] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T10:16:01.860723] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11436 tests [2025-11-21T10:16:01.860773] [INFO ] [CONFIGURE ] CMPO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:16:01.860817] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T10:16:02.106248] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:02.343204] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:16:02.599567] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:16:02.846783] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:03.092958] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:16:03.335577] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:16:03.603155] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:16:03.851751] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:04.103891] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:16:04.362069] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:16:04.362256] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:16:04.362317] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11435 tests [2025-11-21T10:16:04.362365] [INFO ] [CONFIGURE ] CMPO: Testing feature 28/29: add_volume_profile [2025-11-21T10:16:04.362433] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_tick_distribution', 'add_volume_profile'] [2025-11-21T10:16:04.593129] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:16:04.824568] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:16:05.049858] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:16:05.267065] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:05.492949] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:16:05.726889] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:16:05.957595] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:16:06.197775] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:06.420863] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:16:06.646549] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:16:06.646906] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:16:06.647043] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11434 tests [2025-11-21T10:16:06.647154] [INFO ] [CONFIGURE ] CMPO: Testing feature 29/29: add_vwap [2025-11-21T10:16:06.647234] [INFO ] [CONFIGURE ] CMPO: Testing with features: ['add_tick_distribution', 'add_vwap'] [2025-11-21T10:16:06.866219] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:07.087436] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:16:07.315817] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:16:07.527624] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:07.738044] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:16:07.947361] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:16:08.149941] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:16:08.355308] [DEBUG] [FORECASTER] CMPO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:08.578600] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:16:08.809257] [DEBUG] [FORECASTER] CMPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:16:08.809428] [INFO ] [CONFIGURE ] CMPO: DISCARDED add_vwap (score: 60.00%) [2025-11-21T10:16:08.809477] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11433 tests [2025-11-21T10:16:08.809517] [INFO ] [CONFIGURE ] CMPO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:16:08.809553] [INFO ] [CONFIGURE ] CMPO: Best accuracy: 80.00% [2025-11-21T10:16:08.809589] [INFO ] [CONFIGURE ] CMPO: Best feature set (1 features): ['add_tick_distribution'] [2025-11-21T10:16:08.809622] [INFO ] [CONFIGURE ] CMPO: Improvement over baseline: 10.00% [2025-11-21T10:16:08.809676] [INFO ] [CONFIGURE ] CMPO: Total time: 1.1 minutes [2025-11-21T10:16:08.809720] [INFO ] [CONFIGURE ] CMPO: Average time per feature: 2.2 seconds [2025-11-21T10:16:08.809780] [INFO ] [CONFIGURE ] CMPO: Average speed: 0.45 features/sec [2025-11-21T10:16:08.810089] [INFO ] [LOCAL ] Saved configuration for CMPO: 1 features, 80.00% accuracy -> ./output/feature-sets/CMPO.json [2025-11-21T10:16:08.810151] [INFO ] [CONFIGURE ] CMPO: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T10:16:08.810204] [INFO ] [sig ] [332/723] Successfully configured CMPO | 0.01 sym/s | Total: 7.7h | ETA: 9.1h [2025-11-21T10:16:08.810260] [INFO ] [sig ] [333/723] Configuring CMRE... [2025-11-21T10:16:08.810305] [INFO ] [CONFIGURE ] CMRE: Configurate test run. [2025-11-21T10:16:08.810363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-11-21T10:16:08.886912] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMRE'. [2025-11-21T10:16:08.887287] [INFO ] [CONFIGURE ] CMRE: Testing with 29 available features [2025-11-21T10:16:08.887350] [INFO ] [CONFIGURE ] CMRE: Establishing baseline with no features... [2025-11-21T10:16:09.062823] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:09.236464] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:09.404294] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:09.573819] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:09.744379] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:09.918595] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:10.097886] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:10.265703] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:10.435026] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:10.610791] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:10.610958] [INFO ] [CONFIGURE ] CMRE: Baseline score (no features): 80.00% [2025-11-21T10:16:10.611006] [INFO ] [CONFIGURE ] CMRE: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:16:10.611044] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:16:10.823254] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:11.058938] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:11.283592] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:11.510837] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:11.743165] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:11.973136] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:12.195381] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:16:12.430235] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:12.667731] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:12.893858] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:12.894035] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T10:16:12.894081] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11432 tests [2025-11-21T10:16:12.894117] [INFO ] [CONFIGURE ] CMRE: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:16:12.894151] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:16:13.117522] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:13.344979] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:13.623884] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:13.857708] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:14.087915] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:14.322867] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:16:14.562834] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:16:14.791943] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:15.025407] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:15.256167] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:15.256502] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T10:16:15.256626] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11431 tests [2025-11-21T10:16:15.256780] [INFO ] [CONFIGURE ] CMRE: Testing feature 3/29: add_daily_returns [2025-11-21T10:16:15.256861] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_daily_returns'] [2025-11-21T10:16:15.456842] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:15.664321] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:15.865213] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:16.056793] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:16.245527] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:16.430108] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:16.613516] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:16.798944] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:16.992155] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:17.180576] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:16:17.180757] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T10:16:17.180812] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11430 tests [2025-11-21T10:16:17.180857] [INFO ] [CONFIGURE ] CMRE: Testing feature 4/29: add_ema [2025-11-21T10:16:17.180894] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_ema'] [2025-11-21T10:16:17.414410] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:16:17.640723] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:17.862861] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:18.092757] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:18.315523] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:18.534714] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:18.757288] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:18.985396] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:19.206805] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:19.457086] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:19.457466] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:16:19.457519] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11429 tests [2025-11-21T10:16:19.457556] [INFO ] [CONFIGURE ] CMRE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:16:19.457627] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:16:19.685194] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:19.914266] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:20.150624] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:20.381923] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:20.616700] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:16:20.847863] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:21.070409] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:16:21.292041] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:21.511141] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:21.740429] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:21.740613] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:16:21.740691] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11428 tests [2025-11-21T10:16:21.740739] [INFO ] [CONFIGURE ] CMRE: Testing feature 6/29: add_failed_moves [2025-11-21T10:16:21.740783] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_failed_moves'] [2025-11-21T10:16:21.925611] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:22.113748] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:22.304786] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:22.496498] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:22.682872] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:16:22.870863] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:23.056344] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:23.242073] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:23.427887] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:23.616478] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:23.616656] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T10:16:23.616713] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11427 tests [2025-11-21T10:16:23.616759] [INFO ] [CONFIGURE ] CMRE: Testing feature 7/29: add_lag_shelf [2025-11-21T10:16:23.616799] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_lag_shelf'] [2025-11-21T10:16:23.782238] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:23.946462] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:24.114881] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:24.282320] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:24.448962] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:24.636120] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:24.822834] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:25.036373] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:25.279607] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:25.517509] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:25.517748] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T10:16:25.517835] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11426 tests [2025-11-21T10:16:25.517901] [INFO ] [CONFIGURE ] CMRE: Testing feature 8/29: add_macd [2025-11-21T10:16:25.517964] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:16:25.826118] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:26.094509] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:26.363237] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:26.635540] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:26.905353] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:16:27.176920] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:16:27.487533] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:27.801512] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:28.090266] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:28.384412] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:16:28.385738] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_macd (score: 70.00%) [2025-11-21T10:16:28.385815] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11425 tests [2025-11-21T10:16:28.385865] [INFO ] [CONFIGURE ] CMRE: Testing feature 9/29: add_mfi [2025-11-21T10:16:28.385909] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_mfi'] [2025-11-21T10:16:28.584427] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:28.784060] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:28.977235] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:29.175940] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:29.376470] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:29.567762] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:29.771998] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:29.973351] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:30.161329] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:30.358744] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:30.358924] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_mfi (score: 80.00%) [2025-11-21T10:16:30.358972] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11424 tests [2025-11-21T10:16:30.359010] [INFO ] [CONFIGURE ] CMRE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:16:30.359044] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:16:30.647202] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:30.933078] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:31.233718] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:31.528501] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:31.805439] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:16:32.074616] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:32.354434] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:16:32.632703] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:32.915673] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:33.212977] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:33.213149] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T10:16:33.213205] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11423 tests [2025-11-21T10:16:33.213250] [INFO ] [CONFIGURE ] CMRE: Testing feature 11/29: add_obv_daily [2025-11-21T10:16:33.213290] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_obv_daily'] [2025-11-21T10:16:33.420694] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:33.644728] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:16:33.854806] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:34.060396] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:34.266583] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:34.467100] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:34.666021] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:34.877472] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:35.083629] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:16:35.287754] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:16:35.287924] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T10:16:35.287973] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11422 tests [2025-11-21T10:16:35.288011] [INFO ] [CONFIGURE ] CMRE: Testing feature 12/29: add_obv_interval [2025-11-21T10:16:35.288044] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_obv_interval'] [2025-11-21T10:16:35.474166] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:35.664078] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:35.853933] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:36.049856] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:36.237816] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:36.424825] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:36.623467] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:36.812934] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:37.010635] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:16:37.213926] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:16:37.214087] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:16:37.214156] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11421 tests [2025-11-21T10:16:37.214195] [INFO ] [CONFIGURE ] CMRE: Testing feature 13/29: add_opening_strength [2025-11-21T10:16:37.214230] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T10:16:37.438060] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:16:37.665921] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:37.882795] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:38.099574] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:38.322167] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:38.551949] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:38.775479] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:16:39.005765] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:39.218837] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:39.429103] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:16:39.429294] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T10:16:39.429345] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11420 tests [2025-11-21T10:16:39.429383] [INFO ] [CONFIGURE ] CMRE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:16:39.429420] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T10:16:39.652310] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:39.864011] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:40.075335] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:40.285867] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:40.492523] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:16:40.702611] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:16:40.907838] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:41.112120] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:41.317981] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:41.534490] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:41.534686] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:16:41.534764] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11419 tests [2025-11-21T10:16:41.534815] [INFO ] [CONFIGURE ] CMRE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:16:41.534863] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T10:16:41.712699] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:41.883863] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:42.052510] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:42.232524] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:42.411104] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:42.611300] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:42.807209] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:16:42.987068] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:43.174821] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:43.369805] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:16:43.369967] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T10:16:43.370014] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11418 tests [2025-11-21T10:16:43.370052] [INFO ] [CONFIGURE ] CMRE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:16:43.370086] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T10:16:43.580607] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:43.814048] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:44.034270] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:44.255842] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:44.470869] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:44.689429] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:44.905625] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:45.109925] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:45.310262] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:45.508670] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:45.508848] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:16:45.508900] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11417 tests [2025-11-21T10:16:45.508940] [INFO ] [CONFIGURE ] CMRE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:16:45.508976] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_pbf_return_2d'] [2025-11-21T10:16:45.703318] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:45.904403] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:46.120686] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:46.336925] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:46.579898] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:46.797829] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:47.004214] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:47.201268] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:47.410532] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:47.613195] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:47.613361] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T10:16:47.613408] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11416 tests [2025-11-21T10:16:47.613445] [INFO ] [CONFIGURE ] CMRE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:16:47.613479] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T10:16:47.785770] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:47.957775] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:48.133625] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:48.307880] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:48.481824] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:48.659328] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:48.843466] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:49.021743] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:49.213947] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:49.388374] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:49.388539] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T10:16:49.388589] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11415 tests [2025-11-21T10:16:49.388627] [INFO ] [CONFIGURE ] CMRE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:16:49.388686] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T10:16:49.566046] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:49.745276] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:49.924960] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:50.110020] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:50.291737] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:50.473054] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:50.653035] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:50.830818] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:51.008822] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:51.188513] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:51.188731] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T10:16:51.188791] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11414 tests [2025-11-21T10:16:51.188835] [INFO ] [CONFIGURE ] CMRE: Testing feature 20/29: add_price_rejection [2025-11-21T10:16:51.188876] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_price_rejection'] [2025-11-21T10:16:51.375943] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:51.562906] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:51.752095] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:51.942434] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:52.133026] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:16:52.328833] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:52.522113] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:52.718458] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:52.917119] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:53.117116] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:16:53.117277] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:16:53.117324] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11413 tests [2025-11-21T10:16:53.117361] [INFO ] [CONFIGURE ] CMRE: Testing feature 21/29: add_range_position [2025-11-21T10:16:53.117394] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_range_position'] [2025-11-21T10:16:53.330764] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:16:53.557123] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:53.784928] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:16:53.997265] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:54.226905] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:54.471842] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:54.705157] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:54.940036] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:16:55.172100] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:55.400978] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:16:55.401148] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:16:55.401195] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11412 tests [2025-11-21T10:16:55.401232] [INFO ] [CONFIGURE ] CMRE: Testing feature 22/29: add_realized_volatility [2025-11-21T10:16:55.401265] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_realized_volatility'] [2025-11-21T10:16:55.708104] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:56.035979] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:56.340763] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:56.649754] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:56.959834] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:16:57.304431] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:57.632124] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:16:57.931797] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:16:58.226208] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:16:58.517725] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:16:58.517967] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:16:58.518034] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11411 tests [2025-11-21T10:16:58.518087] [INFO ] [CONFIGURE ] CMRE: Testing feature 23/29: add_recent_range_context [2025-11-21T10:16:58.518129] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_recent_range_context'] [2025-11-21T10:16:58.695471] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:16:58.880085] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:16:59.077477] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:16:59.261697] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:16:59.445924] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:16:59.634671] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:16:59.820262] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:00.004893] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:17:00.206193] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:17:00.393254] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:17:00.393417] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:17:00.393467] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11410 tests [2025-11-21T10:17:00.393507] [INFO ] [CONFIGURE ] CMRE: Testing feature 24/29: add_rsi [2025-11-21T10:17:00.393545] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T10:17:01.338209] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:17:01.720860] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:01.976118] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:02.218374] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:17:02.474294] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:02.734565] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:02.987500] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:03.245019] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:17:03.496553] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:17:03.775776] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:17:03.776000] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:17:03.776058] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11409 tests [2025-11-21T10:17:03.776100] [INFO ] [CONFIGURE ] CMRE: Testing feature 25/29: add_tick_distribution [2025-11-21T10:17:03.776151] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_tick_distribution'] [2025-11-21T10:17:03.990387] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:17:04.194052] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:04.398374] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:17:04.613948] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:17:04.822638] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:05.025283] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:05.233118] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:05.436523] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:17:05.641221] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:17:05.838443] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:17:05.838616] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T10:17:05.838739] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11408 tests [2025-11-21T10:17:05.838809] [INFO ] [CONFIGURE ] CMRE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:17:05.838868] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T10:17:06.042572] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:17:06.246488] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:06.440826] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:06.637849] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:17:06.837198] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:07.036303] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:07.239202] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:07.450931] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:17:07.659271] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:17:07.872669] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:17:07.872849] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:17:07.872897] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11407 tests [2025-11-21T10:17:07.872935] [INFO ] [CONFIGURE ] CMRE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:17:07.872970] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_volume_price_divergence'] [2025-11-21T10:17:08.090951] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:17:08.308024] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:08.521590] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:08.734415] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:17:08.948417] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:17:09.161049] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:09.381136] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:09.589562] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:17:09.799045] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:17:10.012569] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:17:10.012754] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:17:10.012827] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11406 tests [2025-11-21T10:17:10.012885] [INFO ] [CONFIGURE ] CMRE: Testing feature 28/29: add_volume_profile [2025-11-21T10:17:10.012943] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_volume_profile'] [2025-11-21T10:17:10.214042] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:17:10.421585] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:10.623072] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:17:10.829344] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:17:11.045340] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:11.255756] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:11.467614] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:11.676204] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:17:11.893547] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:17:12.121936] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:17:12.122225] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T10:17:12.122329] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11405 tests [2025-11-21T10:17:12.122420] [INFO ] [CONFIGURE ] CMRE: Testing feature 29/29: add_vwap [2025-11-21T10:17:12.122520] [INFO ] [CONFIGURE ] CMRE: Testing with features: ['add_vwap'] [2025-11-21T10:17:12.341194] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:17:12.566349] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:12.792934] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:13.012747] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:17:13.226738] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:17:13.438816] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:13.656558] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:13.872639] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:17:14.112095] [DEBUG] [FORECASTER] CMRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:17:14.334020] [DEBUG] [FORECASTER] CMRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:17:14.334185] [INFO ] [CONFIGURE ] CMRE: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:17:14.334234] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11404 tests [2025-11-21T10:17:14.334274] [INFO ] [CONFIGURE ] CMRE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:17:14.334309] [INFO ] [CONFIGURE ] CMRE: Best accuracy: 80.00% [2025-11-21T10:17:14.334343] [INFO ] [CONFIGURE ] CMRE: Best feature set (0 features): [] [2025-11-21T10:17:14.334375] [INFO ] [CONFIGURE ] CMRE: Improvement over baseline: 0.00% [2025-11-21T10:17:14.334406] [INFO ] [CONFIGURE ] CMRE: Total time: 1.1 minutes [2025-11-21T10:17:14.334437] [INFO ] [CONFIGURE ] CMRE: Average time per feature: 2.2 seconds [2025-11-21T10:17:14.334492] [INFO ] [CONFIGURE ] CMRE: Average speed: 0.46 features/sec [2025-11-21T10:17:14.334794] [INFO ] [LOCAL ] Saved configuration for CMRE: 0 features, 80.00% accuracy -> ./output/feature-sets/CMRE.json [2025-11-21T10:17:14.334873] [INFO ] [CONFIGURE ] CMRE: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T10:17:14.334925] [INFO ] [sig ] [333/723] Successfully configured CMRE | 0.01 sym/s | Total: 7.7h | ETA: 9.0h [2025-11-21T10:17:14.334973] [INFO ] [sig ] [334/723] Configuring CMS... [2025-11-21T10:17:14.335016] [INFO ] [CONFIGURE ] CMS: Configurate test run. [2025-11-21T10:17:14.335059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-11-21T10:17:14.444846] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMS'. [2025-11-21T10:17:14.445613] [INFO ] [CONFIGURE ] CMS: Testing with 29 available features [2025-11-21T10:17:14.445728] [INFO ] [CONFIGURE ] CMS: Establishing baseline with no features... [2025-11-21T10:17:14.645277] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:14.847738] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:15.049193] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:15.251456] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:15.460960] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:15.710377] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:15.888931] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:16.055970] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:17:16.222754] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:17:16.395237] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:17:16.395400] [INFO ] [CONFIGURE ] CMS: Baseline score (no features): 30.00% [2025-11-21T10:17:16.395450] [INFO ] [CONFIGURE ] CMS: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:17:16.395489] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:17:16.601781] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:16.798993] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:17.008183] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:17.223141] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:17.456807] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:17.746689] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:18.023259] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:18.249677] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:18.495002] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:18.725619] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:18.725978] [INFO ] [CONFIGURE ] CMS: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T10:17:18.726090] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11403 tests [2025-11-21T10:17:18.726179] [INFO ] [CONFIGURE ] CMS: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:17:18.726296] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:17:18.987831] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:19.247408] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:19.523126] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:19.790570] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:17:20.057254] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:20.328070] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:20.603042] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:20.855931] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:17:21.117288] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:21.383128] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:21.383313] [INFO ] [CONFIGURE ] CMS: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T10:17:21.383395] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11402 tests [2025-11-21T10:17:21.383442] [INFO ] [CONFIGURE ] CMS: Testing feature 3/29: add_daily_returns [2025-11-21T10:17:21.383486] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:17:21.617984] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:21.853851] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:22.089124] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:22.323263] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:17:22.559213] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:22.790446] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:23.026401] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:23.266287] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:23.501204] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:23.743759] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:17:23.744136] [INFO ] [CONFIGURE ] CMS: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T10:17:23.744260] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11401 tests [2025-11-21T10:17:23.744378] [INFO ] [CONFIGURE ] CMS: Testing feature 4/29: add_ema [2025-11-21T10:17:23.744463] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:17:24.019695] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:24.284940] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:24.569046] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:24.841842] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:17:25.124480] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:25.415842] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:25.690310] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:25.976569] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:26.256921] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:26.538968] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:26.539146] [INFO ] [CONFIGURE ] CMS: DISCARDED add_ema (score: 30.00%) [2025-11-21T10:17:26.539195] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11400 tests [2025-11-21T10:17:26.539233] [INFO ] [CONFIGURE ] CMS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:17:26.539268] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:17:26.822668] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:27.103259] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:27.390694] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:27.667927] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:17:27.967380] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:28.249358] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:28.528838] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:28.814414] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:29.115716] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:29.396258] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:29.396435] [INFO ] [CONFIGURE ] CMS: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:17:29.396494] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11399 tests [2025-11-21T10:17:29.396541] [INFO ] [CONFIGURE ] CMS: Testing feature 6/29: add_failed_moves [2025-11-21T10:17:29.396584] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T10:17:29.637722] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:29.863257] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:30.095910] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:30.338941] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:30.587567] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:30.834752] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:31.086226] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:31.328714] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:31.575154] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:31.819077] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:17:31.819267] [INFO ] [CONFIGURE ] CMS: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T10:17:31.819316] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11398 tests [2025-11-21T10:17:31.819353] [INFO ] [CONFIGURE ] CMS: Testing feature 7/29: add_lag_shelf [2025-11-21T10:17:31.819387] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T10:17:32.051474] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:32.282427] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:32.515292] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:32.749149] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:32.974743] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:33.200062] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:33.444080] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:33.665954] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:33.892794] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:34.127365] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:34.127547] [INFO ] [CONFIGURE ] CMS: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T10:17:34.127596] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11397 tests [2025-11-21T10:17:34.127634] [INFO ] [CONFIGURE ] CMS: Testing feature 8/29: add_macd [2025-11-21T10:17:34.127690] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T10:17:34.443490] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:34.759436] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:35.075262] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:35.395911] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:35.720934] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:36.058966] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:36.388154] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:36.719192] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:37.051344] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:37.389622] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:37.389837] [INFO ] [CONFIGURE ] CMS: DISCARDED add_macd (score: 60.00%) [2025-11-21T10:17:37.389895] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11396 tests [2025-11-21T10:17:37.389942] [INFO ] [CONFIGURE ] CMS: Testing feature 9/29: add_mfi [2025-11-21T10:17:37.389985] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T10:17:37.633514] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:37.872216] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:38.119450] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:38.358218] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:38.598409] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:38.862501] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:39.106440] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:39.360916] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:39.607729] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:17:39.855840] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:39.855994] [INFO ] [CONFIGURE ] CMS: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:17:39.856048] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11395 tests [2025-11-21T10:17:39.856112] [INFO ] [CONFIGURE ] CMS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:17:39.856157] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:17:40.173664] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:40.500428] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:40.833010] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:41.149629] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:41.475626] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:41.801337] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:42.138353] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:42.475469] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:17:42.809345] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:17:43.148796] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:17:43.148958] [INFO ] [CONFIGURE ] CMS: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:17:43.149018] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11394 tests [2025-11-21T10:17:43.149066] [INFO ] [CONFIGURE ] CMS: Testing feature 11/29: add_obv_daily [2025-11-21T10:17:43.149113] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T10:17:43.403997] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:43.665024] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:43.920490] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:17:44.178262] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:17:44.434144] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:44.682767] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:44.934194] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:45.191480] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:45.445488] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:45.694916] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:17:45.695059] [INFO ] [CONFIGURE ] CMS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:17:45.695107] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11393 tests [2025-11-21T10:17:45.695149] [INFO ] [CONFIGURE ] CMS: Testing feature 12/29: add_obv_interval [2025-11-21T10:17:45.695191] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T10:17:45.936988] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:46.184515] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:46.426053] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:46.667361] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:46.921095] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:47.157537] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:47.396118] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:47.637913] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:17:47.887757] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:48.142872] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:48.143221] [INFO ] [CONFIGURE ] CMS: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T10:17:48.143389] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11392 tests [2025-11-21T10:17:48.143518] [INFO ] [CONFIGURE ] CMS: Testing feature 13/29: add_opening_strength [2025-11-21T10:17:48.143598] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:17:48.424146] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:48.693543] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:48.958882] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:49.225439] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:17:49.500449] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:49.771589] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:17:50.042800] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:50.320615] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:50.586269] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:50.857401] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:17:50.857590] [INFO ] [CONFIGURE ] CMS: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T10:17:50.857667] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11391 tests [2025-11-21T10:17:50.857750] [INFO ] [CONFIGURE ] CMS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:17:50.857796] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T10:17:51.119999] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:51.373877] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:17:51.631967] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:17:51.900268] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:52.173265] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:52.445914] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:52.715238] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:52.992278] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:17:53.264294] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:53.540837] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:17:53.541047] [INFO ] [CONFIGURE ] CMS: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T10:17:53.541122] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11390 tests [2025-11-21T10:17:53.541166] [INFO ] [CONFIGURE ] CMS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:17:53.541211] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T10:17:53.777582] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:54.017629] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:54.260173] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:54.503172] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:54.741882] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:54.972947] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:55.200603] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:17:55.426896] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:17:55.660455] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:55.892410] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:17:55.892758] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T10:17:55.892904] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11389 tests [2025-11-21T10:17:55.893027] [INFO ] [CONFIGURE ] CMS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:17:55.893106] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T10:17:56.139669] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:56.387890] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:56.629548] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:56.870220] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:57.119826] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:57.372997] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:17:57.643126] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:17:57.902611] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:17:58.154533] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:17:58.409605] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:17:58.409865] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:17:58.409928] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11388 tests [2025-11-21T10:17:58.409986] [INFO ] [CONFIGURE ] CMS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:17:58.410035] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T10:17:58.679255] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:17:58.934516] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:17:59.182350] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:17:59.427124] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:17:59.685500] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:17:59.949508] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:00.215405] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:18:00.498317] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:01.542004] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:01.953670] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:01.954061] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T10:18:01.954119] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11387 tests [2025-11-21T10:18:01.954158] [INFO ] [CONFIGURE ] CMS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:18:01.954233] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T10:18:02.184328] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:02.404977] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:02.652957] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:18:02.881839] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:03.128530] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:03.358045] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:03.592071] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:18:03.828895] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:18:04.066147] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:04.296820] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:18:04.297031] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:18:04.297080] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11386 tests [2025-11-21T10:18:04.297119] [INFO ] [CONFIGURE ] CMS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:18:04.297155] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T10:18:04.569262] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:04.856986] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:05.101239] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:05.326245] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:05.519814] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:05.732662] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:05.943375] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:06.160367] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:06.371619] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:06.583107] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:06.583278] [INFO ] [CONFIGURE ] CMS: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T10:18:06.583325] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11385 tests [2025-11-21T10:18:06.583362] [INFO ] [CONFIGURE ] CMS: Testing feature 20/29: add_price_rejection [2025-11-21T10:18:06.583396] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T10:18:06.804747] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:07.033156] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:07.266119] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:07.498233] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:07.754401] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:07.999544] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:08.242630] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:18:08.485200] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:08.727502] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:08.976111] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:08.976287] [INFO ] [CONFIGURE ] CMS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:18:08.976336] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11384 tests [2025-11-21T10:18:08.976404] [INFO ] [CONFIGURE ] CMS: Testing feature 21/29: add_range_position [2025-11-21T10:18:08.976476] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T10:18:09.247583] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:09.516310] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:09.788344] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:10.066200] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:10.335053] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:10.602862] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:10.854429] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:11.092204] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:11.332999] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:11.607718] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:11.607893] [INFO ] [CONFIGURE ] CMS: DISCARDED add_range_position (score: 40.00%) [2025-11-21T10:18:11.607952] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11383 tests [2025-11-21T10:18:11.608000] [INFO ] [CONFIGURE ] CMS: Testing feature 22/29: add_realized_volatility [2025-11-21T10:18:11.608044] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T10:18:11.950188] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:12.300337] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:12.655034] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:13.022174] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:13.364211] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:13.710985] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:14.056934] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:14.439068] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:14.806056] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:15.152722] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:15.152932] [INFO ] [CONFIGURE ] CMS: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T10:18:15.153010] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11382 tests [2025-11-21T10:18:15.153057] [INFO ] [CONFIGURE ] CMS: Testing feature 23/29: add_recent_range_context [2025-11-21T10:18:15.153101] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T10:18:15.389251] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:15.634788] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:15.870523] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:16.111337] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:16.365779] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:16.614423] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:16.862497] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:17.112907] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:17.348552] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:17.604074] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:17.604264] [INFO ] [CONFIGURE ] CMS: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T10:18:17.604313] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11381 tests [2025-11-21T10:18:17.604352] [INFO ] [CONFIGURE ] CMS: Testing feature 24/29: add_rsi [2025-11-21T10:18:17.604387] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T10:18:17.913308] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:18.213146] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:18:18.509017] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:18.817246] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:19.120603] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:19.430290] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:19.731562] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:20.013744] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:18:20.297143] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:20.580259] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:18:20.580466] [INFO ] [CONFIGURE ] CMS: DISCARDED add_rsi (score: 50.00%) [2025-11-21T10:18:20.580527] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11380 tests [2025-11-21T10:18:20.580575] [INFO ] [CONFIGURE ] CMS: Testing feature 25/29: add_tick_distribution [2025-11-21T10:18:20.580620] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T10:18:20.810435] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:21.035028] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:21.247815] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:21.463243] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:21.703951] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:21.920552] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:22.137833] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:22.365199] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:22.596684] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:22.827233] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:18:22.827408] [INFO ] [CONFIGURE ] CMS: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T10:18:22.827458] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11379 tests [2025-11-21T10:18:22.827497] [INFO ] [CONFIGURE ] CMS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:18:22.827533] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T10:18:23.052722] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:23.269276] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:18:23.510938] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:23.738423] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:23.958039] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:24.193298] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:24.417155] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:18:24.647087] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:24.873163] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:25.107351] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:18:25.107605] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:18:25.107685] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11378 tests [2025-11-21T10:18:25.107740] [INFO ] [CONFIGURE ] CMS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:18:25.107787] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T10:18:25.340264] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:25.592120] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:25.863720] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:26.127955] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:26.381221] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:26.644043] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:26.905012] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:18:27.159519] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:18:27.419879] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:27.693227] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:27.693607] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:18:27.693689] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11377 tests [2025-11-21T10:18:27.693738] [INFO ] [CONFIGURE ] CMS: Testing feature 28/29: add_volume_profile [2025-11-21T10:18:27.693783] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T10:18:27.931434] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:28.152494] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:28.402738] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:28.643821] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:28.895429] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:29.150269] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:29.373234] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:18:29.600569] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:29.828844] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:30.059763] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:30.060120] [INFO ] [CONFIGURE ] CMS: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:18:30.060188] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11376 tests [2025-11-21T10:18:30.060290] [INFO ] [CONFIGURE ] CMS: Testing feature 29/29: add_vwap [2025-11-21T10:18:30.060414] [INFO ] [CONFIGURE ] CMS: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T10:18:30.290603] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:18:30.532786] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:18:30.806065] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:31.042242] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:31.292755] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:18:31.551375] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:31.818072] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:32.074169] [DEBUG] [FORECASTER] CMS: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:18:32.299118] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:32.533460] [DEBUG] [FORECASTER] CMS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:18:32.533635] [INFO ] [CONFIGURE ] CMS: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:18:32.533711] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11375 tests [2025-11-21T10:18:32.533780] [INFO ] [CONFIGURE ] CMS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:18:32.533826] [INFO ] [CONFIGURE ] CMS: Best accuracy: 60.00% [2025-11-21T10:18:32.533873] [INFO ] [CONFIGURE ] CMS: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T10:18:32.533915] [INFO ] [CONFIGURE ] CMS: Improvement over baseline: 30.00% [2025-11-21T10:18:32.533966] [INFO ] [CONFIGURE ] CMS: Total time: 1.3 minutes [2025-11-21T10:18:32.534009] [INFO ] [CONFIGURE ] CMS: Average time per feature: 2.6 seconds [2025-11-21T10:18:32.534058] [INFO ] [CONFIGURE ] CMS: Average speed: 0.38 features/sec [2025-11-21T10:18:32.534426] [INFO ] [LOCAL ] Saved configuration for CMS: 1 features, 60.00% accuracy -> ./output/feature-sets/CMS.json [2025-11-21T10:18:32.534495] [INFO ] [CONFIGURE ] CMS: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T10:18:32.534552] [INFO ] [sig ] [334/723] Successfully configured CMS | 0.01 sym/s | Total: 7.7h | ETA: 9.0h [2025-11-21T10:18:32.534605] [INFO ] [sig ] [335/723] Configuring CMSA... [2025-11-21T10:18:32.534674] [INFO ] [CONFIGURE ] CMSA: Configurate test run. [2025-11-21T10:18:32.534728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-11-21T10:18:32.610047] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMSA'. [2025-11-21T10:18:32.610357] [INFO ] [CONFIGURE ] CMSA: Testing with 29 available features [2025-11-21T10:18:32.610409] [INFO ] [CONFIGURE ] CMSA: Establishing baseline with no features... [2025-11-21T10:18:32.772066] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:18:32.936623] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:33.098588] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:33.259194] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:33.422262] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:18:33.586327] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:33.752367] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:33.916244] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:18:34.080625] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:34.247306] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:34.247469] [INFO ] [CONFIGURE ] CMSA: Baseline score (no features): 30.00% [2025-11-21T10:18:34.247516] [INFO ] [CONFIGURE ] CMSA: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:18:34.247555] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:18:34.441341] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:18:34.637769] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:34.831892] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:35.027706] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:35.226720] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:35.423527] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:35.620611] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:35.817253] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:18:36.013632] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:36.212321] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:36.212505] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:18:36.212554] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11374 tests [2025-11-21T10:18:36.212593] [INFO ] [CONFIGURE ] CMSA: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:18:36.212628] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:18:36.414131] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:18:36.615569] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:36.819484] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:37.021486] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:18:37.224577] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:37.427198] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:37.637107] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:37.845736] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:18:38.051330] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:38.254817] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:38.254991] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T10:18:38.255042] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11373 tests [2025-11-21T10:18:38.255082] [INFO ] [CONFIGURE ] CMSA: Testing feature 3/29: add_daily_returns [2025-11-21T10:18:38.255120] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns'] [2025-11-21T10:18:38.424083] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:38.607447] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:38.786840] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:38.965864] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:39.145751] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:39.327902] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:39.513009] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:39.698785] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:18:39.879792] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:40.074001] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:40.074238] [INFO ] [CONFIGURE ] CMSA: KEPT add_daily_returns (score: 70.00%) [2025-11-21T10:18:40.074296] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11372 tests [2025-11-21T10:18:40.074340] [INFO ] [CONFIGURE ] CMSA: Testing feature 4/29: add_ema [2025-11-21T10:18:40.074382] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T10:18:40.300007] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:40.519525] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:40.742665] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:40.968037] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:41.196604] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:41.418146] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:41.639575] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:18:41.865635] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:18:42.100111] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:18:42.336575] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:42.336922] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_ema (score: 60.00%) [2025-11-21T10:18:42.337204] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11371 tests [2025-11-21T10:18:42.337322] [INFO ] [CONFIGURE ] CMSA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:18:42.337404] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:18:42.584696] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:42.840467] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:18:43.075490] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:43.307827] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:18:43.541013] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:18:43.772365] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:44.027107] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:44.262468] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:18:44.492165] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:44.724159] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:44.724340] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T10:18:44.724395] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11370 tests [2025-11-21T10:18:44.724446] [INFO ] [CONFIGURE ] CMSA: Testing feature 6/29: add_failed_moves [2025-11-21T10:18:44.724490] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T10:18:44.911255] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:45.096442] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:45.290752] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:45.484077] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:45.696847] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:45.902766] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:46.094804] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:46.282674] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:18:46.477210] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:46.691856] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:46.692060] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:18:46.692110] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11369 tests [2025-11-21T10:18:46.692153] [INFO ] [CONFIGURE ] CMSA: Testing feature 7/29: add_lag_shelf [2025-11-21T10:18:46.692190] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T10:18:46.873493] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:47.064817] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:47.258763] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:47.453192] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:47.643196] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:47.851195] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:48.036817] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:48.217469] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:18:48.392719] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:48.587034] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:48.587209] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:18:48.587259] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11368 tests [2025-11-21T10:18:48.587298] [INFO ] [CONFIGURE ] CMSA: Testing feature 8/29: add_macd [2025-11-21T10:18:48.587333] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T10:18:48.877861] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:49.157217] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:49.433246] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:49.704790] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:18:50.004743] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:50.314942] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:50.615504] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:50.938058] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:18:51.251282] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:51.553774] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:51.553965] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_macd (score: 40.00%) [2025-11-21T10:18:51.554022] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11367 tests [2025-11-21T10:18:51.554071] [INFO ] [CONFIGURE ] CMSA: Testing feature 9/29: add_mfi [2025-11-21T10:18:51.554112] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T10:18:51.777547] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:51.998911] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:52.228603] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:52.452681] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:52.682318] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:52.906063] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:53.123304] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:53.341056] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:18:53.562604] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:53.792889] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:53.793091] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:18:53.793148] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11366 tests [2025-11-21T10:18:53.793194] [INFO ] [CONFIGURE ] CMSA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:18:53.793235] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:18:54.103534] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:54.406859] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:54.705112] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:54.974770] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:55.262885] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:55.556621] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:18:55.844937] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:56.140709] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:18:56.439829] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:56.754588] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:56.754877] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:18:56.754940] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11365 tests [2025-11-21T10:18:56.755026] [INFO ] [CONFIGURE ] CMSA: Testing feature 11/29: add_obv_daily [2025-11-21T10:18:56.755077] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T10:18:56.971637] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:57.192103] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:18:57.413781] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:57.631847] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:57.865688] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:18:58.089987] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:18:58.310660] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:18:58.531050] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:18:58.755210] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:18:58.977520] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:18:58.977713] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T10:18:58.977786] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11364 tests [2025-11-21T10:18:58.977838] [INFO ] [CONFIGURE ] CMSA: Testing feature 12/29: add_obv_interval [2025-11-21T10:18:58.977883] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T10:18:59.197856] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:18:59.402511] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:18:59.599790] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:18:59.800406] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:18:59.999600] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:00.210208] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:19:00.413976] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:00.627355] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:19:00.836632] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:01.837066] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:01.837485] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T10:19:01.837576] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11363 tests [2025-11-21T10:19:01.837724] [INFO ] [CONFIGURE ] CMSA: Testing feature 13/29: add_opening_strength [2025-11-21T10:19:01.837816] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T10:19:02.225717] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:19:02.432782] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:02.640698] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:19:02.861010] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:03.079283] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:03.284588] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:19:03.492220] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:03.697944] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:03.913804] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:04.126557] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:04.126747] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T10:19:04.126799] [INFO ] [CONFIGURE ] JOB ETA: 9.0h | Avg: 2.8s/test | Remaining: 11362 tests [2025-11-21T10:19:04.126839] [INFO ] [CONFIGURE ] CMSA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:19:04.126876] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T10:19:04.348663] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:04.568617] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:04.774895] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:04.979796] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:05.191763] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:05.423916] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:05.636254] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:05.846895] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:06.061519] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:06.273767] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:06.273944] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:19:06.274001] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11361 tests [2025-11-21T10:19:06.274047] [INFO ] [CONFIGURE ] CMSA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:19:06.274094] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T10:19:06.461415] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:06.658663] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:06.852386] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:07.041099] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:07.241536] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:19:07.434631] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:19:07.619994] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:07.805932] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:07.996832] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:08.184808] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:08.184994] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:19:08.185042] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11360 tests [2025-11-21T10:19:08.185081] [INFO ] [CONFIGURE ] CMSA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:19:08.185119] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T10:19:08.394100] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:08.599125] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:08.803931] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:09.006868] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:09.214036] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:19:09.418269] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:09.624892] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:09.834413] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:19:10.037739] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:10.243139] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:10.243321] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:19:10.243369] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11359 tests [2025-11-21T10:19:10.243408] [INFO ] [CONFIGURE ] CMSA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:19:10.243444] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T10:19:10.448461] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:10.656501] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:10.861460] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:11.065233] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:11.270373] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:11.478300] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:19:11.683666] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:11.890892] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:12.094412] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:12.304114] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:12.304278] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T10:19:12.304327] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11358 tests [2025-11-21T10:19:12.304366] [INFO ] [CONFIGURE ] CMSA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:19:12.304402] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T10:19:12.484971] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:12.666152] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:12.853487] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:13.038122] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:13.242336] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:13.438177] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:13.680286] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:13.927240] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:19:14.169071] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:19:14.356002] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:14.356191] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:19:14.356240] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11357 tests [2025-11-21T10:19:14.356278] [INFO ] [CONFIGURE ] CMSA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:19:14.356315] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T10:19:14.540210] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:14.724885] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:14.910691] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:15.095000] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:15.276598] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:15.455487] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:19:15.635500] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:15.818032] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:19:16.000292] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:16.182388] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:16.182557] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T10:19:16.182605] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11356 tests [2025-11-21T10:19:16.182663] [INFO ] [CONFIGURE ] CMSA: Testing feature 20/29: add_price_rejection [2025-11-21T10:19:16.182736] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T10:19:16.393574] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:19:16.610833] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:16.822621] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:17.040360] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:17.252068] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:17.469304] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:17.698010] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:17.924142] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:18.145882] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:18.363363] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:18.363544] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:19:18.363593] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11355 tests [2025-11-21T10:19:18.363630] [INFO ] [CONFIGURE ] CMSA: Testing feature 21/29: add_range_position [2025-11-21T10:19:18.363690] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T10:19:18.592855] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:18.806203] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:19.023161] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:19:19.244877] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:19.460056] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:19.675907] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:19.909453] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:19:20.146479] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:20.389256] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:20.626506] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:20.626699] [INFO ] [CONFIGURE ] CMSA: KEPT add_range_position (score: 80.00%) [2025-11-21T10:19:20.626777] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11354 tests [2025-11-21T10:19:20.626826] [INFO ] [CONFIGURE ] CMSA: Testing feature 22/29: add_realized_volatility [2025-11-21T10:19:20.626873] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position', 'add_realized_volatility'] [2025-11-21T10:19:20.994493] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:19:21.365409] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:21.740788] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:19:22.119353] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:22.495636] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:22.875719] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:23.243637] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:19:23.615426] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:23.985913] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:24.357622] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:24.357829] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:19:24.357887] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11353 tests [2025-11-21T10:19:24.357934] [INFO ] [CONFIGURE ] CMSA: Testing feature 23/29: add_recent_range_context [2025-11-21T10:19:24.357975] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position', 'add_recent_range_context'] [2025-11-21T10:19:24.606933] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:19:24.857995] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:25.108867] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:25.362457] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:19:25.615483] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:25.881557] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:26.137171] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:26.390208] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:26.663458] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:26.915320] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:26.915571] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T10:19:26.915665] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11352 tests [2025-11-21T10:19:26.915727] [INFO ] [CONFIGURE ] CMSA: Testing feature 24/29: add_rsi [2025-11-21T10:19:26.915775] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T10:19:27.224116] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:27.526667] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:27.814356] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:28.096387] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:28.373525] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:28.651492] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:19:28.933912] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:29.215471] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:19:29.497510] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:29.781401] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:29.781581] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:19:29.781639] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11351 tests [2025-11-21T10:19:29.781709] [INFO ] [CONFIGURE ] CMSA: Testing feature 25/29: add_tick_distribution [2025-11-21T10:19:29.781752] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position', 'add_tick_distribution'] [2025-11-21T10:19:30.016004] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:30.275486] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:30.534463] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:19:30.800136] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:19:31.060879] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:31.320952] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:31.580727] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:31.851351] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:32.103169] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:32.351521] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:32.351728] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:19:32.351788] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11350 tests [2025-11-21T10:19:32.351835] [INFO ] [CONFIGURE ] CMSA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:19:32.351880] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T10:19:32.600830] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:32.861219] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:33.112863] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:19:33.365610] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:19:33.617586] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:33.874556] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:34.129564] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:19:34.386530] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:34.639119] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:34.892880] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:34.893088] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:19:34.893146] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11349 tests [2025-11-21T10:19:34.893192] [INFO ] [CONFIGURE ] CMSA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:19:34.893234] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T10:19:35.001029] [FATAL] [FORECASTER] Failed to test lookback=11: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.109617] [FATAL] [FORECASTER] Failed to test lookback=10: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.216936] [FATAL] [FORECASTER] Failed to test lookback=9: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.324290] [FATAL] [FORECASTER] Failed to test lookback=8: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.432234] [FATAL] [FORECASTER] Failed to test lookback=7: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.539325] [FATAL] [FORECASTER] Failed to test lookback=6: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.646983] [FATAL] [FORECASTER] Failed to test lookback=5: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.755049] [FATAL] [FORECASTER] Failed to test lookback=4: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.863522] [FATAL] [FORECASTER] Failed to test lookback=3: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.972206] [FATAL] [FORECASTER] Failed to test lookback=2: [10:19:35] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:19:35.972375] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T10:19:35.972447] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11348 tests [2025-11-21T10:19:35.972487] [INFO ] [CONFIGURE ] CMSA: Testing feature 28/29: add_volume_profile [2025-11-21T10:19:35.972521] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position', 'add_volume_profile'] [2025-11-21T10:19:36.232751] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:36.491220] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:36.751850] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:19:37.017475] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:19:37.279575] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:37.542404] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:37.808454] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:38.073734] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:38.339535] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:38.602688] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:38.602853] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:19:38.602914] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11347 tests [2025-11-21T10:19:38.602962] [INFO ] [CONFIGURE ] CMSA: Testing feature 29/29: add_vwap [2025-11-21T10:19:38.603003] [INFO ] [CONFIGURE ] CMSA: Testing with features: ['add_daily_returns', 'add_range_position', 'add_vwap'] [2025-11-21T10:19:38.859599] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:39.103764] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:39.345460] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:39.591377] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:19:39.839832] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:40.086369] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:40.347670] [DEBUG] [FORECASTER] CMSA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:40.613533] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:40.877210] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:41.138287] [DEBUG] [FORECASTER] CMSA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:41.138507] [INFO ] [CONFIGURE ] CMSA: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:19:41.138566] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11346 tests [2025-11-21T10:19:41.138613] [INFO ] [CONFIGURE ] CMSA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:19:41.138677] [INFO ] [CONFIGURE ] CMSA: Best accuracy: 80.00% [2025-11-21T10:19:41.138723] [INFO ] [CONFIGURE ] CMSA: Best feature set (2 features): ['add_daily_returns', 'add_range_position'] [2025-11-21T10:19:41.138767] [INFO ] [CONFIGURE ] CMSA: Improvement over baseline: 50.00% [2025-11-21T10:19:41.138805] [INFO ] [CONFIGURE ] CMSA: Total time: 1.1 minutes [2025-11-21T10:19:41.138843] [INFO ] [CONFIGURE ] CMSA: Average time per feature: 2.3 seconds [2025-11-21T10:19:41.138882] [INFO ] [CONFIGURE ] CMSA: Average speed: 0.43 features/sec [2025-11-21T10:19:41.139245] [INFO ] [LOCAL ] Saved configuration for CMSA: 2 features, 80.00% accuracy -> ./output/feature-sets/CMSA.json [2025-11-21T10:19:41.139317] [INFO ] [CONFIGURE ] CMSA: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T10:19:41.139369] [INFO ] [sig ] [335/723] Successfully configured CMSA | 0.01 sym/s | Total: 7.8h | ETA: 9.0h [2025-11-21T10:19:41.139415] [INFO ] [sig ] [336/723] Configuring CMSC... [2025-11-21T10:19:41.139455] [INFO ] [CONFIGURE ] CMSC: Configurate test run. [2025-11-21T10:19:41.139493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-11-21T10:19:41.215215] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMSC'. [2025-11-21T10:19:41.215561] [INFO ] [CONFIGURE ] CMSC: Testing with 29 available features [2025-11-21T10:19:41.215625] [INFO ] [CONFIGURE ] CMSC: Establishing baseline with no features... [2025-11-21T10:19:41.395195] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:41.568759] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:41.739705] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:41.912232] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:19:42.078956] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:42.245532] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:42.411748] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:42.579835] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:42.747172] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:19:42.925581] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:19:42.925888] [INFO ] [CONFIGURE ] CMSC: Baseline score (no features): 40.00% [2025-11-21T10:19:42.925991] [INFO ] [CONFIGURE ] CMSC: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:19:42.926069] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:19:43.125560] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:43.322846] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:43.522443] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:43.723580] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:19:43.928762] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:44.142725] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:44.348284] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:44.565092] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:44.780949] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:19:44.985894] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:19:44.986247] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:19:44.986354] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11345 tests [2025-11-21T10:19:44.986442] [INFO ] [CONFIGURE ] CMSC: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:19:44.986563] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:19:45.194515] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:45.404790] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:45.620123] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:45.824281] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:19:46.039404] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:46.248457] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:46.455783] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:46.664711] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:46.875250] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:19:47.085217] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:19:47.085385] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:19:47.085432] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11344 tests [2025-11-21T10:19:47.085476] [INFO ] [CONFIGURE ] CMSC: Testing feature 3/29: add_daily_returns [2025-11-21T10:19:47.085509] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns'] [2025-11-21T10:19:47.268282] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:47.450793] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:19:47.634154] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:47.820107] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:19:48.005241] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:48.193057] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:19:48.375960] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:19:48.559446] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:48.745628] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:19:48.935857] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:19:48.936035] [INFO ] [CONFIGURE ] CMSC: KEPT add_daily_returns (score: 50.00%) [2025-11-21T10:19:48.936084] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11343 tests [2025-11-21T10:19:48.936123] [INFO ] [CONFIGURE ] CMSC: Testing feature 4/29: add_ema [2025-11-21T10:19:48.936161] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T10:19:49.166561] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:49.395371] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:49.623001] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:49.850503] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:19:50.084609] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:50.324606] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:50.558240] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:50.796816] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:19:51.030425] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:19:51.264517] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:51.264736] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_ema (score: 40.00%) [2025-11-21T10:19:51.264822] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11342 tests [2025-11-21T10:19:51.264875] [INFO ] [CONFIGURE ] CMSC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:19:51.264922] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:19:51.497517] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:51.737526] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:51.991377] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:52.233246] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:19:52.472556] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:52.713403] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:52.957228] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:19:53.195483] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:53.434742] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:19:53.674472] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:53.674661] [INFO ] [CONFIGURE ] CMSC: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T10:19:53.674718] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11341 tests [2025-11-21T10:19:53.674763] [INFO ] [CONFIGURE ] CMSC: Testing feature 6/29: add_failed_moves [2025-11-21T10:19:53.674807] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T10:19:53.926599] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:19:54.173740] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:54.417842] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:54.664733] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:19:54.912214] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:55.155661] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:19:55.403546] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:55.651967] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:55.899453] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:19:56.157193] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:56.157372] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T10:19:56.157428] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11340 tests [2025-11-21T10:19:56.157465] [INFO ] [CONFIGURE ] CMSC: Testing feature 7/29: add_lag_shelf [2025-11-21T10:19:56.157542] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T10:19:56.395158] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:19:56.629628] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:56.864864] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:57.096574] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:19:57.326409] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:19:57.558422] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:19:57.790589] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:19:58.030185] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:19:58.273454] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:19:58.514706] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:19:58.514886] [INFO ] [CONFIGURE ] CMSC: KEPT add_lag_shelf (score: 70.00%) [2025-11-21T10:19:58.514943] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11339 tests [2025-11-21T10:19:58.514988] [INFO ] [CONFIGURE ] CMSC: Testing feature 8/29: add_macd [2025-11-21T10:19:58.515033] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd'] [2025-11-21T10:19:58.821390] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:19:59.121394] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:19:59.439585] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:19:59.743262] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:00.090203] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:01.195294] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:01.627132] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:02.066209] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:02.408500] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:02.753767] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:02.753969] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_macd (score: 60.00%) [2025-11-21T10:20:02.754029] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11338 tests [2025-11-21T10:20:02.754077] [INFO ] [CONFIGURE ] CMSC: Testing feature 9/29: add_mfi [2025-11-21T10:20:02.754119] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi'] [2025-11-21T10:20:03.002025] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:03.246994] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:03.484457] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:03.742848] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:03.998345] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:04.259046] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:20:04.510659] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:04.757814] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:05.009899] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:20:05.259725] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:05.259960] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_mfi (score: 70.00%) [2025-11-21T10:20:05.260021] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11337 tests [2025-11-21T10:20:05.260095] [INFO ] [CONFIGURE ] CMSC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:20:05.260144] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:20:05.592562] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:20:05.973800] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:06.334951] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:06.702662] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:20:07.060802] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:07.429759] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:07.798391] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:08.170561] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:08.538283] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:08.923304] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:08.923503] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:20:08.923561] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11336 tests [2025-11-21T10:20:08.923609] [INFO ] [CONFIGURE ] CMSC: Testing feature 11/29: add_obv_daily [2025-11-21T10:20:08.923674] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T10:20:09.207002] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:09.483485] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:09.772858] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:10.089395] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:20:10.383479] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:20:10.676198] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:20:10.965468] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:20:11.245764] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:11.523715] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:11.796762] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:11.796977] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:20:11.797039] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11335 tests [2025-11-21T10:20:11.797088] [INFO ] [CONFIGURE ] CMSC: Testing feature 12/29: add_obv_interval [2025-11-21T10:20:11.797134] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T10:20:12.063871] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:12.338028] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:20:12.604717] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:12.882812] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:20:13.188005] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:13.468246] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:20:13.760617] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:14.050731] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:14.346080] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:14.658378] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:14.658575] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T10:20:14.658665] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11334 tests [2025-11-21T10:20:14.658730] [INFO ] [CONFIGURE ] CMSC: Testing feature 13/29: add_opening_strength [2025-11-21T10:20:14.658788] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_opening_strength'] [2025-11-21T10:20:14.948880] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:20:15.250282] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:15.550074] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:15.842033] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:16.140191] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:16.429533] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:16.724980] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:17.026543] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:20:17.327333] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:17.643226] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:17.643449] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:20:17.643508] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11333 tests [2025-11-21T10:20:17.643558] [INFO ] [CONFIGURE ] CMSC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:20:17.643602] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T10:20:17.954152] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:20:18.253817] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:18.571994] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:18.887318] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:19.197995] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:19.505954] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:19.769080] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:20.046429] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:20.323418] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:20.599326] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:20.599503] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:20:20.599605] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11332 tests [2025-11-21T10:20:20.599675] [INFO ] [CONFIGURE ] CMSC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:20:20.599724] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T10:20:20.831906] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:21.077253] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:21.329855] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:21.569499] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:21.831377] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:22.088435] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:20:22.344731] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:20:22.611023] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:22.878775] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:23.148372] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:20:23.148571] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:20:23.148630] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11331 tests [2025-11-21T10:20:23.148703] [INFO ] [CONFIGURE ] CMSC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:20:23.148747] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T10:20:23.438034] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:23.738214] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:24.017356] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:24.279791] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:24.538400] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:24.808140] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:25.097459] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:25.365374] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:25.642135] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:25.910933] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:25.911134] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:20:25.911190] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11330 tests [2025-11-21T10:20:25.911236] [INFO ] [CONFIGURE ] CMSC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:20:25.911277] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T10:20:26.185215] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:20:26.458507] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:26.745457] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:27.029190] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:27.306065] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:27.581916] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:27.862602] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:20:28.145465] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:28.417502] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:28.689795] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:28.690022] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:20:28.690081] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11329 tests [2025-11-21T10:20:28.690128] [INFO ] [CONFIGURE ] CMSC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:20:28.690171] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T10:20:28.927396] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:29.169603] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:29.407129] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:29.652145] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:29.890343] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:30.130364] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:30.367883] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:30.620090] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:30.851360] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:31.090586] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:31.090781] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:20:31.090839] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11328 tests [2025-11-21T10:20:31.090886] [INFO ] [CONFIGURE ] CMSC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:20:31.090928] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T10:20:31.330108] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:31.575250] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:31.821042] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:32.070414] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:20:32.309738] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:32.556551] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:32.808432] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:20:33.060565] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:33.310996] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:20:33.554848] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:33.555031] [INFO ] [CONFIGURE ] CMSC: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T10:20:33.555132] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11327 tests [2025-11-21T10:20:33.555183] [INFO ] [CONFIGURE ] CMSC: Testing feature 20/29: add_price_rejection [2025-11-21T10:20:33.555227] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T10:20:33.830890] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:34.106755] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:34.375700] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:34.652510] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:34.934985] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:35.208907] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:35.488280] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:35.769892] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:36.052261] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:36.331768] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:36.331942] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T10:20:36.332001] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11326 tests [2025-11-21T10:20:36.332049] [INFO ] [CONFIGURE ] CMSC: Testing feature 21/29: add_range_position [2025-11-21T10:20:36.332095] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T10:20:36.600627] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:36.883604] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:37.179948] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:37.460935] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:37.738009] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:38.032444] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:38.308044] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:20:38.597911] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:38.875532] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:39.190250] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:39.190450] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_range_position (score: 60.00%) [2025-11-21T10:20:39.190507] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11325 tests [2025-11-21T10:20:39.190553] [INFO ] [CONFIGURE ] CMSC: Testing feature 22/29: add_realized_volatility [2025-11-21T10:20:39.190594] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T10:20:39.560188] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:39.924968] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:40.301979] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:40.669086] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:41.039043] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:41.405053] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:41.770298] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:42.137939] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:42.500811] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:42.873505] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:42.873701] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:20:42.873759] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11324 tests [2025-11-21T10:20:42.873806] [INFO ] [CONFIGURE ] CMSC: Testing feature 23/29: add_recent_range_context [2025-11-21T10:20:42.873847] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T10:20:43.141376] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:43.412562] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:43.680947] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:43.941927] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:44.213291] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:44.487206] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:44.763473] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:20:45.036762] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:45.315445] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:45.607732] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:45.607963] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:20:45.608027] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11323 tests [2025-11-21T10:20:45.608081] [INFO ] [CONFIGURE ] CMSC: Testing feature 24/29: add_rsi [2025-11-21T10:20:45.608130] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T10:20:45.915612] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:46.211790] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:46.512937] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:20:46.826277] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:47.133942] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:20:47.441569] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:47.749331] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:48.071659] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:48.371460] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:48.700576] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:48.700798] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:20:48.700859] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11322 tests [2025-11-21T10:20:48.700912] [INFO ] [CONFIGURE ] CMSC: Testing feature 25/29: add_tick_distribution [2025-11-21T10:20:48.700955] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T10:20:48.968948] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:49.239931] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:49.499811] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:49.765675] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:50.005567] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:50.252568] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:50.500209] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:50.750756] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:51.016870] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:51.282626] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:51.282813] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T10:20:51.282870] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11321 tests [2025-11-21T10:20:51.282915] [INFO ] [CONFIGURE ] CMSC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:20:51.282956] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T10:20:51.558676] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:20:51.840280] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:52.102602] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:52.357137] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:20:52.611552] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:52.874284] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:20:53.132232] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:53.408702] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:53.695087] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:54.009505] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:54.009744] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:20:54.009805] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11320 tests [2025-11-21T10:20:54.009858] [INFO ] [CONFIGURE ] CMSC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:20:54.009908] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T10:20:54.131460] [FATAL] [FORECASTER] Failed to test lookback=11: [10:20:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:54.272931] [FATAL] [FORECASTER] Failed to test lookback=10: [10:20:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:54.403315] [FATAL] [FORECASTER] Failed to test lookback=9: [10:20:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:54.549842] [FATAL] [FORECASTER] Failed to test lookback=8: [10:20:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:54.687622] [FATAL] [FORECASTER] Failed to test lookback=7: [10:20:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:54.809211] [FATAL] [FORECASTER] Failed to test lookback=6: [10:20:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:54.930008] [FATAL] [FORECASTER] Failed to test lookback=5: [10:20:54] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:55.073918] [FATAL] [FORECASTER] Failed to test lookback=4: [10:20:55] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:55.188913] [FATAL] [FORECASTER] Failed to test lookback=3: [10:20:55] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:55.303747] [FATAL] [FORECASTER] Failed to test lookback=2: [10:20:55] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T10:20:55.304061] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T10:20:55.304130] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11319 tests [2025-11-21T10:20:55.304180] [INFO ] [CONFIGURE ] CMSC: Testing feature 28/29: add_volume_profile [2025-11-21T10:20:55.304225] [INFO ] [CONFIGURE ] CMSC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T10:20:55.575449] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:20:55.836807] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:20:56.116805] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:20:56.375574] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:56.640810] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:20:56.902082] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:57.154895] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:20:57.406319] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:57.659769] [DEBUG] [FORECASTER] CMSC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:20:57.965321] [DEBUG] [FORECASTER] CMSC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:20:57.965513] [INFO ] [CONFIGURE ] CMSC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T10:20:57.965572] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11318 tests [2025-11-21T10:20:57.965621] [INFO ] [CONFIGURE ] CMSC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:20:57.965684] [INFO ] [CONFIGURE ] CMSC: Best accuracy: 80.00% [2025-11-21T10:20:57.965729] [INFO ] [CONFIGURE ] CMSC: Best feature set (5 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T10:20:57.965770] [INFO ] [CONFIGURE ] CMSC: Improvement over baseline: 40.00% [2025-11-21T10:20:57.965810] [INFO ] [CONFIGURE ] CMSC: Total time: 1.3 minutes [2025-11-21T10:20:57.965846] [INFO ] [CONFIGURE ] CMSC: Average time per feature: 2.7 seconds [2025-11-21T10:20:57.965885] [INFO ] [CONFIGURE ] CMSC: Average speed: 0.39 features/sec [2025-11-21T10:20:57.966489] [INFO ] [LOCAL ] Saved configuration for CMSC: 5 features, 80.00% accuracy -> ./output/feature-sets/CMSC.json [2025-11-21T10:20:57.966552] [INFO ] [CONFIGURE ] CMSC: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T10:20:57.966602] [INFO ] [sig ] [336/723] Successfully configured CMSC | 0.01 sym/s | Total: 7.8h | ETA: 9.0h [2025-11-21T10:20:57.966670] [INFO ] [sig ] [337/723] Configuring CMSD... [2025-11-21T10:20:57.966737] [INFO ] [CONFIGURE ] CMSD: Configurate test run. [2025-11-21T10:20:57.966795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-11-21T10:20:58.041898] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMSD'. [2025-11-21T10:20:58.042309] [INFO ] [CONFIGURE ] CMSD: Testing with 29 available features [2025-11-21T10:20:58.042372] [INFO ] [CONFIGURE ] CMSD: Establishing baseline with no features... [2025-11-21T10:20:58.232430] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:20:58.411251] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:20:58.612847] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:20:58.806614] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:20:59.005788] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:20:59.195148] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:20:59.383872] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:20:59.576410] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:20:59.773608] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:20:59.964353] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:20:59.964684] [INFO ] [CONFIGURE ] CMSD: Baseline score (no features): 50.00% [2025-11-21T10:20:59.964791] [INFO ] [CONFIGURE ] CMSD: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:20:59.964866] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:21:00.901533] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:01.272288] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:01.506721] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:01.744282] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:21:01.974833] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:21:02.205902] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:02.448132] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:02.674165] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:02.903360] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:21:03.156411] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:21:03.156595] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:21:03.156662] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11317 tests [2025-11-21T10:21:03.156717] [INFO ] [CONFIGURE ] CMSD: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:21:03.156781] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:21:03.403696] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:21:03.644301] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:03.890807] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:04.136730] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:21:04.376115] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:21:04.623190] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:04.861036] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:05.098536] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:21:05.333024] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:21:05.577021] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:21:05.577443] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:21:05.577493] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11316 tests [2025-11-21T10:21:05.577530] [INFO ] [CONFIGURE ] CMSD: Testing feature 3/29: add_daily_returns [2025-11-21T10:21:05.577563] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_daily_returns'] [2025-11-21T10:21:05.792861] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:21:06.001948] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:06.220190] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:06.441722] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:21:06.651371] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:21:06.860290] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:07.076283] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:07.293509] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:07.504473] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:21:07.724134] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:07.724306] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T10:21:07.724353] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11315 tests [2025-11-21T10:21:07.724391] [INFO ] [CONFIGURE ] CMSD: Testing feature 4/29: add_ema [2025-11-21T10:21:07.724426] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_ema'] [2025-11-21T10:21:07.979890] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:08.230802] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:08.477339] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:08.733082] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:21:08.980976] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:21:09.237295] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:09.492883] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:09.743830] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:10.001456] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:21:10.260360] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:10.260755] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_ema (score: 40.00%) [2025-11-21T10:21:10.260872] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11314 tests [2025-11-21T10:21:10.261024] [INFO ] [CONFIGURE ] CMSD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:21:10.261114] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:21:10.518501] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:10.770205] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:11.014689] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:11.263889] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:11.521937] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:11.780452] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:12.038614] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:12.294341] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:12.562711] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:12.813750] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:12.813927] [INFO ] [CONFIGURE ] CMSD: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T10:21:12.813982] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11313 tests [2025-11-21T10:21:12.814028] [INFO ] [CONFIGURE ] CMSD: Testing feature 6/29: add_failed_moves [2025-11-21T10:21:12.814070] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T10:21:13.084196] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:13.339739] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:13.594659] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:13.852201] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:14.115785] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:14.373396] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:14.630116] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:14.882606] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:15.156162] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:15.419131] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:15.419312] [INFO ] [CONFIGURE ] CMSD: KEPT add_failed_moves (score: 70.00%) [2025-11-21T10:21:15.419370] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11312 tests [2025-11-21T10:21:15.419418] [INFO ] [CONFIGURE ] CMSD: Testing feature 7/29: add_lag_shelf [2025-11-21T10:21:15.419463] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T10:21:15.671059] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:15.920597] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:16.175241] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:16.457599] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:21:16.714130] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:16.973787] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:17.207009] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:17.444874] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:17.685615] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:17.932036] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:21:17.932207] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T10:21:17.932264] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11311 tests [2025-11-21T10:21:17.932312] [INFO ] [CONFIGURE ] CMSD: Testing feature 8/29: add_macd [2025-11-21T10:21:17.932357] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T10:21:18.273266] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:18.594254] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:18.929248] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:19.256861] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:21:19.588508] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:21:19.885850] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:20.196166] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:20.504774] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:20.827039] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:21:21.110781] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:21.110975] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_macd (score: 40.00%) [2025-11-21T10:21:21.111033] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11310 tests [2025-11-21T10:21:21.111082] [INFO ] [CONFIGURE ] CMSD: Testing feature 9/29: add_mfi [2025-11-21T10:21:21.111123] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T10:21:21.342488] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:21.584131] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:21.838431] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:22.083337] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:22.330346] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:21:22.575750] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:22.820336] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:23.073770] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:23.344614] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:23.608935] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:23.609129] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_mfi (score: 40.00%) [2025-11-21T10:21:23.609188] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11309 tests [2025-11-21T10:21:23.609234] [INFO ] [CONFIGURE ] CMSD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:21:23.609276] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:21:23.940899] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:24.278627] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:24.611353] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:24.936447] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:25.274976] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:21:25.621195] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:25.950547] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:26.281151] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:26.611589] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:26.951720] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:26.951917] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T10:21:26.951975] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11308 tests [2025-11-21T10:21:26.952025] [INFO ] [CONFIGURE ] CMSD: Testing feature 11/29: add_obv_daily [2025-11-21T10:21:26.952071] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T10:21:27.205170] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:27.454370] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:27.700278] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:27.947159] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:28.195197] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:28.444746] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:28.684958] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:28.929236] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:29.175269] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:29.424014] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:29.424198] [INFO ] [CONFIGURE ] CMSD: KEPT add_obv_daily (score: 80.00%) [2025-11-21T10:21:29.424255] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11307 tests [2025-11-21T10:21:29.424301] [INFO ] [CONFIGURE ] CMSD: Testing feature 12/29: add_obv_interval [2025-11-21T10:21:29.424345] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T10:21:29.684875] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:21:29.952303] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:30.221962] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:30.492968] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:30.764819] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:31.034639] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:31.307171] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:31.595214] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:31.903196] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:32.169236] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:21:32.169411] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T10:21:32.169470] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11306 tests [2025-11-21T10:21:32.169518] [INFO ] [CONFIGURE ] CMSD: Testing feature 13/29: add_opening_strength [2025-11-21T10:21:32.169560] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:21:32.456054] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:32.741617] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:33.031413] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:33.331065] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:33.624820] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:33.917332] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:34.207140] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:34.493377] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:34.781919] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:21:35.071001] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:35.071173] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T10:21:35.071229] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11305 tests [2025-11-21T10:21:35.071274] [INFO ] [CONFIGURE ] CMSD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:21:35.071317] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T10:21:35.339894] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:21:35.610908] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:35.878529] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:36.150460] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:36.417487] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:36.682101] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:36.951200] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:37.224830] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:37.500557] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:37.776775] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:37.776964] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T10:21:37.777023] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11304 tests [2025-11-21T10:21:37.777069] [INFO ] [CONFIGURE ] CMSD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:21:37.777112] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T10:21:38.044588] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:38.324835] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:38.591142] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:38.849113] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:39.123105] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:39.395587] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:39.673581] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:39.951384] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:40.215893] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:40.480418] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:40.480598] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T10:21:40.480682] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11303 tests [2025-11-21T10:21:40.480731] [INFO ] [CONFIGURE ] CMSD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:21:40.480777] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T10:21:40.765624] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:41.055489] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:41.348480] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:41.691676] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:42.066810] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:42.405586] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:42.677873] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:42.954157] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:43.245057] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:43.526087] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:43.526268] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:21:43.526325] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11302 tests [2025-11-21T10:21:43.526369] [INFO ] [CONFIGURE ] CMSD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:21:43.526404] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T10:21:43.792479] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:44.054255] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:44.323142] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:44.587298] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:44.847741] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:45.112402] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:45.373048] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:45.645621] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:45.926270] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:46.195627] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:46.195831] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T10:21:46.195889] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11301 tests [2025-11-21T10:21:46.195934] [INFO ] [CONFIGURE ] CMSD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:21:46.195979] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T10:21:46.454309] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:46.717496] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:46.975027] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:47.227308] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:47.487669] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:47.754169] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:48.018486] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:48.327477] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:48.608954] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:48.882692] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:48.882884] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:21:48.882944] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11300 tests [2025-11-21T10:21:48.882994] [INFO ] [CONFIGURE ] CMSD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:21:48.883039] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T10:21:49.137719] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:49.401406] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:49.669297] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:49.929934] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:50.233083] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:50.497409] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:21:50.752482] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:51.010344] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:51.269436] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:51.529353] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:51.529542] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T10:21:51.529598] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11299 tests [2025-11-21T10:21:51.529639] [INFO ] [CONFIGURE ] CMSD: Testing feature 20/29: add_price_rejection [2025-11-21T10:21:51.529702] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T10:21:51.814512] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:21:52.103305] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:21:52.389907] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:52.674749] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:52.966228] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:21:53.261919] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:53.563439] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:21:53.865333] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:54.192737] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:54.505429] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:21:54.505622] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T10:21:54.505700] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11298 tests [2025-11-21T10:21:54.505742] [INFO ] [CONFIGURE ] CMSD: Testing feature 21/29: add_range_position [2025-11-21T10:21:54.505785] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position'] [2025-11-21T10:21:54.801927] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:21:55.100470] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:55.399660] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:21:55.695225] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:56.015384] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:21:56.324927] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:21:56.634287] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:21:56.958153] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:21:57.264751] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:21:57.562024] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:21:57.562198] [INFO ] [CONFIGURE ] CMSD: KEPT add_range_position (score: 90.00%) [2025-11-21T10:21:57.562251] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11297 tests [2025-11-21T10:21:57.562293] [INFO ] [CONFIGURE ] CMSD: Testing feature 22/29: add_realized_volatility [2025-11-21T10:21:57.562338] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position', 'add_realized_volatility'] [2025-11-21T10:21:57.968925] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:21:58.432067] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:21:58.854873] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:21:59.289820] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:21:59.723873] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:00.148472] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:01.284545] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:22:01.771343] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:22:02.255163] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:02.715639] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:22:02.715937] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T10:22:02.716000] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11296 tests [2025-11-21T10:22:02.716056] [INFO ] [CONFIGURE ] CMSD: Testing feature 23/29: add_recent_range_context [2025-11-21T10:22:02.716103] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position', 'add_recent_range_context'] [2025-11-21T10:22:03.081915] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:22:03.463637] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:22:03.836003] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:04.228943] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:22:04.603808] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:04.973450] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:05.341995] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:22:05.688573] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:22:06.024226] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:06.352803] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:22:06.352998] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:22:06.353055] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11295 tests [2025-11-21T10:22:06.353103] [INFO ] [CONFIGURE ] CMSD: Testing feature 24/29: add_rsi [2025-11-21T10:22:06.353140] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T10:22:06.738230] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:22:07.143018] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:22:07.541894] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:07.933307] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:22:08.343978] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:22:08.724124] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:09.130932] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:22:09.524544] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:22:09.902578] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:10.314328] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:22:10.314513] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:22:10.314577] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11294 tests [2025-11-21T10:22:10.314628] [INFO ] [CONFIGURE ] CMSD: Testing feature 25/29: add_tick_distribution [2025-11-21T10:22:10.314706] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position', 'add_tick_distribution'] [2025-11-21T10:22:10.655305] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:22:11.007706] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:22:11.354981] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:11.703561] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:22:12.048254] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:12.380500] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:12.704381] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:22:13.036479] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:22:13.373438] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:13.691430] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:22:13.691679] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:22:13.691744] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11293 tests [2025-11-21T10:22:13.691792] [INFO ] [CONFIGURE ] CMSD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:22:13.691829] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T10:22:14.035556] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:22:14.382366] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:22:14.720745] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:15.050301] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:22:15.378338] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:15.720819] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:16.054879] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:22:16.398852] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:22:16.741937] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:17.084181] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:22:17.084382] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T10:22:17.084440] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11292 tests [2025-11-21T10:22:17.084488] [INFO ] [CONFIGURE ] CMSD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:22:17.084533] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T10:22:17.454854] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:22:17.814866] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:22:18.192026] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:18.550493] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:22:18.912231] [DEBUG] [FORECASTER] CMSD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:22:19.305672] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:19.691345] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:22:20.073772] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:22:20.460098] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:20.833677] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:22:20.833897] [INFO ] [CONFIGURE ] CMSD: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:22:20.833958] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11291 tests [2025-11-21T10:22:20.834010] [INFO ] [CONFIGURE ] CMSD: Testing feature 28/29: add_volume_profile [2025-11-21T10:22:20.834057] [INFO ] [CONFIGURE ] CMSD: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position', 'add_volume_profile'] [2025-11-21T10:22:21.207404] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:22:21.564779] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:22:21.945350] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:22.309985] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:22:22.699309] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:23.053462] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:23.435603] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:22:23.822571] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:22:24.184419] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:24.490508] [DEBUG] [FORECASTER] CMSD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:22:24.490702] [INFO ] [CONFIGURE ] CMSD: KEPT add_volume_profile (score: 100.00%) [2025-11-21T10:22:24.490761] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11290 tests [2025-11-21T10:22:24.490808] [INFO ] [CONFIGURE ] CMSD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:22:24.490848] [INFO ] [CONFIGURE ] CMSD: Best accuracy: 100.00% [2025-11-21T10:22:24.490892] [INFO ] [CONFIGURE ] CMSD: Best feature set (6 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily', 'add_range_position', 'add_volume_profile'] [2025-11-21T10:22:24.490970] [INFO ] [CONFIGURE ] CMSD: Improvement over baseline: 50.00% [2025-11-21T10:22:24.491011] [INFO ] [CONFIGURE ] CMSD: Total time: 1.4 minutes [2025-11-21T10:22:24.491047] [INFO ] [CONFIGURE ] CMSD: Average time per feature: 3.0 seconds [2025-11-21T10:22:24.491083] [INFO ] [CONFIGURE ] CMSD: Average speed: 0.34 features/sec [2025-11-21T10:22:24.491533] [INFO ] [LOCAL ] Saved configuration for CMSD: 6 features, 100.00% accuracy -> ./output/feature-sets/CMSD.json [2025-11-21T10:22:24.491590] [INFO ] [CONFIGURE ] CMSD: Configuration saved successfully: 6 features, 100.00% accuracy. [2025-11-21T10:22:24.491638] [INFO ] [sig ] [337/723] Successfully configured CMSD | 0.01 sym/s | Total: 7.8h | ETA: 8.9h [2025-11-21T10:22:24.491701] [INFO ] [sig ] [338/723] Configuring CMTG... [2025-11-21T10:22:24.491746] [INFO ] [CONFIGURE ] CMTG: Configurate test run. [2025-11-21T10:22:24.491785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-11-21T10:22:24.540000] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMTG'. [2025-11-21T10:22:24.540685] [INFO ] [CONFIGURE ] CMTG: Testing with 29 available features [2025-11-21T10:22:24.540775] [INFO ] [CONFIGURE ] CMTG: Establishing baseline with no features... [2025-11-21T10:22:24.722368] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:22:24.894602] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:25.067266] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:25.236769] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:25.405241] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:25.590352] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:25.777726] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:25.964036] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:22:26.141751] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:26.312245] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:22:26.312400] [INFO ] [CONFIGURE ] CMTG: Baseline score (no features): 30.00% [2025-11-21T10:22:26.312446] [INFO ] [CONFIGURE ] CMTG: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:22:26.312483] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:22:26.518081] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:26.716502] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:26.916256] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:27.120887] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:27.334677] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:27.543444] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:27.751471] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:27.965551] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:28.187798] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:28.418920] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:22:28.419130] [INFO ] [CONFIGURE ] CMTG: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T10:22:28.419182] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11289 tests [2025-11-21T10:22:28.419220] [INFO ] [CONFIGURE ] CMTG: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:22:28.419256] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:22:28.689192] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:22:28.929007] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:29.170457] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:29.404833] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:29.649256] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:29.897888] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:30.140266] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:30.380031] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:30.623143] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:30.867179] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:22:30.867358] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T10:22:30.867416] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11288 tests [2025-11-21T10:22:30.867466] [INFO ] [CONFIGURE ] CMTG: Testing feature 3/29: add_daily_returns [2025-11-21T10:22:30.867541] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:22:31.080030] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:31.293695] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:31.516716] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:31.733729] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:31.953902] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:32.170221] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:32.397152] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:32.612736] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:32.821338] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:33.029731] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:22:33.029900] [INFO ] [CONFIGURE ] CMTG: KEPT add_daily_returns (score: 50.00%) [2025-11-21T10:22:33.029947] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11287 tests [2025-11-21T10:22:33.029985] [INFO ] [CONFIGURE ] CMTG: Testing feature 4/29: add_ema [2025-11-21T10:22:33.030022] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T10:22:33.284283] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:22:33.569044] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:33.836055] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:34.106884] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:34.392832] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:34.665760] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:34.938199] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:35.207347] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:35.480259] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:35.765240] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:22:35.765447] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_ema (score: 20.00%) [2025-11-21T10:22:35.765505] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11286 tests [2025-11-21T10:22:35.765553] [INFO ] [CONFIGURE ] CMTG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:22:35.765600] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:22:36.051451] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:36.339770] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:36.614039] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:36.891262] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:37.172961] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:37.470171] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:37.756527] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:38.047750] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:38.350273] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:38.643744] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:22:38.643928] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:22:38.643986] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11285 tests [2025-11-21T10:22:38.644030] [INFO ] [CONFIGURE ] CMTG: Testing feature 6/29: add_failed_moves [2025-11-21T10:22:38.644074] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T10:22:38.878461] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:39.110204] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:39.340402] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:39.571014] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:39.801976] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:40.036204] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:40.297564] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:40.555767] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:40.784961] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:41.011972] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:22:41.012162] [INFO ] [CONFIGURE ] CMTG: KEPT add_failed_moves (score: 60.00%) [2025-11-21T10:22:41.012212] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11284 tests [2025-11-21T10:22:41.012295] [INFO ] [CONFIGURE ] CMTG: Testing feature 7/29: add_lag_shelf [2025-11-21T10:22:41.012336] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T10:22:41.270550] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:41.531143] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:41.792912] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:42.051208] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:42.286843] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:42.510338] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:42.734299] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:42.994094] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:43.220356] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:43.489047] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:22:43.489257] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T10:22:43.489469] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11283 tests [2025-11-21T10:22:43.489583] [INFO ] [CONFIGURE ] CMTG: Testing feature 8/29: add_macd [2025-11-21T10:22:43.489638] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T10:22:43.843227] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:44.202454] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:44.552528] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:44.904995] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:45.267710] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:45.625615] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:45.996707] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:46.363078] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:46.723305] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:47.080809] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:22:47.081063] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:22:47.081134] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11282 tests [2025-11-21T10:22:47.081186] [INFO ] [CONFIGURE ] CMTG: Testing feature 9/29: add_mfi [2025-11-21T10:22:47.081239] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_mfi'] [2025-11-21T10:22:47.336474] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:22:47.608597] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:47.880346] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:48.160328] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:48.429837] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:48.679803] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:48.931829] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:49.202441] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:49.460445] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:49.718035] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:22:49.718238] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_mfi (score: 40.00%) [2025-11-21T10:22:49.718297] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11281 tests [2025-11-21T10:22:49.718338] [INFO ] [CONFIGURE ] CMTG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:22:49.718385] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:22:50.099702] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:50.492848] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:50.910160] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:51.371425] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:51.827033] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:52.169879] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:22:52.492168] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:52.815675] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:53.140350] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:22:53.470291] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:22:53.470495] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T10:22:53.470555] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11280 tests [2025-11-21T10:22:53.470601] [INFO ] [CONFIGURE ] CMTG: Testing feature 11/29: add_obv_daily [2025-11-21T10:22:53.470663] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T10:22:53.717797] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:53.963158] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:22:54.231617] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:54.494377] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:54.756129] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:55.015118] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:55.260733] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:55.510186] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:55.767783] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:56.026576] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:22:56.026791] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:22:56.026851] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11279 tests [2025-11-21T10:22:56.026897] [INFO ] [CONFIGURE ] CMTG: Testing feature 12/29: add_obv_interval [2025-11-21T10:22:56.026980] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T10:22:56.259550] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:56.497675] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:56.723262] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:22:56.956567] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:57.191377] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:57.423263] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:22:57.657059] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:22:57.894145] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:22:58.132894] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:22:58.384501] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:22:58.384837] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T10:22:58.384901] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11278 tests [2025-11-21T10:22:58.384947] [INFO ] [CONFIGURE ] CMTG: Testing feature 13/29: add_opening_strength [2025-11-21T10:22:58.384988] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_opening_strength'] [2025-11-21T10:22:58.625602] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:22:58.864850] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:22:59.123226] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:22:59.383442] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:22:59.625240] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:22:59.867025] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:00.112112] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:00.357897] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:01.309781] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:01.685543] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:01.685738] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T10:23:01.685799] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11277 tests [2025-11-21T10:23:01.685847] [INFO ] [CONFIGURE ] CMTG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:23:01.685891] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T10:23:01.938857] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:23:02.196836] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:02.452874] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:02.710640] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:02.965128] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:03.222569] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:03.483077] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:03.749614] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:04.036598] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:04.323504] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:04.323716] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T10:23:04.323776] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11276 tests [2025-11-21T10:23:04.323826] [INFO ] [CONFIGURE ] CMTG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:23:04.323868] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T10:23:04.554076] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:04.810113] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:05.045916] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:05.288285] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:05.522679] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:05.765144] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:06.003353] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:06.236634] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:06.465701] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:06.703143] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:06.703341] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:23:06.703401] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11275 tests [2025-11-21T10:23:06.703447] [INFO ] [CONFIGURE ] CMTG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:23:06.703491] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T10:23:06.950198] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:07.202235] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:07.452411] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:07.703805] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:07.957665] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:08.207918] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:08.488838] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:08.735935] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:08.994892] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:09.262031] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:23:09.262241] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:23:09.262333] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11274 tests [2025-11-21T10:23:09.262429] [INFO ] [CONFIGURE ] CMTG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:23:09.262502] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T10:23:09.529610] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:09.790845] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:10.065028] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:10.338033] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:10.595165] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:10.872104] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:11.150343] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:11.425259] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:11.685779] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:11.937277] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:11.937469] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T10:23:11.937526] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11273 tests [2025-11-21T10:23:11.937572] [INFO ] [CONFIGURE ] CMTG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:23:11.937615] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T10:23:12.173073] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:23:12.414898] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:12.645577] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:12.881325] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:13.123357] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:13.377570] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:13.631016] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:13.863473] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:14.128585] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:14.388009] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:14.388203] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T10:23:14.388268] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11272 tests [2025-11-21T10:23:14.388316] [INFO ] [CONFIGURE ] CMTG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:23:14.388362] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T10:23:14.636245] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:14.886337] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:15.115909] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:15.342024] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:15.585093] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:15.829503] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:16.071062] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:16.298434] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:16.529729] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:16.771074] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:23:16.771288] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T10:23:16.771370] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11271 tests [2025-11-21T10:23:16.771427] [INFO ] [CONFIGURE ] CMTG: Testing feature 20/29: add_price_rejection [2025-11-21T10:23:16.771473] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T10:23:17.023763] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:17.270116] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:17.537127] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:17.782257] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:18.040539] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:23:18.285952] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:18.539788] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:18.790192] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:19.059170] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:19.317445] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:23:19.317676] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:23:19.317747] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11270 tests [2025-11-21T10:23:19.317794] [INFO ] [CONFIGURE ] CMTG: Testing feature 21/29: add_range_position [2025-11-21T10:23:19.317837] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_range_position'] [2025-11-21T10:23:19.598184] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:19.884919] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:20.170378] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:20.434375] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:20.704100] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:20.992291] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:21.270837] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:21.558891] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:21.850951] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:22.153101] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:22.153311] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:23:22.153372] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11269 tests [2025-11-21T10:23:22.153423] [INFO ] [CONFIGURE ] CMTG: Testing feature 22/29: add_realized_volatility [2025-11-21T10:23:22.153492] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T10:23:22.520777] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:22.897007] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:23.261078] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:23.601055] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:23.939676] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:24.280872] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:24.633824] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:24.990559] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:25.350042] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:25.685616] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:25.685858] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T10:23:25.685917] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11268 tests [2025-11-21T10:23:25.685965] [INFO ] [CONFIGURE ] CMTG: Testing feature 23/29: add_recent_range_context [2025-11-21T10:23:25.686008] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T10:23:25.927980] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:23:26.160765] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:26.417616] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:26.661338] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:26.898455] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:27.151808] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:27.401100] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:27.649753] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:27.892306] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:28.139798] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:23:28.139965] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T10:23:28.140021] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11267 tests [2025-11-21T10:23:28.140068] [INFO ] [CONFIGURE ] CMTG: Testing feature 24/29: add_rsi [2025-11-21T10:23:28.140111] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T10:23:28.447052] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:23:28.743731] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:29.021495] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:29.310247] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:29.602976] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:23:29.884831] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:30.203987] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:30.508087] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:30.798902] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:31.083029] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:31.083214] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_rsi (score: 20.00%) [2025-11-21T10:23:31.083270] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11266 tests [2025-11-21T10:23:31.083318] [INFO ] [CONFIGURE ] CMTG: Testing feature 25/29: add_tick_distribution [2025-11-21T10:23:31.083362] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T10:23:31.312363] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:31.546787] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:31.785178] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:32.014924] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:32.258938] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:32.492797] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:32.729889] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:32.969293] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:33.212307] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:33.466999] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:33.467200] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T10:23:33.467258] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11265 tests [2025-11-21T10:23:33.467314] [INFO ] [CONFIGURE ] CMTG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:23:33.467368] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T10:23:33.715752] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:34.012409] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:34.279291] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:34.528793] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:34.773682] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:35.029035] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:35.297584] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:35.558830] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:35.799026] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:36.040298] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:36.040484] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T10:23:36.040541] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11264 tests [2025-11-21T10:23:36.040632] [INFO ] [CONFIGURE ] CMTG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:23:36.040702] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T10:23:36.306211] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:36.570505] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:36.838326] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:37.107619] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:37.373190] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:37.632259] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:37.908005] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:38.168926] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:38.488197] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:38.856293] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:23:38.856558] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:23:38.856689] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11263 tests [2025-11-21T10:23:38.856770] [INFO ] [CONFIGURE ] CMTG: Testing feature 28/29: add_volume_profile [2025-11-21T10:23:38.856841] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T10:23:39.212664] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:39.541518] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:39.812262] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:40.102341] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:40.354706] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:40.600779] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:40.864732] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:41.120089] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:41.373942] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:41.615756] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:41.615967] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:23:41.616029] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11262 tests [2025-11-21T10:23:41.616077] [INFO ] [CONFIGURE ] CMTG: Testing feature 29/29: add_vwap [2025-11-21T10:23:41.616123] [INFO ] [CONFIGURE ] CMTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_vwap'] [2025-11-21T10:23:41.886703] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:42.144315] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:42.393193] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:23:42.636695] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:23:42.884736] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:23:43.133310] [DEBUG] [FORECASTER] CMTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:23:43.388869] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:43.637425] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:23:43.892328] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:44.146785] [DEBUG] [FORECASTER] CMTG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:44.146978] [INFO ] [CONFIGURE ] CMTG: DISCARDED add_vwap (score: 40.00%) [2025-11-21T10:23:44.147039] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11261 tests [2025-11-21T10:23:44.147088] [INFO ] [CONFIGURE ] CMTG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:23:44.147130] [INFO ] [CONFIGURE ] CMTG: Best accuracy: 60.00% [2025-11-21T10:23:44.147173] [INFO ] [CONFIGURE ] CMTG: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T10:23:44.147215] [INFO ] [CONFIGURE ] CMTG: Improvement over baseline: 30.00% [2025-11-21T10:23:44.147253] [INFO ] [CONFIGURE ] CMTG: Total time: 1.3 minutes [2025-11-21T10:23:44.147292] [INFO ] [CONFIGURE ] CMTG: Average time per feature: 2.7 seconds [2025-11-21T10:23:44.147331] [INFO ] [CONFIGURE ] CMTG: Average speed: 0.37 features/sec [2025-11-21T10:23:44.147685] [INFO ] [LOCAL ] Saved configuration for CMTG: 3 features, 60.00% accuracy -> ./output/feature-sets/CMTG.json [2025-11-21T10:23:44.147745] [INFO ] [CONFIGURE ] CMTG: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T10:23:44.147795] [INFO ] [sig ] [338/723] Successfully configured CMTG | 0.01 sym/s | Total: 7.8h | ETA: 8.9h [2025-11-21T10:23:44.147840] [INFO ] [sig ] [339/723] Configuring CMU... [2025-11-21T10:23:44.147881] [INFO ] [CONFIGURE ] CMU: Configurate test run. [2025-11-21T10:23:44.147923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'. [2025-11-21T10:23:44.361901] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMU'. [2025-11-21T10:23:44.362354] [INFO ] [CONFIGURE ] CMU: Testing with 29 available features [2025-11-21T10:23:44.362418] [INFO ] [CONFIGURE ] CMU: Establishing baseline with no features... [2025-11-21T10:23:44.519099] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:44.677595] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:44.836600] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:44.995979] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:23:45.156443] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:23:45.313324] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:45.480856] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:45.657544] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:23:45.826693] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:45.994854] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:45.995191] [INFO ] [CONFIGURE ] CMU: Baseline score (no features): 40.00% [2025-11-21T10:23:45.995320] [INFO ] [CONFIGURE ] CMU: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:23:45.995397] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:23:46.185457] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:23:46.375914] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:46.564824] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:46.760141] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:23:46.957068] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:23:47.161912] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:47.375107] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:47.570852] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:23:47.772593] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:23:47.978132] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:47.978310] [INFO ] [CONFIGURE ] CMU: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:23:47.978358] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11260 tests [2025-11-21T10:23:47.978395] [INFO ] [CONFIGURE ] CMU: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:23:47.978429] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:23:48.172294] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:23:48.374717] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:48.575384] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:48.770888] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:23:48.964705] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:23:49.172878] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:49.376636] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:23:49.578798] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:23:49.776282] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:23:49.982100] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:23:49.982294] [INFO ] [CONFIGURE ] CMU: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:23:49.982346] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11259 tests [2025-11-21T10:23:49.982383] [INFO ] [CONFIGURE ] CMU: Testing feature 3/29: add_daily_returns [2025-11-21T10:23:49.982418] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns'] [2025-11-21T10:23:50.158092] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:50.338863] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:50.517587] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:50.699669] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:23:50.872467] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:23:51.050659] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:51.228946] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:51.404546] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:23:51.588796] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:51.791461] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:23:51.791680] [INFO ] [CONFIGURE ] CMU: KEPT add_daily_returns (score: 50.00%) [2025-11-21T10:23:51.791744] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11258 tests [2025-11-21T10:23:51.791787] [INFO ] [CONFIGURE ] CMU: Testing feature 4/29: add_ema [2025-11-21T10:23:51.791827] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T10:23:52.026244] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:52.258094] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:52.501163] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:52.741972] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:23:52.969528] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:23:53.190487] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:53.424589] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:53.662876] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:23:53.896464] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:54.118566] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:54.118794] [INFO ] [CONFIGURE ] CMU: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:23:54.118852] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11257 tests [2025-11-21T10:23:54.118892] [INFO ] [CONFIGURE ] CMU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:23:54.118929] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:23:54.357127] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:54.584165] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:54.814625] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:55.038947] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:23:55.263385] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:23:55.501238] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:55.741977] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:55.993937] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:23:56.220807] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:23:56.453834] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:56.454084] [INFO ] [CONFIGURE ] CMU: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:23:56.454144] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11256 tests [2025-11-21T10:23:56.454195] [INFO ] [CONFIGURE ] CMU: Testing feature 6/29: add_failed_moves [2025-11-21T10:23:56.454241] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T10:23:56.636729] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:56.822214] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:57.009701] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:57.194747] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:23:57.380844] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:23:57.564746] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:57.753734] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:57.944988] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:23:58.134246] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:23:58.329027] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:23:58.329196] [INFO ] [CONFIGURE ] CMU: KEPT add_failed_moves (score: 60.00%) [2025-11-21T10:23:58.329245] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11255 tests [2025-11-21T10:23:58.329282] [INFO ] [CONFIGURE ] CMU: Testing feature 7/29: add_lag_shelf [2025-11-21T10:23:58.329317] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T10:23:58.536989] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:23:58.743218] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:23:58.941363] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:23:59.151211] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:23:59.350447] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:23:59.552759] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:23:59.755094] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:23:59.959067] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:00.163682] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:00.364085] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:00.364257] [INFO ] [CONFIGURE ] CMU: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T10:24:00.364306] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11254 tests [2025-11-21T10:24:00.364346] [INFO ] [CONFIGURE ] CMU: Testing feature 8/29: add_macd [2025-11-21T10:24:00.364382] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T10:24:01.398194] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:01.854134] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:24:02.167849] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:02.477830] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:02.778919] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:03.068588] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:03.343460] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:24:03.643337] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:03.940302] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:04.235978] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:04.236188] [INFO ] [CONFIGURE ] CMU: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:24:04.236250] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11253 tests [2025-11-21T10:24:04.236299] [INFO ] [CONFIGURE ] CMU: Testing feature 9/29: add_mfi [2025-11-21T10:24:04.236345] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi'] [2025-11-21T10:24:04.450371] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:04.661242] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:04.885046] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:05.105264] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:05.333453] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:05.567407] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:05.788936] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:06.005075] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:06.215833] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:06.437883] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:06.438160] [INFO ] [CONFIGURE ] CMU: KEPT add_mfi (score: 70.00%) [2025-11-21T10:24:06.438222] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11252 tests [2025-11-21T10:24:06.438272] [INFO ] [CONFIGURE ] CMU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:24:06.438320] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:24:06.762416] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:07.074406] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:07.379980] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:07.674380] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:07.978094] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:08.287014] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:08.597025] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:08.899764] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:09.227549] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:09.529464] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:09.529671] [INFO ] [CONFIGURE ] CMU: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T10:24:09.529732] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11251 tests [2025-11-21T10:24:09.529783] [INFO ] [CONFIGURE ] CMU: Testing feature 11/29: add_obv_daily [2025-11-21T10:24:09.529829] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_obv_daily'] [2025-11-21T10:24:09.769762] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:10.017576] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:10.273589] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:10.510046] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:10.747851] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:10.984954] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:11.224350] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:11.475541] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:11.722596] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:11.957104] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:11.957281] [INFO ] [CONFIGURE ] CMU: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:24:11.957339] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11250 tests [2025-11-21T10:24:11.957388] [INFO ] [CONFIGURE ] CMU: Testing feature 12/29: add_obv_interval [2025-11-21T10:24:11.957432] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_obv_interval'] [2025-11-21T10:24:12.171782] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:12.392263] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:12.628572] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:12.851800] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:13.076880] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:13.299608] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:13.528789] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:13.766118] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:13.998638] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:14.233353] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:14.233584] [INFO ] [CONFIGURE ] CMU: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T10:24:14.233662] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11249 tests [2025-11-21T10:24:14.233710] [INFO ] [CONFIGURE ] CMU: Testing feature 13/29: add_opening_strength [2025-11-21T10:24:14.233753] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_opening_strength'] [2025-11-21T10:24:14.480485] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:14.721557] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:14.972945] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:15.230136] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:15.488565] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:15.751298] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:16.002958] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:16.258726] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:16.529051] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:16.800037] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:16.800260] [INFO ] [CONFIGURE ] CMU: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:24:16.800332] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11248 tests [2025-11-21T10:24:16.800383] [INFO ] [CONFIGURE ] CMU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:24:16.800429] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T10:24:17.067867] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:17.326999] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:17.593875] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:17.858527] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:18.112456] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:18.364901] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:18.613739] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:18.889773] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:19.160001] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:19.451624] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:19.451948] [INFO ] [CONFIGURE ] CMU: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T10:24:19.452010] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11247 tests [2025-11-21T10:24:19.452166] [INFO ] [CONFIGURE ] CMU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:24:19.452222] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T10:24:19.685938] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:19.924592] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:20.168866] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:20.404111] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:20.657143] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:20.914511] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:21.180697] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:21.422812] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:21.672735] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:21.915862] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:21.916168] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T10:24:21.916231] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11246 tests [2025-11-21T10:24:21.916310] [INFO ] [CONFIGURE ] CMU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:24:21.916361] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T10:24:22.160412] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:22.412488] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:22.693397] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:22.960427] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:23.216336] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:23.483568] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:23.739425] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:23.961932] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:24.181479] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:24.407241] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:24.407428] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:24:24.407498] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11245 tests [2025-11-21T10:24:24.407565] [INFO ] [CONFIGURE ] CMU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:24:24.407636] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T10:24:24.642200] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:24.875764] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:25.103428] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:25.329295] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:25.560603] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:25.798611] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:26.046673] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:24:26.289964] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:26.527590] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:26.778482] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:26.778692] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T10:24:26.778751] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11244 tests [2025-11-21T10:24:26.778799] [INFO ] [CONFIGURE ] CMU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:24:26.778844] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T10:24:26.993894] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:27.216318] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:27.429075] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:27.645600] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:27.871705] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:28.092899] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:28.321804] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:28.555696] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:28.765949] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:28.992080] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:28.992252] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:24:28.992308] [INFO ] [CONFIGURE ] JOB ETA: 8.9h | Avg: 2.8s/test | Remaining: 11243 tests [2025-11-21T10:24:28.992354] [INFO ] [CONFIGURE ] CMU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:24:28.992395] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T10:24:29.210536] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:29.427101] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:29.650071] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:29.850319] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:30.058476] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:30.272907] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:30.518588] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:24:30.731999] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:30.939594] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:31.160563] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:31.160761] [INFO ] [CONFIGURE ] CMU: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T10:24:31.160818] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11242 tests [2025-11-21T10:24:31.160862] [INFO ] [CONFIGURE ] CMU: Testing feature 20/29: add_price_rejection [2025-11-21T10:24:31.160904] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_price_rejection'] [2025-11-21T10:24:31.396374] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:31.682514] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:31.980555] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:32.278934] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:32.544983] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:32.800054] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:33.030528] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:33.258782] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:33.498900] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:33.744403] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:33.744610] [INFO ] [CONFIGURE ] CMU: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:24:33.744681] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11241 tests [2025-11-21T10:24:33.744735] [INFO ] [CONFIGURE ] CMU: Testing feature 21/29: add_range_position [2025-11-21T10:24:33.744780] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_range_position'] [2025-11-21T10:24:33.990626] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:34.248544] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:34.504810] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:34.753597] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:35.005165] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:35.264408] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:35.517162] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:35.765517] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:36.020574] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:36.269280] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:36.269507] [INFO ] [CONFIGURE ] CMU: DISCARDED add_range_position (score: 60.00%) [2025-11-21T10:24:36.269565] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11240 tests [2025-11-21T10:24:36.269619] [INFO ] [CONFIGURE ] CMU: Testing feature 22/29: add_realized_volatility [2025-11-21T10:24:36.269678] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_realized_volatility'] [2025-11-21T10:24:36.608155] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:36.971760] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:37.305068] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:37.640384] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:37.988083] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:38.324633] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:38.659063] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:39.000880] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:39.333014] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:39.654135] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:39.654352] [INFO ] [CONFIGURE ] CMU: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:24:39.654412] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11239 tests [2025-11-21T10:24:39.654461] [INFO ] [CONFIGURE ] CMU: Testing feature 23/29: add_recent_range_context [2025-11-21T10:24:39.654505] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_recent_range_context'] [2025-11-21T10:24:39.872548] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:40.092141] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:40.309403] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:40.535534] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:40.756839] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:40.975225] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:41.197891] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:24:41.434770] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:41.662552] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:41.884110] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:41.884293] [INFO ] [CONFIGURE ] CMU: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T10:24:41.884352] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11238 tests [2025-11-21T10:24:41.884399] [INFO ] [CONFIGURE ] CMU: Testing feature 24/29: add_rsi [2025-11-21T10:24:41.884443] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T10:24:42.150799] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:42.414398] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:42.678390] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:42.916340] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:43.158463] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:43.402766] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:43.691359] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:43.973506] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:44.241985] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:44.503083] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:44.503261] [INFO ] [CONFIGURE ] CMU: DISCARDED add_rsi (score: 40.00%) [2025-11-21T10:24:44.503318] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11237 tests [2025-11-21T10:24:44.503364] [INFO ] [CONFIGURE ] CMU: Testing feature 25/29: add_tick_distribution [2025-11-21T10:24:44.503406] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_tick_distribution'] [2025-11-21T10:24:44.724423] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:44.944473] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:45.173098] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:45.416334] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:45.641724] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:24:45.866992] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:46.093986] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:46.320164] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:46.550087] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:46.778937] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:24:46.779133] [INFO ] [CONFIGURE ] CMU: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:24:46.779195] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11236 tests [2025-11-21T10:24:46.779244] [INFO ] [CONFIGURE ] CMU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:24:46.779289] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T10:24:47.014353] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:47.267164] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:47.513216] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:47.758157] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:48.002347] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:48.248083] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:48.494760] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:24:48.741083] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:48.972499] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:49.201123] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:49.201337] [INFO ] [CONFIGURE ] CMU: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:24:49.201396] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11235 tests [2025-11-21T10:24:49.201442] [INFO ] [CONFIGURE ] CMU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:24:49.201484] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T10:24:49.443990] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:24:49.697718] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:49.946777] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:50.217220] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:50.466334] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:50.722700] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:50.980815] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:51.233003] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:51.478378] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:51.727526] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:51.727764] [INFO ] [CONFIGURE ] CMU: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:24:51.727854] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11234 tests [2025-11-21T10:24:51.727931] [INFO ] [CONFIGURE ] CMU: Testing feature 28/29: add_volume_profile [2025-11-21T10:24:51.727982] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_volume_profile'] [2025-11-21T10:24:51.956668] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:52.185449] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:52.417250] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:52.646411] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:52.881960] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:53.104951] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:53.325735] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:53.553071] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:53.808416] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:54.049600] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:54.049793] [INFO ] [CONFIGURE ] CMU: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T10:24:54.049852] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11233 tests [2025-11-21T10:24:54.049900] [INFO ] [CONFIGURE ] CMU: Testing feature 29/29: add_vwap [2025-11-21T10:24:54.049946] [INFO ] [CONFIGURE ] CMU: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi', 'add_vwap'] [2025-11-21T10:24:54.281897] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:24:54.518277] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:24:54.763335] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:54.987769] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:24:55.216844] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:24:55.454697] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:55.673793] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:24:55.915183] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:24:56.129901] [DEBUG] [FORECASTER] CMU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:24:56.353830] [DEBUG] [FORECASTER] CMU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:24:56.354078] [INFO ] [CONFIGURE ] CMU: DISCARDED add_vwap (score: 60.00%) [2025-11-21T10:24:56.354136] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11232 tests [2025-11-21T10:24:56.354182] [INFO ] [CONFIGURE ] CMU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:24:56.354223] [INFO ] [CONFIGURE ] CMU: Best accuracy: 70.00% [2025-11-21T10:24:56.354263] [INFO ] [CONFIGURE ] CMU: Best feature set (3 features): ['add_daily_returns', 'add_failed_moves', 'add_mfi'] [2025-11-21T10:24:56.354301] [INFO ] [CONFIGURE ] CMU: Improvement over baseline: 30.00% [2025-11-21T10:24:56.354337] [INFO ] [CONFIGURE ] CMU: Total time: 1.2 minutes [2025-11-21T10:24:56.354371] [INFO ] [CONFIGURE ] CMU: Average time per feature: 2.4 seconds [2025-11-21T10:24:56.354407] [INFO ] [CONFIGURE ] CMU: Average speed: 0.41 features/sec [2025-11-21T10:24:56.354849] [INFO ] [LOCAL ] Saved configuration for CMU: 3 features, 70.00% accuracy -> ./output/feature-sets/CMU.json [2025-11-21T10:24:56.354906] [INFO ] [CONFIGURE ] CMU: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T10:24:56.354954] [INFO ] [sig ] [339/723] Successfully configured CMU | 0.01 sym/s | Total: 7.9h | ETA: 8.9h [2025-11-21T10:24:56.354997] [INFO ] [sig ] [340/723] Configuring CNA... [2025-11-21T10:24:56.355036] [INFO ] [CONFIGURE ] CNA: Configurate test run. [2025-11-21T10:24:56.355075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-11-21T10:24:56.401321] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNA'. [2025-11-21T10:24:56.401783] [INFO ] [CONFIGURE ] CNA: Testing with 29 available features [2025-11-21T10:24:56.401850] [INFO ] [CONFIGURE ] CNA: Establishing baseline with no features... [2025-11-21T10:24:56.576870] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:24:56.753468] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:24:56.931126] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:24:57.110487] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:24:57.287260] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:24:57.459632] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:57.630108] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:24:57.802950] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:24:57.973936] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:24:58.147112] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:24:58.147266] [INFO ] [CONFIGURE ] CNA: Baseline score (no features): 20.00% [2025-11-21T10:24:58.147312] [INFO ] [CONFIGURE ] CNA: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:24:58.147348] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:24:58.355619] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:24:58.554236] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:24:58.756373] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:24:58.962995] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:24:59.166843] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:24:59.381700] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:24:59.590105] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:24:59.789474] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:24:59.991661] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:00.195770] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:00.196148] [INFO ] [CONFIGURE ] CNA: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-21T10:25:00.196214] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11231 tests [2025-11-21T10:25:00.196308] [INFO ] [CONFIGURE ] CNA: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:25:00.196408] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:25:00.402964] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:00.608806] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:25:01.570225] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:01.926271] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:02.156217] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:02.385201] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:02.607666] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:02.828893] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:03.041944] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:03.258517] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:03.258733] [INFO ] [CONFIGURE ] CNA: KEPT add_cumulative_delta (score: 30.00%) [2025-11-21T10:25:03.258812] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11230 tests [2025-11-21T10:25:03.258875] [INFO ] [CONFIGURE ] CNA: Testing feature 3/29: add_daily_returns [2025-11-21T10:25:03.258924] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:25:03.488523] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:03.742255] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:25:03.979139] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:04.217687] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:04.439409] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:25:04.673455] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:04.898889] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:05.133068] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:25:05.367115] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:05.597301] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:05.597513] [INFO ] [CONFIGURE ] CNA: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T10:25:05.597571] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11229 tests [2025-11-21T10:25:05.597617] [INFO ] [CONFIGURE ] CNA: Testing feature 4/29: add_ema [2025-11-21T10:25:05.597676] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T10:25:05.871256] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:06.131972] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:06.395190] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:06.654785] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:06.912116] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:25:07.176696] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:07.476455] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:07.736911] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:07.994519] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:08.261912] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:08.262832] [INFO ] [CONFIGURE ] CNA: KEPT add_ema (score: 50.00%) [2025-11-21T10:25:08.262895] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11228 tests [2025-11-21T10:25:08.262952] [INFO ] [CONFIGURE ] CNA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:25:08.262991] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:25:08.570185] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:08.885998] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:09.199482] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:09.500845] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:09.843800] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:10.177888] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:10.481335] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:10.788983] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:11.117554] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:11.433975] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:11.434181] [INFO ] [CONFIGURE ] CNA: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:25:11.434313] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11227 tests [2025-11-21T10:25:11.434367] [INFO ] [CONFIGURE ] CNA: Testing feature 6/29: add_failed_moves [2025-11-21T10:25:11.434405] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T10:25:11.696287] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:11.954749] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:12.229731] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:12.510248] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:12.793382] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:25:13.045868] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:13.303990] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:13.561510] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:13.830752] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:14.108663] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:14.108827] [INFO ] [CONFIGURE ] CNA: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T10:25:14.108895] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11226 tests [2025-11-21T10:25:14.109126] [INFO ] [CONFIGURE ] CNA: Testing feature 7/29: add_lag_shelf [2025-11-21T10:25:14.109168] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T10:25:14.362663] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:14.616988] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:14.866625] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:15.117826] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:15.370810] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:25:15.639527] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:15.920538] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:16.194312] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:16.473041] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:16.746192] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:16.746374] [INFO ] [CONFIGURE ] CNA: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:25:16.746446] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11225 tests [2025-11-21T10:25:16.746559] [INFO ] [CONFIGURE ] CNA: Testing feature 8/29: add_macd [2025-11-21T10:25:16.746608] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:25:17.115982] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:17.485524] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:25:17.853578] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:18.222665] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:18.585123] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:18.955888] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:19.385509] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:19.884438] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:20.223021] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:20.584873] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:20.585115] [INFO ] [CONFIGURE ] CNA: DISCARDED add_macd (score: 30.00%) [2025-11-21T10:25:20.585176] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11224 tests [2025-11-21T10:25:20.585339] [INFO ] [CONFIGURE ] CNA: Testing feature 9/29: add_mfi [2025-11-21T10:25:20.585387] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T10:25:20.858228] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:21.128662] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:21.401790] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:21.683522] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:21.972391] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:25:22.252856] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:22.523532] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:22.807169] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:25:23.079607] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:23.351101] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:23.351335] [INFO ] [CONFIGURE ] CNA: DISCARDED add_mfi (score: 40.00%) [2025-11-21T10:25:23.351419] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11223 tests [2025-11-21T10:25:23.351495] [INFO ] [CONFIGURE ] CNA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:25:23.351545] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:25:23.730983] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:24.091038] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:24.456127] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:24.816477] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:25.156962] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:25.505731] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:25.900136] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:26.290920] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:26.697986] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:27.106357] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:27.106553] [INFO ] [CONFIGURE ] CNA: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:25:27.106613] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11222 tests [2025-11-21T10:25:27.106713] [INFO ] [CONFIGURE ] CNA: Testing feature 11/29: add_obv_daily [2025-11-21T10:25:27.106767] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T10:25:27.410205] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:27.730231] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:28.012523] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:28.287765] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:25:28.555085] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:28.833970] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:29.105987] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:29.380351] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:29.658936] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:29.949115] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:29.949340] [INFO ] [CONFIGURE ] CNA: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:25:29.949399] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11221 tests [2025-11-21T10:25:29.949445] [INFO ] [CONFIGURE ] CNA: Testing feature 12/29: add_obv_interval [2025-11-21T10:25:29.949517] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T10:25:30.216975] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:30.468623] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:25:30.724950] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:30.987141] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:31.265489] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:31.516071] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:31.770634] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:32.033060] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:32.308066] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:32.585413] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:32.585592] [INFO ] [CONFIGURE ] CNA: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T10:25:32.585682] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11220 tests [2025-11-21T10:25:32.585737] [INFO ] [CONFIGURE ] CNA: Testing feature 13/29: add_opening_strength [2025-11-21T10:25:32.585783] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:25:32.897736] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:33.205212] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:33.494756] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:33.796851] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:34.093733] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:34.388167] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:34.684843] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:34.979397] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:25:35.277410] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:35.576078] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:35.576261] [INFO ] [CONFIGURE ] CNA: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T10:25:35.576345] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11219 tests [2025-11-21T10:25:35.576396] [INFO ] [CONFIGURE ] CNA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:25:35.576440] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T10:25:35.863176] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:25:36.153815] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:25:36.443246] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:36.732182] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:37.038197] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:37.321904] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:37.612688] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:37.897390] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:38.195506] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:38.503077] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:38.503262] [INFO ] [CONFIGURE ] CNA: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T10:25:38.503329] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11218 tests [2025-11-21T10:25:38.503407] [INFO ] [CONFIGURE ] CNA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:25:38.503452] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T10:25:38.764179] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:39.027374] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:39.295341] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:39.577047] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:39.842445] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:25:40.111747] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:40.374681] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:40.665255] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:40.936853] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:41.206121] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:41.206293] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T10:25:41.206353] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11217 tests [2025-11-21T10:25:41.206400] [INFO ] [CONFIGURE ] CNA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:25:41.206501] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T10:25:41.484279] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:41.763524] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:42.060532] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:42.341716] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:42.624128] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:42.903870] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:43.187636] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:43.467262] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:43.745871] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:44.046917] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:44.047192] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:25:44.047249] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11216 tests [2025-11-21T10:25:44.047296] [INFO ] [CONFIGURE ] CNA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:25:44.047340] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T10:25:44.334049] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:44.616775] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:44.901965] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:45.187222] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:45.480620] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:25:45.773031] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:46.059018] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:46.349665] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:46.631543] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:46.917051] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:46.917247] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:25:46.917302] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11215 tests [2025-11-21T10:25:46.917380] [INFO ] [CONFIGURE ] CNA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:25:46.917426] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T10:25:47.175432] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:47.446110] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:25:47.703681] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:47.991354] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:48.261693] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:25:48.533880] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:48.799148] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:49.072729] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:25:49.348043] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:49.619178] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:49.619353] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T10:25:49.619409] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11214 tests [2025-11-21T10:25:49.619536] [INFO ] [CONFIGURE ] CNA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:25:49.619586] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T10:25:49.884199] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:50.148034] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:50.453352] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:50.728548] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:51.010634] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:51.282371] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:51.548207] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:51.818571] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:52.093093] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:52.361001] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:52.361180] [INFO ] [CONFIGURE ] CNA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T10:25:52.361235] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11213 tests [2025-11-21T10:25:52.361310] [INFO ] [CONFIGURE ] CNA: Testing feature 20/29: add_price_rejection [2025-11-21T10:25:52.361358] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T10:25:52.649042] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:52.938277] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:53.215618] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:53.494840] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:53.792299] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:54.089162] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:54.378301] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:54.655201] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:25:54.936305] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:55.227984] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:55.228227] [INFO ] [CONFIGURE ] CNA: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:25:55.228364] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11212 tests [2025-11-21T10:25:55.228422] [INFO ] [CONFIGURE ] CNA: Testing feature 21/29: add_range_position [2025-11-21T10:25:55.228465] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T10:25:55.519903] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:55.831884] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:56.135238] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:56.452549] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:25:56.759203] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:25:57.062885] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:25:57.376433] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:25:57.689146] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:25:57.988893] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:25:58.292045] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:25:58.292254] [INFO ] [CONFIGURE ] CNA: DISCARDED add_range_position (score: 30.00%) [2025-11-21T10:25:58.292349] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11211 tests [2025-11-21T10:25:58.292400] [INFO ] [CONFIGURE ] CNA: Testing feature 22/29: add_realized_volatility [2025-11-21T10:25:58.292444] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T10:25:58.660426] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:25:59.029849] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:25:59.389609] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:25:59.750566] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:00.116631] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:26:00.484842] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:26:00.850491] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:01.744353] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:02.151197] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:02.532073] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:26:02.532282] [INFO ] [CONFIGURE ] CNA: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T10:26:02.532342] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11210 tests [2025-11-21T10:26:02.532388] [INFO ] [CONFIGURE ] CNA: Testing feature 23/29: add_recent_range_context [2025-11-21T10:26:02.532430] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T10:26:02.807589] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:26:03.104688] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:26:03.399601] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:26:03.702233] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:04.005589] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:26:04.310354] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:26:04.631096] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:04.951561] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:05.276810] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:05.589994] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:26:05.590176] [INFO ] [CONFIGURE ] CNA: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T10:26:05.590238] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11209 tests [2025-11-21T10:26:05.590289] [INFO ] [CONFIGURE ] CNA: Testing feature 24/29: add_rsi [2025-11-21T10:26:05.590336] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T10:26:05.912699] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:26:06.231261] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:26:06.544364] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:26:06.847978] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:07.152036] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:26:07.449255] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:26:07.751084] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:08.051205] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:08.345836] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:08.652872] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:26:08.653088] [INFO ] [CONFIGURE ] CNA: DISCARDED add_rsi (score: 30.00%) [2025-11-21T10:26:08.653145] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11208 tests [2025-11-21T10:26:08.653194] [INFO ] [CONFIGURE ] CNA: Testing feature 25/29: add_tick_distribution [2025-11-21T10:26:08.653237] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T10:26:08.967607] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:26:09.255943] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:26:09.544474] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:26:09.842226] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:10.138513] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:26:10.451032] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:26:10.742583] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:11.033858] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:11.303455] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:11.582100] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:26:11.582303] [INFO ] [CONFIGURE ] CNA: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:26:11.582359] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11207 tests [2025-11-21T10:26:11.582426] [INFO ] [CONFIGURE ] CNA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:26:11.582471] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T10:26:11.848959] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:26:12.125532] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:26:12.442859] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:26:12.703822] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:12.971130] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:26:13.250790] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:26:13.538565] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:13.831401] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:14.121023] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:14.409223] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:26:14.409397] [INFO ] [CONFIGURE ] CNA: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T10:26:14.409474] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11206 tests [2025-11-21T10:26:14.409524] [INFO ] [CONFIGURE ] CNA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:26:14.409568] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T10:26:14.713942] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:26:15.027886] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:26:15.330785] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:26:15.640194] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:15.946841] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:26:16.255898] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:26:16.570584] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:16.892883] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:17.170507] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:17.460493] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:26:17.460706] [INFO ] [CONFIGURE ] CNA: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:26:17.460768] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11205 tests [2025-11-21T10:26:17.460818] [INFO ] [CONFIGURE ] CNA: Testing feature 28/29: add_volume_profile [2025-11-21T10:26:17.460862] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T10:26:17.748780] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:26:18.029629] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:26:18.306534] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:26:18.575943] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:18.855681] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:26:19.160057] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:26:19.464266] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:19.770989] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:20.078225] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:20.392738] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:26:20.392997] [INFO ] [CONFIGURE ] CNA: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:26:20.393062] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11204 tests [2025-11-21T10:26:20.393113] [INFO ] [CONFIGURE ] CNA: Testing feature 29/29: add_vwap [2025-11-21T10:26:20.393156] [INFO ] [CONFIGURE ] CNA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T10:26:20.702729] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:26:21.017904] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:26:21.323106] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:26:21.625163] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:21.925868] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:26:22.227960] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:26:22.559043] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:22.869464] [DEBUG] [FORECASTER] CNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:23.178733] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:23.498297] [DEBUG] [FORECASTER] CNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:26:23.498475] [INFO ] [CONFIGURE ] CNA: DISCARDED add_vwap (score: 30.00%) [2025-11-21T10:26:23.498533] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11203 tests [2025-11-21T10:26:23.498581] [INFO ] [CONFIGURE ] CNA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:26:23.498622] [INFO ] [CONFIGURE ] CNA: Best accuracy: 50.00% [2025-11-21T10:26:23.498685] [INFO ] [CONFIGURE ] CNA: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T10:26:23.498727] [INFO ] [CONFIGURE ] CNA: Improvement over baseline: 30.00% [2025-11-21T10:26:23.498764] [INFO ] [CONFIGURE ] CNA: Total time: 1.4 minutes [2025-11-21T10:26:23.498802] [INFO ] [CONFIGURE ] CNA: Average time per feature: 2.9 seconds [2025-11-21T10:26:23.498839] [INFO ] [CONFIGURE ] CNA: Average speed: 0.34 features/sec [2025-11-21T10:26:23.499185] [INFO ] [LOCAL ] Saved configuration for CNA: 2 features, 50.00% accuracy -> ./output/feature-sets/CNA.json [2025-11-21T10:26:23.499244] [INFO ] [CONFIGURE ] CNA: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-11-21T10:26:23.499293] [INFO ] [sig ] [340/723] Successfully configured CNA | 0.01 sym/s | Total: 7.9h | ETA: 8.9h [2025-11-21T10:26:23.499337] [INFO ] [sig ] [341/723] Configuring CNC... [2025-11-21T10:26:23.499378] [INFO ] [CONFIGURE ] CNC: Configurate test run. [2025-11-21T10:26:23.499415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-11-21T10:26:23.544977] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNC'. [2025-11-21T10:26:23.545337] [INFO ] [CONFIGURE ] CNC: Testing with 29 available features [2025-11-21T10:26:23.545398] [INFO ] [CONFIGURE ] CNC: Establishing baseline with no features... [2025-11-21T10:26:23.735446] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:26:23.926326] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:24.121934] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:24.318890] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:24.510549] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:24.701634] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:26:24.893790] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:26:25.084863] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:25.277269] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:25.473167] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:26:25.473428] [INFO ] [CONFIGURE ] CNC: Baseline score (no features): 50.00% [2025-11-21T10:26:25.473525] [INFO ] [CONFIGURE ] CNC: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:26:25.473600] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:26:25.701238] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:25.933547] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:26.166054] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:26.394020] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:26.610583] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:26.827904] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:26:27.049622] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:27.263159] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:27.489970] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:27.738856] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:27.739112] [INFO ] [CONFIGURE ] CNC: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T10:26:27.739193] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11202 tests [2025-11-21T10:26:27.739263] [INFO ] [CONFIGURE ] CNC: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:26:27.739325] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:26:28.026241] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:28.362164] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:28.659258] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:28.928285] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:29.166448] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:29.405723] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:26:29.651188] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:29.906237] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:30.195209] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:30.462526] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:26:30.462744] [INFO ] [CONFIGURE ] CNC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T10:26:30.462807] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11201 tests [2025-11-21T10:26:30.462947] [INFO ] [CONFIGURE ] CNC: Testing feature 3/29: add_daily_returns [2025-11-21T10:26:30.462995] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:26:30.701402] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:30.937943] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:26:31.176395] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:31.403324] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:31.626559] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:31.849541] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:26:32.075574] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:32.303458] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:32.532100] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:32.754436] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:32.754630] [INFO ] [CONFIGURE ] CNC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T10:26:32.754723] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11200 tests [2025-11-21T10:26:32.754777] [INFO ] [CONFIGURE ] CNC: Testing feature 4/29: add_ema [2025-11-21T10:26:32.754961] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:26:33.011248] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:33.290530] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:33.578258] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:33.869732] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:34.165381] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:26:34.447084] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:26:34.727309] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:35.031032] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:35.313034] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:35.602618] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:35.603000] [INFO ] [CONFIGURE ] CNC: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:26:35.603106] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11199 tests [2025-11-21T10:26:35.603192] [INFO ] [CONFIGURE ] CNC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:26:35.603297] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:26:35.896985] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:36.179112] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:36.473887] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:36.777072] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:37.074770] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:37.373192] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:26:37.674145] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:37.971054] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:38.278150] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:38.566602] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:26:38.566798] [INFO ] [CONFIGURE ] CNC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:26:38.566857] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11198 tests [2025-11-21T10:26:38.566905] [INFO ] [CONFIGURE ] CNC: Testing feature 6/29: add_failed_moves [2025-11-21T10:26:38.566968] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T10:26:38.816218] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:39.076326] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:39.306113] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:39.525188] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:39.754053] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:39.996370] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:26:40.238976] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:40.480870] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:40.730216] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:40.980408] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:40.980625] [INFO ] [CONFIGURE ] CNC: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:26:40.980714] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11197 tests [2025-11-21T10:26:40.980792] [INFO ] [CONFIGURE ] CNC: Testing feature 7/29: add_lag_shelf [2025-11-21T10:26:40.980846] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T10:26:41.218858] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:41.446338] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:41.680872] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:41.906170] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:42.123411] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:42.337939] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:26:42.558765] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:42.777956] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:42.995928] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:43.218367] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:43.218689] [INFO ] [CONFIGURE ] CNC: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T10:26:43.218773] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11196 tests [2025-11-21T10:26:43.218830] [INFO ] [CONFIGURE ] CNC: Testing feature 8/29: add_macd [2025-11-21T10:26:43.218891] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T10:26:43.555614] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:26:43.924606] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:44.259365] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:44.577439] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:44.895742] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:45.218040] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:26:45.549080] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:45.871115] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:46.174792] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:46.500109] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:46.500341] [INFO ] [CONFIGURE ] CNC: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:26:46.500453] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11195 tests [2025-11-21T10:26:46.500509] [INFO ] [CONFIGURE ] CNC: Testing feature 9/29: add_mfi [2025-11-21T10:26:46.500550] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T10:26:46.726272] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:46.950218] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:47.175273] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:47.410179] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:47.640039] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:47.872539] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:26:48.108018] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:48.343951] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:48.573628] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:48.820914] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:48.821241] [INFO ] [CONFIGURE ] CNC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T10:26:48.821332] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11194 tests [2025-11-21T10:26:48.821406] [INFO ] [CONFIGURE ] CNC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:26:48.821472] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:26:49.148549] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:26:49.465935] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:26:49.786215] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:50.108849] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:50.430005] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:50.743987] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:26:51.058117] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:51.369784] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:51.685279] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:52.002371] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:52.002595] [INFO ] [CONFIGURE ] CNC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:26:52.002741] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11193 tests [2025-11-21T10:26:52.002793] [INFO ] [CONFIGURE ] CNC: Testing feature 11/29: add_obv_daily [2025-11-21T10:26:52.002836] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T10:26:52.244839] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:26:52.486375] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:52.727888] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:52.979826] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:53.230726] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:53.478003] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:26:53.718892] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:53.974623] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:54.214869] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:54.485491] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:54.485696] [INFO ] [CONFIGURE ] CNC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:26:54.485776] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11192 tests [2025-11-21T10:26:54.485829] [INFO ] [CONFIGURE ] CNC: Testing feature 12/29: add_obv_interval [2025-11-21T10:26:54.485882] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T10:26:54.728483] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:26:54.960221] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:55.191564] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:55.424010] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:55.662234] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:26:55.899180] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:26:56.133530] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:56.370302] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:26:56.602545] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:26:56.835917] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:56.836089] [INFO ] [CONFIGURE ] CNC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T10:26:56.836138] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11191 tests [2025-11-21T10:26:56.836176] [INFO ] [CONFIGURE ] CNC: Testing feature 13/29: add_opening_strength [2025-11-21T10:26:56.836211] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:26:57.090291] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:57.347708] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:26:57.610172] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:26:57.867305] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:26:58.134014] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:26:58.388922] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:26:58.648815] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:26:58.922225] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:26:59.185522] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:26:59.440552] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:26:59.440773] [INFO ] [CONFIGURE ] CNC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:26:59.440851] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11190 tests [2025-11-21T10:26:59.440904] [INFO ] [CONFIGURE ] CNC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:26:59.440952] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T10:26:59.691272] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:26:59.940479] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:27:00.188349] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:00.433707] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:00.685125] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:00.983293] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:27:01.848579] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:02.112733] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:02.381582] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:02.644372] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:02.644561] [INFO ] [CONFIGURE ] CNC: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T10:27:02.644617] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11189 tests [2025-11-21T10:27:02.644714] [INFO ] [CONFIGURE ] CNC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:27:02.644760] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T10:27:02.874951] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:03.102165] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:27:03.325275] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:03.564338] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:03.816553] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:04.061497] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:04.299549] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:04.562495] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:27:04.811327] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:05.051373] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:05.051724] [INFO ] [CONFIGURE ] CNC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:27:05.051832] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11188 tests [2025-11-21T10:27:05.051911] [INFO ] [CONFIGURE ] CNC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:27:05.052020] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T10:27:05.323735] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:05.582227] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:05.848588] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:06.112628] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:06.375979] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:06.647825] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:27:06.902145] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:07.159121] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:27:07.410585] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:07.663813] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:27:07.664011] [INFO ] [CONFIGURE ] CNC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:27:07.664061] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11187 tests [2025-11-21T10:27:07.664100] [INFO ] [CONFIGURE ] CNC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:27:07.664136] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T10:27:07.910528] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:08.164446] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:27:08.413630] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:08.666317] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:08.920585] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:09.163439] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:27:09.399809] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:09.631737] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:27:09.861546] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:10.097503] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:10.097699] [INFO ] [CONFIGURE ] CNC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:27:10.097758] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11186 tests [2025-11-21T10:27:10.097880] [INFO ] [CONFIGURE ] CNC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:27:10.097925] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T10:27:10.302747] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:10.505392] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:10.712281] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:10.912124] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:11.116600] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:11.322322] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:11.529413] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:11.736884] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:27:11.946234] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:12.151237] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:12.151406] [INFO ] [CONFIGURE ] CNC: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:27:12.151454] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11185 tests [2025-11-21T10:27:12.151493] [INFO ] [CONFIGURE ] CNC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:27:12.151529] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T10:27:12.368227] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:12.588789] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:12.807663] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:13.024429] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:13.251148] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:27:13.484736] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:13.705245] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:13.934125] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:14.150620] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:14.367528] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:14.367759] [INFO ] [CONFIGURE ] CNC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:27:14.367835] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11184 tests [2025-11-21T10:27:14.367960] [INFO ] [CONFIGURE ] CNC: Testing feature 20/29: add_price_rejection [2025-11-21T10:27:14.368008] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T10:27:14.601621] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:14.839319] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:15.085273] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:15.396132] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:15.719392] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:16.010553] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:16.250057] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:16.486542] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:16.728124] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:16.972110] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:16.972324] [INFO ] [CONFIGURE ] CNC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:27:16.972408] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11183 tests [2025-11-21T10:27:16.972453] [INFO ] [CONFIGURE ] CNC: Testing feature 21/29: add_range_position [2025-11-21T10:27:16.972496] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T10:27:17.249029] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:27:17.513320] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:17.782188] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:18.047274] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:18.317980] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:18.587947] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:18.860536] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:19.124923] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:19.385035] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:19.643352] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:19.643527] [INFO ] [CONFIGURE ] CNC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:27:19.643630] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11182 tests [2025-11-21T10:27:19.643723] [INFO ] [CONFIGURE ] CNC: Testing feature 22/29: add_realized_volatility [2025-11-21T10:27:19.643771] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T10:27:19.986325] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:27:20.314607] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:20.655543] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:20.990603] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:21.326184] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:21.672326] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:22.013469] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:22.356153] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:22.688255] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:23.020354] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:23.020526] [INFO ] [CONFIGURE ] CNC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T10:27:23.020583] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11181 tests [2025-11-21T10:27:23.020630] [INFO ] [CONFIGURE ] CNC: Testing feature 23/29: add_recent_range_context [2025-11-21T10:27:23.020700] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T10:27:23.275579] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:23.535410] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:23.796087] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:24.055702] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:24.284879] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:24.517558] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:24.752529] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:24.990039] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:25.234085] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:25.475273] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:25.475452] [INFO ] [CONFIGURE ] CNC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:27:25.475545] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11180 tests [2025-11-21T10:27:25.475599] [INFO ] [CONFIGURE ] CNC: Testing feature 24/29: add_rsi [2025-11-21T10:27:25.475663] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T10:27:25.746105] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:27:26.020609] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:26.301108] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:26.590291] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:26.876226] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:27:27.152209] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:27:27.429059] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:27.703428] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:27.977706] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:28.257686] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:28.257880] [INFO ] [CONFIGURE ] CNC: DISCARDED add_rsi (score: 50.00%) [2025-11-21T10:27:28.257952] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11179 tests [2025-11-21T10:27:28.258010] [INFO ] [CONFIGURE ] CNC: Testing feature 25/29: add_tick_distribution [2025-11-21T10:27:28.258053] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T10:27:28.484013] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:28.707536] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:28.946130] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:29.192789] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:29.442243] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:29.697145] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:29.951704] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:30.202787] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:30.455675] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:30.704917] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:30.705088] [INFO ] [CONFIGURE ] CNC: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:27:30.705137] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11178 tests [2025-11-21T10:27:30.705177] [INFO ] [CONFIGURE ] CNC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:27:30.705214] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T10:27:30.950980] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:31.190506] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:31.434379] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:31.679442] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:31.935567] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:32.189505] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:32.438013] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:32.685828] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:27:32.947335] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:33.191362] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:33.191573] [INFO ] [CONFIGURE ] CNC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:27:33.191681] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11177 tests [2025-11-21T10:27:33.191730] [INFO ] [CONFIGURE ] CNC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:27:33.191775] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T10:27:33.468837] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:33.738889] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:34.012658] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:34.283573] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:34.550837] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:27:34.817704] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:35.106999] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:35.371199] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:35.643546] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:35.921036] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:35.921223] [INFO ] [CONFIGURE ] CNC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:27:35.921284] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11176 tests [2025-11-21T10:27:35.921399] [INFO ] [CONFIGURE ] CNC: Testing feature 28/29: add_volume_profile [2025-11-21T10:27:35.921449] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T10:27:36.190803] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:36.451841] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:36.712612] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:36.973991] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:37.240633] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:37.502039] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:37.760813] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:38.020760] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:27:38.262447] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:38.499972] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:38.500149] [INFO ] [CONFIGURE ] CNC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:27:38.500211] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11175 tests [2025-11-21T10:27:38.500257] [INFO ] [CONFIGURE ] CNC: Testing feature 29/29: add_vwap [2025-11-21T10:27:38.500300] [INFO ] [CONFIGURE ] CNC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T10:27:38.750726] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:38.997960] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:27:39.243197] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:27:39.494558] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:39.740879] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:27:39.994229] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:40.252777] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:27:40.504973] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:27:40.758115] [DEBUG] [FORECASTER] CNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:41.013928] [DEBUG] [FORECASTER] CNC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:27:41.014112] [INFO ] [CONFIGURE ] CNC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:27:41.014239] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11174 tests [2025-11-21T10:27:41.014296] [INFO ] [CONFIGURE ] CNC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:27:41.014342] [INFO ] [CONFIGURE ] CNC: Best accuracy: 70.00% [2025-11-21T10:27:41.014386] [INFO ] [CONFIGURE ] CNC: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T10:27:41.014429] [INFO ] [CONFIGURE ] CNC: Improvement over baseline: 20.00% [2025-11-21T10:27:41.014469] [INFO ] [CONFIGURE ] CNC: Total time: 1.3 minutes [2025-11-21T10:27:41.014541] [INFO ] [CONFIGURE ] CNC: Average time per feature: 2.6 seconds [2025-11-21T10:27:41.014592] [INFO ] [CONFIGURE ] CNC: Average speed: 0.38 features/sec [2025-11-21T10:27:41.015106] [INFO ] [LOCAL ] Saved configuration for CNC: 2 features, 70.00% accuracy -> ./output/feature-sets/CNC.json [2025-11-21T10:27:41.015167] [INFO ] [CONFIGURE ] CNC: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T10:27:41.015224] [INFO ] [sig ] [341/723] Successfully configured CNC | 0.01 sym/s | Total: 7.9h | ETA: 8.8h [2025-11-21T10:27:41.015296] [INFO ] [sig ] [342/723] Configuring CNF... [2025-11-21T10:27:41.015338] [INFO ] [CONFIGURE ] CNF: Configurate test run. [2025-11-21T10:27:41.015378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-11-21T10:27:41.095084] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNF'. [2025-11-21T10:27:41.095659] [INFO ] [CONFIGURE ] CNF: Testing with 29 available features [2025-11-21T10:27:41.095737] [INFO ] [CONFIGURE ] CNF: Establishing baseline with no features... [2025-11-21T10:27:41.277188] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:41.464789] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:41.646541] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:41.828381] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:27:42.023094] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:27:42.209944] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:42.392013] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:27:42.574972] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:27:42.757329] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:27:42.943315] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:27:42.943554] [INFO ] [CONFIGURE ] CNF: Baseline score (no features): 60.00% [2025-11-21T10:27:42.943614] [INFO ] [CONFIGURE ] CNF: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:27:42.943675] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:27:43.157349] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:43.373249] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:43.592169] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:43.808743] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:27:44.025897] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:27:44.246306] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:44.469694] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:27:44.689501] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:27:44.913929] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:45.133749] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:27:45.134035] [INFO ] [CONFIGURE ] CNF: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T10:27:45.134089] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11173 tests [2025-11-21T10:27:45.134130] [INFO ] [CONFIGURE ] CNF: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:27:45.134164] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:27:45.355770] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:45.578877] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:45.801294] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:46.022988] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:27:46.246292] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:27:46.474608] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:46.700099] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:27:46.934072] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:27:47.165021] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:27:47.391857] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:47.392287] [INFO ] [CONFIGURE ] CNF: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T10:27:47.392395] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11172 tests [2025-11-21T10:27:47.392514] [INFO ] [CONFIGURE ] CNF: Testing feature 3/29: add_daily_returns [2025-11-21T10:27:47.392602] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_daily_returns'] [2025-11-21T10:27:47.591414] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:27:47.788371] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:47.990756] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:48.191226] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:27:48.398254] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:27:48.599329] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:48.805705] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:27:49.023325] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:27:49.233360] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:27:49.440596] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:27:49.440882] [INFO ] [CONFIGURE ] CNF: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T10:27:49.440940] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11171 tests [2025-11-21T10:27:49.440980] [INFO ] [CONFIGURE ] CNF: Testing feature 4/29: add_ema [2025-11-21T10:27:49.441078] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_ema'] [2025-11-21T10:27:49.667794] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:27:49.900058] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:50.133039] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:50.364863] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:27:50.596744] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:27:50.829853] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:51.061365] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:27:51.269468] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:27:51.481443] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:27:51.691614] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:51.691814] [INFO ] [CONFIGURE ] CNF: DISCARDED add_ema (score: 60.00%) [2025-11-21T10:27:51.691864] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11170 tests [2025-11-21T10:27:51.691903] [INFO ] [CONFIGURE ] CNF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:27:51.691938] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:27:51.900521] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:52.110134] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:52.321966] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:52.538253] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:27:52.750042] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:27:52.963299] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:53.171179] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:27:53.381547] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:27:53.591335] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:27:53.802369] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:53.802551] [INFO ] [CONFIGURE ] CNF: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T10:27:53.802606] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11169 tests [2025-11-21T10:27:53.802712] [INFO ] [CONFIGURE ] CNF: Testing feature 6/29: add_failed_moves [2025-11-21T10:27:53.802760] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T10:27:54.056076] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:54.292063] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:54.529856] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:54.761163] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:27:54.992949] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:27:55.224513] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:55.448505] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:27:55.691830] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:27:55.927951] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:27:56.162612] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:27:56.162834] [INFO ] [CONFIGURE ] CNF: KEPT add_failed_moves (score: 80.00%) [2025-11-21T10:27:56.162893] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11168 tests [2025-11-21T10:27:56.162938] [INFO ] [CONFIGURE ] CNF: Testing feature 7/29: add_lag_shelf [2025-11-21T10:27:56.162980] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T10:27:56.394727] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:56.626452] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:56.857730] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:57.090941] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:27:57.324608] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:27:57.555530] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:27:57.787421] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:27:58.021683] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:27:58.260675] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:27:58.497906] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:27:58.498084] [INFO ] [CONFIGURE ] CNF: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:27:58.498139] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11167 tests [2025-11-21T10:27:58.498208] [INFO ] [CONFIGURE ] CNF: Testing feature 8/29: add_macd [2025-11-21T10:27:58.498257] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T10:27:58.784994] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:27:59.094634] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:27:59.390576] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:27:59.693444] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:00.005212] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:00.310237] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:00.620294] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:00.920443] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:28:01.902079] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:02.304463] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:02.304702] [INFO ] [CONFIGURE ] CNF: DISCARDED add_macd (score: 60.00%) [2025-11-21T10:28:02.304787] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11166 tests [2025-11-21T10:28:02.304839] [INFO ] [CONFIGURE ] CNF: Testing feature 9/29: add_mfi [2025-11-21T10:28:02.304876] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T10:28:02.549109] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:02.788982] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:03.031029] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:03.273696] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:03.514868] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:03.755727] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:04.005603] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:04.253491] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:04.501411] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:04.751469] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:04.751687] [INFO ] [CONFIGURE ] CNF: DISCARDED add_mfi (score: 80.00%) [2025-11-21T10:28:04.751753] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11165 tests [2025-11-21T10:28:04.751803] [INFO ] [CONFIGURE ] CNF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:28:04.751839] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:28:05.101429] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:05.452072] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:05.803743] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:06.146661] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:06.501829] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:06.869367] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:07.221797] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:07.560377] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:07.901454] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:08.355751] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:08.356039] [INFO ] [CONFIGURE ] CNF: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:28:08.356124] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11164 tests [2025-11-21T10:28:08.356197] [INFO ] [CONFIGURE ] CNF: Testing feature 11/29: add_obv_daily [2025-11-21T10:28:08.356267] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T10:28:08.661192] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:08.905015] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:28:09.139083] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:09.386269] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:09.616938] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:28:09.855443] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:10.085954] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:10.320711] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:10.556086] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:10.793104] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:10.793281] [INFO ] [CONFIGURE ] CNF: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:28:10.793337] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11163 tests [2025-11-21T10:28:10.793384] [INFO ] [CONFIGURE ] CNF: Testing feature 12/29: add_obv_interval [2025-11-21T10:28:10.793425] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T10:28:11.027966] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:11.265387] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:11.504666] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:11.745236] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:11.980154] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:12.217301] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:12.458191] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:12.693386] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:12.930261] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:13.166540] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:13.166742] [INFO ] [CONFIGURE ] CNF: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T10:28:13.166803] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11162 tests [2025-11-21T10:28:13.166853] [INFO ] [CONFIGURE ] CNF: Testing feature 13/29: add_opening_strength [2025-11-21T10:28:13.166899] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:28:13.420014] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:13.675308] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:13.934599] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:14.208943] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:14.488733] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:14.763108] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:15.036320] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:15.312616] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:15.585187] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:15.866935] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:15.867129] [INFO ] [CONFIGURE ] CNF: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T10:28:15.867188] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11161 tests [2025-11-21T10:28:15.867235] [INFO ] [CONFIGURE ] CNF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:28:15.867277] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T10:28:16.118876] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:16.382948] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:16.644576] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:16.908694] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:17.168553] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:28:17.450609] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:28:17.746700] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:18.040775] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:18.315240] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:18.584892] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:18.585109] [INFO ] [CONFIGURE ] CNF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T10:28:18.585168] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11160 tests [2025-11-21T10:28:18.585216] [INFO ] [CONFIGURE ] CNF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:28:18.585260] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T10:28:18.824819] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:19.056216] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:19.304623] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:19.547996] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:19.799404] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:20.055683] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:20.321917] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:20.563821] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:28:20.805976] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:21.054839] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:21.055069] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:28:21.055129] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11159 tests [2025-11-21T10:28:21.055177] [INFO ] [CONFIGURE ] CNF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:28:21.055222] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T10:28:21.315257] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:21.575044] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:21.838372] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:22.098540] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:22.358159] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:22.615250] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:22.875173] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:23.140932] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:23.409343] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:23.700275] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:23.700519] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T10:28:23.700581] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11158 tests [2025-11-21T10:28:23.700627] [INFO ] [CONFIGURE ] CNF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:28:23.700695] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T10:28:23.949059] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:28:24.203845] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:24.475329] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:24.758472] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:25.021757] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:25.292431] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:25.560202] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:25.823977] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:26.087256] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:26.329441] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:26.329611] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:28:26.329685] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11157 tests [2025-11-21T10:28:26.329755] [INFO ] [CONFIGURE ] CNF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:28:26.329801] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T10:28:26.539723] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:26.751824] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:26.967959] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:27.184200] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:27.403231] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:27.621527] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:27.841531] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:28.060804] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:28.285233] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:28.513812] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:28.514005] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T10:28:28.514066] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11156 tests [2025-11-21T10:28:28.514113] [INFO ] [CONFIGURE ] CNF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:28:28.514158] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T10:28:28.735793] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:28.960785] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:29.189174] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:29.440094] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:29.682286] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:28:29.936015] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:30.175592] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:30.426997] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:30.664858] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:30.907684] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:30.907874] [INFO ] [CONFIGURE ] CNF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:28:30.907932] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11155 tests [2025-11-21T10:28:30.907979] [INFO ] [CONFIGURE ] CNF: Testing feature 20/29: add_price_rejection [2025-11-21T10:28:30.908020] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T10:28:31.159220] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:31.418540] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:28:31.679699] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:31.947415] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:32.194404] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:32.442260] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:32.704777] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:32.966560] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:28:33.215332] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:33.474400] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:33.474582] [INFO ] [CONFIGURE ] CNF: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T10:28:33.474659] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11154 tests [2025-11-21T10:28:33.474711] [INFO ] [CONFIGURE ] CNF: Testing feature 21/29: add_range_position [2025-11-21T10:28:33.474757] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T10:28:33.751804] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:34.043003] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:34.336148] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:34.621162] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:34.905664] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:28:35.188241] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:35.479804] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:35.790158] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:36.090347] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:36.376307] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:36.376487] [INFO ] [CONFIGURE ] CNF: DISCARDED add_range_position (score: 70.00%) [2025-11-21T10:28:36.376544] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11153 tests [2025-11-21T10:28:36.376632] [INFO ] [CONFIGURE ] CNF: Testing feature 22/29: add_realized_volatility [2025-11-21T10:28:36.376700] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T10:28:36.733887] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:37.108348] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:37.508929] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:37.918368] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:38.320590] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:38.719254] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:39.126862] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:39.522376] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:39.900298] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:40.282575] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:40.282824] [INFO ] [CONFIGURE ] CNF: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T10:28:40.282900] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11152 tests [2025-11-21T10:28:40.282952] [INFO ] [CONFIGURE ] CNF: Testing feature 23/29: add_recent_range_context [2025-11-21T10:28:40.282998] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T10:28:40.524379] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:40.764671] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:41.013270] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:41.251935] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:41.489545] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:41.754997] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:42.037597] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:42.295502] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:42.551347] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:42.804827] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:28:42.805007] [INFO ] [CONFIGURE ] CNF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:28:42.805066] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11151 tests [2025-11-21T10:28:42.805114] [INFO ] [CONFIGURE ] CNF: Testing feature 24/29: add_rsi [2025-11-21T10:28:42.805159] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T10:28:43.112495] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:43.432223] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:28:43.751979] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:44.088677] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:44.408345] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:44.720422] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:45.019531] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:45.318087] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:45.638005] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:45.940212] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:45.940410] [INFO ] [CONFIGURE ] CNF: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:28:45.940470] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11150 tests [2025-11-21T10:28:45.940518] [INFO ] [CONFIGURE ] CNF: Testing feature 25/29: add_tick_distribution [2025-11-21T10:28:45.940560] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T10:28:46.192395] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:46.443957] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:46.704637] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:46.955234] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:47.211468] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:47.463999] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:47.725800] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:47.982944] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:28:48.244687] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:48.500872] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:48.501048] [INFO ] [CONFIGURE ] CNF: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T10:28:48.501104] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11149 tests [2025-11-21T10:28:48.501151] [INFO ] [CONFIGURE ] CNF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:28:48.501199] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T10:28:48.756409] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:28:49.012333] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:49.267702] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:49.536423] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:49.798091] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:50.053999] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:50.328383] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:50.603616] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:50.872715] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:51.158525] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:51.159314] [INFO ] [CONFIGURE ] CNF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:28:51.159406] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11148 tests [2025-11-21T10:28:51.159612] [INFO ] [CONFIGURE ] CNF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:28:51.159693] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T10:28:51.438228] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:51.718130] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:52.012303] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:52.309214] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:52.579493] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:52.846297] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:53.109958] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:53.379134] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:28:53.650248] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:28:53.915845] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:53.916046] [INFO ] [CONFIGURE ] CNF: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:28:53.916104] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11147 tests [2025-11-21T10:28:53.916150] [INFO ] [CONFIGURE ] CNF: Testing feature 28/29: add_volume_profile [2025-11-21T10:28:53.916192] [INFO ] [CONFIGURE ] CNF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T10:28:54.168372] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:54.416487] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:28:54.686168] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:28:54.951410] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:55.205377] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:55.522189] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:28:55.835375] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:28:56.175195] [DEBUG] [FORECASTER] CNF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:28:56.478908] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:56.750450] [DEBUG] [FORECASTER] CNF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:28:56.750633] [INFO ] [CONFIGURE ] CNF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:28:56.750709] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11146 tests [2025-11-21T10:28:56.750759] [INFO ] [CONFIGURE ] CNF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:28:56.750802] [INFO ] [CONFIGURE ] CNF: Best accuracy: 80.00% [2025-11-21T10:28:56.750845] [INFO ] [CONFIGURE ] CNF: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T10:28:56.750885] [INFO ] [CONFIGURE ] CNF: Improvement over baseline: 20.00% [2025-11-21T10:28:56.750922] [INFO ] [CONFIGURE ] CNF: Total time: 1.2 minutes [2025-11-21T10:28:56.750959] [INFO ] [CONFIGURE ] CNF: Average time per feature: 2.6 seconds [2025-11-21T10:28:56.750997] [INFO ] [CONFIGURE ] CNF: Average speed: 0.39 features/sec [2025-11-21T10:28:56.751583] [INFO ] [LOCAL ] Saved configuration for CNF: 3 features, 80.00% accuracy -> ./output/feature-sets/CNF.json [2025-11-21T10:28:56.751660] [INFO ] [CONFIGURE ] CNF: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T10:28:56.751722] [INFO ] [sig ] [342/723] Successfully configured CNF | 0.01 sym/s | Total: 7.9h | ETA: 8.8h [2025-11-21T10:28:56.751769] [INFO ] [sig ] [343/723] Configuring CNI... [2025-11-21T10:28:56.751808] [INFO ] [CONFIGURE ] CNI: Configurate test run. [2025-11-21T10:28:56.751847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-11-21T10:28:56.964244] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNI'. [2025-11-21T10:28:56.964747] [INFO ] [CONFIGURE ] CNI: Testing with 29 available features [2025-11-21T10:28:56.964812] [INFO ] [CONFIGURE ] CNI: Establishing baseline with no features... [2025-11-21T10:28:57.145089] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:57.325703] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:28:57.504554] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:28:57.683770] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:28:57.865158] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:28:58.045171] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:28:58.230473] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:28:58.412867] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:28:58.596023] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:28:58.780094] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:28:58.780251] [INFO ] [CONFIGURE ] CNI: Baseline score (no features): 40.00% [2025-11-21T10:28:58.780298] [INFO ] [CONFIGURE ] CNI: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:28:58.780335] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:28:58.992450] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:28:59.208412] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:28:59.421576] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:28:59.640540] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:28:59.854503] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:00.070586] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:00.953939] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:01.252820] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:29:01.473217] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:29:01.696180] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:01.696380] [INFO ] [CONFIGURE ] CNI: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T10:29:01.696432] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11145 tests [2025-11-21T10:29:01.696472] [INFO ] [CONFIGURE ] CNI: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:29:01.696509] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:29:01.950954] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:02.219750] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:02.500633] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:02.753294] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:03.006735] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:03.262114] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:03.521273] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:03.778272] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:29:04.043453] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:29:04.315255] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:04.315441] [INFO ] [CONFIGURE ] CNI: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T10:29:04.315500] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11144 tests [2025-11-21T10:29:04.315548] [INFO ] [CONFIGURE ] CNI: Testing feature 3/29: add_daily_returns [2025-11-21T10:29:04.315590] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:29:04.557569] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:04.793311] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:05.026697] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:05.264902] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:05.516222] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:29:05.758095] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:05.998715] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:06.244275] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:06.478504] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:06.715577] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:06.715957] [INFO ] [CONFIGURE ] CNI: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T10:29:06.716063] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11143 tests [2025-11-21T10:29:06.716148] [INFO ] [CONFIGURE ] CNI: Testing feature 4/29: add_ema [2025-11-21T10:29:06.716259] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:29:06.988078] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:07.260569] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:29:07.532812] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:07.820589] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:08.099851] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:08.372549] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:08.657496] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:08.935828] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:09.231851] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:09.514801] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:09.515021] [INFO ] [CONFIGURE ] CNI: KEPT add_ema (score: 80.00%) [2025-11-21T10:29:09.515229] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11142 tests [2025-11-21T10:29:09.515348] [INFO ] [CONFIGURE ] CNI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:29:09.515425] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:29:09.835575] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:10.148238] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:10.458904] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:10.767496] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:11.075944] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:11.392081] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:11.695993] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:12.026426] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:29:12.345873] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:12.675217] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:12.675419] [INFO ] [CONFIGURE ] CNI: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T10:29:12.675482] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11141 tests [2025-11-21T10:29:12.675532] [INFO ] [CONFIGURE ] CNI: Testing feature 6/29: add_failed_moves [2025-11-21T10:29:12.675579] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T10:29:12.957039] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:13.230260] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:29:13.518231] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:13.799606] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:14.076210] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:14.360494] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:14.640049] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:14.914555] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:15.197251] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:15.474779] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:15.474961] [INFO ] [CONFIGURE ] CNI: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T10:29:15.475019] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11140 tests [2025-11-21T10:29:15.475068] [INFO ] [CONFIGURE ] CNI: Testing feature 7/29: add_lag_shelf [2025-11-21T10:29:15.475112] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T10:29:15.743006] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:16.002969] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:29:16.273752] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:16.527680] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:16.801209] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:17.060073] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:17.314465] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:17.591339] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:17.858965] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:18.124690] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:18.124865] [INFO ] [CONFIGURE ] CNI: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T10:29:18.124923] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11139 tests [2025-11-21T10:29:18.124972] [INFO ] [CONFIGURE ] CNI: Testing feature 8/29: add_macd [2025-11-21T10:29:18.125016] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:29:18.483044] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:18.827631] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:29:19.159627] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:19.511929] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:19.874431] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:20.230558] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:20.577986] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:20.920015] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:21.263442] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:21.607952] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:21.608161] [INFO ] [CONFIGURE ] CNI: DISCARDED add_macd (score: 80.00%) [2025-11-21T10:29:21.608221] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11138 tests [2025-11-21T10:29:21.608269] [INFO ] [CONFIGURE ] CNI: Testing feature 9/29: add_mfi [2025-11-21T10:29:21.608316] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T10:29:21.900291] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:22.198424] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:22.492531] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:22.794066] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:23.102188] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:23.404856] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:23.716743] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:24.007361] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:29:24.304942] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:24.600566] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:24.600759] [INFO ] [CONFIGURE ] CNI: DISCARDED add_mfi (score: 80.00%) [2025-11-21T10:29:24.600821] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11137 tests [2025-11-21T10:29:24.600868] [INFO ] [CONFIGURE ] CNI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:29:24.600913] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:29:24.961126] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:25.328309] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:25.692255] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:26.060134] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:26.430449] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:26.809627] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:27.203755] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:27.584265] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:27.970085] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:28.345754] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:28.345987] [INFO ] [CONFIGURE ] CNI: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:29:28.346049] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11136 tests [2025-11-21T10:29:28.346099] [INFO ] [CONFIGURE ] CNI: Testing feature 11/29: add_obv_daily [2025-11-21T10:29:28.346146] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T10:29:28.652422] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:29:28.952097] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:29.258628] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:29.563733] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:29.880632] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:30.197901] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:30.508461] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:30.816816] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:31.126800] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:31.444250] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:31.444455] [INFO ] [CONFIGURE ] CNI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:29:31.444516] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11135 tests [2025-11-21T10:29:31.444597] [INFO ] [CONFIGURE ] CNI: Testing feature 12/29: add_obv_interval [2025-11-21T10:29:31.444670] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T10:29:31.745301] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:32.049089] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:32.344173] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:32.631095] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:32.917912] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:33.215253] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:33.506613] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:33.791773] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:29:34.083467] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:34.395983] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:34.396595] [INFO ] [CONFIGURE ] CNI: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T10:29:34.396686] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11134 tests [2025-11-21T10:29:34.396744] [INFO ] [CONFIGURE ] CNI: Testing feature 13/29: add_opening_strength [2025-11-21T10:29:34.396791] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:29:34.734928] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:35.062223] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:35.398667] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:35.736767] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:36.065747] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:29:36.394244] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:36.725458] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:37.062125] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:37.405470] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:29:37.738807] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:37.739003] [INFO ] [CONFIGURE ] CNI: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:29:37.739061] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11133 tests [2025-11-21T10:29:37.739109] [INFO ] [CONFIGURE ] CNI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:29:37.739153] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T10:29:38.056631] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:38.373846] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:29:38.690131] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:39.014795] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:39.328458] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:39.648221] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:39.979688] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:40.283909] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:40.582983] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:40.890825] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:40.891015] [INFO ] [CONFIGURE ] CNI: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T10:29:40.891077] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11132 tests [2025-11-21T10:29:40.891125] [INFO ] [CONFIGURE ] CNI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:29:40.891170] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T10:29:41.170787] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:41.464699] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:41.737742] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:42.011230] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:42.284717] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:42.562542] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:42.847717] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:43.146562] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:43.427572] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:43.722811] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:43.723030] [INFO ] [CONFIGURE ] CNI: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T10:29:43.723101] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11131 tests [2025-11-21T10:29:43.723158] [INFO ] [CONFIGURE ] CNI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:29:43.723205] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T10:29:44.024186] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:44.319158] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:44.609152] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:44.905594] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:45.198368] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:45.492588] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:45.776994] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:46.065433] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:29:46.360258] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:46.647388] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:46.647591] [INFO ] [CONFIGURE ] CNI: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T10:29:46.647671] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11130 tests [2025-11-21T10:29:46.647722] [INFO ] [CONFIGURE ] CNI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:29:46.647766] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T10:29:46.950733] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:47.254480] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:47.563275] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:47.873251] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:48.179061] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:48.503115] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:48.803661] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:49.123446] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:49.427395] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:49.731713] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:49.731918] [INFO ] [CONFIGURE ] CNI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T10:29:49.731978] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11129 tests [2025-11-21T10:29:49.732025] [INFO ] [CONFIGURE ] CNI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:29:49.732072] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T10:29:50.014627] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:29:50.291896] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:50.575409] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:50.860554] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:51.139998] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:29:51.427581] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:51.706540] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:51.989400] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:29:52.269543] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:52.549812] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:52.550027] [INFO ] [CONFIGURE ] CNI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T10:29:52.550087] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11128 tests [2025-11-21T10:29:52.550137] [INFO ] [CONFIGURE ] CNI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:29:52.550183] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T10:29:52.815366] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:29:53.076499] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:29:53.341206] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:53.609818] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:53.864963] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:54.126715] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:54.387779] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:54.623226] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:54.885659] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:55.145295] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:55.145486] [INFO ] [CONFIGURE ] CNI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:29:55.145538] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11127 tests [2025-11-21T10:29:55.145591] [INFO ] [CONFIGURE ] CNI: Testing feature 20/29: add_price_rejection [2025-11-21T10:29:55.145638] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T10:29:55.447222] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:29:55.747990] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:29:56.040445] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:56.341278] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:56.628039] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:56.922000] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:29:57.217225] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:29:57.511127] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:29:57.807076] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:29:58.104299] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:29:58.104479] [INFO ] [CONFIGURE ] CNI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:29:58.104538] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11126 tests [2025-11-21T10:29:58.104585] [INFO ] [CONFIGURE ] CNI: Testing feature 21/29: add_range_position [2025-11-21T10:29:58.104627] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T10:29:58.417607] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:29:58.731561] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:29:59.054839] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:29:59.351492] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:29:59.646188] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:29:59.951481] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:01.039123] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:01.602957] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:01.909880] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:30:02.225663] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:02.225990] [INFO ] [CONFIGURE ] CNI: DISCARDED add_range_position (score: 80.00%) [2025-11-21T10:30:02.226106] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11125 tests [2025-11-21T10:30:02.226173] [INFO ] [CONFIGURE ] CNI: Testing feature 22/29: add_realized_volatility [2025-11-21T10:30:02.226231] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T10:30:02.634994] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:03.015318] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:03.384092] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:03.834408] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:30:04.385192] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:04.794501] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:05.226573] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:05.648905] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:06.019175] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:30:06.385677] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:06.385903] [INFO ] [CONFIGURE ] CNI: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:30:06.385963] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11124 tests [2025-11-21T10:30:06.386013] [INFO ] [CONFIGURE ] CNI: Testing feature 23/29: add_recent_range_context [2025-11-21T10:30:06.386078] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T10:30:06.676605] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:06.976437] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:30:07.250535] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:07.541035] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:30:07.841947] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:08.137149] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:08.423638] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:08.715091] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:09.008681] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:30:09.307963] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:09.308179] [INFO ] [CONFIGURE ] CNI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:30:09.308238] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11123 tests [2025-11-21T10:30:09.308288] [INFO ] [CONFIGURE ] CNI: Testing feature 24/29: add_rsi [2025-11-21T10:30:09.308334] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T10:30:09.595144] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:09.888913] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:10.174211] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:30:10.464622] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:30:10.756807] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:30:11.054833] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:11.343400] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:11.631572] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:11.920280] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:30:12.202022] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:12.202212] [INFO ] [CONFIGURE ] CNI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:30:12.202271] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11122 tests [2025-11-21T10:30:12.202318] [INFO ] [CONFIGURE ] CNI: Testing feature 25/29: add_tick_distribution [2025-11-21T10:30:12.202362] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T10:30:12.478446] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:12.766555] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:13.050621] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:13.332523] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:30:13.604063] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:13.877061] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:14.151193] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:14.446531] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:14.721204] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:30:14.997727] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:14.997909] [INFO ] [CONFIGURE ] CNI: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:30:14.997968] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11121 tests [2025-11-21T10:30:14.998015] [INFO ] [CONFIGURE ] CNI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:30:14.998058] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T10:30:15.290075] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:15.585605] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:15.878005] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:16.165724] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:30:16.452066] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:16.749010] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:17.061188] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:17.361831] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:17.659504] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:30:17.957758] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:17.957961] [INFO ] [CONFIGURE ] CNI: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T10:30:17.958022] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11120 tests [2025-11-21T10:30:17.958070] [INFO ] [CONFIGURE ] CNI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:30:17.958114] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T10:30:18.279447] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:18.590390] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:18.914043] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:19.227937] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:30:19.513025] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:19.815123] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:20.128908] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:20.437169] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:20.756118] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:30:21.076714] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:21.076978] [INFO ] [CONFIGURE ] CNI: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T10:30:21.077042] [INFO ] [CONFIGURE ] JOB ETA: 8.8h | Avg: 2.8s/test | Remaining: 11119 tests [2025-11-21T10:30:21.077094] [INFO ] [CONFIGURE ] CNI: Testing feature 28/29: add_volume_profile [2025-11-21T10:30:21.077145] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-21T10:30:21.353320] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:21.629495] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:30:21.922671] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:22.199336] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:30:22.469816] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:30:22.738279] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:23.023563] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:23.281400] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:23.533772] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:30:23.786280] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:23.786455] [INFO ] [CONFIGURE ] CNI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T10:30:23.786511] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11118 tests [2025-11-21T10:30:23.786556] [INFO ] [CONFIGURE ] CNI: Testing feature 29/29: add_vwap [2025-11-21T10:30:23.786599] [INFO ] [CONFIGURE ] CNI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T10:30:24.069862] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:24.344464] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:24.619268] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:24.902858] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:30:25.176253] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:25.460853] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:25.737102] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:26.024036] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:30:26.304689] [DEBUG] [FORECASTER] CNI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:30:26.580980] [DEBUG] [FORECASTER] CNI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:30:26.581158] [INFO ] [CONFIGURE ] CNI: KEPT add_vwap (score: 90.00%) [2025-11-21T10:30:26.581214] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11117 tests [2025-11-21T10:30:26.581260] [INFO ] [CONFIGURE ] CNI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:30:26.581300] [INFO ] [CONFIGURE ] CNI: Best accuracy: 90.00% [2025-11-21T10:30:26.581348] [INFO ] [CONFIGURE ] CNI: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T10:30:26.581386] [INFO ] [CONFIGURE ] CNI: Improvement over baseline: 50.00% [2025-11-21T10:30:26.581427] [INFO ] [CONFIGURE ] CNI: Total time: 1.5 minutes [2025-11-21T10:30:26.581461] [INFO ] [CONFIGURE ] CNI: Average time per feature: 3.0 seconds [2025-11-21T10:30:26.581496] [INFO ] [CONFIGURE ] CNI: Average speed: 0.33 features/sec [2025-11-21T10:30:26.582043] [INFO ] [LOCAL ] Saved configuration for CNI: 3 features, 90.00% accuracy -> ./output/feature-sets/CNI.json [2025-11-21T10:30:26.582107] [INFO ] [CONFIGURE ] CNI: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T10:30:26.582154] [INFO ] [sig ] [343/723] Successfully configured CNI | 0.01 sym/s | Total: 7.9h | ETA: 8.8h [2025-11-21T10:30:26.582198] [INFO ] [sig ] [344/723] Configuring CNK... [2025-11-21T10:30:26.582237] [INFO ] [CONFIGURE ] CNK: Configurate test run. [2025-11-21T10:30:26.582284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-11-21T10:30:26.777273] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNK'. [2025-11-21T10:30:26.777635] [INFO ] [CONFIGURE ] CNK: Testing with 29 available features [2025-11-21T10:30:26.777740] [INFO ] [CONFIGURE ] CNK: Establishing baseline with no features... [2025-11-21T10:30:26.942794] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:30:27.140364] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:27.331208] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:27.528555] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:27.738737] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:27.934481] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:28.132338] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:28.323999] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:28.515927] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:28.706404] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:28.706564] [INFO ] [CONFIGURE ] CNK: Baseline score (no features): 70.00% [2025-11-21T10:30:28.706613] [INFO ] [CONFIGURE ] CNK: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:30:28.706672] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:30:28.937897] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:30:29.163278] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:30:29.389858] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:29.626412] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:29.856765] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:30.087995] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:30.322249] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:30.561476] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:30.795852] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:31.032726] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:31.032903] [INFO ] [CONFIGURE ] CNK: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T10:30:31.032949] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11116 tests [2025-11-21T10:30:31.032994] [INFO ] [CONFIGURE ] CNK: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:30:31.033056] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:30:31.241971] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:30:31.453113] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:31.684612] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:31.917563] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:32.149311] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:32.385515] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:32.611942] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:30:32.827365] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:30:33.064996] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:33.301127] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:33.301296] [INFO ] [CONFIGURE ] CNK: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T10:30:33.301343] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11115 tests [2025-11-21T10:30:33.301379] [INFO ] [CONFIGURE ] CNK: Testing feature 3/29: add_daily_returns [2025-11-21T10:30:33.301413] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_daily_returns'] [2025-11-21T10:30:33.512791] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:30:33.733927] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:33.947371] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:34.168658] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:30:34.384839] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:30:34.593513] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:30:34.809470] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:35.027320] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:35.248166] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:35.461042] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:35.461220] [INFO ] [CONFIGURE ] CNK: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T10:30:35.461269] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11114 tests [2025-11-21T10:30:35.461307] [INFO ] [CONFIGURE ] CNK: Testing feature 4/29: add_ema [2025-11-21T10:30:35.461342] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema'] [2025-11-21T10:30:35.702575] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:35.945898] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:36.198123] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:36.445249] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:36.680388] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:36.916093] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:37.160951] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:37.428439] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:37.682067] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:37.924082] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:37.924280] [INFO ] [CONFIGURE ] CNK: KEPT add_ema (score: 80.00%) [2025-11-21T10:30:37.924331] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11113 tests [2025-11-21T10:30:37.924373] [INFO ] [CONFIGURE ] CNK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:30:37.924411] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:30:38.209003] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:38.495380] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:38.799053] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:30:39.110992] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:39.396912] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:30:39.676315] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:30:39.997012] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:40.302082] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:40.604473] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:40.915215] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:40.915406] [INFO ] [CONFIGURE ] CNK: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:30:40.915467] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11112 tests [2025-11-21T10:30:40.915516] [INFO ] [CONFIGURE ] CNK: Testing feature 6/29: add_failed_moves [2025-11-21T10:30:40.915560] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T10:30:41.174231] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:30:41.423319] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:41.694428] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:41.961552] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:42.210469] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:42.459188] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:42.711245] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:42.971814] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:43.216100] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:43.457794] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:43.458018] [INFO ] [CONFIGURE ] CNK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T10:30:43.458246] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11111 tests [2025-11-21T10:30:43.458338] [INFO ] [CONFIGURE ] CNK: Testing feature 7/29: add_lag_shelf [2025-11-21T10:30:43.458395] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T10:30:43.689384] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:43.932829] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:44.164472] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:44.394142] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:44.631065] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:44.878335] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:45.139953] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:45.395025] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:45.656846] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:45.919146] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:45.919411] [INFO ] [CONFIGURE ] CNK: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T10:30:45.919470] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11110 tests [2025-11-21T10:30:45.919510] [INFO ] [CONFIGURE ] CNK: Testing feature 8/29: add_macd [2025-11-21T10:30:45.919546] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:30:46.251991] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:30:46.581026] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:46.913252] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:47.250569] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:47.577174] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:47.890898] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:30:48.209852] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:48.528412] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:48.849290] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:49.144881] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:49.145096] [INFO ] [CONFIGURE ] CNK: DISCARDED add_macd (score: 60.00%) [2025-11-21T10:30:49.145155] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11109 tests [2025-11-21T10:30:49.145201] [INFO ] [CONFIGURE ] CNK: Testing feature 9/29: add_mfi [2025-11-21T10:30:49.145245] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T10:30:49.374812] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:49.611301] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:49.857957] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:50.125947] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:50.387966] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:30:50.651112] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:50.919951] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:51.205899] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:51.538330] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:51.810314] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:51.810574] [INFO ] [CONFIGURE ] CNK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T10:30:51.810677] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11108 tests [2025-11-21T10:30:51.810746] [INFO ] [CONFIGURE ] CNK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:30:51.810803] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:30:52.191565] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:30:52.520259] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:52.840459] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:53.163273] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:53.468163] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:30:53.785154] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:30:54.085134] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:54.386842] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:54.688118] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:55.008848] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:55.009012] [INFO ] [CONFIGURE ] CNK: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T10:30:55.009068] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11107 tests [2025-11-21T10:30:55.009114] [INFO ] [CONFIGURE ] CNK: Testing feature 11/29: add_obv_daily [2025-11-21T10:30:55.009157] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T10:30:55.260199] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:30:55.502723] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:30:55.741016] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:55.983982] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:56.232813] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:56.461621] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:30:56.699422] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:56.952265] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:57.200793] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:57.441366] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:57.441542] [INFO ] [CONFIGURE ] CNK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T10:30:57.441590] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11106 tests [2025-11-21T10:30:57.441627] [INFO ] [CONFIGURE ] CNK: Testing feature 12/29: add_obv_interval [2025-11-21T10:30:57.441684] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T10:30:57.667223] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:30:57.901431] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:30:58.132388] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:30:58.362179] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:30:58.585418] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:30:58.814590] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:30:59.037364] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:30:59.263394] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:30:59.491682] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:30:59.725988] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:30:59.726163] [INFO ] [CONFIGURE ] CNK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T10:30:59.726211] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11105 tests [2025-11-21T10:30:59.726249] [INFO ] [CONFIGURE ] CNK: Testing feature 13/29: add_opening_strength [2025-11-21T10:30:59.726285] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:30:59.980502] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:00.239109] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:00.618189] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:01.359255] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:31:01.637764] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:01.894780] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:02.152987] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:02.423089] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:02.686953] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:02.951002] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:02.951193] [INFO ] [CONFIGURE ] CNK: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T10:31:02.951249] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11104 tests [2025-11-21T10:31:02.951295] [INFO ] [CONFIGURE ] CNK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:31:02.951337] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T10:31:03.188797] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:03.441843] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:03.721504] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:03.978563] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:31:04.249335] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:31:04.510003] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:04.769569] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:05.039568] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:05.294597] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:05.555923] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:05.556118] [INFO ] [CONFIGURE ] CNK: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T10:31:05.556177] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11103 tests [2025-11-21T10:31:05.556228] [INFO ] [CONFIGURE ] CNK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:31:05.556272] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T10:31:05.810831] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:06.057743] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:06.300422] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:06.543587] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:06.784396] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:07.021194] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:07.258689] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:07.498194] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:07.736115] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:07.977239] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:07.977421] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T10:31:07.977471] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11102 tests [2025-11-21T10:31:07.977509] [INFO ] [CONFIGURE ] CNK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:31:07.977544] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T10:31:08.218576] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:08.459380] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:08.709096] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:31:08.956457] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:09.202628] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:09.446342] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:09.687673] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:09.937465] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:10.202734] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:10.457938] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:10.458158] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:31:10.458220] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11101 tests [2025-11-21T10:31:10.458269] [INFO ] [CONFIGURE ] CNK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:31:10.458313] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T10:31:10.727045] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:10.991753] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:11.245736] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:31:11.503485] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:11.763705] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:12.031071] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:12.291555] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:12.560596] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:12.828839] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:13.089059] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:13.089251] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:31:13.089310] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11100 tests [2025-11-21T10:31:13.089358] [INFO ] [CONFIGURE ] CNK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:31:13.089404] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T10:31:13.338582] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:13.590013] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:13.832434] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:14.075164] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:14.323800] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:31:14.559213] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:14.797345] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:15.043278] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:15.278432] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:15.529769] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:15.529972] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:31:15.530038] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11099 tests [2025-11-21T10:31:15.530080] [INFO ] [CONFIGURE ] CNK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:31:15.530116] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T10:31:15.763336] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:15.984754] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:16.206150] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:31:16.426110] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:16.642091] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:31:16.869864] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:17.101154] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:17.342038] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:17.575506] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:17.802388] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:17.802567] [INFO ] [CONFIGURE ] CNK: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T10:31:17.802615] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11098 tests [2025-11-21T10:31:17.802673] [INFO ] [CONFIGURE ] CNK: Testing feature 20/29: add_price_rejection [2025-11-21T10:31:17.802720] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T10:31:18.053924] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:18.308870] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:31:18.565001] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:18.821388] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:19.085001] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:19.338699] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:19.594136] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:19.867768] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:20.137882] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:20.399888] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:20.400060] [INFO ] [CONFIGURE ] CNK: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T10:31:20.400141] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11097 tests [2025-11-21T10:31:20.400191] [INFO ] [CONFIGURE ] CNK: Testing feature 21/29: add_range_position [2025-11-21T10:31:20.400236] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T10:31:20.662251] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:20.930667] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:21.192908] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:21.458985] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:21.729609] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:21.987509] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:22.247153] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:22.512408] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:22.778348] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:23.032272] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:23.032450] [INFO ] [CONFIGURE ] CNK: DISCARDED add_range_position (score: 80.00%) [2025-11-21T10:31:23.032509] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11096 tests [2025-11-21T10:31:23.032557] [INFO ] [CONFIGURE ] CNK: Testing feature 22/29: add_realized_volatility [2025-11-21T10:31:23.032602] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T10:31:23.366291] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:23.710536] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:24.054481] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:24.386282] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:31:24.743877] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:31:25.098533] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:25.443518] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:25.817177] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:26.183704] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:26.550699] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:26.550912] [INFO ] [CONFIGURE ] CNK: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T10:31:26.550974] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11095 tests [2025-11-21T10:31:26.551024] [INFO ] [CONFIGURE ] CNK: Testing feature 23/29: add_recent_range_context [2025-11-21T10:31:26.551070] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T10:31:26.809240] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:27.068669] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:27.323130] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:27.583932] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:27.846052] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:28.105116] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:28.368881] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:28.629442] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:28.885322] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:29.154041] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:29.154214] [INFO ] [CONFIGURE ] CNK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:31:29.154271] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11094 tests [2025-11-21T10:31:29.154317] [INFO ] [CONFIGURE ] CNK: Testing feature 24/29: add_rsi [2025-11-21T10:31:29.154361] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T10:31:29.406269] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:29.665613] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:29.921982] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:30.184129] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:30.435394] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:30.692102] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:30.949885] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:31.232382] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:31.484208] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:31.733418] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:31.733590] [INFO ] [CONFIGURE ] CNK: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:31:31.733667] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11093 tests [2025-11-21T10:31:31.733715] [INFO ] [CONFIGURE ] CNK: Testing feature 25/29: add_tick_distribution [2025-11-21T10:31:31.733755] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T10:31:31.951976] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:32.192218] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:32.424520] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:32.648809] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:32.861549] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:33.073778] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:33.290530] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:33.500603] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:33.714996] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:33.929569] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:33.929774] [INFO ] [CONFIGURE ] CNK: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:31:33.929849] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11092 tests [2025-11-21T10:31:33.929909] [INFO ] [CONFIGURE ] CNK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:31:33.929962] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T10:31:34.150956] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:34.377744] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:34.600537] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:34.829128] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:35.062195] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:35.290719] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:35.523878] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:35.760425] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:35.994101] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:36.225949] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:36.226117] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:31:36.226171] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11091 tests [2025-11-21T10:31:36.226218] [INFO ] [CONFIGURE ] CNK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:31:36.226259] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T10:31:36.479490] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:36.731189] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:36.975142] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:37.219675] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:37.464708] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:31:37.707988] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:37.975603] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:38.240635] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:38.513814] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:38.767686] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:38.767903] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:31:38.767956] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11090 tests [2025-11-21T10:31:38.768003] [INFO ] [CONFIGURE ] CNK: Testing feature 28/29: add_volume_profile [2025-11-21T10:31:38.768048] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-21T10:31:39.000543] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:39.234724] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:39.467818] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:39.694270] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:39.938634] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:40.168033] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:40.394313] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:40.624922] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:40.850774] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:41.079236] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:41.079407] [INFO ] [CONFIGURE ] CNK: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T10:31:41.079455] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11089 tests [2025-11-21T10:31:41.079494] [INFO ] [CONFIGURE ] CNK: Testing feature 29/29: add_vwap [2025-11-21T10:31:41.079529] [INFO ] [CONFIGURE ] CNK: Testing with features: ['add_ema', 'add_vwap'] [2025-11-21T10:31:41.304537] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:41.531972] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:41.756796] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:31:41.985677] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:42.211181] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:31:42.436477] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:42.669014] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:31:42.895587] [DEBUG] [FORECASTER] CNK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:43.126420] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:31:43.355024] [DEBUG] [FORECASTER] CNK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:31:43.355216] [INFO ] [CONFIGURE ] CNK: DISCARDED add_vwap (score: 70.00%) [2025-11-21T10:31:43.355274] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11088 tests [2025-11-21T10:31:43.355350] [INFO ] [CONFIGURE ] CNK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:31:43.355394] [INFO ] [CONFIGURE ] CNK: Best accuracy: 80.00% [2025-11-21T10:31:43.355434] [INFO ] [CONFIGURE ] CNK: Best feature set (1 features): ['add_ema'] [2025-11-21T10:31:43.355470] [INFO ] [CONFIGURE ] CNK: Improvement over baseline: 10.00% [2025-11-21T10:31:43.355505] [INFO ] [CONFIGURE ] CNK: Total time: 1.2 minutes [2025-11-21T10:31:43.355540] [INFO ] [CONFIGURE ] CNK: Average time per feature: 2.6 seconds [2025-11-21T10:31:43.355575] [INFO ] [CONFIGURE ] CNK: Average speed: 0.39 features/sec [2025-11-21T10:31:43.355995] [INFO ] [LOCAL ] Saved configuration for CNK: 1 features, 80.00% accuracy -> ./output/feature-sets/CNK.json [2025-11-21T10:31:43.356053] [INFO ] [CONFIGURE ] CNK: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T10:31:43.356099] [INFO ] [sig ] [344/723] Successfully configured CNK | 0.01 sym/s | Total: 8.0h | ETA: 8.8h [2025-11-21T10:31:43.356143] [INFO ] [sig ] [345/723] Configuring CNM... [2025-11-21T10:31:43.356181] [INFO ] [CONFIGURE ] CNM: Configurate test run. [2025-11-21T10:31:43.356217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-11-21T10:31:43.432474] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNM'. [2025-11-21T10:31:43.433024] [INFO ] [CONFIGURE ] CNM: Testing with 29 available features [2025-11-21T10:31:43.433089] [INFO ] [CONFIGURE ] CNM: Establishing baseline with no features... [2025-11-21T10:31:43.647619] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:43.901290] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:44.160736] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:31:44.400392] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:44.580878] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:31:44.756166] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:44.928359] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:31:45.119890] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:45.311499] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:31:45.515547] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:31:45.515907] [INFO ] [CONFIGURE ] CNM: Baseline score (no features): 30.00% [2025-11-21T10:31:45.515980] [INFO ] [CONFIGURE ] CNM: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:31:45.516022] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:31:45.738999] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:45.959896] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:31:46.162071] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:31:46.363089] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:46.564588] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:31:46.779297] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:46.994537] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:31:47.213389] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:47.431756] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:31:47.643357] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:31:47.643534] [INFO ] [CONFIGURE ] CNM: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T10:31:47.643582] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11087 tests [2025-11-21T10:31:47.643620] [INFO ] [CONFIGURE ] CNM: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:31:47.643675] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:31:47.856112] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:48.091682] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:31:48.314453] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:31:48.528145] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:48.748856] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:31:48.979514] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:49.209362] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:31:49.439463] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:49.656790] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:31:49.883143] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:31:49.883299] [INFO ] [CONFIGURE ] CNM: DISCARDED add_cumulative_delta (score: 10.00%) [2025-11-21T10:31:49.883354] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11086 tests [2025-11-21T10:31:49.883394] [INFO ] [CONFIGURE ] CNM: Testing feature 3/29: add_daily_returns [2025-11-21T10:31:49.883429] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_daily_returns'] [2025-11-21T10:31:50.087823] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:50.285252] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:50.485176] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:31:50.691577] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:50.893288] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:31:51.096945] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:51.310990] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:31:51.519903] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:51.726328] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:31:51.937327] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:31:51.937521] [INFO ] [CONFIGURE ] CNM: DISCARDED add_daily_returns (score: 10.00%) [2025-11-21T10:31:51.937576] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11085 tests [2025-11-21T10:31:51.937617] [INFO ] [CONFIGURE ] CNM: Testing feature 4/29: add_ema [2025-11-21T10:31:51.937674] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_ema'] [2025-11-21T10:31:52.180009] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:52.415742] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:31:52.649893] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:31:52.870829] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:53.089979] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:31:53.310448] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:53.531257] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:31:53.754978] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:53.985282] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:31:54.197113] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:31:54.197285] [INFO ] [CONFIGURE ] CNM: DISCARDED add_ema (score: 10.00%) [2025-11-21T10:31:54.197333] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11084 tests [2025-11-21T10:31:54.197372] [INFO ] [CONFIGURE ] CNM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:31:54.197407] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:31:54.408982] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:54.623078] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:54.834053] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:31:55.070629] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:55.297868] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:31:55.524109] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:55.777930] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:31:56.028074] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:56.276715] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:31:56.529441] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:31:56.529680] [INFO ] [CONFIGURE ] CNM: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T10:31:56.529766] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11083 tests [2025-11-21T10:31:56.529813] [INFO ] [CONFIGURE ] CNM: Testing feature 6/29: add_failed_moves [2025-11-21T10:31:56.529855] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_failed_moves'] [2025-11-21T10:31:56.729730] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:31:56.933823] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:57.135949] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:31:57.339133] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:57.546229] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:31:57.750775] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:31:57.953814] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:31:58.161401] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:31:58.364548] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:31:58.568324] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:31:58.568485] [INFO ] [CONFIGURE ] CNM: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T10:31:58.568530] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11082 tests [2025-11-21T10:31:58.568567] [INFO ] [CONFIGURE ] CNM: Testing feature 7/29: add_lag_shelf [2025-11-21T10:31:58.568601] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_lag_shelf'] [2025-11-21T10:31:58.764815] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:31:58.952554] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:31:59.140049] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:31:59.335115] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:31:59.525725] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:31:59.722902] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:31:59.917195] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:00.132010] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:00.324682] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:01.289569] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:01.289900] [INFO ] [CONFIGURE ] CNM: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T10:32:01.290008] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11081 tests [2025-11-21T10:32:01.290096] [INFO ] [CONFIGURE ] CNM: Testing feature 8/29: add_macd [2025-11-21T10:32:01.290212] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:32:01.688815] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:01.968089] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:02.249314] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:32:02.522038] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:02.791093] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:03.060416] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:03.333264] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:03.602592] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:32:03.903822] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:04.205061] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:04.205278] [INFO ] [CONFIGURE ] CNM: KEPT add_macd (score: 50.00%) [2025-11-21T10:32:04.205338] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11080 tests [2025-11-21T10:32:04.205379] [INFO ] [CONFIGURE ] CNM: Testing feature 9/29: add_mfi [2025-11-21T10:32:04.205441] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T10:32:04.508580] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:04.811988] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:32:05.133399] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:05.440014] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:05.749471] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:06.053732] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:06.356806] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:06.660617] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:06.983156] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:07.317335] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:07.317594] [INFO ] [CONFIGURE ] CNM: DISCARDED add_mfi (score: 40.00%) [2025-11-21T10:32:07.317686] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11079 tests [2025-11-21T10:32:07.317744] [INFO ] [CONFIGURE ] CNM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:32:07.317795] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:32:07.721955] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:08.138627] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:08.527239] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:08.917924] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:09.301424] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:09.680912] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:10.072799] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:10.471700] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:32:10.854885] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:11.231530] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:32:11.231781] [INFO ] [CONFIGURE ] CNM: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:32:11.231843] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11078 tests [2025-11-21T10:32:11.231894] [INFO ] [CONFIGURE ] CNM: Testing feature 11/29: add_obv_daily [2025-11-21T10:32:11.231981] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T10:32:11.543508] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:11.859634] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:32:12.172293] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:12.485528] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:12.799605] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:13.116952] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:32:13.441072] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:32:13.771021] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:14.092494] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:14.420721] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:32:14.420926] [INFO ] [CONFIGURE ] CNM: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T10:32:14.420985] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11077 tests [2025-11-21T10:32:14.421033] [INFO ] [CONFIGURE ] CNM: Testing feature 12/29: add_obv_interval [2025-11-21T10:32:14.421083] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T10:32:14.724820] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:15.034825] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:15.344702] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:32:15.664146] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:15.981018] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:16.293699] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:16.604445] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:16.910209] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:17.209073] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:17.526880] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:17.527165] [INFO ] [CONFIGURE ] CNM: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T10:32:17.527229] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11076 tests [2025-11-21T10:32:17.527278] [INFO ] [CONFIGURE ] CNM: Testing feature 13/29: add_opening_strength [2025-11-21T10:32:17.527319] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:32:17.852470] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:18.194996] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:32:18.530458] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:18.852348] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:32:19.186381] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:19.521203] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:19.835555] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:32:20.155102] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:20.461796] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:20.781579] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:20.781808] [INFO ] [CONFIGURE ] CNM: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T10:32:20.781869] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11075 tests [2025-11-21T10:32:20.781918] [INFO ] [CONFIGURE ] CNM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:32:20.782144] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T10:32:21.074886] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:21.371461] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:21.687511] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:21.980538] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:22.305516] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:22.645920] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:22.977389] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:23.315466] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:32:23.672818] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:24.020555] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:32:24.020755] [INFO ] [CONFIGURE ] CNM: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T10:32:24.020815] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11074 tests [2025-11-21T10:32:24.020856] [INFO ] [CONFIGURE ] CNM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:32:24.020903] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T10:32:24.301600] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:24.577899] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:24.866411] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:25.167321] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:25.454721] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:25.738731] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:26.014752] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:26.306073] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:32:26.591494] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:26.871289] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:32:26.871462] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:32:26.871521] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11073 tests [2025-11-21T10:32:26.871569] [INFO ] [CONFIGURE ] CNM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:32:26.871610] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T10:32:27.146477] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:27.426307] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:27.706370] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:27.997116] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:32:28.282297] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:28.557159] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:28.836925] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:29.118477] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:29.398455] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:29.680386] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:29.680581] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:32:29.680661] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11072 tests [2025-11-21T10:32:29.680714] [INFO ] [CONFIGURE ] CNM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:32:29.680758] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T10:32:29.997073] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:30.320243] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:32:30.646039] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:31.010194] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:31.429397] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:31.783578] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:32.098237] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:32.396806] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:32.719502] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:33.050337] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:32:33.050564] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:32:33.050628] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11071 tests [2025-11-21T10:32:33.050708] [INFO ] [CONFIGURE ] CNM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:32:33.050755] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T10:32:33.357771] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:33.660569] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:33.965331] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:32:34.276698] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:34.582180] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:34.885854] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:35.208341] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:35.514354] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:35.822377] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:36.133586] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:36.133808] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T10:32:36.133870] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11070 tests [2025-11-21T10:32:36.133927] [INFO ] [CONFIGURE ] CNM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:32:36.133974] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T10:32:36.418997] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:36.705703] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:32:36.989233] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:37.277921] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:37.561589] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:37.852140] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:38.142506] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:38.443902] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:32:38.748320] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:39.013237] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:39.013420] [INFO ] [CONFIGURE ] CNM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T10:32:39.013475] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11069 tests [2025-11-21T10:32:39.013523] [INFO ] [CONFIGURE ] CNM: Testing feature 20/29: add_price_rejection [2025-11-21T10:32:39.013571] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T10:32:39.313732] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:39.608487] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:39.903669] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:40.205137] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:40.503623] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:40.808595] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:41.104822] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:41.396887] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:41.692266] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:42.003620] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:42.003825] [INFO ] [CONFIGURE ] CNM: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T10:32:42.003889] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11068 tests [2025-11-21T10:32:42.003938] [INFO ] [CONFIGURE ] CNM: Testing feature 21/29: add_range_position [2025-11-21T10:32:42.003985] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T10:32:42.291593] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:42.590939] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:42.893065] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:43.176250] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:32:43.464277] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:43.753789] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:44.042239] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:44.350279] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:44.650173] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:44.938525] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:32:44.938723] [INFO ] [CONFIGURE ] CNM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:32:44.938782] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11067 tests [2025-11-21T10:32:44.938829] [INFO ] [CONFIGURE ] CNM: Testing feature 22/29: add_realized_volatility [2025-11-21T10:32:44.938870] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T10:32:45.329811] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:45.758927] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:46.202483] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:46.625184] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:47.036165] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:47.443676] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:47.844828] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:48.231015] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:32:48.629291] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:49.069380] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:49.069614] [INFO ] [CONFIGURE ] CNM: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T10:32:49.069698] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11066 tests [2025-11-21T10:32:49.069748] [INFO ] [CONFIGURE ] CNM: Testing feature 23/29: add_recent_range_context [2025-11-21T10:32:49.069792] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T10:32:49.391430] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:49.713136] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:50.035131] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:50.358753] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:50.659089] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:50.980300] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:51.296036] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:51.604882] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:51.910051] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:52.205307] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:52.205478] [INFO ] [CONFIGURE ] CNM: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T10:32:52.205536] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11065 tests [2025-11-21T10:32:52.205622] [INFO ] [CONFIGURE ] CNM: Testing feature 24/29: add_rsi [2025-11-21T10:32:52.205688] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T10:32:52.503533] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:52.835563] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:32:53.166380] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:32:53.470716] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:53.787537] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:32:54.119075] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:54.440440] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:54.750346] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:32:55.065168] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:55.389261] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:55.389434] [INFO ] [CONFIGURE ] CNM: DISCARDED add_rsi (score: 40.00%) [2025-11-21T10:32:55.389491] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11064 tests [2025-11-21T10:32:55.389538] [INFO ] [CONFIGURE ] CNM: Testing feature 25/29: add_tick_distribution [2025-11-21T10:32:55.389579] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T10:32:55.660038] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:55.942324] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:32:56.205904] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:32:56.478256] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:56.757278] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:57.028306] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:32:57.304868] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:32:57.579224] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:32:57.870209] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:32:58.154212] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:32:58.154473] [INFO ] [CONFIGURE ] CNM: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:32:58.154542] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11063 tests [2025-11-21T10:32:58.154600] [INFO ] [CONFIGURE ] CNM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:32:58.154666] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T10:32:58.452555] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:32:58.743731] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:32:59.046022] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:32:59.320499] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:32:59.602702] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:32:59.897742] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:00.190919] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:33:00.495889] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:33:01.432716] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:33:01.737268] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:01.737950] [INFO ] [CONFIGURE ] CNM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:33:01.738012] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11062 tests [2025-11-21T10:33:01.738059] [INFO ] [CONFIGURE ] CNM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:33:01.738096] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T10:33:02.035334] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:33:02.329093] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:33:02.637329] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:33:02.936713] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:33:03.239227] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:03.542404] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:03.847623] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:33:04.149331] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:33:04.457838] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:33:04.763467] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:04.763683] [INFO ] [CONFIGURE ] CNM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:33:04.763742] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11061 tests [2025-11-21T10:33:04.763790] [INFO ] [CONFIGURE ] CNM: Testing feature 28/29: add_volume_profile [2025-11-21T10:33:04.763833] [INFO ] [CONFIGURE ] CNM: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T10:33:05.040413] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:33:05.322369] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:33:05.638563] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:33:05.954784] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:33:06.289808] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:06.600236] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:06.910375] [DEBUG] [FORECASTER] CNM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:33:07.222414] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:07.533220] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:33:07.848767] [DEBUG] [FORECASTER] CNM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:07.848962] [INFO ] [CONFIGURE ] CNM: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:33:07.849020] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11060 tests [2025-11-21T10:33:07.849065] [INFO ] [CONFIGURE ] CNM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:33:07.849106] [INFO ] [CONFIGURE ] CNM: Best accuracy: 50.00% [2025-11-21T10:33:07.849170] [INFO ] [CONFIGURE ] CNM: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T10:33:07.849213] [INFO ] [CONFIGURE ] CNM: Improvement over baseline: 20.00% [2025-11-21T10:33:07.849251] [INFO ] [CONFIGURE ] CNM: Total time: 1.4 minutes [2025-11-21T10:33:07.849289] [INFO ] [CONFIGURE ] CNM: Average time per feature: 2.9 seconds [2025-11-21T10:33:07.849327] [INFO ] [CONFIGURE ] CNM: Average speed: 0.35 features/sec [2025-11-21T10:33:07.849754] [INFO ] [LOCAL ] Saved configuration for CNM: 2 features, 50.00% accuracy -> ./output/feature-sets/CNM.json [2025-11-21T10:33:07.849811] [INFO ] [CONFIGURE ] CNM: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-11-21T10:33:07.849859] [INFO ] [sig ] [345/723] Successfully configured CNM | 0.01 sym/s | Total: 8.0h | ETA: 8.8h [2025-11-21T10:33:07.849904] [INFO ] [sig ] [346/723] Configuring CNMD... [2025-11-21T10:33:07.849944] [INFO ] [CONFIGURE ] CNMD: Configurate test run. [2025-11-21T10:33:07.849983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-11-21T10:33:07.926431] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNMD'. [2025-11-21T10:33:07.926792] [INFO ] [CONFIGURE ] CNMD: Testing with 29 available features [2025-11-21T10:33:07.926857] [INFO ] [CONFIGURE ] CNMD: Establishing baseline with no features... [2025-11-21T10:33:08.119363] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:33:08.322169] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:08.504727] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:08.678455] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:08.861696] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:09.035688] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:09.209239] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:09.381904] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:09.563138] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:33:09.745982] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:09.746134] [INFO ] [CONFIGURE ] CNMD: Baseline score (no features): 30.00% [2025-11-21T10:33:09.746183] [INFO ] [CONFIGURE ] CNMD: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:33:09.746222] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:33:09.961717] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:10.176285] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:10.389001] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:10.614636] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:10.824704] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:11.038296] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:11.247713] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:11.458408] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:11.672748] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:11.889415] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:11.889810] [INFO ] [CONFIGURE ] CNMD: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T10:33:11.889922] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11059 tests [2025-11-21T10:33:11.890048] [INFO ] [CONFIGURE ] CNMD: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:33:11.890129] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:33:12.134110] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:33:12.372283] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:12.610518] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:12.849812] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:13.089997] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:13.330322] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:13.577399] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:13.816964] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:14.056571] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:14.298834] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:14.299012] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T10:33:14.299066] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11058 tests [2025-11-21T10:33:14.299109] [INFO ] [CONFIGURE ] CNMD: Testing feature 3/29: add_daily_returns [2025-11-21T10:33:14.299154] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:33:14.513620] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:33:14.732022] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:14.945454] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:33:15.162319] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:15.383814] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:15.601273] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:15.817556] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:16.037180] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:16.254387] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:16.472304] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:16.472455] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T10:33:16.472502] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11057 tests [2025-11-21T10:33:16.472541] [INFO ] [CONFIGURE ] CNMD: Testing feature 4/29: add_ema [2025-11-21T10:33:16.472577] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:33:16.742663] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:17.015836] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:17.287378] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:33:17.547046] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:17.800295] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:18.049844] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:18.301504] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:18.555521] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:18.806317] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:33:19.060100] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:19.060502] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_ema (score: 40.00%) [2025-11-21T10:33:19.060567] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11056 tests [2025-11-21T10:33:19.060615] [INFO ] [CONFIGURE ] CNMD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:33:19.060681] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:33:19.312887] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:33:19.580447] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:19.853324] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:20.106283] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:20.391376] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:20.673422] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:20.974612] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:21.262850] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:21.545609] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:21.838299] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:21.838488] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:33:21.838544] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11055 tests [2025-11-21T10:33:21.838590] [INFO ] [CONFIGURE ] CNMD: Testing feature 6/29: add_failed_moves [2025-11-21T10:33:21.838632] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T10:33:22.079969] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:22.321410] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:22.560207] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:22.801182] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:23.043263] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:23.283158] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:23.504703] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:23.735861] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:23.966665] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:24.179966] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:24.180278] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:33:24.180384] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11054 tests [2025-11-21T10:33:24.180471] [INFO ] [CONFIGURE ] CNMD: Testing feature 7/29: add_lag_shelf [2025-11-21T10:33:24.180639] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T10:33:24.383418] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:24.585990] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:24.791118] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:24.999614] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:25.206969] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:25.421903] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:25.628905] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:25.837531] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:26.050942] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:33:26.278170] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:26.278533] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:33:26.278598] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11053 tests [2025-11-21T10:33:26.278708] [INFO ] [CONFIGURE ] CNMD: Testing feature 8/29: add_macd [2025-11-21T10:33:26.278831] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T10:33:26.584622] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:26.893146] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:27.196732] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:27.501963] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:27.805167] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:28.117362] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:28.430081] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:28.762129] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:33:29.091953] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:29.422259] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:29.422450] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_macd (score: 80.00%) [2025-11-21T10:33:29.422507] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11052 tests [2025-11-21T10:33:29.422555] [INFO ] [CONFIGURE ] CNMD: Testing feature 9/29: add_mfi [2025-11-21T10:33:29.422600] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T10:33:29.652768] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:29.883220] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:30.115162] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:30.355938] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:30.589674] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:30.824103] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:31.061112] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:31.301110] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:31.534155] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:31.766291] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:31.766467] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_mfi (score: 40.00%) [2025-11-21T10:33:31.766523] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11051 tests [2025-11-21T10:33:31.766605] [INFO ] [CONFIGURE ] CNMD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:33:31.766669] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:33:32.078439] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:32.375909] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:32.693469] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:33.016542] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:33.341934] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:33.670583] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:33.996704] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:34.309404] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:34.615062] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:33:34.924433] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:34.924637] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:33:34.924716] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11050 tests [2025-11-21T10:33:34.924761] [INFO ] [CONFIGURE ] CNMD: Testing feature 11/29: add_obv_daily [2025-11-21T10:33:34.924806] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T10:33:35.165118] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:35.406261] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:35.643706] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:35.886360] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:36.122486] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:36.365583] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:36.623030] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:36.875853] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:37.127021] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:33:37.386153] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:37.386319] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:33:37.386366] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11049 tests [2025-11-21T10:33:37.386404] [INFO ] [CONFIGURE ] CNMD: Testing feature 12/29: add_obv_interval [2025-11-21T10:33:37.386439] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T10:33:37.631495] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:37.880292] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:38.129872] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:33:38.373114] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:38.619310] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:38.860550] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:39.099124] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:39.340995] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:39.589565] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:39.850282] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:39.850682] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T10:33:39.850788] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11048 tests [2025-11-21T10:33:39.850911] [INFO ] [CONFIGURE ] CNMD: Testing feature 13/29: add_opening_strength [2025-11-21T10:33:39.850992] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:33:40.117443] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:33:40.393630] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:40.645390] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:40.903005] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:41.183446] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:41.493771] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:41.801540] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:42.036865] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:42.271675] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:33:42.499314] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:42.499481] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:33:42.499529] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11047 tests [2025-11-21T10:33:42.499568] [INFO ] [CONFIGURE ] CNMD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:33:42.499604] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T10:33:42.739140] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:33:42.988868] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:43.256740] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:43.520198] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:43.780721] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:44.041240] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:44.313224] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:44.575454] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:33:44.835448] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:45.098274] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:45.098444] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:33:45.098500] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11046 tests [2025-11-21T10:33:45.098548] [INFO ] [CONFIGURE ] CNMD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:33:45.098591] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T10:33:45.357269] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:45.599599] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:45.843460] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:33:46.085340] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:46.325452] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:46.562932] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:46.810342] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:47.037934] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:47.264567] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:47.492030] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:47.492197] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:33:47.492246] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11045 tests [2025-11-21T10:33:47.492283] [INFO ] [CONFIGURE ] CNMD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:33:47.492317] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T10:33:47.740147] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:33:47.978209] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:48.212658] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:48.451088] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:48.696507] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:48.937832] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:49.199108] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:49.454250] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:49.720044] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:49.983575] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:49.983771] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:33:49.983850] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11044 tests [2025-11-21T10:33:49.983906] [INFO ] [CONFIGURE ] CNMD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:33:49.983955] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T10:33:50.246881] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:33:50.502500] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:50.746177] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:33:50.995350] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:51.246825] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:51.493877] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:51.746256] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:52.029288] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:52.281587] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:52.548863] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:52.549053] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:33:52.549112] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11043 tests [2025-11-21T10:33:52.549161] [INFO ] [CONFIGURE ] CNMD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:33:52.549206] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T10:33:52.781461] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:53.023785] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:33:53.254786] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:53.480446] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:53.719319] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:53.966793] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:54.203824] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:54.435048] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:54.666626] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:54.899276] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:54.899619] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T10:33:54.899826] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11042 tests [2025-11-21T10:33:54.900012] [INFO ] [CONFIGURE ] CNMD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:33:54.900115] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T10:33:55.129187] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:55.362378] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:55.589455] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:33:55.823310] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:56.055699] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:33:56.284866] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:33:56.510997] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:56.737385] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:56.965039] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:57.196772] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:33:57.196988] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T10:33:57.197217] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11041 tests [2025-11-21T10:33:57.197311] [INFO ] [CONFIGURE ] CNMD: Testing feature 20/29: add_price_rejection [2025-11-21T10:33:57.197386] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T10:33:57.438246] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:33:57.681589] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:33:57.923081] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:33:58.170880] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:33:58.412034] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:33:58.657894] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:33:58.900314] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:33:59.150350] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:33:59.397674] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:33:59.649994] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:33:59.650163] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:33:59.650212] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11040 tests [2025-11-21T10:33:59.650250] [INFO ] [CONFIGURE ] CNMD: Testing feature 21/29: add_range_position [2025-11-21T10:33:59.650286] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T10:33:59.910269] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:34:00.182130] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:34:00.445583] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:34:01.500774] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:01.821070] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:34:02.109904] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:02.380740] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:02.651307] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:34:02.921454] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:03.188618] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:34:03.188861] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_range_position (score: 60.00%) [2025-11-21T10:34:03.188922] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11039 tests [2025-11-21T10:34:03.188974] [INFO ] [CONFIGURE ] CNMD: Testing feature 22/29: add_realized_volatility [2025-11-21T10:34:03.189020] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T10:34:03.544260] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:34:03.906380] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:34:04.263122] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:34:04.624735] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:04.985841] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:34:05.353890] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:05.718104] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:06.077006] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:34:06.429391] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:06.781961] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:34:06.782133] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T10:34:06.782187] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11038 tests [2025-11-21T10:34:06.782239] [INFO ] [CONFIGURE ] CNMD: Testing feature 23/29: add_recent_range_context [2025-11-21T10:34:06.782283] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T10:34:07.014357] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:34:07.240232] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:34:07.484591] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:34:07.725755] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:07.954666] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:34:08.191361] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:08.425062] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:08.665758] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:08.909792] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:09.159089] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:34:09.159257] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:34:09.159305] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11037 tests [2025-11-21T10:34:09.159344] [INFO ] [CONFIGURE ] CNMD: Testing feature 24/29: add_rsi [2025-11-21T10:34:09.159380] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T10:34:09.452165] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:34:09.740316] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:34:10.026484] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:34:10.325773] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:10.611537] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:34:10.898778] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:11.180204] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:11.475064] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:34:11.777497] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:12.093195] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:12.093422] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:34:12.093485] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11036 tests [2025-11-21T10:34:12.093537] [INFO ] [CONFIGURE ] CNMD: Testing feature 25/29: add_tick_distribution [2025-11-21T10:34:12.094040] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T10:34:12.335424] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:34:12.584110] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:34:12.824618] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:34:13.070924] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:13.308767] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:34:13.541861] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:13.777059] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:14.016670] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:34:14.251360] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:14.486388] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:14.486551] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T10:34:14.486600] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11035 tests [2025-11-21T10:34:14.486638] [INFO ] [CONFIGURE ] CNMD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:34:14.486703] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T10:34:14.703011] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:34:14.925434] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:34:15.148906] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:34:15.388938] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:15.622941] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:34:15.867398] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:16.115033] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:16.357578] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:16.592127] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:16.812939] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:34:16.813117] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:34:16.813165] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11034 tests [2025-11-21T10:34:16.813204] [INFO ] [CONFIGURE ] CNMD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:34:16.813239] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T10:34:17.074708] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:34:17.333407] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:34:17.578019] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:34:17.837501] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:18.086974] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:34:18.359724] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:18.619141] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:18.876966] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:19.139856] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:19.409974] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:34:19.410165] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:34:19.410225] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11033 tests [2025-11-21T10:34:19.410276] [INFO ] [CONFIGURE ] CNMD: Testing feature 28/29: add_volume_profile [2025-11-21T10:34:19.410322] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T10:34:19.673876] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:34:19.928055] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:34:20.200187] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:34:20.464514] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:20.724272] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:34:20.978129] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:21.232451] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:21.490538] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:21.748088] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:21.978868] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:21.979038] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:34:21.979086] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11032 tests [2025-11-21T10:34:21.979124] [INFO ] [CONFIGURE ] CNMD: Testing feature 29/29: add_vwap [2025-11-21T10:34:21.979159] [INFO ] [CONFIGURE ] CNMD: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T10:34:22.220792] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:34:22.490537] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:34:22.764223] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:34:23.037725] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:34:23.298300] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:34:23.547934] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:23.798435] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:34:24.049590] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:24.301622] [DEBUG] [FORECASTER] CNMD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:34:24.547301] [DEBUG] [FORECASTER] CNMD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:34:24.547456] [INFO ] [CONFIGURE ] CNMD: DISCARDED add_vwap (score: 40.00%) [2025-11-21T10:34:24.547504] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11031 tests [2025-11-21T10:34:24.547542] [INFO ] [CONFIGURE ] CNMD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:34:24.547586] [INFO ] [CONFIGURE ] CNMD: Best accuracy: 80.00% [2025-11-21T10:34:24.547620] [INFO ] [CONFIGURE ] CNMD: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T10:34:24.547778] [INFO ] [CONFIGURE ] CNMD: Improvement over baseline: 50.00% [2025-11-21T10:34:24.547840] [INFO ] [CONFIGURE ] CNMD: Total time: 1.2 minutes [2025-11-21T10:34:24.547883] [INFO ] [CONFIGURE ] CNMD: Average time per feature: 2.6 seconds [2025-11-21T10:34:24.547915] [INFO ] [CONFIGURE ] CNMD: Average speed: 0.39 features/sec [2025-11-21T10:34:24.548436] [INFO ] [LOCAL ] Saved configuration for CNMD: 1 features, 80.00% accuracy -> ./output/feature-sets/CNMD.json [2025-11-21T10:34:24.548494] [INFO ] [CONFIGURE ] CNMD: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T10:34:24.548544] [INFO ] [sig ] [346/723] Successfully configured CNMD | 0.01 sym/s | Total: 8.0h | ETA: 8.7h [2025-11-21T10:34:24.548590] [INFO ] [sig ] [347/723] Configuring CNNE... [2025-11-21T10:34:24.548633] [INFO ] [CONFIGURE ] CNNE: Configurate test run. [2025-11-21T10:34:24.548697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-11-21T10:34:24.629580] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNNE'. [2025-11-21T10:34:24.630302] [INFO ] [CONFIGURE ] CNNE: Testing with 29 available features [2025-11-21T10:34:24.630372] [INFO ] [CONFIGURE ] CNNE: Establishing baseline with no features... [2025-11-21T10:34:24.834828] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:25.033756] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:25.234963] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:34:25.435901] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:25.634455] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:25.835118] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:26.019361] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:26.196104] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:26.372010] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:26.545191] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:26.545354] [INFO ] [CONFIGURE ] CNNE: Baseline score (no features): 50.00% [2025-11-21T10:34:26.545401] [INFO ] [CONFIGURE ] CNNE: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:34:26.545438] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:34:26.750920] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:26.959405] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:34:27.167145] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:34:27.371724] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:27.583225] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:27.822271] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:28.034595] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:28.253183] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:28.457153] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:28.711854] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:28.712105] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:34:28.712184] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11030 tests [2025-11-21T10:34:28.712277] [INFO ] [CONFIGURE ] CNNE: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:34:28.712341] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:34:29.008952] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:29.289411] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:29.521152] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:34:29.737095] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:34:29.939706] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:30.143731] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:30.353624] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:30.564598] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:30.780800] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:31.007991] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:31.008190] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:34:31.008240] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11029 tests [2025-11-21T10:34:31.008279] [INFO ] [CONFIGURE ] CNNE: Testing feature 3/29: add_daily_returns [2025-11-21T10:34:31.008315] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_daily_returns'] [2025-11-21T10:34:31.195939] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:31.381148] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:34:31.565520] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:34:31.750512] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:31.937245] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:32.125885] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:32.311329] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:32.499085] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:32.689458] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:32.877995] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:32.878165] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T10:34:32.878214] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11028 tests [2025-11-21T10:34:32.878252] [INFO ] [CONFIGURE ] CNNE: Testing feature 4/29: add_ema [2025-11-21T10:34:32.878286] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_ema'] [2025-11-21T10:34:33.095229] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:33.310535] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:34:33.527463] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:34:33.746726] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:33.981726] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:34.201886] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:34.428464] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:34.649503] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:34:34.872698] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:35.100973] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:34:35.101172] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_ema (score: 20.00%) [2025-11-21T10:34:35.101222] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11027 tests [2025-11-21T10:34:35.101262] [INFO ] [CONFIGURE ] CNNE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:34:35.101299] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:34:35.352964] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:35.596080] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:35.843595] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:34:36.088612] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:36.329729] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:34:36.577760] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:36.832123] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:37.072833] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:34:37.335205] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:37.592363] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:37.592557] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:34:37.592616] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11026 tests [2025-11-21T10:34:37.592684] [INFO ] [CONFIGURE ] CNNE: Testing feature 6/29: add_failed_moves [2025-11-21T10:34:37.592729] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_failed_moves'] [2025-11-21T10:34:37.804715] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:38.007966] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:38.204308] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:34:38.398929] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:38.597533] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:38.794455] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:38.998554] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:39.198069] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:39.398333] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:39.585802] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:39.585993] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T10:34:39.586053] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11025 tests [2025-11-21T10:34:39.586103] [INFO ] [CONFIGURE ] CNNE: Testing feature 7/29: add_lag_shelf [2025-11-21T10:34:39.586151] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_lag_shelf'] [2025-11-21T10:34:39.758188] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:39.946083] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:40.124415] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:34:40.302773] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:40.485897] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:40.667829] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:40.844202] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:41.034109] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:41.210489] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:41.389459] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:41.389679] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:34:41.389779] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11024 tests [2025-11-21T10:34:41.389852] [INFO ] [CONFIGURE ] CNNE: Testing feature 8/29: add_macd [2025-11-21T10:34:41.389927] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:34:41.673608] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:41.955233] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:42.270012] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:34:42.570128] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:42.876021] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:43.165240] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:43.462907] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:43.776184] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:44.086255] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:34:44.392012] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:44.392274] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_macd (score: 20.00%) [2025-11-21T10:34:44.392341] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11023 tests [2025-11-21T10:34:44.392413] [INFO ] [CONFIGURE ] CNNE: Testing feature 9/29: add_mfi [2025-11-21T10:34:44.392465] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_mfi'] [2025-11-21T10:34:44.614290] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:44.824422] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:45.025230] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:34:45.229015] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:45.433239] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:45.643473] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:45.866898] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:46.075377] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:34:46.278248] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:46.483624] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:46.483889] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_mfi (score: 40.00%) [2025-11-21T10:34:46.483951] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11022 tests [2025-11-21T10:34:46.484001] [INFO ] [CONFIGURE ] CNNE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:34:46.484048] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:34:46.779049] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:47.089669] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:47.394796] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:34:47.701138] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:34:47.979794] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:48.251957] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:48.537957] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:48.823120] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:49.114051] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:49.408461] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:49.408714] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T10:34:49.408780] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11021 tests [2025-11-21T10:34:49.408825] [INFO ] [CONFIGURE ] CNNE: Testing feature 11/29: add_obv_daily [2025-11-21T10:34:49.408868] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_obv_daily'] [2025-11-21T10:34:49.640147] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:34:49.874870] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:34:50.119962] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:34:50.358476] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:50.591568] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:50.835474] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:34:51.078682] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:51.324926] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:34:51.559872] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:51.792982] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:51.793364] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:34:51.793489] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11020 tests [2025-11-21T10:34:51.793593] [INFO ] [CONFIGURE ] CNNE: Testing feature 12/29: add_obv_interval [2025-11-21T10:34:51.793691] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_obv_interval'] [2025-11-21T10:34:52.004608] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:52.217892] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:34:52.429777] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:34:52.635805] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:52.847239] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:53.066233] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:53.285025] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:34:53.504217] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:53.733962] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:53.958180] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:53.958372] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:34:53.958429] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11019 tests [2025-11-21T10:34:53.958474] [INFO ] [CONFIGURE ] CNNE: Testing feature 13/29: add_opening_strength [2025-11-21T10:34:53.958510] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T10:34:54.186979] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:54.416383] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:34:54.645639] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:34:54.866249] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:55.094359] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:55.322997] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:55.563040] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:55.797744] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:56.026155] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:56.258073] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:34:56.258251] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T10:34:56.258300] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11018 tests [2025-11-21T10:34:56.258339] [INFO ] [CONFIGURE ] CNNE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:34:56.258372] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T10:34:56.475454] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:56.691534] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:34:56.913882] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:34:57.131154] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:57.354392] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:57.580965] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:57.800347] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:58.017780] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:34:58.238784] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:34:58.460940] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:34:58.461123] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T10:34:58.461170] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11017 tests [2025-11-21T10:34:58.461233] [INFO ] [CONFIGURE ] CNNE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:34:58.461269] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T10:34:58.649023] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:34:58.836846] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:34:59.024375] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:34:59.215116] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:34:59.403819] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:34:59.595911] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:34:59.797760] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:34:59.999797] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:35:00.189764] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:00.375394] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:00.375558] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T10:35:00.375605] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11016 tests [2025-11-21T10:35:00.375659] [INFO ] [CONFIGURE ] CNNE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:35:00.375728] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T10:35:00.570987] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:01.617419] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:02.057215] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:02.287725] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:02.523606] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:02.732534] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:35:02.934481] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:03.142273] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:35:03.343738] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:03.558506] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:03.558701] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:35:03.558781] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11015 tests [2025-11-21T10:35:03.558832] [INFO ] [CONFIGURE ] CNNE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:35:03.558879] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_pbf_return_2d'] [2025-11-21T10:35:03.778854] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:03.992437] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:35:04.210131] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:04.429317] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:04.639046] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:04.841186] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:05.045258] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:05.249385] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:05.458391] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:05.662212] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:05.662408] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T10:35:05.662456] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11014 tests [2025-11-21T10:35:05.662494] [INFO ] [CONFIGURE ] CNNE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:35:05.662529] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T10:35:05.836887] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:06.014050] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:35:06.192754] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:35:06.367766] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:35:06.548738] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:06.728120] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:35:06.910357] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:07.085564] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:07.259917] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:07.432453] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:07.432612] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:35:07.432679] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11013 tests [2025-11-21T10:35:07.432740] [INFO ] [CONFIGURE ] CNNE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:35:07.432787] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T10:35:07.620998] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:07.800071] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:07.975425] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:08.154156] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:08.332797] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:08.515020] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:35:08.703248] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:08.890616] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:09.080786] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:09.265157] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:09.265347] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T10:35:09.265396] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11012 tests [2025-11-21T10:35:09.265434] [INFO ] [CONFIGURE ] CNNE: Testing feature 20/29: add_price_rejection [2025-11-21T10:35:09.265468] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_price_rejection'] [2025-11-21T10:35:09.457630] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:35:09.647999] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:35:09.846777] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:10.040188] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:10.233711] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:10.431243] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:10.624737] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:10.819919] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:11.014677] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:11.229158] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:11.229510] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:35:11.229614] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11011 tests [2025-11-21T10:35:11.229752] [INFO ] [CONFIGURE ] CNNE: Testing feature 21/29: add_range_position [2025-11-21T10:35:11.229835] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_range_position'] [2025-11-21T10:35:11.452235] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:11.666625] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:35:11.911034] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:12.144002] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:12.380804] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:12.617387] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:35:12.853103] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:13.086347] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:35:13.323253] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:13.568561] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:13.568774] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_range_position (score: 30.00%) [2025-11-21T10:35:13.568881] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11010 tests [2025-11-21T10:35:13.568943] [INFO ] [CONFIGURE ] CNNE: Testing feature 22/29: add_realized_volatility [2025-11-21T10:35:13.568991] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_realized_volatility'] [2025-11-21T10:35:13.887577] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:14.210042] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:35:14.534939] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:35:14.857940] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:15.175975] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:15.496164] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:15.822532] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:16.141356] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:35:16.470638] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:16.794413] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:16.794691] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T10:35:16.794754] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11009 tests [2025-11-21T10:35:16.794802] [INFO ] [CONFIGURE ] CNNE: Testing feature 23/29: add_recent_range_context [2025-11-21T10:35:16.794843] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_recent_range_context'] [2025-11-21T10:35:17.007567] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:17.213973] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:17.425363] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:35:17.642727] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:17.853029] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:18.062343] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:35:18.270266] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:35:18.478177] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:18.695807] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:18.910122] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:18.910433] [INFO ] [CONFIGURE ] CNNE: KEPT add_recent_range_context (score: 70.00%) [2025-11-21T10:35:18.910532] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11008 tests [2025-11-21T10:35:18.910615] [INFO ] [CONFIGURE ] CNNE: Testing feature 24/29: add_rsi [2025-11-21T10:35:18.910728] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T10:35:19.186188] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:19.465709] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:35:19.741883] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:20.022204] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:20.310958] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:20.589984] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:20.921125] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:21.297343] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:21.627894] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:35:21.915603] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:21.915818] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_rsi (score: 10.00%) [2025-11-21T10:35:21.915877] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11007 tests [2025-11-21T10:35:21.915925] [INFO ] [CONFIGURE ] CNNE: Testing feature 25/29: add_tick_distribution [2025-11-21T10:35:21.915968] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_recent_range_context', 'add_tick_distribution'] [2025-11-21T10:35:22.139335] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:22.360811] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:22.584422] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:35:22.814794] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:23.051736] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:23.286957] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:23.521914] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:23.762511] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:24.000840] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:24.243334] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:24.243530] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:35:24.243582] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11006 tests [2025-11-21T10:35:24.243620] [INFO ] [CONFIGURE ] CNNE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:35:24.243675] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T10:35:24.473466] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:24.703511] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:24.927579] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:25.168797] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:25.411124] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:25.658576] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:35:25.891074] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:35:26.119118] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:26.353079] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:26.586185] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:26.586350] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:35:26.586408] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11005 tests [2025-11-21T10:35:26.586453] [INFO ] [CONFIGURE ] CNNE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:35:26.586504] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T10:35:26.836707] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:27.083251] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:27.335924] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:27.593053] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:27.842580] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:28.097660] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:28.350229] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:28.610522] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:28.863566] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:29.111837] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:29.112006] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:35:29.112113] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11004 tests [2025-11-21T10:35:29.112219] [INFO ] [CONFIGURE ] CNNE: Testing feature 28/29: add_volume_profile [2025-11-21T10:35:29.112267] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_recent_range_context', 'add_volume_profile'] [2025-11-21T10:35:29.342953] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:29.576043] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:29.812267] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:30.049528] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:30.278118] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:30.508955] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:30.742062] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:30.984452] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:35:31.248957] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:31.510248] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:31.510592] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T10:35:31.510678] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11003 tests [2025-11-21T10:35:31.510778] [INFO ] [CONFIGURE ] CNNE: Testing feature 29/29: add_vwap [2025-11-21T10:35:31.510884] [INFO ] [CONFIGURE ] CNNE: Testing with features: ['add_recent_range_context', 'add_vwap'] [2025-11-21T10:35:31.763756] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:35:32.010301] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:32.246075] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:35:32.479510] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:35:32.721740] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:35:32.961626] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:33.194559] [DEBUG] [FORECASTER] CNNE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:33.430207] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:33.668221] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:35:33.904600] [DEBUG] [FORECASTER] CNNE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:33.904811] [INFO ] [CONFIGURE ] CNNE: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:35:33.904891] [INFO ] [CONFIGURE ] JOB ETA: 8.7h | Avg: 2.8s/test | Remaining: 11002 tests [2025-11-21T10:35:33.904940] [INFO ] [CONFIGURE ] CNNE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:35:33.904981] [INFO ] [CONFIGURE ] CNNE: Best accuracy: 70.00% [2025-11-21T10:35:33.905022] [INFO ] [CONFIGURE ] CNNE: Best feature set (1 features): ['add_recent_range_context'] [2025-11-21T10:35:33.905060] [INFO ] [CONFIGURE ] CNNE: Improvement over baseline: 20.00% [2025-11-21T10:35:33.905096] [INFO ] [CONFIGURE ] CNNE: Total time: 1.1 minutes [2025-11-21T10:35:33.905131] [INFO ] [CONFIGURE ] CNNE: Average time per feature: 2.3 seconds [2025-11-21T10:35:33.905167] [INFO ] [CONFIGURE ] CNNE: Average speed: 0.43 features/sec [2025-11-21T10:35:33.905748] [INFO ] [LOCAL ] Saved configuration for CNNE: 1 features, 70.00% accuracy -> ./output/feature-sets/CNNE.json [2025-11-21T10:35:33.905815] [INFO ] [CONFIGURE ] CNNE: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T10:35:33.905865] [INFO ] [sig ] [347/723] Successfully configured CNNE | 0.01 sym/s | Total: 8.0h | ETA: 8.7h [2025-11-21T10:35:33.905910] [INFO ] [sig ] [348/723] Configuring CNO... [2025-11-21T10:35:33.905969] [INFO ] [CONFIGURE ] CNO: Configurate test run. [2025-11-21T10:35:33.906016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-11-21T10:35:34.013832] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNO'. [2025-11-21T10:35:34.014271] [INFO ] [CONFIGURE ] CNO: Testing with 29 available features [2025-11-21T10:35:34.014333] [INFO ] [CONFIGURE ] CNO: Establishing baseline with no features... [2025-11-21T10:35:34.192195] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:34.376043] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:34.556187] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:34.744768] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:34.921928] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:35.106477] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:35.313452] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:35.498788] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:35.690375] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:35:35.880257] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:35.880425] [INFO ] [CONFIGURE ] CNO: Baseline score (no features): 40.00% [2025-11-21T10:35:35.880473] [INFO ] [CONFIGURE ] CNO: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:35:35.880510] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:35:36.105316] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:36.345791] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:36.572483] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:36.798393] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:37.024351] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:37.248748] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:37.475901] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:37.702457] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:35:37.927061] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:35:38.155195] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:38.155569] [INFO ] [CONFIGURE ] CNO: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:35:38.155686] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 11001 tests [2025-11-21T10:35:38.155773] [INFO ] [CONFIGURE ] CNO: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:35:38.155879] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:35:38.366401] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:38.591767] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:38.810120] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:39.041100] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:39.273410] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:39.487234] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:39.694349] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:39.908260] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:40.125789] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:35:40.341168] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:40.341389] [INFO ] [CONFIGURE ] CNO: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T10:35:40.341453] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 11000 tests [2025-11-21T10:35:40.341500] [INFO ] [CONFIGURE ] CNO: Testing feature 3/29: add_daily_returns [2025-11-21T10:35:40.341542] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:35:40.591827] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:40.823357] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:41.058669] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:35:41.292540] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:41.511625] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:41.730360] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:35:41.954078] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:42.173796] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:42.430180] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:35:42.682282] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:42.682611] [INFO ] [CONFIGURE ] CNO: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T10:35:42.682735] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10999 tests [2025-11-21T10:35:42.682820] [INFO ] [CONFIGURE ] CNO: Testing feature 4/29: add_ema [2025-11-21T10:35:42.682933] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T10:35:42.975997] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:43.257455] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:43.543763] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:43.843315] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:44.141470] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:44.432519] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:44.725430] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:45.023343] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:45.320910] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:35:45.624448] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:45.624680] [INFO ] [CONFIGURE ] CNO: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:35:45.624835] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10998 tests [2025-11-21T10:35:45.624889] [INFO ] [CONFIGURE ] CNO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:35:45.624928] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:35:45.909405] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:46.200790] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:46.492634] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:46.787409] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:47.062922] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:47.343065] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:47.623710] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:47.923236] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:48.223888] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:35:48.518427] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:48.518620] [INFO ] [CONFIGURE ] CNO: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:35:48.518713] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10997 tests [2025-11-21T10:35:48.518818] [INFO ] [CONFIGURE ] CNO: Testing feature 6/29: add_failed_moves [2025-11-21T10:35:48.518865] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T10:35:48.754505] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:48.987419] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:49.219106] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:49.463832] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:49.732674] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:49.994066] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:50.253083] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:50.515311] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:50.771708] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:35:51.027779] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:51.027963] [INFO ] [CONFIGURE ] CNO: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T10:35:51.028021] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10996 tests [2025-11-21T10:35:51.028152] [INFO ] [CONFIGURE ] CNO: Testing feature 7/29: add_lag_shelf [2025-11-21T10:35:51.028197] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T10:35:51.282227] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:35:51.529009] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:51.753991] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:51.983632] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:52.208861] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:52.442079] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:52.675228] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:52.909239] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:53.137327] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:35:53.363200] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:35:53.363400] [INFO ] [CONFIGURE ] CNO: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:35:53.363624] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10995 tests [2025-11-21T10:35:53.363699] [INFO ] [CONFIGURE ] CNO: Testing feature 8/29: add_macd [2025-11-21T10:35:53.363790] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T10:35:53.721258] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:35:54.084272] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:54.397625] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:54.726372] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:55.075319] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:55.427162] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:35:55.790285] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:56.132486] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:35:56.493918] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:35:56.871079] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:35:56.871315] [INFO ] [CONFIGURE ] CNO: KEPT add_macd (score: 70.00%) [2025-11-21T10:35:56.871376] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10994 tests [2025-11-21T10:35:56.871426] [INFO ] [CONFIGURE ] CNO: Testing feature 9/29: add_mfi [2025-11-21T10:35:56.871470] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T10:35:57.241339] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:35:57.606024] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:35:57.970751] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:35:58.321607] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:35:58.678145] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:35:59.035345] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:35:59.381311] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:35:59.748363] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:00.102965] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:00.451452] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:36:00.451661] [INFO ] [CONFIGURE ] CNO: DISCARDED add_mfi (score: 60.00%) [2025-11-21T10:36:00.451720] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10993 tests [2025-11-21T10:36:00.451837] [INFO ] [CONFIGURE ] CNO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:36:00.451882] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:36:00.877828] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:02.058137] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:02.461149] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:02.863727] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:36:03.266247] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:03.669781] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:04.064833] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:04.484763] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:04.922942] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:36:05.379102] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:05.379320] [INFO ] [CONFIGURE ] CNO: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:36:05.379380] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10992 tests [2025-11-21T10:36:05.379430] [INFO ] [CONFIGURE ] CNO: Testing feature 11/29: add_obv_daily [2025-11-21T10:36:05.379475] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T10:36:05.749826] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:06.124197] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:06.518252] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:06.892295] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:36:07.262310] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:07.628258] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:36:08.021094] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:08.376157] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:08.815836] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:09.196627] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:36:09.196849] [INFO ] [CONFIGURE ] CNO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:36:09.196932] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10991 tests [2025-11-21T10:36:09.196991] [INFO ] [CONFIGURE ] CNO: Testing feature 12/29: add_obv_interval [2025-11-21T10:36:09.197035] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T10:36:09.507260] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:36:09.835810] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:10.163430] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:36:10.497119] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:36:10.839459] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:11.179558] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:11.498502] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:11.838422] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:12.159755] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:12.478220] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:12.478445] [INFO ] [CONFIGURE ] CNO: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T10:36:12.478504] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10990 tests [2025-11-21T10:36:12.478550] [INFO ] [CONFIGURE ] CNO: Testing feature 13/29: add_opening_strength [2025-11-21T10:36:12.478592] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:36:12.867169] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:13.262049] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:13.624877] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:13.998097] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:36:14.383580] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:14.777616] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:15.136719] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:15.483510] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:15.837583] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:16.203884] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:16.204072] [INFO ] [CONFIGURE ] CNO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:36:16.204130] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10989 tests [2025-11-21T10:36:16.204182] [INFO ] [CONFIGURE ] CNO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:36:16.204227] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T10:36:16.541945] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:36:16.874908] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:17.203326] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:17.550820] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:36:17.899855] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:18.253004] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:18.623231] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:36:18.988953] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:19.356286] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:19.746274] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:19.746468] [INFO ] [CONFIGURE ] CNO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:36:19.746529] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10988 tests [2025-11-21T10:36:19.746577] [INFO ] [CONFIGURE ] CNO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:36:19.746613] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T10:36:20.078030] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:20.411402] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:20.764990] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:36:21.100733] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:36:21.446705] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:21.821219] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:22.162059] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:22.510174] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:22.855193] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:23.213718] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:23.213934] [INFO ] [CONFIGURE ] CNO: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:36:23.213992] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10987 tests [2025-11-21T10:36:23.214038] [INFO ] [CONFIGURE ] CNO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:36:23.214082] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T10:36:23.563804] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:23.920591] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:24.252016] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:36:24.586819] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:36:24.916330] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:25.243303] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:25.592663] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:25.954771] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:26.280142] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:26.616605] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:26.617125] [INFO ] [CONFIGURE ] CNO: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:36:26.617188] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10986 tests [2025-11-21T10:36:26.617234] [INFO ] [CONFIGURE ] CNO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:36:26.617271] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T10:36:26.972778] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:27.352602] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:27.689407] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:28.024310] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:36:28.353362] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:28.701898] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:29.038261] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:29.371908] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:29.709800] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:30.046800] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:36:30.047017] [INFO ] [CONFIGURE ] CNO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T10:36:30.047077] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10985 tests [2025-11-21T10:36:30.047124] [INFO ] [CONFIGURE ] CNO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:36:30.047168] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T10:36:30.363946] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:36:30.679073] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:30.984253] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:36:31.288620] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:36:31.604699] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:31.961400] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:36:32.282695] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:32.593100] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:32.912091] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:33.233669] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:36:33.233840] [INFO ] [CONFIGURE ] CNO: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T10:36:33.233896] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10984 tests [2025-11-21T10:36:33.233943] [INFO ] [CONFIGURE ] CNO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:36:33.233987] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T10:36:33.542753] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:33.862052] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:34.198038] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:34.524293] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:36:34.845429] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:35.162353] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:35.482539] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:35.810261] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:36.115321] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:36.464458] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:36:36.464607] [INFO ] [CONFIGURE ] CNO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:36:36.464687] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10983 tests [2025-11-21T10:36:36.464741] [INFO ] [CONFIGURE ] CNO: Testing feature 20/29: add_price_rejection [2025-11-21T10:36:36.464786] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T10:36:36.796074] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:36:37.142380] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:37.497237] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:37.845910] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:36:38.216467] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:38.572612] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:36:38.908254] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:39.237076] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:39.603195] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:36:39.980459] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:39.980687] [INFO ] [CONFIGURE ] CNO: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:36:39.980753] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10982 tests [2025-11-21T10:36:39.980803] [INFO ] [CONFIGURE ] CNO: Testing feature 21/29: add_range_position [2025-11-21T10:36:39.980850] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T10:36:40.344994] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:36:40.713304] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:41.055580] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:36:41.392780] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:36:41.758390] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:42.114298] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:42.478526] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:42.854716] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:43.223212] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:43.554304] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:43.554481] [INFO ] [CONFIGURE ] CNO: DISCARDED add_range_position (score: 30.00%) [2025-11-21T10:36:43.554539] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10981 tests [2025-11-21T10:36:43.554584] [INFO ] [CONFIGURE ] CNO: Testing feature 22/29: add_realized_volatility [2025-11-21T10:36:43.554625] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T10:36:44.007270] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:36:44.453712] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:44.870732] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:45.286891] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:36:45.693509] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:46.112906] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:46.533433] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:46.983974] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:47.437737] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:36:47.901063] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:36:47.901393] [INFO ] [CONFIGURE ] CNO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:36:47.901461] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10980 tests [2025-11-21T10:36:47.901509] [INFO ] [CONFIGURE ] CNO: Testing feature 23/29: add_recent_range_context [2025-11-21T10:36:47.901556] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T10:36:48.273015] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:48.621506] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:48.972038] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:49.299369] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:36:49.628177] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:49.962394] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:36:50.342962] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:50.726405] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:51.079226] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:36:51.412401] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:36:51.412588] [INFO ] [CONFIGURE ] CNO: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:36:51.412673] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10979 tests [2025-11-21T10:36:51.412726] [INFO ] [CONFIGURE ] CNO: Testing feature 24/29: add_rsi [2025-11-21T10:36:51.412771] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T10:36:51.796668] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:52.169539] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:52.544406] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:52.908660] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:36:53.279258] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:53.645707] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:36:54.014756] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:54.393139] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:54.765627] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:55.142501] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:36:55.142748] [INFO ] [CONFIGURE ] CNO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T10:36:55.142807] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10978 tests [2025-11-21T10:36:55.142855] [INFO ] [CONFIGURE ] CNO: Testing feature 25/29: add_tick_distribution [2025-11-21T10:36:55.142901] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T10:36:55.461944] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:36:55.784522] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:56.098395] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:36:56.429289] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:36:56.800705] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:36:57.153188] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:36:57.495476] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:36:57.847934] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:36:58.181314] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:36:58.508897] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:36:58.509067] [INFO ] [CONFIGURE ] CNO: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:36:58.509122] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10977 tests [2025-11-21T10:36:58.509167] [INFO ] [CONFIGURE ] CNO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:36:58.509206] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T10:36:58.836556] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:36:59.157307] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:36:59.481169] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:36:59.811671] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:37:00.137744] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:00.472551] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:37:00.796677] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:37:01.867190] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:02.271347] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:37:02.586703] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:02.586877] [INFO ] [CONFIGURE ] CNO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:37:02.586943] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10976 tests [2025-11-21T10:37:02.586991] [INFO ] [CONFIGURE ] CNO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:37:02.587030] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T10:37:02.908013] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:37:03.252016] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:37:03.614029] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:37:03.981079] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:37:04.343059] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:04.699805] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:37:05.063823] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:37:05.440299] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:05.822373] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:06.197846] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:37:06.198054] [INFO ] [CONFIGURE ] CNO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:37:06.198156] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10975 tests [2025-11-21T10:37:06.198222] [INFO ] [CONFIGURE ] CNO: Testing feature 28/29: add_volume_profile [2025-11-21T10:37:06.198267] [INFO ] [CONFIGURE ] CNO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T10:37:06.560916] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:37:06.932904] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:37:07.321741] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:37:07.699476] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:37:08.069767] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:08.418068] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:37:08.773204] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:37:09.145763] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:09.517837] [DEBUG] [FORECASTER] CNO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:37:09.894665] [DEBUG] [FORECASTER] CNO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:09.894845] [INFO ] [CONFIGURE ] CNO: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:37:09.894904] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10974 tests [2025-11-21T10:37:09.894946] [INFO ] [CONFIGURE ] CNO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:37:09.894991] [INFO ] [CONFIGURE ] CNO: Best accuracy: 70.00% [2025-11-21T10:37:09.895035] [INFO ] [CONFIGURE ] CNO: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T10:37:09.895079] [INFO ] [CONFIGURE ] CNO: Improvement over baseline: 30.00% [2025-11-21T10:37:09.895116] [INFO ] [CONFIGURE ] CNO: Total time: 1.6 minutes [2025-11-21T10:37:09.895160] [INFO ] [CONFIGURE ] CNO: Average time per feature: 3.4 seconds [2025-11-21T10:37:09.895201] [INFO ] [CONFIGURE ] CNO: Average speed: 0.31 features/sec [2025-11-21T10:37:09.895518] [INFO ] [LOCAL ] Saved configuration for CNO: 3 features, 70.00% accuracy -> ./output/feature-sets/CNO.json [2025-11-21T10:37:09.895579] [INFO ] [CONFIGURE ] CNO: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T10:37:09.895629] [INFO ] [sig ] [348/723] Successfully configured CNO | 0.01 sym/s | Total: 8.1h | ETA: 8.7h [2025-11-21T10:37:09.895700] [INFO ] [sig ] [349/723] Configuring CNP... [2025-11-21T10:37:09.895743] [INFO ] [CONFIGURE ] CNP: Configurate test run. [2025-11-21T10:37:09.895788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-11-21T10:37:09.941336] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNP'. [2025-11-21T10:37:09.941719] [INFO ] [CONFIGURE ] CNP: Testing with 29 available features [2025-11-21T10:37:09.941783] [INFO ] [CONFIGURE ] CNP: Establishing baseline with no features... [2025-11-21T10:37:10.138527] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:37:10.337947] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:37:10.531686] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:10.726352] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:37:10.923140] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:11.121570] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:11.317177] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:11.518895] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:11.727145] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:37:11.936479] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:11.936754] [INFO ] [CONFIGURE ] CNP: Baseline score (no features): 40.00% [2025-11-21T10:37:11.936854] [INFO ] [CONFIGURE ] CNP: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:37:11.937023] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:37:12.172102] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:37:12.409963] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:37:12.651934] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:12.887835] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:13.134626] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:13.365230] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:13.604398] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:37:13.850258] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:14.087299] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:37:14.325944] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:37:14.326108] [INFO ] [CONFIGURE ] CNP: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:37:14.326156] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10973 tests [2025-11-21T10:37:14.326193] [INFO ] [CONFIGURE ] CNP: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:37:14.326228] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:37:14.569964] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:14.823008] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:15.077924] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:15.327529] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:15.581113] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:15.840888] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:16.097592] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:16.350911] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:16.596794] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:16.870883] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:16.871073] [INFO ] [CONFIGURE ] CNP: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T10:37:16.871124] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10972 tests [2025-11-21T10:37:16.871165] [INFO ] [CONFIGURE ] CNP: Testing feature 3/29: add_daily_returns [2025-11-21T10:37:16.871201] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:37:17.133446] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:17.433321] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:17.757998] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:18.051746] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:18.297352] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:37:18.543940] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:18.782512] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:19.021324] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:19.255670] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:19.508582] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:19.508814] [INFO ] [CONFIGURE ] CNP: KEPT add_daily_returns (score: 60.00%) [2025-11-21T10:37:19.509014] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10971 tests [2025-11-21T10:37:19.509129] [INFO ] [CONFIGURE ] CNP: Testing feature 4/29: add_ema [2025-11-21T10:37:19.509208] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T10:37:19.805410] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:20.100341] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:20.379995] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:20.676024] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:20.953102] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:21.218224] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:21.482889] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:37:21.757111] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:22.029453] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:22.285850] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:37:22.286048] [INFO ] [CONFIGURE ] CNP: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:37:22.286106] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10970 tests [2025-11-21T10:37:22.286150] [INFO ] [CONFIGURE ] CNP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:37:22.286193] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:37:22.562331] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:22.830326] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:23.104484] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:23.380189] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:23.659855] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:23.964435] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:37:24.247776] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:24.527817] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:24.823500] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:25.107808] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:25.108023] [INFO ] [CONFIGURE ] CNP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T10:37:25.108082] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10969 tests [2025-11-21T10:37:25.108130] [INFO ] [CONFIGURE ] CNP: Testing feature 6/29: add_failed_moves [2025-11-21T10:37:25.108174] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T10:37:25.349451] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:25.593179] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:25.842054] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:26.084754] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:26.326313] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:37:26.567365] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:26.845057] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:27.115381] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:27.391788] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:27.676845] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:27.677170] [INFO ] [CONFIGURE ] CNP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:37:27.677230] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10968 tests [2025-11-21T10:37:27.677277] [INFO ] [CONFIGURE ] CNP: Testing feature 7/29: add_lag_shelf [2025-11-21T10:37:27.677337] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T10:37:27.956569] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:28.209991] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:28.456145] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:28.720548] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:28.993980] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:37:29.251472] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:29.486249] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:29.732048] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:29.987067] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:30.248548] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:30.248745] [INFO ] [CONFIGURE ] CNP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T10:37:30.248816] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10967 tests [2025-11-21T10:37:30.248982] [INFO ] [CONFIGURE ] CNP: Testing feature 8/29: add_macd [2025-11-21T10:37:30.249066] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T10:37:30.576519] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:30.903842] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:37:31.230312] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:31.563229] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:37:31.921884] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:32.257936] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:37:32.606693] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:32.936678] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:33.277406] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:33.645430] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:33.645660] [INFO ] [CONFIGURE ] CNP: KEPT add_macd (score: 70.00%) [2025-11-21T10:37:33.645723] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10966 tests [2025-11-21T10:37:33.645774] [INFO ] [CONFIGURE ] CNP: Testing feature 9/29: add_mfi [2025-11-21T10:37:33.645820] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T10:37:34.021392] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:34.393709] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:37:34.768943] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:35.161033] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:37:35.544411] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:35.945204] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:37:36.321073] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:36.715464] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:37.094450] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:37.479233] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:37.479440] [INFO ] [CONFIGURE ] CNP: DISCARDED add_mfi (score: 70.00%) [2025-11-21T10:37:37.479510] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10965 tests [2025-11-21T10:37:37.479560] [INFO ] [CONFIGURE ] CNP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:37:37.479602] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:37:37.940542] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:38.417203] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:38.876460] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:39.324218] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:39.830044] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:40.328549] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:37:40.792659] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:37:41.254120] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:41.699770] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:42.182619] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:42.182849] [INFO ] [CONFIGURE ] CNP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:37:42.182915] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10964 tests [2025-11-21T10:37:42.183011] [INFO ] [CONFIGURE ] CNP: Testing feature 11/29: add_obv_daily [2025-11-21T10:37:42.183078] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T10:37:42.583274] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:42.960029] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:43.335399] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:43.691051] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:44.047283] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:44.407448] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:44.790788] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:45.156749] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:37:45.538573] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:45.951392] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:37:45.951591] [INFO ] [CONFIGURE ] CNP: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:37:45.951672] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10963 tests [2025-11-21T10:37:45.951723] [INFO ] [CONFIGURE ] CNP: Testing feature 12/29: add_obv_interval [2025-11-21T10:37:45.951761] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T10:37:46.320684] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:46.656574] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:47.081912] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:47.488790] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:37:47.864562] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:48.239390] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:37:48.638495] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:49.050066] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:49.430073] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:49.804666] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:49.804883] [INFO ] [CONFIGURE ] CNP: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:37:49.804945] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10962 tests [2025-11-21T10:37:49.804984] [INFO ] [CONFIGURE ] CNP: Testing feature 13/29: add_opening_strength [2025-11-21T10:37:49.805033] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-21T10:37:50.202724] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:50.602512] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:37:50.998519] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:51.387618] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:51.786322] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:52.182379] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:37:52.563534] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:37:52.965268] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:53.362962] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:53.734308] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:53.734505] [INFO ] [CONFIGURE ] CNP: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:37:53.734563] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10961 tests [2025-11-21T10:37:53.734610] [INFO ] [CONFIGURE ] CNP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:37:53.734673] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T10:37:54.091375] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:54.452779] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:54.812047] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:55.183043] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:55.579364] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:55.953882] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:37:56.289939] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:37:56.634631] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:37:57.006221] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:37:57.367470] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:37:57.367696] [INFO ] [CONFIGURE ] CNP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:37:57.367762] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10960 tests [2025-11-21T10:37:57.367810] [INFO ] [CONFIGURE ] CNP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:37:57.367852] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T10:37:57.692704] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:37:58.039158] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:37:58.383287] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:37:58.723558] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:37:59.082707] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:37:59.449668] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:37:59.800630] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:00.211681] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:01.348834] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:38:01.738175] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:01.738337] [INFO ] [CONFIGURE ] CNP: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:38:01.738393] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10959 tests [2025-11-21T10:38:01.738442] [INFO ] [CONFIGURE ] CNP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:38:01.738499] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T10:38:02.136140] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:02.535166] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:38:02.922610] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:03.298545] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:38:03.677555] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:04.056591] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:04.433614] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:04.872850] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:05.400558] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:05.803747] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:38:05.803983] [INFO ] [CONFIGURE ] CNP: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:38:05.804052] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10958 tests [2025-11-21T10:38:05.804109] [INFO ] [CONFIGURE ] CNP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:38:05.804160] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T10:38:06.188460] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:06.508506] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:38:06.838660] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:07.167471] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:07.500248] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:07.826551] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:08.165312] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:08.503024] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:08.844345] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:09.186637] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:09.186864] [INFO ] [CONFIGURE ] CNP: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:38:09.186945] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10957 tests [2025-11-21T10:38:09.187000] [INFO ] [CONFIGURE ] CNP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:38:09.187040] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T10:38:09.544072] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:09.889789] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:10.246271] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:10.581605] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:10.912091] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:11.240788] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:11.577843] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:11.927760] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:12.264801] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:38:12.603494] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:12.603727] [INFO ] [CONFIGURE ] CNP: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:38:12.603782] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10956 tests [2025-11-21T10:38:12.603829] [INFO ] [CONFIGURE ] CNP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:38:12.603878] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T10:38:12.946982] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:13.294771] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:13.636233] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:13.994381] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:38:14.332952] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:14.685789] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:15.024082] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:15.354849] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:15.707392] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:16.061447] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:16.061630] [INFO ] [CONFIGURE ] CNP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:38:16.061707] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10955 tests [2025-11-21T10:38:16.061753] [INFO ] [CONFIGURE ] CNP: Testing feature 20/29: add_price_rejection [2025-11-21T10:38:16.061795] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T10:38:16.454523] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:16.830219] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:17.202078] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:17.580932] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:17.955129] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:18.310928] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:18.652848] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:19.001726] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:19.375873] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:19.758555] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:19.758772] [INFO ] [CONFIGURE ] CNP: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:38:19.758835] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10954 tests [2025-11-21T10:38:19.758885] [INFO ] [CONFIGURE ] CNP: Testing feature 21/29: add_range_position [2025-11-21T10:38:19.758984] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T10:38:20.141106] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:20.504405] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:38:20.874511] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:21.229885] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:21.594225] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:21.980190] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:22.341970] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:22.705102] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:23.116234] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:23.505063] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:23.505259] [INFO ] [CONFIGURE ] CNP: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:38:23.505323] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10953 tests [2025-11-21T10:38:23.505380] [INFO ] [CONFIGURE ] CNP: Testing feature 22/29: add_realized_volatility [2025-11-21T10:38:23.505427] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T10:38:23.974682] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:24.425010] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:24.896754] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:25.376826] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:25.821909] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:38:26.262565] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:26.716861] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:27.190502] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:27.640565] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:28.100238] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:28.100473] [INFO ] [CONFIGURE ] CNP: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:38:28.100535] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10952 tests [2025-11-21T10:38:28.100588] [INFO ] [CONFIGURE ] CNP: Testing feature 23/29: add_recent_range_context [2025-11-21T10:38:28.100634] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T10:38:28.458145] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:28.817615] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:29.175495] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:29.515798] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:38:29.869441] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:30.210133] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:30.561122] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:30.910908] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:31.257044] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:31.623077] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:31.623250] [INFO ] [CONFIGURE ] CNP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:38:31.623307] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10951 tests [2025-11-21T10:38:31.623354] [INFO ] [CONFIGURE ] CNP: Testing feature 24/29: add_rsi [2025-11-21T10:38:31.623400] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T10:38:32.014345] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:32.397436] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:32.782518] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:33.169700] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:33.573424] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:33.971366] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:34.353076] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:34.735230] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:35.124194] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:35.536076] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:38:35.536282] [INFO ] [CONFIGURE ] CNP: DISCARDED add_rsi (score: 50.00%) [2025-11-21T10:38:35.536351] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10950 tests [2025-11-21T10:38:35.536400] [INFO ] [CONFIGURE ] CNP: Testing feature 25/29: add_tick_distribution [2025-11-21T10:38:35.536451] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T10:38:35.882253] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:36.213491] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:36.543281] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:36.884915] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:38:37.225118] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:37.563160] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:37.907736] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:38.241486] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:38.578685] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:38.922132] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:38:38.922337] [INFO ] [CONFIGURE ] CNP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:38:38.922396] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10949 tests [2025-11-21T10:38:38.922447] [INFO ] [CONFIGURE ] CNP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:38:38.922493] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T10:38:39.278540] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:39.622325] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:39.960358] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:40.291092] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:40.626010] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:40.974630] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:41.335428] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:41.680181] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:38:42.035354] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:42.391718] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:42.391895] [INFO ] [CONFIGURE ] CNP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:38:42.391951] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10948 tests [2025-11-21T10:38:42.391998] [INFO ] [CONFIGURE ] CNP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:38:42.392040] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T10:38:42.777551] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:43.161465] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:38:43.553856] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:43.940657] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:38:44.361269] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:44.750410] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:45.124275] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:45.506238] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:45.889510] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:38:46.278058] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:46.278258] [INFO ] [CONFIGURE ] CNP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:38:46.278319] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10947 tests [2025-11-21T10:38:46.278368] [INFO ] [CONFIGURE ] CNP: Testing feature 28/29: add_volume_profile [2025-11-21T10:38:46.278412] [INFO ] [CONFIGURE ] CNP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T10:38:46.674630] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:38:47.064244] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:47.455930] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:38:47.850200] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:48.265490] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:38:48.673222] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:38:49.066436] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:38:49.444261] [DEBUG] [FORECASTER] CNP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:38:49.836624] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:38:50.223714] [DEBUG] [FORECASTER] CNP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:50.223881] [INFO ] [CONFIGURE ] CNP: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:38:50.223938] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10946 tests [2025-11-21T10:38:50.223990] [INFO ] [CONFIGURE ] CNP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:38:50.224034] [INFO ] [CONFIGURE ] CNP: Best accuracy: 70.00% [2025-11-21T10:38:50.224077] [INFO ] [CONFIGURE ] CNP: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T10:38:50.224119] [INFO ] [CONFIGURE ] CNP: Improvement over baseline: 30.00% [2025-11-21T10:38:50.224161] [INFO ] [CONFIGURE ] CNP: Total time: 1.6 minutes [2025-11-21T10:38:50.224201] [INFO ] [CONFIGURE ] CNP: Average time per feature: 3.5 seconds [2025-11-21T10:38:50.224239] [INFO ] [CONFIGURE ] CNP: Average speed: 0.30 features/sec [2025-11-21T10:38:50.224731] [INFO ] [LOCAL ] Saved configuration for CNP: 4 features, 70.00% accuracy -> ./output/feature-sets/CNP.json [2025-11-21T10:38:50.224791] [INFO ] [CONFIGURE ] CNP: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T10:38:50.224839] [INFO ] [sig ] [349/723] Successfully configured CNP | 0.01 sym/s | Total: 8.1h | ETA: 8.7h [2025-11-21T10:38:50.224885] [INFO ] [sig ] [350/723] Configuring CNQ... [2025-11-21T10:38:50.224926] [INFO ] [CONFIGURE ] CNQ: Configurate test run. [2025-11-21T10:38:50.224967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-11-21T10:38:50.547382] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNQ'. [2025-11-21T10:38:50.548000] [INFO ] [CONFIGURE ] CNQ: Testing with 29 available features [2025-11-21T10:38:50.548081] [INFO ] [CONFIGURE ] CNQ: Establishing baseline with no features... [2025-11-21T10:38:50.747434] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:38:50.948395] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:51.149858] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:38:51.358629] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:51.551095] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:38:51.762712] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:38:51.961096] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:38:52.210144] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:38:52.414810] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:38:52.618195] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:38:52.618492] [INFO ] [CONFIGURE ] CNQ: Baseline score (no features): 50.00% [2025-11-21T10:38:52.618617] [INFO ] [CONFIGURE ] CNQ: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:38:52.618717] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:38:52.851883] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:38:53.106752] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:53.338958] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:38:53.576484] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:53.816414] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:38:54.051043] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:38:54.284600] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:38:54.515837] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:38:54.748360] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:38:54.976973] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:38:54.977161] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T10:38:54.977211] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10945 tests [2025-11-21T10:38:54.977248] [INFO ] [CONFIGURE ] CNQ: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:38:54.977288] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:38:55.205630] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:38:55.440046] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:38:55.690112] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:38:55.933247] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:56.165919] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:38:56.408124] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:38:56.638006] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:38:56.871946] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:38:57.090182] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:38:57.342001] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:38:57.342204] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T10:38:57.342254] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10944 tests [2025-11-21T10:38:57.342294] [INFO ] [CONFIGURE ] CNQ: Testing feature 3/29: add_daily_returns [2025-11-21T10:38:57.342331] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_daily_returns'] [2025-11-21T10:38:57.576999] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:38:57.807397] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:58.039565] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:38:58.256438] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:38:58.446154] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:38:58.618769] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:38:58.780573] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:38:58.955359] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:38:59.137378] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:38:59.316318] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:38:59.316487] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T10:38:59.316534] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10943 tests [2025-11-21T10:38:59.316594] [INFO ] [CONFIGURE ] CNQ: Testing feature 4/29: add_ema [2025-11-21T10:38:59.316631] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_ema'] [2025-11-21T10:38:59.532608] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:38:59.761701] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:38:59.994592] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:00.210191] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:01.111615] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:01.474033] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:01.692154] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:01.905292] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:02.139159] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:39:02.359602] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:02.359814] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:39:02.359865] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10942 tests [2025-11-21T10:39:02.359905] [INFO ] [CONFIGURE ] CNQ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:39:02.359941] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:39:02.573996] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:02.804585] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:39:03.056547] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:03.284554] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:03.519519] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:03.770219] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:03.997624] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:04.214809] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:04.434410] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:04.655896] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:04.656063] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:39:04.656111] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10941 tests [2025-11-21T10:39:04.656149] [INFO ] [CONFIGURE ] CNQ: Testing feature 6/29: add_failed_moves [2025-11-21T10:39:04.656184] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_failed_moves'] [2025-11-21T10:39:04.832107] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:05.010638] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:05.193055] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:05.368417] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:05.545914] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:05.722092] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:05.899164] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:06.080845] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:06.290172] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:39:06.494832] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:39:06.495012] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T10:39:06.495059] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10940 tests [2025-11-21T10:39:06.495097] [INFO ] [CONFIGURE ] CNQ: Testing feature 7/29: add_lag_shelf [2025-11-21T10:39:06.495130] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_lag_shelf'] [2025-11-21T10:39:06.680207] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:06.868378] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:07.052805] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:07.245715] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:07.440735] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:07.630698] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:07.822301] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:08.017589] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:08.214732] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:39:08.408569] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:08.408919] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:39:08.409030] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10939 tests [2025-11-21T10:39:08.409116] [INFO ] [CONFIGURE ] CNQ: Testing feature 8/29: add_macd [2025-11-21T10:39:08.409194] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:39:08.700910] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:08.999931] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:39:09.289909] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:09.576138] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:09.863367] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:10.156120] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:10.457143] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:10.759556] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:11.054023] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:11.350868] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:11.351072] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:39:11.351132] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10938 tests [2025-11-21T10:39:11.351184] [INFO ] [CONFIGURE ] CNQ: Testing feature 9/29: add_mfi [2025-11-21T10:39:11.351229] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi'] [2025-11-21T10:39:11.553997] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:11.759271] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:11.958755] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:12.160334] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:12.368269] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:12.566423] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:12.764623] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:12.973472] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:13.188328] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:13.391743] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:13.391925] [INFO ] [CONFIGURE ] CNQ: KEPT add_mfi (score: 60.00%) [2025-11-21T10:39:13.391974] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10937 tests [2025-11-21T10:39:13.392013] [INFO ] [CONFIGURE ] CNQ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:39:13.392048] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:39:13.698785] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:14.000911] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:14.320628] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:39:14.633093] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:14.945042] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:15.258163] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:15.574574] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:15.894995] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:16.214124] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:16.538998] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:39:16.539187] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:39:16.539248] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10936 tests [2025-11-21T10:39:16.539298] [INFO ] [CONFIGURE ] CNQ: Testing feature 11/29: add_obv_daily [2025-11-21T10:39:16.539404] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T10:39:16.787451] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:17.040609] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:17.299440] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:17.541001] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:39:17.774317] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:18.009956] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:18.248455] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:18.492218] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:18.727619] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:18.967689] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:18.967885] [INFO ] [CONFIGURE ] CNQ: KEPT add_obv_daily (score: 70.00%) [2025-11-21T10:39:18.967970] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10935 tests [2025-11-21T10:39:18.968020] [INFO ] [CONFIGURE ] CNQ: Testing feature 12/29: add_obv_interval [2025-11-21T10:39:18.968064] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T10:39:19.218027] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:19.470968] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:39:19.723334] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:19.976477] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:20.231230] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:20.488211] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:20.745206] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:21.004972] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:21.264753] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:21.529927] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:21.530140] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:39:21.530203] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10934 tests [2025-11-21T10:39:21.530254] [INFO ] [CONFIGURE ] CNQ: Testing feature 13/29: add_opening_strength [2025-11-21T10:39:21.530303] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:39:21.809822] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:39:22.086948] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:22.362741] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:22.639035] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:22.910598] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:23.183852] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:23.455494] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:23.726463] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:39:24.006874] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:24.284258] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:24.284440] [INFO ] [CONFIGURE ] CNQ: KEPT add_opening_strength (score: 80.00%) [2025-11-21T10:39:24.284499] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10933 tests [2025-11-21T10:39:24.284547] [INFO ] [CONFIGURE ] CNQ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:39:24.284591] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T10:39:24.587845] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:24.890452] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:25.203033] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:25.505947] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:25.806837] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:26.110439] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:26.425768] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:26.723484] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:27.031142] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:39:27.345952] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:27.346129] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:39:27.346187] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10932 tests [2025-11-21T10:39:27.346234] [INFO ] [CONFIGURE ] CNQ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:39:27.346277] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T10:39:27.642385] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:27.938839] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:28.235227] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:28.537993] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:28.844563] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:29.146633] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:29.454910] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:39:29.754872] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:30.053516] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:30.344062] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:30.344235] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T10:39:30.344294] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10931 tests [2025-11-21T10:39:30.344340] [INFO ] [CONFIGURE ] CNQ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:39:30.344379] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T10:39:30.657392] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:30.979372] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:31.284260] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:31.584882] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:39:31.887965] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:32.208622] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:32.533392] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:32.876122] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:39:33.221275] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:39:33.555883] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:33.556137] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T10:39:33.556221] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10930 tests [2025-11-21T10:39:33.556321] [INFO ] [CONFIGURE ] CNQ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:39:33.556393] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T10:39:33.855948] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:34.156543] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:39:34.475229] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:39:34.785508] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:35.096476] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:35.399471] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:35.701912] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:35.995256] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:39:36.301956] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:36.609692] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:39:36.609891] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T10:39:36.609950] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10929 tests [2025-11-21T10:39:36.609999] [INFO ] [CONFIGURE ] CNQ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:39:36.610044] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T10:39:36.903140] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:37.199914] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:37.503020] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:37.799909] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:39:38.097787] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:38.393935] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:38.700309] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:39.006850] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:39.306935] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:39:39.599379] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:39:39.599575] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:39:39.599635] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10928 tests [2025-11-21T10:39:39.599712] [INFO ] [CONFIGURE ] CNQ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:39:39.599752] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T10:39:39.891307] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:39:40.188489] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:40.482694] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:39:40.772161] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:39:41.074119] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:41.363265] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:41.669843] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:41.970530] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:39:42.267506] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:42.563483] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:39:42.563715] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:39:42.563779] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10927 tests [2025-11-21T10:39:42.563826] [INFO ] [CONFIGURE ] CNQ: Testing feature 20/29: add_price_rejection [2025-11-21T10:39:42.563872] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T10:39:42.881378] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:43.201838] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:39:43.518508] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:39:43.832076] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:39:44.145176] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:44.454560] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:44.784611] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:39:45.157352] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:39:45.507582] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:45.838016] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:45.838231] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T10:39:45.838292] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10926 tests [2025-11-21T10:39:45.838340] [INFO ] [CONFIGURE ] CNQ: Testing feature 21/29: add_range_position [2025-11-21T10:39:45.838384] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T10:39:46.131088] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:46.427927] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:46.730398] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:47.033116] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:39:47.341715] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:47.665622] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:47.988731] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:48.309033] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:48.606715] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:48.903405] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:48.903619] [INFO ] [CONFIGURE ] CNQ: KEPT add_range_position (score: 90.00%) [2025-11-21T10:39:48.903695] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10925 tests [2025-11-21T10:39:48.903779] [INFO ] [CONFIGURE ] CNQ: Testing feature 22/29: add_realized_volatility [2025-11-21T10:39:48.903826] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_realized_volatility'] [2025-11-21T10:39:49.306425] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:49.712309] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:50.150981] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:50.591319] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:39:51.007531] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:39:51.414401] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:51.824005] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:52.236963] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:52.694122] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:39:53.161023] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:53.161246] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:39:53.161310] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10924 tests [2025-11-21T10:39:53.161362] [INFO ] [CONFIGURE ] CNQ: Testing feature 23/29: add_recent_range_context [2025-11-21T10:39:53.161409] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_recent_range_context'] [2025-11-21T10:39:53.515251] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:53.899482] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:39:54.278754] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:39:54.635493] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:39:55.006030] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:55.365479] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:39:55.717638] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:56.083042] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:39:56.433820] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:39:56.777268] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:39:56.777471] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:39:56.777532] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10923 tests [2025-11-21T10:39:56.777582] [INFO ] [CONFIGURE ] CNQ: Testing feature 24/29: add_rsi [2025-11-21T10:39:56.777632] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T10:39:57.157404] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:39:57.520386] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:39:57.882441] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:39:58.244285] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:39:58.595389] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:39:58.965858] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:39:59.338757] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:39:59.699944] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:00.064070] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:40:01.196586] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:01.196833] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_rsi (score: 90.00%) [2025-11-21T10:40:01.196893] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10922 tests [2025-11-21T10:40:01.196954] [INFO ] [CONFIGURE ] CNQ: Testing feature 25/29: add_tick_distribution [2025-11-21T10:40:01.196998] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_tick_distribution'] [2025-11-21T10:40:01.627295] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:40:01.952908] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:40:02.289429] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:02.645576] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:40:02.990880] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:40:03.338739] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:40:03.682209] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:40:04.040100] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:04.416730] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:40:04.802670] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:04.802870] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:40:04.802930] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10921 tests [2025-11-21T10:40:04.802979] [INFO ] [CONFIGURE ] CNQ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:40:04.803025] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T10:40:05.158485] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:05.503914] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:40:05.864535] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:06.229551] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:40:06.585460] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:40:06.948549] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:40:07.297462] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:40:07.670706] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:08.038911] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:40:08.396488] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:08.396722] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:40:08.396841] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10920 tests [2025-11-21T10:40:08.396896] [INFO ] [CONFIGURE ] CNQ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:40:08.396974] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T10:40:08.755673] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:09.082819] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:40:09.433287] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:09.782270] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:40:10.136314] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:40:10.498799] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:40:10.857032] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:40:11.213636] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:11.577674] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:40:11.930390] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:11.930551] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:40:11.930610] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10919 tests [2025-11-21T10:40:11.930678] [INFO ] [CONFIGURE ] CNQ: Testing feature 28/29: add_volume_profile [2025-11-21T10:40:11.930724] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_profile'] [2025-11-21T10:40:12.282591] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:12.644554] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:40:12.997971] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:13.376810] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:40:13.729784] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:40:14.108415] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:40:14.467008] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:40:14.817773] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:15.178942] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:40:15.533692] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:15.533897] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:40:15.533957] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10918 tests [2025-11-21T10:40:15.534006] [INFO ] [CONFIGURE ] CNQ: Testing feature 29/29: add_vwap [2025-11-21T10:40:15.534051] [INFO ] [CONFIGURE ] CNQ: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_vwap'] [2025-11-21T10:40:15.891312] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:40:16.274859] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:40:16.644804] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:17.008145] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:40:17.383202] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:40:17.762145] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:40:18.120259] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:40:18.474171] [DEBUG] [FORECASTER] CNQ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:40:18.840743] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:40:19.203748] [DEBUG] [FORECASTER] CNQ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:19.203938] [INFO ] [CONFIGURE ] CNQ: DISCARDED add_vwap (score: 60.00%) [2025-11-21T10:40:19.203995] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10917 tests [2025-11-21T10:40:19.204044] [INFO ] [CONFIGURE ] CNQ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:40:19.204086] [INFO ] [CONFIGURE ] CNQ: Best accuracy: 90.00% [2025-11-21T10:40:19.204126] [INFO ] [CONFIGURE ] CNQ: Best feature set (5 features): ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T10:40:19.204165] [INFO ] [CONFIGURE ] CNQ: Improvement over baseline: 40.00% [2025-11-21T10:40:19.204202] [INFO ] [CONFIGURE ] CNQ: Total time: 1.4 minutes [2025-11-21T10:40:19.204238] [INFO ] [CONFIGURE ] CNQ: Average time per feature: 3.0 seconds [2025-11-21T10:40:19.204275] [INFO ] [CONFIGURE ] CNQ: Average speed: 0.33 features/sec [2025-11-21T10:40:19.204743] [INFO ] [LOCAL ] Saved configuration for CNQ: 5 features, 90.00% accuracy -> ./output/feature-sets/CNQ.json [2025-11-21T10:40:19.204801] [INFO ] [CONFIGURE ] CNQ: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T10:40:19.204850] [INFO ] [sig ] [350/723] Successfully configured CNQ | 0.01 sym/s | Total: 8.1h | ETA: 8.6h [2025-11-21T10:40:19.204894] [INFO ] [sig ] [351/723] Configuring CNS... [2025-11-21T10:40:19.204934] [INFO ] [CONFIGURE ] CNS: Configurate test run. [2025-11-21T10:40:19.204972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-11-21T10:40:19.417068] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNS'. [2025-11-21T10:40:19.417454] [INFO ] [CONFIGURE ] CNS: Testing with 29 available features [2025-11-21T10:40:19.417522] [INFO ] [CONFIGURE ] CNS: Establishing baseline with no features... [2025-11-21T10:40:19.608088] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:19.798714] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:19.991546] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:20.180431] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:20.372726] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:20.564666] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:40:20.757142] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:40:20.951725] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:21.144552] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:21.340164] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:21.340325] [INFO ] [CONFIGURE ] CNS: Baseline score (no features): 60.00% [2025-11-21T10:40:21.340374] [INFO ] [CONFIGURE ] CNS: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:40:21.340410] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:40:21.569924] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:21.797277] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:22.020876] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:22.243607] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:22.476013] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:22.703542] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:22.929553] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:23.160623] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:23.397486] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:23.630525] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:23.630725] [INFO ] [CONFIGURE ] CNS: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T10:40:23.630798] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10916 tests [2025-11-21T10:40:23.630850] [INFO ] [CONFIGURE ] CNS: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:40:23.630926] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:40:23.901000] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:24.172455] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:24.411775] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:40:24.675210] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:40:24.944774] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:25.217465] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:25.485113] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:25.751103] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:40:26.016565] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:26.277946] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:26.278145] [INFO ] [CONFIGURE ] CNS: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T10:40:26.278203] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10915 tests [2025-11-21T10:40:26.278284] [INFO ] [CONFIGURE ] CNS: Testing feature 3/29: add_daily_returns [2025-11-21T10:40:26.278335] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:40:26.518467] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:26.764337] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:26.981392] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:27.200995] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:27.418763] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:27.640176] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:27.857369] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:28.075630] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:28.299927] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:28.518164] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:28.518354] [INFO ] [CONFIGURE ] CNS: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T10:40:28.518401] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10914 tests [2025-11-21T10:40:28.518438] [INFO ] [CONFIGURE ] CNS: Testing feature 4/29: add_ema [2025-11-21T10:40:28.518472] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:40:28.762440] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:29.008405] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:29.251721] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:29.493805] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:29.741785] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:40:29.984917] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:30.228513] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:40:30.477401] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:30.722896] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:30.968889] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:30.969071] [INFO ] [CONFIGURE ] CNS: DISCARDED add_ema (score: 80.00%) [2025-11-21T10:40:30.969118] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10913 tests [2025-11-21T10:40:30.969157] [INFO ] [CONFIGURE ] CNS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:40:30.969192] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:40:31.219488] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:31.467385] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:31.715678] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:31.968024] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:32.221741] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:32.477790] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:32.731887] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:32.986353] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:33.235159] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:33.487778] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:33.487988] [INFO ] [CONFIGURE ] CNS: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T10:40:33.488048] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10912 tests [2025-11-21T10:40:33.488097] [INFO ] [CONFIGURE ] CNS: Testing feature 6/29: add_failed_moves [2025-11-21T10:40:33.488142] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T10:40:33.707501] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:33.924159] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:34.162834] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:34.388811] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:34.615494] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:34.849374] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:35.067269] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:35.289577] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:35.512581] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:35.732751] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:40:35.732945] [INFO ] [CONFIGURE ] CNS: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T10:40:35.732994] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10911 tests [2025-11-21T10:40:35.733036] [INFO ] [CONFIGURE ] CNS: Testing feature 7/29: add_lag_shelf [2025-11-21T10:40:35.733071] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T10:40:35.937412] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:36.151891] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:36.358224] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:36.563954] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:36.771562] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:36.978722] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:37.186639] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:37.399683] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:37.616554] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:37.836702] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:37.837035] [INFO ] [CONFIGURE ] CNS: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T10:40:37.837144] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10910 tests [2025-11-21T10:40:37.837230] [INFO ] [CONFIGURE ] CNS: Testing feature 8/29: add_macd [2025-11-21T10:40:37.837306] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T10:40:38.131121] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:38.421593] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:38.715412] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:39.002828] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:39.287179] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:39.578932] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:39.872428] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:40.166259] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:40.467913] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:40.765822] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:40.766006] [INFO ] [CONFIGURE ] CNS: DISCARDED add_macd (score: 80.00%) [2025-11-21T10:40:40.766062] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10909 tests [2025-11-21T10:40:40.766160] [INFO ] [CONFIGURE ] CNS: Testing feature 9/29: add_mfi [2025-11-21T10:40:40.766207] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T10:40:40.979883] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:41.190726] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:41.405142] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:41.617397] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:41.840202] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:42.056926] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:42.271230] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:42.495384] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:42.727380] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:42.966883] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:42.967114] [INFO ] [CONFIGURE ] CNS: DISCARDED add_mfi (score: 80.00%) [2025-11-21T10:40:42.967175] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10908 tests [2025-11-21T10:40:42.967225] [INFO ] [CONFIGURE ] CNS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:40:42.967269] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:40:43.286276] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:43.618059] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:43.940185] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:44.269968] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:44.600127] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:40:44.914808] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:40:45.262794] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:40:45.593373] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:45.934773] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:46.258386] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:46.258746] [INFO ] [CONFIGURE ] CNS: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:40:46.258811] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10907 tests [2025-11-21T10:40:46.258853] [INFO ] [CONFIGURE ] CNS: Testing feature 11/29: add_obv_daily [2025-11-21T10:40:46.258904] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T10:40:46.492822] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:40:46.720445] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:46.946857] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:47.179006] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:47.402240] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:47.643069] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:40:47.864588] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:40:48.087632] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:48.308858] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:48.543736] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:48.544095] [INFO ] [CONFIGURE ] CNS: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T10:40:48.544143] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10906 tests [2025-11-21T10:40:48.544181] [INFO ] [CONFIGURE ] CNS: Testing feature 12/29: add_obv_interval [2025-11-21T10:40:48.544216] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T10:40:48.772716] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:40:48.992819] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:49.220671] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:49.443063] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:49.664889] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:49.883468] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:50.105485] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:40:50.325374] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:40:50.553180] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:50.778029] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:50.778425] [INFO ] [CONFIGURE ] CNS: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:40:50.778474] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10905 tests [2025-11-21T10:40:50.778511] [INFO ] [CONFIGURE ] CNS: Testing feature 13/29: add_opening_strength [2025-11-21T10:40:50.778545] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:40:51.017995] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:40:51.252103] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:51.490713] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:51.733617] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:51.982629] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:40:52.223745] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:52.462147] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:40:52.726774] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:52.998018] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:53.279900] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:53.280138] [INFO ] [CONFIGURE ] CNS: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T10:40:53.280204] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10904 tests [2025-11-21T10:40:53.280261] [INFO ] [CONFIGURE ] CNS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:40:53.280310] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T10:40:53.559932] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:53.923360] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:54.262639] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:54.541081] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:54.778925] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:55.019125] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:55.274355] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:40:55.531197] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:55.791411] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:56.048505] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:56.048732] [INFO ] [CONFIGURE ] CNS: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:40:56.048794] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10903 tests [2025-11-21T10:40:56.048843] [INFO ] [CONFIGURE ] CNS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:40:56.048887] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T10:40:56.262228] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:56.474207] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:56.678982] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:56.884354] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:57.092323] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:40:57.298142] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:40:57.518317] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:40:57.730521] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:40:57.949450] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:40:58.154197] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:40:58.154513] [INFO ] [CONFIGURE ] CNS: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T10:40:58.154576] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10902 tests [2025-11-21T10:40:58.154680] [INFO ] [CONFIGURE ] CNS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:40:58.154758] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T10:40:58.392849] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:40:58.634710] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:40:58.876347] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:40:59.112869] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:40:59.354904] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:40:59.618284] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:40:59.862933] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:00.111409] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:00.358250] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:01.325685] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:01.325875] [INFO ] [CONFIGURE ] CNS: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:41:01.325923] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10901 tests [2025-11-21T10:41:01.325962] [INFO ] [CONFIGURE ] CNS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:41:01.325997] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T10:41:01.847636] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:41:02.093987] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:02.323488] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:02.560120] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:02.793819] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:41:03.027565] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:03.279855] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:03.534824] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:03.790595] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:41:04.045002] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:04.045185] [INFO ] [CONFIGURE ] CNS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:41:04.045244] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10900 tests [2025-11-21T10:41:04.045294] [INFO ] [CONFIGURE ] CNS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:41:04.045405] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T10:41:04.277853] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:41:04.510265] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:04.741133] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:04.971508] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:05.195927] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:41:05.420228] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:05.650525] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:05.881293] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:06.089567] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:06.300327] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:06.300494] [INFO ] [CONFIGURE ] CNS: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T10:41:06.300542] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10899 tests [2025-11-21T10:41:06.300582] [INFO ] [CONFIGURE ] CNS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:41:06.300617] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T10:41:06.508497] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:41:06.717954] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:06.933061] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:07.146327] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:07.379810] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:41:07.612992] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:07.829448] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:08.063526] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:08.276452] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:08.510212] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:08.510582] [INFO ] [CONFIGURE ] CNS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T10:41:08.510631] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10898 tests [2025-11-21T10:41:08.510692] [INFO ] [CONFIGURE ] CNS: Testing feature 20/29: add_price_rejection [2025-11-21T10:41:08.510761] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T10:41:08.742604] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:41:08.961605] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:09.177792] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:09.390443] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:09.605740] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:41:09.818572] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:10.061094] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:10.308189] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:10.559250] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:10.808817] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:10.809012] [INFO ] [CONFIGURE ] CNS: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T10:41:10.809071] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10897 tests [2025-11-21T10:41:10.809120] [INFO ] [CONFIGURE ] CNS: Testing feature 21/29: add_range_position [2025-11-21T10:41:10.809161] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T10:41:11.082543] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:41:11.379095] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:11.683231] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:11.971110] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:12.244528] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:41:12.530501] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:12.803798] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:13.096932] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:13.387781] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:13.659582] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:13.659836] [INFO ] [CONFIGURE ] CNS: DISCARDED add_range_position (score: 80.00%) [2025-11-21T10:41:13.659899] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10896 tests [2025-11-21T10:41:13.659974] [INFO ] [CONFIGURE ] CNS: Testing feature 22/29: add_realized_volatility [2025-11-21T10:41:13.660022] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T10:41:14.022426] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:41:14.374823] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:14.741038] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:15.101321] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:15.464822] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:41:15.826503] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:16.194450] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:16.563788] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:16.947352] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:17.320437] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:17.320683] [INFO ] [CONFIGURE ] CNS: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:41:17.320744] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10895 tests [2025-11-21T10:41:17.320795] [INFO ] [CONFIGURE ] CNS: Testing feature 23/29: add_recent_range_context [2025-11-21T10:41:17.320838] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T10:41:17.587077] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:41:17.828818] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:18.086690] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:18.357603] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:18.592319] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:41:18.831581] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:19.071121] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:41:19.311585] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:19.552397] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:19.797592] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:19.797967] [INFO ] [CONFIGURE ] CNS: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:41:19.798034] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10894 tests [2025-11-21T10:41:19.798133] [INFO ] [CONFIGURE ] CNS: Testing feature 24/29: add_rsi [2025-11-21T10:41:19.798214] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T10:41:20.087837] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:41:20.385909] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:41:20.674819] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:20.973805] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:21.271549] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:41:21.573435] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:21.842869] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:41:22.134728] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:22.417712] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:41:22.685474] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:22.685679] [INFO ] [CONFIGURE ] CNS: DISCARDED add_rsi (score: 40.00%) [2025-11-21T10:41:22.685738] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10893 tests [2025-11-21T10:41:22.685853] [INFO ] [CONFIGURE ] CNS: Testing feature 25/29: add_tick_distribution [2025-11-21T10:41:22.685901] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T10:41:22.902615] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:41:23.120352] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:23.339773] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:23.565407] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:23.796194] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:41:24.024919] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:24.247554] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:24.469689] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:24.692358] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:24.921534] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:24.921940] [INFO ] [CONFIGURE ] CNS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:41:24.922010] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10892 tests [2025-11-21T10:41:24.922113] [INFO ] [CONFIGURE ] CNS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:41:24.922196] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T10:41:25.146877] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:41:25.372988] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:25.599113] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:25.821520] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:26.043992] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:41:26.273859] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:26.508190] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:41:26.734002] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:26.968108] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:27.200708] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:27.200925] [INFO ] [CONFIGURE ] CNS: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:41:27.201126] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10891 tests [2025-11-21T10:41:27.201218] [INFO ] [CONFIGURE ] CNS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:41:27.201271] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T10:41:27.430715] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:41:27.670358] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:27.903110] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:28.138637] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:28.395698] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:41:28.651509] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:28.891122] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:41:29.121966] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:29.354582] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:29.601890] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:29.602100] [INFO ] [CONFIGURE ] CNS: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:41:29.602158] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10890 tests [2025-11-21T10:41:29.602256] [INFO ] [CONFIGURE ] CNS: Testing feature 28/29: add_volume_profile [2025-11-21T10:41:29.602303] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T10:41:29.834727] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:41:30.069577] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:30.294857] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:30.548868] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:30.781275] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:41:31.020567] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:31.249116] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:31.476962] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:31.722138] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:31.954800] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:31.954985] [INFO ] [CONFIGURE ] CNS: KEPT add_volume_profile (score: 90.00%) [2025-11-21T10:41:31.955036] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10889 tests [2025-11-21T10:41:31.955076] [INFO ] [CONFIGURE ] CNS: Testing feature 29/29: add_vwap [2025-11-21T10:41:31.955115] [INFO ] [CONFIGURE ] CNS: Testing with features: ['add_bollinger_bands', 'add_volume_profile', 'add_vwap'] [2025-11-21T10:41:32.199768] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:41:32.452142] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:32.705856] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:32.953879] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:33.202665] [DEBUG] [FORECASTER] CNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:41:33.447551] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:33.705907] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:41:33.962024] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:41:34.219791] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:41:34.479069] [DEBUG] [FORECASTER] CNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:34.479259] [INFO ] [CONFIGURE ] CNS: DISCARDED add_vwap (score: 80.00%) [2025-11-21T10:41:34.479316] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10888 tests [2025-11-21T10:41:34.479366] [INFO ] [CONFIGURE ] CNS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:41:34.479408] [INFO ] [CONFIGURE ] CNS: Best accuracy: 90.00% [2025-11-21T10:41:34.479454] [INFO ] [CONFIGURE ] CNS: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T10:41:34.479494] [INFO ] [CONFIGURE ] CNS: Improvement over baseline: 30.00% [2025-11-21T10:41:34.479533] [INFO ] [CONFIGURE ] CNS: Total time: 1.2 minutes [2025-11-21T10:41:34.479570] [INFO ] [CONFIGURE ] CNS: Average time per feature: 2.5 seconds [2025-11-21T10:41:34.479609] [INFO ] [CONFIGURE ] CNS: Average speed: 0.40 features/sec [2025-11-21T10:41:34.480027] [INFO ] [LOCAL ] Saved configuration for CNS: 2 features, 90.00% accuracy -> ./output/feature-sets/CNS.json [2025-11-21T10:41:34.480085] [INFO ] [CONFIGURE ] CNS: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T10:41:34.480134] [INFO ] [sig ] [351/723] Successfully configured CNS | 0.01 sym/s | Total: 8.1h | ETA: 8.6h [2025-11-21T10:41:34.480177] [INFO ] [sig ] [352/723] Configuring CNX... [2025-11-21T10:41:34.480214] [INFO ] [CONFIGURE ] CNX: Configurate test run. [2025-11-21T10:41:34.480251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-11-21T10:41:34.703141] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNX'. [2025-11-21T10:41:34.703520] [INFO ] [CONFIGURE ] CNX: Testing with 29 available features [2025-11-21T10:41:34.703582] [INFO ] [CONFIGURE ] CNX: Establishing baseline with no features... [2025-11-21T10:41:34.870967] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:41:35.038133] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:35.210581] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:41:35.384510] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:41:35.560091] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:41:35.737163] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:35.911327] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:41:36.092000] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:36.267983] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:41:36.445392] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:36.445549] [INFO ] [CONFIGURE ] CNX: Baseline score (no features): 40.00% [2025-11-21T10:41:36.445595] [INFO ] [CONFIGURE ] CNX: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:41:36.445633] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:41:36.652757] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:41:36.861287] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:41:37.073550] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:37.279046] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:41:37.492481] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:41:37.715535] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:37.927206] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:41:38.137241] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:38.343560] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:41:38.555667] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:38.555854] [INFO ] [CONFIGURE ] CNX: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T10:41:38.555904] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10887 tests [2025-11-21T10:41:38.555941] [INFO ] [CONFIGURE ] CNX: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:41:38.555976] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:41:38.793587] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:41:39.006585] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:41:39.221684] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:39.433502] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:39.653330] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:41:39.872292] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:41:40.086392] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:41:40.301040] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:40.519020] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:41:40.748249] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:40.748465] [INFO ] [CONFIGURE ] CNX: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T10:41:40.748520] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10886 tests [2025-11-21T10:41:40.748567] [INFO ] [CONFIGURE ] CNX: Testing feature 3/29: add_daily_returns [2025-11-21T10:41:40.748610] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:41:41.026164] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:41:41.324504] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:41.643924] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:41:41.947709] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:42.188902] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:41:42.422098] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:42.657353] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:41:42.919314] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:43.159907] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:41:43.394638] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:43.394821] [INFO ] [CONFIGURE ] CNX: KEPT add_daily_returns (score: 60.00%) [2025-11-21T10:41:43.394869] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10885 tests [2025-11-21T10:41:43.394906] [INFO ] [CONFIGURE ] CNX: Testing feature 4/29: add_ema [2025-11-21T10:41:43.394941] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T10:41:43.654286] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:41:43.919943] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:44.198162] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:41:44.478015] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:41:44.743355] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:41:45.006627] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:45.284894] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:41:45.589126] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:45.883286] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:41:46.146106] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:46.146303] [INFO ] [CONFIGURE ] CNX: DISCARDED add_ema (score: 30.00%) [2025-11-21T10:41:46.146359] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10884 tests [2025-11-21T10:41:46.146408] [INFO ] [CONFIGURE ] CNX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:41:46.146452] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:41:46.433194] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:41:46.720320] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:47.016874] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:41:47.311892] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:47.610119] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:41:47.904376] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:48.188034] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:41:48.471787] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:48.756968] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:41:49.049126] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:41:49.049349] [INFO ] [CONFIGURE ] CNX: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T10:41:49.049411] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10883 tests [2025-11-21T10:41:49.049460] [INFO ] [CONFIGURE ] CNX: Testing feature 6/29: add_failed_moves [2025-11-21T10:41:49.049506] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T10:41:49.344064] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:41:49.643678] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:49.932755] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:41:50.225556] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:50.522084] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:41:50.823789] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:51.133344] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:41:51.427602] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:51.745149] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:41:52.050685] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:52.050958] [INFO ] [CONFIGURE ] CNX: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T10:41:52.051018] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10882 tests [2025-11-21T10:41:52.051075] [INFO ] [CONFIGURE ] CNX: Testing feature 7/29: add_lag_shelf [2025-11-21T10:41:52.051132] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T10:41:52.324408] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:41:52.635420] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:41:52.962677] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:41:53.274865] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:53.548851] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:41:53.828368] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:54.111347] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:41:54.396263] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:54.679544] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:41:54.956485] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:54.956752] [INFO ] [CONFIGURE ] CNX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:41:54.956814] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10881 tests [2025-11-21T10:41:54.956862] [INFO ] [CONFIGURE ] CNX: Testing feature 8/29: add_macd [2025-11-21T10:41:54.956921] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T10:41:55.300303] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:41:55.657368] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:41:56.029160] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:41:56.408090] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:41:56.780144] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:41:57.129104] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:41:57.485494] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:41:57.840267] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:41:58.211255] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:41:58.577244] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:41:58.577455] [INFO ] [CONFIGURE ] CNX: DISCARDED add_macd (score: 30.00%) [2025-11-21T10:41:58.577519] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10880 tests [2025-11-21T10:41:58.577570] [INFO ] [CONFIGURE ] CNX: Testing feature 9/29: add_mfi [2025-11-21T10:41:58.577616] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T10:41:58.896006] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:41:59.198777] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:41:59.496414] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:41:59.796987] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:00.100745] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:42:00.398720] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:00.717521] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:01.738231] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:02.043740] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:02.346231] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:02.346472] [INFO ] [CONFIGURE ] CNX: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:42:02.346534] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10879 tests [2025-11-21T10:42:02.346583] [INFO ] [CONFIGURE ] CNX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:42:02.346629] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:42:02.712606] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:03.089073] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:03.450559] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:03.808109] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:04.195881] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:04.577909] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:04.936883] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:05.325874] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:05.691831] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:42:06.066267] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:42:06.066464] [INFO ] [CONFIGURE ] CNX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:42:06.066520] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10878 tests [2025-11-21T10:42:06.066568] [INFO ] [CONFIGURE ] CNX: Testing feature 11/29: add_obv_daily [2025-11-21T10:42:06.066612] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T10:42:06.401997] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:42:06.727901] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:07.049861] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:07.372183] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:07.702395] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:42:08.029196] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:08.352931] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:08.674476] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:08.997613] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:42:09.344264] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:42:09.344466] [INFO ] [CONFIGURE ] CNX: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:42:09.344526] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10877 tests [2025-11-21T10:42:09.344584] [INFO ] [CONFIGURE ] CNX: Testing feature 12/29: add_obv_interval [2025-11-21T10:42:09.344636] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T10:42:09.689207] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:10.011629] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:10.315285] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:10.624667] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:10.934367] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:11.232774] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:11.537260] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:11.833687] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:12.151450] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:42:12.468490] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:42:12.468699] [INFO ] [CONFIGURE ] CNX: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T10:42:12.468758] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10876 tests [2025-11-21T10:42:12.468805] [INFO ] [CONFIGURE ] CNX: Testing feature 13/29: add_opening_strength [2025-11-21T10:42:12.468848] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-11-21T10:42:12.809907] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:13.150095] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:42:13.492790] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:42:13.849105] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:14.180675] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:14.477563] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:14.773526] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:42:15.096480] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:15.402500] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:42:15.707350] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:15.707541] [INFO ] [CONFIGURE ] CNX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T10:42:15.707599] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10875 tests [2025-11-21T10:42:15.707667] [INFO ] [CONFIGURE ] CNX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:42:15.707724] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T10:42:16.022493] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:16.339418] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:16.649359] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:16.961061] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:17.270001] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:17.609023] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:17.948792] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:18.286495] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:18.620490] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:18.965024] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:42:18.965208] [INFO ] [CONFIGURE ] CNX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T10:42:18.965265] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10874 tests [2025-11-21T10:42:18.965311] [INFO ] [CONFIGURE ] CNX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:42:18.965355] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T10:42:19.272154] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:19.578463] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:19.887899] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:20.203070] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:42:20.506290] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:20.798639] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:42:21.134657] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:21.430201] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:21.723443] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:42:22.014818] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:22.015022] [INFO ] [CONFIGURE ] CNX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T10:42:22.015086] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10873 tests [2025-11-21T10:42:22.015134] [INFO ] [CONFIGURE ] CNX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:42:22.015179] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T10:42:22.315956] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:22.605167] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:22.933749] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:23.262332] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:23.580201] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:42:23.933332] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:24.277139] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:42:24.597772] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:24.936086] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:25.287740] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:42:25.287966] [INFO ] [CONFIGURE ] CNX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:42:25.288037] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10872 tests [2025-11-21T10:42:25.288096] [INFO ] [CONFIGURE ] CNX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:42:25.288152] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T10:42:25.649888] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:42:25.982359] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:26.299406] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:26.615592] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:26.926458] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:42:27.225334] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:27.567270] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:27.920690] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:28.246594] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:28.558545] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:28.558758] [INFO ] [CONFIGURE ] CNX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:42:28.558817] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10871 tests [2025-11-21T10:42:28.558863] [INFO ] [CONFIGURE ] CNX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:42:28.558906] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T10:42:28.884575] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:29.198230] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:29.499150] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:42:29.812787] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:30.116461] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:42:30.421590] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:30.728191] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:42:31.032371] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:31.322775] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:31.682121] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:42:31.682289] [INFO ] [CONFIGURE ] CNX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T10:42:31.682345] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10870 tests [2025-11-21T10:42:31.682392] [INFO ] [CONFIGURE ] CNX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:42:31.682435] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T10:42:31.969020] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:32.244034] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:32.516690] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:42:32.809746] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:33.082595] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:33.349797] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:33.627828] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:42:33.963838] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:34.359381] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:34.709222] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:34.709418] [INFO ] [CONFIGURE ] CNX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T10:42:34.709477] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10869 tests [2025-11-21T10:42:34.709524] [INFO ] [CONFIGURE ] CNX: Testing feature 20/29: add_price_rejection [2025-11-21T10:42:34.709567] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T10:42:35.033293] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:35.337707] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:35.650734] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:42:35.958171] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:36.264310] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:36.605984] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:36.952573] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:42:37.261603] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:37.571201] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:42:37.891544] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:37.891776] [INFO ] [CONFIGURE ] CNX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:42:37.891838] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10868 tests [2025-11-21T10:42:37.891888] [INFO ] [CONFIGURE ] CNX: Testing feature 21/29: add_range_position [2025-11-21T10:42:37.891933] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T10:42:38.198674] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:42:38.503996] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:38.822803] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:39.140836] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:42:39.451453] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:39.774519] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:40.087048] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:42:40.392708] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:40.700249] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:41.013272] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:41.013492] [INFO ] [CONFIGURE ] CNX: DISCARDED add_range_position (score: 70.00%) [2025-11-21T10:42:41.013552] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10867 tests [2025-11-21T10:42:41.013602] [INFO ] [CONFIGURE ] CNX: Testing feature 22/29: add_realized_volatility [2025-11-21T10:42:41.013671] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T10:42:41.426405] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:42:41.852425] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:42.266192] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:42.686843] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:42:43.102305] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:43.512166] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:43.944741] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:44.370076] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:44.801869] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:45.251975] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:45.252171] [INFO ] [CONFIGURE ] CNX: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T10:42:45.252246] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10866 tests [2025-11-21T10:42:45.252300] [INFO ] [CONFIGURE ] CNX: Testing feature 23/29: add_recent_range_context [2025-11-21T10:42:45.252347] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T10:42:45.593984] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:45.936117] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:46.242010] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:42:46.556023] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:46.866569] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:47.185708] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:47.502633] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:47.833412] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:48.175673] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:48.481357] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:42:48.481553] [INFO ] [CONFIGURE ] CNX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T10:42:48.481609] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10865 tests [2025-11-21T10:42:48.481678] [INFO ] [CONFIGURE ] CNX: Testing feature 24/29: add_rsi [2025-11-21T10:42:48.481724] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T10:42:48.797805] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:42:49.121376] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:42:49.447972] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:42:49.766580] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:50.077667] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:50.431088] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:50.781636] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:42:51.114254] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:51.442922] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:51.769047] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:42:51.769252] [INFO ] [CONFIGURE ] CNX: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:42:51.769311] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10864 tests [2025-11-21T10:42:51.769359] [INFO ] [CONFIGURE ] CNX: Testing feature 25/29: add_tick_distribution [2025-11-21T10:42:51.769403] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T10:42:52.064342] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:42:52.352716] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:52.632530] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:52.929450] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:53.220913] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:42:53.510136] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:53.810529] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:42:54.094906] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:42:54.381489] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:42:54.678624] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:54.678840] [INFO ] [CONFIGURE ] CNX: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:42:54.678899] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10863 tests [2025-11-21T10:42:54.678946] [INFO ] [CONFIGURE ] CNX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:42:54.678989] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T10:42:54.977725] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:42:55.279858] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:55.609546] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:55.923209] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:56.231830] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:56.534006] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:42:56.867306] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:42:57.206248] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:42:57.529689] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:42:57.850510] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:42:57.850719] [INFO ] [CONFIGURE ] CNX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:42:57.850779] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10862 tests [2025-11-21T10:42:57.850827] [INFO ] [CONFIGURE ] CNX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:42:57.850869] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T10:42:58.195138] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:42:58.526481] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:42:58.855834] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:42:59.186102] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:42:59.534734] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:42:59.883250] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:43:00.199853] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:43:00.533378] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:43:00.855165] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:43:01.844183] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:43:01.844385] [INFO ] [CONFIGURE ] CNX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T10:43:01.844446] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10861 tests [2025-11-21T10:43:01.844495] [INFO ] [CONFIGURE ] CNX: Testing feature 28/29: add_volume_profile [2025-11-21T10:43:01.844539] [INFO ] [CONFIGURE ] CNX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T10:43:02.191813] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:43:02.513370] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:43:02.851234] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:43:03.181986] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:03.496878] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:03.810585] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:43:04.130845] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:43:04.484713] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:43:04.827019] [DEBUG] [FORECASTER] CNX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:43:05.146329] [DEBUG] [FORECASTER] CNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:43:05.146548] [INFO ] [CONFIGURE ] CNX: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T10:43:05.146610] [INFO ] [CONFIGURE ] JOB ETA: 8.6h | Avg: 2.8s/test | Remaining: 10860 tests [2025-11-21T10:43:05.146697] [INFO ] [CONFIGURE ] CNX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:43:05.146744] [INFO ] [CONFIGURE ] CNX: Best accuracy: 70.00% [2025-11-21T10:43:05.146791] [INFO ] [CONFIGURE ] CNX: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:43:05.146855] [INFO ] [CONFIGURE ] CNX: Improvement over baseline: 30.00% [2025-11-21T10:43:05.146917] [INFO ] [CONFIGURE ] CNX: Total time: 1.5 minutes [2025-11-21T10:43:05.146961] [INFO ] [CONFIGURE ] CNX: Average time per feature: 3.2 seconds [2025-11-21T10:43:05.147002] [INFO ] [CONFIGURE ] CNX: Average speed: 0.33 features/sec [2025-11-21T10:43:05.147357] [INFO ] [LOCAL ] Saved configuration for CNX: 4 features, 70.00% accuracy -> ./output/feature-sets/CNX.json [2025-11-21T10:43:05.147425] [INFO ] [CONFIGURE ] CNX: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T10:43:05.147475] [INFO ] [sig ] [352/723] Successfully configured CNX | 0.01 sym/s | Total: 8.2h | ETA: 8.6h [2025-11-21T10:43:05.147520] [INFO ] [sig ] [353/723] Configuring CODI... [2025-11-21T10:43:05.147563] [INFO ] [CONFIGURE ] CODI: Configurate test run. [2025-11-21T10:43:05.147606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-11-21T10:43:05.330927] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CODI'. [2025-11-21T10:43:05.331318] [INFO ] [CONFIGURE ] CODI: Testing with 29 available features [2025-11-21T10:43:05.331387] [INFO ] [CONFIGURE ] CODI: Establishing baseline with no features... [2025-11-21T10:43:05.526486] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:05.721262] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:05.916885] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:06.113030] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:06.307511] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:06.507961] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:06.712719] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:43:06.913561] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:07.116402] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:07.316591] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:07.316970] [INFO ] [CONFIGURE ] CODI: Baseline score (no features): 60.00% [2025-11-21T10:43:07.317068] [INFO ] [CONFIGURE ] CODI: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:43:07.317143] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:43:07.559626] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:07.799633] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:08.047870] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:08.300619] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:08.545274] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:08.790554] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:09.052219] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:09.303463] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:09.539667] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:09.789020] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:43:09.789299] [INFO ] [CONFIGURE ] CODI: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:43:09.789389] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10859 tests [2025-11-21T10:43:09.789432] [INFO ] [CONFIGURE ] CODI: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:43:09.789470] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:43:10.047877] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:10.305854] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:10.558417] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:10.810792] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:43:11.072739] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:11.327743] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:11.584199] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:11.810893] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:12.027261] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:12.270562] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:12.271049] [INFO ] [CONFIGURE ] CODI: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T10:43:12.271163] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10858 tests [2025-11-21T10:43:12.271254] [INFO ] [CONFIGURE ] CODI: Testing feature 3/29: add_daily_returns [2025-11-21T10:43:12.271334] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_daily_returns'] [2025-11-21T10:43:12.487352] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:12.705793] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:12.919182] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:13.142053] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:13.365748] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:13.586477] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:13.809454] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:14.018120] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:14.221930] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:14.416985] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:14.417162] [INFO ] [CONFIGURE ] CODI: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T10:43:14.417209] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10857 tests [2025-11-21T10:43:14.417246] [INFO ] [CONFIGURE ] CODI: Testing feature 4/29: add_ema [2025-11-21T10:43:14.417280] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_ema'] [2025-11-21T10:43:14.660375] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:14.917973] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:43:15.168893] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:15.403046] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:15.639018] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:15.878749] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:43:16.113456] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:16.361274] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:16.586458] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:16.824709] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:16.825021] [INFO ] [CONFIGURE ] CODI: DISCARDED add_ema (score: 20.00%) [2025-11-21T10:43:16.825073] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10856 tests [2025-11-21T10:43:16.825112] [INFO ] [CONFIGURE ] CODI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:43:16.825147] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:43:17.043213] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:17.263939] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:17.491725] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:17.731980] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:17.972078] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:18.216990] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:18.463195] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:18.706230] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:18.949801] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:19.198076] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:19.198265] [INFO ] [CONFIGURE ] CODI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:43:19.198326] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10855 tests [2025-11-21T10:43:19.198366] [INFO ] [CONFIGURE ] CODI: Testing feature 6/29: add_failed_moves [2025-11-21T10:43:19.198439] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_failed_moves'] [2025-11-21T10:43:19.399446] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:19.600416] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:19.795587] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:19.993435] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:20.187276] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:20.380588] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:20.582613] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:43:20.783780] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:20.982251] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:21.225387] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:21.225958] [INFO ] [CONFIGURE ] CODI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:43:21.226096] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10854 tests [2025-11-21T10:43:21.226194] [INFO ] [CONFIGURE ] CODI: Testing feature 7/29: add_lag_shelf [2025-11-21T10:43:21.226278] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_lag_shelf'] [2025-11-21T10:43:21.459402] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:21.721465] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:21.955355] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:22.184889] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:22.364304] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:22.540173] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:22.721948] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:43:22.912930] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:23.104705] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:23.273403] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:23.273559] [INFO ] [CONFIGURE ] CODI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T10:43:23.273606] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10853 tests [2025-11-21T10:43:23.273660] [INFO ] [CONFIGURE ] CODI: Testing feature 8/29: add_macd [2025-11-21T10:43:23.273710] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:43:23.558047] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:23.830326] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:24.122223] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:24.394492] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:24.666758] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:24.933048] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:43:25.204455] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:25.470605] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:25.743181] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:26.019366] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:26.019560] [INFO ] [CONFIGURE ] CODI: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:43:26.019617] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10852 tests [2025-11-21T10:43:26.019685] [INFO ] [CONFIGURE ] CODI: Testing feature 9/29: add_mfi [2025-11-21T10:43:26.019730] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_mfi'] [2025-11-21T10:43:26.208332] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:26.401612] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:26.587443] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:26.774328] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:26.962435] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:27.158518] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:27.349466] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:43:27.541401] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:27.740304] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:27.937222] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:27.937413] [INFO ] [CONFIGURE ] CODI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:43:27.937462] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10851 tests [2025-11-21T10:43:27.937501] [INFO ] [CONFIGURE ] CODI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:43:27.937536] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:43:28.231799] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:28.518972] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:28.821591] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:29.117955] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:29.406429] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:29.707774] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:29.996513] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:30.294265] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:30.588096] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:30.869627] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:30.869839] [INFO ] [CONFIGURE ] CODI: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T10:43:30.869894] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10850 tests [2025-11-21T10:43:30.869938] [INFO ] [CONFIGURE ] CODI: Testing feature 11/29: add_obv_daily [2025-11-21T10:43:30.869983] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T10:43:31.192600] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:31.504879] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:43:31.852433] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:32.161639] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:32.473861] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:32.813931] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:33.142809] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:33.465488] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:33.790719] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:34.093091] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:43:34.093284] [INFO ] [CONFIGURE ] CODI: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:43:34.093342] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10849 tests [2025-11-21T10:43:34.093393] [INFO ] [CONFIGURE ] CODI: Testing feature 12/29: add_obv_interval [2025-11-21T10:43:34.093438] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T10:43:34.404933] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:43:34.707210] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:43:35.030147] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:35.342497] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:35.650347] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:35.954088] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:36.240215] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:36.538170] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:36.839866] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:37.141564] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:37.141760] [INFO ] [CONFIGURE ] CODI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:43:37.141818] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10848 tests [2025-11-21T10:43:37.142056] [INFO ] [CONFIGURE ] CODI: Testing feature 13/29: add_opening_strength [2025-11-21T10:43:37.142098] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:43:37.451736] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:43:37.769147] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:43:38.091491] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:43:38.402543] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:43:38.739282] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:43:39.078764] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:43:39.389989] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:39.736244] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:40.049349] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:40.365410] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:40.365579] [INFO ] [CONFIGURE ] CODI: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T10:43:40.365635] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10847 tests [2025-11-21T10:43:40.365703] [INFO ] [CONFIGURE ] CODI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:43:40.365755] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T10:43:40.662174] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:40.961618] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:41.277463] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:41.578777] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:43:41.873479] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:43:42.166065] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:42.471259] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:42.780575] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:43.089894] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:43.418563] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:43.418827] [INFO ] [CONFIGURE ] CODI: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:43:43.418898] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10846 tests [2025-11-21T10:43:43.418955] [INFO ] [CONFIGURE ] CODI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:43:43.419002] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T10:43:43.722911] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:43:44.046043] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:44.343497] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:44.635352] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:44.955438] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:45.263624] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:43:45.589690] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:45.922007] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:46.243927] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:46.563972] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:46.564166] [INFO ] [CONFIGURE ] CODI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T10:43:46.564225] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10845 tests [2025-11-21T10:43:46.564274] [INFO ] [CONFIGURE ] CODI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:43:46.564316] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T10:43:46.883785] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:47.211106] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:47.534189] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:47.868337] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:48.184601] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:48.510014] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:43:48.821395] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:49.131120] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:43:49.441771] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:49.752274] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:49.752439] [INFO ] [CONFIGURE ] CODI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:43:49.752494] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10844 tests [2025-11-21T10:43:49.752542] [INFO ] [CONFIGURE ] CODI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:43:49.752585] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T10:43:50.051686] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:50.358248] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:43:50.676283] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:50.981986] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:51.287517] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:51.595788] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:51.900579] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:52.202071] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:52.508661] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:43:52.827479] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:52.827677] [INFO ] [CONFIGURE ] CODI: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:43:52.827732] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10843 tests [2025-11-21T10:43:52.827781] [INFO ] [CONFIGURE ] CODI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:43:52.827824] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T10:43:53.124770] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:53.435710] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:43:53.732096] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:54.023035] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:54.328773] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:43:54.629756] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:54.925846] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:55.215717] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:55.519435] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:55.819833] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:43:55.820027] [INFO ] [CONFIGURE ] CODI: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T10:43:55.820087] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10842 tests [2025-11-21T10:43:55.820175] [INFO ] [CONFIGURE ] CODI: Testing feature 20/29: add_price_rejection [2025-11-21T10:43:55.820225] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T10:43:56.148538] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:56.479738] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:43:56.800698] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:43:57.122757] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:43:57.437216] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:43:57.750876] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:43:58.069408] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:43:58.384466] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:43:58.702058] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:43:59.026679] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:43:59.027060] [INFO ] [CONFIGURE ] CODI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:43:59.027126] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10841 tests [2025-11-21T10:43:59.027179] [INFO ] [CONFIGURE ] CODI: Testing feature 21/29: add_range_position [2025-11-21T10:43:59.027230] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T10:43:59.337004] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:43:59.650232] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:43:59.968488] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:44:00.287099] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:44:00.606609] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:44:00.940855] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:01.928473] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:02.243805] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:44:02.556063] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:02.868997] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:02.869180] [INFO ] [CONFIGURE ] CODI: DISCARDED add_range_position (score: 40.00%) [2025-11-21T10:44:02.869248] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10840 tests [2025-11-21T10:44:02.869304] [INFO ] [CONFIGURE ] CODI: Testing feature 22/29: add_realized_volatility [2025-11-21T10:44:02.869356] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T10:44:03.271745] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:03.663829] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:44:04.058762] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:44:04.465026] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:44:04.870139] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:44:05.272751] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:05.682313] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:06.107720] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:44:06.516535] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:06.933936] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:06.934164] [INFO ] [CONFIGURE ] CODI: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T10:44:06.934227] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10839 tests [2025-11-21T10:44:06.934276] [INFO ] [CONFIGURE ] CODI: Testing feature 23/29: add_recent_range_context [2025-11-21T10:44:06.934320] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T10:44:07.244074] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:07.549253] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:44:07.860538] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:44:08.167392] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:44:08.485026] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:44:08.793537] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:09.120112] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:09.441218] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:44:09.769249] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:10.084449] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:10.084688] [INFO ] [CONFIGURE ] CODI: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T10:44:10.084748] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10838 tests [2025-11-21T10:44:10.084796] [INFO ] [CONFIGURE ] CODI: Testing feature 24/29: add_rsi [2025-11-21T10:44:10.084838] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T10:44:10.424864] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:10.759726] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:44:11.110140] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:44:11.458408] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:44:11.784136] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:44:12.103570] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:12.418489] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:12.753863] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:44:13.108590] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:44:13.445629] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:13.445834] [INFO ] [CONFIGURE ] CODI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T10:44:13.445891] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10837 tests [2025-11-21T10:44:13.445969] [INFO ] [CONFIGURE ] CODI: Testing feature 25/29: add_tick_distribution [2025-11-21T10:44:13.446019] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T10:44:13.745714] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:14.043768] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:44:14.327894] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:44:14.611202] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:44:14.892554] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:44:15.170400] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:15.447761] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:15.728878] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:44:16.014603] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:16.306354] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:16.306539] [INFO ] [CONFIGURE ] CODI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:44:16.306716] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10836 tests [2025-11-21T10:44:16.306771] [INFO ] [CONFIGURE ] CODI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:44:16.307010] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T10:44:16.589136] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:16.869163] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:44:17.165012] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:44:17.460187] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:44:17.749569] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:44:18.078434] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:18.389863] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:18.707101] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:44:19.024369] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:19.335987] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:44:19.336180] [INFO ] [CONFIGURE ] CODI: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T10:44:19.336237] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10835 tests [2025-11-21T10:44:19.336287] [INFO ] [CONFIGURE ] CODI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:44:19.336332] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T10:44:19.655779] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:19.974304] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:44:20.290958] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:44:20.621170] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:44:20.965966] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:44:21.310333] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:21.635075] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:21.950328] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:44:22.278118] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:22.605147] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:22.605362] [INFO ] [CONFIGURE ] CODI: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:44:22.605421] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10834 tests [2025-11-21T10:44:22.605470] [INFO ] [CONFIGURE ] CODI: Testing feature 28/29: add_volume_profile [2025-11-21T10:44:22.605513] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T10:44:22.897360] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:23.195392] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:44:23.489615] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:44:23.781061] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:44:24.067582] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:44:24.360659] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:24.653335] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:24.947156] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:44:25.262361] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:44:25.581993] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:25.582192] [INFO ] [CONFIGURE ] CODI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:44:25.582249] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10833 tests [2025-11-21T10:44:25.582298] [INFO ] [CONFIGURE ] CODI: Testing feature 29/29: add_vwap [2025-11-21T10:44:25.582346] [INFO ] [CONFIGURE ] CODI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T10:44:25.886444] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:26.190686] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:44:26.489489] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:44:26.782256] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:44:27.070996] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:44:27.377218] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:44:27.702087] [DEBUG] [FORECASTER] CODI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:27.998383] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:44:28.303907] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:44:28.618796] [DEBUG] [FORECASTER] CODI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:28.618993] [INFO ] [CONFIGURE ] CODI: DISCARDED add_vwap (score: 70.00%) [2025-11-21T10:44:28.619073] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10832 tests [2025-11-21T10:44:28.619123] [INFO ] [CONFIGURE ] CODI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:44:28.619165] [INFO ] [CONFIGURE ] CODI: Best accuracy: 70.00% [2025-11-21T10:44:28.619206] [INFO ] [CONFIGURE ] CODI: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:44:28.619245] [INFO ] [CONFIGURE ] CODI: Improvement over baseline: 10.00% [2025-11-21T10:44:28.619283] [INFO ] [CONFIGURE ] CODI: Total time: 1.4 minutes [2025-11-21T10:44:28.619328] [INFO ] [CONFIGURE ] CODI: Average time per feature: 2.9 seconds [2025-11-21T10:44:28.619374] [INFO ] [CONFIGURE ] CODI: Average speed: 0.36 features/sec [2025-11-21T10:44:28.619828] [INFO ] [LOCAL ] Saved configuration for CODI: 2 features, 70.00% accuracy -> ./output/feature-sets/CODI.json [2025-11-21T10:44:28.619891] [INFO ] [CONFIGURE ] CODI: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T10:44:28.619939] [INFO ] [sig ] [353/723] Successfully configured CODI | 0.01 sym/s | Total: 8.2h | ETA: 8.6h [2025-11-21T10:44:28.619983] [INFO ] [sig ] [354/723] Configuring COF... [2025-11-21T10:44:28.620023] [INFO ] [CONFIGURE ] COF: Configurate test run. [2025-11-21T10:44:28.620064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-11-21T10:44:28.695632] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COF'. [2025-11-21T10:44:28.696026] [INFO ] [CONFIGURE ] COF: Testing with 29 available features [2025-11-21T10:44:28.696087] [INFO ] [CONFIGURE ] COF: Establishing baseline with no features... [2025-11-21T10:44:28.868574] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:29.038253] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:44:29.205293] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:44:29.371265] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:44:29.537079] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:29.710027] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:29.877392] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:30.076206] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:30.303068] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:30.538521] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:30.538896] [INFO ] [CONFIGURE ] COF: Baseline score (no features): 40.00% [2025-11-21T10:44:30.539010] [INFO ] [CONFIGURE ] COF: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:44:30.539089] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:44:30.740939] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:30.934378] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:44:31.124378] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:31.310443] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:31.506416] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:31.705335] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:31.910626] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:32.111964] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:32.312746] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:32.515722] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:32.515879] [INFO ] [CONFIGURE ] COF: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T10:44:32.515927] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10831 tests [2025-11-21T10:44:32.515965] [INFO ] [CONFIGURE ] COF: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:44:32.516001] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:44:32.753168] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:32.983386] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:44:33.213417] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:33.439090] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:33.672013] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:33.926388] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:34.181889] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:34.432586] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:34.678129] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:44:34.922942] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:34.923108] [INFO ] [CONFIGURE ] COF: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T10:44:34.923163] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10830 tests [2025-11-21T10:44:34.923208] [INFO ] [CONFIGURE ] COF: Testing feature 3/29: add_daily_returns [2025-11-21T10:44:34.923249] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:44:35.137428] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:35.354516] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:44:35.567961] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:35.785108] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:36.000668] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:36.217735] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:36.457885] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:36.677925] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:36.899818] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:37.118873] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:37.119052] [INFO ] [CONFIGURE ] COF: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T10:44:37.119109] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10829 tests [2025-11-21T10:44:37.119155] [INFO ] [CONFIGURE ] COF: Testing feature 4/29: add_ema [2025-11-21T10:44:37.119198] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:44:37.375341] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:37.665236] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:44:37.941098] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:44:38.218196] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:38.501246] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:38.767670] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:39.031963] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:39.311465] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:39.597020] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:39.874855] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:39.875030] [INFO ] [CONFIGURE ] COF: DISCARDED add_ema (score: 30.00%) [2025-11-21T10:44:39.875078] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10828 tests [2025-11-21T10:44:39.875117] [INFO ] [CONFIGURE ] COF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:44:39.875152] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:44:40.146502] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:40.397822] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:44:40.651903] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:40.908020] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:41.154629] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:41.402525] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:41.663734] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:41.923022] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:44:42.175576] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:42.431993] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:42.432191] [INFO ] [CONFIGURE ] COF: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T10:44:42.432254] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10827 tests [2025-11-21T10:44:42.432303] [INFO ] [CONFIGURE ] COF: Testing feature 6/29: add_failed_moves [2025-11-21T10:44:42.432348] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T10:44:42.694550] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:42.988450] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:44:43.256928] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:43.524634] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:43.784919] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:44.040477] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:44.302963] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:44.564845] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:44.827974] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:45.093060] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:45.093257] [INFO ] [CONFIGURE ] COF: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T10:44:45.093317] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10826 tests [2025-11-21T10:44:45.093368] [INFO ] [CONFIGURE ] COF: Testing feature 7/29: add_lag_shelf [2025-11-21T10:44:45.093416] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T10:44:45.343531] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:45.603182] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:44:45.855285] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:46.105242] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:46.361112] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:46.624336] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:46.871248] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:47.118961] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:47.368107] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:47.616443] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:47.616666] [INFO ] [CONFIGURE ] COF: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T10:44:47.616727] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10825 tests [2025-11-21T10:44:47.616775] [INFO ] [CONFIGURE ] COF: Testing feature 8/29: add_macd [2025-11-21T10:44:47.616818] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T10:44:47.944428] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:48.270219] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:44:48.599898] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:48.917131] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:44:49.228887] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:49.557140] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:49.880461] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:50.201853] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:50.512157] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:50.834517] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:50.834746] [INFO ] [CONFIGURE ] COF: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:44:50.834809] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10824 tests [2025-11-21T10:44:50.834859] [INFO ] [CONFIGURE ] COF: Testing feature 9/29: add_mfi [2025-11-21T10:44:50.834902] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T10:44:51.090838] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:51.340357] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:44:51.592562] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:44:51.844354] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:52.101033] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:44:52.356565] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:52.617245] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:52.875144] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:53.148758] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:53.428327] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:53.428516] [INFO ] [CONFIGURE ] COF: DISCARDED add_mfi (score: 20.00%) [2025-11-21T10:44:53.428587] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10823 tests [2025-11-21T10:44:53.428636] [INFO ] [CONFIGURE ] COF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:44:53.428704] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:44:53.800512] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:44:54.180563] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:44:54.550841] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:54.895315] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:55.230862] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:55.565348] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:55.917029] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:56.267544] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:44:56.619945] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:56.967631] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:56.967884] [INFO ] [CONFIGURE ] COF: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:44:56.967945] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10822 tests [2025-11-21T10:44:56.967992] [INFO ] [CONFIGURE ] COF: Testing feature 11/29: add_obv_daily [2025-11-21T10:44:56.968035] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T10:44:57.234026] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:44:57.507227] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:44:57.763575] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:44:58.025227] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:44:58.292118] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:44:58.579985] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:44:58.855821] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:44:59.115769] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:44:59.385461] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:44:59.674285] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:44:59.674460] [INFO ] [CONFIGURE ] COF: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:44:59.674518] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10821 tests [2025-11-21T10:44:59.674565] [INFO ] [CONFIGURE ] COF: Testing feature 12/29: add_obv_interval [2025-11-21T10:44:59.674614] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T10:44:59.960375] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:00.896761] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:01.244614] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:01.534759] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:01.819329] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:02.125778] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:02.445597] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:02.773366] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:03.074638] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:03.350318] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:03.350522] [INFO ] [CONFIGURE ] COF: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:45:03.350580] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10820 tests [2025-11-21T10:45:03.350674] [INFO ] [CONFIGURE ] COF: Testing feature 13/29: add_opening_strength [2025-11-21T10:45:03.350725] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:45:03.631830] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:03.971434] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:04.295974] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:04.612694] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:04.937156] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:05.264426] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:05.567266] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:05.883995] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:06.195283] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:06.507021] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:06.507205] [INFO ] [CONFIGURE ] COF: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T10:45:06.507271] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10819 tests [2025-11-21T10:45:06.507319] [INFO ] [CONFIGURE ] COF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:45:06.507358] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T10:45:06.818526] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:07.120698] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:07.413911] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:07.711443] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:08.011791] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:08.308406] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:08.624977] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:08.950860] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:09.262063] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:09.544875] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:09.545102] [INFO ] [CONFIGURE ] COF: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T10:45:09.545161] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10818 tests [2025-11-21T10:45:09.545209] [INFO ] [CONFIGURE ] COF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:45:09.545253] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T10:45:09.780635] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:10.025190] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:10.262566] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:10.532816] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:10.771677] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:11.015294] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:11.257595] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:11.504904] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:11.757068] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:12.009029] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:12.009192] [INFO ] [CONFIGURE ] COF: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:45:12.009247] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10817 tests [2025-11-21T10:45:12.009292] [INFO ] [CONFIGURE ] COF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:45:12.009336] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T10:45:12.278532] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:12.551333] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:12.819718] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:13.096308] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:13.367159] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:13.636050] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:13.918607] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:14.221327] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:14.520249] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:14.794457] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:14.794630] [INFO ] [CONFIGURE ] COF: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T10:45:14.794706] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10816 tests [2025-11-21T10:45:14.794754] [INFO ] [CONFIGURE ] COF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:45:14.794797] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T10:45:15.066203] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:15.341015] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:15.616614] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:15.887447] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:16.169069] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:16.440878] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:16.717481] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:16.987734] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:17.283801] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:17.620105] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:17.620355] [INFO ] [CONFIGURE ] COF: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T10:45:17.620440] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10815 tests [2025-11-21T10:45:17.620533] [INFO ] [CONFIGURE ] COF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:45:17.620602] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T10:45:17.933262] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:18.248285] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:45:18.508759] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:45:18.754900] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:18.995353] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:19.234609] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:19.495503] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:19.748525] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:19.990853] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:20.235213] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:20.235376] [INFO ] [CONFIGURE ] COF: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T10:45:20.235433] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10814 tests [2025-11-21T10:45:20.235479] [INFO ] [CONFIGURE ] COF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:45:20.235523] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T10:45:20.485288] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:20.734769] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:45:20.991170] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:21.237528] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:21.487277] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:21.738555] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:21.989294] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:22.238843] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:22.493913] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:22.763940] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:22.764140] [INFO ] [CONFIGURE ] COF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T10:45:22.764198] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10813 tests [2025-11-21T10:45:22.764246] [INFO ] [CONFIGURE ] COF: Testing feature 20/29: add_price_rejection [2025-11-21T10:45:22.764289] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T10:45:23.021094] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:23.273861] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:45:23.534530] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:23.795809] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:24.066163] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:24.325792] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:24.592444] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:24.853634] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:25.137829] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:25.426564] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:25.426749] [INFO ] [CONFIGURE ] COF: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T10:45:25.426808] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10812 tests [2025-11-21T10:45:25.426856] [INFO ] [CONFIGURE ] COF: Testing feature 21/29: add_range_position [2025-11-21T10:45:25.426910] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T10:45:25.735174] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:26.046007] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:45:26.358465] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:26.677519] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:26.992452] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:27.299151] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:27.615927] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:27.924723] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:28.246493] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:28.566192] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:28.566404] [INFO ] [CONFIGURE ] COF: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:45:28.566466] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10811 tests [2025-11-21T10:45:28.566516] [INFO ] [CONFIGURE ] COF: Testing feature 22/29: add_realized_volatility [2025-11-21T10:45:28.566560] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T10:45:28.987117] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:29.386040] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:29.792186] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:30.191460] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:30.578713] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:30.976317] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:31.366146] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:31.764377] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:32.161854] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:32.555002] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:32.555196] [INFO ] [CONFIGURE ] COF: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T10:45:32.555254] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10810 tests [2025-11-21T10:45:32.555304] [INFO ] [CONFIGURE ] COF: Testing feature 23/29: add_recent_range_context [2025-11-21T10:45:32.555371] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T10:45:32.832521] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:33.107371] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:33.385692] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:33.669290] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:33.960001] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:45:34.241399] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:34.517191] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:34.791188] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:35.050767] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:35.302821] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:35.302983] [INFO ] [CONFIGURE ] COF: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T10:45:35.303038] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10809 tests [2025-11-21T10:45:35.303083] [INFO ] [CONFIGURE ] COF: Testing feature 24/29: add_rsi [2025-11-21T10:45:35.303127] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T10:45:35.598709] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:45:35.920436] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:36.250339] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:45:36.570676] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:36.887111] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:37.235785] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:37.576442] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:37.897374] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:38.222498] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:38.566699] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:38.566878] [INFO ] [CONFIGURE ] COF: DISCARDED add_rsi (score: 30.00%) [2025-11-21T10:45:38.566957] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10808 tests [2025-11-21T10:45:38.567007] [INFO ] [CONFIGURE ] COF: Testing feature 25/29: add_tick_distribution [2025-11-21T10:45:38.567050] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T10:45:38.865435] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:39.151908] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:39.453219] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:39.753257] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:40.034329] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:40.315366] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:40.593704] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:40.879812] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:41.177096] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:41.473320] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:41.473557] [INFO ] [CONFIGURE ] COF: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:45:41.473620] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10807 tests [2025-11-21T10:45:41.473692] [INFO ] [CONFIGURE ] COF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:45:41.473738] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T10:45:41.774065] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:42.072774] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:45:42.332011] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:42.603493] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:42.888600] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:43.174081] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:43.462411] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:43.744739] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:44.053263] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:44.343846] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:44.344019] [INFO ] [CONFIGURE ] COF: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:45:44.344087] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10806 tests [2025-11-21T10:45:44.344136] [INFO ] [CONFIGURE ] COF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:45:44.344181] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T10:45:44.633587] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:44.927387] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:45.223753] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:45.524897] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:45.835519] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:46.124177] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:46.413036] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:46.687052] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:46.969814] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:47.252588] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:47.252790] [INFO ] [CONFIGURE ] COF: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:45:47.252849] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10805 tests [2025-11-21T10:45:47.252897] [INFO ] [CONFIGURE ] COF: Testing feature 28/29: add_volume_profile [2025-11-21T10:45:47.252941] [INFO ] [CONFIGURE ] COF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T10:45:47.525619] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:47.823484] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:48.129118] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:45:48.426183] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:48.704151] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:45:48.983403] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:49.276513] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:49.568988] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:49.855823] [DEBUG] [FORECASTER] COF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:45:50.133540] [DEBUG] [FORECASTER] COF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:50.133764] [INFO ] [CONFIGURE ] COF: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:45:50.133825] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10804 tests [2025-11-21T10:45:50.133874] [INFO ] [CONFIGURE ] COF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:45:50.133916] [INFO ] [CONFIGURE ] COF: Best accuracy: 60.00% [2025-11-21T10:45:50.133959] [INFO ] [CONFIGURE ] COF: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:45:50.134002] [INFO ] [CONFIGURE ] COF: Improvement over baseline: 20.00% [2025-11-21T10:45:50.134234] [INFO ] [CONFIGURE ] COF: Total time: 1.3 minutes [2025-11-21T10:45:50.134273] [INFO ] [CONFIGURE ] COF: Average time per feature: 2.8 seconds [2025-11-21T10:45:50.134311] [INFO ] [CONFIGURE ] COF: Average speed: 0.36 features/sec [2025-11-21T10:45:50.134766] [INFO ] [LOCAL ] Saved configuration for COF: 3 features, 60.00% accuracy -> ./output/feature-sets/COF.json [2025-11-21T10:45:50.134826] [INFO ] [CONFIGURE ] COF: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T10:45:50.134875] [INFO ] [sig ] [354/723] Successfully configured COF | 0.01 sym/s | Total: 8.2h | ETA: 8.5h [2025-11-21T10:45:50.134920] [INFO ] [sig ] [355/723] Configuring COHR... [2025-11-21T10:45:50.134958] [INFO ] [CONFIGURE ] COHR: Configurate test run. [2025-11-21T10:45:50.134996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'. [2025-11-21T10:45:50.211466] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COHR'. [2025-11-21T10:45:50.211876] [INFO ] [CONFIGURE ] COHR: Testing with 29 available features [2025-11-21T10:45:50.211941] [INFO ] [CONFIGURE ] COHR: Establishing baseline with no features... [2025-11-21T10:45:50.397469] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:50.578311] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:50.745732] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:45:50.918826] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:45:51.094171] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:45:51.288598] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:45:51.488480] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:51.675712] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:51.867576] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:45:52.041259] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:52.041418] [INFO ] [CONFIGURE ] COHR: Baseline score (no features): 40.00% [2025-11-21T10:45:52.041467] [INFO ] [CONFIGURE ] COHR: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:45:52.041505] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:45:52.245600] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:52.446534] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:52.644109] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:45:52.845744] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:45:53.050378] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:45:53.262706] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:45:53.466089] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:53.673751] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:45:53.873212] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:45:54.104178] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:54.104326] [INFO ] [CONFIGURE ] COHR: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T10:45:54.104375] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10803 tests [2025-11-21T10:45:54.104412] [INFO ] [CONFIGURE ] COHR: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:45:54.104446] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:45:54.358166] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:54.615950] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:54.888671] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:45:55.171490] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:45:55.445329] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:45:55.711608] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:45:55.993951] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:56.263384] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:56.526274] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:45:56.789446] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:56.789636] [INFO ] [CONFIGURE ] COHR: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T10:45:56.789715] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10802 tests [2025-11-21T10:45:56.789762] [INFO ] [CONFIGURE ] COHR: Testing feature 3/29: add_daily_returns [2025-11-21T10:45:56.789803] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:45:57.085577] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:45:57.369550] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:45:57.649102] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:45:57.938220] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:45:58.216982] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:45:58.515896] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:45:58.803527] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:45:59.100395] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:45:59.383191] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:45:59.686027] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:45:59.686231] [INFO ] [CONFIGURE ] COHR: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T10:45:59.686289] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10801 tests [2025-11-21T10:45:59.686337] [INFO ] [CONFIGURE ] COHR: Testing feature 4/29: add_ema [2025-11-21T10:45:59.686381] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T10:46:00.010569] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:01.274989] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:46:01.579210] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:01.887270] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:46:02.215388] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:02.525373] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:02.839659] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:03.158100] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:46:03.470572] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:03.812766] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:03.812967] [INFO ] [CONFIGURE ] COHR: DISCARDED add_ema (score: 70.00%) [2025-11-21T10:46:03.813025] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10800 tests [2025-11-21T10:46:03.813068] [INFO ] [CONFIGURE ] COHR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:46:03.813119] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:46:04.129311] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:04.463529] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:04.771331] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:46:05.088353] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:46:05.403869] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:05.726557] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:06.024125] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:06.328423] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:06.624675] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:06.922921] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:06.923104] [INFO ] [CONFIGURE ] COHR: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T10:46:06.923188] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10799 tests [2025-11-21T10:46:06.923237] [INFO ] [CONFIGURE ] COHR: Testing feature 6/29: add_failed_moves [2025-11-21T10:46:06.923279] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T10:46:07.177845] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:07.422124] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:07.664780] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:07.911036] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:46:08.157622] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:08.411474] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:08.659399] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:08.903579] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:09.172848] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:09.454195] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:09.454417] [INFO ] [CONFIGURE ] COHR: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T10:46:09.454477] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10798 tests [2025-11-21T10:46:09.454527] [INFO ] [CONFIGURE ] COHR: Testing feature 7/29: add_lag_shelf [2025-11-21T10:46:09.454571] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T10:46:09.739158] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:10.015694] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:10.344272] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:10.694674] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:10.966478] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:11.235971] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:11.495462] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:11.759108] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:12.020391] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:12.289886] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:12.290086] [INFO ] [CONFIGURE ] COHR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T10:46:12.290155] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10797 tests [2025-11-21T10:46:12.290215] [INFO ] [CONFIGURE ] COHR: Testing feature 8/29: add_macd [2025-11-21T10:46:12.290276] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T10:46:12.646117] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:12.999460] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:13.338402] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:13.683975] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:14.040886] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:14.388154] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:14.765564] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:15.133754] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:15.483316] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:15.828799] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:46:15.829014] [INFO ] [CONFIGURE ] COHR: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:46:15.829071] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10796 tests [2025-11-21T10:46:15.829119] [INFO ] [CONFIGURE ] COHR: Testing feature 9/29: add_mfi [2025-11-21T10:46:15.829163] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T10:46:16.094309] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:16.361985] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:16.620206] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:16.898631] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:46:17.163794] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:17.427501] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:17.693294] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:17.959557] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:18.221843] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:18.493016] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:18.493219] [INFO ] [CONFIGURE ] COHR: DISCARDED add_mfi (score: 70.00%) [2025-11-21T10:46:18.493278] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10795 tests [2025-11-21T10:46:18.493325] [INFO ] [CONFIGURE ] COHR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:46:18.493368] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:46:18.846298] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:19.201925] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:46:19.572076] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:19.955821] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:20.339243] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:20.712795] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:21.105954] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:21.500553] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:21.884182] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:22.262815] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:22.263047] [INFO ] [CONFIGURE ] COHR: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T10:46:22.263107] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10794 tests [2025-11-21T10:46:22.263155] [INFO ] [CONFIGURE ] COHR: Testing feature 11/29: add_obv_daily [2025-11-21T10:46:22.263244] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T10:46:22.539967] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:22.805581] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:23.072559] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:23.343676] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:23.612853] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:23.881198] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:24.157911] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:24.427533] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:24.695775] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:24.987930] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:24.988142] [INFO ] [CONFIGURE ] COHR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:46:24.988204] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10793 tests [2025-11-21T10:46:24.988254] [INFO ] [CONFIGURE ] COHR: Testing feature 12/29: add_obv_interval [2025-11-21T10:46:24.988299] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T10:46:25.276828] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:46:25.548833] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:46:25.823347] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:26.105933] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:46:26.382616] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:26.650911] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:26.908616] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:27.179213] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:27.438930] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:27.695463] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:27.695632] [INFO ] [CONFIGURE ] COHR: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T10:46:27.695712] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10792 tests [2025-11-21T10:46:27.695760] [INFO ] [CONFIGURE ] COHR: Testing feature 13/29: add_opening_strength [2025-11-21T10:46:27.695798] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:46:27.980153] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:46:28.270140] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:28.551945] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:28.837156] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:29.181775] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:29.511636] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:29.841139] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:30.153334] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:30.459337] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:30.763258] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:30.763455] [INFO ] [CONFIGURE ] COHR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:46:30.763512] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10791 tests [2025-11-21T10:46:30.763557] [INFO ] [CONFIGURE ] COHR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:46:30.763600] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T10:46:31.040172] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:31.306088] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:31.582785] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:31.873053] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:32.156028] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:32.427578] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:32.717560] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:33.021190] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:33.312419] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:33.604058] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:33.604256] [INFO ] [CONFIGURE ] COHR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:46:33.604315] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10790 tests [2025-11-21T10:46:33.604365] [INFO ] [CONFIGURE ] COHR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:46:33.604411] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T10:46:33.872366] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:34.140029] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:34.415604] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:34.673861] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:46:34.931668] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:35.197567] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:46:35.460507] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:35.719811] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:35.985046] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:36.251575] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:36.251814] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:46:36.251890] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10789 tests [2025-11-21T10:46:36.251956] [INFO ] [CONFIGURE ] COHR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:46:36.252017] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T10:46:36.541773] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:36.827365] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:37.111190] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:37.395464] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:46:37.690364] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:37.980075] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:38.268268] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:38.563771] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:46:38.847575] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:39.144791] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:39.144992] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T10:46:39.145053] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10788 tests [2025-11-21T10:46:39.145104] [INFO ] [CONFIGURE ] COHR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:46:39.145149] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T10:46:39.403005] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:39.661502] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:39.929543] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:40.203392] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:40.473852] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:40.756381] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:41.025468] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:41.311867] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:41.594085] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:41.851324] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:41.851501] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:46:41.851560] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10787 tests [2025-11-21T10:46:41.851608] [INFO ] [CONFIGURE ] COHR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:46:41.851674] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T10:46:42.093685] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:42.336378] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:42.582367] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:42.840670] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:43.080934] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:46:43.320840] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:43.562450] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:43.804200] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:44.050659] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:44.306394] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:44.306526] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T10:46:44.306582] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10786 tests [2025-11-21T10:46:44.306628] [INFO ] [CONFIGURE ] COHR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:46:44.306692] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T10:46:44.561249] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:44.823278] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:45.096859] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:45.364223] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:45.627153] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:45.890032] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:46.153341] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:46.418425] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:46.681831] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:46.952320] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:46.952514] [INFO ] [CONFIGURE ] COHR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T10:46:46.952580] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10785 tests [2025-11-21T10:46:46.952633] [INFO ] [CONFIGURE ] COHR: Testing feature 20/29: add_price_rejection [2025-11-21T10:46:46.952700] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T10:46:47.229637] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:47.510478] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:46:47.797522] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:48.085659] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:48.367594] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:48.653862] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:48.948785] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:49.242837] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:49.544566] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:49.826463] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:49.826666] [INFO ] [CONFIGURE ] COHR: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T10:46:49.826729] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10784 tests [2025-11-21T10:46:49.826777] [INFO ] [CONFIGURE ] COHR: Testing feature 21/29: add_range_position [2025-11-21T10:46:49.826821] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T10:46:50.132358] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:50.426566] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:50.717980] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:51.020086] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:51.337787] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:51.652287] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:51.971801] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:52.296404] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:52.617291] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:52.942025] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:52.942216] [INFO ] [CONFIGURE ] COHR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T10:46:52.942277] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10783 tests [2025-11-21T10:46:52.942328] [INFO ] [CONFIGURE ] COHR: Testing feature 22/29: add_realized_volatility [2025-11-21T10:46:52.942376] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T10:46:53.338526] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:53.773264] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:54.184814] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:54.583768] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:46:54.979309] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:55.378148] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:55.767579] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:56.165251] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:46:56.550164] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:56.938607] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:56.938819] [INFO ] [CONFIGURE ] COHR: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:46:56.938879] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10782 tests [2025-11-21T10:46:56.938927] [INFO ] [CONFIGURE ] COHR: Testing feature 23/29: add_recent_range_context [2025-11-21T10:46:56.938971] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T10:46:57.219747] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:46:57.503582] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:46:57.808277] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:46:58.153937] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:46:58.534087] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:46:58.858204] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:46:59.133414] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:46:59.407503] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:46:59.670173] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:46:59.940075] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:46:59.940251] [INFO ] [CONFIGURE ] COHR: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T10:46:59.940310] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10781 tests [2025-11-21T10:46:59.940365] [INFO ] [CONFIGURE ] COHR: Testing feature 24/29: add_rsi [2025-11-21T10:46:59.940414] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T10:47:00.257881] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:01.156363] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:47:01.649827] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:01.992772] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:47:02.318064] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:47:02.670595] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:03.004034] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:47:03.333667] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:03.672805] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:47:04.003930] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:47:04.004111] [INFO ] [CONFIGURE ] COHR: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:47:04.004169] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10780 tests [2025-11-21T10:47:04.004218] [INFO ] [CONFIGURE ] COHR: Testing feature 25/29: add_tick_distribution [2025-11-21T10:47:04.004264] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T10:47:04.281478] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:04.566073] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:47:04.862737] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:05.113674] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:47:05.371857] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:47:05.664016] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:05.971620] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:47:06.280906] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:06.599733] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:47:06.903197] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:47:06.903360] [INFO ] [CONFIGURE ] COHR: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T10:47:06.903417] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10779 tests [2025-11-21T10:47:06.903465] [INFO ] [CONFIGURE ] COHR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:47:06.903508] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T10:47:07.184192] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:07.462841] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:47:07.742541] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:08.019194] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:47:08.305809] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:47:08.586032] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:08.858086] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:47:09.140853] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:09.447422] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:47:09.745304] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:47:09.745528] [INFO ] [CONFIGURE ] COHR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:47:09.745667] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10778 tests [2025-11-21T10:47:09.745729] [INFO ] [CONFIGURE ] COHR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:47:09.745777] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T10:47:10.080913] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:10.396916] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:47:10.718590] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:11.037375] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:47:11.359320] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:47:11.683773] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:12.005603] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:47:12.319199] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:12.642722] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:47:12.966410] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:47:12.966626] [INFO ] [CONFIGURE ] COHR: KEPT add_volume_price_divergence (score: 80.00%) [2025-11-21T10:47:12.966719] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10777 tests [2025-11-21T10:47:12.966769] [INFO ] [CONFIGURE ] COHR: Testing feature 28/29: add_volume_profile [2025-11-21T10:47:12.966814] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T10:47:13.307277] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:13.655708] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:47:13.994520] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:14.340307] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:47:14.673535] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:47:15.015560] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:15.356510] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:47:15.702123] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:16.048942] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:47:16.407840] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:47:16.408060] [INFO ] [CONFIGURE ] COHR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T10:47:16.408122] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10776 tests [2025-11-21T10:47:16.408176] [INFO ] [CONFIGURE ] COHR: Testing feature 29/29: add_vwap [2025-11-21T10:47:16.408223] [INFO ] [CONFIGURE ] COHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T10:47:16.762029] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:17.114927] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:47:17.454739] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:17.792967] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:47:18.137436] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:47:18.484081] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:18.831327] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:47:19.172186] [DEBUG] [FORECASTER] COHR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:47:19.523984] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:47:19.864359] [DEBUG] [FORECASTER] COHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:47:19.864559] [INFO ] [CONFIGURE ] COHR: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:47:19.864617] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10775 tests [2025-11-21T10:47:19.864692] [INFO ] [CONFIGURE ] COHR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:47:19.864737] [INFO ] [CONFIGURE ] COHR: Best accuracy: 80.00% [2025-11-21T10:47:19.864780] [INFO ] [CONFIGURE ] COHR: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T10:47:19.864822] [INFO ] [CONFIGURE ] COHR: Improvement over baseline: 40.00% [2025-11-21T10:47:19.864867] [INFO ] [CONFIGURE ] COHR: Total time: 1.5 minutes [2025-11-21T10:47:19.864914] [INFO ] [CONFIGURE ] COHR: Average time per feature: 3.0 seconds [2025-11-21T10:47:19.864961] [INFO ] [CONFIGURE ] COHR: Average speed: 0.33 features/sec [2025-11-21T10:47:19.865468] [INFO ] [LOCAL ] Saved configuration for COHR: 3 features, 80.00% accuracy -> ./output/feature-sets/COHR.json [2025-11-21T10:47:19.865526] [INFO ] [CONFIGURE ] COHR: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T10:47:19.865575] [INFO ] [sig ] [355/723] Successfully configured COHR | 0.01 sym/s | Total: 8.2h | ETA: 8.5h [2025-11-21T10:47:19.865621] [INFO ] [sig ] [356/723] Configuring COLD... [2025-11-21T10:47:19.865685] [INFO ] [CONFIGURE ] COLD: Configurate test run. [2025-11-21T10:47:19.865728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-11-21T10:47:19.943924] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COLD'. [2025-11-21T10:47:19.944296] [INFO ] [CONFIGURE ] COLD: Testing with 29 available features [2025-11-21T10:47:19.944358] [INFO ] [CONFIGURE ] COLD: Establishing baseline with no features... [2025-11-21T10:47:20.142770] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:20.340690] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:20.536290] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:20.731156] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:20.917916] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:21.117033] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:21.308437] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:21.493895] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:21.668549] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:21.843510] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:21.843693] [INFO ] [CONFIGURE ] COLD: Baseline score (no features): 80.00% [2025-11-21T10:47:21.843777] [INFO ] [CONFIGURE ] COLD: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:47:21.843828] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:47:22.063284] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:22.263971] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:22.466825] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:22.679957] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:22.892351] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:23.127575] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:23.353223] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:47:23.581461] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:23.806018] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:24.039887] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:24.040223] [INFO ] [CONFIGURE ] COLD: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T10:47:24.040325] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10774 tests [2025-11-21T10:47:24.040410] [INFO ] [CONFIGURE ] COLD: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:47:24.040487] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:47:24.284513] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:24.517550] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:24.747550] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:24.977521] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:25.189253] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:25.404436] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:25.617153] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:47:25.835684] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:26.046441] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:47:26.261010] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:26.261173] [INFO ] [CONFIGURE ] COLD: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T10:47:26.261220] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10773 tests [2025-11-21T10:47:26.261258] [INFO ] [CONFIGURE ] COLD: Testing feature 3/29: add_daily_returns [2025-11-21T10:47:26.261335] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_daily_returns'] [2025-11-21T10:47:26.448438] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:26.635387] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:26.821206] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:27.018996] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:27.219634] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:27.412107] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:27.604026] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:27.793007] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:27.989152] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:28.182352] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:28.182517] [INFO ] [CONFIGURE ] COLD: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T10:47:28.182565] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10772 tests [2025-11-21T10:47:28.182602] [INFO ] [CONFIGURE ] COLD: Testing feature 4/29: add_ema [2025-11-21T10:47:28.182636] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_ema'] [2025-11-21T10:47:28.409882] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:28.632518] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:28.853507] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:29.073686] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:29.301553] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:29.534243] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:47:29.761284] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:47:29.988958] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:47:30.217387] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:30.441631] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:30.441857] [INFO ] [CONFIGURE ] COLD: DISCARDED add_ema (score: 40.00%) [2025-11-21T10:47:30.441907] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10771 tests [2025-11-21T10:47:30.441945] [INFO ] [CONFIGURE ] COLD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:47:30.441979] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:47:30.668430] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:30.899476] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:31.121403] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:31.365639] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:31.618540] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:31.867753] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:47:32.114915] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:47:32.356083] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:32.601039] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:32.849670] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:32.849882] [INFO ] [CONFIGURE ] COLD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:47:32.849939] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10770 tests [2025-11-21T10:47:32.850015] [INFO ] [CONFIGURE ] COLD: Testing feature 6/29: add_failed_moves [2025-11-21T10:47:32.850071] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_failed_moves'] [2025-11-21T10:47:33.054062] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:33.255517] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:33.460478] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:33.674076] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:33.879091] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:34.089436] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:34.314173] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:34.528390] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:34.741553] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:34.960069] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:34.960402] [INFO ] [CONFIGURE ] COLD: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T10:47:34.960504] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10769 tests [2025-11-21T10:47:34.960593] [INFO ] [CONFIGURE ] COLD: Testing feature 7/29: add_lag_shelf [2025-11-21T10:47:34.960690] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_lag_shelf'] [2025-11-21T10:47:35.154070] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:35.346272] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:35.536765] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:35.731826] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:35.928033] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:36.125518] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:36.317469] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:36.519807] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:36.713894] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:36.908911] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:36.909076] [INFO ] [CONFIGURE ] COLD: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T10:47:36.909123] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10768 tests [2025-11-21T10:47:36.909162] [INFO ] [CONFIGURE ] COLD: Testing feature 8/29: add_macd [2025-11-21T10:47:36.909198] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T10:47:37.188387] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:37.493243] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:37.792508] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:38.099683] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:38.403031] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:38.701873] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:38.997126] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:39.298722] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:39.601266] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:39.877451] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:39.877714] [INFO ] [CONFIGURE ] COLD: DISCARDED add_macd (score: 70.00%) [2025-11-21T10:47:39.877778] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10767 tests [2025-11-21T10:47:39.877825] [INFO ] [CONFIGURE ] COLD: Testing feature 9/29: add_mfi [2025-11-21T10:47:39.877868] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_mfi'] [2025-11-21T10:47:40.074671] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:40.270217] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:40.462220] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:40.654483] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:40.847310] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:41.036058] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:41.222499] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:41.409080] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:47:41.600444] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:41.808118] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:41.808309] [INFO ] [CONFIGURE ] COLD: DISCARDED add_mfi (score: 60.00%) [2025-11-21T10:47:41.808366] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10766 tests [2025-11-21T10:47:41.808411] [INFO ] [CONFIGURE ] COLD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:47:41.808453] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:47:42.097113] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:42.390966] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:42.699629] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:43.010445] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:43.319716] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:43.630531] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:43.922232] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:44.220241] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:44.528023] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:44.821682] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:44.821901] [INFO ] [CONFIGURE ] COLD: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T10:47:44.821983] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10765 tests [2025-11-21T10:47:44.822031] [INFO ] [CONFIGURE ] COLD: Testing feature 11/29: add_obv_daily [2025-11-21T10:47:44.822073] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_obv_daily'] [2025-11-21T10:47:45.030707] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:45.238404] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:45.445776] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:45.659335] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:47:45.870310] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:46.081982] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:46.298216] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:46.518177] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:47:46.734697] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:46.949058] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:46.949389] [INFO ] [CONFIGURE ] COLD: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:47:46.949501] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10764 tests [2025-11-21T10:47:46.949590] [INFO ] [CONFIGURE ] COLD: Testing feature 12/29: add_obv_interval [2025-11-21T10:47:46.949685] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_obv_interval'] [2025-11-21T10:47:47.158380] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:47.364995] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:47.573211] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:47.762664] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:47.956071] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:48.165029] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:47:48.373103] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:48.580584] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:48.790097] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:48.999599] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:48.999787] [INFO ] [CONFIGURE ] COLD: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T10:47:48.999897] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10763 tests [2025-11-21T10:47:48.999950] [INFO ] [CONFIGURE ] COLD: Testing feature 13/29: add_opening_strength [2025-11-21T10:47:48.999997] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T10:47:49.230146] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:49.458115] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:49.684606] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:49.943308] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:47:50.181722] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:47:50.422553] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:47:50.671374] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:50.916283] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:47:51.163113] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:47:51.391329] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:51.391666] [INFO ] [CONFIGURE ] COLD: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T10:47:51.391769] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10762 tests [2025-11-21T10:47:51.391854] [INFO ] [CONFIGURE ] COLD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:47:51.391929] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T10:47:51.591384] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:51.800482] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:47:52.021286] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:52.231275] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:52.435261] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:52.646475] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:52.848815] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:47:53.060916] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:53.265530] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:53.468914] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:47:53.469082] [INFO ] [CONFIGURE ] COLD: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:47:53.469128] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10761 tests [2025-11-21T10:47:53.469165] [INFO ] [CONFIGURE ] COLD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:47:53.469199] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T10:47:53.661344] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:47:53.851231] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:54.043533] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:54.220784] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:54.399927] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:54.591779] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:54.784317] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:47:54.980482] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:55.175041] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:55.371842] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:55.372011] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:47:55.372059] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10760 tests [2025-11-21T10:47:55.372097] [INFO ] [CONFIGURE ] COLD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:47:55.372131] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T10:47:55.589896] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:55.807464] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:56.018166] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:47:56.233553] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:56.435373] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:56.640764] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:56.842489] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:47:57.044801] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:57.251583] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:47:57.483409] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:57.483623] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T10:47:57.483699] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10759 tests [2025-11-21T10:47:57.483771] [INFO ] [CONFIGURE ] COLD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:47:57.483821] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d'] [2025-11-21T10:47:57.706795] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:47:57.921893] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:47:58.137709] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:47:58.356432] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:47:58.571019] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:47:58.786933] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:47:59.001754] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:47:59.220408] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:47:59.456424] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:47:59.687756] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:47:59.687942] [INFO ] [CONFIGURE ] COLD: KEPT add_pbf_return_2d (score: 90.00%) [2025-11-21T10:47:59.687992] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10758 tests [2025-11-21T10:47:59.688032] [INFO ] [CONFIGURE ] COLD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:47:59.688068] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T10:47:59.912429] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:48:00.141986] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:48:00.365576] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:48:01.394616] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:01.847542] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:02.084365] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:02.324029] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:02.551128] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:02.783812] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:03.017308] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:03.017531] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T10:48:03.017580] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10757 tests [2025-11-21T10:48:03.017618] [INFO ] [CONFIGURE ] COLD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:48:03.017832] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T10:48:03.242583] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:03.464796] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:48:03.690788] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:48:03.917332] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:04.139123] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:04.389355] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:04.636707] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:04.875734] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:05.103069] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:05.327034] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:05.327212] [INFO ] [CONFIGURE ] COLD: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T10:48:05.327261] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10756 tests [2025-11-21T10:48:05.327299] [INFO ] [CONFIGURE ] COLD: Testing feature 20/29: add_price_rejection [2025-11-21T10:48:05.327335] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T10:48:05.570041] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:05.809237] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:48:06.065396] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:48:06.332159] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:06.594693] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:06.841037] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:07.130495] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:07.341057] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:07.546935] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:07.764741] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:07.764920] [INFO ] [CONFIGURE ] COLD: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T10:48:07.764979] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10755 tests [2025-11-21T10:48:07.765028] [INFO ] [CONFIGURE ] COLD: Testing feature 21/29: add_range_position [2025-11-21T10:48:07.765074] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_range_position'] [2025-11-21T10:48:08.011986] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:48:08.253574] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:48:08.493132] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:48:08.735461] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:08.977595] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:09.217291] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:48:09.465383] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:09.705663] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:09.944782] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:10.201337] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:10.201567] [INFO ] [CONFIGURE ] COLD: DISCARDED add_range_position (score: 70.00%) [2025-11-21T10:48:10.201630] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10754 tests [2025-11-21T10:48:10.201712] [INFO ] [CONFIGURE ] COLD: Testing feature 22/29: add_realized_volatility [2025-11-21T10:48:10.201760] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T10:48:10.540455] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:10.875876] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:48:11.210218] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:48:11.540028] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:11.876996] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:48:12.206591] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:12.551850] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:12.883878] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:13.217522] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:48:13.574718] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:13.574935] [INFO ] [CONFIGURE ] COLD: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T10:48:13.574995] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10753 tests [2025-11-21T10:48:13.575045] [INFO ] [CONFIGURE ] COLD: Testing feature 23/29: add_recent_range_context [2025-11-21T10:48:13.575092] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T10:48:13.808556] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:14.038507] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:48:14.278122] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:48:14.518143] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:14.749524] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:14.981871] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:15.212464] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:15.438910] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:15.667671] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:15.910041] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:15.910266] [INFO ] [CONFIGURE ] COLD: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T10:48:15.910365] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10752 tests [2025-11-21T10:48:15.910419] [INFO ] [CONFIGURE ] COLD: Testing feature 24/29: add_rsi [2025-11-21T10:48:15.910466] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T10:48:16.193055] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:48:16.482117] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:48:16.767944] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:48:17.054308] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:17.340071] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:17.649034] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:17.935947] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:18.226373] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:18.515333] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:18.806626] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:18.806847] [INFO ] [CONFIGURE ] COLD: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:48:18.806928] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10751 tests [2025-11-21T10:48:18.806982] [INFO ] [CONFIGURE ] COLD: Testing feature 25/29: add_tick_distribution [2025-11-21T10:48:18.807028] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T10:48:19.040528] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:19.266322] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:48:19.500522] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:48:19.730183] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:19.959113] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:20.185528] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:20.414007] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:20.650599] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:20.885916] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:21.118575] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:21.118797] [INFO ] [CONFIGURE ] COLD: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:48:21.118859] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10750 tests [2025-11-21T10:48:21.118908] [INFO ] [CONFIGURE ] COLD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:48:21.118951] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T10:48:21.360951] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:21.599227] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:48:21.839150] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:48:22.068750] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:22.314975] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:22.561018] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:22.806983] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:23.057814] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:23.301689] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:23.535867] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:23.536052] [INFO ] [CONFIGURE ] COLD: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:48:23.536133] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10749 tests [2025-11-21T10:48:23.536200] [INFO ] [CONFIGURE ] COLD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:48:23.536261] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T10:48:23.789669] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:24.048822] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:48:24.325829] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:48:24.606958] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:24.869869] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:25.129489] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:25.394673] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:25.650628] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:48:25.899246] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:48:26.147836] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:26.148023] [INFO ] [CONFIGURE ] COLD: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T10:48:26.148084] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10748 tests [2025-11-21T10:48:26.148132] [INFO ] [CONFIGURE ] COLD: Testing feature 28/29: add_volume_profile [2025-11-21T10:48:26.148175] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T10:48:26.403170] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:48:26.648622] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:48:26.886558] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:48:27.121794] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:27.363680] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:48:27.635931] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:27.878307] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:28.128801] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:28.372547] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:28.622700] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:28.622868] [INFO ] [CONFIGURE ] COLD: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:48:28.622924] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10747 tests [2025-11-21T10:48:28.622969] [INFO ] [CONFIGURE ] COLD: Testing feature 29/29: add_vwap [2025-11-21T10:48:28.623059] [INFO ] [CONFIGURE ] COLD: Testing with features: ['add_pbf_return_2d', 'add_vwap'] [2025-11-21T10:48:28.861805] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:29.121872] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:48:29.376012] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:48:29.631518] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:48:29.877964] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:48:30.137594] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:30.385218] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:30.652415] [DEBUG] [FORECASTER] COLD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:30.908378] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:48:31.159886] [DEBUG] [FORECASTER] COLD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:48:31.160059] [INFO ] [CONFIGURE ] COLD: DISCARDED add_vwap (score: 60.00%) [2025-11-21T10:48:31.160117] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10746 tests [2025-11-21T10:48:31.160167] [INFO ] [CONFIGURE ] COLD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:48:31.160206] [INFO ] [CONFIGURE ] COLD: Best accuracy: 90.00% [2025-11-21T10:48:31.160246] [INFO ] [CONFIGURE ] COLD: Best feature set (1 features): ['add_pbf_return_2d'] [2025-11-21T10:48:31.160284] [INFO ] [CONFIGURE ] COLD: Improvement over baseline: 10.00% [2025-11-21T10:48:31.160319] [INFO ] [CONFIGURE ] COLD: Total time: 1.2 minutes [2025-11-21T10:48:31.160356] [INFO ] [CONFIGURE ] COLD: Average time per feature: 2.4 seconds [2025-11-21T10:48:31.160393] [INFO ] [CONFIGURE ] COLD: Average speed: 0.42 features/sec [2025-11-21T10:48:31.160920] [INFO ] [LOCAL ] Saved configuration for COLD: 1 features, 90.00% accuracy -> ./output/feature-sets/COLD.json [2025-11-21T10:48:31.160978] [INFO ] [CONFIGURE ] COLD: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T10:48:31.161027] [INFO ] [sig ] [356/723] Successfully configured COLD | 0.01 sym/s | Total: 8.2h | ETA: 8.5h [2025-11-21T10:48:31.161071] [INFO ] [sig ] [357/723] Configuring COMP... [2025-11-21T10:48:31.161110] [INFO ] [CONFIGURE ] COMP: Configurate test run. [2025-11-21T10:48:31.161150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-11-21T10:48:31.342429] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COMP'. [2025-11-21T10:48:31.342805] [INFO ] [CONFIGURE ] COMP: Testing with 29 available features [2025-11-21T10:48:31.342870] [INFO ] [CONFIGURE ] COMP: Establishing baseline with no features... [2025-11-21T10:48:31.513070] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:31.701822] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:31.869530] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:48:32.041693] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:48:32.209613] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:48:32.380200] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:48:32.552942] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:32.743380] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:32.917524] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:48:33.091120] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:48:33.091284] [INFO ] [CONFIGURE ] COMP: Baseline score (no features): 20.00% [2025-11-21T10:48:33.091333] [INFO ] [CONFIGURE ] COMP: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:48:33.091371] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:48:33.300561] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:33.506893] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:48:33.728062] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:48:33.934793] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:48:34.152384] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:48:34.362636] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:48:34.573747] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:34.785267] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:34.996424] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:48:35.209322] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:48:35.209496] [INFO ] [CONFIGURE ] COMP: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T10:48:35.209546] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10745 tests [2025-11-21T10:48:35.209589] [INFO ] [CONFIGURE ] COMP: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:48:35.209635] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:48:35.447724] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:48:35.696818] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:35.930559] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:48:36.171807] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:48:36.412317] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:48:36.660491] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:48:36.900113] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:37.139581] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:37.380027] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:48:37.622219] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:48:37.622391] [INFO ] [CONFIGURE ] COMP: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T10:48:37.622447] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10744 tests [2025-11-21T10:48:37.622492] [INFO ] [CONFIGURE ] COMP: Testing feature 3/29: add_daily_returns [2025-11-21T10:48:37.622535] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:48:37.877521] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:38.133762] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:38.388961] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:48:38.646012] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:48:38.907051] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:48:39.168748] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:48:39.437179] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:39.720281] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:40.003187] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:48:40.282187] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:48:40.282369] [INFO ] [CONFIGURE ] COMP: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T10:48:40.282427] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10743 tests [2025-11-21T10:48:40.282466] [INFO ] [CONFIGURE ] COMP: Testing feature 4/29: add_ema [2025-11-21T10:48:40.282511] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T10:48:40.590559] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:40.906080] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:48:41.237615] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:48:41.560855] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:48:41.879523] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:48:42.200817] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:42.512956] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:42.825300] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:43.151621] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:48:43.466263] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:48:43.466475] [INFO ] [CONFIGURE ] COMP: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:48:43.466536] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10742 tests [2025-11-21T10:48:43.466583] [INFO ] [CONFIGURE ] COMP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:48:43.466629] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:48:43.769818] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:44.062537] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:44.359075] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:48:44.657287] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:48:44.949472] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:48:45.247619] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:45.548870] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:45.847794] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:46.153875] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:48:46.460382] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:48:46.460583] [INFO ] [CONFIGURE ] COMP: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:48:46.460685] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10741 tests [2025-11-21T10:48:46.460737] [INFO ] [CONFIGURE ] COMP: Testing feature 6/29: add_failed_moves [2025-11-21T10:48:46.460774] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T10:48:46.714974] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:46.984897] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:47.253610] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:48:47.521167] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:48:47.798224] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:48:48.069248] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:48:48.346210] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:48.631556] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:48.916064] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:48:49.178249] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:48:49.178450] [INFO ] [CONFIGURE ] COMP: KEPT add_failed_moves (score: 60.00%) [2025-11-21T10:48:49.178511] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10740 tests [2025-11-21T10:48:49.178561] [INFO ] [CONFIGURE ] COMP: Testing feature 7/29: add_lag_shelf [2025-11-21T10:48:49.178598] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T10:48:49.469897] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:49.740957] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:49.999833] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:48:50.271401] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:48:50.548796] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:48:50.816567] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:48:51.078556] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:48:51.338439] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:51.599063] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:48:51.862000] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:48:51.862168] [INFO ] [CONFIGURE ] COMP: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T10:48:51.862225] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10739 tests [2025-11-21T10:48:51.862270] [INFO ] [CONFIGURE ] COMP: Testing feature 8/29: add_macd [2025-11-21T10:48:51.862312] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T10:48:52.199237] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:52.554446] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:52.924937] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:48:53.298183] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:48:53.654900] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:48:54.067125] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:48:54.548148] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:54.933675] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:55.291951] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:48:55.641312] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:48:55.641552] [INFO ] [CONFIGURE ] COMP: DISCARDED add_macd (score: 60.00%) [2025-11-21T10:48:55.641612] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10738 tests [2025-11-21T10:48:55.641682] [INFO ] [CONFIGURE ] COMP: Testing feature 9/29: add_mfi [2025-11-21T10:48:55.641729] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_mfi'] [2025-11-21T10:48:55.916734] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:56.203989] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:56.480804] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:48:56.764421] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:48:57.049667] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:48:57.330823] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:48:57.604576] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:48:57.876431] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:48:58.148861] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:48:58.446703] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:48:58.446934] [INFO ] [CONFIGURE ] COMP: DISCARDED add_mfi (score: 60.00%) [2025-11-21T10:48:58.447011] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10737 tests [2025-11-21T10:48:58.447073] [INFO ] [CONFIGURE ] COMP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:48:58.447130] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:48:58.831024] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:48:59.210092] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:48:59.612995] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:48:59.990272] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:49:00.373060] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:00.758854] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:01.695974] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:49:02.075979] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:02.435309] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:49:02.813872] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:02.814104] [INFO ] [CONFIGURE ] COMP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T10:49:02.814163] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10736 tests [2025-11-21T10:49:02.814234] [INFO ] [CONFIGURE ] COMP: Testing feature 11/29: add_obv_daily [2025-11-21T10:49:02.814280] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T10:49:03.117080] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:49:03.409050] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:03.708665] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:49:03.993217] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:49:04.281614] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:04.573078] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:04.863032] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:49:05.156784] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:05.483019] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:49:05.801947] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:05.802147] [INFO ] [CONFIGURE ] COMP: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:49:05.802208] [INFO ] [CONFIGURE ] JOB ETA: 8.5h | Avg: 2.8s/test | Remaining: 10735 tests [2025-11-21T10:49:05.802257] [INFO ] [CONFIGURE ] COMP: Testing feature 12/29: add_obv_interval [2025-11-21T10:49:05.802304] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T10:49:06.099165] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:49:06.385613] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:06.673602] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:06.968772] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:49:07.257145] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:07.545549] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:49:07.835574] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:49:08.120552] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:08.389016] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:49:08.653349] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:08.653522] [INFO ] [CONFIGURE ] COMP: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T10:49:08.653596] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10734 tests [2025-11-21T10:49:08.653663] [INFO ] [CONFIGURE ] COMP: Testing feature 13/29: add_opening_strength [2025-11-21T10:49:08.653708] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:49:08.939797] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:09.221820] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:09.506099] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:09.797268] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:10.088983] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:10.375620] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:10.665600] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:10.956546] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:11.268063] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:11.595412] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:11.595610] [INFO ] [CONFIGURE ] COMP: KEPT add_opening_strength (score: 70.00%) [2025-11-21T10:49:11.595685] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10733 tests [2025-11-21T10:49:11.595742] [INFO ] [CONFIGURE ] COMP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:49:11.595789] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T10:49:11.925911] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:12.248821] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:12.595419] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:12.922014] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:13.254939] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:13.580334] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:13.902099] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:14.252726] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:14.602139] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:14.958328] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:14.958514] [INFO ] [CONFIGURE ] COMP: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:49:14.958601] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10732 tests [2025-11-21T10:49:14.958690] [INFO ] [CONFIGURE ] COMP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:49:14.958747] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T10:49:15.266586] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:15.586117] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:15.901619] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:16.190835] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:16.473138] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:16.756613] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:17.068571] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:17.370302] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:17.680426] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:49:17.992855] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:17.993265] [INFO ] [CONFIGURE ] COMP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:49:17.993370] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10731 tests [2025-11-21T10:49:17.993422] [INFO ] [CONFIGURE ] COMP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:49:17.993467] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T10:49:18.334569] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:18.688637] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:19.026152] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:19.365355] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:19.731382] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:20.077312] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:20.416570] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:20.757225] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:21.097527] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:49:21.432519] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:21.432753] [INFO ] [CONFIGURE ] COMP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T10:49:21.432843] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10730 tests [2025-11-21T10:49:21.432895] [INFO ] [CONFIGURE ] COMP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:49:21.432941] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T10:49:21.769169] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:22.128235] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:22.473767] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:22.817607] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:23.167740] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:23.522447] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:23.874765] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:24.227041] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:24.578846] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:24.923871] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:24.924057] [INFO ] [CONFIGURE ] COMP: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T10:49:24.924115] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10729 tests [2025-11-21T10:49:24.924163] [INFO ] [CONFIGURE ] COMP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:49:24.924206] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T10:49:25.238318] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:25.539098] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:25.848772] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:26.153839] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:26.456452] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:26.759059] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:27.060532] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:27.367268] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:27.667520] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:27.989910] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:49:27.990117] [INFO ] [CONFIGURE ] COMP: KEPT add_pbf_volatility_5d (score: 80.00%) [2025-11-21T10:49:27.990178] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10728 tests [2025-11-21T10:49:27.990225] [INFO ] [CONFIGURE ] COMP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:49:27.990288] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T10:49:28.327261] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:28.652461] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:28.982410] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:29.277158] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:29.582318] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:29.886723] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:30.183824] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:30.485795] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:30.788373] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:31.095408] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:49:31.095576] [INFO ] [CONFIGURE ] COMP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T10:49:31.095634] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10727 tests [2025-11-21T10:49:31.095745] [INFO ] [CONFIGURE ] COMP: Testing feature 20/29: add_price_rejection [2025-11-21T10:49:31.095794] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T10:49:31.414167] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:31.749967] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:32.068713] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:49:32.385823] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:32.713518] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:33.037311] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:33.357320] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:33.687009] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:34.015150] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:34.348153] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:34.348409] [INFO ] [CONFIGURE ] COMP: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T10:49:34.348470] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10726 tests [2025-11-21T10:49:34.348518] [INFO ] [CONFIGURE ] COMP: Testing feature 21/29: add_range_position [2025-11-21T10:49:34.348562] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T10:49:34.696840] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:35.038384] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:35.378420] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:35.733279] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:36.080181] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:36.431532] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:36.762951] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:37.113323] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:37.449321] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:49:37.787625] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:49:37.787842] [INFO ] [CONFIGURE ] COMP: DISCARDED add_range_position (score: 70.00%) [2025-11-21T10:49:37.787916] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10725 tests [2025-11-21T10:49:37.787967] [INFO ] [CONFIGURE ] COMP: Testing feature 22/29: add_realized_volatility [2025-11-21T10:49:37.788013] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T10:49:38.200838] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:38.629166] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:39.049531] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:49:39.470476] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:39.897810] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:40.333513] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:40.766875] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:41.201891] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:41.639206] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:49:42.071795] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:49:42.072006] [INFO ] [CONFIGURE ] COMP: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T10:49:42.072088] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10724 tests [2025-11-21T10:49:42.072142] [INFO ] [CONFIGURE ] COMP: Testing feature 23/29: add_recent_range_context [2025-11-21T10:49:42.072189] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T10:49:42.408670] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:42.737102] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:43.074853] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:49:43.410723] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:43.744890] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:44.091485] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:44.427270] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:44.775720] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:45.106338] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:45.439753] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:45.440098] [INFO ] [CONFIGURE ] COMP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:49:45.440166] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10723 tests [2025-11-21T10:49:45.440215] [INFO ] [CONFIGURE ] COMP: Testing feature 24/29: add_rsi [2025-11-21T10:49:45.440261] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T10:49:45.838028] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:46.232179] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:46.626039] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:49:47.122733] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:47.570382] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:47.953554] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:48.344289] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:48.729584] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:49.113038] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:49.482092] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:49.482277] [INFO ] [CONFIGURE ] COMP: DISCARDED add_rsi (score: 80.00%) [2025-11-21T10:49:49.482348] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10722 tests [2025-11-21T10:49:49.482399] [INFO ] [CONFIGURE ] COMP: Testing feature 25/29: add_tick_distribution [2025-11-21T10:49:49.482446] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T10:49:49.825413] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:50.189271] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:50.533349] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:49:50.863557] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:51.188995] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:51.508537] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:51.824860] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:52.138181] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:52.452183] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:52.776259] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:52.776473] [INFO ] [CONFIGURE ] COMP: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:49:52.776574] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10721 tests [2025-11-21T10:49:52.776630] [INFO ] [CONFIGURE ] COMP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:49:52.776708] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T10:49:53.086066] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:53.411402] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:53.737783] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:49:54.067315] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:54.395470] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:54.737697] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:55.064692] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:55.418993] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:55.751752] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:49:56.088300] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:49:56.088561] [INFO ] [CONFIGURE ] COMP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:49:56.088624] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10720 tests [2025-11-21T10:49:56.088706] [INFO ] [CONFIGURE ] COMP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:49:56.088755] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T10:49:56.457022] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:49:56.842263] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:49:57.220929] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:49:57.611252] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:49:57.979136] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:49:58.338417] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:49:58.709553] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:49:59.105109] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:49:59.501087] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:49:59.885728] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:49:59.886014] [INFO ] [CONFIGURE ] COMP: KEPT add_volume_price_divergence (score: 90.00%) [2025-11-21T10:49:59.886076] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10719 tests [2025-11-21T10:49:59.886166] [INFO ] [CONFIGURE ] COMP: Testing feature 28/29: add_volume_profile [2025-11-21T10:49:59.886217] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T10:50:00.314766] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:00.709819] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:50:01.734750] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:50:02.140238] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:50:02.527982] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:50:02.887937] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:03.256179] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:50:03.618864] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:50:03.975520] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:50:04.343946] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:50:04.344155] [INFO ] [CONFIGURE ] COMP: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T10:50:04.344217] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10718 tests [2025-11-21T10:50:04.344268] [INFO ] [CONFIGURE ] COMP: Testing feature 29/29: add_vwap [2025-11-21T10:50:04.344314] [INFO ] [CONFIGURE ] COMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T10:50:04.738257] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:05.137374] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:50:05.521881] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:05.906231] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:50:06.304404] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:50:06.708247] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:07.125360] [DEBUG] [FORECASTER] COMP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:50:07.525863] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:50:07.922451] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:08.323116] [DEBUG] [FORECASTER] COMP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:50:08.323310] [INFO ] [CONFIGURE ] COMP: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:50:08.323389] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10717 tests [2025-11-21T10:50:08.323440] [INFO ] [CONFIGURE ] COMP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:50:08.323483] [INFO ] [CONFIGURE ] COMP: Best accuracy: 90.00% [2025-11-21T10:50:08.323527] [INFO ] [CONFIGURE ] COMP: Best feature set (7 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T10:50:08.323571] [INFO ] [CONFIGURE ] COMP: Improvement over baseline: 70.00% [2025-11-21T10:50:08.323602] [INFO ] [CONFIGURE ] COMP: Total time: 1.6 minutes [2025-11-21T10:50:08.323704] [INFO ] [CONFIGURE ] COMP: Average time per feature: 3.3 seconds [2025-11-21T10:50:08.323755] [INFO ] [CONFIGURE ] COMP: Average speed: 0.30 features/sec [2025-11-21T10:50:08.324098] [INFO ] [LOCAL ] Saved configuration for COMP: 7 features, 90.00% accuracy -> ./output/feature-sets/COMP.json [2025-11-21T10:50:08.324157] [INFO ] [CONFIGURE ] COMP: Configuration saved successfully: 7 features, 90.00% accuracy. [2025-11-21T10:50:08.324206] [INFO ] [sig ] [357/723] Successfully configured COMP | 0.01 sym/s | Total: 8.3h | ETA: 8.5h [2025-11-21T10:50:08.324252] [INFO ] [sig ] [358/723] Configuring COOK... [2025-11-21T10:50:08.324299] [INFO ] [CONFIGURE ] COOK: Configurate test run. [2025-11-21T10:50:08.324341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'. [2025-11-21T10:50:08.398660] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COOK'. [2025-11-21T10:50:08.399069] [INFO ] [CONFIGURE ] COOK: Testing with 29 available features [2025-11-21T10:50:08.399136] [INFO ] [CONFIGURE ] COOK: Establishing baseline with no features... [2025-11-21T10:50:08.606995] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:50:08.790483] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:50:08.982149] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:09.179303] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:09.365587] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:50:09.558960] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:09.753483] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:09.942365] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:10.135844] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:10.338226] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:10.338564] [INFO ] [CONFIGURE ] COOK: Baseline score (no features): 40.00% [2025-11-21T10:50:10.338682] [INFO ] [CONFIGURE ] COOK: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:50:10.338763] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:50:10.560276] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:10.781615] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:11.004595] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:11.230556] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:11.452579] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:11.669721] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:50:11.885452] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:12.099288] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:12.314614] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:12.532386] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:12.532562] [INFO ] [CONFIGURE ] COOK: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T10:50:12.532614] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10716 tests [2025-11-21T10:50:12.532672] [INFO ] [CONFIGURE ] COOK: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:50:12.532765] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:50:12.790423] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:13.044251] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:13.291778] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:13.556498] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:13.816345] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:14.071198] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:14.323055] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:14.594013] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:14.843412] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:15.098426] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:15.098673] [INFO ] [CONFIGURE ] COOK: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T10:50:15.098736] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10715 tests [2025-11-21T10:50:15.098785] [INFO ] [CONFIGURE ] COOK: Testing feature 3/29: add_daily_returns [2025-11-21T10:50:15.098827] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T10:50:15.369047] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:15.641202] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:15.907567] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:16.178380] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:16.463699] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:16.739515] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:17.017462] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:17.291055] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:17.569336] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:17.843384] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:17.843567] [INFO ] [CONFIGURE ] COOK: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T10:50:17.843626] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10714 tests [2025-11-21T10:50:17.843700] [INFO ] [CONFIGURE ] COOK: Testing feature 4/29: add_ema [2025-11-21T10:50:17.843751] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T10:50:18.162557] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:18.508742] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:18.843598] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:19.163879] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:19.487261] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:19.825414] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:20.145532] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:20.461833] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:20.792367] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:21.120151] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:21.120380] [INFO ] [CONFIGURE ] COOK: DISCARDED add_ema (score: 70.00%) [2025-11-21T10:50:21.120440] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10713 tests [2025-11-21T10:50:21.120490] [INFO ] [CONFIGURE ] COOK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:50:21.120535] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:50:21.416056] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:21.711140] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:22.013712] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:22.324999] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:22.641284] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:22.952059] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:23.265304] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:23.578444] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:23.900625] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:24.213569] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:24.213767] [INFO ] [CONFIGURE ] COOK: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T10:50:24.213825] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10712 tests [2025-11-21T10:50:24.213873] [INFO ] [CONFIGURE ] COOK: Testing feature 6/29: add_failed_moves [2025-11-21T10:50:24.213920] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T10:50:24.486826] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:24.765303] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:25.038267] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:25.313081] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:25.588057] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:25.862041] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:26.135045] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:26.422597] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:26.702108] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:26.981443] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:26.981615] [INFO ] [CONFIGURE ] COOK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T10:50:26.981690] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10711 tests [2025-11-21T10:50:26.981740] [INFO ] [CONFIGURE ] COOK: Testing feature 7/29: add_lag_shelf [2025-11-21T10:50:26.981784] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T10:50:27.270407] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:27.544396] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:27.816336] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:28.084044] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:28.362321] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:28.646991] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:28.920256] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:29.196082] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:29.472138] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:29.771147] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:29.771328] [INFO ] [CONFIGURE ] COOK: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T10:50:29.771391] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10710 tests [2025-11-21T10:50:29.771440] [INFO ] [CONFIGURE ] COOK: Testing feature 8/29: add_macd [2025-11-21T10:50:29.771488] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T10:50:30.161101] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:30.548499] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:30.936190] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:31.289906] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:31.623093] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:31.959541] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:32.295680] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:32.669234] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:33.009717] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:33.351287] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:33.351492] [INFO ] [CONFIGURE ] COOK: DISCARDED add_macd (score: 70.00%) [2025-11-21T10:50:33.351556] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10709 tests [2025-11-21T10:50:33.351604] [INFO ] [CONFIGURE ] COOK: Testing feature 9/29: add_mfi [2025-11-21T10:50:33.351667] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T10:50:33.616264] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:33.889064] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:34.202537] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:34.568791] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:34.940872] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:35.252584] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:35.540850] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:50:35.835576] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:36.141711] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:36.458213] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:36.458420] [INFO ] [CONFIGURE ] COOK: DISCARDED add_mfi (score: 60.00%) [2025-11-21T10:50:36.458482] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10708 tests [2025-11-21T10:50:36.458531] [INFO ] [CONFIGURE ] COOK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:50:36.458576] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:50:36.803190] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:37.151875] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:37.550833] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:37.935696] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:38.328102] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:38.716266] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:39.120399] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:50:39.508976] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:39.882443] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:40.263850] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:40.264057] [INFO ] [CONFIGURE ] COOK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:50:40.264115] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10707 tests [2025-11-21T10:50:40.264164] [INFO ] [CONFIGURE ] COOK: Testing feature 11/29: add_obv_daily [2025-11-21T10:50:40.264208] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T10:50:40.559580] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:40.838940] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:41.112373] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:41.395987] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:41.674614] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:41.965350] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:42.236276] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:42.522151] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:42.799881] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:43.087347] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:43.087528] [INFO ] [CONFIGURE ] COOK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T10:50:43.087586] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10706 tests [2025-11-21T10:50:43.087635] [INFO ] [CONFIGURE ] COOK: Testing feature 12/29: add_obv_interval [2025-11-21T10:50:43.087708] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T10:50:43.342622] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:43.597778] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:43.853822] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:44.105801] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:44.361905] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:44.624894] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:44.890237] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:50:45.149021] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:45.406999] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:45.672190] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:45.672387] [INFO ] [CONFIGURE ] COOK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T10:50:45.672444] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10705 tests [2025-11-21T10:50:45.672490] [INFO ] [CONFIGURE ] COOK: Testing feature 13/29: add_opening_strength [2025-11-21T10:50:45.672533] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:50:45.995057] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:46.276937] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:46.569414] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:46.859215] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:50:47.152098] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:47.473085] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:47.777387] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:50:48.098180] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:48.403213] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:48.707034] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:48.707217] [INFO ] [CONFIGURE ] COOK: KEPT add_opening_strength (score: 80.00%) [2025-11-21T10:50:48.707276] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10704 tests [2025-11-21T10:50:48.707324] [INFO ] [CONFIGURE ] COOK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:50:48.707370] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T10:50:49.049422] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:49.387264] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:49.716164] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:50.032342] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:50.348737] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:50.669678] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:50.992103] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:50:51.309709] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:51.632089] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:51.985335] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:51.985547] [INFO ] [CONFIGURE ] COOK: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:50:51.985607] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10703 tests [2025-11-21T10:50:51.985674] [INFO ] [CONFIGURE ] COOK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:50:51.985719] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T10:50:52.285150] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:52.580465] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:52.867341] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:53.165739] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:53.486547] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:53.802681] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:54.093709] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:50:54.384194] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:54.688042] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:54.995084] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:54.995289] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:50:54.995348] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10702 tests [2025-11-21T10:50:54.995396] [INFO ] [CONFIGURE ] COOK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:50:54.995440] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T10:50:55.314788] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:55.653617] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:55.979659] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:56.292660] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:50:56.622359] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:50:56.935088] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:50:57.255096] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:50:57.569619] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:50:57.883193] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:50:58.203866] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:50:58.204067] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:50:58.204126] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10701 tests [2025-11-21T10:50:58.204176] [INFO ] [CONFIGURE ] COOK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:50:58.204222] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T10:50:58.532909] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:50:58.858003] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:50:59.172792] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:50:59.488326] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:50:59.833199] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:00.154350] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:00.481084] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:00.794281] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:01.772733] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:02.165120] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:02.165328] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T10:51:02.165392] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10700 tests [2025-11-21T10:51:02.165441] [INFO ] [CONFIGURE ] COOK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:51:02.165497] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T10:51:02.457822] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:02.747890] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:03.051871] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:03.357046] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:51:03.657956] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:03.964918] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:04.278248] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:04.586798] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:04.899477] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:05.205352] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:05.205540] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T10:51:05.205597] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10699 tests [2025-11-21T10:51:05.205664] [INFO ] [CONFIGURE ] COOK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:51:05.205712] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T10:51:05.509583] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:05.824756] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:06.130711] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:06.448677] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:51:06.770502] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:07.081761] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:07.390829] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:07.714980] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:08.009170] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:08.298559] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:08.298768] [INFO ] [CONFIGURE ] COOK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T10:51:08.298826] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10698 tests [2025-11-21T10:51:08.298872] [INFO ] [CONFIGURE ] COOK: Testing feature 20/29: add_price_rejection [2025-11-21T10:51:08.298914] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T10:51:08.603248] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:08.902302] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:09.215378] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:09.529184] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:51:09.842395] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:10.150909] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:10.438697] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:10.735569] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:11.049547] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:11.347271] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:11.347492] [INFO ] [CONFIGURE ] COOK: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T10:51:11.347554] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10697 tests [2025-11-21T10:51:11.347605] [INFO ] [CONFIGURE ] COOK: Testing feature 21/29: add_range_position [2025-11-21T10:51:11.347672] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T10:51:11.681198] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:12.012713] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:12.333860] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:12.656421] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:51:13.022818] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:13.367064] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:13.708327] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:51:14.026677] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:14.349167] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:14.683566] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:14.683799] [INFO ] [CONFIGURE ] COOK: DISCARDED add_range_position (score: 70.00%) [2025-11-21T10:51:14.683861] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10696 tests [2025-11-21T10:51:14.683908] [INFO ] [CONFIGURE ] COOK: Testing feature 22/29: add_realized_volatility [2025-11-21T10:51:14.683951] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T10:51:15.107371] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:15.544310] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:15.971134] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:16.405695] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:51:16.831759] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:17.255956] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:17.691558] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:51:18.137230] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:18.569906] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:19.020342] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:19.020546] [INFO ] [CONFIGURE ] COOK: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T10:51:19.020606] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10695 tests [2025-11-21T10:51:19.020675] [INFO ] [CONFIGURE ] COOK: Testing feature 23/29: add_recent_range_context [2025-11-21T10:51:19.020726] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T10:51:19.332874] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:19.644069] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:19.961668] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:20.277634] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:51:20.573627] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:20.862488] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:21.177491] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:21.507969] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:21.823523] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:22.110968] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:22.111149] [INFO ] [CONFIGURE ] COOK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:51:22.111205] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10694 tests [2025-11-21T10:51:22.111251] [INFO ] [CONFIGURE ] COOK: Testing feature 24/29: add_rsi [2025-11-21T10:51:22.111293] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T10:51:22.454293] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:22.799639] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:23.170197] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:23.510677] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:51:23.853995] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:24.196936] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:24.556280] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:24.899366] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:25.270783] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:25.633613] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:25.633807] [INFO ] [CONFIGURE ] COOK: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:51:25.633864] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10693 tests [2025-11-21T10:51:25.633910] [INFO ] [CONFIGURE ] COOK: Testing feature 25/29: add_tick_distribution [2025-11-21T10:51:25.633951] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T10:51:25.937831] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:26.236692] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:26.539721] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:26.840881] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:51:27.168695] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:27.490298] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:27.837123] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:28.165714] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:28.501241] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:28.833333] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:28.833550] [INFO ] [CONFIGURE ] COOK: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:51:28.833610] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10692 tests [2025-11-21T10:51:28.833678] [INFO ] [CONFIGURE ] COOK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:51:28.833733] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T10:51:29.151922] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:29.451313] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:29.749868] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:30.097889] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:51:30.435999] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:30.774274] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:31.108790] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:51:31.447371] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:31.786102] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:32.106157] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:32.106332] [INFO ] [CONFIGURE ] COOK: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:51:32.106385] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10691 tests [2025-11-21T10:51:32.106431] [INFO ] [CONFIGURE ] COOK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:51:32.106468] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T10:51:32.409314] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:32.709024] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:33.007045] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:33.302784] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:51:33.614040] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:33.943199] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:34.276783] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:34.614911] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:34.948793] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:35.278816] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:35.279038] [INFO ] [CONFIGURE ] COOK: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T10:51:35.279098] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10690 tests [2025-11-21T10:51:35.279144] [INFO ] [CONFIGURE ] COOK: Testing feature 28/29: add_volume_profile [2025-11-21T10:51:35.279189] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T10:51:35.599344] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:35.925866] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:36.259833] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:36.595252] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:51:36.937678] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:37.269512] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:37.591936] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:37.935806] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:38.278791] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:38.622755] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:38.622991] [INFO ] [CONFIGURE ] COOK: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T10:51:38.623054] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10689 tests [2025-11-21T10:51:38.623103] [INFO ] [CONFIGURE ] COOK: Testing feature 29/29: add_vwap [2025-11-21T10:51:38.623149] [INFO ] [CONFIGURE ] COOK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T10:51:38.987790] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:39.298823] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:51:39.624411] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:51:39.961721] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:51:40.301552] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:51:40.639609] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:51:40.993446] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:41.342195] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:41.685278] [DEBUG] [FORECASTER] COOK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:51:42.030030] [DEBUG] [FORECASTER] COOK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:51:42.030218] [INFO ] [CONFIGURE ] COOK: DISCARDED add_vwap (score: 70.00%) [2025-11-21T10:51:42.030279] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10688 tests [2025-11-21T10:51:42.030328] [INFO ] [CONFIGURE ] COOK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:51:42.030362] [INFO ] [CONFIGURE ] COOK: Best accuracy: 80.00% [2025-11-21T10:51:42.030411] [INFO ] [CONFIGURE ] COOK: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:51:42.030453] [INFO ] [CONFIGURE ] COOK: Improvement over baseline: 40.00% [2025-11-21T10:51:42.030487] [INFO ] [CONFIGURE ] COOK: Total time: 1.5 minutes [2025-11-21T10:51:42.030527] [INFO ] [CONFIGURE ] COOK: Average time per feature: 3.2 seconds [2025-11-21T10:51:42.030566] [INFO ] [CONFIGURE ] COOK: Average speed: 0.32 features/sec [2025-11-21T10:51:42.030915] [INFO ] [LOCAL ] Saved configuration for COOK: 4 features, 80.00% accuracy -> ./output/feature-sets/COOK.json [2025-11-21T10:51:42.030974] [INFO ] [CONFIGURE ] COOK: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T10:51:42.031025] [INFO ] [sig ] [358/723] Successfully configured COOK | 0.01 sym/s | Total: 8.3h | ETA: 8.5h [2025-11-21T10:51:42.031072] [INFO ] [sig ] [359/723] Configuring COP... [2025-11-21T10:51:42.031112] [INFO ] [CONFIGURE ] COP: Configurate test run. [2025-11-21T10:51:42.031152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-11-21T10:51:42.107376] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COP'. [2025-11-21T10:51:42.107832] [INFO ] [CONFIGURE ] COP: Testing with 29 available features [2025-11-21T10:51:42.107902] [INFO ] [CONFIGURE ] COP: Establishing baseline with no features... [2025-11-21T10:51:42.298279] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:51:42.499417] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:51:42.702209] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:51:42.897065] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:51:43.088289] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:51:43.275372] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:51:43.471044] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:43.653063] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:43.795633] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:51:43.964063] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:51:43.964213] [INFO ] [CONFIGURE ] COP: Baseline score (no features): 50.00% [2025-11-21T10:51:43.964263] [INFO ] [CONFIGURE ] COP: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:51:43.964302] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:51:44.197199] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:44.470280] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:51:44.733795] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:51:44.980484] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:51:45.196287] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:51:45.396972] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:51:45.625963] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:45.861267] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:46.072796] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:51:46.278673] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:51:46.278844] [INFO ] [CONFIGURE ] COP: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T10:51:46.278893] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10687 tests [2025-11-21T10:51:46.278931] [INFO ] [CONFIGURE ] COP: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:51:46.278967] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:51:46.519952] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:46.778477] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:51:47.038954] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:51:47.286754] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:51:47.545525] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:51:47.805575] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:51:48.040950] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:48.299237] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:51:48.541489] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:51:48.792615] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:51:48.793317] [INFO ] [CONFIGURE ] COP: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T10:51:48.793382] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10686 tests [2025-11-21T10:51:48.793428] [INFO ] [CONFIGURE ] COP: Testing feature 3/29: add_daily_returns [2025-11-21T10:51:48.793473] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:51:49.008622] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:49.221485] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:51:49.441165] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:51:49.657308] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:51:49.874540] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:51:50.090774] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:51:50.351811] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:50.598243] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:50.857943] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:51:51.114724] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:51:51.114915] [INFO ] [CONFIGURE ] COP: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T10:51:51.114990] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10685 tests [2025-11-21T10:51:51.115029] [INFO ] [CONFIGURE ] COP: Testing feature 4/29: add_ema [2025-11-21T10:51:51.115065] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:51:51.372266] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:51:51.636353] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:51:51.891387] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:51:52.139810] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:51:52.395633] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:51:52.658010] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:51:52.916985] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:53.176881] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:53.435400] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:51:53.697548] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:51:53.697881] [INFO ] [CONFIGURE ] COP: DISCARDED add_ema (score: 60.00%) [2025-11-21T10:51:53.697961] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10684 tests [2025-11-21T10:51:53.698016] [INFO ] [CONFIGURE ] COP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:51:53.698063] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:51:53.955620] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:51:54.208167] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:51:54.465903] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:51:54.721048] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:51:54.979801] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:51:55.238459] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:51:55.495063] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:51:55.778376] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:56.058790] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:51:56.341161] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:51:56.341352] [INFO ] [CONFIGURE ] COP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T10:51:56.341410] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10683 tests [2025-11-21T10:51:56.341511] [INFO ] [CONFIGURE ] COP: Testing feature 6/29: add_failed_moves [2025-11-21T10:51:56.341558] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T10:51:56.569754] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:51:56.801169] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:51:57.023742] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:51:57.258131] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:51:57.497816] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:51:57.739874] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:51:57.980090] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:51:58.221133] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:51:58.471341] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:51:58.708494] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:51:58.708708] [INFO ] [CONFIGURE ] COP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:51:58.708917] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10682 tests [2025-11-21T10:51:58.709012] [INFO ] [CONFIGURE ] COP: Testing feature 7/29: add_lag_shelf [2025-11-21T10:51:58.709087] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T10:51:58.934861] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:51:59.157383] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:51:59.394994] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:51:59.623862] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:51:59.857360] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:00.092886] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:00.345601] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:00.572592] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:00.809284] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:01.892289] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:01.892630] [INFO ] [CONFIGURE ] COP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T10:52:01.892763] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10681 tests [2025-11-21T10:52:01.892854] [INFO ] [CONFIGURE ] COP: Testing feature 8/29: add_macd [2025-11-21T10:52:01.892948] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T10:52:02.486287] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:02.783349] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:03.093051] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:52:03.409983] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:03.733812] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:04.041123] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:52:04.367952] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:52:04.709230] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:05.023952] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:05.335047] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:05.335241] [INFO ] [CONFIGURE ] COP: DISCARDED add_macd (score: 40.00%) [2025-11-21T10:52:05.335301] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10680 tests [2025-11-21T10:52:05.335348] [INFO ] [CONFIGURE ] COP: Testing feature 9/29: add_mfi [2025-11-21T10:52:05.335391] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T10:52:05.548120] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:05.767939] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:06.000488] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:06.230506] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:06.480665] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:06.709599] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:06.947032] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:07.184199] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:07.420949] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:07.664466] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:07.664804] [INFO ] [CONFIGURE ] COP: DISCARDED add_mfi (score: 70.00%) [2025-11-21T10:52:07.664875] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10679 tests [2025-11-21T10:52:07.664927] [INFO ] [CONFIGURE ] COP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:52:07.664965] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:52:07.997682] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:08.319277] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:08.634921] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:08.945502] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:09.274328] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:09.611558] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:09.941550] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:10.275050] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:52:10.605865] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:10.941932] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:10.942177] [INFO ] [CONFIGURE ] COP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T10:52:10.942235] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10678 tests [2025-11-21T10:52:10.942282] [INFO ] [CONFIGURE ] COP: Testing feature 11/29: add_obv_daily [2025-11-21T10:52:10.942325] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T10:52:11.193124] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:11.450535] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:11.704113] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:11.957867] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:12.208550] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:12.469311] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:52:12.733702] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:12.987036] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:13.234212] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:13.479187] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:13.479514] [INFO ] [CONFIGURE ] COP: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T10:52:13.479615] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10677 tests [2025-11-21T10:52:13.479721] [INFO ] [CONFIGURE ] COP: Testing feature 12/29: add_obv_interval [2025-11-21T10:52:13.479803] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T10:52:13.725106] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:13.968143] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:14.210274] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:14.441416] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:14.674121] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:14.895523] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:15.114059] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:15.343010] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:15.564549] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:15.787145] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:15.787312] [INFO ] [CONFIGURE ] COP: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T10:52:15.787359] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10676 tests [2025-11-21T10:52:15.787397] [INFO ] [CONFIGURE ] COP: Testing feature 13/29: add_opening_strength [2025-11-21T10:52:15.787431] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:52:16.023588] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:16.260309] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:16.497828] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:16.733260] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:16.970680] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:17.205634] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:17.445415] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:17.681036] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:17.918787] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:18.156228] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:18.156421] [INFO ] [CONFIGURE ] COP: KEPT add_opening_strength (score: 80.00%) [2025-11-21T10:52:18.156485] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10675 tests [2025-11-21T10:52:18.156538] [INFO ] [CONFIGURE ] COP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:52:18.156605] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T10:52:18.423847] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:18.707739] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:18.991726] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:19.272180] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:19.556771] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:19.852255] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:20.148372] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:20.429041] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:20.737215] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:21.029100] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:21.029304] [INFO ] [CONFIGURE ] COP: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T10:52:21.029366] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10674 tests [2025-11-21T10:52:21.029421] [INFO ] [CONFIGURE ] COP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:52:21.029467] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T10:52:21.305205] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:21.581673] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:21.858462] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:22.129682] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:22.413119] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:22.704900] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:23.001397] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:23.275321] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:23.558088] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:23.838929] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:52:23.839116] [INFO ] [CONFIGURE ] COP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:52:23.839181] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10673 tests [2025-11-21T10:52:23.839230] [INFO ] [CONFIGURE ] COP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:52:23.839275] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T10:52:24.122929] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:24.394254] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:24.660622] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:24.925741] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:25.190925] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:25.467310] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:25.734354] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:26.005223] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:26.276143] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:26.552615] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:26.552905] [INFO ] [CONFIGURE ] COP: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:52:26.552966] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10672 tests [2025-11-21T10:52:26.553020] [INFO ] [CONFIGURE ] COP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:52:26.553065] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T10:52:26.811946] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:27.065593] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:27.324963] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:27.590507] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:27.863913] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:28.129604] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:28.389920] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:28.652688] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:28.924115] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:29.185569] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:29.185765] [INFO ] [CONFIGURE ] COP: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T10:52:29.185825] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10671 tests [2025-11-21T10:52:29.185874] [INFO ] [CONFIGURE ] COP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:52:29.185918] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T10:52:29.439677] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:29.691421] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:29.951669] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:30.231898] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:30.486747] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:30.752545] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:31.003161] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:31.253304] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:31.532307] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:31.841555] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:31.841857] [INFO ] [CONFIGURE ] COP: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-11-21T10:52:31.841950] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10670 tests [2025-11-21T10:52:31.842034] [INFO ] [CONFIGURE ] COP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:52:31.842095] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T10:52:32.196994] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:32.490367] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:32.734480] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:33.004601] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:33.257498] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:33.506122] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:33.754945] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:34.007896] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:34.252005] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:34.496008] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:34.496168] [INFO ] [CONFIGURE ] COP: KEPT add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T10:52:34.496224] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10669 tests [2025-11-21T10:52:34.496272] [INFO ] [CONFIGURE ] COP: Testing feature 20/29: add_price_rejection [2025-11-21T10:52:34.496317] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T10:52:34.768868] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:35.038306] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:35.314028] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:35.576795] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:35.836760] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:36.097713] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:36.359949] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:36.632210] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:36.908013] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:52:37.182976] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:37.183144] [INFO ] [CONFIGURE ] COP: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T10:52:37.183201] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10668 tests [2025-11-21T10:52:37.183250] [INFO ] [CONFIGURE ] COP: Testing feature 21/29: add_range_position [2025-11-21T10:52:37.183294] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T10:52:37.463109] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:37.744663] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:38.015859] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:38.286987] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:38.556853] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:38.827432] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:39.103122] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:39.376820] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:39.647735] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:39.929951] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:39.930164] [INFO ] [CONFIGURE ] COP: DISCARDED add_range_position (score: 90.00%) [2025-11-21T10:52:39.930224] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10667 tests [2025-11-21T10:52:39.930278] [INFO ] [CONFIGURE ] COP: Testing feature 22/29: add_realized_volatility [2025-11-21T10:52:39.930321] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T10:52:40.310243] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:40.727380] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:41.102159] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:41.487053] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:41.875799] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:42.260574] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:42.655566] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:43.048136] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:43.433937] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:43.826747] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:52:43.827011] [INFO ] [CONFIGURE ] COP: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T10:52:43.827073] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10666 tests [2025-11-21T10:52:43.827125] [INFO ] [CONFIGURE ] COP: Testing feature 23/29: add_recent_range_context [2025-11-21T10:52:43.827172] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T10:52:44.126433] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:44.426790] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:44.720736] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:45.011601] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:45.315746] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:45.612575] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:45.916935] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:46.220549] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:46.522337] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:46.824240] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:46.824428] [INFO ] [CONFIGURE ] COP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T10:52:46.824487] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10665 tests [2025-11-21T10:52:46.824534] [INFO ] [CONFIGURE ] COP: Testing feature 24/29: add_rsi [2025-11-21T10:52:46.824578] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T10:52:47.123617] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:47.448374] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:47.774736] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:48.095013] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:52:48.424758] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:48.748299] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:49.087155] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:49.428568] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:49.747771] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:50.069760] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:50.069955] [INFO ] [CONFIGURE ] COP: DISCARDED add_rsi (score: 70.00%) [2025-11-21T10:52:50.070014] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10664 tests [2025-11-21T10:52:50.070065] [INFO ] [CONFIGURE ] COP: Testing feature 25/29: add_tick_distribution [2025-11-21T10:52:50.070110] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T10:52:50.354576] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:52:50.644576] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:52:50.926683] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:51.205613] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:51.487300] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:51.774170] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:52.066078] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:52.351708] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:52.633031] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:52.914922] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:52.915105] [INFO ] [CONFIGURE ] COP: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T10:52:52.915163] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10663 tests [2025-11-21T10:52:52.915211] [INFO ] [CONFIGURE ] COP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:52:52.915246] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T10:52:53.232559] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:53.542027] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:53.840128] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:54.141417] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:54.446008] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:54.742200] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:55.040613] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:55.351719] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:52:55.672183] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:55.977702] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:55.977890] [INFO ] [CONFIGURE ] COP: DISCARDED add_volume_momentum_confirmation (score: 100.00%) [2025-11-21T10:52:55.977947] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10662 tests [2025-11-21T10:52:55.977996] [INFO ] [CONFIGURE ] COP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:52:55.978040] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T10:52:56.295372] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:56.626774] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:56.973163] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:52:57.292790] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:52:57.610565] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:52:57.926350] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:52:58.234348] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:52:58.552053] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:52:58.866722] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:52:59.188573] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:52:59.188779] [INFO ] [CONFIGURE ] COP: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T10:52:59.188843] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10661 tests [2025-11-21T10:52:59.188888] [INFO ] [CONFIGURE ] COP: Testing feature 28/29: add_volume_profile [2025-11-21T10:52:59.188931] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T10:52:59.469037] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:52:59.734218] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:52:59.998883] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:00.260281] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:01.231796] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:01.563802] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:01.851467] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:02.142473] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:53:02.425761] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:02.713587] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:02.713839] [INFO ] [CONFIGURE ] COP: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T10:53:02.713930] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10660 tests [2025-11-21T10:53:02.714007] [INFO ] [CONFIGURE ] COP: Testing feature 29/29: add_vwap [2025-11-21T10:53:02.714078] [INFO ] [CONFIGURE ] COP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T10:53:03.021052] [DEBUG] [FORECASTER] COP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:53:03.311055] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:53:03.593781] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:03.880748] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:04.147233] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:04.428323] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:04.710504] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:04.996053] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:53:05.277431] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:53:05.583850] [DEBUG] [FORECASTER] COP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:05.584045] [INFO ] [CONFIGURE ] COP: DISCARDED add_vwap (score: 90.00%) [2025-11-21T10:53:05.584103] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10659 tests [2025-11-21T10:53:05.584153] [INFO ] [CONFIGURE ] COP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:53:05.584195] [INFO ] [CONFIGURE ] COP: Best accuracy: 100.00% [2025-11-21T10:53:05.584236] [INFO ] [CONFIGURE ] COP: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T10:53:05.584278] [INFO ] [CONFIGURE ] COP: Improvement over baseline: 50.00% [2025-11-21T10:53:05.584316] [INFO ] [CONFIGURE ] COP: Total time: 1.4 minutes [2025-11-21T10:53:05.584354] [INFO ] [CONFIGURE ] COP: Average time per feature: 2.8 seconds [2025-11-21T10:53:05.584391] [INFO ] [CONFIGURE ] COP: Average speed: 0.36 features/sec [2025-11-21T10:53:05.584723] [INFO ] [LOCAL ] Saved configuration for COP: 5 features, 100.00% accuracy -> ./output/feature-sets/COP.json [2025-11-21T10:53:05.584782] [INFO ] [CONFIGURE ] COP: Configuration saved successfully: 5 features, 100.00% accuracy. [2025-11-21T10:53:05.584830] [INFO ] [sig ] [359/723] Successfully configured COP | 0.01 sym/s | Total: 8.3h | ETA: 8.4h [2025-11-21T10:53:05.584876] [INFO ] [sig ] [360/723] Configuring COR... [2025-11-21T10:53:05.584916] [INFO ] [CONFIGURE ] COR: Configurate test run. [2025-11-21T10:53:05.584959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'. [2025-11-21T10:53:05.661043] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COR'. [2025-11-21T10:53:05.661446] [INFO ] [CONFIGURE ] COR: Testing with 29 available features [2025-11-21T10:53:05.661511] [INFO ] [CONFIGURE ] COR: Establishing baseline with no features... [2025-11-21T10:53:05.846531] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:06.035004] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:06.220754] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:06.404170] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:06.576838] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:06.748507] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:06.920110] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:07.092228] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:53:07.261611] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:07.431287] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:07.431441] [INFO ] [CONFIGURE ] COR: Baseline score (no features): 60.00% [2025-11-21T10:53:07.431486] [INFO ] [CONFIGURE ] COR: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:53:07.431522] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:53:07.640108] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:07.841496] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:08.047709] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:08.263079] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:08.473066] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:08.690179] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:08.903559] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:53:09.112846] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:09.322610] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:09.530065] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:09.530233] [INFO ] [CONFIGURE ] COR: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T10:53:09.530281] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10658 tests [2025-11-21T10:53:09.530319] [INFO ] [CONFIGURE ] COR: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:53:09.530354] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:53:09.744907] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:09.962230] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:10.184489] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:10.400319] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:53:10.611508] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:10.826620] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:11.047711] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:11.258086] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:53:11.467936] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:11.685747] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:11.686369] [INFO ] [CONFIGURE ] COR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T10:53:11.686424] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10657 tests [2025-11-21T10:53:11.686465] [INFO ] [CONFIGURE ] COR: Testing feature 3/29: add_daily_returns [2025-11-21T10:53:11.686502] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_daily_returns'] [2025-11-21T10:53:11.874957] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:12.062962] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:12.250773] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:12.450586] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:12.649809] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:12.835859] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:13.026180] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:53:13.219172] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:53:13.424988] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:13.628658] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:13.628829] [INFO ] [CONFIGURE ] COR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T10:53:13.628879] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10656 tests [2025-11-21T10:53:13.628917] [INFO ] [CONFIGURE ] COR: Testing feature 4/29: add_ema [2025-11-21T10:53:13.628954] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_ema'] [2025-11-21T10:53:13.865439] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:14.120086] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:14.356574] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:14.597335] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T10:53:14.827834] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:15.062566] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:15.298985] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:15.539877] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:15.779432] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:16.020573] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:16.020783] [INFO ] [CONFIGURE ] COR: DISCARDED add_ema (score: 60.00%) [2025-11-21T10:53:16.021014] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10655 tests [2025-11-21T10:53:16.021107] [INFO ] [CONFIGURE ] COR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:53:16.021188] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:53:16.262939] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:16.505059] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:16.748028] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:16.987226] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:17.229578] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:17.472790] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:17.709772] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:17.951484] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:18.195523] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:18.445249] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:18.445446] [INFO ] [CONFIGURE ] COR: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T10:53:18.445507] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10654 tests [2025-11-21T10:53:18.445549] [INFO ] [CONFIGURE ] COR: Testing feature 6/29: add_failed_moves [2025-11-21T10:53:18.445676] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T10:53:18.696938] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:18.952133] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:19.200111] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:19.451861] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:19.705256] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:19.956415] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:20.211531] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:20.477273] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:20.733433] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:20.997082] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:20.997275] [INFO ] [CONFIGURE ] COR: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T10:53:20.997382] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10653 tests [2025-11-21T10:53:20.997444] [INFO ] [CONFIGURE ] COR: Testing feature 7/29: add_lag_shelf [2025-11-21T10:53:20.997489] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T10:53:21.242163] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:21.494309] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:21.747758] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:21.996131] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:22.251451] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:22.497545] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:22.739598] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:22.982681] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:23.228181] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:53:23.465378] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:23.465581] [INFO ] [CONFIGURE ] COR: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T10:53:23.465658] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10652 tests [2025-11-21T10:53:23.465707] [INFO ] [CONFIGURE ] COR: Testing feature 8/29: add_macd [2025-11-21T10:53:23.465753] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T10:53:23.772233] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:24.083007] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:24.369410] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:24.699250] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:25.075194] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:25.371141] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:25.678339] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:25.974312] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:53:26.278757] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:53:26.572381] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:26.572639] [INFO ] [CONFIGURE ] COR: DISCARDED add_macd (score: 70.00%) [2025-11-21T10:53:26.572719] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10651 tests [2025-11-21T10:53:26.572770] [INFO ] [CONFIGURE ] COR: Testing feature 9/29: add_mfi [2025-11-21T10:53:26.572815] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T10:53:26.801801] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:27.028588] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:27.259912] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:27.494214] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:27.726218] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:27.960727] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:28.219618] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:28.471232] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:28.718392] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:28.970139] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:28.970330] [INFO ] [CONFIGURE ] COR: DISCARDED add_mfi (score: 80.00%) [2025-11-21T10:53:28.970390] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10650 tests [2025-11-21T10:53:28.970438] [INFO ] [CONFIGURE ] COR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:53:28.970484] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:53:29.305190] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:29.644802] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:29.985214] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:30.323751] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:30.665698] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:31.000236] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:31.332919] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:31.655521] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:31.975933] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:53:32.291889] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:32.292125] [INFO ] [CONFIGURE ] COR: KEPT add_momentum_acceleration (score: 90.00%) [2025-11-21T10:53:32.292185] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10649 tests [2025-11-21T10:53:32.292233] [INFO ] [CONFIGURE ] COR: Testing feature 11/29: add_obv_daily [2025-11-21T10:53:32.292278] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T10:53:32.649734] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:33.011812] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:33.368891] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:33.728287] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:34.089933] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:34.455502] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:53:34.816990] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:35.187013] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:53:35.577696] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:53:35.954627] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:35.954891] [INFO ] [CONFIGURE ] COR: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T10:53:35.954955] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10648 tests [2025-11-21T10:53:35.955006] [INFO ] [CONFIGURE ] COR: Testing feature 12/29: add_obv_interval [2025-11-21T10:53:35.955053] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T10:53:36.303263] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:36.657833] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:37.015150] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:37.372346] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:37.721796] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:38.069175] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:38.421600] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:38.780922] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:39.145379] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:39.479340] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:39.479552] [INFO ] [CONFIGURE ] COR: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T10:53:39.479616] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10647 tests [2025-11-21T10:53:39.479686] [INFO ] [CONFIGURE ] COR: Testing feature 13/29: add_opening_strength [2025-11-21T10:53:39.479733] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:53:39.870286] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:40.260193] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:40.654065] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:41.033397] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:41.427005] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:41.862301] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:53:42.269723] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:42.683709] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:43.069915] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:43.467461] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:43.467632] [INFO ] [CONFIGURE ] COR: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T10:53:43.467707] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10646 tests [2025-11-21T10:53:43.467756] [INFO ] [CONFIGURE ] COR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:53:43.467799] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T10:53:43.835247] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:44.204790] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:44.592677] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:44.970747] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:45.348791] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:45.733710] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:46.135295] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:46.510798] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:46.896859] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:47.272432] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:47.272613] [INFO ] [CONFIGURE ] COR: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T10:53:47.272691] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10645 tests [2025-11-21T10:53:47.272739] [INFO ] [CONFIGURE ] COR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:53:47.272782] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T10:53:47.637689] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:47.996031] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:48.348014] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:48.697387] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:49.051967] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:49.407852] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:49.771917] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:50.135835] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T10:53:50.500955] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:50.859709] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:50.859908] [INFO ] [CONFIGURE ] COR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T10:53:50.859967] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10644 tests [2025-11-21T10:53:50.860016] [INFO ] [CONFIGURE ] COR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:53:50.860060] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T10:53:51.234872] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:51.588377] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:53:51.964867] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:52.325896] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:52.692106] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:53.068078] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:53.441434] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:53:53.837231] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:54.222188] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:53:54.588442] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:54.588667] [INFO ] [CONFIGURE ] COR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:53:54.588725] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10643 tests [2025-11-21T10:53:54.588773] [INFO ] [CONFIGURE ] COR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:53:54.588816] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T10:53:54.945876] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:55.300609] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:55.660042] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:56.015520] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:56.375403] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:53:56.726969] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:53:57.077059] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:53:57.459184] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:53:57.822117] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:53:58.194689] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:53:58.194903] [INFO ] [CONFIGURE ] COR: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T10:53:58.194966] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10642 tests [2025-11-21T10:53:58.195017] [INFO ] [CONFIGURE ] COR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:53:58.195065] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T10:53:58.532868] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:53:58.873445] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:53:59.210371] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:53:59.543664] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:53:59.875995] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:00.216404] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:54:01.339994] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:01.819899] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:02.198022] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:02.528156] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:02.528377] [INFO ] [CONFIGURE ] COR: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T10:54:02.528434] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10641 tests [2025-11-21T10:54:02.528483] [INFO ] [CONFIGURE ] COR: Testing feature 20/29: add_price_rejection [2025-11-21T10:54:02.528526] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T10:54:02.902433] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:03.282147] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:03.632381] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:54:03.982097] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:04.341039] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:04.696508] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:54:05.069810] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:05.442497] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:05.806628] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:54:06.156511] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:06.156736] [INFO ] [CONFIGURE ] COR: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T10:54:06.156796] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10640 tests [2025-11-21T10:54:06.156847] [INFO ] [CONFIGURE ] COR: Testing feature 21/29: add_range_position [2025-11-21T10:54:06.156890] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T10:54:06.504980] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:06.846389] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:07.189295] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:54:07.543094] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:07.890944] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:08.235631] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:54:08.595392] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:08.941579] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:09.290316] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:54:09.663110] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:09.663310] [INFO ] [CONFIGURE ] COR: DISCARDED add_range_position (score: 70.00%) [2025-11-21T10:54:09.663374] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10639 tests [2025-11-21T10:54:09.663427] [INFO ] [CONFIGURE ] COR: Testing feature 22/29: add_realized_volatility [2025-11-21T10:54:09.663473] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T10:54:10.110583] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:10.553326] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:54:10.990960] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:54:11.428022] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:11.894188] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:12.446099] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:54:12.905872] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:13.346520] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:13.787316] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:54:14.226868] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:14.227119] [INFO ] [CONFIGURE ] COR: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:54:14.227181] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10638 tests [2025-11-21T10:54:14.227232] [INFO ] [CONFIGURE ] COR: Testing feature 23/29: add_recent_range_context [2025-11-21T10:54:14.227275] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T10:54:14.580725] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:14.921535] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:54:15.272099] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:54:15.616513] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:15.984722] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:16.343099] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:54:16.711315] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:17.046521] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:17.388910] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:17.746805] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:17.747088] [INFO ] [CONFIGURE ] COR: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T10:54:17.747153] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10637 tests [2025-11-21T10:54:17.747203] [INFO ] [CONFIGURE ] COR: Testing feature 24/29: add_rsi [2025-11-21T10:54:17.747248] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T10:54:18.114182] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:18.487242] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:54:18.847036] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:54:19.224389] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:19.602366] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:19.976034] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:54:20.350764] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:20.742939] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:21.124004] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:54:21.516707] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:21.516969] [INFO ] [CONFIGURE ] COR: DISCARDED add_rsi (score: 60.00%) [2025-11-21T10:54:21.517034] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10636 tests [2025-11-21T10:54:21.517084] [INFO ] [CONFIGURE ] COR: Testing feature 25/29: add_tick_distribution [2025-11-21T10:54:21.517128] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T10:54:21.842706] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:22.163038] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:54:22.490365] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:54:22.827825] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:23.163339] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:23.488960] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:54:23.828636] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:24.157626] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:24.471600] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:54:24.785202] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:24.785369] [INFO ] [CONFIGURE ] COR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:54:24.785424] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10635 tests [2025-11-21T10:54:24.785470] [INFO ] [CONFIGURE ] COR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:54:24.785513] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T10:54:25.110929] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:25.458017] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:54:25.796199] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:54:26.129511] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:26.473047] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:26.818660] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T10:54:27.159577] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:27.502985] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:27.846795] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:28.186141] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:28.186313] [INFO ] [CONFIGURE ] COR: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T10:54:28.186370] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10634 tests [2025-11-21T10:54:28.186418] [INFO ] [CONFIGURE ] COR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:54:28.186460] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T10:54:28.547174] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:28.910361] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:54:29.267595] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:54:29.627553] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:29.992405] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:30.353499] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:54:30.731867] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:31.096619] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:31.461343] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:31.838955] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:31.839158] [INFO ] [CONFIGURE ] COR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T10:54:31.839216] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10633 tests [2025-11-21T10:54:31.839261] [INFO ] [CONFIGURE ] COR: Testing feature 28/29: add_volume_profile [2025-11-21T10:54:31.839304] [INFO ] [CONFIGURE ] COR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T10:54:32.181266] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:54:32.516724] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:54:32.849923] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:54:33.193889] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T10:54:33.516742] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:33.839452] [DEBUG] [FORECASTER] COR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T10:54:34.159825] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:34.477688] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T10:54:34.805015] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:35.149537] [DEBUG] [FORECASTER] COR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:54:35.149731] [INFO ] [CONFIGURE ] COR: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T10:54:35.149798] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10632 tests [2025-11-21T10:54:35.149847] [INFO ] [CONFIGURE ] COR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:54:35.149892] [INFO ] [CONFIGURE ] COR: Best accuracy: 90.00% [2025-11-21T10:54:35.149943] [INFO ] [CONFIGURE ] COR: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:54:35.150047] [INFO ] [CONFIGURE ] COR: Improvement over baseline: 30.00% [2025-11-21T10:54:35.150094] [INFO ] [CONFIGURE ] COR: Total time: 1.5 minutes [2025-11-21T10:54:35.150136] [INFO ] [CONFIGURE ] COR: Average time per feature: 3.2 seconds [2025-11-21T10:54:35.150173] [INFO ] [CONFIGURE ] COR: Average speed: 0.33 features/sec [2025-11-21T10:54:35.150550] [INFO ] [LOCAL ] Saved configuration for COR: 4 features, 90.00% accuracy -> ./output/feature-sets/COR.json [2025-11-21T10:54:35.150613] [INFO ] [CONFIGURE ] COR: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T10:54:35.150682] [INFO ] [sig ] [360/723] Successfully configured COR | 0.01 sym/s | Total: 8.3h | ETA: 8.4h [2025-11-21T10:54:35.150729] [INFO ] [sig ] [361/723] Configuring COTY... [2025-11-21T10:54:35.150775] [INFO ] [CONFIGURE ] COTY: Configurate test run. [2025-11-21T10:54:35.150814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-11-21T10:54:35.225347] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COTY'. [2025-11-21T10:54:35.225756] [INFO ] [CONFIGURE ] COTY: Testing with 29 available features [2025-11-21T10:54:35.225825] [INFO ] [CONFIGURE ] COTY: Establishing baseline with no features... [2025-11-21T10:54:35.406587] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:35.589587] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:35.775510] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:54:35.958218] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:54:36.142346] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:36.326113] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:54:36.506359] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:54:36.693109] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:54:36.875151] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:37.060008] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:54:37.060176] [INFO ] [CONFIGURE ] COTY: Baseline score (no features): 40.00% [2025-11-21T10:54:37.060238] [INFO ] [CONFIGURE ] COTY: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:54:37.060282] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:54:37.272553] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:37.482796] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:37.697255] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:54:37.923312] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:54:38.147013] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:38.371174] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:54:38.593893] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:38.822414] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:54:39.059074] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:39.278459] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:54:39.278801] [INFO ] [CONFIGURE ] COTY: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T10:54:39.278906] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10631 tests [2025-11-21T10:54:39.278992] [INFO ] [CONFIGURE ] COTY: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:54:39.279067] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:54:39.532445] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:39.789354] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:54:40.048141] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:54:40.297620] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:54:40.553725] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:40.804058] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:54:41.055946] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:41.302680] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:54:41.555019] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:54:41.795987] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:54:41.796152] [INFO ] [CONFIGURE ] COTY: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:54:41.796208] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10630 tests [2025-11-21T10:54:41.796254] [INFO ] [CONFIGURE ] COTY: Testing feature 3/29: add_daily_returns [2025-11-21T10:54:41.796295] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:54:42.029792] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:42.261603] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:42.492003] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:54:42.727013] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:54:42.960078] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:43.193957] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:54:43.431679] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:43.676340] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:54:43.919169] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:44.167758] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:54:44.167958] [INFO ] [CONFIGURE ] COTY: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T10:54:44.168008] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10629 tests [2025-11-21T10:54:44.168048] [INFO ] [CONFIGURE ] COTY: Testing feature 4/29: add_ema [2025-11-21T10:54:44.168085] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T10:54:44.440436] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:44.704305] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:44.981077] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:54:45.243411] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:54:45.527187] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:45.794371] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:54:46.068123] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:46.341387] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:54:46.619398] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:54:46.888663] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:54:46.888845] [INFO ] [CONFIGURE ] COTY: DISCARDED add_ema (score: 50.00%) [2025-11-21T10:54:46.888893] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10628 tests [2025-11-21T10:54:46.888931] [INFO ] [CONFIGURE ] COTY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:54:46.889039] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:54:47.153716] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:47.423782] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:47.700437] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:54:47.972374] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:54:48.237534] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:54:48.510837] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:54:48.784182] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:49.065235] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:54:49.338335] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:49.612017] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:54:49.612201] [INFO ] [CONFIGURE ] COTY: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:54:49.612260] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10627 tests [2025-11-21T10:54:49.612310] [INFO ] [CONFIGURE ] COTY: Testing feature 6/29: add_failed_moves [2025-11-21T10:54:49.612355] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T10:54:49.845376] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:50.081975] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:50.314825] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:54:50.548766] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:54:50.781678] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:51.012730] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:54:51.240994] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:51.476838] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:54:51.727345] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:51.974256] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:54:51.974430] [INFO ] [CONFIGURE ] COTY: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T10:54:51.974480] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10626 tests [2025-11-21T10:54:51.974523] [INFO ] [CONFIGURE ] COTY: Testing feature 7/29: add_lag_shelf [2025-11-21T10:54:51.974561] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T10:54:52.197041] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:52.411997] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:52.626277] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:54:52.845210] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:54:53.065500] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:53.283922] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:54:53.523613] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:54:53.743909] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:54:53.941880] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:54.141015] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:54:54.141321] [INFO ] [CONFIGURE ] COTY: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T10:54:54.141418] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10625 tests [2025-11-21T10:54:54.141503] [INFO ] [CONFIGURE ] COTY: Testing feature 8/29: add_macd [2025-11-21T10:54:54.141582] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T10:54:54.471109] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:54.803402] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:55.152790] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:54:55.504471] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:54:55.825327] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:56.138679] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:54:56.473009] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:56.791723] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:54:57.109556] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:57.406762] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:54:57.406978] [INFO ] [CONFIGURE ] COTY: DISCARDED add_macd (score: 50.00%) [2025-11-21T10:54:57.407039] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10624 tests [2025-11-21T10:54:57.407149] [INFO ] [CONFIGURE ] COTY: Testing feature 9/29: add_mfi [2025-11-21T10:54:57.407195] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T10:54:57.638815] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:54:57.875407] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:54:58.115442] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:54:58.359576] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:54:58.603538] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:54:58.843413] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:54:59.086760] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:54:59.324430] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:54:59.553040] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:54:59.797255] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:54:59.797444] [INFO ] [CONFIGURE ] COTY: DISCARDED add_mfi (score: 50.00%) [2025-11-21T10:54:59.797543] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10623 tests [2025-11-21T10:54:59.797598] [INFO ] [CONFIGURE ] COTY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:54:59.797662] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:55:00.129856] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:00.459297] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:01.514573] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:55:02.036219] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:02.368745] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:02.719242] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:03.064576] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:03.403386] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:03.738717] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:04.068494] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:55:04.068678] [INFO ] [CONFIGURE ] COTY: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T10:55:04.068742] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10622 tests [2025-11-21T10:55:04.068800] [INFO ] [CONFIGURE ] COTY: Testing feature 11/29: add_obv_daily [2025-11-21T10:55:04.068851] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T10:55:04.319765] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:04.567156] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:04.814007] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:05.065917] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:55:05.320086] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:05.584962] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:05.847663] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:55:06.111234] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:06.370014] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:55:06.626745] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:06.626988] [INFO ] [CONFIGURE ] COTY: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T10:55:06.627045] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10621 tests [2025-11-21T10:55:06.627084] [INFO ] [CONFIGURE ] COTY: Testing feature 12/29: add_obv_interval [2025-11-21T10:55:06.627119] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T10:55:06.883989] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:07.126715] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:07.370351] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:07.616806] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:07.871187] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:08.124993] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:08.380498] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:55:08.630681] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:08.870901] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:55:09.117986] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:09.118321] [INFO ] [CONFIGURE ] COTY: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T10:55:09.118421] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10620 tests [2025-11-21T10:55:09.118507] [INFO ] [CONFIGURE ] COTY: Testing feature 13/29: add_opening_strength [2025-11-21T10:55:09.118581] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:55:09.389921] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:09.661540] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:09.935475] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:55:10.217590] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:55:10.494171] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:10.780714] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:11.068334] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:11.345456] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:11.612289] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:11.880270] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:11.880478] [INFO ] [CONFIGURE ] COTY: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:55:11.880540] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10619 tests [2025-11-21T10:55:11.880591] [INFO ] [CONFIGURE ] COTY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:55:11.880636] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T10:55:12.139489] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:12.383061] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:12.639341] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:12.899362] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:13.167216] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:13.423663] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:55:13.677785] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:13.933242] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:14.198002] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:14.457895] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:14.458063] [INFO ] [CONFIGURE ] COTY: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T10:55:14.458121] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10618 tests [2025-11-21T10:55:14.458166] [INFO ] [CONFIGURE ] COTY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:55:14.458209] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T10:55:14.679677] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:14.901582] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:15.128227] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:15.351396] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:15.580956] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:15.820348] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:16.038687] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:16.253997] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:16.478530] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:16.703345] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:16.703532] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:55:16.703582] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10617 tests [2025-11-21T10:55:16.703620] [INFO ] [CONFIGURE ] COTY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:55:16.703676] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T10:55:16.955576] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:17.218682] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:17.467699] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:17.733707] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:17.989443] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:18.241150] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:18.498672] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:18.743861] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:19.001940] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:19.251490] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:19.251679] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:55:19.251755] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10616 tests [2025-11-21T10:55:19.251807] [INFO ] [CONFIGURE ] COTY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:55:19.251889] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T10:55:19.494932] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:19.755458] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:20.014026] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:55:20.278527] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:20.574348] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:20.913715] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:21.200637] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:55:21.462832] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:21.701182] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:21.928085] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:55:21.928344] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:55:21.928407] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10615 tests [2025-11-21T10:55:21.928455] [INFO ] [CONFIGURE ] COTY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:55:21.928498] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T10:55:22.157901] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:22.382462] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:22.609235] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:22.830340] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:23.037061] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:23.240961] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:23.442383] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:23.656121] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:23.870753] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:24.080465] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:55:24.080638] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T10:55:24.080714] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10614 tests [2025-11-21T10:55:24.080779] [INFO ] [CONFIGURE ] COTY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:55:24.080828] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T10:55:24.287426] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:24.494450] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:55:24.720382] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:24.934355] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:25.139284] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:25.345005] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:25.553156] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:25.760099] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:25.964997] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:26.168839] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:26.169117] [INFO ] [CONFIGURE ] COTY: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T10:55:26.169221] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10613 tests [2025-11-21T10:55:26.169306] [INFO ] [CONFIGURE ] COTY: Testing feature 20/29: add_price_rejection [2025-11-21T10:55:26.169379] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T10:55:26.382585] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:26.596327] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:26.811872] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:27.031978] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:27.252179] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:55:27.469774] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:55:27.703194] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:27.924672] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:28.146873] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:28.392698] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:28.392885] [INFO ] [CONFIGURE ] COTY: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T10:55:28.393065] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10612 tests [2025-11-21T10:55:28.393161] [INFO ] [CONFIGURE ] COTY: Testing feature 21/29: add_range_position [2025-11-21T10:55:28.393235] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T10:55:28.655879] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:28.919441] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:55:29.188482] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:29.457624] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:29.738786] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:30.019220] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:55:30.300272] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:30.587629] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:30.869483] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:31.138501] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:31.138726] [INFO ] [CONFIGURE ] COTY: DISCARDED add_range_position (score: 40.00%) [2025-11-21T10:55:31.138784] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10611 tests [2025-11-21T10:55:31.138830] [INFO ] [CONFIGURE ] COTY: Testing feature 22/29: add_realized_volatility [2025-11-21T10:55:31.138872] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T10:55:31.496707] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:31.847469] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:32.204692] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:32.555045] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:32.909968] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:55:33.258148] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:33.609971] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:33.979447] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:34.351032] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:34.722927] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:34.723147] [INFO ] [CONFIGURE ] COTY: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T10:55:34.723212] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10610 tests [2025-11-21T10:55:34.723265] [INFO ] [CONFIGURE ] COTY: Testing feature 23/29: add_recent_range_context [2025-11-21T10:55:34.723333] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T10:55:34.981106] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:35.223809] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:35.446821] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:35.669208] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:35.889284] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:36.112394] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:36.341865] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:36.579967] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:36.802140] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:37.028906] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:37.029073] [INFO ] [CONFIGURE ] COTY: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T10:55:37.029120] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10609 tests [2025-11-21T10:55:37.029157] [INFO ] [CONFIGURE ] COTY: Testing feature 24/29: add_rsi [2025-11-21T10:55:37.029192] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T10:55:37.303457] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:37.593679] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:37.866863] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:38.172704] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:38.453362] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:38.724002] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:38.985188] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:39.250047] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:39.518870] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:55:39.788114] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:39.788335] [INFO ] [CONFIGURE ] COTY: DISCARDED add_rsi (score: 30.00%) [2025-11-21T10:55:39.788395] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10608 tests [2025-11-21T10:55:39.788441] [INFO ] [CONFIGURE ] COTY: Testing feature 25/29: add_tick_distribution [2025-11-21T10:55:39.788485] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T10:55:39.997273] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:40.200263] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:40.404150] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:40.608282] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:40.816628] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:41.021466] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:55:41.250671] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:41.474335] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:41.702524] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:41.918336] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:41.918497] [INFO ] [CONFIGURE ] COTY: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:55:41.918545] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10607 tests [2025-11-21T10:55:41.918584] [INFO ] [CONFIGURE ] COTY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:55:41.918619] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T10:55:42.156961] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:55:42.394515] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T10:55:42.623378] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:42.838629] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:43.060727] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:43.285425] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:55:43.506001] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:55:43.728680] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:43.961690] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:44.200591] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:55:44.200803] [INFO ] [CONFIGURE ] COTY: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T10:55:44.200867] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10606 tests [2025-11-21T10:55:44.200913] [INFO ] [CONFIGURE ] COTY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:55:44.200990] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T10:55:44.439693] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:44.677575] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:44.900543] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:45.121099] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:45.352009] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:45.579954] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:55:45.816072] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:46.045031] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:46.277447] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:46.526284] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:46.526470] [INFO ] [CONFIGURE ] COTY: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:55:46.526528] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10605 tests [2025-11-21T10:55:46.526575] [INFO ] [CONFIGURE ] COTY: Testing feature 28/29: add_volume_profile [2025-11-21T10:55:46.526612] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T10:55:46.754831] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:46.974001] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:47.210968] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:47.430964] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:47.649904] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:47.873065] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:48.095398] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:55:48.375773] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:48.638139] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:48.882801] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:48.883019] [INFO ] [CONFIGURE ] COTY: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T10:55:48.883083] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10604 tests [2025-11-21T10:55:48.883133] [INFO ] [CONFIGURE ] COTY: Testing feature 29/29: add_vwap [2025-11-21T10:55:48.883180] [INFO ] [CONFIGURE ] COTY: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T10:55:49.127202] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:55:49.380254] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T10:55:49.637411] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:55:49.886527] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:55:50.142417] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:50.362831] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:50.589757] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:50.813452] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:51.032791] [DEBUG] [FORECASTER] COTY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:55:51.253037] [DEBUG] [FORECASTER] COTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:51.253216] [INFO ] [CONFIGURE ] COTY: DISCARDED add_vwap (score: 40.00%) [2025-11-21T10:55:51.253274] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10603 tests [2025-11-21T10:55:51.253330] [INFO ] [CONFIGURE ] COTY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:55:51.253371] [INFO ] [CONFIGURE ] COTY: Best accuracy: 60.00% [2025-11-21T10:55:51.253415] [INFO ] [CONFIGURE ] COTY: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T10:55:51.253510] [INFO ] [CONFIGURE ] COTY: Improvement over baseline: 20.00% [2025-11-21T10:55:51.253555] [INFO ] [CONFIGURE ] COTY: Total time: 1.2 minutes [2025-11-21T10:55:51.253594] [INFO ] [CONFIGURE ] COTY: Average time per feature: 2.6 seconds [2025-11-21T10:55:51.253632] [INFO ] [CONFIGURE ] COTY: Average speed: 0.39 features/sec [2025-11-21T10:55:51.254163] [INFO ] [LOCAL ] Saved configuration for COTY: 1 features, 60.00% accuracy -> ./output/feature-sets/COTY.json [2025-11-21T10:55:51.254221] [INFO ] [CONFIGURE ] COTY: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T10:55:51.254270] [INFO ] [sig ] [361/723] Successfully configured COTY | 0.01 sym/s | Total: 8.4h | ETA: 8.4h [2025-11-21T10:55:51.254316] [INFO ] [sig ] [362/723] Configuring COUR... [2025-11-21T10:55:51.254356] [INFO ] [CONFIGURE ] COUR: Configurate test run. [2025-11-21T10:55:51.254405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'. [2025-11-21T10:55:51.359813] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COUR'. [2025-11-21T10:55:51.360233] [INFO ] [CONFIGURE ] COUR: Testing with 29 available features [2025-11-21T10:55:51.360298] [INFO ] [CONFIGURE ] COUR: Establishing baseline with no features... [2025-11-21T10:55:51.551023] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:55:51.749982] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:55:51.936148] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:55:52.113851] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:52.291181] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:52.470981] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:52.651061] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:52.833403] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:53.023341] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:55:53.201050] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:53.201207] [INFO ] [CONFIGURE ] COUR: Baseline score (no features): 30.00% [2025-11-21T10:55:53.201256] [INFO ] [CONFIGURE ] COUR: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:55:53.201294] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:55:53.445963] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:55:53.693080] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:55:53.953465] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:55:54.193243] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:55:54.416681] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:54.631753] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:54.846047] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:55:55.051496] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:55:55.262991] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:55:55.490105] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:55.490463] [INFO ] [CONFIGURE ] COUR: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T10:55:55.490562] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10602 tests [2025-11-21T10:55:55.490665] [INFO ] [CONFIGURE ] COUR: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:55:55.490745] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T10:55:55.731013] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:55:55.971963] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:55:56.211261] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:55:56.453800] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:55:56.699889] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:55:56.961571] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:57.233774] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:55:57.494997] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:55:57.756581] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:55:58.026629] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:55:58.026819] [INFO ] [CONFIGURE ] COUR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:55:58.026877] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10601 tests [2025-11-21T10:55:58.026947] [INFO ] [CONFIGURE ] COUR: Testing feature 3/29: add_daily_returns [2025-11-21T10:55:58.027001] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T10:55:58.262127] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:55:58.498778] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:55:58.734896] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:55:58.955395] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:55:59.172495] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:55:59.388387] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:55:59.607936] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:55:59.829908] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:00.048636] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:00.265103] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:00.265262] [INFO ] [CONFIGURE ] COUR: KEPT add_daily_returns (score: 60.00%) [2025-11-21T10:56:00.265309] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10600 tests [2025-11-21T10:56:00.265347] [INFO ] [CONFIGURE ] COUR: Testing feature 4/29: add_ema [2025-11-21T10:56:00.265383] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T10:56:00.526981] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:00.794687] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:01.825403] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:02.102694] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:02.387105] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:02.673620] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:02.969227] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:03.252546] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:03.534466] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:03.820253] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:03.820470] [INFO ] [CONFIGURE ] COUR: DISCARDED add_ema (score: 60.00%) [2025-11-21T10:56:03.820529] [INFO ] [CONFIGURE ] JOB ETA: 8.4h | Avg: 2.8s/test | Remaining: 10599 tests [2025-11-21T10:56:03.820575] [INFO ] [CONFIGURE ] COUR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:56:03.820735] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:56:04.106428] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:04.387267] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:56:04.666957] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:04.955861] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:05.243557] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:05.532899] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:05.824588] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:06.113322] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:06.409536] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:06.695138] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:06.695316] [INFO ] [CONFIGURE ] COUR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T10:56:06.695374] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10598 tests [2025-11-21T10:56:06.695421] [INFO ] [CONFIGURE ] COUR: Testing feature 6/29: add_failed_moves [2025-11-21T10:56:06.695465] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T10:56:06.940695] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:07.197328] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:07.444271] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:07.706470] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:07.953359] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:08.187329] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:08.463060] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:08.774489] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:09.095226] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:09.348823] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:09.349023] [INFO ] [CONFIGURE ] COUR: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T10:56:09.349088] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10597 tests [2025-11-21T10:56:09.349138] [INFO ] [CONFIGURE ] COUR: Testing feature 7/29: add_lag_shelf [2025-11-21T10:56:09.349183] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T10:56:09.610809] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:09.849019] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:10.089688] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:10.324568] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:10.543928] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:56:10.771927] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:10.990356] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:11.208537] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:11.425548] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:11.652164] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:11.652341] [INFO ] [CONFIGURE ] COUR: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T10:56:11.652391] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10596 tests [2025-11-21T10:56:11.652431] [INFO ] [CONFIGURE ] COUR: Testing feature 8/29: add_macd [2025-11-21T10:56:11.652475] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T10:56:11.977442] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:12.304241] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:12.634084] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:12.963584] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:13.290939] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:13.601398] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:13.916593] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:14.236235] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:14.552761] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:14.869468] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:14.869710] [INFO ] [CONFIGURE ] COUR: DISCARDED add_macd (score: 40.00%) [2025-11-21T10:56:14.869772] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10595 tests [2025-11-21T10:56:14.869816] [INFO ] [CONFIGURE ] COUR: Testing feature 9/29: add_mfi [2025-11-21T10:56:14.869860] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T10:56:15.119722] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:15.372420] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:15.611505] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:15.858537] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:16.112990] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:56:16.351499] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:16.592866] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:56:16.834506] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:17.073565] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:17.315865] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:17.316068] [INFO ] [CONFIGURE ] COUR: DISCARDED add_mfi (score: 40.00%) [2025-11-21T10:56:17.316190] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10594 tests [2025-11-21T10:56:17.316243] [INFO ] [CONFIGURE ] COUR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:56:17.316285] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:56:17.666410] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:18.009864] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:18.353065] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:18.679543] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:19.001023] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:56:19.318523] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:19.637461] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:19.960253] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:20.282282] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:56:20.604444] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:20.604611] [INFO ] [CONFIGURE ] COUR: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:56:20.604689] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10593 tests [2025-11-21T10:56:20.604738] [INFO ] [CONFIGURE ] COUR: Testing feature 11/29: add_obv_daily [2025-11-21T10:56:20.604782] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T10:56:20.845869] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:56:21.092225] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:21.333708] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:21.579776] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:21.822323] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:22.064607] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:22.306416] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:22.548313] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:22.791345] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:23.039096] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:23.039320] [INFO ] [CONFIGURE ] COUR: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:56:23.039372] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10592 tests [2025-11-21T10:56:23.039414] [INFO ] [CONFIGURE ] COUR: Testing feature 12/29: add_obv_interval [2025-11-21T10:56:23.039451] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T10:56:23.263321] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:23.495669] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:56:23.721151] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:23.942946] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:24.171199] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:24.398427] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:24.631531] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:24.856055] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:25.084374] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:25.331409] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:25.331579] [INFO ] [CONFIGURE ] COUR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T10:56:25.331627] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10591 tests [2025-11-21T10:56:25.331686] [INFO ] [CONFIGURE ] COUR: Testing feature 13/29: add_opening_strength [2025-11-21T10:56:25.331750] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:56:25.589081] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:25.851489] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:26.097809] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:26.336288] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:26.571611] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:26.808275] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:27.048812] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:27.292828] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:56:27.532429] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:27.775562] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:27.775749] [INFO ] [CONFIGURE ] COUR: KEPT add_opening_strength (score: 70.00%) [2025-11-21T10:56:27.775827] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10590 tests [2025-11-21T10:56:27.775877] [INFO ] [CONFIGURE ] COUR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:56:27.775923] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T10:56:28.040989] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:28.313926] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:56:28.582577] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:28.861884] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:29.129081] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:29.393233] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:29.662673] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:29.928427] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:30.196211] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:30.463982] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:56:30.464147] [INFO ] [CONFIGURE ] COUR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T10:56:30.464202] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10589 tests [2025-11-21T10:56:30.464249] [INFO ] [CONFIGURE ] COUR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:56:30.464285] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T10:56:30.716393] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:30.976144] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:31.234553] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:31.486788] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:31.746486] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:56:32.001733] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:32.256078] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:56:32.509896] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:32.767279] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:33.029088] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:33.029276] [INFO ] [CONFIGURE ] COUR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T10:56:33.029332] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10588 tests [2025-11-21T10:56:33.029378] [INFO ] [CONFIGURE ] COUR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:56:33.029423] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T10:56:33.304401] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:33.575827] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:33.853257] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:34.129901] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:34.404715] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:34.678382] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:34.960687] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:56:35.242014] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:56:35.526546] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:35.814196] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:35.814363] [INFO ] [CONFIGURE ] COUR: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T10:56:35.814418] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10587 tests [2025-11-21T10:56:35.814463] [INFO ] [CONFIGURE ] COUR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:56:35.814504] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T10:56:36.107449] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:36.396836] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:36.678131] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:36.955312] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:37.236789] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:37.523764] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:37.807254] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:38.093180] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:56:38.384600] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:38.673461] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:38.673667] [INFO ] [CONFIGURE ] COUR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T10:56:38.673725] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10586 tests [2025-11-21T10:56:38.673767] [INFO ] [CONFIGURE ] COUR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:56:38.673810] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T10:56:38.957132] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:39.234256] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:39.508508] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:39.786373] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:40.068352] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:40.344558] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:40.631569] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:40.912140] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:41.197714] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:41.486369] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:41.486549] [INFO ] [CONFIGURE ] COUR: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T10:56:41.486604] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10585 tests [2025-11-21T10:56:41.486670] [INFO ] [CONFIGURE ] COUR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:56:41.486716] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T10:56:41.767625] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:42.036121] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:42.303663] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:42.574900] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:42.844322] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:43.113637] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:43.388033] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:43.674804] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:43.960670] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:44.249615] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:44.249808] [INFO ] [CONFIGURE ] COUR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T10:56:44.249867] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10584 tests [2025-11-21T10:56:44.249915] [INFO ] [CONFIGURE ] COUR: Testing feature 20/29: add_price_rejection [2025-11-21T10:56:44.249959] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T10:56:44.571181] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:44.889913] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:45.199347] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:45.497432] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:45.797748] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:56:46.074476] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:46.348125] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:46.622495] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:46.894926] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:47.173247] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:47.173424] [INFO ] [CONFIGURE ] COUR: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:56:47.173478] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10583 tests [2025-11-21T10:56:47.173524] [INFO ] [CONFIGURE ] COUR: Testing feature 21/29: add_range_position [2025-11-21T10:56:47.173566] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T10:56:47.466071] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:47.758832] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:48.051163] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:48.340134] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:56:48.632449] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:48.924990] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:49.216248] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:49.508461] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:49.799099] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:50.094059] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:50.094230] [INFO ] [CONFIGURE ] COUR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T10:56:50.094285] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10582 tests [2025-11-21T10:56:50.094332] [INFO ] [CONFIGURE ] COUR: Testing feature 22/29: add_realized_volatility [2025-11-21T10:56:50.094374] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T10:56:50.474986] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:50.845867] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:51.216263] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:56:51.611178] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:51.989915] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:56:52.363404] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:52.731738] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:53.111492] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:56:53.495481] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:53.876587] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:53.876772] [INFO ] [CONFIGURE ] COUR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T10:56:53.876843] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10581 tests [2025-11-21T10:56:53.876892] [INFO ] [CONFIGURE ] COUR: Testing feature 23/29: add_recent_range_context [2025-11-21T10:56:53.876948] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T10:56:54.169511] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:54.457454] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:56:54.754756] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:55.038395] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:55.325963] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:56:55.623357] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:55.912713] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:56:56.228864] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:56:56.519709] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:56:56.800868] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:56:56.801035] [INFO ] [CONFIGURE ] COUR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:56:56.801091] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10580 tests [2025-11-21T10:56:56.801138] [INFO ] [CONFIGURE ] COUR: Testing feature 24/29: add_rsi [2025-11-21T10:56:56.801214] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T10:56:57.126057] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:56:57.464524] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:56:57.795182] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:56:58.137302] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:56:58.470018] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:56:58.813183] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:56:59.152373] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:56:59.486977] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:56:59.851335] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:57:00.196965] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:57:00.197162] [INFO ] [CONFIGURE ] COUR: DISCARDED add_rsi (score: 30.00%) [2025-11-21T10:57:00.197220] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10579 tests [2025-11-21T10:57:00.197265] [INFO ] [CONFIGURE ] COUR: Testing feature 25/29: add_tick_distribution [2025-11-21T10:57:00.197309] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T10:57:00.492670] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:57:00.799266] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:01.929516] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:57:02.328039] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:57:02.587703] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:57:02.850430] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:03.136946] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:57:03.404080] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:03.694316] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:57:03.982027] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:57:03.982234] [INFO ] [CONFIGURE ] COUR: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T10:57:03.982323] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10578 tests [2025-11-21T10:57:03.982372] [INFO ] [CONFIGURE ] COUR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:57:03.982418] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T10:57:04.249230] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:04.507867] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:04.770267] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:57:05.030388] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:05.292521] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:57:05.559478] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:05.822555] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:57:06.081108] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:06.352941] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:57:06.609981] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:57:06.610160] [INFO ] [CONFIGURE ] COUR: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T10:57:06.610215] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10577 tests [2025-11-21T10:57:06.610260] [INFO ] [CONFIGURE ] COUR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:57:06.610329] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T10:57:06.891372] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:07.179037] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:07.464068] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:57:07.749416] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:57:08.036744] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:57:08.324994] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:08.629309] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:57:08.912189] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:09.205254] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:57:09.498218] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:57:09.498396] [INFO ] [CONFIGURE ] COUR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T10:57:09.498455] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10576 tests [2025-11-21T10:57:09.498561] [INFO ] [CONFIGURE ] COUR: Testing feature 28/29: add_volume_profile [2025-11-21T10:57:09.498614] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T10:57:09.772866] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:57:10.043260] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:10.317549] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:57:10.586526] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:10.856764] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:57:11.126730] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:11.405289] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:57:11.682526] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:11.967633] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:57:12.240224] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:57:12.240414] [INFO ] [CONFIGURE ] COUR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T10:57:12.240496] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10575 tests [2025-11-21T10:57:12.240547] [INFO ] [CONFIGURE ] COUR: Testing feature 29/29: add_vwap [2025-11-21T10:57:12.240590] [INFO ] [CONFIGURE ] COUR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T10:57:12.514312] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:12.793042] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:13.073715] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:57:13.352600] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:13.635589] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:57:13.914370] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:14.193686] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:57:14.469810] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:14.746438] [DEBUG] [FORECASTER] COUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:57:15.030484] [DEBUG] [FORECASTER] COUR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:57:15.030679] [INFO ] [CONFIGURE ] COUR: DISCARDED add_vwap (score: 40.00%) [2025-11-21T10:57:15.030740] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10574 tests [2025-11-21T10:57:15.030790] [INFO ] [CONFIGURE ] COUR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:57:15.030866] [INFO ] [CONFIGURE ] COUR: Best accuracy: 70.00% [2025-11-21T10:57:15.030913] [INFO ] [CONFIGURE ] COUR: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T10:57:15.030977] [INFO ] [CONFIGURE ] COUR: Improvement over baseline: 40.00% [2025-11-21T10:57:15.031019] [INFO ] [CONFIGURE ] COUR: Total time: 1.4 minutes [2025-11-21T10:57:15.031057] [INFO ] [CONFIGURE ] COUR: Average time per feature: 2.8 seconds [2025-11-21T10:57:15.031095] [INFO ] [CONFIGURE ] COUR: Average speed: 0.35 features/sec [2025-11-21T10:57:15.031693] [INFO ] [LOCAL ] Saved configuration for COUR: 3 features, 70.00% accuracy -> ./output/feature-sets/COUR.json [2025-11-21T10:57:15.031754] [INFO ] [CONFIGURE ] COUR: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T10:57:15.031803] [INFO ] [sig ] [362/723] Successfully configured COUR | 0.01 sym/s | Total: 8.4h | ETA: 8.4h [2025-11-21T10:57:15.031847] [INFO ] [sig ] [363/723] Configuring CP... [2025-11-21T10:57:15.031886] [INFO ] [CONFIGURE ] CP: Configurate test run. [2025-11-21T10:57:15.031924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-11-21T10:57:15.139869] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CP'. [2025-11-21T10:57:15.140261] [INFO ] [CONFIGURE ] CP: Testing with 29 available features [2025-11-21T10:57:15.140328] [INFO ] [CONFIGURE ] CP: Establishing baseline with no features... [2025-11-21T10:57:15.314265] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:15.483137] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:15.652627] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:15.822792] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:57:15.995809] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:16.163690] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:16.341735] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:16.513628] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:16.684521] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:16.854385] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:16.854531] [INFO ] [CONFIGURE ] CP: Baseline score (no features): 40.00% [2025-11-21T10:57:16.854577] [INFO ] [CONFIGURE ] CP: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:57:16.854614] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:57:17.061819] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:57:17.260697] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:17.460223] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:17.659503] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:17.860590] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:18.065359] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:18.290756] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:18.509008] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:18.728238] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:57:18.949179] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:18.949465] [INFO ] [CONFIGURE ] CP: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:57:18.949566] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10573 tests [2025-11-21T10:57:18.949692] [INFO ] [CONFIGURE ] CP: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:57:18.949774] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:57:19.186372] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:19.415105] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:19.638545] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:19.871480] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:20.105997] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:20.337021] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:57:20.572542] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:20.805047] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:21.034731] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:57:21.277832] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:57:21.278008] [INFO ] [CONFIGURE ] CP: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:57:21.278056] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10572 tests [2025-11-21T10:57:21.278092] [INFO ] [CONFIGURE ] CP: Testing feature 3/29: add_daily_returns [2025-11-21T10:57:21.278126] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns'] [2025-11-21T10:57:21.476760] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:21.677097] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:21.880968] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:22.077536] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:22.279130] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:22.480445] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:22.677281] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:22.880237] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:23.081602] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:23.283313] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:23.283479] [INFO ] [CONFIGURE ] CP: KEPT add_daily_returns (score: 50.00%) [2025-11-21T10:57:23.283528] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10571 tests [2025-11-21T10:57:23.283567] [INFO ] [CONFIGURE ] CP: Testing feature 4/29: add_ema [2025-11-21T10:57:23.283603] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T10:57:23.540071] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:23.777063] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:24.029269] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:24.282003] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:24.530284] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:24.775590] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:25.021482] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:57:25.268487] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:25.517130] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:25.767502] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:25.767704] [INFO ] [CONFIGURE ] CP: KEPT add_ema (score: 60.00%) [2025-11-21T10:57:25.767780] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10570 tests [2025-11-21T10:57:25.767831] [INFO ] [CONFIGURE ] CP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:57:25.767883] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:57:26.051543] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:57:26.348883] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:26.633938] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:26.931257] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:27.222331] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:27.524261] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:27.821934] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:28.125223] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:28.416425] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:57:28.713950] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:57:28.714146] [INFO ] [CONFIGURE ] CP: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T10:57:28.714207] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10569 tests [2025-11-21T10:57:28.714254] [INFO ] [CONFIGURE ] CP: Testing feature 6/29: add_failed_moves [2025-11-21T10:57:28.714296] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T10:57:28.967991] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:29.235521] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:29.487269] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:29.741082] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:29.995802] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:30.249144] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:30.504011] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:57:30.759869] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:31.016840] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:31.274913] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:31.275110] [INFO ] [CONFIGURE ] CP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T10:57:31.275164] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10568 tests [2025-11-21T10:57:31.275210] [INFO ] [CONFIGURE ] CP: Testing feature 7/29: add_lag_shelf [2025-11-21T10:57:31.275254] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T10:57:31.525556] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:31.754882] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:31.978256] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:32.202619] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:32.424788] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:32.668779] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:32.912036] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:57:33.152874] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:33.405382] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:33.650305] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:33.650476] [INFO ] [CONFIGURE ] CP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T10:57:33.650524] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10567 tests [2025-11-21T10:57:33.650562] [INFO ] [CONFIGURE ] CP: Testing feature 8/29: add_macd [2025-11-21T10:57:33.650596] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T10:57:33.979127] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:57:34.310841] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:34.634348] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:34.953143] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:35.264812] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:35.579640] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:35.922818] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:57:36.265386] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:36.606168] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:36.968890] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:57:36.969132] [INFO ] [CONFIGURE ] CP: DISCARDED add_macd (score: 20.00%) [2025-11-21T10:57:36.969265] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10566 tests [2025-11-21T10:57:36.969322] [INFO ] [CONFIGURE ] CP: Testing feature 9/29: add_mfi [2025-11-21T10:57:36.969367] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T10:57:37.217555] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:37.463178] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:37.707830] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:37.954247] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:38.205127] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:38.468281] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:38.715518] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:38.968626] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:39.230623] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:39.489946] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:39.490207] [INFO ] [CONFIGURE ] CP: KEPT add_mfi (score: 70.00%) [2025-11-21T10:57:39.490272] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10565 tests [2025-11-21T10:57:39.490401] [INFO ] [CONFIGURE ] CP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:57:39.490453] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:57:39.855004] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:57:40.219733] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:40.587673] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:40.948567] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:41.323441] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:41.691760] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:42.054382] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:57:42.422064] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:42.789203] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:43.161938] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:57:43.162151] [INFO ] [CONFIGURE ] CP: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T10:57:43.162213] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10564 tests [2025-11-21T10:57:43.162273] [INFO ] [CONFIGURE ] CP: Testing feature 11/29: add_obv_daily [2025-11-21T10:57:43.162338] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_obv_daily'] [2025-11-21T10:57:43.452728] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:43.756468] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:44.083488] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:57:44.377900] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:57:44.670964] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:44.960713] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:45.262781] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:57:45.560569] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:45.870141] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:46.164193] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:57:46.164428] [INFO ] [CONFIGURE ] CP: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T10:57:46.164497] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10563 tests [2025-11-21T10:57:46.164549] [INFO ] [CONFIGURE ] CP: Testing feature 12/29: add_obv_interval [2025-11-21T10:57:46.164601] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_obv_interval'] [2025-11-21T10:57:46.463904] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:46.744380] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:47.040442] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:47.325456] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:47.612809] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:47.876302] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:48.148403] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:48.444065] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:48.766061] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:49.107022] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:57:49.107236] [INFO ] [CONFIGURE ] CP: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T10:57:49.107295] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10562 tests [2025-11-21T10:57:49.107345] [INFO ] [CONFIGURE ] CP: Testing feature 13/29: add_opening_strength [2025-11-21T10:57:49.107445] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_opening_strength'] [2025-11-21T10:57:49.390556] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:49.655361] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:49.920007] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:50.182158] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:50.441263] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:50.702586] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:50.965679] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:51.226822] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:51.498026] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:51.783548] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:51.783723] [INFO ] [CONFIGURE ] CP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T10:57:51.783795] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10561 tests [2025-11-21T10:57:51.784059] [INFO ] [CONFIGURE ] CP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:57:51.784103] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T10:57:52.057199] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:52.321155] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:52.590521] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:52.864833] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:53.133945] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:53.395379] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:53.658033] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:53.917108] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:54.187600] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:54.451436] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:57:54.451627] [INFO ] [CONFIGURE ] CP: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T10:57:54.451707] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10560 tests [2025-11-21T10:57:54.451757] [INFO ] [CONFIGURE ] CP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:57:54.451869] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T10:57:54.716942] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:54.975138] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:57:55.238169] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:57:55.501136] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:57:55.753544] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:56.007336] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:56.268296] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:56.536238] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:57:56.796535] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:57.066863] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:57:57.067068] [INFO ] [CONFIGURE ] CP: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T10:57:57.067149] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10559 tests [2025-11-21T10:57:57.067198] [INFO ] [CONFIGURE ] CP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:57:57.067242] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T10:57:57.343573] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:57:57.619906] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:57:57.906784] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T10:57:58.179608] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:57:58.466388] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:57:58.742524] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:57:59.013069] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:57:59.284082] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:57:59.554094] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:57:59.834854] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:57:59.835018] [INFO ] [CONFIGURE ] CP: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T10:57:59.835074] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10558 tests [2025-11-21T10:57:59.835120] [INFO ] [CONFIGURE ] CP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:57:59.835162] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T10:58:00.090510] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:01.079237] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:01.585897] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:01.872164] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:02.143715] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:02.411153] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:02.680067] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:58:02.957082] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:58:03.235449] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:03.502879] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:58:03.503059] [INFO ] [CONFIGURE ] CP: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T10:58:03.503117] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10557 tests [2025-11-21T10:58:03.503163] [INFO ] [CONFIGURE ] CP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:58:03.503206] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T10:58:03.758402] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:04.025251] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:04.279864] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:04.525264] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:04.772991] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:05.031148] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:05.279080] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:05.541665] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:05.825769] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:06.076307] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:58:06.076526] [INFO ] [CONFIGURE ] CP: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T10:58:06.076588] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10556 tests [2025-11-21T10:58:06.076638] [INFO ] [CONFIGURE ] CP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:58:06.076709] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T10:58:06.323052] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:06.565792] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:06.818893] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:07.073035] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:07.317083] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:07.568557] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:07.816249] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:08.068908] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:08.324073] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:08.585701] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:58:08.585881] [INFO ] [CONFIGURE ] CP: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T10:58:08.585938] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10555 tests [2025-11-21T10:58:08.585988] [INFO ] [CONFIGURE ] CP: Testing feature 20/29: add_price_rejection [2025-11-21T10:58:08.586033] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_price_rejection'] [2025-11-21T10:58:08.867914] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:58:09.143581] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:58:09.430128] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:09.702423] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:09.979798] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:10.259602] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:10.534216] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:10.803039] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:11.075983] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:11.345376] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:58:11.345551] [INFO ] [CONFIGURE ] CP: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T10:58:11.345610] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10554 tests [2025-11-21T10:58:11.345680] [INFO ] [CONFIGURE ] CP: Testing feature 21/29: add_range_position [2025-11-21T10:58:11.345730] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_range_position'] [2025-11-21T10:58:11.640585] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:11.922361] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:58:12.202220] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:12.480042] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:12.767923] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:13.049047] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:13.331217] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:58:13.615062] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:13.896173] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:14.180739] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:58:14.180922] [INFO ] [CONFIGURE ] CP: DISCARDED add_range_position (score: 40.00%) [2025-11-21T10:58:14.180979] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10553 tests [2025-11-21T10:58:14.181027] [INFO ] [CONFIGURE ] CP: Testing feature 22/29: add_realized_volatility [2025-11-21T10:58:14.181070] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_realized_volatility'] [2025-11-21T10:58:14.536036] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:14.908262] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:15.270879] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:15.630444] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:15.994329] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:16.356528] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:16.719167] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:17.103182] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:58:17.469016] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:17.834270] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:58:17.834467] [INFO ] [CONFIGURE ] CP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T10:58:17.834525] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10552 tests [2025-11-21T10:58:17.834571] [INFO ] [CONFIGURE ] CP: Testing feature 23/29: add_recent_range_context [2025-11-21T10:58:17.834613] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_recent_range_context'] [2025-11-21T10:58:18.088245] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:18.359558] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:58:18.630218] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:18.896765] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:19.166311] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:19.433454] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:19.691923] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:19.960518] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:58:20.225534] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:20.489240] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:58:20.489437] [INFO ] [CONFIGURE ] CP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T10:58:20.489496] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10551 tests [2025-11-21T10:58:20.489543] [INFO ] [CONFIGURE ] CP: Testing feature 24/29: add_rsi [2025-11-21T10:58:20.489585] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_rsi'] [2025-11-21T10:58:20.753130] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:21.017532] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:58:21.294737] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:21.557297] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:21.823286] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:22.090567] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:22.341567] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:22.596361] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:58:22.851229] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:58:23.105148] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:58:23.105319] [INFO ] [CONFIGURE ] CP: DISCARDED add_rsi (score: 50.00%) [2025-11-21T10:58:23.105377] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10550 tests [2025-11-21T10:58:23.105428] [INFO ] [CONFIGURE ] CP: Testing feature 25/29: add_tick_distribution [2025-11-21T10:58:23.105474] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_tick_distribution'] [2025-11-21T10:58:23.361043] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:23.615266] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:23.887900] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:24.151286] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:24.410852] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:24.666087] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:24.921987] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:25.181435] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:58:25.437182] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:25.695406] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:58:25.695577] [INFO ] [CONFIGURE ] CP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T10:58:25.695634] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10549 tests [2025-11-21T10:58:25.695701] [INFO ] [CONFIGURE ] CP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:58:25.695743] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T10:58:25.937956] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:58:26.179342] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:26.429495] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:26.675811] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:26.947396] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:27.214808] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:27.482419] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:58:27.755755] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:58:28.031534] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:28.277091] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:58:28.277281] [INFO ] [CONFIGURE ] CP: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T10:58:28.277338] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10548 tests [2025-11-21T10:58:28.277383] [INFO ] [CONFIGURE ] CP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:58:28.277424] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T10:58:28.551275] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:28.821055] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:29.094244] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:29.379064] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:29.663841] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:29.959056] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:30.252605] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T10:58:30.546400] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:30.829239] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:31.122210] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:58:31.122701] [INFO ] [CONFIGURE ] CP: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:58:31.122817] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10547 tests [2025-11-21T10:58:31.122870] [INFO ] [CONFIGURE ] CP: Testing feature 28/29: add_volume_profile [2025-11-21T10:58:31.122916] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_volume_profile'] [2025-11-21T10:58:31.384354] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:58:31.649143] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:58:31.912371] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:32.179117] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:58:32.443196] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:32.707326] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:32.967543] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:33.224588] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:33.484956] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T10:58:33.740081] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:58:33.740253] [INFO ] [CONFIGURE ] CP: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T10:58:33.740312] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10546 tests [2025-11-21T10:58:33.740364] [INFO ] [CONFIGURE ] CP: Testing feature 29/29: add_vwap [2025-11-21T10:58:33.740407] [INFO ] [CONFIGURE ] CP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi', 'add_vwap'] [2025-11-21T10:58:33.997980] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T10:58:34.275509] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:58:34.543060] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T10:58:34.816331] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:35.101261] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:35.372410] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:35.641745] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T10:58:35.927098] [DEBUG] [FORECASTER] CP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:58:36.209079] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T10:58:36.500944] [DEBUG] [FORECASTER] CP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:58:36.501155] [INFO ] [CONFIGURE ] CP: DISCARDED add_vwap (score: 50.00%) [2025-11-21T10:58:36.501216] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10545 tests [2025-11-21T10:58:36.501265] [INFO ] [CONFIGURE ] CP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:58:36.501305] [INFO ] [CONFIGURE ] CP: Best accuracy: 70.00% [2025-11-21T10:58:36.501348] [INFO ] [CONFIGURE ] CP: Best feature set (3 features): ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T10:58:36.501387] [INFO ] [CONFIGURE ] CP: Improvement over baseline: 30.00% [2025-11-21T10:58:36.501424] [INFO ] [CONFIGURE ] CP: Total time: 1.3 minutes [2025-11-21T10:58:36.501462] [INFO ] [CONFIGURE ] CP: Average time per feature: 2.7 seconds [2025-11-21T10:58:36.501499] [INFO ] [CONFIGURE ] CP: Average speed: 0.36 features/sec [2025-11-21T10:58:36.502046] [INFO ] [LOCAL ] Saved configuration for CP: 3 features, 70.00% accuracy -> ./output/feature-sets/CP.json [2025-11-21T10:58:36.502112] [INFO ] [CONFIGURE ] CP: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T10:58:36.502161] [INFO ] [sig ] [363/723] Successfully configured CP | 0.01 sym/s | Total: 8.4h | ETA: 8.3h [2025-11-21T10:58:36.502205] [INFO ] [sig ] [364/723] Configuring CPA... [2025-11-21T10:58:36.502245] [INFO ] [CONFIGURE ] CPA: Configurate test run. [2025-11-21T10:58:36.502285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-11-21T10:58:36.677212] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPA'. [2025-11-21T10:58:36.677556] [INFO ] [CONFIGURE ] CPA: Testing with 29 available features [2025-11-21T10:58:36.677618] [INFO ] [CONFIGURE ] CPA: Establishing baseline with no features... [2025-11-21T10:58:36.849471] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:58:37.025609] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:37.193306] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:58:37.363563] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:37.533453] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:37.703015] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:37.872931] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:58:38.047843] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:38.221717] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:38.393794] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:58:38.393950] [INFO ] [CONFIGURE ] CPA: Baseline score (no features): 40.00% [2025-11-21T10:58:38.393999] [INFO ] [CONFIGURE ] CPA: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:58:38.394035] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:58:38.597948] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:58:38.807525] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:39.013130] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:58:39.219095] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:39.426616] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:58:39.632371] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:39.839523] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:58:40.050048] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:40.257718] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:40.474317] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:58:40.474484] [INFO ] [CONFIGURE ] CPA: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T10:58:40.474531] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10544 tests [2025-11-21T10:58:40.474569] [INFO ] [CONFIGURE ] CPA: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:58:40.474604] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:58:40.687006] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:58:40.902477] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:41.115160] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:58:41.323106] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:41.537816] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:41.754294] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:41.974749] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:58:42.190385] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:42.405219] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:42.623119] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:58:42.623293] [INFO ] [CONFIGURE ] CPA: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T10:58:42.623341] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10543 tests [2025-11-21T10:58:42.623379] [INFO ] [CONFIGURE ] CPA: Testing feature 3/29: add_daily_returns [2025-11-21T10:58:42.623416] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns'] [2025-11-21T10:58:42.811839] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:58:42.999582] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:43.191054] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:58:43.385402] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:43.580371] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:58:43.781851] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:43.966447] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:58:44.150333] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:44.334184] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:44.514930] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:58:44.515095] [INFO ] [CONFIGURE ] CPA: KEPT add_daily_returns (score: 50.00%) [2025-11-21T10:58:44.515148] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10542 tests [2025-11-21T10:58:44.515186] [INFO ] [CONFIGURE ] CPA: Testing feature 4/29: add_ema [2025-11-21T10:58:44.515220] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T10:58:44.741064] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:58:44.967087] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:45.195193] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:58:45.420426] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:45.649227] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:45.882547] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:46.111091] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:58:46.338190] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:46.590091] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:46.833666] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:58:46.833913] [INFO ] [CONFIGURE ] CPA: DISCARDED add_ema (score: 20.00%) [2025-11-21T10:58:46.834004] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10541 tests [2025-11-21T10:58:46.834062] [INFO ] [CONFIGURE ] CPA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T10:58:46.834114] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:58:47.080958] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:58:47.326521] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:58:47.563358] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:58:47.795876] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:48.035524] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:58:48.270857] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:48.512447] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:58:48.752073] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:48.987360] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:49.225905] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:58:49.226080] [INFO ] [CONFIGURE ] CPA: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T10:58:49.226135] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10540 tests [2025-11-21T10:58:49.226223] [INFO ] [CONFIGURE ] CPA: Testing feature 6/29: add_failed_moves [2025-11-21T10:58:49.226268] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T10:58:49.469017] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:58:49.714705] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:49.961341] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:58:50.206018] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:50.452931] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:58:50.701139] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:50.951142] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:58:51.197080] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:51.446159] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:51.701132] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:58:51.701313] [INFO ] [CONFIGURE ] CPA: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T10:58:51.701370] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10539 tests [2025-11-21T10:58:51.701416] [INFO ] [CONFIGURE ] CPA: Testing feature 7/29: add_lag_shelf [2025-11-21T10:58:51.701457] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T10:58:51.948587] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:58:52.184669] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:52.423037] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:58:52.660716] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:52.898086] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:58:53.143382] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:53.381443] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:58:53.624500] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:53.862905] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:54.105021] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:58:54.105202] [INFO ] [CONFIGURE ] CPA: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T10:58:54.105317] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10538 tests [2025-11-21T10:58:54.105372] [INFO ] [CONFIGURE ] CPA: Testing feature 8/29: add_macd [2025-11-21T10:58:54.105420] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T10:58:54.408953] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:58:54.703039] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:55.003530] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:58:55.304033] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:55.609327] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:58:55.913483] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:56.223257] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:58:56.536058] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:56.852551] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:58:57.253002] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:58:57.253263] [INFO ] [CONFIGURE ] CPA: DISCARDED add_macd (score: 20.00%) [2025-11-21T10:58:57.253347] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10537 tests [2025-11-21T10:58:57.253422] [INFO ] [CONFIGURE ] CPA: Testing feature 9/29: add_mfi [2025-11-21T10:58:57.253518] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T10:58:57.595312] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:58:57.874281] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:58:58.159547] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:58:58.413757] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:58:58.674322] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:58:58.928215] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:58:59.181021] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:58:59.441712] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:58:59.693172] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:58:59.948319] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:58:59.948527] [INFO ] [CONFIGURE ] CPA: DISCARDED add_mfi (score: 40.00%) [2025-11-21T10:58:59.948585] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10536 tests [2025-11-21T10:58:59.948636] [INFO ] [CONFIGURE ] CPA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T10:58:59.948763] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T10:59:00.290774] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:59:01.337096] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:59:01.794872] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:02.137615] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:02.491817] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:02.825874] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:03.160175] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:03.497818] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:03.847360] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:04.187019] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:04.187219] [INFO ] [CONFIGURE ] CPA: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T10:59:04.187277] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10535 tests [2025-11-21T10:59:04.187324] [INFO ] [CONFIGURE ] CPA: Testing feature 11/29: add_obv_daily [2025-11-21T10:59:04.187366] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T10:59:04.451181] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:59:04.721789] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:04.981436] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:05.238830] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:59:05.499445] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:59:05.763984] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:06.027589] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:06.286802] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:06.548253] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:59:06.810383] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:06.810558] [INFO ] [CONFIGURE ] CPA: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T10:59:06.810615] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10534 tests [2025-11-21T10:59:06.810680] [INFO ] [CONFIGURE ] CPA: Testing feature 12/29: add_obv_interval [2025-11-21T10:59:06.810726] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T10:59:07.052226] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:59:07.293583] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:07.532073] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:07.788705] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:08.040159] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:59:08.292412] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:08.541571] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:59:08.781836] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:09.033538] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:59:09.279313] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:59:09.279505] [INFO ] [CONFIGURE ] CPA: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T10:59:09.279562] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10533 tests [2025-11-21T10:59:09.279612] [INFO ] [CONFIGURE ] CPA: Testing feature 13/29: add_opening_strength [2025-11-21T10:59:09.279673] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength'] [2025-11-21T10:59:09.534050] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:09.783156] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:10.038927] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:10.296939] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:59:10.554222] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:10.808387] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:11.064403] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:59:11.318353] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:11.569357] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:11.828364] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:11.828509] [INFO ] [CONFIGURE ] CPA: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T10:59:11.828564] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10532 tests [2025-11-21T10:59:11.828609] [INFO ] [CONFIGURE ] CPA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T10:59:11.828673] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T10:59:12.098903] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:12.364984] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:12.635147] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:12.902667] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:13.167852] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:13.435570] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:13.703274] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:13.968322] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:14.237426] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:14.513166] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:14.513344] [INFO ] [CONFIGURE ] CPA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T10:59:14.513399] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10531 tests [2025-11-21T10:59:14.513445] [INFO ] [CONFIGURE ] CPA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T10:59:14.513487] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T10:59:14.764578] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:15.010774] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:15.249073] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:15.488894] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:15.730858] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:15.969614] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:16.207941] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:16.449880] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:16.689263] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:16.937068] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:16.937237] [INFO ] [CONFIGURE ] CPA: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T10:59:16.937293] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10530 tests [2025-11-21T10:59:16.937339] [INFO ] [CONFIGURE ] CPA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T10:59:16.937381] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T10:59:17.196583] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:59:17.464281] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:17.730625] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:18.004302] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:59:18.259180] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:18.513259] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:18.765581] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:19.033615] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:19.297117] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:59:19.553849] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:19.554042] [INFO ] [CONFIGURE ] CPA: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T10:59:19.554100] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10529 tests [2025-11-21T10:59:19.554146] [INFO ] [CONFIGURE ] CPA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T10:59:19.554190] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T10:59:19.823843] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:59:20.091337] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:59:20.356306] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:20.618087] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:20.879234] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:59:21.137269] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:21.398522] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:21.667528] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:21.943227] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:22.211942] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:22.212116] [INFO ] [CONFIGURE ] CPA: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T10:59:22.212173] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10528 tests [2025-11-21T10:59:22.212218] [INFO ] [CONFIGURE ] CPA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T10:59:22.212259] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T10:59:22.450774] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:22.689819] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:22.930293] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:23.167992] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:23.407231] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:59:23.652179] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:23.907951] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:24.178013] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:24.442576] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:24.706388] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:24.706561] [INFO ] [CONFIGURE ] CPA: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T10:59:24.706616] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10527 tests [2025-11-21T10:59:24.706680] [INFO ] [CONFIGURE ] CPA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T10:59:24.706725] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T10:59:24.976342] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:59:25.247320] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:25.518543] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:25.791249] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:59:26.061046] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:26.334951] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:26.596873] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:26.872434] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:27.142143] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:27.430263] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:59:27.430470] [INFO ] [CONFIGURE ] CPA: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T10:59:27.430529] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10526 tests [2025-11-21T10:59:27.430580] [INFO ] [CONFIGURE ] CPA: Testing feature 20/29: add_price_rejection [2025-11-21T10:59:27.430625] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T10:59:27.730864] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:28.022049] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:28.310953] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:28.596236] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:28.894360] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:29.181479] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:29.465393] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:29.750608] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:30.033470] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:30.309815] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:30.309987] [INFO ] [CONFIGURE ] CPA: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T10:59:30.310041] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10525 tests [2025-11-21T10:59:30.310084] [INFO ] [CONFIGURE ] CPA: Testing feature 21/29: add_range_position [2025-11-21T10:59:30.310124] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T10:59:30.608035] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:30.912464] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:59:31.209537] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:31.508317] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:31.808508] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:32.111966] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:32.401918] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:32.707907] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:33.018063] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:33.315820] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:33.316001] [INFO ] [CONFIGURE ] CPA: DISCARDED add_range_position (score: 50.00%) [2025-11-21T10:59:33.316060] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10524 tests [2025-11-21T10:59:33.316109] [INFO ] [CONFIGURE ] CPA: Testing feature 22/29: add_realized_volatility [2025-11-21T10:59:33.316154] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T10:59:33.682304] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:34.054489] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:34.430603] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:34.811471] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:35.194829] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:35.576518] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:35.960194] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:36.338987] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:36.715685] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:37.102322] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:37.102509] [INFO ] [CONFIGURE ] CPA: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T10:59:37.102566] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10523 tests [2025-11-21T10:59:37.102615] [INFO ] [CONFIGURE ] CPA: Testing feature 23/29: add_recent_range_context [2025-11-21T10:59:37.102678] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T10:59:37.395786] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:37.676120] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:37.957889] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:59:38.214354] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:38.465533] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T10:59:38.724193] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:38.987803] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:39.262407] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:39.534256] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:59:39.809230] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:39.809404] [INFO ] [CONFIGURE ] CPA: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T10:59:39.809467] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10522 tests [2025-11-21T10:59:39.809515] [INFO ] [CONFIGURE ] CPA: Testing feature 24/29: add_rsi [2025-11-21T10:59:39.809559] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T10:59:40.124281] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:59:40.439682] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:59:40.741172] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:41.038212] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:59:41.335871] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:41.637705] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:41.952394] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:42.251937] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:42.564010] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:42.873121] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:42.873321] [INFO ] [CONFIGURE ] CPA: DISCARDED add_rsi (score: 30.00%) [2025-11-21T10:59:42.873379] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10521 tests [2025-11-21T10:59:42.873428] [INFO ] [CONFIGURE ] CPA: Testing feature 25/29: add_tick_distribution [2025-11-21T10:59:42.873470] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T10:59:43.129170] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:43.380596] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:59:43.636280] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:43.892281] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:44.146131] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:44.437300] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:44.734782] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:45.033563] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:45.323208] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:45.597508] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:45.597747] [INFO ] [CONFIGURE ] CPA: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T10:59:45.597825] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10520 tests [2025-11-21T10:59:45.597892] [INFO ] [CONFIGURE ] CPA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T10:59:45.597958] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T10:59:45.850329] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:46.097923] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:46.343331] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:46.584172] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:46.828171] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:47.077688] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:47.338429] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:47.610103] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:47.857340] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:59:48.123579] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T10:59:48.123964] [INFO ] [CONFIGURE ] CPA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T10:59:48.124022] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10519 tests [2025-11-21T10:59:48.124068] [INFO ] [CONFIGURE ] CPA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T10:59:48.124109] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T10:59:48.383356] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T10:59:48.642314] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:48.917269] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:59:49.186309] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:49.444785] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:49.705339] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:49.986056] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:50.251704] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:50.513746] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:50.804705] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:59:50.804894] [INFO ] [CONFIGURE ] CPA: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T10:59:50.804949] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10518 tests [2025-11-21T10:59:50.804995] [INFO ] [CONFIGURE ] CPA: Testing feature 28/29: add_volume_profile [2025-11-21T10:59:50.805038] [INFO ] [CONFIGURE ] CPA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T10:59:51.081095] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T10:59:51.339009] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T10:59:51.600596] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:51.878679] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:52.172304] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T10:59:52.452382] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T10:59:52.738196] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:53.035162] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:53.334067] [DEBUG] [FORECASTER] CPA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:53.604816] [DEBUG] [FORECASTER] CPA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T10:59:53.605010] [INFO ] [CONFIGURE ] CPA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T10:59:53.605067] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10517 tests [2025-11-21T10:59:53.605114] [INFO ] [CONFIGURE ] CPA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T10:59:53.605155] [INFO ] [CONFIGURE ] CPA: Best accuracy: 70.00% [2025-11-21T10:59:53.605197] [INFO ] [CONFIGURE ] CPA: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T10:59:53.605235] [INFO ] [CONFIGURE ] CPA: Improvement over baseline: 30.00% [2025-11-21T10:59:53.605272] [INFO ] [CONFIGURE ] CPA: Total time: 1.3 minutes [2025-11-21T10:59:53.605308] [INFO ] [CONFIGURE ] CPA: Average time per feature: 2.7 seconds [2025-11-21T10:59:53.605344] [INFO ] [CONFIGURE ] CPA: Average speed: 0.39 features/sec [2025-11-21T10:59:53.605785] [INFO ] [LOCAL ] Saved configuration for CPA: 3 features, 70.00% accuracy -> ./output/feature-sets/CPA.json [2025-11-21T10:59:53.605843] [INFO ] [CONFIGURE ] CPA: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T10:59:53.605892] [INFO ] [sig ] [364/723] Successfully configured CPA | 0.01 sym/s | Total: 8.4h | ETA: 8.3h [2025-11-21T10:59:53.605936] [INFO ] [sig ] [365/723] Configuring CPF... [2025-11-21T10:59:53.605969] [INFO ] [CONFIGURE ] CPF: Configurate test run. [2025-11-21T10:59:53.606008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-11-21T10:59:53.710521] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPF'. [2025-11-21T10:59:53.710892] [INFO ] [CONFIGURE ] CPF: Testing with 29 available features [2025-11-21T10:59:53.710955] [INFO ] [CONFIGURE ] CPF: Establishing baseline with no features... [2025-11-21T10:59:53.888985] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:59:54.072510] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:54.264464] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:54.450736] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:59:54.619912] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:59:54.788180] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:59:54.956478] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:59:55.123747] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:59:55.292311] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T10:59:55.460063] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:59:55.460208] [INFO ] [CONFIGURE ] CPF: Baseline score (no features): 50.00% [2025-11-21T10:59:55.460254] [INFO ] [CONFIGURE ] CPF: Testing feature 1/29: add_bollinger_bands [2025-11-21T10:59:55.460291] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_bollinger_bands'] [2025-11-21T10:59:55.658278] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:59:55.855288] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:56.055699] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T10:59:56.252557] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T10:59:56.453409] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T10:59:56.655801] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:59:56.856192] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T10:59:57.057025] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T10:59:57.258108] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:57.467849] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T10:59:57.468026] [INFO ] [CONFIGURE ] CPF: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T10:59:57.468076] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10516 tests [2025-11-21T10:59:57.468117] [INFO ] [CONFIGURE ] CPF: Testing feature 2/29: add_cumulative_delta [2025-11-21T10:59:57.468155] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_cumulative_delta'] [2025-11-21T10:59:57.692409] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T10:59:57.911356] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T10:59:58.115487] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T10:59:58.321927] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T10:59:58.529698] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T10:59:58.741594] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T10:59:58.975299] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T10:59:59.203981] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T10:59:59.416521] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T10:59:59.636800] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T10:59:59.637002] [INFO ] [CONFIGURE ] CPF: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T10:59:59.637055] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10515 tests [2025-11-21T10:59:59.637096] [INFO ] [CONFIGURE ] CPF: Testing feature 3/29: add_daily_returns [2025-11-21T10:59:59.637190] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_daily_returns'] [2025-11-21T10:59:59.824423] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:00.012342] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:00.191365] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:00.417696] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:00:00.732782] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:00:02.350515] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:02.561629] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:00:02.781898] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:03.013810] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:00:03.243715] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:03.244095] [INFO ] [CONFIGURE ] CPF: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:00:03.244217] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10514 tests [2025-11-21T11:00:03.244306] [INFO ] [CONFIGURE ] CPF: Testing feature 4/29: add_ema [2025-11-21T11:00:03.244382] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_ema'] [2025-11-21T11:00:03.510341] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:03.765340] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:04.007045] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:04.221239] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:04.457736] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:00:04.945512] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:05.165238] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:05.389096] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:05.608384] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:00:05.838956] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:05.839361] [INFO ] [CONFIGURE ] CPF: DISCARDED add_ema (score: 40.00%) [2025-11-21T11:00:05.839467] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10513 tests [2025-11-21T11:00:05.839554] [INFO ] [CONFIGURE ] CPF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:00:05.839630] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:00:06.056227] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:06.283228] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:06.503872] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:06.732986] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:06.998258] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:07.251220] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:07.493573] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:07.745576] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:08.007253] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:00:08.259488] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:08.259696] [INFO ] [CONFIGURE ] CPF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:00:08.259757] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10512 tests [2025-11-21T11:00:08.259806] [INFO ] [CONFIGURE ] CPF: Testing feature 6/29: add_failed_moves [2025-11-21T11:00:08.259848] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_failed_moves'] [2025-11-21T11:00:08.469727] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:08.684446] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:08.893573] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:09.097992] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:09.306219] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:00:09.500760] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:09.707405] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:09.923129] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:10.135086] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:00:10.356126] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:10.356313] [INFO ] [CONFIGURE ] CPF: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T11:00:10.356360] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10511 tests [2025-11-21T11:00:10.356398] [INFO ] [CONFIGURE ] CPF: Testing feature 7/29: add_lag_shelf [2025-11-21T11:00:10.356433] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_lag_shelf'] [2025-11-21T11:00:10.552968] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:10.746170] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:10.931052] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:11.121723] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:11.308433] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:00:11.501678] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:11.689333] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:11.881058] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:12.069144] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:12.258621] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:12.258810] [INFO ] [CONFIGURE ] CPF: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:00:12.258858] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10510 tests [2025-11-21T11:00:12.258896] [INFO ] [CONFIGURE ] CPF: Testing feature 8/29: add_macd [2025-11-21T11:00:12.258933] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:00:12.571301] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:12.850527] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:13.156636] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:13.457141] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:00:13.748707] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:14.037057] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:14.335750] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:00:14.631157] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:14.918540] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:15.206699] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:15.206921] [INFO ] [CONFIGURE ] CPF: KEPT add_macd (score: 60.00%) [2025-11-21T11:00:15.206983] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10509 tests [2025-11-21T11:00:15.207030] [INFO ] [CONFIGURE ] CPF: Testing feature 9/29: add_mfi [2025-11-21T11:00:15.207079] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:00:15.478944] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:15.764348] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:16.058251] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:16.346354] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:00:16.624751] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:16.931043] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:17.235735] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:00:17.544968] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:17.851004] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:18.174858] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:18.175124] [INFO ] [CONFIGURE ] CPF: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:00:18.175200] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10508 tests [2025-11-21T11:00:18.175259] [INFO ] [CONFIGURE ] CPF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:00:18.175314] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:00:18.551345] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:18.911073] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:19.300591] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:19.671720] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:20.051256] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:20.431699] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:20.814347] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:21.196805] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:21.581464] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:00:21.988261] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:00:21.988467] [INFO ] [CONFIGURE ] CPF: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:00:21.988546] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10507 tests [2025-11-21T11:00:21.988597] [INFO ] [CONFIGURE ] CPF: Testing feature 11/29: add_obv_daily [2025-11-21T11:00:21.988664] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T11:00:22.326333] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:22.649963] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:22.967065] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:23.293405] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:23.611106] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:23.935051] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:00:24.258123] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:00:24.580165] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:00:24.893234] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:00:25.206879] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:25.207109] [INFO ] [CONFIGURE ] CPF: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T11:00:25.207167] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10506 tests [2025-11-21T11:00:25.207214] [INFO ] [CONFIGURE ] CPF: Testing feature 12/29: add_obv_interval [2025-11-21T11:00:25.207275] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T11:00:25.481514] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:25.761945] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:26.063914] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:26.345945] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:26.626039] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:26.911226] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:27.196596] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:00:27.493867] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:00:27.774595] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:28.055562] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:28.055773] [INFO ] [CONFIGURE ] CPF: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T11:00:28.055833] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10505 tests [2025-11-21T11:00:28.055883] [INFO ] [CONFIGURE ] CPF: Testing feature 13/29: add_opening_strength [2025-11-21T11:00:28.055929] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:00:28.356480] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:28.668754] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:29.005385] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:29.336570] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:29.655234] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:29.975302] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:30.295324] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:30.627085] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:30.965966] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:31.303833] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:00:31.304029] [INFO ] [CONFIGURE ] CPF: KEPT add_opening_strength (score: 70.00%) [2025-11-21T11:00:31.304087] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10504 tests [2025-11-21T11:00:31.304135] [INFO ] [CONFIGURE ] CPF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:00:31.304170] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T11:00:31.633022] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:31.991775] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:32.339006] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:32.708981] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:33.045475] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:00:33.374205] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:00:33.709758] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:34.041624] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:34.382136] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:34.720847] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:34.721045] [INFO ] [CONFIGURE ] CPF: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T11:00:34.721105] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10503 tests [2025-11-21T11:00:34.721154] [INFO ] [CONFIGURE ] CPF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:00:34.721198] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T11:00:35.029798] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:35.341703] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:35.650016] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:00:35.975632] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:36.286812] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:36.611286] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:36.935306] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:37.273703] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:00:37.577676] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:37.907848] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:00:37.908058] [INFO ] [CONFIGURE ] CPF: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:00:37.908115] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10502 tests [2025-11-21T11:00:37.908164] [INFO ] [CONFIGURE ] CPF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:00:37.908247] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T11:00:38.325069] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:38.702698] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:39.029425] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:39.333938] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:39.642697] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:39.947700] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:40.252374] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:40.562513] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:40.890671] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:41.201200] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:00:41.201370] [INFO ] [CONFIGURE ] CPF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:00:41.201426] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10501 tests [2025-11-21T11:00:41.201472] [INFO ] [CONFIGURE ] CPF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:00:41.201514] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T11:00:41.516617] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:41.862971] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:42.230386] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:42.577833] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:42.936597] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:00:43.311893] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:43.649406] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:00:43.996278] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:44.342550] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:44.691782] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:00:44.691954] [INFO ] [CONFIGURE ] CPF: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:00:44.692009] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10500 tests [2025-11-21T11:00:44.692244] [INFO ] [CONFIGURE ] CPF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:00:44.692287] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T11:00:45.037473] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:45.401598] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:45.741616] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:46.080753] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:46.410273] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:46.733563] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:47.068087] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:47.409504] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:47.744714] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:48.082434] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:00:48.082615] [INFO ] [CONFIGURE ] CPF: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T11:00:48.082697] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10499 tests [2025-11-21T11:00:48.082747] [INFO ] [CONFIGURE ] CPF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:00:48.082791] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T11:00:48.403523] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:48.719761] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:49.031955] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:49.357312] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:49.691490] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:50.018252] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:00:50.324814] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:50.630256] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:00:50.938912] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:51.242902] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:00:51.243097] [INFO ] [CONFIGURE ] CPF: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:00:51.243154] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10498 tests [2025-11-21T11:00:51.243202] [INFO ] [CONFIGURE ] CPF: Testing feature 20/29: add_price_rejection [2025-11-21T11:00:51.243246] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T11:00:51.565811] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:51.886198] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:52.214544] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:00:52.528992] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:52.855702] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:00:53.192943] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:00:53.527088] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:53.853934] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:00:54.193766] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:54.537227] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:00:54.537425] [INFO ] [CONFIGURE ] CPF: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T11:00:54.537483] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10497 tests [2025-11-21T11:00:54.537529] [INFO ] [CONFIGURE ] CPF: Testing feature 21/29: add_range_position [2025-11-21T11:00:54.537572] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T11:00:54.892942] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:55.226120] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:55.552704] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:55.883418] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:00:56.214775] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:00:56.548245] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:00:56.889984] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:00:57.231726] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:00:57.563976] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:00:57.909927] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:00:57.910115] [INFO ] [CONFIGURE ] CPF: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:00:57.910174] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10496 tests [2025-11-21T11:00:57.910219] [INFO ] [CONFIGURE ] CPF: Testing feature 22/29: add_realized_volatility [2025-11-21T11:00:57.910261] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T11:00:58.324720] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:00:58.733806] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:00:59.134566] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:00:59.570456] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:01:00.010337] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:00.438369] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:00.870813] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:01:01.845937] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:01:02.297119] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:02.749912] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:02.750101] [INFO ] [CONFIGURE ] CPF: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:01:02.750161] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10495 tests [2025-11-21T11:01:02.750211] [INFO ] [CONFIGURE ] CPF: Testing feature 23/29: add_recent_range_context [2025-11-21T11:01:02.750257] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T11:01:03.084496] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:01:03.424332] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:01:03.773967] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:04.095825] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:01:04.417527] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:04.743977] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:05.096891] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:01:05.421777] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:01:05.739495] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:06.059961] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:01:06.060157] [INFO ] [CONFIGURE ] CPF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:01:06.060216] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10494 tests [2025-11-21T11:01:06.060263] [INFO ] [CONFIGURE ] CPF: Testing feature 24/29: add_rsi [2025-11-21T11:01:06.060306] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T11:01:06.418106] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:01:06.775327] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:01:07.143948] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:07.519134] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:01:07.888279] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:08.249943] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:08.642865] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:01:09.051453] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:01:09.470019] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:09.873773] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:01:09.873961] [INFO ] [CONFIGURE ] CPF: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:01:09.874019] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10493 tests [2025-11-21T11:01:09.874067] [INFO ] [CONFIGURE ] CPF: Testing feature 25/29: add_tick_distribution [2025-11-21T11:01:09.874109] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T11:01:10.218639] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:01:10.559059] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:01:10.892574] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:11.227186] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:01:11.574888] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:11.923090] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:12.281317] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:01:12.630332] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:01:12.992323] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:13.341243] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:13.341458] [INFO ] [CONFIGURE ] CPF: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T11:01:13.341517] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10492 tests [2025-11-21T11:01:13.341566] [INFO ] [CONFIGURE ] CPF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:01:13.341608] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T11:01:13.686441] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:01:14.034846] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:01:14.397089] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:14.713989] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:01:15.020703] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:15.363234] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:15.703947] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:01:16.047777] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:01:16.392624] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:16.737078] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:16.737266] [INFO ] [CONFIGURE ] CPF: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T11:01:16.737326] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10491 tests [2025-11-21T11:01:16.737375] [INFO ] [CONFIGURE ] CPF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:01:16.737419] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T11:01:17.093295] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:01:17.449146] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:01:17.802831] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:01:18.171825] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:01:18.540397] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:18.898516] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:19.252112] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:01:19.603278] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:01:19.967019] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:20.353407] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:01:20.353614] [INFO ] [CONFIGURE ] CPF: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:01:20.353698] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10490 tests [2025-11-21T11:01:20.353757] [INFO ] [CONFIGURE ] CPF: Testing feature 28/29: add_volume_profile [2025-11-21T11:01:20.353804] [INFO ] [CONFIGURE ] CPF: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T11:01:20.699176] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:01:21.055464] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:01:21.405357] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:01:21.757553] [DEBUG] [FORECASTER] CPF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:01:22.115128] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:22.479712] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:22.826230] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:01:23.174908] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:01:23.532123] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:23.879783] [DEBUG] [FORECASTER] CPF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:01:23.879965] [INFO ] [CONFIGURE ] CPF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T11:01:23.880022] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10489 tests [2025-11-21T11:01:23.880072] [INFO ] [CONFIGURE ] CPF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:01:23.880116] [INFO ] [CONFIGURE ] CPF: Best accuracy: 70.00% [2025-11-21T11:01:23.880159] [INFO ] [CONFIGURE ] CPF: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:01:23.880203] [INFO ] [CONFIGURE ] CPF: Improvement over baseline: 20.00% [2025-11-21T11:01:23.880240] [INFO ] [CONFIGURE ] CPF: Total time: 1.5 minutes [2025-11-21T11:01:23.880277] [INFO ] [CONFIGURE ] CPF: Average time per feature: 3.2 seconds [2025-11-21T11:01:23.880314] [INFO ] [CONFIGURE ] CPF: Average speed: 0.33 features/sec [2025-11-21T11:01:23.880622] [INFO ] [LOCAL ] Saved configuration for CPF: 4 features, 70.00% accuracy -> ./output/feature-sets/CPF.json [2025-11-21T11:01:23.880706] [INFO ] [CONFIGURE ] CPF: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T11:01:23.880755] [INFO ] [sig ] [365/723] Successfully configured CPF | 0.01 sym/s | Total: 8.5h | ETA: 8.3h [2025-11-21T11:01:23.880799] [INFO ] [sig ] [366/723] Configuring CPK... [2025-11-21T11:01:23.880842] [INFO ] [CONFIGURE ] CPK: Configurate test run. [2025-11-21T11:01:23.880878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-11-21T11:01:23.957072] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPK'. [2025-11-21T11:01:23.957450] [INFO ] [CONFIGURE ] CPK: Testing with 29 available features [2025-11-21T11:01:23.957508] [INFO ] [CONFIGURE ] CPK: Establishing baseline with no features... [2025-11-21T11:01:24.118618] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:24.279461] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:24.438670] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:24.597984] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:24.761104] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:24.922187] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:01:25.096711] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:25.282620] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:25.463978] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:25.669066] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:01:25.669234] [INFO ] [CONFIGURE ] CPK: Baseline score (no features): 50.00% [2025-11-21T11:01:25.669284] [INFO ] [CONFIGURE ] CPK: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:01:25.669325] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:01:25.950897] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:26.157671] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:01:26.372387] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:26.565145] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:26.774580] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:27.006759] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:01:27.254829] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:27.480287] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:27.744661] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:27.997331] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:01:27.997523] [INFO ] [CONFIGURE ] CPK: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T11:01:27.997591] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10488 tests [2025-11-21T11:01:27.997671] [INFO ] [CONFIGURE ] CPK: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:01:27.997764] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:01:28.214683] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:28.425283] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:28.633832] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:28.833570] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:29.041604] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:29.238631] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:29.444827] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:29.685137] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:29.917694] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:30.149394] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:01:30.149594] [INFO ] [CONFIGURE ] CPK: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T11:01:30.149664] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10487 tests [2025-11-21T11:01:30.149753] [INFO ] [CONFIGURE ] CPK: Testing feature 3/29: add_daily_returns [2025-11-21T11:01:30.149809] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:01:30.389120] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:30.631397] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:30.858831] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:31.081471] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:31.310779] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:31.548290] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:31.783174] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:32.013690] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:32.259617] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:32.493583] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:32.493803] [INFO ] [CONFIGURE ] CPK: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:01:32.493865] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10486 tests [2025-11-21T11:01:32.493938] [INFO ] [CONFIGURE ] CPK: Testing feature 4/29: add_ema [2025-11-21T11:01:32.493987] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T11:01:32.769456] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:33.012435] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:01:33.254276] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:33.495419] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:33.742893] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:33.991389] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:34.259217] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:34.508356] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:34.763429] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:35.015096] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:35.015308] [INFO ] [CONFIGURE ] CPK: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:01:35.015371] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10485 tests [2025-11-21T11:01:35.015420] [INFO ] [CONFIGURE ] CPK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:01:35.015465] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:01:35.267255] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:35.531200] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:35.798131] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:36.060966] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:36.325433] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:36.593677] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:36.854139] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:37.120552] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:37.384405] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:37.637585] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:37.637815] [INFO ] [CONFIGURE ] CPK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:01:37.637875] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10484 tests [2025-11-21T11:01:37.637923] [INFO ] [CONFIGURE ] CPK: Testing feature 6/29: add_failed_moves [2025-11-21T11:01:37.637968] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:01:37.842750] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:38.049509] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:38.262185] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:38.471408] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:38.683531] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:38.894338] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:39.111815] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:39.323512] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:39.532763] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:39.750365] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:39.750556] [INFO ] [CONFIGURE ] CPK: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:01:39.750611] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10483 tests [2025-11-21T11:01:39.750681] [INFO ] [CONFIGURE ] CPK: Testing feature 7/29: add_lag_shelf [2025-11-21T11:01:39.750721] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:01:39.950314] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:40.171052] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:40.368117] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:40.570677] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:40.770170] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:40.987747] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:41.189821] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:41.387751] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:41.590369] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:41.792622] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:01:41.792817] [INFO ] [CONFIGURE ] CPK: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:01:41.792865] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10482 tests [2025-11-21T11:01:41.792904] [INFO ] [CONFIGURE ] CPK: Testing feature 8/29: add_macd [2025-11-21T11:01:41.792939] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:01:42.099969] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:42.422369] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:42.733532] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:01:43.045074] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:43.361955] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:43.684530] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:44.033332] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:44.340774] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:44.645292] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:44.953591] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:44.953855] [INFO ] [CONFIGURE ] CPK: KEPT add_macd (score: 70.00%) [2025-11-21T11:01:44.953913] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10481 tests [2025-11-21T11:01:44.953961] [INFO ] [CONFIGURE ] CPK: Testing feature 9/29: add_mfi [2025-11-21T11:01:44.954008] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:01:45.283130] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:45.639602] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:45.975054] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:01:46.323946] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:46.674585] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:47.029033] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:47.396473] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:47.779778] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:48.152673] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:48.485120] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:48.485357] [INFO ] [CONFIGURE ] CPK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T11:01:48.485417] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10480 tests [2025-11-21T11:01:48.485467] [INFO ] [CONFIGURE ] CPK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:01:48.485511] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:01:48.891581] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:01:49.323639] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:49.735463] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:50.188884] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:50.633629] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:51.093222] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:51.529072] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:51.954079] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:52.372027] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:52.830279] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:52.830488] [INFO ] [CONFIGURE ] CPK: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:01:52.830548] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10479 tests [2025-11-21T11:01:52.830599] [INFO ] [CONFIGURE ] CPK: Testing feature 11/29: add_obv_daily [2025-11-21T11:01:52.830664] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T11:01:53.197857] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:01:53.570585] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:53.937239] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:01:54.278730] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:54.620283] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:01:54.963571] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:55.318078] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:01:55.665414] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:55.998341] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:56.339574] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:56.339792] [INFO ] [CONFIGURE ] CPK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T11:01:56.339855] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10478 tests [2025-11-21T11:01:56.339905] [INFO ] [CONFIGURE ] CPK: Testing feature 12/29: add_obv_interval [2025-11-21T11:01:56.339952] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T11:01:56.640718] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:01:56.941420] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:01:57.244165] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:01:57.547898] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:01:57.871747] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:01:58.177679] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:01:58.482721] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:01:58.795467] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:01:59.111994] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:01:59.431250] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:01:59.431446] [INFO ] [CONFIGURE ] CPK: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:01:59.431504] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10477 tests [2025-11-21T11:01:59.431553] [INFO ] [CONFIGURE ] CPK: Testing feature 13/29: add_opening_strength [2025-11-21T11:01:59.431598] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:01:59.779264] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:02:00.119068] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:02:00.481905] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:00.822707] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:01.985882] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:02:02.356860] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:02.712204] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:03.064466] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:03.406365] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:03.742836] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:02:03.743008] [INFO ] [CONFIGURE ] CPK: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:02:03.743068] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10476 tests [2025-11-21T11:02:03.743117] [INFO ] [CONFIGURE ] CPK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:02:03.743164] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T11:02:04.069753] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:02:04.412293] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:04.744949] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:05.087798] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:05.442568] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:05.778086] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:06.125401] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:06.459084] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:02:06.793009] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:07.129774] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:07.129965] [INFO ] [CONFIGURE ] CPK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:02:07.130027] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10475 tests [2025-11-21T11:02:07.130068] [INFO ] [CONFIGURE ] CPK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:02:07.130108] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T11:02:07.441475] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:02:07.747058] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:08.055691] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:08.374840] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:08.695028] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:09.013806] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:09.330566] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:09.631134] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:09.929839] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:10.246520] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:10.246709] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T11:02:10.246769] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10474 tests [2025-11-21T11:02:10.246817] [INFO ] [CONFIGURE ] CPK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:02:10.246862] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T11:02:10.555179] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:02:10.865869] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:11.198531] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:11.524672] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:11.850044] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:12.183923] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:12.523495] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:12.876982] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:13.220467] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:13.579274] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:13.579538] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:02:13.579602] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10473 tests [2025-11-21T11:02:13.579675] [INFO ] [CONFIGURE ] CPK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:02:13.579725] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T11:02:13.955002] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:02:14.327067] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:14.690692] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:15.063321] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:15.437072] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:15.812276] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:16.189623] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:02:16.570260] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:16.977494] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:17.357486] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:17.357678] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T11:02:17.357743] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10472 tests [2025-11-21T11:02:17.357792] [INFO ] [CONFIGURE ] CPK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:02:17.357837] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T11:02:17.698323] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:02:18.034128] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:18.369965] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:02:18.701158] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:19.040278] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:19.368037] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:19.718400] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:20.069153] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:02:20.419446] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:20.788962] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:20.789219] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:02:20.789281] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10471 tests [2025-11-21T11:02:20.789333] [INFO ] [CONFIGURE ] CPK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:02:20.789379] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T11:02:21.143805] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:02:21.501041] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:21.871003] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:22.255305] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:22.602320] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:22.945726] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:23.297028] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:23.641085] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:23.974465] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:24.314185] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:24.314371] [INFO ] [CONFIGURE ] CPK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:02:24.314432] [INFO ] [CONFIGURE ] JOB ETA: 8.3h | Avg: 2.8s/test | Remaining: 10470 tests [2025-11-21T11:02:24.314481] [INFO ] [CONFIGURE ] CPK: Testing feature 20/29: add_price_rejection [2025-11-21T11:02:24.314525] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T11:02:24.682013] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:02:25.038957] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:25.408905] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:02:25.800199] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:26.157177] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:26.521035] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:26.861995] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:02:27.218190] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:27.583849] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:27.973889] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:27.974141] [INFO ] [CONFIGURE ] CPK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:02:27.974231] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10469 tests [2025-11-21T11:02:27.974306] [INFO ] [CONFIGURE ] CPK: Testing feature 21/29: add_range_position [2025-11-21T11:02:27.974372] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T11:02:28.362852] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:02:28.730627] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:29.112159] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:02:29.486818] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:29.887583] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:02:30.273475] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:30.655400] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:31.039684] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:31.413862] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:31.788225] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:31.788405] [INFO ] [CONFIGURE ] CPK: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:02:31.788464] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10468 tests [2025-11-21T11:02:31.788531] [INFO ] [CONFIGURE ] CPK: Testing feature 22/29: add_realized_volatility [2025-11-21T11:02:31.788577] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T11:02:32.243056] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:02:32.696497] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:33.168411] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:33.635182] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:34.160006] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:02:34.723031] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:35.219523] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:02:35.674608] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:36.129206] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:36.566544] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:36.566767] [INFO ] [CONFIGURE ] CPK: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:02:36.566829] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10467 tests [2025-11-21T11:02:36.566880] [INFO ] [CONFIGURE ] CPK: Testing feature 23/29: add_recent_range_context [2025-11-21T11:02:36.566949] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T11:02:36.926611] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:02:37.259752] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:37.624341] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:02:37.953032] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:38.283268] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:02:38.631269] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:38.977257] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:02:39.363832] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:39.732009] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:40.072221] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:40.072401] [INFO ] [CONFIGURE ] CPK: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:02:40.072463] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10466 tests [2025-11-21T11:02:40.072520] [INFO ] [CONFIGURE ] CPK: Testing feature 24/29: add_rsi [2025-11-21T11:02:40.072573] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T11:02:40.435833] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:02:40.797519] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:41.164835] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:02:41.538151] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:41.897527] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:42.278209] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:42.666107] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:43.049478] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:43.413004] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:43.790395] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:43.790626] [INFO ] [CONFIGURE ] CPK: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:02:43.790727] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10465 tests [2025-11-21T11:02:43.790798] [INFO ] [CONFIGURE ] CPK: Testing feature 25/29: add_tick_distribution [2025-11-21T11:02:43.790860] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T11:02:44.123218] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:02:44.452600] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:44.787524] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:02:45.116001] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:45.429325] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:45.734050] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:46.039690] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:02:46.348352] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:46.653691] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:46.961603] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:46.961789] [INFO ] [CONFIGURE ] CPK: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T11:02:46.961846] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10464 tests [2025-11-21T11:02:46.961893] [INFO ] [CONFIGURE ] CPK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:02:46.961937] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T11:02:47.274768] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:02:47.597940] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:47.926320] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:48.234337] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:48.539282] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:48.847917] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:49.177710] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:02:49.516444] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:49.848383] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:50.180851] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:50.181045] [INFO ] [CONFIGURE ] CPK: KEPT add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T11:02:50.181098] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10463 tests [2025-11-21T11:02:50.181148] [INFO ] [CONFIGURE ] CPK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:02:50.181213] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T11:02:50.568769] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:02:50.941857] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:02:51.296488] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:51.677219] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:52.044980] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:52.422821] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:52.789316] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:02:53.173892] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:02:53.569902] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:53.923097] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:53.923284] [INFO ] [CONFIGURE ] CPK: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T11:02:53.923340] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10462 tests [2025-11-21T11:02:53.923387] [INFO ] [CONFIGURE ] CPK: Testing feature 28/29: add_volume_profile [2025-11-21T11:02:53.923431] [INFO ] [CONFIGURE ] CPK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T11:02:54.261841] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:02:54.610534] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:02:54.956848] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:02:55.297957] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:02:55.667580] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:02:56.044755] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:02:56.417371] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:02:56.780715] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:02:57.145718] [DEBUG] [FORECASTER] CPK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:57.551891] [DEBUG] [FORECASTER] CPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:02:57.552302] [INFO ] [CONFIGURE ] CPK: KEPT add_volume_profile (score: 90.00%) [2025-11-21T11:02:57.552384] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10461 tests [2025-11-21T11:02:57.552439] [INFO ] [CONFIGURE ] CPK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:02:57.552484] [INFO ] [CONFIGURE ] CPK: Best accuracy: 90.00% [2025-11-21T11:02:57.552530] [INFO ] [CONFIGURE ] CPK: Best feature set (5 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T11:02:57.552574] [INFO ] [CONFIGURE ] CPK: Improvement over baseline: 40.00% [2025-11-21T11:02:57.552615] [INFO ] [CONFIGURE ] CPK: Total time: 1.5 minutes [2025-11-21T11:02:57.552688] [INFO ] [CONFIGURE ] CPK: Average time per feature: 3.3 seconds [2025-11-21T11:02:57.552742] [INFO ] [CONFIGURE ] CPK: Average speed: 0.32 features/sec [2025-11-21T11:02:57.553347] [INFO ] [LOCAL ] Saved configuration for CPK: 5 features, 90.00% accuracy -> ./output/feature-sets/CPK.json [2025-11-21T11:02:57.553414] [INFO ] [CONFIGURE ] CPK: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T11:02:57.553495] [INFO ] [sig ] [366/723] Successfully configured CPK | 0.01 sym/s | Total: 8.5h | ETA: 8.3h [2025-11-21T11:02:57.553556] [INFO ] [sig ] [367/723] Configuring CPNG... [2025-11-21T11:02:57.553604] [INFO ] [CONFIGURE ] CPNG: Configurate test run. [2025-11-21T11:02:57.553686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-11-21T11:02:57.632306] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPNG'. [2025-11-21T11:02:57.632829] [INFO ] [CONFIGURE ] CPNG: Testing with 29 available features [2025-11-21T11:02:57.632918] [INFO ] [CONFIGURE ] CPNG: Establishing baseline with no features... [2025-11-21T11:02:57.840402] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:02:58.038377] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:02:58.249731] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:02:58.460557] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:02:58.670122] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:02:58.871412] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:02:59.084405] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:02:59.286940] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:02:59.486629] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:02:59.684956] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:02:59.685410] [INFO ] [CONFIGURE ] CPNG: Baseline score (no features): 30.00% [2025-11-21T11:02:59.685463] [INFO ] [CONFIGURE ] CPNG: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:02:59.685502] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:02:59.915216] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:00.152482] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:00.381479] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:00.613672] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:03:00.849079] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:01.816849] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:02.150913] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:03:02.394429] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:02.627961] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:02.858637] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:02.858958] [INFO ] [CONFIGURE ] CPNG: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T11:03:02.859079] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10460 tests [2025-11-21T11:03:02.859166] [INFO ] [CONFIGURE ] CPNG: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:03:02.859242] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:03:03.139047] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:03.406720] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:03.676014] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:03.952885] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:04.219457] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:04.493179] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:04.762755] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:03:05.058612] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:05.340051] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:05.613725] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:05.613923] [INFO ] [CONFIGURE ] CPNG: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T11:03:05.613979] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10459 tests [2025-11-21T11:03:05.614027] [INFO ] [CONFIGURE ] CPNG: Testing feature 3/29: add_daily_returns [2025-11-21T11:03:05.614064] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:03:05.905160] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:06.204915] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:03:06.503357] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:06.823907] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:07.119428] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:07.422361] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:07.687446] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:07.973580] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:08.263494] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:08.544402] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:08.544593] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:03:08.544667] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10458 tests [2025-11-21T11:03:08.544716] [INFO ] [CONFIGURE ] CPNG: Testing feature 4/29: add_ema [2025-11-21T11:03:08.544760] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:03:08.856084] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:09.159817] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:03:09.450879] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:03:09.761538] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:10.081608] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:10.393191] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:10.722342] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:11.067037] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:11.391610] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:11.711147] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:11.711426] [INFO ] [CONFIGURE ] CPNG: KEPT add_ema (score: 60.00%) [2025-11-21T11:03:11.711486] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10457 tests [2025-11-21T11:03:11.711537] [INFO ] [CONFIGURE ] CPNG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:03:11.711581] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:03:12.067295] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:12.452386] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:03:12.813919] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:13.235363] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:03:13.628164] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:14.025178] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:03:14.404831] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:03:14.759605] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:03:15.115793] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:15.466578] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:15.466775] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:03:15.466831] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10456 tests [2025-11-21T11:03:15.466877] [INFO ] [CONFIGURE ] CPNG: Testing feature 6/29: add_failed_moves [2025-11-21T11:03:15.466940] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T11:03:15.790292] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:16.096778] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:03:16.420243] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:16.745513] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:17.063295] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:17.372839] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:17.708758] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:18.019778] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:18.340990] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:18.654418] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:18.654638] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:03:18.654718] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10455 tests [2025-11-21T11:03:18.654766] [INFO ] [CONFIGURE ] CPNG: Testing feature 7/29: add_lag_shelf [2025-11-21T11:03:18.654811] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T11:03:18.963979] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:19.264407] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:19.572770] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:19.887156] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:20.212179] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:20.517277] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:20.823155] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:21.178118] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:21.558897] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:22.007418] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:22.007681] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T11:03:22.007768] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10454 tests [2025-11-21T11:03:22.007848] [INFO ] [CONFIGURE ] CPNG: Testing feature 8/29: add_macd [2025-11-21T11:03:22.007924] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T11:03:22.545149] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:22.997226] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:23.379389] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:23.784092] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:03:24.175951] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:24.583356] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:24.981578] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:03:25.376793] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:03:25.769542] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:26.158682] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:26.158874] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_macd (score: 30.00%) [2025-11-21T11:03:26.158932] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10453 tests [2025-11-21T11:03:26.158981] [INFO ] [CONFIGURE ] CPNG: Testing feature 9/29: add_mfi [2025-11-21T11:03:26.159025] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T11:03:26.477314] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:26.798435] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:27.120005] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:03:27.433383] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:27.750558] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:28.067938] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:28.396801] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:28.723815] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:29.037866] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:29.353326] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:29.353581] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:03:29.353749] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10452 tests [2025-11-21T11:03:29.353805] [INFO ] [CONFIGURE ] CPNG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:03:29.353849] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:03:29.752961] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:30.150458] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:30.560562] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:03:30.979392] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:31.410871] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:31.821806] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:32.231433] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:32.641387] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:33.049446] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:33.464029] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:33.464227] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:03:33.464284] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10451 tests [2025-11-21T11:03:33.464353] [INFO ] [CONFIGURE ] CPNG: Testing feature 11/29: add_obv_daily [2025-11-21T11:03:33.464403] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T11:03:33.774935] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:34.103337] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:03:34.423960] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:34.743787] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:35.062572] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:35.393304] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:35.747991] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:36.093590] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:36.438768] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:36.789824] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:36.789997] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:03:36.790052] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10450 tests [2025-11-21T11:03:36.790099] [INFO ] [CONFIGURE ] CPNG: Testing feature 12/29: add_obv_interval [2025-11-21T11:03:36.790143] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T11:03:37.091796] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:37.420008] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:37.734508] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:38.037541] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:38.348411] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:38.647805] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:38.951495] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:39.256170] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:39.560630] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:39.865574] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:39.865819] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T11:03:39.865881] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10449 tests [2025-11-21T11:03:39.865929] [INFO ] [CONFIGURE ] CPNG: Testing feature 13/29: add_opening_strength [2025-11-21T11:03:39.865975] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:03:40.210159] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:40.553894] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:40.913588] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:41.257550] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:41.603797] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:41.953994] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:42.300045] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:42.654551] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:42.997011] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:43.347343] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:03:43.347566] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T11:03:43.347626] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10448 tests [2025-11-21T11:03:43.347701] [INFO ] [CONFIGURE ] CPNG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:03:43.347748] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T11:03:43.681681] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:44.034118] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:44.367622] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:03:44.712235] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:45.045904] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:45.382913] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:45.721998] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:46.074897] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:46.402861] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:46.720238] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:46.720420] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:03:46.720527] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10447 tests [2025-11-21T11:03:46.720577] [INFO ] [CONFIGURE ] CPNG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:03:46.720620] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T11:03:47.025820] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:47.368500] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:47.669570] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:47.977405] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:48.282220] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:48.593367] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:48.903370] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:49.216687] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:03:49.527049] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:49.846361] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:49.846609] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T11:03:49.846696] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10446 tests [2025-11-21T11:03:49.846748] [INFO ] [CONFIGURE ] CPNG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:03:49.846793] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T11:03:50.179016] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:50.495737] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:50.822076] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:03:51.137815] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:51.467503] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:51.791267] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:52.115485] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:03:52.459275] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:52.779535] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:53.099689] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:53.099884] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:03:53.099941] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10445 tests [2025-11-21T11:03:53.099988] [INFO ] [CONFIGURE ] CPNG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:03:53.100032] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T11:03:53.423257] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:53.779000] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:54.102880] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:03:54.433769] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:54.799568] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:55.158939] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:55.510529] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:03:55.871085] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:56.230804] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:56.601428] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:03:56.601637] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:03:56.601721] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10444 tests [2025-11-21T11:03:56.601771] [INFO ] [CONFIGURE ] CPNG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:03:56.601814] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T11:03:56.929834] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:03:57.255942] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:03:57.584986] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:03:57.910973] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:03:58.222714] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:03:58.527323] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:03:58.828667] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:03:59.165221] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:03:59.496479] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:03:59.823751] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:03:59.823943] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:03:59.823998] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10443 tests [2025-11-21T11:03:59.824045] [INFO ] [CONFIGURE ] CPNG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:03:59.824089] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T11:04:00.143879] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:00.463517] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:04:00.790401] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:01.862133] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:02.245557] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:02.584426] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:02.916072] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:04:03.243265] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:03.566267] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:03.896386] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:03.896738] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:04:03.896846] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10442 tests [2025-11-21T11:04:03.896915] [INFO ] [CONFIGURE ] CPNG: Testing feature 20/29: add_price_rejection [2025-11-21T11:04:03.896961] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T11:04:04.256942] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:04.607027] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:04.933927] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:05.289283] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:05.643776] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:06.011729] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:06.377227] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:06.737296] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:07.101391] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:07.474840] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:07.475024] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:04:07.475082] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10441 tests [2025-11-21T11:04:07.475129] [INFO ] [CONFIGURE ] CPNG: Testing feature 21/29: add_range_position [2025-11-21T11:04:07.475168] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T11:04:07.878502] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:08.254613] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:08.621665] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:08.967492] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:09.323209] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:09.675575] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:10.032565] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:10.382992] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:10.733478] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:11.091187] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:11.091369] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T11:04:11.091428] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10440 tests [2025-11-21T11:04:11.091472] [INFO ] [CONFIGURE ] CPNG: Testing feature 22/29: add_realized_volatility [2025-11-21T11:04:11.091516] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T11:04:11.503312] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:11.909233] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:12.315071] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:12.757448] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:13.212042] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:13.653267] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:14.104630] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:14.569221] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:15.148773] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:15.590719] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:15.590948] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:04:15.591007] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10439 tests [2025-11-21T11:04:15.591055] [INFO ] [CONFIGURE ] CPNG: Testing feature 23/29: add_recent_range_context [2025-11-21T11:04:15.591099] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T11:04:15.907577] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:16.233472] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:16.567983] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:16.884728] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:17.210367] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:17.553249] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:17.889908] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:18.220542] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:18.538298] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:18.862719] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:18.862954] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T11:04:18.863012] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10438 tests [2025-11-21T11:04:18.863060] [INFO ] [CONFIGURE ] CPNG: Testing feature 24/29: add_rsi [2025-11-21T11:04:18.863103] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T11:04:19.210810] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:19.532716] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:19.873780] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:20.221381] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:20.545954] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:20.863350] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:21.184555] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:21.521414] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:21.851189] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:22.183210] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:22.183386] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_rsi (score: 40.00%) [2025-11-21T11:04:22.183444] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10437 tests [2025-11-21T11:04:22.183570] [INFO ] [CONFIGURE ] CPNG: Testing feature 25/29: add_tick_distribution [2025-11-21T11:04:22.183621] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T11:04:22.518079] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:22.856791] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:23.181316] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:23.513338] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:23.857550] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:24.212840] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:24.564291] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:24.898732] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:25.235168] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:25.564750] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:25.564930] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T11:04:25.564989] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10436 tests [2025-11-21T11:04:25.565041] [INFO ] [CONFIGURE ] CPNG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:04:25.565087] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T11:04:25.899438] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:26.214617] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:04:26.527317] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:26.837754] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:27.152523] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:27.475701] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:27.837927] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:28.175105] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:28.505728] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:28.823958] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:28.824138] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:04:28.824198] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10435 tests [2025-11-21T11:04:28.824247] [INFO ] [CONFIGURE ] CPNG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:04:28.824292] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T11:04:29.159972] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:29.498100] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:29.832616] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:30.228432] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:30.597174] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:30.960390] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:31.297890] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:31.631515] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:31.962826] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:32.293976] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:32.294164] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T11:04:32.294221] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10434 tests [2025-11-21T11:04:32.294267] [INFO ] [CONFIGURE ] CPNG: Testing feature 28/29: add_volume_profile [2025-11-21T11:04:32.294312] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T11:04:32.614888] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:32.921493] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:33.237734] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:33.558925] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:04:33.876543] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:34.231922] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:34.583512] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:04:34.940961] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:35.299583] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:35.661093] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:35.661311] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:04:35.661373] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10433 tests [2025-11-21T11:04:35.661423] [INFO ] [CONFIGURE ] CPNG: Testing feature 29/29: add_vwap [2025-11-21T11:04:35.661472] [INFO ] [CONFIGURE ] CPNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T11:04:36.011789] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:36.342407] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:36.674862] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:04:37.020685] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:04:37.359176] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:37.698873] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:38.057447] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:04:38.427870] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:04:38.814389] [DEBUG] [FORECASTER] CPNG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:39.181590] [DEBUG] [FORECASTER] CPNG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:04:39.181787] [INFO ] [CONFIGURE ] CPNG: DISCARDED add_vwap (score: 20.00%) [2025-11-21T11:04:39.181847] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10432 tests [2025-11-21T11:04:39.181929] [INFO ] [CONFIGURE ] CPNG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:04:39.181976] [INFO ] [CONFIGURE ] CPNG: Best accuracy: 60.00% [2025-11-21T11:04:39.182019] [INFO ] [CONFIGURE ] CPNG: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:04:39.182060] [INFO ] [CONFIGURE ] CPNG: Improvement over baseline: 30.00% [2025-11-21T11:04:39.182098] [INFO ] [CONFIGURE ] CPNG: Total time: 1.7 minutes [2025-11-21T11:04:39.182137] [INFO ] [CONFIGURE ] CPNG: Average time per feature: 3.4 seconds [2025-11-21T11:04:39.182175] [INFO ] [CONFIGURE ] CPNG: Average speed: 0.29 features/sec [2025-11-21T11:04:39.182609] [INFO ] [LOCAL ] Saved configuration for CPNG: 3 features, 60.00% accuracy -> ./output/feature-sets/CPNG.json [2025-11-21T11:04:39.182686] [INFO ] [CONFIGURE ] CPNG: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T11:04:39.182737] [INFO ] [sig ] [367/723] Successfully configured CPNG | 0.01 sym/s | Total: 8.5h | ETA: 8.3h [2025-11-21T11:04:39.182783] [INFO ] [sig ] [368/723] Configuring CPRI... [2025-11-21T11:04:39.182822] [INFO ] [CONFIGURE ] CPRI: Configurate test run. [2025-11-21T11:04:39.182862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-11-21T11:04:39.287058] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPRI'. [2025-11-21T11:04:39.287452] [INFO ] [CONFIGURE ] CPRI: Testing with 29 available features [2025-11-21T11:04:39.287516] [INFO ] [CONFIGURE ] CPRI: Establishing baseline with no features... [2025-11-21T11:04:39.478533] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:39.670977] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:39.860903] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:40.054739] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:04:40.245526] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:40.433130] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:04:40.631514] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:04:40.820351] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:41.007475] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:41.199399] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:04:41.199563] [INFO ] [CONFIGURE ] CPRI: Baseline score (no features): 40.00% [2025-11-21T11:04:41.199610] [INFO ] [CONFIGURE ] CPRI: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:04:41.199665] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:04:41.423260] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:41.647966] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:41.873416] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:42.096550] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:04:42.320882] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:42.550967] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:04:42.782442] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:04:43.030064] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:43.255973] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:43.487331] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:04:43.487514] [INFO ] [CONFIGURE ] CPRI: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T11:04:43.487572] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10431 tests [2025-11-21T11:04:43.487610] [INFO ] [CONFIGURE ] CPRI: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:04:43.487663] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:04:43.753511] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:44.017458] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:04:44.290165] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:44.554275] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:04:44.823786] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:45.097834] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:04:45.375638] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:04:45.642301] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:45.909834] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:46.181825] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:04:46.182004] [INFO ] [CONFIGURE ] CPRI: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T11:04:46.182060] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10430 tests [2025-11-21T11:04:46.182104] [INFO ] [CONFIGURE ] CPRI: Testing feature 3/29: add_daily_returns [2025-11-21T11:04:46.182147] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:04:46.468109] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:46.748846] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:47.026451] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:47.315908] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:04:47.608414] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:04:47.891006] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:04:48.171145] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:04:48.455441] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:48.736975] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:49.017037] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:04:49.017233] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:04:49.017289] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10429 tests [2025-11-21T11:04:49.017335] [INFO ] [CONFIGURE ] CPRI: Testing feature 4/29: add_ema [2025-11-21T11:04:49.017382] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:04:49.338456] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:49.659666] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:04:49.960715] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:50.259878] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:04:50.565973] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:50.898128] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:04:51.231846] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:04:51.560622] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:51.905934] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:52.215433] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:04:52.215621] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_ema (score: 70.00%) [2025-11-21T11:04:52.215702] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10428 tests [2025-11-21T11:04:52.215754] [INFO ] [CONFIGURE ] CPRI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:04:52.215798] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:04:52.504421] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:52.815199] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:53.112877] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:53.410496] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:04:53.709593] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:54.009741] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:04:54.287426] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:04:54.562954] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:54.841123] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:55.132358] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:04:55.132560] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:04:55.132618] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10427 tests [2025-11-21T11:04:55.132682] [INFO ] [CONFIGURE ] CPRI: Testing feature 6/29: add_failed_moves [2025-11-21T11:04:55.132762] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:04:55.396502] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:55.661010] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:55.931213] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:56.201748] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:04:56.467774] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:56.722122] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:04:56.977766] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:04:57.242042] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:04:57.506392] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:04:57.794410] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:04:57.794603] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:04:57.794682] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10426 tests [2025-11-21T11:04:57.794732] [INFO ] [CONFIGURE ] CPRI: Testing feature 7/29: add_lag_shelf [2025-11-21T11:04:57.794776] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:04:58.081062] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:04:58.364600] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:04:58.641305] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:04:58.913834] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:04:59.192877] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:04:59.465598] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:04:59.746107] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:00.025484] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:00.957024] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:01.395788] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:01.395988] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:05:01.396047] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10425 tests [2025-11-21T11:05:01.396095] [INFO ] [CONFIGURE ] CPRI: Testing feature 8/29: add_macd [2025-11-21T11:05:01.396142] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:05:01.795462] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:02.190571] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:02.630184] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:03.119228] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:03.480627] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:03.825974] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:04.162104] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:04.501108] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:04.836485] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:05.173317] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:05.173496] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_macd (score: 60.00%) [2025-11-21T11:05:05.173553] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10424 tests [2025-11-21T11:05:05.173602] [INFO ] [CONFIGURE ] CPRI: Testing feature 9/29: add_mfi [2025-11-21T11:05:05.173663] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T11:05:05.437292] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:05.702819] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:05.973316] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:06.255777] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:06.520526] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:06.783886] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:07.049123] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:07.320928] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:07.597861] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:07.875814] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:07.876048] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_mfi (score: 70.00%) [2025-11-21T11:05:07.876113] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10423 tests [2025-11-21T11:05:07.876167] [INFO ] [CONFIGURE ] CPRI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:05:07.876214] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:05:08.231246] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:08.581367] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:08.923884] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:09.266931] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:09.620446] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:10.016325] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:10.378098] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:10.729279] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:11.084459] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:11.440823] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:11.441028] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:05:11.441085] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10422 tests [2025-11-21T11:05:11.441139] [INFO ] [CONFIGURE ] CPRI: Testing feature 11/29: add_obv_daily [2025-11-21T11:05:11.441184] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T11:05:11.718543] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:11.991597] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:12.251489] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:12.557527] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:12.833608] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:13.110691] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:13.378704] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:13.652575] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:13.939745] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:14.240675] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:14.240874] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:05:14.240955] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10421 tests [2025-11-21T11:05:14.241005] [INFO ] [CONFIGURE ] CPRI: Testing feature 12/29: add_obv_interval [2025-11-21T11:05:14.241047] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T11:05:14.505039] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:14.772993] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:15.036793] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:15.310725] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:15.569904] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:15.826744] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:16.088716] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:16.355088] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:16.619174] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:16.875775] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:16.875963] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T11:05:16.876019] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10420 tests [2025-11-21T11:05:16.876067] [INFO ] [CONFIGURE ] CPRI: Testing feature 13/29: add_opening_strength [2025-11-21T11:05:16.876111] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:05:17.165156] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:17.452443] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:17.743851] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:18.027253] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:18.338783] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:18.643628] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:18.948950] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:19.256575] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:19.568000] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:19.882813] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:19.882990] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:05:19.883045] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10419 tests [2025-11-21T11:05:19.883091] [INFO ] [CONFIGURE ] CPRI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:05:19.883133] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T11:05:20.165206] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:20.436795] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:20.721059] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:05:21.010573] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:21.305898] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:21.590018] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:21.884677] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:22.171729] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:22.440070] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:22.724403] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:22.724605] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:05:22.724685] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10418 tests [2025-11-21T11:05:22.724736] [INFO ] [CONFIGURE ] CPRI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:05:22.724779] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T11:05:22.978767] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:23.253735] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:23.528614] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:23.800808] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:24.082836] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:24.340524] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:24.606282] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:24.862616] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:25.124915] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:25.405033] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:25.405238] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:05:25.405295] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10417 tests [2025-11-21T11:05:25.405344] [INFO ] [CONFIGURE ] CPRI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:05:25.405390] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T11:05:25.682900] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:25.971793] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:26.251929] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:05:26.536413] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:26.817253] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:27.092826] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:27.364563] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:27.640274] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:27.923691] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:28.205181] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:28.205382] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:05:28.205438] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10416 tests [2025-11-21T11:05:28.205534] [INFO ] [CONFIGURE ] CPRI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:05:28.205584] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T11:05:28.471870] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:28.748978] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:29.013276] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:29.270999] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:29.531783] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:29.794914] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:30.074802] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:30.335049] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:30.593773] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:30.871050] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:30.871246] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T11:05:30.871303] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10415 tests [2025-11-21T11:05:30.871361] [INFO ] [CONFIGURE ] CPRI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:05:30.871398] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T11:05:31.122767] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:31.380014] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:31.650825] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:05:31.907220] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:32.163947] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:32.424060] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:32.676157] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:32.930951] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:33.184703] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:33.442188] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:33.442371] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:05:33.442425] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10414 tests [2025-11-21T11:05:33.442470] [INFO ] [CONFIGURE ] CPRI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:05:33.442521] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T11:05:33.694295] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:33.943291] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:34.199283] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:34.448175] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:34.689867] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:34.984254] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:35.227025] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:35.470285] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:35.718237] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:35.995889] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:35.996606] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:05:35.996692] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10413 tests [2025-11-21T11:05:35.996743] [INFO ] [CONFIGURE ] CPRI: Testing feature 20/29: add_price_rejection [2025-11-21T11:05:35.996779] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T11:05:36.283830] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:36.569663] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:36.859922] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:37.148072] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:37.436875] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:37.731220] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:38.026135] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:38.321567] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:38.611133] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:38.916133] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:38.916321] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:05:38.916379] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10412 tests [2025-11-21T11:05:38.916430] [INFO ] [CONFIGURE ] CPRI: Testing feature 21/29: add_range_position [2025-11-21T11:05:38.916469] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T11:05:39.220600] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:39.522543] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:39.825597] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:05:40.125561] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:40.422769] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:40.725931] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:41.030053] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:41.337240] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:41.638622] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:41.951775] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:41.951970] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:05:41.952032] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10411 tests [2025-11-21T11:05:41.952084] [INFO ] [CONFIGURE ] CPRI: Testing feature 22/29: add_realized_volatility [2025-11-21T11:05:41.952160] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T11:05:42.352150] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:42.736052] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:43.147590] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:43.558782] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:43.959738] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:44.366365] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:44.770446] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:45.177118] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:45.586127] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:45.985875] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:45.986047] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:05:45.986104] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10410 tests [2025-11-21T11:05:45.986153] [INFO ] [CONFIGURE ] CPRI: Testing feature 23/29: add_recent_range_context [2025-11-21T11:05:45.986196] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T11:05:46.275680] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:46.571463] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:46.859053] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:47.146351] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:47.432742] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:47.725532] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:48.012705] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:48.308567] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:48.604715] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:48.917843] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:48.918025] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:05:48.918095] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10409 tests [2025-11-21T11:05:48.918145] [INFO ] [CONFIGURE ] CPRI: Testing feature 24/29: add_rsi [2025-11-21T11:05:48.918190] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T11:05:49.267253] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:49.598473] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:49.943682] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:50.303349] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:50.652158] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:51.001170] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:51.338986] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:51.679501] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:52.020355] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:52.352382] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:05:52.352590] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:05:52.352674] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10408 tests [2025-11-21T11:05:52.352756] [INFO ] [CONFIGURE ] CPRI: Testing feature 25/29: add_tick_distribution [2025-11-21T11:05:52.352806] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T11:05:52.637303] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:52.939328] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:53.241872] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:53.527237] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:53.812097] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:54.078806] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:54.346465] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:54.639553] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:54.910865] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:55.180209] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:55.180378] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:05:55.180433] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10407 tests [2025-11-21T11:05:55.180480] [INFO ] [CONFIGURE ] CPRI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:05:55.180524] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T11:05:55.432710] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:55.684662] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:05:55.963977] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:05:56.252025] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:56.527970] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:56.806584] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:05:57.085836] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:05:57.364781] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:05:57.640058] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:05:57.926758] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:05:57.926956] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:05:57.927016] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10406 tests [2025-11-21T11:05:57.927067] [INFO ] [CONFIGURE ] CPRI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:05:57.927112] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T11:05:58.236368] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:05:58.542399] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:05:58.848568] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:05:59.152530] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:05:59.451935] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:05:59.767199] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:06:00.097767] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:01.168185] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:01.651752] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:01.974668] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:06:01.974933] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:06:01.974995] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10405 tests [2025-11-21T11:06:01.975049] [INFO ] [CONFIGURE ] CPRI: Testing feature 28/29: add_volume_profile [2025-11-21T11:06:01.975098] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T11:06:02.286471] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:06:02.607708] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:06:02.924042] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:06:03.228869] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:06:03.534400] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:06:03.835497] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:06:04.151945] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:04.464000] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:04.804398] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:05.123430] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:06:05.123687] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T11:06:05.123754] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10404 tests [2025-11-21T11:06:05.123806] [INFO ] [CONFIGURE ] CPRI: Testing feature 29/29: add_vwap [2025-11-21T11:06:05.123856] [INFO ] [CONFIGURE ] CPRI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T11:06:05.448454] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:06:05.771025] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:06:06.098691] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:06.424806] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:06:06.751912] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:06:07.049115] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:06:07.339846] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:07.640194] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:07.934928] [DEBUG] [FORECASTER] CPRI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:08.235614] [DEBUG] [FORECASTER] CPRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:06:08.235806] [INFO ] [CONFIGURE ] CPRI: DISCARDED add_vwap (score: 70.00%) [2025-11-21T11:06:08.235863] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10403 tests [2025-11-21T11:06:08.235903] [INFO ] [CONFIGURE ] CPRI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:06:08.235941] [INFO ] [CONFIGURE ] CPRI: Best accuracy: 70.00% [2025-11-21T11:06:08.235982] [INFO ] [CONFIGURE ] CPRI: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:06:08.236026] [INFO ] [CONFIGURE ] CPRI: Improvement over baseline: 30.00% [2025-11-21T11:06:08.236064] [INFO ] [CONFIGURE ] CPRI: Total time: 1.5 minutes [2025-11-21T11:06:08.236103] [INFO ] [CONFIGURE ] CPRI: Average time per feature: 3.0 seconds [2025-11-21T11:06:08.236141] [INFO ] [CONFIGURE ] CPRI: Average speed: 0.33 features/sec [2025-11-21T11:06:08.236451] [INFO ] [LOCAL ] Saved configuration for CPRI: 2 features, 70.00% accuracy -> ./output/feature-sets/CPRI.json [2025-11-21T11:06:08.236524] [INFO ] [CONFIGURE ] CPRI: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T11:06:08.236581] [INFO ] [sig ] [368/723] Successfully configured CPRI | 0.01 sym/s | Total: 8.5h | ETA: 8.2h [2025-11-21T11:06:08.236627] [INFO ] [sig ] [369/723] Configuring CPS... [2025-11-21T11:06:08.236689] [INFO ] [CONFIGURE ] CPS: Configurate test run. [2025-11-21T11:06:08.236731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-11-21T11:06:08.344494] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPS'. [2025-11-21T11:06:08.344889] [INFO ] [CONFIGURE ] CPS: Testing with 29 available features [2025-11-21T11:06:08.344955] [INFO ] [CONFIGURE ] CPS: Establishing baseline with no features... [2025-11-21T11:06:08.521278] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:08.697606] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:08.871281] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:06:09.048978] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:09.222118] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:09.394377] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:09.572760] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:09.748732] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:06:09.926269] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:10.113379] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:06:10.113571] [INFO ] [CONFIGURE ] CPS: Baseline score (no features): 10.00% [2025-11-21T11:06:10.113701] [INFO ] [CONFIGURE ] CPS: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:06:10.113785] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:06:10.328972] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:10.538385] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:10.769442] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:06:11.037002] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:11.311465] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:11.585781] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:06:11.808610] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:12.011244] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:06:12.188731] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:12.375362] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:12.375539] [INFO ] [CONFIGURE ] CPS: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T11:06:12.375601] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10402 tests [2025-11-21T11:06:12.375670] [INFO ] [CONFIGURE ] CPS: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:06:12.375730] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:06:12.627562] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:12.871608] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:13.128774] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:13.387062] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:13.653407] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:13.907392] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:14.155938] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:14.418571] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:14.682344] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:14.952994] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:14.953168] [INFO ] [CONFIGURE ] CPS: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T11:06:14.953226] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10401 tests [2025-11-21T11:06:14.953291] [INFO ] [CONFIGURE ] CPS: Testing feature 3/29: add_daily_returns [2025-11-21T11:06:14.953357] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:06:15.223086] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:15.480042] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:15.733082] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:06:15.985262] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:16.237762] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:16.490453] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:06:16.732727] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:16.989938] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:17.242288] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:17.497828] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:06:17.497987] [INFO ] [CONFIGURE ] CPS: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T11:06:17.498040] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10400 tests [2025-11-21T11:06:17.498124] [INFO ] [CONFIGURE ] CPS: Testing feature 4/29: add_ema [2025-11-21T11:06:17.498172] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:06:17.778333] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:18.071104] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:18.360145] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:18.657716] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:18.950310] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:19.244196] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:19.545202] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:19.848498] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:20.139092] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:20.427507] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:06:20.427718] [INFO ] [CONFIGURE ] CPS: DISCARDED add_ema (score: 30.00%) [2025-11-21T11:06:20.427788] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10399 tests [2025-11-21T11:06:20.427846] [INFO ] [CONFIGURE ] CPS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:06:20.427890] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:06:20.706893] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:06:20.988437] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:21.266516] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:21.550143] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:21.831234] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:22.114695] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:22.394863] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:22.677208] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:22.957231] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:23.238191] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:06:23.238367] [INFO ] [CONFIGURE ] CPS: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T11:06:23.238422] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10398 tests [2025-11-21T11:06:23.238467] [INFO ] [CONFIGURE ] CPS: Testing feature 6/29: add_failed_moves [2025-11-21T11:06:23.238510] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:06:23.478058] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:23.736822] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:23.978242] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:24.242892] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:24.509002] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:24.791119] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:25.046002] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:25.333015] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:25.602919] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:25.870583] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:25.870810] [INFO ] [CONFIGURE ] CPS: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T11:06:25.870869] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10397 tests [2025-11-21T11:06:25.870915] [INFO ] [CONFIGURE ] CPS: Testing feature 7/29: add_lag_shelf [2025-11-21T11:06:25.870959] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:06:26.131633] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:26.402636] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:26.667831] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:26.926495] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:27.189202] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:27.463624] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:27.738211] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:28.028628] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:28.314598] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:28.607577] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:28.607787] [INFO ] [CONFIGURE ] CPS: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T11:06:28.607847] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10396 tests [2025-11-21T11:06:28.607896] [INFO ] [CONFIGURE ] CPS: Testing feature 8/29: add_macd [2025-11-21T11:06:28.607940] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:06:28.975037] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:06:29.315472] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:29.670944] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:30.002067] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:30.331436] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:30.660897] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:30.990687] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:31.333804] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:31.695336] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:32.055021] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:32.055245] [INFO ] [CONFIGURE ] CPS: KEPT add_macd (score: 50.00%) [2025-11-21T11:06:32.055315] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10395 tests [2025-11-21T11:06:32.055369] [INFO ] [CONFIGURE ] CPS: Testing feature 9/29: add_mfi [2025-11-21T11:06:32.055407] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:06:32.419420] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:06:32.774250] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:33.150391] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:33.530481] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:33.901461] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:34.280544] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:34.641676] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:35.008343] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:35.381460] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:35.757012] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:35.757218] [INFO ] [CONFIGURE ] CPS: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:06:35.757277] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10394 tests [2025-11-21T11:06:35.757328] [INFO ] [CONFIGURE ] CPS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:06:35.757372] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:06:36.210123] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:36.668807] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:37.142585] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:06:37.606785] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:38.079961] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:38.541993] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:38.997797] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:39.459619] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:06:39.923329] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:40.391420] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:40.391666] [INFO ] [CONFIGURE ] CPS: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T11:06:40.391728] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10393 tests [2025-11-21T11:06:40.391780] [INFO ] [CONFIGURE ] CPS: Testing feature 11/29: add_obv_daily [2025-11-21T11:06:40.391828] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T11:06:40.774800] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:41.161232] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:41.536361] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:41.913085] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:42.275813] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:42.647233] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:43.029093] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:43.415973] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:43.810361] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:44.207312] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:06:44.207505] [INFO ] [CONFIGURE ] CPS: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T11:06:44.207566] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10392 tests [2025-11-21T11:06:44.207618] [INFO ] [CONFIGURE ] CPS: Testing feature 12/29: add_obv_interval [2025-11-21T11:06:44.207687] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T11:06:44.566017] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:06:44.917003] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:45.261755] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:45.610260] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:45.955759] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:46.305092] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:46.657317] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:47.022547] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:06:47.390616] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:47.770885] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:47.771073] [INFO ] [CONFIGURE ] CPS: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:06:47.771134] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10391 tests [2025-11-21T11:06:47.771184] [INFO ] [CONFIGURE ] CPS: Testing feature 13/29: add_opening_strength [2025-11-21T11:06:47.771231] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:06:48.170163] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:06:48.566300] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:48.978064] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:06:49.374248] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:49.775416] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:50.187308] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:06:50.599730] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:51.018338] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:06:51.431268] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:51.848578] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:06:51.848812] [INFO ] [CONFIGURE ] CPS: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T11:06:51.848874] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10390 tests [2025-11-21T11:06:51.848926] [INFO ] [CONFIGURE ] CPS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:06:51.848969] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T11:06:52.236661] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:06:52.626381] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:53.020984] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:53.423987] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:53.820912] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:54.218192] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:06:54.638304] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:55.037253] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:06:55.444093] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:55.848600] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:55.848816] [INFO ] [CONFIGURE ] CPS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:06:55.848879] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10389 tests [2025-11-21T11:06:55.848929] [INFO ] [CONFIGURE ] CPS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:06:55.848975] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T11:06:56.209307] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:06:56.578842] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:06:56.943424] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:06:57.314399] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:06:57.688439] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:06:58.088657] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:06:58.500461] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:06:58.962464] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:06:59.323973] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:06:59.678212] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:06:59.678394] [INFO ] [CONFIGURE ] CPS: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T11:06:59.678453] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10388 tests [2025-11-21T11:06:59.678503] [INFO ] [CONFIGURE ] CPS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:06:59.678547] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T11:07:00.034923] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:00.404746] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:01.546558] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:01.951438] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:02.337982] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:02.730840] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:07:03.124473] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:03.536565] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:07:03.953773] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:04.350052] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:07:04.350240] [INFO ] [CONFIGURE ] CPS: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T11:07:04.350298] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10387 tests [2025-11-21T11:07:04.350345] [INFO ] [CONFIGURE ] CPS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:07:04.350388] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T11:07:04.769315] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:05.163573] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:05.536049] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:05.904732] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:06.282788] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:06.646369] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:07.015768] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:07:07.381830] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:07.752033] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:08.126001] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:08.126178] [INFO ] [CONFIGURE ] CPS: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:07:08.126235] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10386 tests [2025-11-21T11:07:08.126282] [INFO ] [CONFIGURE ] CPS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:07:08.126325] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T11:07:08.474770] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:08.820855] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:09.189202] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:09.543380] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:09.892466] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:10.244695] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:10.588286] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:10.945349] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:07:11.297982] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:11.651209] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:11.651421] [INFO ] [CONFIGURE ] CPS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:07:11.651482] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10385 tests [2025-11-21T11:07:11.651533] [INFO ] [CONFIGURE ] CPS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:07:11.651580] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T11:07:11.991096] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:12.336969] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:12.682991] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:13.024130] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:13.383197] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:13.731833] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:07:14.074668] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:14.425130] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:07:14.786107] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:15.141446] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:15.141677] [INFO ] [CONFIGURE ] CPS: KEPT add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:07:15.141738] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10384 tests [2025-11-21T11:07:15.141786] [INFO ] [CONFIGURE ] CPS: Testing feature 20/29: add_price_rejection [2025-11-21T11:07:15.141828] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T11:07:15.492629] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:15.839071] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:16.182762] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:16.518177] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:16.867470] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:17.223478] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:17.575328] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:17.926823] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:18.325392] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:18.726524] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:18.726753] [INFO ] [CONFIGURE ] CPS: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T11:07:18.726839] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10383 tests [2025-11-21T11:07:18.726893] [INFO ] [CONFIGURE ] CPS: Testing feature 21/29: add_range_position [2025-11-21T11:07:18.726965] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T11:07:19.139848] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:19.558194] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:19.976950] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:20.412796] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:20.829878] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:21.227359] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:21.634595] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:22.042329] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:22.455750] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:22.858469] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:22.858681] [INFO ] [CONFIGURE ] CPS: DISCARDED add_range_position (score: 40.00%) [2025-11-21T11:07:22.858742] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10382 tests [2025-11-21T11:07:22.858792] [INFO ] [CONFIGURE ] CPS: Testing feature 22/29: add_realized_volatility [2025-11-21T11:07:22.858838] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T11:07:23.355206] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:23.874242] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:24.365846] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:24.867528] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:25.356958] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:25.852236] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:26.356193] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:26.859197] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:27.367479] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:27.887686] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:27.887891] [INFO ] [CONFIGURE ] CPS: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:07:27.887967] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10381 tests [2025-11-21T11:07:27.888024] [INFO ] [CONFIGURE ] CPS: Testing feature 23/29: add_recent_range_context [2025-11-21T11:07:27.888069] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T11:07:28.276600] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:28.659951] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:29.029173] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:07:29.399112] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:29.764697] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:30.132850] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:30.493176] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:30.835557] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:31.186829] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:31.539433] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:07:31.539668] [INFO ] [CONFIGURE ] CPS: DISCARDED add_recent_range_context (score: 10.00%) [2025-11-21T11:07:31.539730] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10380 tests [2025-11-21T11:07:31.539792] [INFO ] [CONFIGURE ] CPS: Testing feature 24/29: add_rsi [2025-11-21T11:07:31.539868] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T11:07:31.938334] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:32.330334] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:32.730474] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:33.132198] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:33.578734] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:34.007904] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:07:34.433060] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:34.878008] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:07:35.308086] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:35.740983] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:07:35.741196] [INFO ] [CONFIGURE ] CPS: DISCARDED add_rsi (score: 40.00%) [2025-11-21T11:07:35.741255] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10379 tests [2025-11-21T11:07:35.741304] [INFO ] [CONFIGURE ] CPS: Testing feature 25/29: add_tick_distribution [2025-11-21T11:07:35.741347] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T11:07:36.106733] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:36.489770] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:36.872685] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:37.245717] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:37.605123] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:37.960074] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:07:38.321804] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:38.713975] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:07:39.086622] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:39.447216] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:39.447404] [INFO ] [CONFIGURE ] CPS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:07:39.447463] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10378 tests [2025-11-21T11:07:39.447513] [INFO ] [CONFIGURE ] CPS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:07:39.447566] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T11:07:39.809631] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:40.167398] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:40.533383] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:07:40.904582] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:41.269620] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:41.622533] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:41.988613] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:42.349373] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:42.711311] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:43.074067] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:43.074255] [INFO ] [CONFIGURE ] CPS: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T11:07:43.074311] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10377 tests [2025-11-21T11:07:43.074357] [INFO ] [CONFIGURE ] CPS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:07:43.074402] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T11:07:43.417953] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:43.788770] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:44.149274] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:07:44.508833] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:44.885496] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:45.255120] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:45.606553] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:45.960565] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:07:46.311386] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:46.667304] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:07:46.667520] [INFO ] [CONFIGURE ] CPS: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T11:07:46.667581] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10376 tests [2025-11-21T11:07:46.667626] [INFO ] [CONFIGURE ] CPS: Testing feature 28/29: add_volume_profile [2025-11-21T11:07:46.667692] [INFO ] [CONFIGURE ] CPS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T11:07:47.020750] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:47.386747] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:07:47.763320] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:07:48.129803] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:07:48.495966] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:07:48.907579] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:07:49.324769] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:07:49.752218] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:50.179605] [DEBUG] [FORECASTER] CPS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:07:50.596275] [DEBUG] [FORECASTER] CPS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:07:50.596493] [INFO ] [CONFIGURE ] CPS: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T11:07:50.596563] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10375 tests [2025-11-21T11:07:50.596612] [INFO ] [CONFIGURE ] CPS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:07:50.596707] [INFO ] [CONFIGURE ] CPS: Best accuracy: 60.00% [2025-11-21T11:07:50.596756] [INFO ] [CONFIGURE ] CPS: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T11:07:50.596799] [INFO ] [CONFIGURE ] CPS: Improvement over baseline: 50.00% [2025-11-21T11:07:50.596836] [INFO ] [CONFIGURE ] CPS: Total time: 1.7 minutes [2025-11-21T11:07:50.596873] [INFO ] [CONFIGURE ] CPS: Average time per feature: 3.6 seconds [2025-11-21T11:07:50.596953] [INFO ] [CONFIGURE ] CPS: Average speed: 0.29 features/sec [2025-11-21T11:07:50.597543] [INFO ] [LOCAL ] Saved configuration for CPS: 5 features, 60.00% accuracy -> ./output/feature-sets/CPS.json [2025-11-21T11:07:50.597603] [INFO ] [CONFIGURE ] CPS: Configuration saved successfully: 5 features, 60.00% accuracy. [2025-11-21T11:07:50.597675] [INFO ] [sig ] [369/723] Successfully configured CPS | 0.01 sym/s | Total: 8.6h | ETA: 8.2h [2025-11-21T11:07:50.597723] [INFO ] [sig ] [370/723] Configuring CPT... [2025-11-21T11:07:50.597763] [INFO ] [CONFIGURE ] CPT: Configurate test run. [2025-11-21T11:07:50.597803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'. [2025-11-21T11:07:50.673591] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPT'. [2025-11-21T11:07:50.674185] [INFO ] [CONFIGURE ] CPT: Testing with 29 available features [2025-11-21T11:07:50.674268] [INFO ] [CONFIGURE ] CPT: Establishing baseline with no features... [2025-11-21T11:07:50.880360] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:51.114012] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:07:51.353898] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:07:51.580904] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:07:51.758550] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:07:51.931330] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:07:52.108017] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:07:52.285407] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:52.465182] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:07:52.646562] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:07:52.646746] [INFO ] [CONFIGURE ] CPT: Baseline score (no features): 60.00% [2025-11-21T11:07:52.646826] [INFO ] [CONFIGURE ] CPT: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:07:52.646873] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:07:52.853740] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:07:53.057425] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:07:53.270450] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:07:53.480051] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:07:53.695277] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:07:53.923224] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:07:54.142357] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:07:54.359804] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:54.577755] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:07:54.796494] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:07:54.796857] [INFO ] [CONFIGURE ] CPT: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T11:07:54.796987] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10374 tests [2025-11-21T11:07:54.797084] [INFO ] [CONFIGURE ] CPT: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:07:54.797160] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:07:55.007441] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:55.221237] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:07:55.439021] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:07:55.658316] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:07:55.873228] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:07:56.104570] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:07:56.327819] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:07:56.553286] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:56.776632] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:07:57.000614] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:07:57.000810] [INFO ] [CONFIGURE ] CPT: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T11:07:57.000859] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10373 tests [2025-11-21T11:07:57.000899] [INFO ] [CONFIGURE ] CPT: Testing feature 3/29: add_daily_returns [2025-11-21T11:07:57.000933] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_daily_returns'] [2025-11-21T11:07:57.199018] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:57.394872] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:07:57.598169] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:07:57.800497] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:07:58.006366] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:07:58.204505] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:07:58.403093] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:07:58.605988] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:07:58.808517] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:07:59.019447] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:07:59.019661] [INFO ] [CONFIGURE ] CPT: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:07:59.019783] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10372 tests [2025-11-21T11:07:59.019824] [INFO ] [CONFIGURE ] CPT: Testing feature 4/29: add_ema [2025-11-21T11:07:59.019859] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_ema'] [2025-11-21T11:07:59.236341] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:07:59.454450] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:07:59.674693] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:07:59.892393] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:00.112793] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:00.345530] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:01.267599] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:01.612927] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:08:01.843357] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:02.065385] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:02.065727] [INFO ] [CONFIGURE ] CPT: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:08:02.065833] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10371 tests [2025-11-21T11:08:02.065918] [INFO ] [CONFIGURE ] CPT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:08:02.065995] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:08:02.281357] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:02.499849] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:02.728979] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:02.949220] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:03.176151] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:03.400052] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:03.619000] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:03.841213] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:04.064280] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:04.292380] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:08:04.292569] [INFO ] [CONFIGURE ] CPT: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T11:08:04.292639] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10370 tests [2025-11-21T11:08:04.292707] [INFO ] [CONFIGURE ] CPT: Testing feature 6/29: add_failed_moves [2025-11-21T11:08:04.292752] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T11:08:04.523562] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:04.772973] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:05.010364] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:08:05.237509] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:05.468936] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:05.709838] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:05.944978] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:06.179688] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:06.410625] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:06.645376] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:08:06.645572] [INFO ] [CONFIGURE ] CPT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:08:06.645629] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10369 tests [2025-11-21T11:08:06.645760] [INFO ] [CONFIGURE ] CPT: Testing feature 7/29: add_lag_shelf [2025-11-21T11:08:06.645831] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T11:08:06.868087] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:08:07.096052] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:07.319888] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:07.545793] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:07.780127] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:08.005043] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:08.227890] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:08.452810] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:08.678141] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:08.899528] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:08:08.899735] [INFO ] [CONFIGURE ] CPT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:08:08.899794] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10368 tests [2025-11-21T11:08:08.899841] [INFO ] [CONFIGURE ] CPT: Testing feature 8/29: add_macd [2025-11-21T11:08:08.899884] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T11:08:09.208637] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:09.519145] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:09.810223] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:10.095341] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:10.381350] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:10.669287] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:10.951738] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:11.237439] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:08:11.540379] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:11.848489] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:08:11.848707] [INFO ] [CONFIGURE ] CPT: DISCARDED add_macd (score: 70.00%) [2025-11-21T11:08:11.848771] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10367 tests [2025-11-21T11:08:11.848822] [INFO ] [CONFIGURE ] CPT: Testing feature 9/29: add_mfi [2025-11-21T11:08:11.848867] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T11:08:12.077788] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:12.311122] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:12.547982] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:08:12.773811] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:13.003852] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:13.242070] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:13.470132] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:13.715670] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:13.959131] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:14.207252] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:08:14.207445] [INFO ] [CONFIGURE ] CPT: DISCARDED add_mfi (score: 70.00%) [2025-11-21T11:08:14.207502] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10366 tests [2025-11-21T11:08:14.207600] [INFO ] [CONFIGURE ] CPT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:08:14.207668] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:08:14.552453] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:14.890201] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:15.222166] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:15.554435] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:15.884378] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:16.216015] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:16.531886] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:16.847832] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:17.164347] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:17.490309] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:08:17.490505] [INFO ] [CONFIGURE ] CPT: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T11:08:17.490565] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10365 tests [2025-11-21T11:08:17.490612] [INFO ] [CONFIGURE ] CPT: Testing feature 11/29: add_obv_daily [2025-11-21T11:08:17.490687] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T11:08:17.826526] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:18.172760] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:18.512668] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:18.855662] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:19.227176] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:19.588630] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:19.949275] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:20.300567] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:08:20.646628] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:20.990297] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:08:20.990493] [INFO ] [CONFIGURE ] CPT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:08:20.990573] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10364 tests [2025-11-21T11:08:20.990627] [INFO ] [CONFIGURE ] CPT: Testing feature 12/29: add_obv_interval [2025-11-21T11:08:20.990703] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T11:08:21.321098] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:21.654145] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:21.987532] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:22.321405] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:22.653242] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:22.985847] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:23.315385] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:23.656703] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:23.988818] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:24.322097] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:24.322303] [INFO ] [CONFIGURE ] CPT: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T11:08:24.322361] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10363 tests [2025-11-21T11:08:24.322464] [INFO ] [CONFIGURE ] CPT: Testing feature 13/29: add_opening_strength [2025-11-21T11:08:24.322509] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:08:24.675618] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:25.034969] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:25.398288] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:25.761494] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:26.115913] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:26.483236] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:26.839856] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:27.191948] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:27.551638] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:27.906592] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:27.906785] [INFO ] [CONFIGURE ] CPT: KEPT add_opening_strength (score: 90.00%) [2025-11-21T11:08:27.906842] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10362 tests [2025-11-21T11:08:27.906889] [INFO ] [CONFIGURE ] CPT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:08:27.906944] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T11:08:28.289601] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:28.673890] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:29.064699] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:29.479091] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:29.897215] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:30.324152] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:30.769168] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:31.216164] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:08:31.666294] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:32.075140] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:32.075335] [INFO ] [CONFIGURE ] CPT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:08:32.075415] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10361 tests [2025-11-21T11:08:32.075466] [INFO ] [CONFIGURE ] CPT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:08:32.075513] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T11:08:32.462247] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:32.864115] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:33.269989] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:33.651824] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:34.037780] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:34.422616] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:34.808089] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:35.187867] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:35.568824] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:35.949263] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:35.949497] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T11:08:35.949555] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10360 tests [2025-11-21T11:08:35.949679] [INFO ] [CONFIGURE ] CPT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:08:35.949727] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T11:08:36.329385] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:36.723787] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:37.136811] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:08:37.533010] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:37.940020] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:38.386472] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:38.885978] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:39.358480] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:08:39.773706] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:40.197845] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:40.198044] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:08:40.198111] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10359 tests [2025-11-21T11:08:40.198164] [INFO ] [CONFIGURE ] CPT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:08:40.198208] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T11:08:40.579157] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:40.953832] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:41.337792] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:41.707246] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:42.062788] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:42.426686] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:42.795574] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:43.161046] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:08:43.514331] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:43.870848] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:43.871048] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T11:08:43.871111] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10358 tests [2025-11-21T11:08:43.871168] [INFO ] [CONFIGURE ] CPT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:08:43.871214] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T11:08:44.242894] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:44.627155] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:44.985846] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:45.368412] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:45.750894] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:46.140161] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:46.503327] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:46.891453] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:47.269462] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:47.624407] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:47.624621] [INFO ] [CONFIGURE ] CPT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T11:08:47.624700] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10357 tests [2025-11-21T11:08:47.624764] [INFO ] [CONFIGURE ] CPT: Testing feature 20/29: add_price_rejection [2025-11-21T11:08:47.624818] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T11:08:47.981229] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:48.339279] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:48.702132] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:08:49.073191] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:49.453407] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:49.850541] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:50.231572] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:50.611548] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:50.980992] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:51.353456] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:51.353694] [INFO ] [CONFIGURE ] CPT: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T11:08:51.353755] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10356 tests [2025-11-21T11:08:51.353804] [INFO ] [CONFIGURE ] CPT: Testing feature 21/29: add_range_position [2025-11-21T11:08:51.353872] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T11:08:51.754958] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:52.155824] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:52.558810] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:08:52.956011] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:53.362938] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:08:53.764004] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:54.173555] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:54.604007] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:08:55.041405] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:08:55.487520] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:08:55.487750] [INFO ] [CONFIGURE ] CPT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T11:08:55.487814] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10355 tests [2025-11-21T11:08:55.487863] [INFO ] [CONFIGURE ] CPT: Testing feature 22/29: add_realized_volatility [2025-11-21T11:08:55.487907] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T11:08:56.002638] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:08:56.528306] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:08:57.041352] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:08:57.554190] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:08:58.083973] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:08:58.598498] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:08:59.108415] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:08:59.604202] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:00.096621] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:09:00.611317] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:09:00.611513] [INFO ] [CONFIGURE ] CPT: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T11:09:00.611665] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10354 tests [2025-11-21T11:09:00.611724] [INFO ] [CONFIGURE ] CPT: Testing feature 23/29: add_recent_range_context [2025-11-21T11:09:00.611769] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T11:09:01.608058] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:09:02.258014] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:02.668507] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:03.079148] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:03.485539] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:09:03.894782] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:04.306781] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:04.715571] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:05.123858] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:09:05.545198] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:09:05.545634] [INFO ] [CONFIGURE ] CPT: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T11:09:05.545729] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10353 tests [2025-11-21T11:09:05.545785] [INFO ] [CONFIGURE ] CPT: Testing feature 24/29: add_rsi [2025-11-21T11:09:05.545836] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T11:09:06.018487] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:09:06.495872] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:06.967106] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:07.437241] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:07.914024] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:09:08.389101] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:08.854131] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:09.358085] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:09.820349] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:09:10.284294] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:09:10.284576] [INFO ] [CONFIGURE ] CPT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T11:09:10.284691] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10352 tests [2025-11-21T11:09:10.284745] [INFO ] [CONFIGURE ] CPT: Testing feature 25/29: add_tick_distribution [2025-11-21T11:09:10.284794] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T11:09:10.701377] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:09:11.130414] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:11.537451] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:11.971876] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:12.405169] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:09:12.840669] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:13.279901] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:13.700124] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:14.141499] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:09:14.552848] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:09:14.553054] [INFO ] [CONFIGURE ] CPT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T11:09:14.553113] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10351 tests [2025-11-21T11:09:14.553163] [INFO ] [CONFIGURE ] CPT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:09:14.553209] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T11:09:14.976383] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:09:15.379847] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:15.781632] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:09:16.180712] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:16.580269] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:09:16.978311] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:17.384535] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:17.783944] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:18.160332] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:09:18.537221] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:09:18.537421] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T11:09:18.537479] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10350 tests [2025-11-21T11:09:18.537530] [INFO ] [CONFIGURE ] CPT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:09:18.537577] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T11:09:18.913623] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:09:19.307706] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:19.689886] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:20.061307] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:20.435852] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:09:20.837935] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:21.221404] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:21.604410] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:21.991627] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:09:22.370662] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:09:22.370863] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:09:22.370921] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10349 tests [2025-11-21T11:09:22.370969] [INFO ] [CONFIGURE ] CPT: Testing feature 28/29: add_volume_profile [2025-11-21T11:09:22.371012] [INFO ] [CONFIGURE ] CPT: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T11:09:22.749818] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:09:23.131940] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:23.530920] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:23.921217] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:24.338394] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:09:24.756033] [DEBUG] [FORECASTER] CPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:25.152388] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:25.567575] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:25.969819] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:09:26.361005] [DEBUG] [FORECASTER] CPT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:09:26.361239] [INFO ] [CONFIGURE ] CPT: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T11:09:26.361298] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10348 tests [2025-11-21T11:09:26.361349] [INFO ] [CONFIGURE ] CPT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:09:26.361392] [INFO ] [CONFIGURE ] CPT: Best accuracy: 90.00% [2025-11-21T11:09:26.361435] [INFO ] [CONFIGURE ] CPT: Best feature set (6 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:09:26.361476] [INFO ] [CONFIGURE ] CPT: Improvement over baseline: 30.00% [2025-11-21T11:09:26.361514] [INFO ] [CONFIGURE ] CPT: Total time: 1.6 minutes [2025-11-21T11:09:26.361551] [INFO ] [CONFIGURE ] CPT: Average time per feature: 3.5 seconds [2025-11-21T11:09:26.361589] [INFO ] [CONFIGURE ] CPT: Average speed: 0.31 features/sec [2025-11-21T11:09:26.362083] [INFO ] [LOCAL ] Saved configuration for CPT: 6 features, 90.00% accuracy -> ./output/feature-sets/CPT.json [2025-11-21T11:09:26.362146] [INFO ] [CONFIGURE ] CPT: Configuration saved successfully: 6 features, 90.00% accuracy. [2025-11-21T11:09:26.362196] [INFO ] [sig ] [370/723] Successfully configured CPT | 0.01 sym/s | Total: 8.6h | ETA: 8.2h [2025-11-21T11:09:26.362242] [INFO ] [sig ] [371/723] Configuring CQP... [2025-11-21T11:09:26.362283] [INFO ] [CONFIGURE ] CQP: Configurate test run. [2025-11-21T11:09:26.362324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-11-21T11:09:26.437888] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CQP'. [2025-11-21T11:09:26.438359] [INFO ] [CONFIGURE ] CQP: Testing with 29 available features [2025-11-21T11:09:26.438429] [INFO ] [CONFIGURE ] CQP: Establishing baseline with no features... [2025-11-21T11:09:26.617605] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:26.787425] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:26.957834] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:27.130356] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:27.301470] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:27.472823] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:09:27.650581] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:27.861038] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:28.069944] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:28.242601] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:28.242775] [INFO ] [CONFIGURE ] CQP: Baseline score (no features): 80.00% [2025-11-21T11:09:28.242822] [INFO ] [CONFIGURE ] CQP: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:09:28.242859] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:09:28.443097] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:28.644044] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:28.851258] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:09:29.054941] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:29.260672] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:29.464993] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:29.669580] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:29.871182] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:30.078190] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:30.283323] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:30.283493] [INFO ] [CONFIGURE ] CQP: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T11:09:30.283540] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10347 tests [2025-11-21T11:09:30.283578] [INFO ] [CONFIGURE ] CQP: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:09:30.283612] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:09:30.489472] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:30.697427] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:30.904946] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:09:31.121542] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:31.344214] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:31.564615] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:31.786203] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:32.010976] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:32.233243] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:32.456232] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:32.456416] [INFO ] [CONFIGURE ] CQP: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T11:09:32.456464] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10346 tests [2025-11-21T11:09:32.456561] [INFO ] [CONFIGURE ] CQP: Testing feature 3/29: add_daily_returns [2025-11-21T11:09:32.456603] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_daily_returns'] [2025-11-21T11:09:32.658154] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:32.855342] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:33.049910] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:33.264086] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:33.467232] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:33.676520] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:33.877077] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:34.071593] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:34.277424] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:34.472909] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:34.473079] [INFO ] [CONFIGURE ] CQP: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T11:09:34.473126] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10345 tests [2025-11-21T11:09:34.473163] [INFO ] [CONFIGURE ] CQP: Testing feature 4/29: add_ema [2025-11-21T11:09:34.473197] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema'] [2025-11-21T11:09:34.703377] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:34.926754] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:35.155081] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:09:35.383728] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:35.612946] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:35.843897] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:36.075012] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:36.307311] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:36.540183] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:36.776807] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:36.777017] [INFO ] [CONFIGURE ] CQP: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:09:36.777066] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10344 tests [2025-11-21T11:09:36.777104] [INFO ] [CONFIGURE ] CQP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:09:36.777139] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:09:37.008128] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:37.253074] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:09:37.494723] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:37.739168] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:37.972828] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:38.208499] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:38.440850] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:38.672197] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:38.904964] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:39.143544] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:39.143762] [INFO ] [CONFIGURE ] CQP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:09:39.143823] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10343 tests [2025-11-21T11:09:39.143870] [INFO ] [CONFIGURE ] CQP: Testing feature 6/29: add_failed_moves [2025-11-21T11:09:39.143912] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_failed_moves'] [2025-11-21T11:09:39.341068] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:09:39.533846] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:39.731739] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:39.926816] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:40.121756] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:40.319751] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:40.514944] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:40.708834] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:40.899777] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:41.091792] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:41.091961] [INFO ] [CONFIGURE ] CQP: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:09:41.092010] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10342 tests [2025-11-21T11:09:41.092049] [INFO ] [CONFIGURE ] CQP: Testing feature 7/29: add_lag_shelf [2025-11-21T11:09:41.092085] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_lag_shelf'] [2025-11-21T11:09:41.278274] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:41.450870] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:41.637855] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:41.809261] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:41.979285] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:42.154967] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:09:42.339004] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:42.513352] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:42.688834] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:42.864301] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:42.864464] [INFO ] [CONFIGURE ] CQP: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T11:09:42.864515] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10341 tests [2025-11-21T11:09:42.864553] [INFO ] [CONFIGURE ] CQP: Testing feature 8/29: add_macd [2025-11-21T11:09:42.864589] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:09:43.133021] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:43.407669] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:43.676398] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:09:43.944386] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:44.225488] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:09:44.517448] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:44.794124] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:45.068998] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:45.350429] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:45.630560] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:45.630810] [INFO ] [CONFIGURE ] CQP: DISCARDED add_macd (score: 50.00%) [2025-11-21T11:09:45.630874] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10340 tests [2025-11-21T11:09:45.630927] [INFO ] [CONFIGURE ] CQP: Testing feature 9/29: add_mfi [2025-11-21T11:09:45.630972] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_mfi'] [2025-11-21T11:09:45.821968] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:46.012938] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:46.208120] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:09:46.415301] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:46.609154] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:46.804090] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:46.994455] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:47.195063] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:47.388995] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:47.598488] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:47.598694] [INFO ] [CONFIGURE ] CQP: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:09:47.598774] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10339 tests [2025-11-21T11:09:47.598828] [INFO ] [CONFIGURE ] CQP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:09:47.598880] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:09:47.994157] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:48.327052] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:48.642260] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:09:48.910057] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:49.207167] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:49.492827] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:09:49.767534] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:50.071100] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:50.352740] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:50.625937] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:50.626158] [INFO ] [CONFIGURE ] CQP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:09:50.626240] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10338 tests [2025-11-21T11:09:50.626291] [INFO ] [CONFIGURE ] CQP: Testing feature 11/29: add_obv_daily [2025-11-21T11:09:50.626336] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_obv_daily'] [2025-11-21T11:09:50.817298] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:51.009750] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:51.207046] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:51.398609] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:51.594121] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:51.786106] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:09:51.984183] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:09:52.172669] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:52.362312] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:52.554932] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:52.555105] [INFO ] [CONFIGURE ] CQP: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T11:09:52.555153] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10337 tests [2025-11-21T11:09:52.555191] [INFO ] [CONFIGURE ] CQP: Testing feature 12/29: add_obv_interval [2025-11-21T11:09:52.555224] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_obv_interval'] [2025-11-21T11:09:52.738204] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:52.925151] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:53.115983] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:53.301028] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:53.492154] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:53.682384] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:09:53.873588] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:54.066261] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:09:54.259531] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:54.454582] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:54.454932] [INFO ] [CONFIGURE ] CQP: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T11:09:54.455036] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10336 tests [2025-11-21T11:09:54.455121] [INFO ] [CONFIGURE ] CQP: Testing feature 13/29: add_opening_strength [2025-11-21T11:09:54.455196] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:09:54.663692] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:54.867064] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:55.074011] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:09:55.279385] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:55.483040] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:55.692399] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:55.899564] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:09:56.109339] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:56.315330] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:56.522870] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:56.523036] [INFO ] [CONFIGURE ] CQP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:09:56.523083] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10335 tests [2025-11-21T11:09:56.523120] [INFO ] [CONFIGURE ] CQP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:09:56.523155] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:09:56.732321] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:56.951612] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:57.167476] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:57.388156] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:57.589948] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:57.794294] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:57.995414] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:09:58.202716] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:09:58.410414] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:09:58.620306] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:09:58.620469] [INFO ] [CONFIGURE ] CQP: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:09:58.620518] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10334 tests [2025-11-21T11:09:58.620559] [INFO ] [CONFIGURE ] CQP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:09:58.620597] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T11:09:58.798192] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:09:58.975260] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:09:59.146150] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:09:59.320977] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:09:59.497122] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:09:59.698217] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:09:59.869206] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:00.051213] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:10:00.245218] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:00.424795] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:00.424972] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T11:10:00.425018] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10333 tests [2025-11-21T11:10:00.425057] [INFO ] [CONFIGURE ] CQP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:10:00.425092] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T11:10:00.619929] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:00.816492] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:01.064194] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:01.931039] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:02.244560] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:02.466484] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:02.695915] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:02.913815] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:03.122571] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:03.341887] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:03.342058] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:10:03.342106] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10332 tests [2025-11-21T11:10:03.342144] [INFO ] [CONFIGURE ] CQP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:10:03.342179] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_pbf_return_2d'] [2025-11-21T11:10:03.566030] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:03.795989] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:04.021940] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:04.254914] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:04.484895] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:04.713148] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:04.942872] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:05.169889] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:05.393211] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:05.622933] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:05.623266] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T11:10:05.623330] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10331 tests [2025-11-21T11:10:05.623448] [INFO ] [CONFIGURE ] CQP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:10:05.623500] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T11:10:05.823712] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:06.020627] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:06.209017] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:06.408597] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:06.604454] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:06.800688] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:10:06.993545] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:07.185245] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:10:07.381985] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:07.579687] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:07.580006] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T11:10:07.580110] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10330 tests [2025-11-21T11:10:07.580195] [INFO ] [CONFIGURE ] CQP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:10:07.580270] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T11:10:07.795379] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:07.994118] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:08.193170] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:08.401895] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:08.613387] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:08.811600] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:09.012719] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:09.236002] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:09.442477] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:09.639631] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:09.639823] [INFO ] [CONFIGURE ] CQP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:10:09.639871] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10329 tests [2025-11-21T11:10:09.639909] [INFO ] [CONFIGURE ] CQP: Testing feature 20/29: add_price_rejection [2025-11-21T11:10:09.639943] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_price_rejection'] [2025-11-21T11:10:09.857348] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:10.078015] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:10.295846] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:10.508620] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:10.729679] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:10.967660] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:11.181085] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:11.391942] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:11.608877] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:11.823167] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:11.823358] [INFO ] [CONFIGURE ] CQP: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:10:11.823407] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10328 tests [2025-11-21T11:10:11.823444] [INFO ] [CONFIGURE ] CQP: Testing feature 21/29: add_range_position [2025-11-21T11:10:11.823478] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_range_position'] [2025-11-21T11:10:12.059331] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:12.298498] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:12.538698] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:12.801255] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:13.055529] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:13.298121] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:13.544483] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:13.784896] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:10:14.031465] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:14.287717] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:14.287873] [INFO ] [CONFIGURE ] CQP: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:10:14.287920] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10327 tests [2025-11-21T11:10:14.287960] [INFO ] [CONFIGURE ] CQP: Testing feature 22/29: add_realized_volatility [2025-11-21T11:10:14.287994] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_realized_volatility'] [2025-11-21T11:10:14.614609] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:14.938016] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:15.257051] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:15.577734] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:15.904988] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:16.222884] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:16.539813] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:16.857113] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:17.176945] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:17.499845] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:17.500043] [INFO ] [CONFIGURE ] CQP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:10:17.500103] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10326 tests [2025-11-21T11:10:17.500155] [INFO ] [CONFIGURE ] CQP: Testing feature 23/29: add_recent_range_context [2025-11-21T11:10:17.500200] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_recent_range_context'] [2025-11-21T11:10:17.703736] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:17.923677] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:18.132070] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:18.348727] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:18.557005] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:18.777192] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:18.983318] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:19.188565] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:19.403788] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:19.617621] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:19.617956] [INFO ] [CONFIGURE ] CQP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T11:10:19.618068] [INFO ] [CONFIGURE ] JOB ETA: 8.2h | Avg: 2.8s/test | Remaining: 10325 tests [2025-11-21T11:10:19.618150] [INFO ] [CONFIGURE ] CQP: Testing feature 24/29: add_rsi [2025-11-21T11:10:19.618274] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T11:10:19.893392] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:20.160998] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:20.422582] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:20.688501] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:20.966535] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:21.239147] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:21.506073] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:10:21.775583] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:22.041095] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:22.304127] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:22.304296] [INFO ] [CONFIGURE ] CQP: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:10:22.304353] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10324 tests [2025-11-21T11:10:22.304399] [INFO ] [CONFIGURE ] CQP: Testing feature 25/29: add_tick_distribution [2025-11-21T11:10:22.304436] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_tick_distribution'] [2025-11-21T11:10:22.516051] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:22.726526] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:22.949067] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:23.164229] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:23.367827] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:23.574234] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:23.780776] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:23.994520] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:10:24.217091] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:24.436179] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:24.436486] [INFO ] [CONFIGURE ] CQP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:10:24.436588] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10323 tests [2025-11-21T11:10:24.436690] [INFO ] [CONFIGURE ] CQP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:10:24.436769] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T11:10:24.641525] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:24.849171] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:25.054243] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:25.263326] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:25.476738] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:25.692526] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:25.903667] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:26.115395] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:10:26.326535] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:26.540116] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:26.540295] [INFO ] [CONFIGURE ] CQP: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:10:26.540341] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10322 tests [2025-11-21T11:10:26.540379] [INFO ] [CONFIGURE ] CQP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:10:26.540412] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_volume_price_divergence'] [2025-11-21T11:10:26.771505] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:27.012427] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:10:27.238801] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:27.459609] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:27.707513] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:27.948208] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:10:28.176049] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:28.396696] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:28.617530] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:28.841732] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:28.841903] [INFO ] [CONFIGURE ] CQP: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T11:10:28.841950] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10321 tests [2025-11-21T11:10:28.841988] [INFO ] [CONFIGURE ] CQP: Testing feature 28/29: add_volume_profile [2025-11-21T11:10:28.842022] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_volume_profile'] [2025-11-21T11:10:29.054724] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:29.268123] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:29.480172] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:29.705266] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:29.918159] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:30.143162] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:30.360806] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:30.579233] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:30.795141] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:31.010393] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:31.010716] [INFO ] [CONFIGURE ] CQP: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T11:10:31.010783] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10320 tests [2025-11-21T11:10:31.010880] [INFO ] [CONFIGURE ] CQP: Testing feature 29/29: add_vwap [2025-11-21T11:10:31.010957] [INFO ] [CONFIGURE ] CQP: Testing with features: ['add_vwap'] [2025-11-21T11:10:31.228344] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:31.442712] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:10:31.658311] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:31.884053] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:32.099582] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:10:32.312029] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:32.528832] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:10:32.747158] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:32.968681] [DEBUG] [FORECASTER] CQP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:10:33.188362] [DEBUG] [FORECASTER] CQP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:10:33.188509] [INFO ] [CONFIGURE ] CQP: DISCARDED add_vwap (score: 70.00%) [2025-11-21T11:10:33.188557] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10319 tests [2025-11-21T11:10:33.188597] [INFO ] [CONFIGURE ] CQP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:10:33.188631] [INFO ] [CONFIGURE ] CQP: Best accuracy: 80.00% [2025-11-21T11:10:33.188686] [INFO ] [CONFIGURE ] CQP: Best feature set (0 features): [] [2025-11-21T11:10:33.188725] [INFO ] [CONFIGURE ] CQP: Improvement over baseline: 0.00% [2025-11-21T11:10:33.188761] [INFO ] [CONFIGURE ] CQP: Total time: 1.1 minutes [2025-11-21T11:10:33.188797] [INFO ] [CONFIGURE ] CQP: Average time per feature: 2.2 seconds [2025-11-21T11:10:33.188833] [INFO ] [CONFIGURE ] CQP: Average speed: 0.45 features/sec [2025-11-21T11:10:33.189137] [INFO ] [LOCAL ] Saved configuration for CQP: 0 features, 80.00% accuracy -> ./output/feature-sets/CQP.json [2025-11-21T11:10:33.189185] [INFO ] [CONFIGURE ] CQP: Configuration saved successfully: 0 features, 80.00% accuracy. [2025-11-21T11:10:33.189225] [INFO ] [sig ] [371/723] Successfully configured CQP | 0.01 sym/s | Total: 8.6h | ETA: 8.2h [2025-11-21T11:10:33.189261] [INFO ] [sig ] [372/723] Configuring CR... [2025-11-21T11:10:33.189294] [INFO ] [CONFIGURE ] CR: Configurate test run. [2025-11-21T11:10:33.189326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'. [2025-11-21T11:10:33.267386] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CR'. [2025-11-21T11:10:33.267735] [INFO ] [CONFIGURE ] CR: Testing with 29 available features [2025-11-21T11:10:33.267798] [INFO ] [CONFIGURE ] CR: Establishing baseline with no features... [2025-11-21T11:10:33.431799] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:33.598087] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:10:33.775735] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:33.979916] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:34.171930] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:10:34.370470] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:34.560678] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:34.736108] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:34.912327] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:35.107814] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:10:35.108372] [INFO ] [CONFIGURE ] CR: Baseline score (no features): 70.00% [2025-11-21T11:10:35.108480] [INFO ] [CONFIGURE ] CR: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:10:35.108556] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:10:35.367674] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:35.651379] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:10:35.916689] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:36.158677] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:10:36.348606] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:10:36.531988] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:36.736000] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:36.940483] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:37.145173] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:37.350093] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:10:37.350271] [INFO ] [CONFIGURE ] CR: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T11:10:37.350321] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10318 tests [2025-11-21T11:10:37.350359] [INFO ] [CONFIGURE ] CR: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:10:37.350395] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:10:37.555812] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:37.758509] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:10:37.957964] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:38.165109] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:10:38.367836] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:10:38.571674] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:10:38.778460] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:38.989393] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:39.197211] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:39.419531] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:10:39.419715] [INFO ] [CONFIGURE ] CR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T11:10:39.419786] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10317 tests [2025-11-21T11:10:39.419851] [INFO ] [CONFIGURE ] CR: Testing feature 3/29: add_daily_returns [2025-11-21T11:10:39.419908] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_daily_returns'] [2025-11-21T11:10:39.604410] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:39.790339] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:10:39.974166] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:40.162213] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:40.346777] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:10:40.534005] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:10:40.721392] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:40.903902] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:41.087776] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:41.280126] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:10:41.280291] [INFO ] [CONFIGURE ] CR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:10:41.280338] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10316 tests [2025-11-21T11:10:41.280376] [INFO ] [CONFIGURE ] CR: Testing feature 4/29: add_ema [2025-11-21T11:10:41.280412] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_ema'] [2025-11-21T11:10:41.496436] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:41.716456] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:10:41.947300] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:42.164584] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:10:42.387244] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:10:42.611250] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:10:42.830368] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:43.058713] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:43.276780] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:43.497030] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:10:43.497220] [INFO ] [CONFIGURE ] CR: DISCARDED add_ema (score: 70.00%) [2025-11-21T11:10:43.497270] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10315 tests [2025-11-21T11:10:43.497310] [INFO ] [CONFIGURE ] CR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:10:43.497346] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:10:43.730121] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:43.971338] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:10:44.196075] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:44.437005] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:10:44.674613] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:10:44.909055] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:10:45.142296] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:45.364692] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:10:45.581739] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:45.801549] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:10:45.801756] [INFO ] [CONFIGURE ] CR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:10:45.801814] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10314 tests [2025-11-21T11:10:45.801858] [INFO ] [CONFIGURE ] CR: Testing feature 6/29: add_failed_moves [2025-11-21T11:10:45.801899] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_failed_moves'] [2025-11-21T11:10:45.979177] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:46.157563] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:10:46.336309] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:46.514834] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:46.694758] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:10:46.879449] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:47.060630] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:47.242492] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:47.425010] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:47.606148] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:10:47.606304] [INFO ] [CONFIGURE ] CR: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:10:47.606351] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10313 tests [2025-11-21T11:10:47.606389] [INFO ] [CONFIGURE ] CR: Testing feature 7/29: add_lag_shelf [2025-11-21T11:10:47.606424] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_lag_shelf'] [2025-11-21T11:10:47.773925] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:47.948874] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:10:48.120879] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:48.292331] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:48.461961] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:10:48.638210] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:48.808475] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:48.980255] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:49.155078] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:49.332990] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:10:49.333157] [INFO ] [CONFIGURE ] CR: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:10:49.333202] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10312 tests [2025-11-21T11:10:49.333239] [INFO ] [CONFIGURE ] CR: Testing feature 8/29: add_macd [2025-11-21T11:10:49.333275] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:10:49.592836] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:49.853388] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:10:50.130255] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:50.393128] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:10:50.658742] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:10:50.926900] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:10:51.193452] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:10:51.491860] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:51.791388] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:52.092465] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:10:52.092697] [INFO ] [CONFIGURE ] CR: DISCARDED add_macd (score: 50.00%) [2025-11-21T11:10:52.092755] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10311 tests [2025-11-21T11:10:52.092804] [INFO ] [CONFIGURE ] CR: Testing feature 9/29: add_mfi [2025-11-21T11:10:52.092848] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_mfi'] [2025-11-21T11:10:52.296247] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:52.494996] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:10:52.695519] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:52.901278] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:10:53.105800] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:10:53.308128] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:53.516065] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:53.703768] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:53.900202] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:54.098740] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:10:54.098942] [INFO ] [CONFIGURE ] CR: DISCARDED add_mfi (score: 40.00%) [2025-11-21T11:10:54.099008] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10310 tests [2025-11-21T11:10:54.099084] [INFO ] [CONFIGURE ] CR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:10:54.099144] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:10:54.406824] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:10:54.679997] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:10:54.966497] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:10:55.258563] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:10:55.555181] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:10:55.845584] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:10:56.139796] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:56.438076] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:56.732723] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:10:57.027404] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:10:57.027581] [INFO ] [CONFIGURE ] CR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:10:57.027639] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10309 tests [2025-11-21T11:10:57.027708] [INFO ] [CONFIGURE ] CR: Testing feature 11/29: add_obv_daily [2025-11-21T11:10:57.027753] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily'] [2025-11-21T11:10:57.246227] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:57.457180] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:10:57.665794] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:10:57.876222] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:10:58.086137] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:10:58.295211] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:10:58.524607] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:10:58.733519] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:10:58.946033] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:10:59.159680] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:10:59.159845] [INFO ] [CONFIGURE ] CR: KEPT add_obv_daily (score: 80.00%) [2025-11-21T11:10:59.159894] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10308 tests [2025-11-21T11:10:59.159932] [INFO ] [CONFIGURE ] CR: Testing feature 12/29: add_obv_interval [2025-11-21T11:10:59.159968] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T11:10:59.405465] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:10:59.650252] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:10:59.886664] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:00.123210] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:01.018621] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:01.349214] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:01.568111] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:01.782564] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:02.024407] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:02.246970] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:02.247291] [INFO ] [CONFIGURE ] CR: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:11:02.247354] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10307 tests [2025-11-21T11:11:02.247392] [INFO ] [CONFIGURE ] CR: Testing feature 13/29: add_opening_strength [2025-11-21T11:11:02.247427] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:11:02.485757] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:02.729352] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:02.972177] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:03.209251] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:03.454001] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:03.694531] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:03.942350] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:04.200746] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:04.453873] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:04.707029] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:04.707220] [INFO ] [CONFIGURE ] CR: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T11:11:04.707314] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10306 tests [2025-11-21T11:11:04.707369] [INFO ] [CONFIGURE ] CR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:11:04.707418] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T11:11:04.935355] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:05.157114] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:11:05.375102] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:05.595064] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:05.824735] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:06.060982] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:06.288857] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:06.509047] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:06.729031] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:06.963424] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:06.963675] [INFO ] [CONFIGURE ] CR: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:11:06.963743] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10305 tests [2025-11-21T11:11:06.963793] [INFO ] [CONFIGURE ] CR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:11:06.963835] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T11:11:07.168253] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:07.373064] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:07.579212] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:07.787834] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:07.991352] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:08.200569] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:08.417370] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:08.620489] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:08.824367] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:09.034208] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:09.034468] [INFO ] [CONFIGURE ] CR: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T11:11:09.034535] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10304 tests [2025-11-21T11:11:09.034585] [INFO ] [CONFIGURE ] CR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:11:09.034633] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T11:11:09.259516] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:09.499470] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:11:09.727091] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:09.954517] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:10.181773] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:10.404747] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:10.630740] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:10.858612] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:11.086776] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:11.320397] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:11.320608] [INFO ] [CONFIGURE ] CR: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T11:11:11.320686] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10303 tests [2025-11-21T11:11:11.320749] [INFO ] [CONFIGURE ] CR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:11:11.320853] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T11:11:11.546256] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:11.765807] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:11.984266] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:12.209387] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:12.416832] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:12.624768] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:12.839303] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:13.072870] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:13.288098] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:13.504176] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:13.504342] [INFO ] [CONFIGURE ] CR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T11:11:13.504395] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10302 tests [2025-11-21T11:11:13.504447] [INFO ] [CONFIGURE ] CR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:11:13.504484] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T11:11:13.705413] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:13.907087] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:11:14.110250] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:14.318916] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:14.539268] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:14.765956] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:14.983179] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:15.219747] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:15.441830] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:15.652751] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:15.652911] [INFO ] [CONFIGURE ] CR: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-11-21T11:11:15.652958] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10301 tests [2025-11-21T11:11:15.652996] [INFO ] [CONFIGURE ] CR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:11:15.653031] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T11:11:15.859928] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:16.071000] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:16.280902] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:16.494534] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:16.702876] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:16.909408] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:17.118992] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:17.330886] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:17.556805] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:17.791951] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:17.792124] [INFO ] [CONFIGURE ] CR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:11:17.792172] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10300 tests [2025-11-21T11:11:17.792209] [INFO ] [CONFIGURE ] CR: Testing feature 20/29: add_price_rejection [2025-11-21T11:11:17.792243] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T11:11:18.024308] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:18.242616] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:18.465258] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:11:18.680994] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:18.897952] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:19.131017] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:19.371591] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:19.609996] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:19.840824] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:20.072011] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:20.072218] [INFO ] [CONFIGURE ] CR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:11:20.072293] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10299 tests [2025-11-21T11:11:20.072362] [INFO ] [CONFIGURE ] CR: Testing feature 21/29: add_range_position [2025-11-21T11:11:20.072417] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T11:11:20.328252] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:20.575160] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:11:20.819212] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:21.077058] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:21.337549] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:21.599201] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:21.869766] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:22.149757] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:22.424297] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:22.700028] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:22.700202] [INFO ] [CONFIGURE ] CR: DISCARDED add_range_position (score: 70.00%) [2025-11-21T11:11:22.700259] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10298 tests [2025-11-21T11:11:22.700298] [INFO ] [CONFIGURE ] CR: Testing feature 22/29: add_realized_volatility [2025-11-21T11:11:22.700379] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T11:11:23.062327] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:23.428220] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:11:23.802178] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:24.194710] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:24.569369] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:24.928924] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:25.292502] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:25.661850] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:26.032216] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:26.394977] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:26.395246] [INFO ] [CONFIGURE ] CR: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T11:11:26.395309] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10297 tests [2025-11-21T11:11:26.395361] [INFO ] [CONFIGURE ] CR: Testing feature 23/29: add_recent_range_context [2025-11-21T11:11:26.395405] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T11:11:26.642442] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:26.876427] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:27.110156] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:27.342758] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:27.582750] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:27.834260] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:28.164468] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:28.481276] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:28.776417] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:29.018143] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:11:29.018323] [INFO ] [CONFIGURE ] CR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:11:29.018372] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10296 tests [2025-11-21T11:11:29.018411] [INFO ] [CONFIGURE ] CR: Testing feature 24/29: add_rsi [2025-11-21T11:11:29.018458] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T11:11:29.309842] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:29.610214] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:11:29.898030] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:11:30.185579] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:11:30.487348] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:30.777285] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:31.062243] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:31.355861] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:31.650453] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:11:31.959969] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:31.960162] [INFO ] [CONFIGURE ] CR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:11:31.960220] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10295 tests [2025-11-21T11:11:31.960266] [INFO ] [CONFIGURE ] CR: Testing feature 25/29: add_tick_distribution [2025-11-21T11:11:31.960308] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T11:11:32.194406] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:32.427295] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:11:32.680289] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:32.903420] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:33.158247] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:33.390888] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:33.622617] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:33.855796] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:34.083824] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:34.313778] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:34.313971] [INFO ] [CONFIGURE ] CR: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T11:11:34.314019] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10294 tests [2025-11-21T11:11:34.314058] [INFO ] [CONFIGURE ] CR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:11:34.314092] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T11:11:34.558025] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:34.788161] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:35.018577] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:35.250425] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:35.481314] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:35.725356] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:35.944662] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:36.181450] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:36.413720] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:36.639559] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:36.639742] [INFO ] [CONFIGURE ] CR: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T11:11:36.639816] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10293 tests [2025-11-21T11:11:36.639869] [INFO ] [CONFIGURE ] CR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:11:36.639915] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T11:11:36.870532] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:37.103087] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:37.336576] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:37.568668] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:37.813224] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:38.047076] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:38.282670] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:38.523552] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:38.767598] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:39.009373] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:39.009552] [INFO ] [CONFIGURE ] CR: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T11:11:39.009609] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10292 tests [2025-11-21T11:11:39.009675] [INFO ] [CONFIGURE ] CR: Testing feature 28/29: add_volume_profile [2025-11-21T11:11:39.009718] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T11:11:39.233259] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:39.460444] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:11:39.691247] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:39.915860] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:40.139442] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:40.371570] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:40.604628] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:40.837531] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:41.068299] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:41.299229] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:41.299392] [INFO ] [CONFIGURE ] CR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T11:11:41.299442] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10291 tests [2025-11-21T11:11:41.299481] [INFO ] [CONFIGURE ] CR: Testing feature 29/29: add_vwap [2025-11-21T11:11:41.299518] [INFO ] [CONFIGURE ] CR: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T11:11:41.531219] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:41.761700] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:11:42.011682] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:42.239097] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:11:42.482118] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:42.704039] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:11:42.922890] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:43.148023] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:43.372877] [DEBUG] [FORECASTER] CR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:43.595714] [DEBUG] [FORECASTER] CR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:11:43.595880] [INFO ] [CONFIGURE ] CR: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:11:43.595934] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10290 tests [2025-11-21T11:11:43.596003] [INFO ] [CONFIGURE ] CR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:11:43.596048] [INFO ] [CONFIGURE ] CR: Best accuracy: 90.00% [2025-11-21T11:11:43.596089] [INFO ] [CONFIGURE ] CR: Best feature set (2 features): ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T11:11:43.596129] [INFO ] [CONFIGURE ] CR: Improvement over baseline: 20.00% [2025-11-21T11:11:43.596166] [INFO ] [CONFIGURE ] CR: Total time: 1.1 minutes [2025-11-21T11:11:43.596202] [INFO ] [CONFIGURE ] CR: Average time per feature: 2.4 seconds [2025-11-21T11:11:43.596239] [INFO ] [CONFIGURE ] CR: Average speed: 0.42 features/sec [2025-11-21T11:11:43.596742] [INFO ] [LOCAL ] Saved configuration for CR: 2 features, 90.00% accuracy -> ./output/feature-sets/CR.json [2025-11-21T11:11:43.596800] [INFO ] [CONFIGURE ] CR: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T11:11:43.596846] [INFO ] [sig ] [372/723] Successfully configured CR | 0.01 sym/s | Total: 8.6h | ETA: 8.1h [2025-11-21T11:11:43.596889] [INFO ] [sig ] [373/723] Configuring CRBG... [2025-11-21T11:11:43.596953] [INFO ] [CONFIGURE ] CRBG: Configurate test run. [2025-11-21T11:11:43.596994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-11-21T11:11:43.643176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRBG'. [2025-11-21T11:11:43.643512] [INFO ] [CONFIGURE ] CRBG: Testing with 29 available features [2025-11-21T11:11:43.643575] [INFO ] [CONFIGURE ] CRBG: Establishing baseline with no features... [2025-11-21T11:11:43.809987] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:43.982673] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:11:44.158539] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:11:44.333349] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:44.507843] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:44.679526] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:44.854569] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:11:45.036068] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:11:45.207088] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:11:45.380355] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:11:45.380523] [INFO ] [CONFIGURE ] CRBG: Baseline score (no features): 40.00% [2025-11-21T11:11:45.380574] [INFO ] [CONFIGURE ] CRBG: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:11:45.380613] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:11:45.587182] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:45.790973] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:11:45.998692] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:46.206544] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:46.409629] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:46.631257] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:46.837350] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:11:47.046089] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:47.257017] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:47.489395] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:11:47.489603] [INFO ] [CONFIGURE ] CRBG: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T11:11:47.489675] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10289 tests [2025-11-21T11:11:47.489744] [INFO ] [CONFIGURE ] CRBG: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:11:47.489794] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:11:47.744985] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:47.987964] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:11:48.230017] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:48.464996] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:48.711580] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:48.953841] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:49.192828] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:49.430522] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:49.675515] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:49.919143] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:11:49.919341] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T11:11:49.919400] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10288 tests [2025-11-21T11:11:49.919450] [INFO ] [CONFIGURE ] CRBG: Testing feature 3/29: add_daily_returns [2025-11-21T11:11:49.919501] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:11:50.136476] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:11:50.350353] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:11:50.577964] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:50.801276] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:51.021353] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:51.239032] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:51.465117] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:11:51.682444] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:51.910292] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:52.157442] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:11:52.157665] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:11:52.157747] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10287 tests [2025-11-21T11:11:52.157802] [INFO ] [CONFIGURE ] CRBG: Testing feature 4/29: add_ema [2025-11-21T11:11:52.157936] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:11:52.406412] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:11:52.655177] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:11:52.905327] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:53.161687] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:53.414496] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:53.687046] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:53.962959] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:11:54.232712] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:54.479587] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:11:54.738001] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:11:54.738225] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_ema (score: 70.00%) [2025-11-21T11:11:54.738288] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10286 tests [2025-11-21T11:11:54.738339] [INFO ] [CONFIGURE ] CRBG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:11:54.738385] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:11:54.987866] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:55.241352] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:11:55.504483] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:55.765443] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:56.018249] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:11:56.288110] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:56.558282] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:11:56.823395] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:57.090420] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:57.364752] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:11:57.364936] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T11:11:57.364994] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10285 tests [2025-11-21T11:11:57.365041] [INFO ] [CONFIGURE ] CRBG: Testing feature 6/29: add_failed_moves [2025-11-21T11:11:57.365083] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:11:57.591145] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:11:57.834868] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:11:58.060050] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:11:58.279174] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:11:58.492120] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:11:58.707437] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:11:58.927863] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:11:59.156632] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:11:59.386479] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:11:59.622180] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:11:59.622347] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:11:59.622394] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10284 tests [2025-11-21T11:11:59.622454] [INFO ] [CONFIGURE ] CRBG: Testing feature 7/29: add_lag_shelf [2025-11-21T11:11:59.622491] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T11:11:59.839249] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:00.054611] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:00.345404] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:01.117588] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:01.489767] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:12:01.726064] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:01.984965] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:02.225908] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:02.459925] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:02.696796] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:02.697100] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:12:02.697169] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10283 tests [2025-11-21T11:12:02.697210] [INFO ] [CONFIGURE ] CRBG: Testing feature 8/29: add_macd [2025-11-21T11:12:02.697246] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T11:12:03.032023] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:03.368288] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:03.708917] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:04.049033] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:04.387843] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:04.725883] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:05.060938] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:05.400978] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:05.735826] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:12:06.075452] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:06.075781] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_macd (score: 70.00%) [2025-11-21T11:12:06.075848] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10282 tests [2025-11-21T11:12:06.075904] [INFO ] [CONFIGURE ] CRBG: Testing feature 9/29: add_mfi [2025-11-21T11:12:06.075957] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T11:12:06.312188] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:06.549822] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:12:06.780363] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:07.026023] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:12:07.279830] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:12:07.525853] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:07.762194] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:07.993908] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:08.238242] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:08.481827] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:08.482111] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:12:08.482177] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10281 tests [2025-11-21T11:12:08.482227] [INFO ] [CONFIGURE ] CRBG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:12:08.482275] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:12:08.818619] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:09.123432] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:09.441201] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:09.774729] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:10.099300] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:12:10.405402] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:10.697394] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:10.997745] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:11.342871] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:12:11.694213] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:11.694525] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:12:11.694590] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10280 tests [2025-11-21T11:12:11.694662] [INFO ] [CONFIGURE ] CRBG: Testing feature 11/29: add_obv_daily [2025-11-21T11:12:11.694715] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T11:12:11.952768] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:12.200884] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:12:12.461035] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:12.734765] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:13.002331] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:12:13.270929] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:13.544287] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:13.822546] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:12:14.090841] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:14.353296] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:14.353557] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:12:14.353610] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10279 tests [2025-11-21T11:12:14.353672] [INFO ] [CONFIGURE ] CRBG: Testing feature 12/29: add_obv_interval [2025-11-21T11:12:14.353751] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T11:12:14.619020] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:14.878742] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:15.213938] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:15.580905] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:15.935899] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:12:16.206223] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:16.465819] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:16.708797] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:12:16.947631] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:17.204910] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:17.205283] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:12:17.205402] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10278 tests [2025-11-21T11:12:17.205493] [INFO ] [CONFIGURE ] CRBG: Testing feature 13/29: add_opening_strength [2025-11-21T11:12:17.205570] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:12:17.474231] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:17.744712] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:17.979507] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:18.227938] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:18.452615] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:18.681566] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:18.907843] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:12:19.133900] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:19.361269] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:19.608895] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:19.609081] [INFO ] [CONFIGURE ] CRBG: KEPT add_opening_strength (score: 100.00%) [2025-11-21T11:12:19.609137] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10277 tests [2025-11-21T11:12:19.609186] [INFO ] [CONFIGURE ] CRBG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:12:19.609234] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T11:12:19.910234] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:20.206608] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:20.496947] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:20.782569] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:21.081727] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:21.365485] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:21.686617] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:12:21.961136] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:22.244488] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:22.507580] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:22.507802] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T11:12:22.507859] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10276 tests [2025-11-21T11:12:22.507905] [INFO ] [CONFIGURE ] CRBG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:12:22.507947] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T11:12:22.756162] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:12:23.005048] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:12:23.255534] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:23.507136] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:23.769410] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:12:24.021972] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:24.274503] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:24.560053] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:24.827248] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:25.091320] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:25.091511] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T11:12:25.091567] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10275 tests [2025-11-21T11:12:25.091615] [INFO ] [CONFIGURE ] CRBG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:12:25.091680] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T11:12:25.367941] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:25.640547] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:25.909061] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:26.177914] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:26.454844] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:26.722308] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:26.999439] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:27.278952] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:27.560635] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:27.838533] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:27.838755] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T11:12:27.838815] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10274 tests [2025-11-21T11:12:27.838865] [INFO ] [CONFIGURE ] CRBG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:12:27.838907] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T11:12:28.117475] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:28.387906] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:28.645678] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:28.907952] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:29.181890] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:29.438293] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:29.702234] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:29.956627] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:30.208734] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:30.458588] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:30.458768] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T11:12:30.458824] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10273 tests [2025-11-21T11:12:30.458873] [INFO ] [CONFIGURE ] CRBG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:12:30.458916] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T11:12:30.704183] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:30.954980] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:31.207269] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:31.458624] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:31.705757] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:31.959804] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:32.204867] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:32.450377] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:32.701488] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:32.951117] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:32.951316] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T11:12:32.951373] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10272 tests [2025-11-21T11:12:32.951419] [INFO ] [CONFIGURE ] CRBG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:12:32.951461] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T11:12:33.196247] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:33.443685] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:33.690933] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:33.957384] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:34.207710] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:34.468987] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:34.729932] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:12:34.973557] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:35.225611] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:35.473242] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:35.473425] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T11:12:35.473483] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10271 tests [2025-11-21T11:12:35.473531] [INFO ] [CONFIGURE ] CRBG: Testing feature 20/29: add_price_rejection [2025-11-21T11:12:35.473577] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T11:12:35.722781] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:35.991515] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:12:36.258934] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:36.526400] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:36.798430] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:37.063808] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:37.331011] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:37.598926] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:37.873680] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:38.150927] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:38.151101] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T11:12:38.151162] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10270 tests [2025-11-21T11:12:38.151217] [INFO ] [CONFIGURE ] CRBG: Testing feature 21/29: add_range_position [2025-11-21T11:12:38.151264] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T11:12:38.447037] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:38.745848] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:39.056051] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:39.345087] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:39.636932] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:12:39.969834] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:40.290336] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:40.617818] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:40.941065] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:41.274123] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:41.274303] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_range_position (score: 70.00%) [2025-11-21T11:12:41.274361] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10269 tests [2025-11-21T11:12:41.274400] [INFO ] [CONFIGURE ] CRBG: Testing feature 22/29: add_realized_volatility [2025-11-21T11:12:41.274445] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T11:12:41.658192] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:42.040923] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:42.414408] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:42.794565] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:43.174422] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:43.553073] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:43.938209] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:44.335007] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:44.742446] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:45.130727] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:45.130943] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T11:12:45.131003] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10268 tests [2025-11-21T11:12:45.131052] [INFO ] [CONFIGURE ] CRBG: Testing feature 23/29: add_recent_range_context [2025-11-21T11:12:45.131096] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T11:12:45.394841] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:45.654996] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:45.914417] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:46.174243] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:46.434988] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:46.693411] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:46.956568] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:47.218248] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:47.482114] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:47.746301] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:47.746470] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T11:12:47.746525] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10267 tests [2025-11-21T11:12:47.746571] [INFO ] [CONFIGURE ] CRBG: Testing feature 24/29: add_rsi [2025-11-21T11:12:47.746615] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T11:12:48.049323] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:12:48.348542] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:12:48.657783] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:48.962593] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:49.266469] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:12:49.574994] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:49.886228] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:12:50.187004] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:50.495057] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:50.821608] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:50.821797] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:12:50.821855] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10266 tests [2025-11-21T11:12:50.821902] [INFO ] [CONFIGURE ] CRBG: Testing feature 25/29: add_tick_distribution [2025-11-21T11:12:50.821945] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T11:12:51.095228] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:51.370369] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:12:51.639367] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:51.918286] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:52.197663] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:52.484949] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:12:52.767303] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:53.029455] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:53.288060] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:53.551771] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:53.551981] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T11:12:53.552047] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10265 tests [2025-11-21T11:12:53.552104] [INFO ] [CONFIGURE ] CRBG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:12:53.552149] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T11:12:53.829530] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:12:54.078309] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:54.329216] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:54.584459] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:54.833260] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:55.079991] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:55.329963] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:55.580258] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:55.829225] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:56.081445] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:56.081616] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T11:12:56.081695] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10264 tests [2025-11-21T11:12:56.081748] [INFO ] [CONFIGURE ] CRBG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:12:56.081793] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T11:12:56.365565] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:12:56.644076] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:56.926517] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:12:57.206007] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:12:57.483744] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:12:57.765447] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:12:58.048381] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:12:58.329263] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:12:58.625451] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:12:58.928829] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:12:58.929014] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T11:12:58.929074] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10263 tests [2025-11-21T11:12:58.929127] [INFO ] [CONFIGURE ] CRBG: Testing feature 28/29: add_volume_profile [2025-11-21T11:12:58.929172] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T11:12:59.198965] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:12:59.477047] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:12:59.751486] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:00.021148] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:13:00.290961] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:13:01.247352] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:01.691960] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:13:01.989584] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:02.278513] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:13:02.560127] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:13:02.560300] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T11:13:02.560385] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10262 tests [2025-11-21T11:13:02.560433] [INFO ] [CONFIGURE ] CRBG: Testing feature 29/29: add_vwap [2025-11-21T11:13:02.560474] [INFO ] [CONFIGURE ] CRBG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T11:13:02.843725] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:13:03.141450] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:03.434012] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:03.729316] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:13:04.021037] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:13:04.311477] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:13:04.611433] [DEBUG] [FORECASTER] CRBG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:13:04.904362] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:05.194435] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:13:05.487632] [DEBUG] [FORECASTER] CRBG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:13:05.487815] [INFO ] [CONFIGURE ] CRBG: DISCARDED add_vwap (score: 80.00%) [2025-11-21T11:13:05.487872] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10261 tests [2025-11-21T11:13:05.487920] [INFO ] [CONFIGURE ] CRBG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:13:05.487962] [INFO ] [CONFIGURE ] CRBG: Best accuracy: 100.00% [2025-11-21T11:13:05.488003] [INFO ] [CONFIGURE ] CRBG: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:13:05.488042] [INFO ] [CONFIGURE ] CRBG: Improvement over baseline: 60.00% [2025-11-21T11:13:05.488078] [INFO ] [CONFIGURE ] CRBG: Total time: 1.3 minutes [2025-11-21T11:13:05.488115] [INFO ] [CONFIGURE ] CRBG: Average time per feature: 2.8 seconds [2025-11-21T11:13:05.488152] [INFO ] [CONFIGURE ] CRBG: Average speed: 0.36 features/sec [2025-11-21T11:13:05.488484] [INFO ] [LOCAL ] Saved configuration for CRBG: 3 features, 100.00% accuracy -> ./output/feature-sets/CRBG.json [2025-11-21T11:13:05.488541] [INFO ] [CONFIGURE ] CRBG: Configuration saved successfully: 3 features, 100.00% accuracy. [2025-11-21T11:13:05.488589] [INFO ] [sig ] [373/723] Successfully configured CRBG | 0.01 sym/s | Total: 8.7h | ETA: 8.1h [2025-11-21T11:13:05.488633] [INFO ] [sig ] [374/723] Configuring CRC... [2025-11-21T11:13:05.488695] [INFO ] [CONFIGURE ] CRC: Configurate test run. [2025-11-21T11:13:05.488736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-11-21T11:13:05.563293] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRC'. [2025-11-21T11:13:05.563677] [INFO ] [CONFIGURE ] CRC: Testing with 29 available features [2025-11-21T11:13:05.563739] [INFO ] [CONFIGURE ] CRC: Establishing baseline with no features... [2025-11-21T11:13:05.752727] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:05.939596] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:06.123988] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:06.317462] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:06.504521] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:13:06.701082] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:06.889661] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:07.080081] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:13:07.278181] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:13:07.472124] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:07.472283] [INFO ] [CONFIGURE ] CRC: Baseline score (no features): 40.00% [2025-11-21T11:13:07.472333] [INFO ] [CONFIGURE ] CRC: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:13:07.472374] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:13:07.703723] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:07.936610] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:08.167741] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:08.393037] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:08.618364] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:13:08.844716] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:09.075848] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:09.307144] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:13:09.539585] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:13:09.773600] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:09.773988] [INFO ] [CONFIGURE ] CRC: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T11:13:09.774083] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10260 tests [2025-11-21T11:13:09.774161] [INFO ] [CONFIGURE ] CRC: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:13:09.774231] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:13:10.003900] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:10.239319] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:10.473909] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:13:10.702866] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:10.942499] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:13:11.174147] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:11.406432] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:11.647830] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:11.887090] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:13:12.126071] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:12.126243] [INFO ] [CONFIGURE ] CRC: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T11:13:12.126311] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10259 tests [2025-11-21T11:13:12.126351] [INFO ] [CONFIGURE ] CRC: Testing feature 3/29: add_daily_returns [2025-11-21T11:13:12.126386] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns'] [2025-11-21T11:13:12.325037] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:12.525002] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:12.726008] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:12.924123] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:13.123337] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:13.331274] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:13.541629] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:13.742573] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:13.949948] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:14.154314] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:14.154687] [INFO ] [CONFIGURE ] CRC: KEPT add_daily_returns (score: 50.00%) [2025-11-21T11:13:14.154791] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10258 tests [2025-11-21T11:13:14.154875] [INFO ] [CONFIGURE ] CRC: Testing feature 4/29: add_ema [2025-11-21T11:13:14.154949] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T11:13:14.403514] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:14.658087] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:13:14.905719] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:15.152576] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:15.413465] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:15.680106] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:15.945766] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:16.217383] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:13:16.488120] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:16.745499] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:16.745694] [INFO ] [CONFIGURE ] CRC: DISCARDED add_ema (score: 30.00%) [2025-11-21T11:13:16.745912] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10257 tests [2025-11-21T11:13:16.746003] [INFO ] [CONFIGURE ] CRC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:13:16.746078] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:13:16.998365] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:17.248420] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:17.524734] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:17.780922] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:18.037771] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:18.290300] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:18.546721] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:18.801999] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:19.054238] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:19.311020] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:19.311196] [INFO ] [CONFIGURE ] CRC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:13:19.311254] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10256 tests [2025-11-21T11:13:19.311291] [INFO ] [CONFIGURE ] CRC: Testing feature 6/29: add_failed_moves [2025-11-21T11:13:19.311338] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T11:13:19.521417] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:19.745961] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:19.965589] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:20.178370] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:20.392604] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:20.605999] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:20.817886] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:21.030334] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:21.245729] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:21.459291] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:21.459657] [INFO ] [CONFIGURE ] CRC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:13:21.459784] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10255 tests [2025-11-21T11:13:21.459873] [INFO ] [CONFIGURE ] CRC: Testing feature 7/29: add_lag_shelf [2025-11-21T11:13:21.460175] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T11:13:21.664840] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:21.872941] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:22.071301] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:22.270709] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:22.471381] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:22.669702] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:22.870856] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:23.081950] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:23.309147] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:23.597361] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:23.597597] [INFO ] [CONFIGURE ] CRC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:13:23.597692] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10254 tests [2025-11-21T11:13:23.597786] [INFO ] [CONFIGURE ] CRC: Testing feature 8/29: add_macd [2025-11-21T11:13:23.597854] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T11:13:23.967316] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:24.317139] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:24.613778] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:24.871280] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:13:25.143198] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:25.418936] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:25.697615] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:25.984139] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:26.262521] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:26.543949] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:26.544142] [INFO ] [CONFIGURE ] CRC: KEPT add_macd (score: 60.00%) [2025-11-21T11:13:26.544200] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10253 tests [2025-11-21T11:13:26.544246] [INFO ] [CONFIGURE ] CRC: Testing feature 9/29: add_mfi [2025-11-21T11:13:26.544289] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:13:26.828788] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:27.134632] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:27.440245] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:27.730144] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:28.010477] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:13:28.298098] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:28.588131] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:28.870290] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:29.155242] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:29.439110] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:29.439378] [INFO ] [CONFIGURE ] CRC: DISCARDED add_mfi (score: 40.00%) [2025-11-21T11:13:29.439441] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10252 tests [2025-11-21T11:13:29.439496] [INFO ] [CONFIGURE ] CRC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:13:29.439539] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:13:29.827438] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:30.215435] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:30.595142] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:30.973953] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:13:31.354632] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:31.735957] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:32.112958] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:32.492099] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:32.890922] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:33.271970] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:33.272185] [INFO ] [CONFIGURE ] CRC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:13:33.272243] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10251 tests [2025-11-21T11:13:33.272291] [INFO ] [CONFIGURE ] CRC: Testing feature 11/29: add_obv_daily [2025-11-21T11:13:33.272334] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T11:13:33.570357] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:33.872021] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:34.193460] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:34.522054] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:13:34.839440] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:35.149321] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:35.459916] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:35.781267] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:36.091085] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:36.401149] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:36.401394] [INFO ] [CONFIGURE ] CRC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:13:36.401454] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10250 tests [2025-11-21T11:13:36.401501] [INFO ] [CONFIGURE ] CRC: Testing feature 12/29: add_obv_interval [2025-11-21T11:13:36.401545] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T11:13:36.711722] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:37.029512] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:37.343583] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:37.662387] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:37.985994] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:38.307946] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:38.649608] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:38.965513] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:39.303777] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:39.637003] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:39.637180] [INFO ] [CONFIGURE ] CRC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:13:39.637241] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10249 tests [2025-11-21T11:13:39.637288] [INFO ] [CONFIGURE ] CRC: Testing feature 13/29: add_opening_strength [2025-11-21T11:13:39.637333] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-21T11:13:39.977313] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:40.305700] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:40.621566] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:40.953025] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:41.274387] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:41.603489] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:41.928078] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:42.236557] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:42.573182] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:42.907358] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:42.907539] [INFO ] [CONFIGURE ] CRC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:13:42.907596] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10248 tests [2025-11-21T11:13:42.907663] [INFO ] [CONFIGURE ] CRC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:13:42.907710] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T11:13:43.240857] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:43.576884] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:43.925775] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:44.264039] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:44.600025] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:44.931670] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:45.264533] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:45.600660] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:45.939933] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:46.260523] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:46.260724] [INFO ] [CONFIGURE ] CRC: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:13:46.260782] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10247 tests [2025-11-21T11:13:46.260829] [INFO ] [CONFIGURE ] CRC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:13:46.260872] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T11:13:46.549306] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:46.840064] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:47.132041] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:47.429699] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:13:47.728131] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:48.041719] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:48.338867] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:48.638732] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:48.946148] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:49.273361] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:49.273559] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T11:13:49.273619] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10246 tests [2025-11-21T11:13:49.273688] [INFO ] [CONFIGURE ] CRC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:13:49.273734] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T11:13:49.608512] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:49.938725] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:50.264817] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:50.578241] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:50.889929] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:13:51.203925] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:51.517789] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:51.853593] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:52.188849] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:52.512063] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:52.512242] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T11:13:52.512302] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10245 tests [2025-11-21T11:13:52.512395] [INFO ] [CONFIGURE ] CRC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:13:52.512446] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T11:13:52.842183] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:53.167028] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:53.492573] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:53.820703] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:54.137467] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:54.445825] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:54.777051] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:55.098789] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:55.433170] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:55.761872] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:55.762082] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:13:55.762143] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10244 tests [2025-11-21T11:13:55.762190] [INFO ] [CONFIGURE ] CRC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:13:55.762233] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T11:13:56.052210] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:56.343407] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:56.637076] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:56.929889] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:13:57.220132] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:13:57.512305] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:13:57.804943] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:13:58.094598] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:13:58.385579] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:13:58.680285] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:13:58.680480] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:13:58.680537] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10243 tests [2025-11-21T11:13:58.680583] [INFO ] [CONFIGURE ] CRC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:13:58.680627] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T11:13:58.988559] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:13:59.288447] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:13:59.588895] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:13:59.901694] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:14:00.205010] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:14:00.509133] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:01.796214] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:02.105088] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:02.426279] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:02.738331] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:02.738514] [INFO ] [CONFIGURE ] CRC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:14:02.738573] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10242 tests [2025-11-21T11:14:02.738620] [INFO ] [CONFIGURE ] CRC: Testing feature 20/29: add_price_rejection [2025-11-21T11:14:02.738683] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T11:14:03.039010] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:03.351959] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:03.652788] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:03.957333] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:04.318669] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:14:04.643477] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:04.988892] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:05.313077] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:05.640016] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:05.974912] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:05.975118] [INFO ] [CONFIGURE ] CRC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:14:05.975184] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10241 tests [2025-11-21T11:14:05.975235] [INFO ] [CONFIGURE ] CRC: Testing feature 21/29: add_range_position [2025-11-21T11:14:05.975279] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T11:14:06.309494] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:06.629989] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:06.973621] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:07.328015] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:07.665747] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:14:08.021534] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:08.365170] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:08.716764] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:09.052676] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:09.410797] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:09.411171] [INFO ] [CONFIGURE ] CRC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:14:09.411228] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10240 tests [2025-11-21T11:14:09.411275] [INFO ] [CONFIGURE ] CRC: Testing feature 22/29: add_realized_volatility [2025-11-21T11:14:09.411319] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T11:14:09.847077] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:10.274919] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:10.694251] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:11.116745] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:14:11.613394] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:14:12.138188] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:12.551663] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:12.954241] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:13.351490] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:13.777226] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:13.777425] [INFO ] [CONFIGURE ] CRC: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:14:13.777485] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10239 tests [2025-11-21T11:14:13.777533] [INFO ] [CONFIGURE ] CRC: Testing feature 23/29: add_recent_range_context [2025-11-21T11:14:13.777577] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T11:14:14.059508] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:14.335846] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:14.611340] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:14.917608] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:15.225839] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:14:15.529117] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:15.841684] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:16.153731] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:16.460289] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:16.761837] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:16.762046] [INFO ] [CONFIGURE ] CRC: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T11:14:16.762111] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10238 tests [2025-11-21T11:14:16.762161] [INFO ] [CONFIGURE ] CRC: Testing feature 24/29: add_rsi [2025-11-21T11:14:16.762206] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T11:14:17.125367] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:17.481670] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:17.849099] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:18.218438] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:14:18.579630] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:14:18.951939] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:19.326944] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:19.693068] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:20.064830] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:20.437305] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:20.437493] [INFO ] [CONFIGURE ] CRC: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:14:20.437558] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10237 tests [2025-11-21T11:14:20.437599] [INFO ] [CONFIGURE ] CRC: Testing feature 25/29: add_tick_distribution [2025-11-21T11:14:20.437663] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T11:14:20.751879] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:21.063171] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:21.382989] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:21.714402] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:22.041982] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:14:22.363192] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:22.688191] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:23.019471] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:23.330218] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:23.644415] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:23.644589] [INFO ] [CONFIGURE ] CRC: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T11:14:23.644665] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10236 tests [2025-11-21T11:14:23.644715] [INFO ] [CONFIGURE ] CRC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:14:23.644761] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T11:14:23.964203] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:24.259759] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:24.565519] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:24.906872] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:14:25.219770] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:14:25.536871] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:25.849129] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:26.165312] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:26.483584] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:26.795719] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:26.795887] [INFO ] [CONFIGURE ] CRC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:14:26.795947] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10235 tests [2025-11-21T11:14:26.795997] [INFO ] [CONFIGURE ] CRC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:14:26.796044] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T11:14:27.084687] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:27.378111] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:27.667391] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:27.957630] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:28.255627] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:14:28.548126] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:28.840713] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:29.143781] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:29.451395] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:29.764157] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:29.764370] [INFO ] [CONFIGURE ] CRC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:14:29.764430] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10234 tests [2025-11-21T11:14:29.764477] [INFO ] [CONFIGURE ] CRC: Testing feature 28/29: add_volume_profile [2025-11-21T11:14:29.764521] [INFO ] [CONFIGURE ] CRC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T11:14:30.073608] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:14:30.381676] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:30.685348] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:30.985733] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:31.293958] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:14:31.607730] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:31.921507] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:32.228151] [DEBUG] [FORECASTER] CRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:32.537952] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:14:32.845235] [DEBUG] [FORECASTER] CRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:32.845430] [INFO ] [CONFIGURE ] CRC: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T11:14:32.845502] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10233 tests [2025-11-21T11:14:32.845552] [INFO ] [CONFIGURE ] CRC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:14:32.845596] [INFO ] [CONFIGURE ] CRC: Best accuracy: 60.00% [2025-11-21T11:14:32.845659] [INFO ] [CONFIGURE ] CRC: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T11:14:32.845707] [INFO ] [CONFIGURE ] CRC: Improvement over baseline: 20.00% [2025-11-21T11:14:32.845748] [INFO ] [CONFIGURE ] CRC: Total time: 1.4 minutes [2025-11-21T11:14:32.845788] [INFO ] [CONFIGURE ] CRC: Average time per feature: 3.0 seconds [2025-11-21T11:14:32.845828] [INFO ] [CONFIGURE ] CRC: Average speed: 0.34 features/sec [2025-11-21T11:14:32.846284] [INFO ] [LOCAL ] Saved configuration for CRC: 3 features, 60.00% accuracy -> ./output/feature-sets/CRC.json [2025-11-21T11:14:32.846348] [INFO ] [CONFIGURE ] CRC: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T11:14:32.846399] [INFO ] [sig ] [374/723] Successfully configured CRC | 0.01 sym/s | Total: 8.7h | ETA: 8.1h [2025-11-21T11:14:32.846446] [INFO ] [sig ] [375/723] Configuring CRGY... [2025-11-21T11:14:32.846488] [INFO ] [CONFIGURE ] CRGY: Configurate test run. [2025-11-21T11:14:32.846541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-11-21T11:14:32.922325] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRGY'. [2025-11-21T11:14:32.922733] [INFO ] [CONFIGURE ] CRGY: Testing with 29 available features [2025-11-21T11:14:32.922798] [INFO ] [CONFIGURE ] CRGY: Establishing baseline with no features... [2025-11-21T11:14:33.114925] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:33.292413] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:33.474043] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:33.643908] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:33.814451] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:33.990964] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:34.170051] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:34.362546] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:34.553061] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:14:34.742333] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:34.742493] [INFO ] [CONFIGURE ] CRGY: Baseline score (no features): 30.00% [2025-11-21T11:14:34.742538] [INFO ] [CONFIGURE ] CRGY: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:14:34.742575] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:14:34.983494] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:35.206408] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:35.430476] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:14:35.663984] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:14:35.891198] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:36.129502] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:36.365183] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:14:36.601586] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:36.837031] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:14:37.075744] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:37.075941] [INFO ] [CONFIGURE ] CRGY: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T11:14:37.076001] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10232 tests [2025-11-21T11:14:37.076051] [INFO ] [CONFIGURE ] CRGY: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:14:37.076097] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:14:37.343056] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:37.603041] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:37.863718] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:14:38.119418] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:14:38.376402] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:38.616588] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:38.857139] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:39.094779] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:14:39.367355] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:14:39.612500] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:39.612703] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T11:14:39.612762] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10231 tests [2025-11-21T11:14:39.612809] [INFO ] [CONFIGURE ] CRGY: Testing feature 3/29: add_daily_returns [2025-11-21T11:14:39.612853] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:14:39.833410] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:40.054378] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:40.271552] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:14:40.487353] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:40.707226] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:40.924724] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:41.149726] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:41.379008] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:41.614145] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:14:41.840183] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:41.840498] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T11:14:41.840619] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10230 tests [2025-11-21T11:14:41.840945] [INFO ] [CONFIGURE ] CRGY: Testing feature 4/29: add_ema [2025-11-21T11:14:41.841027] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:14:42.097453] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:42.351388] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:42.604248] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:14:42.849900] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:43.097692] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:43.352368] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:43.602834] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:43.852189] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:44.120569] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:14:44.389741] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:44.389937] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_ema (score: 20.00%) [2025-11-21T11:14:44.389987] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10229 tests [2025-11-21T11:14:44.390027] [INFO ] [CONFIGURE ] CRGY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:14:44.390113] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:14:44.669302] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:14:44.963150] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:45.242390] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:14:45.513103] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:45.781755] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:46.049976] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:46.320455] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:46.589731] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:46.871839] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:14:47.149921] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:47.150108] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T11:14:47.150191] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10228 tests [2025-11-21T11:14:47.150241] [INFO ] [CONFIGURE ] CRGY: Testing feature 6/29: add_failed_moves [2025-11-21T11:14:47.150285] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:14:47.386248] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:47.616566] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:47.835416] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:48.049668] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:48.266750] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:48.488100] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:48.707848] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:14:48.927367] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:49.143281] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:14:49.364042] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:14:49.364210] [INFO ] [CONFIGURE ] CRGY: KEPT add_failed_moves (score: 50.00%) [2025-11-21T11:14:49.364257] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10227 tests [2025-11-21T11:14:49.364295] [INFO ] [CONFIGURE ] CRGY: Testing feature 7/29: add_lag_shelf [2025-11-21T11:14:49.364389] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T11:14:49.583288] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:49.808270] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:50.042404] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:14:50.260043] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:50.483782] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:50.719722] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:50.942780] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:14:51.170686] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:51.403496] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:14:51.632986] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:14:51.633156] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T11:14:51.633206] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10226 tests [2025-11-21T11:14:51.633245] [INFO ] [CONFIGURE ] CRGY: Testing feature 8/29: add_macd [2025-11-21T11:14:51.633288] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T11:14:51.956737] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:52.295068] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:52.629570] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:14:52.977049] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:53.316808] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:53.646258] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:14:53.935572] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:14:54.247504] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:54.556976] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:14:54.875157] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:14:54.875369] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_macd (score: 40.00%) [2025-11-21T11:14:54.875426] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10225 tests [2025-11-21T11:14:54.875474] [INFO ] [CONFIGURE ] CRGY: Testing feature 9/29: add_mfi [2025-11-21T11:14:54.875522] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T11:14:55.125725] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:55.355789] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:14:55.591974] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:14:55.845072] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:14:56.094814] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:56.328580] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:56.560338] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:14:56.791292] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:14:57.024964] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:14:57.258762] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:14:57.258940] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_mfi (score: 40.00%) [2025-11-21T11:14:57.258997] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10224 tests [2025-11-21T11:14:57.259044] [INFO ] [CONFIGURE ] CRGY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:14:57.259090] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:14:57.581618] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:14:57.908840] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:14:58.230610] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:14:58.561043] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:14:58.886969] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:14:59.217379] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:14:59.544682] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:14:59.875546] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:00.214528] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:00.544928] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:00.545128] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:15:00.545185] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10223 tests [2025-11-21T11:15:00.545232] [INFO ] [CONFIGURE ] CRGY: Testing feature 11/29: add_obv_daily [2025-11-21T11:15:00.545277] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T11:15:00.856828] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:01.809800] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:02.380738] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:15:02.657238] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:15:02.933321] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:03.210689] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:03.492180] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:15:03.767580] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:04.074497] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:04.440375] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:04.440636] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T11:15:04.440774] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10222 tests [2025-11-21T11:15:04.440854] [INFO ] [CONFIGURE ] CRGY: Testing feature 12/29: add_obv_interval [2025-11-21T11:15:04.440922] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T11:15:04.790904] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:05.074580] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:05.286389] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:05.511317] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:05.733309] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:05.960517] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:06.190510] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:15:06.423602] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:06.659827] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:06.898120] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:06.898332] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T11:15:06.898389] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10221 tests [2025-11-21T11:15:06.898439] [INFO ] [CONFIGURE ] CRGY: Testing feature 13/29: add_opening_strength [2025-11-21T11:15:06.898484] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:15:07.154715] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:07.409234] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:07.661266] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:15:07.922925] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:08.177492] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:08.435493] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:08.694962] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:08.959018] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:09.224064] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:09.474054] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:09.474221] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T11:15:09.474280] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10220 tests [2025-11-21T11:15:09.474327] [INFO ] [CONFIGURE ] CRGY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:15:09.474370] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T11:15:09.724980] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:09.976312] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:10.231342] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:15:10.476958] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:10.726435] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:10.971885] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:11.217971] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:11.472486] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:15:11.721448] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:15:12.005174] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:12.005346] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T11:15:12.005403] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10219 tests [2025-11-21T11:15:12.005448] [INFO ] [CONFIGURE ] CRGY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:15:12.005490] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T11:15:12.236231] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:12.471577] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:12.706129] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:15:12.947274] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:15:13.182239] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:13.421593] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:13.655050] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:13.888709] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:14.124700] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:14.353123] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:14.353310] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:15:14.353358] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10218 tests [2025-11-21T11:15:14.353395] [INFO ] [CONFIGURE ] CRGY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:15:14.353601] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T11:15:14.609127] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:14.888338] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:15.158069] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:15.425080] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:15.686133] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:15.933449] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:16.181106] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:16.448156] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:16.707596] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:16.968169] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:16.968340] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T11:15:16.968396] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10217 tests [2025-11-21T11:15:16.968442] [INFO ] [CONFIGURE ] CRGY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:15:16.968486] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T11:15:17.239777] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:17.502462] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:17.761227] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:18.027309] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:18.292903] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:18.552570] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:18.796375] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:19.040271] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:19.305352] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:19.576259] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:19.576463] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:15:19.576533] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10216 tests [2025-11-21T11:15:19.576581] [INFO ] [CONFIGURE ] CRGY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:15:19.576623] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T11:15:19.809953] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:20.021667] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:20.256352] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:20.492580] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:15:20.726501] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:20.959894] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:21.187668] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:15:21.420005] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:15:21.652998] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:15:21.895715] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:21.896028] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T11:15:21.896099] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10215 tests [2025-11-21T11:15:21.896193] [INFO ] [CONFIGURE ] CRGY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:15:21.896269] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T11:15:22.129923] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:22.361029] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:22.601548] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:22.838315] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:23.071351] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:23.300907] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:23.532639] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:15:23.765560] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:23.999725] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:24.223930] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:15:24.224083] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T11:15:24.224129] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10214 tests [2025-11-21T11:15:24.224167] [INFO ] [CONFIGURE ] CRGY: Testing feature 20/29: add_price_rejection [2025-11-21T11:15:24.224201] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T11:15:24.467687] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:24.707738] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:24.954169] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:15:25.200634] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:25.433562] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:25.671317] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:25.907588] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:26.130749] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:26.352960] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:26.573536] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:26.573719] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T11:15:26.573778] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10213 tests [2025-11-21T11:15:26.573826] [INFO ] [CONFIGURE ] CRGY: Testing feature 21/29: add_range_position [2025-11-21T11:15:26.573869] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T11:15:26.832397] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:27.090667] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:27.349180] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:27.606669] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:27.871828] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:28.142346] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:28.409141] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:28.672465] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:28.942428] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:15:29.211736] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:29.211954] [INFO ] [CONFIGURE ] CRGY: KEPT add_range_position (score: 60.00%) [2025-11-21T11:15:29.212013] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10212 tests [2025-11-21T11:15:29.212063] [INFO ] [CONFIGURE ] CRGY: Testing feature 22/29: add_realized_volatility [2025-11-21T11:15:29.212108] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position', 'add_realized_volatility'] [2025-11-21T11:15:29.599549] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:30.011340] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:30.411533] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:15:30.787962] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:15:31.158830] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:31.546184] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:31.932422] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:32.309360] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:32.698148] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:33.090405] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:33.090697] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:15:33.090760] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10211 tests [2025-11-21T11:15:33.090807] [INFO ] [CONFIGURE ] CRGY: Testing feature 23/29: add_recent_range_context [2025-11-21T11:15:33.090852] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position', 'add_recent_range_context'] [2025-11-21T11:15:33.370368] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:33.641892] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:33.915770] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:34.189956] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:34.476627] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:34.750189] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:35.029508] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:35.321180] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:35.611845] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:35.892188] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:35.892362] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T11:15:35.892418] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10210 tests [2025-11-21T11:15:35.892466] [INFO ] [CONFIGURE ] CRGY: Testing feature 24/29: add_rsi [2025-11-21T11:15:35.892510] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T11:15:36.206870] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:36.522335] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:36.849333] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:37.169481] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:37.490126] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:37.802426] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:38.117036] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:38.433446] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:38.747735] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:15:39.103254] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:39.103457] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:15:39.103518] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10209 tests [2025-11-21T11:15:39.103569] [INFO ] [CONFIGURE ] CRGY: Testing feature 25/29: add_tick_distribution [2025-11-21T11:15:39.103613] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position', 'add_tick_distribution'] [2025-11-21T11:15:39.398623] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:39.684130] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:39.971342] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:40.265580] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:40.558568] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:40.848990] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:41.140066] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:41.405007] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:41.695397] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:41.982903] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:41.983090] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T11:15:41.983146] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10208 tests [2025-11-21T11:15:41.983194] [INFO ] [CONFIGURE ] CRGY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:15:41.983236] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T11:15:42.286064] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:42.587610] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:42.900120] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:43.210143] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:43.505474] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:43.806201] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:44.105882] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:44.398628] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:44.713995] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:45.031511] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:45.031749] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T11:15:45.031812] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10207 tests [2025-11-21T11:15:45.031863] [INFO ] [CONFIGURE ] CRGY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:15:45.031910] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T11:15:45.349795] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:15:45.657096] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:45.973939] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:46.293042] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:46.611713] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:46.932855] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:47.262151] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:47.594758] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:47.886329] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:48.180807] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:48.181046] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T11:15:48.181113] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10206 tests [2025-11-21T11:15:48.181160] [INFO ] [CONFIGURE ] CRGY: Testing feature 28/29: add_volume_profile [2025-11-21T11:15:48.181205] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position', 'add_volume_profile'] [2025-11-21T11:15:48.458614] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:48.725971] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:48.996027] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:49.259636] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:15:49.536249] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:49.812528] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:50.080718] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:50.367533] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:50.649916] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:15:50.929563] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:50.929779] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:15:50.929834] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10205 tests [2025-11-21T11:15:50.929881] [INFO ] [CONFIGURE ] CRGY: Testing feature 29/29: add_vwap [2025-11-21T11:15:50.929927] [INFO ] [CONFIGURE ] CRGY: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position', 'add_vwap'] [2025-11-21T11:15:51.232371] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:15:51.571769] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:51.962603] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:15:52.314929] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:15:52.592279] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:15:52.865624] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:53.148088] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:53.420996] [DEBUG] [FORECASTER] CRGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:53.739561] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:54.058927] [DEBUG] [FORECASTER] CRGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:15:54.059110] [INFO ] [CONFIGURE ] CRGY: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:15:54.059170] [INFO ] [CONFIGURE ] JOB ETA: 8.1h | Avg: 2.8s/test | Remaining: 10204 tests [2025-11-21T11:15:54.059228] [INFO ] [CONFIGURE ] CRGY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:15:54.059280] [INFO ] [CONFIGURE ] CRGY: Best accuracy: 60.00% [2025-11-21T11:15:54.059324] [INFO ] [CONFIGURE ] CRGY: Best feature set (3 features): ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T11:15:54.059377] [INFO ] [CONFIGURE ] CRGY: Improvement over baseline: 30.00% [2025-11-21T11:15:54.059420] [INFO ] [CONFIGURE ] CRGY: Total time: 1.3 minutes [2025-11-21T11:15:54.059459] [INFO ] [CONFIGURE ] CRGY: Average time per feature: 2.7 seconds [2025-11-21T11:15:54.059520] [INFO ] [CONFIGURE ] CRGY: Average speed: 0.37 features/sec [2025-11-21T11:15:54.060036] [INFO ] [LOCAL ] Saved configuration for CRGY: 3 features, 60.00% accuracy -> ./output/feature-sets/CRGY.json [2025-11-21T11:15:54.060097] [INFO ] [CONFIGURE ] CRGY: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T11:15:54.060148] [INFO ] [sig ] [375/723] Successfully configured CRGY | 0.01 sym/s | Total: 8.7h | ETA: 8.1h [2025-11-21T11:15:54.060193] [INFO ] [sig ] [376/723] Configuring CRH... [2025-11-21T11:15:54.060237] [INFO ] [CONFIGURE ] CRH: Configurate test run. [2025-11-21T11:15:54.060283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-11-21T11:15:54.138100] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRH'. [2025-11-21T11:15:54.138487] [INFO ] [CONFIGURE ] CRH: Testing with 29 available features [2025-11-21T11:15:54.138552] [INFO ] [CONFIGURE ] CRH: Establishing baseline with no features... [2025-11-21T11:15:54.308922] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:15:54.486379] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:54.653485] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:15:54.820414] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:15:54.992975] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:15:55.170504] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:15:55.346577] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:15:55.532438] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:15:55.714313] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:55.892149] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:15:55.892313] [INFO ] [CONFIGURE ] CRH: Baseline score (no features): 70.00% [2025-11-21T11:15:55.892361] [INFO ] [CONFIGURE ] CRH: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:15:55.892396] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:15:56.097804] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:15:56.305911] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:15:56.526294] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:15:56.735085] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:15:56.940013] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:15:57.155477] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:15:57.376361] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:15:57.589466] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:15:57.809177] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:15:58.023709] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:15:58.023880] [INFO ] [CONFIGURE ] CRH: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T11:15:58.023930] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10203 tests [2025-11-21T11:15:58.023985] [INFO ] [CONFIGURE ] CRH: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:15:58.024024] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:15:58.242000] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:15:58.462636] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:15:58.678784] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:15:58.898703] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:15:59.115355] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:15:59.331217] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:15:59.545763] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:15:59.765174] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:15:59.981043] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:00.197893] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:00.198066] [INFO ] [CONFIGURE ] CRH: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T11:16:00.198118] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10202 tests [2025-11-21T11:16:00.198157] [INFO ] [CONFIGURE ] CRH: Testing feature 3/29: add_daily_returns [2025-11-21T11:16:00.198194] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_daily_returns'] [2025-11-21T11:16:01.096869] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:16:01.415282] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:01.603509] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:16:01.798474] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:02.015742] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:02.212743] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:02.419510] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:02.623779] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:02.832384] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:03.024813] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:03.024986] [INFO ] [CONFIGURE ] CRH: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:16:03.025034] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10201 tests [2025-11-21T11:16:03.025071] [INFO ] [CONFIGURE ] CRH: Testing feature 4/29: add_ema [2025-11-21T11:16:03.025107] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_ema'] [2025-11-21T11:16:03.245843] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:03.469067] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:03.691625] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:03.923581] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:04.159605] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:04.396872] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:16:04.624170] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:04.850139] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:05.073196] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:05.297072] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:05.297279] [INFO ] [CONFIGURE ] CRH: DISCARDED add_ema (score: 40.00%) [2025-11-21T11:16:05.297333] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10200 tests [2025-11-21T11:16:05.297375] [INFO ] [CONFIGURE ] CRH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:16:05.297414] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:16:05.543864] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:16:05.788606] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:06.025118] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:16:06.239552] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:06.455043] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:06.672852] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:06.896742] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:07.123055] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:07.355945] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:16:07.581725] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:07.581895] [INFO ] [CONFIGURE ] CRH: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:16:07.581952] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10199 tests [2025-11-21T11:16:07.581999] [INFO ] [CONFIGURE ] CRH: Testing feature 6/29: add_failed_moves [2025-11-21T11:16:07.582067] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_failed_moves'] [2025-11-21T11:16:07.765226] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:07.944910] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:08.126238] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:08.310556] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:08.494790] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:08.678200] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:08.862625] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:09.050854] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:09.233631] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:09.421127] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:09.421276] [INFO ] [CONFIGURE ] CRH: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:16:09.421322] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10198 tests [2025-11-21T11:16:09.421361] [INFO ] [CONFIGURE ] CRH: Testing feature 7/29: add_lag_shelf [2025-11-21T11:16:09.421396] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_lag_shelf'] [2025-11-21T11:16:09.589225] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:09.757516] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:09.924376] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:10.097941] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:10.269415] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:10.445007] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:10.618255] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:10.789446] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:10.964302] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:11.142896] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:11.143063] [INFO ] [CONFIGURE ] CRH: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:16:11.143110] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10197 tests [2025-11-21T11:16:11.143146] [INFO ] [CONFIGURE ] CRH: Testing feature 8/29: add_macd [2025-11-21T11:16:11.143180] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:16:11.404873] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:11.667573] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:11.935242] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:12.196258] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:12.462511] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:12.728427] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:16:12.992094] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:13.256950] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:13.523123] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:16:13.808718] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:13.808924] [INFO ] [CONFIGURE ] CRH: DISCARDED add_macd (score: 40.00%) [2025-11-21T11:16:13.809006] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10196 tests [2025-11-21T11:16:13.809056] [INFO ] [CONFIGURE ] CRH: Testing feature 9/29: add_mfi [2025-11-21T11:16:13.809098] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_mfi'] [2025-11-21T11:16:13.995492] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:14.192542] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:14.386741] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:14.580388] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:14.793901] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:14.997891] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:15.196715] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:15.391757] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:15.604772] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:15.807984] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:15.808185] [INFO ] [CONFIGURE ] CRH: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:16:15.808234] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10195 tests [2025-11-21T11:16:15.808271] [INFO ] [CONFIGURE ] CRH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:16:15.808326] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:16:16.090987] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:16.382970] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:16.691711] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:16.979632] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:17.274506] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:17.588714] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:16:17.909448] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:18.213017] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:18.516040] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:18.811257] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:18.811455] [INFO ] [CONFIGURE ] CRH: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T11:16:18.811514] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10194 tests [2025-11-21T11:16:18.811564] [INFO ] [CONFIGURE ] CRH: Testing feature 11/29: add_obv_daily [2025-11-21T11:16:18.811609] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_obv_daily'] [2025-11-21T11:16:19.030992] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:19.258983] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:19.474000] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:16:19.701565] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:19.935155] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:20.164881] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:20.392721] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:20.637506] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:20.860845] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:21.079078] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:21.079428] [INFO ] [CONFIGURE ] CRH: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:16:21.079531] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10193 tests [2025-11-21T11:16:21.079618] [INFO ] [CONFIGURE ] CRH: Testing feature 12/29: add_obv_interval [2025-11-21T11:16:21.079721] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_obv_interval'] [2025-11-21T11:16:21.285618] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:21.497082] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:21.709996] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:21.931350] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:22.137934] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:22.348470] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:22.558303] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:22.774630] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:22.989444] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:23.208538] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:23.208917] [INFO ] [CONFIGURE ] CRH: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:16:23.209029] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10192 tests [2025-11-21T11:16:23.209118] [INFO ] [CONFIGURE ] CRH: Testing feature 13/29: add_opening_strength [2025-11-21T11:16:23.209196] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:16:23.436393] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:16:23.672730] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:23.904222] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:24.152876] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:24.397718] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:24.627116] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:24.860611] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:25.094469] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:25.327524] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:16:25.564157] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:25.564306] [INFO ] [CONFIGURE ] CRH: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:16:25.564354] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10191 tests [2025-11-21T11:16:25.564391] [INFO ] [CONFIGURE ] CRH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:16:25.564424] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:16:25.780882] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:26.000915] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:26.223072] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:26.443695] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:26.661183] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:26.886193] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:16:27.120084] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:27.349780] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:27.587041] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:27.819770] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:27.819959] [INFO ] [CONFIGURE ] CRH: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:16:27.820041] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10190 tests [2025-11-21T11:16:27.820098] [INFO ] [CONFIGURE ] CRH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:16:27.820223] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T11:16:28.000169] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:28.190425] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:28.387425] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:28.577480] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:28.765800] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:28.964019] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:29.154286] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:29.343631] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:29.537498] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:29.733298] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:29.733475] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T11:16:29.733524] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10189 tests [2025-11-21T11:16:29.733561] [INFO ] [CONFIGURE ] CRH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:16:29.733600] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T11:16:29.958508] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:16:30.172187] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:30.383867] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:30.605613] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:16:30.819460] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:31.031718] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:31.241477] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:31.455936] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:31.673190] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:31.896050] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:31.896389] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:16:31.896487] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10188 tests [2025-11-21T11:16:31.896571] [INFO ] [CONFIGURE ] CRH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:16:31.896665] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_pbf_return_2d'] [2025-11-21T11:16:32.114250] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:32.336520] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:32.568955] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:32.782207] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:32.999380] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:33.220697] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:33.437863] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:33.664636] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:33.889215] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:34.106170] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:34.106347] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:16:34.106436] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10187 tests [2025-11-21T11:16:34.106480] [INFO ] [CONFIGURE ] CRH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:16:34.106517] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T11:16:34.303248] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:34.512040] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:34.708925] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:34.902531] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:35.097427] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:35.290000] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:35.483220] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:35.679572] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:35.873283] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:36.074371] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:36.074823] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:16:36.074898] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10186 tests [2025-11-21T11:16:36.075011] [INFO ] [CONFIGURE ] CRH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:16:36.075090] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T11:16:36.279997] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:36.484322] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:36.681262] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:36.882778] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:37.077048] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:37.273052] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:37.474256] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:37.670726] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:37.863973] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:38.061994] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:38.062165] [INFO ] [CONFIGURE ] CRH: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T11:16:38.062212] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10185 tests [2025-11-21T11:16:38.062250] [INFO ] [CONFIGURE ] CRH: Testing feature 20/29: add_price_rejection [2025-11-21T11:16:38.062285] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_price_rejection'] [2025-11-21T11:16:38.260550] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:38.462233] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:38.657944] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:38.857112] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:39.056082] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:39.257448] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:39.450778] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:39.645012] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:39.839453] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:40.058391] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:40.058604] [INFO ] [CONFIGURE ] CRH: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:16:40.058674] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10184 tests [2025-11-21T11:16:40.058744] [INFO ] [CONFIGURE ] CRH: Testing feature 21/29: add_range_position [2025-11-21T11:16:40.058801] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_range_position'] [2025-11-21T11:16:40.274898] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:40.508415] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:40.740469] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:40.973543] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:41.193129] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:41.416816] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:41.642177] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:41.864964] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:42.088118] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:42.306806] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:42.306990] [INFO ] [CONFIGURE ] CRH: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:16:42.307040] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10183 tests [2025-11-21T11:16:42.307078] [INFO ] [CONFIGURE ] CRH: Testing feature 22/29: add_realized_volatility [2025-11-21T11:16:42.307113] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_realized_volatility'] [2025-11-21T11:16:42.603974] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:42.898418] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:43.206245] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:43.524475] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:43.842323] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:44.163107] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:44.466932] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:44.767216] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:45.081737] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:45.397416] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:45.397724] [INFO ] [CONFIGURE ] CRH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:16:45.397788] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10182 tests [2025-11-21T11:16:45.397837] [INFO ] [CONFIGURE ] CRH: Testing feature 23/29: add_recent_range_context [2025-11-21T11:16:45.397878] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_recent_range_context'] [2025-11-21T11:16:45.597432] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:45.793974] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:45.991605] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:46.188854] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:46.388955] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:46.584875] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:46.776452] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:46.969818] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:47.164205] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:47.358692] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:47.358860] [INFO ] [CONFIGURE ] CRH: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:16:47.358907] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10181 tests [2025-11-21T11:16:47.358945] [INFO ] [CONFIGURE ] CRH: Testing feature 24/29: add_rsi [2025-11-21T11:16:47.358982] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T11:16:47.595433] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:16:47.840817] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:48.097754] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:48.346495] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:48.580936] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:48.817278] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:16:49.055230] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:49.315741] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:49.588042] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:49.889444] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:49.889620] [INFO ] [CONFIGURE ] CRH: DISCARDED add_rsi (score: 20.00%) [2025-11-21T11:16:49.889695] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10180 tests [2025-11-21T11:16:49.889746] [INFO ] [CONFIGURE ] CRH: Testing feature 25/29: add_tick_distribution [2025-11-21T11:16:49.889794] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_tick_distribution'] [2025-11-21T11:16:50.081508] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:50.272500] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:50.462193] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:50.653488] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:50.843603] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:51.032190] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:16:51.218587] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:51.405852] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:51.594093] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:51.783025] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:51.783185] [INFO ] [CONFIGURE ] CRH: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T11:16:51.783232] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10179 tests [2025-11-21T11:16:51.783269] [INFO ] [CONFIGURE ] CRH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:16:51.783303] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T11:16:51.971066] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:16:52.161041] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:52.350361] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:52.541579] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:52.733915] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:52.924733] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:53.116061] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:53.309295] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:53.505096] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:53.701613] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:53.701841] [INFO ] [CONFIGURE ] CRH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:16:53.701901] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10178 tests [2025-11-21T11:16:53.701951] [INFO ] [CONFIGURE ] CRH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:16:53.701997] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_volume_price_divergence'] [2025-11-21T11:16:53.907862] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:54.109449] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:54.308571] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:54.509019] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:54.710807] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:54.910415] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:16:55.116798] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:55.320510] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:55.536885] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:55.741659] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:16:55.741858] [INFO ] [CONFIGURE ] CRH: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:16:55.741906] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10177 tests [2025-11-21T11:16:55.741944] [INFO ] [CONFIGURE ] CRH: Testing feature 28/29: add_volume_profile [2025-11-21T11:16:55.741978] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_volume_profile'] [2025-11-21T11:16:55.935792] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:56.129405] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:16:56.327248] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:56.524393] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:56.719963] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:56.917942] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:16:57.115212] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:57.312919] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:16:57.513021] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:57.714249] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:57.714424] [INFO ] [CONFIGURE ] CRH: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T11:16:57.714475] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10176 tests [2025-11-21T11:16:57.714531] [INFO ] [CONFIGURE ] CRH: Testing feature 29/29: add_vwap [2025-11-21T11:16:57.714573] [INFO ] [CONFIGURE ] CRH: Testing with features: ['add_vwap'] [2025-11-21T11:16:57.918869] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:16:58.121372] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:16:58.324909] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:16:58.523924] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:16:58.722507] [DEBUG] [FORECASTER] CRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:16:58.925094] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:16:59.143656] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:16:59.344733] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:16:59.547430] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:16:59.744943] [DEBUG] [FORECASTER] CRH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:16:59.745121] [INFO ] [CONFIGURE ] CRH: DISCARDED add_vwap (score: 40.00%) [2025-11-21T11:16:59.745171] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10175 tests [2025-11-21T11:16:59.745213] [INFO ] [CONFIGURE ] CRH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:16:59.745250] [INFO ] [CONFIGURE ] CRH: Best accuracy: 70.00% [2025-11-21T11:16:59.745286] [INFO ] [CONFIGURE ] CRH: Best feature set (0 features): [] [2025-11-21T11:16:59.745319] [INFO ] [CONFIGURE ] CRH: Improvement over baseline: 0.00% [2025-11-21T11:16:59.745352] [INFO ] [CONFIGURE ] CRH: Total time: 1.1 minutes [2025-11-21T11:16:59.745385] [INFO ] [CONFIGURE ] CRH: Average time per feature: 2.2 seconds [2025-11-21T11:16:59.745419] [INFO ] [CONFIGURE ] CRH: Average speed: 0.45 features/sec [2025-11-21T11:16:59.745886] [INFO ] [LOCAL ] Saved configuration for CRH: 0 features, 70.00% accuracy -> ./output/feature-sets/CRH.json [2025-11-21T11:16:59.745997] [INFO ] [CONFIGURE ] CRH: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T11:16:59.746061] [INFO ] [sig ] [376/723] Successfully configured CRH | 0.01 sym/s | Total: 8.7h | ETA: 8.0h [2025-11-21T11:16:59.746107] [INFO ] [sig ] [377/723] Configuring CRI... [2025-11-21T11:16:59.746140] [INFO ] [CONFIGURE ] CRI: Configurate test run. [2025-11-21T11:16:59.746173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-11-21T11:16:59.825368] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRI'. [2025-11-21T11:16:59.826003] [INFO ] [CONFIGURE ] CRI: Testing with 29 available features [2025-11-21T11:16:59.826099] [INFO ] [CONFIGURE ] CRI: Establishing baseline with no features... [2025-11-21T11:17:00.003264] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:00.241860] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:01.228004] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:01.550463] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:17:01.734507] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:17:01.910785] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:02.092471] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:02.266755] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:02.438611] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:02.617589] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:02.617799] [INFO ] [CONFIGURE ] CRI: Baseline score (no features): 60.00% [2025-11-21T11:17:02.617882] [INFO ] [CONFIGURE ] CRI: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:17:02.617931] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:17:02.821063] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:17:03.027221] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:03.234155] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:03.443723] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:03.662301] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:17:03.880239] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:04.102101] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:04.326090] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:04.546076] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:04.763030] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:04.763212] [INFO ] [CONFIGURE ] CRI: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T11:17:04.763260] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10174 tests [2025-11-21T11:17:04.763300] [INFO ] [CONFIGURE ] CRI: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:17:04.763334] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:17:04.982748] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:05.204187] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:05.420628] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:05.669608] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:17:05.906769] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:06.139992] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:06.353322] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:06.571781] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:06.799539] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:07.011451] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:07.011660] [INFO ] [CONFIGURE ] CRI: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T11:17:07.011733] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10173 tests [2025-11-21T11:17:07.011785] [INFO ] [CONFIGURE ] CRI: Testing feature 3/29: add_daily_returns [2025-11-21T11:17:07.011832] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns'] [2025-11-21T11:17:07.198897] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:07.389199] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:07.573485] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:07.757696] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:07.945493] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:08.137783] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:08.326337] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:17:08.511353] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:08.699825] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:08.883568] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:08.883754] [INFO ] [CONFIGURE ] CRI: KEPT add_daily_returns (score: 70.00%) [2025-11-21T11:17:08.883831] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10172 tests [2025-11-21T11:17:08.883888] [INFO ] [CONFIGURE ] CRI: Testing feature 4/29: add_ema [2025-11-21T11:17:08.883935] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T11:17:09.120860] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:09.367494] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:09.609251] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:09.842023] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:10.078482] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:10.310253] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:10.551270] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:10.782015] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:11.018621] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:11.246888] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:11.247093] [INFO ] [CONFIGURE ] CRI: DISCARDED add_ema (score: 60.00%) [2025-11-21T11:17:11.247145] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10171 tests [2025-11-21T11:17:11.247183] [INFO ] [CONFIGURE ] CRI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:17:11.247219] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:17:11.487105] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:11.733894] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:17:11.990776] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:12.250668] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:12.494803] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:12.754250] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:13.003520] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:13.234907] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:13.473591] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:13.709905] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:13.710082] [INFO ] [CONFIGURE ] CRI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:17:13.710142] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10170 tests [2025-11-21T11:17:13.710189] [INFO ] [CONFIGURE ] CRI: Testing feature 6/29: add_failed_moves [2025-11-21T11:17:13.710228] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T11:17:13.905799] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:17:14.103218] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:17:14.301617] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:14.499007] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:14.696496] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:14.898729] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:15.113702] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:15.319625] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:15.524412] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:15.733639] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:15.733927] [INFO ] [CONFIGURE ] CRI: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T11:17:15.734051] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10169 tests [2025-11-21T11:17:15.734138] [INFO ] [CONFIGURE ] CRI: Testing feature 7/29: add_lag_shelf [2025-11-21T11:17:15.734213] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T11:17:15.914789] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:16.099714] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:16.281071] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:16.459299] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:16.639724] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:16.821515] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:17.001037] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:17:17.185478] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:17.386802] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:17.579792] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:17.579946] [INFO ] [CONFIGURE ] CRI: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:17:17.579992] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10168 tests [2025-11-21T11:17:17.580030] [INFO ] [CONFIGURE ] CRI: Testing feature 8/29: add_macd [2025-11-21T11:17:17.580064] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T11:17:17.850004] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:18.128140] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:18.408744] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:18.691603] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:18.976492] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:19.260154] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:19.531769] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:19.818195] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:20.107133] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:20.386134] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:20.386321] [INFO ] [CONFIGURE ] CRI: DISCARDED add_macd (score: 40.00%) [2025-11-21T11:17:20.386377] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10167 tests [2025-11-21T11:17:20.386425] [INFO ] [CONFIGURE ] CRI: Testing feature 9/29: add_mfi [2025-11-21T11:17:20.386471] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T11:17:20.600628] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:20.803978] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:21.009497] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:21.215108] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:21.421237] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:17:21.631766] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:21.840484] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:22.045587] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:22.264258] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:17:22.486029] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:22.486221] [INFO ] [CONFIGURE ] CRI: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:17:22.486292] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10166 tests [2025-11-21T11:17:22.486354] [INFO ] [CONFIGURE ] CRI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:17:22.486398] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:17:22.791491] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:23.095140] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:23.404495] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:23.720361] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:17:24.043081] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:17:24.344940] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:24.638952] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:17:24.927889] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:25.228584] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:25.525661] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:25.525878] [INFO ] [CONFIGURE ] CRI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:17:25.525937] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10165 tests [2025-11-21T11:17:25.525985] [INFO ] [CONFIGURE ] CRI: Testing feature 11/29: add_obv_daily [2025-11-21T11:17:25.526029] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T11:17:25.745839] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:17:25.966462] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:26.181943] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:26.398992] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:17:26.610197] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:26.828117] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:27.039268] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:17:27.247313] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:27.458700] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:27.672502] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:27.672697] [INFO ] [CONFIGURE ] CRI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:17:27.672773] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10164 tests [2025-11-21T11:17:27.672824] [INFO ] [CONFIGURE ] CRI: Testing feature 12/29: add_obv_interval [2025-11-21T11:17:27.672883] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T11:17:27.873302] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:28.088419] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:28.298714] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:28.513512] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:28.728159] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:28.945410] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:29.163716] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:29.376419] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:29.592684] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:29.814998] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:29.815177] [INFO ] [CONFIGURE ] CRI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:17:29.815227] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10163 tests [2025-11-21T11:17:29.815269] [INFO ] [CONFIGURE ] CRI: Testing feature 13/29: add_opening_strength [2025-11-21T11:17:29.815307] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:17:30.037019] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:30.256122] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:30.476048] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:30.699999] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:30.916122] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:31.132891] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:17:31.338783] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:31.554204] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:31.767118] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:31.977397] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:31.977819] [INFO ] [CONFIGURE ] CRI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T11:17:31.977931] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10162 tests [2025-11-21T11:17:31.978021] [INFO ] [CONFIGURE ] CRI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:17:31.978100] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T11:17:32.201274] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:17:32.421089] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:32.666469] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:32.907790] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:33.142062] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:33.376210] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:33.617271] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:33.860098] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:34.103305] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:34.347040] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:34.347211] [INFO ] [CONFIGURE ] CRI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:17:34.347267] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10161 tests [2025-11-21T11:17:34.347308] [INFO ] [CONFIGURE ] CRI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:17:34.347349] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T11:17:34.562963] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:17:34.753815] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:34.958835] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:35.155428] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:17:35.344334] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:35.543456] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:35.743062] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:17:35.940473] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:36.136719] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:36.330890] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:36.331081] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T11:17:36.331174] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10160 tests [2025-11-21T11:17:36.331215] [INFO ] [CONFIGURE ] CRI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:17:36.331253] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T11:17:36.543736] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:36.757118] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:17:36.996663] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:37.230690] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:37.441175] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:37.653103] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:37.879453] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:38.092128] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:38.309525] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:17:38.523371] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:38.523713] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:17:38.523818] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10159 tests [2025-11-21T11:17:38.523904] [INFO ] [CONFIGURE ] CRI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:17:38.523978] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T11:17:38.736994] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:17:38.949399] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:39.160043] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:39.374562] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:39.588708] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:39.801250] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:40.016044] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:40.234630] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:40.451032] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:40.669759] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:40.670056] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T11:17:40.670161] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10158 tests [2025-11-21T11:17:40.670246] [INFO ] [CONFIGURE ] CRI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:17:40.670321] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T11:17:40.857061] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:41.045908] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:41.231708] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:41.423415] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:41.611759] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:41.800294] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:41.989541] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:42.198240] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:42.388053] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:42.579330] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:42.579482] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:17:42.579530] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10157 tests [2025-11-21T11:17:42.579567] [INFO ] [CONFIGURE ] CRI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:17:42.579602] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T11:17:42.764483] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:42.949967] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:43.134928] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:43.320102] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:43.504670] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:43.692144] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:43.878554] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:44.064194] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:44.248237] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:44.436553] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:44.436737] [INFO ] [CONFIGURE ] CRI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T11:17:44.436810] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10156 tests [2025-11-21T11:17:44.436874] [INFO ] [CONFIGURE ] CRI: Testing feature 20/29: add_price_rejection [2025-11-21T11:17:44.436945] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T11:17:44.640431] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:44.850168] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:45.060458] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:45.265869] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:45.472112] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:45.681388] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:45.896397] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:46.110404] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:46.321472] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:46.530600] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:46.530791] [INFO ] [CONFIGURE ] CRI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:17:46.530863] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10155 tests [2025-11-21T11:17:46.530913] [INFO ] [CONFIGURE ] CRI: Testing feature 21/29: add_range_position [2025-11-21T11:17:46.530961] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T11:17:46.761167] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:17:46.990811] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:47.227068] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:47.498125] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:17:47.817601] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:48.105931] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:17:48.353722] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:48.588269] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:48.815543] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:49.036998] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:49.037141] [INFO ] [CONFIGURE ] CRI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:17:49.037189] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10154 tests [2025-11-21T11:17:49.037226] [INFO ] [CONFIGURE ] CRI: Testing feature 22/29: add_realized_volatility [2025-11-21T11:17:49.037259] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T11:17:49.334054] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:49.634253] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:17:49.931699] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:50.232083] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:50.532474] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:17:50.830219] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:51.144257] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:51.448499] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:17:51.767680] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:52.091081] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:52.091296] [INFO ] [CONFIGURE ] CRI: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:17:52.091353] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10153 tests [2025-11-21T11:17:52.091401] [INFO ] [CONFIGURE ] CRI: Testing feature 23/29: add_recent_range_context [2025-11-21T11:17:52.091445] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T11:17:52.302091] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:52.508221] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:52.711988] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:52.916232] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:53.123452] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:53.326698] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:53.542257] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:53.755220] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:53.969312] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:17:54.183795] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:54.183978] [INFO ] [CONFIGURE ] CRI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T11:17:54.184026] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10152 tests [2025-11-21T11:17:54.184063] [INFO ] [CONFIGURE ] CRI: Testing feature 24/29: add_rsi [2025-11-21T11:17:54.184097] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T11:17:54.435729] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:54.690298] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:54.962610] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:55.218058] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:55.475813] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:55.755553] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:56.020089] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:56.283463] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:56.550121] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:56.818820] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:17:56.819005] [INFO ] [CONFIGURE ] CRI: DISCARDED add_rsi (score: 70.00%) [2025-11-21T11:17:56.819078] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10151 tests [2025-11-21T11:17:56.819128] [INFO ] [CONFIGURE ] CRI: Testing feature 25/29: add_tick_distribution [2025-11-21T11:17:56.819173] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T11:17:57.036141] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:57.262203] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:57.487708] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:17:57.712532] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:17:57.937379] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:17:58.167780] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:17:58.399986] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:17:58.624455] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:17:58.852814] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:17:59.070835] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:17:59.071006] [INFO ] [CONFIGURE ] CRI: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T11:17:59.071052] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10150 tests [2025-11-21T11:17:59.071090] [INFO ] [CONFIGURE ] CRI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:17:59.071124] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T11:17:59.285609] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:17:59.505411] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:17:59.729100] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:17:59.950594] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:00.175496] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:18:00.401902] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:01.369022] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:18:01.861772] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:02.101125] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:18:02.334731] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:02.335047] [INFO ] [CONFIGURE ] CRI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:18:02.335105] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10149 tests [2025-11-21T11:18:02.335146] [INFO ] [CONFIGURE ] CRI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:18:02.335183] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T11:18:02.593156] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:02.843599] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:03.090072] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:03.336499] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:03.590701] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:18:03.847519] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:04.107470] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:18:04.380385] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:18:04.642250] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:18:04.896960] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:18:04.897170] [INFO ] [CONFIGURE ] CRI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:18:04.897232] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10148 tests [2025-11-21T11:18:04.897284] [INFO ] [CONFIGURE ] CRI: Testing feature 28/29: add_volume_profile [2025-11-21T11:18:04.897330] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T11:18:05.114695] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:18:05.312916] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:05.513880] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:05.716432] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:05.916575] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:18:06.117988] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:06.316727] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:18:06.533998] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:06.751213] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:18:06.965777] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:06.965996] [INFO ] [CONFIGURE ] CRI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:18:06.966045] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10147 tests [2025-11-21T11:18:06.966083] [INFO ] [CONFIGURE ] CRI: Testing feature 29/29: add_vwap [2025-11-21T11:18:06.966118] [INFO ] [CONFIGURE ] CRI: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T11:18:07.213053] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:07.431330] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:07.644200] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:18:07.853614] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:08.064462] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:18:08.282328] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:08.492090] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:18:08.702979] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:18:08.913472] [DEBUG] [FORECASTER] CRI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:18:09.127730] [DEBUG] [FORECASTER] CRI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:18:09.127899] [INFO ] [CONFIGURE ] CRI: DISCARDED add_vwap (score: 50.00%) [2025-11-21T11:18:09.127946] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10146 tests [2025-11-21T11:18:09.127984] [INFO ] [CONFIGURE ] CRI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:18:09.128018] [INFO ] [CONFIGURE ] CRI: Best accuracy: 70.00% [2025-11-21T11:18:09.128052] [INFO ] [CONFIGURE ] CRI: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T11:18:09.128084] [INFO ] [CONFIGURE ] CRI: Improvement over baseline: 10.00% [2025-11-21T11:18:09.128115] [INFO ] [CONFIGURE ] CRI: Total time: 1.1 minutes [2025-11-21T11:18:09.128145] [INFO ] [CONFIGURE ] CRI: Average time per feature: 2.3 seconds [2025-11-21T11:18:09.128176] [INFO ] [CONFIGURE ] CRI: Average speed: 0.44 features/sec [2025-11-21T11:18:09.128592] [INFO ] [LOCAL ] Saved configuration for CRI: 1 features, 70.00% accuracy -> ./output/feature-sets/CRI.json [2025-11-21T11:18:09.128657] [INFO ] [CONFIGURE ] CRI: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T11:18:09.128722] [INFO ] [sig ] [377/723] Successfully configured CRI | 0.01 sym/s | Total: 8.7h | ETA: 8.0h [2025-11-21T11:18:09.128787] [INFO ] [sig ] [378/723] Configuring CRK... [2025-11-21T11:18:09.128832] [INFO ] [CONFIGURE ] CRK: Configurate test run. [2025-11-21T11:18:09.128876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-11-21T11:18:09.205625] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRK'. [2025-11-21T11:18:09.206034] [INFO ] [CONFIGURE ] CRK: Testing with 29 available features [2025-11-21T11:18:09.206101] [INFO ] [CONFIGURE ] CRK: Establishing baseline with no features... [2025-11-21T11:18:09.373236] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:09.543529] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:09.714746] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:18:09.890503] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:10.067189] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:18:10.238073] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:10.414061] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:10.586872] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:18:10.759942] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:10.935274] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:10.935427] [INFO ] [CONFIGURE ] CRK: Baseline score (no features): 40.00% [2025-11-21T11:18:10.935479] [INFO ] [CONFIGURE ] CRK: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:18:10.935516] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:18:11.145762] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:11.352376] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:11.562210] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:11.774268] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:11.993291] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:12.222188] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:12.458692] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:12.689307] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:18:12.916486] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:13.143667] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:13.143844] [INFO ] [CONFIGURE ] CRK: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T11:18:13.143890] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10145 tests [2025-11-21T11:18:13.143927] [INFO ] [CONFIGURE ] CRK: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:18:13.143962] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:18:13.402057] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:13.669183] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:13.939976] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:14.209476] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:14.477836] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:14.742623] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:15.010158] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:15.268438] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:15.526236] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:15.797135] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:15.797357] [INFO ] [CONFIGURE ] CRK: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T11:18:15.797424] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10144 tests [2025-11-21T11:18:15.797468] [INFO ] [CONFIGURE ] CRK: Testing feature 3/29: add_daily_returns [2025-11-21T11:18:15.797512] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:18:16.111662] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:16.394168] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:16.677729] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:16.952274] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:17.234726] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:17.529076] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:17.801921] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:18.093753] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:18.377768] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:18:18.649759] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:18.649935] [INFO ] [CONFIGURE ] CRK: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T11:18:18.649992] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10143 tests [2025-11-21T11:18:18.650030] [INFO ] [CONFIGURE ] CRK: Testing feature 4/29: add_ema [2025-11-21T11:18:18.650078] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:18:18.967383] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:19.282431] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:19.598276] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:19.919922] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:20.240299] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:20.565490] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:20.888941] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:21.210424] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:18:21.507670] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:21.802544] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:21.802748] [INFO ] [CONFIGURE ] CRK: DISCARDED add_ema (score: 70.00%) [2025-11-21T11:18:21.802809] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10142 tests [2025-11-21T11:18:21.803045] [INFO ] [CONFIGURE ] CRK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:18:21.803090] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:18:22.082869] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:22.359762] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:22.640036] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:22.925562] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:23.210389] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:23.493018] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:23.789409] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:24.069773] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:24.350836] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:24.672140] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:24.672388] [INFO ] [CONFIGURE ] CRK: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T11:18:24.672448] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10141 tests [2025-11-21T11:18:24.672497] [INFO ] [CONFIGURE ] CRK: Testing feature 6/29: add_failed_moves [2025-11-21T11:18:24.672543] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:18:24.915330] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:25.162553] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:25.401015] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:25.639278] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:25.874793] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:26.116890] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:26.355994] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:26.602267] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:26.849134] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:27.116888] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:27.117069] [INFO ] [CONFIGURE ] CRK: KEPT add_failed_moves (score: 90.00%) [2025-11-21T11:18:27.117126] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10140 tests [2025-11-21T11:18:27.117173] [INFO ] [CONFIGURE ] CRK: Testing feature 7/29: add_lag_shelf [2025-11-21T11:18:27.117215] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T11:18:27.393049] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:27.670166] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:27.940434] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:28.198712] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:28.461616] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:28.725723] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:28.985364] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:29.246980] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:29.503788] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:18:29.766804] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:29.766995] [INFO ] [CONFIGURE ] CRK: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:18:29.767055] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10139 tests [2025-11-21T11:18:29.767103] [INFO ] [CONFIGURE ] CRK: Testing feature 8/29: add_macd [2025-11-21T11:18:29.767147] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T11:18:30.118019] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:30.462038] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:30.833945] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:31.216569] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:31.598506] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:18:31.973046] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:32.356309] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:32.737258] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:33.111964] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:18:33.478417] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:33.478620] [INFO ] [CONFIGURE ] CRK: DISCARDED add_macd (score: 50.00%) [2025-11-21T11:18:33.478705] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10138 tests [2025-11-21T11:18:33.478757] [INFO ] [CONFIGURE ] CRK: Testing feature 9/29: add_mfi [2025-11-21T11:18:33.478803] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_mfi'] [2025-11-21T11:18:33.767710] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:34.051699] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:34.330620] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:34.605110] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:34.880094] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:35.154395] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:35.436207] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:35.741303] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:36.051945] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:18:36.352557] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:36.352800] [INFO ] [CONFIGURE ] CRK: DISCARDED add_mfi (score: 80.00%) [2025-11-21T11:18:36.352859] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10137 tests [2025-11-21T11:18:36.352898] [INFO ] [CONFIGURE ] CRK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:18:36.352943] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:18:36.741134] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:37.151837] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:37.550311] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:37.948082] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:38.311431] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:18:38.687362] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:39.063057] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:39.473016] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:18:39.866720] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:18:40.262198] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:40.262402] [INFO ] [CONFIGURE ] CRK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:18:40.262498] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10136 tests [2025-11-21T11:18:40.262549] [INFO ] [CONFIGURE ] CRK: Testing feature 11/29: add_obv_daily [2025-11-21T11:18:40.262624] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T11:18:40.602537] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:41.003607] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:41.408613] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:41.741634] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:42.051274] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:42.365615] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:42.673570] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:42.982948] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:43.283572] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:43.599243] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:43.599436] [INFO ] [CONFIGURE ] CRK: DISCARDED add_obv_daily (score: 90.00%) [2025-11-21T11:18:43.599493] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10135 tests [2025-11-21T11:18:43.599539] [INFO ] [CONFIGURE ] CRK: Testing feature 12/29: add_obv_interval [2025-11-21T11:18:43.599583] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T11:18:43.897340] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:44.205168] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:44.513561] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:44.812635] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:45.100367] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:45.387047] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:45.680851] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:45.967302] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:46.272703] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:46.559132] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:46.559309] [INFO ] [CONFIGURE ] CRK: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T11:18:46.559367] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10134 tests [2025-11-21T11:18:46.559415] [INFO ] [CONFIGURE ] CRK: Testing feature 13/29: add_opening_strength [2025-11-21T11:18:46.559494] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:18:46.877217] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:47.191293] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:47.532506] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:47.855787] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:48.177777] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:48.491535] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:48.818823] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:49.153825] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:49.476828] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:18:49.811539] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:18:49.811759] [INFO ] [CONFIGURE ] CRK: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T11:18:49.811820] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10133 tests [2025-11-21T11:18:49.811868] [INFO ] [CONFIGURE ] CRK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:18:49.811913] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T11:18:50.124553] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:50.432295] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:50.742581] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:51.056777] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:51.371420] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:51.690462] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:52.006375] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:52.317661] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:52.642855] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:52.969011] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:52.969207] [INFO ] [CONFIGURE ] CRK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:18:52.969275] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10132 tests [2025-11-21T11:18:52.969348] [INFO ] [CONFIGURE ] CRK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:18:52.969420] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T11:18:53.266407] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:53.560281] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:53.846593] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:54.129433] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:18:54.417345] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:54.697139] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:18:54.982498] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:55.274699] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:55.561833] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:18:55.851586] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:55.851791] [INFO ] [CONFIGURE ] CRK: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T11:18:55.851850] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10131 tests [2025-11-21T11:18:55.851926] [INFO ] [CONFIGURE ] CRK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:18:55.851974] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T11:18:56.179065] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:56.490495] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:56.795979] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:18:57.099123] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:18:57.396516] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:18:57.686153] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:18:57.970359] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:18:58.257155] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:18:58.543333] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:18:58.829474] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:18:58.829695] [INFO ] [CONFIGURE ] CRK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:18:58.829758] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10130 tests [2025-11-21T11:18:58.829804] [INFO ] [CONFIGURE ] CRK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:18:58.829846] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T11:18:59.133230] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:18:59.426321] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:18:59.723707] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:00.031940] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:00.338933] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:00.639727] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:01.625130] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:02.079947] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:02.395272] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:19:02.712852] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:02.713119] [INFO ] [CONFIGURE ] CRK: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T11:19:02.713182] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10129 tests [2025-11-21T11:19:02.713235] [INFO ] [CONFIGURE ] CRK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:19:02.713282] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T11:19:03.014852] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:03.313095] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:03.610953] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:03.918437] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:04.215715] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:04.495471] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:04.754943] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:05.020810] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:05.279704] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:05.544587] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:05.544775] [INFO ] [CONFIGURE ] CRK: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T11:19:05.544832] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10128 tests [2025-11-21T11:19:05.544879] [INFO ] [CONFIGURE ] CRK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:19:05.544923] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T11:19:05.821524] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:06.121138] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:06.429586] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:06.730580] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:07.029277] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:07.327203] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:07.648735] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:07.980609] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:08.296867] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:19:08.605682] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:08.605876] [INFO ] [CONFIGURE ] CRK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:19:08.605934] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10127 tests [2025-11-21T11:19:08.605982] [INFO ] [CONFIGURE ] CRK: Testing feature 20/29: add_price_rejection [2025-11-21T11:19:08.606023] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T11:19:08.921151] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:09.248324] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:09.551570] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:09.861361] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:10.162380] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:10.483003] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:10.790549] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:11.108400] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:11.425689] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:11.742385] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:11.742587] [INFO ] [CONFIGURE ] CRK: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T11:19:11.742856] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10126 tests [2025-11-21T11:19:11.742907] [INFO ] [CONFIGURE ] CRK: Testing feature 21/29: add_range_position [2025-11-21T11:19:11.742973] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position'] [2025-11-21T11:19:12.070767] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:12.380479] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:12.695615] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:12.989382] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:13.280726] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:13.574664] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:13.892962] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:14.214763] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:14.529796] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:14.829058] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:19:14.829297] [INFO ] [CONFIGURE ] CRK: KEPT add_range_position (score: 100.00%) [2025-11-21T11:19:14.829356] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10125 tests [2025-11-21T11:19:14.829401] [INFO ] [CONFIGURE ] CRK: Testing feature 22/29: add_realized_volatility [2025-11-21T11:19:14.829444] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_realized_volatility'] [2025-11-21T11:19:15.266131] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:15.696500] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:16.109271] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:16.510684] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:16.922383] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:17.329102] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:17.744066] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:18.125157] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:18.505656] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:18.914045] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:18.914265] [INFO ] [CONFIGURE ] CRK: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:19:18.914323] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10124 tests [2025-11-21T11:19:18.914371] [INFO ] [CONFIGURE ] CRK: Testing feature 23/29: add_recent_range_context [2025-11-21T11:19:18.914414] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_recent_range_context'] [2025-11-21T11:19:19.233813] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:19.552961] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:19.876356] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:20.198452] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:20.522833] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:20.849315] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:21.176628] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:21.527975] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:21.873584] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:19:22.229636] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:19:22.229914] [INFO ] [CONFIGURE ] CRK: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T11:19:22.229987] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10123 tests [2025-11-21T11:19:22.230046] [INFO ] [CONFIGURE ] CRK: Testing feature 24/29: add_rsi [2025-11-21T11:19:22.230101] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T11:19:22.631888] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:23.024480] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:19:23.413171] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:23.812187] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:24.223529] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:24.621412] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:25.022384] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:25.416708] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:25.799013] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:26.163899] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:19:26.164103] [INFO ] [CONFIGURE ] CRK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:19:26.164162] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10122 tests [2025-11-21T11:19:26.164210] [INFO ] [CONFIGURE ] CRK: Testing feature 25/29: add_tick_distribution [2025-11-21T11:19:26.164251] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_tick_distribution'] [2025-11-21T11:19:26.490532] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:26.822261] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:27.146681] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:27.487833] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:27.836446] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:28.225271] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:28.644306] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:28.972371] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:29.281051] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:29.609060] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:29.609262] [INFO ] [CONFIGURE ] CRK: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T11:19:29.609345] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10121 tests [2025-11-21T11:19:29.609419] [INFO ] [CONFIGURE ] CRK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:19:29.609489] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T11:19:29.938045] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:30.261995] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:30.582577] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:30.938843] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:31.303987] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:31.652811] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:32.021597] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:32.374613] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:32.729316] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:33.105069] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:19:33.105289] [INFO ] [CONFIGURE ] CRK: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T11:19:33.105352] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10120 tests [2025-11-21T11:19:33.105403] [INFO ] [CONFIGURE ] CRK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:19:33.105449] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T11:19:33.480171] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:33.856080] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:34.222013] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:34.564350] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:34.916555] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:35.296981] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:35.682633] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:36.063714] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:36.446865] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:36.818838] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:36.819041] [INFO ] [CONFIGURE ] CRK: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T11:19:36.819101] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10119 tests [2025-11-21T11:19:36.819152] [INFO ] [CONFIGURE ] CRK: Testing feature 28/29: add_volume_profile [2025-11-21T11:19:36.819200] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_volume_profile'] [2025-11-21T11:19:37.196035] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:37.549067] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:37.913559] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:38.289556] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:38.651985] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:39.020107] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:39.379321] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:39.731256] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:40.085251] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:19:40.434589] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:40.434775] [INFO ] [CONFIGURE ] CRK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T11:19:40.434833] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10118 tests [2025-11-21T11:19:40.434881] [INFO ] [CONFIGURE ] CRK: Testing feature 29/29: add_vwap [2025-11-21T11:19:40.434933] [INFO ] [CONFIGURE ] CRK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position', 'add_vwap'] [2025-11-21T11:19:40.764046] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:41.098568] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:41.422827] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:41.764200] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:19:42.112732] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:42.458996] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:42.817611] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:43.171623] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:43.534826] [DEBUG] [FORECASTER] CRK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:19:43.906525] [DEBUG] [FORECASTER] CRK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:43.906732] [INFO ] [CONFIGURE ] CRK: DISCARDED add_vwap (score: 70.00%) [2025-11-21T11:19:43.906796] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10117 tests [2025-11-21T11:19:43.906849] [INFO ] [CONFIGURE ] CRK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:19:43.906893] [INFO ] [CONFIGURE ] CRK: Best accuracy: 100.00% [2025-11-21T11:19:43.906959] [INFO ] [CONFIGURE ] CRK: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves', 'add_range_position'] [2025-11-21T11:19:43.907006] [INFO ] [CONFIGURE ] CRK: Improvement over baseline: 60.00% [2025-11-21T11:19:43.907046] [INFO ] [CONFIGURE ] CRK: Total time: 1.5 minutes [2025-11-21T11:19:43.907086] [INFO ] [CONFIGURE ] CRK: Average time per feature: 3.2 seconds [2025-11-21T11:19:43.907126] [INFO ] [CONFIGURE ] CRK: Average speed: 0.31 features/sec [2025-11-21T11:19:43.907496] [INFO ] [LOCAL ] Saved configuration for CRK: 4 features, 100.00% accuracy -> ./output/feature-sets/CRK.json [2025-11-21T11:19:43.907557] [INFO ] [CONFIGURE ] CRK: Configuration saved successfully: 4 features, 100.00% accuracy. [2025-11-21T11:19:43.907609] [INFO ] [sig ] [378/723] Successfully configured CRK | 0.01 sym/s | Total: 8.8h | ETA: 8.0h [2025-11-21T11:19:43.907679] [INFO ] [sig ] [379/723] Configuring CRL... [2025-11-21T11:19:43.907724] [INFO ] [CONFIGURE ] CRL: Configurate test run. [2025-11-21T11:19:43.907766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-11-21T11:19:44.095064] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRL'. [2025-11-21T11:19:44.095460] [INFO ] [CONFIGURE ] CRL: Testing with 29 available features [2025-11-21T11:19:44.095525] [INFO ] [CONFIGURE ] CRL: Establishing baseline with no features... [2025-11-21T11:19:44.287094] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:19:44.481284] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:44.689350] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:44.873976] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:45.061710] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:45.255727] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:45.442365] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:45.638992] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:45.824420] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:19:46.021151] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:46.021547] [INFO ] [CONFIGURE ] CRL: Baseline score (no features): 70.00% [2025-11-21T11:19:46.021687] [INFO ] [CONFIGURE ] CRL: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:19:46.021788] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:19:46.242864] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:19:46.461026] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:19:46.683255] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:19:46.891573] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:47.098082] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:47.307372] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:47.518328] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:47.730403] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:47.941119] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:19:48.150836] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:48.151005] [INFO ] [CONFIGURE ] CRL: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T11:19:48.151052] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10116 tests [2025-11-21T11:19:48.151089] [INFO ] [CONFIGURE ] CRL: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:19:48.151122] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:19:48.360443] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:19:48.570194] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:19:48.782233] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:49.000774] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:49.222321] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:49.448629] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:49.687551] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:49.908470] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:50.148826] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:19:50.373519] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:50.373732] [INFO ] [CONFIGURE ] CRL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T11:19:50.373814] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10115 tests [2025-11-21T11:19:50.373875] [INFO ] [CONFIGURE ] CRL: Testing feature 3/29: add_daily_returns [2025-11-21T11:19:50.373924] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_daily_returns'] [2025-11-21T11:19:50.561768] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:19:50.748003] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:19:50.932469] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:51.127064] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:51.314030] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:51.499494] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:51.690813] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:51.878704] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:52.068199] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:19:52.258759] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:52.259093] [INFO ] [CONFIGURE ] CRL: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T11:19:52.259197] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10114 tests [2025-11-21T11:19:52.259282] [INFO ] [CONFIGURE ] CRL: Testing feature 4/29: add_ema [2025-11-21T11:19:52.259357] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_ema'] [2025-11-21T11:19:52.473313] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:19:52.691630] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:52.942816] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:53.178592] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:53.398252] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:53.615173] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:19:53.835661] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:54.056346] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:54.276635] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:19:54.506145] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:54.506463] [INFO ] [CONFIGURE ] CRL: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:19:54.506563] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10113 tests [2025-11-21T11:19:54.506663] [INFO ] [CONFIGURE ] CRL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:19:54.506749] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:19:54.727078] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:19:54.951754] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:55.176143] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:19:55.398085] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:55.623506] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:55.851714] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:56.085829] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:56.332979] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:19:56.587768] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:19:56.839560] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:56.839823] [INFO ] [CONFIGURE ] CRL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:19:56.839889] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10112 tests [2025-11-21T11:19:56.839951] [INFO ] [CONFIGURE ] CRL: Testing feature 6/29: add_failed_moves [2025-11-21T11:19:56.840010] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_failed_moves'] [2025-11-21T11:19:57.048490] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:19:57.260164] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:57.464210] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:57.668470] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:57.873748] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:19:58.078169] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:19:58.287482] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:19:58.503575] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:19:58.711822] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:19:58.915449] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:19:58.915793] [INFO ] [CONFIGURE ] CRL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:19:58.915856] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10111 tests [2025-11-21T11:19:58.915949] [INFO ] [CONFIGURE ] CRL: Testing feature 7/29: add_lag_shelf [2025-11-21T11:19:58.916024] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_lag_shelf'] [2025-11-21T11:19:59.102632] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:19:59.273082] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:19:59.451763] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:19:59.635830] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:19:59.826774] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:00.012975] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:00.207238] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:00.385843] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:00.562326] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:00.739041] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:00.739215] [INFO ] [CONFIGURE ] CRL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:20:00.739285] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10110 tests [2025-11-21T11:20:00.739329] [INFO ] [CONFIGURE ] CRL: Testing feature 8/29: add_macd [2025-11-21T11:20:00.739365] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:20:01.739706] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:02.196511] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:02.482492] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:02.769612] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:03.073838] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:03.380781] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:03.667446] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:20:03.959160] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:04.253628] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:04.539772] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:04.540077] [INFO ] [CONFIGURE ] CRL: DISCARDED add_macd (score: 60.00%) [2025-11-21T11:20:04.540142] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10109 tests [2025-11-21T11:20:04.540230] [INFO ] [CONFIGURE ] CRL: Testing feature 9/29: add_mfi [2025-11-21T11:20:04.540278] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_mfi'] [2025-11-21T11:20:04.729098] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:04.925806] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:05.122595] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:05.319637] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:05.518591] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:20:05.716106] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:05.915013] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:06.117366] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:06.321392] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:06.521636] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:06.521842] [INFO ] [CONFIGURE ] CRL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:20:06.521891] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10108 tests [2025-11-21T11:20:06.521932] [INFO ] [CONFIGURE ] CRL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:20:06.521969] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:20:06.801933] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:20:07.083775] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:07.367033] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:20:07.661767] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:07.955332] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:08.259813] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:08.551797] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:08.843067] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:09.140834] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:09.424938] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:09.425131] [INFO ] [CONFIGURE ] CRL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:20:09.425192] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10107 tests [2025-11-21T11:20:09.425250] [INFO ] [CONFIGURE ] CRL: Testing feature 11/29: add_obv_daily [2025-11-21T11:20:09.425305] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_obv_daily'] [2025-11-21T11:20:09.632869] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:09.835462] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:10.050825] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:10.263866] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:20:10.476840] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:10.694748] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:10.908876] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:11.125776] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:11.346141] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:11.554824] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:11.555161] [INFO ] [CONFIGURE ] CRL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:20:11.555265] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10106 tests [2025-11-21T11:20:11.555354] [INFO ] [CONFIGURE ] CRL: Testing feature 12/29: add_obv_interval [2025-11-21T11:20:11.555428] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_obv_interval'] [2025-11-21T11:20:11.755361] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:11.975205] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:12.176031] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:12.377349] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:12.581194] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:12.781006] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:13.005450] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:20:13.213988] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:13.417886] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:13.628757] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:13.628951] [INFO ] [CONFIGURE ] CRL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:20:13.628999] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10105 tests [2025-11-21T11:20:13.629038] [INFO ] [CONFIGURE ] CRL: Testing feature 13/29: add_opening_strength [2025-11-21T11:20:13.629073] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:20:13.846582] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:20:14.070059] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:14.308979] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:20:14.544071] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:14.773035] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:14.999051] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:15.234175] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:15.461324] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:15.685032] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:15.916174] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:15.916365] [INFO ] [CONFIGURE ] CRL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:20:15.916413] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10104 tests [2025-11-21T11:20:15.916451] [INFO ] [CONFIGURE ] CRL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:20:15.916485] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:20:16.126700] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:16.350960] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:16.566718] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:16.784568] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:16.999240] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:20:17.215213] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:17.445144] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:17.663090] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:17.884340] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:18.135418] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:18.135610] [INFO ] [CONFIGURE ] CRL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:20:18.135679] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10103 tests [2025-11-21T11:20:18.135750] [INFO ] [CONFIGURE ] CRL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:20:18.135798] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T11:20:18.323824] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:20:18.512740] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:18.700328] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:20:18.893417] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:19.083938] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:19.273337] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:19.463735] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:19.654775] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:19.847367] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:20:20.039363] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:20.039706] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T11:20:20.039812] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10102 tests [2025-11-21T11:20:20.039912] [INFO ] [CONFIGURE ] CRL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:20:20.039994] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T11:20:20.251276] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:20.463110] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:20.671881] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:20.884741] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:21.113665] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:21.339362] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:21.554287] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:20:21.772444] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:21.989029] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:20:22.207818] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:22.208007] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T11:20:22.208056] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10101 tests [2025-11-21T11:20:22.208095] [INFO ] [CONFIGURE ] CRL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:20:22.208131] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_return_2d'] [2025-11-21T11:20:22.421138] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:22.634404] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:22.848632] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:23.084884] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:23.307359] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:23.520686] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:23.738196] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:23.974159] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:24.198277] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:24.433906] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:24.434092] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:20:24.434142] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10100 tests [2025-11-21T11:20:24.434181] [INFO ] [CONFIGURE ] CRL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:20:24.434216] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T11:20:24.630248] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:24.827730] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:25.023545] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:25.219255] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:25.407396] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:20:25.597502] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:25.811064] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:26.006036] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:26.207974] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:26.394439] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:26.394612] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:20:26.394681] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10099 tests [2025-11-21T11:20:26.394752] [INFO ] [CONFIGURE ] CRL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:20:26.394801] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T11:20:26.582618] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:26.761143] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:26.939395] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:27.134346] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:27.335501] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:27.535983] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:27.734447] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:27.930957] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:28.139020] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:28.342329] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:28.342497] [INFO ] [CONFIGURE ] CRL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:20:28.342545] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10098 tests [2025-11-21T11:20:28.342582] [INFO ] [CONFIGURE ] CRL: Testing feature 20/29: add_price_rejection [2025-11-21T11:20:28.342616] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_price_rejection'] [2025-11-21T11:20:28.553282] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:20:28.771974] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:28.988701] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:20:29.201805] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:29.410137] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:29.624024] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:29.831322] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:30.036363] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:30.246427] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:20:30.452400] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:30.452563] [INFO ] [CONFIGURE ] CRL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:20:30.452612] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10097 tests [2025-11-21T11:20:30.452669] [INFO ] [CONFIGURE ] CRL: Testing feature 21/29: add_range_position [2025-11-21T11:20:30.452726] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_range_position'] [2025-11-21T11:20:30.690076] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:20:30.944727] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:31.185254] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:20:31.419325] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:20:31.649923] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:20:31.879537] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:32.105306] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:20:32.336054] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:32.568928] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:20:32.801108] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:32.801278] [INFO ] [CONFIGURE ] CRL: DISCARDED add_range_position (score: 40.00%) [2025-11-21T11:20:32.801326] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10096 tests [2025-11-21T11:20:32.801363] [INFO ] [CONFIGURE ] CRL: Testing feature 22/29: add_realized_volatility [2025-11-21T11:20:32.801397] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_realized_volatility'] [2025-11-21T11:20:33.107969] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:33.413322] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:33.724861] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:34.033695] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:34.344144] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:34.654036] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:34.967109] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:35.289852] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:35.616295] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:35.933919] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:35.934116] [INFO ] [CONFIGURE ] CRL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:20:35.934173] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10095 tests [2025-11-21T11:20:35.934223] [INFO ] [CONFIGURE ] CRL: Testing feature 23/29: add_recent_range_context [2025-11-21T11:20:35.934268] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_recent_range_context'] [2025-11-21T11:20:36.113806] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:36.339798] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:36.600320] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:36.846270] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:37.084082] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:37.282785] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:37.466314] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:20:37.653378] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:37.836907] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:38.030600] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:38.030843] [INFO ] [CONFIGURE ] CRL: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T11:20:38.030920] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10094 tests [2025-11-21T11:20:38.030970] [INFO ] [CONFIGURE ] CRL: Testing feature 24/29: add_rsi [2025-11-21T11:20:38.031005] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T11:20:38.269267] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:38.505300] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:38.746040] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:38.983033] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:39.222329] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:39.456492] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:39.689708] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:20:39.923370] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:40.169184] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:20:40.405855] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:40.406035] [INFO ] [CONFIGURE ] CRL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:20:40.406095] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10093 tests [2025-11-21T11:20:40.406143] [INFO ] [CONFIGURE ] CRL: Testing feature 25/29: add_tick_distribution [2025-11-21T11:20:40.406186] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_tick_distribution'] [2025-11-21T11:20:40.597085] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:40.788452] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:40.985434] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:41.171458] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:41.355124] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:41.535741] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:41.720081] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:41.902476] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:42.089720] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:42.287919] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:42.288258] [INFO ] [CONFIGURE ] CRL: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:20:42.288380] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10092 tests [2025-11-21T11:20:42.288498] [INFO ] [CONFIGURE ] CRL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:20:42.288582] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T11:20:42.489297] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:42.680153] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:42.871004] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:43.060731] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:43.254035] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:43.443461] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:43.635664] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:43.831031] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:44.020708] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:20:44.212438] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:44.212602] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T11:20:44.212670] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10091 tests [2025-11-21T11:20:44.212729] [INFO ] [CONFIGURE ] CRL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:20:44.212776] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_volume_price_divergence'] [2025-11-21T11:20:44.410012] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:44.606294] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:44.809951] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:45.011826] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:45.214002] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:45.421802] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:45.622944] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:20:45.831800] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:46.039905] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:46.259966] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:46.260160] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:20:46.260210] [INFO ] [CONFIGURE ] JOB ETA: 8.0h | Avg: 2.8s/test | Remaining: 10090 tests [2025-11-21T11:20:46.260250] [INFO ] [CONFIGURE ] CRL: Testing feature 28/29: add_volume_profile [2025-11-21T11:20:46.260285] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_volume_profile'] [2025-11-21T11:20:46.455066] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:46.648053] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:20:46.870200] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:47.080030] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:47.295331] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:20:47.519176] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:47.740856] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:47.967512] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:48.186566] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:48.409522] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:48.409710] [INFO ] [CONFIGURE ] CRL: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T11:20:48.409926] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10089 tests [2025-11-21T11:20:48.410017] [INFO ] [CONFIGURE ] CRL: Testing feature 29/29: add_vwap [2025-11-21T11:20:48.410093] [INFO ] [CONFIGURE ] CRL: Testing with features: ['add_vwap'] [2025-11-21T11:20:48.625280] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:48.842366] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:20:49.049265] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:49.261565] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:49.471232] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:20:49.683434] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:49.896248] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:20:50.107521] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:20:50.323412] [DEBUG] [FORECASTER] CRL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:50.540675] [DEBUG] [FORECASTER] CRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:20:50.540850] [INFO ] [CONFIGURE ] CRL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:20:50.540902] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10088 tests [2025-11-21T11:20:50.540943] [INFO ] [CONFIGURE ] CRL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:20:50.540980] [INFO ] [CONFIGURE ] CRL: Best accuracy: 70.00% [2025-11-21T11:20:50.541015] [INFO ] [CONFIGURE ] CRL: Best feature set (0 features): [] [2025-11-21T11:20:50.541049] [INFO ] [CONFIGURE ] CRL: Improvement over baseline: 0.00% [2025-11-21T11:20:50.541082] [INFO ] [CONFIGURE ] CRL: Total time: 1.1 minutes [2025-11-21T11:20:50.541141] [INFO ] [CONFIGURE ] CRL: Average time per feature: 2.2 seconds [2025-11-21T11:20:50.541177] [INFO ] [CONFIGURE ] CRL: Average speed: 0.45 features/sec [2025-11-21T11:20:50.541639] [INFO ] [LOCAL ] Saved configuration for CRL: 0 features, 70.00% accuracy -> ./output/feature-sets/CRL.json [2025-11-21T11:20:50.541749] [INFO ] [CONFIGURE ] CRL: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T11:20:50.541811] [INFO ] [sig ] [379/723] Successfully configured CRL | 0.01 sym/s | Total: 8.8h | ETA: 8.0h [2025-11-21T11:20:50.541929] [INFO ] [sig ] [380/723] Configuring CRM... [2025-11-21T11:20:50.541978] [INFO ] [CONFIGURE ] CRM: Configurate test run. [2025-11-21T11:20:50.542023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-11-21T11:20:50.621701] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRM'. [2025-11-21T11:20:50.622290] [INFO ] [CONFIGURE ] CRM: Testing with 29 available features [2025-11-21T11:20:50.622359] [INFO ] [CONFIGURE ] CRM: Establishing baseline with no features... [2025-11-21T11:20:50.823831] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:51.024606] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:20:51.221000] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:51.426365] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:20:51.606826] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:20:51.788349] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:51.972498] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:20:52.153120] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:52.332574] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:52.506409] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:20:52.506595] [INFO ] [CONFIGURE ] CRM: Baseline score (no features): 60.00% [2025-11-21T11:20:52.506660] [INFO ] [CONFIGURE ] CRM: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:20:52.506727] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:20:52.715098] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:20:52.942978] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:20:53.170117] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:53.388330] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:20:53.628472] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:20:53.881706] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:54.099247] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:20:54.321130] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:54.541088] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:20:54.766011] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:20:54.766395] [INFO ] [CONFIGURE ] CRM: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T11:20:54.766500] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10087 tests [2025-11-21T11:20:54.766588] [INFO ] [CONFIGURE ] CRM: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:20:54.766685] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:20:54.986958] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:55.199932] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:20:55.421286] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:55.645412] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:20:55.864985] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:20:56.088063] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:20:56.328856] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:20:56.573468] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:56.813504] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:20:57.040529] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:20:57.040736] [INFO ] [CONFIGURE ] CRM: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T11:20:57.040813] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10086 tests [2025-11-21T11:20:57.040872] [INFO ] [CONFIGURE ] CRM: Testing feature 3/29: add_daily_returns [2025-11-21T11:20:57.040923] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_daily_returns'] [2025-11-21T11:20:57.233414] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:57.426050] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:20:57.618239] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:57.815067] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:20:58.010028] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:20:58.205181] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:20:58.399250] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:20:58.594915] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:20:58.785332] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:20:58.977801] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:20:58.977969] [INFO ] [CONFIGURE ] CRM: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:20:58.978016] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10085 tests [2025-11-21T11:20:58.978053] [INFO ] [CONFIGURE ] CRM: Testing feature 4/29: add_ema [2025-11-21T11:20:58.978087] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_ema'] [2025-11-21T11:20:59.205452] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:20:59.427765] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:20:59.647490] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:20:59.873618] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:00.099909] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:01.043108] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:01.411102] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:01.642527] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:01.869012] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:02.093253] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:02.093485] [INFO ] [CONFIGURE ] CRM: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:21:02.093536] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10084 tests [2025-11-21T11:21:02.093575] [INFO ] [CONFIGURE ] CRM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:21:02.093611] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:21:02.312520] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:02.529177] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:02.750795] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:02.987448] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:03.225625] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:03.454793] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:03.707046] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:21:03.936983] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:04.170986] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:04.406263] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:04.406468] [INFO ] [CONFIGURE ] CRM: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T11:21:04.406588] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10083 tests [2025-11-21T11:21:04.406666] [INFO ] [CONFIGURE ] CRM: Testing feature 6/29: add_failed_moves [2025-11-21T11:21:04.406715] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_failed_moves'] [2025-11-21T11:21:04.601491] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:04.789671] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:04.977728] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:05.164994] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:21:05.347117] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:05.551045] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:05.742679] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:05.934426] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:06.122276] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:21:06.307789] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:06.307962] [INFO ] [CONFIGURE ] CRM: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:21:06.308012] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10082 tests [2025-11-21T11:21:06.308052] [INFO ] [CONFIGURE ] CRM: Testing feature 7/29: add_lag_shelf [2025-11-21T11:21:06.308089] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_lag_shelf'] [2025-11-21T11:21:06.501988] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:06.682743] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:06.873795] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:07.069734] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:21:07.271117] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:07.477555] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:07.664299] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:07.852694] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:08.049218] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:21:08.242858] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:08.243035] [INFO ] [CONFIGURE ] CRM: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:21:08.243092] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10081 tests [2025-11-21T11:21:08.243133] [INFO ] [CONFIGURE ] CRM: Testing feature 8/29: add_macd [2025-11-21T11:21:08.243171] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:21:08.545607] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:08.861117] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:09.176439] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:09.471895] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:09.753570] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:10.034966] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:10.309600] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:21:10.619535] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:10.917351] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:11.194486] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:11.194760] [INFO ] [CONFIGURE ] CRM: DISCARDED add_macd (score: 30.00%) [2025-11-21T11:21:11.194825] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10080 tests [2025-11-21T11:21:11.194873] [INFO ] [CONFIGURE ] CRM: Testing feature 9/29: add_mfi [2025-11-21T11:21:11.194917] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_mfi'] [2025-11-21T11:21:11.380953] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:11.580886] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:11.781100] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:11.980303] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:12.174837] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:12.362118] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:12.555321] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:12.751407] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:12.949529] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:13.152958] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:13.153140] [INFO ] [CONFIGURE ] CRM: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:21:13.153190] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10079 tests [2025-11-21T11:21:13.153227] [INFO ] [CONFIGURE ] CRM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:21:13.153262] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:21:13.446115] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:13.738213] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:14.032158] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:14.321399] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:14.618602] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:14.915242] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:15.202671] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:15.483798] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:15.778398] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:21:16.072281] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:16.072479] [INFO ] [CONFIGURE ] CRM: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:21:16.072539] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10078 tests [2025-11-21T11:21:16.072586] [INFO ] [CONFIGURE ] CRM: Testing feature 11/29: add_obv_daily [2025-11-21T11:21:16.072633] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_obv_daily'] [2025-11-21T11:21:16.271335] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:16.486140] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:21:16.686389] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:16.889859] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:21:17.096328] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:17.296998] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:17.504230] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:17.708420] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:21:17.909950] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:21:18.112446] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:18.112766] [INFO ] [CONFIGURE ] CRM: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:21:18.112890] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10077 tests [2025-11-21T11:21:18.112978] [INFO ] [CONFIGURE ] CRM: Testing feature 12/29: add_obv_interval [2025-11-21T11:21:18.113054] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_obv_interval'] [2025-11-21T11:21:18.307736] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:18.504491] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:21:18.698303] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:18.887805] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:21:19.083274] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:19.274967] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:19.469265] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:19.666449] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:19.868809] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:21:20.067547] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:20.067731] [INFO ] [CONFIGURE ] CRM: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:21:20.067800] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10076 tests [2025-11-21T11:21:20.067858] [INFO ] [CONFIGURE ] CRM: Testing feature 13/29: add_opening_strength [2025-11-21T11:21:20.067910] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:21:20.282623] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:20.499619] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:20.715812] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:20.938912] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:21.168171] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:21.389969] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:21.614716] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:21.838795] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:22.057596] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:21:22.272051] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:22.272216] [INFO ] [CONFIGURE ] CRM: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:21:22.272265] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10075 tests [2025-11-21T11:21:22.272304] [INFO ] [CONFIGURE ] CRM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:21:22.272341] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:21:22.493522] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:21:22.702188] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:21:22.915468] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:23.128909] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:21:23.345531] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:23.594715] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:23.838321] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:24.135558] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:24.405565] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:24.641592] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:24.641805] [INFO ] [CONFIGURE ] CRM: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:21:24.641864] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10074 tests [2025-11-21T11:21:24.641910] [INFO ] [CONFIGURE ] CRM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:21:24.641952] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T11:21:24.868373] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:21:25.074413] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:25.290237] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:25.500698] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:25.723681] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:25.943812] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:26.166177] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:26.392025] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:26.620835] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:21:26.847150] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:26.847556] [INFO ] [CONFIGURE ] CRM: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T11:21:26.847616] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10073 tests [2025-11-21T11:21:26.847686] [INFO ] [CONFIGURE ] CRM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:21:26.847734] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T11:21:27.095247] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:27.334378] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:21:27.596276] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:27.835561] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:28.086300] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:28.338463] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:28.587861] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:28.861150] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:29.114065] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:29.352293] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:29.352486] [INFO ] [CONFIGURE ] CRM: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:21:29.352541] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10072 tests [2025-11-21T11:21:29.352589] [INFO ] [CONFIGURE ] CRM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:21:29.352631] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T11:21:29.589779] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:21:29.821573] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:30.058318] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:30.306896] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:30.562977] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:30.820336] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:31.065593] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:31.313042] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:31.583066] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:31.839262] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:31.839432] [INFO ] [CONFIGURE ] CRM: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:21:31.839488] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10071 tests [2025-11-21T11:21:31.839533] [INFO ] [CONFIGURE ] CRM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:21:31.839574] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T11:21:32.066661] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:32.304299] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:32.543890] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:32.783294] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:33.009254] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:33.230368] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:33.462461] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:33.687575] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:33.915144] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:34.146504] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:34.146700] [INFO ] [CONFIGURE ] CRM: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:21:34.146778] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10070 tests [2025-11-21T11:21:34.146826] [INFO ] [CONFIGURE ] CRM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:21:34.146868] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T11:21:34.373947] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:21:34.616535] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:34.862874] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:35.086841] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:35.289211] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:35.504878] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:35.725458] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:35.945177] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:36.162531] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:36.385034] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:36.385198] [INFO ] [CONFIGURE ] CRM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:21:36.385255] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10069 tests [2025-11-21T11:21:36.385300] [INFO ] [CONFIGURE ] CRM: Testing feature 20/29: add_price_rejection [2025-11-21T11:21:36.385343] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T11:21:36.633146] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:36.872296] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:37.129927] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:37.403474] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:37.673083] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:37.929677] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:38.207127] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:38.486334] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:38.760809] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:39.032999] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:39.033181] [INFO ] [CONFIGURE ] CRM: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:21:39.033241] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10068 tests [2025-11-21T11:21:39.033292] [INFO ] [CONFIGURE ] CRM: Testing feature 21/29: add_range_position [2025-11-21T11:21:39.033337] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T11:21:39.315970] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:21:39.601894] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:39.887558] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:40.180480] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:40.457825] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:40.736334] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:41.002839] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:41.265599] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:41.546094] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:41.809789] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:41.809976] [INFO ] [CONFIGURE ] CRM: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:21:41.810032] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10067 tests [2025-11-21T11:21:41.810079] [INFO ] [CONFIGURE ] CRM: Testing feature 22/29: add_realized_volatility [2025-11-21T11:21:41.810123] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T11:21:42.140067] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:42.480673] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:42.833697] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:43.171462] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:43.536620] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:43.882126] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:44.227513] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:44.573191] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:44.912838] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:45.266322] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:45.266501] [INFO ] [CONFIGURE ] CRM: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:21:45.266561] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10066 tests [2025-11-21T11:21:45.266609] [INFO ] [CONFIGURE ] CRM: Testing feature 23/29: add_recent_range_context [2025-11-21T11:21:45.266681] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T11:21:45.506498] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:45.750978] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:46.024193] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:46.279423] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:46.531380] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:46.767404] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:47.000425] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:47.233241] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:47.465210] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:47.701199] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:47.701437] [INFO ] [CONFIGURE ] CRM: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T11:21:47.701498] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10065 tests [2025-11-21T11:21:47.701547] [INFO ] [CONFIGURE ] CRM: Testing feature 24/29: add_rsi [2025-11-21T11:21:47.701593] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T11:21:48.010265] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:48.298314] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:21:48.580243] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:48.881533] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:49.164943] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:49.451801] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:49.732977] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:50.016603] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:50.330737] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:50.614321] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:50.614547] [INFO ] [CONFIGURE ] CRM: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:21:50.614607] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10064 tests [2025-11-21T11:21:50.614676] [INFO ] [CONFIGURE ] CRM: Testing feature 25/29: add_tick_distribution [2025-11-21T11:21:50.614724] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T11:21:50.854216] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:21:51.085590] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:51.314881] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:51.556105] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:51.823153] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:21:52.080827] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:52.330665] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:52.560732] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:52.795716] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:53.036352] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:53.036552] [INFO ] [CONFIGURE ] CRM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:21:53.036608] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10063 tests [2025-11-21T11:21:53.036675] [INFO ] [CONFIGURE ] CRM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:21:53.036723] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T11:21:53.283488] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:21:53.531685] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:53.775041] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:54.032784] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:21:54.314089] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:54.578910] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:21:54.837631] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:55.087757] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:55.340228] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:55.593742] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:55.593941] [INFO ] [CONFIGURE ] CRM: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:21:55.594002] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10062 tests [2025-11-21T11:21:55.594051] [INFO ] [CONFIGURE ] CRM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:21:55.594094] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T11:21:55.871230] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:21:56.150208] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:56.429042] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:56.736380] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:57.022324] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:21:57.300138] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:21:57.591261] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:21:57.878292] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:21:58.176946] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:21:58.471408] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:21:58.471599] [INFO ] [CONFIGURE ] CRM: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:21:58.471703] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10061 tests [2025-11-21T11:21:58.471760] [INFO ] [CONFIGURE ] CRM: Testing feature 28/29: add_volume_profile [2025-11-21T11:21:58.471803] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T11:21:58.747670] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:21:59.031573] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:21:59.308525] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:21:59.577773] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:21:59.833834] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:22:00.083692] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:22:01.129868] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:22:01.404770] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:01.788680] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:22:02.061186] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:22:02.061407] [INFO ] [CONFIGURE ] CRM: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T11:22:02.061467] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10060 tests [2025-11-21T11:22:02.061514] [INFO ] [CONFIGURE ] CRM: Testing feature 29/29: add_vwap [2025-11-21T11:22:02.061558] [INFO ] [CONFIGURE ] CRM: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T11:22:02.328768] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:22:02.596972] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:22:02.880639] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:22:03.161018] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:03.431973] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:22:03.702243] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:22:03.973102] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:22:04.261242] [DEBUG] [FORECASTER] CRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:04.540598] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:22:04.807949] [DEBUG] [FORECASTER] CRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:22:04.808139] [INFO ] [CONFIGURE ] CRM: DISCARDED add_vwap (score: 50.00%) [2025-11-21T11:22:04.808198] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10059 tests [2025-11-21T11:22:04.808244] [INFO ] [CONFIGURE ] CRM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:22:04.808277] [INFO ] [CONFIGURE ] CRM: Best accuracy: 80.00% [2025-11-21T11:22:04.808311] [INFO ] [CONFIGURE ] CRM: Best feature set (2 features): ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T11:22:04.808352] [INFO ] [CONFIGURE ] CRM: Improvement over baseline: 20.00% [2025-11-21T11:22:04.808391] [INFO ] [CONFIGURE ] CRM: Total time: 1.2 minutes [2025-11-21T11:22:04.808430] [INFO ] [CONFIGURE ] CRM: Average time per feature: 2.5 seconds [2025-11-21T11:22:04.808466] [INFO ] [CONFIGURE ] CRM: Average speed: 0.40 features/sec [2025-11-21T11:22:04.808823] [INFO ] [LOCAL ] Saved configuration for CRM: 2 features, 80.00% accuracy -> ./output/feature-sets/CRM.json [2025-11-21T11:22:04.808881] [INFO ] [CONFIGURE ] CRM: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T11:22:04.808922] [INFO ] [sig ] [380/723] Successfully configured CRM | 0.01 sym/s | Total: 8.8h | ETA: 7.9h [2025-11-21T11:22:04.808958] [INFO ] [sig ] [381/723] Configuring CRS... [2025-11-21T11:22:04.809003] [INFO ] [CONFIGURE ] CRS: Configurate test run. [2025-11-21T11:22:04.809048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'. [2025-11-21T11:22:04.855195] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRS'. [2025-11-21T11:22:04.855506] [INFO ] [CONFIGURE ] CRS: Testing with 29 available features [2025-11-21T11:22:04.855567] [INFO ] [CONFIGURE ] CRS: Establishing baseline with no features... [2025-11-21T11:22:05.049271] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:05.244613] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:05.440584] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:22:05.642816] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:05.831964] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:06.026715] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:06.222397] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:22:06.411551] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:06.601857] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:22:06.787893] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:22:06.788063] [INFO ] [CONFIGURE ] CRS: Baseline score (no features): 50.00% [2025-11-21T11:22:06.788113] [INFO ] [CONFIGURE ] CRS: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:22:06.788150] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:22:07.014934] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:07.237935] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:07.458020] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:22:07.679982] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:07.897375] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:08.132330] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:08.368131] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:22:08.602688] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:08.837540] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:22:09.069659] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:22:09.069995] [INFO ] [CONFIGURE ] CRS: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T11:22:09.070107] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10058 tests [2025-11-21T11:22:09.070198] [INFO ] [CONFIGURE ] CRS: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:22:09.070277] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:22:09.294753] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:09.506756] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:09.736016] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:22:09.953266] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:10.161575] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:10.373515] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:22:10.589627] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:10.805926] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:11.013748] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:11.221106] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:22:11.221295] [INFO ] [CONFIGURE ] CRS: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T11:22:11.221345] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10057 tests [2025-11-21T11:22:11.221385] [INFO ] [CONFIGURE ] CRS: Testing feature 3/29: add_daily_returns [2025-11-21T11:22:11.221422] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_daily_returns'] [2025-11-21T11:22:11.406553] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:11.592370] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:11.776355] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:22:11.956430] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:12.139023] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:12.324671] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:12.518691] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:22:12.720076] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:12.926086] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:13.126308] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:22:13.126482] [INFO ] [CONFIGURE ] CRS: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:22:13.126530] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10056 tests [2025-11-21T11:22:13.126569] [INFO ] [CONFIGURE ] CRS: Testing feature 4/29: add_ema [2025-11-21T11:22:13.126605] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema'] [2025-11-21T11:22:13.364391] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:13.603818] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:22:13.842780] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:22:14.084140] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:14.319850] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:14.563770] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:14.803791] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:15.046236] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:15.284137] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:15.530972] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:22:15.531155] [INFO ] [CONFIGURE ] CRS: KEPT add_ema (score: 80.00%) [2025-11-21T11:22:15.531206] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10055 tests [2025-11-21T11:22:15.531248] [INFO ] [CONFIGURE ] CRS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:22:15.531283] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:22:15.812275] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:16.106800] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:22:16.458512] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:16.787420] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:17.059999] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:17.292311] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:17.533752] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:17.805429] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:18.077252] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:18.349016] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:18.349208] [INFO ] [CONFIGURE ] CRS: KEPT add_exhaustion_signals (score: 100.00%) [2025-11-21T11:22:18.349277] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10054 tests [2025-11-21T11:22:18.349340] [INFO ] [CONFIGURE ] CRS: Testing feature 6/29: add_failed_moves [2025-11-21T11:22:18.349401] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T11:22:18.625687] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:18.902114] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:19.173283] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:19.466926] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:19.751672] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:20.046854] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:20.345860] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:20.641961] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:20.922512] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:21.208896] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:21.209069] [INFO ] [CONFIGURE ] CRS: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T11:22:21.209125] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10053 tests [2025-11-21T11:22:21.209173] [INFO ] [CONFIGURE ] CRS: Testing feature 7/29: add_lag_shelf [2025-11-21T11:22:21.209216] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T11:22:21.475246] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:21.757659] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:22.024072] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:22.296433] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:22.560796] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:22.825870] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:23.111862] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:23.389289] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:23.685851] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:23.956713] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:23.956955] [INFO ] [CONFIGURE ] CRS: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:22:23.957016] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10052 tests [2025-11-21T11:22:23.957063] [INFO ] [CONFIGURE ] CRS: Testing feature 8/29: add_macd [2025-11-21T11:22:23.957108] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T11:22:24.293193] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:24.666498] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:25.018059] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:25.365630] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:25.714224] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:26.037513] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:26.375845] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:26.728517] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:27.078152] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:27.418947] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:27.419146] [INFO ] [CONFIGURE ] CRS: DISCARDED add_macd (score: 70.00%) [2025-11-21T11:22:27.419206] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10051 tests [2025-11-21T11:22:27.419272] [INFO ] [CONFIGURE ] CRS: Testing feature 9/29: add_mfi [2025-11-21T11:22:27.419309] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T11:22:27.687667] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:27.977060] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:28.258003] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:28.527453] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:28.802852] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:29.076341] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:29.354605] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:29.631869] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:29.930961] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:30.227772] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:30.227966] [INFO ] [CONFIGURE ] CRS: DISCARDED add_mfi (score: 90.00%) [2025-11-21T11:22:30.228025] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10050 tests [2025-11-21T11:22:30.228073] [INFO ] [CONFIGURE ] CRS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:22:30.228118] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:22:30.598027] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:30.953669] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:22:31.299793] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:31.648896] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:31.990342] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:32.358810] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:32.731861] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:33.098013] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:33.458623] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:22:33.832128] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:33.832319] [INFO ] [CONFIGURE ] CRS: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T11:22:33.832377] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10049 tests [2025-11-21T11:22:33.832423] [INFO ] [CONFIGURE ] CRS: Testing feature 11/29: add_obv_daily [2025-11-21T11:22:33.832468] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T11:22:34.146370] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:34.456395] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:34.759151] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:22:35.058285] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:22:35.362677] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:35.662817] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:35.969116] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:36.272278] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:36.585636] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:36.910962] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:36.911137] [INFO ] [CONFIGURE ] CRS: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T11:22:36.911195] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10048 tests [2025-11-21T11:22:36.911241] [INFO ] [CONFIGURE ] CRS: Testing feature 12/29: add_obv_interval [2025-11-21T11:22:36.911284] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T11:22:37.201383] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:37.494922] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:37.785904] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:38.089510] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:38.395817] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:38.689470] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:38.978165] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:39.267559] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:39.556585] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:22:39.862445] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:22:39.862673] [INFO ] [CONFIGURE ] CRS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:22:39.862734] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10047 tests [2025-11-21T11:22:39.862786] [INFO ] [CONFIGURE ] CRS: Testing feature 13/29: add_opening_strength [2025-11-21T11:22:39.862835] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:22:40.194287] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:40.516876] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:40.831075] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:41.159021] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:41.484846] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:41.800885] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:42.132366] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:42.451635] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:42.779416] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:43.097412] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:22:43.097612] [INFO ] [CONFIGURE ] CRS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:22:43.097695] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10046 tests [2025-11-21T11:22:43.097749] [INFO ] [CONFIGURE ] CRS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:22:43.097797] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T11:22:43.412999] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:43.725705] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:22:44.022439] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:22:44.313265] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:44.601390] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:44.887547] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:45.198289] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:22:45.498797] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:45.798090] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:22:46.096568] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:46.096786] [INFO ] [CONFIGURE ] CRS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:22:46.096845] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10045 tests [2025-11-21T11:22:46.096890] [INFO ] [CONFIGURE ] CRS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:22:46.096951] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T11:22:46.371347] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:46.642742] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:22:46.900809] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:47.161175] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:47.421804] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:47.685292] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:47.945957] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:48.208186] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:48.469028] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:22:48.734735] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:48.734903] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T11:22:48.734957] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10044 tests [2025-11-21T11:22:48.735030] [INFO ] [CONFIGURE ] CRS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:22:48.735077] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T11:22:48.987376] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:49.246379] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:22:49.508736] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:22:49.774280] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:50.037480] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:50.298973] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:50.573724] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:50.851730] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:51.121217] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:51.392699] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:51.392883] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:22:51.392938] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10043 tests [2025-11-21T11:22:51.392983] [INFO ] [CONFIGURE ] CRS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:22:51.393024] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T11:22:51.711354] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:52.010735] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:22:52.294624] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:52.576703] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:52.861182] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:22:53.162601] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:53.493595] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:22:53.803898] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:22:54.098731] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:22:54.393075] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:22:54.393265] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:22:54.393321] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10042 tests [2025-11-21T11:22:54.393366] [INFO ] [CONFIGURE ] CRS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:22:54.393407] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T11:22:54.658573] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:54.913263] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:22:55.172136] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:55.432585] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:55.716711] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:56.000354] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:56.278585] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:56.566053] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:56.855337] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:22:57.138965] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:57.139147] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T11:22:57.139206] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10041 tests [2025-11-21T11:22:57.139336] [INFO ] [CONFIGURE ] CRS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:22:57.139388] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T11:22:57.410987] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:22:57.673261] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:22:57.940906] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:22:58.206433] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:22:58.468673] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:22:58.719141] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:22:58.992087] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:22:59.278103] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:22:59.553535] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:22:59.813610] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:22:59.813805] [INFO ] [CONFIGURE ] CRS: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T11:22:59.813862] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10040 tests [2025-11-21T11:22:59.813975] [INFO ] [CONFIGURE ] CRS: Testing feature 20/29: add_price_rejection [2025-11-21T11:22:59.814021] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T11:23:00.094594] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:00.394225] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:01.380542] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:23:01.786106] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:02.105167] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:23:02.415389] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:02.737144] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:03.051109] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:23:03.372783] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:03.718215] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:23:03.718464] [INFO ] [CONFIGURE ] CRS: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T11:23:03.718555] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10039 tests [2025-11-21T11:23:03.718632] [INFO ] [CONFIGURE ] CRS: Testing feature 21/29: add_range_position [2025-11-21T11:23:03.718727] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T11:23:04.142786] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:04.562537] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:04.893293] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:23:05.207664] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:05.500623] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:05.790805] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:06.118468] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:06.439617] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:23:06.761267] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:07.074110] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:23:07.074338] [INFO ] [CONFIGURE ] CRS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:23:07.074399] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10038 tests [2025-11-21T11:23:07.074447] [INFO ] [CONFIGURE ] CRS: Testing feature 22/29: add_realized_volatility [2025-11-21T11:23:07.074493] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T11:23:07.477723] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:07.877439] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:23:08.279637] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:23:08.706172] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:09.128846] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:23:09.498211] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:09.872701] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:10.249098] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:23:10.631897] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:10.998933] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:23:10.999106] [INFO ] [CONFIGURE ] CRS: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:23:10.999165] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10037 tests [2025-11-21T11:23:10.999212] [INFO ] [CONFIGURE ] CRS: Testing feature 23/29: add_recent_range_context [2025-11-21T11:23:10.999323] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T11:23:11.256829] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:11.519797] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:11.797172] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:23:12.078022] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:12.369989] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:23:12.689266] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:13.026203] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:13.355419] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:23:13.683787] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:14.029478] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:23:14.029709] [INFO ] [CONFIGURE ] CRS: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T11:23:14.029772] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10036 tests [2025-11-21T11:23:14.029822] [INFO ] [CONFIGURE ] CRS: Testing feature 24/29: add_rsi [2025-11-21T11:23:14.029867] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi'] [2025-11-21T11:23:14.341611] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:14.647813] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:23:14.960734] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:23:15.269350] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:15.580326] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:15.890437] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:16.206728] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:16.521801] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:23:16.848220] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:17.166712] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:23:17.166885] [INFO ] [CONFIGURE ] CRS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:23:17.166953] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10035 tests [2025-11-21T11:23:17.167003] [INFO ] [CONFIGURE ] CRS: Testing feature 25/29: add_tick_distribution [2025-11-21T11:23:17.167048] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T11:23:17.464410] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:17.771025] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:18.054819] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:23:18.354783] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:18.644210] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:18.949140] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:19.244088] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:19.539732] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:23:19.834925] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:20.104928] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:23:20.105102] [INFO ] [CONFIGURE ] CRS: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T11:23:20.105162] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10034 tests [2025-11-21T11:23:20.105211] [INFO ] [CONFIGURE ] CRS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:23:20.105278] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T11:23:20.389881] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:20.676757] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:20.964307] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:23:21.251967] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:21.544139] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:21.858269] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:22.155353] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:22.461909] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:23:22.767143] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:23.062198] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:23:23.062408] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T11:23:23.062468] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10033 tests [2025-11-21T11:23:23.062514] [INFO ] [CONFIGURE ] CRS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:23:23.062583] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T11:23:23.366615] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:23.716771] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:24.037563] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:23:24.360931] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:24.698560] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:23:25.009423] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:25.345156] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:25.666031] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:23:25.988221] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:26.326257] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:23:26.326453] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T11:23:26.326513] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10032 tests [2025-11-21T11:23:26.326561] [INFO ] [CONFIGURE ] CRS: Testing feature 28/29: add_volume_profile [2025-11-21T11:23:26.326606] [INFO ] [CONFIGURE ] CRS: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T11:23:26.628985] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:23:26.931748] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:27.224923] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:23:27.533190] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:27.853495] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:28.156255] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:23:28.437871] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:23:28.718999] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:23:29.004016] [DEBUG] [FORECASTER] CRS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:29.298350] [DEBUG] [FORECASTER] CRS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:23:29.298541] [INFO ] [CONFIGURE ] CRS: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T11:23:29.298599] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10031 tests [2025-11-21T11:23:29.298695] [INFO ] [CONFIGURE ] CRS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:23:29.298748] [INFO ] [CONFIGURE ] CRS: Best accuracy: 100.00% [2025-11-21T11:23:29.298812] [INFO ] [CONFIGURE ] CRS: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:23:29.298875] [INFO ] [CONFIGURE ] CRS: Improvement over baseline: 50.00% [2025-11-21T11:23:29.298918] [INFO ] [CONFIGURE ] CRS: Total time: 1.4 minutes [2025-11-21T11:23:29.298957] [INFO ] [CONFIGURE ] CRS: Average time per feature: 2.9 seconds [2025-11-21T11:23:29.298993] [INFO ] [CONFIGURE ] CRS: Average speed: 0.35 features/sec [2025-11-21T11:23:29.299392] [INFO ] [LOCAL ] Saved configuration for CRS: 3 features, 100.00% accuracy -> ./output/feature-sets/CRS.json [2025-11-21T11:23:29.299450] [INFO ] [CONFIGURE ] CRS: Configuration saved successfully: 3 features, 100.00% accuracy. [2025-11-21T11:23:29.299499] [INFO ] [sig ] [381/723] Successfully configured CRS | 0.01 sym/s | Total: 8.8h | ETA: 7.9h [2025-11-21T11:23:29.299544] [INFO ] [sig ] [382/723] Configuring CRT... [2025-11-21T11:23:29.299600] [INFO ] [CONFIGURE ] CRT: Configurate test run. [2025-11-21T11:23:29.299679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'. [2025-11-21T11:23:29.516202] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRT'. [2025-11-21T11:23:29.516689] [INFO ] [CONFIGURE ] CRT: Testing with 29 available features [2025-11-21T11:23:29.516754] [INFO ] [CONFIGURE ] CRT: Establishing baseline with no features... [2025-11-21T11:23:29.688947] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:23:29.868094] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:30.040810] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:30.210736] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:30.394913] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:30.571194] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:30.746940] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:23:30.923574] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:23:31.106296] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:31.281418] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:31.281572] [INFO ] [CONFIGURE ] CRT: Baseline score (no features): 60.00% [2025-11-21T11:23:31.281619] [INFO ] [CONFIGURE ] CRT: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:23:31.281675] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:23:31.488391] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:23:31.702689] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:31.913619] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:32.117859] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:32.320794] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:32.518621] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:32.714777] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:23:32.917301] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:23:33.126230] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:33.330724] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:33.330896] [INFO ] [CONFIGURE ] CRT: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T11:23:33.330946] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10030 tests [2025-11-21T11:23:33.330984] [INFO ] [CONFIGURE ] CRT: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:23:33.331018] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:23:33.565878] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:23:33.810587] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:34.047534] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:34.291350] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:34.537760] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:34.787119] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:35.033204] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:23:35.282737] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:23:35.526094] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:35.772516] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:35.772735] [INFO ] [CONFIGURE ] CRT: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T11:23:35.772794] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10029 tests [2025-11-21T11:23:35.772846] [INFO ] [CONFIGURE ] CRT: Testing feature 3/29: add_daily_returns [2025-11-21T11:23:35.773188] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:23:35.993535] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:23:36.211160] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:36.425985] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:36.639230] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:36.876109] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:37.096325] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:37.308464] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:23:37.519511] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:23:37.741354] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:37.970490] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:37.970810] [INFO ] [CONFIGURE ] CRT: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:23:37.970934] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10028 tests [2025-11-21T11:23:37.971019] [INFO ] [CONFIGURE ] CRT: Testing feature 4/29: add_ema [2025-11-21T11:23:37.971095] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:23:38.228552] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:23:38.474393] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:38.718488] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:38.959840] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:39.205204] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:39.456291] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:23:39.707421] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:23:39.957521] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:23:40.232937] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:40.506305] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:40.506523] [INFO ] [CONFIGURE ] CRT: DISCARDED add_ema (score: 40.00%) [2025-11-21T11:23:40.506583] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10027 tests [2025-11-21T11:23:40.506634] [INFO ] [CONFIGURE ] CRT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:23:40.506708] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:23:40.767927] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:23:41.026334] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:41.286885] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:41.551986] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:41.803724] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:42.059843] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:42.339994] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:23:42.614621] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:23:42.884440] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:43.150128] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:43.150347] [INFO ] [CONFIGURE ] CRT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T11:23:43.150428] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10026 tests [2025-11-21T11:23:43.150490] [INFO ] [CONFIGURE ] CRT: Testing feature 6/29: add_failed_moves [2025-11-21T11:23:43.150539] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:23:43.364930] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:23:43.592384] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:43.802218] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:44.013801] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:44.235189] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:44.446256] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:44.659866] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:23:44.874598] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:23:45.093458] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:45.309334] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:45.309501] [INFO ] [CONFIGURE ] CRT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:23:45.309550] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10025 tests [2025-11-21T11:23:45.309588] [INFO ] [CONFIGURE ] CRT: Testing feature 7/29: add_lag_shelf [2025-11-21T11:23:45.309624] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T11:23:45.512178] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:23:45.718002] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:45.923983] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:23:46.123938] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:46.328080] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:46.533910] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:46.742570] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:23:46.953340] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:23:47.167330] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:47.368824] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:47.369005] [INFO ] [CONFIGURE ] CRT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:23:47.369054] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10024 tests [2025-11-21T11:23:47.369094] [INFO ] [CONFIGURE ] CRT: Testing feature 8/29: add_macd [2025-11-21T11:23:47.369131] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T11:23:47.675567] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:23:47.969129] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:48.265468] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:48.563600] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:23:48.846114] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:49.136975] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:23:49.447746] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:23:49.754614] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:23:50.054211] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:50.342000] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:50.342175] [INFO ] [CONFIGURE ] CRT: DISCARDED add_macd (score: 50.00%) [2025-11-21T11:23:50.342259] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10023 tests [2025-11-21T11:23:50.342308] [INFO ] [CONFIGURE ] CRT: Testing feature 9/29: add_mfi [2025-11-21T11:23:50.342350] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T11:23:50.553444] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:23:50.768006] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:50.991506] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:51.219948] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:51.448045] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:51.675526] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:51.885809] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:23:52.112421] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:23:52.326987] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:23:52.562506] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:52.562896] [INFO ] [CONFIGURE ] CRT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:23:52.562965] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10022 tests [2025-11-21T11:23:52.563016] [INFO ] [CONFIGURE ] CRT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:23:52.563079] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:23:52.851805] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:23:53.151988] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:53.463135] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:23:53.765524] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:54.071052] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:54.377991] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:23:54.687456] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:23:54.983227] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:23:55.317835] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:55.621306] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:55.621482] [INFO ] [CONFIGURE ] CRT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:23:55.621538] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10021 tests [2025-11-21T11:23:55.621587] [INFO ] [CONFIGURE ] CRT: Testing feature 11/29: add_obv_daily [2025-11-21T11:23:55.621630] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T11:23:55.865397] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:23:56.106573] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:23:56.340808] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:23:56.568499] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:56.805569] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:57.045624] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:23:57.271107] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:23:57.489517] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:23:57.719315] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:23:57.956367] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:23:57.956555] [INFO ] [CONFIGURE ] CRT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T11:23:57.956603] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10020 tests [2025-11-21T11:23:57.956658] [INFO ] [CONFIGURE ] CRT: Testing feature 12/29: add_obv_interval [2025-11-21T11:23:57.956697] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T11:23:58.168627] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:23:58.386680] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:23:58.616492] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:23:58.833986] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:23:59.054795] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:23:59.272596] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:23:59.484220] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:23:59.700844] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:23:59.937440] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:00.162694] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:00.162869] [INFO ] [CONFIGURE ] CRT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T11:24:00.162918] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10019 tests [2025-11-21T11:24:00.162958] [INFO ] [CONFIGURE ] CRT: Testing feature 13/29: add_opening_strength [2025-11-21T11:24:00.162995] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:24:00.422696] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:01.305942] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:01.600139] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:24:01.898862] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:02.160741] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:02.417451] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:02.646704] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:02.883563] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:24:03.136419] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:03.380277] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:03.380470] [INFO ] [CONFIGURE ] CRT: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:24:03.380545] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10018 tests [2025-11-21T11:24:03.380595] [INFO ] [CONFIGURE ] CRT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:24:03.380637] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T11:24:03.623357] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:03.863589] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:04.106631] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:04.354383] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:24:04.599451] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:04.849754] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:05.094104] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:05.334322] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:05.575204] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:05.815372] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:05.815580] [INFO ] [CONFIGURE ] CRT: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-21T11:24:05.815638] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10017 tests [2025-11-21T11:24:05.815780] [INFO ] [CONFIGURE ] CRT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:24:05.815824] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T11:24:06.044948] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:24:06.275421] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:06.527022] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:06.776899] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:07.001788] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:07.250418] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:07.495371] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:07.736142] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:07.994215] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:24:08.252319] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:08.252495] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:24:08.252558] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10016 tests [2025-11-21T11:24:08.252629] [INFO ] [CONFIGURE ] CRT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:24:08.252700] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T11:24:08.537858] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:24:08.828011] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:09.135454] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:09.435459] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:24:09.735744] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:10.016889] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:10.297507] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:10.582251] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:10.867043] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:11.151156] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:11.151349] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:24:11.151439] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10015 tests [2025-11-21T11:24:11.151491] [INFO ] [CONFIGURE ] CRT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:24:11.151531] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T11:24:11.454031] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:11.740052] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:12.028843] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:12.318162] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:12.622929] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:12.991840] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:13.313214] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:13.586510] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:24:13.828608] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:14.105733] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:14.105916] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:24:14.105989] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10014 tests [2025-11-21T11:24:14.106107] [INFO ] [CONFIGURE ] CRT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:24:14.106165] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T11:24:14.366578] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:14.602922] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:14.832636] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:15.057064] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:24:15.282848] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:15.513557] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:15.765367] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:16.019660] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:16.275961] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:16.545760] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:16.545961] [INFO ] [CONFIGURE ] CRT: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-11-21T11:24:16.546023] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10013 tests [2025-11-21T11:24:16.546076] [INFO ] [CONFIGURE ] CRT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:24:16.546195] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T11:24:16.813018] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:17.087347] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:17.343131] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:17.598831] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:24:17.842726] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:18.103941] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:18.367617] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:18.629161] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:18.887841] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:19.161813] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:19.161990] [INFO ] [CONFIGURE ] CRT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T11:24:19.162051] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10012 tests [2025-11-21T11:24:19.162154] [INFO ] [CONFIGURE ] CRT: Testing feature 20/29: add_price_rejection [2025-11-21T11:24:19.162200] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T11:24:19.457610] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:19.747560] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:20.047085] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:24:20.339987] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:20.617126] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:20.878342] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:21.156143] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:21.446896] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:24:21.717829] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:24:21.986960] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:21.987155] [INFO ] [CONFIGURE ] CRT: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T11:24:21.987221] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10011 tests [2025-11-21T11:24:21.987268] [INFO ] [CONFIGURE ] CRT: Testing feature 21/29: add_range_position [2025-11-21T11:24:21.987312] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T11:24:22.292082] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:22.578400] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:22.869203] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:24:23.170155] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:23.482077] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:23.786956] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:24:24.097925] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:24.407198] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:24:24.712884] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:24:25.009872] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:25.010081] [INFO ] [CONFIGURE ] CRT: DISCARDED add_range_position (score: 30.00%) [2025-11-21T11:24:25.010146] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10010 tests [2025-11-21T11:24:25.010253] [INFO ] [CONFIGURE ] CRT: Testing feature 22/29: add_realized_volatility [2025-11-21T11:24:25.010299] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T11:24:25.373870] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:25.746501] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:26.102236] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:26.467861] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:24:26.839311] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:27.215289] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:27.580017] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:27.962109] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:24:28.327404] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:24:28.710095] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:28.710306] [INFO ] [CONFIGURE ] CRT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T11:24:28.710366] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10009 tests [2025-11-21T11:24:28.710440] [INFO ] [CONFIGURE ] CRT: Testing feature 23/29: add_recent_range_context [2025-11-21T11:24:28.710488] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T11:24:28.971301] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:29.239572] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:29.498901] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:24:29.764013] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:30.030980] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:30.297227] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:30.578811] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:30.841845] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:31.107875] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:31.373512] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:31.373745] [INFO ] [CONFIGURE ] CRT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:24:31.373832] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10008 tests [2025-11-21T11:24:31.373884] [INFO ] [CONFIGURE ] CRT: Testing feature 24/29: add_rsi [2025-11-21T11:24:31.373930] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T11:24:31.679494] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:24:31.982097] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:24:32.299679] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:32.618422] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:32.927067] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:33.230259] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:24:33.539994] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:33.853051] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:34.165004] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:24:34.482932] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:34.483127] [INFO ] [CONFIGURE ] CRT: DISCARDED add_rsi (score: 30.00%) [2025-11-21T11:24:34.483186] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10007 tests [2025-11-21T11:24:34.483235] [INFO ] [CONFIGURE ] CRT: Testing feature 25/29: add_tick_distribution [2025-11-21T11:24:34.483300] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T11:24:34.745467] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:35.006598] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:35.276709] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:24:35.550790] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:24:35.816464] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:36.077346] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:36.340751] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:36.607715] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:36.876571] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:37.138772] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:37.138939] [INFO ] [CONFIGURE ] CRT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T11:24:37.138995] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10006 tests [2025-11-21T11:24:37.139057] [INFO ] [CONFIGURE ] CRT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:24:37.139101] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T11:24:37.397929] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:24:37.650977] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:37.908194] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:38.167330] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:38.429829] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:38.685325] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:38.939622] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:39.206088] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:39.468239] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:24:39.727933] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:39.728128] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:24:39.728187] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10005 tests [2025-11-21T11:24:39.728295] [INFO ] [CONFIGURE ] CRT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:24:39.728341] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T11:24:40.014286] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:24:40.306495] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:40.599514] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:40.901551] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:24:41.198306] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:41.495727] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:41.778808] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:42.057622] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:42.345103] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:42.659368] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:42.659557] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:24:42.659615] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10004 tests [2025-11-21T11:24:42.659685] [INFO ] [CONFIGURE ] CRT: Testing feature 28/29: add_volume_profile [2025-11-21T11:24:42.659732] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T11:24:42.948449] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:24:43.245713] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:24:43.534885] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:43.804839] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:24:44.093276] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:44.374930] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:44.650568] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:44.922052] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:45.202832] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:24:45.480285] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:45.480482] [INFO ] [CONFIGURE ] CRT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:24:45.480538] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10003 tests [2025-11-21T11:24:45.480662] [INFO ] [CONFIGURE ] CRT: Testing feature 29/29: add_vwap [2025-11-21T11:24:45.480713] [INFO ] [CONFIGURE ] CRT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T11:24:45.758930] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:24:46.043971] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:46.321946] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:46.602373] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:24:46.882194] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:47.179427] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:47.465324] [DEBUG] [FORECASTER] CRT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:24:47.748701] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:24:48.040204] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:24:48.321709] [DEBUG] [FORECASTER] CRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:24:48.321883] [INFO ] [CONFIGURE ] CRT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T11:24:48.321939] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10002 tests [2025-11-21T11:24:48.322014] [INFO ] [CONFIGURE ] CRT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:24:48.322079] [INFO ] [CONFIGURE ] CRT: Best accuracy: 90.00% [2025-11-21T11:24:48.322122] [INFO ] [CONFIGURE ] CRT: Best feature set (3 features): ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T11:24:48.322161] [INFO ] [CONFIGURE ] CRT: Improvement over baseline: 30.00% [2025-11-21T11:24:48.322197] [INFO ] [CONFIGURE ] CRT: Total time: 1.3 minutes [2025-11-21T11:24:48.322256] [INFO ] [CONFIGURE ] CRT: Average time per feature: 2.7 seconds [2025-11-21T11:24:48.322295] [INFO ] [CONFIGURE ] CRT: Average speed: 0.38 features/sec [2025-11-21T11:24:48.322758] [INFO ] [LOCAL ] Saved configuration for CRT: 3 features, 90.00% accuracy -> ./output/feature-sets/CRT.json [2025-11-21T11:24:48.322816] [INFO ] [CONFIGURE ] CRT: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T11:24:48.322871] [INFO ] [sig ] [382/723] Successfully configured CRT | 0.01 sym/s | Total: 8.9h | ETA: 7.9h [2025-11-21T11:24:48.322917] [INFO ] [sig ] [383/723] Configuring CSAN... [2025-11-21T11:24:48.322957] [INFO ] [CONFIGURE ] CSAN: Configurate test run. [2025-11-21T11:24:48.322995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-11-21T11:24:48.399744] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSAN'. [2025-11-21T11:24:48.400166] [INFO ] [CONFIGURE ] CSAN: Testing with 29 available features [2025-11-21T11:24:48.400233] [INFO ] [CONFIGURE ] CSAN: Establishing baseline with no features... [2025-11-21T11:24:48.597448] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:24:48.791914] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:48.981322] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:49.164255] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:24:49.346604] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:24:49.534867] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:24:49.721664] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:49.907298] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:24:50.097294] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:24:50.285166] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:24:50.285333] [INFO ] [CONFIGURE ] CSAN: Baseline score (no features): 70.00% [2025-11-21T11:24:50.285381] [INFO ] [CONFIGURE ] CSAN: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:24:50.285418] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:24:50.499412] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:24:50.715357] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:50.931348] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:51.152289] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:24:51.369032] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:24:51.585537] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:24:51.808062] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:52.034779] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:24:52.273159] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:24:52.494128] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:24:52.494291] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T11:24:52.494337] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10001 tests [2025-11-21T11:24:52.494374] [INFO ] [CONFIGURE ] CSAN: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:24:52.494429] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:24:52.719104] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:24:52.946338] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:53.171533] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:53.397169] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:24:53.629724] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:24:53.862470] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:54.092580] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:54.324790] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:24:54.560952] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:24:54.789275] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:24:54.789580] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T11:24:54.789727] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 10000 tests [2025-11-21T11:24:54.789815] [INFO ] [CONFIGURE ] CSAN: Testing feature 3/29: add_daily_returns [2025-11-21T11:24:54.789891] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_daily_returns'] [2025-11-21T11:24:54.982441] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:24:55.175258] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:55.377840] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:55.593374] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:24:55.791544] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:24:55.987582] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:24:56.193854] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:56.390880] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:24:56.588942] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:24:56.787162] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:24:56.787551] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:24:56.787673] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9999 tests [2025-11-21T11:24:56.787766] [INFO ] [CONFIGURE ] CSAN: Testing feature 4/29: add_ema [2025-11-21T11:24:56.787819] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_ema'] [2025-11-21T11:24:57.024745] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:24:57.283864] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:24:57.519942] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:24:57.761818] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:24:58.015221] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:24:58.250346] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:24:58.491832] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:24:58.767546] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:24:59.076138] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:24:59.317174] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:24:59.317364] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_ema (score: 60.00%) [2025-11-21T11:24:59.317413] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9998 tests [2025-11-21T11:24:59.317454] [INFO ] [CONFIGURE ] CSAN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:24:59.317489] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:24:59.564470] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:24:59.828271] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:00.124745] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:00.452924] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:00.754019] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:01.621387] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:01.947398] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:02.179075] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:02.404429] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:02.631920] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:02.632104] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:25:02.632160] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9997 tests [2025-11-21T11:25:02.632206] [INFO ] [CONFIGURE ] CSAN: Testing feature 6/29: add_failed_moves [2025-11-21T11:25:02.632275] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_failed_moves'] [2025-11-21T11:25:02.822376] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:03.010793] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:03.187777] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:03.369029] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:03.553523] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:03.738768] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:03.921914] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:04.103408] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:04.288943] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:04.483343] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:04.483534] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:25:04.483584] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9996 tests [2025-11-21T11:25:04.483624] [INFO ] [CONFIGURE ] CSAN: Testing feature 7/29: add_lag_shelf [2025-11-21T11:25:04.483684] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_lag_shelf'] [2025-11-21T11:25:04.652911] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:04.824070] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:04.991217] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:05.157363] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:05.326270] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:05.510349] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:05.692712] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:05.864868] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:06.038049] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:25:06.215484] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:06.215666] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:25:06.215741] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9995 tests [2025-11-21T11:25:06.215792] [INFO ] [CONFIGURE ] CSAN: Testing feature 8/29: add_macd [2025-11-21T11:25:06.215847] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:25:06.494808] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:06.758774] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:07.024564] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:07.310025] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:07.615838] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:07.909918] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:08.203816] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:08.513588] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:08.802182] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:09.074509] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:09.074710] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_macd (score: 70.00%) [2025-11-21T11:25:09.074769] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9994 tests [2025-11-21T11:25:09.074817] [INFO ] [CONFIGURE ] CSAN: Testing feature 9/29: add_mfi [2025-11-21T11:25:09.074857] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_mfi'] [2025-11-21T11:25:09.265868] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:09.452111] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:09.632688] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:09.814052] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:09.998551] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:25:10.183446] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:10.373047] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:10.556553] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:10.739979] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:10.924288] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:10.924473] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:25:10.924525] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9993 tests [2025-11-21T11:25:10.924587] [INFO ] [CONFIGURE ] CSAN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:25:10.924626] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:25:11.194963] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:11.465839] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:11.761758] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:12.053860] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:12.360010] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:12.655976] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:12.950696] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:13.241842] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:25:13.526320] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:13.815192] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:13.815359] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:25:13.815415] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9992 tests [2025-11-21T11:25:13.815460] [INFO ] [CONFIGURE ] CSAN: Testing feature 11/29: add_obv_daily [2025-11-21T11:25:13.815501] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_obv_daily'] [2025-11-21T11:25:14.021177] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:14.230317] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:14.443293] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:14.654123] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:14.867564] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:15.084842] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:15.302020] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:15.512540] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:25:15.724814] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:15.931915] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:15.932102] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:25:15.932163] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9991 tests [2025-11-21T11:25:15.932215] [INFO ] [CONFIGURE ] CSAN: Testing feature 12/29: add_obv_interval [2025-11-21T11:25:15.932262] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_obv_interval'] [2025-11-21T11:25:16.133455] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:16.332754] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:16.535389] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:16.737982] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:16.946728] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:25:17.152606] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:17.357895] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:17.563099] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:25:17.765318] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:25:17.968611] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:17.968801] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:25:17.968848] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9990 tests [2025-11-21T11:25:17.968885] [INFO ] [CONFIGURE ] CSAN: Testing feature 13/29: add_opening_strength [2025-11-21T11:25:17.968919] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:25:18.191611] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:18.418826] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:18.639070] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:18.859704] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:19.084819] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:25:19.310154] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:19.531391] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:19.745264] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:25:19.964882] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:20.194700] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:20.194995] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:25:20.195098] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9989 tests [2025-11-21T11:25:20.195184] [INFO ] [CONFIGURE ] CSAN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:25:20.195263] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:25:20.412525] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:20.626429] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:20.841272] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:21.055877] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:21.270160] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:21.488811] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:21.703787] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:21.931860] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:22.154388] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:25:22.380302] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:22.380500] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:25:22.380688] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9988 tests [2025-11-21T11:25:22.380806] [INFO ] [CONFIGURE ] CSAN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:25:22.380884] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T11:25:22.572319] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:22.761020] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:22.954587] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:23.145418] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:23.343368] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:23.544674] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:23.741998] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:23.949810] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:24.138489] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:25:24.336566] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:24.336896] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T11:25:24.337026] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9987 tests [2025-11-21T11:25:24.337109] [INFO ] [CONFIGURE ] CSAN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:25:24.337192] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T11:25:24.543463] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:24.750898] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:24.956389] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:25.161803] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:25.368781] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:25.578924] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:25.788754] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:25.998952] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:26.212477] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:26.423728] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:26.423972] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:25:26.424181] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9986 tests [2025-11-21T11:25:26.424268] [INFO ] [CONFIGURE ] CSAN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:25:26.424342] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_pbf_return_2d'] [2025-11-21T11:25:26.634441] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:26.843836] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:27.057306] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:27.306807] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:27.517132] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:27.728436] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:27.939351] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:28.152875] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:28.367003] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:28.586380] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:28.586547] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T11:25:28.586594] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9985 tests [2025-11-21T11:25:28.586634] [INFO ] [CONFIGURE ] CSAN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:25:28.586693] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T11:25:28.775421] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:28.957899] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:29.140180] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:29.336283] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:29.547621] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:29.731768] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:29.920320] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:30.109117] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:30.314397] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:30.500516] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:30.500837] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:25:30.500938] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9984 tests [2025-11-21T11:25:30.501022] [INFO ] [CONFIGURE ] CSAN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:25:30.501096] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T11:25:30.688280] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:30.873354] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:31.050372] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:31.239503] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:31.435516] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:25:31.628490] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:31.820560] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:32.008552] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:32.207694] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:32.396481] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:32.396678] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:25:32.396752] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9983 tests [2025-11-21T11:25:32.396805] [INFO ] [CONFIGURE ] CSAN: Testing feature 20/29: add_price_rejection [2025-11-21T11:25:32.396857] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_price_rejection'] [2025-11-21T11:25:32.604857] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:32.802619] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:33.009090] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:33.219626] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:33.440158] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:33.660627] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:33.865855] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:34.070933] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:34.275783] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:25:34.484692] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:34.484870] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T11:25:34.484926] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9982 tests [2025-11-21T11:25:34.484972] [INFO ] [CONFIGURE ] CSAN: Testing feature 21/29: add_range_position [2025-11-21T11:25:34.485014] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_range_position'] [2025-11-21T11:25:34.712396] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:34.939671] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:35.167486] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:35.381399] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:35.604899] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:35.821205] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:36.032287] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:36.247674] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:36.463709] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:36.680237] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:36.680409] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_range_position (score: 70.00%) [2025-11-21T11:25:36.680458] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9981 tests [2025-11-21T11:25:36.680497] [INFO ] [CONFIGURE ] CSAN: Testing feature 22/29: add_realized_volatility [2025-11-21T11:25:36.680533] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_realized_volatility'] [2025-11-21T11:25:36.990894] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:37.309223] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:37.615862] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:37.905956] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:38.199680] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:38.490787] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:38.800140] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:39.095499] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:39.402008] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:39.712245] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:39.712423] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:25:39.712480] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9980 tests [2025-11-21T11:25:39.712569] [INFO ] [CONFIGURE ] CSAN: Testing feature 23/29: add_recent_range_context [2025-11-21T11:25:39.712616] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_recent_range_context'] [2025-11-21T11:25:39.908268] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:40.110206] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:40.303070] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:40.506545] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:40.707455] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:40.905055] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:41.104197] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:41.304992] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:41.501734] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:41.717211] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:41.717378] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:25:41.717426] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9979 tests [2025-11-21T11:25:41.717463] [INFO ] [CONFIGURE ] CSAN: Testing feature 24/29: add_rsi [2025-11-21T11:25:41.717497] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T11:25:41.958604] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:42.215309] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:42.458287] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:42.717019] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:42.958520] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:43.202364] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:43.443931] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:43.691017] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:43.946537] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:25:44.195364] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:44.195601] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:25:44.195684] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9978 tests [2025-11-21T11:25:44.195737] [INFO ] [CONFIGURE ] CSAN: Testing feature 25/29: add_tick_distribution [2025-11-21T11:25:44.195782] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_tick_distribution'] [2025-11-21T11:25:44.389376] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:44.586534] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:44.782272] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:44.975283] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:45.169064] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:45.364137] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:45.563771] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:45.759878] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:45.970743] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:25:46.164912] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:46.165081] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T11:25:46.165131] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9977 tests [2025-11-21T11:25:46.165177] [INFO ] [CONFIGURE ] CSAN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:25:46.165220] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T11:25:46.359116] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:46.558716] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:46.759544] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:46.960195] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:47.165164] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:25:47.369423] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:47.574863] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:47.784760] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:47.992262] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:25:48.203327] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:48.203501] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:25:48.203547] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9976 tests [2025-11-21T11:25:48.203586] [INFO ] [CONFIGURE ] CSAN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:25:48.203619] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_volume_price_divergence'] [2025-11-21T11:25:48.420316] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:48.630056] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:48.840776] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:49.051032] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:49.261370] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:25:49.470100] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:49.679740] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:49.890558] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:50.115361] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:50.329486] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:50.329868] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:25:50.329989] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9975 tests [2025-11-21T11:25:50.330070] [INFO ] [CONFIGURE ] CSAN: Testing feature 28/29: add_volume_profile [2025-11-21T11:25:50.330151] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_volume_profile'] [2025-11-21T11:25:50.546295] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:50.759282] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:50.970927] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:51.188529] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:51.410554] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:51.651908] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:25:51.867158] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:52.085551] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:25:52.294882] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:52.525555] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:52.525912] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:25:52.526016] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9974 tests [2025-11-21T11:25:52.526101] [INFO ] [CONFIGURE ] CSAN: Testing feature 29/29: add_vwap [2025-11-21T11:25:52.526176] [INFO ] [CONFIGURE ] CSAN: Testing with features: ['add_vwap'] [2025-11-21T11:25:52.735684] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:25:52.947671] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:25:53.162638] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:53.414606] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:25:53.671575] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:25:53.954448] [DEBUG] [FORECASTER] CSAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:25:54.239291] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:54.479609] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:25:54.701774] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:25:54.916386] [DEBUG] [FORECASTER] CSAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:54.916573] [INFO ] [CONFIGURE ] CSAN: DISCARDED add_vwap (score: 50.00%) [2025-11-21T11:25:54.916625] [INFO ] [CONFIGURE ] JOB ETA: 7.9h | Avg: 2.8s/test | Remaining: 9973 tests [2025-11-21T11:25:54.916688] [INFO ] [CONFIGURE ] CSAN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:25:54.916754] [INFO ] [CONFIGURE ] CSAN: Best accuracy: 70.00% [2025-11-21T11:25:54.916880] [INFO ] [CONFIGURE ] CSAN: Best feature set (0 features): [] [2025-11-21T11:25:54.917032] [INFO ] [CONFIGURE ] CSAN: Improvement over baseline: 0.00% [2025-11-21T11:25:54.917114] [INFO ] [CONFIGURE ] CSAN: Total time: 1.1 minutes [2025-11-21T11:25:54.917189] [INFO ] [CONFIGURE ] CSAN: Average time per feature: 2.2 seconds [2025-11-21T11:25:54.917260] [INFO ] [CONFIGURE ] CSAN: Average speed: 0.45 features/sec [2025-11-21T11:25:54.917789] [INFO ] [LOCAL ] Saved configuration for CSAN: 0 features, 70.00% accuracy -> ./output/feature-sets/CSAN.json [2025-11-21T11:25:54.917882] [INFO ] [CONFIGURE ] CSAN: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T11:25:54.917962] [INFO ] [sig ] [383/723] Successfully configured CSAN | 0.01 sym/s | Total: 8.9h | ETA: 7.9h [2025-11-21T11:25:54.918038] [INFO ] [sig ] [384/723] Configuring CSL... [2025-11-21T11:25:54.918172] [INFO ] [CONFIGURE ] CSL: Configurate test run. [2025-11-21T11:25:54.918250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'. [2025-11-21T11:25:54.995464] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSL'. [2025-11-21T11:25:54.995907] [INFO ] [CONFIGURE ] CSL: Testing with 29 available features [2025-11-21T11:25:54.995974] [INFO ] [CONFIGURE ] CSL: Establishing baseline with no features... [2025-11-21T11:25:55.179977] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:25:55.357817] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:25:55.549776] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:55.720597] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:25:55.892053] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:25:56.066935] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:25:56.240064] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:25:56.413498] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:25:56.595608] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:25:56.767778] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:56.767932] [INFO ] [CONFIGURE ] CSL: Baseline score (no features): 30.00% [2025-11-21T11:25:56.767979] [INFO ] [CONFIGURE ] CSL: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:25:56.768016] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:25:56.971025] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:25:57.166532] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:25:57.365972] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:25:57.579105] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:25:57.807832] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:25:58.011252] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:25:58.214059] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:25:58.417925] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:25:58.627676] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:25:58.837483] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:25:58.837686] [INFO ] [CONFIGURE ] CSL: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T11:25:58.837778] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9972 tests [2025-11-21T11:25:58.837955] [INFO ] [CONFIGURE ] CSL: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:25:58.838075] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:25:59.052561] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:25:59.260181] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:25:59.469967] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:25:59.679540] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:25:59.894446] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:00.106022] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:00.318831] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:00.541828] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:00.750144] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:01.677114] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:01.677308] [INFO ] [CONFIGURE ] CSL: DISCARDED add_cumulative_delta (score: 0.00%) [2025-11-21T11:26:01.677357] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9971 tests [2025-11-21T11:26:01.677393] [INFO ] [CONFIGURE ] CSL: Testing feature 3/29: add_daily_returns [2025-11-21T11:26:01.677428] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns'] [2025-11-21T11:26:02.031976] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:02.223304] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:02.415686] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:02.610217] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:02.793549] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:02.992677] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:03.177444] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:03.363207] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:03.552712] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:03.739525] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:03.739708] [INFO ] [CONFIGURE ] CSL: KEPT add_daily_returns (score: 40.00%) [2025-11-21T11:26:03.739780] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9970 tests [2025-11-21T11:26:03.739840] [INFO ] [CONFIGURE ] CSL: Testing feature 4/29: add_ema [2025-11-21T11:26:03.739888] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T11:26:03.970367] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:04.210403] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:04.439075] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:04.679792] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:04.921676] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:05.162488] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:05.403958] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:05.655829] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:05.892342] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:06.131740] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:06.132026] [INFO ] [CONFIGURE ] CSL: DISCARDED add_ema (score: 20.00%) [2025-11-21T11:26:06.132077] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9969 tests [2025-11-21T11:26:06.132115] [INFO ] [CONFIGURE ] CSL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:26:06.132149] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:26:06.380103] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:06.625493] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:06.869266] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:07.117411] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:07.360373] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:07.636035] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:07.911789] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:08.171724] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:08.442705] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:08.714609] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:08.714810] [INFO ] [CONFIGURE ] CSL: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T11:26:08.714867] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9968 tests [2025-11-21T11:26:08.714911] [INFO ] [CONFIGURE ] CSL: Testing feature 6/29: add_failed_moves [2025-11-21T11:26:08.714954] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T11:26:08.932058] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:09.140776] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:09.340633] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:09.538841] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:09.754808] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:09.964308] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:10.185165] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:10.399120] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:10.623981] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:10.852712] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:10.852889] [INFO ] [CONFIGURE ] CSL: DISCARDED add_failed_moves (score: 20.00%) [2025-11-21T11:26:10.852938] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9967 tests [2025-11-21T11:26:10.852977] [INFO ] [CONFIGURE ] CSL: Testing feature 7/29: add_lag_shelf [2025-11-21T11:26:10.853013] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T11:26:11.065173] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:11.273124] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:11.489961] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:11.697717] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:11.881770] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:12.089400] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:12.291027] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:12.507165] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:12.726827] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:12.942917] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:12.943141] [INFO ] [CONFIGURE ] CSL: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T11:26:12.943192] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9966 tests [2025-11-21T11:26:12.943231] [INFO ] [CONFIGURE ] CSL: Testing feature 8/29: add_macd [2025-11-21T11:26:12.943267] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T11:26:13.271839] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:26:13.587905] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:13.898148] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:14.216584] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:14.547473] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:14.855534] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:26:15.166823] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:15.482115] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:15.813721] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:16.125247] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:16.125482] [INFO ] [CONFIGURE ] CSL: DISCARDED add_macd (score: 40.00%) [2025-11-21T11:26:16.125543] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9965 tests [2025-11-21T11:26:16.125620] [INFO ] [CONFIGURE ] CSL: Testing feature 9/29: add_mfi [2025-11-21T11:26:16.125690] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T11:26:16.347632] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:16.573541] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:16.796989] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:17.021362] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:17.247931] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:17.480884] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:26:17.719907] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:17.943804] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:18.174713] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:18.398505] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:18.398717] [INFO ] [CONFIGURE ] CSL: KEPT add_mfi (score: 50.00%) [2025-11-21T11:26:18.398775] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9964 tests [2025-11-21T11:26:18.398827] [INFO ] [CONFIGURE ] CSL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:26:18.398871] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:26:18.710817] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:19.029290] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:19.344038] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:26:19.670700] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:19.997718] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:20.317097] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:26:20.636818] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:20.956341] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:21.283419] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:21.624066] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:21.624269] [INFO ] [CONFIGURE ] CSL: DISCARDED add_momentum_acceleration (score: 10.00%) [2025-11-21T11:26:21.624342] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9963 tests [2025-11-21T11:26:21.624396] [INFO ] [CONFIGURE ] CSL: Testing feature 11/29: add_obv_daily [2025-11-21T11:26:21.624441] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_daily'] [2025-11-21T11:26:21.891224] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:22.150802] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:22.411833] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:22.679806] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:22.934009] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:23.187141] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:23.442553] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:23.709956] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:23.971012] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:24.234996] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:24.235213] [INFO ] [CONFIGURE ] CSL: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T11:26:24.235277] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9962 tests [2025-11-21T11:26:24.235327] [INFO ] [CONFIGURE ] CSL: Testing feature 12/29: add_obv_interval [2025-11-21T11:26:24.235370] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_interval'] [2025-11-21T11:26:24.480603] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:24.719537] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:24.953315] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:25.201320] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:25.442173] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:25.688108] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:25.929097] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:26.174080] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:26.412953] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:26.659147] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:26.659344] [INFO ] [CONFIGURE ] CSL: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T11:26:26.659404] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9961 tests [2025-11-21T11:26:26.659504] [INFO ] [CONFIGURE ] CSL: Testing feature 13/29: add_opening_strength [2025-11-21T11:26:26.659556] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength'] [2025-11-21T11:26:26.921849] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:27.184972] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:27.445308] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:27.699579] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:27.958452] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:28.237707] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:28.500439] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:28.765243] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:29.023609] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:29.279759] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:29.279926] [INFO ] [CONFIGURE ] CSL: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T11:26:29.279984] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9960 tests [2025-11-21T11:26:29.280032] [INFO ] [CONFIGURE ] CSL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:26:29.280076] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T11:26:29.526625] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:29.782149] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:30.034360] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:30.288222] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:30.532297] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:30.785766] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:26:31.051781] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:31.300089] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:31.539173] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:31.783884] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:31.784054] [INFO ] [CONFIGURE ] CSL: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T11:26:31.784110] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9959 tests [2025-11-21T11:26:31.784156] [INFO ] [CONFIGURE ] CSL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:26:31.784196] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T11:26:32.008598] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:32.232971] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:32.450196] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:32.671911] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:32.893680] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:33.116282] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:33.340536] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:33.561891] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:33.784831] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:34.010511] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:34.010731] [INFO ] [CONFIGURE ] CSL: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T11:26:34.010791] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9958 tests [2025-11-21T11:26:34.010838] [INFO ] [CONFIGURE ] CSL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:26:34.010881] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T11:26:34.239054] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:34.471231] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:34.704615] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:26:34.933791] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:35.160157] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:35.386402] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:35.615917] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:35.843698] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:36.079974] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:36.316851] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:36.317058] [INFO ] [CONFIGURE ] CSL: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T11:26:36.317116] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9957 tests [2025-11-21T11:26:36.317160] [INFO ] [CONFIGURE ] CSL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:26:36.317205] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T11:26:36.551015] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:36.785457] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:37.028797] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:37.269401] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:37.508824] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:37.749606] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:26:37.985262] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:38.223635] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:38.462775] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:38.719791] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:38.719967] [INFO ] [CONFIGURE ] CSL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:26:38.720024] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9956 tests [2025-11-21T11:26:38.720070] [INFO ] [CONFIGURE ] CSL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:26:38.720112] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T11:26:38.940143] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:39.158781] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:39.382031] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:26:39.604282] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:39.822226] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:40.045235] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:26:40.272706] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:40.498239] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:40.720832] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:40.953749] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:40.954016] [INFO ] [CONFIGURE ] CSL: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T11:26:40.954103] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9955 tests [2025-11-21T11:26:40.954167] [INFO ] [CONFIGURE ] CSL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:26:40.954222] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T11:26:41.244577] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:41.500254] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:41.732924] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:41.939236] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:42.136747] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:42.334769] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:42.532820] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:42.730897] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:42.928103] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:43.125087] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:43.125245] [INFO ] [CONFIGURE ] CSL: DISCARDED add_pbf_vs_sma_5 (score: 20.00%) [2025-11-21T11:26:43.125300] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9954 tests [2025-11-21T11:26:43.125345] [INFO ] [CONFIGURE ] CSL: Testing feature 20/29: add_price_rejection [2025-11-21T11:26:43.125385] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_price_rejection'] [2025-11-21T11:26:43.349904] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:43.576291] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:43.807178] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:44.045041] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:44.274424] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:44.500596] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:44.730124] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:44.961212] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:45.196760] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:45.440940] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:45.441128] [INFO ] [CONFIGURE ] CSL: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T11:26:45.441187] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9953 tests [2025-11-21T11:26:45.441235] [INFO ] [CONFIGURE ] CSL: Testing feature 21/29: add_range_position [2025-11-21T11:26:45.441279] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_range_position'] [2025-11-21T11:26:45.695054] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:45.945275] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:46.194187] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:46.434478] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:46.670324] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:46.910445] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:47.148428] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:47.431228] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:47.720084] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:48.007500] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:48.007799] [INFO ] [CONFIGURE ] CSL: DISCARDED add_range_position (score: 30.00%) [2025-11-21T11:26:48.007867] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9952 tests [2025-11-21T11:26:48.007921] [INFO ] [CONFIGURE ] CSL: Testing feature 22/29: add_realized_volatility [2025-11-21T11:26:48.007968] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_realized_volatility'] [2025-11-21T11:26:48.364891] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:48.737386] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:49.117263] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:49.503863] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:49.854791] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:50.206526] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:26:50.580082] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:50.964566] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:51.338559] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:51.715040] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:51.715334] [INFO ] [CONFIGURE ] CSL: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:26:51.715401] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9951 tests [2025-11-21T11:26:51.715455] [INFO ] [CONFIGURE ] CSL: Testing feature 23/29: add_recent_range_context [2025-11-21T11:26:51.715503] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_recent_range_context'] [2025-11-21T11:26:51.984381] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:52.241560] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:52.508040] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:52.761061] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:53.025516] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:53.285066] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:53.553816] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:53.852362] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:26:54.137214] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:54.417563] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:54.417869] [INFO ] [CONFIGURE ] CSL: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T11:26:54.417939] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9950 tests [2025-11-21T11:26:54.417994] [INFO ] [CONFIGURE ] CSL: Testing feature 24/29: add_rsi [2025-11-21T11:26:54.418071] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T11:26:54.723142] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:55.011621] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:55.280199] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:55.536326] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:26:55.789351] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:56.060602] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:56.330364] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:26:56.602906] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:56.864989] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:26:57.123773] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:57.123952] [INFO ] [CONFIGURE ] CSL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:26:57.124009] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9949 tests [2025-11-21T11:26:57.124055] [INFO ] [CONFIGURE ] CSL: Testing feature 25/29: add_tick_distribution [2025-11-21T11:26:57.124097] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_tick_distribution'] [2025-11-21T11:26:57.333805] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:57.551206] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:57.760852] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:26:57.973685] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:26:58.197068] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:26:58.415121] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:26:58.626289] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:26:58.840197] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:26:59.054808] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:26:59.263252] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:26:59.263548] [INFO ] [CONFIGURE ] CSL: DISCARDED add_tick_distribution (score: 20.00%) [2025-11-21T11:26:59.263609] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9948 tests [2025-11-21T11:26:59.263674] [INFO ] [CONFIGURE ] CSL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:26:59.263720] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T11:26:59.484827] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:26:59.704689] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:26:59.927360] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:27:00.849636] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:27:01.220046] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:27:01.452887] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:01.677143] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:27:01.901397] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:27:02.140447] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:27:02.380338] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:27:02.380527] [INFO ] [CONFIGURE ] CSL: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T11:27:02.380586] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9947 tests [2025-11-21T11:27:02.380634] [INFO ] [CONFIGURE ] CSL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:27:02.380702] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T11:27:02.625857] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:27:02.873817] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:27:03.131757] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:03.377734] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:27:03.627840] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:27:03.877518] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:04.116110] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:27:04.355713] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:27:04.596010] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:27:04.830583] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:27:04.830788] [INFO ] [CONFIGURE ] CSL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:27:04.830847] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9946 tests [2025-11-21T11:27:04.830895] [INFO ] [CONFIGURE ] CSL: Testing feature 28/29: add_volume_profile [2025-11-21T11:27:04.830936] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_profile'] [2025-11-21T11:27:05.050268] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:27:05.268633] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:05.489494] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:05.708513] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:05.928893] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:27:06.153295] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:06.366981] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:27:06.592415] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:27:06.813201] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:27:07.043490] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:27:07.043701] [INFO ] [CONFIGURE ] CSL: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T11:27:07.043761] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9945 tests [2025-11-21T11:27:07.043811] [INFO ] [CONFIGURE ] CSL: Testing feature 29/29: add_vwap [2025-11-21T11:27:07.043853] [INFO ] [CONFIGURE ] CSL: Testing with features: ['add_daily_returns', 'add_mfi', 'add_vwap'] [2025-11-21T11:27:07.274189] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:27:07.494679] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:07.729436] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:07.960267] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:08.189877] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:27:08.418161] [DEBUG] [FORECASTER] CSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:08.634007] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:27:08.851939] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:27:09.082796] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:27:09.310037] [DEBUG] [FORECASTER] CSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:27:09.310234] [INFO ] [CONFIGURE ] CSL: DISCARDED add_vwap (score: 20.00%) [2025-11-21T11:27:09.310311] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9944 tests [2025-11-21T11:27:09.310361] [INFO ] [CONFIGURE ] CSL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:27:09.310402] [INFO ] [CONFIGURE ] CSL: Best accuracy: 50.00% [2025-11-21T11:27:09.310443] [INFO ] [CONFIGURE ] CSL: Best feature set (2 features): ['add_daily_returns', 'add_mfi'] [2025-11-21T11:27:09.310481] [INFO ] [CONFIGURE ] CSL: Improvement over baseline: 20.00% [2025-11-21T11:27:09.310518] [INFO ] [CONFIGURE ] CSL: Total time: 1.2 minutes [2025-11-21T11:27:09.310554] [INFO ] [CONFIGURE ] CSL: Average time per feature: 2.5 seconds [2025-11-21T11:27:09.310591] [INFO ] [CONFIGURE ] CSL: Average speed: 0.40 features/sec [2025-11-21T11:27:09.310935] [INFO ] [LOCAL ] Saved configuration for CSL: 2 features, 50.00% accuracy -> ./output/feature-sets/CSL.json [2025-11-21T11:27:09.310993] [INFO ] [CONFIGURE ] CSL: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-11-21T11:27:09.311041] [INFO ] [sig ] [384/723] Successfully configured CSL | 0.01 sym/s | Total: 8.9h | ETA: 7.8h [2025-11-21T11:27:09.311085] [INFO ] [sig ] [385/723] Configuring CSR... [2025-11-21T11:27:09.311124] [INFO ] [CONFIGURE ] CSR: Configurate test run. [2025-11-21T11:27:09.311164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'. [2025-11-21T11:27:09.417171] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSR'. [2025-11-21T11:27:09.417548] [INFO ] [CONFIGURE ] CSR: Testing with 29 available features [2025-11-21T11:27:09.417629] [INFO ] [CONFIGURE ] CSR: Establishing baseline with no features... [2025-11-21T11:27:09.585006] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:09.751929] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:09.921593] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:10.088929] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:10.257244] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:10.431539] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:10.607376] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:10.790884] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:27:10.973235] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:11.147857] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:11.148135] [INFO ] [CONFIGURE ] CSR: Baseline score (no features): 40.00% [2025-11-21T11:27:11.148238] [INFO ] [CONFIGURE ] CSR: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:27:11.148320] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:27:11.364177] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:27:11.572637] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:11.784336] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:11.988961] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:12.184202] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:12.380209] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:12.573919] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:12.779797] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:12.986387] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:13.203119] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:13.203298] [INFO ] [CONFIGURE ] CSR: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T11:27:13.203346] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9943 tests [2025-11-21T11:27:13.203385] [INFO ] [CONFIGURE ] CSR: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:27:13.203421] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:27:13.443343] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:13.684321] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:13.918986] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:14.146469] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:14.380057] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:14.622306] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:14.862378] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:15.104734] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:15.345379] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:15.585022] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:15.585185] [INFO ] [CONFIGURE ] CSR: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T11:27:15.585513] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9942 tests [2025-11-21T11:27:15.585569] [INFO ] [CONFIGURE ] CSR: Testing feature 3/29: add_daily_returns [2025-11-21T11:27:15.585614] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:27:15.796712] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:16.014044] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:16.225088] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:16.445603] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:16.662394] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:16.880306] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:17.096196] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:17.309012] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:17.523786] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:17.745370] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:17.745545] [INFO ] [CONFIGURE ] CSR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:27:17.745597] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9941 tests [2025-11-21T11:27:17.745638] [INFO ] [CONFIGURE ] CSR: Testing feature 4/29: add_ema [2025-11-21T11:27:17.745739] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:27:18.006270] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:27:18.260740] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:18.514102] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:18.761294] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:19.013959] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:19.261234] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:19.511272] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:27:19.761024] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:27:20.011084] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:20.262144] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:20.262323] [INFO ] [CONFIGURE ] CSR: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:27:20.262372] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9940 tests [2025-11-21T11:27:20.262411] [INFO ] [CONFIGURE ] CSR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:27:20.262447] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:27:20.511080] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:20.786601] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:21.059855] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:21.330864] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:21.602101] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:21.871749] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:22.138912] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:27:22.409134] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:22.682995] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:22.974568] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:22.974798] [INFO ] [CONFIGURE ] CSR: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T11:27:22.974856] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9939 tests [2025-11-21T11:27:22.974902] [INFO ] [CONFIGURE ] CSR: Testing feature 6/29: add_failed_moves [2025-11-21T11:27:22.974945] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:27:23.203138] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:23.431256] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:23.674374] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:23.908061] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:24.164285] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:24.396739] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:24.627235] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:24.861704] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:27:25.094214] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:25.325990] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:25.326314] [INFO ] [CONFIGURE ] CSR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:27:25.326431] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9938 tests [2025-11-21T11:27:25.326518] [INFO ] [CONFIGURE ] CSR: Testing feature 7/29: add_lag_shelf [2025-11-21T11:27:25.326594] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T11:27:25.545079] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:25.762803] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:25.979042] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:26.199965] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:26.424808] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:26.648668] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:26.876347] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:27.102784] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:27.326141] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:27.551277] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:27.551452] [INFO ] [CONFIGURE ] CSR: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:27:27.551501] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9937 tests [2025-11-21T11:27:27.551564] [INFO ] [CONFIGURE ] CSR: Testing feature 8/29: add_macd [2025-11-21T11:27:27.551600] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T11:27:27.890477] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:28.227502] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:28.553270] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:28.878986] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:29.194235] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:29.507409] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:29.824979] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:30.144755] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:30.458810] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:30.778629] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:30.778875] [INFO ] [CONFIGURE ] CSR: DISCARDED add_macd (score: 40.00%) [2025-11-21T11:27:30.778940] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9936 tests [2025-11-21T11:27:30.778993] [INFO ] [CONFIGURE ] CSR: Testing feature 9/29: add_mfi [2025-11-21T11:27:30.779039] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T11:27:31.027178] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:31.252748] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:31.481204] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:31.704601] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:31.930168] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:32.162455] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:32.384832] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:32.611380] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:32.840007] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:33.059756] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:33.060200] [INFO ] [CONFIGURE ] CSR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:27:33.060260] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9935 tests [2025-11-21T11:27:33.060308] [INFO ] [CONFIGURE ] CSR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:27:33.060351] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:27:33.361222] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:33.668667] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:33.974241] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:34.279032] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:34.586898] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:34.895112] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:35.226542] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:27:35.548006] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:35.859440] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:36.170033] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:36.170191] [INFO ] [CONFIGURE ] CSR: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T11:27:36.170246] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9934 tests [2025-11-21T11:27:36.170292] [INFO ] [CONFIGURE ] CSR: Testing feature 11/29: add_obv_daily [2025-11-21T11:27:36.170333] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T11:27:36.398200] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:36.629325] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:36.853217] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:37.080350] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:37.304619] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:37.535506] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:37.768480] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:38.008261] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:27:38.244330] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:38.480493] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:38.481745] [INFO ] [CONFIGURE ] CSR: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:27:38.481903] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9933 tests [2025-11-21T11:27:38.482014] [INFO ] [CONFIGURE ] CSR: Testing feature 12/29: add_obv_interval [2025-11-21T11:27:38.482090] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T11:27:38.716985] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:38.954218] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:39.189308] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:39.427550] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:39.670202] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:39.914436] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:40.163341] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:40.394371] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:40.633372] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:40.865779] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:40.865976] [INFO ] [CONFIGURE ] CSR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T11:27:40.866024] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9932 tests [2025-11-21T11:27:40.866062] [INFO ] [CONFIGURE ] CSR: Testing feature 13/29: add_opening_strength [2025-11-21T11:27:40.866096] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:27:41.127882] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:41.375024] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:41.627281] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:41.892905] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:42.157283] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:42.417542] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:42.671928] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:42.934585] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:43.194988] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:43.447325] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:43.447487] [INFO ] [CONFIGURE ] CSR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T11:27:43.447557] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9931 tests [2025-11-21T11:27:43.447607] [INFO ] [CONFIGURE ] CSR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:27:43.447677] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T11:27:43.690914] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:43.939377] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:44.188151] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:44.439704] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:44.687895] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:44.939917] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:45.209177] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:27:45.470811] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:45.731125] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:45.992852] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:45.993031] [INFO ] [CONFIGURE ] CSR: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T11:27:45.993089] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9930 tests [2025-11-21T11:27:45.993136] [INFO ] [CONFIGURE ] CSR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:27:45.993179] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T11:27:46.218990] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:27:46.440807] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:46.661180] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:46.882042] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:47.111392] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:47.338727] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:47.560072] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:47.788634] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:48.015470] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:48.247297] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:48.247482] [INFO ] [CONFIGURE ] CSR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:27:48.247532] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9929 tests [2025-11-21T11:27:48.247569] [INFO ] [CONFIGURE ] CSR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:27:48.247604] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T11:27:48.508658] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:48.765876] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:49.016144] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:49.268448] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:49.528281] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:49.783263] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:50.042560] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:50.300299] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:50.577159] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:50.885233] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:50.885481] [INFO ] [CONFIGURE ] CSR: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T11:27:50.885852] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9928 tests [2025-11-21T11:27:50.885962] [INFO ] [CONFIGURE ] CSR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:27:50.886020] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T11:27:51.203575] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:51.455888] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:51.710843] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:51.953632] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:52.199720] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:52.450889] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:52.710909] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:27:52.974824] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:27:53.227350] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:53.478496] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:53.478692] [INFO ] [CONFIGURE ] CSR: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:27:53.478753] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9927 tests [2025-11-21T11:27:53.478804] [INFO ] [CONFIGURE ] CSR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:27:53.478851] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T11:27:53.708725] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:53.939362] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:54.170828] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:54.390121] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:54.607290] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:54.825077] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:27:55.045909] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:27:55.267265] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:55.488399] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:55.714350] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:27:55.714529] [INFO ] [CONFIGURE ] CSR: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T11:27:55.714578] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9926 tests [2025-11-21T11:27:55.714616] [INFO ] [CONFIGURE ] CSR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:27:55.714671] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T11:27:55.937546] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:27:56.158988] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:56.380986] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:56.605154] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:56.843679] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:57.073469] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:57.301161] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:57.536082] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:27:57.778478] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:27:58.031849] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:27:58.032207] [INFO ] [CONFIGURE ] CSR: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T11:27:58.032315] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9925 tests [2025-11-21T11:27:58.032402] [INFO ] [CONFIGURE ] CSR: Testing feature 20/29: add_price_rejection [2025-11-21T11:27:58.032479] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T11:27:58.269493] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:27:58.501658] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:27:58.739940] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:27:58.987841] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:27:59.234225] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:27:59.472955] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:27:59.713575] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:27:59.966276] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:28:00.662921] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:01.125444] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:01.125627] [INFO ] [CONFIGURE ] CSR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:28:01.125738] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9924 tests [2025-11-21T11:28:01.125795] [INFO ] [CONFIGURE ] CSR: Testing feature 21/29: add_range_position [2025-11-21T11:28:01.125929] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T11:28:01.502003] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:01.771271] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:02.054242] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:02.332586] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:02.632979] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:02.910046] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:03.201932] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:28:03.476362] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:28:03.747619] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:04.038299] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:04.038491] [INFO ] [CONFIGURE ] CSR: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:28:04.038550] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9923 tests [2025-11-21T11:28:04.038596] [INFO ] [CONFIGURE ] CSR: Testing feature 22/29: add_realized_volatility [2025-11-21T11:28:04.038636] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T11:28:04.390170] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:04.736390] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:05.081459] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:05.430000] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:05.780671] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:06.107756] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:06.443217] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:28:06.780344] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:28:07.108280] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:07.456182] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:07.456377] [INFO ] [CONFIGURE ] CSR: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:28:07.456435] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9922 tests [2025-11-21T11:28:07.456483] [INFO ] [CONFIGURE ] CSR: Testing feature 23/29: add_recent_range_context [2025-11-21T11:28:07.456526] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T11:28:07.684847] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:07.911407] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:08.147129] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:08.385105] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:08.622329] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:08.871575] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:09.099519] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:28:09.314844] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:28:09.525509] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:09.747685] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:09.747870] [INFO ] [CONFIGURE ] CSR: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T11:28:09.747919] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9921 tests [2025-11-21T11:28:09.747957] [INFO ] [CONFIGURE ] CSR: Testing feature 24/29: add_rsi [2025-11-21T11:28:09.747994] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T11:28:10.022822] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:10.287288] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:10.555467] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:10.819735] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:11.099391] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:11.364228] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:11.630169] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:28:11.899760] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:28:12.171422] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:12.441665] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:12.441842] [INFO ] [CONFIGURE ] CSR: DISCARDED add_rsi (score: 40.00%) [2025-11-21T11:28:12.441899] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9920 tests [2025-11-21T11:28:12.441945] [INFO ] [CONFIGURE ] CSR: Testing feature 25/29: add_tick_distribution [2025-11-21T11:28:12.441988] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T11:28:12.654031] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:12.865324] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:13.082349] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:13.304831] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:13.519416] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:13.752406] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:13.981401] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:28:14.210229] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:28:14.460364] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:14.701756] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:14.701956] [INFO ] [CONFIGURE ] CSR: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T11:28:14.702006] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9919 tests [2025-11-21T11:28:14.702047] [INFO ] [CONFIGURE ] CSR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:28:14.702083] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T11:28:14.932029] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:15.173706] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:15.403338] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:15.633058] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:15.857120] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:16.082161] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:16.305157] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:28:16.525408] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:28:16.747535] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:16.973727] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:16.973915] [INFO ] [CONFIGURE ] CSR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:28:16.973963] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9918 tests [2025-11-21T11:28:16.974000] [INFO ] [CONFIGURE ] CSR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:28:16.974036] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T11:28:17.202753] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:17.445405] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:17.708532] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:17.952322] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:18.184630] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:18.457882] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:18.714670] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:28:18.971523] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:28:19.231666] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:19.483755] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:19.483945] [INFO ] [CONFIGURE ] CSR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T11:28:19.484003] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9917 tests [2025-11-21T11:28:19.484085] [INFO ] [CONFIGURE ] CSR: Testing feature 28/29: add_volume_profile [2025-11-21T11:28:19.484147] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T11:28:19.730065] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:19.983140] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:20.231153] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:20.484289] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:20.739133] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:21.004016] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:21.263887] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:28:21.522137] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:28:21.784763] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:22.043316] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:22.043519] [INFO ] [CONFIGURE ] CSR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T11:28:22.043568] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9916 tests [2025-11-21T11:28:22.043613] [INFO ] [CONFIGURE ] CSR: Testing feature 29/29: add_vwap [2025-11-21T11:28:22.043679] [INFO ] [CONFIGURE ] CSR: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T11:28:22.296887] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:28:22.544477] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:28:22.785607] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:28:23.017693] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:23.256664] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:28:23.483017] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:28:23.716477] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:28:23.949308] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:28:24.192791] [DEBUG] [FORECASTER] CSR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:28:24.422348] [DEBUG] [FORECASTER] CSR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:24.422526] [INFO ] [CONFIGURE ] CSR: DISCARDED add_vwap (score: 50.00%) [2025-11-21T11:28:24.422585] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9915 tests [2025-11-21T11:28:24.422667] [INFO ] [CONFIGURE ] CSR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:28:24.422720] [INFO ] [CONFIGURE ] CSR: Best accuracy: 60.00% [2025-11-21T11:28:24.422764] [INFO ] [CONFIGURE ] CSR: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T11:28:24.422804] [INFO ] [CONFIGURE ] CSR: Improvement over baseline: 20.00% [2025-11-21T11:28:24.422843] [INFO ] [CONFIGURE ] CSR: Total time: 1.2 minutes [2025-11-21T11:28:24.422882] [INFO ] [CONFIGURE ] CSR: Average time per feature: 2.5 seconds [2025-11-21T11:28:24.422920] [INFO ] [CONFIGURE ] CSR: Average speed: 0.40 features/sec [2025-11-21T11:28:24.423254] [INFO ] [LOCAL ] Saved configuration for CSR: 1 features, 60.00% accuracy -> ./output/feature-sets/CSR.json [2025-11-21T11:28:24.423311] [INFO ] [CONFIGURE ] CSR: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T11:28:24.423361] [INFO ] [sig ] [385/723] Successfully configured CSR | 0.01 sym/s | Total: 8.9h | ETA: 7.8h [2025-11-21T11:28:24.423405] [INFO ] [sig ] [386/723] Configuring CSTM... [2025-11-21T11:28:24.423454] [INFO ] [CONFIGURE ] CSTM: Configurate test run. [2025-11-21T11:28:24.423494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-11-21T11:28:24.498365] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSTM'. [2025-11-21T11:28:24.498721] [INFO ] [CONFIGURE ] CSTM: Testing with 29 available features [2025-11-21T11:28:24.498783] [INFO ] [CONFIGURE ] CSTM: Establishing baseline with no features... [2025-11-21T11:28:24.679130] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:28:24.857262] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:28:25.034614] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:28:25.215752] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:25.402014] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:28:25.585821] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:28:25.772796] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:28:25.952271] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:28:26.126411] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:26.299820] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:26.300123] [INFO ] [CONFIGURE ] CSTM: Baseline score (no features): 50.00% [2025-11-21T11:28:26.300245] [INFO ] [CONFIGURE ] CSTM: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:28:26.300321] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:28:26.520793] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:28:26.752540] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:28:26.976242] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:28:27.195960] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:27.415462] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:28:27.636005] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:27.870414] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:28:28.090163] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:28:28.302270] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:28.516853] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:28.517068] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T11:28:28.517123] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9914 tests [2025-11-21T11:28:28.517163] [INFO ] [CONFIGURE ] CSTM: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:28:28.517199] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:28:28.737619] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:28:28.952680] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:28:29.199379] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:29.435195] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:29.681669] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:29.925294] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:30.163532] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:28:30.399890] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:30.646825] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:30.883672] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:30.883847] [INFO ] [CONFIGURE ] CSTM: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T11:28:30.883896] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9913 tests [2025-11-21T11:28:30.883935] [INFO ] [CONFIGURE ] CSTM: Testing feature 3/29: add_daily_returns [2025-11-21T11:28:30.883996] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:28:31.138211] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:28:31.399053] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:28:31.662398] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:31.910630] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:32.158369] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:32.409910] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:32.659607] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:28:32.922515] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:33.184552] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:33.445455] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:33.445676] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:28:33.445737] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9912 tests [2025-11-21T11:28:33.445788] [INFO ] [CONFIGURE ] CSTM: Testing feature 4/29: add_ema [2025-11-21T11:28:33.445833] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T11:28:33.736862] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:28:34.030452] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:28:34.326382] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:34.619631] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:34.912208] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:35.210624] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:35.497292] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:28:35.783257] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:36.076996] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:36.365747] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:36.365938] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_ema (score: 60.00%) [2025-11-21T11:28:36.365999] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9911 tests [2025-11-21T11:28:36.366050] [INFO ] [CONFIGURE ] CSTM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:28:36.366096] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:28:36.643991] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:28:36.931698] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:28:37.205908] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:37.479814] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:37.773309] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:38.172930] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:38.556394] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:28:38.911539] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:39.229679] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:39.519110] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:39.519297] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:28:39.519367] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9910 tests [2025-11-21T11:28:39.519416] [INFO ] [CONFIGURE ] CSTM: Testing feature 6/29: add_failed_moves [2025-11-21T11:28:39.519459] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:28:39.760206] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:28:39.996900] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:28:40.248007] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:40.485867] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:40.727615] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:40.971155] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:41.211895] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:28:41.462277] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:41.707177] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:41.961563] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:41.961774] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:28:41.961831] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9909 tests [2025-11-21T11:28:41.961871] [INFO ] [CONFIGURE ] CSTM: Testing feature 7/29: add_lag_shelf [2025-11-21T11:28:41.961941] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:28:42.208162] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:28:42.443617] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:28:42.684611] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:42.925243] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:43.166817] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:43.420375] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:43.657502] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:28:43.896204] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:44.146375] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:44.395831] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:28:44.395990] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:28:44.396038] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9908 tests [2025-11-21T11:28:44.396076] [INFO ] [CONFIGURE ] CSTM: Testing feature 8/29: add_macd [2025-11-21T11:28:44.396111] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:28:44.750573] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:28:45.110720] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:28:45.474709] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:45.843098] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:28:46.213548] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:28:46.576290] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:46.942633] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:28:47.312602] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:47.690361] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:28:48.084060] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:48.084277] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_macd (score: 20.00%) [2025-11-21T11:28:48.084336] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9907 tests [2025-11-21T11:28:48.084388] [INFO ] [CONFIGURE ] CSTM: Testing feature 9/29: add_mfi [2025-11-21T11:28:48.084434] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T11:28:48.380923] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:28:48.677065] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:28:48.944453] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:49.212901] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:49.477835] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:49.744995] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:50.013891] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:28:50.284676] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:50.550124] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:50.833590] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:50.833875] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:28:50.833964] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9906 tests [2025-11-21T11:28:50.834039] [INFO ] [CONFIGURE ] CSTM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:28:50.834108] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:28:51.194826] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:28:51.546460] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:28:51.892611] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:52.237199] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:52.590518] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:52.955532] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:53.303248] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:28:53.662450] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:54.006104] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:54.357402] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:54.357595] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T11:28:54.357670] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9905 tests [2025-11-21T11:28:54.357720] [INFO ] [CONFIGURE ] CSTM: Testing feature 11/29: add_obv_daily [2025-11-21T11:28:54.357764] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T11:28:54.612857] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:28:54.864309] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:28:55.116898] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:55.370235] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:55.640713] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:55.916459] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:28:56.205012] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:28:56.466206] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:56.718397] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:56.959119] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:56.959309] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:28:56.959368] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9904 tests [2025-11-21T11:28:56.959414] [INFO ] [CONFIGURE ] CSTM: Testing feature 12/29: add_obv_interval [2025-11-21T11:28:56.959453] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T11:28:57.184215] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:28:57.411004] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:28:57.639010] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:28:57.891842] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:28:58.128077] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:28:58.382352] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:28:58.630075] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:28:58.863164] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:28:59.101430] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:28:59.336683] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:28:59.336857] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T11:28:59.336931] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9903 tests [2025-11-21T11:28:59.336981] [INFO ] [CONFIGURE ] CSTM: Testing feature 13/29: add_opening_strength [2025-11-21T11:28:59.337023] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:28:59.584639] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:28:59.831732] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:00.104071] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:00.410160] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:29:01.236866] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:29:01.664377] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:01.946675] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:29:02.223097] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:29:02.481410] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:02.740097] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:02.740306] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T11:29:02.740360] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9902 tests [2025-11-21T11:29:02.740407] [INFO ] [CONFIGURE ] CSTM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:29:02.740451] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T11:29:02.981496] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:29:03.251179] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:29:03.519308] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:03.785548] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:04.042219] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:04.291333] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:04.570594] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:04.839841] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:29:05.138679] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:05.416246] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:05.416421] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:29:05.416478] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9901 tests [2025-11-21T11:29:05.416524] [INFO ] [CONFIGURE ] CSTM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:29:05.416567] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T11:29:05.663217] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:29:05.895374] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:29:06.121203] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:06.362239] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:06.611307] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:06.858344] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:07.110595] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:07.365959] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:07.617859] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:07.874135] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:07.874307] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:29:07.874405] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9900 tests [2025-11-21T11:29:07.874449] [INFO ] [CONFIGURE ] CSTM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:29:07.874486] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T11:29:08.135875] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:29:08.443317] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:29:08.719494] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:08.991588] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:09.278973] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:09.563669] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:09.839741] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:10.117759] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:10.391535] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:10.667386] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:10.667570] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:29:10.667629] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9899 tests [2025-11-21T11:29:10.667721] [INFO ] [CONFIGURE ] CSTM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:29:10.667766] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T11:29:10.929135] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:29:11.192584] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:11.452333] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:29:11.715274] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:11.978573] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:12.255532] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:29:12.523931] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:12.793728] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:29:13.061226] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:13.325811] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:13.325985] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:29:13.326040] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9898 tests [2025-11-21T11:29:13.326087] [INFO ] [CONFIGURE ] CSTM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:29:13.326124] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T11:29:13.587726] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:29:13.833209] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:14.088381] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:14.351249] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:14.608235] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:14.878274] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:15.144516] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:15.408369] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:15.673511] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:15.911113] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:15.911301] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:29:15.911509] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9897 tests [2025-11-21T11:29:15.911600] [INFO ] [CONFIGURE ] CSTM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:29:15.911670] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T11:29:16.136464] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:29:16.376105] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:29:16.629913] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:16.881336] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:17.137218] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:17.385885] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:29:17.642351] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:17.903250] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:29:18.154139] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:18.434947] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:18.435128] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:29:18.435321] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9896 tests [2025-11-21T11:29:18.435413] [INFO ] [CONFIGURE ] CSTM: Testing feature 20/29: add_price_rejection [2025-11-21T11:29:18.435487] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T11:29:18.699489] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:29:18.969110] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:29:19.259191] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:19.501112] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:19.746046] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:19.987054] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:29:20.231606] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:20.500911] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:20.760360] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:21.029139] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:29:21.029334] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T11:29:21.029394] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9895 tests [2025-11-21T11:29:21.029444] [INFO ] [CONFIGURE ] CSTM: Testing feature 21/29: add_range_position [2025-11-21T11:29:21.029490] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T11:29:21.303146] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:29:21.559018] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:21.825212] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:29:22.080078] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:22.334233] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:22.592907] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:22.875174] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:29:23.154572] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:29:23.423340] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:23.685607] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:23.685795] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_range_position (score: 40.00%) [2025-11-21T11:29:23.685853] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9894 tests [2025-11-21T11:29:23.685898] [INFO ] [CONFIGURE ] CSTM: Testing feature 22/29: add_realized_volatility [2025-11-21T11:29:23.685939] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T11:29:24.026155] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:29:24.376144] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:24.751447] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:29:25.124827] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:25.484909] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:25.846322] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:26.205424] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:26.564210] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:26.930395] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:27.290286] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:27.290516] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T11:29:27.290580] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9893 tests [2025-11-21T11:29:27.290633] [INFO ] [CONFIGURE ] CSTM: Testing feature 23/29: add_recent_range_context [2025-11-21T11:29:27.290704] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T11:29:27.549270] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:29:27.813057] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:28.078945] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:28.345410] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:28.608976] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:28.868513] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:29.124106] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:29.379793] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:29.638624] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:29.898532] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:29.898915] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T11:29:29.898976] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9892 tests [2025-11-21T11:29:29.899026] [INFO ] [CONFIGURE ] CSTM: Testing feature 24/29: add_rsi [2025-11-21T11:29:29.899070] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T11:29:30.228006] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:29:30.554878] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:30.952443] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:31.327750] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:31.630823] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:31.956053] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:32.279849] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:32.589961] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:29:32.884951] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:29:33.179482] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:29:33.179682] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_rsi (score: 70.00%) [2025-11-21T11:29:33.179743] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9891 tests [2025-11-21T11:29:33.179790] [INFO ] [CONFIGURE ] CSTM: Testing feature 25/29: add_tick_distribution [2025-11-21T11:29:33.179836] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T11:29:33.434442] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:29:33.709432] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:29:33.970310] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:34.222191] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:34.463518] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:34.708997] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:34.967538] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:35.213978] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:35.469799] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:35.725435] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:29:35.725689] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T11:29:35.725795] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9890 tests [2025-11-21T11:29:35.725867] [INFO ] [CONFIGURE ] CSTM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:29:35.725935] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T11:29:35.967011] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:29:36.199614] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:29:36.438433] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:36.672186] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:36.908866] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:37.159580] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:37.395089] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:37.625471] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:37.863420] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:38.101767] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:38.101965] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:29:38.102022] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9889 tests [2025-11-21T11:29:38.102069] [INFO ] [CONFIGURE ] CSTM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:29:38.102113] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T11:29:38.374389] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:29:38.641821] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:38.917922] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:39.191127] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:39.461360] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:39.727837] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:39.992444] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:40.283275] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:40.576516] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:40.847695] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:40.847890] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:29:40.847947] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9888 tests [2025-11-21T11:29:40.847993] [INFO ] [CONFIGURE ] CSTM: Testing feature 28/29: add_volume_profile [2025-11-21T11:29:40.848034] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T11:29:41.114079] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:29:41.373963] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:29:41.624759] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:41.871825] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:42.124727] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:42.387148] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:29:42.649395] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:42.906102] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:43.170336] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:43.445312] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:43.445507] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:29:43.445563] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9887 tests [2025-11-21T11:29:43.445613] [INFO ] [CONFIGURE ] CSTM: Testing feature 29/29: add_vwap [2025-11-21T11:29:43.445692] [INFO ] [CONFIGURE ] CSTM: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T11:29:43.703463] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:29:43.975997] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:29:44.233697] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:29:44.486856] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:29:44.738162] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:29:45.003593] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:45.284359] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:29:45.562615] [DEBUG] [FORECASTER] CSTM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:45.843494] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:29:46.136510] [DEBUG] [FORECASTER] CSTM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:29:46.136714] [INFO ] [CONFIGURE ] CSTM: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:29:46.136775] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9886 tests [2025-11-21T11:29:46.136824] [INFO ] [CONFIGURE ] CSTM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:29:46.136867] [INFO ] [CONFIGURE ] CSTM: Best accuracy: 70.00% [2025-11-21T11:29:46.136924] [INFO ] [CONFIGURE ] CSTM: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T11:29:46.136982] [INFO ] [CONFIGURE ] CSTM: Improvement over baseline: 20.00% [2025-11-21T11:29:46.137030] [INFO ] [CONFIGURE ] CSTM: Total time: 1.3 minutes [2025-11-21T11:29:46.137074] [INFO ] [CONFIGURE ] CSTM: Average time per feature: 2.8 seconds [2025-11-21T11:29:46.137119] [INFO ] [CONFIGURE ] CSTM: Average speed: 0.36 features/sec [2025-11-21T11:29:46.137684] [INFO ] [LOCAL ] Saved configuration for CSTM: 1 features, 70.00% accuracy -> ./output/feature-sets/CSTM.json [2025-11-21T11:29:46.137764] [INFO ] [CONFIGURE ] CSTM: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T11:29:46.137818] [INFO ] [sig ] [386/723] Successfully configured CSTM | 0.01 sym/s | Total: 8.9h | ETA: 7.8h [2025-11-21T11:29:46.137867] [INFO ] [sig ] [387/723] Configuring CSV... [2025-11-21T11:29:46.137905] [INFO ] [CONFIGURE ] CSV: Configurate test run. [2025-11-21T11:29:46.137945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'. [2025-11-21T11:29:46.213215] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSV'. [2025-11-21T11:29:46.213731] [INFO ] [CONFIGURE ] CSV: Testing with 29 available features [2025-11-21T11:29:46.213795] [INFO ] [CONFIGURE ] CSV: Establishing baseline with no features... [2025-11-21T11:29:46.397554] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:29:46.578682] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:29:46.768493] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:29:46.956365] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:29:47.133154] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:29:47.312532] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:29:47.491411] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:29:47.670875] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:47.850580] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:48.032991] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:29:48.033147] [INFO ] [CONFIGURE ] CSV: Baseline score (no features): 70.00% [2025-11-21T11:29:48.033195] [INFO ] [CONFIGURE ] CSV: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:29:48.033233] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:29:48.249893] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:29:48.476407] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:29:48.693770] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:29:48.914561] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:29:49.123817] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:29:49.350792] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:29:49.572745] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:29:49.796110] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:50.014568] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:50.253595] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:29:50.253773] [INFO ] [CONFIGURE ] CSV: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T11:29:50.253842] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9885 tests [2025-11-21T11:29:50.253900] [INFO ] [CONFIGURE ] CSV: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:29:50.253954] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:29:50.486601] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:29:50.724459] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:29:50.959160] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:29:51.198779] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:29:51.425382] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:29:51.653886] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:51.885564] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:29:52.112286] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:52.322496] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:29:52.547763] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:52.547949] [INFO ] [CONFIGURE ] CSV: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T11:29:52.548008] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9884 tests [2025-11-21T11:29:52.548054] [INFO ] [CONFIGURE ] CSV: Testing feature 3/29: add_daily_returns [2025-11-21T11:29:52.548096] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_daily_returns'] [2025-11-21T11:29:52.748200] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:29:52.942821] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:29:53.140273] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:29:53.341161] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:29:53.545001] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:53.741022] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:29:53.951202] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:29:54.164915] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:54.368897] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:54.572016] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:29:54.572188] [INFO ] [CONFIGURE ] CSV: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:29:54.572236] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9883 tests [2025-11-21T11:29:54.572273] [INFO ] [CONFIGURE ] CSV: Testing feature 4/29: add_ema [2025-11-21T11:29:54.572308] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_ema'] [2025-11-21T11:29:54.794783] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:29:55.026487] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:29:55.253331] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:29:55.478035] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:29:55.705338] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:29:55.930260] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:29:56.160571] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:29:56.384161] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:56.605538] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:56.830471] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:56.830663] [INFO ] [CONFIGURE ] CSV: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:29:56.830739] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9882 tests [2025-11-21T11:29:56.830791] [INFO ] [CONFIGURE ] CSV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:29:56.830846] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:29:57.053413] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:29:57.277701] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:29:57.506144] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:29:57.747715] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:29:57.967473] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:29:58.191296] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:29:58.419197] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:29:58.666788] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:29:58.908527] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:29:59.147025] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:29:59.147236] [INFO ] [CONFIGURE ] CSV: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:29:59.147294] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9881 tests [2025-11-21T11:29:59.147332] [INFO ] [CONFIGURE ] CSV: Testing feature 6/29: add_failed_moves [2025-11-21T11:29:59.147398] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_failed_moves'] [2025-11-21T11:29:59.343709] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:29:59.537637] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:29:59.735378] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:29:59.928720] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:00.137243] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:00.336770] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:00.532241] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:01.428363] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:01.767659] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:01.968097] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:01.968270] [INFO ] [CONFIGURE ] CSV: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:30:01.968316] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9880 tests [2025-11-21T11:30:01.968353] [INFO ] [CONFIGURE ] CSV: Testing feature 7/29: add_lag_shelf [2025-11-21T11:30:01.968387] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_lag_shelf'] [2025-11-21T11:30:02.149338] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:02.339403] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:30:02.533685] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:02.723599] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:02.905115] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:03.093131] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:03.276854] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:03.455782] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:03.652802] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:03.868454] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:03.868838] [INFO ] [CONFIGURE ] CSV: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:30:03.868972] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9879 tests [2025-11-21T11:30:03.869062] [INFO ] [CONFIGURE ] CSV: Testing feature 8/29: add_macd [2025-11-21T11:30:03.869140] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:30:04.191121] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:30:04.479323] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:04.754740] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:05.042451] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:05.329879] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:30:05.612420] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:05.893533] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:06.171505] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:06.450216] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:06.729744] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:06.729923] [INFO ] [CONFIGURE ] CSV: DISCARDED add_macd (score: 50.00%) [2025-11-21T11:30:06.729981] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9878 tests [2025-11-21T11:30:06.730028] [INFO ] [CONFIGURE ] CSV: Testing feature 9/29: add_mfi [2025-11-21T11:30:06.730071] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_mfi'] [2025-11-21T11:30:06.911237] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:07.123751] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:07.332933] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:07.551008] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:07.787598] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:08.007426] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:08.222505] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:08.430282] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:08.664593] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:08.878911] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:08.879093] [INFO ] [CONFIGURE ] CSV: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:30:08.879144] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9877 tests [2025-11-21T11:30:08.879183] [INFO ] [CONFIGURE ] CSV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:30:08.879220] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:30:09.206862] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:09.507321] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:09.809896] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:10.110849] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:10.412084] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:30:10.712569] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:11.020983] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:30:11.343264] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:11.667320] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:11.989098] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:11.989311] [INFO ] [CONFIGURE ] CSV: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T11:30:11.989374] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9876 tests [2025-11-21T11:30:11.989436] [INFO ] [CONFIGURE ] CSV: Testing feature 11/29: add_obv_daily [2025-11-21T11:30:11.989490] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_obv_daily'] [2025-11-21T11:30:12.215839] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:12.446875] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:12.669802] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:30:12.895975] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:13.094913] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:30:13.315214] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:13.534970] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:30:13.770331] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:14.031878] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:14.285455] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:14.285694] [INFO ] [CONFIGURE ] CSV: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T11:30:14.286011] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9875 tests [2025-11-21T11:30:14.286055] [INFO ] [CONFIGURE ] CSV: Testing feature 12/29: add_obv_interval [2025-11-21T11:30:14.286092] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_obv_interval'] [2025-11-21T11:30:14.511189] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:14.744874] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:14.973172] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:15.206382] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:15.432339] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:15.666549] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:15.897137] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:16.111991] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:16.335044] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:16.563980] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:16.564181] [INFO ] [CONFIGURE ] CSV: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T11:30:16.564230] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9874 tests [2025-11-21T11:30:16.564270] [INFO ] [CONFIGURE ] CSV: Testing feature 13/29: add_opening_strength [2025-11-21T11:30:16.564306] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:30:16.803512] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:17.044710] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:17.275243] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:17.506739] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:17.740890] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:30:17.972253] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:18.218007] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:30:18.477701] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:18.782035] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:19.082192] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:19.082393] [INFO ] [CONFIGURE ] CSV: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:30:19.082443] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9873 tests [2025-11-21T11:30:19.082483] [INFO ] [CONFIGURE ] CSV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:30:19.082518] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:30:19.333237] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:19.563483] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:19.788550] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:20.009355] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:20.234242] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:20.452362] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:20.672092] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:20.896366] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:21.111887] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:30:21.327804] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:21.327970] [INFO ] [CONFIGURE ] CSV: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T11:30:21.328017] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9872 tests [2025-11-21T11:30:21.328055] [INFO ] [CONFIGURE ] CSV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:30:21.328089] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T11:30:21.515010] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:21.701762] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:21.890090] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:22.080581] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:22.267564] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:30:22.453228] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:22.655144] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:22.849628] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:23.042477] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:23.231056] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:23.231227] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T11:30:23.231276] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9871 tests [2025-11-21T11:30:23.231315] [INFO ] [CONFIGURE ] CSV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:30:23.231353] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T11:30:23.442639] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:23.661014] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:30:23.884396] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:24.100765] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:24.334378] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:24.540055] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:24.752285] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:24.962450] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:25.178858] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:25.398704] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:25.398888] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:30:25.398936] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9870 tests [2025-11-21T11:30:25.398973] [INFO ] [CONFIGURE ] CSV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:30:25.399008] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_pbf_return_2d'] [2025-11-21T11:30:25.636701] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:25.869540] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:26.093830] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:26.316798] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:30:26.542140] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:26.781855] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:27.030667] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:27.267274] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:27.491492] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:27.725522] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:27.725724] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:30:27.725805] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9869 tests [2025-11-21T11:30:27.725861] [INFO ] [CONFIGURE ] CSV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:30:27.725910] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T11:30:27.928561] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:28.130696] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:28.335129] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:28.548469] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:28.761391] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:28.970450] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:29.184615] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:29.384725] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:29.581456] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:29.778731] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:29.778898] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:30:29.778947] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9868 tests [2025-11-21T11:30:29.779010] [INFO ] [CONFIGURE ] CSV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:30:29.779046] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T11:30:29.973337] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:30.175388] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:30.370742] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:30.567245] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:30.761219] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:30:30.952209] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:31.141138] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:31.332145] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:31.527762] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:31.720091] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:31.720253] [INFO ] [CONFIGURE ] CSV: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:30:31.720300] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9867 tests [2025-11-21T11:30:31.720338] [INFO ] [CONFIGURE ] CSV: Testing feature 20/29: add_price_rejection [2025-11-21T11:30:31.720373] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_price_rejection'] [2025-11-21T11:30:31.935061] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:32.143620] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:32.361866] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:32.549473] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:32.742261] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:32.936106] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:33.117571] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:33.316343] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:33.524778] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:30:33.733435] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:33.733614] [INFO ] [CONFIGURE ] CSV: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T11:30:33.733679] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9866 tests [2025-11-21T11:30:33.733747] [INFO ] [CONFIGURE ] CSV: Testing feature 21/29: add_range_position [2025-11-21T11:30:33.733804] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_range_position'] [2025-11-21T11:30:33.959153] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:34.191234] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:34.425069] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:34.657448] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:30:34.879700] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:35.086161] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:35.314968] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:35.552666] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:35.780550] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:36.009916] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:36.010089] [INFO ] [CONFIGURE ] CSV: DISCARDED add_range_position (score: 30.00%) [2025-11-21T11:30:36.010137] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9865 tests [2025-11-21T11:30:36.010173] [INFO ] [CONFIGURE ] CSV: Testing feature 22/29: add_realized_volatility [2025-11-21T11:30:36.010207] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_realized_volatility'] [2025-11-21T11:30:36.318248] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:36.631965] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:30:36.950628] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:37.266522] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:37.588513] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:37.894994] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:38.226962] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:38.564870] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:38.904767] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:39.205508] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:39.205771] [INFO ] [CONFIGURE ] CSV: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:30:39.205840] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9864 tests [2025-11-21T11:30:39.205909] [INFO ] [CONFIGURE ] CSV: Testing feature 23/29: add_recent_range_context [2025-11-21T11:30:39.205963] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_recent_range_context'] [2025-11-21T11:30:39.414359] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:39.621343] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:30:39.834209] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:40.034451] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:40.237567] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:30:40.437845] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:40.636448] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:40.846192] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:41.046248] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:41.255989] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:41.256199] [INFO ] [CONFIGURE ] CSV: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T11:30:41.256250] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9863 tests [2025-11-21T11:30:41.256288] [INFO ] [CONFIGURE ] CSV: Testing feature 24/29: add_rsi [2025-11-21T11:30:41.256324] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T11:30:41.517600] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:41.780306] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:30:42.043941] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:42.297450] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:42.552554] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:42.816394] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:43.078209] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:30:43.349924] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:43.610070] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:43.858719] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:43.858890] [INFO ] [CONFIGURE ] CSV: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:30:43.858947] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9862 tests [2025-11-21T11:30:43.858993] [INFO ] [CONFIGURE ] CSV: Testing feature 25/29: add_tick_distribution [2025-11-21T11:30:43.859035] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_tick_distribution'] [2025-11-21T11:30:44.062360] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:44.261027] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:44.453547] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:44.654047] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:44.865590] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:45.078693] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:45.331835] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:45.543855] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:45.751021] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:45.951074] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:45.951251] [INFO ] [CONFIGURE ] CSV: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T11:30:45.951297] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9861 tests [2025-11-21T11:30:45.951334] [INFO ] [CONFIGURE ] CSV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:30:45.951368] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T11:30:46.156308] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:46.362552] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:46.568039] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:46.758817] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:46.954556] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:47.154078] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:47.355721] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:47.553173] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:47.751094] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:47.947280] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:47.947499] [INFO ] [CONFIGURE ] CSV: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:30:47.947549] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9860 tests [2025-11-21T11:30:47.947587] [INFO ] [CONFIGURE ] CSV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:30:47.947621] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_volume_price_divergence'] [2025-11-21T11:30:48.152895] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:48.360411] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:30:48.573227] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:48.782332] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:48.989563] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:49.197846] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:49.406306] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:49.629444] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:49.837875] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:50.047045] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:50.047233] [INFO ] [CONFIGURE ] CSV: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:30:50.047283] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9859 tests [2025-11-21T11:30:50.047321] [INFO ] [CONFIGURE ] CSV: Testing feature 28/29: add_volume_profile [2025-11-21T11:30:50.047357] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_volume_profile'] [2025-11-21T11:30:50.249267] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:50.451714] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:30:50.656314] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:50.860916] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:51.062966] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:51.271067] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:51.477283] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:51.681526] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:51.889136] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:52.094384] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:30:52.094547] [INFO ] [CONFIGURE ] CSV: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T11:30:52.094595] [INFO ] [CONFIGURE ] JOB ETA: 7.8h | Avg: 2.8s/test | Remaining: 9858 tests [2025-11-21T11:30:52.094634] [INFO ] [CONFIGURE ] CSV: Testing feature 29/29: add_vwap [2025-11-21T11:30:52.094691] [INFO ] [CONFIGURE ] CSV: Testing with features: ['add_vwap'] [2025-11-21T11:30:52.295443] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:52.495971] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:30:52.701527] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:52.902535] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:30:53.110395] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:30:53.310590] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:53.513996] [DEBUG] [FORECASTER] CSV: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:30:53.725160] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:30:53.931242] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:30:54.134272] [DEBUG] [FORECASTER] CSV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:30:54.134431] [INFO ] [CONFIGURE ] CSV: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:30:54.134480] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9857 tests [2025-11-21T11:30:54.134520] [INFO ] [CONFIGURE ] CSV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:30:54.134555] [INFO ] [CONFIGURE ] CSV: Best accuracy: 70.00% [2025-11-21T11:30:54.134589] [INFO ] [CONFIGURE ] CSV: Best feature set (0 features): [] [2025-11-21T11:30:54.134621] [INFO ] [CONFIGURE ] CSV: Improvement over baseline: 0.00% [2025-11-21T11:30:54.134672] [INFO ] [CONFIGURE ] CSV: Total time: 1.1 minutes [2025-11-21T11:30:54.134730] [INFO ] [CONFIGURE ] CSV: Average time per feature: 2.3 seconds [2025-11-21T11:30:54.134776] [INFO ] [CONFIGURE ] CSV: Average speed: 0.44 features/sec [2025-11-21T11:30:54.135216] [INFO ] [LOCAL ] Saved configuration for CSV: 0 features, 70.00% accuracy -> ./output/feature-sets/CSV.json [2025-11-21T11:30:54.135285] [INFO ] [CONFIGURE ] CSV: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T11:30:54.135338] [INFO ] [sig ] [387/723] Successfully configured CSV | 0.01 sym/s | Total: 9.0h | ETA: 7.8h [2025-11-21T11:30:54.135387] [INFO ] [sig ] [388/723] Configuring CTBB... [2025-11-21T11:30:54.135432] [INFO ] [CONFIGURE ] CTBB: Configurate test run. [2025-11-21T11:30:54.135477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-11-21T11:30:54.211464] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTBB'. [2025-11-21T11:30:54.211860] [INFO ] [CONFIGURE ] CTBB: Testing with 29 available features [2025-11-21T11:30:54.211926] [INFO ] [CONFIGURE ] CTBB: Establishing baseline with no features... [2025-11-21T11:30:54.383818] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:30:54.556903] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:30:54.739137] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:30:54.919894] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:30:55.101488] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:55.282414] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:55.460053] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:30:55.637236] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:30:55.814333] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:30:55.985038] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:30:55.985376] [INFO ] [CONFIGURE ] CTBB: Baseline score (no features): 40.00% [2025-11-21T11:30:55.985475] [INFO ] [CONFIGURE ] CTBB: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:30:55.985551] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:30:56.184987] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:30:56.397967] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:30:56.618950] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:30:56.832253] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:30:57.043390] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:57.257797] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:30:57.482213] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:30:57.695574] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:30:57.908397] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:30:58.121208] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:30:58.121556] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T11:30:58.121675] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9856 tests [2025-11-21T11:30:58.121763] [INFO ] [CONFIGURE ] CTBB: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:30:58.121838] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:30:58.340069] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:30:58.560442] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:30:58.809178] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:30:59.043174] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:30:59.273183] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:30:59.490309] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:30:59.694701] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:30:59.905332] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:31:00.127930] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:31:00.362339] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:00.362559] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T11:31:00.362614] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9855 tests [2025-11-21T11:31:00.362678] [INFO ] [CONFIGURE ] CTBB: Testing feature 3/29: add_daily_returns [2025-11-21T11:31:00.362752] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_daily_returns'] [2025-11-21T11:31:00.558158] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:01.498410] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:01.706729] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:02.032202] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:02.236596] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:02.433614] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:02.623971] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:02.822731] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:03.015433] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:03.209112] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:03.209304] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T11:31:03.209380] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9854 tests [2025-11-21T11:31:03.209422] [INFO ] [CONFIGURE ] CTBB: Testing feature 4/29: add_ema [2025-11-21T11:31:03.209459] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_ema'] [2025-11-21T11:31:03.419027] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:03.630501] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:03.883078] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:04.103953] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:04.321420] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:04.552666] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:31:04.767234] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:05.008371] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:05.248105] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:31:05.476419] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:05.476600] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_ema (score: 40.00%) [2025-11-21T11:31:05.476667] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9853 tests [2025-11-21T11:31:05.476733] [INFO ] [CONFIGURE ] CTBB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:31:05.476786] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:31:05.704600] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:05.935293] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:06.158005] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:06.379382] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:06.597435] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:06.840832] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:07.075086] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:07.298068] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:07.519309] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:07.744231] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:07.744410] [INFO ] [CONFIGURE ] CTBB: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T11:31:07.744466] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9852 tests [2025-11-21T11:31:07.744514] [INFO ] [CONFIGURE ] CTBB: Testing feature 6/29: add_failed_moves [2025-11-21T11:31:07.744556] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T11:31:07.970557] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:08.215959] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:08.456861] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:31:08.691411] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:08.927408] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:09.183323] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:09.437333] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:09.699292] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:09.937361] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:10.182923] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:10.183108] [INFO ] [CONFIGURE ] CTBB: KEPT add_failed_moves (score: 60.00%) [2025-11-21T11:31:10.183165] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9851 tests [2025-11-21T11:31:10.183215] [INFO ] [CONFIGURE ] CTBB: Testing feature 7/29: add_lag_shelf [2025-11-21T11:31:10.183261] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T11:31:10.420799] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:10.659730] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:31:10.891224] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:11.134369] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:31:11.373190] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:11.608228] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:11.856995] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:12.126113] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:12.374492] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:12.628427] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:12.628623] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:31:12.628714] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9850 tests [2025-11-21T11:31:12.628766] [INFO ] [CONFIGURE ] CTBB: Testing feature 8/29: add_macd [2025-11-21T11:31:12.628812] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T11:31:12.926787] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:13.228390] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:13.521090] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:13.825870] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:14.152135] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:14.467428] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:14.776895] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:15.072579] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:15.375964] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:31:15.675108] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:15.675319] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_macd (score: 60.00%) [2025-11-21T11:31:15.675378] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9849 tests [2025-11-21T11:31:15.675425] [INFO ] [CONFIGURE ] CTBB: Testing feature 9/29: add_mfi [2025-11-21T11:31:15.675467] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T11:31:15.928813] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:16.177850] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:16.413910] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:16.686351] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:16.942217] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:17.177009] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:17.410203] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:31:17.645759] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:31:17.882590] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:18.129853] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:18.130140] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:31:18.130199] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9848 tests [2025-11-21T11:31:18.130249] [INFO ] [CONFIGURE ] CTBB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:31:18.130293] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:31:18.478994] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:18.825729] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:19.170702] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:19.508805] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:31:19.832228] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:20.184881] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:20.558588] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:20.930083] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:21.294096] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:21.655910] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:21.656123] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T11:31:21.656179] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9847 tests [2025-11-21T11:31:21.656227] [INFO ] [CONFIGURE ] CTBB: Testing feature 11/29: add_obv_daily [2025-11-21T11:31:21.656270] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T11:31:21.931926] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:22.225993] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:22.472786] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:22.728868] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:22.975190] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:23.220493] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:31:23.470563] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:23.716838] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:23.963025] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:24.213220] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:24.213664] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T11:31:24.213725] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9846 tests [2025-11-21T11:31:24.213772] [INFO ] [CONFIGURE ] CTBB: Testing feature 12/29: add_obv_interval [2025-11-21T11:31:24.213817] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T11:31:24.465525] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:24.704612] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:24.955950] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:31:25.206520] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:25.451718] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:25.693264] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:31:25.935162] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:31:26.185405] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:26.456686] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:31:26.718118] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:26.718323] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:31:26.718382] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9845 tests [2025-11-21T11:31:26.718432] [INFO ] [CONFIGURE ] CTBB: Testing feature 13/29: add_opening_strength [2025-11-21T11:31:26.718477] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:31:27.050100] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:27.421791] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:27.761015] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:28.016325] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:28.272962] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:28.533631] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:28.807259] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:29.073295] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:29.335401] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:29.606783] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:29.607009] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T11:31:29.607071] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9844 tests [2025-11-21T11:31:29.607118] [INFO ] [CONFIGURE ] CTBB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:31:29.607161] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T11:31:29.861813] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:30.130077] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:30.402222] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:30.670834] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:30.945469] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:31.222725] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:31.482262] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:31.741959] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:32.010837] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:31:32.300692] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:32.300990] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T11:31:32.301089] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9843 tests [2025-11-21T11:31:32.301167] [INFO ] [CONFIGURE ] CTBB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:31:32.301246] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T11:31:32.542919] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:32.782407] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:33.021333] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:33.258158] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:33.490450] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:33.724482] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:33.962202] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:34.201007] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:31:34.446496] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:34.680546] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:34.680756] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T11:31:34.680814] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9842 tests [2025-11-21T11:31:34.680862] [INFO ] [CONFIGURE ] CTBB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:31:34.680905] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T11:31:34.930697] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:35.184341] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:35.434615] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:31:35.701991] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:31:35.964381] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:36.227129] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:31:36.484590] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:36.738688] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:36.995245] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:37.250439] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:37.250639] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T11:31:37.250720] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9841 tests [2025-11-21T11:31:37.250773] [INFO ] [CONFIGURE ] CTBB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:31:37.250818] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T11:31:37.504434] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:37.760422] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:38.013116] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:31:38.285589] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:31:38.534379] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:38.806401] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:39.092346] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:31:39.384279] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:39.674827] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:39.952305] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:39.952499] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:31:39.952557] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9840 tests [2025-11-21T11:31:39.952606] [INFO ] [CONFIGURE ] CTBB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:31:39.952673] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T11:31:40.174560] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:40.403251] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:40.627835] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:40.851898] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:41.076617] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:41.310263] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:31:41.545166] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:41.787369] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:42.036842] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:42.299306] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:42.299619] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T11:31:42.299703] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9839 tests [2025-11-21T11:31:42.299752] [INFO ] [CONFIGURE ] CTBB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:31:42.299797] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T11:31:42.570210] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:42.828441] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:43.063530] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:43.304420] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:43.541983] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:43.786505] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:44.022574] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:44.286592] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:44.551238] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:44.813408] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:44.813597] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T11:31:44.813674] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9838 tests [2025-11-21T11:31:44.813723] [INFO ] [CONFIGURE ] CTBB: Testing feature 20/29: add_price_rejection [2025-11-21T11:31:44.813767] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T11:31:45.079540] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:45.351178] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:45.608582] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:45.872489] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:46.131512] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:46.390674] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:46.659713] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:46.917870] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:47.180351] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:47.464433] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:47.464606] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T11:31:47.464685] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9837 tests [2025-11-21T11:31:47.464735] [INFO ] [CONFIGURE ] CTBB: Testing feature 21/29: add_range_position [2025-11-21T11:31:47.464780] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T11:31:47.755490] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:48.046855] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:48.320751] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:31:48.603705] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:48.894589] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:49.174926] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:49.467077] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:49.750885] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:31:50.037045] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:50.325320] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:50.325527] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_range_position (score: 40.00%) [2025-11-21T11:31:50.325588] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9836 tests [2025-11-21T11:31:50.325659] [INFO ] [CONFIGURE ] CTBB: Testing feature 22/29: add_realized_volatility [2025-11-21T11:31:50.325712] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T11:31:50.703659] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:51.086089] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:51.449944] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:31:51.824271] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:31:52.192589] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:31:52.555794] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:52.937837] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:31:53.297431] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:53.669213] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:31:54.041488] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:31:54.041728] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:31:54.041789] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9835 tests [2025-11-21T11:31:54.041840] [INFO ] [CONFIGURE ] CTBB: Testing feature 23/29: add_recent_range_context [2025-11-21T11:31:54.041882] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T11:31:54.288263] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:54.546621] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:31:54.795693] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:31:55.044403] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:55.287459] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:55.533994] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:31:55.785198] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:31:56.065367] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:56.318758] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:56.558966] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:56.559172] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T11:31:56.559232] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9834 tests [2025-11-21T11:31:56.559283] [INFO ] [CONFIGURE ] CTBB: Testing feature 24/29: add_rsi [2025-11-21T11:31:56.559330] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T11:31:56.852391] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:31:57.148284] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:31:57.437191] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:31:57.732106] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:31:58.031728] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:31:58.338065] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:31:58.657304] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:31:58.986113] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:31:59.291032] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:31:59.590712] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:31:59.590907] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:31:59.590976] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9833 tests [2025-11-21T11:31:59.591034] [INFO ] [CONFIGURE ] CTBB: Testing feature 25/29: add_tick_distribution [2025-11-21T11:31:59.591088] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T11:31:59.841441] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:32:00.120941] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:00.377727] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:32:00.633450] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:00.888689] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:01.826855] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:02.145024] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:32:02.404168] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:32:02.659030] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:02.917525] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:02.917736] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T11:32:02.917800] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9832 tests [2025-11-21T11:32:02.917848] [INFO ] [CONFIGURE ] CTBB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:32:02.917910] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T11:32:03.169926] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:32:03.411310] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:03.662414] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:32:03.907107] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:04.159482] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:32:04.417120] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:04.678364] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:32:05.007274] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:32:05.280534] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:05.538255] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:05.538424] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T11:32:05.538481] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9831 tests [2025-11-21T11:32:05.538528] [INFO ] [CONFIGURE ] CTBB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:32:05.538570] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T11:32:05.797090] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:32:06.060266] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:06.321616] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:32:06.582586] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:32:06.846742] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:32:07.110412] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:32:07.377223] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:32:07.643808] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:32:07.908468] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:32:08.176804] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:08.177024] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T11:32:08.177085] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9830 tests [2025-11-21T11:32:08.177134] [INFO ] [CONFIGURE ] CTBB: Testing feature 28/29: add_volume_profile [2025-11-21T11:32:08.177178] [INFO ] [CONFIGURE ] CTBB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T11:32:08.435614] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:32:08.732902] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:09.005772] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:32:09.253447] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:09.501354] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:32:09.776284] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:10.034978] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:32:10.286452] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:32:10.541345] [DEBUG] [FORECASTER] CTBB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:10.807071] [DEBUG] [FORECASTER] CTBB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:10.807265] [INFO ] [CONFIGURE ] CTBB: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T11:32:10.807323] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9829 tests [2025-11-21T11:32:10.807362] [INFO ] [CONFIGURE ] CTBB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:32:10.807399] [INFO ] [CONFIGURE ] CTBB: Best accuracy: 60.00% [2025-11-21T11:32:10.807444] [INFO ] [CONFIGURE ] CTBB: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T11:32:10.807512] [INFO ] [CONFIGURE ] CTBB: Improvement over baseline: 20.00% [2025-11-21T11:32:10.807554] [INFO ] [CONFIGURE ] CTBB: Total time: 1.2 minutes [2025-11-21T11:32:10.807593] [INFO ] [CONFIGURE ] CTBB: Average time per feature: 2.7 seconds [2025-11-21T11:32:10.807631] [INFO ] [CONFIGURE ] CTBB: Average speed: 0.39 features/sec [2025-11-21T11:32:10.808004] [INFO ] [LOCAL ] Saved configuration for CTBB: 3 features, 60.00% accuracy -> ./output/feature-sets/CTBB.json [2025-11-21T11:32:10.808067] [INFO ] [CONFIGURE ] CTBB: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T11:32:10.808114] [INFO ] [sig ] [388/723] Successfully configured CTBB | 0.01 sym/s | Total: 9.0h | ETA: 7.7h [2025-11-21T11:32:10.808158] [INFO ] [sig ] [389/723] Configuring CTDD... [2025-11-21T11:32:10.808197] [INFO ] [CONFIGURE ] CTDD: Configurate test run. [2025-11-21T11:32:10.808237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-11-21T11:32:10.915833] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTDD'. [2025-11-21T11:32:10.916196] [INFO ] [CONFIGURE ] CTDD: Testing with 29 available features [2025-11-21T11:32:10.916261] [INFO ] [CONFIGURE ] CTDD: Establishing baseline with no features... [2025-11-21T11:32:11.096546] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:11.273099] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:11.447000] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:11.623107] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:11.814033] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:11.983591] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:12.155310] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:12.328984] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:12.500184] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:12.667635] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:32:12.667811] [INFO ] [CONFIGURE ] CTDD: Baseline score (no features): 70.00% [2025-11-21T11:32:12.667858] [INFO ] [CONFIGURE ] CTDD: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:32:12.667896] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:32:12.872449] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:32:13.083673] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:13.294387] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:13.526058] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:13.743372] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:13.979598] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:14.199159] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:32:14.429324] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:14.711927] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:15.030510] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:32:15.030793] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T11:32:15.030945] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9828 tests [2025-11-21T11:32:15.031090] [INFO ] [CONFIGURE ] CTDD: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:32:15.031204] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:32:15.306683] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:15.518810] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:15.713758] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:15.888523] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:16.087529] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:16.288694] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:16.498911] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:16.712533] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:16.915253] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:17.118383] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:17.118586] [INFO ] [CONFIGURE ] CTDD: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T11:32:17.118634] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9827 tests [2025-11-21T11:32:17.118719] [INFO ] [CONFIGURE ] CTDD: Testing feature 3/29: add_daily_returns [2025-11-21T11:32:17.118956] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:32:17.337667] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:17.554479] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:17.770211] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:17.982918] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:32:18.202690] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:18.419986] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:32:18.633911] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:18.856201] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:19.074370] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:19.293091] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:32:19.293255] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:32:19.293301] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9826 tests [2025-11-21T11:32:19.293339] [INFO ] [CONFIGURE ] CTDD: Testing feature 4/29: add_ema [2025-11-21T11:32:19.293374] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T11:32:19.545191] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:19.803982] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:20.075482] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:20.342277] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:20.607490] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:20.872562] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:21.129173] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:21.381820] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:32:21.637680] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:21.892505] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:21.892695] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_ema (score: 70.00%) [2025-11-21T11:32:21.892754] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9825 tests [2025-11-21T11:32:21.892804] [INFO ] [CONFIGURE ] CTDD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:32:21.892845] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:32:22.140429] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:32:22.387220] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:22.637762] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:22.888269] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:32:23.141181] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:23.395554] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:23.648300] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:23.917708] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:24.190970] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:24.458747] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:24.458931] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:32:24.458990] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9824 tests [2025-11-21T11:32:24.459038] [INFO ] [CONFIGURE ] CTDD: Testing feature 6/29: add_failed_moves [2025-11-21T11:32:24.459083] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:32:24.695868] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:32:24.915224] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:25.126809] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:25.338846] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:25.554012] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:25.769417] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:25.985294] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:26.200584] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:26.413912] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:26.624801] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:26.624983] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:32:26.625040] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9823 tests [2025-11-21T11:32:26.625088] [INFO ] [CONFIGURE ] CTDD: Testing feature 7/29: add_lag_shelf [2025-11-21T11:32:26.625131] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:32:26.843148] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:27.063564] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:27.298242] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:27.531067] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:27.755042] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:27.969123] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:28.180820] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:28.383711] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:28.585839] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:28.796945] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:28.797134] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T11:32:28.797183] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9822 tests [2025-11-21T11:32:28.797221] [INFO ] [CONFIGURE ] CTDD: Testing feature 8/29: add_macd [2025-11-21T11:32:28.797258] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:32:29.107183] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:29.412826] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:29.758285] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:30.109083] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:30.452826] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:30.804096] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:31.149506] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:31.492311] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:31.843396] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:32.193608] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:32.193844] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_macd (score: 70.00%) [2025-11-21T11:32:32.193903] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9821 tests [2025-11-21T11:32:32.193951] [INFO ] [CONFIGURE ] CTDD: Testing feature 9/29: add_mfi [2025-11-21T11:32:32.193994] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T11:32:32.451876] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:32.705740] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:32.964444] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:33.216624] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:33.472524] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:32:33.729343] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:33.992460] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:34.257692] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:34.514804] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:34.777710] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:34.777924] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_mfi (score: 70.00%) [2025-11-21T11:32:34.777985] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9820 tests [2025-11-21T11:32:34.778037] [INFO ] [CONFIGURE ] CTDD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:32:34.778076] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:32:35.116280] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:32:35.452886] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:35.789680] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:36.133264] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:32:36.485275] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:36.827891] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:32:37.179496] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:37.519160] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:37.858082] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:38.198578] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:38.198807] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:32:38.198870] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9819 tests [2025-11-21T11:32:38.198939] [INFO ] [CONFIGURE ] CTDD: Testing feature 11/29: add_obv_daily [2025-11-21T11:32:38.198991] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T11:32:38.457334] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:38.715080] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:38.995144] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:39.265273] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:39.525459] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:39.789664] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:40.047956] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:40.307817] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:40.570879] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:40.835116] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:40.835312] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T11:32:40.835368] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9818 tests [2025-11-21T11:32:40.835416] [INFO ] [CONFIGURE ] CTDD: Testing feature 12/29: add_obv_interval [2025-11-21T11:32:40.835456] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T11:32:41.076818] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:41.317836] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:41.563348] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:41.815762] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:42.066128] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:42.306114] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:42.553548] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:42.798559] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:43.044317] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:43.288905] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:43.289099] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T11:32:43.289159] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9817 tests [2025-11-21T11:32:43.289206] [INFO ] [CONFIGURE ] CTDD: Testing feature 13/29: add_opening_strength [2025-11-21T11:32:43.289248] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:32:43.561326] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:32:43.858948] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:44.151256] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:44.434766] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:44.720348] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:44.998374] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:45.272129] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:45.556475] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:32:45.821698] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:46.069245] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:32:46.069438] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T11:32:46.069509] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9816 tests [2025-11-21T11:32:46.069567] [INFO ] [CONFIGURE ] CTDD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:32:46.069626] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T11:32:46.317283] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:32:46.549575] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:46.798185] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:47.031923] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:47.282844] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:47.527018] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:47.772258] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:48.011966] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:48.252731] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:48.509284] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:48.509522] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:32:48.509592] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9815 tests [2025-11-21T11:32:48.509660] [INFO ] [CONFIGURE ] CTDD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:32:48.509711] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T11:32:48.760344] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:32:49.005093] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:49.241358] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:49.478303] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:32:49.721021] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:49.975247] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:32:50.206123] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:50.439343] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:50.672455] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:50.907963] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:50.908130] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:32:50.908176] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9814 tests [2025-11-21T11:32:50.908218] [INFO ] [CONFIGURE ] CTDD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:32:50.908255] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T11:32:51.161360] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:51.412450] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:51.666387] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:51.922398] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:52.180533] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:52.441338] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:52.695244] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:52.952313] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:53.216718] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:53.473790] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:32:53.473970] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:32:53.474027] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9813 tests [2025-11-21T11:32:53.474100] [INFO ] [CONFIGURE ] CTDD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:32:53.474160] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T11:32:53.723227] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:53.971163] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:32:54.212154] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:54.443231] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:54.697882] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:54.944709] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:32:55.191857] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:55.438288] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:32:55.681827] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:55.938467] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:55.938664] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:32:55.938726] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9812 tests [2025-11-21T11:32:55.938776] [INFO ] [CONFIGURE ] CTDD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:32:55.938820] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T11:32:56.164584] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:32:56.382377] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:56.596228] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:56.809297] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:57.040756] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:57.274490] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:32:57.506841] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:57.737134] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:32:57.964729] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:32:58.192194] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:32:58.192412] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T11:32:58.192462] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9811 tests [2025-11-21T11:32:58.192503] [INFO ] [CONFIGURE ] CTDD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:32:58.192540] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T11:32:58.413858] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:32:58.634944] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:32:58.858571] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:32:59.098013] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:32:59.322948] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:32:59.546978] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:32:59.773903] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:32:59.999995] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:33:00.232581] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:00.476657] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:33:00.476830] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T11:33:00.476878] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9810 tests [2025-11-21T11:33:00.476989] [INFO ] [CONFIGURE ] CTDD: Testing feature 20/29: add_price_rejection [2025-11-21T11:33:00.477030] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T11:33:00.721457] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:33:00.963298] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:33:01.899563] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:02.170046] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:02.403735] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:02.637985] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:33:02.874216] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:03.116362] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:33:03.354604] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:03.606845] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:33:03.607084] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:33:03.607156] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9809 tests [2025-11-21T11:33:03.607206] [INFO ] [CONFIGURE ] CTDD: Testing feature 21/29: add_range_position [2025-11-21T11:33:03.607250] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T11:33:03.869086] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:33:04.134662] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:33:04.413867] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:04.694896] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:04.983358] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:05.249479] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:33:05.514055] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:05.778694] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:33:06.042278] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:06.310796] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:33:06.310970] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_range_position (score: 40.00%) [2025-11-21T11:33:06.311029] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9808 tests [2025-11-21T11:33:06.311078] [INFO ] [CONFIGURE ] CTDD: Testing feature 22/29: add_realized_volatility [2025-11-21T11:33:06.311122] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T11:33:06.655736] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:33:07.015574] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:33:07.419399] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:07.818400] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:08.213196] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:08.555802] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:08.907743] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:09.271881] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:33:09.616409] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:09.978067] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:33:09.978259] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T11:33:09.978319] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9807 tests [2025-11-21T11:33:09.978368] [INFO ] [CONFIGURE ] CTDD: Testing feature 23/29: add_recent_range_context [2025-11-21T11:33:09.978413] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T11:33:10.226328] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:33:10.475669] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:33:10.720972] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:10.972873] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:11.220663] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:11.470671] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:11.721784] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:11.968926] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:33:12.213730] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:12.462699] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:33:12.462888] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:33:12.462947] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9806 tests [2025-11-21T11:33:12.462998] [INFO ] [CONFIGURE ] CTDD: Testing feature 24/29: add_rsi [2025-11-21T11:33:12.463042] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T11:33:12.752517] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:33:13.046185] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:33:13.334617] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:13.634502] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:13.925250] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:33:14.221308] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:14.521264] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:14.824693] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:33:15.118167] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:15.419956] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:33:15.420144] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:33:15.420206] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9805 tests [2025-11-21T11:33:15.420255] [INFO ] [CONFIGURE ] CTDD: Testing feature 25/29: add_tick_distribution [2025-11-21T11:33:15.420300] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T11:33:15.673788] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:33:15.903836] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:33:16.143271] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:16.381840] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:16.630334] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:16.870318] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:33:17.108248] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:17.342104] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:33:17.582833] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:17.829129] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:33:17.829309] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T11:33:17.829365] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9804 tests [2025-11-21T11:33:17.829411] [INFO ] [CONFIGURE ] CTDD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:33:17.829454] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T11:33:18.068243] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:33:18.313484] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:33:18.552898] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:18.803821] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:19.039077] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:19.288761] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:19.527626] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:19.777252] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:33:20.010392] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:20.228495] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:33:20.228681] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:33:20.228741] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9803 tests [2025-11-21T11:33:20.228787] [INFO ] [CONFIGURE ] CTDD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:33:20.228828] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T11:33:20.326026] [FATAL] [FORECASTER] Failed to test lookback=11: [11:33:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:20.424125] [FATAL] [FORECASTER] Failed to test lookback=10: [11:33:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:20.522777] [FATAL] [FORECASTER] Failed to test lookback=9: [11:33:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:20.622302] [FATAL] [FORECASTER] Failed to test lookback=8: [11:33:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:20.721792] [FATAL] [FORECASTER] Failed to test lookback=7: [11:33:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:20.821730] [FATAL] [FORECASTER] Failed to test lookback=6: [11:33:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:20.921729] [FATAL] [FORECASTER] Failed to test lookback=5: [11:33:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:21.024031] [FATAL] [FORECASTER] Failed to test lookback=4: [11:33:21] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:21.124671] [FATAL] [FORECASTER] Failed to test lookback=3: [11:33:21] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:21.228072] [FATAL] [FORECASTER] Failed to test lookback=2: [11:33:21] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:33:21.228333] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T11:33:21.228387] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9802 tests [2025-11-21T11:33:21.228427] [INFO ] [CONFIGURE ] CTDD: Testing feature 28/29: add_volume_profile [2025-11-21T11:33:21.228461] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T11:33:21.480701] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:33:21.729433] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:33:21.987931] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:22.242492] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:22.495129] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:22.743910] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:22.994257] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:23.247358] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:33:23.505740] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:23.766662] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:33:23.766839] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T11:33:23.766895] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9801 tests [2025-11-21T11:33:23.766956] [INFO ] [CONFIGURE ] CTDD: Testing feature 29/29: add_vwap [2025-11-21T11:33:23.767001] [INFO ] [CONFIGURE ] CTDD: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T11:33:24.019780] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:33:24.311529] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:33:24.588397] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:33:24.867127] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:33:25.121140] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:25.395632] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:25.664055] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:25.937784] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:33:26.209561] [DEBUG] [FORECASTER] CTDD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:33:26.474636] [DEBUG] [FORECASTER] CTDD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:33:26.474824] [INFO ] [CONFIGURE ] CTDD: DISCARDED add_vwap (score: 70.00%) [2025-11-21T11:33:26.474882] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9800 tests [2025-11-21T11:33:26.474931] [INFO ] [CONFIGURE ] CTDD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:33:26.474976] [INFO ] [CONFIGURE ] CTDD: Best accuracy: 80.00% [2025-11-21T11:33:26.475018] [INFO ] [CONFIGURE ] CTDD: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T11:33:26.475059] [INFO ] [CONFIGURE ] CTDD: Improvement over baseline: 10.00% [2025-11-21T11:33:26.475097] [INFO ] [CONFIGURE ] CTDD: Total time: 1.2 minutes [2025-11-21T11:33:26.475136] [INFO ] [CONFIGURE ] CTDD: Average time per feature: 2.5 seconds [2025-11-21T11:33:26.475176] [INFO ] [CONFIGURE ] CTDD: Average speed: 0.39 features/sec [2025-11-21T11:33:26.475497] [INFO ] [LOCAL ] Saved configuration for CTDD: 1 features, 80.00% accuracy -> ./output/feature-sets/CTDD.json [2025-11-21T11:33:26.475556] [INFO ] [CONFIGURE ] CTDD: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T11:33:26.475607] [INFO ] [sig ] [389/723] Successfully configured CTDD | 0.01 sym/s | Total: 9.0h | ETA: 7.7h [2025-11-21T11:33:26.475678] [INFO ] [sig ] [390/723] Configuring CTRA... [2025-11-21T11:33:26.475724] [INFO ] [CONFIGURE ] CTRA: Configurate test run. [2025-11-21T11:33:26.475766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-11-21T11:33:26.551115] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTRA'. [2025-11-21T11:33:26.551478] [INFO ] [CONFIGURE ] CTRA: Testing with 29 available features [2025-11-21T11:33:26.551539] [INFO ] [CONFIGURE ] CTRA: Establishing baseline with no features... [2025-11-21T11:33:26.752174] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:26.943274] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:33:27.137671] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:27.340023] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:27.532900] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:27.719472] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:27.920155] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:28.120981] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:28.317611] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:28.517318] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:28.517474] [INFO ] [CONFIGURE ] CTRA: Baseline score (no features): 90.00% [2025-11-21T11:33:28.517521] [INFO ] [CONFIGURE ] CTRA: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:33:28.517583] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:33:28.753862] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:28.990330] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:33:29.234681] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:33:29.465724] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:29.707284] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:29.942937] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:30.186450] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:30.428299] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:30.660635] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:30.892556] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:30.892922] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T11:33:30.893027] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9799 tests [2025-11-21T11:33:30.893113] [INFO ] [CONFIGURE ] CTRA: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:33:30.893188] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:33:31.141597] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:31.384844] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:33:31.616483] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:33:31.838957] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:33:32.070910] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:32.295167] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:33:32.507008] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:32.719668] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:33:32.932614] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:33.144237] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:33.144820] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T11:33:33.144926] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9798 tests [2025-11-21T11:33:33.145012] [INFO ] [CONFIGURE ] CTRA: Testing feature 3/29: add_daily_returns [2025-11-21T11:33:33.145086] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_daily_returns'] [2025-11-21T11:33:33.330087] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:33.512971] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:33:33.697368] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:33:33.880601] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:34.064516] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:34.262593] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:34.449401] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:34.633197] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:34.817582] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:35.005778] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:35.006114] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T11:33:35.006219] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9797 tests [2025-11-21T11:33:35.006304] [INFO ] [CONFIGURE ] CTRA: Testing feature 4/29: add_ema [2025-11-21T11:33:35.006379] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_ema'] [2025-11-21T11:33:35.219771] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:33:35.437101] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:33:35.650142] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:33:35.863439] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:36.076540] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:33:36.291980] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:36.509768] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:36.721783] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:36.933125] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:37.154203] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:37.154588] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:33:37.154734] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9796 tests [2025-11-21T11:33:37.154825] [INFO ] [CONFIGURE ] CTRA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:33:37.154903] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:33:37.379244] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:37.613452] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:33:37.837108] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:38.063623] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:38.294106] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:38.518705] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:38.736022] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:38.948758] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:39.168352] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:39.382545] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:39.382772] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T11:33:39.382831] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9795 tests [2025-11-21T11:33:39.382873] [INFO ] [CONFIGURE ] CTRA: Testing feature 6/29: add_failed_moves [2025-11-21T11:33:39.382916] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_failed_moves'] [2025-11-21T11:33:39.563961] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:39.739217] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:33:39.914090] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:40.091961] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:40.271668] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:40.449427] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:40.627405] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:40.811730] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:40.989256] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:41.170008] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:41.170166] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T11:33:41.170213] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9794 tests [2025-11-21T11:33:41.170250] [INFO ] [CONFIGURE ] CTRA: Testing feature 7/29: add_lag_shelf [2025-11-21T11:33:41.170285] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_lag_shelf'] [2025-11-21T11:33:41.332244] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:41.503398] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:33:41.675867] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:41.855070] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:42.042191] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:42.218223] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:42.392398] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:42.570452] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:42.746865] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:42.925580] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:42.925802] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T11:33:42.925863] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9793 tests [2025-11-21T11:33:42.925914] [INFO ] [CONFIGURE ] CTRA: Testing feature 8/29: add_macd [2025-11-21T11:33:42.925963] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:33:43.211753] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:43.499701] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:33:43.789141] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:44.059594] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:44.328332] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:44.591907] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:44.857003] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:45.124743] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:45.387527] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:45.661029] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:45.661245] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_macd (score: 80.00%) [2025-11-21T11:33:45.661371] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9792 tests [2025-11-21T11:33:45.661445] [INFO ] [CONFIGURE ] CTRA: Testing feature 9/29: add_mfi [2025-11-21T11:33:45.661505] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_mfi'] [2025-11-21T11:33:45.855453] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:46.037566] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:33:46.220742] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:46.404184] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:46.587545] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:46.769582] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:46.951857] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:47.136821] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:47.324432] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:47.508184] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:47.508372] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_mfi (score: 90.00%) [2025-11-21T11:33:47.508420] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9791 tests [2025-11-21T11:33:47.508458] [INFO ] [CONFIGURE ] CTRA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:33:47.508493] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:33:47.789391] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:48.069713] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:33:48.365510] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:33:48.652037] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:48.943675] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:49.241344] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:49.523480] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:49.802190] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:50.100704] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:50.390767] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:50.390956] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T11:33:50.391012] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9790 tests [2025-11-21T11:33:50.391058] [INFO ] [CONFIGURE ] CTRA: Testing feature 11/29: add_obv_daily [2025-11-21T11:33:50.391101] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_obv_daily'] [2025-11-21T11:33:50.583095] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:50.778835] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:33:50.980155] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:51.181310] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:33:51.379014] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:33:51.573896] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:51.771872] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:51.978457] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:52.175251] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:52.369587] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:52.369791] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:33:52.369853] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9789 tests [2025-11-21T11:33:52.369926] [INFO ] [CONFIGURE ] CTRA: Testing feature 12/29: add_obv_interval [2025-11-21T11:33:52.369974] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_obv_interval'] [2025-11-21T11:33:52.558316] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:52.747507] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:33:52.936000] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:53.129103] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:53.322471] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:33:53.519968] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:53.750545] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:53.943188] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:54.145147] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:54.381378] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:54.381772] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T11:33:54.381889] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9788 tests [2025-11-21T11:33:54.381983] [INFO ] [CONFIGURE ] CTRA: Testing feature 13/29: add_opening_strength [2025-11-21T11:33:54.382066] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:33:54.675428] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:33:54.938320] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:33:55.198282] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:33:55.420024] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:55.636790] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:33:55.848300] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:56.062094] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:33:56.273449] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:56.489200] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:56.707755] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:56.708097] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:33:56.708202] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9787 tests [2025-11-21T11:33:56.708288] [INFO ] [CONFIGURE ] CTRA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:33:56.708363] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:33:56.918324] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:33:57.119101] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:33:57.326176] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:33:57.531959] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:57.733062] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:57.933700] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:33:58.132956] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:33:58.338385] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:33:58.539687] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:33:58.743991] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:33:58.744154] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:33:58.744202] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9786 tests [2025-11-21T11:33:58.744240] [INFO ] [CONFIGURE ] CTRA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:33:58.744276] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T11:33:58.923476] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:33:59.097256] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:33:59.282822] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:33:59.458287] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:33:59.633458] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:33:59.809491] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:33:59.979743] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:00.152269] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:00.326438] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:00.499638] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:00.499823] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T11:34:00.499871] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9785 tests [2025-11-21T11:34:00.499910] [INFO ] [CONFIGURE ] CTRA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:34:00.499945] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T11:34:00.694494] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:00.893688] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:34:01.810378] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:34:02.138189] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:02.345754] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:02.548589] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:02.767427] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:02.980818] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:03.194174] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:03.397486] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:03.397704] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T11:34:03.397799] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9784 tests [2025-11-21T11:34:03.397850] [INFO ] [CONFIGURE ] CTRA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:34:03.397898] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_pbf_return_2d'] [2025-11-21T11:34:03.616276] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:03.841130] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:34:04.056245] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:34:04.287893] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:04.515899] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:04.731756] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:04.960225] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:05.186156] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:05.415593] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:05.648507] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:05.648743] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T11:34:05.648849] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9783 tests [2025-11-21T11:34:05.648909] [INFO ] [CONFIGURE ] CTRA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:34:05.648956] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T11:34:05.854095] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:06.065614] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:34:06.274611] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:34:06.475070] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:06.659774] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:06.849585] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:07.055809] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:07.258868] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:07.462731] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:07.667671] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:07.667874] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T11:34:07.667925] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9782 tests [2025-11-21T11:34:07.667965] [INFO ] [CONFIGURE ] CTRA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:34:07.668002] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T11:34:07.875365] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:08.082105] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:34:08.285458] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:34:08.495772] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:08.705682] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:08.911633] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:09.124259] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:09.349500] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:09.547209] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:09.748872] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:09.749050] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T11:34:09.749098] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9781 tests [2025-11-21T11:34:09.749136] [INFO ] [CONFIGURE ] CTRA: Testing feature 20/29: add_price_rejection [2025-11-21T11:34:09.749171] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_price_rejection'] [2025-11-21T11:34:09.970037] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:10.186104] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:34:10.398757] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:34:10.604779] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:10.813455] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:11.021053] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:11.219758] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:11.418245] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:11.616361] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:11.818729] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:11.818912] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T11:34:11.818961] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9780 tests [2025-11-21T11:34:11.818999] [INFO ] [CONFIGURE ] CTRA: Testing feature 21/29: add_range_position [2025-11-21T11:34:11.819039] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_range_position'] [2025-11-21T11:34:12.040779] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:12.263201] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:34:12.487224] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:34:12.721074] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:12.948327] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:13.172098] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:34:13.403219] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:13.629910] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:13.867580] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:14.083498] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:14.083688] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:34:14.083761] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9779 tests [2025-11-21T11:34:14.083833] [INFO ] [CONFIGURE ] CTRA: Testing feature 22/29: add_realized_volatility [2025-11-21T11:34:14.083881] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_realized_volatility'] [2025-11-21T11:34:14.402614] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:14.714221] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:34:15.028535] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:34:15.333844] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:15.667131] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:15.971438] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:16.287440] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:16.616324] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:34:16.922547] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:17.230921] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:17.231072] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:34:17.231126] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9778 tests [2025-11-21T11:34:17.231170] [INFO ] [CONFIGURE ] CTRA: Testing feature 23/29: add_recent_range_context [2025-11-21T11:34:17.231205] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_recent_range_context'] [2025-11-21T11:34:17.429466] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:17.623114] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:34:17.814142] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:34:18.005945] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:18.198115] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:18.392916] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:18.589578] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:18.793523] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:18.987975] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:19.181856] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:19.182001] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T11:34:19.182049] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9777 tests [2025-11-21T11:34:19.182086] [INFO ] [CONFIGURE ] CTRA: Testing feature 24/29: add_rsi [2025-11-21T11:34:19.182122] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T11:34:19.435720] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:34:19.679772] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:34:19.923130] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:34:20.166583] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:20.410804] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:34:20.657801] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:20.901000] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:21.146967] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:21.394112] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:21.644874] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:21.645078] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:34:21.645136] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9776 tests [2025-11-21T11:34:21.645185] [INFO ] [CONFIGURE ] CTRA: Testing feature 25/29: add_tick_distribution [2025-11-21T11:34:21.645226] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_tick_distribution'] [2025-11-21T11:34:21.849106] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:22.047202] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:34:22.251677] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:34:22.468089] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:22.675670] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:22.875820] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:23.076944] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:23.289880] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:34:23.498599] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:23.708050] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:23.708389] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:34:23.708489] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9775 tests [2025-11-21T11:34:23.708573] [INFO ] [CONFIGURE ] CTRA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:34:23.708685] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T11:34:23.913296] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:24.120885] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:34:24.334493] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:34:24.544712] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:24.776376] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:24.990321] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:25.206118] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:25.417355] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:25.627827] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:25.841076] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:25.841257] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T11:34:25.841305] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9774 tests [2025-11-21T11:34:25.841343] [INFO ] [CONFIGURE ] CTRA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:34:25.841378] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_volume_price_divergence'] [2025-11-21T11:34:26.044527] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:26.262935] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:34:26.473448] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:34:26.680048] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:26.881286] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:27.129324] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:27.347686] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:27.564488] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:34:27.787902] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:28.012243] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:28.012425] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:34:28.012486] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9773 tests [2025-11-21T11:34:28.012533] [INFO ] [CONFIGURE ] CTRA: Testing feature 28/29: add_volume_profile [2025-11-21T11:34:28.012578] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_volume_profile'] [2025-11-21T11:34:28.239040] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:34:28.450394] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:34:28.666665] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:34:28.882721] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:29.098391] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:29.316787] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:29.533950] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:29.749117] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:34:29.975663] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:30.193436] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:30.193607] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T11:34:30.193675] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9772 tests [2025-11-21T11:34:30.193726] [INFO ] [CONFIGURE ] CTRA: Testing feature 29/29: add_vwap [2025-11-21T11:34:30.193787] [INFO ] [CONFIGURE ] CTRA: Testing with features: ['add_vwap'] [2025-11-21T11:34:30.406065] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:30.623908] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:34:30.847273] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:34:31.072875] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:31.293345] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:31.512891] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:31.743807] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:34:31.971220] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:34:32.195976] [DEBUG] [FORECASTER] CTRA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:32.401345] [DEBUG] [FORECASTER] CTRA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:32.401768] [INFO ] [CONFIGURE ] CTRA: DISCARDED add_vwap (score: 70.00%) [2025-11-21T11:34:32.401882] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9771 tests [2025-11-21T11:34:32.401969] [INFO ] [CONFIGURE ] CTRA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:34:32.402092] [INFO ] [CONFIGURE ] CTRA: Best accuracy: 90.00% [2025-11-21T11:34:32.402174] [INFO ] [CONFIGURE ] CTRA: Best feature set (0 features): [] [2025-11-21T11:34:32.402247] [INFO ] [CONFIGURE ] CTRA: Improvement over baseline: 0.00% [2025-11-21T11:34:32.402326] [INFO ] [CONFIGURE ] CTRA: Total time: 1.1 minutes [2025-11-21T11:34:32.402394] [INFO ] [CONFIGURE ] CTRA: Average time per feature: 2.2 seconds [2025-11-21T11:34:32.402462] [INFO ] [CONFIGURE ] CTRA: Average speed: 0.45 features/sec [2025-11-21T11:34:32.402926] [INFO ] [LOCAL ] Saved configuration for CTRA: 0 features, 90.00% accuracy -> ./output/feature-sets/CTRA.json [2025-11-21T11:34:32.403015] [INFO ] [CONFIGURE ] CTRA: Configuration saved successfully: 0 features, 90.00% accuracy. [2025-11-21T11:34:32.403138] [INFO ] [sig ] [390/723] Successfully configured CTRA | 0.01 sym/s | Total: 9.0h | ETA: 7.7h [2025-11-21T11:34:32.403213] [INFO ] [sig ] [391/723] Configuring CTRE... [2025-11-21T11:34:32.403281] [INFO ] [CONFIGURE ] CTRE: Configurate test run. [2025-11-21T11:34:32.403349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-11-21T11:34:32.450377] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTRE'. [2025-11-21T11:34:32.450879] [INFO ] [CONFIGURE ] CTRE: Testing with 29 available features [2025-11-21T11:34:32.450954] [INFO ] [CONFIGURE ] CTRE: Establishing baseline with no features... [2025-11-21T11:34:32.628694] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:32.809326] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:32.984866] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:33.155837] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:33.338137] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:34:33.527301] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:33.711209] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:33.895792] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:34:34.078867] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:34:34.261742] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:34.261905] [INFO ] [CONFIGURE ] CTRE: Baseline score (no features): 50.00% [2025-11-21T11:34:34.261961] [INFO ] [CONFIGURE ] CTRE: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:34:34.262013] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:34:34.486926] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:34:34.700967] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:34.918620] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:35.135419] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:34:35.353689] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:34:35.569691] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:35.787433] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:35.992234] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:34:36.199536] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:34:36.425474] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:36.425680] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T11:34:36.425758] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9770 tests [2025-11-21T11:34:36.425815] [INFO ] [CONFIGURE ] CTRE: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:34:36.425864] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:34:36.634471] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:34:36.849899] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:37.071984] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:37.293993] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:37.536471] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:34:37.761982] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:37.980595] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:38.208553] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:34:38.463229] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:34:38.712303] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:38.712704] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T11:34:38.712818] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9769 tests [2025-11-21T11:34:38.712907] [INFO ] [CONFIGURE ] CTRE: Testing feature 3/29: add_daily_returns [2025-11-21T11:34:38.712984] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_daily_returns'] [2025-11-21T11:34:38.916382] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:39.122707] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:39.339789] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:39.552000] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:39.759338] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:39.972831] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:40.177736] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:40.388340] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:34:40.597222] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:34:40.806782] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:40.807176] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:34:40.807310] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9768 tests [2025-11-21T11:34:40.807413] [INFO ] [CONFIGURE ] CTRE: Testing feature 4/29: add_ema [2025-11-21T11:34:40.807519] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema'] [2025-11-21T11:34:41.035096] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:41.260214] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:41.474851] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:41.725689] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:41.954442] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:42.178460] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:42.409131] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:42.636027] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:34:42.866369] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:43.093012] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:43.093352] [INFO ] [CONFIGURE ] CTRE: KEPT add_ema (score: 60.00%) [2025-11-21T11:34:43.093452] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9767 tests [2025-11-21T11:34:43.093536] [INFO ] [CONFIGURE ] CTRE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:34:43.093610] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:34:43.369247] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:43.642537] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:43.915026] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:44.188206] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:44.477105] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:44.756959] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:45.031634] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:45.311535] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:34:45.588146] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:34:45.873139] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:45.873313] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:34:45.873368] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9766 tests [2025-11-21T11:34:45.873412] [INFO ] [CONFIGURE ] CTRE: Testing feature 6/29: add_failed_moves [2025-11-21T11:34:45.873453] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T11:34:46.105358] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:46.346500] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:46.589530] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:46.826974] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:47.059326] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:47.297348] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:47.536686] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:47.782393] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:34:48.018580] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:48.266501] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:48.266802] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:34:48.267006] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9765 tests [2025-11-21T11:34:48.267098] [INFO ] [CONFIGURE ] CTRE: Testing feature 7/29: add_lag_shelf [2025-11-21T11:34:48.267179] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T11:34:48.489372] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:48.710275] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:48.938031] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:49.161187] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:49.381185] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:49.598682] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:49.822669] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:50.047170] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:34:50.269560] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:50.496399] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:50.496594] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:34:50.496842] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9764 tests [2025-11-21T11:34:50.496974] [INFO ] [CONFIGURE ] CTRE: Testing feature 8/29: add_macd [2025-11-21T11:34:50.497054] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T11:34:50.807819] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:51.125830] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:51.429668] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:51.740931] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:52.058858] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:52.374806] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:52.681013] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:53.009396] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:34:53.320127] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:34:53.640365] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:53.640567] [INFO ] [CONFIGURE ] CTRE: KEPT add_macd (score: 70.00%) [2025-11-21T11:34:53.640626] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9763 tests [2025-11-21T11:34:53.640700] [INFO ] [CONFIGURE ] CTRE: Testing feature 9/29: add_mfi [2025-11-21T11:34:53.640746] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:34:54.000478] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:54.334568] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:54.706192] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:34:55.061196] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:55.415387] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:55.754902] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:34:56.118973] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:34:56.461574] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:34:56.804547] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:34:57.162337] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:34:57.162526] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:34:57.162582] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9762 tests [2025-11-21T11:34:57.162629] [INFO ] [CONFIGURE ] CTRE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:34:57.162694] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:34:57.581036] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:34:58.016864] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:34:58.453311] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:34:58.890066] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:34:59.321314] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:34:59.764265] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:00.931336] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:35:01.473232] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:01.927375] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:35:02.399770] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:02.400746] [INFO ] [CONFIGURE ] CTRE: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T11:35:02.400818] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9761 tests [2025-11-21T11:35:02.400871] [INFO ] [CONFIGURE ] CTRE: Testing feature 11/29: add_obv_daily [2025-11-21T11:35:02.400919] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T11:35:02.929037] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:03.492961] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:03.957574] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:04.380629] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:35:04.856878] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:35:05.308771] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:05.738352] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:35:06.160398] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:35:06.598499] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:35:07.029546] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:07.029755] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T11:35:07.029815] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9760 tests [2025-11-21T11:35:07.029905] [INFO ] [CONFIGURE ] CTRE: Testing feature 12/29: add_obv_interval [2025-11-21T11:35:07.029953] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T11:35:07.436756] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:07.834718] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:08.241453] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:35:08.649623] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:09.055568] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:35:09.457853] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:09.872411] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:35:10.296987] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:10.725295] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:35:11.153005] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:11.153181] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:35:11.153242] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9759 tests [2025-11-21T11:35:11.153290] [INFO ] [CONFIGURE ] CTRE: Testing feature 13/29: add_opening_strength [2025-11-21T11:35:11.153334] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:35:11.604466] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:12.054456] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:12.502595] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:12.950964] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:35:13.376000] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:35:13.802230] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:14.234846] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:35:14.691125] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:15.140040] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:35:15.589886] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:35:15.590132] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:35:15.590192] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9758 tests [2025-11-21T11:35:15.590240] [INFO ] [CONFIGURE ] CTRE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:35:15.590283] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T11:35:16.033301] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:35:16.480832] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:35:16.927137] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:17.378188] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:17.827829] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:35:18.272363] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:18.713325] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:35:19.150097] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:19.591349] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:35:20.032761] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:20.032955] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:35:20.033012] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9757 tests [2025-11-21T11:35:20.033061] [INFO ] [CONFIGURE ] CTRE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:35:20.033105] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T11:35:20.450005] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:20.887601] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:21.316487] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:21.746522] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:22.176468] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:35:22.607834] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:23.028122] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:35:23.447039] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:35:23.868915] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:35:24.292144] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:24.292332] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:35:24.292388] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9756 tests [2025-11-21T11:35:24.292435] [INFO ] [CONFIGURE ] CTRE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:35:24.292479] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T11:35:24.731731] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:35:25.162359] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:25.596435] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:26.063948] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:26.529913] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:35:26.996201] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:27.456252] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:35:27.894907] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:35:28.339146] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:35:28.782401] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:28.782596] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:35:28.782724] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9755 tests [2025-11-21T11:35:28.782778] [INFO ] [CONFIGURE ] CTRE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:35:28.782824] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T11:35:29.224860] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:35:29.653539] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:30.089584] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:30.527143] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:30.969302] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:35:31.405932] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:31.818446] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:35:32.257059] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:32.725339] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:35:33.183704] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:33.183944] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T11:35:33.184011] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9754 tests [2025-11-21T11:35:33.184063] [INFO ] [CONFIGURE ] CTRE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:35:33.184110] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T11:35:33.620669] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:34.071939] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:34.499722] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:34.932632] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:35.368097] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:35:35.820755] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:36.266230] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:35:36.707520] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T11:35:37.126331] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:35:37.546466] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:37.546671] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:35:37.546733] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9753 tests [2025-11-21T11:35:37.546783] [INFO ] [CONFIGURE ] CTRE: Testing feature 20/29: add_price_rejection [2025-11-21T11:35:37.546829] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T11:35:38.018021] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:35:38.480230] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:38.944960] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:39.405166] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:35:39.865297] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:35:40.311774] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:40.767014] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:35:41.212176] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:41.666629] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:35:42.123913] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:35:42.124144] [INFO ] [CONFIGURE ] CTRE: KEPT add_price_rejection (score: 90.00%) [2025-11-21T11:35:42.124207] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9752 tests [2025-11-21T11:35:42.124256] [INFO ] [CONFIGURE ] CTRE: Testing feature 21/29: add_range_position [2025-11-21T11:35:42.124299] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection', 'add_range_position'] [2025-11-21T11:35:42.581491] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:43.058260] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:43.533411] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:44.007913] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:44.472827] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:35:44.939625] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:45.404459] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:35:45.881025] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:46.365370] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:35:46.851252] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:35:46.851455] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_range_position (score: 80.00%) [2025-11-21T11:35:46.851515] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9751 tests [2025-11-21T11:35:46.851563] [INFO ] [CONFIGURE ] CTRE: Testing feature 22/29: add_realized_volatility [2025-11-21T11:35:46.851607] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection', 'add_realized_volatility'] [2025-11-21T11:35:47.447258] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:48.009042] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:48.565840] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:49.133544] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:49.706248] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:35:50.269924] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:50.922083] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:35:51.526800] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:52.108246] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:35:52.723942] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:35:52.724199] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:35:52.724262] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9750 tests [2025-11-21T11:35:52.724313] [INFO ] [CONFIGURE ] CTRE: Testing feature 23/29: add_recent_range_context [2025-11-21T11:35:52.724360] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection', 'add_recent_range_context'] [2025-11-21T11:35:53.242160] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:53.760200] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:54.265130] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:54.767810] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:35:55.261319] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:35:55.757446] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:35:56.265580] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:35:56.744492] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:35:57.226554] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:35:57.690903] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:35:57.691109] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T11:35:57.691171] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9749 tests [2025-11-21T11:35:57.691220] [INFO ] [CONFIGURE ] CTRE: Testing feature 24/29: add_rsi [2025-11-21T11:35:57.691262] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection', 'add_rsi'] [2025-11-21T11:35:58.178457] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:35:58.647411] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:35:59.143708] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:35:59.622836] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:36:00.099384] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:36:01.270809] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:01.793731] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:36:02.264731] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:36:02.737454] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:36:03.234437] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:36:03.234639] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:36:03.234715] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9748 tests [2025-11-21T11:36:03.234773] [INFO ] [CONFIGURE ] CTRE: Testing feature 25/29: add_tick_distribution [2025-11-21T11:36:03.234821] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection', 'add_tick_distribution'] [2025-11-21T11:36:03.667813] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:36:04.124494] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:36:04.571668] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:36:05.038493] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:36:05.507801] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:36:05.964240] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:06.412204] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:36:06.885150] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:36:07.347176] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:36:07.775435] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:36:07.775628] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:36:07.775705] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9747 tests [2025-11-21T11:36:07.775755] [INFO ] [CONFIGURE ] CTRE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:36:07.775799] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T11:36:08.243699] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:36:08.713247] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:36:09.182546] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:36:09.681821] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:36:10.172132] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:36:10.652019] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:11.133625] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:36:11.611776] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:36:12.090689] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:36:12.542836] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:36:12.543044] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:36:12.543103] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9746 tests [2025-11-21T11:36:12.543153] [INFO ] [CONFIGURE ] CTRE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:36:12.543201] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T11:36:13.014702] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:36:13.483285] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:36:13.954532] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:36:14.432391] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:36:14.909263] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:36:15.368031] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:15.836091] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:36:16.301092] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:36:16.758991] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:36:17.238195] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:36:17.238857] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:36:17.238920] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9745 tests [2025-11-21T11:36:17.238968] [INFO ] [CONFIGURE ] CTRE: Testing feature 28/29: add_volume_profile [2025-11-21T11:36:17.239012] [INFO ] [CONFIGURE ] CTRE: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection', 'add_volume_profile'] [2025-11-21T11:36:17.669931] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:36:18.121426] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:36:18.556117] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:36:18.997974] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:36:19.468143] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:36:19.954796] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:20.420526] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:36:20.888935] [DEBUG] [FORECASTER] CTRE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:36:21.359087] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:36:21.840721] [DEBUG] [FORECASTER] CTRE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:36:21.840940] [INFO ] [CONFIGURE ] CTRE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:36:21.841001] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9744 tests [2025-11-21T11:36:21.841050] [INFO ] [CONFIGURE ] CTRE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:36:21.841092] [INFO ] [CONFIGURE ] CTRE: Best accuracy: 90.00% [2025-11-21T11:36:21.841134] [INFO ] [CONFIGURE ] CTRE: Best feature set (6 features): ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T11:36:21.841176] [INFO ] [CONFIGURE ] CTRE: Improvement over baseline: 40.00% [2025-11-21T11:36:21.841213] [INFO ] [CONFIGURE ] CTRE: Total time: 1.8 minutes [2025-11-21T11:36:21.841250] [INFO ] [CONFIGURE ] CTRE: Average time per feature: 4.0 seconds [2025-11-21T11:36:21.841287] [INFO ] [CONFIGURE ] CTRE: Average speed: 0.27 features/sec [2025-11-21T11:36:21.841899] [INFO ] [LOCAL ] Saved configuration for CTRE: 6 features, 90.00% accuracy -> ./output/feature-sets/CTRE.json [2025-11-21T11:36:21.841967] [INFO ] [CONFIGURE ] CTRE: Configuration saved successfully: 6 features, 90.00% accuracy. [2025-11-21T11:36:21.842017] [INFO ] [sig ] [391/723] Successfully configured CTRE | 0.01 sym/s | Total: 9.0h | ETA: 7.7h [2025-11-21T11:36:21.842064] [INFO ] [sig ] [392/723] Configuring CTS... [2025-11-21T11:36:21.842106] [INFO ] [CONFIGURE ] CTS: Configurate test run. [2025-11-21T11:36:21.842149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-11-21T11:36:21.919598] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTS'. [2025-11-21T11:36:21.920004] [INFO ] [CONFIGURE ] CTS: Testing with 29 available features [2025-11-21T11:36:21.920068] [INFO ] [CONFIGURE ] CTS: Establishing baseline with no features... [2025-11-21T11:36:22.105615] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:22.285149] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:22.466948] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:36:22.645382] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:22.824247] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:23.015398] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:23.195713] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:36:23.375577] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:23.558937] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:36:23.743519] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:23.743701] [INFO ] [CONFIGURE ] CTS: Baseline score (no features): 50.00% [2025-11-21T11:36:23.743780] [INFO ] [CONFIGURE ] CTS: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:36:23.743830] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:36:23.969831] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:24.199338] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:24.429913] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:36:24.645367] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:24.870036] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:25.084995] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:25.302313] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:36:25.523907] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:25.745200] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:36:25.971582] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:25.971779] [INFO ] [CONFIGURE ] CTS: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T11:36:25.972001] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9743 tests [2025-11-21T11:36:25.972089] [INFO ] [CONFIGURE ] CTS: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:36:25.972165] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:36:26.224750] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:26.497516] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:26.779137] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:36:27.060820] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:27.334424] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:27.585342] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:36:27.845218] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:36:28.100530] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:28.358261] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:36:28.617090] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:28.617302] [INFO ] [CONFIGURE ] CTS: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T11:36:28.617395] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9742 tests [2025-11-21T11:36:28.617446] [INFO ] [CONFIGURE ] CTS: Testing feature 3/29: add_daily_returns [2025-11-21T11:36:28.617489] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:36:28.845404] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:29.077322] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:29.305426] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:29.538012] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:29.782331] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:30.027261] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:36:30.267552] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:36:30.503849] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:30.735020] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:36:30.983281] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:30.983693] [INFO ] [CONFIGURE ] CTS: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:36:30.983802] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9741 tests [2025-11-21T11:36:30.983892] [INFO ] [CONFIGURE ] CTS: Testing feature 4/29: add_ema [2025-11-21T11:36:30.983972] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:36:31.251873] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:31.517405] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:31.782269] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:32.056950] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:32.331242] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:32.603294] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:32.868825] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:36:33.140050] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:33.408706] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:36:33.681952] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:33.682236] [INFO ] [CONFIGURE ] CTS: DISCARDED add_ema (score: 60.00%) [2025-11-21T11:36:33.682302] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9740 tests [2025-11-21T11:36:33.682353] [INFO ] [CONFIGURE ] CTS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:36:33.682397] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:36:33.958947] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:34.228941] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:34.501980] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:34.781789] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:36:35.062577] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:35.344436] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:36:35.619078] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:36:35.892255] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:36.169162] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:36:36.439228] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:36.439405] [INFO ] [CONFIGURE ] CTS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:36:36.439463] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9739 tests [2025-11-21T11:36:36.439511] [INFO ] [CONFIGURE ] CTS: Testing feature 6/29: add_failed_moves [2025-11-21T11:36:36.439554] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:36:36.666460] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:36.893773] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:37.119357] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:36:37.346804] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:37.580512] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:37.809109] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:38.036813] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:36:38.264188] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:38.499022] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:36:38.728829] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:38.728995] [INFO ] [CONFIGURE ] CTS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:36:38.729042] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9738 tests [2025-11-21T11:36:38.729080] [INFO ] [CONFIGURE ] CTS: Testing feature 7/29: add_lag_shelf [2025-11-21T11:36:38.729115] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T11:36:38.947078] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:39.159553] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:39.365592] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:39.571572] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:36:39.785977] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:39.992786] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:40.205499] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:36:40.415474] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:40.629476] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:36:40.841775] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:36:40.841947] [INFO ] [CONFIGURE ] CTS: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:36:40.841994] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9737 tests [2025-11-21T11:36:40.842031] [INFO ] [CONFIGURE ] CTS: Testing feature 8/29: add_macd [2025-11-21T11:36:40.842065] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T11:36:41.141483] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:36:41.439423] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:41.740365] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:42.039511] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:42.340157] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:42.636026] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:36:42.942865] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:36:43.262092] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:43.586291] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:36:43.967475] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:36:43.967796] [INFO ] [CONFIGURE ] CTS: KEPT add_macd (score: 70.00%) [2025-11-21T11:36:43.967876] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9736 tests [2025-11-21T11:36:43.967933] [INFO ] [CONFIGURE ] CTS: Testing feature 9/29: add_mfi [2025-11-21T11:36:43.967979] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:36:44.318024] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:36:44.611568] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:44.942217] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:45.268857] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:45.596102] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:45.917936] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:46.242245] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:36:46.571659] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:46.909060] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:36:47.242585] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:47.242796] [INFO ] [CONFIGURE ] CTS: KEPT add_mfi (score: 90.00%) [2025-11-21T11:36:47.242854] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9735 tests [2025-11-21T11:36:47.242901] [INFO ] [CONFIGURE ] CTS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:36:47.242945] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:36:47.674467] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:36:48.117588] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:48.552626] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:48.985917] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:49.413319] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:49.854379] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:36:50.294729] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:36:50.734597] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:51.180298] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:36:51.625012] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:51.625247] [INFO ] [CONFIGURE ] CTS: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T11:36:51.625310] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9734 tests [2025-11-21T11:36:51.625359] [INFO ] [CONFIGURE ] CTS: Testing feature 11/29: add_obv_daily [2025-11-21T11:36:51.625405] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T11:36:51.995786] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:52.359922] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:52.722194] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:53.087596] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:36:53.456761] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:53.838729] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:54.220002] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:36:54.592684] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:54.973105] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:36:55.348489] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:55.348725] [INFO ] [CONFIGURE ] CTS: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T11:36:55.348785] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9733 tests [2025-11-21T11:36:55.348833] [INFO ] [CONFIGURE ] CTS: Testing feature 12/29: add_obv_interval [2025-11-21T11:36:55.348876] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-11-21T11:36:55.689131] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:36:56.032577] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:36:56.392851] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:36:56.744267] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:36:57.093236] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:36:57.451031] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:36:57.817501] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:36:58.171831] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:36:58.525983] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:36:58.879307] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:36:58.879513] [INFO ] [CONFIGURE ] CTS: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T11:36:58.879572] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9732 tests [2025-11-21T11:36:58.879618] [INFO ] [CONFIGURE ] CTS: Testing feature 13/29: add_opening_strength [2025-11-21T11:36:58.879685] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:36:59.260376] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:36:59.646923] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:37:00.048092] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:01.124681] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:01.516008] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:01.937258] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:02.316600] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:02.698443] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:03.086460] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:03.473990] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:03.474183] [INFO ] [CONFIGURE ] CTS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:37:03.474243] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9731 tests [2025-11-21T11:37:03.474290] [INFO ] [CONFIGURE ] CTS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:37:03.474334] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T11:37:03.837378] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:04.203687] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:37:04.596235] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:04.973012] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:05.371722] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:05.760486] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:06.144980] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:37:06.510366] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:06.873868] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:07.241612] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:07.241805] [INFO ] [CONFIGURE ] CTS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:37:07.241864] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9730 tests [2025-11-21T11:37:07.241911] [INFO ] [CONFIGURE ] CTS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:37:07.241954] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T11:37:07.584801] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:07.933248] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:08.286732] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:08.642504] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:37:09.008494] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:09.355115] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:09.717186] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:37:10.081238] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:10.444427] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:10.802987] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:37:10.803611] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T11:37:10.803689] [INFO ] [CONFIGURE ] JOB ETA: 7.7h | Avg: 2.8s/test | Remaining: 9729 tests [2025-11-21T11:37:10.803737] [INFO ] [CONFIGURE ] CTS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:37:10.803780] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T11:37:11.160047] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:37:11.520308] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:11.878159] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:37:12.232596] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:37:12.592446] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:12.953510] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:37:13.311718] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:13.666731] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:14.025734] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:14.384660] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:14.384850] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:37:14.384907] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9728 tests [2025-11-21T11:37:14.384957] [INFO ] [CONFIGURE ] CTS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:37:14.385002] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T11:37:14.746633] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:37:15.129019] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:37:15.505874] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:15.870514] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:16.226243] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:16.589884] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:37:16.951487] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:37:17.322947] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:17.715078] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:18.109489] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:37:18.109736] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:37:18.109802] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9727 tests [2025-11-21T11:37:18.109854] [INFO ] [CONFIGURE ] CTS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:37:18.109901] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T11:37:18.467470] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:18.814924] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:19.161830] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:19.509960] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:19.869143] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:20.218723] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:37:20.592761] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:20.989141] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:21.354521] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:37:21.713025] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:21.713237] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T11:37:21.713310] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9726 tests [2025-11-21T11:37:21.713368] [INFO ] [CONFIGURE ] CTS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:37:21.713425] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T11:37:22.088824] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:22.428893] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:22.776094] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:23.106345] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:23.448694] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:23.798099] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:37:24.137884] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:24.490256] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:24.844692] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:25.207284] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:25.207500] [INFO ] [CONFIGURE ] CTS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T11:37:25.207561] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9725 tests [2025-11-21T11:37:25.207618] [INFO ] [CONFIGURE ] CTS: Testing feature 20/29: add_price_rejection [2025-11-21T11:37:25.207704] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection'] [2025-11-21T11:37:25.581145] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:25.961537] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:26.320474] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:26.679752] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:27.047013] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:27.414280] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:37:27.780137] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:28.148847] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:28.523426] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:28.897013] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:37:28.897240] [INFO ] [CONFIGURE ] CTS: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T11:37:28.897299] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9724 tests [2025-11-21T11:37:28.897344] [INFO ] [CONFIGURE ] CTS: Testing feature 21/29: add_range_position [2025-11-21T11:37:28.897386] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_range_position'] [2025-11-21T11:37:29.271956] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:29.646107] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:30.027065] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:30.421556] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:30.821276] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:31.289533] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:31.716500] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:37:32.037919] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:32.356353] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:32.678835] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:32.679017] [INFO ] [CONFIGURE ] CTS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:37:32.679072] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9723 tests [2025-11-21T11:37:32.679120] [INFO ] [CONFIGURE ] CTS: Testing feature 22/29: add_realized_volatility [2025-11-21T11:37:32.679158] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility'] [2025-11-21T11:37:33.071458] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:33.458624] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:37:33.864751] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:34.261230] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:34.695517] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:35.116039] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:35.554215] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:37:35.967464] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:36.386486] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:36.805593] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:37:36.805794] [INFO ] [CONFIGURE ] CTS: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:37:36.805853] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9722 tests [2025-11-21T11:37:36.805900] [INFO ] [CONFIGURE ] CTS: Testing feature 23/29: add_recent_range_context [2025-11-21T11:37:36.805942] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_recent_range_context'] [2025-11-21T11:37:37.142181] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:37.470063] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:37:37.803246] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:37:38.135320] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:38.464081] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:38.789344] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:37:39.127245] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:39.475091] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:39.810565] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:40.154034] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:40.154264] [INFO ] [CONFIGURE ] CTS: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:37:40.154325] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9721 tests [2025-11-21T11:37:40.154374] [INFO ] [CONFIGURE ] CTS: Testing feature 24/29: add_rsi [2025-11-21T11:37:40.154420] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T11:37:40.526715] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:40.907845] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:41.279277] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:41.659502] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:42.031841] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:42.403206] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:37:42.783231] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:37:43.157443] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:43.531406] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:43.925933] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:37:43.926135] [INFO ] [CONFIGURE ] CTS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:37:43.926194] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9720 tests [2025-11-21T11:37:43.926243] [INFO ] [CONFIGURE ] CTS: Testing feature 25/29: add_tick_distribution [2025-11-21T11:37:43.926285] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_tick_distribution'] [2025-11-21T11:37:44.255286] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:44.602028] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:44.945683] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:45.300035] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:45.664278] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:46.035317] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:46.402492] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:46.771825] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:47.156275] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:47.533226] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:37:47.533434] [INFO ] [CONFIGURE ] CTS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:37:47.533494] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9719 tests [2025-11-21T11:37:47.533579] [INFO ] [CONFIGURE ] CTS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:37:47.533629] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T11:37:47.912880] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:48.263570] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:48.619629] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:48.986095] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:37:49.350129] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:49.714058] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:50.074234] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:50.451704] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:50.826683] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:51.201003] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:51.201182] [INFO ] [CONFIGURE ] CTS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T11:37:51.201241] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9718 tests [2025-11-21T11:37:51.201288] [INFO ] [CONFIGURE ] CTS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:37:51.201332] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T11:37:51.552748] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:37:51.911170] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:52.261090] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:52.643754] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:37:53.026977] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:53.394864] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:53.764352] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:37:54.164583] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:54.536211] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:37:54.908856] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:37:54.909034] [INFO ] [CONFIGURE ] CTS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:37:54.909092] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9717 tests [2025-11-21T11:37:54.909140] [INFO ] [CONFIGURE ] CTS: Testing feature 28/29: add_volume_profile [2025-11-21T11:37:54.909182] [INFO ] [CONFIGURE ] CTS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_profile'] [2025-11-21T11:37:55.275133] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:37:55.641021] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:37:56.002672] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:37:56.366032] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:37:56.723183] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:57.081014] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:57.432574] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:37:57.783379] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:37:58.141266] [DEBUG] [FORECASTER] CTS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:37:58.502709] [DEBUG] [FORECASTER] CTS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:37:58.502888] [INFO ] [CONFIGURE ] CTS: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:37:58.502945] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9716 tests [2025-11-21T11:37:58.502992] [INFO ] [CONFIGURE ] CTS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:37:58.503034] [INFO ] [CONFIGURE ] CTS: Best accuracy: 90.00% [2025-11-21T11:37:58.503074] [INFO ] [CONFIGURE ] CTS: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:37:58.503113] [INFO ] [CONFIGURE ] CTS: Improvement over baseline: 40.00% [2025-11-21T11:37:58.503150] [INFO ] [CONFIGURE ] CTS: Total time: 1.6 minutes [2025-11-21T11:37:58.503187] [INFO ] [CONFIGURE ] CTS: Average time per feature: 3.4 seconds [2025-11-21T11:37:58.503224] [INFO ] [CONFIGURE ] CTS: Average speed: 0.31 features/sec [2025-11-21T11:37:58.503694] [INFO ] [LOCAL ] Saved configuration for CTS: 4 features, 90.00% accuracy -> ./output/feature-sets/CTS.json [2025-11-21T11:37:58.503752] [INFO ] [CONFIGURE ] CTS: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T11:37:58.503801] [INFO ] [sig ] [392/723] Successfully configured CTS | 0.01 sym/s | Total: 9.1h | ETA: 7.7h [2025-11-21T11:37:58.503845] [INFO ] [sig ] [393/723] Configuring CTVA... [2025-11-21T11:37:58.503885] [INFO ] [CONFIGURE ] CTVA: Configurate test run. [2025-11-21T11:37:58.503924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-11-21T11:37:58.581663] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTVA'. [2025-11-21T11:37:58.582120] [INFO ] [CONFIGURE ] CTVA: Testing with 29 available features [2025-11-21T11:37:58.582199] [INFO ] [CONFIGURE ] CTVA: Establishing baseline with no features... [2025-11-21T11:37:58.777488] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:37:58.968542] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:37:59.153059] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:37:59.335215] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:37:59.519753] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:37:59.709016] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:37:59.893787] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:00.080434] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:01.042842] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:01.217690] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:38:01.217844] [INFO ] [CONFIGURE ] CTVA: Baseline score (no features): 20.00% [2025-11-21T11:38:01.217894] [INFO ] [CONFIGURE ] CTVA: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:38:01.217932] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:38:01.561938] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:01.783884] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:01.998529] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:02.212705] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:02.417222] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:02.647989] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:02.875106] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:03.109523] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:03.333537] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:03.558836] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:38:03.559011] [INFO ] [CONFIGURE ] CTVA: KEPT add_bollinger_bands (score: 30.00%) [2025-11-21T11:38:03.559060] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9715 tests [2025-11-21T11:38:03.559097] [INFO ] [CONFIGURE ] CTVA: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:38:03.559132] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:38:03.814042] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:04.086842] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:04.353696] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:04.624421] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:04.879488] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:38:05.132416] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:05.403955] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:05.664528] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:38:05.901696] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:06.139711] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:06.139882] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T11:38:06.139954] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9714 tests [2025-11-21T11:38:06.140004] [INFO ] [CONFIGURE ] CTVA: Testing feature 3/29: add_daily_returns [2025-11-21T11:38:06.140050] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:38:06.360053] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:06.589211] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:06.816160] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:07.039871] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:07.258619] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:07.481600] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:07.708497] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:07.932766] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:08.175563] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:08.425207] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:08.425387] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T11:38:08.425436] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9713 tests [2025-11-21T11:38:08.425476] [INFO ] [CONFIGURE ] CTVA: Testing feature 4/29: add_ema [2025-11-21T11:38:08.425513] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:38:08.699151] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:08.984848] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:09.260137] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:09.538420] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:09.806677] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:10.096006] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:10.382274] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:10.675890] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:10.955966] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:11.241216] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:11.241406] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_ema (score: 30.00%) [2025-11-21T11:38:11.241455] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9712 tests [2025-11-21T11:38:11.241494] [INFO ] [CONFIGURE ] CTVA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:38:11.241546] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:38:11.515781] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:11.797349] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:12.076217] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:12.356805] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:12.629073] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:12.905348] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:13.198040] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:13.472380] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:13.748808] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:14.042427] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:14.042635] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T11:38:14.042719] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9711 tests [2025-11-21T11:38:14.042771] [INFO ] [CONFIGURE ] CTVA: Testing feature 6/29: add_failed_moves [2025-11-21T11:38:14.042820] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:38:14.297294] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:14.530325] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:14.760081] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:14.993492] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:15.219847] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:15.451061] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:15.680985] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:15.920392] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:16.163244] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:16.407122] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:16.407541] [INFO ] [CONFIGURE ] CTVA: KEPT add_failed_moves (score: 40.00%) [2025-11-21T11:38:16.407673] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9710 tests [2025-11-21T11:38:16.407768] [INFO ] [CONFIGURE ] CTVA: Testing feature 7/29: add_lag_shelf [2025-11-21T11:38:16.407871] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T11:38:16.645028] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:16.880561] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:17.119084] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:17.356506] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:17.601821] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:17.849814] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:18.096951] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:18.333910] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:18.588366] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:18.840603] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:18.840852] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T11:38:18.840917] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9709 tests [2025-11-21T11:38:18.840957] [INFO ] [CONFIGURE ] CTVA: Testing feature 8/29: add_macd [2025-11-21T11:38:18.840993] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T11:38:19.176149] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:19.517849] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:19.864744] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:20.205970] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:20.548262] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:20.878662] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:21.219406] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:38:21.554281] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:38:21.899626] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:22.235444] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:38:22.235664] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_macd (score: 10.00%) [2025-11-21T11:38:22.235770] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9708 tests [2025-11-21T11:38:22.235821] [INFO ] [CONFIGURE ] CTVA: Testing feature 9/29: add_mfi [2025-11-21T11:38:22.235866] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T11:38:22.479051] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:22.727226] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:22.973993] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:23.225972] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:23.474538] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:23.738722] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:23.986747] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:24.246117] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:24.499944] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:24.766537] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:24.766787] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_mfi (score: 40.00%) [2025-11-21T11:38:24.766847] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9707 tests [2025-11-21T11:38:24.766896] [INFO ] [CONFIGURE ] CTVA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:38:24.767143] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:38:25.094412] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:25.429500] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:25.769801] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:26.102911] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:26.434752] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:26.777099] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:38:27.106063] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:27.437940] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:27.780111] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:28.115806] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:38:28.116030] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T11:38:28.116093] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9706 tests [2025-11-21T11:38:28.116143] [INFO ] [CONFIGURE ] CTVA: Testing feature 11/29: add_obv_daily [2025-11-21T11:38:28.116188] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T11:38:28.371068] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:28.621620] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:28.877871] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:29.125795] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:29.370035] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:29.616891] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:29.863961] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:30.115830] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:30.364909] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:30.621062] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:30.621243] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T11:38:30.621301] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9705 tests [2025-11-21T11:38:30.621350] [INFO ] [CONFIGURE ] CTVA: Testing feature 12/29: add_obv_interval [2025-11-21T11:38:30.621395] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T11:38:30.878967] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:31.132619] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:31.378026] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:31.621489] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:31.869606] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:32.121501] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:32.365322] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:32.629541] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:32.876340] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:33.125813] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:33.126013] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T11:38:33.126073] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9704 tests [2025-11-21T11:38:33.126120] [INFO ] [CONFIGURE ] CTVA: Testing feature 13/29: add_opening_strength [2025-11-21T11:38:33.126165] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:38:33.381680] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:33.636297] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:33.896588] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:34.159076] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:34.421734] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:34.678979] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:34.937868] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:35.198129] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:35.466820] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:35.732043] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:35.732209] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T11:38:35.732265] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9703 tests [2025-11-21T11:38:35.732337] [INFO ] [CONFIGURE ] CTVA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:38:35.732384] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T11:38:35.990145] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:36.249402] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:36.507358] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:36.769291] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:37.032758] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:37.299082] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:37.565161] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:37.828880] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:38.087097] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:38.348024] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:38.348193] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T11:38:38.348249] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9702 tests [2025-11-21T11:38:38.348297] [INFO ] [CONFIGURE ] CTVA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:38:38.348340] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T11:38:38.582947] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:38.824438] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:39.053807] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:39.339922] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:39.583732] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:39.885380] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:40.167822] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:38:40.399970] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:40.641602] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:40.882499] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:38:40.882712] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T11:38:40.882799] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9701 tests [2025-11-21T11:38:40.882850] [INFO ] [CONFIGURE ] CTVA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:38:40.882897] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T11:38:41.138118] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:41.398208] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:41.656574] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:41.913726] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:42.171889] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:42.426268] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:42.678716] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:42.942702] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:43.202471] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:43.477755] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:43.477934] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T11:38:43.477994] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9700 tests [2025-11-21T11:38:43.478041] [INFO ] [CONFIGURE ] CTVA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:38:43.478085] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T11:38:43.738615] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:43.998747] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:44.256542] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:44.508370] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:44.760338] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:45.013005] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:45.280372] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:45.546881] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:45.801769] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:46.056539] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:38:46.056729] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-11-21T11:38:46.056788] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9699 tests [2025-11-21T11:38:46.056835] [INFO ] [CONFIGURE ] CTVA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:38:46.056877] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T11:38:46.283376] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:46.506204] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:38:46.726727] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:46.950376] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:47.180099] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:47.412128] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:47.640973] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:47.867056] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:48.094447] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:48.322101] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:48.322297] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T11:38:48.322509] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9698 tests [2025-11-21T11:38:48.322617] [INFO ] [CONFIGURE ] CTVA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:38:48.322734] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T11:38:48.548670] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:48.775120] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:49.005467] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:49.239072] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:49.464506] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:49.695112] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:49.929734] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:50.160339] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:50.388443] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:50.653411] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:50.653775] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T11:38:50.653882] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9697 tests [2025-11-21T11:38:50.653968] [INFO ] [CONFIGURE ] CTVA: Testing feature 20/29: add_price_rejection [2025-11-21T11:38:50.654042] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T11:38:50.887967] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:51.114161] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:51.337271] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:51.561518] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:51.787469] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:52.020594] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:38:52.271214] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:38:52.524676] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:52.781139] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:53.021911] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:38:53.022114] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T11:38:53.022171] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9696 tests [2025-11-21T11:38:53.022219] [INFO ] [CONFIGURE ] CTVA: Testing feature 21/29: add_range_position [2025-11-21T11:38:53.022265] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position'] [2025-11-21T11:38:53.276945] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:38:53.530387] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:53.785442] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:54.040567] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:54.303328] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:54.571054] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:38:54.847037] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:38:55.127086] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:55.409105] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:55.716976] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:38:55.717157] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_range_position (score: 40.00%) [2025-11-21T11:38:55.717217] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9695 tests [2025-11-21T11:38:55.717265] [INFO ] [CONFIGURE ] CTVA: Testing feature 22/29: add_realized_volatility [2025-11-21T11:38:55.717302] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T11:38:56.099403] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:38:56.460548] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:38:56.827922] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:38:57.183789] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:38:57.546049] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:38:57.901577] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:38:58.282764] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:38:58.647463] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:38:59.003966] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:38:59.366486] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:38:59.366717] [INFO ] [CONFIGURE ] CTVA: KEPT add_realized_volatility (score: 50.00%) [2025-11-21T11:38:59.366778] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9694 tests [2025-11-21T11:38:59.366843] [INFO ] [CONFIGURE ] CTVA: Testing feature 23/29: add_recent_range_context [2025-11-21T11:38:59.366928] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T11:38:59.781612] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:00.174427] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:39:00.587107] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:01.559365] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:39:02.032365] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:39:02.430674] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:39:02.834580] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:03.221045] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:39:03.601427] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:39:03.982146] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:39:03.982418] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T11:39:03.982502] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9693 tests [2025-11-21T11:39:03.982582] [INFO ] [CONFIGURE ] CTVA: Testing feature 24/29: add_rsi [2025-11-21T11:39:03.982675] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-21T11:39:04.413678] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:04.814356] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:39:05.212842] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:05.617037] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:39:06.017272] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:39:06.419908] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:06.811852] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:07.216278] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:39:07.622235] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:39:08.051741] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:39:08.051957] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_rsi (score: 30.00%) [2025-11-21T11:39:08.052019] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9692 tests [2025-11-21T11:39:08.052067] [INFO ] [CONFIGURE ] CTVA: Testing feature 25/29: add_tick_distribution [2025-11-21T11:39:08.052113] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T11:39:08.421810] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:08.786198] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:39:09.182130] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:09.569059] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:39:09.949835] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:39:10.340311] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:10.729962] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:11.114592] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:39:11.493930] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:39:11.861632] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:11.861835] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T11:39:11.861895] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9691 tests [2025-11-21T11:39:11.861964] [INFO ] [CONFIGURE ] CTVA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:39:11.862020] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T11:39:12.228747] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:12.617219] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:39:12.985668] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:13.367806] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:39:13.743348] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:39:14.114569] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:14.497570] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:14.875389] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:39:15.260373] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:39:15.656429] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:39:15.656606] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T11:39:15.656683] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9690 tests [2025-11-21T11:39:15.656735] [INFO ] [CONFIGURE ] CTVA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:39:15.656779] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T11:39:16.042101] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:16.440988] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:39:16.834338] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:17.227574] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:39:17.628024] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:39:18.028293] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:18.416815] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:39:18.796737] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:39:19.192108] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:39:19.589805] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:19.590010] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:39:19.590068] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9689 tests [2025-11-21T11:39:19.590117] [INFO ] [CONFIGURE ] CTVA: Testing feature 28/29: add_volume_profile [2025-11-21T11:39:19.590160] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T11:39:19.968728] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:20.352235] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:39:20.725928] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:21.120708] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:39:21.505332] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:39:21.897161] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:22.279334] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:22.687697] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:39:23.079412] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:39:23.468560] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:39:23.468753] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T11:39:23.468809] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9688 tests [2025-11-21T11:39:23.468861] [INFO ] [CONFIGURE ] CTVA: Testing feature 29/29: add_vwap [2025-11-21T11:39:23.468944] [INFO ] [CONFIGURE ] CTVA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility', 'add_vwap'] [2025-11-21T11:39:23.876388] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:24.265674] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:39:24.658144] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:25.055524] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:39:25.457961] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:39:25.865567] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:26.289366] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:26.727846] [DEBUG] [FORECASTER] CTVA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:39:27.202478] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:39:27.685270] [DEBUG] [FORECASTER] CTVA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:39:27.685475] [INFO ] [CONFIGURE ] CTVA: DISCARDED add_vwap (score: 40.00%) [2025-11-21T11:39:27.685538] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9687 tests [2025-11-21T11:39:27.685592] [INFO ] [CONFIGURE ] CTVA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:39:27.685636] [INFO ] [CONFIGURE ] CTVA: Best accuracy: 50.00% [2025-11-21T11:39:27.685704] [INFO ] [CONFIGURE ] CTVA: Best feature set (3 features): ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T11:39:27.685747] [INFO ] [CONFIGURE ] CTVA: Improvement over baseline: 30.00% [2025-11-21T11:39:27.685786] [INFO ] [CONFIGURE ] CTVA: Total time: 1.4 minutes [2025-11-21T11:39:27.685824] [INFO ] [CONFIGURE ] CTVA: Average time per feature: 3.0 seconds [2025-11-21T11:39:27.685863] [INFO ] [CONFIGURE ] CTVA: Average speed: 0.34 features/sec [2025-11-21T11:39:27.686327] [INFO ] [LOCAL ] Saved configuration for CTVA: 3 features, 50.00% accuracy -> ./output/feature-sets/CTVA.json [2025-11-21T11:39:27.686388] [INFO ] [CONFIGURE ] CTVA: Configuration saved successfully: 3 features, 50.00% accuracy. [2025-11-21T11:39:27.686439] [INFO ] [sig ] [393/723] Successfully configured CTVA | 0.01 sym/s | Total: 9.1h | ETA: 7.6h [2025-11-21T11:39:27.686485] [INFO ] [sig ] [394/723] Configuring CUBE... [2025-11-21T11:39:27.686528] [INFO ] [CONFIGURE ] CUBE: Configurate test run. [2025-11-21T11:39:27.686569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-11-21T11:39:27.731168] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CUBE'. [2025-11-21T11:39:27.731509] [INFO ] [CONFIGURE ] CUBE: Testing with 29 available features [2025-11-21T11:39:27.731578] [INFO ] [CONFIGURE ] CUBE: Establishing baseline with no features... [2025-11-21T11:39:27.907927] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:28.087052] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:28.260924] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:28.440887] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:28.623100] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:28.805947] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:28.993881] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:29.175520] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:29.359777] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:39:29.548866] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:29.549179] [INFO ] [CONFIGURE ] CUBE: Baseline score (no features): 60.00% [2025-11-21T11:39:29.549283] [INFO ] [CONFIGURE ] CUBE: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:39:29.549366] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:39:29.781169] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:29.999675] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:30.214915] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:30.421551] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:30.630799] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:30.833610] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:31.039998] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:31.245787] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:31.449521] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:39:31.656728] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:31.656898] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T11:39:31.656982] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9686 tests [2025-11-21T11:39:31.657022] [INFO ] [CONFIGURE ] CUBE: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:39:31.657056] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:39:31.869210] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:32.080760] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:32.286927] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:32.496630] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:32.715453] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:32.922334] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:33.131258] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:33.348134] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:33.555473] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:33.782817] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:33.782988] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T11:39:33.783035] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9685 tests [2025-11-21T11:39:33.783071] [INFO ] [CONFIGURE ] CUBE: Testing feature 3/29: add_daily_returns [2025-11-21T11:39:33.783106] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_daily_returns'] [2025-11-21T11:39:33.980603] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:34.217216] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:34.435117] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:34.636885] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:34.837579] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:35.033497] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:35.231907] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:35.429944] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:35.630407] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:35.830943] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:35.831258] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:39:35.831362] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9684 tests [2025-11-21T11:39:35.831453] [INFO ] [CONFIGURE ] CUBE: Testing feature 4/29: add_ema [2025-11-21T11:39:35.831527] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_ema'] [2025-11-21T11:39:36.060419] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:36.290564] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:39:36.520100] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:36.752825] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:36.986823] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:37.218676] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:37.452423] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:37.686530] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:37.934717] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:38.184784] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:38.184969] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_ema (score: 40.00%) [2025-11-21T11:39:38.185212] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9683 tests [2025-11-21T11:39:38.185252] [INFO ] [CONFIGURE ] CUBE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:39:38.185288] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:39:38.433054] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:38.670295] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:39:38.913022] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:39.168415] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:39.388044] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:39.609627] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:39.831738] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:40.086320] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:40.311610] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:40.530328] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:40.530508] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T11:39:40.530564] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9682 tests [2025-11-21T11:39:40.530635] [INFO ] [CONFIGURE ] CUBE: Testing feature 6/29: add_failed_moves [2025-11-21T11:39:40.530700] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_failed_moves'] [2025-11-21T11:39:40.711802] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:40.902335] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:39:41.084312] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:41.270016] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:41.450948] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:41.637792] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:41.828098] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:42.044441] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:42.240048] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:39:42.440533] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:42.440726] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T11:39:42.440806] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9681 tests [2025-11-21T11:39:42.440863] [INFO ] [CONFIGURE ] CUBE: Testing feature 7/29: add_lag_shelf [2025-11-21T11:39:42.440937] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_lag_shelf'] [2025-11-21T11:39:42.626596] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:42.802670] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:42.980629] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:43.160181] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:43.332978] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:43.499910] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:43.669566] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:43.843749] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:44.021847] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:39:44.197667] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:44.197847] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:39:44.197912] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9680 tests [2025-11-21T11:39:44.197962] [INFO ] [CONFIGURE ] CUBE: Testing feature 8/29: add_macd [2025-11-21T11:39:44.198008] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:39:44.470900] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:44.734370] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:39:45.000554] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:45.262481] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:45.523482] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:45.800564] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:46.089969] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:46.383372] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:46.649236] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:46.920823] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:46.921074] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_macd (score: 40.00%) [2025-11-21T11:39:46.921136] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9679 tests [2025-11-21T11:39:46.921191] [INFO ] [CONFIGURE ] CUBE: Testing feature 9/29: add_mfi [2025-11-21T11:39:46.921238] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_mfi'] [2025-11-21T11:39:47.106082] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:47.288338] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:47.470397] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:47.650006] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:47.841606] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:48.026150] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:48.221267] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:48.419878] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:48.616685] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:48.812436] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:48.812614] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_mfi (score: 40.00%) [2025-11-21T11:39:48.812682] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9678 tests [2025-11-21T11:39:48.812730] [INFO ] [CONFIGURE ] CUBE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:39:48.812766] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:39:49.112382] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:49.411595] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:39:49.697026] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:49.985352] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:50.263434] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:50.547638] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:50.839224] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:51.129825] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:51.437696] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:51.726208] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:51.726413] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T11:39:51.726470] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9677 tests [2025-11-21T11:39:51.726515] [INFO ] [CONFIGURE ] CUBE: Testing feature 11/29: add_obv_daily [2025-11-21T11:39:51.726558] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_obv_daily'] [2025-11-21T11:39:51.939710] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:52.157972] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:52.363203] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:52.569939] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:52.773885] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:52.979745] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:53.189467] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:53.380689] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:53.578166] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:53.776742] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:53.776938] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T11:39:53.776992] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9676 tests [2025-11-21T11:39:53.777033] [INFO ] [CONFIGURE ] CUBE: Testing feature 12/29: add_obv_interval [2025-11-21T11:39:53.777069] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_obv_interval'] [2025-11-21T11:39:53.965371] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:54.177949] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:54.391369] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:39:54.603253] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:39:54.811661] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:55.011998] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:55.216018] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:55.419189] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:55.628305] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:55.849969] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:55.850135] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:39:55.850184] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9675 tests [2025-11-21T11:39:55.850222] [INFO ] [CONFIGURE ] CUBE: Testing feature 13/29: add_opening_strength [2025-11-21T11:39:55.850259] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:39:56.069518] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:56.288433] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:39:56.514072] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:56.742556] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:56.969762] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:57.192611] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:57.413704] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:57.638775] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:39:57.867704] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:39:58.097994] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:39:58.098195] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:39:58.098257] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9674 tests [2025-11-21T11:39:58.098304] [INFO ] [CONFIGURE ] CUBE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:39:58.098347] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:39:58.316042] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:39:58.537595] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:39:58.750082] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:39:58.963566] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:39:59.183021] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:39:59.400017] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:39:59.612252] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:39:59.827290] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:00.043618] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:40:00.264592] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:00.264799] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:40:00.264873] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9673 tests [2025-11-21T11:40:00.264923] [INFO ] [CONFIGURE ] CUBE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:40:00.264969] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T11:40:00.453209] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:00.637282] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:00.854059] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:01.609377] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:01.805607] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:02.069128] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:02.246493] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:02.422115] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:02.605888] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:02.791991] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:02.792190] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T11:40:02.792241] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9672 tests [2025-11-21T11:40:02.792280] [INFO ] [CONFIGURE ] CUBE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:40:02.792316] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T11:40:02.988883] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:03.190727] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:03.385170] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:40:03.598495] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:03.808960] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:04.018045] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:04.238991] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:04.445500] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:04.643348] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:40:04.849279] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:04.849472] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T11:40:04.849520] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9671 tests [2025-11-21T11:40:04.849560] [INFO ] [CONFIGURE ] CUBE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:40:04.849595] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_pbf_return_2d'] [2025-11-21T11:40:05.030096] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:05.207050] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:05.385635] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:05.564021] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:05.741397] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:05.925424] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:06.117953] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:06.306182] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:06.502825] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:06.699929] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:06.700111] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:40:06.700161] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9670 tests [2025-11-21T11:40:06.700200] [INFO ] [CONFIGURE ] CUBE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:40:06.700237] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T11:40:06.871506] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:07.042122] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:40:07.211830] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:40:07.385453] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:07.556749] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:07.725037] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:07.892355] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:08.062772] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:08.231394] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:08.401393] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:08.401561] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T11:40:08.401610] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9669 tests [2025-11-21T11:40:08.401669] [INFO ] [CONFIGURE ] CUBE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:40:08.401764] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T11:40:08.588586] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:08.791542] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:40:08.988053] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:40:09.163774] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:09.335584] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:09.515064] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:09.689522] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:09.862597] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:10.037884] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:40:10.210785] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:10.211117] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T11:40:10.211226] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9668 tests [2025-11-21T11:40:10.211315] [INFO ] [CONFIGURE ] CUBE: Testing feature 20/29: add_price_rejection [2025-11-21T11:40:10.211393] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_price_rejection'] [2025-11-21T11:40:10.399320] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:10.592365] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:10.776546] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:10.962060] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:11.151548] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:11.341245] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:11.532796] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:11.726343] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:11.922911] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:12.119110] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:12.119286] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:40:12.119337] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9667 tests [2025-11-21T11:40:12.119377] [INFO ] [CONFIGURE ] CUBE: Testing feature 21/29: add_range_position [2025-11-21T11:40:12.119415] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position'] [2025-11-21T11:40:12.332178] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:12.554907] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:12.768965] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:12.989532] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:13.207123] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:13.424876] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:13.642887] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:13.862671] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:14.078678] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:14.297580] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:14.297773] [INFO ] [CONFIGURE ] CUBE: KEPT add_range_position (score: 70.00%) [2025-11-21T11:40:14.297860] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9666 tests [2025-11-21T11:40:14.297912] [INFO ] [CONFIGURE ] CUBE: Testing feature 22/29: add_realized_volatility [2025-11-21T11:40:14.297961] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position', 'add_realized_volatility'] [2025-11-21T11:40:14.655749] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:15.003499] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:15.349609] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:15.695759] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:16.045424] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:16.393334] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:16.755773] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:17.117868] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:17.475902] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:40:17.826847] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:17.827045] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:40:17.827103] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9665 tests [2025-11-21T11:40:17.827152] [INFO ] [CONFIGURE ] CUBE: Testing feature 23/29: add_recent_range_context [2025-11-21T11:40:17.827192] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position', 'add_recent_range_context'] [2025-11-21T11:40:18.070124] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:18.317191] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:18.551084] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:18.800411] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:19.076069] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:19.407828] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:19.732350] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:19.988176] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:20.246246] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:20.493578] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:20.493787] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:40:20.493845] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9664 tests [2025-11-21T11:40:20.493893] [INFO ] [CONFIGURE ] CUBE: Testing feature 24/29: add_rsi [2025-11-21T11:40:20.493937] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T11:40:20.760005] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:21.033183] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:21.308687] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:21.585699] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:21.878114] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:22.169930] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:22.435634] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:22.701921] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:22.966549] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:23.225306] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:23.225503] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_rsi (score: 40.00%) [2025-11-21T11:40:23.225561] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9663 tests [2025-11-21T11:40:23.225609] [INFO ] [CONFIGURE ] CUBE: Testing feature 25/29: add_tick_distribution [2025-11-21T11:40:23.225671] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position', 'add_tick_distribution'] [2025-11-21T11:40:23.454291] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:23.691458] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:23.908464] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:24.120639] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:24.341306] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:24.555489] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:24.770067] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:24.996271] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:25.226758] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:25.467925] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:25.468114] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T11:40:25.468172] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9662 tests [2025-11-21T11:40:25.468218] [INFO ] [CONFIGURE ] CUBE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:40:25.468259] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T11:40:25.710451] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:25.948977] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:26.184766] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:26.417132] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:26.646445] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:26.880040] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:27.110688] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:27.368731] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:27.621559] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:27.874752] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:27.874922] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:40:27.874990] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9661 tests [2025-11-21T11:40:27.875047] [INFO ] [CONFIGURE ] CUBE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:40:27.875092] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position', 'add_volume_price_divergence'] [2025-11-21T11:40:28.130077] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:28.391637] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:28.659091] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:28.924618] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:29.181486] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:29.441203] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:29.713750] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:29.984089] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:30.261057] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:30.523465] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:30.523681] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:40:30.523743] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9660 tests [2025-11-21T11:40:30.523789] [INFO ] [CONFIGURE ] CUBE: Testing feature 28/29: add_volume_profile [2025-11-21T11:40:30.523831] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position', 'add_volume_profile'] [2025-11-21T11:40:30.771313] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:31.014701] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:31.274104] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:31.532668] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:31.793695] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:32.055106] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:32.314299] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:32.567429] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:32.829141] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:33.104980] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:33.105186] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:40:33.105245] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9659 tests [2025-11-21T11:40:33.105296] [INFO ] [CONFIGURE ] CUBE: Testing feature 29/29: add_vwap [2025-11-21T11:40:33.105339] [INFO ] [CONFIGURE ] CUBE: Testing with features: ['add_range_position', 'add_vwap'] [2025-11-21T11:40:33.363575] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:40:33.620757] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:40:33.877698] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:40:34.129420] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:34.400402] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:40:34.660521] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:34.910951] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:35.180237] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:35.448497] [DEBUG] [FORECASTER] CUBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:40:35.702490] [DEBUG] [FORECASTER] CUBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:35.702713] [INFO ] [CONFIGURE ] CUBE: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:40:35.702775] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9658 tests [2025-11-21T11:40:35.702824] [INFO ] [CONFIGURE ] CUBE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:40:35.702867] [INFO ] [CONFIGURE ] CUBE: Best accuracy: 70.00% [2025-11-21T11:40:35.702909] [INFO ] [CONFIGURE ] CUBE: Best feature set (1 features): ['add_range_position'] [2025-11-21T11:40:35.702953] [INFO ] [CONFIGURE ] CUBE: Improvement over baseline: 10.00% [2025-11-21T11:40:35.702992] [INFO ] [CONFIGURE ] CUBE: Total time: 1.1 minutes [2025-11-21T11:40:35.703030] [INFO ] [CONFIGURE ] CUBE: Average time per feature: 2.3 seconds [2025-11-21T11:40:35.703069] [INFO ] [CONFIGURE ] CUBE: Average speed: 0.44 features/sec [2025-11-21T11:40:35.703423] [INFO ] [LOCAL ] Saved configuration for CUBE: 1 features, 70.00% accuracy -> ./output/feature-sets/CUBE.json [2025-11-21T11:40:35.703481] [INFO ] [CONFIGURE ] CUBE: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T11:40:35.703531] [INFO ] [sig ] [394/723] Successfully configured CUBE | 0.01 sym/s | Total: 9.1h | ETA: 7.6h [2025-11-21T11:40:35.703577] [INFO ] [sig ] [395/723] Configuring CUBI... [2025-11-21T11:40:35.703624] [INFO ] [CONFIGURE ] CUBI: Configurate test run. [2025-11-21T11:40:35.703689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'. [2025-11-21T11:40:35.785411] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CUBI'. [2025-11-21T11:40:35.785968] [INFO ] [CONFIGURE ] CUBI: Testing with 29 available features [2025-11-21T11:40:35.786066] [INFO ] [CONFIGURE ] CUBI: Establishing baseline with no features... [2025-11-21T11:40:35.978468] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:40:36.166341] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:36.361279] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:40:36.552364] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:36.743923] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:40:36.934144] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:37.129527] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:40:37.322446] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:37.509390] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:40:37.699856] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:40:37.700014] [INFO ] [CONFIGURE ] CUBI: Baseline score (no features): 20.00% [2025-11-21T11:40:37.700061] [INFO ] [CONFIGURE ] CUBI: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:40:37.700097] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:40:37.921017] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:40:38.150258] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:38.377992] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:40:38.616136] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:38.841405] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:40:39.049120] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:39.249463] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:39.454977] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:39.658903] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:40:39.859975] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:40:39.860190] [INFO ] [CONFIGURE ] CUBI: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T11:40:39.860239] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9657 tests [2025-11-21T11:40:39.860276] [INFO ] [CONFIGURE ] CUBI: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:40:39.860311] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:40:40.114236] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:40:40.359032] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:40.622743] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:40:40.858851] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:41.116688] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:40:41.360336] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:41.618471] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:40:41.871365] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:42.124309] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:40:42.377985] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:40:42.378172] [INFO ] [CONFIGURE ] CUBI: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T11:40:42.378231] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9656 tests [2025-11-21T11:40:42.378282] [INFO ] [CONFIGURE ] CUBI: Testing feature 3/29: add_daily_returns [2025-11-21T11:40:42.378330] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:40:42.633014] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:40:42.895760] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:43.164345] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:40:43.435707] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:43.703936] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:40:43.985857] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:44.255104] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:44.522175] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:44.779700] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:40:45.052378] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:40:45.052573] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:40:45.052631] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9655 tests [2025-11-21T11:40:45.052702] [INFO ] [CONFIGURE ] CUBI: Testing feature 4/29: add_ema [2025-11-21T11:40:45.052748] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:40:45.365785] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:40:45.682271] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:45.998472] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:40:46.331125] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:46.674041] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:40:47.028167] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:47.370004] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:40:47.711811] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:48.068020] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:40:48.417721] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:48.417941] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:40:48.418002] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9654 tests [2025-11-21T11:40:48.418042] [INFO ] [CONFIGURE ] CUBI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:40:48.418087] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:40:48.736542] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:40:49.052828] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:49.352815] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:40:49.662269] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:40:49.973915] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:40:50.281244] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:50.598716] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:40:50.913189] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:51.234436] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:40:51.530191] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:40:51.530378] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:40:51.530433] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9653 tests [2025-11-21T11:40:51.530477] [INFO ] [CONFIGURE ] CUBI: Testing feature 6/29: add_failed_moves [2025-11-21T11:40:51.530519] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:40:51.789854] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:40:52.049475] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:52.312039] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:40:52.575419] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:52.839403] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:40:53.101884] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:53.373068] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:40:53.636341] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:53.889659] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:40:54.143109] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:40:54.143285] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:40:54.143340] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9652 tests [2025-11-21T11:40:54.143386] [INFO ] [CONFIGURE ] CUBI: Testing feature 7/29: add_lag_shelf [2025-11-21T11:40:54.143428] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:40:54.408040] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:40:54.670918] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:54.932100] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:40:55.191578] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:55.461889] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:40:55.728371] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:40:55.991248] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:40:56.261114] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:40:56.530146] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:40:56.793243] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:40:56.793429] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T11:40:56.793484] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9651 tests [2025-11-21T11:40:56.793535] [INFO ] [CONFIGURE ] CUBI: Testing feature 8/29: add_macd [2025-11-21T11:40:56.793575] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:40:57.147663] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:40:57.485037] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:40:57.833227] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:40:58.178434] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:40:58.543588] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:40:58.896389] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:40:59.246676] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:40:59.606922] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:40:59.961077] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:41:00.325084] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:00.325271] [INFO ] [CONFIGURE ] CUBI: KEPT add_macd (score: 80.00%) [2025-11-21T11:41:00.325329] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9650 tests [2025-11-21T11:41:00.325375] [INFO ] [CONFIGURE ] CUBI: Testing feature 9/29: add_mfi [2025-11-21T11:41:00.325421] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:41:00.689459] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:01.153502] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:02.101078] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:02.472110] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:41:02.849388] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:03.221204] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:03.610447] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:41:04.002334] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:41:04.402066] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:41:04.781545] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:04.781796] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_mfi (score: 70.00%) [2025-11-21T11:41:04.781859] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9649 tests [2025-11-21T11:41:04.781911] [INFO ] [CONFIGURE ] CUBI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:41:04.781957] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:41:05.231738] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:05.692231] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:06.149148] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:06.614287] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:41:07.094533] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:07.716217] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:08.198059] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:41:08.625395] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:09.057160] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:09.489486] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:09.489701] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T11:41:09.489761] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9648 tests [2025-11-21T11:41:09.489810] [INFO ] [CONFIGURE ] CUBI: Testing feature 11/29: add_obv_daily [2025-11-21T11:41:09.489853] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T11:41:09.842290] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:10.208139] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:10.590125] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:10.980253] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:41:11.382851] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:11.772145] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:12.149419] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:41:12.508752] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:12.880000] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:13.244500] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:13.244730] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:41:13.244791] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9647 tests [2025-11-21T11:41:13.244840] [INFO ] [CONFIGURE ] CUBI: Testing feature 12/29: add_obv_interval [2025-11-21T11:41:13.244886] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T11:41:13.597951] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:13.965325] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:14.325381] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:14.678768] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:41:15.024790] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:15.360261] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:15.710515] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:41:16.072616] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:16.406991] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:41:16.767997] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:16.768206] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:41:16.768265] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9646 tests [2025-11-21T11:41:16.768319] [INFO ] [CONFIGURE ] CUBI: Testing feature 13/29: add_opening_strength [2025-11-21T11:41:16.768358] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:41:17.146833] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:17.532045] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:17.904264] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:18.279145] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:41:18.655101] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:19.033508] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:19.409035] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:41:19.792156] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:41:20.182962] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:20.560703] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:20.560893] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:41:20.560949] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9645 tests [2025-11-21T11:41:20.560996] [INFO ] [CONFIGURE ] CUBI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:41:20.561038] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T11:41:20.934137] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:21.302557] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:21.673976] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:22.046711] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:41:22.413836] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:22.780150] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:23.146351] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:41:23.549758] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:41:23.964804] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:24.389164] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:24.389355] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:41:24.389420] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9644 tests [2025-11-21T11:41:24.389465] [INFO ] [CONFIGURE ] CUBI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:41:24.389507] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T11:41:24.741592] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:25.129878] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:25.508621] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:25.869323] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:41:26.234606] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:26.608800] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:26.971347] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:41:27.338281] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:27.703369] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:28.073150] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:28.073332] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T11:41:28.073391] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9643 tests [2025-11-21T11:41:28.073439] [INFO ] [CONFIGURE ] CUBI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:41:28.073483] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T11:41:28.451417] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:28.834393] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:29.207170] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:29.582944] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:41:29.959772] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:30.337472] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:30.710926] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:41:31.082307] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:31.461156] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:31.849899] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:31.850077] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:41:31.850135] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9642 tests [2025-11-21T11:41:31.850183] [INFO ] [CONFIGURE ] CUBI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:41:31.850227] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T11:41:32.210539] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:32.588823] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:32.965196] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:33.338183] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:41:33.716812] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:34.098862] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:34.487174] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:41:34.899324] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:35.284693] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:35.670567] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:35.670772] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:41:35.670832] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9641 tests [2025-11-21T11:41:35.670882] [INFO ] [CONFIGURE ] CUBI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:41:35.670927] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T11:41:36.044827] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:36.407925] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:36.778731] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:37.157541] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:41:37.525723] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:37.879527] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:38.249451] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:41:38.625251] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:39.014624] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:39.411878] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:39.412077] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:41:39.412139] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9640 tests [2025-11-21T11:41:39.412187] [INFO ] [CONFIGURE ] CUBI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:41:39.412233] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T11:41:39.774624] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:40.137402] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:40.508332] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:40.880985] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:41:41.263498] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:41.655913] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:42.028003] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:41:42.402262] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:41:42.788948] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:41:43.163763] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:43.163956] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T11:41:43.164020] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9639 tests [2025-11-21T11:41:43.164069] [INFO ] [CONFIGURE ] CUBI: Testing feature 20/29: add_price_rejection [2025-11-21T11:41:43.164112] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T11:41:43.552259] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:43.937010] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:44.330634] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:44.717459] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:41:45.119465] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:45.563468] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:45.987531] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:41:46.420986] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:46.834671] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:47.249388] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:47.249586] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T11:41:47.249667] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9638 tests [2025-11-21T11:41:47.249716] [INFO ] [CONFIGURE ] CUBI: Testing feature 21/29: add_range_position [2025-11-21T11:41:47.249763] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T11:41:47.666424] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:48.088172] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:48.486406] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:48.909569] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:41:49.317007] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:49.727484] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:50.148093] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:41:50.564282] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:41:50.998393] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:51.434159] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:51.434366] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_range_position (score: 70.00%) [2025-11-21T11:41:51.434428] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9637 tests [2025-11-21T11:41:51.434479] [INFO ] [CONFIGURE ] CUBI: Testing feature 22/29: add_realized_volatility [2025-11-21T11:41:51.434529] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T11:41:51.934911] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:52.426378] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:52.924766] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:53.400030] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:41:53.873869] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:54.363866] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:54.859476] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:41:55.358539] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:41:55.845261] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:41:56.344037] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:41:56.344244] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T11:41:56.344304] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9636 tests [2025-11-21T11:41:56.344354] [INFO ] [CONFIGURE ] CUBI: Testing feature 23/29: add_recent_range_context [2025-11-21T11:41:56.344398] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T11:41:56.760253] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:41:57.137986] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:41:57.513032] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:41:57.899755] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:41:58.311274] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:41:58.682489] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:41:59.051887] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:41:59.434994] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:41:59.819694] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:42:00.905257] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:42:00.905450] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T11:42:00.905507] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9635 tests [2025-11-21T11:42:00.905555] [INFO ] [CONFIGURE ] CUBI: Testing feature 24/29: add_rsi [2025-11-21T11:42:00.905599] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T11:42:01.481717] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:01.946142] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:42:02.405204] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:42:02.846208] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:42:03.299868] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:03.755465] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:42:04.224145] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:04.680019] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:42:05.131191] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:42:05.580056] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:42:05.580227] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:42:05.580294] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9634 tests [2025-11-21T11:42:05.580349] [INFO ] [CONFIGURE ] CUBI: Testing feature 25/29: add_tick_distribution [2025-11-21T11:42:05.580395] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T11:42:05.959619] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:06.361228] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:42:06.777448] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:42:07.161951] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:42:07.558836] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:07.941560] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:42:08.339313] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:08.729847] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:09.121864] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:42:09.522535] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:42:09.522745] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:42:09.522807] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9633 tests [2025-11-21T11:42:09.522856] [INFO ] [CONFIGURE ] CUBI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:42:09.522892] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T11:42:09.906887] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:10.271942] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:42:10.630512] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:42:10.990030] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:42:11.343754] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:11.735918] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:42:12.113495] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:42:12.485944] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:12.894187] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:42:13.288303] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:42:13.288513] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:42:13.288574] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9632 tests [2025-11-21T11:42:13.288625] [INFO ] [CONFIGURE ] CUBI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:42:13.288696] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T11:42:13.692023] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:14.081581] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:42:14.478929] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:42:14.873928] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:42:15.278185] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:15.687091] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:42:16.154263] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:16.527961] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:16.911537] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:17.280860] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:42:17.281069] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:42:17.281128] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9631 tests [2025-11-21T11:42:17.281180] [INFO ] [CONFIGURE ] CUBI: Testing feature 28/29: add_volume_profile [2025-11-21T11:42:17.281227] [INFO ] [CONFIGURE ] CUBI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T11:42:17.682178] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:18.035866] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:42:18.391169] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:42:18.781556] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:42:19.144546] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:19.508387] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:42:19.872008] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:42:20.257058] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:20.631393] [DEBUG] [FORECASTER] CUBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:42:20.991731] [DEBUG] [FORECASTER] CUBI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:42:20.991917] [INFO ] [CONFIGURE ] CUBI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T11:42:20.991976] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9630 tests [2025-11-21T11:42:20.992025] [INFO ] [CONFIGURE ] CUBI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:42:20.992066] [INFO ] [CONFIGURE ] CUBI: Best accuracy: 80.00% [2025-11-21T11:42:20.992108] [INFO ] [CONFIGURE ] CUBI: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:42:20.992147] [INFO ] [CONFIGURE ] CUBI: Improvement over baseline: 60.00% [2025-11-21T11:42:20.992184] [INFO ] [CONFIGURE ] CUBI: Total time: 1.7 minutes [2025-11-21T11:42:20.992220] [INFO ] [CONFIGURE ] CUBI: Average time per feature: 3.7 seconds [2025-11-21T11:42:20.992257] [INFO ] [CONFIGURE ] CUBI: Average speed: 0.28 features/sec [2025-11-21T11:42:20.992612] [INFO ] [LOCAL ] Saved configuration for CUBI: 4 features, 80.00% accuracy -> ./output/feature-sets/CUBI.json [2025-11-21T11:42:20.992691] [INFO ] [CONFIGURE ] CUBI: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T11:42:20.992741] [INFO ] [sig ] [395/723] Successfully configured CUBI | 0.01 sym/s | Total: 9.1h | ETA: 7.6h [2025-11-21T11:42:20.992785] [INFO ] [sig ] [396/723] Configuring CUK... [2025-11-21T11:42:20.992825] [INFO ] [CONFIGURE ] CUK: Configurate test run. [2025-11-21T11:42:20.992865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-11-21T11:42:21.037976] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CUK'. [2025-11-21T11:42:21.038345] [INFO ] [CONFIGURE ] CUK: Testing with 29 available features [2025-11-21T11:42:21.038406] [INFO ] [CONFIGURE ] CUK: Establishing baseline with no features... [2025-11-21T11:42:21.224027] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:42:21.412865] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:42:21.600346] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:21.787635] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:21.976831] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:22.167345] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:22.359608] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:22.550207] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:42:22.741382] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:22.932851] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:42:22.933034] [INFO ] [CONFIGURE ] CUK: Baseline score (no features): 40.00% [2025-11-21T11:42:22.933093] [INFO ] [CONFIGURE ] CUK: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:42:22.933141] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:42:23.158916] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:42:23.388209] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:23.608360] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:23.816332] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:24.038612] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:24.255892] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:24.467784] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:24.682421] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:42:24.912941] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:25.142255] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:42:25.142617] [INFO ] [CONFIGURE ] CUK: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T11:42:25.142758] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9629 tests [2025-11-21T11:42:25.142844] [INFO ] [CONFIGURE ] CUK: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:42:25.142918] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:42:25.392452] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:25.656714] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:42:25.917857] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:26.172459] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:26.425795] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:42:26.701988] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:26.962990] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:27.231226] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:27.498839] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:27.765271] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:42:27.765457] [INFO ] [CONFIGURE ] CUK: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T11:42:27.765532] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9628 tests [2025-11-21T11:42:27.765585] [INFO ] [CONFIGURE ] CUK: Testing feature 3/29: add_daily_returns [2025-11-21T11:42:27.765659] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:42:28.032504] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:28.299100] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:28.570173] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:42:28.838350] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:29.099505] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:42:29.362480] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:29.628759] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:29.894376] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:30.165203] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:30.431066] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:42:30.431237] [INFO ] [CONFIGURE ] CUK: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:42:30.431292] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9627 tests [2025-11-21T11:42:30.431342] [INFO ] [CONFIGURE ] CUK: Testing feature 4/29: add_ema [2025-11-21T11:42:30.431386] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:42:30.741663] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:31.043501] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:31.336706] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:31.629600] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:31.944767] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:32.250297] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:32.557236] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:32.866282] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:33.170706] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:33.475320] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:42:33.475514] [INFO ] [CONFIGURE ] CUK: KEPT add_ema (score: 70.00%) [2025-11-21T11:42:33.475572] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9626 tests [2025-11-21T11:42:33.475610] [INFO ] [CONFIGURE ] CUK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:42:33.475677] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:42:33.825210] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:34.184681] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:42:34.540432] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:34.910113] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:35.282833] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:42:35.654729] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:36.019164] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:36.367768] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:36.718367] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:37.064028] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:42:37.064227] [INFO ] [CONFIGURE ] CUK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:42:37.064285] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9625 tests [2025-11-21T11:42:37.064334] [INFO ] [CONFIGURE ] CUK: Testing feature 6/29: add_failed_moves [2025-11-21T11:42:37.064379] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T11:42:37.376528] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:37.686083] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:38.001150] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:38.311938] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:38.633932] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:38.959964] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:39.261417] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:39.559247] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:39.864746] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:40.173061] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:42:40.173241] [INFO ] [CONFIGURE ] CUK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:42:40.173293] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9624 tests [2025-11-21T11:42:40.173345] [INFO ] [CONFIGURE ] CUK: Testing feature 7/29: add_lag_shelf [2025-11-21T11:42:40.173391] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T11:42:40.459877] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:40.746479] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:41.032403] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:41.318949] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:41.612080] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:41.908128] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:42.198401] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:42.488816] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:42.785018] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:42:43.082113] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:42:43.082313] [INFO ] [CONFIGURE ] CUK: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:42:43.082371] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9623 tests [2025-11-21T11:42:43.082420] [INFO ] [CONFIGURE ] CUK: Testing feature 8/29: add_macd [2025-11-21T11:42:43.082465] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T11:42:43.457369] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:43.837517] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:44.216736] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:42:44.607571] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:44.997744] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:42:45.416915] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:45.837412] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:46.261046] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:46.678348] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:47.097535] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:42:47.097760] [INFO ] [CONFIGURE ] CUK: DISCARDED add_macd (score: 60.00%) [2025-11-21T11:42:47.097847] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9622 tests [2025-11-21T11:42:47.097906] [INFO ] [CONFIGURE ] CUK: Testing feature 9/29: add_mfi [2025-11-21T11:42:47.097955] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T11:42:47.440922] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:47.795976] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:48.139892] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:48.476559] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:48.815755] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:49.157119] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:49.500975] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:49.841834] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:50.204002] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:50.546224] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:42:50.546435] [INFO ] [CONFIGURE ] CUK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T11:42:50.546495] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9621 tests [2025-11-21T11:42:50.546544] [INFO ] [CONFIGURE ] CUK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:42:50.546588] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:42:50.963669] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:51.379693] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:51.813500] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:52.233824] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:52.685123] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:53.117376] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:53.547711] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:42:53.975805] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:42:54.391911] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:54.818536] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:42:54.818754] [INFO ] [CONFIGURE ] CUK: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T11:42:54.818816] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9620 tests [2025-11-21T11:42:54.818863] [INFO ] [CONFIGURE ] CUK: Testing feature 11/29: add_obv_daily [2025-11-21T11:42:54.818907] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T11:42:55.157421] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:55.470289] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:55.788237] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:42:56.101235] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:56.413320] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:56.719716] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:42:57.032817] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:42:57.345904] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:42:57.663844] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:42:58.013114] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:42:58.013312] [INFO ] [CONFIGURE ] CUK: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:42:58.013367] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9619 tests [2025-11-21T11:42:58.013415] [INFO ] [CONFIGURE ] CUK: Testing feature 12/29: add_obv_interval [2025-11-21T11:42:58.013459] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T11:42:58.320086] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:42:58.618559] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:42:58.939300] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:42:59.259520] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:42:59.581761] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:42:59.904371] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:00.223833] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:01.274592] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:01.589002] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:01.921115] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:01.921389] [INFO ] [CONFIGURE ] CUK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T11:43:01.921464] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9618 tests [2025-11-21T11:43:01.921525] [INFO ] [CONFIGURE ] CUK: Testing feature 13/29: add_opening_strength [2025-11-21T11:43:01.921583] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:43:02.293546] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:02.662351] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:43:03.089588] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:03.582769] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:03.927151] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:04.300004] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:04.663243] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:05.031456] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:43:05.366274] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:05.737176] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:05.737363] [INFO ] [CONFIGURE ] CUK: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T11:43:05.737422] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9617 tests [2025-11-21T11:43:05.737471] [INFO ] [CONFIGURE ] CUK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:43:05.737510] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T11:43:06.087299] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:06.435513] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:06.785582] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:07.138282] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:07.482896] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:07.837078] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:08.178247] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:08.512066] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:08.880113] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:09.237301] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:43:09.237478] [INFO ] [CONFIGURE ] CUK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:43:09.237535] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9616 tests [2025-11-21T11:43:09.237582] [INFO ] [CONFIGURE ] CUK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:43:09.237626] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T11:43:09.549963] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:09.861420] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:10.174906] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:10.511973] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:10.837067] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:11.162968] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:11.494381] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:11.826006] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:12.156700] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:43:12.501875] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:43:12.502082] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T11:43:12.502148] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9615 tests [2025-11-21T11:43:12.502211] [INFO ] [CONFIGURE ] CUK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:43:12.502261] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T11:43:12.852224] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:13.203712] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:13.554023] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:13.892432] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:14.237375] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:43:14.580962] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:14.930508] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:15.286107] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:43:15.632298] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:15.982443] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:15.982717] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:43:15.982783] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9614 tests [2025-11-21T11:43:15.982837] [INFO ] [CONFIGURE ] CUK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:43:15.982886] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T11:43:16.330526] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:16.692203] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:17.055195] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:17.409863] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:17.779191] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:18.133396] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:18.486219] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:18.844022] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:19.212975] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:19.577323] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:19.577509] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:43:19.577566] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9613 tests [2025-11-21T11:43:19.577624] [INFO ] [CONFIGURE ] CUK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:43:19.577692] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T11:43:19.908477] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:20.235696] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:20.557170] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:20.882524] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:21.185209] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:21.503979] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:21.844226] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:22.194397] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:22.531314] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:43:22.873996] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:22.874171] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:43:22.874229] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9612 tests [2025-11-21T11:43:22.874294] [INFO ] [CONFIGURE ] CUK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:43:22.874339] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T11:43:23.199805] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:23.526187] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:23.850608] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:24.170219] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:24.504117] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:24.831879] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:25.174123] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:25.503290] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:25.840839] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:26.171189] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:43:26.171385] [INFO ] [CONFIGURE ] CUK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:43:26.171446] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9611 tests [2025-11-21T11:43:26.171494] [INFO ] [CONFIGURE ] CUK: Testing feature 20/29: add_price_rejection [2025-11-21T11:43:26.171540] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T11:43:26.514573] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:26.858067] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:27.206514] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:27.558636] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:43:27.914773] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:43:28.261176] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:28.615756] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:28.966794] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:29.309930] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:43:29.649872] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:43:29.650052] [INFO ] [CONFIGURE ] CUK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:43:29.650110] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9610 tests [2025-11-21T11:43:29.650158] [INFO ] [CONFIGURE ] CUK: Testing feature 21/29: add_range_position [2025-11-21T11:43:29.650201] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T11:43:30.006231] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:30.371605] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:30.733066] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:43:31.088052] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:43:31.444327] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:31.798914] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:32.162358] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:32.522451] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:32.900782] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:43:33.274193] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:43:33.274440] [INFO ] [CONFIGURE ] CUK: DISCARDED add_range_position (score: 40.00%) [2025-11-21T11:43:33.274575] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9609 tests [2025-11-21T11:43:33.274666] [INFO ] [CONFIGURE ] CUK: Testing feature 22/29: add_realized_volatility [2025-11-21T11:43:33.274729] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T11:43:33.727145] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:34.188327] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:34.653537] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:35.097023] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:35.542173] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:35.990980] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:36.435848] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:36.884835] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:43:37.323331] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:43:37.773089] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:37.773288] [INFO ] [CONFIGURE ] CUK: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T11:43:37.773348] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9608 tests [2025-11-21T11:43:37.773408] [INFO ] [CONFIGURE ] CUK: Testing feature 23/29: add_recent_range_context [2025-11-21T11:43:37.773461] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T11:43:38.121317] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:38.459570] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:38.812895] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:39.161076] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:39.489516] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:39.819419] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:40.163826] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:40.518480] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:40.859170] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:43:41.196409] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:41.196591] [INFO ] [CONFIGURE ] CUK: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T11:43:41.196664] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9607 tests [2025-11-21T11:43:41.196715] [INFO ] [CONFIGURE ] CUK: Testing feature 24/29: add_rsi [2025-11-21T11:43:41.196759] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T11:43:41.530709] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:41.874006] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:42.209444] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:42.549250] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:42.892184] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:43.268977] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:43.632131] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:43.973921] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:44.300071] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:44.614884] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:44.615055] [INFO ] [CONFIGURE ] CUK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:43:44.615112] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9606 tests [2025-11-21T11:43:44.615159] [INFO ] [CONFIGURE ] CUK: Testing feature 25/29: add_tick_distribution [2025-11-21T11:43:44.615202] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T11:43:44.937479] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:45.259727] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:45.600393] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:45.934559] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:43:46.259395] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:46.593389] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:46.912307] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:47.249442] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:47.589104] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:47.925424] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:43:47.925621] [INFO ] [CONFIGURE ] CUK: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:43:47.925718] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9605 tests [2025-11-21T11:43:47.925770] [INFO ] [CONFIGURE ] CUK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:43:47.925817] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T11:43:48.264080] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:48.603610] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:43:48.940353] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:49.278101] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:49.635397] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:50.029529] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:50.377448] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:50.716421] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:51.070334] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:43:51.430010] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:51.430675] [INFO ] [CONFIGURE ] CUK: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T11:43:51.430741] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9604 tests [2025-11-21T11:43:51.430937] [INFO ] [CONFIGURE ] CUK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:43:51.430990] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T11:43:51.793733] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:52.150734] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:52.505569] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:52.879309] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:43:53.236563] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:53.601743] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:53.999355] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:54.383704] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:54.756024] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:43:55.128832] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:55.129039] [INFO ] [CONFIGURE ] CUK: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:43:55.129100] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9603 tests [2025-11-21T11:43:55.129147] [INFO ] [CONFIGURE ] CUK: Testing feature 28/29: add_volume_profile [2025-11-21T11:43:55.129192] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T11:43:55.521799] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:43:55.949351] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:43:56.278544] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:43:56.604687] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:43:56.908842] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:43:57.219866] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:43:57.542455] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:43:57.878353] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:43:58.240283] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:43:58.598555] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:43:58.598767] [INFO ] [CONFIGURE ] CUK: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T11:43:58.598828] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9602 tests [2025-11-21T11:43:58.598877] [INFO ] [CONFIGURE ] CUK: Testing feature 29/29: add_vwap [2025-11-21T11:43:58.598922] [INFO ] [CONFIGURE ] CUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T11:43:58.960418] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:43:59.318374] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:43:59.679202] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:44:00.026957] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:01.111287] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:44:01.572669] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:44:01.897879] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:44:02.225632] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:02.545018] [DEBUG] [FORECASTER] CUK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:44:02.879537] [DEBUG] [FORECASTER] CUK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:02.879760] [INFO ] [CONFIGURE ] CUK: DISCARDED add_vwap (score: 30.00%) [2025-11-21T11:44:02.879820] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9601 tests [2025-11-21T11:44:02.879867] [INFO ] [CONFIGURE ] CUK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:44:02.879908] [INFO ] [CONFIGURE ] CUK: Best accuracy: 70.00% [2025-11-21T11:44:02.879950] [INFO ] [CONFIGURE ] CUK: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:44:02.879993] [INFO ] [CONFIGURE ] CUK: Improvement over baseline: 30.00% [2025-11-21T11:44:02.880032] [INFO ] [CONFIGURE ] CUK: Total time: 1.7 minutes [2025-11-21T11:44:02.880075] [INFO ] [CONFIGURE ] CUK: Average time per feature: 3.4 seconds [2025-11-21T11:44:02.880115] [INFO ] [CONFIGURE ] CUK: Average speed: 0.29 features/sec [2025-11-21T11:44:02.880417] [INFO ] [LOCAL ] Saved configuration for CUK: 3 features, 70.00% accuracy -> ./output/feature-sets/CUK.json [2025-11-21T11:44:02.880473] [INFO ] [CONFIGURE ] CUK: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T11:44:02.880521] [INFO ] [sig ] [396/723] Successfully configured CUK | 0.01 sym/s | Total: 9.2h | ETA: 7.6h [2025-11-21T11:44:02.880565] [INFO ] [sig ] [397/723] Configuring CULP... [2025-11-21T11:44:02.880604] [INFO ] [CONFIGURE ] CULP: Configurate test run. [2025-11-21T11:44:02.880794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-11-21T11:44:02.987276] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CULP'. [2025-11-21T11:44:02.987769] [INFO ] [CONFIGURE ] CULP: Testing with 29 available features [2025-11-21T11:44:02.987834] [INFO ] [CONFIGURE ] CULP: Establishing baseline with no features... [2025-11-21T11:44:03.149974] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:03.312569] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:44:03.469297] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:03.626969] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:03.789443] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:03.951509] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:04.115306] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:04.275410] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:04.453806] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:04.617592] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:04.617781] [INFO ] [CONFIGURE ] CULP: Baseline score (no features): 50.00% [2025-11-21T11:44:04.617866] [INFO ] [CONFIGURE ] CULP: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:44:04.617928] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:44:04.810288] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:44:05.010099] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:44:05.199741] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:44:05.396447] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:05.589048] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:05.788164] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:05.997169] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:06.195763] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:06.394377] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:06.599526] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:06.599737] [INFO ] [CONFIGURE ] CULP: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-21T11:44:06.599831] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9600 tests [2025-11-21T11:44:06.599890] [INFO ] [CONFIGURE ] CULP: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:44:06.599936] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:44:06.796665] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:06.997405] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:44:07.201739] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:07.401767] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:07.605496] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:07.822730] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:08.029261] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:08.247485] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:08.454989] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:08.666611] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:08.666889] [INFO ] [CONFIGURE ] CULP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T11:44:08.666969] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9599 tests [2025-11-21T11:44:08.667018] [INFO ] [CONFIGURE ] CULP: Testing feature 3/29: add_daily_returns [2025-11-21T11:44:08.667053] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_daily_returns'] [2025-11-21T11:44:08.864035] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:09.048440] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:44:09.232682] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:09.410451] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:09.587856] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:09.767041] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:09.944311] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:10.116736] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:10.296199] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:10.471855] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:10.472096] [INFO ] [CONFIGURE ] CULP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:44:10.472148] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9598 tests [2025-11-21T11:44:10.472187] [INFO ] [CONFIGURE ] CULP: Testing feature 4/29: add_ema [2025-11-21T11:44:10.472226] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_ema'] [2025-11-21T11:44:10.673399] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:10.875536] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:44:11.075045] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:11.276448] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:11.476985] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:11.681537] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:44:11.887437] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:12.092611] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:12.297150] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:12.501513] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:12.501706] [INFO ] [CONFIGURE ] CULP: DISCARDED add_ema (score: 30.00%) [2025-11-21T11:44:12.501782] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9597 tests [2025-11-21T11:44:12.501842] [INFO ] [CONFIGURE ] CULP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:44:12.501888] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:44:12.708791] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:12.920976] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:13.148613] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:13.370277] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:13.592483] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:13.824802] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:14.053923] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:44:14.274568] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:14.496614] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:14.732564] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:14.732836] [INFO ] [CONFIGURE ] CULP: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T11:44:14.732897] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9596 tests [2025-11-21T11:44:14.732946] [INFO ] [CONFIGURE ] CULP: Testing feature 6/29: add_failed_moves [2025-11-21T11:44:14.732988] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T11:44:14.966057] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:15.195480] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:15.427309] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:15.658913] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:15.895781] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:16.128104] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:16.363922] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:16.600463] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:44:16.843732] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:17.082742] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:17.082916] [INFO ] [CONFIGURE ] CULP: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T11:44:17.082975] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9595 tests [2025-11-21T11:44:17.083017] [INFO ] [CONFIGURE ] CULP: Testing feature 7/29: add_lag_shelf [2025-11-21T11:44:17.083064] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T11:44:17.310181] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:17.534755] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:17.757731] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:17.994486] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:18.231321] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:18.454931] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:18.682182] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:18.909108] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:19.138176] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:19.364470] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:19.364679] [INFO ] [CONFIGURE ] CULP: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:44:19.364740] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9594 tests [2025-11-21T11:44:19.364780] [INFO ] [CONFIGURE ] CULP: Testing feature 8/29: add_macd [2025-11-21T11:44:19.364827] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T11:44:19.658435] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:19.945484] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:20.226222] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:20.507102] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:20.807861] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:21.104247] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:21.392551] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:44:21.677820] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:21.969037] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:22.259875] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:22.260070] [INFO ] [CONFIGURE ] CULP: DISCARDED add_macd (score: 60.00%) [2025-11-21T11:44:22.260131] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9593 tests [2025-11-21T11:44:22.260181] [INFO ] [CONFIGURE ] CULP: Testing feature 9/29: add_mfi [2025-11-21T11:44:22.260241] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T11:44:22.486400] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:22.715527] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:22.943532] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:23.172109] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:23.398384] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:23.635349] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:23.863340] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:24.088915] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:24.324352] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:24.552082] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:24.552254] [INFO ] [CONFIGURE ] CULP: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:44:24.552310] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9592 tests [2025-11-21T11:44:24.552349] [INFO ] [CONFIGURE ] CULP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:44:24.552394] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:44:24.867078] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:25.177202] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:25.484870] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:25.817630] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:26.162181] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:26.478555] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:44:26.792988] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:44:27.117211] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:44:27.444511] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:27.763544] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:27.763777] [INFO ] [CONFIGURE ] CULP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:44:27.763840] [INFO ] [CONFIGURE ] JOB ETA: 7.6h | Avg: 2.8s/test | Remaining: 9591 tests [2025-11-21T11:44:27.763890] [INFO ] [CONFIGURE ] CULP: Testing feature 11/29: add_obv_daily [2025-11-21T11:44:27.763933] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T11:44:28.009149] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:28.249923] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:28.496661] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:28.739929] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:28.983296] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:29.227763] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:29.472479] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:44:29.718591] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:44:29.975431] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:30.226005] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:44:30.226245] [INFO ] [CONFIGURE ] CULP: KEPT add_obv_daily (score: 70.00%) [2025-11-21T11:44:30.226323] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9590 tests [2025-11-21T11:44:30.226373] [INFO ] [CONFIGURE ] CULP: Testing feature 12/29: add_obv_interval [2025-11-21T11:44:30.226415] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T11:44:30.493548] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:30.771099] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:31.050304] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:44:31.309728] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:31.573453] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:31.837576] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:32.099335] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:44:32.369537] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:32.631555] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:32.919687] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:32.919886] [INFO ] [CONFIGURE ] CULP: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T11:44:32.919947] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9589 tests [2025-11-21T11:44:32.919997] [INFO ] [CONFIGURE ] CULP: Testing feature 13/29: add_opening_strength [2025-11-21T11:44:32.920042] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:44:33.223216] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:33.529162] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:33.835875] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:34.142962] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:34.444191] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:34.749900] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:35.056810] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:44:35.362536] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:35.648160] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:35.985150] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:35.985438] [INFO ] [CONFIGURE ] CULP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:44:35.985498] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9588 tests [2025-11-21T11:44:35.985548] [INFO ] [CONFIGURE ] CULP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:44:35.985595] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T11:44:36.268573] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:36.578703] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:36.864552] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:37.154105] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:37.450511] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:37.751960] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:38.054578] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:38.337860] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:44:38.628830] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:38.926800] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:44:38.927015] [INFO ] [CONFIGURE ] CULP: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-21T11:44:38.927079] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9587 tests [2025-11-21T11:44:38.927128] [INFO ] [CONFIGURE ] CULP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:44:38.927173] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T11:44:39.231057] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:39.531570] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:39.836156] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:44:40.142354] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:40.439506] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:40.750443] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:41.056684] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:41.364764] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:41.658079] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:41.945786] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:44:41.945986] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:44:41.946042] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9586 tests [2025-11-21T11:44:41.946089] [INFO ] [CONFIGURE ] CULP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:44:41.946133] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T11:44:42.248830] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:42.598442] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:42.972915] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:43.326753] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:43.641970] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:43.937392] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:44.234141] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:44.522633] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:44.819383] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:45.113924] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:45.114103] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:44:45.114159] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9585 tests [2025-11-21T11:44:45.114207] [INFO ] [CONFIGURE ] CULP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:44:45.114248] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T11:44:45.412553] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:45.713117] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:46.041095] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:46.347592] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:46.671046] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:46.999187] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:47.306528] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:44:47.623017] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:47.950810] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:48.291202] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:48.291398] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:44:48.291461] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9584 tests [2025-11-21T11:44:48.291512] [INFO ] [CONFIGURE ] CULP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:44:48.291562] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T11:44:48.598110] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:48.893273] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:49.212000] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:49.527093] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:49.823999] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:50.126098] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:50.432806] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:44:50.754465] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:44:51.022764] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:51.296374] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:44:51.296573] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T11:44:51.296637] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9583 tests [2025-11-21T11:44:51.296708] [INFO ] [CONFIGURE ] CULP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:44:51.296757] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T11:44:51.573382] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:51.853981] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:52.122871] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:52.390268] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:44:52.683592] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:52.994069] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:53.290946] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:53.585878] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:44:53.903375] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:54.208065] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:44:54.208263] [INFO ] [CONFIGURE ] CULP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:44:54.208338] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9582 tests [2025-11-21T11:44:54.208391] [INFO ] [CONFIGURE ] CULP: Testing feature 20/29: add_price_rejection [2025-11-21T11:44:54.208436] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T11:44:54.516563] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:54.821541] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:55.131250] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:44:55.434224] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:55.737141] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:44:56.046319] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:56.352429] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:56.668021] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:44:56.975599] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:44:57.283201] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:44:57.283416] [INFO ] [CONFIGURE ] CULP: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T11:44:57.283474] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9581 tests [2025-11-21T11:44:57.283521] [INFO ] [CONFIGURE ] CULP: Testing feature 21/29: add_range_position [2025-11-21T11:44:57.283563] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T11:44:57.610304] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:44:57.935728] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:44:58.260310] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:44:58.589285] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:44:58.916750] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:44:59.248268] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:44:59.576021] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:44:59.908565] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:00.253580] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:45:00.756821] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:45:00.757032] [INFO ] [CONFIGURE ] CULP: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:45:00.757092] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9580 tests [2025-11-21T11:45:00.757145] [INFO ] [CONFIGURE ] CULP: Testing feature 22/29: add_realized_volatility [2025-11-21T11:45:00.757191] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T11:45:01.491393] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:01.929049] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:02.354310] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:45:02.750184] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:45:03.149324] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:03.542165] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:03.929524] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:45:04.321029] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:04.722398] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:45:05.116002] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:45:05.116198] [INFO ] [CONFIGURE ] CULP: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T11:45:05.116261] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9579 tests [2025-11-21T11:45:05.116320] [INFO ] [CONFIGURE ] CULP: Testing feature 23/29: add_recent_range_context [2025-11-21T11:45:05.116372] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T11:45:05.405465] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:05.702563] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:06.015805] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:45:06.295034] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:45:06.601084] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:45:06.888431] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:07.186709] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:45:07.478260] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:07.767899] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:45:08.087295] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:45:08.087522] [INFO ] [CONFIGURE ] CULP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:45:08.087582] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9578 tests [2025-11-21T11:45:08.087633] [INFO ] [CONFIGURE ] CULP: Testing feature 24/29: add_rsi [2025-11-21T11:45:08.087726] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T11:45:08.448598] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:08.831930] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:09.195902] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:45:09.550370] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:09.903818] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:45:10.262155] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:10.616266] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:45:11.000018] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:11.365907] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:45:11.725094] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:45:11.725273] [INFO ] [CONFIGURE ] CULP: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:45:11.725329] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9577 tests [2025-11-21T11:45:11.725376] [INFO ] [CONFIGURE ] CULP: Testing feature 25/29: add_tick_distribution [2025-11-21T11:45:11.725418] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T11:45:12.024624] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:12.315138] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:12.613209] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:45:12.920675] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:13.222594] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:13.517144] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:13.815112] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:45:14.124068] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:14.429516] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:45:14.730519] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:45:14.730746] [INFO ] [CONFIGURE ] CULP: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T11:45:14.730807] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9576 tests [2025-11-21T11:45:14.730852] [INFO ] [CONFIGURE ] CULP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:45:14.730894] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T11:45:15.024111] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:15.316113] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:15.611928] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:45:15.932759] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:45:16.258930] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:16.563897] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:16.885125] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:45:17.191876] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:17.491953] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:45:17.789375] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:45:17.789568] [INFO ] [CONFIGURE ] CULP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:45:17.789626] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9575 tests [2025-11-21T11:45:17.789697] [INFO ] [CONFIGURE ] CULP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:45:17.789748] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T11:45:17.925380] [FATAL] [FORECASTER] Failed to test lookback=11: [11:45:17] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:18.043886] [FATAL] [FORECASTER] Failed to test lookback=10: [11:45:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:18.162023] [FATAL] [FORECASTER] Failed to test lookback=9: [11:45:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:18.282760] [FATAL] [FORECASTER] Failed to test lookback=8: [11:45:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:18.406618] [FATAL] [FORECASTER] Failed to test lookback=7: [11:45:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:18.527676] [FATAL] [FORECASTER] Failed to test lookback=6: [11:45:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:18.647111] [FATAL] [FORECASTER] Failed to test lookback=5: [11:45:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:18.767170] [FATAL] [FORECASTER] Failed to test lookback=4: [11:45:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:18.888337] [FATAL] [FORECASTER] Failed to test lookback=3: [11:45:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:19.010778] [FATAL] [FORECASTER] Failed to test lookback=2: [11:45:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:45:19.011063] [INFO ] [CONFIGURE ] CULP: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T11:45:19.011117] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9574 tests [2025-11-21T11:45:19.011158] [INFO ] [CONFIGURE ] CULP: Testing feature 28/29: add_volume_profile [2025-11-21T11:45:19.011217] [INFO ] [CONFIGURE ] CULP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T11:45:19.333818] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:19.705092] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:20.037351] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:45:20.358383] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:20.689395] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:21.036438] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:21.358277] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:45:21.690161] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:22.027578] [DEBUG] [FORECASTER] CULP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:45:22.353726] [DEBUG] [FORECASTER] CULP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:45:22.353931] [INFO ] [CONFIGURE ] CULP: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:45:22.353998] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9573 tests [2025-11-21T11:45:22.354051] [INFO ] [CONFIGURE ] CULP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:45:22.354094] [INFO ] [CONFIGURE ] CULP: Best accuracy: 80.00% [2025-11-21T11:45:22.354138] [INFO ] [CONFIGURE ] CULP: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T11:45:22.354182] [INFO ] [CONFIGURE ] CULP: Improvement over baseline: 30.00% [2025-11-21T11:45:22.354221] [INFO ] [CONFIGURE ] CULP: Total time: 1.3 minutes [2025-11-21T11:45:22.354262] [INFO ] [CONFIGURE ] CULP: Average time per feature: 2.8 seconds [2025-11-21T11:45:22.354301] [INFO ] [CONFIGURE ] CULP: Average speed: 0.37 features/sec [2025-11-21T11:45:22.354871] [INFO ] [LOCAL ] Saved configuration for CULP: 4 features, 80.00% accuracy -> ./output/feature-sets/CULP.json [2025-11-21T11:45:22.354932] [INFO ] [CONFIGURE ] CULP: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T11:45:22.354986] [INFO ] [sig ] [397/723] Successfully configured CULP | 0.01 sym/s | Total: 9.2h | ETA: 7.5h [2025-11-21T11:45:22.355034] [INFO ] [sig ] [398/723] Configuring CURV... [2025-11-21T11:45:22.355075] [INFO ] [CONFIGURE ] CURV: Configurate test run. [2025-11-21T11:45:22.355118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'. [2025-11-21T11:45:22.433754] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CURV'. [2025-11-21T11:45:22.434365] [INFO ] [CONFIGURE ] CURV: Testing with 29 available features [2025-11-21T11:45:22.434434] [INFO ] [CONFIGURE ] CURV: Establishing baseline with no features... [2025-11-21T11:45:22.639554] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:22.845990] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:23.072546] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:23.282141] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:23.493431] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:23.702019] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:23.905538] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:45:24.108388] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:45:24.311057] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:24.505482] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:45:24.505670] [INFO ] [CONFIGURE ] CURV: Baseline score (no features): 50.00% [2025-11-21T11:45:24.505774] [INFO ] [CONFIGURE ] CURV: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:45:24.505832] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:45:24.735180] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:24.962583] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:25.188680] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:25.413218] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:25.642120] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:25.888501] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:26.114568] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:45:26.344154] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:45:26.559982] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:26.781050] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:45:26.781232] [INFO ] [CONFIGURE ] CURV: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T11:45:26.781280] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9572 tests [2025-11-21T11:45:26.781318] [INFO ] [CONFIGURE ] CURV: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:45:26.781359] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:45:27.003876] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:27.235447] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:27.478028] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:27.739549] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:27.984362] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:28.217974] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:28.469486] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:45:28.693821] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:28.919920] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:29.152764] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:29.152957] [INFO ] [CONFIGURE ] CURV: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T11:45:29.153008] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9571 tests [2025-11-21T11:45:29.153045] [INFO ] [CONFIGURE ] CURV: Testing feature 3/29: add_daily_returns [2025-11-21T11:45:29.153080] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:45:29.389121] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:29.628623] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:29.871893] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:30.113422] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:30.353377] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:30.593868] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:30.843281] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:45:31.080720] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:31.323584] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:31.566976] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:31.567158] [INFO ] [CONFIGURE ] CURV: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:45:31.567205] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9570 tests [2025-11-21T11:45:31.567253] [INFO ] [CONFIGURE ] CURV: Testing feature 4/29: add_ema [2025-11-21T11:45:31.567288] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T11:45:31.852517] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:32.136753] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:32.426757] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:45:32.716628] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:45:33.004243] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:33.287187] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:33.557666] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:45:33.833626] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:34.104311] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:34.375887] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:34.376076] [INFO ] [CONFIGURE ] CURV: DISCARDED add_ema (score: 60.00%) [2025-11-21T11:45:34.376138] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9569 tests [2025-11-21T11:45:34.376191] [INFO ] [CONFIGURE ] CURV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:45:34.376236] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:45:34.632216] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:34.874433] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:35.126170] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:45:35.373781] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:35.623061] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:35.908830] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:45:36.186391] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:45:36.485983] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:36.770542] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:45:37.054270] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:37.054496] [INFO ] [CONFIGURE ] CURV: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T11:45:37.054579] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9568 tests [2025-11-21T11:45:37.054631] [INFO ] [CONFIGURE ] CURV: Testing feature 6/29: add_failed_moves [2025-11-21T11:45:37.054703] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:45:37.304257] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:37.546465] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:37.783268] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:38.041045] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:38.310215] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:38.563689] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:38.814867] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:45:39.062296] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:39.320920] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:39.569584] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:39.569794] [INFO ] [CONFIGURE ] CURV: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:45:39.569858] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9567 tests [2025-11-21T11:45:39.569910] [INFO ] [CONFIGURE ] CURV: Testing feature 7/29: add_lag_shelf [2025-11-21T11:45:39.569957] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:45:39.800582] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:40.026444] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:40.260197] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:40.496043] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:40.726196] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:40.933691] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:41.142271] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:45:41.353797] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:41.561593] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:41.778522] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:41.778712] [INFO ] [CONFIGURE ] CURV: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:45:41.778944] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9566 tests [2025-11-21T11:45:41.779054] [INFO ] [CONFIGURE ] CURV: Testing feature 8/29: add_macd [2025-11-21T11:45:41.779109] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:45:42.087431] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:42.391699] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:42.706004] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:45:43.025494] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:45:43.331990] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:43.640692] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:43.972677] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:45:44.282969] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:44.589146] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:44.898885] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:44.899087] [INFO ] [CONFIGURE ] CURV: DISCARDED add_macd (score: 60.00%) [2025-11-21T11:45:44.899146] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9565 tests [2025-11-21T11:45:44.899200] [INFO ] [CONFIGURE ] CURV: Testing feature 9/29: add_mfi [2025-11-21T11:45:44.899261] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T11:45:45.136304] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:45.376161] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:45.614840] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:45.849046] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:46.074705] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:46.304910] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:46.531870] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:45:46.760400] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:46.988357] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:47.222178] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:47.222388] [INFO ] [CONFIGURE ] CURV: DISCARDED add_mfi (score: 40.00%) [2025-11-21T11:45:47.222446] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9564 tests [2025-11-21T11:45:47.222495] [INFO ] [CONFIGURE ] CURV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:45:47.222539] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:45:47.532821] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:47.841631] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:48.183016] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:48.496922] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:48.810530] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:49.126463] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:49.447450] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:45:49.769080] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:50.086552] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:50.443492] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:50.443706] [INFO ] [CONFIGURE ] CURV: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T11:45:50.443767] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9563 tests [2025-11-21T11:45:50.443818] [INFO ] [CONFIGURE ] CURV: Testing feature 11/29: add_obv_daily [2025-11-21T11:45:50.443864] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T11:45:50.703983] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:50.956439] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:51.214521] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:51.471183] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:51.737750] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:51.994053] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:52.251309] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:45:52.552950] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:45:52.849133] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:53.213525] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:53.213847] [INFO ] [CONFIGURE ] CURV: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:45:53.213930] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9562 tests [2025-11-21T11:45:53.213996] [INFO ] [CONFIGURE ] CURV: Testing feature 12/29: add_obv_interval [2025-11-21T11:45:53.214061] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T11:45:53.455859] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:45:53.672991] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:53.886123] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:45:54.095791] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:45:54.314633] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:54.540210] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:54.761285] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:45:54.988284] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:55.221215] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:55.453571] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:55.453797] [INFO ] [CONFIGURE ] CURV: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T11:45:55.453857] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9561 tests [2025-11-21T11:45:55.453905] [INFO ] [CONFIGURE ] CURV: Testing feature 13/29: add_opening_strength [2025-11-21T11:45:55.453949] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:45:55.708912] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:55.985357] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:45:56.248039] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:56.518522] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:45:56.796557] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:57.067859] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:45:57.338553] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:45:57.605932] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:45:57.875518] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:45:58.143658] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:45:58.143834] [INFO ] [CONFIGURE ] CURV: KEPT add_opening_strength (score: 70.00%) [2025-11-21T11:45:58.143893] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9560 tests [2025-11-21T11:45:58.143940] [INFO ] [CONFIGURE ] CURV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:45:58.143985] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T11:45:58.441908] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:45:58.733240] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:45:59.035352] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:45:59.326550] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:45:59.619576] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:45:59.912742] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:00.217441] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:00.513202] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:01.530846] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:01.904241] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:46:01.904467] [INFO ] [CONFIGURE ] CURV: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:46:01.904529] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9559 tests [2025-11-21T11:46:01.904589] [INFO ] [CONFIGURE ] CURV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:46:01.904663] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T11:46:02.163716] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:46:02.416287] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:02.680036] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:02.932333] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:03.178447] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:03.453542] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:03.720447] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:03.991486] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:04.260923] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:04.529983] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:46:04.530158] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T11:46:04.530217] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9558 tests [2025-11-21T11:46:04.530266] [INFO ] [CONFIGURE ] CURV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:46:04.530301] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T11:46:04.822965] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:05.120910] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:05.413097] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:05.722115] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:06.024865] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:06.326191] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:06.628017] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:06.934325] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:07.230070] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:07.529668] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:07.529839] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:46:07.529897] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9557 tests [2025-11-21T11:46:07.529945] [INFO ] [CONFIGURE ] CURV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:46:07.529989] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T11:46:07.831117] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:46:08.131756] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:08.430176] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:08.711925] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:08.987550] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:09.267562] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:09.554286] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:09.832275] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:10.111153] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:10.381312] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:10.381530] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T11:46:10.381586] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9556 tests [2025-11-21T11:46:10.381633] [INFO ] [CONFIGURE ] CURV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:46:10.381698] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T11:46:10.625052] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:10.874233] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:11.134062] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:11.391659] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:11.636523] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:11.886132] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:12.126703] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:12.364760] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:12.608438] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:12.853415] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:12.853594] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:46:12.853682] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9555 tests [2025-11-21T11:46:12.853734] [INFO ] [CONFIGURE ] CURV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:46:12.853778] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T11:46:13.109388] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:13.382756] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:13.637854] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:13.891828] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:14.177174] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:14.455696] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:14.726131] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:14.988566] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:15.246037] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:15.527475] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:15.527689] [INFO ] [CONFIGURE ] CURV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:46:15.527750] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9554 tests [2025-11-21T11:46:15.527797] [INFO ] [CONFIGURE ] CURV: Testing feature 20/29: add_price_rejection [2025-11-21T11:46:15.527841] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T11:46:15.824899] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:16.081854] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:16.340161] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:46:16.601379] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:16.885033] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:17.158582] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:17.432287] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:17.741066] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:18.046672] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:18.344497] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:18.344706] [INFO ] [CONFIGURE ] CURV: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:46:18.344768] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9553 tests [2025-11-21T11:46:18.344817] [INFO ] [CONFIGURE ] CURV: Testing feature 21/29: add_range_position [2025-11-21T11:46:18.344862] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T11:46:18.665256] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:18.985027] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:19.306968] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:19.641719] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:19.982767] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:20.314745] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:20.661434] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:20.995440] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:21.349471] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:21.678051] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:46:21.678234] [INFO ] [CONFIGURE ] CURV: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:46:21.678297] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9552 tests [2025-11-21T11:46:21.678346] [INFO ] [CONFIGURE ] CURV: Testing feature 22/29: add_realized_volatility [2025-11-21T11:46:21.678391] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T11:46:22.089535] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:22.499124] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:22.925525] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:23.386211] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:23.809192] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:46:24.243983] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:24.667678] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:25.082572] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:25.501327] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:25.920523] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:25.920927] [INFO ] [CONFIGURE ] CURV: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T11:46:25.920997] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9551 tests [2025-11-21T11:46:25.921049] [INFO ] [CONFIGURE ] CURV: Testing feature 23/29: add_recent_range_context [2025-11-21T11:46:25.921093] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T11:46:26.205844] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:26.484840] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:26.782585] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:27.068694] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:27.352215] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:27.628797] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:27.905327] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:28.182402] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:28.457083] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:28.733923] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:46:28.734136] [INFO ] [CONFIGURE ] CURV: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:46:28.734201] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9550 tests [2025-11-21T11:46:28.734254] [INFO ] [CONFIGURE ] CURV: Testing feature 24/29: add_rsi [2025-11-21T11:46:28.734302] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T11:46:29.052259] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:46:29.386019] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:29.724881] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:46:30.047721] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:30.363158] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:46:30.685783] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:31.004207] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:31.328713] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:31.664356] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:31.979639] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:46:31.979858] [INFO ] [CONFIGURE ] CURV: DISCARDED add_rsi (score: 40.00%) [2025-11-21T11:46:31.979920] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9549 tests [2025-11-21T11:46:31.979971] [INFO ] [CONFIGURE ] CURV: Testing feature 25/29: add_tick_distribution [2025-11-21T11:46:31.980018] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T11:46:32.256094] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:32.551891] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:32.841387] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:33.118952] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:33.388431] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:33.660269] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:33.958712] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:34.255377] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:34.520205] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:34.783866] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:34.784045] [INFO ] [CONFIGURE ] CURV: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:46:34.784102] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9548 tests [2025-11-21T11:46:34.784149] [INFO ] [CONFIGURE ] CURV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:46:34.784195] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T11:46:35.047364] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:35.309193] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:35.571874] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:46:35.843717] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:36.114363] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:36.390687] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:36.668248] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:36.947164] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:37.227189] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:37.494557] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:37.494773] [INFO ] [CONFIGURE ] CURV: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:46:37.494831] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9547 tests [2025-11-21T11:46:37.494880] [INFO ] [CONFIGURE ] CURV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:46:37.494924] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T11:46:37.768735] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:38.039066] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:38.315817] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:46:38.614845] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:38.903889] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:39.191722] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:39.473343] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:46:39.750804] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:46:40.073050] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:46:40.458549] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:40.458855] [INFO ] [CONFIGURE ] CURV: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:46:40.460061] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9546 tests [2025-11-21T11:46:40.460937] [INFO ] [CONFIGURE ] CURV: Testing feature 28/29: add_volume_profile [2025-11-21T11:46:40.461017] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T11:46:40.815384] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:41.111672] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:41.363455] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:46:41.638355] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:41.906559] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:42.176668] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:42.448866] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:42.730958] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:43.007272] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:43.309728] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:43.310123] [INFO ] [CONFIGURE ] CURV: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T11:46:43.310181] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9545 tests [2025-11-21T11:46:43.310230] [INFO ] [CONFIGURE ] CURV: Testing feature 29/29: add_vwap [2025-11-21T11:46:43.310276] [INFO ] [CONFIGURE ] CURV: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T11:46:43.602159] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:46:43.891013] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:46:44.178985] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:46:44.479954] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:44.751520] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:46:45.021749] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:45.306178] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:46:45.590842] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:45.878911] [DEBUG] [FORECASTER] CURV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:46.161214] [DEBUG] [FORECASTER] CURV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:46:46.161400] [INFO ] [CONFIGURE ] CURV: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:46:46.161458] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9544 tests [2025-11-21T11:46:46.161505] [INFO ] [CONFIGURE ] CURV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:46:46.161546] [INFO ] [CONFIGURE ] CURV: Best accuracy: 70.00% [2025-11-21T11:46:46.161589] [INFO ] [CONFIGURE ] CURV: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:46:46.161629] [INFO ] [CONFIGURE ] CURV: Improvement over baseline: 20.00% [2025-11-21T11:46:46.161836] [INFO ] [CONFIGURE ] CURV: Total time: 1.4 minutes [2025-11-21T11:46:46.161890] [INFO ] [CONFIGURE ] CURV: Average time per feature: 2.8 seconds [2025-11-21T11:46:46.161937] [INFO ] [CONFIGURE ] CURV: Average speed: 0.36 features/sec [2025-11-21T11:46:46.162449] [INFO ] [LOCAL ] Saved configuration for CURV: 3 features, 70.00% accuracy -> ./output/feature-sets/CURV.json [2025-11-21T11:46:46.162507] [INFO ] [CONFIGURE ] CURV: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T11:46:46.162555] [INFO ] [sig ] [398/723] Successfully configured CURV | 0.01 sym/s | Total: 9.2h | ETA: 7.5h [2025-11-21T11:46:46.162599] [INFO ] [sig ] [399/723] Configuring CUZ... [2025-11-21T11:46:46.162639] [INFO ] [CONFIGURE ] CUZ: Configurate test run. [2025-11-21T11:46:46.162702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-11-21T11:46:46.272734] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CUZ'. [2025-11-21T11:46:46.273153] [INFO ] [CONFIGURE ] CUZ: Testing with 29 available features [2025-11-21T11:46:46.273221] [INFO ] [CONFIGURE ] CUZ: Establishing baseline with no features... [2025-11-21T11:46:46.452809] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:46:46.621985] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:46:46.790278] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:46:46.957988] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:47.130938] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:46:47.300789] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:47.474498] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:46:47.646388] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:46:47.816264] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:47.993360] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:47.993514] [INFO ] [CONFIGURE ] CUZ: Baseline score (no features): 70.00% [2025-11-21T11:46:47.993580] [INFO ] [CONFIGURE ] CUZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:46:47.993620] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:46:48.197446] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:46:48.413360] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:46:48.622252] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:46:48.831664] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:49.037717] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:46:49.251829] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:49.463864] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:46:49.674756] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:46:49.882234] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:50.097067] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:50.097256] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T11:46:50.097305] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9543 tests [2025-11-21T11:46:50.097345] [INFO ] [CONFIGURE ] CUZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:46:50.097382] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:46:50.301670] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:46:50.531273] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:46:50.755513] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:46:50.974355] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:46:51.194919] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:46:51.406543] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:51.624051] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:46:51.844400] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:52.065302] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:52.285762] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:52.285996] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T11:46:52.286049] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9542 tests [2025-11-21T11:46:52.286110] [INFO ] [CONFIGURE ] CUZ: Testing feature 3/29: add_daily_returns [2025-11-21T11:46:52.286343] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_daily_returns'] [2025-11-21T11:46:52.477442] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:46:52.666708] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:46:52.852885] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:46:53.043013] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:53.234027] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:46:53.428963] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:53.623427] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:46:53.825081] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:46:54.036838] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:54.247159] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:54.247351] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:46:54.247399] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9541 tests [2025-11-21T11:46:54.247436] [INFO ] [CONFIGURE ] CUZ: Testing feature 4/29: add_ema [2025-11-21T11:46:54.247470] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_ema'] [2025-11-21T11:46:54.491471] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:46:54.707084] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:46:54.924988] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:46:55.148870] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:55.379305] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:46:55.608716] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:55.831936] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:46:56.051508] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:46:56.275949] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:56.493685] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:56.493867] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_ema (score: 70.00%) [2025-11-21T11:46:56.493917] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9540 tests [2025-11-21T11:46:56.493957] [INFO ] [CONFIGURE ] CUZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:46:56.493994] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:46:56.711916] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:46:56.934785] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:46:57.156992] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:46:57.398840] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:57.615692] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:46:57.835493] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:46:58.053878] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:46:58.280351] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:46:58.515544] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:46:58.741230] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:46:58.741672] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:46:58.741732] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9539 tests [2025-11-21T11:46:58.741777] [INFO ] [CONFIGURE ] CUZ: Testing feature 6/29: add_failed_moves [2025-11-21T11:46:58.741821] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_failed_moves'] [2025-11-21T11:46:58.934203] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:46:59.120090] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:46:59.318851] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:46:59.508089] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:46:59.698126] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:46:59.878031] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:00.085934] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:00.319501] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:00.534770] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:00.734621] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:00.735034] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:47:00.735157] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9538 tests [2025-11-21T11:47:00.735261] [INFO ] [CONFIGURE ] CUZ: Testing feature 7/29: add_lag_shelf [2025-11-21T11:47:00.735392] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_lag_shelf'] [2025-11-21T11:47:01.586353] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:01.893976] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:02.079481] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:02.254814] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:02.433308] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:02.601108] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:02.786552] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:02.964021] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:03.138006] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:03.316971] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:03.317135] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:47:03.317181] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9537 tests [2025-11-21T11:47:03.317219] [INFO ] [CONFIGURE ] CUZ: Testing feature 8/29: add_macd [2025-11-21T11:47:03.317254] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:47:03.621366] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:03.892363] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:04.154333] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:47:04.423660] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:47:04.705185] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:04.996612] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:05.292497] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:05.598242] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:05.918684] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:06.220093] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:47:06.220311] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_macd (score: 50.00%) [2025-11-21T11:47:06.220369] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9536 tests [2025-11-21T11:47:06.220415] [INFO ] [CONFIGURE ] CUZ: Testing feature 9/29: add_mfi [2025-11-21T11:47:06.220456] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_mfi'] [2025-11-21T11:47:06.406135] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:06.593276] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:06.804871] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:07.004721] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:47:07.188349] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:07.387250] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:07.576989] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:07.771619] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:07.958463] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:08.171018] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:08.171201] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:47:08.171249] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9535 tests [2025-11-21T11:47:08.171289] [INFO ] [CONFIGURE ] CUZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:47:08.171324] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:47:08.466443] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:08.767815] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:09.045482] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:09.317199] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:09.618591] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:09.903772] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:10.177386] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:10.456874] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:10.741254] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:11.033127] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:11.033361] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T11:47:11.033446] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9534 tests [2025-11-21T11:47:11.033497] [INFO ] [CONFIGURE ] CUZ: Testing feature 11/29: add_obv_daily [2025-11-21T11:47:11.033540] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_obv_daily'] [2025-11-21T11:47:11.242575] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:47:11.447754] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:11.659808] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:47:11.866582] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:47:12.058333] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:12.244570] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:12.434914] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:12.640218] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:12.854887] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:13.089943] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:13.090321] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T11:47:13.090442] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9533 tests [2025-11-21T11:47:13.090530] [INFO ] [CONFIGURE ] CUZ: Testing feature 12/29: add_obv_interval [2025-11-21T11:47:13.090605] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_obv_interval'] [2025-11-21T11:47:13.307003] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:13.523426] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:13.737826] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:13.986016] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:14.201448] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:14.421157] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:14.632116] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:14.830064] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:15.022464] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:15.213697] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:15.213868] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T11:47:15.213915] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9532 tests [2025-11-21T11:47:15.213953] [INFO ] [CONFIGURE ] CUZ: Testing feature 13/29: add_opening_strength [2025-11-21T11:47:15.213988] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T11:47:15.422341] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:15.630550] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:15.839507] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:16.056531] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:16.266583] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:16.476177] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:16.688483] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:16.894015] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:17.106745] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:17.349270] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:17.350196] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:47:17.350333] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9531 tests [2025-11-21T11:47:17.350441] [INFO ] [CONFIGURE ] CUZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:47:17.350521] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T11:47:17.563386] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:17.768090] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:17.970265] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:47:18.173767] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:18.374973] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:18.604458] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:47:18.832706] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:19.066679] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:19.296087] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:19.525142] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:19.525318] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:47:19.525365] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9530 tests [2025-11-21T11:47:19.525403] [INFO ] [CONFIGURE ] CUZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:47:19.525438] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T11:47:19.713491] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:19.896263] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:20.084112] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:20.264028] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:20.449886] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:20.621566] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:20.796753] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:20.980490] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:21.165694] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:21.348345] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:21.348536] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T11:47:21.348586] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9529 tests [2025-11-21T11:47:21.348629] [INFO ] [CONFIGURE ] CUZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:47:21.348698] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T11:47:21.552878] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:47:21.759392] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:21.972924] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:47:22.202246] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:47:22.403355] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:22.594186] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:22.789517] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:22.983071] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:23.179616] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:23.396743] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:23.396960] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T11:47:23.397030] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9528 tests [2025-11-21T11:47:23.397277] [INFO ] [CONFIGURE ] CUZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:47:23.397321] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_pbf_return_2d'] [2025-11-21T11:47:23.615236] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:23.825766] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:24.041793] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:24.239094] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:24.444666] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:24.653965] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:24.879450] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:25.098082] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:25.295702] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:25.496091] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:25.496265] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T11:47:25.496313] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9527 tests [2025-11-21T11:47:25.496351] [INFO ] [CONFIGURE ] CUZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:47:25.496386] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T11:47:25.671279] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:47:25.846638] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:26.027435] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:26.204309] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:26.378265] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:26.552994] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:26.729196] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:26.905522] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:27.097988] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:27.297913] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:27.298276] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:47:27.298409] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9526 tests [2025-11-21T11:47:27.298501] [INFO ] [CONFIGURE ] CUZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:47:27.298578] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T11:47:27.480267] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:27.660008] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:27.848587] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:47:28.027628] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:28.207423] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:28.389309] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:28.591824] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:28.787261] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:28.987914] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:29.177241] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:29.177413] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:47:29.177462] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9525 tests [2025-11-21T11:47:29.177500] [INFO ] [CONFIGURE ] CUZ: Testing feature 20/29: add_price_rejection [2025-11-21T11:47:29.177536] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_price_rejection'] [2025-11-21T11:47:29.382785] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:29.581927] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:29.785790] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:29.989440] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:30.194567] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:30.404049] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:30.613882] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:30.819714] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:31.024142] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:31.238367] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:31.238544] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:47:31.238591] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9524 tests [2025-11-21T11:47:31.238629] [INFO ] [CONFIGURE ] CUZ: Testing feature 21/29: add_range_position [2025-11-21T11:47:31.238684] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_range_position'] [2025-11-21T11:47:31.479350] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:31.732249] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:31.965236] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:32.196526] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:47:32.425306] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:32.683044] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:32.980366] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:33.313499] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:33.527580] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:33.716504] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:33.716687] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:47:33.716757] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9523 tests [2025-11-21T11:47:33.716812] [INFO ] [CONFIGURE ] CUZ: Testing feature 22/29: add_realized_volatility [2025-11-21T11:47:33.716863] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_realized_volatility'] [2025-11-21T11:47:34.043891] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:47:34.340824] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:34.635812] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:34.933564] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:35.248532] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:35.549803] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:35.851917] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:36.163064] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:36.486436] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:36.810979] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:36.811203] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:47:36.811264] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9522 tests [2025-11-21T11:47:36.811325] [INFO ] [CONFIGURE ] CUZ: Testing feature 23/29: add_recent_range_context [2025-11-21T11:47:36.811377] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_recent_range_context'] [2025-11-21T11:47:37.025340] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:37.245503] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:37.456888] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:37.664776] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:47:37.874306] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:38.079706] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:38.296857] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:38.516048] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:38.730480] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:38.941092] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:38.941270] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T11:47:38.941319] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9521 tests [2025-11-21T11:47:38.941356] [INFO ] [CONFIGURE ] CUZ: Testing feature 24/29: add_rsi [2025-11-21T11:47:38.941414] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T11:47:39.197899] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:39.440393] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:39.692274] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:39.936526] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:40.180518] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:40.436215] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:40.687100] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:40.936780] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:41.179721] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:41.410556] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:41.410745] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_rsi (score: 60.00%) [2025-11-21T11:47:41.410804] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9520 tests [2025-11-21T11:47:41.410849] [INFO ] [CONFIGURE ] CUZ: Testing feature 25/29: add_tick_distribution [2025-11-21T11:47:41.410891] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_tick_distribution'] [2025-11-21T11:47:41.591915] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:41.776156] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:41.960367] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:42.148274] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:42.331508] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:42.521758] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:42.721094] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:42.920841] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:43.121908] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:43.318221] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:43.318564] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T11:47:43.318680] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9519 tests [2025-11-21T11:47:43.318769] [INFO ] [CONFIGURE ] CUZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:47:43.318844] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T11:47:43.524242] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:43.733535] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:43.933635] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:44.142383] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:44.348918] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:44.553066] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:44.756472] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:44.964971] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:45.169922] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:45.375394] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:45.375569] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T11:47:45.375616] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9518 tests [2025-11-21T11:47:45.375673] [INFO ] [CONFIGURE ] CUZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:47:45.375745] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_volume_price_divergence'] [2025-11-21T11:47:45.591977] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:45.809085] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:46.023313] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:46.243038] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:46.468459] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:46.686633] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:46.900704] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:47.118712] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:47.341439] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:47.557434] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:47.557614] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:47:47.557684] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9517 tests [2025-11-21T11:47:47.557752] [INFO ] [CONFIGURE ] CUZ: Testing feature 28/29: add_volume_profile [2025-11-21T11:47:47.557799] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_volume_profile'] [2025-11-21T11:47:47.759252] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:47.971716] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:48.179379] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:48.388858] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:48.599563] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:48.807045] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:49.014507] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:47:49.224891] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:49.434784] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:49.647773] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:49.647961] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T11:47:49.648009] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9516 tests [2025-11-21T11:47:49.648047] [INFO ] [CONFIGURE ] CUZ: Testing feature 29/29: add_vwap [2025-11-21T11:47:49.648081] [INFO ] [CONFIGURE ] CUZ: Testing with features: ['add_vwap'] [2025-11-21T11:47:49.862428] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:47:50.068810] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:50.280097] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:47:50.487046] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:47:50.695003] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:47:50.902080] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:51.115441] [DEBUG] [FORECASTER] CUZ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:47:51.324448] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:47:51.534586] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:51.742485] [DEBUG] [FORECASTER] CUZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:51.742674] [INFO ] [CONFIGURE ] CUZ: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:47:51.742750] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9515 tests [2025-11-21T11:47:51.742802] [INFO ] [CONFIGURE ] CUZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:47:51.742858] [INFO ] [CONFIGURE ] CUZ: Best accuracy: 70.00% [2025-11-21T11:47:51.742902] [INFO ] [CONFIGURE ] CUZ: Best feature set (0 features): [] [2025-11-21T11:47:51.742950] [INFO ] [CONFIGURE ] CUZ: Improvement over baseline: 0.00% [2025-11-21T11:47:51.742991] [INFO ] [CONFIGURE ] CUZ: Total time: 1.1 minutes [2025-11-21T11:47:51.743032] [INFO ] [CONFIGURE ] CUZ: Average time per feature: 2.2 seconds [2025-11-21T11:47:51.743073] [INFO ] [CONFIGURE ] CUZ: Average speed: 0.45 features/sec [2025-11-21T11:47:51.743704] [INFO ] [LOCAL ] Saved configuration for CUZ: 0 features, 70.00% accuracy -> ./output/feature-sets/CUZ.json [2025-11-21T11:47:51.743776] [INFO ] [CONFIGURE ] CUZ: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T11:47:51.743828] [INFO ] [sig ] [399/723] Successfully configured CUZ | 0.01 sym/s | Total: 9.2h | ETA: 7.5h [2025-11-21T11:47:51.743875] [INFO ] [sig ] [400/723] Configuring CVEO... [2025-11-21T11:47:51.743919] [INFO ] [CONFIGURE ] CVEO: Configurate test run. [2025-11-21T11:47:51.743963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'. [2025-11-21T11:47:51.941722] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVEO'. [2025-11-21T11:47:51.942085] [INFO ] [CONFIGURE ] CVEO: Testing with 29 available features [2025-11-21T11:47:51.942149] [INFO ] [CONFIGURE ] CVEO: Establishing baseline with no features... [2025-11-21T11:47:52.132724] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:47:52.313002] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:52.498136] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:47:52.675354] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:47:52.856211] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:47:53.040003] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:53.225456] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:47:53.405807] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:53.593985] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:53.795339] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:53.795520] [INFO ] [CONFIGURE ] CVEO: Baseline score (no features): 30.00% [2025-11-21T11:47:53.795568] [INFO ] [CONFIGURE ] CVEO: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:47:53.795607] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:47:54.016593] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:47:54.224325] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:47:54.429669] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:47:54.640791] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:47:54.856912] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:47:55.081356] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:55.296848] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:47:55.507252] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:55.720272] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:55.935510] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:55.935716] [INFO ] [CONFIGURE ] CVEO: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T11:47:55.935790] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9514 tests [2025-11-21T11:47:55.935968] [INFO ] [CONFIGURE ] CVEO: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:47:55.936047] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:47:56.188532] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:47:56.447283] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:56.702171] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:56.956436] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:47:57.201091] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:47:57.450461] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:47:57.719428] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:47:57.982046] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:47:58.231370] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:47:58.486447] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:47:58.486629] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T11:47:58.486707] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9513 tests [2025-11-21T11:47:58.486755] [INFO ] [CONFIGURE ] CVEO: Testing feature 3/29: add_daily_returns [2025-11-21T11:47:58.486790] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:47:58.720156] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:47:58.944700] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:47:59.170521] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:47:59.400756] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:47:59.632958] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:47:59.868820] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:00.100067] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:48:00.336373] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:00.570280] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:48:00.804226] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:48:00.804389] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T11:48:00.804436] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9512 tests [2025-11-21T11:48:00.804473] [INFO ] [CONFIGURE ] CVEO: Testing feature 4/29: add_ema [2025-11-21T11:48:00.804510] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:48:01.985522] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:02.260761] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:48:02.535437] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:02.805101] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:48:03.084258] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:03.358416] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:03.643818] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:03.920634] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:04.214337] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:04.483095] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:04.483282] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_ema (score: 30.00%) [2025-11-21T11:48:04.483332] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9511 tests [2025-11-21T11:48:04.483371] [INFO ] [CONFIGURE ] CVEO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:48:04.483406] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:48:04.752976] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:05.023885] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:05.296340] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:05.569339] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:48:05.845014] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:06.096164] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:06.351299] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:06.604287] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:06.868959] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:07.126164] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:07.126357] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T11:48:07.126415] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9510 tests [2025-11-21T11:48:07.126463] [INFO ] [CONFIGURE ] CVEO: Testing feature 6/29: add_failed_moves [2025-11-21T11:48:07.126510] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:48:07.345891] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:07.562545] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:07.779481] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:07.994674] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:48:08.208497] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:48:08.421669] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:08.640762] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:08.856982] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:09.073659] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:09.293003] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:09.293170] [INFO ] [CONFIGURE ] CVEO: KEPT add_failed_moves (score: 50.00%) [2025-11-21T11:48:09.293218] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9509 tests [2025-11-21T11:48:09.293257] [INFO ] [CONFIGURE ] CVEO: Testing feature 7/29: add_lag_shelf [2025-11-21T11:48:09.293292] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T11:48:09.510706] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:09.721864] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:48:09.936263] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:10.148873] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:48:10.362465] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:10.589215] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:10.807451] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:48:11.037149] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:11.255990] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:11.483211] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:11.483378] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T11:48:11.483427] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9508 tests [2025-11-21T11:48:11.483465] [INFO ] [CONFIGURE ] CVEO: Testing feature 8/29: add_macd [2025-11-21T11:48:11.483502] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T11:48:11.797539] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:12.114302] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:12.433205] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:48:12.787304] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:13.130596] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:48:13.476762] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:13.831067] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:48:14.167517] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:48:14.506632] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:14.850233] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:48:14.850464] [INFO ] [CONFIGURE ] CVEO: KEPT add_macd (score: 60.00%) [2025-11-21T11:48:14.850525] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9507 tests [2025-11-21T11:48:14.850564] [INFO ] [CONFIGURE ] CVEO: Testing feature 9/29: add_mfi [2025-11-21T11:48:14.850610] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:48:15.192082] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:15.533599] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:15.867294] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:48:16.201474] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:48:16.541727] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:48:16.885445] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:17.243722] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:17.619254] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:17.973732] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:18.327075] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:48:18.327276] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_mfi (score: 30.00%) [2025-11-21T11:48:18.327334] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9506 tests [2025-11-21T11:48:18.327381] [INFO ] [CONFIGURE ] CVEO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:48:18.327423] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:48:18.750955] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:19.161817] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:48:19.570361] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:48:19.987090] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:20.437184] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:20.949336] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:21.374425] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:21.768604] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:22.162597] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:22.557911] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:48:22.558151] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T11:48:22.558214] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9505 tests [2025-11-21T11:48:22.558264] [INFO ] [CONFIGURE ] CVEO: Testing feature 11/29: add_obv_daily [2025-11-21T11:48:22.558308] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T11:48:22.891242] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:23.212671] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:23.568073] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:23.944567] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:48:24.316548] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:24.690745] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:25.048422] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:25.412711] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:25.778414] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:26.135317] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:26.135510] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T11:48:26.135568] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9504 tests [2025-11-21T11:48:26.135614] [INFO ] [CONFIGURE ] CVEO: Testing feature 12/29: add_obv_interval [2025-11-21T11:48:26.135675] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T11:48:26.485818] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:26.841178] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:27.181879] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:48:27.539324] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:27.912445] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:48:28.280468] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:28.613876] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:28.960555] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:29.296213] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:29.639017] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:29.639234] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:48:29.639295] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9503 tests [2025-11-21T11:48:29.639347] [INFO ] [CONFIGURE ] CVEO: Testing feature 13/29: add_opening_strength [2025-11-21T11:48:29.639392] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:48:29.985355] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:30.326332] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:48:30.687899] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:48:31.068521] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:31.421228] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:31.768881] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:32.113995] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:48:32.469936] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:32.836631] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:33.181156] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:48:33.181408] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T11:48:33.181472] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9502 tests [2025-11-21T11:48:33.181511] [INFO ] [CONFIGURE ] CVEO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:48:33.181553] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T11:48:33.511014] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:33.853473] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:34.188761] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:34.522119] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:34.875904] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:35.235216] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:35.597830] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:48:35.936856] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:36.274831] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:48:36.615045] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:36.615255] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:48:36.615315] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9501 tests [2025-11-21T11:48:36.615386] [INFO ] [CONFIGURE ] CVEO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:48:36.615433] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T11:48:36.923478] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:37.234140] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:37.552038] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:48:37.861032] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:38.177255] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:38.494838] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:38.820278] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:48:39.142891] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:48:39.462688] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:48:39.812340] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:39.812541] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:48:39.812602] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9500 tests [2025-11-21T11:48:39.812669] [INFO ] [CONFIGURE ] CVEO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:48:39.812715] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T11:48:40.119078] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:48:40.424967] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:48:40.736575] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:41.044585] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:41.359567] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:48:41.679130] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:41.991164] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:42.295375] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:42.627793] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:42.968625] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:42.968834] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:48:42.968893] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9499 tests [2025-11-21T11:48:42.968941] [INFO ] [CONFIGURE ] CVEO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:48:42.968986] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T11:48:43.296556] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:43.634924] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:43.962095] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:44.290079] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:44.615800] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:48:44.942419] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:45.269906] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:45.608307] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:48:45.947916] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:46.284323] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:46.284499] [INFO ] [CONFIGURE ] CVEO: KEPT add_pbf_return_2d (score: 70.00%) [2025-11-21T11:48:46.284560] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9498 tests [2025-11-21T11:48:46.284607] [INFO ] [CONFIGURE ] CVEO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:48:46.284673] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T11:48:46.630936] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:48:46.967570] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:48:47.332498] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:48:47.694903] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:48.029323] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:48.377410] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:48.743263] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:49.116306] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:49.482579] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:49.863576] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:49.863831] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T11:48:49.863893] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9497 tests [2025-11-21T11:48:49.863942] [INFO ] [CONFIGURE ] CVEO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:48:49.863988] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T11:48:50.212838] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:50.573040] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:48:50.916025] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:51.278908] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:48:51.623881] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:48:51.984020] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:52.332724] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:48:52.684492] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:48:53.010939] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:53.326536] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:48:53.326738] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T11:48:53.326800] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9496 tests [2025-11-21T11:48:53.326848] [INFO ] [CONFIGURE ] CVEO: Testing feature 20/29: add_price_rejection [2025-11-21T11:48:53.326908] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T11:48:53.735322] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:54.128158] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:48:54.529402] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:48:54.917839] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:48:55.299307] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:48:55.678983] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:56.051350] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:48:56.435309] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:48:56.827219] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:48:57.214606] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:48:57.214827] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T11:48:57.214894] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9495 tests [2025-11-21T11:48:57.214952] [INFO ] [CONFIGURE ] CVEO: Testing feature 21/29: add_range_position [2025-11-21T11:48:57.215000] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T11:48:57.594211] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:48:57.972484] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:48:58.351166] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:48:58.751387] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:48:59.133081] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:48:59.511330] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:48:59.879501] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:49:00.251856] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:00.615899] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:49:00.991616] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:49:00.991876] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:49:00.991967] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9494 tests [2025-11-21T11:49:00.992044] [INFO ] [CONFIGURE ] CVEO: Testing feature 22/29: add_realized_volatility [2025-11-21T11:49:00.992149] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T11:49:02.023336] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:49:02.522488] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:03.026438] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:49:03.534764] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:04.048191] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:49:04.552506] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:49:05.064098] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:05.570740] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:49:06.088749] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:49:06.582969] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:49:06.583257] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:49:06.583321] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9493 tests [2025-11-21T11:49:06.583377] [INFO ] [CONFIGURE ] CVEO: Testing feature 23/29: add_recent_range_context [2025-11-21T11:49:06.583424] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T11:49:06.962287] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:49:07.371027] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:07.797800] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:49:08.199532] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:49:08.575369] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:49:08.969874] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:49:09.382634] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:09.768882] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:49:10.151667] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:49:10.529191] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:49:10.529405] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T11:49:10.529468] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9492 tests [2025-11-21T11:49:10.529515] [INFO ] [CONFIGURE ] CVEO: Testing feature 24/29: add_rsi [2025-11-21T11:49:10.529559] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T11:49:10.940416] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:49:11.345093] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:49:11.773243] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:49:12.201520] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:12.617474] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:13.025395] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:49:13.436337] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:13.850044] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:49:14.278502] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:49:14.689825] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:49:14.690030] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:49:14.690088] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9491 tests [2025-11-21T11:49:14.690135] [INFO ] [CONFIGURE ] CVEO: Testing feature 25/29: add_tick_distribution [2025-11-21T11:49:14.690180] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T11:49:15.039167] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:15.389577] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:15.744046] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:49:16.108293] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:16.465821] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:49:16.826731] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:49:17.175285] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:17.497115] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:49:17.850363] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:49:18.203986] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:49:18.204175] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:49:18.204234] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9490 tests [2025-11-21T11:49:18.204289] [INFO ] [CONFIGURE ] CVEO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:49:18.204335] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T11:49:18.586037] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:49:18.959373] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:19.354525] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:19.732089] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:49:20.122429] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:20.509406] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:49:20.911463] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:21.282984] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:21.656788] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:49:22.035492] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:49:22.035727] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T11:49:22.035797] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9489 tests [2025-11-21T11:49:22.035849] [INFO ] [CONFIGURE ] CVEO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:49:22.035893] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T11:49:22.424579] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:49:22.787812] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:49:23.162998] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:23.540840] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:23.952464] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:49:24.386420] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:49:24.775535] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:25.170222] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:49:25.557304] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:49:25.950875] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:49:25.951063] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:49:25.951133] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9488 tests [2025-11-21T11:49:25.951185] [INFO ] [CONFIGURE ] CVEO: Testing feature 28/29: add_volume_profile [2025-11-21T11:49:25.951267] [INFO ] [CONFIGURE ] CVEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T11:49:26.308047] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:49:26.674139] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:27.029286] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:27.395483] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:49:27.759487] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:28.121242] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:49:28.527918] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:49:29.008909] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:49:29.452416] [DEBUG] [FORECASTER] CVEO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:49:29.841927] [DEBUG] [FORECASTER] CVEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:49:29.842174] [INFO ] [CONFIGURE ] CVEO: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T11:49:29.842236] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9487 tests [2025-11-21T11:49:29.842288] [INFO ] [CONFIGURE ] CVEO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:49:29.842329] [INFO ] [CONFIGURE ] CVEO: Best accuracy: 70.00% [2025-11-21T11:49:29.842372] [INFO ] [CONFIGURE ] CVEO: Best feature set (5 features): ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T11:49:29.842415] [INFO ] [CONFIGURE ] CVEO: Improvement over baseline: 40.00% [2025-11-21T11:49:29.842456] [INFO ] [CONFIGURE ] CVEO: Total time: 1.6 minutes [2025-11-21T11:49:29.842494] [INFO ] [CONFIGURE ] CVEO: Average time per feature: 3.4 seconds [2025-11-21T11:49:29.842533] [INFO ] [CONFIGURE ] CVEO: Average speed: 0.30 features/sec [2025-11-21T11:49:29.843028] [INFO ] [LOCAL ] Saved configuration for CVEO: 5 features, 70.00% accuracy -> ./output/feature-sets/CVEO.json [2025-11-21T11:49:29.843089] [INFO ] [CONFIGURE ] CVEO: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-11-21T11:49:29.843141] [INFO ] [sig ] [400/723] Successfully configured CVEO | 0.01 sym/s | Total: 9.3h | ETA: 7.5h [2025-11-21T11:49:29.843188] [INFO ] [sig ] [401/723] Configuring CVI... [2025-11-21T11:49:29.843230] [INFO ] [CONFIGURE ] CVI: Configurate test run. [2025-11-21T11:49:29.843271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-11-21T11:49:29.889884] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVI'. [2025-11-21T11:49:29.890303] [INFO ] [CONFIGURE ] CVI: Testing with 29 available features [2025-11-21T11:49:29.890368] [INFO ] [CONFIGURE ] CVI: Establishing baseline with no features... [2025-11-21T11:49:30.086033] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:30.277122] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:30.468426] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:30.659513] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:30.859082] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:31.060024] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:49:31.261380] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:31.460445] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:31.652991] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:49:31.852820] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:31.852992] [INFO ] [CONFIGURE ] CVI: Baseline score (no features): 30.00% [2025-11-21T11:49:31.853040] [INFO ] [CONFIGURE ] CVI: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:49:31.853079] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:49:32.078134] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:32.312373] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:32.552224] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:49:32.785859] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:33.018394] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:33.262741] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:49:33.507354] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:33.736601] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:33.963965] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:34.221374] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:34.221564] [INFO ] [CONFIGURE ] CVI: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T11:49:34.221624] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9486 tests [2025-11-21T11:49:34.221689] [INFO ] [CONFIGURE ] CVI: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:49:34.221757] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:49:34.495777] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:34.767563] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:35.033033] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:35.299315] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:35.567224] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:35.838470] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:49:36.121976] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:36.386006] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:36.660925] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:36.931319] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:36.931496] [INFO ] [CONFIGURE ] CVI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T11:49:36.931557] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9485 tests [2025-11-21T11:49:36.931606] [INFO ] [CONFIGURE ] CVI: Testing feature 3/29: add_daily_returns [2025-11-21T11:49:36.931676] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:49:37.178086] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:37.405557] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:49:37.645452] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:37.884721] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:38.126881] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:38.372466] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:49:38.607484] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:49:38.854123] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:39.108401] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:39.365740] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:39.366116] [INFO ] [CONFIGURE ] CVI: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:49:39.366226] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9484 tests [2025-11-21T11:49:39.366316] [INFO ] [CONFIGURE ] CVI: Testing feature 4/29: add_ema [2025-11-21T11:49:39.366490] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:49:39.649368] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:39.923250] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:49:40.195919] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:49:40.465907] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:40.740787] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:41.013531] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:49:41.288856] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:41.564333] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:41.857082] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:42.136360] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:42.136670] [INFO ] [CONFIGURE ] CVI: KEPT add_ema (score: 70.00%) [2025-11-21T11:49:42.137040] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9483 tests [2025-11-21T11:49:42.137099] [INFO ] [CONFIGURE ] CVI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:49:42.137184] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:49:42.447753] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:42.741990] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:49:43.035434] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:43.324982] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:43.619937] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:43.913441] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:49:44.219026] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:44.521636] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:44.848366] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:45.152478] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:45.152678] [INFO ] [CONFIGURE ] CVI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:49:45.152738] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9482 tests [2025-11-21T11:49:45.152785] [INFO ] [CONFIGURE ] CVI: Testing feature 6/29: add_failed_moves [2025-11-21T11:49:45.152828] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T11:49:45.410707] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:45.674631] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:45.932612] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:49:46.193426] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:46.463353] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:46.725200] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:49:46.982297] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:47.241070] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:47.498401] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:47.758494] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:47.758696] [INFO ] [CONFIGURE ] CVI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:49:47.758756] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9481 tests [2025-11-21T11:49:47.758801] [INFO ] [CONFIGURE ] CVI: Testing feature 7/29: add_lag_shelf [2025-11-21T11:49:47.758846] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T11:49:48.011704] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:48.251768] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:49:48.493102] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:48.731904] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:48.970172] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:49.209626] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:49:49.454628] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:49.700034] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:49.944866] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:50.189820] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:50.190017] [INFO ] [CONFIGURE ] CVI: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T11:49:50.190078] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9480 tests [2025-11-21T11:49:50.190144] [INFO ] [CONFIGURE ] CVI: Testing feature 8/29: add_macd [2025-11-21T11:49:50.190193] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T11:49:50.501480] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:50.816030] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:49:51.131058] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:49:51.449515] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:51.765730] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:52.089402] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:49:52.408930] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:52.724280] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:53.043594] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:53.361546] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:53.361756] [INFO ] [CONFIGURE ] CVI: DISCARDED add_macd (score: 70.00%) [2025-11-21T11:49:53.361814] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9479 tests [2025-11-21T11:49:53.361862] [INFO ] [CONFIGURE ] CVI: Testing feature 9/29: add_mfi [2025-11-21T11:49:53.361904] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T11:49:53.631548] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:49:53.912538] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:49:54.187328] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:54.477894] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:54.745913] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:55.009299] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:49:55.277262] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:55.547706] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:55.815754] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:56.089569] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:56.089829] [INFO ] [CONFIGURE ] CVI: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:49:56.089889] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9478 tests [2025-11-21T11:49:56.089938] [INFO ] [CONFIGURE ] CVI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:49:56.089984] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:49:56.426296] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:49:56.763739] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:49:57.102693] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:49:57.432181] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:49:57.760385] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:49:58.097534] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:49:58.436435] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:49:58.770504] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:49:59.102469] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:49:59.454464] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:49:59.454678] [INFO ] [CONFIGURE ] CVI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T11:49:59.454735] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9477 tests [2025-11-21T11:49:59.454788] [INFO ] [CONFIGURE ] CVI: Testing feature 11/29: add_obv_daily [2025-11-21T11:49:59.454834] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T11:49:59.771576] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:00.075112] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:50:01.209450] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:01.503082] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:01.820610] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:02.128376] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:02.442463] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:02.741226] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:03.071241] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:03.385612] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:03.385809] [INFO ] [CONFIGURE ] CVI: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T11:50:03.385865] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9476 tests [2025-11-21T11:50:03.385911] [INFO ] [CONFIGURE ] CVI: Testing feature 12/29: add_obv_interval [2025-11-21T11:50:03.385952] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T11:50:03.679764] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:03.982774] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:04.306354] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:04.600217] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:04.886024] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:05.176840] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:05.486150] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:05.775056] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:06.066618] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:06.355008] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:06.355231] [INFO ] [CONFIGURE ] CVI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:50:06.355292] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9475 tests [2025-11-21T11:50:06.355341] [INFO ] [CONFIGURE ] CVI: Testing feature 13/29: add_opening_strength [2025-11-21T11:50:06.355386] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:50:06.677310] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:07.002331] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:50:07.325521] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:07.651436] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:07.973395] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:08.296703] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:50:08.634567] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:50:08.974543] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:09.320264] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:09.647930] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:09.648099] [INFO ] [CONFIGURE ] CVI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:50:09.648158] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9474 tests [2025-11-21T11:50:09.648206] [INFO ] [CONFIGURE ] CVI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:50:09.648249] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T11:50:09.945870] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:10.250442] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:10.565279] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:10.865923] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:11.167550] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:11.472463] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:11.783554] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:12.088217] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:12.383674] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:12.678345] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:12.678518] [INFO ] [CONFIGURE ] CVI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:50:12.678594] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9473 tests [2025-11-21T11:50:12.678667] [INFO ] [CONFIGURE ] CVI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:50:12.678725] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T11:50:12.953461] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:13.238232] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:50:13.534271] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:13.807847] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:14.101870] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:14.402162] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:14.699637] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:14.980481] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:15.269613] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:50:15.550321] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:15.550503] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T11:50:15.550560] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9472 tests [2025-11-21T11:50:15.550606] [INFO ] [CONFIGURE ] CVI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:50:15.550669] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T11:50:15.836561] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:16.123479] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:50:16.430108] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:16.813320] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:17.170663] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:17.471433] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:50:17.770497] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:18.064028] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:18.342314] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:18.609111] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:18.609302] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:50:18.609419] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9471 tests [2025-11-21T11:50:18.609473] [INFO ] [CONFIGURE ] CVI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:50:18.609520] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T11:50:18.899394] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:50:19.210554] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:19.530012] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:19.830540] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:20.121211] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:20.423347] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:50:20.713755] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:50:21.007329] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:21.301286] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:21.596224] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:21.596393] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:50:21.596451] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9470 tests [2025-11-21T11:50:21.596497] [INFO ] [CONFIGURE ] CVI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:50:21.596540] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T11:50:21.855216] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:22.122239] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:22.394003] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:22.671832] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:22.947006] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:23.218398] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:50:23.495432] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:23.782882] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:24.071053] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:24.351756] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:24.351926] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:50:24.351983] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9469 tests [2025-11-21T11:50:24.352030] [INFO ] [CONFIGURE ] CVI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:50:24.352073] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T11:50:24.593013] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:24.861084] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:25.128450] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:50:25.396152] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:25.668284] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:25.931854] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:50:26.204965] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:26.471707] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:26.740271] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:26.982759] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:26.982929] [INFO ] [CONFIGURE ] CVI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:50:26.982986] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9468 tests [2025-11-21T11:50:26.983033] [INFO ] [CONFIGURE ] CVI: Testing feature 20/29: add_price_rejection [2025-11-21T11:50:26.983077] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T11:50:27.254091] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:27.544741] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:50:27.821901] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:50:28.094201] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:28.400041] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:28.697272] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:28.994562] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:29.290426] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:29.584580] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:29.878419] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:29.878597] [INFO ] [CONFIGURE ] CVI: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:50:29.878675] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9467 tests [2025-11-21T11:50:29.878727] [INFO ] [CONFIGURE ] CVI: Testing feature 21/29: add_range_position [2025-11-21T11:50:29.878774] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T11:50:30.171155] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:50:30.459745] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:30.755416] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:50:31.057607] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:31.361491] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:31.655542] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:31.933735] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:32.206843] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:32.480466] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:32.756997] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:32.757193] [INFO ] [CONFIGURE ] CVI: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:50:32.757251] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9466 tests [2025-11-21T11:50:32.757298] [INFO ] [CONFIGURE ] CVI: Testing feature 22/29: add_realized_volatility [2025-11-21T11:50:32.757341] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T11:50:33.119891] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:50:33.512380] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:33.890785] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:50:34.270883] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:34.646498] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:35.021994] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:35.393690] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:35.771799] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:36.141888] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:36.516979] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:36.517210] [INFO ] [CONFIGURE ] CVI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:50:36.517271] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9465 tests [2025-11-21T11:50:36.517325] [INFO ] [CONFIGURE ] CVI: Testing feature 23/29: add_recent_range_context [2025-11-21T11:50:36.517371] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T11:50:36.799621] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:37.063230] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:50:37.330028] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:37.596104] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:37.861594] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:38.134570] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:38.421097] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:38.690050] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:38.958011] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:39.237610] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:39.237805] [INFO ] [CONFIGURE ] CVI: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T11:50:39.237863] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9464 tests [2025-11-21T11:50:39.237909] [INFO ] [CONFIGURE ] CVI: Testing feature 24/29: add_rsi [2025-11-21T11:50:39.237952] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T11:50:39.500017] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:39.764781] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:40.043850] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:40.311989] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:40.579261] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:40.850118] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:41.117168] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:41.384465] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:41.684068] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:41.979923] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:41.980100] [INFO ] [CONFIGURE ] CVI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T11:50:41.980158] [INFO ] [CONFIGURE ] JOB ETA: 7.5h | Avg: 2.8s/test | Remaining: 9463 tests [2025-11-21T11:50:41.980203] [INFO ] [CONFIGURE ] CVI: Testing feature 25/29: add_tick_distribution [2025-11-21T11:50:41.980244] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T11:50:42.252344] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:42.506792] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:42.754382] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:43.001936] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:43.250141] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:43.506503] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:50:43.753723] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:44.002827] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:44.270624] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:44.530613] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:44.530810] [INFO ] [CONFIGURE ] CVI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:50:44.530869] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9462 tests [2025-11-21T11:50:44.530917] [INFO ] [CONFIGURE ] CVI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:50:44.530960] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T11:50:44.819892] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:45.092331] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:45.384078] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:45.661884] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:45.936869] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:46.216728] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:46.506768] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:46.789472] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:47.079660] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:47.375664] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:47.375854] [INFO ] [CONFIGURE ] CVI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:50:47.375910] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9461 tests [2025-11-21T11:50:47.375956] [INFO ] [CONFIGURE ] CVI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:50:47.375999] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T11:50:47.685394] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:48.014835] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:48.343347] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:50:48.659837] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:48.968584] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:49.286418] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:49.608358] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:49.934574] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:50.259101] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:50.591084] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:50.591282] [INFO ] [CONFIGURE ] CVI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T11:50:50.591345] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9460 tests [2025-11-21T11:50:50.591394] [INFO ] [CONFIGURE ] CVI: Testing feature 28/29: add_volume_profile [2025-11-21T11:50:50.591440] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-21T11:50:50.880907] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:51.173893] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:51.474407] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:50:51.765664] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:52.055288] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:52.327086] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:50:52.604353] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T11:50:52.894837] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:53.198360] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:53.478188] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:53.478380] [INFO ] [CONFIGURE ] CVI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T11:50:53.478441] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9459 tests [2025-11-21T11:50:53.478490] [INFO ] [CONFIGURE ] CVI: Testing feature 29/29: add_vwap [2025-11-21T11:50:53.478537] [INFO ] [CONFIGURE ] CVI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T11:50:53.766123] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:54.056133] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:54.352404] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:54.647536] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:50:54.957431] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:50:55.249218] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:50:55.541278] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:50:55.847337] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:50:56.141104] [DEBUG] [FORECASTER] CVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:56.438193] [DEBUG] [FORECASTER] CVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:56.438388] [INFO ] [CONFIGURE ] CVI: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:50:56.438448] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9458 tests [2025-11-21T11:50:56.438499] [INFO ] [CONFIGURE ] CVI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:50:56.438542] [INFO ] [CONFIGURE ] CVI: Best accuracy: 70.00% [2025-11-21T11:50:56.438586] [INFO ] [CONFIGURE ] CVI: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:50:56.438628] [INFO ] [CONFIGURE ] CVI: Improvement over baseline: 40.00% [2025-11-21T11:50:56.438695] [INFO ] [CONFIGURE ] CVI: Total time: 1.4 minutes [2025-11-21T11:50:56.438738] [INFO ] [CONFIGURE ] CVI: Average time per feature: 2.9 seconds [2025-11-21T11:50:56.438780] [INFO ] [CONFIGURE ] CVI: Average speed: 0.34 features/sec [2025-11-21T11:50:56.439278] [INFO ] [LOCAL ] Saved configuration for CVI: 2 features, 70.00% accuracy -> ./output/feature-sets/CVI.json [2025-11-21T11:50:56.439338] [INFO ] [CONFIGURE ] CVI: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T11:50:56.439389] [INFO ] [sig ] [401/723] Successfully configured CVI | 0.01 sym/s | Total: 9.3h | ETA: 7.5h [2025-11-21T11:50:56.439434] [INFO ] [sig ] [402/723] Configuring CVLG... [2025-11-21T11:50:56.439475] [INFO ] [CONFIGURE ] CVLG: Configurate test run. [2025-11-21T11:50:56.439518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'. [2025-11-21T11:50:56.516988] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVLG'. [2025-11-21T11:50:56.517368] [INFO ] [CONFIGURE ] CVLG: Testing with 29 available features [2025-11-21T11:50:56.517432] [INFO ] [CONFIGURE ] CVLG: Establishing baseline with no features... [2025-11-21T11:50:56.721845] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:56.919896] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:57.101087] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:57.301994] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:50:57.487736] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:50:57.683487] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:50:57.871858] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:50:58.069502] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:50:58.278030] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:50:58.479556] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:50:58.479884] [INFO ] [CONFIGURE ] CVLG: Baseline score (no features): 50.00% [2025-11-21T11:50:58.480016] [INFO ] [CONFIGURE ] CVLG: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:50:58.480095] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:50:58.719408] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:50:58.952773] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:50:59.187090] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:50:59.424103] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:50:59.657365] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:50:59.888629] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:00.115295] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:01.081352] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:51:01.449376] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:01.692342] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:51:01.692849] [INFO ] [CONFIGURE ] CVLG: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T11:51:01.692975] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9457 tests [2025-11-21T11:51:01.693067] [INFO ] [CONFIGURE ] CVLG: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:51:01.693193] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:51:01.979864] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:02.257859] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:02.534999] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:02.801812] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:03.078117] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:03.369606] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:03.606445] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:03.851371] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:04.091720] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:04.329804] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:51:04.329991] [INFO ] [CONFIGURE ] CVLG: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T11:51:04.330048] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9456 tests [2025-11-21T11:51:04.330092] [INFO ] [CONFIGURE ] CVLG: Testing feature 3/29: add_daily_returns [2025-11-21T11:51:04.330136] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:51:04.604088] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:04.852271] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:05.105180] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:05.356147] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:05.608089] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:05.863730] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:06.129049] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:06.410034] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:06.684860] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:06.973796] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:06.973986] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T11:51:06.974048] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9455 tests [2025-11-21T11:51:06.974099] [INFO ] [CONFIGURE ] CVLG: Testing feature 4/29: add_ema [2025-11-21T11:51:06.974146] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:51:07.287010] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:07.604470] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:07.916516] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:08.225804] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:08.543339] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:08.866564] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:09.205127] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:09.624544] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:10.006111] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:10.337131] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:10.337348] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:51:10.337415] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9454 tests [2025-11-21T11:51:10.337468] [INFO ] [CONFIGURE ] CVLG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:51:10.337516] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:51:10.643636] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:10.940237] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:11.241016] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:11.541817] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:11.890891] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:12.189541] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:12.496746] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:12.807877] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:51:13.115354] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:13.423862] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:13.424063] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T11:51:13.424127] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9453 tests [2025-11-21T11:51:13.424180] [INFO ] [CONFIGURE ] CVLG: Testing feature 6/29: add_failed_moves [2025-11-21T11:51:13.424229] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:51:13.688563] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:13.948602] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:14.206603] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:14.466052] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:14.724693] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:14.982955] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:15.242213] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:15.503274] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:15.769368] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:16.039850] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:51:16.040067] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:51:16.040127] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9452 tests [2025-11-21T11:51:16.040176] [INFO ] [CONFIGURE ] CVLG: Testing feature 7/29: add_lag_shelf [2025-11-21T11:51:16.040223] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:51:16.299432] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:16.561343] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:16.827953] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:17.090186] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:17.353716] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:17.623050] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:17.887347] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:18.158558] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:18.438059] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:18.706031] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:18.706201] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:51:18.706258] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9451 tests [2025-11-21T11:51:18.706306] [INFO ] [CONFIGURE ] CVLG: Testing feature 8/29: add_macd [2025-11-21T11:51:18.706352] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:51:19.059627] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:19.424219] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:19.805066] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:20.173193] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:20.533698] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:20.898057] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:21.251101] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:21.607786] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:51:21.996321] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:22.337000] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:22.337207] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_macd (score: 40.00%) [2025-11-21T11:51:22.337266] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9450 tests [2025-11-21T11:51:22.337315] [INFO ] [CONFIGURE ] CVLG: Testing feature 9/29: add_mfi [2025-11-21T11:51:22.337360] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T11:51:22.603103] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:22.870127] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:23.141945] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:23.400586] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:23.668175] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:23.939298] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:24.210923] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:24.479227] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:24.784242] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:51:25.081376] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:25.081577] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:51:25.081635] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9449 tests [2025-11-21T11:51:25.081704] [INFO ] [CONFIGURE ] CVLG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:51:25.081749] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:51:25.453301] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:25.819846] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:26.192359] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:26.564983] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:26.954215] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:27.333246] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:27.694757] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:28.046170] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:28.415401] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:28.779888] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:28.780065] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T11:51:28.780123] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9448 tests [2025-11-21T11:51:28.780171] [INFO ] [CONFIGURE ] CVLG: Testing feature 11/29: add_obv_daily [2025-11-21T11:51:28.780214] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T11:51:29.064658] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:29.341035] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:29.641328] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:29.932758] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:51:30.226785] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:30.523746] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:30.818135] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:31.117224] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:31.410876] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:31.709085] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:51:31.709270] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:51:31.709327] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9447 tests [2025-11-21T11:51:31.709373] [INFO ] [CONFIGURE ] CVLG: Testing feature 12/29: add_obv_interval [2025-11-21T11:51:31.709416] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T11:51:31.981185] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:32.251776] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:32.525789] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:32.815359] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:33.093364] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:33.375908] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:33.647058] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:33.914299] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:34.186518] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:34.456450] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:34.456665] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:51:34.456729] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9446 tests [2025-11-21T11:51:34.456779] [INFO ] [CONFIGURE ] CVLG: Testing feature 13/29: add_opening_strength [2025-11-21T11:51:34.456824] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:51:34.761193] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:35.076366] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:35.390949] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:35.689918] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:35.998528] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:36.304101] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:36.610597] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:36.921236] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:51:37.227086] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:37.527338] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:51:37.527538] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:51:37.527596] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9445 tests [2025-11-21T11:51:37.527667] [INFO ] [CONFIGURE ] CVLG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:51:37.527723] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T11:51:37.820971] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:38.106136] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:38.393187] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:38.682068] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:38.983249] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:39.260284] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:39.533011] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:39.839061] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:40.143699] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:40.443074] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:40.443251] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T11:51:40.443309] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9444 tests [2025-11-21T11:51:40.443357] [INFO ] [CONFIGURE ] CVLG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:51:40.443399] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T11:51:40.706583] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:40.972911] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:41.235164] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:41.499934] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:41.761531] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:42.007065] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:42.248497] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:42.494758] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:42.743069] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:42.990192] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:42.990383] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T11:51:42.990440] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9443 tests [2025-11-21T11:51:42.990485] [INFO ] [CONFIGURE ] CVLG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:51:42.990526] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T11:51:43.250212] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:43.513004] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:43.777007] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:44.042769] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:44.306934] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:44.574490] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:44.874154] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:45.169237] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:45.467963] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:45.757471] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:45.757715] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:51:45.757778] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9442 tests [2025-11-21T11:51:45.757827] [INFO ] [CONFIGURE ] CVLG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:51:45.757871] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T11:51:46.030158] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:51:46.304341] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:46.581632] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:46.866207] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:47.138756] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:47.422379] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:47.696715] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:47.963951] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:48.228098] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:48.494287] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:51:48.494507] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T11:51:48.494569] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9441 tests [2025-11-21T11:51:48.494616] [INFO ] [CONFIGURE ] CVLG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:51:48.494683] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T11:51:48.744781] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:48.994965] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:49.258128] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:49.518371] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:49.794360] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:50.067019] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:50.357480] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:50.642759] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:50.916678] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:51.200207] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:51.200442] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:51:51.200503] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9440 tests [2025-11-21T11:51:51.200734] [INFO ] [CONFIGURE ] CVLG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:51:51.200800] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T11:51:51.469065] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:51.738567] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:52.027507] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:52.319465] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:52.595979] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:52.883886] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:53.181698] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:53.466359] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:53.742004] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:54.011014] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:51:54.011219] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:51:54.011277] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9439 tests [2025-11-21T11:51:54.011325] [INFO ] [CONFIGURE ] CVLG: Testing feature 20/29: add_price_rejection [2025-11-21T11:51:54.011367] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T11:51:54.278369] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:54.543773] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:51:54.838327] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:51:55.127333] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:55.428893] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:55.729795] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:56.030512] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:56.345865] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:51:56.712800] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:51:57.123157] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:51:57.123441] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:51:57.123541] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9438 tests [2025-11-21T11:51:57.123619] [INFO ] [CONFIGURE ] CVLG: Testing feature 21/29: add_range_position [2025-11-21T11:51:57.123719] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T11:51:57.496456] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:51:57.806467] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:51:58.101835] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:51:58.414600] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:51:58.722909] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:51:59.042710] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:51:59.363831] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:51:59.694049] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:00.007490] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:52:00.339123] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:00.339310] [INFO ] [CONFIGURE ] CVLG: KEPT add_range_position (score: 80.00%) [2025-11-21T11:52:00.339393] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9437 tests [2025-11-21T11:52:00.339446] [INFO ] [CONFIGURE ] CVLG: Testing feature 22/29: add_realized_volatility [2025-11-21T11:52:00.339494] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_realized_volatility'] [2025-11-21T11:52:01.565665] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:02.013512] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:52:02.443375] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:02.867248] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:03.292190] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:52:03.714366] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:52:04.131244] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:52:04.568636] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:04.995765] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:52:05.417706] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:52:05.417903] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:52:05.417963] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9436 tests [2025-11-21T11:52:05.418012] [INFO ] [CONFIGURE ] CVLG: Testing feature 23/29: add_recent_range_context [2025-11-21T11:52:05.418056] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_recent_range_context'] [2025-11-21T11:52:05.749493] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:06.067422] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:52:06.389926] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:06.700259] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:07.006425] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:52:07.320181] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:52:07.634813] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:52:07.957213] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:08.283124] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:52:08.611797] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:52:08.611980] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T11:52:08.612041] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9435 tests [2025-11-21T11:52:08.612090] [INFO ] [CONFIGURE ] CVLG: Testing feature 24/29: add_rsi [2025-11-21T11:52:08.612142] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T11:52:08.978156] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:09.338313] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:09.702674] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:10.106103] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:10.488879] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:52:10.867216] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:52:11.251768] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:52:11.642355] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:12.034464] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:52:12.415846] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:12.416042] [INFO ] [CONFIGURE ] CVLG: KEPT add_rsi (score: 90.00%) [2025-11-21T11:52:12.416099] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9434 tests [2025-11-21T11:52:12.416146] [INFO ] [CONFIGURE ] CVLG: Testing feature 25/29: add_tick_distribution [2025-11-21T11:52:12.416189] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T11:52:12.795737] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:13.181300] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:13.570971] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:13.958786] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:14.345695] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:52:14.732009] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:52:15.106290] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:52:15.475094] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:15.861698] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:52:16.236889] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:16.237088] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T11:52:16.237147] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9433 tests [2025-11-21T11:52:16.237194] [INFO ] [CONFIGURE ] CVLG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:52:16.237236] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T11:52:16.608819] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:16.994269] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:17.379684] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:17.767377] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:18.154358] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:52:18.530293] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:52:18.908902] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:52:19.302466] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:19.696344] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:52:20.119231] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:52:20.119444] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:52:20.119546] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9432 tests [2025-11-21T11:52:20.119598] [INFO ] [CONFIGURE ] CVLG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:52:20.119663] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T11:52:20.257728] [FATAL] [FORECASTER] Failed to test lookback=11: [11:52:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:20.395492] [FATAL] [FORECASTER] Failed to test lookback=10: [11:52:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:20.534196] [FATAL] [FORECASTER] Failed to test lookback=9: [11:52:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:20.678420] [FATAL] [FORECASTER] Failed to test lookback=8: [11:52:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:20.819212] [FATAL] [FORECASTER] Failed to test lookback=7: [11:52:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:20.963222] [FATAL] [FORECASTER] Failed to test lookback=6: [11:52:20] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:21.104246] [FATAL] [FORECASTER] Failed to test lookback=5: [11:52:21] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:21.245085] [FATAL] [FORECASTER] Failed to test lookback=4: [11:52:21] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:21.392923] [FATAL] [FORECASTER] Failed to test lookback=3: [11:52:21] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:21.534177] [FATAL] [FORECASTER] Failed to test lookback=2: [11:52:21] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T11:52:21.534497] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T11:52:21.534553] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9431 tests [2025-11-21T11:52:21.534592] [INFO ] [CONFIGURE ] CVLG: Testing feature 28/29: add_volume_profile [2025-11-21T11:52:21.534629] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T11:52:21.942819] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:22.355945] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:52:22.772060] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:23.183529] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:23.621238] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:52:24.040992] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:52:24.461793] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:52:24.881891] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:25.316363] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:52:25.742038] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:25.742381] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T11:52:25.742448] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9430 tests [2025-11-21T11:52:25.742501] [INFO ] [CONFIGURE ] CVLG: Testing feature 29/29: add_vwap [2025-11-21T11:52:25.742551] [INFO ] [CONFIGURE ] CVLG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T11:52:26.183902] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:26.610781] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:27.030155] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:27.447751] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:27.887720] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:52:28.303131] [DEBUG] [FORECASTER] CVLG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:52:28.725003] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T11:52:29.151904] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:29.571413] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:52:29.991472] [DEBUG] [FORECASTER] CVLG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:29.991700] [INFO ] [CONFIGURE ] CVLG: DISCARDED add_vwap (score: 90.00%) [2025-11-21T11:52:29.991755] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9429 tests [2025-11-21T11:52:29.991800] [INFO ] [CONFIGURE ] CVLG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:52:29.991843] [INFO ] [CONFIGURE ] CVLG: Best accuracy: 90.00% [2025-11-21T11:52:29.991884] [INFO ] [CONFIGURE ] CVLG: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T11:52:29.991926] [INFO ] [CONFIGURE ] CVLG: Improvement over baseline: 40.00% [2025-11-21T11:52:29.991965] [INFO ] [CONFIGURE ] CVLG: Total time: 1.5 minutes [2025-11-21T11:52:29.992000] [INFO ] [CONFIGURE ] CVLG: Average time per feature: 3.2 seconds [2025-11-21T11:52:29.992036] [INFO ] [CONFIGURE ] CVLG: Average speed: 0.32 features/sec [2025-11-21T11:52:29.992504] [INFO ] [LOCAL ] Saved configuration for CVLG: 5 features, 90.00% accuracy -> ./output/feature-sets/CVLG.json [2025-11-21T11:52:29.992560] [INFO ] [CONFIGURE ] CVLG: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T11:52:29.992607] [INFO ] [sig ] [402/723] Successfully configured CVLG | 0.01 sym/s | Total: 9.3h | ETA: 7.4h [2025-11-21T11:52:29.992671] [INFO ] [sig ] [403/723] Configuring CVNA... [2025-11-21T11:52:29.992718] [INFO ] [CONFIGURE ] CVNA: Configurate test run. [2025-11-21T11:52:29.992757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-11-21T11:52:30.072527] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVNA'. [2025-11-21T11:52:30.073135] [INFO ] [CONFIGURE ] CVNA: Testing with 29 available features [2025-11-21T11:52:30.073237] [INFO ] [CONFIGURE ] CVNA: Establishing baseline with no features... [2025-11-21T11:52:30.257307] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:30.436142] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:52:30.622198] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:30.803363] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:52:30.989723] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:31.170901] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:31.355683] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:52:31.541994] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:52:31.729676] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:52:31.914669] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:31.914832] [INFO ] [CONFIGURE ] CVNA: Baseline score (no features): 50.00% [2025-11-21T11:52:31.914880] [INFO ] [CONFIGURE ] CVNA: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:52:31.914916] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:52:32.136120] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:32.353104] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:32.572823] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:32.809694] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:52:33.025690] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:33.246094] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:33.468533] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:52:33.686296] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:33.907307] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:52:34.149691] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:34.149883] [INFO ] [CONFIGURE ] CVNA: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T11:52:34.149934] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9428 tests [2025-11-21T11:52:34.149972] [INFO ] [CONFIGURE ] CVNA: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:52:34.150009] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:52:34.421810] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:34.686938] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:34.953225] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:35.215081] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:35.477806] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:35.735669] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:35.990836] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:52:36.253421] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:36.521452] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:52:36.784987] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:36.785167] [INFO ] [CONFIGURE ] CVNA: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T11:52:36.785224] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9427 tests [2025-11-21T11:52:36.785274] [INFO ] [CONFIGURE ] CVNA: Testing feature 3/29: add_daily_returns [2025-11-21T11:52:36.785318] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:52:37.060233] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:37.332698] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:37.613191] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:37.879711] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:38.142831] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:38.405327] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:38.672364] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:52:38.941681] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:52:39.209306] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:52:39.472626] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:39.472818] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:52:39.472872] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9426 tests [2025-11-21T11:52:39.472918] [INFO ] [CONFIGURE ] CVNA: Testing feature 4/29: add_ema [2025-11-21T11:52:39.472964] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T11:52:39.773686] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:40.095110] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:40.392787] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:40.716768] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:52:41.046148] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:41.372811] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:41.700136] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:52:42.032841] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:52:42.364623] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:52:42.699838] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:42.700030] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:52:42.700089] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9425 tests [2025-11-21T11:52:42.700161] [INFO ] [CONFIGURE ] CVNA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:52:42.700210] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:52:43.010596] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:43.333859] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:43.641415] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:44.076626] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:52:44.369085] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:44.662409] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:44.965929] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:52:45.259135] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:45.559639] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:52:45.868338] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:52:45.868532] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:52:45.868590] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9424 tests [2025-11-21T11:52:45.868638] [INFO ] [CONFIGURE ] CVNA: Testing feature 6/29: add_failed_moves [2025-11-21T11:52:45.868699] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:52:46.143753] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:46.402766] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:46.675171] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:46.932608] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:47.189818] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:47.431167] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:47.704636] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:52:47.964426] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:48.228378] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:52:48.501299] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:48.501498] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T11:52:48.501557] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9423 tests [2025-11-21T11:52:48.501614] [INFO ] [CONFIGURE ] CVNA: Testing feature 7/29: add_lag_shelf [2025-11-21T11:52:48.501681] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:52:48.768770] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:49.061500] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:49.330703] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:52:49.599929] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:49.871857] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:50.172140] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:50.458632] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:52:50.741241] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:52:51.013819] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:52:51.271897] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:51.272069] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:52:51.272123] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9422 tests [2025-11-21T11:52:51.272198] [INFO ] [CONFIGURE ] CVNA: Testing feature 8/29: add_macd [2025-11-21T11:52:51.272242] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:52:51.621669] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:52:51.984979] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:52:52.341722] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:52.704482] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:52:53.070128] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:53.431504] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:53.797878] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:52:54.146868] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:54.507827] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:52:54.858881] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:54.859084] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_macd (score: 40.00%) [2025-11-21T11:52:54.859148] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9421 tests [2025-11-21T11:52:54.859191] [INFO ] [CONFIGURE ] CVNA: Testing feature 9/29: add_mfi [2025-11-21T11:52:54.859236] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T11:52:55.146044] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:55.447500] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:55.739372] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:56.025137] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:56.306822] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:52:56.591801] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:52:56.878427] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:52:57.173671] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:52:57.457451] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:52:57.789985] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:52:57.790181] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:52:57.790241] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9420 tests [2025-11-21T11:52:57.790292] [INFO ] [CONFIGURE ] CVNA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:52:57.790337] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:52:58.180745] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:52:58.554244] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:52:58.938269] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:52:59.316529] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:52:59.697481] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:00.109781] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:00.498564] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:01.419510] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:01.842120] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:02.217851] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:02.218055] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:53:02.218115] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9419 tests [2025-11-21T11:53:02.218164] [INFO ] [CONFIGURE ] CVNA: Testing feature 11/29: add_obv_daily [2025-11-21T11:53:02.218210] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T11:53:02.516692] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:02.814442] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:03.112880] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:03.410438] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:03.715168] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:04.031394] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:04.341002] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:53:04.665581] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:04.957035] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:05.337174] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:05.337427] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:53:05.337510] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9418 tests [2025-11-21T11:53:05.337567] [INFO ] [CONFIGURE ] CVNA: Testing feature 12/29: add_obv_interval [2025-11-21T11:53:05.337616] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T11:53:05.667328] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:05.925128] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:06.191695] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:06.448441] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:06.707320] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:06.968795] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:07.232472] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:53:07.503923] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:07.781220] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:08.041996] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:08.042172] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:53:08.042252] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9417 tests [2025-11-21T11:53:08.042301] [INFO ] [CONFIGURE ] CVNA: Testing feature 13/29: add_opening_strength [2025-11-21T11:53:08.042344] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:53:08.332093] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:08.618817] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:08.912821] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:53:09.200224] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:09.486531] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:09.804376] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:10.138465] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:10.469923] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:10.794410] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:53:11.129875] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:11.130064] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T11:53:11.130125] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9416 tests [2025-11-21T11:53:11.130175] [INFO ] [CONFIGURE ] CVNA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:53:11.130217] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T11:53:11.430106] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:11.729099] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:12.039306] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:12.342858] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:12.649304] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:12.954944] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:13.265369] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:13.564277] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:13.865348] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:14.193100] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:14.193312] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:53:14.193383] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9415 tests [2025-11-21T11:53:14.193440] [INFO ] [CONFIGURE ] CVNA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:53:14.193495] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T11:53:14.484458] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:14.780457] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:15.090143] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:53:15.368533] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:15.644635] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:15.931494] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:16.212808] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:16.495393] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:16.778932] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:53:17.059623] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:17.059813] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T11:53:17.059871] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9414 tests [2025-11-21T11:53:17.059921] [INFO ] [CONFIGURE ] CVNA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:53:17.059965] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T11:53:17.358095] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:17.656039] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:17.955625] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:53:18.259612] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:53:18.559283] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:18.869275] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:19.160153] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:19.449046] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:19.743394] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:20.045129] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:20.045322] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T11:53:20.045380] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9413 tests [2025-11-21T11:53:20.045428] [INFO ] [CONFIGURE ] CVNA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:53:20.045472] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T11:53:20.336931] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:20.626953] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:20.918933] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:21.207960] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:53:21.498887] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:21.795097] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:22.085372] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:22.383014] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:22.686818] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:53:22.979109] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:22.979287] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T11:53:22.979370] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9412 tests [2025-11-21T11:53:22.979421] [INFO ] [CONFIGURE ] CVNA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:53:22.979466] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T11:53:23.263465] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:23.555726] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:23.854203] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:24.144344] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:24.430500] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:24.728863] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:25.000037] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:25.261175] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:25.520488] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:25.786090] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:25.786274] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T11:53:25.786337] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9411 tests [2025-11-21T11:53:25.786385] [INFO ] [CONFIGURE ] CVNA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:53:25.786428] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T11:53:26.038922] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:26.291568] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:26.542697] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:53:26.800272] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:53:27.054183] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:27.307709] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:27.558372] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:53:27.810863] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:28.067897] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:53:28.333246] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:28.333490] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:53:28.333551] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9410 tests [2025-11-21T11:53:28.333601] [INFO ] [CONFIGURE ] CVNA: Testing feature 20/29: add_price_rejection [2025-11-21T11:53:28.333664] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T11:53:28.604896] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:28.874341] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:29.138780] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:29.409140] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:29.679026] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:29.953762] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:30.251886] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:30.521513] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:30.802013] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:53:31.075018] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:31.075189] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T11:53:31.075246] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9409 tests [2025-11-21T11:53:31.075292] [INFO ] [CONFIGURE ] CVNA: Testing feature 21/29: add_range_position [2025-11-21T11:53:31.075333] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T11:53:31.358886] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:31.646471] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:31.930165] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:32.219971] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:32.512081] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:32.807789] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:33.097625] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:33.388368] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:33.680301] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:34.000053] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:53:34.000230] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_range_position (score: 30.00%) [2025-11-21T11:53:34.000287] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9408 tests [2025-11-21T11:53:34.000337] [INFO ] [CONFIGURE ] CVNA: Testing feature 22/29: add_realized_volatility [2025-11-21T11:53:34.000377] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T11:53:34.356444] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:34.716184] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:35.083357] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:53:35.492745] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:53:35.901484] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:36.302947] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:36.707162] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:37.112337] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:37.526616] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:53:37.935862] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:37.936041] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T11:53:37.936102] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9407 tests [2025-11-21T11:53:37.936192] [INFO ] [CONFIGURE ] CVNA: Testing feature 23/29: add_recent_range_context [2025-11-21T11:53:37.936240] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T11:53:38.225434] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:38.526237] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:38.822620] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:39.118775] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:53:39.408730] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:39.706422] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:40.003807] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:40.307508] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:40.609517] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:40.902237] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:40.902421] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T11:53:40.902480] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9406 tests [2025-11-21T11:53:40.902528] [INFO ] [CONFIGURE ] CVNA: Testing feature 24/29: add_rsi [2025-11-21T11:53:40.902573] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T11:53:41.223937] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:53:41.539913] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:41.869872] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:53:42.193858] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:42.518816] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:42.848132] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:43.183856] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:53:43.506269] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:43.842229] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:44.173005] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:44.173181] [INFO ] [CONFIGURE ] CVNA: KEPT add_rsi (score: 80.00%) [2025-11-21T11:53:44.173244] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9405 tests [2025-11-21T11:53:44.173294] [INFO ] [CONFIGURE ] CVNA: Testing feature 25/29: add_tick_distribution [2025-11-21T11:53:44.173341] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T11:53:44.528123] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:44.859531] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:45.202228] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:45.546855] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:45.909096] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:46.262537] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:46.606411] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:46.956153] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:53:47.317546] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:47.673485] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:47.673718] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T11:53:47.673783] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9404 tests [2025-11-21T11:53:47.673832] [INFO ] [CONFIGURE ] CVNA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:53:47.673881] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T11:53:48.028493] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:53:48.373247] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:48.725817] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:49.098498] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:49.455870] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:49.818673] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:50.189551] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:53:50.545883] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:50.911192] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:51.274166] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:51.274372] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T11:53:51.274431] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9403 tests [2025-11-21T11:53:51.274483] [INFO ] [CONFIGURE ] CVNA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:53:51.274529] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T11:53:51.682306] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:53:52.038264] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:52.394549] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:53:52.838716] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:53.242113] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:53.633332] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:53.998143] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:53:54.371869] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:54.751402] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:53:55.142282] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:55.142469] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T11:53:55.142531] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9402 tests [2025-11-21T11:53:55.142604] [INFO ] [CONFIGURE ] CVNA: Testing feature 28/29: add_volume_profile [2025-11-21T11:53:55.142673] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T11:53:55.504677] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:53:55.866252] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:56.190266] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:53:56.520087] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:53:56.856403] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:53:57.186052] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:53:57.512433] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:53:57.848946] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:53:58.179049] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:53:58.513449] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:53:58.513672] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T11:53:58.513733] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9401 tests [2025-11-21T11:53:58.513781] [INFO ] [CONFIGURE ] CVNA: Testing feature 29/29: add_vwap [2025-11-21T11:53:58.513824] [INFO ] [CONFIGURE ] CVNA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T11:53:58.861463] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:53:59.192523] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:53:59.529706] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:53:59.873567] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:00.219394] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:00.571816] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:54:01.615672] [DEBUG] [FORECASTER] CVNA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:54:01.952893] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:02.292743] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:54:02.625903] [DEBUG] [FORECASTER] CVNA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:02.626091] [INFO ] [CONFIGURE ] CVNA: DISCARDED add_vwap (score: 70.00%) [2025-11-21T11:54:02.626149] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9400 tests [2025-11-21T11:54:02.626196] [INFO ] [CONFIGURE ] CVNA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:54:02.626230] [INFO ] [CONFIGURE ] CVNA: Best accuracy: 80.00% [2025-11-21T11:54:02.626271] [INFO ] [CONFIGURE ] CVNA: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T11:54:02.626311] [INFO ] [CONFIGURE ] CVNA: Improvement over baseline: 30.00% [2025-11-21T11:54:02.626345] [INFO ] [CONFIGURE ] CVNA: Total time: 1.5 minutes [2025-11-21T11:54:02.626388] [INFO ] [CONFIGURE ] CVNA: Average time per feature: 3.1 seconds [2025-11-21T11:54:02.626426] [INFO ] [CONFIGURE ] CVNA: Average speed: 0.32 features/sec [2025-11-21T11:54:02.626753] [INFO ] [LOCAL ] Saved configuration for CVNA: 4 features, 80.00% accuracy -> ./output/feature-sets/CVNA.json [2025-11-21T11:54:02.626812] [INFO ] [CONFIGURE ] CVNA: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T11:54:02.626868] [INFO ] [sig ] [403/723] Successfully configured CVNA | 0.01 sym/s | Total: 9.3h | ETA: 7.4h [2025-11-21T11:54:02.626946] [INFO ] [sig ] [404/723] Configuring CVS... [2025-11-21T11:54:02.626993] [INFO ] [CONFIGURE ] CVS: Configurate test run. [2025-11-21T11:54:02.627033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-11-21T11:54:02.733956] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVS'. [2025-11-21T11:54:02.734420] [INFO ] [CONFIGURE ] CVS: Testing with 29 available features [2025-11-21T11:54:02.734497] [INFO ] [CONFIGURE ] CVS: Establishing baseline with no features... [2025-11-21T11:54:02.914530] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:03.087302] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:03.263936] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:03.436055] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:03.611484] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:03.784305] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:03.960149] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:04.140962] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:04.320529] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:04.495108] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:04.495269] [INFO ] [CONFIGURE ] CVS: Baseline score (no features): 70.00% [2025-11-21T11:54:04.495316] [INFO ] [CONFIGURE ] CVS: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:54:04.495353] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:54:04.706340] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:04.913067] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:05.119979] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:05.333278] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:05.543140] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:05.756357] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:54:05.968276] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:06.190055] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:06.405199] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:06.620411] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:06.620770] [INFO ] [CONFIGURE ] CVS: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T11:54:06.620878] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9399 tests [2025-11-21T11:54:06.620966] [INFO ] [CONFIGURE ] CVS: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:54:06.621044] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:54:06.840987] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:54:07.055187] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:07.267760] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:07.488316] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:07.705739] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:07.917418] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:08.130531] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:08.336503] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:08.543488] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:54:08.754197] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:08.754377] [INFO ] [CONFIGURE ] CVS: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T11:54:08.754434] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9398 tests [2025-11-21T11:54:08.754478] [INFO ] [CONFIGURE ] CVS: Testing feature 3/29: add_daily_returns [2025-11-21T11:54:08.754520] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_daily_returns'] [2025-11-21T11:54:08.937634] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:09.120590] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:09.304696] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:54:09.504677] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:09.694779] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:09.887095] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:10.088811] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:10.286836] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:10.481009] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:10.673757] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:10.673927] [INFO ] [CONFIGURE ] CVS: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:54:10.673977] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9397 tests [2025-11-21T11:54:10.674016] [INFO ] [CONFIGURE ] CVS: Testing feature 4/29: add_ema [2025-11-21T11:54:10.674052] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_ema'] [2025-11-21T11:54:10.898967] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:54:11.121096] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:11.353514] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:11.578997] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:11.799030] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:12.022065] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:12.242865] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:12.459607] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:12.684329] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:12.902890] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:12.903090] [INFO ] [CONFIGURE ] CVS: DISCARDED add_ema (score: 70.00%) [2025-11-21T11:54:12.903141] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9396 tests [2025-11-21T11:54:12.903204] [INFO ] [CONFIGURE ] CVS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:54:12.903242] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:54:13.122844] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:54:13.344489] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:13.563756] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:13.807484] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:14.041418] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:14.264314] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:14.521691] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:14.768728] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:15.012695] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:15.263661] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:15.263904] [INFO ] [CONFIGURE ] CVS: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T11:54:15.263964] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9395 tests [2025-11-21T11:54:15.264042] [INFO ] [CONFIGURE ] CVS: Testing feature 6/29: add_failed_moves [2025-11-21T11:54:15.264096] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_failed_moves'] [2025-11-21T11:54:15.468916] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:15.671816] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:15.880352] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:16.086106] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:16.288017] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:16.488787] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:16.689491] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:16.891728] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:17.097944] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:17.309142] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:17.309322] [INFO ] [CONFIGURE ] CVS: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T11:54:17.309373] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9394 tests [2025-11-21T11:54:17.309413] [INFO ] [CONFIGURE ] CVS: Testing feature 7/29: add_lag_shelf [2025-11-21T11:54:17.309449] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_lag_shelf'] [2025-11-21T11:54:17.510087] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:17.707544] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:17.927807] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:18.117695] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:18.314240] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:18.502202] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:18.692284] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:18.879951] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:19.072409] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:19.264074] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:19.264233] [INFO ] [CONFIGURE ] CVS: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T11:54:19.264279] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9393 tests [2025-11-21T11:54:19.264317] [INFO ] [CONFIGURE ] CVS: Testing feature 8/29: add_macd [2025-11-21T11:54:19.264353] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T11:54:19.558841] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:54:19.865016] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:20.154479] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:20.438531] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:20.724236] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:21.008884] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:21.294494] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:21.579556] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:21.869713] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:54:22.159309] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:22.159493] [INFO ] [CONFIGURE ] CVS: DISCARDED add_macd (score: 70.00%) [2025-11-21T11:54:22.159564] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9392 tests [2025-11-21T11:54:22.159607] [INFO ] [CONFIGURE ] CVS: Testing feature 9/29: add_mfi [2025-11-21T11:54:22.159668] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi'] [2025-11-21T11:54:22.359415] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:22.559792] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:22.759879] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:22.959212] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:23.160054] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:23.362042] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:23.560600] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:23.769615] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:23.972048] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:24.175053] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:24.175233] [INFO ] [CONFIGURE ] CVS: KEPT add_mfi (score: 80.00%) [2025-11-21T11:54:24.175281] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9391 tests [2025-11-21T11:54:24.175319] [INFO ] [CONFIGURE ] CVS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:54:24.175354] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:54:24.487465] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:24.798574] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:25.107516] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:25.422712] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:25.749378] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:26.068848] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:26.383999] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:26.713204] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:27.039204] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:27.362502] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:27.362708] [INFO ] [CONFIGURE ] CVS: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T11:54:27.362777] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9390 tests [2025-11-21T11:54:27.362826] [INFO ] [CONFIGURE ] CVS: Testing feature 11/29: add_obv_daily [2025-11-21T11:54:27.362871] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T11:54:27.611868] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:27.865498] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:28.146249] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:28.396681] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:28.641743] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:28.882359] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:29.120190] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:29.355330] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:29.590872] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:29.811857] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:29.812030] [INFO ] [CONFIGURE ] CVS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:54:29.812090] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9389 tests [2025-11-21T11:54:29.812138] [INFO ] [CONFIGURE ] CVS: Testing feature 12/29: add_obv_interval [2025-11-21T11:54:29.812183] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T11:54:30.018428] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:54:30.245074] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:30.464529] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:54:30.685312] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:54:30.910964] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:31.130474] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:31.349697] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:31.569749] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:31.793098] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:32.016729] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:32.016978] [INFO ] [CONFIGURE ] CVS: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T11:54:32.017080] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9388 tests [2025-11-21T11:54:32.017148] [INFO ] [CONFIGURE ] CVS: Testing feature 13/29: add_opening_strength [2025-11-21T11:54:32.017204] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:54:32.260133] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:32.502709] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:32.744161] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:32.985028] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:33.227097] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:33.469544] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:33.724458] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:33.965231] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:34.213140] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:54:34.461503] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:34.461703] [INFO ] [CONFIGURE ] CVS: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:54:34.461764] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9387 tests [2025-11-21T11:54:34.461813] [INFO ] [CONFIGURE ] CVS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:54:34.461857] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T11:54:34.697099] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:34.927267] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:35.154437] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:35.390449] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:35.625400] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:35.859285] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:54:36.093925] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:36.328965] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:36.571158] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:54:36.802516] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:36.802706] [INFO ] [CONFIGURE ] CVS: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T11:54:36.802764] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9386 tests [2025-11-21T11:54:36.802811] [INFO ] [CONFIGURE ] CVS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:54:36.802853] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T11:54:37.006669] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:37.217387] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:37.429744] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:37.663124] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:37.876893] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:38.090303] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:38.301105] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:38.508670] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:38.718705] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:38.933940] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:38.934111] [INFO ] [CONFIGURE ] CVS: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T11:54:38.934158] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9385 tests [2025-11-21T11:54:38.934195] [INFO ] [CONFIGURE ] CVS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:54:38.934229] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T11:54:39.165411] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:54:39.393674] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:39.621541] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:39.854487] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:40.092600] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:40.332355] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:40.552474] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:40.784200] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:41.023466] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:54:41.247007] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:41.247174] [INFO ] [CONFIGURE ] CVS: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:54:41.247230] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9384 tests [2025-11-21T11:54:41.247274] [INFO ] [CONFIGURE ] CVS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:54:41.247315] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T11:54:41.461508] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:54:41.687174] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:41.908126] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:54:42.141865] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:42.376439] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:42.609202] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:42.849526] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:43.083103] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:43.317262] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:43.555098] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:43.555683] [INFO ] [CONFIGURE ] CVS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:54:43.555756] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9383 tests [2025-11-21T11:54:43.555797] [INFO ] [CONFIGURE ] CVS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:54:43.555836] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T11:54:43.773848] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:43.990378] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:44.210614] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:54:44.428835] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:44.646781] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:44.863718] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:54:45.082628] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:45.313701] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:45.537909] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:45.744108] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:45.744282] [INFO ] [CONFIGURE ] CVS: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T11:54:45.744342] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9382 tests [2025-11-21T11:54:45.744390] [INFO ] [CONFIGURE ] CVS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:54:45.744439] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T11:54:45.993574] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:46.252787] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:46.509826] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:46.751507] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:46.959796] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:47.160240] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:47.351164] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:47.542959] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:47.740745] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:47.940163] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:47.940321] [INFO ] [CONFIGURE ] CVS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:54:47.940369] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9381 tests [2025-11-21T11:54:47.940407] [INFO ] [CONFIGURE ] CVS: Testing feature 20/29: add_price_rejection [2025-11-21T11:54:47.940442] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T11:54:48.156743] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:48.374977] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:48.594069] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:48.821592] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:49.044852] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:54:49.278363] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:49.515968] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:49.740834] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:49.969723] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:50.212907] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:50.213080] [INFO ] [CONFIGURE ] CVS: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:54:50.213140] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9380 tests [2025-11-21T11:54:50.213202] [INFO ] [CONFIGURE ] CVS: Testing feature 21/29: add_range_position [2025-11-21T11:54:50.213252] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T11:54:50.467502] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:50.719763] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:50.971210] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:51.229157] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:51.507683] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:51.738362] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:54:51.978715] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:52.215093] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:54:52.448733] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:54:52.691353] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:52.691538] [INFO ] [CONFIGURE ] CVS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:54:52.691595] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9379 tests [2025-11-21T11:54:52.691661] [INFO ] [CONFIGURE ] CVS: Testing feature 22/29: add_realized_volatility [2025-11-21T11:54:52.691708] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T11:54:53.002838] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:53.309084] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:53.620208] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:53.952086] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:54.288009] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:54.619687] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:54.953604] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:55.305745] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:55.648966] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:56.002743] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:54:56.002965] [INFO ] [CONFIGURE ] CVS: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T11:54:56.003029] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9378 tests [2025-11-21T11:54:56.003089] [INFO ] [CONFIGURE ] CVS: Testing feature 23/29: add_recent_range_context [2025-11-21T11:54:56.003165] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T11:54:56.251799] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:54:56.493329] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:54:56.713889] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:56.935138] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:57.173127] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:54:57.414549] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:54:57.649253] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:54:57.895785] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:54:58.139404] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:54:58.382494] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:54:58.382702] [INFO ] [CONFIGURE ] CVS: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T11:54:58.382764] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9377 tests [2025-11-21T11:54:58.382814] [INFO ] [CONFIGURE ] CVS: Testing feature 24/29: add_rsi [2025-11-21T11:54:58.382852] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T11:54:58.665256] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:54:58.946553] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:54:59.221657] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:54:59.504599] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:54:59.791235] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:55:00.073320] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:55:00.367220] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:55:01.353916] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:01.673252] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:02.046766] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:02.046985] [INFO ] [CONFIGURE ] CVS: DISCARDED add_rsi (score: 80.00%) [2025-11-21T11:55:02.047048] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9376 tests [2025-11-21T11:55:02.047097] [INFO ] [CONFIGURE ] CVS: Testing feature 25/29: add_tick_distribution [2025-11-21T11:55:02.047140] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T11:55:02.268146] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:55:02.487678] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:02.713001] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:02.932447] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:55:03.152199] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:55:03.378007] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:55:03.608092] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:55:03.824689] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:04.044322] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:04.270598] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:04.270789] [INFO ] [CONFIGURE ] CVS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:55:04.270847] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9375 tests [2025-11-21T11:55:04.270918] [INFO ] [CONFIGURE ] CVS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:55:04.270969] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T11:55:04.487284] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:55:04.701562] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:04.923318] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:55:05.144818] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:55:05.371456] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:55:05.592341] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:55:05.817716] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:55:06.043437] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:55:06.266471] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:06.489724] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:55:06.489903] [INFO ] [CONFIGURE ] CVS: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:55:06.489961] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9374 tests [2025-11-21T11:55:06.490009] [INFO ] [CONFIGURE ] CVS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:55:06.490054] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T11:55:06.746815] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:55:06.995389] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:07.237436] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:55:07.479431] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:55:07.721400] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:55:07.966271] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:55:08.220415] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:55:08.465390] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:55:08.713705] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:55:08.970849] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:55:08.971057] [INFO ] [CONFIGURE ] CVS: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T11:55:08.971119] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9373 tests [2025-11-21T11:55:08.971170] [INFO ] [CONFIGURE ] CVS: Testing feature 28/29: add_volume_profile [2025-11-21T11:55:08.971216] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T11:55:09.210539] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:55:09.445670] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:09.681880] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:55:09.920739] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:55:10.170352] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:55:10.413738] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:55:10.653063] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:10.892155] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:11.134787] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:55:11.373087] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:11.373269] [INFO ] [CONFIGURE ] CVS: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T11:55:11.373327] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9372 tests [2025-11-21T11:55:11.373374] [INFO ] [CONFIGURE ] CVS: Testing feature 29/29: add_vwap [2025-11-21T11:55:11.373419] [INFO ] [CONFIGURE ] CVS: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T11:55:11.609342] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:55:11.843516] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:12.081520] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:55:12.323054] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:55:12.565529] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:55:12.809679] [DEBUG] [FORECASTER] CVS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:55:13.051036] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:55:13.291971] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:13.529379] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:13.774334] [DEBUG] [FORECASTER] CVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:13.774514] [INFO ] [CONFIGURE ] CVS: DISCARDED add_vwap (score: 80.00%) [2025-11-21T11:55:13.774573] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9371 tests [2025-11-21T11:55:13.774621] [INFO ] [CONFIGURE ] CVS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:55:13.774683] [INFO ] [CONFIGURE ] CVS: Best accuracy: 80.00% [2025-11-21T11:55:13.774731] [INFO ] [CONFIGURE ] CVS: Best feature set (1 features): ['add_mfi'] [2025-11-21T11:55:13.774769] [INFO ] [CONFIGURE ] CVS: Improvement over baseline: 10.00% [2025-11-21T11:55:13.774806] [INFO ] [CONFIGURE ] CVS: Total time: 1.2 minutes [2025-11-21T11:55:13.774843] [INFO ] [CONFIGURE ] CVS: Average time per feature: 2.4 seconds [2025-11-21T11:55:13.774880] [INFO ] [CONFIGURE ] CVS: Average speed: 0.42 features/sec [2025-11-21T11:55:13.775205] [INFO ] [LOCAL ] Saved configuration for CVS: 1 features, 80.00% accuracy -> ./output/feature-sets/CVS.json [2025-11-21T11:55:13.775264] [INFO ] [CONFIGURE ] CVS: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T11:55:13.775313] [INFO ] [sig ] [404/723] Successfully configured CVS | 0.01 sym/s | Total: 9.4h | ETA: 7.4h [2025-11-21T11:55:13.775358] [INFO ] [sig ] [405/723] Configuring CVX... [2025-11-21T11:55:13.775398] [INFO ] [CONFIGURE ] CVX: Configurate test run. [2025-11-21T11:55:13.775438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-11-21T11:55:13.851691] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVX'. [2025-11-21T11:55:13.852091] [INFO ] [CONFIGURE ] CVX: Testing with 29 available features [2025-11-21T11:55:13.852154] [INFO ] [CONFIGURE ] CVX: Establishing baseline with no features... [2025-11-21T11:55:14.051842] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:14.245005] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:14.433754] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:14.628440] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:14.818432] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:55:15.013794] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:15.207022] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:15.400001] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:15.594050] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:15.795594] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:55:15.795779] [INFO ] [CONFIGURE ] CVX: Baseline score (no features): 30.00% [2025-11-21T11:55:15.795859] [INFO ] [CONFIGURE ] CVX: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:55:15.795908] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:55:16.016986] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:16.239131] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:16.463706] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:16.692537] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:55:16.919688] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:17.145244] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:17.369277] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:17.609132] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:17.849480] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:18.080599] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:18.080790] [INFO ] [CONFIGURE ] CVX: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T11:55:18.080861] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9370 tests [2025-11-21T11:55:18.080917] [INFO ] [CONFIGURE ] CVX: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:55:18.080964] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:55:18.348098] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:18.610811] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:18.878635] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:55:19.154366] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:19.443418] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:55:19.708966] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:19.983920] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:20.258542] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:20.529676] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T11:55:20.812619] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:55:20.812827] [INFO ] [CONFIGURE ] CVX: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T11:55:20.812888] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9369 tests [2025-11-21T11:55:20.812957] [INFO ] [CONFIGURE ] CVX: Testing feature 3/29: add_daily_returns [2025-11-21T11:55:20.813006] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:55:21.062064] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:21.299523] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:21.540617] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:21.793175] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:22.044160] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:22.313889] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:22.555382] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:22.796143] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:23.040452] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:23.292075] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:23.292374] [INFO ] [CONFIGURE ] CVX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:55:23.292478] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9368 tests [2025-11-21T11:55:23.292566] [INFO ] [CONFIGURE ] CVX: Testing feature 4/29: add_ema [2025-11-21T11:55:23.292658] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:55:23.630395] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:23.912756] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:24.213799] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:24.498937] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:24.775109] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:25.051375] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:25.326397] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:25.600438] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:25.877910] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:26.157885] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:55:26.158098] [INFO ] [CONFIGURE ] CVX: DISCARDED add_ema (score: 30.00%) [2025-11-21T11:55:26.158159] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9367 tests [2025-11-21T11:55:26.158206] [INFO ] [CONFIGURE ] CVX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:55:26.158245] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:55:26.434430] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:26.706725] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:26.981327] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:27.274093] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:27.557303] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:27.867194] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:28.164431] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:28.475896] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:28.780265] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:29.032630] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:29.032835] [INFO ] [CONFIGURE ] CVX: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T11:55:29.032891] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9366 tests [2025-11-21T11:55:29.032941] [INFO ] [CONFIGURE ] CVX: Testing feature 6/29: add_failed_moves [2025-11-21T11:55:29.032988] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:55:29.260919] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:29.480255] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:29.689109] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:29.898534] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:55:30.115954] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:30.327271] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:30.539078] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:30.752660] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:30.976692] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:31.194497] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:31.194699] [INFO ] [CONFIGURE ] CVX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:55:31.194787] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9365 tests [2025-11-21T11:55:31.194837] [INFO ] [CONFIGURE ] CVX: Testing feature 7/29: add_lag_shelf [2025-11-21T11:55:31.194883] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T11:55:31.414898] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:31.622866] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:31.819572] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:32.020735] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:32.221030] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:55:32.422337] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:32.624662] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:32.830720] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:33.052900] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:33.275024] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:33.275373] [INFO ] [CONFIGURE ] CVX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:55:33.275685] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9364 tests [2025-11-21T11:55:33.275811] [INFO ] [CONFIGURE ] CVX: Testing feature 8/29: add_macd [2025-11-21T11:55:33.275892] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T11:55:33.661594] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:34.080779] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:34.442880] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:34.748619] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:35.052443] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:55:35.359833] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:35.662093] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:35.993005] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:36.310268] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:36.660448] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:36.660666] [INFO ] [CONFIGURE ] CVX: DISCARDED add_macd (score: 60.00%) [2025-11-21T11:55:36.660761] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9363 tests [2025-11-21T11:55:36.660815] [INFO ] [CONFIGURE ] CVX: Testing feature 9/29: add_mfi [2025-11-21T11:55:36.660861] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T11:55:36.890363] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:37.112180] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:37.325686] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:37.548795] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:37.775034] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:37.999535] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:38.219440] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:38.432955] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:38.647369] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:38.866770] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:38.866987] [INFO ] [CONFIGURE ] CVX: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:55:38.867044] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9362 tests [2025-11-21T11:55:38.867089] [INFO ] [CONFIGURE ] CVX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:55:38.867132] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:55:39.170336] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:39.476836] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:39.778170] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:40.080151] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:40.383196] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:55:40.707541] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:41.022825] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:41.332113] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:41.659919] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:41.977592] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:41.977788] [INFO ] [CONFIGURE ] CVX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T11:55:41.977845] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9361 tests [2025-11-21T11:55:41.977892] [INFO ] [CONFIGURE ] CVX: Testing feature 11/29: add_obv_daily [2025-11-21T11:55:41.977941] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T11:55:42.237469] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:42.496387] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:42.733518] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:42.984452] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:43.251389] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:43.490022] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:43.730328] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:43.955399] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:44.179529] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:44.409679] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:55:44.409847] [INFO ] [CONFIGURE ] CVX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T11:55:44.409895] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9360 tests [2025-11-21T11:55:44.409933] [INFO ] [CONFIGURE ] CVX: Testing feature 12/29: add_obv_interval [2025-11-21T11:55:44.409968] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T11:55:44.634727] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:44.847141] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:45.062120] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:45.287739] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:45.507742] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:55:45.728366] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:55:45.985840] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:46.216305] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:55:46.438018] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:46.661022] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:55:46.661208] [INFO ] [CONFIGURE ] CVX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:55:46.661258] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9359 tests [2025-11-21T11:55:46.661298] [INFO ] [CONFIGURE ] CVX: Testing feature 13/29: add_opening_strength [2025-11-21T11:55:46.661336] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:55:46.902291] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:47.147397] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:47.382008] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:47.626928] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:47.866562] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:55:48.107460] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:48.356896] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:48.603525] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:48.847786] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:49.087945] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:49.088132] [INFO ] [CONFIGURE ] CVX: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T11:55:49.088303] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9358 tests [2025-11-21T11:55:49.088409] [INFO ] [CONFIGURE ] CVX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:55:49.088484] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T11:55:49.319215] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:49.548922] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:49.778876] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:50.007547] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:50.241927] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:50.471763] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:55:50.700814] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:50.937858] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:51.187553] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:51.434831] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:51.435051] [INFO ] [CONFIGURE ] CVX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T11:55:51.435108] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9357 tests [2025-11-21T11:55:51.435155] [INFO ] [CONFIGURE ] CVX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:55:51.435202] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T11:55:51.657033] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:51.876179] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:52.103683] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:52.324538] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:52.560797] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:52.804509] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:53.028818] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:55:53.261901] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:53.487167] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:53.715431] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:53.715598] [INFO ] [CONFIGURE ] CVX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T11:55:53.715664] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9356 tests [2025-11-21T11:55:53.715764] [INFO ] [CONFIGURE ] CVX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:55:53.715830] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T11:55:53.943157] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:54.166798] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:54.413331] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:54.644999] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:54.880343] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:55:55.114906] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:55:55.351218] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:55.591384] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:55.830830] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:56.076791] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:55:56.077024] [INFO ] [CONFIGURE ] CVX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T11:55:56.077077] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9355 tests [2025-11-21T11:55:56.077116] [INFO ] [CONFIGURE ] CVX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:55:56.077153] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T11:55:56.313723] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:55:56.568566] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:55:56.815026] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:57.060809] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:55:57.307847] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:57.552940] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:55:57.838607] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:55:58.100200] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:55:58.355149] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:55:58.614790] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:55:58.614997] [INFO ] [CONFIGURE ] CVX: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T11:55:58.615059] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9354 tests [2025-11-21T11:55:58.615107] [INFO ] [CONFIGURE ] CVX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:55:58.615151] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T11:55:58.847175] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:55:59.067463] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:55:59.304010] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:55:59.529899] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:55:59.749977] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:55:59.986353] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:56:00.214196] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:56:00.454353] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:00.685991] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:01.633894] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:56:01.634075] [INFO ] [CONFIGURE ] CVX: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T11:56:01.634125] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9353 tests [2025-11-21T11:56:01.634163] [INFO ] [CONFIGURE ] CVX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:56:01.634199] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T11:56:01.991185] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:02.206272] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:56:02.419831] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:56:02.630606] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:56:02.841603] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:56:03.055061] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:56:03.266393] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:56:03.489594] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:03.700134] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:03.935808] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:03.936128] [INFO ] [CONFIGURE ] CVX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T11:56:03.936233] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9352 tests [2025-11-21T11:56:03.936320] [INFO ] [CONFIGURE ] CVX: Testing feature 20/29: add_price_rejection [2025-11-21T11:56:03.936395] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T11:56:04.179829] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:04.410210] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:04.629055] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:04.857364] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:56:05.082431] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:56:05.304600] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:56:05.547342] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:56:05.796287] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:06.025523] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:06.253269] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:06.253462] [INFO ] [CONFIGURE ] CVX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T11:56:06.253510] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9351 tests [2025-11-21T11:56:06.253549] [INFO ] [CONFIGURE ] CVX: Testing feature 21/29: add_range_position [2025-11-21T11:56:06.253584] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T11:56:06.501294] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:56:06.767608] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:07.011089] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:56:07.262141] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:56:07.511913] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:56:07.755779] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:56:08.001773] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:56:08.248024] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:08.521332] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:08.782200] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:08.782371] [INFO ] [CONFIGURE ] CVX: DISCARDED add_range_position (score: 50.00%) [2025-11-21T11:56:08.782429] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9350 tests [2025-11-21T11:56:08.782475] [INFO ] [CONFIGURE ] CVX: Testing feature 22/29: add_realized_volatility [2025-11-21T11:56:08.782517] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T11:56:09.110251] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:56:09.433474] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:56:09.760450] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:10.089474] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T11:56:10.414429] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:56:10.751843] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:56:11.082365] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:11.426223] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:11.753570] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:12.085682] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:12.085885] [INFO ] [CONFIGURE ] CVX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:56:12.085947] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9349 tests [2025-11-21T11:56:12.085998] [INFO ] [CONFIGURE ] CVX: Testing feature 23/29: add_recent_range_context [2025-11-21T11:56:12.086044] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T11:56:12.296923] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:12.507530] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:12.716266] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:12.929152] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:56:13.146269] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:56:13.362463] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:56:13.586509] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:56:13.799136] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:14.019152] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:14.237907] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:56:14.238074] [INFO ] [CONFIGURE ] CVX: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T11:56:14.238122] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9348 tests [2025-11-21T11:56:14.238159] [INFO ] [CONFIGURE ] CVX: Testing feature 24/29: add_rsi [2025-11-21T11:56:14.238193] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T11:56:14.505611] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:14.769324] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:15.034822] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:15.302104] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:56:15.572819] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:56:15.842040] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:56:16.107609] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:16.385019] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:16.651830] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:16.924972] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:16.925293] [INFO ] [CONFIGURE ] CVX: KEPT add_rsi (score: 70.00%) [2025-11-21T11:56:16.925357] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9347 tests [2025-11-21T11:56:16.925405] [INFO ] [CONFIGURE ] CVX: Testing feature 25/29: add_tick_distribution [2025-11-21T11:56:16.925450] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T11:56:17.193748] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:17.467465] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:17.744360] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:18.029013] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:56:18.315409] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:56:18.599976] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:56:18.891140] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:19.177582] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:19.455032] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:19.740416] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:19.740624] [INFO ] [CONFIGURE ] CVX: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T11:56:19.740711] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9346 tests [2025-11-21T11:56:19.740763] [INFO ] [CONFIGURE ] CVX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:56:19.740810] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T11:56:20.036598] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:20.336636] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:20.631117] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:20.924915] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:56:21.226969] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:56:21.536028] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:56:21.836277] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:22.136798] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:22.453241] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:22.756821] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:22.757078] [INFO ] [CONFIGURE ] CVX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T11:56:22.757142] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9345 tests [2025-11-21T11:56:22.757193] [INFO ] [CONFIGURE ] CVX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:56:22.757237] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T11:56:23.074266] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:23.399854] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:23.713685] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:24.044498] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:56:24.365811] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:56:24.687173] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:56:25.001026] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:25.323016] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:25.649730] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:25.985290] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:25.985513] [INFO ] [CONFIGURE ] CVX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T11:56:25.985578] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9344 tests [2025-11-21T11:56:25.985633] [INFO ] [CONFIGURE ] CVX: Testing feature 28/29: add_volume_profile [2025-11-21T11:56:25.985699] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T11:56:26.259347] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:26.600350] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:26.906513] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:27.179776] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:56:27.458357] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:56:27.735202] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:56:28.012025] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:28.311263] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:28.605224] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:28.890537] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:28.890781] [INFO ] [CONFIGURE ] CVX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T11:56:28.890843] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9343 tests [2025-11-21T11:56:28.890892] [INFO ] [CONFIGURE ] CVX: Testing feature 29/29: add_vwap [2025-11-21T11:56:28.890937] [INFO ] [CONFIGURE ] CVX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T11:56:29.202266] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:56:29.498256] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:56:29.801748] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:56:30.095447] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T11:56:30.393989] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:56:30.682847] [DEBUG] [FORECASTER] CVX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:56:30.975134] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:31.267677] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:56:31.575999] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T11:56:31.875931] [DEBUG] [FORECASTER] CVX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:31.876103] [INFO ] [CONFIGURE ] CVX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T11:56:31.876160] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9342 tests [2025-11-21T11:56:31.876209] [INFO ] [CONFIGURE ] CVX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:56:31.876251] [INFO ] [CONFIGURE ] CVX: Best accuracy: 70.00% [2025-11-21T11:56:31.876294] [INFO ] [CONFIGURE ] CVX: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T11:56:31.876334] [INFO ] [CONFIGURE ] CVX: Improvement over baseline: 40.00% [2025-11-21T11:56:31.876373] [INFO ] [CONFIGURE ] CVX: Total time: 1.3 minutes [2025-11-21T11:56:31.876410] [INFO ] [CONFIGURE ] CVX: Average time per feature: 2.6 seconds [2025-11-21T11:56:31.876448] [INFO ] [CONFIGURE ] CVX: Average speed: 0.38 features/sec [2025-11-21T11:56:31.876932] [INFO ] [LOCAL ] Saved configuration for CVX: 3 features, 70.00% accuracy -> ./output/feature-sets/CVX.json [2025-11-21T11:56:31.876998] [INFO ] [CONFIGURE ] CVX: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T11:56:31.877050] [INFO ] [sig ] [405/723] Successfully configured CVX | 0.01 sym/s | Total: 9.4h | ETA: 7.4h [2025-11-21T11:56:31.877096] [INFO ] [sig ] [406/723] Configuring CW... [2025-11-21T11:56:31.877137] [INFO ] [CONFIGURE ] CW: Configurate test run. [2025-11-21T11:56:31.877179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'. [2025-11-21T11:56:31.953209] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CW'. [2025-11-21T11:56:31.953583] [INFO ] [CONFIGURE ] CW: Testing with 29 available features [2025-11-21T11:56:31.953670] [INFO ] [CONFIGURE ] CW: Establishing baseline with no features... [2025-11-21T11:56:32.141863] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:56:32.327437] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:32.512170] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:32.692556] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:32.881524] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:56:33.059555] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:56:33.241558] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:33.420748] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:33.600476] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:33.790031] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:33.790201] [INFO ] [CONFIGURE ] CW: Baseline score (no features): 50.00% [2025-11-21T11:56:33.790248] [INFO ] [CONFIGURE ] CW: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:56:33.790286] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:56:34.006449] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:56:34.219201] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:34.438322] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:34.653447] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:34.867098] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:56:35.080506] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:56:35.303315] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:35.523485] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:35.738466] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:35.957093] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:35.957428] [INFO ] [CONFIGURE ] CW: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T11:56:35.957528] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9341 tests [2025-11-21T11:56:35.957613] [INFO ] [CONFIGURE ] CW: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:56:35.957710] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T11:56:36.213530] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:56:36.475905] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:36.741974] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:37.019670] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:37.289665] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:56:37.544219] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:56:37.798230] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:38.050595] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:38.309708] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:38.563594] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:38.563789] [INFO ] [CONFIGURE ] CW: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T11:56:38.563851] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9340 tests [2025-11-21T11:56:38.563900] [INFO ] [CONFIGURE ] CW: Testing feature 3/29: add_daily_returns [2025-11-21T11:56:38.563944] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T11:56:38.799097] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:56:39.031395] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:39.260613] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:39.495373] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:39.721799] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:56:39.950623] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:56:40.179879] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:56:40.432207] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:40.680275] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:40.911071] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:40.911237] [INFO ] [CONFIGURE ] CW: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T11:56:40.911285] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9339 tests [2025-11-21T11:56:40.911322] [INFO ] [CONFIGURE ] CW: Testing feature 4/29: add_ema [2025-11-21T11:56:40.911356] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T11:56:41.173263] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:56:41.425625] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:41.689932] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:41.965485] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:42.314341] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:56:42.652454] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:56:42.923444] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:43.178384] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:43.423668] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:43.673076] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:43.673276] [INFO ] [CONFIGURE ] CW: DISCARDED add_ema (score: 60.00%) [2025-11-21T11:56:43.673471] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9338 tests [2025-11-21T11:56:43.673581] [INFO ] [CONFIGURE ] CW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:56:43.673633] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:56:43.924605] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:56:44.170894] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:44.420108] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:44.672450] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:44.935686] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:56:45.191690] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:56:45.443266] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:45.695997] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:45.949228] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:46.213062] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:46.213288] [INFO ] [CONFIGURE ] CW: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T11:56:46.213348] [INFO ] [CONFIGURE ] JOB ETA: 7.4h | Avg: 2.8s/test | Remaining: 9337 tests [2025-11-21T11:56:46.213397] [INFO ] [CONFIGURE ] CW: Testing feature 6/29: add_failed_moves [2025-11-21T11:56:46.213439] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T11:56:46.432671] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:56:46.642666] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:46.855029] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:47.073253] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:47.290789] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:56:47.517850] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:56:47.741948] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:47.958200] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:48.176794] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:48.393811] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:48.393977] [INFO ] [CONFIGURE ] CW: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:56:48.394032] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9336 tests [2025-11-21T11:56:48.394076] [INFO ] [CONFIGURE ] CW: Testing feature 7/29: add_lag_shelf [2025-11-21T11:56:48.394116] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T11:56:48.596401] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:56:48.795971] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:49.017286] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:49.228678] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:49.433950] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:56:49.641465] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:56:49.851849] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:50.056192] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:50.264061] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:50.474933] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:50.475164] [INFO ] [CONFIGURE ] CW: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T11:56:50.475215] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9335 tests [2025-11-21T11:56:50.475256] [INFO ] [CONFIGURE ] CW: Testing feature 8/29: add_macd [2025-11-21T11:56:50.475293] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T11:56:50.776700] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:56:51.075989] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:56:51.373084] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:51.686420] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:51.992582] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:56:52.288048] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:56:52.614528] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:52.946403] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:53.270031] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:53.605894] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:53.606106] [INFO ] [CONFIGURE ] CW: DISCARDED add_macd (score: 50.00%) [2025-11-21T11:56:53.606166] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9334 tests [2025-11-21T11:56:53.606213] [INFO ] [CONFIGURE ] CW: Testing feature 9/29: add_mfi [2025-11-21T11:56:53.606256] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T11:56:53.830097] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:56:54.057757] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:54.274392] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:54.485753] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:54.699677] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:56:54.923953] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:56:55.152279] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:56:55.379130] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:55.589980] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:55.800511] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:55.800705] [INFO ] [CONFIGURE ] CW: DISCARDED add_mfi (score: 50.00%) [2025-11-21T11:56:55.800766] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9333 tests [2025-11-21T11:56:55.800813] [INFO ] [CONFIGURE ] CW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:56:55.800854] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:56:56.097881] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:56:56.398086] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:56.707086] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:56:57.024146] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:56:57.342206] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:56:57.694434] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:56:58.019937] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:56:58.353001] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:56:58.696800] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:56:59.031061] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:56:59.031212] [INFO ] [CONFIGURE ] CW: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:56:59.031271] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9332 tests [2025-11-21T11:56:59.031319] [INFO ] [CONFIGURE ] CW: Testing feature 11/29: add_obv_daily [2025-11-21T11:56:59.031363] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T11:56:59.280850] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:56:59.523334] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:56:59.765193] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:00.008538] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:00.246305] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:00.484244] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:00.729603] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:01.085884] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:01.921950] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:57:02.304685] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:02.305064] [INFO ] [CONFIGURE ] CW: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T11:57:02.305174] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9331 tests [2025-11-21T11:57:02.305263] [INFO ] [CONFIGURE ] CW: Testing feature 12/29: add_obv_interval [2025-11-21T11:57:02.305341] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T11:57:02.550605] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:02.782814] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:03.009138] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:03.233448] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:03.464122] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:03.697340] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:03.937441] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:04.180197] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:04.418134] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:04.655056] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:57:04.655256] [INFO ] [CONFIGURE ] CW: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:57:04.655304] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9330 tests [2025-11-21T11:57:04.655342] [INFO ] [CONFIGURE ] CW: Testing feature 13/29: add_opening_strength [2025-11-21T11:57:04.655378] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:57:04.891433] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:57:05.131556] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:57:05.377834] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:05.625414] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:05.910729] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:06.179412] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:57:06.440985] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:06.709340] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:06.977554] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:07.246122] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:07.246797] [INFO ] [CONFIGURE ] CW: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T11:57:07.246864] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9329 tests [2025-11-21T11:57:07.246929] [INFO ] [CONFIGURE ] CW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:57:07.246976] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T11:57:07.504898] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:57:07.765192] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:08.027891] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:08.290147] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:08.542635] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:08.804680] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:09.065232] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:57:09.327664] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:09.579969] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:09.830592] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:09.830780] [INFO ] [CONFIGURE ] CW: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T11:57:09.830840] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9328 tests [2025-11-21T11:57:09.830889] [INFO ] [CONFIGURE ] CW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:57:09.830935] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T11:57:10.060929] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:10.279205] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:10.496329] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:10.720195] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:10.941139] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:11.161186] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:11.384124] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:11.612190] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:11.814559] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:12.020301] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:12.020491] [INFO ] [CONFIGURE ] CW: KEPT add_pbf_morning_momentum (score: 70.00%) [2025-11-21T11:57:12.020545] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9327 tests [2025-11-21T11:57:12.020588] [INFO ] [CONFIGURE ] CW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:57:12.020625] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T11:57:12.262587] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:12.505442] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:12.763691] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:13.026309] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:13.284058] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:13.545457] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:13.788330] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:14.027511] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:14.278497] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:14.545033] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:14.545374] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:57:14.545473] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9326 tests [2025-11-21T11:57:14.545558] [INFO ] [CONFIGURE ] CW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:57:14.545633] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T11:57:14.796555] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:15.046760] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:15.300478] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:15.554291] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:15.802259] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:16.049698] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:16.303578] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:16.561855] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:16.812248] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:17.062510] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:17.062740] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T11:57:17.062800] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9325 tests [2025-11-21T11:57:17.062849] [INFO ] [CONFIGURE ] CW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:57:17.062892] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T11:57:17.297302] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:17.539567] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:17.773400] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:18.019589] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:18.260180] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:18.495818] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:57:18.732971] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:57:18.989382] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:19.229785] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:19.470113] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:19.470468] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T11:57:19.470623] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9324 tests [2025-11-21T11:57:19.470734] [INFO ] [CONFIGURE ] CW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:57:19.470855] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T11:57:19.712270] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:19.948048] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:57:20.182417] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:20.419222] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:20.663052] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:20.907143] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:21.144012] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:21.380675] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:21.624687] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:21.865173] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:21.865536] [INFO ] [CONFIGURE ] CW: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T11:57:21.865637] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9323 tests [2025-11-21T11:57:21.865743] [INFO ] [CONFIGURE ] CW: Testing feature 20/29: add_price_rejection [2025-11-21T11:57:21.865818] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T11:57:22.122799] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:22.363395] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:22.601810] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:22.834861] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:23.074046] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:23.328693] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:23.566116] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:57:23.802783] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:24.047874] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:24.295959] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:24.296139] [INFO ] [CONFIGURE ] CW: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T11:57:24.296198] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9322 tests [2025-11-21T11:57:24.296248] [INFO ] [CONFIGURE ] CW: Testing feature 21/29: add_range_position [2025-11-21T11:57:24.296292] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T11:57:24.553373] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:24.806627] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:25.070479] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:25.333566] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:25.607161] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:25.885505] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:26.159408] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:26.443913] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:26.723321] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:57:27.012077] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:27.012261] [INFO ] [CONFIGURE ] CW: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:57:27.012320] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9321 tests [2025-11-21T11:57:27.012368] [INFO ] [CONFIGURE ] CW: Testing feature 22/29: add_realized_volatility [2025-11-21T11:57:27.012411] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T11:57:27.358238] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:27.701676] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:28.039956] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:28.368189] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:28.718392] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:29.073458] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:29.397999] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:57:29.826463] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:57:30.167554] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:30.496065] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:30.496280] [INFO ] [CONFIGURE ] CW: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:57:30.496354] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9320 tests [2025-11-21T11:57:30.496410] [INFO ] [CONFIGURE ] CW: Testing feature 23/29: add_recent_range_context [2025-11-21T11:57:30.496459] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T11:57:30.708125] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:30.932243] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:31.183198] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:31.434740] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:31.687828] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:31.933876] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:32.163941] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:32.400501] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:32.650300] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:32.900368] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:32.900576] [INFO ] [CONFIGURE ] CW: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T11:57:32.900634] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9319 tests [2025-11-21T11:57:32.900703] [INFO ] [CONFIGURE ] CW: Testing feature 24/29: add_rsi [2025-11-21T11:57:32.900791] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T11:57:33.169587] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:57:33.442927] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:33.720132] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:34.003578] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:34.274811] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:34.543161] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:57:34.816366] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:35.094449] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:35.369023] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:35.644003] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:35.644233] [INFO ] [CONFIGURE ] CW: DISCARDED add_rsi (score: 40.00%) [2025-11-21T11:57:35.644295] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9318 tests [2025-11-21T11:57:35.644342] [INFO ] [CONFIGURE ] CW: Testing feature 25/29: add_tick_distribution [2025-11-21T11:57:35.644386] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T11:57:35.866486] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:36.111834] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:36.370178] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:36.612808] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:36.852509] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:37.088982] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:37.325870] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:37.556180] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:37.789572] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:38.046798] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:38.047093] [INFO ] [CONFIGURE ] CW: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T11:57:38.047163] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9317 tests [2025-11-21T11:57:38.047222] [INFO ] [CONFIGURE ] CW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:57:38.047270] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T11:57:38.302279] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:38.561910] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:38.811791] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:39.057709] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:39.297007] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:39.545840] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:39.786628] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:40.026522] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:40.247380] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:40.506994] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:40.507322] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T11:57:40.507394] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9316 tests [2025-11-21T11:57:40.507444] [INFO ] [CONFIGURE ] CW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:57:40.507487] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T11:57:40.783282] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:41.061575] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:41.343279] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:41.601986] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:41.853476] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:42.097381] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T11:57:42.342172] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:57:42.588685] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:42.857364] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:43.144098] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:43.144340] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T11:57:43.144402] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9315 tests [2025-11-21T11:57:43.144450] [INFO ] [CONFIGURE ] CW: Testing feature 28/29: add_volume_profile [2025-11-21T11:57:43.144495] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T11:57:43.399439] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:57:43.666202] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:43.919125] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:44.177635] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:44.422428] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T11:57:44.658358] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:44.899554] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:57:45.140814] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:57:45.383529] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:45.621591] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:45.621783] [INFO ] [CONFIGURE ] CW: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T11:57:45.621860] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9314 tests [2025-11-21T11:57:45.621909] [INFO ] [CONFIGURE ] CW: Testing feature 29/29: add_vwap [2025-11-21T11:57:45.621956] [INFO ] [CONFIGURE ] CW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T11:57:45.862738] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:46.101385] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:57:46.340157] [DEBUG] [FORECASTER] CW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:57:46.583587] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:57:46.826597] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:47.059088] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T11:57:47.321287] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:47.580152] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:57:47.820325] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:48.064731] [DEBUG] [FORECASTER] CW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:48.064908] [INFO ] [CONFIGURE ] CW: KEPT add_vwap (score: 80.00%) [2025-11-21T11:57:48.064967] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9313 tests [2025-11-21T11:57:48.065016] [INFO ] [CONFIGURE ] CW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:57:48.065058] [INFO ] [CONFIGURE ] CW: Best accuracy: 80.00% [2025-11-21T11:57:48.065102] [INFO ] [CONFIGURE ] CW: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T11:57:48.065143] [INFO ] [CONFIGURE ] CW: Improvement over baseline: 30.00% [2025-11-21T11:57:48.065185] [INFO ] [CONFIGURE ] CW: Total time: 1.2 minutes [2025-11-21T11:57:48.065225] [INFO ] [CONFIGURE ] CW: Average time per feature: 2.6 seconds [2025-11-21T11:57:48.065264] [INFO ] [CONFIGURE ] CW: Average speed: 0.39 features/sec [2025-11-21T11:57:48.065963] [INFO ] [LOCAL ] Saved configuration for CW: 3 features, 80.00% accuracy -> ./output/feature-sets/CW.json [2025-11-21T11:57:48.066026] [INFO ] [CONFIGURE ] CW: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T11:57:48.066076] [INFO ] [sig ] [406/723] Successfully configured CW | 0.01 sym/s | Total: 9.4h | ETA: 7.3h [2025-11-21T11:57:48.066123] [INFO ] [sig ] [407/723] Configuring CWAN... [2025-11-21T11:57:48.066164] [INFO ] [CONFIGURE ] CWAN: Configurate test run. [2025-11-21T11:57:48.066205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-11-21T11:57:48.143632] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWAN'. [2025-11-21T11:57:48.144157] [INFO ] [CONFIGURE ] CWAN: Testing with 29 available features [2025-11-21T11:57:48.144225] [INFO ] [CONFIGURE ] CWAN: Establishing baseline with no features... [2025-11-21T11:57:48.330895] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:48.522939] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:57:48.711294] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:57:48.900549] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:57:49.091030] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:49.277627] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:57:49.469200] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:49.660330] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:57:49.850007] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:57:50.040996] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:57:50.041199] [INFO ] [CONFIGURE ] CWAN: Baseline score (no features): 60.00% [2025-11-21T11:57:50.041248] [INFO ] [CONFIGURE ] CWAN: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:57:50.041287] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:57:50.277519] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:50.499959] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:57:50.726201] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:57:50.957890] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:57:51.180934] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:51.412257] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:57:51.639830] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:57:51.879997] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:57:52.103920] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:57:52.326199] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:57:52.326372] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T11:57:52.326419] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9312 tests [2025-11-21T11:57:52.326455] [INFO ] [CONFIGURE ] CWAN: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:57:52.326488] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:57:52.559209] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:52.786793] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:57:53.021392] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:57:53.252183] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:57:53.497448] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:53.736662] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:57:53.974749] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:54.218846] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:57:54.448205] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:57:54.671934] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:54.672106] [INFO ] [CONFIGURE ] CWAN: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T11:57:54.672154] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9311 tests [2025-11-21T11:57:54.672191] [INFO ] [CONFIGURE ] CWAN: Testing feature 3/29: add_daily_returns [2025-11-21T11:57:54.672225] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:57:54.891700] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:55.126934] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:57:55.365814] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:57:55.596623] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:57:55.833235] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:56.059453] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:57:56.285186] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:57:56.518306] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:57:56.744051] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:57:56.974293] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:57:56.974472] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T11:57:56.974522] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9310 tests [2025-11-21T11:57:56.974560] [INFO ] [CONFIGURE ] CWAN: Testing feature 4/29: add_ema [2025-11-21T11:57:56.974595] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T11:57:57.257360] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:57:57.547763] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:57:57.830136] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:57:58.121787] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:57:58.405195] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:57:58.695820] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:57:58.982588] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:57:59.269368] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:57:59.550511] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:57:59.835841] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:57:59.836049] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:57:59.836107] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9309 tests [2025-11-21T11:57:59.836153] [INFO ] [CONFIGURE ] CWAN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:57:59.836194] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:58:00.109380] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:01.073889] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:01.430845] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:01.718833] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:02.006871] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:02.296022] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:02.575222] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:02.857227] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:03.120584] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:03.381227] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:03.381418] [INFO ] [CONFIGURE ] CWAN: KEPT add_exhaustion_signals (score: 90.00%) [2025-11-21T11:58:03.381476] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9308 tests [2025-11-21T11:58:03.381523] [INFO ] [CONFIGURE ] CWAN: Testing feature 6/29: add_failed_moves [2025-11-21T11:58:03.381566] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T11:58:03.664249] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:03.925224] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:04.188211] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:04.454965] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:04.716221] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:04.990162] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:05.273728] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:05.549700] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:05.867834] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:06.159389] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:06.159583] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T11:58:06.159664] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9307 tests [2025-11-21T11:58:06.159717] [INFO ] [CONFIGURE ] CWAN: Testing feature 7/29: add_lag_shelf [2025-11-21T11:58:06.159766] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T11:58:06.445618] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:06.737541] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:07.023054] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:07.306838] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:07.595445] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:07.882456] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:08.180418] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:08.479489] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:08.792801] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:09.104359] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:09.104534] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T11:58:09.104594] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9306 tests [2025-11-21T11:58:09.104663] [INFO ] [CONFIGURE ] CWAN: Testing feature 8/29: add_macd [2025-11-21T11:58:09.104714] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T11:58:09.463915] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:09.793083] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:10.126800] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:10.483569] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:10.812678] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:11.140510] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:11.461474] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:11.793921] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:12.118428] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:12.446879] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:58:12.447114] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_macd (score: 70.00%) [2025-11-21T11:58:12.447179] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9305 tests [2025-11-21T11:58:12.447231] [INFO ] [CONFIGURE ] CWAN: Testing feature 9/29: add_mfi [2025-11-21T11:58:12.447278] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T11:58:12.747139] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:13.045605] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:58:13.347286] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:13.659165] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:13.966999] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:14.279345] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:58:14.599830] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:14.906923] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:15.216638] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:15.522561] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:15.522767] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:58:15.522826] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9304 tests [2025-11-21T11:58:15.522874] [INFO ] [CONFIGURE ] CWAN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:58:15.522918] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:58:15.898099] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:16.273630] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:58:16.652433] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:17.030410] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:17.410424] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:17.801121] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:18.186147] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:18.567149] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:18.956201] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:19.340506] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:58:19.340706] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:58:19.340770] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9303 tests [2025-11-21T11:58:19.340819] [INFO ] [CONFIGURE ] CWAN: Testing feature 11/29: add_obv_daily [2025-11-21T11:58:19.340864] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T11:58:19.641764] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:58:19.953591] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:20.259521] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:20.557677] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:20.865997] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:21.183787] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:21.512261] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:21.865775] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:22.282941] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:22.627875] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:22.628554] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T11:58:22.628671] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9302 tests [2025-11-21T11:58:22.628747] [INFO ] [CONFIGURE ] CWAN: Testing feature 12/29: add_obv_interval [2025-11-21T11:58:22.628799] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T11:58:22.939273] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:58:23.222726] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:23.505303] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:23.786079] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:24.070163] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:24.356508] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:24.656768] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:24.964508] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:25.264757] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:25.577318] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:25.577531] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T11:58:25.577589] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9301 tests [2025-11-21T11:58:25.577634] [INFO ] [CONFIGURE ] CWAN: Testing feature 13/29: add_opening_strength [2025-11-21T11:58:25.577700] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:58:25.898553] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:58:26.235509] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:26.562806] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:26.899553] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:27.227604] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:27.555021] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:27.907478] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:58:28.240944] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:28.591337] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:28.920222] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:58:28.920423] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:58:28.920492] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9300 tests [2025-11-21T11:58:28.920544] [INFO ] [CONFIGURE ] CWAN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:58:28.920587] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T11:58:29.242444] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:58:29.560042] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:29.865011] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:30.190795] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:30.501874] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:30.807432] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:31.111180] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:31.417598] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:31.734107] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:58:32.055848] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:32.056057] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T11:58:32.056115] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9299 tests [2025-11-21T11:58:32.056163] [INFO ] [CONFIGURE ] CWAN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T11:58:32.056206] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T11:58:32.344395] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:32.635528] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:32.908818] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:33.186797] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:33.456446] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:33.746060] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:34.018818] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:34.297484] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:34.569168] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:34.840425] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:34.840609] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T11:58:34.840685] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9298 tests [2025-11-21T11:58:34.840734] [INFO ] [CONFIGURE ] CWAN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T11:58:34.840778] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T11:58:35.126298] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:58:35.413619] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:58:35.701914] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:36.024034] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:36.315196] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:36.607866] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:36.895246] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:37.189631] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:37.481669] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:37.780904] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:37.781078] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T11:58:37.781135] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9297 tests [2025-11-21T11:58:37.781181] [INFO ] [CONFIGURE ] CWAN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T11:58:37.781223] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T11:58:38.061377] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:38.350449] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:58:38.651180] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:38.941894] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:39.224035] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:39.529927] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:39.836127] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:40.143866] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:40.464405] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:40.774630] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:40.774852] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T11:58:40.774909] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9296 tests [2025-11-21T11:58:40.774956] [INFO ] [CONFIGURE ] CWAN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T11:58:40.774998] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T11:58:41.075738] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:41.346708] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:41.631408] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:41.931526] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:42.220789] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:42.513317] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:42.804364] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:43.090046] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:43.377003] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:43.675145] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:43.675370] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T11:58:43.675433] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9295 tests [2025-11-21T11:58:43.675484] [INFO ] [CONFIGURE ] CWAN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T11:58:43.675531] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T11:58:43.970961] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:58:44.266212] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:44.559403] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:44.847480] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:45.160427] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:45.472164] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:45.773513] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:46.072282] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:46.366067] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:46.656798] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:46.657003] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T11:58:46.657066] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9294 tests [2025-11-21T11:58:46.657115] [INFO ] [CONFIGURE ] CWAN: Testing feature 20/29: add_price_rejection [2025-11-21T11:58:46.657159] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T11:58:46.968051] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:47.286201] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:47.593951] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:58:47.903716] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:48.211380] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:48.530209] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:48.845109] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:49.168364] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:49.482678] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:49.805857] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:58:49.806092] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T11:58:49.806177] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9293 tests [2025-11-21T11:58:49.806250] [INFO ] [CONFIGURE ] CWAN: Testing feature 21/29: add_range_position [2025-11-21T11:58:49.806319] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T11:58:50.144466] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:50.476040] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:58:50.812483] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:51.139498] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:51.471570] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:51.807678] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:58:52.143632] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:52.478407] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:52.808253] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:58:53.137075] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:58:53.137315] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_range_position (score: 60.00%) [2025-11-21T11:58:53.137376] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9292 tests [2025-11-21T11:58:53.137424] [INFO ] [CONFIGURE ] CWAN: Testing feature 22/29: add_realized_volatility [2025-11-21T11:58:53.137467] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T11:58:53.512093] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:53.889513] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:58:54.304786] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:54.717117] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:55.118856] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:55.538182] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:55.920192] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:56.304777] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:56.722465] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:58:57.137910] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:58:57.138111] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T11:58:57.138171] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9291 tests [2025-11-21T11:58:57.138221] [INFO ] [CONFIGURE ] CWAN: Testing feature 23/29: add_recent_range_context [2025-11-21T11:58:57.138268] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T11:58:57.467308] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:58:57.778712] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:58:58.085580] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:58:58.391873] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:58:58.699231] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:58:59.008721] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:58:59.315939] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:58:59.628694] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:58:59.954131] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:59:00.282207] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:59:00.282443] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T11:59:00.282541] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9290 tests [2025-11-21T11:59:00.282605] [INFO ] [CONFIGURE ] CWAN: Testing feature 24/29: add_rsi [2025-11-21T11:59:00.282684] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T11:59:01.526273] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:59:01.886447] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:59:02.253621] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:59:02.618036] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:59:02.972332] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:59:03.330535] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:03.685419] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:59:04.041344] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:59:04.416155] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:04.763943] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:59:04.764139] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_rsi (score: 40.00%) [2025-11-21T11:59:04.764200] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9289 tests [2025-11-21T11:59:04.764251] [INFO ] [CONFIGURE ] CWAN: Testing feature 25/29: add_tick_distribution [2025-11-21T11:59:04.764296] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T11:59:05.060515] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:59:05.370665] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:59:05.673485] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:59:05.978328] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:59:06.286325] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:59:06.592359] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:06.899418] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:07.209602] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:59:07.517467] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:07.818596] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T11:59:07.818789] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T11:59:07.818846] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9288 tests [2025-11-21T11:59:07.818892] [INFO ] [CONFIGURE ] CWAN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T11:59:07.818934] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T11:59:08.097325] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T11:59:08.394340] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:59:08.691544] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T11:59:08.978121] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:59:09.274432] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:59:09.563391] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:09.908949] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:10.271268] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:59:10.588163] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:59:10.874905] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:59:10.875085] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T11:59:10.875143] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9287 tests [2025-11-21T11:59:10.875194] [INFO ] [CONFIGURE ] CWAN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T11:59:10.875240] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T11:59:11.188808] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:59:11.512315] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T11:59:11.820829] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:59:12.128478] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:59:12.434345] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:59:12.745026] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:13.058005] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:13.387948] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:59:13.694407] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:59:13.999857] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:59:14.000042] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T11:59:14.000100] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9286 tests [2025-11-21T11:59:14.000147] [INFO ] [CONFIGURE ] CWAN: Testing feature 28/29: add_volume_profile [2025-11-21T11:59:14.000191] [INFO ] [CONFIGURE ] CWAN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T11:59:14.307356] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T11:59:14.612789] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T11:59:14.920821] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T11:59:15.225151] [DEBUG] [FORECASTER] CWAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:59:15.539313] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T11:59:15.841817] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:16.155529] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:16.459807] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T11:59:16.766033] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:59:17.060255] [DEBUG] [FORECASTER] CWAN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T11:59:17.060425] [INFO ] [CONFIGURE ] CWAN: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T11:59:17.060487] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9285 tests [2025-11-21T11:59:17.060545] [INFO ] [CONFIGURE ] CWAN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T11:59:17.060599] [INFO ] [CONFIGURE ] CWAN: Best accuracy: 90.00% [2025-11-21T11:59:17.060671] [INFO ] [CONFIGURE ] CWAN: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:59:17.060722] [INFO ] [CONFIGURE ] CWAN: Improvement over baseline: 30.00% [2025-11-21T11:59:17.060761] [INFO ] [CONFIGURE ] CWAN: Total time: 1.5 minutes [2025-11-21T11:59:17.060798] [INFO ] [CONFIGURE ] CWAN: Average time per feature: 3.1 seconds [2025-11-21T11:59:17.060835] [INFO ] [CONFIGURE ] CWAN: Average speed: 0.33 features/sec [2025-11-21T11:59:17.061308] [INFO ] [LOCAL ] Saved configuration for CWAN: 3 features, 90.00% accuracy -> ./output/feature-sets/CWAN.json [2025-11-21T11:59:17.061366] [INFO ] [CONFIGURE ] CWAN: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T11:59:17.061417] [INFO ] [sig ] [407/723] Successfully configured CWAN | 0.01 sym/s | Total: 9.4h | ETA: 7.3h [2025-11-21T11:59:17.061462] [INFO ] [sig ] [408/723] Configuring CWEN... [2025-11-21T11:59:17.061510] [INFO ] [CONFIGURE ] CWEN: Configurate test run. [2025-11-21T11:59:17.061557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-11-21T11:59:17.375725] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWEN'. [2025-11-21T11:59:17.376070] [INFO ] [CONFIGURE ] CWEN: Testing with 29 available features [2025-11-21T11:59:17.376133] [INFO ] [CONFIGURE ] CWEN: Establishing baseline with no features... [2025-11-21T11:59:17.550615] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:17.726574] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:17.903906] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:18.085905] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:18.265257] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:18.441363] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:59:18.618803] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:59:18.796979] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:18.989318] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:19.169759] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:59:19.169916] [INFO ] [CONFIGURE ] CWEN: Baseline score (no features): 50.00% [2025-11-21T11:59:19.169980] [INFO ] [CONFIGURE ] CWEN: Testing feature 1/29: add_bollinger_bands [2025-11-21T11:59:19.170019] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_bollinger_bands'] [2025-11-21T11:59:19.379998] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:19.599851] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:19.845211] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:20.072041] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:20.295512] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:20.519298] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:59:20.741968] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:59:20.968021] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:21.198452] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:21.424426] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:59:21.424812] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T11:59:21.424921] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9284 tests [2025-11-21T11:59:21.425004] [INFO ] [CONFIGURE ] CWEN: Testing feature 2/29: add_cumulative_delta [2025-11-21T11:59:21.425078] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta'] [2025-11-21T11:59:21.655499] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:59:21.892824] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:22.122009] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:22.359189] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:22.600481] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:59:22.838635] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:23.081871] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:23.319026] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:23.560996] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:23.790295] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:23.790482] [INFO ] [CONFIGURE ] CWEN: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T11:59:23.790530] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9283 tests [2025-11-21T11:59:23.790568] [INFO ] [CONFIGURE ] CWEN: Testing feature 3/29: add_daily_returns [2025-11-21T11:59:23.790604] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T11:59:24.023945] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:24.264259] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:24.501869] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:24.743274] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:24.969268] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:25.199199] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:25.422505] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:25.648010] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:59:25.880236] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:26.107630] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:26.107845] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T11:59:26.107906] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9282 tests [2025-11-21T11:59:26.107956] [INFO ] [CONFIGURE ] CWEN: Testing feature 4/29: add_ema [2025-11-21T11:59:26.108003] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T11:59:26.367539] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:59:26.629780] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:26.892524] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:27.155393] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:27.419464] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:27.681707] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:27.946111] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:59:28.216537] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:28.481486] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:28.744858] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T11:59:28.745036] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_ema (score: 50.00%) [2025-11-21T11:59:28.745088] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9281 tests [2025-11-21T11:59:28.745132] [INFO ] [CONFIGURE ] CWEN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T11:59:28.745176] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T11:59:29.012733] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:59:29.284920] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:29.553379] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T11:59:29.824257] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:30.073599] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:30.324578] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:30.579821] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T11:59:30.831579] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:31.088858] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:31.352008] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:31.352181] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T11:59:31.352238] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9280 tests [2025-11-21T11:59:31.352283] [INFO ] [CONFIGURE ] CWEN: Testing feature 6/29: add_failed_moves [2025-11-21T11:59:31.352319] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T11:59:31.568311] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:59:31.782735] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:31.998624] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:32.215133] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:32.437358] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:59:32.655740] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:32.875762] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:33.095005] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:33.312213] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:33.542239] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:33.542423] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T11:59:33.542479] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9279 tests [2025-11-21T11:59:33.542526] [INFO ] [CONFIGURE ] CWEN: Testing feature 7/29: add_lag_shelf [2025-11-21T11:59:33.542568] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T11:59:33.750256] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:59:33.969271] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:34.187708] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:34.398714] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:34.605987] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T11:59:34.818124] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:35.033378] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:35.250480] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:35.460374] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:35.679686] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:35.680048] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T11:59:35.680155] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9278 tests [2025-11-21T11:59:35.680241] [INFO ] [CONFIGURE ] CWEN: Testing feature 8/29: add_macd [2025-11-21T11:59:35.680316] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T11:59:35.990716] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:36.299905] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:59:36.611988] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:36.923259] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:37.241012] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:37.572953] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:37.931682] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:38.285741] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:38.634376] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:38.991595] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:38.991925] [INFO ] [CONFIGURE ] CWEN: KEPT add_macd (score: 70.00%) [2025-11-21T11:59:38.991992] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9277 tests [2025-11-21T11:59:38.992044] [INFO ] [CONFIGURE ] CWEN: Testing feature 9/29: add_mfi [2025-11-21T11:59:38.992089] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T11:59:39.358141] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:39.697438] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:40.023018] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:40.344753] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:40.681765] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:41.017325] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:41.340047] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:41.664477] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:41.989193] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:42.346779] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:42.347045] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T11:59:42.347107] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9276 tests [2025-11-21T11:59:42.347157] [INFO ] [CONFIGURE ] CWEN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T11:59:42.347201] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T11:59:42.776943] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:43.197096] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T11:59:43.607250] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:44.023430] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:44.423749] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:44.854904] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:59:45.288570] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:45.738044] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:46.174912] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T11:59:46.618053] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:46.618269] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T11:59:46.618328] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9275 tests [2025-11-21T11:59:46.618375] [INFO ] [CONFIGURE ] CWEN: Testing feature 11/29: add_obv_daily [2025-11-21T11:59:46.618420] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T11:59:46.967362] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T11:59:47.312281] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:59:47.660390] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:48.025707] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:48.394238] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:48.761582] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:49.131873] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:49.484550] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:49.844096] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:50.213128] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:50.213351] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T11:59:50.213414] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9274 tests [2025-11-21T11:59:50.213464] [INFO ] [CONFIGURE ] CWEN: Testing feature 12/29: add_obv_interval [2025-11-21T11:59:50.213517] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T11:59:50.535343] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:50.861102] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:59:51.181011] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:51.505033] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T11:59:51.828103] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:52.148369] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T11:59:52.491774] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:52.816246] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T11:59:53.148804] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:53.473614] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:53.473831] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T11:59:53.473896] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9273 tests [2025-11-21T11:59:53.473948] [INFO ] [CONFIGURE ] CWEN: Testing feature 13/29: add_opening_strength [2025-11-21T11:59:53.473994] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T11:59:53.852730] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:54.211989] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:59:54.581919] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:55.020187] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:55.390242] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:55.765720] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T11:59:56.168284] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T11:59:56.566298] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T11:59:56.961897] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T11:59:57.347442] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T11:59:57.347624] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T11:59:57.347711] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9272 tests [2025-11-21T11:59:57.347763] [INFO ] [CONFIGURE ] CWEN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T11:59:57.347803] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T11:59:57.724938] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T11:59:58.101678] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T11:59:58.483000] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T11:59:58.857891] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T11:59:59.243462] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T11:59:59.620552] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:00.002139] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:00.396389] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:01.912253] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:02.322966] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:02.323251] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T12:00:02.323319] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9271 tests [2025-11-21T12:00:02.323374] [INFO ] [CONFIGURE ] CWEN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:00:02.323426] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T12:00:02.694303] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:00:03.067921] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:00:03.447917] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:03.810083] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:00:04.206270] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:04.573332] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:04.953811] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:05.332380] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:00:05.713003] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:06.087584] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:06.087884] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:00:06.087946] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9270 tests [2025-11-21T12:00:06.087998] [INFO ] [CONFIGURE ] CWEN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:00:06.088045] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T12:00:06.469635] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:06.840362] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:07.216378] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:07.583050] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:00:07.947323] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:08.319925] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:08.704969] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:09.077339] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:00:09.438905] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:00:09.800422] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:09.800688] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:00:09.800753] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9269 tests [2025-11-21T12:00:09.800800] [INFO ] [CONFIGURE ] CWEN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:00:09.800841] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T12:00:10.165051] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:10.526222] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:10.890940] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:11.261370] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:00:11.628881] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:12.002125] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:12.371979] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:12.749478] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:13.123843] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:13.499184] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:13.499379] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:00:13.499437] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9268 tests [2025-11-21T12:00:13.499487] [INFO ] [CONFIGURE ] CWEN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:00:13.499531] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T12:00:13.847535] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:14.206686] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:00:14.549346] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:14.884185] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:00:15.220115] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:00:15.571851] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:15.919248] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:16.266435] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:16.606005] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:16.946678] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:16.946877] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:00:16.946957] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9267 tests [2025-11-21T12:00:16.946999] [INFO ] [CONFIGURE ] CWEN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:00:16.947046] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T12:00:17.281485] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:17.639985] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:00:17.992868] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:18.338398] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:00:18.789528] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:19.149307] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:19.475868] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:19.802715] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:20.123303] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:20.450517] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:20.450728] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T12:00:20.450787] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9266 tests [2025-11-21T12:00:20.450834] [INFO ] [CONFIGURE ] CWEN: Testing feature 20/29: add_price_rejection [2025-11-21T12:00:20.450876] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T12:00:20.812996] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:21.142815] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:21.466345] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:21.814608] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:00:22.157220] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:22.487764] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:22.856570] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:23.227663] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:23.603562] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:23.973943] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:23.974158] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:00:23.974220] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9265 tests [2025-11-21T12:00:23.974269] [INFO ] [CONFIGURE ] CWEN: Testing feature 21/29: add_range_position [2025-11-21T12:00:23.974315] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T12:00:24.369209] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:24.708487] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:25.043571] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:00:25.381268] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:00:25.714660] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:26.054365] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:26.399913] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:00:26.743945] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:27.087954] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:27.452902] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:00:27.453132] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:00:27.453199] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9264 tests [2025-11-21T12:00:27.453277] [INFO ] [CONFIGURE ] CWEN: Testing feature 22/29: add_realized_volatility [2025-11-21T12:00:27.453323] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T12:00:27.880811] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:28.316751] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:28.765012] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:29.225431] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:00:29.679581] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:30.126185] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:30.573500] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:31.034550] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:31.473392] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:31.923719] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:31.923915] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:00:31.923976] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9263 tests [2025-11-21T12:00:31.924026] [INFO ] [CONFIGURE ] CWEN: Testing feature 23/29: add_recent_range_context [2025-11-21T12:00:31.924070] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T12:00:32.271924] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:32.629523] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:32.985826] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:33.333302] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:00:33.681047] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:34.027941] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:34.376092] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:34.718198] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:35.085780] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:35.431765] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:35.431951] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:00:35.432010] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9262 tests [2025-11-21T12:00:35.432058] [INFO ] [CONFIGURE ] CWEN: Testing feature 24/29: add_rsi [2025-11-21T12:00:35.432101] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T12:00:35.848273] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:36.243178] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:36.634153] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:37.028711] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:00:37.430773] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:37.838347] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:00:38.257861] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:38.676385] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:39.095061] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:39.500187] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:39.500388] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:00:39.500448] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9261 tests [2025-11-21T12:00:39.500497] [INFO ] [CONFIGURE ] CWEN: Testing feature 25/29: add_tick_distribution [2025-11-21T12:00:39.500543] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T12:00:39.863211] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:40.209920] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:40.544157] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:40.890035] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:00:41.245672] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:41.598836] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:41.953495] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:42.300332] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:42.643287] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:42.989269] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:42.989492] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T12:00:42.989553] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9260 tests [2025-11-21T12:00:42.989600] [INFO ] [CONFIGURE ] CWEN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:00:42.989662] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T12:00:43.332547] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:43.679176] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:44.033664] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:44.395079] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:00:44.738023] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:00:45.099346] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:00:45.457734] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:00:45.804096] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:46.143592] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:46.501312] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:46.501538] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:00:46.501602] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9259 tests [2025-11-21T12:00:46.501716] [INFO ] [CONFIGURE ] CWEN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:00:46.501770] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T12:00:46.858739] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:47.222507] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:47.593918] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:47.974638] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:00:48.338305] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:48.712719] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:49.085274] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:49.476899] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:00:49.852611] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:50.205903] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:50.206094] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T12:00:50.206155] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9258 tests [2025-11-21T12:00:50.206204] [INFO ] [CONFIGURE ] CWEN: Testing feature 28/29: add_volume_profile [2025-11-21T12:00:50.206246] [INFO ] [CONFIGURE ] CWEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T12:00:50.532717] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:00:50.876824] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:00:51.194496] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:51.525973] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:00:51.853194] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:00:52.185144] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:00:52.544509] [DEBUG] [FORECASTER] CWEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:00:52.903594] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:00:53.266303] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:00:53.618591] [DEBUG] [FORECASTER] CWEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:00:53.618799] [INFO ] [CONFIGURE ] CWEN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:00:53.618862] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9257 tests [2025-11-21T12:00:53.618911] [INFO ] [CONFIGURE ] CWEN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:00:53.618954] [INFO ] [CONFIGURE ] CWEN: Best accuracy: 70.00% [2025-11-21T12:00:53.618997] [INFO ] [CONFIGURE ] CWEN: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T12:00:53.619039] [INFO ] [CONFIGURE ] CWEN: Improvement over baseline: 20.00% [2025-11-21T12:00:53.619078] [INFO ] [CONFIGURE ] CWEN: Total time: 1.6 minutes [2025-11-21T12:00:53.619116] [INFO ] [CONFIGURE ] CWEN: Average time per feature: 3.4 seconds [2025-11-21T12:00:53.619156] [INFO ] [CONFIGURE ] CWEN: Average speed: 0.31 features/sec [2025-11-21T12:00:53.619579] [INFO ] [LOCAL ] Saved configuration for CWEN: 3 features, 70.00% accuracy -> ./output/feature-sets/CWEN.json [2025-11-21T12:00:53.619640] [INFO ] [CONFIGURE ] CWEN: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T12:00:53.619721] [INFO ] [sig ] [408/723] Successfully configured CWEN | 0.01 sym/s | Total: 9.5h | ETA: 7.3h [2025-11-21T12:00:53.619768] [INFO ] [sig ] [409/723] Configuring CWH... [2025-11-21T12:00:53.619814] [INFO ] [CONFIGURE ] CWH: Configurate test run. [2025-11-21T12:00:53.619855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-11-21T12:00:53.696895] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWH'. [2025-11-21T12:00:53.697398] [INFO ] [CONFIGURE ] CWH: Testing with 29 available features [2025-11-21T12:00:53.697462] [INFO ] [CONFIGURE ] CWH: Establishing baseline with no features... [2025-11-21T12:00:53.893603] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:00:54.089013] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:00:54.262672] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:54.428040] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:00:54.601891] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:00:54.777062] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:00:54.950228] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:00:55.132419] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:55.319083] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:00:55.500625] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:00:55.500807] [INFO ] [CONFIGURE ] CWH: Baseline score (no features): 70.00% [2025-11-21T12:00:55.500860] [INFO ] [CONFIGURE ] CWH: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:00:55.500899] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:00:55.719906] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:00:55.940871] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:00:56.152797] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:56.366017] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:00:56.579846] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:00:56.792394] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:00:57.001132] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:00:57.208243] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:00:57.423882] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:00:57.630658] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:00:57.631010] [INFO ] [CONFIGURE ] CWH: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:00:57.631139] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9256 tests [2025-11-21T12:00:57.631227] [INFO ] [CONFIGURE ] CWH: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:00:57.631303] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:00:57.837587] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:00:58.048662] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:00:58.264038] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:00:58.471991] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:00:58.679496] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:00:58.890824] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:00:59.103220] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:00:59.319460] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:00:59.532671] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:00:59.745948] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:00:59.746155] [INFO ] [CONFIGURE ] CWH: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T12:00:59.746204] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9255 tests [2025-11-21T12:00:59.746241] [INFO ] [CONFIGURE ] CWH: Testing feature 3/29: add_daily_returns [2025-11-21T12:00:59.746276] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_daily_returns'] [2025-11-21T12:00:59.932471] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:00.118802] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:00.306400] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:00.491352] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:00.680739] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:01:00.935414] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:01.672129] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:01.991943] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:02.201722] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:02.391294] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:02.391455] [INFO ] [CONFIGURE ] CWH: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T12:01:02.391502] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9254 tests [2025-11-21T12:01:02.391539] [INFO ] [CONFIGURE ] CWH: Testing feature 4/29: add_ema [2025-11-21T12:01:02.391572] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_ema'] [2025-11-21T12:01:02.602893] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:02.817033] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:03.032842] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:03.247727] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:03.469457] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:03.686098] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:01:03.903470] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:04.126110] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:04.352435] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:04.574729] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:01:04.575086] [INFO ] [CONFIGURE ] CWH: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:01:04.575203] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9253 tests [2025-11-21T12:01:04.575311] [INFO ] [CONFIGURE ] CWH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:01:04.575387] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:01:04.798084] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:05.015702] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:05.231458] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:05.464701] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:05.726560] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:06.035780] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:06.310896] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:06.587092] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:06.789587] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:06.980368] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:06.980560] [INFO ] [CONFIGURE ] CWH: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T12:01:06.980617] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9252 tests [2025-11-21T12:01:06.980682] [INFO ] [CONFIGURE ] CWH: Testing feature 6/29: add_failed_moves [2025-11-21T12:01:06.980726] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T12:01:07.199839] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:07.420852] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:07.651465] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:01:07.882769] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:08.127211] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:08.376185] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:08.612047] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:08.863166] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:09.105329] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:09.345303] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:01:09.345445] [INFO ] [CONFIGURE ] CWH: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T12:01:09.345500] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9251 tests [2025-11-21T12:01:09.345545] [INFO ] [CONFIGURE ] CWH: Testing feature 7/29: add_lag_shelf [2025-11-21T12:01:09.345587] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T12:01:09.580115] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:09.803958] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:10.028005] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:10.264109] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:10.492861] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:10.720573] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:10.950383] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:11.183418] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:11.408247] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:11.639257] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:11.639449] [INFO ] [CONFIGURE ] CWH: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T12:01:11.639506] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9250 tests [2025-11-21T12:01:11.639580] [INFO ] [CONFIGURE ] CWH: Testing feature 8/29: add_macd [2025-11-21T12:01:11.639622] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T12:01:11.931925] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:12.240178] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:01:12.558281] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:12.873197] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:13.185559] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:13.494238] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:13.800820] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:14.106451] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:14.419025] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:14.782055] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:01:14.782286] [INFO ] [CONFIGURE ] CWH: DISCARDED add_macd (score: 80.00%) [2025-11-21T12:01:14.782351] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9249 tests [2025-11-21T12:01:14.782402] [INFO ] [CONFIGURE ] CWH: Testing feature 9/29: add_mfi [2025-11-21T12:01:14.782454] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T12:01:15.045104] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:15.307847] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:01:15.564660] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:15.812583] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:16.045795] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:16.279533] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:16.506292] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:16.731764] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:16.960184] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:17.198529] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:17.198746] [INFO ] [CONFIGURE ] CWH: KEPT add_mfi (score: 90.00%) [2025-11-21T12:01:17.198810] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9248 tests [2025-11-21T12:01:17.198859] [INFO ] [CONFIGURE ] CWH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:01:17.198905] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:01:17.538302] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:01:17.872379] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:18.213711] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:18.552790] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:18.888195] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:01:19.230312] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:19.569864] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:19.908391] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:20.267513] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:01:20.621142] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:20.621388] [INFO ] [CONFIGURE ] CWH: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:01:20.621449] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9247 tests [2025-11-21T12:01:20.621499] [INFO ] [CONFIGURE ] CWH: Testing feature 11/29: add_obv_daily [2025-11-21T12:01:20.621547] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily'] [2025-11-21T12:01:20.890007] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:21.158780] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:21.432497] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:21.700764] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:21.982580] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:01:22.260402] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:22.536595] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:22.820300] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:23.112967] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:23.405601] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:23.405816] [INFO ] [CONFIGURE ] CWH: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T12:01:23.405885] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9246 tests [2025-11-21T12:01:23.405936] [INFO ] [CONFIGURE ] CWH: Testing feature 12/29: add_obv_interval [2025-11-21T12:01:23.405982] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval'] [2025-11-21T12:01:23.669108] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:23.928959] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:24.202122] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:24.481461] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:24.784701] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:25.081970] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:25.351112] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:25.633072] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:25.900037] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:26.178417] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:26.178594] [INFO ] [CONFIGURE ] CWH: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T12:01:26.178671] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9245 tests [2025-11-21T12:01:26.178724] [INFO ] [CONFIGURE ] CWH: Testing feature 13/29: add_opening_strength [2025-11-21T12:01:26.178768] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:01:26.478194] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:26.783055] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:27.094019] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:27.393896] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:01:27.698547] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:01:28.024190] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:01:28.333622] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:28.630836] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:28.931311] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:29.234598] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:01:29.234809] [INFO ] [CONFIGURE ] CWH: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T12:01:29.234867] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9244 tests [2025-11-21T12:01:29.234916] [INFO ] [CONFIGURE ] CWH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:01:29.234958] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T12:01:29.516805] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:29.802670] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:30.077797] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:30.362247] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:30.647898] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:30.939600] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:31.222288] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:31.511046] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:31.798976] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:32.066274] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:01:32.066500] [INFO ] [CONFIGURE ] CWH: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T12:01:32.066560] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9243 tests [2025-11-21T12:01:32.066608] [INFO ] [CONFIGURE ] CWH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:01:32.066676] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T12:01:32.337401] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:32.609988] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:32.878617] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:33.154578] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:33.448965] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:33.721973] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:01:33.996703] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:34.282939] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:34.564469] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:34.876351] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:34.876554] [INFO ] [CONFIGURE ] CWH: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T12:01:34.876613] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9242 tests [2025-11-21T12:01:34.876686] [INFO ] [CONFIGURE ] CWH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:01:34.876733] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T12:01:35.181584] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:01:35.471682] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:35.760608] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:36.052480] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:36.352292] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:36.628797] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:36.904542] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:37.191337] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:37.480505] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:37.770779] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:01:37.770989] [INFO ] [CONFIGURE ] CWH: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T12:01:37.771050] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9241 tests [2025-11-21T12:01:37.771098] [INFO ] [CONFIGURE ] CWH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:01:37.771142] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T12:01:38.055122] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:38.341503] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:38.624847] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:38.909495] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:39.202857] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:39.494815] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:39.778765] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:40.065909] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:40.345403] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:40.635466] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:01:40.635724] [INFO ] [CONFIGURE ] CWH: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:01:40.635788] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9240 tests [2025-11-21T12:01:40.635838] [INFO ] [CONFIGURE ] CWH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:01:40.635885] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T12:01:40.898213] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:41.151261] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:41.411148] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:41.673829] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:41.936608] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:42.202314] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:42.462507] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:42.721627] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:42.984415] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:43.244859] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:01:43.245484] [INFO ] [CONFIGURE ] CWH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T12:01:43.245545] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9239 tests [2025-11-21T12:01:43.245593] [INFO ] [CONFIGURE ] CWH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:01:43.245636] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T12:01:43.495876] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:43.753536] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:44.038444] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:44.307803] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:44.562246] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:44.830455] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:45.090067] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:45.351524] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:45.617779] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:45.884836] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:45.885020] [INFO ] [CONFIGURE ] CWH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:01:45.885080] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9238 tests [2025-11-21T12:01:45.885126] [INFO ] [CONFIGURE ] CWH: Testing feature 20/29: add_price_rejection [2025-11-21T12:01:45.885172] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection'] [2025-11-21T12:01:46.167109] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:46.453121] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:46.744419] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:47.025168] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:47.304472] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:47.587221] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:47.874914] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:48.164393] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:48.451488] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:48.742612] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:48.742804] [INFO ] [CONFIGURE ] CWH: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:01:48.742861] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9237 tests [2025-11-21T12:01:48.742908] [INFO ] [CONFIGURE ] CWH: Testing feature 21/29: add_range_position [2025-11-21T12:01:48.742951] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position'] [2025-11-21T12:01:49.022246] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:49.295747] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:49.576541] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:49.867546] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:50.178099] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:50.473841] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:01:50.788075] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:51.094315] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:51.400686] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:51.713212] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:51.713607] [INFO ] [CONFIGURE ] CWH: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:01:51.713686] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9236 tests [2025-11-21T12:01:51.713740] [INFO ] [CONFIGURE ] CWH: Testing feature 22/29: add_realized_volatility [2025-11-21T12:01:51.713786] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility'] [2025-11-21T12:01:52.103800] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:52.496370] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:52.900088] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:53.288760] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:53.688108] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:54.092793] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:01:54.515982] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:01:54.925273] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:01:55.313276] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:55.703610] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:55.703874] [INFO ] [CONFIGURE ] CWH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:01:55.703960] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9235 tests [2025-11-21T12:01:55.704009] [INFO ] [CONFIGURE ] CWH: Testing feature 23/29: add_recent_range_context [2025-11-21T12:01:55.704051] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context'] [2025-11-21T12:01:55.977047] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:01:56.256007] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:56.527968] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:56.805963] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:01:57.086523] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:01:57.376044] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:01:57.657749] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:01:57.932030] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:01:58.230863] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:01:58.617237] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:01:58.617476] [INFO ] [CONFIGURE ] CWH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:01:58.617549] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9234 tests [2025-11-21T12:01:58.617609] [INFO ] [CONFIGURE ] CWH: Testing feature 24/29: add_rsi [2025-11-21T12:01:58.617681] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T12:01:59.010916] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:01:59.328304] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:01:59.635106] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:01:59.962210] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:02:00.289291] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:00.593683] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:02:00.894163] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:02:01.885405] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:02.210180] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:02:02.525112] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:02.525321] [INFO ] [CONFIGURE ] CWH: DISCARDED add_rsi (score: 80.00%) [2025-11-21T12:02:02.525386] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9233 tests [2025-11-21T12:02:02.525438] [INFO ] [CONFIGURE ] CWH: Testing feature 25/29: add_tick_distribution [2025-11-21T12:02:02.525478] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_tick_distribution'] [2025-11-21T12:02:02.781548] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:02:03.052445] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:02:03.303790] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:02:03.562933] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:02:03.819379] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:04.071003] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:04.339897] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:02:04.592721] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:02:04.850308] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:05.108557] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:05.108754] [INFO ] [CONFIGURE ] CWH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:02:05.108812] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9232 tests [2025-11-21T12:02:05.108860] [INFO ] [CONFIGURE ] CWH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:02:05.108902] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T12:02:05.352707] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:02:05.603292] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:02:05.863569] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:02:06.111053] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:02:06.366688] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:06.617523] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:06.861707] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:02:07.109013] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:07.357000] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:02:07.605086] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:07.605261] [INFO ] [CONFIGURE ] CWH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T12:02:07.605319] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9231 tests [2025-11-21T12:02:07.605368] [INFO ] [CONFIGURE ] CWH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:02:07.605412] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T12:02:07.884620] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:02:08.172886] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:02:08.458272] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:02:08.733292] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:02:09.002374] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:09.286202] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:09.557006] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:02:09.841889] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:02:10.173340] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:02:10.480721] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:10.480915] [INFO ] [CONFIGURE ] CWH: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:02:10.480973] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9230 tests [2025-11-21T12:02:10.481019] [INFO ] [CONFIGURE ] CWH: Testing feature 28/29: add_volume_profile [2025-11-21T12:02:10.481087] [INFO ] [CONFIGURE ] CWH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_profile'] [2025-11-21T12:02:10.772467] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:02:11.061801] [DEBUG] [FORECASTER] CWH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:02:11.340182] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:02:11.620358] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:02:11.899382] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:12.183152] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:12.445732] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:02:12.717266] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:12.990400] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:02:13.261712] [DEBUG] [FORECASTER] CWH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:13.261901] [INFO ] [CONFIGURE ] CWH: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T12:02:13.261958] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9229 tests [2025-11-21T12:02:13.262008] [INFO ] [CONFIGURE ] CWH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:02:13.262053] [INFO ] [CONFIGURE ] CWH: Best accuracy: 90.00% [2025-11-21T12:02:13.262095] [INFO ] [CONFIGURE ] CWH: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T12:02:13.262144] [INFO ] [CONFIGURE ] CWH: Improvement over baseline: 20.00% [2025-11-21T12:02:13.262182] [INFO ] [CONFIGURE ] CWH: Total time: 1.3 minutes [2025-11-21T12:02:13.262219] [INFO ] [CONFIGURE ] CWH: Average time per feature: 2.8 seconds [2025-11-21T12:02:13.262257] [INFO ] [CONFIGURE ] CWH: Average speed: 0.37 features/sec [2025-11-21T12:02:13.262577] [INFO ] [LOCAL ] Saved configuration for CWH: 3 features, 90.00% accuracy -> ./output/feature-sets/CWH.json [2025-11-21T12:02:13.262634] [INFO ] [CONFIGURE ] CWH: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T12:02:13.262704] [INFO ] [sig ] [409/723] Successfully configured CWH | 0.01 sym/s | Total: 9.5h | ETA: 7.3h [2025-11-21T12:02:13.262749] [INFO ] [sig ] [410/723] Configuring CWK... [2025-11-21T12:02:13.262788] [INFO ] [CONFIGURE ] CWK: Configurate test run. [2025-11-21T12:02:13.262827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-11-21T12:02:13.308871] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWK'. [2025-11-21T12:02:13.309312] [INFO ] [CONFIGURE ] CWK: Testing with 29 available features [2025-11-21T12:02:13.309373] [INFO ] [CONFIGURE ] CWK: Establishing baseline with no features... [2025-11-21T12:02:13.478987] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:13.648828] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:13.820701] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:13.994452] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:14.166128] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:02:14.339118] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:14.522958] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:14.716899] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:14.903156] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:15.079554] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:15.079736] [INFO ] [CONFIGURE ] CWK: Baseline score (no features): 40.00% [2025-11-21T12:02:15.079814] [INFO ] [CONFIGURE ] CWK: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:02:15.079872] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:02:15.289903] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:15.499593] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:15.716856] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:15.932427] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:16.149543] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:02:16.367421] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:16.588224] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:16.799940] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:17.008954] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:17.215012] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:17.215176] [INFO ] [CONFIGURE ] CWK: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T12:02:17.215224] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9228 tests [2025-11-21T12:02:17.215262] [INFO ] [CONFIGURE ] CWK: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:02:17.215296] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:02:17.447990] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:17.697051] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:17.931830] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:18.169224] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:18.433135] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:02:18.703117] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:18.952496] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:19.215509] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:19.454432] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:19.699281] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:19.699447] [INFO ] [CONFIGURE ] CWK: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T12:02:19.699503] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9227 tests [2025-11-21T12:02:19.699548] [INFO ] [CONFIGURE ] CWK: Testing feature 3/29: add_daily_returns [2025-11-21T12:02:19.699590] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:02:19.924000] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:20.163434] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:20.386291] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:20.608957] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:20.825578] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:21.045549] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:21.264231] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:21.484910] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:21.709564] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:21.936145] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:21.936340] [INFO ] [CONFIGURE ] CWK: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T12:02:21.936389] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9226 tests [2025-11-21T12:02:21.936428] [INFO ] [CONFIGURE ] CWK: Testing feature 4/29: add_ema [2025-11-21T12:02:21.936465] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:02:22.185583] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:22.438778] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:22.691005] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:22.943866] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:23.198072] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:23.455253] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:02:23.708736] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:23.963243] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:24.238040] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:24.515438] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:24.515687] [INFO ] [CONFIGURE ] CWK: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:02:24.515750] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9225 tests [2025-11-21T12:02:24.515792] [INFO ] [CONFIGURE ] CWK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:02:24.515855] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:02:24.801143] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:25.096421] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:25.376270] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:25.663625] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:25.936406] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:26.213800] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:02:26.486681] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:26.773155] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:27.051272] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:27.336548] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:27.336750] [INFO ] [CONFIGURE ] CWK: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T12:02:27.336808] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9224 tests [2025-11-21T12:02:27.336888] [INFO ] [CONFIGURE ] CWK: Testing feature 6/29: add_failed_moves [2025-11-21T12:02:27.336950] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T12:02:27.575568] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:27.815790] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:28.051776] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:28.290918] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:28.531609] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:02:28.769867] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:29.000468] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:29.235240] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:29.468001] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:29.719891] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:29.720145] [INFO ] [CONFIGURE ] CWK: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T12:02:29.720210] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9223 tests [2025-11-21T12:02:29.720261] [INFO ] [CONFIGURE ] CWK: Testing feature 7/29: add_lag_shelf [2025-11-21T12:02:29.720307] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T12:02:29.948155] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:30.177465] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:30.405952] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:30.631451] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:30.859550] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:31.091789] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:31.326613] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:31.563600] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:31.801802] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:02:32.030677] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:32.030968] [INFO ] [CONFIGURE ] CWK: KEPT add_lag_shelf (score: 70.00%) [2025-11-21T12:02:32.031097] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9222 tests [2025-11-21T12:02:32.031184] [INFO ] [CONFIGURE ] CWK: Testing feature 8/29: add_macd [2025-11-21T12:02:32.031260] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T12:02:32.335741] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:02:32.629780] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:32.945749] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:33.256756] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:33.570345] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:33.894634] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:34.211983] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:34.538922] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:34.855782] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:35.173810] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:35.174027] [INFO ] [CONFIGURE ] CWK: DISCARDED add_macd (score: 30.00%) [2025-11-21T12:02:35.174087] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9221 tests [2025-11-21T12:02:35.174134] [INFO ] [CONFIGURE ] CWK: Testing feature 9/29: add_mfi [2025-11-21T12:02:35.174176] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi'] [2025-11-21T12:02:35.417976] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:35.669342] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:35.897929] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:36.149210] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:36.377402] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:36.603035] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:36.836157] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:37.065573] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:37.296109] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:02:37.545209] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:37.545404] [INFO ] [CONFIGURE ] CWK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:02:37.545463] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9220 tests [2025-11-21T12:02:37.545509] [INFO ] [CONFIGURE ] CWK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:02:37.545550] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:02:37.852786] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:38.153720] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:38.458403] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:38.754944] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:39.071938] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:39.374528] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:39.660906] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:39.979358] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:40.292355] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:40.615525] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:40.615718] [INFO ] [CONFIGURE ] CWK: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:02:40.615778] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9219 tests [2025-11-21T12:02:40.615824] [INFO ] [CONFIGURE ] CWK: Testing feature 11/29: add_obv_daily [2025-11-21T12:02:40.615871] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T12:02:40.872516] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:41.135969] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:41.401793] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:41.666752] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:41.950346] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:42.223993] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:42.502537] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:42.767774] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:43.033034] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:43.300815] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:43.301186] [INFO ] [CONFIGURE ] CWK: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T12:02:43.301251] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9218 tests [2025-11-21T12:02:43.301347] [INFO ] [CONFIGURE ] CWK: Testing feature 12/29: add_obv_interval [2025-11-21T12:02:43.301423] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T12:02:43.553989] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:43.812992] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:44.052512] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:44.304944] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:02:44.581247] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:44.827368] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:45.058728] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:45.305361] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:45.568243] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:45.953865] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:45.954120] [INFO ] [CONFIGURE ] CWK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:02:45.954176] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9217 tests [2025-11-21T12:02:45.954218] [INFO ] [CONFIGURE ] CWK: Testing feature 13/29: add_opening_strength [2025-11-21T12:02:45.954254] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:02:46.337571] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:46.647990] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:46.917166] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:47.188559] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:02:47.458855] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:47.737958] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:47.999804] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:48.282674] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:48.547968] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:48.810441] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:48.810615] [INFO ] [CONFIGURE ] CWK: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:02:48.810696] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9216 tests [2025-11-21T12:02:48.810743] [INFO ] [CONFIGURE ] CWK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:02:48.810787] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T12:02:49.059674] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:49.298010] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:49.545303] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:49.794363] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:50.041174] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:50.307916] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:50.569598] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:50.821868] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:51.077658] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:51.356415] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:51.356614] [INFO ] [CONFIGURE ] CWK: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T12:02:51.356695] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9215 tests [2025-11-21T12:02:51.356747] [INFO ] [CONFIGURE ] CWK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:02:51.356990] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T12:02:51.600498] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:51.836512] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:52.079207] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:52.308261] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:52.548237] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:52.779369] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:53.007663] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:53.222896] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:53.442240] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:53.692480] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:02:53.692705] [INFO ] [CONFIGURE ] CWK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:02:53.692776] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9214 tests [2025-11-21T12:02:53.692816] [INFO ] [CONFIGURE ] CWK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:02:53.692851] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T12:02:53.943758] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:54.188430] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:54.442385] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:54.697868] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:54.962220] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:55.195405] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:02:55.448257] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:55.707421] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:55.947348] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:56.180022] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:56.180220] [INFO ] [CONFIGURE ] CWK: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:02:56.180282] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9213 tests [2025-11-21T12:02:56.180330] [INFO ] [CONFIGURE ] CWK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:02:56.180376] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T12:02:56.423007] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:56.664849] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:02:56.912811] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:57.146718] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:57.400497] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:57.647630] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:02:57.893139] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:02:58.140355] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:02:58.386782] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:02:58.636628] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:02:58.637287] [INFO ] [CONFIGURE ] CWK: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T12:02:58.637351] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9212 tests [2025-11-21T12:02:58.637400] [INFO ] [CONFIGURE ] CWK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:02:58.637446] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T12:02:58.872721] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:02:59.104952] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:02:59.323669] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:02:59.540932] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:02:59.755194] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:02:59.969504] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:00.193677] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:00.414150] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:00.651088] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:00.874617] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:00.874871] [INFO ] [CONFIGURE ] CWK: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:03:00.874922] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9211 tests [2025-11-21T12:03:00.874961] [INFO ] [CONFIGURE ] CWK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:03:00.874996] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T12:03:01.855662] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:02.208357] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:03:02.423165] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:02.636511] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:02.844860] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:03.070021] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:03.288703] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:03.497883] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:03.711305] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:03.928735] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:03.928916] [INFO ] [CONFIGURE ] CWK: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:03:03.928964] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9210 tests [2025-11-21T12:03:03.929003] [INFO ] [CONFIGURE ] CWK: Testing feature 20/29: add_price_rejection [2025-11-21T12:03:03.929230] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T12:03:04.185445] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:04.440400] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:03:04.689479] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:04.958343] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:05.228507] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:05.494876] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:05.774719] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:06.056761] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:06.314103] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:06.565985] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:06.566145] [INFO ] [CONFIGURE ] CWK: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T12:03:06.566193] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9209 tests [2025-11-21T12:03:06.566232] [INFO ] [CONFIGURE ] CWK: Testing feature 21/29: add_range_position [2025-11-21T12:03:06.566266] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position'] [2025-11-21T12:03:06.837960] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:07.104589] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:03:07.376154] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:07.652685] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:07.930458] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:08.213224] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:08.500031] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:08.777250] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:09.050251] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:09.329249] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:09.329475] [INFO ] [CONFIGURE ] CWK: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:03:09.329541] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9208 tests [2025-11-21T12:03:09.329609] [INFO ] [CONFIGURE ] CWK: Testing feature 22/29: add_realized_volatility [2025-11-21T12:03:09.329702] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-21T12:03:09.684196] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:03:10.056329] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:03:10.445923] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:10.827727] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:11.190330] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:11.545506] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:11.920866] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:12.277479] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:12.639255] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:13.007454] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:13.007686] [INFO ] [CONFIGURE ] CWK: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:03:13.007757] [INFO ] [CONFIGURE ] JOB ETA: 7.3h | Avg: 2.8s/test | Remaining: 9207 tests [2025-11-21T12:03:13.007827] [INFO ] [CONFIGURE ] CWK: Testing feature 23/29: add_recent_range_context [2025-11-21T12:03:13.007886] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-21T12:03:13.239765] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:13.474073] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:03:13.705490] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:13.952227] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:14.214126] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:14.459263] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:03:14.712056] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:14.947891] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:15.195072] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:15.441183] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:15.441362] [INFO ] [CONFIGURE ] CWK: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:03:15.441409] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9206 tests [2025-11-21T12:03:15.441502] [INFO ] [CONFIGURE ] CWK: Testing feature 24/29: add_rsi [2025-11-21T12:03:15.441543] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-11-21T12:03:15.711066] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:03:15.984285] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:03:16.258581] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:16.531705] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:16.792996] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:17.060979] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:17.325671] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:17.604832] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:17.862353] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:18.141872] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:18.142049] [INFO ] [CONFIGURE ] CWK: DISCARDED add_rsi (score: 40.00%) [2025-11-21T12:03:18.142119] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9205 tests [2025-11-21T12:03:18.142177] [INFO ] [CONFIGURE ] CWK: Testing feature 25/29: add_tick_distribution [2025-11-21T12:03:18.142227] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-21T12:03:18.355541] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:18.568828] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:03:18.786859] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:19.003379] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:19.220111] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:19.436456] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:19.667744] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:19.887358] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:20.109895] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:20.323185] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:20.323364] [INFO ] [CONFIGURE ] CWK: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:03:20.323422] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9204 tests [2025-11-21T12:03:20.323462] [INFO ] [CONFIGURE ] CWK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:03:20.323500] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-21T12:03:20.557204] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:20.796311] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:03:21.021773] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:21.249160] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:21.482769] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:21.707832] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:03:21.934529] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:22.163864] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:22.394330] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:22.626768] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:22.626962] [INFO ] [CONFIGURE ] CWK: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T12:03:22.627024] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9203 tests [2025-11-21T12:03:22.627072] [INFO ] [CONFIGURE ] CWK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:03:22.627118] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-21T12:03:22.878567] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:23.132276] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:03:23.386521] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:23.650600] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:03:23.902155] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:24.155343] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:24.412129] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:24.657161] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:24.924314] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:25.182253] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:25.182437] [INFO ] [CONFIGURE ] CWK: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:03:25.182495] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9202 tests [2025-11-21T12:03:25.182542] [INFO ] [CONFIGURE ] CWK: Testing feature 28/29: add_volume_profile [2025-11-21T12:03:25.182585] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile'] [2025-11-21T12:03:25.431327] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:25.689156] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:03:25.926949] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:26.157321] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:26.393390] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:26.626502] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:03:26.851280] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:27.077994] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:27.308893] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:27.540763] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:27.540942] [INFO ] [CONFIGURE ] CWK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:03:27.540992] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9201 tests [2025-11-21T12:03:27.541032] [INFO ] [CONFIGURE ] CWK: Testing feature 29/29: add_vwap [2025-11-21T12:03:27.541074] [INFO ] [CONFIGURE ] CWK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap'] [2025-11-21T12:03:27.773578] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:03:28.008137] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:03:28.236893] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:28.466387] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:03:28.699011] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:28.927465] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:03:29.155701] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:03:29.388787] [DEBUG] [FORECASTER] CWK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:29.627463] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:29.879489] [DEBUG] [FORECASTER] CWK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:29.879885] [INFO ] [CONFIGURE ] CWK: DISCARDED add_vwap (score: 40.00%) [2025-11-21T12:03:29.879950] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9200 tests [2025-11-21T12:03:29.880000] [INFO ] [CONFIGURE ] CWK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:03:29.880043] [INFO ] [CONFIGURE ] CWK: Best accuracy: 70.00% [2025-11-21T12:03:29.880085] [INFO ] [CONFIGURE ] CWK: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T12:03:29.880124] [INFO ] [CONFIGURE ] CWK: Improvement over baseline: 30.00% [2025-11-21T12:03:29.880162] [INFO ] [CONFIGURE ] CWK: Total time: 1.2 minutes [2025-11-21T12:03:29.880199] [INFO ] [CONFIGURE ] CWK: Average time per feature: 2.6 seconds [2025-11-21T12:03:29.880237] [INFO ] [CONFIGURE ] CWK: Average speed: 0.39 features/sec [2025-11-21T12:03:29.880761] [INFO ] [LOCAL ] Saved configuration for CWK: 2 features, 70.00% accuracy -> ./output/feature-sets/CWK.json [2025-11-21T12:03:29.880821] [INFO ] [CONFIGURE ] CWK: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T12:03:29.880870] [INFO ] [sig ] [410/723] Successfully configured CWK | 0.01 sym/s | Total: 9.5h | ETA: 7.2h [2025-11-21T12:03:29.880916] [INFO ] [sig ] [411/723] Configuring CWT... [2025-11-21T12:03:29.880956] [INFO ] [CONFIGURE ] CWT: Configurate test run. [2025-11-21T12:03:29.880996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'. [2025-11-21T12:03:29.956007] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWT'. [2025-11-21T12:03:29.956495] [INFO ] [CONFIGURE ] CWT: Testing with 29 available features [2025-11-21T12:03:29.956562] [INFO ] [CONFIGURE ] CWT: Establishing baseline with no features... [2025-11-21T12:03:30.127155] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:03:30.298801] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:03:30.470572] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:30.650152] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:30.824593] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:30.997096] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:31.169800] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:03:31.337162] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:31.513723] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:31.686147] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:31.686307] [INFO ] [CONFIGURE ] CWT: Baseline score (no features): 40.00% [2025-11-21T12:03:31.686354] [INFO ] [CONFIGURE ] CWT: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:03:31.686392] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:03:31.893576] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:03:32.097787] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:03:32.302058] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:32.504574] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:32.709420] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:03:32.911411] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:33.116660] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:33.321774] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:33.526750] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:33.723499] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:33.723708] [INFO ] [CONFIGURE ] CWT: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T12:03:33.723786] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9199 tests [2025-11-21T12:03:33.723837] [INFO ] [CONFIGURE ] CWT: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:03:33.723884] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:03:33.937415] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:03:34.139503] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:03:34.348997] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:34.562408] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:34.768677] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:03:34.974700] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:35.183879] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:35.418971] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:35.635101] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:35.850732] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:35.850912] [INFO ] [CONFIGURE ] CWT: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T12:03:35.850958] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9198 tests [2025-11-21T12:03:35.850997] [INFO ] [CONFIGURE ] CWT: Testing feature 3/29: add_daily_returns [2025-11-21T12:03:35.851032] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns'] [2025-11-21T12:03:36.035130] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:36.215017] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:03:36.396015] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:36.579424] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:36.762475] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:36.943696] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:37.128988] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:37.316603] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:37.501326] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:37.683195] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:37.683358] [INFO ] [CONFIGURE ] CWT: KEPT add_daily_returns (score: 50.00%) [2025-11-21T12:03:37.683405] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9197 tests [2025-11-21T12:03:37.683444] [INFO ] [CONFIGURE ] CWT: Testing feature 4/29: add_ema [2025-11-21T12:03:37.683479] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T12:03:37.910080] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:38.139940] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:03:38.371246] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:38.591592] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:38.813658] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:39.036349] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:39.275140] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:39.492065] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:39.708469] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:39.930071] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:39.930247] [INFO ] [CONFIGURE ] CWT: KEPT add_ema (score: 60.00%) [2025-11-21T12:03:39.930297] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9196 tests [2025-11-21T12:03:39.930336] [INFO ] [CONFIGURE ] CWT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:03:39.930372] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:03:40.198432] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:40.461211] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:03:40.738944] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:03:41.005085] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:41.270521] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:41.538269] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:41.832879] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:03:42.111617] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:42.390681] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:42.663292] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:42.663465] [INFO ] [CONFIGURE ] CWT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:03:42.663521] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9195 tests [2025-11-21T12:03:42.663570] [INFO ] [CONFIGURE ] CWT: Testing feature 6/29: add_failed_moves [2025-11-21T12:03:42.663613] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T12:03:42.894775] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:43.129072] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:03:43.356705] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:43.585086] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:43.818033] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:44.048377] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:44.278794] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:44.511393] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:44.745877] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:44.976512] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:44.976721] [INFO ] [CONFIGURE ] CWT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:03:44.976783] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9194 tests [2025-11-21T12:03:44.976831] [INFO ] [CONFIGURE ] CWT: Testing feature 7/29: add_lag_shelf [2025-11-21T12:03:44.976874] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T12:03:45.194831] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:45.414798] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:03:45.631583] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:45.852233] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:46.093475] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:46.313232] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:46.531710] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:46.754483] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:46.981895] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:47.210143] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:47.210338] [INFO ] [CONFIGURE ] CWT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:03:47.210387] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9193 tests [2025-11-21T12:03:47.210425] [INFO ] [CONFIGURE ] CWT: Testing feature 8/29: add_macd [2025-11-21T12:03:47.210461] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T12:03:47.516119] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:47.819551] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:03:48.122018] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:48.445436] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:48.756023] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:49.073250] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:49.380156] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:49.687245] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:49.996560] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:50.317779] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:50.317971] [INFO ] [CONFIGURE ] CWT: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:03:50.318029] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9192 tests [2025-11-21T12:03:50.318077] [INFO ] [CONFIGURE ] CWT: Testing feature 9/29: add_mfi [2025-11-21T12:03:50.318123] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T12:03:50.544042] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:50.782213] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:03:51.001946] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:51.220665] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:03:51.444571] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:51.676944] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:51.905161] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:52.130421] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:52.359374] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:52.592871] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:03:52.593059] [INFO ] [CONFIGURE ] CWT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:03:52.593118] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9191 tests [2025-11-21T12:03:52.593165] [INFO ] [CONFIGURE ] CWT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:03:52.593210] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:03:52.921625] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:53.237873] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:03:53.554953] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:53.886599] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:03:54.219102] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:03:54.591232] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:54.951054] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:03:55.324638] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:03:55.658997] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:03:56.073256] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:56.073510] [INFO ] [CONFIGURE ] CWT: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T12:03:56.073601] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9190 tests [2025-11-21T12:03:56.073701] [INFO ] [CONFIGURE ] CWT: Testing feature 11/29: add_obv_daily [2025-11-21T12:03:56.073774] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T12:03:56.563350] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:03:56.993801] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:03:57.363661] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:03:57.737547] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:03:58.113868] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:03:58.487279] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:03:58.852090] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:03:59.219237] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:03:59.591894] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:03:59.956766] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:03:59.956984] [INFO ] [CONFIGURE ] CWT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:03:59.957045] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9189 tests [2025-11-21T12:03:59.957094] [INFO ] [CONFIGURE ] CWT: Testing feature 12/29: add_obv_interval [2025-11-21T12:03:59.957142] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T12:04:01.020202] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:04:01.448861] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:01.816727] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:04:02.147076] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:04:02.483800] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:04:02.818252] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:03.193417] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:03.562212] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:04:03.935517] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:04.313017] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:04:04.313229] [INFO ] [CONFIGURE ] CWT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:04:04.313291] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9188 tests [2025-11-21T12:04:04.313342] [INFO ] [CONFIGURE ] CWT: Testing feature 13/29: add_opening_strength [2025-11-21T12:04:04.313389] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T12:04:04.680998] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:05.055162] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:05.429053] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:04:05.821425] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:06.212585] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:06.573355] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:06.959567] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:07.327142] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:07.706146] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:08.081825] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:04:08.082020] [INFO ] [CONFIGURE ] CWT: KEPT add_opening_strength (score: 90.00%) [2025-11-21T12:04:08.082077] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9187 tests [2025-11-21T12:04:08.082125] [INFO ] [CONFIGURE ] CWT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:04:08.082168] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T12:04:08.487042] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:08.897468] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:09.314444] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:04:09.723736] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:10.119427] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:10.525932] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:10.951554] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:11.393031] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:11.854894] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:12.302546] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:04:12.302789] [INFO ] [CONFIGURE ] CWT: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T12:04:12.302853] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9186 tests [2025-11-21T12:04:12.302905] [INFO ] [CONFIGURE ] CWT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:04:12.302952] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T12:04:12.697866] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:13.081091] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:13.483782] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:04:13.869567] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:14.259822] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:14.668770] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:15.070956] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:15.462103] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:15.869899] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:16.286915] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:04:16.287182] [INFO ] [CONFIGURE ] CWT: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:04:16.287251] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9185 tests [2025-11-21T12:04:16.287316] [INFO ] [CONFIGURE ] CWT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:04:16.287386] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T12:04:16.712060] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:17.110877] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:17.509524] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:04:17.931998] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:18.348820] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:18.759302] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:19.174067] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:19.600379] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:20.015776] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:20.457043] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:04:20.457262] [INFO ] [CONFIGURE ] CWT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T12:04:20.457325] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9184 tests [2025-11-21T12:04:20.457377] [INFO ] [CONFIGURE ] CWT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:04:20.457425] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T12:04:20.863369] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:21.271110] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:04:21.679845] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:04:22.096993] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:22.497185] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:22.876890] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:23.259997] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:23.655505] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:24.078065] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:24.504438] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:04:24.504682] [INFO ] [CONFIGURE ] CWT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:04:24.504750] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9183 tests [2025-11-21T12:04:24.504802] [INFO ] [CONFIGURE ] CWT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:04:24.504849] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T12:04:24.889182] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:25.262361] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:25.665128] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:04:26.057707] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:26.420362] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:04:26.799955] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:27.186270] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:27.566285] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:27.958506] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:28.328542] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:04:28.328758] [INFO ] [CONFIGURE ] CWT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:04:28.328823] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9182 tests [2025-11-21T12:04:28.328881] [INFO ] [CONFIGURE ] CWT: Testing feature 20/29: add_price_rejection [2025-11-21T12:04:28.328934] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T12:04:28.727130] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:29.132561] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:04:29.520310] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:04:29.891756] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:30.267308] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:30.637325] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:31.006665] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:31.374228] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:31.749308] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:32.130167] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:04:32.130363] [INFO ] [CONFIGURE ] CWT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:04:32.130423] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9181 tests [2025-11-21T12:04:32.130477] [INFO ] [CONFIGURE ] CWT: Testing feature 21/29: add_range_position [2025-11-21T12:04:32.130525] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_range_position'] [2025-11-21T12:04:32.506097] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:32.873339] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:04:33.238804] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:04:33.616350] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:33.983375] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:34.385315] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:34.760244] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:35.171982] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:35.541512] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:35.911407] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:04:35.911592] [INFO ] [CONFIGURE ] CWT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:04:35.911671] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9180 tests [2025-11-21T12:04:35.911724] [INFO ] [CONFIGURE ] CWT: Testing feature 22/29: add_realized_volatility [2025-11-21T12:04:35.911769] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T12:04:36.386795] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:36.856455] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:37.349579] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:04:37.839215] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:38.345330] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:38.849778] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:39.345926] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:39.839153] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:40.344387] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:40.835007] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:04:40.835252] [INFO ] [CONFIGURE ] CWT: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T12:04:40.835313] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9179 tests [2025-11-21T12:04:40.835362] [INFO ] [CONFIGURE ] CWT: Testing feature 23/29: add_recent_range_context [2025-11-21T12:04:40.835407] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T12:04:41.209852] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:41.579731] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:41.944849] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:04:42.315106] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:42.681714] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:04:43.057450] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:43.468122] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:43.896108] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:44.335016] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:44.704157] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:04:44.704332] [INFO ] [CONFIGURE ] CWT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:04:44.704390] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9178 tests [2025-11-21T12:04:44.704441] [INFO ] [CONFIGURE ] CWT: Testing feature 24/29: add_rsi [2025-11-21T12:04:44.704487] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_rsi'] [2025-11-21T12:04:45.068278] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:45.453969] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:04:45.836461] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:04:46.248681] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:46.641615] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:47.027137] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:47.422889] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:47.815061] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:04:48.227006] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:48.618404] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:04:48.618586] [INFO ] [CONFIGURE ] CWT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T12:04:48.618661] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9177 tests [2025-11-21T12:04:48.618714] [INFO ] [CONFIGURE ] CWT: Testing feature 25/29: add_tick_distribution [2025-11-21T12:04:48.618760] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T12:04:48.971314] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:49.364869] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:04:49.742355] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:04:50.126231] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:50.504239] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:50.877073] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:51.255995] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:51.618488] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:51.984092] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:52.332227] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:04:52.332409] [INFO ] [CONFIGURE ] CWT: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T12:04:52.332468] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9176 tests [2025-11-21T12:04:52.332517] [INFO ] [CONFIGURE ] CWT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:04:52.332560] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T12:04:52.717421] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:53.080861] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:53.475198] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:04:53.887016] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:54.276164] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:04:54.680713] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:55.068487] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:55.535064] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:04:55.932264] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:04:56.335218] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:04:56.335419] [INFO ] [CONFIGURE ] CWT: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T12:04:56.335481] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9175 tests [2025-11-21T12:04:56.335529] [INFO ] [CONFIGURE ] CWT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:04:56.335615] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T12:04:56.754277] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:04:57.164043] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:04:57.580129] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:04:57.993945] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:04:58.415179] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:04:58.830886] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:04:59.257911] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:04:59.674046] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:05:00.070817] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:05:01.158192] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:01.158416] [INFO ] [CONFIGURE ] CWT: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T12:05:01.158477] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9174 tests [2025-11-21T12:05:01.158547] [INFO ] [CONFIGURE ] CWT: Testing feature 28/29: add_volume_profile [2025-11-21T12:05:01.158597] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T12:05:01.546764] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:05:01.960871] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:05:02.405348] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:02.819328] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:05:03.196759] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:05:03.577137] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:05:03.965837] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:05:04.358485] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:05:04.750818] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:05:05.141049] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:05.141262] [INFO ] [CONFIGURE ] CWT: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T12:05:05.141324] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9173 tests [2025-11-21T12:05:05.141375] [INFO ] [CONFIGURE ] CWT: Testing feature 29/29: add_vwap [2025-11-21T12:05:05.141422] [INFO ] [CONFIGURE ] CWT: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength', 'add_vwap'] [2025-11-21T12:05:05.536106] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:05:05.919403] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:05:06.314492] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:06.689378] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:07.056507] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:07.437867] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:05:07.810404] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:05:08.197748] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:05:08.581166] [DEBUG] [FORECASTER] CWT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:05:08.961635] [DEBUG] [FORECASTER] CWT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:05:08.961841] [INFO ] [CONFIGURE ] CWT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T12:05:08.961894] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9172 tests [2025-11-21T12:05:08.961946] [INFO ] [CONFIGURE ] CWT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:05:08.961991] [INFO ] [CONFIGURE ] CWT: Best accuracy: 90.00% [2025-11-21T12:05:08.962033] [INFO ] [CONFIGURE ] CWT: Best feature set (5 features): ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T12:05:08.962078] [INFO ] [CONFIGURE ] CWT: Improvement over baseline: 50.00% [2025-11-21T12:05:08.962131] [INFO ] [CONFIGURE ] CWT: Total time: 1.6 minutes [2025-11-21T12:05:08.962190] [INFO ] [CONFIGURE ] CWT: Average time per feature: 3.5 seconds [2025-11-21T12:05:08.962248] [INFO ] [CONFIGURE ] CWT: Average speed: 0.30 features/sec [2025-11-21T12:05:08.962580] [INFO ] [LOCAL ] Saved configuration for CWT: 5 features, 90.00% accuracy -> ./output/feature-sets/CWT.json [2025-11-21T12:05:08.962662] [INFO ] [CONFIGURE ] CWT: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T12:05:08.962742] [INFO ] [sig ] [411/723] Successfully configured CWT | 0.01 sym/s | Total: 9.5h | ETA: 7.2h [2025-11-21T12:05:08.962794] [INFO ] [sig ] [412/723] Configuring CX... [2025-11-21T12:05:08.962864] [INFO ] [CONFIGURE ] CX: Configurate test run. [2025-11-21T12:05:08.962924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'. [2025-11-21T12:05:09.069528] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CX'. [2025-11-21T12:05:09.070068] [INFO ] [CONFIGURE ] CX: Testing with 29 available features [2025-11-21T12:05:09.070133] [INFO ] [CONFIGURE ] CX: Establishing baseline with no features... [2025-11-21T12:05:09.251097] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:09.434629] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:09.618359] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:09.802670] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:09.989386] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:10.175684] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:10.364395] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:10.551949] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:10.737336] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:10.922710] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:10.922870] [INFO ] [CONFIGURE ] CX: Baseline score (no features): 40.00% [2025-11-21T12:05:10.922917] [INFO ] [CONFIGURE ] CX: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:05:10.922954] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:05:11.145920] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:11.367326] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:11.580002] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:11.795474] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:12.018722] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:12.235832] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:12.453299] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:12.663159] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:12.874512] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:13.085048] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:13.085210] [INFO ] [CONFIGURE ] CX: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:05:13.085257] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9171 tests [2025-11-21T12:05:13.085294] [INFO ] [CONFIGURE ] CX: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:05:13.085330] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:05:13.298083] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:13.513514] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:13.731388] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:13.950175] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:14.175788] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:14.402585] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:14.625883] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:14.853597] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:15.083240] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:15.309378] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:15.309554] [INFO ] [CONFIGURE ] CX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T12:05:15.309601] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9170 tests [2025-11-21T12:05:15.309639] [INFO ] [CONFIGURE ] CX: Testing feature 3/29: add_daily_returns [2025-11-21T12:05:15.309721] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns'] [2025-11-21T12:05:15.506299] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:15.706378] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:15.923892] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:16.128362] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:16.330606] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:05:16.530980] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:16.716880] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:16.903116] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:17.092256] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:17.280542] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:17.280718] [INFO ] [CONFIGURE ] CX: KEPT add_daily_returns (score: 50.00%) [2025-11-21T12:05:17.280819] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9169 tests [2025-11-21T12:05:17.280871] [INFO ] [CONFIGURE ] CX: Testing feature 4/29: add_ema [2025-11-21T12:05:17.280918] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T12:05:17.520504] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:17.754155] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:17.981971] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:18.210931] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:18.437272] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:05:18.659096] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:05:18.881228] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:19.104102] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:19.341327] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:19.581118] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:19.581289] [INFO ] [CONFIGURE ] CX: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:05:19.581338] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9168 tests [2025-11-21T12:05:19.581378] [INFO ] [CONFIGURE ] CX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:05:19.581414] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:05:19.823196] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:20.070894] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:20.306616] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:20.546230] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:20.789133] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:21.029111] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:21.278405] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:05:21.521922] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:21.759166] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:21.990234] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:21.990395] [INFO ] [CONFIGURE ] CX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:05:21.990450] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9167 tests [2025-11-21T12:05:21.990496] [INFO ] [CONFIGURE ] CX: Testing feature 6/29: add_failed_moves [2025-11-21T12:05:21.990537] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T12:05:22.184695] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:22.398324] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:22.618213] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:22.850726] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:23.080754] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:23.313927] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:23.542454] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:23.764692] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:23.964907] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:24.164765] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:24.165078] [INFO ] [CONFIGURE ] CX: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T12:05:24.165192] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9166 tests [2025-11-21T12:05:24.165280] [INFO ] [CONFIGURE ] CX: Testing feature 7/29: add_lag_shelf [2025-11-21T12:05:24.165358] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T12:05:24.345280] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:24.523031] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:24.705061] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:24.885978] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:25.071722] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:05:25.260982] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:25.455012] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:25.637745] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:25.822438] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:26.014170] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:26.014332] [INFO ] [CONFIGURE ] CX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T12:05:26.014379] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9165 tests [2025-11-21T12:05:26.014417] [INFO ] [CONFIGURE ] CX: Testing feature 8/29: add_macd [2025-11-21T12:05:26.014454] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T12:05:26.306280] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:26.618745] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:26.932214] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:27.234387] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:05:27.517682] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:27.809913] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:05:28.102867] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:28.404701] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:28.697331] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:28.977723] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:28.977895] [INFO ] [CONFIGURE ] CX: DISCARDED add_macd (score: 40.00%) [2025-11-21T12:05:28.977953] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9164 tests [2025-11-21T12:05:28.978001] [INFO ] [CONFIGURE ] CX: Testing feature 9/29: add_mfi [2025-11-21T12:05:28.978044] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T12:05:29.189741] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:29.391977] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:29.599747] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:29.809570] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:30.011686] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:30.218730] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:30.425499] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:30.625142] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:30.843353] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:31.050975] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:31.051181] [INFO ] [CONFIGURE ] CX: DISCARDED add_mfi (score: 40.00%) [2025-11-21T12:05:31.051230] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9163 tests [2025-11-21T12:05:31.051269] [INFO ] [CONFIGURE ] CX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:05:31.051305] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:05:31.356136] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:31.643711] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:31.924936] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:32.214222] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:32.496837] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:32.780040] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:33.065787] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:33.350670] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:33.636564] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:33.924454] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:33.924633] [INFO ] [CONFIGURE ] CX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:05:33.924715] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9162 tests [2025-11-21T12:05:33.924766] [INFO ] [CONFIGURE ] CX: Testing feature 11/29: add_obv_daily [2025-11-21T12:05:33.924811] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T12:05:34.132223] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:34.345549] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:34.559089] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:34.767800] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:34.975954] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:35.189044] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:05:35.411166] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:05:35.630489] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:35.867184] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:05:36.130878] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:36.131139] [INFO ] [CONFIGURE ] CX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T12:05:36.131191] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9161 tests [2025-11-21T12:05:36.131231] [INFO ] [CONFIGURE ] CX: Testing feature 12/29: add_obv_interval [2025-11-21T12:05:36.131268] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T12:05:36.411465] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:36.647928] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:36.862787] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:37.063846] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:37.258528] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:05:37.462565] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:37.664046] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:37.862890] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:38.062713] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:38.264707] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:38.264885] [INFO ] [CONFIGURE ] CX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:05:38.264935] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9160 tests [2025-11-21T12:05:38.264976] [INFO ] [CONFIGURE ] CX: Testing feature 13/29: add_opening_strength [2025-11-21T12:05:38.265013] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:05:38.480022] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:38.693175] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:38.903275] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:39.111959] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:39.321854] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:05:39.541972] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:39.760405] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:39.981157] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:40.210157] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:05:40.435156] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:40.435348] [INFO ] [CONFIGURE ] CX: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T12:05:40.435409] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9159 tests [2025-11-21T12:05:40.435449] [INFO ] [CONFIGURE ] CX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:05:40.435484] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T12:05:40.666096] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:40.893006] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:41.117505] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:41.339716] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:41.556275] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:05:41.777715] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:05:42.011167] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:42.230001] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:42.455916] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:42.689887] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:42.690102] [INFO ] [CONFIGURE ] CX: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T12:05:42.690163] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9158 tests [2025-11-21T12:05:42.690213] [INFO ] [CONFIGURE ] CX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:05:42.690259] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T12:05:42.896321] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:43.099617] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:43.298519] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:43.498632] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:43.694744] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:43.893539] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:44.088580] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:44.283363] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:44.480311] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:44.687446] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:44.687695] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:05:44.687957] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9157 tests [2025-11-21T12:05:44.688041] [INFO ] [CONFIGURE ] CX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:05:44.688122] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T12:05:44.903253] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:45.116410] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:45.335694] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:45.550965] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:45.768860] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:45.989789] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:46.229718] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:46.443728] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:46.658304] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:46.870675] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:46.870859] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:05:46.870910] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9156 tests [2025-11-21T12:05:46.870948] [INFO ] [CONFIGURE ] CX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:05:46.871005] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T12:05:47.083732] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:47.305630] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:47.519724] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:47.737774] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:47.954430] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:48.170365] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:48.384792] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:48.601810] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:48.820801] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:49.040778] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:49.040946] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T12:05:49.040993] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9155 tests [2025-11-21T12:05:49.041031] [INFO ] [CONFIGURE ] CX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:05:49.041066] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T12:05:49.239481] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:49.431694] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:49.622257] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:49.816010] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:50.009026] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:50.202788] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:05:50.399607] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:50.605770] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:50.798956] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:51.008127] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:51.008310] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T12:05:51.008359] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9154 tests [2025-11-21T12:05:51.008397] [INFO ] [CONFIGURE ] CX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:05:51.008433] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T12:05:51.203616] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:51.394045] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:51.583736] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:51.773336] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:51.963615] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:52.157518] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:52.352770] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:52.540857] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:52.733304] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:52.921756] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:52.921933] [INFO ] [CONFIGURE ] CX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T12:05:52.921992] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9153 tests [2025-11-21T12:05:52.922031] [INFO ] [CONFIGURE ] CX: Testing feature 20/29: add_price_rejection [2025-11-21T12:05:52.922066] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T12:05:53.118539] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:53.332193] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:53.562243] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:53.770326] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:53.979470] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:54.189826] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:05:54.405778] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:54.626699] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:54.841619] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:55.063570] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:55.063795] [INFO ] [CONFIGURE ] CX: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T12:05:55.063853] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9152 tests [2025-11-21T12:05:55.063892] [INFO ] [CONFIGURE ] CX: Testing feature 21/29: add_range_position [2025-11-21T12:05:55.063927] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T12:05:55.289941] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:55.532516] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:55.775667] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:56.004165] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:56.244000] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:56.501595] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:05:56.752332] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:05:56.986157] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:05:57.257428] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:05:57.495671] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:05:57.495868] [INFO ] [CONFIGURE ] CX: DISCARDED add_range_position (score: 30.00%) [2025-11-21T12:05:57.495923] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9151 tests [2025-11-21T12:05:57.495970] [INFO ] [CONFIGURE ] CX: Testing feature 22/29: add_realized_volatility [2025-11-21T12:05:57.496006] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T12:05:57.795245] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:05:58.109245] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:05:58.427608] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:05:58.741181] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:05:59.067933] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:05:59.388861] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:05:59.702206] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:06:00.020263] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:06:00.339326] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:06:01.225454] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:06:01.225675] [INFO ] [CONFIGURE ] CX: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:06:01.225748] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9150 tests [2025-11-21T12:06:01.225806] [INFO ] [CONFIGURE ] CX: Testing feature 23/29: add_recent_range_context [2025-11-21T12:06:01.225860] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T12:06:01.471990] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:06:01.693673] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:06:01.940464] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:02.163461] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:06:02.383977] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:06:02.603040] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:02.828045] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:06:03.063916] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:06:03.292793] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:06:03.524168] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:06:03.524358] [INFO ] [CONFIGURE ] CX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:06:03.524409] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9149 tests [2025-11-21T12:06:03.524448] [INFO ] [CONFIGURE ] CX: Testing feature 24/29: add_rsi [2025-11-21T12:06:03.524484] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T12:06:03.792415] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:06:04.061161] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:06:04.336428] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:04.611903] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:06:04.893592] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:06:05.168171] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:05.447056] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:06:05.722393] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:06:06.004202] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:06:06.299023] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:06:06.299290] [INFO ] [CONFIGURE ] CX: DISCARDED add_rsi (score: 30.00%) [2025-11-21T12:06:06.299352] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9148 tests [2025-11-21T12:06:06.299402] [INFO ] [CONFIGURE ] CX: Testing feature 25/29: add_tick_distribution [2025-11-21T12:06:06.299446] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T12:06:06.522336] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:06:06.744114] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:06:06.971597] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:07.199602] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:06:07.426226] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:06:07.665599] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:07.880505] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:06:08.103091] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:06:08.324666] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:06:08.552312] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:06:08.552496] [INFO ] [CONFIGURE ] CX: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T12:06:08.552563] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9147 tests [2025-11-21T12:06:08.552621] [INFO ] [CONFIGURE ] CX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:06:08.552691] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T12:06:08.789568] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:06:09.020535] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:06:09.245511] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:09.467625] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:06:09.695071] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:06:09.911480] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:10.142526] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:06:10.367744] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:06:10.610785] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:06:10.837459] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:06:10.837632] [INFO ] [CONFIGURE ] CX: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T12:06:10.837700] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9146 tests [2025-11-21T12:06:10.837771] [INFO ] [CONFIGURE ] CX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:06:10.837819] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T12:06:11.072056] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:06:11.305325] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:06:11.528029] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:11.750332] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:06:11.989393] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:06:12.234153] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:12.472300] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:06:12.712226] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:06:12.952077] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:06:13.193192] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:06:13.193388] [INFO ] [CONFIGURE ] CX: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:06:13.193557] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9145 tests [2025-11-21T12:06:13.193666] [INFO ] [CONFIGURE ] CX: Testing feature 28/29: add_volume_profile [2025-11-21T12:06:13.193745] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T12:06:13.410639] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:06:13.632064] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:06:13.854911] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:14.087939] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:06:14.313842] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:06:14.551857] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:14.783683] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:06:15.010045] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:06:15.238280] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:06:15.476179] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:06:15.476507] [INFO ] [CONFIGURE ] CX: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T12:06:15.476609] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9144 tests [2025-11-21T12:06:15.476721] [INFO ] [CONFIGURE ] CX: Testing feature 29/29: add_vwap [2025-11-21T12:06:15.476801] [INFO ] [CONFIGURE ] CX: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T12:06:15.713638] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:06:15.944952] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:06:16.188638] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:16.419150] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:06:16.650395] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:06:16.875882] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:17.098232] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:06:17.325869] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:06:17.552805] [DEBUG] [FORECASTER] CX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:06:17.782616] [DEBUG] [FORECASTER] CX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:06:17.782804] [INFO ] [CONFIGURE ] CX: DISCARDED add_vwap (score: 40.00%) [2025-11-21T12:06:17.782858] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9143 tests [2025-11-21T12:06:17.782896] [INFO ] [CONFIGURE ] CX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:06:17.782929] [INFO ] [CONFIGURE ] CX: Best accuracy: 50.00% [2025-11-21T12:06:17.782985] [INFO ] [CONFIGURE ] CX: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T12:06:17.783018] [INFO ] [CONFIGURE ] CX: Improvement over baseline: 10.00% [2025-11-21T12:06:17.783048] [INFO ] [CONFIGURE ] CX: Total time: 1.1 minutes [2025-11-21T12:06:17.783222] [INFO ] [CONFIGURE ] CX: Average time per feature: 2.3 seconds [2025-11-21T12:06:17.783253] [INFO ] [CONFIGURE ] CX: Average speed: 0.43 features/sec [2025-11-21T12:06:17.783540] [INFO ] [LOCAL ] Saved configuration for CX: 1 features, 50.00% accuracy -> ./output/feature-sets/CX.json [2025-11-21T12:06:17.783598] [INFO ] [CONFIGURE ] CX: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T12:06:17.783638] [INFO ] [sig ] [412/723] Successfully configured CX | 0.01 sym/s | Total: 9.5h | ETA: 7.2h [2025-11-21T12:06:17.783697] [INFO ] [sig ] [413/723] Configuring CXE... [2025-11-21T12:06:17.783810] [INFO ] [CONFIGURE ] CXE: Configurate test run. [2025-11-21T12:06:17.784042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-11-21T12:06:17.858929] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CXE'. [2025-11-21T12:06:17.859873] [INFO ] [CONFIGURE ] CXE: Testing with 29 available features [2025-11-21T12:06:17.859945] [INFO ] [CONFIGURE ] CXE: Establishing baseline with no features... [2025-11-21T12:06:18.055405] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:18.258362] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:18.465833] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:18.659071] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:18.846135] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:19.027185] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:19.204036] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:19.372388] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:19.539572] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:19.712295] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:19.712448] [INFO ] [CONFIGURE ] CXE: Baseline score (no features): 60.00% [2025-11-21T12:06:19.712496] [INFO ] [CONFIGURE ] CXE: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:06:19.712537] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:06:19.904080] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:20.106459] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:20.307827] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:20.509368] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:20.708891] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:06:20.909810] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:21.108815] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:21.319358] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:21.524019] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:06:21.732544] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:21.732773] [INFO ] [CONFIGURE ] CXE: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:06:21.732829] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9142 tests [2025-11-21T12:06:21.732872] [INFO ] [CONFIGURE ] CXE: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:06:21.732912] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:06:21.939578] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:06:22.145028] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:22.353826] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:22.559191] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:22.767179] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:22.977550] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:23.177211] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:23.434342] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:23.720701] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:23.994307] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:23.994515] [INFO ] [CONFIGURE ] CXE: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:06:23.994565] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9141 tests [2025-11-21T12:06:23.994604] [INFO ] [CONFIGURE ] CXE: Testing feature 3/29: add_daily_returns [2025-11-21T12:06:23.994658] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_daily_returns'] [2025-11-21T12:06:24.192772] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:24.399002] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:24.590465] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:24.784216] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:24.975878] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:25.172406] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:25.368882] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:25.572162] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:25.759081] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:06:25.943587] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:25.943793] [INFO ] [CONFIGURE ] CXE: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:06:25.943982] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9140 tests [2025-11-21T12:06:25.944069] [INFO ] [CONFIGURE ] CXE: Testing feature 4/29: add_ema [2025-11-21T12:06:25.944146] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_ema'] [2025-11-21T12:06:26.164718] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:26.382861] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:26.612030] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:26.846366] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:27.064313] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:27.283193] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:27.508020] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:27.737050] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:27.955533] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:28.174801] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:28.174983] [INFO ] [CONFIGURE ] CXE: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:06:28.175034] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9139 tests [2025-11-21T12:06:28.175073] [INFO ] [CONFIGURE ] CXE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:06:28.175109] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:06:28.410166] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:28.635344] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:28.861010] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:29.089831] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:29.312205] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:29.539504] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:29.772191] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:30.023000] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:30.273135] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:30.523105] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:30.523330] [INFO ] [CONFIGURE ] CXE: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T12:06:30.523391] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9138 tests [2025-11-21T12:06:30.523472] [INFO ] [CONFIGURE ] CXE: Testing feature 6/29: add_failed_moves [2025-11-21T12:06:30.523533] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T12:06:30.790194] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:31.050534] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:31.269960] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:31.501714] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:31.738018] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:31.973526] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:32.202961] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:32.431188] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:32.664385] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:32.899306] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:32.899480] [INFO ] [CONFIGURE ] CXE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:06:32.899537] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9137 tests [2025-11-21T12:06:32.899585] [INFO ] [CONFIGURE ] CXE: Testing feature 7/29: add_lag_shelf [2025-11-21T12:06:32.899628] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T12:06:33.125160] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:33.350186] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:33.567669] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:33.791389] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:34.012280] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:34.233721] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:34.482241] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:34.740815] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:34.986666] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:35.246452] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:35.246627] [INFO ] [CONFIGURE ] CXE: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:06:35.246712] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9136 tests [2025-11-21T12:06:35.246762] [INFO ] [CONFIGURE ] CXE: Testing feature 8/29: add_macd [2025-11-21T12:06:35.246805] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T12:06:35.548333] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:35.846398] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:36.150660] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:36.460741] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:06:36.767603] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:37.071366] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:37.371880] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:37.685954] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:38.004412] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:06:38.337420] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:38.337637] [INFO ] [CONFIGURE ] CXE: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:06:38.337720] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9135 tests [2025-11-21T12:06:38.337772] [INFO ] [CONFIGURE ] CXE: Testing feature 9/29: add_mfi [2025-11-21T12:06:38.337818] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T12:06:38.587999] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:38.832904] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:39.082670] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:39.332199] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:39.578344] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:39.823667] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:40.076891] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:40.321284] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:40.588370] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:40.859370] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:40.859687] [INFO ] [CONFIGURE ] CXE: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:06:40.859751] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9134 tests [2025-11-21T12:06:40.859802] [INFO ] [CONFIGURE ] CXE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:06:40.859847] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:06:41.198137] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:41.547602] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:41.871420] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:42.198246] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:42.528751] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:42.838597] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:43.171229] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:06:43.506784] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:43.824409] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:06:44.148425] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:44.148628] [INFO ] [CONFIGURE ] CXE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:06:44.148708] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9133 tests [2025-11-21T12:06:44.148759] [INFO ] [CONFIGURE ] CXE: Testing feature 11/29: add_obv_daily [2025-11-21T12:06:44.148807] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T12:06:44.385437] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:44.614508] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:44.847166] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:45.083710] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:45.331804] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:45.577119] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:45.819030] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:46.061731] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:46.322601] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:46.569030] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:46.569244] [INFO ] [CONFIGURE ] CXE: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:06:46.569311] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9132 tests [2025-11-21T12:06:46.569361] [INFO ] [CONFIGURE ] CXE: Testing feature 12/29: add_obv_interval [2025-11-21T12:06:46.569406] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T12:06:46.812095] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:47.053899] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:47.289549] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:47.521154] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:47.766454] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:48.011577] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:48.247599] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:48.498001] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:48.731837] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:06:48.966071] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:48.966240] [INFO ] [CONFIGURE ] CXE: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:06:48.966296] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9131 tests [2025-11-21T12:06:48.966342] [INFO ] [CONFIGURE ] CXE: Testing feature 13/29: add_opening_strength [2025-11-21T12:06:48.966384] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:06:49.212263] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:49.459667] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:49.716478] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:49.978826] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:50.257033] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:50.522092] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:06:50.781906] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:06:51.043401] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:51.319558] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:06:51.580867] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:51.581044] [INFO ] [CONFIGURE ] CXE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:06:51.581100] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9130 tests [2025-11-21T12:06:51.581146] [INFO ] [CONFIGURE ] CXE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:06:51.581186] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T12:06:51.830169] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:06:52.079852] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:52.335547] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:06:52.594217] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:52.852993] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:53.118668] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:53.379632] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:53.646051] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:53.900791] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:06:54.153984] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:54.154211] [INFO ] [CONFIGURE ] CXE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:06:54.154275] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9129 tests [2025-11-21T12:06:54.154322] [INFO ] [CONFIGURE ] CXE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:06:54.154363] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T12:06:54.365479] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:54.579552] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:54.810063] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:55.042365] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:55.278038] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:55.513778] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:55.754183] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:55.983481] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:56.200182] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:06:56.421906] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:56.422125] [INFO ] [CONFIGURE ] CXE: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T12:06:56.422184] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9128 tests [2025-11-21T12:06:56.422229] [INFO ] [CONFIGURE ] CXE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:06:56.422271] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T12:06:56.663305] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:56.903858] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:57.148619] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:57.395702] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:06:57.635625] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:06:57.890042] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:06:58.144890] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:06:58.420127] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:06:58.678027] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:06:58.930771] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:06:58.930968] [INFO ] [CONFIGURE ] CXE: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:06:58.931023] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9127 tests [2025-11-21T12:06:58.931070] [INFO ] [CONFIGURE ] CXE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:06:58.931113] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T12:06:59.174862] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:06:59.418279] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:06:59.679319] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:06:59.929255] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:00.203506] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:01.180001] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:07:01.544956] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:01.793821] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:02.047364] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:07:02.298272] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:07:02.298450] [INFO ] [CONFIGURE ] CXE: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:07:02.298504] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9126 tests [2025-11-21T12:07:02.298551] [INFO ] [CONFIGURE ] CXE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:07:02.298590] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T12:07:02.516715] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:02.735407] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:02.961481] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:03.178631] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:03.394762] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:03.613032] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:07:03.830202] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:04.051498] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:04.273101] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:07:04.503066] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:04.503253] [INFO ] [CONFIGURE ] CXE: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:07:04.503314] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9125 tests [2025-11-21T12:07:04.503365] [INFO ] [CONFIGURE ] CXE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:07:04.503410] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T12:07:04.725961] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:04.949696] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:05.189434] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:05.429852] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:05.673588] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:05.914256] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:07:06.159121] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:06.417690] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:06.662772] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:07:06.908918] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:06.909116] [INFO ] [CONFIGURE ] CXE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:07:06.909178] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9124 tests [2025-11-21T12:07:06.909245] [INFO ] [CONFIGURE ] CXE: Testing feature 20/29: add_price_rejection [2025-11-21T12:07:06.909290] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T12:07:07.172685] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:07.431226] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:07.686012] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:07.940604] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:08.194942] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:08.451571] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:07:08.710189] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:08.967120] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:09.220904] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:07:09.472045] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:09.472213] [INFO ] [CONFIGURE ] CXE: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T12:07:09.472271] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9123 tests [2025-11-21T12:07:09.472321] [INFO ] [CONFIGURE ] CXE: Testing feature 21/29: add_range_position [2025-11-21T12:07:09.472364] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T12:07:09.746004] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:10.021361] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:10.297845] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:10.577706] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:10.859530] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:11.147531] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:07:11.446788] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:11.744759] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:12.032457] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:07:12.318185] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:12.318375] [INFO ] [CONFIGURE ] CXE: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:07:12.318435] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9122 tests [2025-11-21T12:07:12.318483] [INFO ] [CONFIGURE ] CXE: Testing feature 22/29: add_realized_volatility [2025-11-21T12:07:12.318527] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T12:07:12.679092] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:13.041979] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:13.395788] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:13.763602] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:14.125585] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:14.486364] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:07:14.855766] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:15.226237] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:15.593870] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:07:15.957992] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:07:15.958193] [INFO ] [CONFIGURE ] CXE: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:07:15.958255] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9121 tests [2025-11-21T12:07:15.958304] [INFO ] [CONFIGURE ] CXE: Testing feature 23/29: add_recent_range_context [2025-11-21T12:07:15.958349] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T12:07:16.204113] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:16.468250] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:16.713856] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:16.939270] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:17.182485] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:17.427818] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:07:17.676825] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:17.930572] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:18.179475] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:07:18.428584] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:18.428788] [INFO ] [CONFIGURE ] CXE: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:07:18.428845] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9120 tests [2025-11-21T12:07:18.428892] [INFO ] [CONFIGURE ] CXE: Testing feature 24/29: add_rsi [2025-11-21T12:07:18.428944] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T12:07:18.723506] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:19.018963] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:19.329045] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:19.622317] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:19.920845] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:20.204797] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:07:20.479457] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:20.763456] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:21.064333] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:07:21.354838] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:21.355045] [INFO ] [CONFIGURE ] CXE: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:07:21.355117] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9119 tests [2025-11-21T12:07:21.355167] [INFO ] [CONFIGURE ] CXE: Testing feature 25/29: add_tick_distribution [2025-11-21T12:07:21.355212] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T12:07:21.591508] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:21.829828] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:22.068576] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:07:22.310955] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:22.554426] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:22.794675] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:07:23.039125] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:23.279306] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:23.522197] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:07:23.766731] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:23.766905] [INFO ] [CONFIGURE ] CXE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:07:23.766980] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9118 tests [2025-11-21T12:07:23.767033] [INFO ] [CONFIGURE ] CXE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:07:23.767081] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T12:07:24.023884] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:24.282188] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:24.538301] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:24.803127] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:25.053842] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:25.291254] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:07:25.537499] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:25.785938] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:26.032362] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:07:26.279182] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:26.279385] [INFO ] [CONFIGURE ] CXE: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:07:26.279440] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9117 tests [2025-11-21T12:07:26.279487] [INFO ] [CONFIGURE ] CXE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:07:26.279529] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T12:07:26.530260] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:07:26.798481] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:27.049863] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:27.300451] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:27.554189] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:27.822089] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:07:28.076182] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:28.334957] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:28.596227] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:07:28.852443] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:28.852626] [INFO ] [CONFIGURE ] CXE: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:07:28.852711] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9116 tests [2025-11-21T12:07:28.852759] [INFO ] [CONFIGURE ] CXE: Testing feature 28/29: add_volume_profile [2025-11-21T12:07:28.852803] [INFO ] [CONFIGURE ] CXE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T12:07:29.099703] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:07:29.350543] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:07:29.601269] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:07:29.855146] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:30.115353] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:07:30.375433] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:07:30.623887] [DEBUG] [FORECASTER] CXE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:07:30.874822] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:31.131043] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:07:31.390284] [DEBUG] [FORECASTER] CXE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:07:31.390448] [INFO ] [CONFIGURE ] CXE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T12:07:31.390506] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9115 tests [2025-11-21T12:07:31.390553] [INFO ] [CONFIGURE ] CXE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:07:31.390596] [INFO ] [CONFIGURE ] CXE: Best accuracy: 70.00% [2025-11-21T12:07:31.390638] [INFO ] [CONFIGURE ] CXE: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:07:31.390704] [INFO ] [CONFIGURE ] CXE: Improvement over baseline: 10.00% [2025-11-21T12:07:31.390742] [INFO ] [CONFIGURE ] CXE: Total time: 1.2 minutes [2025-11-21T12:07:31.390780] [INFO ] [CONFIGURE ] CXE: Average time per feature: 2.6 seconds [2025-11-21T12:07:31.390818] [INFO ] [CONFIGURE ] CXE: Average speed: 0.40 features/sec [2025-11-21T12:07:31.391243] [INFO ] [LOCAL ] Saved configuration for CXE: 2 features, 70.00% accuracy -> ./output/feature-sets/CXE.json [2025-11-21T12:07:31.391300] [INFO ] [CONFIGURE ] CXE: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T12:07:31.391349] [INFO ] [sig ] [413/723] Successfully configured CXE | 0.01 sym/s | Total: 9.6h | ETA: 7.2h [2025-11-21T12:07:31.391393] [INFO ] [sig ] [414/723] Configuring CXW... [2025-11-21T12:07:31.391433] [INFO ] [CONFIGURE ] CXW: Configurate test run. [2025-11-21T12:07:31.391473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'. [2025-11-21T12:07:31.500690] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CXW'. [2025-11-21T12:07:31.501392] [INFO ] [CONFIGURE ] CXW: Testing with 29 available features [2025-11-21T12:07:31.501466] [INFO ] [CONFIGURE ] CXW: Establishing baseline with no features... [2025-11-21T12:07:31.729014] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:31.925483] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:32.113914] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:07:32.333283] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:32.587499] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:32.802958] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:32.984026] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:07:33.164908] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:33.343674] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:07:33.528879] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:07:33.529035] [INFO ] [CONFIGURE ] CXW: Baseline score (no features): 60.00% [2025-11-21T12:07:33.529082] [INFO ] [CONFIGURE ] CXW: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:07:33.529119] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:07:33.743317] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:33.955045] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:34.170997] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:07:34.387796] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:34.628613] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:34.847912] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:35.065630] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:07:35.283831] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:35.502743] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:07:35.723887] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:07:35.724064] [INFO ] [CONFIGURE ] CXW: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:07:35.724114] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9114 tests [2025-11-21T12:07:35.724153] [INFO ] [CONFIGURE ] CXW: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:07:35.724189] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:07:35.954170] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:36.183358] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:36.414834] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:07:36.650405] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:36.867129] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:37.087232] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:37.308039] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:07:37.526741] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:37.747476] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:07:37.971689] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:37.971883] [INFO ] [CONFIGURE ] CXW: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T12:07:37.971937] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9113 tests [2025-11-21T12:07:37.971978] [INFO ] [CONFIGURE ] CXW: Testing feature 3/29: add_daily_returns [2025-11-21T12:07:37.972051] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:07:38.206677] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:38.432756] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:38.655244] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:07:38.879566] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:39.102369] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:07:39.328006] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:39.552958] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:07:39.789890] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:40.028124] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:07:40.272078] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:40.272262] [INFO ] [CONFIGURE ] CXW: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:07:40.272316] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9112 tests [2025-11-21T12:07:40.272371] [INFO ] [CONFIGURE ] CXW: Testing feature 4/29: add_ema [2025-11-21T12:07:40.272413] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T12:07:40.540359] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:40.806759] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:41.075304] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:07:41.338784] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:41.604804] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:41.896168] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:42.170507] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:07:42.439209] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:42.705359] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:07:42.970113] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:42.970294] [INFO ] [CONFIGURE ] CXW: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:07:42.970348] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9111 tests [2025-11-21T12:07:42.970396] [INFO ] [CONFIGURE ] CXW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:07:42.970432] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:07:43.221538] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:43.481779] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:43.751668] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:07:44.008509] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:07:44.259926] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:44.516810] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:44.775982] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:07:45.044784] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:07:45.302794] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:07:45.565906] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:45.566071] [INFO ] [CONFIGURE ] CXW: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T12:07:45.566129] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9110 tests [2025-11-21T12:07:45.566174] [INFO ] [CONFIGURE ] CXW: Testing feature 6/29: add_failed_moves [2025-11-21T12:07:45.566218] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T12:07:45.782936] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:46.002563] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:46.221176] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:07:46.438628] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:46.656170] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:46.875534] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:47.090826] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:07:47.307766] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:47.532200] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:07:47.752758] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:47.752921] [INFO ] [CONFIGURE ] CXW: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:07:47.752976] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9109 tests [2025-11-21T12:07:47.753026] [INFO ] [CONFIGURE ] CXW: Testing feature 7/29: add_lag_shelf [2025-11-21T12:07:47.753067] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T12:07:47.965151] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:48.186953] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:48.395320] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:07:48.602259] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:48.824997] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:49.040475] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:49.258603] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:07:49.483439] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:49.694727] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:07:49.904713] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:49.904888] [INFO ] [CONFIGURE ] CXW: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:07:49.904936] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9108 tests [2025-11-21T12:07:49.904974] [INFO ] [CONFIGURE ] CXW: Testing feature 8/29: add_macd [2025-11-21T12:07:49.905010] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T12:07:50.230852] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:50.546313] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:50.861159] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:07:51.181156] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:51.503021] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:51.839134] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:07:52.159096] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:07:52.481256] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:52.806199] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:07:53.129588] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:53.129796] [INFO ] [CONFIGURE ] CXW: DISCARDED add_macd (score: 70.00%) [2025-11-21T12:07:53.129855] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9107 tests [2025-11-21T12:07:53.129902] [INFO ] [CONFIGURE ] CXW: Testing feature 9/29: add_mfi [2025-11-21T12:07:53.129945] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T12:07:53.367352] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:53.611766] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:53.858255] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:07:54.092623] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:54.333910] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:54.574980] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:54.815229] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:07:55.069940] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:55.319054] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:07:55.566841] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:55.567035] [INFO ] [CONFIGURE ] CXW: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:07:55.567101] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9106 tests [2025-11-21T12:07:55.567168] [INFO ] [CONFIGURE ] CXW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:07:55.567212] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:07:55.875194] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:56.180607] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:07:56.496883] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:07:56.809103] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:07:57.131961] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:07:57.457615] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:07:57.781877] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:07:58.096846] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:07:58.415399] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:07:58.744597] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:07:58.744821] [INFO ] [CONFIGURE ] CXW: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:07:58.744904] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9105 tests [2025-11-21T12:07:58.744954] [INFO ] [CONFIGURE ] CXW: Testing feature 11/29: add_obv_daily [2025-11-21T12:07:58.744997] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T12:07:59.000051] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:07:59.257789] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:07:59.517789] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:07:59.780329] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:08:00.040697] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:00.305171] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:08:01.291681] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:01.714923] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:08:01.993853] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:02.269131] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:02.269393] [INFO ] [CONFIGURE ] CXW: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T12:08:02.269460] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9104 tests [2025-11-21T12:08:02.269513] [INFO ] [CONFIGURE ] CXW: Testing feature 12/29: add_obv_interval [2025-11-21T12:08:02.269560] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T12:08:02.527297] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:02.781382] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:03.043636] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:03.312871] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:03.592472] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:03.861848] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:04.119494] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:04.376991] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:04.630981] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:04.887696] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:04.887936] [INFO ] [CONFIGURE ] CXW: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T12:08:04.887997] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9103 tests [2025-11-21T12:08:04.888048] [INFO ] [CONFIGURE ] CXW: Testing feature 13/29: add_opening_strength [2025-11-21T12:08:04.888093] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:08:05.165483] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:05.438290] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:05.718340] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:05.997959] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:06.300286] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:06.593951] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:06.886118] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:08:07.199487] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:07.489376] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:07.775900] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:07.776186] [INFO ] [CONFIGURE ] CXW: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:08:07.776251] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9102 tests [2025-11-21T12:08:07.776302] [INFO ] [CONFIGURE ] CXW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:08:07.776349] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T12:08:08.055497] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:08.328840] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:08.629102] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:08.908736] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:09.189278] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:09.469560] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:09.739020] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:10.006768] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:10.280632] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:10.578943] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:10.579233] [INFO ] [CONFIGURE ] CXW: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T12:08:10.579303] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9101 tests [2025-11-21T12:08:10.579365] [INFO ] [CONFIGURE ] CXW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:08:10.579413] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T12:08:10.832924] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:11.095811] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:11.351704] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:08:11.599110] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:11.859235] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:12.119103] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:12.373726] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:12.628225] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:12.881051] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:13.156467] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:13.156729] [INFO ] [CONFIGURE ] CXW: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:08:13.156822] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9100 tests [2025-11-21T12:08:13.156875] [INFO ] [CONFIGURE ] CXW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:08:13.157010] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T12:08:13.423561] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:13.695207] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:13.980847] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:14.258730] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:14.539801] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:14.806340] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:15.075694] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:15.346776] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:15.638227] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:15.930064] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:15.930341] [INFO ] [CONFIGURE ] CXW: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:08:15.930403] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9099 tests [2025-11-21T12:08:15.930457] [INFO ] [CONFIGURE ] CXW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:08:15.930504] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T12:08:16.199596] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:16.444637] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:16.694391] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:16.932704] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:17.168879] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:17.407369] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:17.643489] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:17.884686] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:08:18.121210] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:18.360214] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:18.360396] [INFO ] [CONFIGURE ] CXW: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:08:18.360454] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9098 tests [2025-11-21T12:08:18.360501] [INFO ] [CONFIGURE ] CXW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:08:18.360542] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T12:08:18.598997] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:18.838793] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:19.080691] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:08:19.329786] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:19.551524] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:19.804898] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:20.109075] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:20.420795] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:20.666597] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:20.921057] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:20.921251] [INFO ] [CONFIGURE ] CXW: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:08:20.921314] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9097 tests [2025-11-21T12:08:20.921366] [INFO ] [CONFIGURE ] CXW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:08:20.921414] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T12:08:21.142717] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:21.362274] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:21.586816] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:21.811938] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:22.031859] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:22.252996] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:22.475782] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:22.697158] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:22.920982] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:23.145873] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:23.146056] [INFO ] [CONFIGURE ] CXW: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:08:23.146104] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9096 tests [2025-11-21T12:08:23.146143] [INFO ] [CONFIGURE ] CXW: Testing feature 20/29: add_price_rejection [2025-11-21T12:08:23.146178] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T12:08:23.388482] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:23.628935] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:23.879398] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:24.123609] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:24.363003] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:24.599709] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:24.837401] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:25.078858] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:25.319855] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:25.568473] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:25.568707] [INFO ] [CONFIGURE ] CXW: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:08:25.568761] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9095 tests [2025-11-21T12:08:25.568809] [INFO ] [CONFIGURE ] CXW: Testing feature 21/29: add_range_position [2025-11-21T12:08:25.568846] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T12:08:25.832349] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:26.088992] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:26.344609] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:08:26.608088] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:26.884782] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:27.150556] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:27.408909] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:27.704145] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:27.980069] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:28.260360] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:28.260563] [INFO ] [CONFIGURE ] CXW: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:08:28.260618] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9094 tests [2025-11-21T12:08:28.260685] [INFO ] [CONFIGURE ] CXW: Testing feature 22/29: add_realized_volatility [2025-11-21T12:08:28.260723] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T12:08:28.614391] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:28.969689] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:29.343879] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:29.715173] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:30.078828] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:30.430985] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:30.792617] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:31.152604] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:31.511193] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:31.901180] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:31.901427] [INFO ] [CONFIGURE ] CXW: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T12:08:31.901487] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9093 tests [2025-11-21T12:08:31.901533] [INFO ] [CONFIGURE ] CXW: Testing feature 23/29: add_recent_range_context [2025-11-21T12:08:31.901577] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T12:08:32.157430] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:32.413962] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:32.673033] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:32.926073] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:33.184814] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:33.433961] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:33.693935] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:33.954577] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:34.206868] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:34.460243] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:34.460438] [INFO ] [CONFIGURE ] CXW: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:08:34.460496] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9092 tests [2025-11-21T12:08:34.460542] [INFO ] [CONFIGURE ] CXW: Testing feature 24/29: add_rsi [2025-11-21T12:08:34.460587] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T12:08:34.758197] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:35.054534] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:35.356189] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:35.655572] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:35.954946] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:36.265316] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:36.571214] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:36.877896] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:37.185620] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:37.484743] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:37.484912] [INFO ] [CONFIGURE ] CXW: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:08:37.484970] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9091 tests [2025-11-21T12:08:37.485019] [INFO ] [CONFIGURE ] CXW: Testing feature 25/29: add_tick_distribution [2025-11-21T12:08:37.485062] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T12:08:37.721417] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:37.949750] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:38.172709] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:38.400353] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:38.627996] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:38.857607] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:39.083594] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:39.311258] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:08:39.547535] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:39.783513] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:39.783714] [INFO ] [CONFIGURE ] CXW: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:08:39.783774] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9090 tests [2025-11-21T12:08:39.783821] [INFO ] [CONFIGURE ] CXW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:08:39.783862] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T12:08:40.005824] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:40.227043] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:40.451498] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:40.676279] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:40.908440] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:41.126076] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:41.369413] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:41.620191] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:41.850411] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:42.098591] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:42.098816] [INFO ] [CONFIGURE ] CXW: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T12:08:42.098878] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9089 tests [2025-11-21T12:08:42.098929] [INFO ] [CONFIGURE ] CXW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:08:42.098974] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T12:08:42.366069] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:42.620131] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:42.868549] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:43.119832] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:43.376402] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:43.629480] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:43.888995] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:44.143507] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:44.398292] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:44.654699] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:44.654870] [INFO ] [CONFIGURE ] CXW: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:08:44.654927] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9088 tests [2025-11-21T12:08:44.654973] [INFO ] [CONFIGURE ] CXW: Testing feature 28/29: add_volume_profile [2025-11-21T12:08:44.655015] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T12:08:44.927411] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:45.200752] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:45.467436] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:45.734853] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:46.001081] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:46.257175] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:46.505637] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:46.754074] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:47.010089] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:08:47.260704] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:47.260880] [INFO ] [CONFIGURE ] CXW: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T12:08:47.260945] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9087 tests [2025-11-21T12:08:47.261024] [INFO ] [CONFIGURE ] CXW: Testing feature 29/29: add_vwap [2025-11-21T12:08:47.261079] [INFO ] [CONFIGURE ] CXW: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T12:08:47.515084] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:08:47.772357] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:48.029949] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:48.274489] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:08:48.541663] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:48.784142] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:08:49.027313] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:49.303018] [DEBUG] [FORECASTER] CXW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:49.565714] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:49.841013] [DEBUG] [FORECASTER] CXW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:08:49.841227] [INFO ] [CONFIGURE ] CXW: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:08:49.841288] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9086 tests [2025-11-21T12:08:49.841337] [INFO ] [CONFIGURE ] CXW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:08:49.841379] [INFO ] [CONFIGURE ] CXW: Best accuracy: 70.00% [2025-11-21T12:08:49.841422] [INFO ] [CONFIGURE ] CXW: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T12:08:49.841462] [INFO ] [CONFIGURE ] CXW: Improvement over baseline: 10.00% [2025-11-21T12:08:49.841499] [INFO ] [CONFIGURE ] CXW: Total time: 1.3 minutes [2025-11-21T12:08:49.841536] [INFO ] [CONFIGURE ] CXW: Average time per feature: 2.6 seconds [2025-11-21T12:08:49.841574] [INFO ] [CONFIGURE ] CXW: Average speed: 0.38 features/sec [2025-11-21T12:08:49.842071] [INFO ] [LOCAL ] Saved configuration for CXW: 1 features, 70.00% accuracy -> ./output/feature-sets/CXW.json [2025-11-21T12:08:49.842131] [INFO ] [CONFIGURE ] CXW: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T12:08:49.842180] [INFO ] [sig ] [414/723] Successfully configured CXW | 0.01 sym/s | Total: 9.6h | ETA: 7.2h [2025-11-21T12:08:49.842227] [INFO ] [sig ] [415/723] Configuring CYD... [2025-11-21T12:08:49.842266] [INFO ] [CONFIGURE ] CYD: Configurate test run. [2025-11-21T12:08:49.842306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-11-21T12:08:50.057769] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CYD'. [2025-11-21T12:08:50.058199] [INFO ] [CONFIGURE ] CYD: Testing with 29 available features [2025-11-21T12:08:50.058263] [INFO ] [CONFIGURE ] CYD: Establishing baseline with no features... [2025-11-21T12:08:50.276718] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:08:50.480881] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:08:50.677352] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:50.873312] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:08:51.066270] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:51.259387] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:08:51.455241] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:51.658509] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:08:51.855762] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:52.054339] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:08:52.054492] [INFO ] [CONFIGURE ] CYD: Baseline score (no features): 50.00% [2025-11-21T12:08:52.054541] [INFO ] [CONFIGURE ] CYD: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:08:52.054580] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:08:52.292139] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:08:52.526174] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:08:52.756485] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:52.987370] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:08:53.216617] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:53.446848] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:08:53.653816] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:53.867071] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:08:54.077954] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:54.284495] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:08:54.284695] [INFO ] [CONFIGURE ] CYD: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:08:54.284781] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9085 tests [2025-11-21T12:08:54.284832] [INFO ] [CONFIGURE ] CYD: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:08:54.284878] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:08:54.520220] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:08:54.751514] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:54.980209] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:55.207320] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:08:55.447531] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:55.685704] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:08:55.933399] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:56.163614] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:08:56.400195] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:56.647128] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:08:56.647322] [INFO ] [CONFIGURE ] CYD: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T12:08:56.647371] [INFO ] [CONFIGURE ] JOB ETA: 7.2h | Avg: 2.8s/test | Remaining: 9084 tests [2025-11-21T12:08:56.647408] [INFO ] [CONFIGURE ] CYD: Testing feature 3/29: add_daily_returns [2025-11-21T12:08:56.647443] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:08:56.919239] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:08:57.167967] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:08:57.415744] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:08:57.669868] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:08:57.928320] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:08:58.182405] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:08:58.441370] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:08:58.709553] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:08:58.966072] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:08:59.220799] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:08:59.221001] [INFO ] [CONFIGURE ] CYD: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:08:59.221067] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9083 tests [2025-11-21T12:08:59.221113] [INFO ] [CONFIGURE ] CYD: Testing feature 4/29: add_ema [2025-11-21T12:08:59.221158] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T12:08:59.516115] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:08:59.802470] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:00.080344] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:00.349637] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:00.676189] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:01.672008] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:01.984954] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:09:02.301066] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:09:02.605534] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:02.902266] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:02.902486] [INFO ] [CONFIGURE ] CYD: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:09:02.902545] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9082 tests [2025-11-21T12:09:02.902598] [INFO ] [CONFIGURE ] CYD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:09:02.902666] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:09:03.184567] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:03.464340] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:03.748928] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:04.033527] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:04.315721] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:04.599113] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:04.892952] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:09:05.186278] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:05.481621] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:05.766748] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:05.766962] [INFO ] [CONFIGURE ] CYD: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:09:05.767053] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9081 tests [2025-11-21T12:09:05.767106] [INFO ] [CONFIGURE ] CYD: Testing feature 6/29: add_failed_moves [2025-11-21T12:09:05.767192] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T12:09:05.996075] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:06.211826] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:09:06.430276] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:06.660454] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:06.893557] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:07.128966] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:07.346873] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:09:07.560247] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:09:07.774952] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:07.992745] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:07.992938] [INFO ] [CONFIGURE ] CYD: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T12:09:07.992993] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9080 tests [2025-11-21T12:09:07.993035] [INFO ] [CONFIGURE ] CYD: Testing feature 7/29: add_lag_shelf [2025-11-21T12:09:07.993076] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T12:09:08.197085] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:08.406801] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:08.613375] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:08.828045] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:09.048452] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:09.261236] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:09.470749] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:09:09.679568] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:09.896378] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:10.106871] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:10.107196] [INFO ] [CONFIGURE ] CYD: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:09:10.107315] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9079 tests [2025-11-21T12:09:10.107403] [INFO ] [CONFIGURE ] CYD: Testing feature 8/29: add_macd [2025-11-21T12:09:10.107479] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T12:09:10.423570] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:10.742924] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:11.069855] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:11.382311] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:09:11.701363] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:12.054286] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:09:12.418879] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:12.828249] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:13.240278] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:13.585026] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:13.585249] [INFO ] [CONFIGURE ] CYD: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:09:13.585316] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9078 tests [2025-11-21T12:09:13.585373] [INFO ] [CONFIGURE ] CYD: Testing feature 9/29: add_mfi [2025-11-21T12:09:13.585423] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T12:09:13.830691] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:14.089522] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:09:14.331917] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:14.571108] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:14.805530] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:15.037283] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:15.272270] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:09:15.506218] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:09:15.766610] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:16.027814] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:16.028010] [INFO ] [CONFIGURE ] CYD: DISCARDED add_mfi (score: 40.00%) [2025-11-21T12:09:16.028068] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9077 tests [2025-11-21T12:09:16.028115] [INFO ] [CONFIGURE ] CYD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:09:16.028162] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:09:16.351388] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:16.701894] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:17.051674] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:17.397523] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:17.749620] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:18.098206] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:18.446072] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:09:18.797378] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:19.144625] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:19.501564] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:19.501769] [INFO ] [CONFIGURE ] CYD: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:09:19.501831] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9076 tests [2025-11-21T12:09:19.501877] [INFO ] [CONFIGURE ] CYD: Testing feature 11/29: add_obv_daily [2025-11-21T12:09:19.501920] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T12:09:19.770623] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:20.036178] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:20.302486] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:20.567563] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:20.837856] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:21.104897] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:21.376537] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:21.641555] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:21.918342] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:09:22.190781] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:22.191013] [INFO ] [CONFIGURE ] CYD: KEPT add_obv_daily (score: 70.00%) [2025-11-21T12:09:22.191069] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9075 tests [2025-11-21T12:09:22.191116] [INFO ] [CONFIGURE ] CYD: Testing feature 12/29: add_obv_interval [2025-11-21T12:09:22.191161] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T12:09:22.471936] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:22.770252] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:23.064504] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:09:23.352035] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:23.639551] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:23.941842] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:24.231594] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:24.517905] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:24.809509] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:25.089759] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:25.089956] [INFO ] [CONFIGURE ] CYD: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:09:25.090013] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9074 tests [2025-11-21T12:09:25.090063] [INFO ] [CONFIGURE ] CYD: Testing feature 13/29: add_opening_strength [2025-11-21T12:09:25.090107] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:09:25.382222] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:09:25.684155] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:25.995422] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:26.290970] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:26.589721] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:26.884383] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:27.188191] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:27.494932] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:27.794815] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:09:28.103906] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:28.104145] [INFO ] [CONFIGURE ] CYD: KEPT add_opening_strength (score: 80.00%) [2025-11-21T12:09:28.104207] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9073 tests [2025-11-21T12:09:28.104257] [INFO ] [CONFIGURE ] CYD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:09:28.104301] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T12:09:28.432951] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:28.756125] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:29.095715] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:29.420192] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:29.746984] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:30.080136] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:30.383279] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:30.683081] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:30.990911] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:31.298639] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:31.298888] [INFO ] [CONFIGURE ] CYD: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:09:31.298945] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9072 tests [2025-11-21T12:09:31.298992] [INFO ] [CONFIGURE ] CYD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:09:31.299035] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T12:09:31.591291] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:31.892183] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:32.195340] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:09:32.484686] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:32.773940] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:33.101981] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:33.412165] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:09:33.724313] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:34.031895] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:34.334169] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:34.334342] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:09:34.334398] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9071 tests [2025-11-21T12:09:34.334444] [INFO ] [CONFIGURE ] CYD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:09:34.334487] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T12:09:34.641928] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:34.953066] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:35.264190] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:09:35.577987] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:35.888726] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:36.199483] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:36.506122] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:36.816322] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:37.138094] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:09:37.456293] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:37.456485] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:09:37.456541] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9070 tests [2025-11-21T12:09:37.456587] [INFO ] [CONFIGURE ] CYD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:09:37.456629] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T12:09:37.750911] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:38.063201] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:38.372712] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:09:38.681660] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:38.995545] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:39.294362] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:39.592450] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:39.894005] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:40.224565] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:40.552759] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:40.552930] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:09:40.552988] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9069 tests [2025-11-21T12:09:40.553037] [INFO ] [CONFIGURE ] CYD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:09:40.553081] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T12:09:40.867886] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:09:41.209973] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:41.535173] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:09:41.871498] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:42.168841] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:42.467738] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:42.772456] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:43.081216] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:43.389800] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:43.687407] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:43.687584] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:09:43.687658] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9068 tests [2025-11-21T12:09:43.687708] [INFO ] [CONFIGURE ] CYD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:09:43.687753] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T12:09:43.983682] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:44.280530] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:44.572242] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:44.892963] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:45.184596] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:45.475078] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:45.765991] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:46.057577] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:46.356135] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:09:46.651684] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:46.651856] [INFO ] [CONFIGURE ] CYD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:09:46.651919] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9067 tests [2025-11-21T12:09:46.651966] [INFO ] [CONFIGURE ] CYD: Testing feature 20/29: add_price_rejection [2025-11-21T12:09:46.652008] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T12:09:46.963960] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:09:47.319731] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:47.651887] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:09:47.997426] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:48.338742] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:09:48.669714] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:49.007876] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:49.342445] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:09:49.677288] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:50.029811] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:50.030036] [INFO ] [CONFIGURE ] CYD: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T12:09:50.030120] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9066 tests [2025-11-21T12:09:50.030180] [INFO ] [CONFIGURE ] CYD: Testing feature 21/29: add_range_position [2025-11-21T12:09:50.030216] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T12:09:50.399563] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:50.763810] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:09:51.134532] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:09:51.495591] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:51.852322] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:52.235439] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:52.598782] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:09:52.986785] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:53.374804] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:53.776818] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:53.777069] [INFO ] [CONFIGURE ] CYD: DISCARDED add_range_position (score: 40.00%) [2025-11-21T12:09:53.777143] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9065 tests [2025-11-21T12:09:53.777195] [INFO ] [CONFIGURE ] CYD: Testing feature 22/29: add_realized_volatility [2025-11-21T12:09:53.777241] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T12:09:54.235183] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:54.680745] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:55.114157] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:09:55.540591] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:55.946709] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:09:56.347954] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:09:56.753917] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:09:57.188696] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:09:57.634886] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:09:58.076733] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:09:58.076955] [INFO ] [CONFIGURE ] CYD: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:09:58.077017] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9064 tests [2025-11-21T12:09:58.077065] [INFO ] [CONFIGURE ] CYD: Testing feature 23/29: add_recent_range_context [2025-11-21T12:09:58.077108] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T12:09:58.405292] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:09:58.732343] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:09:59.054965] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:09:59.375611] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:09:59.704385] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:10:00.056212] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:00.423184] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:10:01.497202] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:10:01.897605] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:10:02.228268] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:10:02.228466] [INFO ] [CONFIGURE ] CYD: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:10:02.228525] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9063 tests [2025-11-21T12:10:02.228575] [INFO ] [CONFIGURE ] CYD: Testing feature 24/29: add_rsi [2025-11-21T12:10:02.228622] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T12:10:02.592520] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:10:02.955224] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:03.317808] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:10:03.681553] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:10:04.051249] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:10:04.399869] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:04.766093] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:10:05.136240] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:10:05.505788] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:10:05.852979] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:10:05.853161] [INFO ] [CONFIGURE ] CYD: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:10:05.853218] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9062 tests [2025-11-21T12:10:05.853266] [INFO ] [CONFIGURE ] CYD: Testing feature 25/29: add_tick_distribution [2025-11-21T12:10:05.853308] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T12:10:06.152264] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:10:06.460363] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:06.759226] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:10:07.052027] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:10:07.356532] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:10:07.670266] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:07.988633] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:10:08.313286] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:10:08.631764] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:10:08.935529] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:10:08.935772] [INFO ] [CONFIGURE ] CYD: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:10:08.935833] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9061 tests [2025-11-21T12:10:08.935879] [INFO ] [CONFIGURE ] CYD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:10:08.935921] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T12:10:09.220884] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:10:09.535006] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:09.848132] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:10:10.155002] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:10:10.468212] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:10:10.798996] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:11.114839] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:10:11.433758] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:10:11.768161] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:10:12.096563] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:10:12.096794] [INFO ] [CONFIGURE ] CYD: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:10:12.096858] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9060 tests [2025-11-21T12:10:12.096908] [INFO ] [CONFIGURE ] CYD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:10:12.096974] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T12:10:12.467311] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:10:12.807448] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:13.152475] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:10:13.503884] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:10:13.844338] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:10:14.158947] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:14.481844] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:10:14.800383] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:10:15.123366] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:10:15.443924] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:10:15.444107] [INFO ] [CONFIGURE ] CYD: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T12:10:15.444165] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9059 tests [2025-11-21T12:10:15.444212] [INFO ] [CONFIGURE ] CYD: Testing feature 28/29: add_volume_profile [2025-11-21T12:10:15.444256] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T12:10:15.748953] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:10:16.057996] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:16.362842] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:10:16.672381] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:10:16.984086] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:10:17.290936] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:17.602844] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:10:17.932050] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:10:18.248922] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:10:18.576156] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:10:18.576331] [INFO ] [CONFIGURE ] CYD: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:10:18.576389] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9058 tests [2025-11-21T12:10:18.576436] [INFO ] [CONFIGURE ] CYD: Testing feature 29/29: add_vwap [2025-11-21T12:10:18.576479] [INFO ] [CONFIGURE ] CYD: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T12:10:18.891665] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:10:19.201793] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:19.515667] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:10:19.832607] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:10:20.157722] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:10:20.502123] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:20.852387] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:10:21.197134] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:10:21.532875] [DEBUG] [FORECASTER] CYD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:10:21.878209] [DEBUG] [FORECASTER] CYD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:10:21.878380] [INFO ] [CONFIGURE ] CYD: DISCARDED add_vwap (score: 40.00%) [2025-11-21T12:10:21.878440] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9057 tests [2025-11-21T12:10:21.878489] [INFO ] [CONFIGURE ] CYD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:10:21.878531] [INFO ] [CONFIGURE ] CYD: Best accuracy: 80.00% [2025-11-21T12:10:21.878575] [INFO ] [CONFIGURE ] CYD: Best feature set (4 features): ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:10:21.878616] [INFO ] [CONFIGURE ] CYD: Improvement over baseline: 30.00% [2025-11-21T12:10:21.878682] [INFO ] [CONFIGURE ] CYD: Total time: 1.5 minutes [2025-11-21T12:10:21.878725] [INFO ] [CONFIGURE ] CYD: Average time per feature: 3.1 seconds [2025-11-21T12:10:21.878764] [INFO ] [CONFIGURE ] CYD: Average speed: 0.32 features/sec [2025-11-21T12:10:21.879123] [INFO ] [LOCAL ] Saved configuration for CYD: 4 features, 80.00% accuracy -> ./output/feature-sets/CYD.json [2025-11-21T12:10:21.879180] [INFO ] [CONFIGURE ] CYD: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T12:10:21.879229] [INFO ] [sig ] [415/723] Successfully configured CYD | 0.01 sym/s | Total: 9.6h | ETA: 7.1h [2025-11-21T12:10:21.879279] [INFO ] [sig ] [416/723] Configuring D... [2025-11-21T12:10:21.879320] [INFO ] [CONFIGURE ] D: Configurate test run. [2025-11-21T12:10:21.879362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'. [2025-11-21T12:10:21.956188] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'D'. [2025-11-21T12:10:21.956707] [INFO ] [CONFIGURE ] D: Testing with 29 available features [2025-11-21T12:10:21.956786] [INFO ] [CONFIGURE ] D: Establishing baseline with no features... [2025-11-21T12:10:22.124722] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:22.300865] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:22.479891] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:22.651182] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:22.822946] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:23.000084] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:23.166209] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:10:23.333329] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:23.503867] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:10:23.672890] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:23.673046] [INFO ] [CONFIGURE ] D: Baseline score (no features): 20.00% [2025-11-21T12:10:23.673092] [INFO ] [CONFIGURE ] D: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:10:23.673129] [INFO ] [CONFIGURE ] D: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:10:23.883819] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:24.086578] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:24.291882] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:24.497012] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:10:24.702289] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:24.912204] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:25.119593] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:10:25.325262] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:25.533514] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:25.743558] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:25.743770] [INFO ] [CONFIGURE ] D: DISCARDED add_bollinger_bands (score: 0.00%) [2025-11-21T12:10:25.743838] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9056 tests [2025-11-21T12:10:25.743888] [INFO ] [CONFIGURE ] D: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:10:25.743934] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:10:25.956092] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:26.166233] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:26.381540] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:26.592600] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:26.811724] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:10:27.029763] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:27.256515] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:10:27.485065] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:27.694398] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:27.907161] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:27.907338] [INFO ] [CONFIGURE ] D: KEPT add_cumulative_delta (score: 30.00%) [2025-11-21T12:10:27.907387] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9055 tests [2025-11-21T12:10:27.907425] [INFO ] [CONFIGURE ] D: Testing feature 3/29: add_daily_returns [2025-11-21T12:10:27.907461] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:10:28.132253] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:28.361724] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:28.582326] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:28.808888] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:29.030426] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:10:29.242456] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:29.458075] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:10:29.674362] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:29.922075] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:30.168344] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:30.168536] [INFO ] [CONFIGURE ] D: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T12:10:30.168583] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9054 tests [2025-11-21T12:10:30.168621] [INFO ] [CONFIGURE ] D: Testing feature 4/29: add_ema [2025-11-21T12:10:30.168677] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T12:10:30.447702] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:30.729668] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:31.014423] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:31.285375] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:31.551382] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:31.811521] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:32.069134] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:10:32.325793] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:32.600739] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:32.864223] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:32.864407] [INFO ] [CONFIGURE ] D: DISCARDED add_ema (score: 10.00%) [2025-11-21T12:10:32.864470] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9053 tests [2025-11-21T12:10:32.864519] [INFO ] [CONFIGURE ] D: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:10:32.864564] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:10:33.113794] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:33.371186] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:33.614127] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:33.863985] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:34.114439] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:34.365553] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:34.623355] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:10:34.885822] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:35.145303] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:35.403973] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:35.404168] [INFO ] [CONFIGURE ] D: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T12:10:35.404226] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9052 tests [2025-11-21T12:10:35.404274] [INFO ] [CONFIGURE ] D: Testing feature 6/29: add_failed_moves [2025-11-21T12:10:35.404317] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T12:10:35.616145] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:35.827284] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:36.053188] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:36.278427] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:36.497211] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:10:36.712925] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:36.925268] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:10:37.140151] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:37.352575] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:37.574098] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:37.574282] [INFO ] [CONFIGURE ] D: DISCARDED add_failed_moves (score: 20.00%) [2025-11-21T12:10:37.574339] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9051 tests [2025-11-21T12:10:37.574382] [INFO ] [CONFIGURE ] D: Testing feature 7/29: add_lag_shelf [2025-11-21T12:10:37.574427] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T12:10:37.779694] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:37.984591] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:38.186520] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:38.392319] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:38.597202] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:10:38.804091] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:39.008464] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:10:39.212748] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:39.415289] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:39.628927] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:39.629143] [INFO ] [CONFIGURE ] D: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T12:10:39.629230] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9050 tests [2025-11-21T12:10:39.629280] [INFO ] [CONFIGURE ] D: Testing feature 8/29: add_macd [2025-11-21T12:10:39.629325] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T12:10:39.944559] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:40.260594] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:40.578706] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:40.897264] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:41.230064] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:41.556318] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:41.874605] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:10:42.180933] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:42.489744] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:42.813067] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:42.813249] [INFO ] [CONFIGURE ] D: KEPT add_macd (score: 40.00%) [2025-11-21T12:10:42.813306] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9049 tests [2025-11-21T12:10:42.813347] [INFO ] [CONFIGURE ] D: Testing feature 9/29: add_mfi [2025-11-21T12:10:42.813394] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T12:10:43.144130] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:43.479394] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:43.809328] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:44.150605] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:44.505982] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:44.850952] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:45.192034] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:10:45.522300] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:45.857418] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:46.202982] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:46.203180] [INFO ] [CONFIGURE ] D: DISCARDED add_mfi (score: 30.00%) [2025-11-21T12:10:46.203240] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9048 tests [2025-11-21T12:10:46.203281] [INFO ] [CONFIGURE ] D: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:10:46.203327] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:10:46.610257] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:47.020977] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:10:47.442085] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:47.898293] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:48.344308] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:48.775565] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:49.214244] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:10:49.655672] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:50.094010] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:50.530127] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:50.530360] [INFO ] [CONFIGURE ] D: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:10:50.530431] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9047 tests [2025-11-21T12:10:50.530486] [INFO ] [CONFIGURE ] D: Testing feature 11/29: add_obv_daily [2025-11-21T12:10:50.530557] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T12:10:50.885717] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:10:51.233364] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:51.578573] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:51.933056] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:52.281226] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:52.643211] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:53.010161] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:10:53.363502] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:53.709393] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:54.062688] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:10:54.062901] [INFO ] [CONFIGURE ] D: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T12:10:54.062962] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9046 tests [2025-11-21T12:10:54.063014] [INFO ] [CONFIGURE ] D: Testing feature 12/29: add_obv_interval [2025-11-21T12:10:54.063058] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T12:10:54.387503] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:10:54.729726] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:55.051807] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:55.376758] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:10:55.702635] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:56.029215] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:10:56.349196] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:10:56.673251] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:10:57.008719] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:10:57.342668] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:10:57.342894] [INFO ] [CONFIGURE ] D: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:10:57.342975] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9045 tests [2025-11-21T12:10:57.343066] [INFO ] [CONFIGURE ] D: Testing feature 13/29: add_opening_strength [2025-11-21T12:10:57.343137] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:10:57.743939] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:10:58.110150] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:10:58.488297] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:10:58.854990] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:10:59.219873] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:10:59.582999] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:10:59.953538] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:00.331723] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:00.745867] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:01.967814] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:01.968040] [INFO ] [CONFIGURE ] D: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T12:11:01.968111] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9044 tests [2025-11-21T12:11:01.968171] [INFO ] [CONFIGURE ] D: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:11:01.968224] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T12:11:02.318858] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:02.681302] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:03.015443] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:03.343855] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:03.686664] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:04.022319] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:04.366536] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:11:04.706281] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:05.065431] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:05.471896] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:05.472089] [INFO ] [CONFIGURE ] D: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T12:11:05.472148] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9043 tests [2025-11-21T12:11:05.472199] [INFO ] [CONFIGURE ] D: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:11:05.472247] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T12:11:05.806856] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:06.131233] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:06.466718] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:06.801108] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:07.114261] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:07.430258] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:11:07.749471] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:11:08.075455] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:08.409207] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:08.736721] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:08.736908] [INFO ] [CONFIGURE ] D: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T12:11:08.737011] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9042 tests [2025-11-21T12:11:08.737062] [INFO ] [CONFIGURE ] D: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:11:08.737107] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T12:11:09.098788] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:11:09.476051] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:09.921633] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:10.382483] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:10.720627] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:11.044927] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:11:11.384915] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:11.700622] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:12.039090] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:12.357408] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:12.357614] [INFO ] [CONFIGURE ] D: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:11:12.357698] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9041 tests [2025-11-21T12:11:12.357753] [INFO ] [CONFIGURE ] D: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:11:12.357802] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T12:11:12.693766] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:11:13.054964] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:11:13.429828] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:13.755590] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:14.092303] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:14.429957] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:14.764514] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:11:15.129388] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:15.456906] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:15.812973] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:15.813228] [INFO ] [CONFIGURE ] D: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T12:11:15.813316] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9040 tests [2025-11-21T12:11:15.813377] [INFO ] [CONFIGURE ] D: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:11:15.813432] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T12:11:16.133661] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:16.446037] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:16.765055] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:17.069348] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:17.382249] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:11:17.698342] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:18.003809] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:18.307315] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:18.613338] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:18.920840] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:18.921071] [INFO ] [CONFIGURE ] D: KEPT add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:11:18.921132] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9039 tests [2025-11-21T12:11:18.921180] [INFO ] [CONFIGURE ] D: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:11:18.921225] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T12:11:19.216527] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:19.527011] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:19.829288] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:20.126383] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:20.467386] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:11:20.811410] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:21.142139] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:21.450008] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:21.763676] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:22.085883] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:22.086066] [INFO ] [CONFIGURE ] D: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T12:11:22.086122] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9038 tests [2025-11-21T12:11:22.086162] [INFO ] [CONFIGURE ] D: Testing feature 20/29: add_price_rejection [2025-11-21T12:11:22.086206] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T12:11:22.431106] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:11:22.800552] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:23.171631] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:23.519021] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:23.882408] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:24.264368] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:24.623350] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:11:24.973853] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:25.324561] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:25.674879] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:11:25.675082] [INFO ] [CONFIGURE ] D: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T12:11:25.675140] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9037 tests [2025-11-21T12:11:25.675179] [INFO ] [CONFIGURE ] D: Testing feature 21/29: add_range_position [2025-11-21T12:11:25.675222] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T12:11:26.016017] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:26.382357] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:11:26.769443] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:27.120448] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:27.503749] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:27.869211] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:28.222537] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:11:28.583022] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:28.931740] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:29.285373] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:29.285565] [INFO ] [CONFIGURE ] D: DISCARDED add_range_position (score: 20.00%) [2025-11-21T12:11:29.285624] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9036 tests [2025-11-21T12:11:29.285702] [INFO ] [CONFIGURE ] D: Testing feature 22/29: add_realized_volatility [2025-11-21T12:11:29.285753] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T12:11:29.720018] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:30.156698] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:30.589032] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:31.035166] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:31.495247] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:31.928821] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:32.364024] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:32.819329] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:33.293800] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:33.746296] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:33.746479] [INFO ] [CONFIGURE ] D: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:11:33.746536] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9035 tests [2025-11-21T12:11:33.746583] [INFO ] [CONFIGURE ] D: Testing feature 23/29: add_recent_range_context [2025-11-21T12:11:33.746627] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T12:11:34.095859] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:11:34.441340] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:11:34.789588] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:35.139365] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:35.498084] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:35.860433] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:36.212411] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:36.582958] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:36.943486] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:37.319700] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:37.319931] [INFO ] [CONFIGURE ] D: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T12:11:37.320038] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9034 tests [2025-11-21T12:11:37.320106] [INFO ] [CONFIGURE ] D: Testing feature 24/29: add_rsi [2025-11-21T12:11:37.320173] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T12:11:37.714379] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:11:38.082549] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:38.450057] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:38.816144] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:39.215561] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:39.594920] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:39.976689] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:40.356983] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:40.739629] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:41.105418] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:41.105600] [INFO ] [CONFIGURE ] D: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:11:41.105677] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9033 tests [2025-11-21T12:11:41.105725] [INFO ] [CONFIGURE ] D: Testing feature 25/29: add_tick_distribution [2025-11-21T12:11:41.105770] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T12:11:41.423917] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:41.754486] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:42.083247] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:42.428034] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:11:42.785110] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:43.106735] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:43.429976] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:11:43.764795] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:44.108770] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:44.468459] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:44.468686] [INFO ] [CONFIGURE ] D: DISCARDED add_tick_distribution (score: 20.00%) [2025-11-21T12:11:44.468747] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9032 tests [2025-11-21T12:11:44.468797] [INFO ] [CONFIGURE ] D: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:11:44.468845] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T12:11:44.818695] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:45.160928] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:11:45.489927] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:45.819387] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:46.161548] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:46.532054] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:46.890617] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:47.254451] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:47.601301] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:47.952527] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:47.952741] [INFO ] [CONFIGURE ] D: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T12:11:47.952803] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9031 tests [2025-11-21T12:11:47.952852] [INFO ] [CONFIGURE ] D: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:11:47.952896] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T12:11:48.305249] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:11:48.669343] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:11:49.042612] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:49.397437] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:49.762047] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:50.125163] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:50.484096] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:11:50.862601] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:51.254887] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:51.638067] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:51.638369] [INFO ] [CONFIGURE ] D: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:11:51.638456] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9030 tests [2025-11-21T12:11:51.638524] [INFO ] [CONFIGURE ] D: Testing feature 28/29: add_volume_profile [2025-11-21T12:11:51.638573] [INFO ] [CONFIGURE ] D: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T12:11:52.005107] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:11:52.397580] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:11:52.783894] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:11:53.170176] [DEBUG] [FORECASTER] D: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:53.587302] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:53.955844] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:11:54.335470] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:11:54.742675] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:11:55.105835] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:11:55.467813] [DEBUG] [FORECASTER] D: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:11:55.468088] [INFO ] [CONFIGURE ] D: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T12:11:55.468152] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9029 tests [2025-11-21T12:11:55.468289] [INFO ] [CONFIGURE ] D: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:11:55.468341] [INFO ] [CONFIGURE ] D: Best accuracy: 50.00% [2025-11-21T12:11:55.468384] [INFO ] [CONFIGURE ] D: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T12:11:55.468425] [INFO ] [CONFIGURE ] D: Improvement over baseline: 30.00% [2025-11-21T12:11:55.468464] [INFO ] [CONFIGURE ] D: Total time: 1.5 minutes [2025-11-21T12:11:55.468502] [INFO ] [CONFIGURE ] D: Average time per feature: 3.3 seconds [2025-11-21T12:11:55.468540] [INFO ] [CONFIGURE ] D: Average speed: 0.32 features/sec [2025-11-21T12:11:55.469067] [INFO ] [LOCAL ] Saved configuration for D: 4 features, 50.00% accuracy -> ./output/feature-sets/D.json [2025-11-21T12:11:55.469149] [INFO ] [CONFIGURE ] D: Configuration saved successfully: 4 features, 50.00% accuracy. [2025-11-21T12:11:55.469207] [INFO ] [sig ] [416/723] Successfully configured D | 0.01 sym/s | Total: 9.6h | ETA: 7.1h [2025-11-21T12:11:55.469254] [INFO ] [sig ] [417/723] Configuring DAL... [2025-11-21T12:11:55.469296] [INFO ] [CONFIGURE ] DAL: Configurate test run. [2025-11-21T12:11:55.469337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-11-21T12:11:55.518587] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAL'. [2025-11-21T12:11:55.519326] [INFO ] [CONFIGURE ] DAL: Testing with 29 available features [2025-11-21T12:11:55.519446] [INFO ] [CONFIGURE ] DAL: Establishing baseline with no features... [2025-11-21T12:11:55.721246] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:11:55.919599] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:11:56.115845] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:11:56.321284] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:56.546606] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:56.757160] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:57.006822] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:11:57.254241] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:11:57.485712] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:11:57.685921] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:11:57.686097] [INFO ] [CONFIGURE ] DAL: Baseline score (no features): 50.00% [2025-11-21T12:11:57.686145] [INFO ] [CONFIGURE ] DAL: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:11:57.686183] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:11:57.904961] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:11:58.123719] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:11:58.336159] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:11:58.554581] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:11:58.766734] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:11:58.981797] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:11:59.200310] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:11:59.414130] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:11:59.626752] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:11:59.856625] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:11:59.857024] [INFO ] [CONFIGURE ] DAL: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T12:11:59.857146] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9028 tests [2025-11-21T12:11:59.857232] [INFO ] [CONFIGURE ] DAL: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:11:59.857359] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:12:00.135867] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:00.410905] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:00.670525] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:00.942752] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:01.783811] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:02.086716] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:12:02.346961] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:02.611741] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:02.877777] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:03.145788] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:03.145984] [INFO ] [CONFIGURE ] DAL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:12:03.146038] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9027 tests [2025-11-21T12:12:03.146082] [INFO ] [CONFIGURE ] DAL: Testing feature 3/29: add_daily_returns [2025-11-21T12:12:03.146126] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:12:03.391762] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:03.622673] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:03.851731] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:04.085188] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:04.322299] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:04.553328] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:04.788889] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:05.021582] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:05.263851] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:05.510345] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:05.510739] [INFO ] [CONFIGURE ] DAL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T12:12:05.510848] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9026 tests [2025-11-21T12:12:05.510937] [INFO ] [CONFIGURE ] DAL: Testing feature 4/29: add_ema [2025-11-21T12:12:05.511037] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:12:05.770247] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:06.034390] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:06.297470] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:06.577207] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:06.873253] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:07.149490] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:07.428939] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:07.727110] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:08.015533] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:08.307214] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:08.307408] [INFO ] [CONFIGURE ] DAL: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:12:08.307462] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9025 tests [2025-11-21T12:12:08.307506] [INFO ] [CONFIGURE ] DAL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:12:08.307553] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:12:08.597071] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:08.890135] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:09.203917] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:09.500765] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:09.796397] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:10.088584] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:10.380941] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:10.674239] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:10.956036] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:11.240748] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:11.240989] [INFO ] [CONFIGURE ] DAL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:12:11.241053] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9024 tests [2025-11-21T12:12:11.241104] [INFO ] [CONFIGURE ] DAL: Testing feature 6/29: add_failed_moves [2025-11-21T12:12:11.241149] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T12:12:11.484356] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:11.731828] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:12.006556] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:12.244808] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:12.486166] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:12.737638] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:12.982406] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:13.215148] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:13.447973] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:13.698518] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:13.698722] [INFO ] [CONFIGURE ] DAL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:12:13.699022] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9023 tests [2025-11-21T12:12:13.699120] [INFO ] [CONFIGURE ] DAL: Testing feature 7/29: add_lag_shelf [2025-11-21T12:12:13.699199] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T12:12:13.915997] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:14.128487] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:14.340100] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:14.572051] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:14.802457] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:15.031099] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:12:15.267841] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:15.508704] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:15.741454] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:15.972664] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:15.972837] [INFO ] [CONFIGURE ] DAL: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T12:12:15.972891] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9022 tests [2025-11-21T12:12:15.972931] [INFO ] [CONFIGURE ] DAL: Testing feature 8/29: add_macd [2025-11-21T12:12:15.972967] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T12:12:16.255478] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:16.545300] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:12:16.820262] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:17.096249] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:17.395732] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:17.755522] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:18.106828] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:18.466328] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:18.802823] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:19.157367] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:19.157592] [INFO ] [CONFIGURE ] DAL: DISCARDED add_macd (score: 40.00%) [2025-11-21T12:12:19.157675] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9021 tests [2025-11-21T12:12:19.157731] [INFO ] [CONFIGURE ] DAL: Testing feature 9/29: add_mfi [2025-11-21T12:12:19.157778] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T12:12:19.396216] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:19.635478] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:19.881783] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:20.121952] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:20.360265] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:20.599119] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:20.833992] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:21.073080] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:21.309664] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:21.549167] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:21.549336] [INFO ] [CONFIGURE ] DAL: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:12:21.549395] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9020 tests [2025-11-21T12:12:21.549443] [INFO ] [CONFIGURE ] DAL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:12:21.549485] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:12:21.875449] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:22.200619] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:22.526217] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:22.857620] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:23.190739] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:23.518102] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:23.844606] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:24.196815] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:24.539379] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:24.886138] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:24.886375] [INFO ] [CONFIGURE ] DAL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:12:24.886437] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9019 tests [2025-11-21T12:12:24.886487] [INFO ] [CONFIGURE ] DAL: Testing feature 11/29: add_obv_daily [2025-11-21T12:12:24.886532] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T12:12:25.140368] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:12:25.398218] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:25.653726] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:25.916383] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:26.169625] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:26.426735] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:26.671853] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:26.917156] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:27.166510] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:27.419858] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:27.420029] [INFO ] [CONFIGURE ] DAL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:12:27.420077] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9018 tests [2025-11-21T12:12:27.420115] [INFO ] [CONFIGURE ] DAL: Testing feature 12/29: add_obv_interval [2025-11-21T12:12:27.420151] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T12:12:27.666258] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:27.912987] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:28.165797] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:28.415531] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:28.659319] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:28.886009] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:29.111487] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:29.341838] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:29.609836] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:29.863217] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:29.863391] [INFO ] [CONFIGURE ] DAL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:12:29.863439] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9017 tests [2025-11-21T12:12:29.863477] [INFO ] [CONFIGURE ] DAL: Testing feature 13/29: add_opening_strength [2025-11-21T12:12:29.863511] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:12:30.129281] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:30.395835] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:30.664188] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:30.952556] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:31.216095] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:31.460127] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:31.707712] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:31.957209] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:32.207113] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:32.455829] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:32.456028] [INFO ] [CONFIGURE ] DAL: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T12:12:32.456088] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9016 tests [2025-11-21T12:12:32.456138] [INFO ] [CONFIGURE ] DAL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:12:32.456183] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T12:12:32.704577] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:12:32.955084] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:33.192070] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:33.430992] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:33.669877] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:33.906497] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:34.150530] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:34.404930] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:34.662043] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:34.901145] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:34.901315] [INFO ] [CONFIGURE ] DAL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:12:34.901371] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9015 tests [2025-11-21T12:12:34.901417] [INFO ] [CONFIGURE ] DAL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:12:34.901459] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T12:12:35.113945] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:35.327859] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:35.534709] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:35.742452] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:35.951091] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:36.167541] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:36.380514] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:36.589961] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:36.799377] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:37.002809] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:37.003355] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:12:37.003406] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9014 tests [2025-11-21T12:12:37.003444] [INFO ] [CONFIGURE ] DAL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:12:37.003479] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T12:12:37.225342] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:12:37.446345] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:37.670265] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:37.891625] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:38.111123] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:38.332207] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:38.556086] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:38.780807] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:39.012262] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:39.255985] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:39.256186] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:12:39.256235] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9013 tests [2025-11-21T12:12:39.256276] [INFO ] [CONFIGURE ] DAL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:12:39.256312] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T12:12:39.492841] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:39.726458] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:39.950818] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:40.177528] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:40.411118] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:40.646869] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:40.870513] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:41.099030] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:41.321227] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:41.547766] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:41.547932] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T12:12:41.547987] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9012 tests [2025-11-21T12:12:41.548032] [INFO ] [CONFIGURE ] DAL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:12:41.548077] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T12:12:41.748204] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:41.944812] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:42.162119] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:42.379786] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:42.585710] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:42.790302] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:43.001159] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:43.220444] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:43.431551] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:43.641289] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:43.641481] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:12:43.641530] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9011 tests [2025-11-21T12:12:43.641571] [INFO ] [CONFIGURE ] DAL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:12:43.641608] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T12:12:43.848939] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:44.065857] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:44.291918] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:44.509558] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:44.717488] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:44.931923] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:45.142059] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:45.352567] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:45.544704] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:45.746504] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:45.746882] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T12:12:45.747062] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9010 tests [2025-11-21T12:12:45.747178] [INFO ] [CONFIGURE ] DAL: Testing feature 20/29: add_price_rejection [2025-11-21T12:12:45.747273] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T12:12:45.991789] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:46.236831] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:46.482786] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:46.730378] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:46.978730] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:47.229074] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:47.481966] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:47.740944] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:47.999836] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:48.269711] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:48.269958] [INFO ] [CONFIGURE ] DAL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:12:48.270025] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9009 tests [2025-11-21T12:12:48.270078] [INFO ] [CONFIGURE ] DAL: Testing feature 21/29: add_range_position [2025-11-21T12:12:48.270123] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T12:12:48.552836] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:48.832286] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:12:49.128103] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:12:49.395245] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:49.673858] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:49.913176] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:12:50.249165] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:50.598553] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:50.891762] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:51.168658] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:51.168889] [INFO ] [CONFIGURE ] DAL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:12:51.168954] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9008 tests [2025-11-21T12:12:51.169004] [INFO ] [CONFIGURE ] DAL: Testing feature 22/29: add_realized_volatility [2025-11-21T12:12:51.169049] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T12:12:51.540797] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:51.886160] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:12:52.247147] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:52.596665] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:12:52.956420] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:53.315020] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:53.678364] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:54.037963] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:54.393258] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:54.760323] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:12:54.760545] [INFO ] [CONFIGURE ] DAL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:12:54.760606] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9007 tests [2025-11-21T12:12:54.760674] [INFO ] [CONFIGURE ] DAL: Testing feature 23/29: add_recent_range_context [2025-11-21T12:12:54.760721] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T12:12:55.012518] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:12:55.251059] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:55.490058] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:55.734855] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:55.985196] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:12:56.239026] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:56.516578] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:56.770292] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:12:57.035011] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:12:57.294231] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:12:57.294415] [INFO ] [CONFIGURE ] DAL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:12:57.294465] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9006 tests [2025-11-21T12:12:57.294503] [INFO ] [CONFIGURE ] DAL: Testing feature 24/29: add_rsi [2025-11-21T12:12:57.294541] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T12:12:57.613214] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:12:57.931378] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:12:58.237880] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:12:58.540158] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:12:58.844255] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:12:59.145757] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:12:59.444542] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:12:59.755694] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:13:00.053637] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:13:00.364307] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:13:00.364520] [INFO ] [CONFIGURE ] DAL: KEPT add_rsi (score: 70.00%) [2025-11-21T12:13:00.364579] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9005 tests [2025-11-21T12:13:00.364626] [INFO ] [CONFIGURE ] DAL: Testing feature 25/29: add_tick_distribution [2025-11-21T12:13:00.364688] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T12:13:00.660980] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:00.968503] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:01.793982] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:02.127684] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:13:02.448529] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:13:02.786670] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:03.123451] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:03.458875] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:13:03.792294] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:13:04.120633] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:13:04.120946] [INFO ] [CONFIGURE ] DAL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T12:13:04.121024] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9004 tests [2025-11-21T12:13:04.121078] [INFO ] [CONFIGURE ] DAL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:13:04.121126] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T12:13:04.465263] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:04.795003] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:05.130676] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:13:05.476621] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:13:05.800229] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:13:06.114390] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:13:06.430834] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:06.745808] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:13:07.059876] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:13:07.387732] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:13:07.387924] [INFO ] [CONFIGURE ] DAL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:13:07.387980] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9003 tests [2025-11-21T12:13:07.388028] [INFO ] [CONFIGURE ] DAL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:13:07.388070] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T12:13:07.735099] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:08.040707] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:08.348541] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:13:08.695602] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:13:09.033234] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:13:09.341899] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:09.656782] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:09.968952] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:13:10.287052] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:13:10.596236] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:13:10.596414] [INFO ] [CONFIGURE ] DAL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:13:10.596474] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9002 tests [2025-11-21T12:13:10.596523] [INFO ] [CONFIGURE ] DAL: Testing feature 28/29: add_volume_profile [2025-11-21T12:13:10.596566] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T12:13:10.872193] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:11.144973] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:11.425244] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:11.702453] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:13:11.971928] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:13:12.245007] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:12.526813] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:12.820910] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:13:13.106471] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:13:13.388722] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:13:13.388901] [INFO ] [CONFIGURE ] DAL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:13:13.388959] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9001 tests [2025-11-21T12:13:13.389012] [INFO ] [CONFIGURE ] DAL: Testing feature 29/29: add_vwap [2025-11-21T12:13:13.389058] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T12:13:13.706322] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:14.028911] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:14.333214] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:14.647036] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:13:14.945632] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:13:15.227032] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:15.510571] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:15.792030] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:13:16.078741] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:13:16.359538] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:13:16.359728] [INFO ] [CONFIGURE ] DAL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:13:16.359786] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 9000 tests [2025-11-21T12:13:16.359834] [INFO ] [CONFIGURE ] DAL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:13:16.359875] [INFO ] [CONFIGURE ] DAL: Best accuracy: 70.00% [2025-11-21T12:13:16.359917] [INFO ] [CONFIGURE ] DAL: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T12:13:16.359957] [INFO ] [CONFIGURE ] DAL: Improvement over baseline: 20.00% [2025-11-21T12:13:16.360032] [INFO ] [CONFIGURE ] DAL: Total time: 1.3 minutes [2025-11-21T12:13:16.360074] [INFO ] [CONFIGURE ] DAL: Average time per feature: 2.7 seconds [2025-11-21T12:13:16.360112] [INFO ] [CONFIGURE ] DAL: Average speed: 0.37 features/sec [2025-11-21T12:13:16.360421] [INFO ] [LOCAL ] Saved configuration for DAL: 3 features, 70.00% accuracy -> ./output/feature-sets/DAL.json [2025-11-21T12:13:16.360478] [INFO ] [CONFIGURE ] DAL: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T12:13:16.360526] [INFO ] [sig ] [417/723] Successfully configured DAL | 0.01 sym/s | Total: 9.7h | ETA: 7.1h [2025-11-21T12:13:16.360570] [INFO ] [sig ] [418/723] Configuring DAN... [2025-11-21T12:13:16.360609] [INFO ] [CONFIGURE ] DAN: Configurate test run. [2025-11-21T12:13:16.360671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-11-21T12:13:16.464859] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAN'. [2025-11-21T12:13:16.465226] [INFO ] [CONFIGURE ] DAN: Testing with 29 available features [2025-11-21T12:13:16.465316] [INFO ] [CONFIGURE ] DAN: Establishing baseline with no features... [2025-11-21T12:13:16.658470] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:16.845270] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:17.042337] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:17.230593] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:17.404222] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:17.574699] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:13:17.761675] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:17.938850] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:18.111513] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:18.288610] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:13:18.288955] [INFO ] [CONFIGURE ] DAN: Baseline score (no features): 30.00% [2025-11-21T12:13:18.289085] [INFO ] [CONFIGURE ] DAN: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:13:18.289164] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:13:18.494071] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:18.706299] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:18.914458] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:19.123269] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:19.325400] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:13:19.536109] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:13:19.750057] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:19.958746] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:20.196997] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:20.428252] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:20.428575] [INFO ] [CONFIGURE ] DAN: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T12:13:20.428692] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8999 tests [2025-11-21T12:13:20.428820] [INFO ] [CONFIGURE ] DAN: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:13:20.428941] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:13:20.694077] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:20.956005] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:13:21.219450] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:21.483575] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:21.744958] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:22.007089] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:13:22.261085] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:22.507101] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:22.757616] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:23.028381] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:23.028563] [INFO ] [CONFIGURE ] DAN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:13:23.028623] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8998 tests [2025-11-21T12:13:23.028745] [INFO ] [CONFIGURE ] DAN: Testing feature 3/29: add_daily_returns [2025-11-21T12:13:23.028795] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:13:23.263939] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:23.502196] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:23.738370] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:23.980842] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:24.217623] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:24.463621] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:24.706315] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:24.953796] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:25.191839] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:25.431080] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:25.431454] [INFO ] [CONFIGURE ] DAN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:13:25.431563] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8997 tests [2025-11-21T12:13:25.431671] [INFO ] [CONFIGURE ] DAN: Testing feature 4/29: add_ema [2025-11-21T12:13:25.431798] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:13:25.706251] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:25.992439] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:26.269792] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:26.594443] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:26.871330] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:13:27.154803] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:27.436463] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:27.722929] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:28.009216] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:13:28.293877] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:28.294080] [INFO ] [CONFIGURE ] DAN: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:13:28.294198] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8996 tests [2025-11-21T12:13:28.294255] [INFO ] [CONFIGURE ] DAN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:13:28.294315] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:13:28.567399] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:13:28.841853] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:29.114041] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:29.384859] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:29.650473] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:13:29.920439] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:13:30.196716] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:30.482726] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:30.768958] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:31.055813] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:31.056017] [INFO ] [CONFIGURE ] DAN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:13:31.056078] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8995 tests [2025-11-21T12:13:31.056129] [INFO ] [CONFIGURE ] DAN: Testing feature 6/29: add_failed_moves [2025-11-21T12:13:31.056173] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T12:13:31.288994] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:31.521541] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:31.760948] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:31.998470] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:32.229600] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:13:32.469330] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:13:32.697859] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:32.951898] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:33.206812] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:33.457533] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:33.457720] [INFO ] [CONFIGURE ] DAN: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T12:13:33.457820] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8994 tests [2025-11-21T12:13:33.457874] [INFO ] [CONFIGURE ] DAN: Testing feature 7/29: add_lag_shelf [2025-11-21T12:13:33.457922] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T12:13:33.684791] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:33.912938] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:34.154593] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:34.374232] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:34.593509] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:13:34.819548] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:35.050425] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:35.277037] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:35.507173] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:35.738029] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:35.738214] [INFO ] [CONFIGURE ] DAN: KEPT add_lag_shelf (score: 60.00%) [2025-11-21T12:13:35.738263] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8993 tests [2025-11-21T12:13:35.738301] [INFO ] [CONFIGURE ] DAN: Testing feature 8/29: add_macd [2025-11-21T12:13:35.738346] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T12:13:36.062492] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:13:36.362887] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:36.665388] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:36.976375] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:37.307595] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:37.690108] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:38.117243] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:38.465331] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:38.749634] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:39.046011] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:13:39.046209] [INFO ] [CONFIGURE ] DAN: DISCARDED add_macd (score: 40.00%) [2025-11-21T12:13:39.046265] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8992 tests [2025-11-21T12:13:39.046334] [INFO ] [CONFIGURE ] DAN: Testing feature 9/29: add_mfi [2025-11-21T12:13:39.046377] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi'] [2025-11-21T12:13:39.276421] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:13:39.506878] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:39.743664] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:39.973007] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:40.217873] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:40.460440] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:40.703957] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:40.939395] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:41.169772] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:41.396281] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:41.396527] [INFO ] [CONFIGURE ] DAN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:13:41.396587] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8991 tests [2025-11-21T12:13:41.396635] [INFO ] [CONFIGURE ] DAN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:13:41.396701] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:13:41.690374] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:42.003503] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:42.313299] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:42.633983] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:42.939350] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:43.252923] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:43.619568] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:43.968412] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:44.313502] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:44.652394] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:44.652618] [INFO ] [CONFIGURE ] DAN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:13:44.652701] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8990 tests [2025-11-21T12:13:44.652751] [INFO ] [CONFIGURE ] DAN: Testing feature 11/29: add_obv_daily [2025-11-21T12:13:44.652798] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T12:13:44.912459] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:45.162807] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:45.412922] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:45.663142] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:13:45.893638] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:13:46.133950] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:46.374348] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:46.612481] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:46.856917] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:13:47.106481] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:47.106826] [INFO ] [CONFIGURE ] DAN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:13:47.106942] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8989 tests [2025-11-21T12:13:47.107035] [INFO ] [CONFIGURE ] DAN: Testing feature 12/29: add_obv_interval [2025-11-21T12:13:47.107154] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T12:13:47.340397] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:47.557605] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:47.782178] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:48.036579] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:48.269670] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:13:48.500899] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:13:48.726789] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:48.975218] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:49.231681] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:49.470920] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:13:49.471080] [INFO ] [CONFIGURE ] DAN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:13:49.471128] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8988 tests [2025-11-21T12:13:49.471165] [INFO ] [CONFIGURE ] DAN: Testing feature 13/29: add_opening_strength [2025-11-21T12:13:49.471200] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:13:49.736202] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:13:50.010002] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:13:50.266437] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:50.529544] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:50.803911] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:51.082591] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:51.353054] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:51.639934] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:51.910279] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:52.182929] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:13:52.183101] [INFO ] [CONFIGURE ] DAN: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T12:13:52.183164] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8987 tests [2025-11-21T12:13:52.183214] [INFO ] [CONFIGURE ] DAN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:13:52.183257] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T12:13:52.431210] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:13:52.698795] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:13:52.958054] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:53.212240] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:53.484097] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:53.816660] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:54.097521] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:54.399066] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:54.676253] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:54.962000] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:13:54.962247] [INFO ] [CONFIGURE ] DAN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:13:54.962343] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8986 tests [2025-11-21T12:13:54.962395] [INFO ] [CONFIGURE ] DAN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:13:54.962441] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T12:13:55.223024] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:55.485238] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:13:55.750112] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:56.000872] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:56.253080] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:13:56.527476] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:13:56.784374] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:13:57.034839] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:57.292199] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:13:57.550373] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:13:57.550895] [INFO ] [CONFIGURE ] DAN: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T12:13:57.550967] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8985 tests [2025-11-21T12:13:57.551105] [INFO ] [CONFIGURE ] DAN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:13:57.551199] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T12:13:57.817245] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:13:58.086416] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:13:58.328688] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:13:58.586421] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:13:58.840253] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:13:59.099679] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:13:59.360790] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:13:59.613908] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:13:59.870941] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:00.127958] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:00.128160] [INFO ] [CONFIGURE ] DAN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:14:00.128209] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8984 tests [2025-11-21T12:14:00.128247] [INFO ] [CONFIGURE ] DAN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:14:00.128282] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T12:14:00.393212] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:00.650343] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:00.901905] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:01.838662] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:02.128915] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:02.360249] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:02.597271] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:14:02.831756] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:03.069745] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:03.309106] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:03.309306] [INFO ] [CONFIGURE ] DAN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:14:03.309366] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8983 tests [2025-11-21T12:14:03.309414] [INFO ] [CONFIGURE ] DAN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:14:03.309456] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T12:14:03.524970] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:03.746200] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:03.966680] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:04.191993] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:04.414944] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:04.636212] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:14:04.867432] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:14:05.085017] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:05.303178] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:05.524728] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:14:05.524895] [INFO ] [CONFIGURE ] DAN: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:14:05.524943] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8982 tests [2025-11-21T12:14:05.524981] [INFO ] [CONFIGURE ] DAN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:14:05.525017] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T12:14:05.728636] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:05.938051] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:06.144842] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:06.349040] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:06.552201] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:06.751616] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:06.966389] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:07.170863] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:07.381404] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:07.590986] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:07.591144] [INFO ] [CONFIGURE ] DAN: KEPT add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:14:07.591192] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8981 tests [2025-11-21T12:14:07.591230] [INFO ] [CONFIGURE ] DAN: Testing feature 20/29: add_price_rejection [2025-11-21T12:14:07.591403] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T12:14:07.830252] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:08.103245] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:08.365485] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:08.635743] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:08.900719] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:09.173171] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:14:09.457446] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:14:09.745787] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:10.025151] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:10.311952] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:10.312168] [INFO ] [CONFIGURE ] DAN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T12:14:10.312243] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8980 tests [2025-11-21T12:14:10.312303] [INFO ] [CONFIGURE ] DAN: Testing feature 21/29: add_range_position [2025-11-21T12:14:10.312349] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T12:14:10.593069] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:14:10.880135] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:11.157919] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:11.447028] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:11.730377] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:12.008210] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:12.298066] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:12.578836] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:12.865887] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:13.164120] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:13.164326] [INFO ] [CONFIGURE ] DAN: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:14:13.164383] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8979 tests [2025-11-21T12:14:13.164432] [INFO ] [CONFIGURE ] DAN: Testing feature 22/29: add_realized_volatility [2025-11-21T12:14:13.164475] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T12:14:13.534112] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:13.884804] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:14:14.235402] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:14.583898] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:14.957836] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:15.332036] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:15.708052] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:14:16.085557] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:16.456498] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:16.822156] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:14:16.822398] [INFO ] [CONFIGURE ] DAN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:14:16.822462] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8978 tests [2025-11-21T12:14:16.822514] [INFO ] [CONFIGURE ] DAN: Testing feature 23/29: add_recent_range_context [2025-11-21T12:14:16.822560] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T12:14:17.072615] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:17.324539] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:14:17.582517] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:17.814586] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:18.077079] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:18.320050] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:18.564423] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:14:18.810806] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:19.054141] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:19.310601] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:19.310816] [INFO ] [CONFIGURE ] DAN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:14:19.310877] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8977 tests [2025-11-21T12:14:19.310925] [INFO ] [CONFIGURE ] DAN: Testing feature 24/29: add_rsi [2025-11-21T12:14:19.310970] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T12:14:19.618237] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:19.927153] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:20.227716] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:20.522370] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:14:20.822899] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:21.126096] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:21.411504] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:14:21.705175] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:21.981838] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:22.258421] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:22.258607] [INFO ] [CONFIGURE ] DAN: DISCARDED add_rsi (score: 70.00%) [2025-11-21T12:14:22.258686] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8976 tests [2025-11-21T12:14:22.258739] [INFO ] [CONFIGURE ] DAN: Testing feature 25/29: add_tick_distribution [2025-11-21T12:14:22.258784] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T12:14:22.479143] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:22.707196] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:22.946442] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:23.219390] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:23.487954] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:23.754761] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:24.040261] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:24.293148] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:24.524068] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:24.762615] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:24.762819] [INFO ] [CONFIGURE ] DAN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:14:24.762869] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8975 tests [2025-11-21T12:14:24.762911] [INFO ] [CONFIGURE ] DAN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:14:24.762950] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T12:14:24.982083] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:25.215054] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:25.440508] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:25.668842] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:25.890934] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:26.116181] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:26.340227] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:14:26.576761] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:26.804725] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:27.036386] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:14:27.036583] [INFO ] [CONFIGURE ] DAN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:14:27.036661] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8974 tests [2025-11-21T12:14:27.036711] [INFO ] [CONFIGURE ] DAN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:14:27.036753] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T12:14:27.293146] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:27.554300] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:27.823697] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:28.090594] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:28.357400] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:14:28.606245] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:28.861871] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:29.132387] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:29.399754] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:29.669851] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:14:29.670063] [INFO ] [CONFIGURE ] DAN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:14:29.670126] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8973 tests [2025-11-21T12:14:29.670176] [INFO ] [CONFIGURE ] DAN: Testing feature 28/29: add_volume_profile [2025-11-21T12:14:29.670220] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T12:14:29.946442] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:30.201870] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:30.464839] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:30.719286] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:30.971045] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:31.230516] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:31.494165] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:31.741476] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:31.980690] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:32.226772] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:32.226964] [INFO ] [CONFIGURE ] DAN: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T12:14:32.227022] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8972 tests [2025-11-21T12:14:32.227071] [INFO ] [CONFIGURE ] DAN: Testing feature 29/29: add_vwap [2025-11-21T12:14:32.227116] [INFO ] [CONFIGURE ] DAN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T12:14:32.462669] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:14:32.702106] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:32.964570] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:14:33.205539] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:14:33.458193] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:33.702131] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:33.952702] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:34.194002] [DEBUG] [FORECASTER] DAN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:14:34.446185] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:34.691839] [DEBUG] [FORECASTER] DAN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:34.692028] [INFO ] [CONFIGURE ] DAN: DISCARDED add_vwap (score: 50.00%) [2025-11-21T12:14:34.692086] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8971 tests [2025-11-21T12:14:34.692133] [INFO ] [CONFIGURE ] DAN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:14:34.692174] [INFO ] [CONFIGURE ] DAN: Best accuracy: 70.00% [2025-11-21T12:14:34.692216] [INFO ] [CONFIGURE ] DAN: Best feature set (3 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T12:14:34.692304] [INFO ] [CONFIGURE ] DAN: Improvement over baseline: 40.00% [2025-11-21T12:14:34.692347] [INFO ] [CONFIGURE ] DAN: Total time: 1.3 minutes [2025-11-21T12:14:34.692384] [INFO ] [CONFIGURE ] DAN: Average time per feature: 2.6 seconds [2025-11-21T12:14:34.692422] [INFO ] [CONFIGURE ] DAN: Average speed: 0.38 features/sec [2025-11-21T12:14:34.692841] [INFO ] [LOCAL ] Saved configuration for DAN: 3 features, 70.00% accuracy -> ./output/feature-sets/DAN.json [2025-11-21T12:14:34.692899] [INFO ] [CONFIGURE ] DAN: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T12:14:34.692948] [INFO ] [sig ] [418/723] Successfully configured DAN | 0.01 sym/s | Total: 9.7h | ETA: 7.1h [2025-11-21T12:14:34.692991] [INFO ] [sig ] [419/723] Configuring DAO... [2025-11-21T12:14:34.693032] [INFO ] [CONFIGURE ] DAO: Configurate test run. [2025-11-21T12:14:34.693071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-11-21T12:14:34.769513] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAO'. [2025-11-21T12:14:34.769907] [INFO ] [CONFIGURE ] DAO: Testing with 29 available features [2025-11-21T12:14:34.769970] [INFO ] [CONFIGURE ] DAO: Establishing baseline with no features... [2025-11-21T12:14:34.938624] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:14:35.110836] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:35.283444] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:35.454584] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:35.625044] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:35.797406] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:35.966615] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:36.149830] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:36.319715] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:36.489916] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:36.490075] [INFO ] [CONFIGURE ] DAO: Baseline score (no features): 60.00% [2025-11-21T12:14:36.490122] [INFO ] [CONFIGURE ] DAO: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:14:36.490157] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:14:36.692747] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:14:36.895906] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:37.099073] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:37.300963] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:37.499112] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:37.704018] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:37.912881] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:38.127595] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:38.335082] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:38.547440] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:38.547621] [INFO ] [CONFIGURE ] DAO: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:14:38.547691] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8970 tests [2025-11-21T12:14:38.547786] [INFO ] [CONFIGURE ] DAO: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:14:38.547837] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:14:38.759317] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:38.970399] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:39.202514] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:14:39.423071] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:39.647144] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:39.861571] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:14:40.096916] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:40.320889] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:40.538970] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:40.778443] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:40.778716] [INFO ] [CONFIGURE ] DAO: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:14:40.778810] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8969 tests [2025-11-21T12:14:40.778886] [INFO ] [CONFIGURE ] DAO: Testing feature 3/29: add_daily_returns [2025-11-21T12:14:40.778957] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns'] [2025-11-21T12:14:40.992710] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:41.176432] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:41.367790] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:41.579495] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:41.791794] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:41.986072] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:42.177068] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:42.366016] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:42.555265] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:42.762548] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:42.762935] [INFO ] [CONFIGURE ] DAO: KEPT add_daily_returns (score: 70.00%) [2025-11-21T12:14:42.763076] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8968 tests [2025-11-21T12:14:42.763167] [INFO ] [CONFIGURE ] DAO: Testing feature 4/29: add_ema [2025-11-21T12:14:42.763298] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T12:14:42.999359] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:14:43.233332] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:43.471536] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:43.701635] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:43.934799] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:44.176975] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:44.417474] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:44.652991] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:44.900750] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:45.142995] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:45.143208] [INFO ] [CONFIGURE ] DAO: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:14:45.143270] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8967 tests [2025-11-21T12:14:45.143312] [INFO ] [CONFIGURE ] DAO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:14:45.143348] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:14:45.384015] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:45.619566] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:14:45.858409] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:46.112394] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:46.413425] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:46.722211] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:47.037108] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:47.360964] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:47.576208] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:47.821060] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:14:47.821235] [INFO ] [CONFIGURE ] DAO: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T12:14:47.821291] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8966 tests [2025-11-21T12:14:47.821337] [INFO ] [CONFIGURE ] DAO: Testing feature 6/29: add_failed_moves [2025-11-21T12:14:47.821376] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T12:14:48.015235] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:48.209681] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:48.404358] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:48.598485] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:48.796983] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:49.001833] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:49.198083] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:49.395086] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:49.590362] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:49.786779] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:49.786954] [INFO ] [CONFIGURE ] DAO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:14:49.787005] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8965 tests [2025-11-21T12:14:49.787044] [INFO ] [CONFIGURE ] DAO: Testing feature 7/29: add_lag_shelf [2025-11-21T12:14:49.787080] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T12:14:49.968673] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:50.153659] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:50.333819] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:50.518038] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:50.700594] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:50.887444] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:51.077426] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:51.268997] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:51.458508] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:51.647367] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:51.647533] [INFO ] [CONFIGURE ] DAO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:14:51.647583] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8964 tests [2025-11-21T12:14:51.647620] [INFO ] [CONFIGURE ] DAO: Testing feature 8/29: add_macd [2025-11-21T12:14:51.647676] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T12:14:51.921836] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:52.201078] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:14:52.473900] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:52.749693] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:53.034592] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:53.314990] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:14:53.588178] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:53.881942] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:54.169967] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:54.459869] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:14:54.460071] [INFO ] [CONFIGURE ] DAO: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:14:54.460129] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8963 tests [2025-11-21T12:14:54.460198] [INFO ] [CONFIGURE ] DAO: Testing feature 9/29: add_mfi [2025-11-21T12:14:54.460244] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T12:14:54.660089] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:14:54.856566] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:55.053455] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:55.248383] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:55.443961] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:55.641440] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:55.839685] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:56.041305] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:56.242307] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:56.445409] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:56.445628] [INFO ] [CONFIGURE ] DAO: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:14:56.445706] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8962 tests [2025-11-21T12:14:56.445766] [INFO ] [CONFIGURE ] DAO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:14:56.445815] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:14:56.731174] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:14:57.042267] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:14:57.348342] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:14:57.633612] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:14:57.931289] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:14:58.225491] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:14:58.512298] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:14:58.801520] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:14:59.088259] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:14:59.378307] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:14:59.378480] [INFO ] [CONFIGURE ] DAO: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:14:59.378538] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8961 tests [2025-11-21T12:14:59.378585] [INFO ] [CONFIGURE ] DAO: Testing feature 11/29: add_obv_daily [2025-11-21T12:14:59.378628] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T12:14:59.581863] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:14:59.785902] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:14:59.996521] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:00.203772] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:00.416827] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:00.626774] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:00.838975] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:01.757886] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:02.163638] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:02.399047] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:02.399380] [INFO ] [CONFIGURE ] DAO: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T12:15:02.399478] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8960 tests [2025-11-21T12:15:02.399563] [INFO ] [CONFIGURE ] DAO: Testing feature 12/29: add_obv_interval [2025-11-21T12:15:02.399638] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T12:15:02.594816] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:02.787454] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:02.985139] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:03.185307] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:03.401536] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:03.596095] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:03.802024] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:04.013687] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:04.215194] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:04.418465] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:04.418694] [INFO ] [CONFIGURE ] DAO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:15:04.418775] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8959 tests [2025-11-21T12:15:04.418830] [INFO ] [CONFIGURE ] DAO: Testing feature 13/29: add_opening_strength [2025-11-21T12:15:04.418896] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:15:04.628308] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:04.836477] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:05.043030] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:05.248723] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:05.456188] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:05.665164] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:05.870234] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:06.079263] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:06.288717] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:06.495793] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:06.496095] [INFO ] [CONFIGURE ] DAO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:15:06.496201] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8958 tests [2025-11-21T12:15:06.496286] [INFO ] [CONFIGURE ] DAO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:15:06.496360] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T12:15:06.703990] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:15:06.913234] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:07.124169] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:07.339418] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:07.551363] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:07.769614] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:07.993807] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:08.232827] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:08.469720] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:08.682987] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:08.683130] [INFO ] [CONFIGURE ] DAO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T12:15:08.683186] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8957 tests [2025-11-21T12:15:08.683233] [INFO ] [CONFIGURE ] DAO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:15:08.683298] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T12:15:08.869879] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:09.056930] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:09.256381] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:09.446076] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:09.637286] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:09.826662] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:10.018165] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:10.213101] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:10.405381] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:10.595868] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:10.596005] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:15:10.596053] [INFO ] [CONFIGURE ] JOB ETA: 7.1h | Avg: 2.8s/test | Remaining: 8956 tests [2025-11-21T12:15:10.596091] [INFO ] [CONFIGURE ] DAO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:15:10.596125] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T12:15:10.804507] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:11.017284] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:11.225808] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:11.427587] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:11.631410] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:11.835128] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:12.037798] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:12.239189] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:12.441459] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:12.657206] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:12.657386] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:15:12.657437] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8955 tests [2025-11-21T12:15:12.657476] [INFO ] [CONFIGURE ] DAO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:15:12.657512] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T12:15:12.858869] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:15:13.065962] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:13.263309] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:13.466137] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:13.669858] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:13.874517] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:14.080977] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:14.290797] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:14.517061] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:14.728323] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:14.728676] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:15:14.728782] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8954 tests [2025-11-21T12:15:14.728866] [INFO ] [CONFIGURE ] DAO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:15:14.728941] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T12:15:14.923004] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:15.114322] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:15.304920] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:15.500664] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:15.694483] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:15.897335] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:16.093616] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:16.285882] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:16.479093] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:16.678395] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:16.678715] [INFO ] [CONFIGURE ] DAO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:15:16.678821] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8953 tests [2025-11-21T12:15:16.678905] [INFO ] [CONFIGURE ] DAO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:15:16.678980] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T12:15:16.862861] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:15:17.047269] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:17.237388] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:17.427124] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:17.618663] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:17.811151] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:18.010119] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:18.205798] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:18.417909] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:18.635229] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:18.635408] [INFO ] [CONFIGURE ] DAO: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T12:15:18.635458] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8952 tests [2025-11-21T12:15:18.635498] [INFO ] [CONFIGURE ] DAO: Testing feature 20/29: add_price_rejection [2025-11-21T12:15:18.635534] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T12:15:18.875583] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:15:19.100988] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:19.327196] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:19.568383] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:19.796366] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:20.027412] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:20.269131] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:20.519431] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:20.760276] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:21.000549] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:21.000751] [INFO ] [CONFIGURE ] DAO: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:15:21.000830] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8951 tests [2025-11-21T12:15:21.000892] [INFO ] [CONFIGURE ] DAO: Testing feature 21/29: add_range_position [2025-11-21T12:15:21.000945] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T12:15:21.257480] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:15:21.511635] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:21.777779] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:22.043486] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:22.302788] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:22.576142] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:22.844681] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:23.090936] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:23.331454] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:23.569438] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:23.569633] [INFO ] [CONFIGURE ] DAO: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:15:23.569714] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8950 tests [2025-11-21T12:15:23.569761] [INFO ] [CONFIGURE ] DAO: Testing feature 22/29: add_realized_volatility [2025-11-21T12:15:23.569804] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T12:15:23.880257] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:24.204387] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:24.524845] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:24.872231] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:25.201107] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:25.519638] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:25.835614] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:26.162404] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:26.492972] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:26.838020] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:26.838214] [INFO ] [CONFIGURE ] DAO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:15:26.838270] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8949 tests [2025-11-21T12:15:26.838316] [INFO ] [CONFIGURE ] DAO: Testing feature 23/29: add_recent_range_context [2025-11-21T12:15:26.838358] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T12:15:27.038400] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:27.235528] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:27.431741] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:27.632224] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:27.831438] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:28.036589] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:28.243309] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:28.457034] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:28.674168] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:28.890986] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:28.891152] [INFO ] [CONFIGURE ] DAO: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:15:28.891202] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8948 tests [2025-11-21T12:15:28.891239] [INFO ] [CONFIGURE ] DAO: Testing feature 24/29: add_rsi [2025-11-21T12:15:28.891274] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T12:15:29.151756] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:29.410500] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:29.673324] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:29.942727] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:30.211115] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:30.484961] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:30.761202] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:15:31.038224] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:31.310788] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:31.572410] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:31.572587] [INFO ] [CONFIGURE ] DAO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:15:31.572661] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8947 tests [2025-11-21T12:15:31.572712] [INFO ] [CONFIGURE ] DAO: Testing feature 25/29: add_tick_distribution [2025-11-21T12:15:31.572754] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T12:15:31.794031] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:32.010106] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:32.219387] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:32.434984] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:32.650574] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:32.871587] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:33.099185] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:33.312228] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:33.525360] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:33.749191] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:33.749553] [INFO ] [CONFIGURE ] DAO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:15:33.749693] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8946 tests [2025-11-21T12:15:33.749785] [INFO ] [CONFIGURE ] DAO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:15:33.749916] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T12:15:34.012924] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:15:34.345564] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:34.653377] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:15:34.912361] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:35.146821] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:35.379808] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:35.628851] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:15:35.857830] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:36.097464] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:36.338637] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:36.338828] [INFO ] [CONFIGURE ] DAO: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T12:15:36.338878] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8945 tests [2025-11-21T12:15:36.338918] [INFO ] [CONFIGURE ] DAO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:15:36.338956] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T12:15:36.583150] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:15:36.821761] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:37.061600] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:37.305816] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:37.546027] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:37.771048] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:37.992431] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:38.207457] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:38.419135] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:38.632434] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:38.632593] [INFO ] [CONFIGURE ] DAO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T12:15:38.632691] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8944 tests [2025-11-21T12:15:38.632741] [INFO ] [CONFIGURE ] DAO: Testing feature 28/29: add_volume_profile [2025-11-21T12:15:38.632785] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T12:15:38.841873] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:15:39.049099] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:15:39.251366] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:39.459580] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:39.666022] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:39.872502] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:40.081153] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:40.293787] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:40.511485] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:40.721891] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:40.722050] [INFO ] [CONFIGURE ] DAO: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:15:40.722098] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8943 tests [2025-11-21T12:15:40.722156] [INFO ] [CONFIGURE ] DAO: Testing feature 29/29: add_vwap [2025-11-21T12:15:40.722194] [INFO ] [CONFIGURE ] DAO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T12:15:40.934285] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:15:41.173385] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:41.386687] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:41.612241] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:15:41.824331] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:15:42.058815] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:42.276849] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:15:42.501513] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:42.718774] [DEBUG] [FORECASTER] DAO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:42.929811] [DEBUG] [FORECASTER] DAO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:15:42.929988] [INFO ] [CONFIGURE ] DAO: DISCARDED add_vwap (score: 70.00%) [2025-11-21T12:15:42.930036] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8942 tests [2025-11-21T12:15:42.930075] [INFO ] [CONFIGURE ] DAO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:15:42.930107] [INFO ] [CONFIGURE ] DAO: Best accuracy: 80.00% [2025-11-21T12:15:42.930140] [INFO ] [CONFIGURE ] DAO: Best feature set (2 features): ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T12:15:42.930172] [INFO ] [CONFIGURE ] DAO: Improvement over baseline: 20.00% [2025-11-21T12:15:42.930201] [INFO ] [CONFIGURE ] DAO: Total time: 1.1 minutes [2025-11-21T12:15:42.930231] [INFO ] [CONFIGURE ] DAO: Average time per feature: 2.3 seconds [2025-11-21T12:15:42.930261] [INFO ] [CONFIGURE ] DAO: Average speed: 0.44 features/sec [2025-11-21T12:15:42.930756] [INFO ] [LOCAL ] Saved configuration for DAO: 2 features, 80.00% accuracy -> ./output/feature-sets/DAO.json [2025-11-21T12:15:42.930826] [INFO ] [CONFIGURE ] DAO: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T12:15:42.930877] [INFO ] [sig ] [419/723] Successfully configured DAO | 0.01 sym/s | Total: 9.7h | ETA: 7.0h [2025-11-21T12:15:42.930921] [INFO ] [sig ] [420/723] Configuring DAR... [2025-11-21T12:15:42.930959] [INFO ] [CONFIGURE ] DAR: Configurate test run. [2025-11-21T12:15:42.930997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'. [2025-11-21T12:15:43.009282] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAR'. [2025-11-21T12:15:43.009631] [INFO ] [CONFIGURE ] DAR: Testing with 29 available features [2025-11-21T12:15:43.009714] [INFO ] [CONFIGURE ] DAR: Establishing baseline with no features... [2025-11-21T12:15:43.199870] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:15:43.367124] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:43.537002] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:15:43.708691] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:15:43.876563] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:15:44.054854] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:44.228802] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:15:44.399739] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:44.568590] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:15:44.738373] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:44.738532] [INFO ] [CONFIGURE ] DAR: Baseline score (no features): 50.00% [2025-11-21T12:15:44.738580] [INFO ] [CONFIGURE ] DAR: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:15:44.738619] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:15:44.956202] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:15:45.161311] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:45.373805] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:15:45.589717] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:15:45.795526] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:15:46.013316] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:46.224429] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:15:46.440564] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:15:46.654860] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:15:46.870384] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:15:46.870766] [INFO ] [CONFIGURE ] DAR: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:15:46.870878] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8941 tests [2025-11-21T12:15:46.870966] [INFO ] [CONFIGURE ] DAR: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:15:46.871084] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:15:47.091785] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:15:47.312360] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:47.527501] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:15:47.746630] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:15:47.974374] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:15:48.204531] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:48.417139] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:15:48.634098] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:48.849052] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:15:49.065481] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:15:49.065663] [INFO ] [CONFIGURE ] DAR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:15:49.065735] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8940 tests [2025-11-21T12:15:49.065970] [INFO ] [CONFIGURE ] DAR: Testing feature 3/29: add_daily_returns [2025-11-21T12:15:49.066051] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_daily_returns'] [2025-11-21T12:15:49.250758] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:15:49.439782] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:49.627424] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:15:49.837434] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:15:50.040006] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:15:50.225504] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:50.413480] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:15:50.600995] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:50.790188] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:15:50.976223] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:50.976549] [INFO ] [CONFIGURE ] DAR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:15:50.976665] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8939 tests [2025-11-21T12:15:50.976753] [INFO ] [CONFIGURE ] DAR: Testing feature 4/29: add_ema [2025-11-21T12:15:50.976829] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema'] [2025-11-21T12:15:51.189668] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:15:51.405071] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:51.622844] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:15:51.842536] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:15:52.054537] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:15:52.267812] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:52.484508] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:15:52.700849] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:52.918823] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:53.144032] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:53.144310] [INFO ] [CONFIGURE ] DAR: KEPT add_ema (score: 60.00%) [2025-11-21T12:15:53.144435] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8938 tests [2025-11-21T12:15:53.144523] [INFO ] [CONFIGURE ] DAR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:15:53.144597] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:15:53.403761] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:15:53.665045] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:53.938037] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:15:54.209218] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:15:54.476179] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:15:54.750914] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:15:55.021217] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:15:55.310971] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:55.588240] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:55.860295] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:15:55.860477] [INFO ] [CONFIGURE ] DAR: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:15:55.860537] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8937 tests [2025-11-21T12:15:55.860583] [INFO ] [CONFIGURE ] DAR: Testing feature 6/29: add_failed_moves [2025-11-21T12:15:55.860629] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T12:15:56.089453] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:15:56.328637] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:56.569104] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:15:56.801877] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:15:57.032189] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:15:57.263936] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:57.496872] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:15:57.732161] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:15:57.967492] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:15:58.194174] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:15:58.194373] [INFO ] [CONFIGURE ] DAR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:15:58.194570] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8936 tests [2025-11-21T12:15:58.194678] [INFO ] [CONFIGURE ] DAR: Testing feature 7/29: add_lag_shelf [2025-11-21T12:15:58.194755] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T12:15:58.403685] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:15:58.616897] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:15:58.830501] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:15:59.044706] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:15:59.254912] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:15:59.468194] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:15:59.683367] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:15:59.899724] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:00.828570] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:01.188123] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:16:01.188480] [INFO ] [CONFIGURE ] DAR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:16:01.188580] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8935 tests [2025-11-21T12:16:01.188682] [INFO ] [CONFIGURE ] DAR: Testing feature 8/29: add_macd [2025-11-21T12:16:01.188783] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T12:16:01.500736] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:01.828374] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:02.136926] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:02.444466] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:02.743539] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:03.086098] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:16:03.440366] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:03.767334] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:04.107365] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:16:04.440373] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:04.440605] [INFO ] [CONFIGURE ] DAR: DISCARDED add_macd (score: 50.00%) [2025-11-21T12:16:04.440687] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8934 tests [2025-11-21T12:16:04.440742] [INFO ] [CONFIGURE ] DAR: Testing feature 9/29: add_mfi [2025-11-21T12:16:04.440787] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T12:16:04.706387] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:04.973368] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:05.233813] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:05.493213] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:05.757406] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:06.014539] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:06.278229] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:06.540663] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:06.804138] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:07.058507] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:16:07.058740] [INFO ] [CONFIGURE ] DAR: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:16:07.058809] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8933 tests [2025-11-21T12:16:07.058862] [INFO ] [CONFIGURE ] DAR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:16:07.058909] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:16:07.388085] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:07.732703] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:08.078609] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:08.416663] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:08.726271] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:09.063274] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:09.375290] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:09.691509] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:10.018331] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:10.339784] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:10.340020] [INFO ] [CONFIGURE ] DAR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:16:10.340106] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8932 tests [2025-11-21T12:16:10.340166] [INFO ] [CONFIGURE ] DAR: Testing feature 11/29: add_obv_daily [2025-11-21T12:16:10.340212] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T12:16:10.612056] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:10.875595] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:11.156187] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:11.419516] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:11.684616] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:16:11.940281] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:12.186907] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:12.443915] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:12.735244] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:13.011824] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:13.012011] [INFO ] [CONFIGURE ] DAR: KEPT add_obv_daily (score: 70.00%) [2025-11-21T12:16:13.012062] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8931 tests [2025-11-21T12:16:13.012103] [INFO ] [CONFIGURE ] DAR: Testing feature 12/29: add_obv_interval [2025-11-21T12:16:13.012141] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T12:16:13.294899] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:16:13.557974] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:13.807626] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:14.051585] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:14.303316] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:14.554984] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:14.799601] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:15.044801] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:15.294972] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:15.538818] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:15.539027] [INFO ] [CONFIGURE ] DAR: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:16:15.539087] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8930 tests [2025-11-21T12:16:15.539133] [INFO ] [CONFIGURE ] DAR: Testing feature 13/29: add_opening_strength [2025-11-21T12:16:15.539176] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:16:15.815621] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:16.096338] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:16.371199] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:16.653149] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:16:16.927299] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:17.205680] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:17.494352] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:16:17.771345] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:18.053814] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:18.341789] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:18.341969] [INFO ] [CONFIGURE ] DAR: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:16:18.342028] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8929 tests [2025-11-21T12:16:18.342076] [INFO ] [CONFIGURE ] DAR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:16:18.342117] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T12:16:18.635861] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:18.920351] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:19.215033] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:19.504785] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:19.789832] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:20.071407] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:20.344117] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:16:20.618321] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:20.897867] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:21.201697] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:21.201913] [INFO ] [CONFIGURE ] DAR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:16:21.201974] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8928 tests [2025-11-21T12:16:21.202024] [INFO ] [CONFIGURE ] DAR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:16:21.202073] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T12:16:21.456565] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:21.705139] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:21.950919] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:22.201007] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:16:22.453197] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:22.710394] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:22.967983] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:23.217619] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:23.469719] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:23.732815] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:23.733008] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T12:16:23.733092] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8927 tests [2025-11-21T12:16:23.733138] [INFO ] [CONFIGURE ] DAR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:16:23.733175] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T12:16:24.001823] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:24.266865] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:24.534265] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:24.799028] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:25.071269] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:16:25.340527] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:25.608808] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:16:25.873930] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:26.142447] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:16:26.424129] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:26.424380] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:16:26.424461] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8926 tests [2025-11-21T12:16:26.424528] [INFO ] [CONFIGURE ] DAR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:16:26.424591] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T12:16:26.723417] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:27.069970] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:27.442388] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:27.789239] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:28.081927] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:28.353698] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:28.628074] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:28.900069] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:29.167667] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:16:29.436383] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:29.436568] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T12:16:29.436624] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8925 tests [2025-11-21T12:16:29.436715] [INFO ] [CONFIGURE ] DAR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:16:29.436763] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T12:16:29.690532] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:29.942478] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:30.187414] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:30.436295] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:16:30.685898] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:30.930907] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:31.180733] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:31.428602] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:31.699592] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:31.949121] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:31.949478] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:16:31.949533] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8924 tests [2025-11-21T12:16:31.949579] [INFO ] [CONFIGURE ] DAR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:16:31.949621] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T12:16:32.194550] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:32.444208] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:32.694617] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:32.947544] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:33.212500] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:33.460793] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:33.710955] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:33.960441] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:34.211424] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:34.466800] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:34.467013] [INFO ] [CONFIGURE ] DAR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:16:34.467065] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8923 tests [2025-11-21T12:16:34.467115] [INFO ] [CONFIGURE ] DAR: Testing feature 20/29: add_price_rejection [2025-11-21T12:16:34.467153] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T12:16:34.730614] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:34.992858] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:35.257702] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:35.522151] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:35.786550] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:36.053267] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:36.322578] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:36.592758] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:36.857784] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:37.121898] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:37.122078] [INFO ] [CONFIGURE ] DAR: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T12:16:37.122138] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8922 tests [2025-11-21T12:16:37.122185] [INFO ] [CONFIGURE ] DAR: Testing feature 21/29: add_range_position [2025-11-21T12:16:37.122228] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_range_position'] [2025-11-21T12:16:37.399770] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:16:37.677326] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:37.961441] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:38.249422] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:38.540297] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:38.825177] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:16:39.105134] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:39.383277] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:16:39.664967] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:39.941223] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:39.941397] [INFO ] [CONFIGURE ] DAR: DISCARDED add_range_position (score: 30.00%) [2025-11-21T12:16:39.941453] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8921 tests [2025-11-21T12:16:39.941501] [INFO ] [CONFIGURE ] DAR: Testing feature 22/29: add_realized_volatility [2025-11-21T12:16:39.941543] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T12:16:40.289682] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:16:40.635658] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:40.985999] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:41.339258] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:41.733977] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:16:42.143527] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:42.539264] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:42.933524] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:43.320396] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:16:43.699474] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:43.699671] [INFO ] [CONFIGURE ] DAR: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:16:43.699725] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8920 tests [2025-11-21T12:16:43.699772] [INFO ] [CONFIGURE ] DAR: Testing feature 23/29: add_recent_range_context [2025-11-21T12:16:43.699808] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T12:16:43.968241] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:44.239281] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:44.506203] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:44.770457] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:16:45.033839] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:45.296125] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:45.557768] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:45.824346] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:46.087256] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:16:46.354210] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:46.354410] [INFO ] [CONFIGURE ] DAR: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T12:16:46.354468] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8919 tests [2025-11-21T12:16:46.354517] [INFO ] [CONFIGURE ] DAR: Testing feature 24/29: add_rsi [2025-11-21T12:16:46.354563] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_rsi'] [2025-11-21T12:16:46.620885] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:46.883085] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:47.150260] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:47.416345] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:16:47.687357] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:47.966726] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:48.245859] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:48.519468] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:48.796993] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:16:49.074407] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:49.074585] [INFO ] [CONFIGURE ] DAR: DISCARDED add_rsi (score: 30.00%) [2025-11-21T12:16:49.074660] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8918 tests [2025-11-21T12:16:49.074711] [INFO ] [CONFIGURE ] DAR: Testing feature 25/29: add_tick_distribution [2025-11-21T12:16:49.074755] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T12:16:49.344464] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:49.622697] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:49.896859] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:50.157541] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:16:50.420937] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:16:50.684634] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:50.947750] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:51.214240] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:51.471150] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:51.745670] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:51.745840] [INFO ] [CONFIGURE ] DAR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:16:51.745899] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8917 tests [2025-11-21T12:16:51.745947] [INFO ] [CONFIGURE ] DAR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:16:51.745991] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T12:16:52.007933] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:52.263491] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:52.524495] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:52.783732] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:53.058305] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:53.319818] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:53.580501] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:53.843813] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:54.107210] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:16:54.392802] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:54.393007] [INFO ] [CONFIGURE ] DAR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:16:54.393068] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8916 tests [2025-11-21T12:16:54.393124] [INFO ] [CONFIGURE ] DAR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:16:54.393172] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T12:16:54.669035] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:54.948505] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:16:55.231515] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:16:55.540807] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:16:55.847363] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:56.147392] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:56.452882] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:56.751851] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:57.047601] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:16:57.343811] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:16:57.344025] [INFO ] [CONFIGURE ] DAR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T12:16:57.344085] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8915 tests [2025-11-21T12:16:57.344132] [INFO ] [CONFIGURE ] DAR: Testing feature 28/29: add_volume_profile [2025-11-21T12:16:57.344176] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T12:16:57.600534] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:16:57.889667] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:16:58.166002] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:16:58.440184] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:16:58.706270] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:16:58.968786] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:16:59.231130] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:16:59.499247] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:16:59.762407] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:00.046237] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:17:00.046445] [INFO ] [CONFIGURE ] DAR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T12:17:00.046503] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8914 tests [2025-11-21T12:17:00.046551] [INFO ] [CONFIGURE ] DAR: Testing feature 29/29: add_vwap [2025-11-21T12:17:00.046595] [INFO ] [CONFIGURE ] DAR: Testing with features: ['add_ema', 'add_obv_daily', 'add_vwap'] [2025-11-21T12:17:00.964796] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:17:01.311521] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:01.599532] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:01.885463] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:17:02.161909] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:17:02.428408] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:17:02.695414] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:17:02.992875] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:03.309589] [DEBUG] [FORECASTER] DAR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:03.622675] [DEBUG] [FORECASTER] DAR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:17:03.622937] [INFO ] [CONFIGURE ] DAR: DISCARDED add_vwap (score: 70.00%) [2025-11-21T12:17:03.623001] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8913 tests [2025-11-21T12:17:03.623052] [INFO ] [CONFIGURE ] DAR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:17:03.623098] [INFO ] [CONFIGURE ] DAR: Best accuracy: 70.00% [2025-11-21T12:17:03.623142] [INFO ] [CONFIGURE ] DAR: Best feature set (2 features): ['add_ema', 'add_obv_daily'] [2025-11-21T12:17:03.623181] [INFO ] [CONFIGURE ] DAR: Improvement over baseline: 20.00% [2025-11-21T12:17:03.623219] [INFO ] [CONFIGURE ] DAR: Total time: 1.3 minutes [2025-11-21T12:17:03.623258] [INFO ] [CONFIGURE ] DAR: Average time per feature: 2.7 seconds [2025-11-21T12:17:03.623297] [INFO ] [CONFIGURE ] DAR: Average speed: 0.37 features/sec [2025-11-21T12:17:03.623735] [INFO ] [LOCAL ] Saved configuration for DAR: 2 features, 70.00% accuracy -> ./output/feature-sets/DAR.json [2025-11-21T12:17:03.623800] [INFO ] [CONFIGURE ] DAR: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T12:17:03.623854] [INFO ] [sig ] [420/723] Successfully configured DAR | 0.01 sym/s | Total: 9.7h | ETA: 7.0h [2025-11-21T12:17:03.623903] [INFO ] [sig ] [421/723] Configuring DB... [2025-11-21T12:17:03.623946] [INFO ] [CONFIGURE ] DB: Configurate test run. [2025-11-21T12:17:03.623993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-11-21T12:17:03.701545] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DB'. [2025-11-21T12:17:03.702138] [INFO ] [CONFIGURE ] DB: Testing with 29 available features [2025-11-21T12:17:03.702208] [INFO ] [CONFIGURE ] DB: Establishing baseline with no features... [2025-11-21T12:17:03.915138] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:17:04.125954] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:04.339207] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:04.566861] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:17:04.766195] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:04.962623] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:05.161088] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:05.372068] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:17:05.577091] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:17:05.790803] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:17:05.791315] [INFO ] [CONFIGURE ] DB: Baseline score (no features): 30.00% [2025-11-21T12:17:05.791488] [INFO ] [CONFIGURE ] DB: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:17:05.791669] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:17:06.045757] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:17:06.294901] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:06.522917] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:06.731667] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:06.982942] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:07.205532] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:17:07.419368] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:07.633315] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:17:07.848848] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:17:08.074305] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:17:08.074665] [INFO ] [CONFIGURE ] DB: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T12:17:08.074776] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8912 tests [2025-11-21T12:17:08.074862] [INFO ] [CONFIGURE ] DB: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:17:08.074957] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:17:08.289634] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:17:08.504016] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:08.726556] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:08.949212] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:09.167613] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:09.378248] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:09.591997] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:09.806018] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:10.038383] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:10.253919] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:17:10.254117] [INFO ] [CONFIGURE ] DB: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T12:17:10.254167] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8911 tests [2025-11-21T12:17:10.254205] [INFO ] [CONFIGURE ] DB: Testing feature 3/29: add_daily_returns [2025-11-21T12:17:10.254241] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:17:10.486202] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:10.718306] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:10.948718] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:11.180969] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:11.410428] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:11.637432] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:11.858605] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:12.104338] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:12.329673] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:12.558047] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:12.558269] [INFO ] [CONFIGURE ] DB: KEPT add_daily_returns (score: 60.00%) [2025-11-21T12:17:12.558331] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8910 tests [2025-11-21T12:17:12.558382] [INFO ] [CONFIGURE ] DB: Testing feature 4/29: add_ema [2025-11-21T12:17:12.558428] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T12:17:12.816599] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:13.080091] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:13.363817] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:13.643927] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:13.932772] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:14.221483] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:14.498439] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:14.830783] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:15.185921] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:15.536276] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:15.536498] [INFO ] [CONFIGURE ] DB: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:17:15.536559] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8909 tests [2025-11-21T12:17:15.536610] [INFO ] [CONFIGURE ] DB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:17:15.536679] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:17:15.853016] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:16.167829] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:16.478152] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:17:16.777733] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:17.078499] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:17.382756] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:17.685035] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:17.993316] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:18.312629] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:18.631521] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:17:18.631724] [INFO ] [CONFIGURE ] DB: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T12:17:18.631784] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8908 tests [2025-11-21T12:17:18.631852] [INFO ] [CONFIGURE ] DB: Testing feature 6/29: add_failed_moves [2025-11-21T12:17:18.631900] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T12:17:18.895192] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:19.150082] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:19.380361] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:19.611775] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:19.873269] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:20.107533] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:20.339505] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:20.593271] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:20.840408] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:21.086704] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:21.086891] [INFO ] [CONFIGURE ] DB: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:17:21.086971] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8907 tests [2025-11-21T12:17:21.087032] [INFO ] [CONFIGURE ] DB: Testing feature 7/29: add_lag_shelf [2025-11-21T12:17:21.087078] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T12:17:21.317007] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:21.552929] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:21.783836] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:22.016660] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:22.244340] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:22.470734] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:22.699922] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:22.928766] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:23.184003] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:23.433035] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:23.433192] [INFO ] [CONFIGURE ] DB: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:17:23.433262] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8906 tests [2025-11-21T12:17:23.433303] [INFO ] [CONFIGURE ] DB: Testing feature 8/29: add_macd [2025-11-21T12:17:23.433339] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T12:17:23.788951] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:24.129830] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:24.463192] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:24.780419] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:17:25.096833] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:25.404664] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:25.728081] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:26.063761] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:26.386793] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:26.714580] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:26.714785] [INFO ] [CONFIGURE ] DB: KEPT add_macd (score: 70.00%) [2025-11-21T12:17:26.714843] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8905 tests [2025-11-21T12:17:26.714890] [INFO ] [CONFIGURE ] DB: Testing feature 9/29: add_mfi [2025-11-21T12:17:26.714933] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T12:17:27.071281] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:27.432157] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:27.794328] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:28.175790] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:28.554911] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:28.945300] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:29.303811] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:29.671116] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:30.035020] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:30.410084] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:30.410318] [INFO ] [CONFIGURE ] DB: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:17:30.410380] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8904 tests [2025-11-21T12:17:30.410428] [INFO ] [CONFIGURE ] DB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:17:30.410473] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:17:30.849836] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:31.301154] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:17:31.769023] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:32.219636] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:32.671842] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:33.131307] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:33.591265] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:34.040768] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:34.505073] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:34.955059] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:34.955271] [INFO ] [CONFIGURE ] DB: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:17:34.955333] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8903 tests [2025-11-21T12:17:34.955385] [INFO ] [CONFIGURE ] DB: Testing feature 11/29: add_obv_daily [2025-11-21T12:17:34.955432] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T12:17:35.330477] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:35.695286] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:36.058916] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:36.425767] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:36.778808] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:37.139357] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:37.499545] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:17:37.850372] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:17:38.235608] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:38.613873] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:17:38.614083] [INFO ] [CONFIGURE ] DB: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:17:38.614142] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8902 tests [2025-11-21T12:17:38.614190] [INFO ] [CONFIGURE ] DB: Testing feature 12/29: add_obv_interval [2025-11-21T12:17:38.614233] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T12:17:39.000400] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:39.383120] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:17:39.741660] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:40.103177] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:40.476854] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:17:40.857148] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:41.222992] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:41.592699] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:41.967433] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:42.342780] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:42.342956] [INFO ] [CONFIGURE ] DB: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:17:42.343013] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8901 tests [2025-11-21T12:17:42.343060] [INFO ] [CONFIGURE ] DB: Testing feature 13/29: add_opening_strength [2025-11-21T12:17:42.343145] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-21T12:17:42.730032] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:17:43.114859] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:43.493794] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:17:43.880446] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:44.265488] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:17:44.665851] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:45.055174] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:45.438745] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:45.837046] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:46.228139] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:46.228382] [INFO ] [CONFIGURE ] DB: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:17:46.228464] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8900 tests [2025-11-21T12:17:46.228532] [INFO ] [CONFIGURE ] DB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:17:46.228604] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T12:17:46.588331] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:17:46.952774] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:47.324303] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:47.703251] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:17:48.083887] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:48.464260] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:48.835903] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:49.219697] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:17:49.598131] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:17:49.986037] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:49.986236] [INFO ] [CONFIGURE ] DB: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T12:17:49.986293] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8899 tests [2025-11-21T12:17:49.986340] [INFO ] [CONFIGURE ] DB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:17:49.986375] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T12:17:50.378414] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:50.742476] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:51.102494] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:51.485825] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:51.851118] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:52.219076] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:52.596350] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:52.973353] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:53.351712] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:53.718178] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:17:53.718409] [INFO ] [CONFIGURE ] DB: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T12:17:53.718472] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8898 tests [2025-11-21T12:17:53.718524] [INFO ] [CONFIGURE ] DB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:17:53.718571] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T12:17:54.100315] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:54.468101] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:54.838522] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:55.227867] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:17:55.588562] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:55.959932] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:17:56.333260] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:17:56.729272] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:17:57.113152] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:17:57.499789] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:17:57.499988] [INFO ] [CONFIGURE ] DB: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:17:57.500051] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8897 tests [2025-11-21T12:17:57.500105] [INFO ] [CONFIGURE ] DB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:17:57.500161] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T12:17:57.847444] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:17:58.243267] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:17:58.607692] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:17:58.978759] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:17:59.351716] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:17:59.708671] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:00.080984] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:01.180064] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:01.519204] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:01.866898] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:18:01.867129] [INFO ] [CONFIGURE ] DB: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:18:01.867191] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8896 tests [2025-11-21T12:18:01.867243] [INFO ] [CONFIGURE ] DB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:18:01.867289] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T12:18:02.201222] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:02.543621] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:02.899099] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:03.270052] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:03.654327] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:04.013444] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:04.378495] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:04.758268] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:05.126201] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:05.494840] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:18:05.495061] [INFO ] [CONFIGURE ] DB: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:18:05.495124] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8895 tests [2025-11-21T12:18:05.495172] [INFO ] [CONFIGURE ] DB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:18:05.495215] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T12:18:05.862449] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:06.230048] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:06.596086] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:06.962859] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:18:07.302228] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:07.660541] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:07.999478] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:08.333224] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:08.666778] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:09.000091] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:18:09.000279] [INFO ] [CONFIGURE ] DB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:18:09.000337] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8894 tests [2025-11-21T12:18:09.000384] [INFO ] [CONFIGURE ] DB: Testing feature 20/29: add_price_rejection [2025-11-21T12:18:09.000425] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T12:18:09.354327] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:09.735161] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:10.091907] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:10.454502] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:10.815764] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:11.195904] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:11.550661] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:11.916914] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:18:12.292244] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:12.668036] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:18:12.668235] [INFO ] [CONFIGURE ] DB: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T12:18:12.668293] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8893 tests [2025-11-21T12:18:12.668339] [INFO ] [CONFIGURE ] DB: Testing feature 21/29: add_range_position [2025-11-21T12:18:12.668382] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T12:18:13.073361] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:13.462001] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:13.852575] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:14.248070] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:14.640185] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:15.021158] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:15.410841] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:15.806472] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:16.200467] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:18:16.594410] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:18:16.594696] [INFO ] [CONFIGURE ] DB: DISCARDED add_range_position (score: 40.00%) [2025-11-21T12:18:16.594789] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8892 tests [2025-11-21T12:18:16.594845] [INFO ] [CONFIGURE ] DB: Testing feature 22/29: add_realized_volatility [2025-11-21T12:18:16.594894] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T12:18:17.082004] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:17.568155] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:18.065457] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:18.534132] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:18.987324] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:19.433756] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:19.893539] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:20.354639] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:20.799915] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:21.255405] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:18:21.255586] [INFO ] [CONFIGURE ] DB: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:18:21.255661] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8891 tests [2025-11-21T12:18:21.255711] [INFO ] [CONFIGURE ] DB: Testing feature 23/29: add_recent_range_context [2025-11-21T12:18:21.255754] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T12:18:21.599993] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:21.980926] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:22.358473] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:22.740390] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:23.188890] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:23.678873] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:24.055988] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:24.412820] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:24.752131] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:25.087377] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:18:25.087546] [INFO ] [CONFIGURE ] DB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:18:25.087604] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8890 tests [2025-11-21T12:18:25.087671] [INFO ] [CONFIGURE ] DB: Testing feature 24/29: add_rsi [2025-11-21T12:18:25.087718] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T12:18:25.466165] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:25.843453] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:26.218948] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:26.590957] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:26.966432] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:27.350515] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:27.719861] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:28.109339] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:28.499225] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:28.903964] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:18:28.904188] [INFO ] [CONFIGURE ] DB: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:18:28.904256] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8889 tests [2025-11-21T12:18:28.904309] [INFO ] [CONFIGURE ] DB: Testing feature 25/29: add_tick_distribution [2025-11-21T12:18:28.904358] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T12:18:29.265528] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:29.619838] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:29.971914] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:30.329335] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:30.668862] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:31.005756] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:31.342089] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:31.691207] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:32.064082] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:32.402423] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:18:32.402666] [INFO ] [CONFIGURE ] DB: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:18:32.402735] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8888 tests [2025-11-21T12:18:32.402784] [INFO ] [CONFIGURE ] DB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:18:32.402828] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T12:18:32.732319] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:33.052459] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:33.363292] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:33.679316] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:33.997515] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:34.309289] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:34.627163] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:34.966012] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:18:35.306893] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:18:35.654403] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:18:35.654582] [INFO ] [CONFIGURE ] DB: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T12:18:35.654657] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8887 tests [2025-11-21T12:18:35.654708] [INFO ] [CONFIGURE ] DB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:18:35.654753] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T12:18:36.020302] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:36.368663] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:36.717478] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:37.081594] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:18:37.470422] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:37.841133] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:38.204746] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:38.563322] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:38.912415] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:39.265396] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:18:39.265617] [INFO ] [CONFIGURE ] DB: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T12:18:39.265698] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8886 tests [2025-11-21T12:18:39.265749] [INFO ] [CONFIGURE ] DB: Testing feature 28/29: add_volume_profile [2025-11-21T12:18:39.265794] [INFO ] [CONFIGURE ] DB: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T12:18:39.629877] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:39.972155] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:18:40.311269] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:18:40.680045] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:41.037058] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:41.400607] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:41.776905] [DEBUG] [FORECASTER] DB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:42.171561] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:42.542324] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:42.916216] [DEBUG] [FORECASTER] DB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:18:42.916426] [INFO ] [CONFIGURE ] DB: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:18:42.916488] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8885 tests [2025-11-21T12:18:42.916537] [INFO ] [CONFIGURE ] DB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:18:42.916578] [INFO ] [CONFIGURE ] DB: Best accuracy: 70.00% [2025-11-21T12:18:42.916621] [INFO ] [CONFIGURE ] DB: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T12:18:42.916683] [INFO ] [CONFIGURE ] DB: Improvement over baseline: 40.00% [2025-11-21T12:18:42.916724] [INFO ] [CONFIGURE ] DB: Total time: 1.6 minutes [2025-11-21T12:18:42.916763] [INFO ] [CONFIGURE ] DB: Average time per feature: 3.5 seconds [2025-11-21T12:18:42.916801] [INFO ] [CONFIGURE ] DB: Average speed: 0.30 features/sec [2025-11-21T12:18:42.917304] [INFO ] [LOCAL ] Saved configuration for DB: 4 features, 70.00% accuracy -> ./output/feature-sets/DB.json [2025-11-21T12:18:42.917365] [INFO ] [CONFIGURE ] DB: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T12:18:42.917415] [INFO ] [sig ] [421/723] Successfully configured DB | 0.01 sym/s | Total: 9.7h | ETA: 7.0h [2025-11-21T12:18:42.917460] [INFO ] [sig ] [422/723] Configuring DBD... [2025-11-21T12:18:42.917500] [INFO ] [CONFIGURE ] DBD: Configurate test run. [2025-11-21T12:18:42.917539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBD' from 'https://tdm.silogroup.org/data/derivative_storage/DBD.csv'. [2025-11-21T12:18:43.026771] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DBD'. [2025-11-21T12:18:43.027163] [INFO ] [CONFIGURE ] DBD: Testing with 29 available features [2025-11-21T12:18:43.027226] [INFO ] [CONFIGURE ] DBD: Establishing baseline with no features... [2025-11-21T12:18:43.185549] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:18:43.348567] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:18:43.520575] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:18:43.721946] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:18:43.910416] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:44.099976] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:44.287802] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:44.473158] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:18:44.672275] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:18:44.858952] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:18:44.859113] [INFO ] [CONFIGURE ] DBD: Baseline score (no features): 40.00% [2025-11-21T12:18:44.859181] [INFO ] [CONFIGURE ] DBD: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:18:44.859220] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:18:45.074517] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:45.296751] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:18:45.523397] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:18:45.754010] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:18:45.979395] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:18:46.212385] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:46.448381] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:46.681393] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:18:46.908799] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:18:47.131962] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:18:47.132171] [INFO ] [CONFIGURE ] DBD: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T12:18:47.132230] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8884 tests [2025-11-21T12:18:47.132297] [INFO ] [CONFIGURE ] DBD: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:18:47.132345] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:18:47.389489] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:47.648582] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:18:47.897023] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:18:48.144554] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:48.396909] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:18:48.636777] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:48.879683] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:18:49.125897] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:18:49.374929] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:18:49.625808] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:18:49.625972] [INFO ] [CONFIGURE ] DBD: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T12:18:49.626029] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8883 tests [2025-11-21T12:18:49.626076] [INFO ] [CONFIGURE ] DBD: Testing feature 3/29: add_daily_returns [2025-11-21T12:18:49.626117] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:18:49.847660] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:50.070569] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:18:50.296535] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:18:50.520581] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:50.748107] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:18:50.985990] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:51.220671] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:51.461538] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:18:51.700862] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:18:51.947094] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:18:51.947507] [INFO ] [CONFIGURE ] DBD: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T12:18:51.947612] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8882 tests [2025-11-21T12:18:51.947724] [INFO ] [CONFIGURE ] DBD: Testing feature 4/29: add_ema [2025-11-21T12:18:51.947831] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:18:52.193209] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:52.436337] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:18:52.687221] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:18:52.937880] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:18:53.219400] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:18:53.487112] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:18:53.786634] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:54.047862] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:18:54.342868] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:18:54.619865] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:18:54.620072] [INFO ] [CONFIGURE ] DBD: DISCARDED add_ema (score: 30.00%) [2025-11-21T12:18:54.620267] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8881 tests [2025-11-21T12:18:54.620366] [INFO ] [CONFIGURE ] DBD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:18:54.620443] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:18:54.894463] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:55.176101] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:18:55.446353] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:18:55.717585] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:18:55.988330] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:18:56.260530] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:18:56.535601] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:56.821710] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:18:57.093945] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:18:57.375822] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:18:57.376004] [INFO ] [CONFIGURE ] DBD: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T12:18:57.376065] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8880 tests [2025-11-21T12:18:57.376112] [INFO ] [CONFIGURE ] DBD: Testing feature 6/29: add_failed_moves [2025-11-21T12:18:57.376156] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T12:18:57.657669] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:18:57.935785] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:18:58.230400] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:18:58.515104] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:18:58.793609] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:18:59.074270] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:18:59.333945] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:18:59.595545] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:18:59.860981] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:19:00.137148] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:19:00.137606] [INFO ] [CONFIGURE ] DBD: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:19:00.138149] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8879 tests [2025-11-21T12:19:00.138213] [INFO ] [CONFIGURE ] DBD: Testing feature 7/29: add_lag_shelf [2025-11-21T12:19:00.138261] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T12:19:01.079823] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:01.409635] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:01.670756] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:01.924624] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:02.180573] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:02.436606] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:02.700010] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:02.960928] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:03.221570] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:03.470384] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:03.470562] [INFO ] [CONFIGURE ] DBD: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:19:03.470617] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8878 tests [2025-11-21T12:19:03.470683] [INFO ] [CONFIGURE ] DBD: Testing feature 8/29: add_macd [2025-11-21T12:19:03.470730] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T12:19:03.795556] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:04.131299] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:04.446216] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:04.761956] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:05.076843] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:05.393296] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:05.719754] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:06.049166] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:06.363294] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:06.698894] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:19:06.699081] [INFO ] [CONFIGURE ] DBD: KEPT add_macd (score: 70.00%) [2025-11-21T12:19:06.699140] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8877 tests [2025-11-21T12:19:06.699186] [INFO ] [CONFIGURE ] DBD: Testing feature 9/29: add_mfi [2025-11-21T12:19:06.699229] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi'] [2025-11-21T12:19:07.018861] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:07.332431] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:07.648870] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:07.967415] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:08.289878] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:08.608407] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:08.935601] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:09.265235] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:09.590049] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:09.919704] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:19:09.919911] [INFO ] [CONFIGURE ] DBD: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:19:09.919968] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8876 tests [2025-11-21T12:19:09.920016] [INFO ] [CONFIGURE ] DBD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:19:09.920068] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:19:10.344412] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:10.790687] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:11.278797] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:11.687492] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:19:12.100948] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:12.482863] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:12.915783] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:13.382663] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:13.821590] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:19:14.295804] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:14.296026] [INFO ] [CONFIGURE ] DBD: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:19:14.296087] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8875 tests [2025-11-21T12:19:14.296140] [INFO ] [CONFIGURE ] DBD: Testing feature 11/29: add_obv_daily [2025-11-21T12:19:14.296185] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily'] [2025-11-21T12:19:14.659434] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:15.033172] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:15.410120] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:19:15.784472] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:16.152038] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:16.525122] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:16.881509] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:17.261108] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:17.643242] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:18.013485] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:19:18.013708] [INFO ] [CONFIGURE ] DBD: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:19:18.013771] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8874 tests [2025-11-21T12:19:18.013843] [INFO ] [CONFIGURE ] DBD: Testing feature 12/29: add_obv_interval [2025-11-21T12:19:18.013897] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval'] [2025-11-21T12:19:18.389934] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:18.761261] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:19.150976] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:19.514518] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:19.908392] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:20.281376] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:20.653297] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:21.023186] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:21.389456] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:19:21.794539] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:21.794757] [INFO ] [CONFIGURE ] DBD: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:19:21.794819] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8873 tests [2025-11-21T12:19:21.794868] [INFO ] [CONFIGURE ] DBD: Testing feature 13/29: add_opening_strength [2025-11-21T12:19:21.794915] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:19:22.167007] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:19:22.550557] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:22.919371] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:23.297669] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:23.664011] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:24.044587] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:24.418869] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:24.791132] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:25.175346] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:25.560870] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:25.561049] [INFO ] [CONFIGURE ] DBD: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T12:19:25.561109] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8872 tests [2025-11-21T12:19:25.561156] [INFO ] [CONFIGURE ] DBD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:19:25.561200] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T12:19:25.924190] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:26.283268] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:19:26.648977] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:19:27.017372] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:27.382311] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:27.756123] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:19:28.133316] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:28.515478] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:28.908583] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:29.277969] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:29.278155] [INFO ] [CONFIGURE ] DBD: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:19:29.278215] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8871 tests [2025-11-21T12:19:29.278266] [INFO ] [CONFIGURE ] DBD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:19:29.278312] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T12:19:29.623116] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:29.957583] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:30.300771] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:30.632819] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:19:30.964692] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:31.307582] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:31.642330] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:32.005563] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:32.355454] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:32.693171] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:32.693372] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T12:19:32.693435] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8870 tests [2025-11-21T12:19:32.693485] [INFO ] [CONFIGURE ] DBD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:19:32.693531] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T12:19:33.060633] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:33.426757] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:33.788102] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:19:34.150765] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:34.523830] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:34.898736] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:35.276484] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:35.646010] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:36.011305] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:19:36.390431] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:36.390618] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:19:36.390696] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8869 tests [2025-11-21T12:19:36.390743] [INFO ] [CONFIGURE ] DBD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:19:36.390785] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T12:19:36.745530] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:37.100029] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:37.443785] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:19:37.793693] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:38.148122] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:38.489372] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:38.835303] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:39.200362] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:39.562545] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:39.922028] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:19:39.922227] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:19:39.922286] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8868 tests [2025-11-21T12:19:39.922335] [INFO ] [CONFIGURE ] DBD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:19:39.922379] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T12:19:40.242304] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:40.565606] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:19:40.898865] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:41.218851] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:41.551273] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:41.880330] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:42.208178] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:42.539951] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:42.860674] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:43.179842] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:43.180026] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T12:19:43.180084] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8867 tests [2025-11-21T12:19:43.180131] [INFO ] [CONFIGURE ] DBD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:19:43.180173] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T12:19:43.496292] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:43.824189] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:44.145188] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:44.470952] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:44.797752] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:45.133719] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:45.449990] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:45.780555] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:46.112177] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:46.440776] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:19:46.440968] [INFO ] [CONFIGURE ] DBD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:19:46.441027] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8866 tests [2025-11-21T12:19:46.441076] [INFO ] [CONFIGURE ] DBD: Testing feature 20/29: add_price_rejection [2025-11-21T12:19:46.441121] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection'] [2025-11-21T12:19:46.753779] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:19:47.070245] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:47.410896] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:19:47.751231] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:48.096960] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:48.430127] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:48.758786] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:49.086249] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:49.407863] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:49.756823] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:19:49.757037] [INFO ] [CONFIGURE ] DBD: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:19:49.757099] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8865 tests [2025-11-21T12:19:49.757158] [INFO ] [CONFIGURE ] DBD: Testing feature 21/29: add_range_position [2025-11-21T12:19:49.757204] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position'] [2025-11-21T12:19:50.099188] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:50.449824] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:50.801316] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:19:51.151578] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:51.512082] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:51.873848] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:52.234482] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:52.590069] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:52.957991] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:53.336415] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:19:53.336615] [INFO ] [CONFIGURE ] DBD: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:19:53.336695] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8864 tests [2025-11-21T12:19:53.336746] [INFO ] [CONFIGURE ] DBD: Testing feature 22/29: add_realized_volatility [2025-11-21T12:19:53.336789] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility'] [2025-11-21T12:19:53.779789] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:54.224260] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:54.672108] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:19:55.134020] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:55.607498] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:19:56.079825] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:19:56.562638] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:19:57.051957] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:19:57.528143] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:19:58.012095] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:19:58.012277] [INFO ] [CONFIGURE ] DBD: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:19:58.012336] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8863 tests [2025-11-21T12:19:58.012385] [INFO ] [CONFIGURE ] DBD: Testing feature 23/29: add_recent_range_context [2025-11-21T12:19:58.012429] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context'] [2025-11-21T12:19:58.372095] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:19:58.729061] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:19:59.080212] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:19:59.469544] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:19:59.817567] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:00.175815] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:01.500180] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:01.884837] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:02.270165] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:20:02.666937] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:02.667255] [INFO ] [CONFIGURE ] DBD: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:20:02.667343] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8862 tests [2025-11-21T12:20:02.667404] [INFO ] [CONFIGURE ] DBD: Testing feature 24/29: add_rsi [2025-11-21T12:20:02.667454] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T12:20:03.129476] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:03.535783] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:04.026565] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:04.525162] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:20:04.898095] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:05.262338] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:05.628600] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:05.997930] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:06.360324] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:20:06.732116] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:06.732337] [INFO ] [CONFIGURE ] DBD: DISCARDED add_rsi (score: 70.00%) [2025-11-21T12:20:06.732396] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8861 tests [2025-11-21T12:20:06.732446] [INFO ] [CONFIGURE ] DBD: Testing feature 25/29: add_tick_distribution [2025-11-21T12:20:06.732491] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution'] [2025-11-21T12:20:07.060236] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:20:07.381958] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:07.714725] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:08.057414] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:08.394894] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:08.729354] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:09.087286] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:09.421812] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:09.751981] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:20:10.088167] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:10.088814] [INFO ] [CONFIGURE ] DBD: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:20:10.088877] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8860 tests [2025-11-21T12:20:10.088928] [INFO ] [CONFIGURE ] DBD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:20:10.088972] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T12:20:10.457401] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:20:10.832414] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:11.219941] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:11.580009] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:11.963940] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:12.351779] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:12.719449] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:13.111201] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:13.495234] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:20:13.876837] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:13.877060] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T12:20:13.877127] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8859 tests [2025-11-21T12:20:13.877174] [INFO ] [CONFIGURE ] DBD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:20:13.877217] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T12:20:14.206187] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:20:14.535282] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:14.870518] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:20:15.209885] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:15.548410] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:15.888920] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:16.223511] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:16.559280] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:16.894587] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:20:17.223452] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:20:17.223672] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T12:20:17.223734] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8858 tests [2025-11-21T12:20:17.223795] [INFO ] [CONFIGURE ] DBD: Testing feature 28/29: add_volume_profile [2025-11-21T12:20:17.223834] [INFO ] [CONFIGURE ] DBD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile'] [2025-11-21T12:20:17.559952] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:20:17.904480] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:18.249518] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:18.589356] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:20:18.926261] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:19.263252] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:19.603160] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:19.946266] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:20.281716] [DEBUG] [FORECASTER] DBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:20:20.618598] [DEBUG] [FORECASTER] DBD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:20.618823] [INFO ] [CONFIGURE ] DBD: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:20:20.618883] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8857 tests [2025-11-21T12:20:20.618932] [INFO ] [CONFIGURE ] DBD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:20:20.618975] [INFO ] [CONFIGURE ] DBD: Best accuracy: 70.00% [2025-11-21T12:20:20.619016] [INFO ] [CONFIGURE ] DBD: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T12:20:20.619055] [INFO ] [CONFIGURE ] DBD: Improvement over baseline: 30.00% [2025-11-21T12:20:20.619092] [INFO ] [CONFIGURE ] DBD: Total time: 1.6 minutes [2025-11-21T12:20:20.619129] [INFO ] [CONFIGURE ] DBD: Average time per feature: 3.4 seconds [2025-11-21T12:20:20.619165] [INFO ] [CONFIGURE ] DBD: Average speed: 0.30 features/sec [2025-11-21T12:20:20.619682] [INFO ] [LOCAL ] Saved configuration for DBD: 4 features, 70.00% accuracy -> ./output/feature-sets/DBD.json [2025-11-21T12:20:20.619742] [INFO ] [CONFIGURE ] DBD: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T12:20:20.619790] [INFO ] [sig ] [422/723] Successfully configured DBD | 0.01 sym/s | Total: 9.8h | ETA: 7.0h [2025-11-21T12:20:20.619834] [INFO ] [sig ] [423/723] Configuring DBI... [2025-11-21T12:20:20.619874] [INFO ] [CONFIGURE ] DBI: Configurate test run. [2025-11-21T12:20:20.619912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-11-21T12:20:20.834949] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DBI'. [2025-11-21T12:20:20.835302] [INFO ] [CONFIGURE ] DBI: Testing with 29 available features [2025-11-21T12:20:20.835378] [INFO ] [CONFIGURE ] DBI: Establishing baseline with no features... [2025-11-21T12:20:21.003910] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:21.172962] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:20:21.342920] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:21.518035] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:21.691737] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:21.863576] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:22.038620] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:22.213673] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:22.390296] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:22.567879] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:22.568057] [INFO ] [CONFIGURE ] DBI: Baseline score (no features): 60.00% [2025-11-21T12:20:22.568105] [INFO ] [CONFIGURE ] DBI: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:20:22.568149] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:20:22.780893] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:22.995757] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:23.205682] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:23.409493] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:23.622504] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:23.834252] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:24.045307] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:24.255479] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:24.478447] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:24.696111] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:24.696289] [INFO ] [CONFIGURE ] DBI: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:20:24.696340] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8856 tests [2025-11-21T12:20:24.696379] [INFO ] [CONFIGURE ] DBI: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:20:24.696417] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:20:24.902248] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:25.117331] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:25.337430] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:20:25.552398] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:25.767912] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:25.992900] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:26.216419] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:20:26.441725] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:26.668461] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:26.881985] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:20:26.882148] [INFO ] [CONFIGURE ] DBI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T12:20:26.882198] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8855 tests [2025-11-21T12:20:26.882237] [INFO ] [CONFIGURE ] DBI: Testing feature 3/29: add_daily_returns [2025-11-21T12:20:26.882273] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_daily_returns'] [2025-11-21T12:20:27.066585] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:27.250461] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:27.451908] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:20:27.639335] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:27.826071] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:28.027181] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:28.214614] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:28.404359] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:28.597136] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:28.787239] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:28.787398] [INFO ] [CONFIGURE ] DBI: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:20:28.787456] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8854 tests [2025-11-21T12:20:28.787503] [INFO ] [CONFIGURE ] DBI: Testing feature 4/29: add_ema [2025-11-21T12:20:28.787544] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_ema'] [2025-11-21T12:20:29.013913] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:29.237234] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:29.451481] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:20:29.670479] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:29.890571] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:30.112257] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:30.356868] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:30.576162] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:30.796225] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:31.018040] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:31.018397] [INFO ] [CONFIGURE ] DBI: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:20:31.018499] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8853 tests [2025-11-21T12:20:31.018584] [INFO ] [CONFIGURE ] DBI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:20:31.018697] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:20:31.245778] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:31.469450] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:31.687368] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:31.910362] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:32.130316] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:32.358709] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:32.582928] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:32.804039] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:33.037856] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:33.264214] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:33.264411] [INFO ] [CONFIGURE ] DBI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:20:33.264466] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8852 tests [2025-11-21T12:20:33.264512] [INFO ] [CONFIGURE ] DBI: Testing feature 6/29: add_failed_moves [2025-11-21T12:20:33.264547] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_failed_moves'] [2025-11-21T12:20:33.447177] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:33.635049] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:20:33.819762] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:34.013499] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:34.200296] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:34.390632] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:34.584414] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:34.774976] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:34.963001] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:35.147394] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:35.147579] [INFO ] [CONFIGURE ] DBI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:20:35.147628] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8851 tests [2025-11-21T12:20:35.147692] [INFO ] [CONFIGURE ] DBI: Testing feature 7/29: add_lag_shelf [2025-11-21T12:20:35.147759] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_lag_shelf'] [2025-11-21T12:20:35.321100] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:35.495936] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:20:35.664014] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:35.834277] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:36.005595] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:36.180246] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:36.353189] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:36.529089] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:36.700199] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:36.877931] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:36.878075] [INFO ] [CONFIGURE ] DBI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:20:36.878121] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8850 tests [2025-11-21T12:20:36.878159] [INFO ] [CONFIGURE ] DBI: Testing feature 8/29: add_macd [2025-11-21T12:20:36.878195] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:20:37.144803] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:37.404181] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:37.668141] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:20:37.931052] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:38.235206] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:20:38.512280] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:38.797896] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:20:39.125022] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:39.387463] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:39.654757] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:39.654936] [INFO ] [CONFIGURE ] DBI: DISCARDED add_macd (score: 30.00%) [2025-11-21T12:20:39.654993] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8849 tests [2025-11-21T12:20:39.655040] [INFO ] [CONFIGURE ] DBI: Testing feature 9/29: add_mfi [2025-11-21T12:20:39.655081] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_mfi'] [2025-11-21T12:20:39.834874] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:40.019489] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:40.200732] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:40.380965] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:40.566961] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:40.774383] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:20:40.965022] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:41.157500] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:20:41.345926] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:41.538299] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:41.538476] [INFO ] [CONFIGURE ] DBI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:20:41.538524] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8848 tests [2025-11-21T12:20:41.538561] [INFO ] [CONFIGURE ] DBI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:20:41.538595] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:20:41.820451] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:42.113881] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:42.400070] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:42.709957] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:43.013502] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:43.303874] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:43.611281] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:43.916673] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:44.212907] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:44.508448] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:44.508633] [INFO ] [CONFIGURE ] DBI: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T12:20:44.508708] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8847 tests [2025-11-21T12:20:44.508761] [INFO ] [CONFIGURE ] DBI: Testing feature 11/29: add_obv_daily [2025-11-21T12:20:44.508808] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T12:20:44.828235] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:45.150098] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:20:45.503684] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:45.829488] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:46.137794] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:46.455976] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:46.765961] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:47.090357] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:47.426706] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:47.744842] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:20:47.745056] [INFO ] [CONFIGURE ] DBI: KEPT add_obv_daily (score: 90.00%) [2025-11-21T12:20:47.745120] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8846 tests [2025-11-21T12:20:47.745169] [INFO ] [CONFIGURE ] DBI: Testing feature 12/29: add_obv_interval [2025-11-21T12:20:47.745215] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T12:20:48.088871] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:48.411601] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:20:48.739482] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:49.074018] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:49.407632] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:49.744063] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:50.089526] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:50.421706] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:50.760056] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:51.128095] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:20:51.128337] [INFO ] [CONFIGURE ] DBI: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T12:20:51.128424] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8845 tests [2025-11-21T12:20:51.128494] [INFO ] [CONFIGURE ] DBI: Testing feature 13/29: add_opening_strength [2025-11-21T12:20:51.128552] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:20:51.579421] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:51.990281] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:52.322174] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:20:52.643330] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:52.965587] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:20:53.306867] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:53.652889] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:20:54.003756] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:54.376208] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:54.755343] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:20:54.755528] [INFO ] [CONFIGURE ] DBI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T12:20:54.755587] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8844 tests [2025-11-21T12:20:54.755636] [INFO ] [CONFIGURE ] DBI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:20:54.755705] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T12:20:55.137778] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:55.501148] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:20:55.872912] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:20:56.234487] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:20:56.593386] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:20:56.954617] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:20:57.301111] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:20:57.640723] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:20:58.000873] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:20:58.336877] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:20:58.337137] [INFO ] [CONFIGURE ] DBI: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T12:20:58.337197] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8843 tests [2025-11-21T12:20:58.337245] [INFO ] [CONFIGURE ] DBI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:20:58.337289] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T12:20:58.678931] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:20:59.035820] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:20:59.367408] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:20:59.708338] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:00.053884] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:00.432555] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:01.371467] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:01.693530] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:02.021261] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:02.345552] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:02.345742] [INFO ] [CONFIGURE ] DBI: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:21:02.345800] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8842 tests [2025-11-21T12:21:02.345847] [INFO ] [CONFIGURE ] DBI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:21:02.345890] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T12:21:02.681577] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:03.013031] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:03.375146] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:03.720951] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:04.059756] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:04.385628] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:21:04.735151] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:05.076860] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:05.443860] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:05.786426] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:05.786630] [INFO ] [CONFIGURE ] DBI: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T12:21:05.786709] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8841 tests [2025-11-21T12:21:05.786761] [INFO ] [CONFIGURE ] DBI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:21:05.786809] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T12:21:06.096306] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:06.406276] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:06.710728] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:07.014108] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:07.319382] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:07.625150] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:07.932130] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:08.256224] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:08.584870] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:08.906761] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:08.906939] [INFO ] [CONFIGURE ] DBI: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T12:21:08.907014] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8840 tests [2025-11-21T12:21:08.907061] [INFO ] [CONFIGURE ] DBI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:21:08.907104] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T12:21:09.208011] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:09.524830] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:09.839069] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:10.141929] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:10.448089] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:10.786548] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:11.116704] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:11.431000] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:11.742805] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:12.065471] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:12.065683] [INFO ] [CONFIGURE ] DBI: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T12:21:12.065743] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8839 tests [2025-11-21T12:21:12.065792] [INFO ] [CONFIGURE ] DBI: Testing feature 20/29: add_price_rejection [2025-11-21T12:21:12.065837] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T12:21:12.409422] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:12.745567] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:13.076571] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:13.415509] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:13.752243] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:14.083486] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:14.415091] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:14.720355] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:21:15.058094] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:15.381806] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:15.382005] [INFO ] [CONFIGURE ] DBI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:21:15.382064] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8838 tests [2025-11-21T12:21:15.382111] [INFO ] [CONFIGURE ] DBI: Testing feature 21/29: add_range_position [2025-11-21T12:21:15.382153] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_range_position'] [2025-11-21T12:21:15.715008] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:16.051782] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:16.380341] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:16.711730] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:17.031306] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:17.352657] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:17.691223] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:18.026965] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:18.355799] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:18.707198] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:18.707390] [INFO ] [CONFIGURE ] DBI: DISCARDED add_range_position (score: 90.00%) [2025-11-21T12:21:18.707448] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8837 tests [2025-11-21T12:21:18.707494] [INFO ] [CONFIGURE ] DBI: Testing feature 22/29: add_realized_volatility [2025-11-21T12:21:18.707535] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T12:21:19.118358] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:19.514726] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:19.921745] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:21:20.316798] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:20.732467] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:21.149050] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:21.551261] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:21.956613] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:22.362508] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:22.773098] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:22.773323] [INFO ] [CONFIGURE ] DBI: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T12:21:22.773382] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8836 tests [2025-11-21T12:21:22.773429] [INFO ] [CONFIGURE ] DBI: Testing feature 23/29: add_recent_range_context [2025-11-21T12:21:22.773471] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T12:21:23.085477] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:23.407465] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:23.725306] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:24.052312] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:24.370407] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:24.687316] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:21:25.009525] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:25.319767] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:25.632161] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:25.941302] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:25.941491] [INFO ] [CONFIGURE ] DBI: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T12:21:25.941549] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8835 tests [2025-11-21T12:21:25.941596] [INFO ] [CONFIGURE ] DBI: Testing feature 24/29: add_rsi [2025-11-21T12:21:25.941657] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T12:21:26.313068] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:26.696245] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:21:27.068266] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:21:27.425304] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:27.801995] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:28.157916] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:28.545603] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:28.937003] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:29.344126] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:29.768030] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:29.768297] [INFO ] [CONFIGURE ] DBI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:21:29.768384] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8834 tests [2025-11-21T12:21:29.768459] [INFO ] [CONFIGURE ] DBI: Testing feature 25/29: add_tick_distribution [2025-11-21T12:21:29.768524] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T12:21:30.119804] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:30.455726] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:30.804300] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:31.144911] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:31.468437] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:31.795782] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:32.128012] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:21:32.468160] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:32.789817] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:33.146858] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:33.147085] [INFO ] [CONFIGURE ] DBI: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T12:21:33.147146] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8833 tests [2025-11-21T12:21:33.147192] [INFO ] [CONFIGURE ] DBI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:21:33.147235] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T12:21:33.490586] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:33.828917] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:34.173463] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:34.519149] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:34.860490] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:35.201332] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:35.555488] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:35.891878] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:36.247087] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:36.617500] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:36.617717] [INFO ] [CONFIGURE ] DBI: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T12:21:36.617777] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8832 tests [2025-11-21T12:21:36.617826] [INFO ] [CONFIGURE ] DBI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:21:36.617881] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T12:21:36.984679] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:37.320273] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:37.666675] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:21:38.031058] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:38.373160] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:38.698073] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:39.022076] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:39.348175] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:39.707068] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:40.059675] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:40.059871] [INFO ] [CONFIGURE ] DBI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:21:40.059934] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8831 tests [2025-11-21T12:21:40.059982] [INFO ] [CONFIGURE ] DBI: Testing feature 28/29: add_volume_profile [2025-11-21T12:21:40.060026] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T12:21:40.399501] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:40.744568] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:41.098722] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:41.452039] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:41.796061] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:42.148081] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:42.501749] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:42.859050] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:43.220261] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:43.576323] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:43.576561] [INFO ] [CONFIGURE ] DBI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T12:21:43.576622] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8830 tests [2025-11-21T12:21:43.576693] [INFO ] [CONFIGURE ] DBI: Testing feature 29/29: add_vwap [2025-11-21T12:21:43.576740] [INFO ] [CONFIGURE ] DBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily', 'add_vwap'] [2025-11-21T12:21:43.921944] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:44.264217] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:21:44.628977] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:21:44.977694] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:45.318965] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:45.666843] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:46.015250] [DEBUG] [FORECASTER] DBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:46.377598] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:21:46.732507] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:21:47.085465] [DEBUG] [FORECASTER] DBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:47.085901] [INFO ] [CONFIGURE ] DBI: DISCARDED add_vwap (score: 70.00%) [2025-11-21T12:21:47.085964] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8829 tests [2025-11-21T12:21:47.086010] [INFO ] [CONFIGURE ] DBI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:21:47.086050] [INFO ] [CONFIGURE ] DBI: Best accuracy: 90.00% [2025-11-21T12:21:47.086092] [INFO ] [CONFIGURE ] DBI: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T12:21:47.086131] [INFO ] [CONFIGURE ] DBI: Improvement over baseline: 30.00% [2025-11-21T12:21:47.086167] [INFO ] [CONFIGURE ] DBI: Total time: 1.4 minutes [2025-11-21T12:21:47.086206] [INFO ] [CONFIGURE ] DBI: Average time per feature: 3.0 seconds [2025-11-21T12:21:47.086243] [INFO ] [CONFIGURE ] DBI: Average speed: 0.34 features/sec [2025-11-21T12:21:47.086703] [INFO ] [LOCAL ] Saved configuration for DBI: 3 features, 90.00% accuracy -> ./output/feature-sets/DBI.json [2025-11-21T12:21:47.086761] [INFO ] [CONFIGURE ] DBI: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T12:21:47.086810] [INFO ] [sig ] [423/723] Successfully configured DBI | 0.01 sym/s | Total: 9.8h | ETA: 7.0h [2025-11-21T12:21:47.086854] [INFO ] [sig ] [424/723] Configuring DBL... [2025-11-21T12:21:47.086895] [INFO ] [CONFIGURE ] DBL: Configurate test run. [2025-11-21T12:21:47.086943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-11-21T12:21:47.192335] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DBL'. [2025-11-21T12:21:47.192826] [INFO ] [CONFIGURE ] DBL: Testing with 29 available features [2025-11-21T12:21:47.192911] [INFO ] [CONFIGURE ] DBL: Establishing baseline with no features... [2025-11-21T12:21:47.375724] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:21:47.542444] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:47.719792] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:21:47.896278] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:48.070624] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:21:48.241928] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:48.426485] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:48.605572] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:21:48.785817] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:21:48.959902] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:48.960069] [INFO ] [CONFIGURE ] DBL: Baseline score (no features): 60.00% [2025-11-21T12:21:48.960118] [INFO ] [CONFIGURE ] DBL: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:21:48.960156] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:21:49.169327] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:21:49.380300] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:49.585715] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:21:49.789370] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:49.997782] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:21:50.213097] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:50.424251] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:50.642361] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:21:50.851814] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:21:51.071195] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:51.071357] [INFO ] [CONFIGURE ] DBL: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T12:21:51.071404] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8828 tests [2025-11-21T12:21:51.071443] [INFO ] [CONFIGURE ] DBL: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:21:51.071479] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:21:51.275111] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:21:51.516239] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:51.747953] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:21:51.983952] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:52.215215] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:21:52.425449] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:52.641419] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:52.853710] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:21:53.079026] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:21:53.292507] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:21:53.292723] [INFO ] [CONFIGURE ] DBL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:21:53.292785] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8827 tests [2025-11-21T12:21:53.292840] [INFO ] [CONFIGURE ] DBL: Testing feature 3/29: add_daily_returns [2025-11-21T12:21:53.292891] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_daily_returns'] [2025-11-21T12:21:53.477630] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:21:53.664161] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:53.862460] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:21:54.078709] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:21:54.269166] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:21:54.457831] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:54.653861] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:54.858845] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:21:55.046089] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:21:55.240322] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:55.240495] [INFO ] [CONFIGURE ] DBL: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:21:55.240549] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8826 tests [2025-11-21T12:21:55.240588] [INFO ] [CONFIGURE ] DBL: Testing feature 4/29: add_ema [2025-11-21T12:21:55.240624] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_ema'] [2025-11-21T12:21:55.460164] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:21:55.684837] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:21:55.912111] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:21:56.127938] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:21:56.347187] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:21:56.572629] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:56.787595] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:57.004592] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:21:57.223526] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:21:57.450214] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:57.450457] [INFO ] [CONFIGURE ] DBL: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:21:57.450526] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8825 tests [2025-11-21T12:21:57.450581] [INFO ] [CONFIGURE ] DBL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:21:57.450631] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:21:57.674186] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:21:57.895325] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:21:58.134680] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:21:58.359868] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:21:58.593925] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:21:58.829244] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:21:59.053141] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:21:59.286829] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:21:59.513070] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:21:59.740168] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:21:59.740364] [INFO ] [CONFIGURE ] DBL: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T12:21:59.740422] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8824 tests [2025-11-21T12:21:59.740469] [INFO ] [CONFIGURE ] DBL: Testing feature 6/29: add_failed_moves [2025-11-21T12:21:59.740510] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_failed_moves'] [2025-11-21T12:21:59.926838] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:00.116981] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:00.303068] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:00.560206] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:01.382050] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:01.795997] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:02.083567] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:02.333517] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:02.556801] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:02.743386] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:02.743570] [INFO ] [CONFIGURE ] DBL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T12:22:02.743618] [INFO ] [CONFIGURE ] JOB ETA: 7.0h | Avg: 2.8s/test | Remaining: 8823 tests [2025-11-21T12:22:02.743683] [INFO ] [CONFIGURE ] DBL: Testing feature 7/29: add_lag_shelf [2025-11-21T12:22:02.743744] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_lag_shelf'] [2025-11-21T12:22:02.912041] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:03.095247] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:03.266118] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:03.439309] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:03.616150] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:03.792735] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:03.965864] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:04.137444] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:04.316028] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:04.490208] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:04.490373] [INFO ] [CONFIGURE ] DBL: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:22:04.490421] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8822 tests [2025-11-21T12:22:04.490460] [INFO ] [CONFIGURE ] DBL: Testing feature 8/29: add_macd [2025-11-21T12:22:04.490496] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:22:04.761566] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:05.047615] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:05.331078] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:05.605501] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:05.873908] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:06.148824] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:06.420955] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:06.691345] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:06.973630] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:07.249437] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:07.249690] [INFO ] [CONFIGURE ] DBL: DISCARDED add_macd (score: 50.00%) [2025-11-21T12:22:07.249757] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8821 tests [2025-11-21T12:22:07.249818] [INFO ] [CONFIGURE ] DBL: Testing feature 9/29: add_mfi [2025-11-21T12:22:07.249864] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_mfi'] [2025-11-21T12:22:07.445967] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:07.647248] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:07.847606] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:08.055738] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:08.261304] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:08.461245] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:08.643727] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:08.832503] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:09.019213] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:09.200063] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:09.200277] [INFO ] [CONFIGURE ] DBL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:22:09.200327] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8820 tests [2025-11-21T12:22:09.200368] [INFO ] [CONFIGURE ] DBL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:22:09.200404] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:22:09.468993] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:22:09.734930] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:10.009184] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:10.283140] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:10.559815] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:10.837430] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:11.111979] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:11.386822] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:11.662802] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:22:11.935899] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:11.936075] [INFO ] [CONFIGURE ] DBL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:22:11.936133] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8819 tests [2025-11-21T12:22:11.936182] [INFO ] [CONFIGURE ] DBL: Testing feature 11/29: add_obv_daily [2025-11-21T12:22:11.936227] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily'] [2025-11-21T12:22:12.125913] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:12.314375] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:12.516385] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:12.715107] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:12.909663] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:13.109243] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:13.310847] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:13.509567] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:13.702092] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:13.901876] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:22:13.902183] [INFO ] [CONFIGURE ] DBL: KEPT add_obv_daily (score: 70.00%) [2025-11-21T12:22:13.902289] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8818 tests [2025-11-21T12:22:13.902374] [INFO ] [CONFIGURE ] DBL: Testing feature 12/29: add_obv_interval [2025-11-21T12:22:13.902450] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T12:22:14.109758] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:14.321842] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:14.541550] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:14.756389] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:14.972663] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:15.185151] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:15.401030] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:15.615127] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:15.828832] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:16.039157] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:16.039333] [INFO ] [CONFIGURE ] DBL: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:22:16.039382] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8817 tests [2025-11-21T12:22:16.039421] [INFO ] [CONFIGURE ] DBL: Testing feature 13/29: add_opening_strength [2025-11-21T12:22:16.039456] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:22:16.286187] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:16.523347] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:16.755146] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:16.989281] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:17.221714] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:17.471422] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:17.726785] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:17.983160] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:18.252854] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:18.501978] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:18.502183] [INFO ] [CONFIGURE ] DBL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:22:18.502388] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8816 tests [2025-11-21T12:22:18.502481] [INFO ] [CONFIGURE ] DBL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:22:18.502535] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T12:22:18.736610] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:18.977724] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:19.221098] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:19.458254] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:19.693445] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:19.919761] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:20.151278] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:20.384013] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:20.610098] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:20.831256] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:20.831428] [INFO ] [CONFIGURE ] DBL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:22:20.831482] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8815 tests [2025-11-21T12:22:20.831530] [INFO ] [CONFIGURE ] DBL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:22:20.831566] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T12:22:21.038197] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:22:21.245266] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:21.458301] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:21.666868] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:21.871897] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:22.081779] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:22.290176] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:22.501501] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:22.714941] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:22:22.933062] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:22.933254] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:22:22.933304] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8814 tests [2025-11-21T12:22:22.933344] [INFO ] [CONFIGURE ] DBL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:22:22.933379] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T12:22:23.197058] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:23.417180] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:23.638152] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:23.876291] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:24.119411] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:24.357969] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:24.595723] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:24.817709] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:25.058490] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:22:25.295028] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:25.295261] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:22:25.295326] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8813 tests [2025-11-21T12:22:25.295383] [INFO ] [CONFIGURE ] DBL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:22:25.295457] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T12:22:25.518876] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:25.734616] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:25.954579] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:22:26.174463] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:26.395574] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:26.634924] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:26.858527] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:27.086069] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:27.314083] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:27.540145] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:27.540349] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:22:27.540411] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8812 tests [2025-11-21T12:22:27.540459] [INFO ] [CONFIGURE ] DBL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:22:27.540504] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T12:22:27.748999] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:27.958473] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:22:28.163679] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:28.373723] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:28.580086] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:28.795959] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:28.998307] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:29.202175] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:29.410936] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:29.632753] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:29.633068] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:22:29.633176] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8811 tests [2025-11-21T12:22:29.633266] [INFO ] [CONFIGURE ] DBL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:22:29.633344] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T12:22:29.839971] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:30.052157] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:22:30.252821] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:22:30.457529] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:30.684380] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:30.914203] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:31.127302] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:31.332850] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:31.541481] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:31.757342] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:31.757733] [INFO ] [CONFIGURE ] DBL: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T12:22:31.757945] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8810 tests [2025-11-21T12:22:31.758037] [INFO ] [CONFIGURE ] DBL: Testing feature 20/29: add_price_rejection [2025-11-21T12:22:31.758114] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_price_rejection'] [2025-11-21T12:22:31.984438] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:32.203534] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:22:32.426323] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:22:32.668145] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:32.897816] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:33.120707] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:33.346591] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:33.590684] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:33.819002] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:34.041864] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:22:34.042056] [INFO ] [CONFIGURE ] DBL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T12:22:34.042105] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8809 tests [2025-11-21T12:22:34.042143] [INFO ] [CONFIGURE ] DBL: Testing feature 21/29: add_range_position [2025-11-21T12:22:34.042178] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_range_position'] [2025-11-21T12:22:34.274153] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:34.510024] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:22:34.747579] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:22:34.982750] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:35.252220] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:35.507190] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:35.763918] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:36.002743] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:36.239618] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:22:36.491944] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:36.492138] [INFO ] [CONFIGURE ] DBL: DISCARDED add_range_position (score: 30.00%) [2025-11-21T12:22:36.492196] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8808 tests [2025-11-21T12:22:36.492243] [INFO ] [CONFIGURE ] DBL: Testing feature 22/29: add_realized_volatility [2025-11-21T12:22:36.492285] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_realized_volatility'] [2025-11-21T12:22:36.824874] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:22:37.164093] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:37.497051] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:37.840043] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:38.185225] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:38.530499] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:38.852343] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:39.177808] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:39.513212] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:39.867016] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:22:39.867223] [INFO ] [CONFIGURE ] DBL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T12:22:39.867283] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8807 tests [2025-11-21T12:22:39.867332] [INFO ] [CONFIGURE ] DBL: Testing feature 23/29: add_recent_range_context [2025-11-21T12:22:39.867379] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_recent_range_context'] [2025-11-21T12:22:40.112851] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:40.352624] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:40.600301] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:22:40.846293] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:41.097740] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:41.343764] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:41.592212] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:41.844334] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:42.078040] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:42.302529] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:42.302715] [INFO ] [CONFIGURE ] DBL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:22:42.302787] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8806 tests [2025-11-21T12:22:42.302909] [INFO ] [CONFIGURE ] DBL: Testing feature 24/29: add_rsi [2025-11-21T12:22:42.302962] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T12:22:42.566215] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:42.825710] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:43.090937] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:22:43.346283] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:43.610355] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:43.868897] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:44.140742] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:44.414299] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:44.707293] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:44.987498] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:44.987689] [INFO ] [CONFIGURE ] DBL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:22:44.987747] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8805 tests [2025-11-21T12:22:44.987817] [INFO ] [CONFIGURE ] DBL: Testing feature 25/29: add_tick_distribution [2025-11-21T12:22:44.987864] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_tick_distribution'] [2025-11-21T12:22:45.217315] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:45.450888] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:22:45.674046] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:22:45.896363] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:46.108970] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:46.337717] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:22:46.550731] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:46.764077] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:46.985307] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:47.216190] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:47.216566] [INFO ] [CONFIGURE ] DBL: DISCARDED add_tick_distribution (score: 20.00%) [2025-11-21T12:22:47.216691] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8804 tests [2025-11-21T12:22:47.216799] [INFO ] [CONFIGURE ] DBL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:22:47.216999] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T12:22:47.440926] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:47.655018] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:47.870167] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:48.137281] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:48.361717] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:48.590809] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:48.857440] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:49.165154] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:49.458267] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:49.742378] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:22:49.743193] [INFO ] [CONFIGURE ] DBL: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T12:22:49.743259] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8803 tests [2025-11-21T12:22:49.743303] [INFO ] [CONFIGURE ] DBL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:22:49.743341] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T12:22:50.017808] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:50.261056] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:22:50.497239] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:50.737672] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:50.975501] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:51.210665] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:51.455511] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:51.705518] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:51.945951] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:52.186798] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:52.187204] [INFO ] [CONFIGURE ] DBL: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:22:52.187272] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8802 tests [2025-11-21T12:22:52.187321] [INFO ] [CONFIGURE ] DBL: Testing feature 28/29: add_volume_profile [2025-11-21T12:22:52.187365] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_volume_profile'] [2025-11-21T12:22:52.416097] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:52.640161] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:52.872590] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:22:53.102351] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:53.338305] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:53.571887] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:53.823534] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:54.044100] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:22:54.278494] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:54.523131] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:54.523442] [INFO ] [CONFIGURE ] DBL: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T12:22:54.523540] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8801 tests [2025-11-21T12:22:54.523623] [INFO ] [CONFIGURE ] DBL: Testing feature 29/29: add_vwap [2025-11-21T12:22:54.523719] [INFO ] [CONFIGURE ] DBL: Testing with features: ['add_obv_daily', 'add_vwap'] [2025-11-21T12:22:54.753831] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:54.971315] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:22:55.199990] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:22:55.422489] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:22:55.643109] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:55.869915] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:56.092421] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:22:56.319214] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:22:56.547247] [DEBUG] [FORECASTER] DBL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:22:56.791148] [DEBUG] [FORECASTER] DBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:22:56.791340] [INFO ] [CONFIGURE ] DBL: DISCARDED add_vwap (score: 50.00%) [2025-11-21T12:22:56.791392] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8800 tests [2025-11-21T12:22:56.791432] [INFO ] [CONFIGURE ] DBL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:22:56.791482] [INFO ] [CONFIGURE ] DBL: Best accuracy: 70.00% [2025-11-21T12:22:56.791527] [INFO ] [CONFIGURE ] DBL: Best feature set (1 features): ['add_obv_daily'] [2025-11-21T12:22:56.791568] [INFO ] [CONFIGURE ] DBL: Improvement over baseline: 10.00% [2025-11-21T12:22:56.791609] [INFO ] [CONFIGURE ] DBL: Total time: 1.1 minutes [2025-11-21T12:22:56.791666] [INFO ] [CONFIGURE ] DBL: Average time per feature: 2.3 seconds [2025-11-21T12:22:56.791707] [INFO ] [CONFIGURE ] DBL: Average speed: 0.43 features/sec [2025-11-21T12:22:56.792214] [INFO ] [LOCAL ] Saved configuration for DBL: 1 features, 70.00% accuracy -> ./output/feature-sets/DBL.json [2025-11-21T12:22:56.792273] [INFO ] [CONFIGURE ] DBL: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T12:22:56.792330] [INFO ] [sig ] [424/723] Successfully configured DBL | 0.01 sym/s | Total: 9.8h | ETA: 6.9h [2025-11-21T12:22:56.792376] [INFO ] [sig ] [425/723] Configuring DBRG... [2025-11-21T12:22:56.792416] [INFO ] [CONFIGURE ] DBRG: Configurate test run. [2025-11-21T12:22:56.792455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-11-21T12:22:56.982367] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DBRG'. [2025-11-21T12:22:56.982829] [INFO ] [CONFIGURE ] DBRG: Testing with 29 available features [2025-11-21T12:22:56.982894] [INFO ] [CONFIGURE ] DBRG: Establishing baseline with no features... [2025-11-21T12:22:57.154052] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:22:57.323813] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:22:57.491725] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:22:57.666988] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:22:57.854458] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:22:58.039810] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:22:58.220006] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:22:58.388372] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:22:58.561375] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:22:58.732882] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:22:58.733052] [INFO ] [CONFIGURE ] DBRG: Baseline score (no features): 50.00% [2025-11-21T12:22:58.733109] [INFO ] [CONFIGURE ] DBRG: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:22:58.733150] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:22:58.955677] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:22:59.170673] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:22:59.376493] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:22:59.580592] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:22:59.788232] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:22:59.997486] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:00.223436] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:00.426559] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:00.632132] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:01.522665] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:01.522898] [INFO ] [CONFIGURE ] DBRG: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T12:23:01.522950] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8799 tests [2025-11-21T12:23:01.522991] [INFO ] [CONFIGURE ] DBRG: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:23:01.523029] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:23:01.949826] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:02.293700] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:02.557625] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:02.820554] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:03.073826] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:03.325815] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:03.582478] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:03.825892] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:04.066669] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:23:04.330959] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:04.331136] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T12:23:04.331193] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8798 tests [2025-11-21T12:23:04.331240] [INFO ] [CONFIGURE ] DBRG: Testing feature 3/29: add_daily_returns [2025-11-21T12:23:04.331326] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:23:04.551899] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:04.775802] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:04.995210] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:05.222781] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:05.452718] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:05.691744] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:23:05.915765] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:06.142260] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:06.372031] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:06.616971] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:06.617166] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:23:06.617214] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8797 tests [2025-11-21T12:23:06.617252] [INFO ] [CONFIGURE ] DBRG: Testing feature 4/29: add_ema [2025-11-21T12:23:06.617288] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:23:06.897214] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:07.175366] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:07.439092] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:07.698586] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:07.975879] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:08.266341] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:08.539459] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:08.829557] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:09.110876] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:23:09.387880] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:09.388080] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:23:09.388284] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8796 tests [2025-11-21T12:23:09.388409] [INFO ] [CONFIGURE ] DBRG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:23:09.388462] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:23:09.658858] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:09.931257] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:10.208565] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:23:10.483778] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:10.780016] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:11.074865] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:23:11.355563] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:11.623078] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:11.887767] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:12.152234] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:12.152427] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:23:12.152483] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8795 tests [2025-11-21T12:23:12.152532] [INFO ] [CONFIGURE ] DBRG: Testing feature 6/29: add_failed_moves [2025-11-21T12:23:12.152576] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T12:23:12.369026] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:12.588802] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:12.815153] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:13.040406] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:13.277814] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:13.519350] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:13.768740] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:14.006935] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:14.262176] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:14.500483] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:14.500822] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:23:14.500929] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8794 tests [2025-11-21T12:23:14.501020] [INFO ] [CONFIGURE ] DBRG: Testing feature 7/29: add_lag_shelf [2025-11-21T12:23:14.501097] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T12:23:14.726115] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:14.941344] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:15.164178] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:15.389839] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:15.616349] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:15.833315] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:16.052701] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:16.264013] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:16.477717] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:16.682718] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:16.683014] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:23:16.683118] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8793 tests [2025-11-21T12:23:16.683203] [INFO ] [CONFIGURE ] DBRG: Testing feature 8/29: add_macd [2025-11-21T12:23:16.683279] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T12:23:16.999479] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:17.307060] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:17.651188] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:23:17.986852] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:18.324160] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:23:18.666770] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:19.013462] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:23:19.355094] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:19.705989] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:20.040952] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:20.041139] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:23:20.041195] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8792 tests [2025-11-21T12:23:20.041312] [INFO ] [CONFIGURE ] DBRG: Testing feature 9/29: add_mfi [2025-11-21T12:23:20.041358] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T12:23:20.279011] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:20.513271] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:20.758435] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:21.007037] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:21.264391] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:21.510858] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:21.744526] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:21.993278] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:22.237884] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:22.490889] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:22.491093] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:23:22.491149] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8791 tests [2025-11-21T12:23:22.491281] [INFO ] [CONFIGURE ] DBRG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:23:22.491322] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:23:22.825446] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:23.161735] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:23.510547] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:23:23.842465] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:24.184959] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:24.518524] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:24.858768] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:25.190511] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:25.528461] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:25.867013] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:25.867239] [INFO ] [CONFIGURE ] DBRG: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T12:23:25.867300] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8790 tests [2025-11-21T12:23:25.867352] [INFO ] [CONFIGURE ] DBRG: Testing feature 11/29: add_obv_daily [2025-11-21T12:23:25.867397] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T12:23:26.235076] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:26.589530] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:26.954046] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:27.319347] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:27.667707] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:28.051598] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:28.416030] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:28.779059] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:29.146427] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:29.519466] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:29.519702] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:23:29.519763] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8789 tests [2025-11-21T12:23:29.519812] [INFO ] [CONFIGURE ] DBRG: Testing feature 12/29: add_obv_interval [2025-11-21T12:23:29.519855] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T12:23:29.873350] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:30.214151] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:30.573219] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:30.924400] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:31.277832] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:31.615391] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:23:31.945894] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:32.272927] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:32.606836] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:23:32.974021] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:32.974224] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:23:32.974283] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8788 tests [2025-11-21T12:23:32.974341] [INFO ] [CONFIGURE ] DBRG: Testing feature 13/29: add_opening_strength [2025-11-21T12:23:32.974405] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:23:33.359003] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:33.745196] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:34.117584] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:34.494060] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:34.868333] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:35.250658] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:35.637260] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:36.026167] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:36.426374] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:36.795602] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:36.795805] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T12:23:36.795863] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8787 tests [2025-11-21T12:23:36.795911] [INFO ] [CONFIGURE ] DBRG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:23:36.795957] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T12:23:37.141591] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:37.531412] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:37.923079] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:38.293424] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:38.667712] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:39.018744] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:39.359815] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:39.713037] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:40.090183] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:40.446557] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:40.446776] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:23:40.446840] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8786 tests [2025-11-21T12:23:40.446889] [INFO ] [CONFIGURE ] DBRG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:23:40.446934] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T12:23:40.816940] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:23:41.180853] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:41.519949] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:41.890074] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:42.333754] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:42.814046] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:23:43.200727] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:43.533763] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:43.854962] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:44.199620] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:44.199831] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:23:44.199890] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8785 tests [2025-11-21T12:23:44.199940] [INFO ] [CONFIGURE ] DBRG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:23:44.199985] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T12:23:44.545820] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:44.895826] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:45.196206] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:45.519765] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:45.873436] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:46.230802] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:46.592283] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:46.942880] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:47.302598] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:47.658327] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:47.658491] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:23:47.658547] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8784 tests [2025-11-21T12:23:47.658592] [INFO ] [CONFIGURE ] DBRG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:23:47.658636] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T12:23:47.973600] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:48.313469] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:48.641513] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:48.955627] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:49.271300] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:23:49.591288] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:49.921216] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:50.247260] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:50.564699] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:23:50.890211] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:50.890410] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:23:50.890468] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8783 tests [2025-11-21T12:23:50.890522] [INFO ] [CONFIGURE ] DBRG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:23:50.890570] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T12:23:51.196854] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:51.500759] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:51.800149] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:52.099523] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:52.397566] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:52.698606] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:53.014903] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:53.311562] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:53.619501] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:23:53.922387] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:23:53.922542] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T12:23:53.922597] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8782 tests [2025-11-21T12:23:53.922661] [INFO ] [CONFIGURE ] DBRG: Testing feature 20/29: add_price_rejection [2025-11-21T12:23:53.922709] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T12:23:54.278123] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:54.630982] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:54.961872] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:55.299209] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:55.641878] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:55.982124] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:56.321167] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:23:56.655519] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:23:56.990421] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:23:57.348892] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:23:57.349064] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T12:23:57.349121] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8781 tests [2025-11-21T12:23:57.349169] [INFO ] [CONFIGURE ] DBRG: Testing feature 21/29: add_range_position [2025-11-21T12:23:57.349212] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T12:23:57.702878] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:23:58.063056] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:23:58.418221] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:23:58.761388] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:23:59.125042] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:23:59.503239] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:23:59.873051] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:00.253035] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:00.610280] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:01.684758] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:24:01.685207] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:24:01.685275] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8780 tests [2025-11-21T12:24:01.685330] [INFO ] [CONFIGURE ] DBRG: Testing feature 22/29: add_realized_volatility [2025-11-21T12:24:01.685379] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T12:24:02.168193] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:24:02.606639] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:03.053686] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:24:03.510126] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:24:03.947426] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:04.401751] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:04.838061] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:05.287968] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:05.753069] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:24:06.229531] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:24:06.229794] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:24:06.229857] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8779 tests [2025-11-21T12:24:06.229909] [INFO ] [CONFIGURE ] DBRG: Testing feature 23/29: add_recent_range_context [2025-11-21T12:24:06.229954] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T12:24:06.572908] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:24:06.910246] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:07.263714] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:24:07.619984] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:24:07.995699] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:24:08.331731] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:24:08.692000] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:09.053617] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:09.401566] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:09.747004] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:24:09.747206] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:24:09.747265] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8778 tests [2025-11-21T12:24:09.747315] [INFO ] [CONFIGURE ] DBRG: Testing feature 24/29: add_rsi [2025-11-21T12:24:09.747361] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T12:24:10.099520] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:24:10.440440] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:10.791005] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:24:11.134565] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:24:11.480317] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:11.840344] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:12.203371] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:12.558098] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:12.916486] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:13.275880] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:24:13.276280] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:24:13.276342] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8777 tests [2025-11-21T12:24:13.276393] [INFO ] [CONFIGURE ] DBRG: Testing feature 25/29: add_tick_distribution [2025-11-21T12:24:13.276439] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T12:24:13.588281] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:24:13.906595] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:14.232940] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:24:14.553741] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:24:14.874465] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:15.187076] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:24:15.499162] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:15.815450] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:16.129401] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:16.457800] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:24:16.458008] [INFO ] [CONFIGURE ] DBRG: KEPT add_tick_distribution (score: 90.00%) [2025-11-21T12:24:16.458069] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8776 tests [2025-11-21T12:24:16.458118] [INFO ] [CONFIGURE ] DBRG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:24:16.458165] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T12:24:16.797758] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:24:17.129219] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:17.445104] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:24:17.772435] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:24:18.107552] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:18.452364] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:24:18.779604] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:19.115872] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:19.444428] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:24:19.793780] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:24:19.793956] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:24:19.794013] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8775 tests [2025-11-21T12:24:19.794061] [INFO ] [CONFIGURE ] DBRG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:24:19.794104] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T12:24:20.178518] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:24:20.569125] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:20.963353] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:24:21.338773] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:24:21.735073] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:22.115981] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:22.479542] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:22.841940] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:23.199976] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:23.573105] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:24:23.573290] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:24:23.573349] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8774 tests [2025-11-21T12:24:23.573397] [INFO ] [CONFIGURE ] DBRG: Testing feature 28/29: add_volume_profile [2025-11-21T12:24:23.573440] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T12:24:23.934523] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:24:24.289975] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:24.661635] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:24:25.033020] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:24:25.404365] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:24:25.778049] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:24:26.152148] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:26.529633] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:26.904579] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:27.293494] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:24:27.293739] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:24:27.293800] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8773 tests [2025-11-21T12:24:27.293848] [INFO ] [CONFIGURE ] DBRG: Testing feature 29/29: add_vwap [2025-11-21T12:24:27.293892] [INFO ] [CONFIGURE ] DBRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_vwap'] [2025-11-21T12:24:27.665450] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:24:28.026784] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:28.383268] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:24:28.729364] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:24:29.075037] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:24:29.427989] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:29.849057] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:30.313568] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:30.695006] [DEBUG] [FORECASTER] DBRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:31.042435] [DEBUG] [FORECASTER] DBRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:24:31.042636] [INFO ] [CONFIGURE ] DBRG: DISCARDED add_vwap (score: 50.00%) [2025-11-21T12:24:31.042717] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8772 tests [2025-11-21T12:24:31.042774] [INFO ] [CONFIGURE ] DBRG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:24:31.042817] [INFO ] [CONFIGURE ] DBRG: Best accuracy: 90.00% [2025-11-21T12:24:31.042859] [INFO ] [CONFIGURE ] DBRG: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T12:24:31.042901] [INFO ] [CONFIGURE ] DBRG: Improvement over baseline: 40.00% [2025-11-21T12:24:31.042939] [INFO ] [CONFIGURE ] DBRG: Total time: 1.5 minutes [2025-11-21T12:24:31.042978] [INFO ] [CONFIGURE ] DBRG: Average time per feature: 3.3 seconds [2025-11-21T12:24:31.043016] [INFO ] [CONFIGURE ] DBRG: Average speed: 0.31 features/sec [2025-11-21T12:24:31.043393] [INFO ] [LOCAL ] Saved configuration for DBRG: 4 features, 90.00% accuracy -> ./output/feature-sets/DBRG.json [2025-11-21T12:24:31.043451] [INFO ] [CONFIGURE ] DBRG: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T12:24:31.043501] [INFO ] [sig ] [425/723] Successfully configured DBRG | 0.01 sym/s | Total: 9.8h | ETA: 6.9h [2025-11-21T12:24:31.043547] [INFO ] [sig ] [426/723] Configuring DCI... [2025-11-21T12:24:31.043588] [INFO ] [CONFIGURE ] DCI: Configurate test run. [2025-11-21T12:24:31.043630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-11-21T12:24:31.118785] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DCI'. [2025-11-21T12:24:31.119098] [INFO ] [CONFIGURE ] DCI: Testing with 29 available features [2025-11-21T12:24:31.119161] [INFO ] [CONFIGURE ] DCI: Establishing baseline with no features... [2025-11-21T12:24:31.280561] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:24:31.443227] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:31.609143] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:31.778478] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:24:31.941666] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:32.104860] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:32.266334] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:32.432673] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:32.610073] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:32.786680] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:32.786831] [INFO ] [CONFIGURE ] DCI: Baseline score (no features): 70.00% [2025-11-21T12:24:32.786875] [INFO ] [CONFIGURE ] DCI: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:24:32.786912] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:24:32.993513] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:24:33.196988] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:33.401022] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:33.610831] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:24:33.823008] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:24:34.039205] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:34.252140] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:34.464552] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:34.685786] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:34.898153] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:34.898333] [INFO ] [CONFIGURE ] DCI: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:24:34.898382] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8771 tests [2025-11-21T12:24:34.898420] [INFO ] [CONFIGURE ] DCI: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:24:34.898455] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:24:35.121332] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:24:35.341045] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:35.559584] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:35.781764] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:24:36.006190] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:36.235944] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:36.473004] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:36.700374] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:36.928703] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:37.152992] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:37.153345] [INFO ] [CONFIGURE ] DCI: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:24:37.153455] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8770 tests [2025-11-21T12:24:37.153544] [INFO ] [CONFIGURE ] DCI: Testing feature 3/29: add_daily_returns [2025-11-21T12:24:37.153674] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_daily_returns'] [2025-11-21T12:24:37.362368] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:24:37.569195] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:24:37.767526] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:37.969865] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:24:38.170153] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:38.379391] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:38.582192] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:38.781858] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:24:38.977795] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:39.171793] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:39.171981] [INFO ] [CONFIGURE ] DCI: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T12:24:39.172042] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8769 tests [2025-11-21T12:24:39.172082] [INFO ] [CONFIGURE ] DCI: Testing feature 4/29: add_ema [2025-11-21T12:24:39.172118] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_ema'] [2025-11-21T12:24:39.396205] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:24:39.619565] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:39.844674] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:40.067596] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:24:40.300015] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:40.531518] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:40.754078] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:40.975866] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:24:41.202893] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:41.448501] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:41.448731] [INFO ] [CONFIGURE ] DCI: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:24:41.448812] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8768 tests [2025-11-21T12:24:41.448990] [INFO ] [CONFIGURE ] DCI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:24:41.449090] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:24:41.686020] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:24:41.919076] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:42.150865] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:24:42.381923] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:24:42.612772] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:42.855678] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:43.103961] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:43.349729] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:43.601004] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:43.850790] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:43.850985] [INFO ] [CONFIGURE ] DCI: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T12:24:43.851044] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8767 tests [2025-11-21T12:24:43.851091] [INFO ] [CONFIGURE ] DCI: Testing feature 6/29: add_failed_moves [2025-11-21T12:24:43.851136] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_failed_moves'] [2025-11-21T12:24:44.072905] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:24:44.271630] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:44.467037] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:44.661872] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:24:44.875861] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:24:45.072176] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:45.266666] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:45.459830] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:45.658320] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:45.854159] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:45.854323] [INFO ] [CONFIGURE ] DCI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:24:45.854370] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8766 tests [2025-11-21T12:24:45.854407] [INFO ] [CONFIGURE ] DCI: Testing feature 7/29: add_lag_shelf [2025-11-21T12:24:45.854443] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_lag_shelf'] [2025-11-21T12:24:46.037502] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:24:46.216051] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:46.397615] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:46.577034] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:24:46.752820] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:46.935100] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:47.112865] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:47.296458] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:47.479379] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:47.664769] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:47.664928] [INFO ] [CONFIGURE ] DCI: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:24:47.664975] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8765 tests [2025-11-21T12:24:47.665012] [INFO ] [CONFIGURE ] DCI: Testing feature 8/29: add_macd [2025-11-21T12:24:47.665048] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:24:47.941780] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:24:48.218968] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:48.490714] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:48.768776] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:24:49.046108] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:49.330756] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:49.606684] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:49.881580] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:50.155287] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:50.429908] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:50.430166] [INFO ] [CONFIGURE ] DCI: KEPT add_macd (score: 80.00%) [2025-11-21T12:24:50.430244] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8764 tests [2025-11-21T12:24:50.430346] [INFO ] [CONFIGURE ] DCI: Testing feature 9/29: add_mfi [2025-11-21T12:24:50.430410] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T12:24:50.723379] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:24:51.013090] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:51.302127] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:51.591481] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:24:51.879581] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:52.184864] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:24:52.482050] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:52.782639] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:24:53.088058] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:53.383191] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:53.383386] [INFO ] [CONFIGURE ] DCI: DISCARDED add_mfi (score: 80.00%) [2025-11-21T12:24:53.383444] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8763 tests [2025-11-21T12:24:53.383495] [INFO ] [CONFIGURE ] DCI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:24:53.383544] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:24:53.752955] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:24:54.117801] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:54.485080] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:54.863352] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:24:55.221303] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:55.579255] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:24:55.961335] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:24:56.308320] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:24:56.658227] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:24:57.008487] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:57.008702] [INFO ] [CONFIGURE ] DCI: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T12:24:57.008768] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8762 tests [2025-11-21T12:24:57.008823] [INFO ] [CONFIGURE ] DCI: Testing feature 11/29: add_obv_daily [2025-11-21T12:24:57.008874] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T12:24:57.297243] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:24:57.587031] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:24:57.881908] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:24:58.174279] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:24:58.466726] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:24:58.755624] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:24:59.048875] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:24:59.340979] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:24:59.628330] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:24:59.919686] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:24:59.919873] [INFO ] [CONFIGURE ] DCI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:24:59.919944] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8761 tests [2025-11-21T12:24:59.919996] [INFO ] [CONFIGURE ] DCI: Testing feature 12/29: add_obv_interval [2025-11-21T12:24:59.920038] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T12:25:00.200920] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:25:00.473821] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:00.754446] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:01.896082] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:25:02.197228] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:25:02.500395] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:25:02.802063] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:03.109713] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:03.427557] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:03.727558] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:03.727790] [INFO ] [CONFIGURE ] DCI: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T12:25:03.727848] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8760 tests [2025-11-21T12:25:03.727898] [INFO ] [CONFIGURE ] DCI: Testing feature 13/29: add_opening_strength [2025-11-21T12:25:03.727943] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:25:04.044938] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:25:04.359251] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:25:04.669437] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:25:04.995081] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:05.315607] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:05.627391] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:05.960941] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:06.283169] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:25:06.615774] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:06.967415] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:06.967666] [INFO ] [CONFIGURE ] DCI: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:25:06.967728] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8759 tests [2025-11-21T12:25:06.967803] [INFO ] [CONFIGURE ] DCI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:25:06.967851] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T12:25:07.274830] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:07.579369] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:07.885238] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:08.226149] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:08.560918] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:08.912673] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:25:09.261118] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:09.597746] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:09.910673] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:10.227048] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:10.227251] [INFO ] [CONFIGURE ] DCI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:25:10.227309] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8758 tests [2025-11-21T12:25:10.227357] [INFO ] [CONFIGURE ] DCI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:25:10.227400] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T12:25:10.519967] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:10.824613] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:11.125992] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:11.417716] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:11.710098] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:25:11.993489] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:25:12.262920] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:12.537950] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:12.807396] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:13.087122] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:13.087298] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T12:25:13.087356] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8757 tests [2025-11-21T12:25:13.087405] [INFO ] [CONFIGURE ] DCI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:25:13.087447] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T12:25:13.348632] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:25:13.628739] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:13.917142] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:14.205164] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:14.493419] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:14.774995] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:25:15.082445] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:15.386413] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:15.698978] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:16.002339] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:16.002529] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:25:16.002590] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8756 tests [2025-11-21T12:25:16.002658] [INFO ] [CONFIGURE ] DCI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:25:16.002709] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T12:25:16.319310] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:16.637794] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:16.954724] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:25:17.284251] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:17.623295] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:25:17.948186] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:18.235410] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:18.558919] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:18.875356] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:19.163065] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:19.163243] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:25:19.163299] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8755 tests [2025-11-21T12:25:19.163345] [INFO ] [CONFIGURE ] DCI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:25:19.163386] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T12:25:19.434969] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:25:19.720548] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:19.995249] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:20.275228] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:20.552773] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:25:20.826277] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:21.119182] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:21.407556] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:21.681593] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:21.968960] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:21.969142] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:25:21.969198] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8754 tests [2025-11-21T12:25:21.969245] [INFO ] [CONFIGURE ] DCI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:25:21.969289] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T12:25:22.224580] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:22.486721] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:22.791950] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:23.071862] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:25:23.327954] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:23.601536] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:23.860770] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:24.116689] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:25:24.374600] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:24.632163] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:24.632330] [INFO ] [CONFIGURE ] DCI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:25:24.632386] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8753 tests [2025-11-21T12:25:24.632431] [INFO ] [CONFIGURE ] DCI: Testing feature 20/29: add_price_rejection [2025-11-21T12:25:24.632473] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T12:25:24.918394] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:25.205538] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:25.484518] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:25.788867] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:25:26.102234] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:26.414138] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:26.732843] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:27.046002] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:27.370758] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:25:27.676527] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:27.676755] [INFO ] [CONFIGURE ] DCI: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T12:25:27.676819] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8752 tests [2025-11-21T12:25:27.676868] [INFO ] [CONFIGURE ] DCI: Testing feature 21/29: add_range_position [2025-11-21T12:25:27.676912] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T12:25:27.971467] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:28.256726] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:28.542290] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:28.831702] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:25:29.120052] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:29.414098] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:25:29.710170] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:30.009734] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:30.290718] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:30.569730] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:25:30.569918] [INFO ] [CONFIGURE ] DCI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:25:30.569976] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8751 tests [2025-11-21T12:25:30.570023] [INFO ] [CONFIGURE ] DCI: Testing feature 22/29: add_realized_volatility [2025-11-21T12:25:30.570065] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T12:25:30.958142] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:31.363464] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:31.761286] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:25:32.152981] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:32.546672] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:25:32.939107] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:33.323709] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:25:33.708675] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:34.099466] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:25:34.500048] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:34.500246] [INFO ] [CONFIGURE ] DCI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:25:34.500307] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8750 tests [2025-11-21T12:25:34.500355] [INFO ] [CONFIGURE ] DCI: Testing feature 23/29: add_recent_range_context [2025-11-21T12:25:34.500398] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T12:25:34.802701] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:35.096406] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:35.377404] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:35.667902] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:35.950289] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:36.234259] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:36.528290] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:36.810936] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:37.099751] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:37.386161] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:37.386342] [INFO ] [CONFIGURE ] DCI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:25:37.386400] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8749 tests [2025-11-21T12:25:37.386447] [INFO ] [CONFIGURE ] DCI: Testing feature 24/29: add_rsi [2025-11-21T12:25:37.386492] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T12:25:37.698872] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:38.002713] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:38.329041] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:38.686226] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:25:39.103735] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:39.470015] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:25:39.783669] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:40.097246] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:25:40.407911] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:40.714035] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:40.714227] [INFO ] [CONFIGURE ] DCI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:25:40.714285] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8748 tests [2025-11-21T12:25:40.714332] [INFO ] [CONFIGURE ] DCI: Testing feature 25/29: add_tick_distribution [2025-11-21T12:25:40.714376] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T12:25:40.975182] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:25:41.236404] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:41.497606] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:41.758433] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:25:42.023476] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:25:42.283896] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:42.548403] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:42.810258] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:43.083277] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:43.389460] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:43.389687] [INFO ] [CONFIGURE ] DCI: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T12:25:43.389748] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8747 tests [2025-11-21T12:25:43.389799] [INFO ] [CONFIGURE ] DCI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:25:43.389843] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T12:25:43.677221] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:43.958435] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:44.240955] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:44.519696] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:44.826502] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:45.106083] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:45.398456] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:45.687250] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:45.989052] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:25:46.279621] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:46.279840] [INFO ] [CONFIGURE ] DCI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:25:46.279991] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8746 tests [2025-11-21T12:25:46.280042] [INFO ] [CONFIGURE ] DCI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:25:46.280085] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T12:25:46.574709] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:46.872156] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:47.179162] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:47.489104] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:47.809341] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:25:48.144028] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:48.462364] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:48.767699] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:49.079102] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:49.386328] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:49.386507] [INFO ] [CONFIGURE ] DCI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T12:25:49.386564] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8745 tests [2025-11-21T12:25:49.386612] [INFO ] [CONFIGURE ] DCI: Testing feature 28/29: add_volume_profile [2025-11-21T12:25:49.386674] [INFO ] [CONFIGURE ] DCI: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T12:25:49.668842] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:25:49.952766] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:50.250367] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:50.534441] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:25:50.819871] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:25:51.108521] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:51.393245] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:51.692921] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:52.034132] [DEBUG] [FORECASTER] DCI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:25:52.320920] [DEBUG] [FORECASTER] DCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:25:52.321106] [INFO ] [CONFIGURE ] DCI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T12:25:52.321167] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8744 tests [2025-11-21T12:25:52.321238] [INFO ] [CONFIGURE ] DCI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:25:52.321295] [INFO ] [CONFIGURE ] DCI: Best accuracy: 80.00% [2025-11-21T12:25:52.321340] [INFO ] [CONFIGURE ] DCI: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T12:25:52.321380] [INFO ] [CONFIGURE ] DCI: Improvement over baseline: 10.00% [2025-11-21T12:25:52.321418] [INFO ] [CONFIGURE ] DCI: Total time: 1.3 minutes [2025-11-21T12:25:52.321455] [INFO ] [CONFIGURE ] DCI: Average time per feature: 2.8 seconds [2025-11-21T12:25:52.321494] [INFO ] [CONFIGURE ] DCI: Average speed: 0.36 features/sec [2025-11-21T12:25:52.322034] [INFO ] [LOCAL ] Saved configuration for DCI: 2 features, 80.00% accuracy -> ./output/feature-sets/DCI.json [2025-11-21T12:25:52.322103] [INFO ] [CONFIGURE ] DCI: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T12:25:52.322152] [INFO ] [sig ] [426/723] Successfully configured DCI | 0.01 sym/s | Total: 9.9h | ETA: 6.9h [2025-11-21T12:25:52.322198] [INFO ] [sig ] [427/723] Configuring DD... [2025-11-21T12:25:52.322238] [INFO ] [CONFIGURE ] DD: Configurate test run. [2025-11-21T12:25:52.322279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-11-21T12:25:52.540937] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DD'. [2025-11-21T12:25:52.541378] [INFO ] [CONFIGURE ] DD: Testing with 29 available features [2025-11-21T12:25:52.541450] [INFO ] [CONFIGURE ] DD: Establishing baseline with no features... [2025-11-21T12:25:52.720671] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:52.891841] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:53.083853] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:53.263265] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:25:53.448012] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:25:53.635608] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:53.820785] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:54.013176] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:54.199145] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:25:54.389996] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:25:54.390195] [INFO ] [CONFIGURE ] DD: Baseline score (no features): 70.00% [2025-11-21T12:25:54.390258] [INFO ] [CONFIGURE ] DD: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:25:54.390308] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:25:54.612624] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:25:54.835929] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:55.070801] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:25:55.286151] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:25:55.506453] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:25:55.718581] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:55.932708] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:56.147980] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:56.365471] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:25:56.582111] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:25:56.582307] [INFO ] [CONFIGURE ] DD: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:25:56.582357] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8743 tests [2025-11-21T12:25:56.582397] [INFO ] [CONFIGURE ] DD: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:25:56.582433] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:25:56.804663] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:57.029398] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:25:57.245819] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:57.462073] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:25:57.680440] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:25:57.901113] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:25:58.136261] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:25:58.374978] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:25:58.600934] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:25:58.825763] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:25:58.825937] [INFO ] [CONFIGURE ] DD: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T12:25:58.825984] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8742 tests [2025-11-21T12:25:58.826022] [INFO ] [CONFIGURE ] DD: Testing feature 3/29: add_daily_returns [2025-11-21T12:25:58.826056] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_daily_returns'] [2025-11-21T12:25:59.038445] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:25:59.239347] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:25:59.438350] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:25:59.639341] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:25:59.842457] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:00.049951] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:00.254225] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:00.453817] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:26:00.664063] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:00.874269] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:26:00.874776] [INFO ] [CONFIGURE ] DD: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:26:00.875251] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8741 tests [2025-11-21T12:26:00.875314] [INFO ] [CONFIGURE ] DD: Testing feature 4/29: add_ema [2025-11-21T12:26:00.875362] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema'] [2025-11-21T12:26:01.755120] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:02.069049] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:02.313675] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:02.561911] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:02.813509] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:03.086695] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:03.337765] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:03.579144] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:03.835055] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:04.077865] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:04.078069] [INFO ] [CONFIGURE ] DD: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:26:04.078121] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8740 tests [2025-11-21T12:26:04.078184] [INFO ] [CONFIGURE ] DD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:26:04.078221] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:26:04.359930] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:04.631138] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:04.891111] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:05.148562] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:05.396360] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:05.648710] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:05.912993] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:06.162802] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:06.416847] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:06.667871] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:06.668091] [INFO ] [CONFIGURE ] DD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:26:06.668152] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8739 tests [2025-11-21T12:26:06.668199] [INFO ] [CONFIGURE ] DD: Testing feature 6/29: add_failed_moves [2025-11-21T12:26:06.668244] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_failed_moves'] [2025-11-21T12:26:06.883071] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:07.100667] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:07.304384] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:07.497556] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:07.676943] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:07.873447] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:08.104085] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:08.321962] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:08.529218] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:08.742569] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:08.742762] [INFO ] [CONFIGURE ] DD: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:26:08.742838] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8738 tests [2025-11-21T12:26:08.742890] [INFO ] [CONFIGURE ] DD: Testing feature 7/29: add_lag_shelf [2025-11-21T12:26:08.742937] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_lag_shelf'] [2025-11-21T12:26:08.941530] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:09.150769] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:09.320593] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:09.497293] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:09.690725] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:09.883817] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:10.077257] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:10.271855] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:10.470536] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:26:10.669699] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:10.669868] [INFO ] [CONFIGURE ] DD: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:26:10.669917] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8737 tests [2025-11-21T12:26:10.669956] [INFO ] [CONFIGURE ] DD: Testing feature 8/29: add_macd [2025-11-21T12:26:10.669994] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:26:10.971043] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:11.269181] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:11.572931] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:26:11.855909] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:12.156473] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:12.462316] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:12.777197] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:13.093097] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:13.372287] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:13.677513] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:13.677747] [INFO ] [CONFIGURE ] DD: DISCARDED add_macd (score: 40.00%) [2025-11-21T12:26:13.677804] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8736 tests [2025-11-21T12:26:13.677852] [INFO ] [CONFIGURE ] DD: Testing feature 9/29: add_mfi [2025-11-21T12:26:13.677909] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_mfi'] [2025-11-21T12:26:13.892585] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:14.117143] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:14.306675] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:14.495894] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:14.692533] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:14.891559] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:15.092903] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:15.292250] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:15.494020] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:26:15.697254] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:15.697437] [INFO ] [CONFIGURE ] DD: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:26:15.697487] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8735 tests [2025-11-21T12:26:15.697525] [INFO ] [CONFIGURE ] DD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:26:15.697560] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:26:15.988208] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:16.274862] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:16.565463] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:16.859005] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:17.155811] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:17.443149] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:26:17.733168] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:18.030842] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:18.322985] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:26:18.610028] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:18.610202] [INFO ] [CONFIGURE ] DD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:26:18.610261] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8734 tests [2025-11-21T12:26:18.610308] [INFO ] [CONFIGURE ] DD: Testing feature 11/29: add_obv_daily [2025-11-21T12:26:18.610353] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_obv_daily'] [2025-11-21T12:26:18.823320] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:19.015231] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:19.204775] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:19.394563] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:19.605193] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:19.816362] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:20.022321] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:20.229532] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:20.437539] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:20.643725] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:20.643907] [INFO ] [CONFIGURE ] DD: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:26:20.643957] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8733 tests [2025-11-21T12:26:20.643997] [INFO ] [CONFIGURE ] DD: Testing feature 12/29: add_obv_interval [2025-11-21T12:26:20.644033] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_obv_interval'] [2025-11-21T12:26:20.836740] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:21.031507] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:21.224447] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:21.417606] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:21.612733] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:21.804873] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:22.004311] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:22.223693] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:22.436584] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:26:22.645150] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:22.645320] [INFO ] [CONFIGURE ] DD: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T12:26:22.645369] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8732 tests [2025-11-21T12:26:22.645430] [INFO ] [CONFIGURE ] DD: Testing feature 13/29: add_opening_strength [2025-11-21T12:26:22.645467] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:26:22.871693] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:23.111412] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:26:23.343375] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:23.573800] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:26:23.803188] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:26:24.015853] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:24.229835] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:24.452021] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:24.682160] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:24.907205] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:26:24.907381] [INFO ] [CONFIGURE ] DD: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T12:26:24.907427] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8731 tests [2025-11-21T12:26:24.907465] [INFO ] [CONFIGURE ] DD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:26:24.907499] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T12:26:25.126074] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:25.341098] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:26:25.558697] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:25.789782] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:26.030503] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:26.302018] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:26.564919] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:26.848387] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:27.098687] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:27.331463] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:27.331666] [INFO ] [CONFIGURE ] DD: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T12:26:27.331725] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8730 tests [2025-11-21T12:26:27.331774] [INFO ] [CONFIGURE ] DD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:26:27.331816] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T12:26:27.513146] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:27.690524] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:27.868857] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:28.064232] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:28.248376] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:28.426766] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:28.605140] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:28.778615] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:28.954893] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:26:29.131176] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:26:29.131358] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:26:29.131407] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8729 tests [2025-11-21T12:26:29.131444] [INFO ] [CONFIGURE ] DD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:26:29.131479] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T12:26:29.327674] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:29.524068] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:29.720964] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:26:29.922381] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:26:30.123087] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:30.330095] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:26:30.526678] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:30.727575] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:30.924337] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:31.124086] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:31.124250] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:26:31.124298] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8728 tests [2025-11-21T12:26:31.124336] [INFO ] [CONFIGURE ] DD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:26:31.124371] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_pbf_return_2d'] [2025-11-21T12:26:31.322630] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:31.523495] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:31.725577] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:31.932618] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:32.135522] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:32.336873] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:32.544456] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:32.748059] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:32.953267] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:33.157483] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:33.157675] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:26:33.157752] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8727 tests [2025-11-21T12:26:33.157805] [INFO ] [CONFIGURE ] DD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:26:33.157852] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T12:26:33.331407] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:33.512997] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:33.691867] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:33.874080] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:34.054227] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:34.240801] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:34.425521] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:34.609769] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:34.791731] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:34.969772] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:34.969934] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:26:34.969983] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8726 tests [2025-11-21T12:26:34.970023] [INFO ] [CONFIGURE ] DD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:26:34.970060] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T12:26:35.144698] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:35.320913] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:35.505772] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:35.709870] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:35.918154] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:36.105473] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:26:36.283162] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:36.460272] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:36.639051] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:36.819435] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:36.819605] [INFO ] [CONFIGURE ] DD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T12:26:36.819674] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8725 tests [2025-11-21T12:26:36.819744] [INFO ] [CONFIGURE ] DD: Testing feature 20/29: add_price_rejection [2025-11-21T12:26:36.819793] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_price_rejection'] [2025-11-21T12:26:37.048583] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:37.233441] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:37.414499] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:37.604338] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:37.796858] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:37.990963] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:38.186396] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:38.377051] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:26:38.573897] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:38.770086] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:38.770408] [INFO ] [CONFIGURE ] DD: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:26:38.770531] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8724 tests [2025-11-21T12:26:38.770623] [INFO ] [CONFIGURE ] DD: Testing feature 21/29: add_range_position [2025-11-21T12:26:38.770748] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_range_position'] [2025-11-21T12:26:38.984034] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:39.195284] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:39.406205] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:39.610229] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:39.816359] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:40.032271] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:40.249862] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:40.473310] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:26:40.688885] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:40.917959] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:40.918125] [INFO ] [CONFIGURE ] DD: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:26:40.918175] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8723 tests [2025-11-21T12:26:40.918214] [INFO ] [CONFIGURE ] DD: Testing feature 22/29: add_realized_volatility [2025-11-21T12:26:40.918251] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_realized_volatility'] [2025-11-21T12:26:41.210888] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:41.501305] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:41.790980] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:42.107396] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:42.416699] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:42.730107] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:26:43.050242] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:43.351214] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:43.646425] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:43.941739] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:43.941905] [INFO ] [CONFIGURE ] DD: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:26:43.941964] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8722 tests [2025-11-21T12:26:43.942017] [INFO ] [CONFIGURE ] DD: Testing feature 23/29: add_recent_range_context [2025-11-21T12:26:43.942060] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_recent_range_context'] [2025-11-21T12:26:44.121851] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:44.304180] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:44.501481] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:44.690211] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:44.875679] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:45.062976] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:45.249657] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:45.444122] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:45.628210] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:45.814189] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:45.814354] [INFO ] [CONFIGURE ] DD: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:26:45.814402] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8721 tests [2025-11-21T12:26:45.814439] [INFO ] [CONFIGURE ] DD: Testing feature 24/29: add_rsi [2025-11-21T12:26:45.814475] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T12:26:46.050219] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:46.283067] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:26:46.516829] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:46.776272] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:47.022979] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:47.281517] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:47.536947] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:47.798231] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:48.064427] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:48.331688] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:26:48.331873] [INFO ] [CONFIGURE ] DD: DISCARDED add_rsi (score: 30.00%) [2025-11-21T12:26:48.331932] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8720 tests [2025-11-21T12:26:48.331980] [INFO ] [CONFIGURE ] DD: Testing feature 25/29: add_tick_distribution [2025-11-21T12:26:48.332016] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_tick_distribution'] [2025-11-21T12:26:48.542287] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:48.748564] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:48.957706] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:49.164395] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:49.370480] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:49.575923] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:49.782786] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:49.988139] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:50.198058] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:50.403659] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:50.403841] [INFO ] [CONFIGURE ] DD: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:26:50.403888] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8719 tests [2025-11-21T12:26:50.403925] [INFO ] [CONFIGURE ] DD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:26:50.403959] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T12:26:50.615157] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:50.826170] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:26:51.054388] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:51.262832] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:51.469223] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:51.677460] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:26:51.889571] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:52.101304] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:52.311683] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:26:52.523374] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:52.523724] [INFO ] [CONFIGURE ] DD: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T12:26:52.523828] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8718 tests [2025-11-21T12:26:52.523906] [INFO ] [CONFIGURE ] DD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:26:52.523986] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_volume_price_divergence'] [2025-11-21T12:26:52.742148] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:52.964528] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:53.182125] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:53.406450] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:53.626117] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:53.847175] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:26:54.066637] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:54.287497] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:26:54.506506] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:26:54.725872] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:54.726192] [INFO ] [CONFIGURE ] DD: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T12:26:54.726296] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8717 tests [2025-11-21T12:26:54.726373] [INFO ] [CONFIGURE ] DD: Testing feature 28/29: add_volume_profile [2025-11-21T12:26:54.726454] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_volume_profile'] [2025-11-21T12:26:54.937424] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:26:55.160445] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:55.377055] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:55.592754] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:55.809303] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:56.025005] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:56.241552] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:56.462857] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:56.684399] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:26:56.903602] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:56.903963] [INFO ] [CONFIGURE ] DD: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T12:26:56.904065] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8716 tests [2025-11-21T12:26:56.904145] [INFO ] [CONFIGURE ] DD: Testing feature 29/29: add_vwap [2025-11-21T12:26:56.904219] [INFO ] [CONFIGURE ] DD: Testing with features: ['add_vwap'] [2025-11-21T12:26:57.124318] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:26:57.343801] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:26:57.559831] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:26:57.780258] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:26:58.000825] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:26:58.230748] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:26:58.452367] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:26:58.669186] [DEBUG] [FORECASTER] DD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:26:58.892434] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:26:59.117564] [DEBUG] [FORECASTER] DD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:26:59.117899] [INFO ] [CONFIGURE ] DD: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:26:59.118004] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8715 tests [2025-11-21T12:26:59.118089] [INFO ] [CONFIGURE ] DD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:26:59.118162] [INFO ] [CONFIGURE ] DD: Best accuracy: 70.00% [2025-11-21T12:26:59.118257] [INFO ] [CONFIGURE ] DD: Best feature set (0 features): [] [2025-11-21T12:26:59.118336] [INFO ] [CONFIGURE ] DD: Improvement over baseline: 0.00% [2025-11-21T12:26:59.118401] [INFO ] [CONFIGURE ] DD: Total time: 1.1 minutes [2025-11-21T12:26:59.118467] [INFO ] [CONFIGURE ] DD: Average time per feature: 2.2 seconds [2025-11-21T12:26:59.118533] [INFO ] [CONFIGURE ] DD: Average speed: 0.45 features/sec [2025-11-21T12:26:59.119090] [INFO ] [LOCAL ] Saved configuration for DD: 0 features, 70.00% accuracy -> ./output/feature-sets/DD.json [2025-11-21T12:26:59.119187] [INFO ] [CONFIGURE ] DD: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T12:26:59.119264] [INFO ] [sig ] [427/723] Successfully configured DD | 0.01 sym/s | Total: 9.9h | ETA: 6.9h [2025-11-21T12:26:59.119337] [INFO ] [sig ] [428/723] Configuring DDL... [2025-11-21T12:26:59.119405] [INFO ] [CONFIGURE ] DDL: Configurate test run. [2025-11-21T12:26:59.119476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-11-21T12:26:59.226763] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DDL'. [2025-11-21T12:26:59.227299] [INFO ] [CONFIGURE ] DDL: Testing with 29 available features [2025-11-21T12:26:59.227364] [INFO ] [CONFIGURE ] DDL: Establishing baseline with no features... [2025-11-21T12:26:59.404635] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:26:59.584019] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:26:59.764013] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:26:59.943963] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:00.126276] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:00.316664] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:00.497390] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:00.677486] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:00.862940] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:01.756495] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:01.757082] [INFO ] [CONFIGURE ] DDL: Baseline score (no features): 70.00% [2025-11-21T12:27:01.757201] [INFO ] [CONFIGURE ] DDL: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:27:01.757327] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:27:02.266670] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:02.515443] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:02.763735] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:03.010056] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:03.243215] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:03.452627] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:03.661890] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:03.868418] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:04.074764] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:04.283848] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:04.284070] [INFO ] [CONFIGURE ] DDL: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:27:04.284121] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8714 tests [2025-11-21T12:27:04.284161] [INFO ] [CONFIGURE ] DDL: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:27:04.284197] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:27:04.493904] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:04.706256] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:27:04.916304] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:05.132781] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:05.346620] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:05.558048] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:05.770519] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:05.987412] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:06.199955] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:06.416165] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:06.416345] [INFO ] [CONFIGURE ] DDL: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T12:27:06.416394] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8713 tests [2025-11-21T12:27:06.416431] [INFO ] [CONFIGURE ] DDL: Testing feature 3/29: add_daily_returns [2025-11-21T12:27:06.416466] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_daily_returns'] [2025-11-21T12:27:06.606428] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:06.797112] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:06.988975] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:07.197469] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:07.389589] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:07.589884] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:07.782799] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:07.982730] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:08.179427] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:08.375229] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:08.375408] [INFO ] [CONFIGURE ] DDL: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T12:27:08.375460] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8712 tests [2025-11-21T12:27:08.375501] [INFO ] [CONFIGURE ] DDL: Testing feature 4/29: add_ema [2025-11-21T12:27:08.375539] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_ema'] [2025-11-21T12:27:08.598295] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:08.815784] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:09.036114] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:09.259955] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:09.477611] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:09.697108] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:09.915603] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:10.134425] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:10.354006] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:10.579695] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:10.579877] [INFO ] [CONFIGURE ] DDL: DISCARDED add_ema (score: 70.00%) [2025-11-21T12:27:10.579928] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8711 tests [2025-11-21T12:27:10.579967] [INFO ] [CONFIGURE ] DDL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:27:10.580004] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:27:10.799134] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:11.020983] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:11.242558] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:11.461982] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:27:11.681150] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:27:11.903415] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:12.125784] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:12.356060] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:12.582537] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:12.821376] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:12.821573] [INFO ] [CONFIGURE ] DDL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:27:12.821639] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8710 tests [2025-11-21T12:27:12.821742] [INFO ] [CONFIGURE ] DDL: Testing feature 6/29: add_failed_moves [2025-11-21T12:27:12.821802] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_failed_moves'] [2025-11-21T12:27:13.013588] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:27:13.204962] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:13.389390] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:13.576240] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:13.763261] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:13.949762] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:14.140516] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:14.332505] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:14.521150] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:14.712483] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:14.712818] [INFO ] [CONFIGURE ] DDL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:27:14.712924] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8709 tests [2025-11-21T12:27:14.713008] [INFO ] [CONFIGURE ] DDL: Testing feature 7/29: add_lag_shelf [2025-11-21T12:27:14.713087] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_lag_shelf'] [2025-11-21T12:27:14.888260] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:15.063982] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:15.236603] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:15.411907] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:15.589341] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:15.763236] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:15.935742] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:16.109538] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:16.286665] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:16.468360] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:16.468523] [INFO ] [CONFIGURE ] DDL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:27:16.468571] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8708 tests [2025-11-21T12:27:16.468612] [INFO ] [CONFIGURE ] DDL: Testing feature 8/29: add_macd [2025-11-21T12:27:16.468670] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:27:16.739757] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:17.001336] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:17.266929] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:17.547332] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:27:17.816604] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:18.089986] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:18.358618] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:18.635846] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:18.937256] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:19.283346] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:19.283636] [INFO ] [CONFIGURE ] DDL: DISCARDED add_macd (score: 40.00%) [2025-11-21T12:27:19.283758] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8707 tests [2025-11-21T12:27:19.283838] [INFO ] [CONFIGURE ] DDL: Testing feature 9/29: add_mfi [2025-11-21T12:27:19.283912] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_mfi'] [2025-11-21T12:27:19.508381] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:19.695817] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:19.887193] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:20.078407] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:20.269288] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:20.461120] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:20.649847] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:20.829763] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:21.013255] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:21.193271] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:21.193450] [INFO ] [CONFIGURE ] DDL: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:27:21.193498] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8706 tests [2025-11-21T12:27:21.193537] [INFO ] [CONFIGURE ] DDL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:27:21.193572] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:27:21.455858] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:21.722340] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:21.992724] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:22.280569] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:22.557992] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:22.835115] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:23.132987] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:23.431348] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:23.727356] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:24.020788] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:24.020966] [INFO ] [CONFIGURE ] DDL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:27:24.021023] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8705 tests [2025-11-21T12:27:24.021069] [INFO ] [CONFIGURE ] DDL: Testing feature 11/29: add_obv_daily [2025-11-21T12:27:24.021113] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_obv_daily'] [2025-11-21T12:27:24.219774] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:27:24.423504] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:24.625686] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:24.822053] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:25.025482] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:25.232198] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:25.442870] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:25.648581] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:25.853011] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:26.056379] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:26.056752] [INFO ] [CONFIGURE ] DDL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:27:26.056868] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8704 tests [2025-11-21T12:27:26.056973] [INFO ] [CONFIGURE ] DDL: Testing feature 12/29: add_obv_interval [2025-11-21T12:27:26.057097] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_obv_interval'] [2025-11-21T12:27:26.256576] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:26.453396] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:26.649824] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:26.843059] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:27.032276] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:27.220564] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:27.413839] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:27.604674] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:27.800583] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:28.000445] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:28.000787] [INFO ] [CONFIGURE ] DDL: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:27:28.000892] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8703 tests [2025-11-21T12:27:28.000978] [INFO ] [CONFIGURE ] DDL: Testing feature 13/29: add_opening_strength [2025-11-21T12:27:28.001076] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:27:28.215017] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:27:28.423996] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:28.646875] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:28.873937] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:29.090055] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:29.298579] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:29.508833] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:29.728170] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:29.943110] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:30.162255] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:30.162420] [INFO ] [CONFIGURE ] DDL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:27:30.162511] [INFO ] [CONFIGURE ] JOB ETA: 6.9h | Avg: 2.8s/test | Remaining: 8702 tests [2025-11-21T12:27:30.162554] [INFO ] [CONFIGURE ] DDL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:27:30.162590] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T12:27:30.372733] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:30.577176] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:30.783780] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:31.007123] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:27:31.228702] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:31.436312] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:31.645979] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:31.851199] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:32.054055] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:32.257862] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:32.258087] [INFO ] [CONFIGURE ] DDL: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T12:27:32.258285] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8701 tests [2025-11-21T12:27:32.258401] [INFO ] [CONFIGURE ] DDL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:27:32.258477] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T12:27:32.430968] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:32.599354] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:32.767484] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:32.944201] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:33.123283] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:27:33.297726] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:33.472114] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:33.650569] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:33.826454] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:34.003584] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:34.003780] [INFO ] [CONFIGURE ] DDL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:27:34.003978] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8700 tests [2025-11-21T12:27:34.004058] [INFO ] [CONFIGURE ] DDL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:27:34.004139] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T12:27:34.198504] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:27:34.400953] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:34.596289] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:34.793881] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:34.995065] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:35.195998] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:35.402274] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:35.600129] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:35.812425] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:36.015273] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:36.015437] [INFO ] [CONFIGURE ] DDL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:27:36.015485] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8699 tests [2025-11-21T12:27:36.015525] [INFO ] [CONFIGURE ] DDL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:27:36.015566] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_pbf_return_2d'] [2025-11-21T12:27:36.213411] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:36.417517] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:36.615842] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:36.816070] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:37.037958] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:37.246374] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:37.456714] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:37.673168] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:37.886715] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:38.127826] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:38.128132] [INFO ] [CONFIGURE ] DDL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:27:38.128237] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8698 tests [2025-11-21T12:27:38.128321] [INFO ] [CONFIGURE ] DDL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:27:38.128396] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T12:27:38.328759] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:38.525818] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:38.732507] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:38.939039] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:39.136403] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:39.343923] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:39.553608] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:39.756553] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:39.956705] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:40.167867] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:40.168179] [INFO ] [CONFIGURE ] DDL: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T12:27:40.168286] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8697 tests [2025-11-21T12:27:40.168371] [INFO ] [CONFIGURE ] DDL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:27:40.168447] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T12:27:40.362525] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:40.570629] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:40.763211] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:40.955991] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:41.155051] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:27:41.357500] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:41.553658] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:41.748781] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:41.936852] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:42.112821] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:42.113002] [INFO ] [CONFIGURE ] DDL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:27:42.113050] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8696 tests [2025-11-21T12:27:42.113089] [INFO ] [CONFIGURE ] DDL: Testing feature 20/29: add_price_rejection [2025-11-21T12:27:42.113124] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_price_rejection'] [2025-11-21T12:27:42.302612] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:42.524309] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:42.746568] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:42.948925] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:43.161215] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:43.371525] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:43.583963] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:43.798257] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:44.004315] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:44.215735] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:44.215915] [INFO ] [CONFIGURE ] DDL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:27:44.215963] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8695 tests [2025-11-21T12:27:44.216000] [INFO ] [CONFIGURE ] DDL: Testing feature 21/29: add_range_position [2025-11-21T12:27:44.216035] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_range_position'] [2025-11-21T12:27:44.442093] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:44.675153] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:44.911853] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:45.139535] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:45.366609] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:27:45.593018] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:45.820240] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:46.052864] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:27:46.289486] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:46.520503] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:46.520689] [INFO ] [CONFIGURE ] DDL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:27:46.520762] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8694 tests [2025-11-21T12:27:46.520821] [INFO ] [CONFIGURE ] DDL: Testing feature 22/29: add_realized_volatility [2025-11-21T12:27:46.520873] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_realized_volatility'] [2025-11-21T12:27:46.829083] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:47.138163] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:47.456577] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:47.779594] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:48.115752] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:48.431467] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:48.751544] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:49.074750] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:49.398290] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:49.725157] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:49.725344] [INFO ] [CONFIGURE ] DDL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T12:27:49.725403] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8693 tests [2025-11-21T12:27:49.725451] [INFO ] [CONFIGURE ] DDL: Testing feature 23/29: add_recent_range_context [2025-11-21T12:27:49.725494] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_recent_range_context'] [2025-11-21T12:27:49.923457] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:50.124576] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:50.324101] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:50.529065] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:50.734424] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:50.939336] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:51.142918] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:51.350706] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:51.554823] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:51.761096] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:51.761290] [INFO ] [CONFIGURE ] DDL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:27:51.761340] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8692 tests [2025-11-21T12:27:51.761378] [INFO ] [CONFIGURE ] DDL: Testing feature 24/29: add_rsi [2025-11-21T12:27:51.761412] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T12:27:52.016522] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:52.283430] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:52.536234] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:52.792030] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:53.052463] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:53.307840] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:53.571225] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:53.810884] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:54.045467] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:54.282212] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:54.282388] [INFO ] [CONFIGURE ] DDL: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:27:54.282443] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8691 tests [2025-11-21T12:27:54.282484] [INFO ] [CONFIGURE ] DDL: Testing feature 25/29: add_tick_distribution [2025-11-21T12:27:54.282526] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_tick_distribution'] [2025-11-21T12:27:54.469706] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:54.660818] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:54.848593] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:55.036235] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:55.224518] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:27:55.413498] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:55.606465] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:55.795576] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:55.984118] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:27:56.176609] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:27:56.176803] [INFO ] [CONFIGURE ] DDL: KEPT add_tick_distribution (score: 80.00%) [2025-11-21T12:27:56.176852] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8690 tests [2025-11-21T12:27:56.176889] [INFO ] [CONFIGURE ] DDL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:27:56.176924] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T12:27:56.376781] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:56.581081] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:56.785119] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:56.992985] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:57.203119] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:27:57.417801] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:57.622434] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:27:57.829093] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:27:58.042487] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:27:58.250184] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:27:58.250347] [INFO ] [CONFIGURE ] DDL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:27:58.250394] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8689 tests [2025-11-21T12:27:58.250484] [INFO ] [CONFIGURE ] DDL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:27:58.250522] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T12:27:58.475239] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:27:58.695559] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:27:58.919569] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:27:59.141498] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:27:59.363120] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:27:59.585196] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:27:59.808372] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:00.032078] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:28:00.382036] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:01.063006] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:28:01.063201] [INFO ] [CONFIGURE ] DDL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:28:01.063257] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8688 tests [2025-11-21T12:28:01.063304] [INFO ] [CONFIGURE ] DDL: Testing feature 28/29: add_volume_profile [2025-11-21T12:28:01.063346] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_tick_distribution', 'add_volume_profile'] [2025-11-21T12:28:01.352366] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:01.553679] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:01.761746] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:28:01.969296] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:28:02.179811] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:28:02.384866] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:02.592089] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:02.801307] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:28:03.008376] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:03.213784] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:28:03.213954] [INFO ] [CONFIGURE ] DDL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:28:03.214001] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8687 tests [2025-11-21T12:28:03.214037] [INFO ] [CONFIGURE ] DDL: Testing feature 29/29: add_vwap [2025-11-21T12:28:03.214072] [INFO ] [CONFIGURE ] DDL: Testing with features: ['add_tick_distribution', 'add_vwap'] [2025-11-21T12:28:03.414200] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:03.618002] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:03.821630] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:28:04.023465] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:28:04.243872] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:28:04.440614] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:04.639204] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:04.839474] [DEBUG] [FORECASTER] DDL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:28:05.037972] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:05.236513] [DEBUG] [FORECASTER] DDL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:28:05.236877] [INFO ] [CONFIGURE ] DDL: DISCARDED add_vwap (score: 50.00%) [2025-11-21T12:28:05.236942] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8686 tests [2025-11-21T12:28:05.237052] [INFO ] [CONFIGURE ] DDL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:28:05.237128] [INFO ] [CONFIGURE ] DDL: Best accuracy: 80.00% [2025-11-21T12:28:05.237245] [INFO ] [CONFIGURE ] DDL: Best feature set (1 features): ['add_tick_distribution'] [2025-11-21T12:28:05.237296] [INFO ] [CONFIGURE ] DDL: Improvement over baseline: 10.00% [2025-11-21T12:28:05.237366] [INFO ] [CONFIGURE ] DDL: Total time: 1.1 minutes [2025-11-21T12:28:05.237443] [INFO ] [CONFIGURE ] DDL: Average time per feature: 2.2 seconds [2025-11-21T12:28:05.237490] [INFO ] [CONFIGURE ] DDL: Average speed: 0.46 features/sec [2025-11-21T12:28:05.237867] [INFO ] [LOCAL ] Saved configuration for DDL: 1 features, 80.00% accuracy -> ./output/feature-sets/DDL.json [2025-11-21T12:28:05.237957] [INFO ] [CONFIGURE ] DDL: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T12:28:05.238033] [INFO ] [sig ] [428/723] Successfully configured DDL | 0.01 sym/s | Total: 9.9h | ETA: 6.8h [2025-11-21T12:28:05.238083] [INFO ] [sig ] [429/723] Configuring DDT... [2025-11-21T12:28:05.238150] [INFO ] [CONFIGURE ] DDT: Configurate test run. [2025-11-21T12:28:05.238219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'. [2025-11-21T12:28:05.343997] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DDT'. [2025-11-21T12:28:05.344342] [INFO ] [CONFIGURE ] DDT: Testing with 29 available features [2025-11-21T12:28:05.344402] [INFO ] [CONFIGURE ] DDT: Establishing baseline with no features... [2025-11-21T12:28:05.495018] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:05.667628] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:05.826475] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:05.986368] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:06.165325] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:06.349803] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:06.584165] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:06.792459] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:07.007329] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:28:07.221255] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:07.221433] [INFO ] [CONFIGURE ] DDT: Baseline score (no features): 40.00% [2025-11-21T12:28:07.221480] [INFO ] [CONFIGURE ] DDT: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:28:07.221517] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:28:07.421900] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:07.607537] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:07.792848] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:07.981800] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:08.171951] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:08.360537] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:08.555827] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:08.746094] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:08.935082] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:09.128476] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:09.128819] [INFO ] [CONFIGURE ] DDT: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T12:28:09.128927] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8685 tests [2025-11-21T12:28:09.129013] [INFO ] [CONFIGURE ] DDT: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:28:09.129109] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:28:09.339998] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:09.531038] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:09.737324] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:09.940045] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:10.142894] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:10.337162] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:10.546935] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:10.745499] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:10.943519] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:11.161788] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:11.161984] [INFO ] [CONFIGURE ] DDT: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T12:28:11.162033] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8684 tests [2025-11-21T12:28:11.162072] [INFO ] [CONFIGURE ] DDT: Testing feature 3/29: add_daily_returns [2025-11-21T12:28:11.162108] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns'] [2025-11-21T12:28:11.347392] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:11.528714] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:11.717758] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:11.905748] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:12.090756] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:12.274407] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:12.469518] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:12.660481] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:12.850291] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:13.061266] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:13.061432] [INFO ] [CONFIGURE ] DDT: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T12:28:13.061531] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8683 tests [2025-11-21T12:28:13.061635] [INFO ] [CONFIGURE ] DDT: Testing feature 4/29: add_ema [2025-11-21T12:28:13.061732] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_ema'] [2025-11-21T12:28:13.274216] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:13.487950] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:13.710624] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:13.927629] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:14.152032] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:14.372026] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:14.596856] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:14.817170] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:15.035194] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:15.253772] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:15.253954] [INFO ] [CONFIGURE ] DDT: DISCARDED add_ema (score: 30.00%) [2025-11-21T12:28:15.254004] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8682 tests [2025-11-21T12:28:15.254042] [INFO ] [CONFIGURE ] DDT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:28:15.254076] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:28:15.477205] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:15.697975] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:15.923291] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:16.140600] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:16.362238] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:16.574098] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:16.790839] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:17.009348] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:17.228619] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:17.454949] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:17.455121] [INFO ] [CONFIGURE ] DDT: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T12:28:17.455175] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8681 tests [2025-11-21T12:28:17.455248] [INFO ] [CONFIGURE ] DDT: Testing feature 6/29: add_failed_moves [2025-11-21T12:28:17.455296] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_failed_moves'] [2025-11-21T12:28:17.637004] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:17.823339] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:18.012189] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:18.199839] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:28:18.381811] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:18.571296] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:18.755876] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:18.939513] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:19.120707] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:19.308302] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:19.308666] [INFO ] [CONFIGURE ] DDT: DISCARDED add_failed_moves (score: 20.00%) [2025-11-21T12:28:19.308788] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8680 tests [2025-11-21T12:28:19.308873] [INFO ] [CONFIGURE ] DDT: Testing feature 7/29: add_lag_shelf [2025-11-21T12:28:19.308997] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_lag_shelf'] [2025-11-21T12:28:19.473622] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:19.643392] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:19.810999] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:19.977345] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:20.149403] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:20.315215] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:20.484421] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:20.656016] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:20.832800] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:28:21.007982] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:21.008150] [INFO ] [CONFIGURE ] DDT: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T12:28:21.008196] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8679 tests [2025-11-21T12:28:21.008234] [INFO ] [CONFIGURE ] DDT: Testing feature 8/29: add_macd [2025-11-21T12:28:21.008280] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:28:21.269097] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:21.525419] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:21.787160] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:22.046911] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:22.311548] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:22.577904] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:22.846474] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:23.134052] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:23.428037] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:23.709492] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:23.709715] [INFO ] [CONFIGURE ] DDT: DISCARDED add_macd (score: 30.00%) [2025-11-21T12:28:23.709778] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8678 tests [2025-11-21T12:28:23.709828] [INFO ] [CONFIGURE ] DDT: Testing feature 9/29: add_mfi [2025-11-21T12:28:23.709876] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_mfi'] [2025-11-21T12:28:23.898441] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:24.087243] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:24.275911] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:24.453667] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:24.627583] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:24.806372] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:24.982228] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:25.161278] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:25.338982] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:25.518424] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:25.518593] [INFO ] [CONFIGURE ] DDT: DISCARDED add_mfi (score: 20.00%) [2025-11-21T12:28:25.518658] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8677 tests [2025-11-21T12:28:25.518723] [INFO ] [CONFIGURE ] DDT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:28:25.518770] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:28:25.783032] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:26.043992] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:26.301384] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:26.564843] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:26.828144] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:27.082931] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:27.343300] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:27.604068] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:27.886450] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:28.149961] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:28.150142] [INFO ] [CONFIGURE ] DDT: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:28:28.150197] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8676 tests [2025-11-21T12:28:28.150235] [INFO ] [CONFIGURE ] DDT: Testing feature 11/29: add_obv_daily [2025-11-21T12:28:28.150279] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_obv_daily'] [2025-11-21T12:28:28.332693] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:28.510779] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:28.690889] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:28.869909] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:29.052547] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:29.237666] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:29.419549] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:29.600674] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:29.783303] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:29.974660] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:29.975013] [INFO ] [CONFIGURE ] DDT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T12:28:29.975168] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8675 tests [2025-11-21T12:28:29.975265] [INFO ] [CONFIGURE ] DDT: Testing feature 12/29: add_obv_interval [2025-11-21T12:28:29.975381] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_obv_interval'] [2025-11-21T12:28:30.158449] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:30.370508] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:30.542846] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:30.718578] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:30.891087] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:31.064382] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:31.238910] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:31.413893] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:31.596947] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:31.774616] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:31.774920] [INFO ] [CONFIGURE ] DDT: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T12:28:31.775025] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8674 tests [2025-11-21T12:28:31.775111] [INFO ] [CONFIGURE ] DDT: Testing feature 13/29: add_opening_strength [2025-11-21T12:28:31.775186] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:28:31.967310] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:32.156183] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:32.349210] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:32.543020] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:32.738296] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:32.930886] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:33.128688] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:33.325987] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:33.520711] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:33.736233] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:33.736520] [INFO ] [CONFIGURE ] DDT: KEPT add_opening_strength (score: 50.00%) [2025-11-21T12:28:33.736618] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8673 tests [2025-11-21T12:28:33.736732] [INFO ] [CONFIGURE ] DDT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:28:33.736809] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T12:28:33.957031] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:28:34.174417] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:34.393030] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:34.617384] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:34.836096] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:35.056436] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:35.280970] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:35.504840] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:35.732816] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:35.957145] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:35.957341] [INFO ] [CONFIGURE ] DDT: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T12:28:35.957397] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8672 tests [2025-11-21T12:28:35.957444] [INFO ] [CONFIGURE ] DDT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:28:35.957479] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T12:28:36.162081] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:36.365492] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:36.575571] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:36.787139] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:36.986094] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:37.189870] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:37.410398] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:37.629129] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:37.868286] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:38.090410] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:38.090581] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:28:38.090630] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8671 tests [2025-11-21T12:28:38.090741] [INFO ] [CONFIGURE ] DDT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:28:38.090923] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T12:28:38.336993] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:38.570704] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:38.806765] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:28:39.044702] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:39.280079] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:39.524600] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:39.748004] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:39.972700] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:40.201120] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:28:40.434666] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:40.434850] [INFO ] [CONFIGURE ] DDT: KEPT add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:28:40.434897] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8670 tests [2025-11-21T12:28:40.434935] [INFO ] [CONFIGURE ] DDT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:28:40.434969] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T12:28:40.686591] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:40.949870] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:41.211901] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:28:41.475354] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:41.734149] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:41.989546] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:42.242159] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:42.488143] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:42.752581] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:43.022511] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:43.022725] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:28:43.022786] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8669 tests [2025-11-21T12:28:43.022836] [INFO ] [CONFIGURE ] DDT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:28:43.022881] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T12:28:43.262291] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:43.502158] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:28:43.741360] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:28:44.030153] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:44.277000] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:44.538167] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:44.792755] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:45.046114] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:45.304634] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:45.539328] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:45.539507] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T12:28:45.539566] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8668 tests [2025-11-21T12:28:45.539614] [INFO ] [CONFIGURE ] DDT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:28:45.539679] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T12:28:45.765888] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:45.990693] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:46.220195] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:28:46.456338] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:46.682773] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:46.907853] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:28:47.139963] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:47.372406] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:47.606551] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:47.831595] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:47.831795] [INFO ] [CONFIGURE ] DDT: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T12:28:47.831853] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8667 tests [2025-11-21T12:28:47.831898] [INFO ] [CONFIGURE ] DDT: Testing feature 20/29: add_price_rejection [2025-11-21T12:28:47.831940] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T12:28:48.076865] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:48.339759] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:48.607223] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:28:48.867095] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:49.130502] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:49.391502] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:49.655567] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:28:49.920694] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:50.187929] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:50.449724] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:50.449907] [INFO ] [CONFIGURE ] DDT: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T12:28:50.449968] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8666 tests [2025-11-21T12:28:50.450015] [INFO ] [CONFIGURE ] DDT: Testing feature 21/29: add_range_position [2025-11-21T12:28:50.450057] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T12:28:50.725815] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:50.998376] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:51.270793] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:28:51.545634] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:51.824277] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:52.098403] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:52.388740] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:52.663787] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:52.949954] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:53.239707] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:53.239913] [INFO ] [CONFIGURE ] DDT: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:28:53.239975] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8665 tests [2025-11-21T12:28:53.240026] [INFO ] [CONFIGURE ] DDT: Testing feature 22/29: add_realized_volatility [2025-11-21T12:28:53.240077] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T12:28:53.598884] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:53.948371] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:54.300467] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:28:54.648726] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:54.997944] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:55.356187] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:55.709318] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:56.087499] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:56.459810] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:56.822465] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:56.822726] [INFO ] [CONFIGURE ] DDT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:28:56.822788] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8664 tests [2025-11-21T12:28:56.822836] [INFO ] [CONFIGURE ] DDT: Testing feature 23/29: add_recent_range_context [2025-11-21T12:28:56.822877] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T12:28:57.072785] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:28:57.336280] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:28:57.606154] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:28:57.869118] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:28:58.136838] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:28:58.404889] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:28:58.674073] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:28:58.941510] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:28:59.217543] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:28:59.483024] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:28:59.483214] [INFO ] [CONFIGURE ] DDT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:28:59.483270] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8663 tests [2025-11-21T12:28:59.483315] [INFO ] [CONFIGURE ] DDT: Testing feature 24/29: add_rsi [2025-11-21T12:28:59.483359] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T12:28:59.794840] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:29:00.123427] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:29:00.541016] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:29:01.386990] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:29:01.781607] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:29:02.086710] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:29:02.379859] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:02.693228] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:29:03.019157] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:29:03.330958] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:29:03.331140] [INFO ] [CONFIGURE ] DDT: DISCARDED add_rsi (score: 40.00%) [2025-11-21T12:29:03.331197] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8662 tests [2025-11-21T12:29:03.331244] [INFO ] [CONFIGURE ] DDT: Testing feature 25/29: add_tick_distribution [2025-11-21T12:29:03.331291] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T12:29:03.582209] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:03.840893] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:29:04.097236] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:04.349407] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:29:04.581945] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:29:04.814149] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:29:05.049192] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:29:05.301864] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:29:05.553723] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:29:05.803326] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:29:05.803503] [INFO ] [CONFIGURE ] DDT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:29:05.803561] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8661 tests [2025-11-21T12:29:05.803607] [INFO ] [CONFIGURE ] DDT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:29:05.803668] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T12:29:06.076172] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:06.344092] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:29:06.604996] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:29:06.871503] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:29:07.137300] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:29:07.406199] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:29:07.682547] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:07.963407] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:29:08.210250] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:29:08.466873] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:29:08.467126] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:29:08.467188] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8660 tests [2025-11-21T12:29:08.467238] [INFO ] [CONFIGURE ] DDT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:29:08.467281] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T12:29:08.573473] [FATAL] [FORECASTER] Failed to test lookback=11: [12:29:08] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:08.680998] [FATAL] [FORECASTER] Failed to test lookback=10: [12:29:08] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:08.786911] [FATAL] [FORECASTER] Failed to test lookback=9: [12:29:08] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:08.892135] [FATAL] [FORECASTER] Failed to test lookback=8: [12:29:08] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:08.997594] [FATAL] [FORECASTER] Failed to test lookback=7: [12:29:08] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:09.102957] [FATAL] [FORECASTER] Failed to test lookback=6: [12:29:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:09.208261] [FATAL] [FORECASTER] Failed to test lookback=5: [12:29:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:09.314056] [FATAL] [FORECASTER] Failed to test lookback=4: [12:29:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:09.420231] [FATAL] [FORECASTER] Failed to test lookback=3: [12:29:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:09.525478] [FATAL] [FORECASTER] Failed to test lookback=2: [12:29:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T12:29:09.525737] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T12:29:09.525801] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8659 tests [2025-11-21T12:29:09.525848] [INFO ] [CONFIGURE ] DDT: Testing feature 28/29: add_volume_profile [2025-11-21T12:29:09.525889] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T12:29:09.769059] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:29:10.020131] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:29:10.277753] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:29:10.530616] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:29:10.778999] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:29:11.036581] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:29:11.282630] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:11.532365] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:29:11.779846] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:29:12.039131] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:29:12.039335] [INFO ] [CONFIGURE ] DDT: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T12:29:12.039397] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8658 tests [2025-11-21T12:29:12.039444] [INFO ] [CONFIGURE ] DDT: Testing feature 29/29: add_vwap [2025-11-21T12:29:12.039489] [INFO ] [CONFIGURE ] DDT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T12:29:12.282347] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:29:12.524991] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:12.769251] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:13.021703] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:29:13.269289] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:29:13.509260] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:29:13.748667] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:13.999301] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:29:14.247281] [DEBUG] [FORECASTER] DDT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:29:14.504772] [DEBUG] [FORECASTER] DDT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:29:14.504960] [INFO ] [CONFIGURE ] DDT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:29:14.505019] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8657 tests [2025-11-21T12:29:14.505066] [INFO ] [CONFIGURE ] DDT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:29:14.505109] [INFO ] [CONFIGURE ] DDT: Best accuracy: 70.00% [2025-11-21T12:29:14.505152] [INFO ] [CONFIGURE ] DDT: Best feature set (3 features): ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T12:29:14.505194] [INFO ] [CONFIGURE ] DDT: Improvement over baseline: 30.00% [2025-11-21T12:29:14.505233] [INFO ] [CONFIGURE ] DDT: Total time: 1.1 minutes [2025-11-21T12:29:14.505272] [INFO ] [CONFIGURE ] DDT: Average time per feature: 2.3 seconds [2025-11-21T12:29:14.505310] [INFO ] [CONFIGURE ] DDT: Average speed: 0.43 features/sec [2025-11-21T12:29:14.505623] [INFO ] [LOCAL ] Saved configuration for DDT: 3 features, 70.00% accuracy -> ./output/feature-sets/DDT.json [2025-11-21T12:29:14.505704] [INFO ] [CONFIGURE ] DDT: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T12:29:14.505755] [INFO ] [sig ] [429/723] Successfully configured DDT | 0.01 sym/s | Total: 9.9h | ETA: 6.8h [2025-11-21T12:29:14.505801] [INFO ] [sig ] [430/723] Configuring DE... [2025-11-21T12:29:14.505842] [INFO ] [CONFIGURE ] DE: Configurate test run. [2025-11-21T12:29:14.505888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-11-21T12:29:14.550713] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DE'. [2025-11-21T12:29:14.551034] [INFO ] [CONFIGURE ] DE: Testing with 29 available features [2025-11-21T12:29:14.551096] [INFO ] [CONFIGURE ] DE: Establishing baseline with no features... [2025-11-21T12:29:14.711605] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:29:14.888540] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:29:15.060841] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:15.280260] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:15.494127] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:15.670476] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:29:15.830198] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:15.998328] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:16.166441] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:16.336014] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:16.336191] [INFO ] [CONFIGURE ] DE: Baseline score (no features): 50.00% [2025-11-21T12:29:16.336249] [INFO ] [CONFIGURE ] DE: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:29:16.336297] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:29:16.535325] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:16.737256] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:16.942964] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:17.154590] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:17.377278] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:17.582431] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:29:17.802472] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:18.015941] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:18.246325] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:18.454539] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:29:18.454905] [INFO ] [CONFIGURE ] DE: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T12:29:18.455016] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8656 tests [2025-11-21T12:29:18.455106] [INFO ] [CONFIGURE ] DE: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:29:18.455208] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:29:18.691601] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:18.947971] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:19.190010] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:19.429637] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:19.697467] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:19.962053] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:20.225929] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:20.484517] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:29:20.743954] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:20.997509] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:20.997749] [INFO ] [CONFIGURE ] DE: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T12:29:20.997810] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8655 tests [2025-11-21T12:29:20.997859] [INFO ] [CONFIGURE ] DE: Testing feature 3/29: add_daily_returns [2025-11-21T12:29:20.997933] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:29:21.228825] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:21.455747] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:29:21.686192] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:21.914414] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:22.142375] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:22.372840] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:29:22.601620] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:22.828231] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:23.069816] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:23.299014] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:23.299192] [INFO ] [CONFIGURE ] DE: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:29:23.299239] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8654 tests [2025-11-21T12:29:23.299277] [INFO ] [CONFIGURE ] DE: Testing feature 4/29: add_ema [2025-11-21T12:29:23.299311] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:29:23.561074] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:23.829667] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:24.096484] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:24.361059] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:24.630587] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:24.896587] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:25.165542] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:25.444258] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:25.716225] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:25.983701] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:25.983884] [INFO ] [CONFIGURE ] DE: DISCARDED add_ema (score: 80.00%) [2025-11-21T12:29:25.983931] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8653 tests [2025-11-21T12:29:25.983969] [INFO ] [CONFIGURE ] DE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:29:25.984003] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:29:26.251516] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:26.508836] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:26.762124] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:27.012436] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:27.261408] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:27.511212] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:29:27.759407] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:28.016201] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:28.279771] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:28.549763] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:28.549941] [INFO ] [CONFIGURE ] DE: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T12:29:28.550012] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8652 tests [2025-11-21T12:29:28.550060] [INFO ] [CONFIGURE ] DE: Testing feature 6/29: add_failed_moves [2025-11-21T12:29:28.550095] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T12:29:28.772205] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:28.981899] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:29.191594] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:29.400850] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:29.612310] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:29.826436] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:29:30.045214] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:30.259044] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:30.475690] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:30.691595] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:29:30.691775] [INFO ] [CONFIGURE ] DE: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T12:29:30.691974] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8651 tests [2025-11-21T12:29:30.692062] [INFO ] [CONFIGURE ] DE: Testing feature 7/29: add_lag_shelf [2025-11-21T12:29:30.692140] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T12:29:30.893249] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:31.095038] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:31.295222] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:31.500575] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:31.701356] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:31.904566] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:29:32.112434] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:32.317121] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:32.517437] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:32.717347] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:32.717472] [INFO ] [CONFIGURE ] DE: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:29:32.717518] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8650 tests [2025-11-21T12:29:32.717556] [INFO ] [CONFIGURE ] DE: Testing feature 8/29: add_macd [2025-11-21T12:29:32.717590] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T12:29:33.015372] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:33.329251] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:33.644913] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:33.962945] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:34.287570] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:34.603840] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:34.935398] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:35.256387] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:35.556106] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:35.852124] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:29:35.852321] [INFO ] [CONFIGURE ] DE: KEPT add_macd (score: 90.00%) [2025-11-21T12:29:35.852388] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8649 tests [2025-11-21T12:29:35.852444] [INFO ] [CONFIGURE ] DE: Testing feature 9/29: add_mfi [2025-11-21T12:29:35.852491] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T12:29:36.162180] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:36.483312] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:36.799657] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:37.120716] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:37.436535] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:37.754231] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:38.081476] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:38.422172] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:38.770003] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:39.086411] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:29:39.086596] [INFO ] [CONFIGURE ] DE: DISCARDED add_mfi (score: 90.00%) [2025-11-21T12:29:39.086671] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8648 tests [2025-11-21T12:29:39.086721] [INFO ] [CONFIGURE ] DE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:29:39.086766] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:29:39.461555] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:39.839401] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:40.212774] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:40.590396] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:40.979787] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:41.354009] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:41.733582] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:42.110692] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:42.490808] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:42.895278] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:42.895520] [INFO ] [CONFIGURE ] DE: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T12:29:42.895590] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8647 tests [2025-11-21T12:29:42.895689] [INFO ] [CONFIGURE ] DE: Testing feature 11/29: add_obv_daily [2025-11-21T12:29:42.895741] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T12:29:43.214039] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:43.533884] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:43.856306] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:44.186349] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:44.514942] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:44.841395] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:45.168150] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:45.497556] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:45.827666] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:46.159810] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:29:46.160000] [INFO ] [CONFIGURE ] DE: DISCARDED add_obv_daily (score: 90.00%) [2025-11-21T12:29:46.160059] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8646 tests [2025-11-21T12:29:46.160109] [INFO ] [CONFIGURE ] DE: Testing feature 12/29: add_obv_interval [2025-11-21T12:29:46.160157] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T12:29:46.501269] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:46.825167] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:47.151084] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:47.488558] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:47.824284] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:48.153075] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:48.453543] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:48.756429] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:49.070987] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:49.383371] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:49.383592] [INFO ] [CONFIGURE ] DE: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T12:29:49.383682] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8645 tests [2025-11-21T12:29:49.383739] [INFO ] [CONFIGURE ] DE: Testing feature 13/29: add_opening_strength [2025-11-21T12:29:49.383786] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:29:49.721012] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:29:50.063462] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:50.396384] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:50.740562] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:51.083771] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:51.418976] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:51.751355] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:52.101054] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:52.434463] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:52.773590] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:29:52.773835] [INFO ] [CONFIGURE ] DE: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T12:29:52.773896] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8644 tests [2025-11-21T12:29:52.773943] [INFO ] [CONFIGURE ] DE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:29:52.773986] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T12:29:53.115805] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:53.437983] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:53.761541] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:54.088192] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:54.428694] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:54.761698] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:55.080970] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:55.401839] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:55.723587] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:56.045400] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:56.045579] [INFO ] [CONFIGURE ] DE: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T12:29:56.045635] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8643 tests [2025-11-21T12:29:56.045696] [INFO ] [CONFIGURE ] DE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:29:56.045741] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T12:29:56.346278] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:29:56.641155] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:56.936053] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:29:57.232706] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:29:57.536070] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:29:57.842122] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:29:58.158487] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:29:58.469967] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:29:58.778383] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:29:59.090165] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:29:59.090353] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T12:29:59.090409] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8642 tests [2025-11-21T12:29:59.090456] [INFO ] [CONFIGURE ] DE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:29:59.090500] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T12:29:59.388896] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:29:59.688228] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:29:59.986191] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:00.287688] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:00.590776] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:01.618767] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:01.982899] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:02.372199] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:30:02.812489] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:30:03.186414] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:30:03.186608] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:30:03.186687] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8641 tests [2025-11-21T12:30:03.186740] [INFO ] [CONFIGURE ] DE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:30:03.186784] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T12:30:03.514446] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:30:03.807084] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:04.121275] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:04.424133] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:04.746113] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:05.061835] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:05.377096] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:05.698275] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:06.012170] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:30:06.343373] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:30:06.343563] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:30:06.343621] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8640 tests [2025-11-21T12:30:06.343689] [INFO ] [CONFIGURE ] DE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:30:06.343735] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T12:30:06.639504] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:30:06.940231] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:07.237400] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:07.539058] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:07.840743] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:08.161456] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:08.486484] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:08.764033] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:09.040899] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:30:09.317675] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:30:09.317846] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T12:30:09.317897] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8639 tests [2025-11-21T12:30:09.317940] [INFO ] [CONFIGURE ] DE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:30:09.317984] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T12:30:09.584788] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:30:09.884744] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:10.178840] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:10.500987] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:10.804965] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:11.102387] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:11.397976] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:11.696176] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:11.992078] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:30:12.294307] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:12.294477] [INFO ] [CONFIGURE ] DE: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T12:30:12.294535] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8638 tests [2025-11-21T12:30:12.294585] [INFO ] [CONFIGURE ] DE: Testing feature 20/29: add_price_rejection [2025-11-21T12:30:12.294627] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T12:30:12.621804] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:30:12.951765] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:13.288515] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:13.629981] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:13.965393] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:14.299221] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:14.638946] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:14.981956] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:15.307144] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:30:15.640695] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:30:15.640912] [INFO ] [CONFIGURE ] DE: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:30:15.640977] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8637 tests [2025-11-21T12:30:15.641028] [INFO ] [CONFIGURE ] DE: Testing feature 21/29: add_range_position [2025-11-21T12:30:15.641075] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T12:30:15.975462] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:30:16.302356] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:16.639780] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:16.998353] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:17.345439] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:17.685458] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:18.026121] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:18.386220] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:18.724914] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:30:19.061328] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:30:19.061530] [INFO ] [CONFIGURE ] DE: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:30:19.061588] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8636 tests [2025-11-21T12:30:19.061636] [INFO ] [CONFIGURE ] DE: Testing feature 22/29: add_realized_volatility [2025-11-21T12:30:19.061702] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T12:30:19.484961] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:30:19.920665] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:20.354250] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:20.784759] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:21.232029] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:21.664367] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:22.104294] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:22.557595] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:23.010689] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:30:23.465030] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:23.465225] [INFO ] [CONFIGURE ] DE: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T12:30:23.465285] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8635 tests [2025-11-21T12:30:23.465333] [INFO ] [CONFIGURE ] DE: Testing feature 23/29: add_recent_range_context [2025-11-21T12:30:23.465377] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T12:30:23.821194] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:30:24.164973] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:24.501436] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:24.848765] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:25.187889] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:25.528907] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:25.871298] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:26.211120] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:26.538113] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:30:26.855062] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:26.855317] [INFO ] [CONFIGURE ] DE: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T12:30:26.855379] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8634 tests [2025-11-21T12:30:26.855427] [INFO ] [CONFIGURE ] DE: Testing feature 24/29: add_rsi [2025-11-21T12:30:26.855470] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T12:30:27.184179] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:30:27.514271] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:27.848343] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:30:28.207932] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:28.590863] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:28.955486] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:29.313193] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:29.659773] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:30.023492] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:30:30.361166] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:30.361338] [INFO ] [CONFIGURE ] DE: DISCARDED add_rsi (score: 80.00%) [2025-11-21T12:30:30.361395] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8633 tests [2025-11-21T12:30:30.361441] [INFO ] [CONFIGURE ] DE: Testing feature 25/29: add_tick_distribution [2025-11-21T12:30:30.361483] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T12:30:30.649896] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:30:30.944364] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:31.258756] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:31.547217] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:31.846608] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:32.183352] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:32.472559] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:32.767242] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:33.056397] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:30:33.355935] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:33.356110] [INFO ] [CONFIGURE ] DE: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T12:30:33.356166] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8632 tests [2025-11-21T12:30:33.356214] [INFO ] [CONFIGURE ] DE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:30:33.356256] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T12:30:33.679460] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:30:34.011958] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:34.337793] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:34.669199] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:35.015302] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:35.358719] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:35.677906] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:36.009418] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:36.331321] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:30:36.653228] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:36.653426] [INFO ] [CONFIGURE ] DE: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T12:30:36.653485] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8631 tests [2025-11-21T12:30:36.653530] [INFO ] [CONFIGURE ] DE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:30:36.653573] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T12:30:36.982544] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:30:37.309278] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:37.651687] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:37.999902] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:38.336304] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:38.679255] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:39.033069] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:39.386913] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:39.731412] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:30:40.073097] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:30:40.073262] [INFO ] [CONFIGURE ] DE: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T12:30:40.073319] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8630 tests [2025-11-21T12:30:40.073368] [INFO ] [CONFIGURE ] DE: Testing feature 28/29: add_volume_profile [2025-11-21T12:30:40.073403] [INFO ] [CONFIGURE ] DE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T12:30:40.384625] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:30:40.703227] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:41.023743] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:41.359071] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:30:41.694959] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:42.032014] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:42.390223] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:30:42.725720] [DEBUG] [FORECASTER] DE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:43.058502] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:30:43.381568] [DEBUG] [FORECASTER] DE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:30:43.381766] [INFO ] [CONFIGURE ] DE: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:30:43.381824] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8629 tests [2025-11-21T12:30:43.381926] [INFO ] [CONFIGURE ] DE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:30:43.381969] [INFO ] [CONFIGURE ] DE: Best accuracy: 90.00% [2025-11-21T12:30:43.382019] [INFO ] [CONFIGURE ] DE: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T12:30:43.382060] [INFO ] [CONFIGURE ] DE: Improvement over baseline: 40.00% [2025-11-21T12:30:43.382097] [INFO ] [CONFIGURE ] DE: Total time: 1.5 minutes [2025-11-21T12:30:43.382135] [INFO ] [CONFIGURE ] DE: Average time per feature: 3.1 seconds [2025-11-21T12:30:43.382175] [INFO ] [CONFIGURE ] DE: Average speed: 0.33 features/sec [2025-11-21T12:30:43.382468] [INFO ] [LOCAL ] Saved configuration for DE: 3 features, 90.00% accuracy -> ./output/feature-sets/DE.json [2025-11-21T12:30:43.382526] [INFO ] [CONFIGURE ] DE: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T12:30:43.382574] [INFO ] [sig ] [430/723] Successfully configured DE | 0.01 sym/s | Total: 9.9h | ETA: 6.8h [2025-11-21T12:30:43.382619] [INFO ] [sig ] [431/723] Configuring DEA... [2025-11-21T12:30:43.382682] [INFO ] [CONFIGURE ] DEA: Configurate test run. [2025-11-21T12:30:43.382725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-11-21T12:30:43.490030] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DEA'. [2025-11-21T12:30:43.490460] [INFO ] [CONFIGURE ] DEA: Testing with 29 available features [2025-11-21T12:30:43.490526] [INFO ] [CONFIGURE ] DEA: Establishing baseline with no features... [2025-11-21T12:30:43.701974] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:30:43.915614] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:44.124418] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:44.316564] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:30:44.502330] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:44.696933] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:30:44.883543] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:30:45.070671] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:45.246705] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:30:45.428181] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:45.428343] [INFO ] [CONFIGURE ] DEA: Baseline score (no features): 70.00% [2025-11-21T12:30:45.428392] [INFO ] [CONFIGURE ] DEA: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:30:45.428432] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:30:45.654869] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:30:45.865698] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:46.075187] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:46.296064] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:30:46.521250] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:46.737945] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:46.960329] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:30:47.176941] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:47.394324] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:30:47.618387] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:47.618563] [INFO ] [CONFIGURE ] DEA: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T12:30:47.618616] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8628 tests [2025-11-21T12:30:47.618675] [INFO ] [CONFIGURE ] DEA: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:30:47.618723] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:30:47.871332] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:30:48.124420] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:48.401470] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:48.673959] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:30:48.933716] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:49.184709] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:49.434093] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:30:49.688389] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:49.958841] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:30:50.222293] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:50.222472] [INFO ] [CONFIGURE ] DEA: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T12:30:50.222531] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8627 tests [2025-11-21T12:30:50.222603] [INFO ] [CONFIGURE ] DEA: Testing feature 3/29: add_daily_returns [2025-11-21T12:30:50.222677] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:30:50.499290] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:30:50.778778] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:51.058143] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:51.335971] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:30:51.609897] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:51.872745] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:30:52.133530] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:30:52.395783] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:52.656835] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:30:52.919029] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:52.919198] [INFO ] [CONFIGURE ] DEA: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T12:30:52.919259] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8626 tests [2025-11-21T12:30:52.919306] [INFO ] [CONFIGURE ] DEA: Testing feature 4/29: add_ema [2025-11-21T12:30:52.919348] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T12:30:53.214379] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:30:53.506587] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:53.809671] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:30:54.131342] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:30:54.424324] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:54.724171] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:30:55.020600] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:30:55.333058] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:55.738468] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:30:56.133716] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:56.133953] [INFO ] [CONFIGURE ] DEA: DISCARDED add_ema (score: 80.00%) [2025-11-21T12:30:56.134033] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8625 tests [2025-11-21T12:30:56.134101] [INFO ] [CONFIGURE ] DEA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:30:56.134163] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:30:56.407616] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:30:56.683824] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:56.962936] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:57.242402] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:30:57.524578] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:30:57.822197] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:30:58.113103] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:30:58.416147] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:30:58.701777] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:30:58.989355] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:30:58.989538] [INFO ] [CONFIGURE ] DEA: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T12:30:58.989596] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8624 tests [2025-11-21T12:30:58.989658] [INFO ] [CONFIGURE ] DEA: Testing feature 6/29: add_failed_moves [2025-11-21T12:30:58.989707] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T12:30:59.236125] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:30:59.481203] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:30:59.728920] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:30:59.983350] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:00.239422] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:31:00.495449] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:01.454697] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:01.810059] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:02.069689] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:02.320545] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:31:02.320913] [INFO ] [CONFIGURE ] DEA: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:31:02.320980] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8623 tests [2025-11-21T12:31:02.321051] [INFO ] [CONFIGURE ] DEA: Testing feature 7/29: add_lag_shelf [2025-11-21T12:31:02.321099] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T12:31:02.576278] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:02.833299] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:03.092440] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:03.344563] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:03.623060] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:03.891168] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:04.184394] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:04.484294] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:04.771942] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:05.039312] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:05.039538] [INFO ] [CONFIGURE ] DEA: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T12:31:05.039595] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8622 tests [2025-11-21T12:31:05.039663] [INFO ] [CONFIGURE ] DEA: Testing feature 8/29: add_macd [2025-11-21T12:31:05.039716] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T12:31:05.375801] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:05.714974] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:06.061909] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:31:06.406320] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:06.751481] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:31:07.098568] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:31:07.443934] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:07.815320] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:08.194810] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:08.555737] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:31:08.555956] [INFO ] [CONFIGURE ] DEA: DISCARDED add_macd (score: 50.00%) [2025-11-21T12:31:08.556016] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8621 tests [2025-11-21T12:31:08.556063] [INFO ] [CONFIGURE ] DEA: Testing feature 9/29: add_mfi [2025-11-21T12:31:08.556107] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T12:31:08.836795] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:09.110500] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:09.403717] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:09.694733] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:09.977226] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:10.277587] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:10.569494] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:10.864244] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:11.163493] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:31:11.472938] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:11.473133] [INFO ] [CONFIGURE ] DEA: DISCARDED add_mfi (score: 80.00%) [2025-11-21T12:31:11.473196] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8620 tests [2025-11-21T12:31:11.473243] [INFO ] [CONFIGURE ] DEA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:31:11.473285] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:31:11.848435] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:12.220326] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:12.626405] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:13.024368] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:13.412354] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:13.799127] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:31:14.185529] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:14.561610] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:31:14.923676] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:15.271389] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:15.271609] [INFO ] [CONFIGURE ] DEA: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:31:15.271694] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8619 tests [2025-11-21T12:31:15.271744] [INFO ] [CONFIGURE ] DEA: Testing feature 11/29: add_obv_daily [2025-11-21T12:31:15.271787] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T12:31:15.537993] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:15.800956] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:16.067184] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:16.334471] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:16.607392] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:16.892764] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:31:17.170551] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:17.490184] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:17.790716] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:18.080990] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:18.081170] [INFO ] [CONFIGURE ] DEA: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T12:31:18.081231] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8618 tests [2025-11-21T12:31:18.081281] [INFO ] [CONFIGURE ] DEA: Testing feature 12/29: add_obv_interval [2025-11-21T12:31:18.081327] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T12:31:18.350893] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:18.619242] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:18.892404] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:19.192180] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:19.471696] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:19.738434] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:20.000060] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:20.266757] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:20.526025] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:20.785331] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:20.785529] [INFO ] [CONFIGURE ] DEA: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T12:31:20.785587] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8617 tests [2025-11-21T12:31:20.785633] [INFO ] [CONFIGURE ] DEA: Testing feature 13/29: add_opening_strength [2025-11-21T12:31:20.785698] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:31:21.120573] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:21.455722] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:21.793224] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:31:22.102126] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:22.384233] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:22.670734] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:22.963839] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:23.252836] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:23.545070] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:23.841131] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:23.841321] [INFO ] [CONFIGURE ] DEA: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T12:31:23.841379] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8616 tests [2025-11-21T12:31:23.841426] [INFO ] [CONFIGURE ] DEA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:31:23.841468] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T12:31:24.111674] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:24.423634] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:24.692028] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:24.952153] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:25.213343] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:25.485383] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:25.799540] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:26.084947] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:26.401832] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:26.725074] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:26.725264] [INFO ] [CONFIGURE ] DEA: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T12:31:26.725323] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8615 tests [2025-11-21T12:31:26.725372] [INFO ] [CONFIGURE ] DEA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:31:26.725416] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T12:31:27.008391] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:27.281436] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:27.541758] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:27.801778] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:28.050164] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:28.307761] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:28.569674] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:28.824936] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:29.080705] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:29.336579] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:29.336763] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-11-21T12:31:29.336821] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8614 tests [2025-11-21T12:31:29.336867] [INFO ] [CONFIGURE ] DEA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:31:29.336908] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T12:31:29.615184] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:29.884410] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:30.157250] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:31:30.431000] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:30.708064] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:30.980973] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:31:31.265714] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:31.539836] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:31.815376] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:32.093672] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:32.093866] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:31:32.093924] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8613 tests [2025-11-21T12:31:32.093970] [INFO ] [CONFIGURE ] DEA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:31:32.094012] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T12:31:32.366065] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:32.630061] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:32.894051] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:33.171078] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:33.430510] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:33.702982] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:31:33.982918] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:34.247116] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:34.519145] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:34.796131] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:34.796298] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T12:31:34.796535] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8612 tests [2025-11-21T12:31:34.796582] [INFO ] [CONFIGURE ] DEA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:31:34.796624] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T12:31:35.040450] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:35.289947] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:35.542454] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:35.794084] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:36.040095] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:31:36.291242] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:36.553817] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:36.806263] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:31:37.059972] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:31:37.312236] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:37.312413] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:31:37.312469] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8611 tests [2025-11-21T12:31:37.312515] [INFO ] [CONFIGURE ] DEA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:31:37.312558] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T12:31:37.566816] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:37.820129] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:38.071491] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:38.320401] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:38.580276] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:31:38.844138] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:39.104485] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:39.363953] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:39.624183] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:39.913342] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:39.913531] [INFO ] [CONFIGURE ] DEA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T12:31:39.913588] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8610 tests [2025-11-21T12:31:39.913637] [INFO ] [CONFIGURE ] DEA: Testing feature 20/29: add_price_rejection [2025-11-21T12:31:39.913707] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T12:31:40.208152] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:40.498608] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:40.835893] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:31:41.124955] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:41.412771] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:41.709991] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:41.999291] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:42.285674] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:42.625742] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:42.990017] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:42.990269] [INFO ] [CONFIGURE ] DEA: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:31:42.991548] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8609 tests [2025-11-21T12:31:42.991632] [INFO ] [CONFIGURE ] DEA: Testing feature 21/29: add_range_position [2025-11-21T12:31:42.991725] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T12:31:43.445257] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:43.855664] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:44.175493] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:31:44.472988] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:44.761134] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:31:45.069075] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:45.405927] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:45.730980] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:46.064499] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:46.396126] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:31:46.396344] [INFO ] [CONFIGURE ] DEA: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:31:46.396405] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8608 tests [2025-11-21T12:31:46.396455] [INFO ] [CONFIGURE ] DEA: Testing feature 22/29: add_realized_volatility [2025-11-21T12:31:46.396499] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T12:31:46.785599] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:47.170295] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:47.553348] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:47.940421] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:48.323751] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:31:48.719036] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:31:49.139554] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:49.550840] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:31:49.952148] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:50.357128] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:31:50.357332] [INFO ] [CONFIGURE ] DEA: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:31:50.357391] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8607 tests [2025-11-21T12:31:50.357443] [INFO ] [CONFIGURE ] DEA: Testing feature 23/29: add_recent_range_context [2025-11-21T12:31:50.357489] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T12:31:50.644957] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:50.934920] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:51.243213] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:51.524429] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:51.817238] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:31:52.114333] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:52.427730] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:52.722726] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:53.007323] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:53.292258] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:53.292437] [INFO ] [CONFIGURE ] DEA: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:31:53.292495] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8606 tests [2025-11-21T12:31:53.292553] [INFO ] [CONFIGURE ] DEA: Testing feature 24/29: add_rsi [2025-11-21T12:31:53.292608] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T12:31:53.616881] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:53.938180] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:54.255363] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:31:54.564848] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:54.876437] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:55.191052] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:31:55.512980] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:31:55.836637] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:56.150082] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:56.464764] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:31:56.464937] [INFO ] [CONFIGURE ] DEA: DISCARDED add_rsi (score: 70.00%) [2025-11-21T12:31:56.465039] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8605 tests [2025-11-21T12:31:56.465092] [INFO ] [CONFIGURE ] DEA: Testing feature 25/29: add_tick_distribution [2025-11-21T12:31:56.465139] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T12:31:56.728281] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:56.992112] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:57.250175] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:31:57.511488] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:31:57.771573] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:31:58.033149] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:31:58.293951] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:31:58.561378] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:31:58.828193] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:31:59.091815] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:31:59.092003] [INFO ] [CONFIGURE ] DEA: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T12:31:59.092060] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8604 tests [2025-11-21T12:31:59.092106] [INFO ] [CONFIGURE ] DEA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:31:59.092149] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T12:31:59.343288] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:31:59.597559] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:31:59.852906] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:00.109390] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:32:00.368458] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:00.625868] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:32:01.562232] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:32:01.863437] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:32:02.126703] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:32:02.383854] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:32:02.384050] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T12:32:02.384108] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8603 tests [2025-11-21T12:32:02.384156] [INFO ] [CONFIGURE ] DEA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:32:02.384202] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T12:32:02.667974] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:02.950880] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:32:03.230977] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:03.515121] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:32:03.801856] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:32:04.087464] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:04.372527] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:32:04.663520] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:32:04.953340] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:32:05.242110] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:32:05.242315] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T12:32:05.242375] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8602 tests [2025-11-21T12:32:05.242422] [INFO ] [CONFIGURE ] DEA: Testing feature 28/29: add_volume_profile [2025-11-21T12:32:05.242464] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T12:32:05.516414] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:05.791995] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:32:06.060745] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:32:06.330805] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:32:06.598629] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:06.872095] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:32:07.147480] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:32:07.424032] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:32:07.698136] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:32:07.970504] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:32:07.970718] [INFO ] [CONFIGURE ] DEA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T12:32:07.970778] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8601 tests [2025-11-21T12:32:07.970825] [INFO ] [CONFIGURE ] DEA: Testing feature 29/29: add_vwap [2025-11-21T12:32:07.970867] [INFO ] [CONFIGURE ] DEA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T12:32:08.245371] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:08.534722] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:32:08.851497] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:09.129003] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:32:09.398126] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:32:09.669537] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:09.936162] [DEBUG] [FORECASTER] DEA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:32:10.204710] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:32:10.472036] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:32:10.739833] [DEBUG] [FORECASTER] DEA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:32:10.740049] [INFO ] [CONFIGURE ] DEA: DISCARDED add_vwap (score: 80.00%) [2025-11-21T12:32:10.740116] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8600 tests [2025-11-21T12:32:10.740221] [INFO ] [CONFIGURE ] DEA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:32:10.740279] [INFO ] [CONFIGURE ] DEA: Best accuracy: 90.00% [2025-11-21T12:32:10.740331] [INFO ] [CONFIGURE ] DEA: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:32:10.740379] [INFO ] [CONFIGURE ] DEA: Improvement over baseline: 20.00% [2025-11-21T12:32:10.740425] [INFO ] [CONFIGURE ] DEA: Total time: 1.4 minutes [2025-11-21T12:32:10.740470] [INFO ] [CONFIGURE ] DEA: Average time per feature: 2.9 seconds [2025-11-21T12:32:10.740516] [INFO ] [CONFIGURE ] DEA: Average speed: 0.34 features/sec [2025-11-21T12:32:10.740892] [INFO ] [LOCAL ] Saved configuration for DEA: 2 features, 90.00% accuracy -> ./output/feature-sets/DEA.json [2025-11-21T12:32:10.740965] [INFO ] [CONFIGURE ] DEA: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T12:32:10.741024] [INFO ] [sig ] [431/723] Successfully configured DEA | 0.01 sym/s | Total: 10.0h | ETA: 6.8h [2025-11-21T12:32:10.741080] [INFO ] [sig ] [432/723] Configuring DECK... [2025-11-21T12:32:10.741131] [INFO ] [CONFIGURE ] DECK: Configurate test run. [2025-11-21T12:32:10.741180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-11-21T12:32:10.787206] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DECK'. [2025-11-21T12:32:10.787546] [INFO ] [CONFIGURE ] DECK: Testing with 29 available features [2025-11-21T12:32:10.787608] [INFO ] [CONFIGURE ] DECK: Establishing baseline with no features... [2025-11-21T12:32:10.952314] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:11.116848] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:32:11.281907] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:32:11.446294] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:11.614315] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:11.777352] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:32:11.941554] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:32:12.106927] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:12.272029] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:12.440488] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:32:12.440659] [INFO ] [CONFIGURE ] DECK: Baseline score (no features): 40.00% [2025-11-21T12:32:12.440731] [INFO ] [CONFIGURE ] DECK: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:32:12.440780] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:32:12.639669] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:12.836747] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:32:13.035437] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:32:13.235432] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:32:13.442498] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:13.652622] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:32:13.861551] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:14.065245] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:32:14.281837] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:14.493040] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:32:14.493242] [INFO ] [CONFIGURE ] DECK: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T12:32:14.493308] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8599 tests [2025-11-21T12:32:14.493352] [INFO ] [CONFIGURE ] DECK: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:32:14.493398] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:32:14.721569] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:14.928618] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:15.133307] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:15.341671] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:15.549917] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:15.758353] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:15.966215] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:16.178604] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:32:16.393990] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:16.605513] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:16.605884] [INFO ] [CONFIGURE ] DECK: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T12:32:16.605949] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8598 tests [2025-11-21T12:32:16.606053] [INFO ] [CONFIGURE ] DECK: Testing feature 3/29: add_daily_returns [2025-11-21T12:32:16.606129] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:32:16.830327] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:17.068790] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:32:17.308254] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:17.548140] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:17.780615] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:17.998304] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:18.238345] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:18.475330] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:32:18.698912] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:18.915330] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:18.915494] [INFO ] [CONFIGURE ] DECK: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:32:18.915543] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8597 tests [2025-11-21T12:32:18.915583] [INFO ] [CONFIGURE ] DECK: Testing feature 4/29: add_ema [2025-11-21T12:32:18.915620] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T12:32:19.167377] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:19.414552] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:19.677604] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:19.938126] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:20.208789] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:20.474145] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:20.749460] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:32:21.013824] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:21.277823] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:21.542712] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:21.542906] [INFO ] [CONFIGURE ] DECK: KEPT add_ema (score: 80.00%) [2025-11-21T12:32:21.542963] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8596 tests [2025-11-21T12:32:21.543011] [INFO ] [CONFIGURE ] DECK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:32:21.543057] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:32:21.857176] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:22.166831] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:32:22.496160] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:22.804448] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:23.109678] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:23.414398] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:23.718725] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:24.019301] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:24.327898] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:24.636616] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:24.636825] [INFO ] [CONFIGURE ] DECK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:32:24.636884] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8595 tests [2025-11-21T12:32:24.636933] [INFO ] [CONFIGURE ] DECK: Testing feature 6/29: add_failed_moves [2025-11-21T12:32:24.637001] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T12:32:24.913381] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:25.185537] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:25.459747] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:25.733092] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:26.008162] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:26.295604] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:26.579579] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:32:26.853831] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:27.136257] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:27.404947] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:27.405134] [INFO ] [CONFIGURE ] DECK: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T12:32:27.405232] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8594 tests [2025-11-21T12:32:27.405284] [INFO ] [CONFIGURE ] DECK: Testing feature 7/29: add_lag_shelf [2025-11-21T12:32:27.405335] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T12:32:27.669007] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:27.926502] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:28.181196] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:28.437272] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:28.697854] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:28.957030] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:29.223987] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:32:29.491212] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:29.752371] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:30.007214] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:30.007383] [INFO ] [CONFIGURE ] DECK: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T12:32:30.007441] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8593 tests [2025-11-21T12:32:30.007489] [INFO ] [CONFIGURE ] DECK: Testing feature 8/29: add_macd [2025-11-21T12:32:30.007532] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T12:32:30.349817] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:30.692938] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:32:31.044972] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:31.389493] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:31.734361] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:32.109426] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:32:32.475962] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:32.829107] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:33.174363] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:32:33.535007] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:32:33.535276] [INFO ] [CONFIGURE ] DECK: DISCARDED add_macd (score: 30.00%) [2025-11-21T12:32:33.535355] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8592 tests [2025-11-21T12:32:33.535417] [INFO ] [CONFIGURE ] DECK: Testing feature 9/29: add_mfi [2025-11-21T12:32:33.535474] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T12:32:33.841384] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:34.143769] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:34.449383] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:34.755875] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:35.066073] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:35.347602] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:35.626526] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:32:35.929323] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:36.225339] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:36.517856] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:36.518074] [INFO ] [CONFIGURE ] DECK: DISCARDED add_mfi (score: 80.00%) [2025-11-21T12:32:36.518143] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8591 tests [2025-11-21T12:32:36.518193] [INFO ] [CONFIGURE ] DECK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:32:36.518236] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:32:36.880717] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:37.252897] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:37.610541] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:37.979592] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:32:38.355701] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:38.725036] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:39.107354] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:39.481855] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:39.887534] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:40.245191] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:40.245398] [INFO ] [CONFIGURE ] DECK: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T12:32:40.245456] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8590 tests [2025-11-21T12:32:40.245503] [INFO ] [CONFIGURE ] DECK: Testing feature 11/29: add_obv_daily [2025-11-21T12:32:40.245546] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T12:32:40.540056] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:40.824137] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:41.130747] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:41.430700] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:41.723426] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:42.005154] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:42.282040] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:42.562144] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:32:42.856892] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:43.151704] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:43.151896] [INFO ] [CONFIGURE ] DECK: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:32:43.151955] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8589 tests [2025-11-21T12:32:43.152003] [INFO ] [CONFIGURE ] DECK: Testing feature 12/29: add_obv_interval [2025-11-21T12:32:43.152045] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T12:32:43.427465] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:43.681278] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:32:43.942428] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:32:44.200398] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:44.457521] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:44.716299] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:32:44.976794] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:32:45.232367] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:45.492556] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:45.774120] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:32:45.774291] [INFO ] [CONFIGURE ] DECK: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:32:45.774347] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8588 tests [2025-11-21T12:32:45.774393] [INFO ] [CONFIGURE ] DECK: Testing feature 13/29: add_opening_strength [2025-11-21T12:32:45.774436] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:32:46.080154] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:46.383973] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:46.684502] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:46.982663] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:47.285835] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:47.594079] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:47.898270] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:48.195880] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:32:48.494945] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:32:48.800108] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:48.800300] [INFO ] [CONFIGURE ] DECK: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:32:48.800357] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8587 tests [2025-11-21T12:32:48.800405] [INFO ] [CONFIGURE ] DECK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:32:48.800450] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T12:32:49.101264] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:49.397242] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:49.698543] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:49.989777] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:50.279186] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:50.568053] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:50.860196] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:51.193440] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:32:51.553253] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:51.960895] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:51.961179] [INFO ] [CONFIGURE ] DECK: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:32:51.961266] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8586 tests [2025-11-21T12:32:51.961336] [INFO ] [CONFIGURE ] DECK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:32:51.961401] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T12:32:52.291984] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:52.566513] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:52.827585] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:53.087114] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:53.350261] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:53.624374] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:53.894774] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:54.150073] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:32:54.424439] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:54.692346] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:54.692528] [INFO ] [CONFIGURE ] DECK: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T12:32:54.692587] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8585 tests [2025-11-21T12:32:54.692636] [INFO ] [CONFIGURE ] DECK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:32:54.692703] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T12:32:54.978525] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:55.260373] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:55.544203] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:55.854871] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:32:56.145930] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:56.434706] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:56.723774] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:57.014841] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:32:57.304827] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:32:57.594607] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:32:57.594820] [INFO ] [CONFIGURE ] DECK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:32:57.594880] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8584 tests [2025-11-21T12:32:57.594930] [INFO ] [CONFIGURE ] DECK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:32:57.594976] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T12:32:57.888927] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:32:58.176526] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:32:58.462093] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:32:58.750939] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:32:59.037603] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:32:59.324102] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:32:59.613772] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:32:59.912411] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:33:00.211471] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:33:00.504788] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:00.505005] [INFO ] [CONFIGURE ] DECK: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:33:00.505063] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8583 tests [2025-11-21T12:33:00.505114] [INFO ] [CONFIGURE ] DECK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:33:00.505166] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T12:33:01.467323] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:01.924753] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:02.199739] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:33:02.471860] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:02.739691] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:03.007625] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:03.279000] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:03.550827] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:33:03.820853] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:04.097109] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:04.097309] [INFO ] [CONFIGURE ] DECK: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:33:04.097377] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8582 tests [2025-11-21T12:33:04.097427] [INFO ] [CONFIGURE ] DECK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:33:04.097473] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T12:33:04.371699] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:04.641136] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:04.917051] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:05.179864] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:05.444164] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:05.708180] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:05.969485] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:06.234726] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:33:06.499841] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:06.759216] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:06.759390] [INFO ] [CONFIGURE ] DECK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T12:33:06.759447] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8581 tests [2025-11-21T12:33:06.759494] [INFO ] [CONFIGURE ] DECK: Testing feature 20/29: add_price_rejection [2025-11-21T12:33:06.759538] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T12:33:07.042758] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:07.325465] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:07.606183] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:07.882419] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:08.162010] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:08.444907] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:08.727869] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:09.012250] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:33:09.293434] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:09.576149] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:09.576315] [INFO ] [CONFIGURE ] DECK: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T12:33:09.576370] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8580 tests [2025-11-21T12:33:09.576421] [INFO ] [CONFIGURE ] DECK: Testing feature 21/29: add_range_position [2025-11-21T12:33:09.576464] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T12:33:09.874266] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:10.167291] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:10.463410] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:10.762049] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:11.065625] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:11.362476] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:33:11.661876] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:11.963172] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:33:12.264607] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:12.557310] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:12.557536] [INFO ] [CONFIGURE ] DECK: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:33:12.557594] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8579 tests [2025-11-21T12:33:12.557660] [INFO ] [CONFIGURE ] DECK: Testing feature 22/29: add_realized_volatility [2025-11-21T12:33:12.557708] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T12:33:12.909891] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:13.266946] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:13.648622] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:14.047921] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:14.439090] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:14.803510] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:15.184741] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:15.573781] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:33:15.956896] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:16.318821] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:16.319065] [INFO ] [CONFIGURE ] DECK: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T12:33:16.319158] [INFO ] [CONFIGURE ] JOB ETA: 6.8h | Avg: 2.8s/test | Remaining: 8578 tests [2025-11-21T12:33:16.319237] [INFO ] [CONFIGURE ] DECK: Testing feature 23/29: add_recent_range_context [2025-11-21T12:33:16.319309] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T12:33:16.624798] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:16.918717] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:17.213413] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:17.514151] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:17.811582] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:18.114130] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:18.417157] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:18.699852] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:33:18.978874] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:33:19.257694] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:19.257896] [INFO ] [CONFIGURE ] DECK: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T12:33:19.257956] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8577 tests [2025-11-21T12:33:19.258002] [INFO ] [CONFIGURE ] DECK: Testing feature 24/29: add_rsi [2025-11-21T12:33:19.258043] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T12:33:19.538838] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:19.817811] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:20.095226] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:20.374541] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:20.665395] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:20.959101] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:33:21.237029] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:21.520766] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:33:21.798198] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:22.079307] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:33:22.079529] [INFO ] [CONFIGURE ] DECK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:33:22.079589] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8576 tests [2025-11-21T12:33:22.079636] [INFO ] [CONFIGURE ] DECK: Testing feature 25/29: add_tick_distribution [2025-11-21T12:33:22.079701] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T12:33:22.340612] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:22.604364] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:22.870595] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:23.137862] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:33:23.408177] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:23.678384] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:23.943881] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:24.211384] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:33:24.486668] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:24.758497] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:24.758688] [INFO ] [CONFIGURE ] DECK: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T12:33:24.758752] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8575 tests [2025-11-21T12:33:24.758798] [INFO ] [CONFIGURE ] DECK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:33:24.758840] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T12:33:25.027683] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:25.298401] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:25.565387] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:25.835332] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:26.111441] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:33:26.384122] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:26.669737] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:26.947066] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:33:27.227911] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:27.512199] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:27.512392] [INFO ] [CONFIGURE ] DECK: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:33:27.512452] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8574 tests [2025-11-21T12:33:27.512500] [INFO ] [CONFIGURE ] DECK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:33:27.512545] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T12:33:27.802636] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:28.091352] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:28.384791] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:28.678478] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:33:28.972220] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:33:29.264846] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:29.563120] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:29.859812] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:33:30.157221] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:30.451223] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:30.451409] [INFO ] [CONFIGURE ] DECK: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T12:33:30.451470] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8573 tests [2025-11-21T12:33:30.451517] [INFO ] [CONFIGURE ] DECK: Testing feature 28/29: add_volume_profile [2025-11-21T12:33:30.451561] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T12:33:30.727673] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:31.003087] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:31.293196] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:31.591296] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:31.885900] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:32.178621] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:32.458712] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:32.742813] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:33:33.028074] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:33.311831] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:33.312005] [INFO ] [CONFIGURE ] DECK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:33:33.312062] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8572 tests [2025-11-21T12:33:33.312111] [INFO ] [CONFIGURE ] DECK: Testing feature 29/29: add_vwap [2025-11-21T12:33:33.312155] [INFO ] [CONFIGURE ] DECK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T12:33:33.592185] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:33:33.867028] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:33:34.171751] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:33:34.473629] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:34.800817] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:35.099056] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:35.398228] [DEBUG] [FORECASTER] DECK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:35.698659] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:33:36.004552] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:33:36.311086] [DEBUG] [FORECASTER] DECK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:33:36.311264] [INFO ] [CONFIGURE ] DECK: DISCARDED add_vwap (score: 70.00%) [2025-11-21T12:33:36.311345] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8571 tests [2025-11-21T12:33:36.311398] [INFO ] [CONFIGURE ] DECK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:33:36.311442] [INFO ] [CONFIGURE ] DECK: Best accuracy: 80.00% [2025-11-21T12:33:36.311485] [INFO ] [CONFIGURE ] DECK: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T12:33:36.311528] [INFO ] [CONFIGURE ] DECK: Improvement over baseline: 40.00% [2025-11-21T12:33:36.311567] [INFO ] [CONFIGURE ] DECK: Total time: 1.4 minutes [2025-11-21T12:33:36.311606] [INFO ] [CONFIGURE ] DECK: Average time per feature: 2.9 seconds [2025-11-21T12:33:36.311673] [INFO ] [CONFIGURE ] DECK: Average speed: 0.35 features/sec [2025-11-21T12:33:36.312004] [INFO ] [LOCAL ] Saved configuration for DECK: 2 features, 80.00% accuracy -> ./output/feature-sets/DECK.json [2025-11-21T12:33:36.312063] [INFO ] [CONFIGURE ] DECK: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T12:33:36.312114] [INFO ] [sig ] [432/723] Successfully configured DECK | 0.01 sym/s | Total: 10.0h | ETA: 6.7h [2025-11-21T12:33:36.312161] [INFO ] [sig ] [433/723] Configuring DELL... [2025-11-21T12:33:36.312202] [INFO ] [CONFIGURE ] DELL: Configurate test run. [2025-11-21T12:33:36.312243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'. [2025-11-21T12:33:36.358064] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DELL'. [2025-11-21T12:33:36.358405] [INFO ] [CONFIGURE ] DELL: Testing with 29 available features [2025-11-21T12:33:36.358471] [INFO ] [CONFIGURE ] DELL: Establishing baseline with no features... [2025-11-21T12:33:36.548235] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:33:36.742352] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:36.934794] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:33:37.129099] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:37.318767] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:37.508636] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:33:37.699172] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:37.893390] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:33:38.087119] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:33:38.277279] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:33:38.277436] [INFO ] [CONFIGURE ] DELL: Baseline score (no features): 30.00% [2025-11-21T12:33:38.277485] [INFO ] [CONFIGURE ] DELL: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:33:38.277525] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:33:38.528569] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:33:38.789369] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:39.084564] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:33:39.383551] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:39.673553] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:39.916257] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:33:40.156042] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:40.390044] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:33:40.621573] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:33:40.828683] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:33:40.828856] [INFO ] [CONFIGURE ] DELL: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T12:33:40.828904] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8570 tests [2025-11-21T12:33:40.828942] [INFO ] [CONFIGURE ] DELL: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:33:40.828978] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:33:41.032770] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:33:41.233748] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:41.477022] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:33:41.698583] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:41.918011] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:42.138711] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:33:42.376943] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:42.587581] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:33:42.801588] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:33:43.019929] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:33:43.020130] [INFO ] [CONFIGURE ] DELL: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T12:33:43.020180] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8569 tests [2025-11-21T12:33:43.020223] [INFO ] [CONFIGURE ] DELL: Testing feature 3/29: add_daily_returns [2025-11-21T12:33:43.020258] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns'] [2025-11-21T12:33:43.208619] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:33:43.399592] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:43.591330] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:33:43.781884] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:43.973964] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:44.163065] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:33:44.356103] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:44.547356] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:33:44.736795] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:33:44.930484] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:33:44.930716] [INFO ] [CONFIGURE ] DELL: KEPT add_daily_returns (score: 40.00%) [2025-11-21T12:33:44.930800] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8568 tests [2025-11-21T12:33:44.930863] [INFO ] [CONFIGURE ] DELL: Testing feature 4/29: add_ema [2025-11-21T12:33:44.930915] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T12:33:45.171522] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:33:45.404346] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:45.644486] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:33:45.880458] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:46.113167] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:33:46.352963] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:46.612247] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:46.855981] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:33:47.106462] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:33:47.363126] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:33:47.363335] [INFO ] [CONFIGURE ] DELL: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:33:47.363405] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8567 tests [2025-11-21T12:33:47.363459] [INFO ] [CONFIGURE ] DELL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:33:47.363511] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:33:47.619548] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:33:47.874752] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:48.129589] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:33:48.383754] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:48.633522] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:33:48.900542] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:49.159255] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:49.404093] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:33:49.658787] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:33:49.902740] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:33:49.902931] [INFO ] [CONFIGURE ] DELL: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T12:33:49.902987] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8566 tests [2025-11-21T12:33:49.903036] [INFO ] [CONFIGURE ] DELL: Testing feature 6/29: add_failed_moves [2025-11-21T12:33:49.903073] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T12:33:50.152988] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:33:50.414693] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:50.678003] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:33:50.929443] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:51.187002] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:33:51.445102] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:51.703365] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:51.961736] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:33:52.216762] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:33:52.491604] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:33:52.491859] [INFO ] [CONFIGURE ] DELL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T12:33:52.491921] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8565 tests [2025-11-21T12:33:52.491968] [INFO ] [CONFIGURE ] DELL: Testing feature 7/29: add_lag_shelf [2025-11-21T12:33:52.492013] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T12:33:52.735581] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:33:52.990428] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:53.232624] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:33:53.478472] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:33:53.730787] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:33:53.986661] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:54.220104] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:33:54.465053] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:33:54.705226] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:33:54.953305] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:33:54.953509] [INFO ] [CONFIGURE ] DELL: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T12:33:54.953564] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8564 tests [2025-11-21T12:33:54.953611] [INFO ] [CONFIGURE ] DELL: Testing feature 8/29: add_macd [2025-11-21T12:33:54.953674] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T12:33:55.269865] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:33:55.591044] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:55.899714] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:33:56.205090] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:33:56.513348] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:33:56.822503] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:33:57.129373] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:33:57.436472] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:33:57.752058] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:33:58.060383] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:33:58.060607] [INFO ] [CONFIGURE ] DELL: KEPT add_macd (score: 70.00%) [2025-11-21T12:33:58.060694] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8563 tests [2025-11-21T12:33:58.060745] [INFO ] [CONFIGURE ] DELL: Testing feature 9/29: add_mfi [2025-11-21T12:33:58.060788] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi'] [2025-11-21T12:33:58.382228] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:33:58.707082] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:33:59.045274] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:33:59.390051] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:33:59.716200] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:00.028118] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:00.341057] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:34:00.659411] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:34:01.674417] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:02.041371] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:02.041589] [INFO ] [CONFIGURE ] DELL: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:34:02.041672] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8562 tests [2025-11-21T12:34:02.041723] [INFO ] [CONFIGURE ] DELL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:34:02.041767] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:34:02.447915] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:02.859055] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:03.249621] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:03.642336] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:04.027403] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:04.447581] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:04.881802] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:05.298511] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:05.723754] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:06.146417] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:34:06.146628] [INFO ] [CONFIGURE ] DELL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:34:06.146710] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8561 tests [2025-11-21T12:34:06.146761] [INFO ] [CONFIGURE ] DELL: Testing feature 11/29: add_obv_daily [2025-11-21T12:34:06.146804] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily'] [2025-11-21T12:34:06.489535] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:06.834619] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:07.174814] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:07.535975] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:07.892696] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:08.218668] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:08.565538] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:08.916299] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:09.276946] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:09.639845] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:09.640046] [INFO ] [CONFIGURE ] DELL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:34:09.640149] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8560 tests [2025-11-21T12:34:09.640201] [INFO ] [CONFIGURE ] DELL: Testing feature 12/29: add_obv_interval [2025-11-21T12:34:09.640248] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval'] [2025-11-21T12:34:09.969581] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:10.290368] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:10.620702] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:10.948835] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:11.269807] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:11.590120] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:11.907174] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:12.222939] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:12.552002] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:12.875003] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:34:12.875233] [INFO ] [CONFIGURE ] DELL: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:34:12.875294] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8559 tests [2025-11-21T12:34:12.875341] [INFO ] [CONFIGURE ] DELL: Testing feature 13/29: add_opening_strength [2025-11-21T12:34:12.875384] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_opening_strength'] [2025-11-21T12:34:13.200354] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:13.537282] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:13.870295] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:34:14.225573] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:34:14.570478] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:14.896354] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:15.233564] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:34:15.569330] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:15.904114] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:16.244017] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:16.244203] [INFO ] [CONFIGURE ] DELL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:34:16.244262] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8558 tests [2025-11-21T12:34:16.244308] [INFO ] [CONFIGURE ] DELL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:34:16.244350] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T12:34:16.576981] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:16.907535] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:17.235906] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:17.568575] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:34:17.904171] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:18.244824] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:18.589929] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:34:18.925488] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:34:19.256430] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:19.583953] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:19.584150] [INFO ] [CONFIGURE ] DELL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:34:19.584208] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8557 tests [2025-11-21T12:34:19.584254] [INFO ] [CONFIGURE ] DELL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:34:19.584296] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T12:34:19.886914] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:20.189300] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:20.493134] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:20.805967] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:34:21.104230] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:21.401915] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:21.712846] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:22.032316] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:22.343702] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:22.643978] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:22.644217] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:34:22.644277] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8556 tests [2025-11-21T12:34:22.644325] [INFO ] [CONFIGURE ] DELL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:34:22.644370] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T12:34:22.963672] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:23.268222] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:23.589353] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:23.939481] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:34:24.276874] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:24.592093] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:24.908294] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:25.216538] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:25.530406] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:25.843132] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:34:25.843312] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T12:34:25.843397] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8555 tests [2025-11-21T12:34:25.843445] [INFO ] [CONFIGURE ] DELL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:34:25.843487] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T12:34:26.162257] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:34:26.484086] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:26.804208] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:27.129289] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:27.453058] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:27.782356] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:28.111617] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:28.444840] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:34:28.775998] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:29.118020] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:29.118197] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:34:29.118255] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8554 tests [2025-11-21T12:34:29.118304] [INFO ] [CONFIGURE ] DELL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:34:29.118346] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T12:34:29.431911] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:29.748851] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:30.051875] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:30.370522] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:30.693190] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:31.021639] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:31.391208] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:31.833462] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:32.219462] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:32.541326] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:32.541533] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:34:32.541589] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8553 tests [2025-11-21T12:34:32.541636] [INFO ] [CONFIGURE ] DELL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:34:32.541697] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T12:34:32.845135] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:33.148478] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:33.461151] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:33.766112] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:34.081395] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:34.391247] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:34.703741] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:34:35.003743] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:34:35.322224] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:35.646937] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:35.647294] [INFO ] [CONFIGURE ] DELL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:34:35.647362] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8552 tests [2025-11-21T12:34:35.647412] [INFO ] [CONFIGURE ] DELL: Testing feature 20/29: add_price_rejection [2025-11-21T12:34:35.647461] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection'] [2025-11-21T12:34:36.002249] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:36.317343] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:36.633793] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:36.951881] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:37.272894] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:37.611679] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:37.935594] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:34:38.261292] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:34:38.596306] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:38.926933] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:34:38.927152] [INFO ] [CONFIGURE ] DELL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:34:38.927210] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8551 tests [2025-11-21T12:34:38.927257] [INFO ] [CONFIGURE ] DELL: Testing feature 21/29: add_range_position [2025-11-21T12:34:38.927300] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position'] [2025-11-21T12:34:39.275592] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:34:39.604925] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:39.934347] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:40.288261] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:34:40.634998] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:40.968976] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:41.301521] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:41.639242] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:41.975732] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:42.319611] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:42.319809] [INFO ] [CONFIGURE ] DELL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:34:42.319929] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8550 tests [2025-11-21T12:34:42.319980] [INFO ] [CONFIGURE ] DELL: Testing feature 22/29: add_realized_volatility [2025-11-21T12:34:42.320026] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility'] [2025-11-21T12:34:42.727963] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:43.144616] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:43.548697] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:43.960330] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:34:44.371949] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:34:44.788933] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:45.208971] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:34:45.622681] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:46.066735] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:46.512538] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:46.512756] [INFO ] [CONFIGURE ] DELL: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:34:46.512817] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8549 tests [2025-11-21T12:34:46.512868] [INFO ] [CONFIGURE ] DELL: Testing feature 23/29: add_recent_range_context [2025-11-21T12:34:46.512912] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context'] [2025-11-21T12:34:46.852073] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:47.184927] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:47.518691] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:47.835429] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:34:48.152287] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:48.468554] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:48.789378] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:34:49.121064] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:34:49.470678] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:49.793016] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:49.793195] [INFO ] [CONFIGURE ] DELL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:34:49.793253] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8548 tests [2025-11-21T12:34:49.793301] [INFO ] [CONFIGURE ] DELL: Testing feature 24/29: add_rsi [2025-11-21T12:34:49.793346] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T12:34:50.150965] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:34:50.505526] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:50.867398] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:51.220869] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:51.591483] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:51.973245] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:52.343731] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:34:52.706493] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:34:53.076199] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:53.427777] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:53.427974] [INFO ] [CONFIGURE ] DELL: KEPT add_rsi (score: 80.00%) [2025-11-21T12:34:53.428032] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8547 tests [2025-11-21T12:34:53.428079] [INFO ] [CONFIGURE ] DELL: Testing feature 25/29: add_tick_distribution [2025-11-21T12:34:53.428123] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T12:34:53.788395] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:34:54.170889] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:54.539220] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:54.913545] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:55.303300] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:34:55.688539] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:56.063776] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:34:56.425172] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:34:56.789666] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:34:57.154862] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:34:57.155040] [INFO ] [CONFIGURE ] DELL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T12:34:57.155097] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8546 tests [2025-11-21T12:34:57.155144] [INFO ] [CONFIGURE ] DELL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:34:57.155188] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T12:34:57.518465] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:34:57.874153] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:34:58.231567] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:34:58.593146] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:34:58.958145] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:34:59.337281] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:34:59.706153] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:00.079896] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:00.451923] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:00.825911] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:00.826200] [INFO ] [CONFIGURE ] DELL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:35:00.826693] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8545 tests [2025-11-21T12:35:00.826752] [INFO ] [CONFIGURE ] DELL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:35:00.826799] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T12:35:01.791679] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:35:02.282734] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:35:02.668016] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:35:03.033373] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:35:03.394931] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:03.764399] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:35:04.125622] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:35:04.491408] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:04.881485] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:05.271554] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:05.271755] [INFO ] [CONFIGURE ] DELL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T12:35:05.271814] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8544 tests [2025-11-21T12:35:05.271859] [INFO ] [CONFIGURE ] DELL: Testing feature 28/29: add_volume_profile [2025-11-21T12:35:05.271904] [INFO ] [CONFIGURE ] DELL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T12:35:05.671012] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:35:06.042877] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:35:06.419616] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:35:06.792004] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:35:07.166685] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:07.542472] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:35:07.920657] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:08.300011] [DEBUG] [FORECASTER] DELL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:08.705572] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:09.100621] [DEBUG] [FORECASTER] DELL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:09.100819] [INFO ] [CONFIGURE ] DELL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:35:09.100877] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8543 tests [2025-11-21T12:35:09.100925] [INFO ] [CONFIGURE ] DELL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:35:09.100967] [INFO ] [CONFIGURE ] DELL: Best accuracy: 80.00% [2025-11-21T12:35:09.101009] [INFO ] [CONFIGURE ] DELL: Best feature set (6 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T12:35:09.101048] [INFO ] [CONFIGURE ] DELL: Improvement over baseline: 50.00% [2025-11-21T12:35:09.101084] [INFO ] [CONFIGURE ] DELL: Total time: 1.5 minutes [2025-11-21T12:35:09.101145] [INFO ] [CONFIGURE ] DELL: Average time per feature: 3.2 seconds [2025-11-21T12:35:09.101192] [INFO ] [CONFIGURE ] DELL: Average speed: 0.32 features/sec [2025-11-21T12:35:09.101491] [INFO ] [LOCAL ] Saved configuration for DELL: 6 features, 80.00% accuracy -> ./output/feature-sets/DELL.json [2025-11-21T12:35:09.101548] [INFO ] [CONFIGURE ] DELL: Configuration saved successfully: 6 features, 80.00% accuracy. [2025-11-21T12:35:09.101596] [INFO ] [sig ] [433/723] Successfully configured DELL | 0.01 sym/s | Total: 10.0h | ETA: 6.7h [2025-11-21T12:35:09.101660] [INFO ] [sig ] [434/723] Configuring DEO... [2025-11-21T12:35:09.101705] [INFO ] [CONFIGURE ] DEO: Configurate test run. [2025-11-21T12:35:09.101745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-11-21T12:35:09.147243] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DEO'. [2025-11-21T12:35:09.147585] [INFO ] [CONFIGURE ] DEO: Testing with 29 available features [2025-11-21T12:35:09.147667] [INFO ] [CONFIGURE ] DEO: Establishing baseline with no features... [2025-11-21T12:35:09.322745] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:09.492826] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:09.663764] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:09.831383] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:09.999331] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:10.169819] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:10.351357] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:10.529235] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:10.710756] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:10.886405] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:10.886775] [INFO ] [CONFIGURE ] DEO: Baseline score (no features): 70.00% [2025-11-21T12:35:10.886890] [INFO ] [CONFIGURE ] DEO: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:35:10.886988] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:35:11.087728] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:11.291506] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:11.494924] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:11.701498] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:11.908463] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:35:12.120327] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:12.334875] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:12.546847] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:12.760804] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:12.971750] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:12.971962] [INFO ] [CONFIGURE ] DEO: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:35:12.972013] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8542 tests [2025-11-21T12:35:12.972050] [INFO ] [CONFIGURE ] DEO: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:35:12.972122] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:35:13.185073] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:13.390340] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:13.597983] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:13.809555] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:35:14.031964] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:35:14.250350] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:14.459040] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:14.674892] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:14.885178] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:15.108438] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:15.108618] [INFO ] [CONFIGURE ] DEO: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:35:15.108685] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8541 tests [2025-11-21T12:35:15.108752] [INFO ] [CONFIGURE ] DEO: Testing feature 3/29: add_daily_returns [2025-11-21T12:35:15.108799] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_daily_returns'] [2025-11-21T12:35:15.300927] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:15.485808] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:15.675002] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:15.861383] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:16.048028] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:35:16.237962] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:16.426306] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:16.615038] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:16.816400] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:17.019354] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:17.019516] [INFO ] [CONFIGURE ] DEO: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:35:17.019564] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8540 tests [2025-11-21T12:35:17.019602] [INFO ] [CONFIGURE ] DEO: Testing feature 4/29: add_ema [2025-11-21T12:35:17.019637] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_ema'] [2025-11-21T12:35:17.240350] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:17.467439] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:17.693831] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:17.918721] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:18.144310] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:35:18.371710] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:18.594519] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:18.819262] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:19.060165] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:19.347720] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:19.347980] [INFO ] [CONFIGURE ] DEO: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:35:19.348059] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8539 tests [2025-11-21T12:35:19.348125] [INFO ] [CONFIGURE ] DEO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:35:19.348187] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:35:19.690558] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:19.930106] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:20.162071] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:20.390982] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:20.623742] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:20.849084] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:21.073316] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:21.298330] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:21.525576] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:21.749562] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:21.749760] [INFO ] [CONFIGURE ] DEO: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T12:35:21.749817] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8538 tests [2025-11-21T12:35:21.749866] [INFO ] [CONFIGURE ] DEO: Testing feature 6/29: add_failed_moves [2025-11-21T12:35:21.749908] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_failed_moves'] [2025-11-21T12:35:21.933512] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:22.116977] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:22.299729] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:22.498907] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:22.684964] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:22.876809] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:23.063940] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:23.249577] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:23.439012] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:23.636276] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:23.636451] [INFO ] [CONFIGURE ] DEO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:35:23.636500] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8537 tests [2025-11-21T12:35:23.636537] [INFO ] [CONFIGURE ] DEO: Testing feature 7/29: add_lag_shelf [2025-11-21T12:35:23.636571] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_lag_shelf'] [2025-11-21T12:35:23.825010] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:24.004223] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:24.181306] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:24.361199] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:24.543669] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:24.722365] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:24.910070] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:25.087988] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:25.268809] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:25.452630] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:25.452987] [INFO ] [CONFIGURE ] DEO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:35:25.453123] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8536 tests [2025-11-21T12:35:25.453212] [INFO ] [CONFIGURE ] DEO: Testing feature 8/29: add_macd [2025-11-21T12:35:25.453343] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:35:25.735949] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:25.996159] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:26.263757] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:26.529072] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:26.803404] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:35:27.077902] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:27.356773] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:27.636738] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:27.916587] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:28.182722] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:28.182947] [INFO ] [CONFIGURE ] DEO: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:35:28.183011] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8535 tests [2025-11-21T12:35:28.183060] [INFO ] [CONFIGURE ] DEO: Testing feature 9/29: add_mfi [2025-11-21T12:35:28.183105] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi'] [2025-11-21T12:35:28.366461] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:28.562012] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:28.753559] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:28.936492] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:29.120044] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:29.305276] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:29.494024] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:29.680252] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:29.867410] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:30.051228] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:30.051422] [INFO ] [CONFIGURE ] DEO: KEPT add_mfi (score: 80.00%) [2025-11-21T12:35:30.051469] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8534 tests [2025-11-21T12:35:30.051507] [INFO ] [CONFIGURE ] DEO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:35:30.051589] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:35:30.349435] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:30.658593] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:30.960811] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:31.262077] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:35:31.565695] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:31.871450] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:32.172779] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:32.475117] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:32.786520] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:33.085534] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:33.085742] [INFO ] [CONFIGURE ] DEO: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:35:33.085801] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8533 tests [2025-11-21T12:35:33.085848] [INFO ] [CONFIGURE ] DEO: Testing feature 11/29: add_obv_daily [2025-11-21T12:35:33.085891] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T12:35:33.312539] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:33.534783] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:33.753868] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:33.976141] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:34.193169] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:34.413167] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:34.628590] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:34.845987] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:35.065828] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:35.284467] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:35.284671] [INFO ] [CONFIGURE ] DEO: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T12:35:35.284738] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8532 tests [2025-11-21T12:35:35.284786] [INFO ] [CONFIGURE ] DEO: Testing feature 12/29: add_obv_interval [2025-11-21T12:35:35.284827] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T12:35:35.490884] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:35.690949] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:35.894661] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:36.107171] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:36.320793] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:36.523145] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:36.731507] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:36.932943] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:37.141502] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:37.348533] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:37.348739] [INFO ] [CONFIGURE ] DEO: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T12:35:37.348796] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8531 tests [2025-11-21T12:35:37.348843] [INFO ] [CONFIGURE ] DEO: Testing feature 13/29: add_opening_strength [2025-11-21T12:35:37.348889] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:35:37.576951] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:37.815213] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:38.043456] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:38.285444] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:38.513143] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:35:38.739138] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:38.976104] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:39.205988] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:39.433598] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:39.665054] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:39.665244] [INFO ] [CONFIGURE ] DEO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:35:39.665319] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8530 tests [2025-11-21T12:35:39.665379] [INFO ] [CONFIGURE ] DEO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:35:39.665439] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T12:35:39.875958] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:40.089716] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:40.299676] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:40.510375] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:40.726395] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:40.942477] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:41.171060] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:41.399187] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:41.613345] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:35:41.828705] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:41.828873] [INFO ] [CONFIGURE ] DEO: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:35:41.828929] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8529 tests [2025-11-21T12:35:41.828980] [INFO ] [CONFIGURE ] DEO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:35:41.829022] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T12:35:42.027578] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:42.226191] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:35:42.431010] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:42.638704] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:42.842550] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:43.067449] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:43.265171] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:43.457737] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:43.648958] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:43.854454] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:43.854626] [INFO ] [CONFIGURE ] DEO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:35:43.854705] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8528 tests [2025-11-21T12:35:43.854752] [INFO ] [CONFIGURE ] DEO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:35:43.854795] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T12:35:44.080457] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:44.295888] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:44.506445] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:44.735793] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:44.958911] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:35:45.176287] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:45.394616] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:45.613862] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:45.841888] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:46.068542] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:46.068746] [INFO ] [CONFIGURE ] DEO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:35:46.068800] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8527 tests [2025-11-21T12:35:46.068848] [INFO ] [CONFIGURE ] DEO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:35:46.068894] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T12:35:46.284485] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:46.506726] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:46.715095] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:46.935247] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:47.148342] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:35:47.356668] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:47.567780] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:47.777763] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:47.988069] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:48.200172] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:48.200400] [INFO ] [CONFIGURE ] DEO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:35:48.200459] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8526 tests [2025-11-21T12:35:48.200505] [INFO ] [CONFIGURE ] DEO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:35:48.200548] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T12:35:48.398361] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:48.595376] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:48.797344] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:48.990959] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:49.185454] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:49.380586] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:49.579302] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:49.782133] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:49.983189] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:35:50.183960] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:50.184124] [INFO ] [CONFIGURE ] DEO: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:35:50.184175] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8525 tests [2025-11-21T12:35:50.184214] [INFO ] [CONFIGURE ] DEO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:35:50.184250] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T12:35:50.379336] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:50.576367] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:50.775077] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:50.970731] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:51.165222] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:51.358358] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:51.559353] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:51.759478] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:51.955811] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:52.151334] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:52.151504] [INFO ] [CONFIGURE ] DEO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:35:52.151551] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8524 tests [2025-11-21T12:35:52.151589] [INFO ] [CONFIGURE ] DEO: Testing feature 20/29: add_price_rejection [2025-11-21T12:35:52.151624] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T12:35:52.364108] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:52.576915] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:52.791764] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:53.007771] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:53.219325] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:53.433529] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:53.662091] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:53.903029] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:54.145030] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:54.386517] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:54.386757] [INFO ] [CONFIGURE ] DEO: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:35:54.386821] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8523 tests [2025-11-21T12:35:54.386870] [INFO ] [CONFIGURE ] DEO: Testing feature 21/29: add_range_position [2025-11-21T12:35:54.386915] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T12:35:54.641033] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:54.896617] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:55.143620] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:55.394621] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:35:55.632617] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:55.863740] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:56.110852] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:56.342107] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:35:56.574992] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:56.804515] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:35:56.804703] [INFO ] [CONFIGURE ] DEO: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:35:56.804758] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8522 tests [2025-11-21T12:35:56.804807] [INFO ] [CONFIGURE ] DEO: Testing feature 22/29: add_realized_volatility [2025-11-21T12:35:56.804849] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T12:35:57.120807] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:35:57.434157] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:35:57.739053] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:35:58.044627] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:35:58.348889] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:35:58.650477] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:35:58.961258] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:35:59.273310] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:35:59.583471] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:35:59.890170] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:35:59.890357] [INFO ] [CONFIGURE ] DEO: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T12:35:59.890417] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8521 tests [2025-11-21T12:35:59.890464] [INFO ] [CONFIGURE ] DEO: Testing feature 23/29: add_recent_range_context [2025-11-21T12:35:59.890507] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T12:36:00.836105] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:36:01.197705] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:36:01.420405] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:01.654219] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:01.880177] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:36:02.115636] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:36:02.348565] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:02.572538] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:02.799248] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:03.029580] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:36:03.029890] [INFO ] [CONFIGURE ] DEO: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:36:03.029960] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8520 tests [2025-11-21T12:36:03.030007] [INFO ] [CONFIGURE ] DEO: Testing feature 24/29: add_rsi [2025-11-21T12:36:03.030046] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T12:36:03.297180] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:36:03.566191] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:36:03.835598] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:04.088008] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:04.348419] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:36:04.615109] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:36:04.858145] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:05.103061] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:05.360078] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:05.614671] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:05.614871] [INFO ] [CONFIGURE ] DEO: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:36:05.614929] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8519 tests [2025-11-21T12:36:05.614976] [INFO ] [CONFIGURE ] DEO: Testing feature 25/29: add_tick_distribution [2025-11-21T12:36:05.615019] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T12:36:05.814192] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:36:06.023291] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:36:06.235540] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:06.447360] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:06.670517] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:36:06.887985] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:36:07.109141] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:07.327045] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:07.551820] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:07.773378] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:36:07.773572] [INFO ] [CONFIGURE ] DEO: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T12:36:07.773631] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8518 tests [2025-11-21T12:36:07.773699] [INFO ] [CONFIGURE ] DEO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:36:07.773748] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T12:36:07.994425] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:36:08.224768] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:36:08.452221] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:08.676911] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:08.910887] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:36:09.150775] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:36:09.374092] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:09.596952] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:09.820326] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:10.068887] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:36:10.069085] [INFO ] [CONFIGURE ] DEO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T12:36:10.069143] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8517 tests [2025-11-21T12:36:10.069202] [INFO ] [CONFIGURE ] DEO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:36:10.069246] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T12:36:10.324699] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:36:10.578941] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:36:10.826741] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:11.084611] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:11.338811] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:36:11.586485] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:36:11.866352] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:12.115864] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:36:12.359424] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:12.634010] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:36:12.634179] [INFO ] [CONFIGURE ] DEO: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:36:12.634237] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8516 tests [2025-11-21T12:36:12.634298] [INFO ] [CONFIGURE ] DEO: Testing feature 28/29: add_volume_profile [2025-11-21T12:36:12.634349] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T12:36:12.866638] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:36:13.104716] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:36:13.343796] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:13.582228] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:13.821107] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:36:14.054190] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:36:14.284430] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:14.527228] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:14.766295] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:15.019886] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:15.020057] [INFO ] [CONFIGURE ] DEO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T12:36:15.020114] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8515 tests [2025-11-21T12:36:15.020161] [INFO ] [CONFIGURE ] DEO: Testing feature 29/29: add_vwap [2025-11-21T12:36:15.020207] [INFO ] [CONFIGURE ] DEO: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T12:36:15.265395] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:36:15.484006] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:36:15.726168] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:15.972995] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:16.214682] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:36:16.464025] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:36:16.707331] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:16.949929] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:36:17.192068] [DEBUG] [FORECASTER] DEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:17.441793] [DEBUG] [FORECASTER] DEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:17.441992] [INFO ] [CONFIGURE ] DEO: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:36:17.442053] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8514 tests [2025-11-21T12:36:17.442126] [INFO ] [CONFIGURE ] DEO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:36:17.442173] [INFO ] [CONFIGURE ] DEO: Best accuracy: 80.00% [2025-11-21T12:36:17.442217] [INFO ] [CONFIGURE ] DEO: Best feature set (1 features): ['add_mfi'] [2025-11-21T12:36:17.442259] [INFO ] [CONFIGURE ] DEO: Improvement over baseline: 10.00% [2025-11-21T12:36:17.442298] [INFO ] [CONFIGURE ] DEO: Total time: 1.1 minutes [2025-11-21T12:36:17.442338] [INFO ] [CONFIGURE ] DEO: Average time per feature: 2.3 seconds [2025-11-21T12:36:17.442380] [INFO ] [CONFIGURE ] DEO: Average speed: 0.44 features/sec [2025-11-21T12:36:17.442919] [INFO ] [LOCAL ] Saved configuration for DEO: 1 features, 80.00% accuracy -> ./output/feature-sets/DEO.json [2025-11-21T12:36:17.442983] [INFO ] [CONFIGURE ] DEO: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T12:36:17.443035] [INFO ] [sig ] [434/723] Successfully configured DEO | 0.01 sym/s | Total: 10.0h | ETA: 6.7h [2025-11-21T12:36:17.443081] [INFO ] [sig ] [435/723] Configuring DFH... [2025-11-21T12:36:17.443124] [INFO ] [CONFIGURE ] DFH: Configurate test run. [2025-11-21T12:36:17.443173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-11-21T12:36:17.489980] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DFH'. [2025-11-21T12:36:17.490430] [INFO ] [CONFIGURE ] DFH: Testing with 29 available features [2025-11-21T12:36:17.490516] [INFO ] [CONFIGURE ] DFH: Establishing baseline with no features... [2025-11-21T12:36:17.682908] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:17.879325] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:18.075815] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:36:18.264409] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:18.456914] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:18.645690] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:18.832349] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:36:19.023202] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:19.219402] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:36:19.409111] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:19.409277] [INFO ] [CONFIGURE ] DFH: Baseline score (no features): 30.00% [2025-11-21T12:36:19.409348] [INFO ] [CONFIGURE ] DFH: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:36:19.409391] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:36:19.633762] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:19.883305] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:20.113511] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:20.356165] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:36:20.583046] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:20.816348] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:21.050986] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:21.243581] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:21.432877] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:21.638436] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:21.638771] [INFO ] [CONFIGURE ] DFH: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T12:36:21.638893] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8513 tests [2025-11-21T12:36:21.638981] [INFO ] [CONFIGURE ] DFH: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:36:21.639082] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:36:21.871086] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:22.107504] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:22.336994] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:22.576399] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:22.811891] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:23.045758] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:23.288899] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:23.525864] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:23.766996] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:24.007021] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:24.007196] [INFO ] [CONFIGURE ] DFH: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T12:36:24.007250] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8512 tests [2025-11-21T12:36:24.007296] [INFO ] [CONFIGURE ] DFH: Testing feature 3/29: add_daily_returns [2025-11-21T12:36:24.007336] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:36:24.259260] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:24.516658] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:24.768454] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:36:25.019509] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:25.284605] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:25.542789] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:25.805935] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:36:26.060606] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:36:26.313298] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:26.591694] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:26.591884] [INFO ] [CONFIGURE ] DFH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T12:36:26.591947] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8511 tests [2025-11-21T12:36:26.591998] [INFO ] [CONFIGURE ] DFH: Testing feature 4/29: add_ema [2025-11-21T12:36:26.592036] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T12:36:26.875050] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:27.155918] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:27.436990] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:27.745359] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:28.137770] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:28.491267] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:28.801038] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:36:29.072970] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:29.374307] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:29.667243] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:29.667444] [INFO ] [CONFIGURE ] DFH: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:36:29.667502] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8510 tests [2025-11-21T12:36:29.667550] [INFO ] [CONFIGURE ] DFH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:36:29.667594] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:36:29.971567] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:30.268816] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:30.575023] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:30.875789] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:31.178068] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:31.486155] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:31.791555] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:32.090940] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:32.389556] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:32.695322] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:32.695492] [INFO ] [CONFIGURE ] DFH: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:36:32.695562] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8509 tests [2025-11-21T12:36:32.695612] [INFO ] [CONFIGURE ] DFH: Testing feature 6/29: add_failed_moves [2025-11-21T12:36:32.695677] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T12:36:32.949110] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:33.201376] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:33.459328] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:33.722631] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:33.982983] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:34.250704] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:34.510629] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:34.771232] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:35.038162] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:35.295393] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:35.295568] [INFO ] [CONFIGURE ] DFH: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:36:35.295627] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8508 tests [2025-11-21T12:36:35.295718] [INFO ] [CONFIGURE ] DFH: Testing feature 7/29: add_lag_shelf [2025-11-21T12:36:35.295775] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T12:36:35.542758] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:35.801747] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:36.061202] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:36.326183] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:36.589944] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:36.856119] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:37.128613] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:37.396031] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:37.660270] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:37.933199] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:37.933468] [INFO ] [CONFIGURE ] DFH: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:36:37.933533] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8507 tests [2025-11-21T12:36:37.933581] [INFO ] [CONFIGURE ] DFH: Testing feature 8/29: add_macd [2025-11-21T12:36:37.933627] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T12:36:38.300598] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:38.675328] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:39.060431] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:39.412487] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:39.787888] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:40.172500] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:40.553280] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:40.930699] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:41.311503] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:41.699269] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:41.699520] [INFO ] [CONFIGURE ] DFH: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:36:41.699583] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8506 tests [2025-11-21T12:36:41.699632] [INFO ] [CONFIGURE ] DFH: Testing feature 9/29: add_mfi [2025-11-21T12:36:41.699705] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T12:36:42.006014] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:42.305523] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:42.611079] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:36:42.913054] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:43.207912] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:43.504971] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:43.799332] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:44.105870] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:44.421841] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:44.720358] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:36:44.720579] [INFO ] [CONFIGURE ] DFH: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:36:44.720661] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8505 tests [2025-11-21T12:36:44.720715] [INFO ] [CONFIGURE ] DFH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:36:44.720764] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:36:45.099748] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:45.490267] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:45.858175] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:46.239767] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:46.625023] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:46.982500] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:47.364197] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:47.734692] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:36:48.112292] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:36:48.473371] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:48.473571] [INFO ] [CONFIGURE ] DFH: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:36:48.473629] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8504 tests [2025-11-21T12:36:48.473704] [INFO ] [CONFIGURE ] DFH: Testing feature 11/29: add_obv_daily [2025-11-21T12:36:48.473749] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T12:36:48.750232] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:49.031972] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:49.311157] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:49.595273] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:36:49.875501] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:50.158472] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:50.442758] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:50.721379] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:36:51.008544] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:36:51.292590] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:51.292784] [INFO ] [CONFIGURE ] DFH: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T12:36:51.292844] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8503 tests [2025-11-21T12:36:51.292894] [INFO ] [CONFIGURE ] DFH: Testing feature 12/29: add_obv_interval [2025-11-21T12:36:51.292940] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T12:36:51.563687] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:51.840357] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:52.109344] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:52.370273] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:52.624312] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:52.882123] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:53.142800] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:53.415084] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:36:53.698929] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:36:53.982354] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:53.982545] [INFO ] [CONFIGURE ] DFH: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:36:53.982602] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8502 tests [2025-11-21T12:36:53.982743] [INFO ] [CONFIGURE ] DFH: Testing feature 13/29: add_opening_strength [2025-11-21T12:36:53.982794] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:36:54.286555] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:54.581772] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:54.877343] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:55.172524] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:55.473479] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:55.777573] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:56.077413] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:36:56.377041] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:36:56.673941] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:36:56.980502] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:36:56.980712] [INFO ] [CONFIGURE ] DFH: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:36:56.980775] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8501 tests [2025-11-21T12:36:56.980823] [INFO ] [CONFIGURE ] DFH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:36:56.980867] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T12:36:57.261133] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:36:57.537257] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:36:57.816254] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:36:58.100749] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:36:58.380583] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:36:58.664385] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:36:58.951186] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:36:59.233230] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:36:59.513906] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:36:59.795603] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:36:59.795824] [INFO ] [CONFIGURE ] DFH: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T12:36:59.795885] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8500 tests [2025-11-21T12:36:59.795932] [INFO ] [CONFIGURE ] DFH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:36:59.795978] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T12:37:00.055225] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:00.971104] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:01.285270] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:01.534768] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:01.787251] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:02.035804] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:02.287275] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:02.541706] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:37:02.791911] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:03.046734] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:37:03.046924] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:37:03.047000] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8499 tests [2025-11-21T12:37:03.047048] [INFO ] [CONFIGURE ] DFH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:37:03.047092] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T12:37:03.310562] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:03.578399] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:03.846600] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:04.120808] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:04.396522] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:04.685068] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:04.970139] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:05.245945] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:37:05.517219] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:05.788157] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:05.788347] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:37:05.788409] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8498 tests [2025-11-21T12:37:05.788459] [INFO ] [CONFIGURE ] DFH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:37:05.788504] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T12:37:06.063825] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:06.346295] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:06.639620] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:06.922382] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:07.208758] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:07.493074] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:07.772093] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:08.046424] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:37:08.327104] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:08.615469] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:08.615682] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:37:08.615765] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8497 tests [2025-11-21T12:37:08.615826] [INFO ] [CONFIGURE ] DFH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:37:08.615873] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T12:37:08.865144] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:09.127427] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:09.375160] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:37:09.623914] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:09.898608] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:10.158981] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:10.413098] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:10.666101] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:10.921453] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:11.186400] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:37:11.186587] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:37:11.186663] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8496 tests [2025-11-21T12:37:11.186725] [INFO ] [CONFIGURE ] DFH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:37:11.186782] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T12:37:11.439392] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:11.688252] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:11.944774] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:12.203041] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:12.456110] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:12.708590] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:12.959706] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:13.212801] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:13.470180] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:13.732040] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:13.732219] [INFO ] [CONFIGURE ] DFH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:37:13.732277] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8495 tests [2025-11-21T12:37:13.732326] [INFO ] [CONFIGURE ] DFH: Testing feature 20/29: add_price_rejection [2025-11-21T12:37:13.732369] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T12:37:14.007212] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:14.281773] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:14.556245] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:14.827942] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:15.215818] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:15.602383] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:15.917881] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:16.197483] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:16.458142] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:16.721258] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:16.721430] [INFO ] [CONFIGURE ] DFH: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:37:16.721486] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8494 tests [2025-11-21T12:37:16.721529] [INFO ] [CONFIGURE ] DFH: Testing feature 21/29: add_range_position [2025-11-21T12:37:16.721572] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T12:37:17.000921] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:17.284745] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:17.586422] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:17.877438] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:18.162597] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:18.448890] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:18.735059] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:37:19.014072] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:37:19.299545] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:37:19.581995] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:37:19.582199] [INFO ] [CONFIGURE ] DFH: DISCARDED add_range_position (score: 40.00%) [2025-11-21T12:37:19.582267] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8493 tests [2025-11-21T12:37:19.582321] [INFO ] [CONFIGURE ] DFH: Testing feature 22/29: add_realized_volatility [2025-11-21T12:37:19.582375] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T12:37:19.946087] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:20.307038] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:20.662524] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:21.017808] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:37:21.375479] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:21.739142] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:22.128132] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:22.489144] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:22.847935] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:37:23.198114] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:23.198304] [INFO ] [CONFIGURE ] DFH: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:37:23.198361] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8492 tests [2025-11-21T12:37:23.198407] [INFO ] [CONFIGURE ] DFH: Testing feature 23/29: add_recent_range_context [2025-11-21T12:37:23.198454] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T12:37:23.449745] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:23.698288] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:23.950459] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:37:24.202508] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:24.462943] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:24.749410] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:25.038515] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:25.331215] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:37:25.609373] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:25.873185] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:37:25.873355] [INFO ] [CONFIGURE ] DFH: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:37:25.873424] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8491 tests [2025-11-21T12:37:25.873482] [INFO ] [CONFIGURE ] DFH: Testing feature 24/29: add_rsi [2025-11-21T12:37:25.873533] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T12:37:26.172699] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:26.474292] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:26.778933] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:27.080581] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:27.384393] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:27.701831] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:28.009482] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:28.317496] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:28.629184] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:28.955928] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:28.956117] [INFO ] [CONFIGURE ] DFH: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:37:28.956177] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8490 tests [2025-11-21T12:37:28.956227] [INFO ] [CONFIGURE ] DFH: Testing feature 25/29: add_tick_distribution [2025-11-21T12:37:28.956274] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T12:37:29.229980] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:29.500981] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:29.770337] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:30.038490] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:30.311479] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:30.586625] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:30.867793] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:37:31.140097] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:37:31.402872] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:31.690543] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:31.690772] [INFO ] [CONFIGURE ] DFH: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T12:37:31.690843] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8489 tests [2025-11-21T12:37:31.690903] [INFO ] [CONFIGURE ] DFH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:37:31.690963] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T12:37:31.952284] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:32.211830] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:32.473347] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:32.738089] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:33.006701] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:33.275835] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:33.555215] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:33.824299] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:34.092437] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:34.361680] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:34.361860] [INFO ] [CONFIGURE ] DFH: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:37:34.361916] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8488 tests [2025-11-21T12:37:34.361963] [INFO ] [CONFIGURE ] DFH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:37:34.362005] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T12:37:34.653021] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:34.948854] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:35.247841] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:37:35.546798] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:35.845259] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:36.152246] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:36.453590] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:37:36.750280] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:37.059145] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:37.362109] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:37.362303] [INFO ] [CONFIGURE ] DFH: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:37:37.362361] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8487 tests [2025-11-21T12:37:37.362408] [INFO ] [CONFIGURE ] DFH: Testing feature 28/29: add_volume_profile [2025-11-21T12:37:37.362453] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T12:37:37.644405] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:37.930750] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:38.226353] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:38.525587] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:38.835034] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:39.144328] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:39.444180] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:39.737403] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:37:40.039284] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:40.343369] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:40.343549] [INFO ] [CONFIGURE ] DFH: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T12:37:40.343611] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8486 tests [2025-11-21T12:37:40.343683] [INFO ] [CONFIGURE ] DFH: Testing feature 29/29: add_vwap [2025-11-21T12:37:40.343730] [INFO ] [CONFIGURE ] DFH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T12:37:40.638901] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:40.945046] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:37:41.253536] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:41.558624] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:37:41.863000] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:37:42.169131] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:42.468007] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:42.771717] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:43.099788] [DEBUG] [FORECASTER] DFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:37:43.402242] [DEBUG] [FORECASTER] DFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:43.402418] [INFO ] [CONFIGURE ] DFH: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:37:43.402479] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8485 tests [2025-11-21T12:37:43.402531] [INFO ] [CONFIGURE ] DFH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:37:43.402573] [INFO ] [CONFIGURE ] DFH: Best accuracy: 60.00% [2025-11-21T12:37:43.402616] [INFO ] [CONFIGURE ] DFH: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:37:43.402677] [INFO ] [CONFIGURE ] DFH: Improvement over baseline: 30.00% [2025-11-21T12:37:43.402720] [INFO ] [CONFIGURE ] DFH: Total time: 1.4 minutes [2025-11-21T12:37:43.402761] [INFO ] [CONFIGURE ] DFH: Average time per feature: 2.9 seconds [2025-11-21T12:37:43.402812] [INFO ] [CONFIGURE ] DFH: Average speed: 0.35 features/sec [2025-11-21T12:37:43.403396] [INFO ] [LOCAL ] Saved configuration for DFH: 2 features, 60.00% accuracy -> ./output/feature-sets/DFH.json [2025-11-21T12:37:43.403457] [INFO ] [CONFIGURE ] DFH: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T12:37:43.403508] [INFO ] [sig ] [435/723] Successfully configured DFH | 0.01 sym/s | Total: 10.1h | ETA: 6.7h [2025-11-21T12:37:43.403556] [INFO ] [sig ] [436/723] Configuring DFIN... [2025-11-21T12:37:43.403597] [INFO ] [CONFIGURE ] DFIN: Configurate test run. [2025-11-21T12:37:43.403639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-11-21T12:37:43.482196] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DFIN'. [2025-11-21T12:37:43.482576] [INFO ] [CONFIGURE ] DFIN: Testing with 29 available features [2025-11-21T12:37:43.482676] [INFO ] [CONFIGURE ] DFIN: Establishing baseline with no features... [2025-11-21T12:37:43.682659] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:43.878440] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:37:44.070495] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:37:44.261058] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:37:44.449823] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:37:44.638467] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:44.834412] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:45.027032] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:45.216792] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:37:45.410426] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:37:45.410584] [INFO ] [CONFIGURE ] DFIN: Baseline score (no features): 60.00% [2025-11-21T12:37:45.410632] [INFO ] [CONFIGURE ] DFIN: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:37:45.410713] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:37:45.640224] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:45.866804] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:37:46.090175] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:46.319168] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:37:46.550960] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:37:46.777725] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:37:47.001612] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:47.228252] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:47.451794] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:37:47.694276] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:37:47.694696] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:37:47.694809] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8484 tests [2025-11-21T12:37:47.694896] [INFO ] [CONFIGURE ] DFIN: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:37:47.695032] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:37:47.945986] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:37:48.179538] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:37:48.415339] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:37:48.645885] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:37:48.873042] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:37:49.104503] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:49.344186] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:49.587425] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:49.826581] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:37:50.065485] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:50.065848] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:37:50.065954] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8483 tests [2025-11-21T12:37:50.066040] [INFO ] [CONFIGURE ] DFIN: Testing feature 3/29: add_daily_returns [2025-11-21T12:37:50.066154] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_daily_returns'] [2025-11-21T12:37:50.271983] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:37:50.484601] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:37:50.696307] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:50.915605] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:37:51.135474] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:37:51.343158] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:37:51.551669] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:51.765462] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:51.971892] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:37:52.176216] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:52.176381] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:37:52.176428] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8482 tests [2025-11-21T12:37:52.176464] [INFO ] [CONFIGURE ] DFIN: Testing feature 4/29: add_ema [2025-11-21T12:37:52.176499] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_ema'] [2025-11-21T12:37:52.414333] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:37:52.652412] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:37:52.892144] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:53.151469] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:37:53.400439] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:37:53.644638] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:53.929759] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:54.175793] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:54.417704] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:37:54.652397] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:54.652602] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:37:54.652676] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8481 tests [2025-11-21T12:37:54.652751] [INFO ] [CONFIGURE ] DFIN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:37:54.652802] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:37:54.898803] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:55.129054] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:37:55.350792] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:55.583272] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:37:55.814738] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:37:56.048148] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:37:56.282078] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:37:56.517403] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:56.748566] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:37:56.984083] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:37:56.984274] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:37:56.984333] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8480 tests [2025-11-21T12:37:56.984381] [INFO ] [CONFIGURE ] DFIN: Testing feature 6/29: add_failed_moves [2025-11-21T12:37:56.984424] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves'] [2025-11-21T12:37:57.179029] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:57.375614] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:37:57.569488] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:57.761457] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:37:57.954541] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:37:58.154736] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:37:58.351010] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:37:58.555369] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:37:58.753051] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:37:58.956025] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:37:58.956230] [INFO ] [CONFIGURE ] DFIN: KEPT add_failed_moves (score: 70.00%) [2025-11-21T12:37:58.956284] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8479 tests [2025-11-21T12:37:58.956326] [INFO ] [CONFIGURE ] DFIN: Testing feature 7/29: add_lag_shelf [2025-11-21T12:37:58.956365] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T12:37:59.149754] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:37:59.344560] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:37:59.535283] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:37:59.727156] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:37:59.921928] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:00.131003] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:00.949787] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:01.223741] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:01.406941] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:01.591286] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:01.591675] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:38:01.591783] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8478 tests [2025-11-21T12:38:01.591869] [INFO ] [CONFIGURE ] DFIN: Testing feature 8/29: add_macd [2025-11-21T12:38:01.591972] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T12:38:01.868445] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:02.142198] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:02.424480] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:02.691463] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:02.957200] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:03.225987] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:03.493430] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:03.762289] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:04.038003] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:04.314067] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:04.314253] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:38:04.314309] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8477 tests [2025-11-21T12:38:04.314356] [INFO ] [CONFIGURE ] DFIN: Testing feature 9/29: add_mfi [2025-11-21T12:38:04.314399] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T12:38:04.504699] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:04.696128] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:04.887253] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:05.078887] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:05.271247] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:05.465091] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:05.665073] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:05.862302] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:06.062099] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:06.259193] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:06.259375] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:38:06.259432] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8476 tests [2025-11-21T12:38:06.259482] [INFO ] [CONFIGURE ] DFIN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:38:06.259531] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:38:06.539049] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:06.812487] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:07.088327] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:07.390612] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:07.702997] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:08.088149] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:08.442779] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:08.763471] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:09.064360] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:09.346337] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:09.346514] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:38:09.346573] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8475 tests [2025-11-21T12:38:09.346624] [INFO ] [CONFIGURE ] DFIN: Testing feature 11/29: add_obv_daily [2025-11-21T12:38:09.346694] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T12:38:09.545612] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:38:09.746069] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:38:09.944180] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:38:10.149069] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:10.349481] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:10.554458] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:10.757204] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:10.955520] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:11.154387] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:11.355515] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:11.355704] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T12:38:11.355784] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8474 tests [2025-11-21T12:38:11.355836] [INFO ] [CONFIGURE ] DFIN: Testing feature 12/29: add_obv_interval [2025-11-21T12:38:11.355882] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T12:38:11.551112] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:38:11.745470] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:11.941001] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:38:12.140769] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:12.338047] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:12.540815] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:12.764302] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:12.972850] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:13.172663] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:13.369735] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:13.369906] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:38:13.369954] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8473 tests [2025-11-21T12:38:13.369993] [INFO ] [CONFIGURE ] DFIN: Testing feature 13/29: add_opening_strength [2025-11-21T12:38:13.370051] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:38:13.588856] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:13.804154] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:14.021897] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:14.242707] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:14.466269] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:14.682863] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:14.911340] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:15.129185] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:15.349313] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:15.570861] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:15.571029] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T12:38:15.571078] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8472 tests [2025-11-21T12:38:15.571117] [INFO ] [CONFIGURE ] DFIN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:38:15.571153] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T12:38:15.780894] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:38:15.989724] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:38:16.200832] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:38:16.416490] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:16.628711] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:16.841074] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:17.052870] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:17.268840] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:17.476747] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:17.688843] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:17.689010] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:38:17.689065] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8471 tests [2025-11-21T12:38:17.689107] [INFO ] [CONFIGURE ] DFIN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:38:17.689149] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T12:38:17.884307] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:18.067450] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:18.258182] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:18.440076] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:18.620881] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:18.802364] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:18.987926] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:19.171481] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:19.362926] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:19.550454] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:19.550621] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:38:19.550696] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8470 tests [2025-11-21T12:38:19.550767] [INFO ] [CONFIGURE ] DFIN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:38:19.550816] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T12:38:19.759988] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:19.969327] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:20.179077] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:20.389829] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:20.598878] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:20.808450] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:21.023134] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:21.231873] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:21.441765] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:21.649733] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:21.649911] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:38:21.649965] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8469 tests [2025-11-21T12:38:21.650037] [INFO ] [CONFIGURE ] DFIN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:38:21.650084] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T12:38:21.858626] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:22.069032] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:22.290548] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:38:22.517291] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:22.742982] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:22.965924] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:23.173595] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:23.381538] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:23.591530] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:23.803511] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:23.803717] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T12:38:23.803777] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8468 tests [2025-11-21T12:38:23.803827] [INFO ] [CONFIGURE ] DFIN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:38:23.803869] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T12:38:23.984598] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:24.166185] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:24.347119] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:24.528225] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:24.709017] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:24.889629] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:25.092170] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:25.298997] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:25.498868] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:25.698529] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:25.698715] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:38:25.698786] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8467 tests [2025-11-21T12:38:25.698850] [INFO ] [CONFIGURE ] DFIN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:38:25.698917] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T12:38:25.899871] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:26.087380] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:26.271432] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:26.454873] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:26.637136] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:26.822097] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:27.007267] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:27.192697] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:27.377603] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:27.563687] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:27.563866] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T12:38:27.563917] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8466 tests [2025-11-21T12:38:27.563955] [INFO ] [CONFIGURE ] DFIN: Testing feature 20/29: add_price_rejection [2025-11-21T12:38:27.563991] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-21T12:38:27.760627] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:38:27.954117] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:28.157528] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:28.363034] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:28.564079] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:28.765803] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:28.964305] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:29.162152] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:29.360331] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:29.572796] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:29.572966] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:38:29.573013] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8465 tests [2025-11-21T12:38:29.573051] [INFO ] [CONFIGURE ] DFIN: Testing feature 21/29: add_range_position [2025-11-21T12:38:29.573084] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-21T12:38:29.795165] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:30.016088] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:30.238621] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:30.463986] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:38:30.688141] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:30.910180] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:31.132836] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:31.356154] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:31.577374] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:31.802343] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:31.802508] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:38:31.802565] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8464 tests [2025-11-21T12:38:31.802611] [INFO ] [CONFIGURE ] DFIN: Testing feature 22/29: add_realized_volatility [2025-11-21T12:38:31.802673] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-21T12:38:32.104440] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:32.408298] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:32.710580] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:33.012124] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:33.343512] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:33.665284] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:33.982509] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:34.300999] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:34.631779] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:34.957924] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:34.958180] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T12:38:34.958251] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8463 tests [2025-11-21T12:38:34.958309] [INFO ] [CONFIGURE ] DFIN: Testing feature 23/29: add_recent_range_context [2025-11-21T12:38:34.958362] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-21T12:38:35.169172] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:35.374072] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:35.576597] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:38:35.771253] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:35.964333] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:36.159048] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:36.354639] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:36.547129] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:36.739778] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:36.934076] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:36.934241] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:38:36.934289] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8462 tests [2025-11-21T12:38:36.934327] [INFO ] [CONFIGURE ] DFIN: Testing feature 24/29: add_rsi [2025-11-21T12:38:36.934363] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T12:38:37.171867] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:37.414332] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:37.654851] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:37.907356] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:38.166451] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:38.421744] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:38.678895] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:38.924242] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:39.173363] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:39.420551] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:39.420772] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_rsi (score: 70.00%) [2025-11-21T12:38:39.420831] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8461 tests [2025-11-21T12:38:39.420879] [INFO ] [CONFIGURE ] DFIN: Testing feature 25/29: add_tick_distribution [2025-11-21T12:38:39.420921] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-21T12:38:39.620456] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:39.821391] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:40.030063] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:38:40.232398] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:40.436717] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:40.649068] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:40.861033] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:41.068208] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:41.280626] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:38:41.489454] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:41.489631] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T12:38:41.489727] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8460 tests [2025-11-21T12:38:41.489769] [INFO ] [CONFIGURE ] DFIN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:38:41.489805] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T12:38:41.713537] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:41.933474] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:42.153269] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:42.385912] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:42.601269] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:42.816050] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:43.033455] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:43.247968] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:43.456835] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:43.663402] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:43.663572] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T12:38:43.663619] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8459 tests [2025-11-21T12:38:43.663677] [INFO ] [CONFIGURE ] DFIN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:38:43.663743] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T12:38:43.881256] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:44.091915] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:44.301379] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:44.512081] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:44.721868] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:44.950408] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:45.167974] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:45.380334] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:45.593688] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:45.808484] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:45.808699] [INFO ] [CONFIGURE ] DFIN: KEPT add_volume_price_divergence (score: 80.00%) [2025-11-21T12:38:45.808752] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8458 tests [2025-11-21T12:38:45.808797] [INFO ] [CONFIGURE ] DFIN: Testing feature 28/29: add_volume_profile [2025-11-21T12:38:45.808843] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T12:38:46.048507] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:46.304214] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:46.556302] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:38:46.796894] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:47.041499] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:47.284942] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:38:47.537193] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:38:47.781450] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:48.024830] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:48.270814] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:48.271052] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T12:38:48.271111] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8457 tests [2025-11-21T12:38:48.271160] [INFO ] [CONFIGURE ] DFIN: Testing feature 29/29: add_vwap [2025-11-21T12:38:48.271204] [INFO ] [CONFIGURE ] DFIN: Testing with features: ['add_failed_moves', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T12:38:48.513735] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:38:48.754895] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:49.021867] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:49.291951] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:38:49.554359] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:38:49.819018] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:50.086610] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:50.350437] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:38:50.614015] [DEBUG] [FORECASTER] DFIN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:38:50.893165] [DEBUG] [FORECASTER] DFIN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:38:50.893339] [INFO ] [CONFIGURE ] DFIN: DISCARDED add_vwap (score: 70.00%) [2025-11-21T12:38:50.893396] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8456 tests [2025-11-21T12:38:50.893439] [INFO ] [CONFIGURE ] DFIN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:38:50.893479] [INFO ] [CONFIGURE ] DFIN: Best accuracy: 80.00% [2025-11-21T12:38:50.893519] [INFO ] [CONFIGURE ] DFIN: Best feature set (2 features): ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T12:38:50.893562] [INFO ] [CONFIGURE ] DFIN: Improvement over baseline: 20.00% [2025-11-21T12:38:50.893598] [INFO ] [CONFIGURE ] DFIN: Total time: 1.1 minutes [2025-11-21T12:38:50.893636] [INFO ] [CONFIGURE ] DFIN: Average time per feature: 2.3 seconds [2025-11-21T12:38:50.893695] [INFO ] [CONFIGURE ] DFIN: Average speed: 0.44 features/sec [2025-11-21T12:38:50.894352] [INFO ] [LOCAL ] Saved configuration for DFIN: 2 features, 80.00% accuracy -> ./output/feature-sets/DFIN.json [2025-11-21T12:38:50.894412] [INFO ] [CONFIGURE ] DFIN: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T12:38:50.894462] [INFO ] [sig ] [436/723] Successfully configured DFIN | 0.01 sym/s | Total: 10.1h | ETA: 6.6h [2025-11-21T12:38:50.894506] [INFO ] [sig ] [437/723] Configuring DFP... [2025-11-21T12:38:50.894546] [INFO ] [CONFIGURE ] DFP: Configurate test run. [2025-11-21T12:38:50.894585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-11-21T12:38:51.003799] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DFP'. [2025-11-21T12:38:51.004302] [INFO ] [CONFIGURE ] DFP: Testing with 29 available features [2025-11-21T12:38:51.004365] [INFO ] [CONFIGURE ] DFP: Establishing baseline with no features... [2025-11-21T12:38:51.168979] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:51.333519] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:51.500894] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:51.665961] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:38:51.834609] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:52.001362] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:52.172888] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:52.342606] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:38:52.518122] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:38:52.685928] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:52.686087] [INFO ] [CONFIGURE ] DFP: Baseline score (no features): 50.00% [2025-11-21T12:38:52.686134] [INFO ] [CONFIGURE ] DFP: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:38:52.686172] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:38:52.888311] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:53.090293] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:53.292771] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:53.495770] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:38:53.705818] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:53.906577] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:54.106466] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:54.307100] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:38:54.507350] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:38:54.709956] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:54.710175] [INFO ] [CONFIGURE ] DFP: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:38:54.710234] [INFO ] [CONFIGURE ] JOB ETA: 6.7h | Avg: 2.8s/test | Remaining: 8455 tests [2025-11-21T12:38:54.710274] [INFO ] [CONFIGURE ] DFP: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:38:54.710309] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:38:54.911762] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:55.141767] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:55.462673] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:38:55.752524] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:38:55.991394] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:56.238800] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:56.455813] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:56.667602] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:38:56.873276] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:38:57.083493] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:57.083702] [INFO ] [CONFIGURE ] DFP: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T12:38:57.083789] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8454 tests [2025-11-21T12:38:57.083841] [INFO ] [CONFIGURE ] DFP: Testing feature 3/29: add_daily_returns [2025-11-21T12:38:57.083888] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_daily_returns'] [2025-11-21T12:38:57.261521] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:38:57.440187] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:57.620814] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:57.808234] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:38:57.991135] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:38:58.184515] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:38:58.372781] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:38:58.560198] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:38:58.748366] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:38:58.935435] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:38:58.935600] [INFO ] [CONFIGURE ] DFP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:38:58.935667] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8453 tests [2025-11-21T12:38:58.935726] [INFO ] [CONFIGURE ] DFP: Testing feature 4/29: add_ema [2025-11-21T12:38:58.935774] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_ema'] [2025-11-21T12:38:59.146814] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:38:59.370800] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:38:59.591180] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:38:59.811947] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:00.036450] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:00.979710] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:01.326588] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:01.551877] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:01.786168] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:02.011458] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:02.011684] [INFO ] [CONFIGURE ] DFP: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:39:02.011762] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8452 tests [2025-11-21T12:39:02.012006] [INFO ] [CONFIGURE ] DFP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:39:02.012056] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:39:02.239394] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:02.457536] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:02.685980] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:02.903723] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:03.128282] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:03.345291] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:03.563035] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:03.781103] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:03.992905] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:04.212408] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:04.212609] [INFO ] [CONFIGURE ] DFP: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:39:04.212685] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8451 tests [2025-11-21T12:39:04.212733] [INFO ] [CONFIGURE ] DFP: Testing feature 6/29: add_failed_moves [2025-11-21T12:39:04.212775] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_failed_moves'] [2025-11-21T12:39:04.392744] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:04.575676] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:04.755768] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:04.939610] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:05.121915] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:05.304983] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:05.490692] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:05.677495] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:05.864012] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:06.045506] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:06.045757] [INFO ] [CONFIGURE ] DFP: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T12:39:06.045814] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8450 tests [2025-11-21T12:39:06.045852] [INFO ] [CONFIGURE ] DFP: Testing feature 7/29: add_lag_shelf [2025-11-21T12:39:06.045887] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_lag_shelf'] [2025-11-21T12:39:06.224406] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:06.405038] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:06.583490] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:06.751733] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:06.920578] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:07.092307] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:07.261225] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:07.429956] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:07.599564] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:07.768403] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:07.768566] [INFO ] [CONFIGURE ] DFP: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T12:39:07.768612] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8449 tests [2025-11-21T12:39:07.768669] [INFO ] [CONFIGURE ] DFP: Testing feature 8/29: add_macd [2025-11-21T12:39:07.768736] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:39:08.029801] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:08.291550] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:08.558396] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:08.825289] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:39:09.092228] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:09.358874] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:09.646422] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:09.911453] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:10.177370] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:10.466349] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:10.466544] [INFO ] [CONFIGURE ] DFP: DISCARDED add_macd (score: 40.00%) [2025-11-21T12:39:10.466602] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8448 tests [2025-11-21T12:39:10.466670] [INFO ] [CONFIGURE ] DFP: Testing feature 9/29: add_mfi [2025-11-21T12:39:10.466718] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_mfi'] [2025-11-21T12:39:10.679729] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:10.890373] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:11.088322] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:11.287169] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:11.482166] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:11.677560] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:11.875510] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:12.075001] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:12.274681] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:12.477784] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:12.477971] [INFO ] [CONFIGURE ] DFP: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:39:12.478019] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8447 tests [2025-11-21T12:39:12.478057] [INFO ] [CONFIGURE ] DFP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:39:12.478092] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:39:12.758626] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:13.046008] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:13.327158] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:39:13.619581] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:39:13.907702] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:14.196087] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:14.487965] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:14.787506] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:15.081629] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:15.366697] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:15.366885] [INFO ] [CONFIGURE ] DFP: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T12:39:15.366943] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8446 tests [2025-11-21T12:39:15.367016] [INFO ] [CONFIGURE ] DFP: Testing feature 11/29: add_obv_daily [2025-11-21T12:39:15.367069] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_obv_daily'] [2025-11-21T12:39:15.574297] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:15.782099] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:16.000204] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:16.205145] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:16.416456] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:16.638678] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:16.844845] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:17.055349] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:17.269375] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:17.483735] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:17.483945] [INFO ] [CONFIGURE ] DFP: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:39:17.484007] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8445 tests [2025-11-21T12:39:17.484057] [INFO ] [CONFIGURE ] DFP: Testing feature 12/29: add_obv_interval [2025-11-21T12:39:17.484102] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_obv_interval'] [2025-11-21T12:39:17.709008] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:17.906899] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:18.120575] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:18.325419] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:39:18.536245] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:18.741757] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:39:18.953974] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:19.167235] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:19.369215] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:19.573448] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:19.573800] [INFO ] [CONFIGURE ] DFP: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:39:19.573907] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8444 tests [2025-11-21T12:39:19.573992] [INFO ] [CONFIGURE ] DFP: Testing feature 13/29: add_opening_strength [2025-11-21T12:39:19.574090] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:39:19.802975] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:20.027591] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:20.252126] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:20.481807] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:39:20.703129] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:20.935520] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:21.163472] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:21.397100] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:21.624080] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:21.851669] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:21.852016] [INFO ] [CONFIGURE ] DFP: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T12:39:21.852141] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8443 tests [2025-11-21T12:39:21.852249] [INFO ] [CONFIGURE ] DFP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:39:21.852371] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T12:39:22.073271] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:22.288852] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:22.508300] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:22.725384] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:22.940956] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:23.156492] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:23.372438] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:23.578199] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:23.780429] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:24.000267] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:24.000429] [INFO ] [CONFIGURE ] DFP: KEPT add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:39:24.000476] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8442 tests [2025-11-21T12:39:24.000514] [INFO ] [CONFIGURE ] DFP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:39:24.000548] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T12:39:24.226746] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:24.446080] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:24.671765] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:39:24.900484] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:39:25.127367] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:25.353011] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:25.575164] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:25.796987] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:26.021182] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:26.243136] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:26.243308] [INFO ] [CONFIGURE ] DFP: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:39:26.243359] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8441 tests [2025-11-21T12:39:26.243433] [INFO ] [CONFIGURE ] DFP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:39:26.243479] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T12:39:26.484137] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:26.729220] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:26.975501] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:27.216120] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:27.458466] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:27.708702] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:27.953220] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:28.195360] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:28.439155] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:28.683292] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:28.683480] [INFO ] [CONFIGURE ] DFP: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:39:28.683536] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8440 tests [2025-11-21T12:39:28.683583] [INFO ] [CONFIGURE ] DFP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:39:28.683626] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T12:39:28.936323] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:29.185975] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:29.431818] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:29.682558] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:39:29.935602] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:30.189703] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:30.436201] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:30.685563] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:30.935835] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:31.180874] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:31.181047] [INFO ] [CONFIGURE ] DFP: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T12:39:31.181108] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8439 tests [2025-11-21T12:39:31.181156] [INFO ] [CONFIGURE ] DFP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:39:31.181198] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T12:39:31.398240] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:31.613225] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:31.818037] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:39:32.010854] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:32.212224] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:32.428872] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:32.638794] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:32.843333] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:33.041676] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:33.251540] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:33.251738] [INFO ] [CONFIGURE ] DFP: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:39:33.251796] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8438 tests [2025-11-21T12:39:33.251842] [INFO ] [CONFIGURE ] DFP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:39:33.251885] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T12:39:33.465122] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:33.682413] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:33.899173] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:34.115269] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:34.331844] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:34.540067] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:34.758193] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:34.973622] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:35.190598] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:35.410716] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:35.410892] [INFO ] [CONFIGURE ] DFP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:39:35.410948] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8437 tests [2025-11-21T12:39:35.410995] [INFO ] [CONFIGURE ] DFP: Testing feature 20/29: add_price_rejection [2025-11-21T12:39:35.411036] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T12:39:35.645762] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:35.872325] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:36.097292] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:36.322151] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:36.547799] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:36.777668] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:37.004801] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:37.231422] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:37.462696] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:37.702089] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:37.702259] [INFO ] [CONFIGURE ] DFP: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:39:37.702317] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8436 tests [2025-11-21T12:39:37.702363] [INFO ] [CONFIGURE ] DFP: Testing feature 21/29: add_range_position [2025-11-21T12:39:37.702404] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_range_position'] [2025-11-21T12:39:37.960984] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:38.217257] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:38.477487] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:39:38.728467] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:38.968236] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:39:39.216607] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:39:39.465808] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:39:39.719386] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:39.971471] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:40.227982] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:40.228178] [INFO ] [CONFIGURE ] DFP: DISCARDED add_range_position (score: 60.00%) [2025-11-21T12:39:40.228235] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8435 tests [2025-11-21T12:39:40.228282] [INFO ] [CONFIGURE ] DFP: Testing feature 22/29: add_realized_volatility [2025-11-21T12:39:40.228325] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T12:39:40.566722] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:40.927240] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:41.272267] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:41.632495] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:41.991743] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:42.339245] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:42.698088] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:43.047503] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:43.394060] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:43.734764] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:43.734965] [INFO ] [CONFIGURE ] DFP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:39:43.735023] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8434 tests [2025-11-21T12:39:43.735069] [INFO ] [CONFIGURE ] DFP: Testing feature 23/29: add_recent_range_context [2025-11-21T12:39:43.735110] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T12:39:43.956744] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:44.179081] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:44.413679] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:44.638736] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:44.862481] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:45.078924] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:45.287856] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:45.522598] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:45.760150] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:45.993896] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:45.994109] [INFO ] [CONFIGURE ] DFP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:39:45.994169] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8433 tests [2025-11-21T12:39:45.994217] [INFO ] [CONFIGURE ] DFP: Testing feature 24/29: add_rsi [2025-11-21T12:39:45.994262] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T12:39:46.279041] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:46.564147] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:46.853483] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:39:47.130598] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:47.413595] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:39:47.708496] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:47.996317] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:48.285991] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:48.570609] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:48.864925] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:48.865116] [INFO ] [CONFIGURE ] DFP: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:39:48.865174] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8432 tests [2025-11-21T12:39:48.865227] [INFO ] [CONFIGURE ] DFP: Testing feature 25/29: add_tick_distribution [2025-11-21T12:39:48.865271] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T12:39:49.109039] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:49.352472] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:49.591638] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:49.825833] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:50.084064] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:50.322570] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:50.555050] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:50.792014] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:51.028710] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:51.268183] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:51.268363] [INFO ] [CONFIGURE ] DFP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:39:51.268421] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8431 tests [2025-11-21T12:39:51.268468] [INFO ] [CONFIGURE ] DFP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:39:51.268511] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T12:39:51.506828] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:39:51.747966] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:39:51.989744] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:52.227660] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:52.461067] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:52.699174] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:52.932797] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:53.167855] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:53.402817] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:53.641782] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:53.641952] [INFO ] [CONFIGURE ] DFP: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:39:53.642016] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8430 tests [2025-11-21T12:39:53.642063] [INFO ] [CONFIGURE ] DFP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:39:53.642105] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T12:39:53.889943] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:54.143739] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:54.396905] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:39:54.649314] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:54.903931] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:55.161066] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:55.416164] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:55.671987] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:55.925137] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:56.176836] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:56.177069] [INFO ] [CONFIGURE ] DFP: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:39:56.177128] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8429 tests [2025-11-21T12:39:56.177174] [INFO ] [CONFIGURE ] DFP: Testing feature 28/29: add_volume_profile [2025-11-21T12:39:56.177217] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T12:39:56.422751] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:56.671659] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:56.914824] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:39:57.165163] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:57.411368] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:39:57.681159] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:39:57.931673] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:39:58.181833] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:39:58.423297] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:39:58.679205] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:39:58.679432] [INFO ] [CONFIGURE ] DFP: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T12:39:58.679492] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8428 tests [2025-11-21T12:39:58.679537] [INFO ] [CONFIGURE ] DFP: Testing feature 29/29: add_vwap [2025-11-21T12:39:58.679582] [INFO ] [CONFIGURE ] DFP: Testing with features: ['add_order_flow_imbalance', 'add_vwap'] [2025-11-21T12:39:58.924039] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:39:59.172442] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:39:59.408724] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:39:59.632719] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:39:59.851795] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:00.083794] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:01.119083] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:40:01.510452] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:40:01.769338] [DEBUG] [FORECASTER] DFP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:02.052242] [DEBUG] [FORECASTER] DFP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:40:02.052450] [INFO ] [CONFIGURE ] DFP: DISCARDED add_vwap (score: 50.00%) [2025-11-21T12:40:02.052512] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8427 tests [2025-11-21T12:40:02.052564] [INFO ] [CONFIGURE ] DFP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:40:02.052607] [INFO ] [CONFIGURE ] DFP: Best accuracy: 60.00% [2025-11-21T12:40:02.052681] [INFO ] [CONFIGURE ] DFP: Best feature set (1 features): ['add_order_flow_imbalance'] [2025-11-21T12:40:02.052727] [INFO ] [CONFIGURE ] DFP: Improvement over baseline: 10.00% [2025-11-21T12:40:02.052768] [INFO ] [CONFIGURE ] DFP: Total time: 1.2 minutes [2025-11-21T12:40:02.052808] [INFO ] [CONFIGURE ] DFP: Average time per feature: 2.4 seconds [2025-11-21T12:40:02.052849] [INFO ] [CONFIGURE ] DFP: Average speed: 0.42 features/sec [2025-11-21T12:40:02.053187] [INFO ] [LOCAL ] Saved configuration for DFP: 1 features, 60.00% accuracy -> ./output/feature-sets/DFP.json [2025-11-21T12:40:02.053252] [INFO ] [CONFIGURE ] DFP: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T12:40:02.053305] [INFO ] [sig ] [437/723] Successfully configured DFP | 0.01 sym/s | Total: 10.1h | ETA: 6.6h [2025-11-21T12:40:02.053353] [INFO ] [sig ] [438/723] Configuring DG... [2025-11-21T12:40:02.053395] [INFO ] [CONFIGURE ] DG: Configurate test run. [2025-11-21T12:40:02.053438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-11-21T12:40:02.162124] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DG'. [2025-11-21T12:40:02.162689] [INFO ] [CONFIGURE ] DG: Testing with 29 available features [2025-11-21T12:40:02.162760] [INFO ] [CONFIGURE ] DG: Establishing baseline with no features... [2025-11-21T12:40:02.366177] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:02.577418] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:02.785401] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:40:02.980952] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:03.179933] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:40:03.380516] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:40:03.573105] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:03.767785] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:03.959776] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:04.169813] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:04.170129] [INFO ] [CONFIGURE ] DG: Baseline score (no features): 50.00% [2025-11-21T12:40:04.170255] [INFO ] [CONFIGURE ] DG: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:40:04.170336] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:40:04.404092] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:04.648429] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:04.884871] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:40:05.208765] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:05.500736] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:40:05.741051] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:05.964780] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:06.196085] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:06.429924] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:06.663974] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:06.664290] [INFO ] [CONFIGURE ] DG: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T12:40:06.664395] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8426 tests [2025-11-21T12:40:06.664481] [INFO ] [CONFIGURE ] DG: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:40:06.664556] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:40:06.942402] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:07.204911] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:07.468990] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:40:07.731381] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:40:08.000539] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:08.274726] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:40:08.553720] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:08.850544] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:40:09.131901] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:09.390704] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:09.390875] [INFO ] [CONFIGURE ] DG: DISCARDED add_cumulative_delta (score: 10.00%) [2025-11-21T12:40:09.390928] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8425 tests [2025-11-21T12:40:09.390966] [INFO ] [CONFIGURE ] DG: Testing feature 3/29: add_daily_returns [2025-11-21T12:40:09.391008] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:40:09.629712] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:09.882347] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:10.125883] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:10.383673] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:10.641767] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:40:10.897270] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:40:11.155610] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:11.415069] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:11.674425] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:11.922335] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:11.922662] [INFO ] [CONFIGURE ] DG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:40:11.922767] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8424 tests [2025-11-21T12:40:11.922851] [INFO ] [CONFIGURE ] DG: Testing feature 4/29: add_ema [2025-11-21T12:40:11.922927] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:40:12.204288] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:12.496704] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:12.797896] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:40:13.081024] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:13.352240] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:40:13.630336] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:40:13.894465] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:14.169760] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:14.434284] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:14.702842] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:14.703034] [INFO ] [CONFIGURE ] DG: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:40:14.703083] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8423 tests [2025-11-21T12:40:14.703122] [INFO ] [CONFIGURE ] DG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:40:14.703159] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:40:14.969048] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:15.235512] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:15.507810] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:15.788245] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:16.067566] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:16.350504] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:16.630239] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:16.911966] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:17.181693] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:17.454203] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:17.454384] [INFO ] [CONFIGURE ] DG: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T12:40:17.454496] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8422 tests [2025-11-21T12:40:17.454545] [INFO ] [CONFIGURE ] DG: Testing feature 6/29: add_failed_moves [2025-11-21T12:40:17.454580] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T12:40:17.738468] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:18.019101] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:18.299228] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:18.576231] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:18.855293] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:19.134180] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:19.422441] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:19.706669] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:19.993079] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:20.279942] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:20.280121] [INFO ] [CONFIGURE ] DG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:40:20.280175] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8421 tests [2025-11-21T12:40:20.280220] [INFO ] [CONFIGURE ] DG: Testing feature 7/29: add_lag_shelf [2025-11-21T12:40:20.280263] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T12:40:20.545602] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:20.813261] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:21.077553] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:21.344937] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:40:21.617700] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:21.887443] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:22.156263] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:22.427088] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:22.697273] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:22.975502] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:22.975749] [INFO ] [CONFIGURE ] DG: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T12:40:22.975809] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8420 tests [2025-11-21T12:40:22.975856] [INFO ] [CONFIGURE ] DG: Testing feature 8/29: add_macd [2025-11-21T12:40:22.975902] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T12:40:23.298443] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:23.641957] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:23.974151] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:24.320693] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:24.656585] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:24.988160] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:25.328106] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:25.665877] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:40:25.991234] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:26.327438] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:26.327697] [INFO ] [CONFIGURE ] DG: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:40:26.327770] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8419 tests [2025-11-21T12:40:26.327821] [INFO ] [CONFIGURE ] DG: Testing feature 9/29: add_mfi [2025-11-21T12:40:26.327865] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T12:40:26.612170] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:26.897598] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:27.176278] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:27.462337] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:27.733444] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:28.014438] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:28.301984] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:28.587152] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:28.865558] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:29.153834] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:29.154051] [INFO ] [CONFIGURE ] DG: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:40:29.154111] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8418 tests [2025-11-21T12:40:29.154151] [INFO ] [CONFIGURE ] DG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:40:29.154187] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:40:29.526879] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:29.920284] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:30.309523] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:40:30.695964] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:31.080578] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:40:31.453048] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:40:31.834160] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:32.210610] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:32.584357] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:32.964417] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:32.964627] [INFO ] [CONFIGURE ] DG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:40:32.964707] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8417 tests [2025-11-21T12:40:32.964762] [INFO ] [CONFIGURE ] DG: Testing feature 11/29: add_obv_daily [2025-11-21T12:40:32.964812] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T12:40:33.260630] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:33.564678] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:33.864275] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:34.155131] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:34.451295] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:34.757961] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:35.070741] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:35.369896] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:35.663588] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:35.957181] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:35.957367] [INFO ] [CONFIGURE ] DG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:40:35.957425] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8416 tests [2025-11-21T12:40:35.957474] [INFO ] [CONFIGURE ] DG: Testing feature 12/29: add_obv_interval [2025-11-21T12:40:35.957519] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T12:40:36.248112] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:36.535332] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:36.830347] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:37.118966] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:37.404136] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:37.694233] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:37.988798] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:38.287625] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:38.589741] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:38.886075] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:38.886286] [INFO ] [CONFIGURE ] DG: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T12:40:38.886349] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8415 tests [2025-11-21T12:40:38.886400] [INFO ] [CONFIGURE ] DG: Testing feature 13/29: add_opening_strength [2025-11-21T12:40:38.886438] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:40:39.204062] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:39.505268] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:39.806316] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:40:40.126308] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:40.458529] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:40.769456] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:40:41.087800] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:41.394286] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:41.698087] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:42.000297] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:42.000487] [INFO ] [CONFIGURE ] DG: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T12:40:42.000544] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8414 tests [2025-11-21T12:40:42.000593] [INFO ] [CONFIGURE ] DG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:40:42.000639] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T12:40:42.319960] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:42.632792] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:42.948407] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:43.284820] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:43.617597] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:43.923392] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:44.226601] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:44.539092] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:44.847376] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:45.155053] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:45.155289] [INFO ] [CONFIGURE ] DG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:40:45.155369] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8413 tests [2025-11-21T12:40:45.155430] [INFO ] [CONFIGURE ] DG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:40:45.155486] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T12:40:45.401995] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:45.650530] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:45.897519] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:46.149420] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:46.408263] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:46.678507] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:46.949280] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:47.227871] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:47.512853] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:47.793553] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:47.793766] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:40:47.793827] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8412 tests [2025-11-21T12:40:47.793877] [INFO ] [CONFIGURE ] DG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:40:47.793923] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T12:40:48.104153] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:48.401802] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:48.693230] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:48.997150] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:49.291299] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:49.594232] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:40:49.874429] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:50.154390] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:50.430661] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:50.706468] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:50.706697] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:40:50.706758] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8411 tests [2025-11-21T12:40:50.706806] [INFO ] [CONFIGURE ] DG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:40:50.706849] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T12:40:50.985051] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:51.259251] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:51.537675] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:51.820754] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:52.114840] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:40:52.451475] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:40:52.794913] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:53.119920] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:53.416749] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:53.695540] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:53.695729] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:40:53.695788] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8410 tests [2025-11-21T12:40:53.695833] [INFO ] [CONFIGURE ] DG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:40:53.695875] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T12:40:53.932547] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:54.172982] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:54.413761] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:40:54.659994] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:54.909391] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:55.160976] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:55.423954] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:55.676180] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:55.928343] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:40:56.215833] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:56.216044] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:40:56.216127] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8409 tests [2025-11-21T12:40:56.216184] [INFO ] [CONFIGURE ] DG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:40:56.216231] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T12:40:56.499589] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:56.766859] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:40:57.042173] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:40:57.309253] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:40:57.583493] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:40:57.854065] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:40:58.124080] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:40:58.398205] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:40:58.675119] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:40:58.951902] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:40:58.952080] [INFO ] [CONFIGURE ] DG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:40:58.952135] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8408 tests [2025-11-21T12:40:58.952182] [INFO ] [CONFIGURE ] DG: Testing feature 20/29: add_price_rejection [2025-11-21T12:40:58.952225] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T12:40:59.232491] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:40:59.513548] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:40:59.800271] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:00.080244] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:41:00.367912] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:41:01.221266] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:41:01.548673] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:01.831278] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:41:02.117045] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:02.408981] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:02.409193] [INFO ] [CONFIGURE ] DG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T12:41:02.409252] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8407 tests [2025-11-21T12:41:02.409301] [INFO ] [CONFIGURE ] DG: Testing feature 21/29: add_range_position [2025-11-21T12:41:02.409340] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T12:41:02.722061] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:41:03.042013] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:41:03.370665] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:41:03.674838] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:41:03.976071] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:41:04.291002] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:41:04.599869] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:04.907321] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:41:05.218108] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:05.525698] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:05.525880] [INFO ] [CONFIGURE ] DG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:41:05.525937] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8406 tests [2025-11-21T12:41:05.525987] [INFO ] [CONFIGURE ] DG: Testing feature 22/29: add_realized_volatility [2025-11-21T12:41:05.526026] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T12:41:05.912908] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:41:06.294303] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:41:06.687282] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:07.097448] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:41:07.509607] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:41:07.918974] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:08.335490] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:08.711836] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:09.088899] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:09.491172] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:09.491432] [INFO ] [CONFIGURE ] DG: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T12:41:09.491494] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8405 tests [2025-11-21T12:41:09.491548] [INFO ] [CONFIGURE ] DG: Testing feature 23/29: add_recent_range_context [2025-11-21T12:41:09.491596] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T12:41:09.767765] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:41:10.049788] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:41:10.322628] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:10.600177] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:41:10.885846] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:41:11.159978] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:41:11.445319] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:11.730185] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:41:12.007192] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:12.302356] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:12.302593] [INFO ] [CONFIGURE ] DG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:41:12.302672] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8404 tests [2025-11-21T12:41:12.302724] [INFO ] [CONFIGURE ] DG: Testing feature 24/29: add_rsi [2025-11-21T12:41:12.302773] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T12:41:12.650088] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:41:12.977201] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:41:13.320354] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:41:13.655705] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:41:13.999673] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:41:14.324904] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:14.653214] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:14.981844] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:41:15.307673] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:15.623177] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:15.623379] [INFO ] [CONFIGURE ] DG: DISCARDED add_rsi (score: 40.00%) [2025-11-21T12:41:15.623452] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8403 tests [2025-11-21T12:41:15.623511] [INFO ] [CONFIGURE ] DG: Testing feature 25/29: add_tick_distribution [2025-11-21T12:41:15.623572] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T12:41:15.891191] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:41:16.158284] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:41:16.428281] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:16.694292] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:41:16.964089] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:41:17.235243] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:17.520924] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:17.808195] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:41:18.080023] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:18.350192] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:18.350353] [INFO ] [CONFIGURE ] DG: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:41:18.350409] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8402 tests [2025-11-21T12:41:18.350453] [INFO ] [CONFIGURE ] DG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:41:18.350496] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T12:41:18.619611] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:41:18.890766] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:41:19.164813] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:19.431548] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:41:19.702214] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:41:19.976894] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:20.258224] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:20.530624] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:20.815747] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:21.099498] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:21.099685] [INFO ] [CONFIGURE ] DG: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:41:21.099743] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8401 tests [2025-11-21T12:41:21.099789] [INFO ] [CONFIGURE ] DG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:41:21.099832] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T12:41:21.373506] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:41:21.655162] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:41:21.927135] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:22.203101] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:41:22.480425] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:41:22.756753] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:41:23.033047] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:23.311801] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:23.591109] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:23.871225] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:23.871400] [INFO ] [CONFIGURE ] DG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:41:23.871456] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8400 tests [2025-11-21T12:41:23.871501] [INFO ] [CONFIGURE ] DG: Testing feature 28/29: add_volume_profile [2025-11-21T12:41:23.871543] [INFO ] [CONFIGURE ] DG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T12:41:24.148416] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:41:24.418759] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:41:24.694139] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:24.971121] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:41:25.245499] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:41:25.526812] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:41:25.824316] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:26.131208] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:41:26.426791] [DEBUG] [FORECASTER] DG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:26.715267] [DEBUG] [FORECASTER] DG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:41:26.715502] [INFO ] [CONFIGURE ] DG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:41:26.715690] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8399 tests [2025-11-21T12:41:26.715774] [INFO ] [CONFIGURE ] DG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:41:26.715843] [INFO ] [CONFIGURE ] DG: Best accuracy: 70.00% [2025-11-21T12:41:26.715903] [INFO ] [CONFIGURE ] DG: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:41:26.715959] [INFO ] [CONFIGURE ] DG: Improvement over baseline: 20.00% [2025-11-21T12:41:26.716014] [INFO ] [CONFIGURE ] DG: Total time: 1.4 minutes [2025-11-21T12:41:26.716082] [INFO ] [CONFIGURE ] DG: Average time per feature: 2.9 seconds [2025-11-21T12:41:26.716146] [INFO ] [CONFIGURE ] DG: Average speed: 0.35 features/sec [2025-11-21T12:41:26.716791] [INFO ] [LOCAL ] Saved configuration for DG: 3 features, 70.00% accuracy -> ./output/feature-sets/DG.json [2025-11-21T12:41:26.716874] [INFO ] [CONFIGURE ] DG: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T12:41:26.716943] [INFO ] [sig ] [438/723] Successfully configured DG | 0.01 sym/s | Total: 10.1h | ETA: 6.6h [2025-11-21T12:41:26.717024] [INFO ] [sig ] [439/723] Configuring DGX... [2025-11-21T12:41:26.717084] [INFO ] [CONFIGURE ] DGX: Configurate test run. [2025-11-21T12:41:26.717141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-11-21T12:41:26.827114] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DGX'. [2025-11-21T12:41:26.827578] [INFO ] [CONFIGURE ] DGX: Testing with 29 available features [2025-11-21T12:41:26.827666] [INFO ] [CONFIGURE ] DGX: Establishing baseline with no features... [2025-11-21T12:41:27.003877] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:27.185471] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:27.372869] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:27.539419] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:41:27.707484] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:41:27.879414] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:28.047305] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:28.213142] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:28.381171] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:28.550826] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:41:28.550976] [INFO ] [CONFIGURE ] DGX: Baseline score (no features): 60.00% [2025-11-21T12:41:28.551023] [INFO ] [CONFIGURE ] DGX: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:41:28.551060] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:41:28.751766] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:28.955986] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:29.162101] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:29.362618] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:29.566073] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:29.768795] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:29.974375] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:30.199118] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:30.411627] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:30.626726] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:41:30.626921] [INFO ] [CONFIGURE ] DGX: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:41:30.627155] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8398 tests [2025-11-21T12:41:30.627275] [INFO ] [CONFIGURE ] DGX: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:41:30.627330] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:41:30.840321] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:31.045502] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:31.244420] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:31.446758] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:41:31.651905] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:31.868966] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:32.079361] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:32.288340] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:32.502417] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:32.711120] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:41:32.711338] [INFO ] [CONFIGURE ] DGX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T12:41:32.711394] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8397 tests [2025-11-21T12:41:32.711436] [INFO ] [CONFIGURE ] DGX: Testing feature 3/29: add_daily_returns [2025-11-21T12:41:32.711474] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_daily_returns'] [2025-11-21T12:41:32.898216] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:33.082265] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:33.269964] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:33.455296] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:33.640089] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:33.832630] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:34.016925] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:41:34.210213] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:34.401562] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:34.594461] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:34.594619] [INFO ] [CONFIGURE ] DGX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T12:41:34.594685] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8396 tests [2025-11-21T12:41:34.594748] [INFO ] [CONFIGURE ] DGX: Testing feature 4/29: add_ema [2025-11-21T12:41:34.594797] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_ema'] [2025-11-21T12:41:34.811848] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:35.029473] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:41:35.247698] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:35.467638] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:35.686679] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:35.906172] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:36.125430] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:36.348911] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:36.567125] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:36.787709] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:41:36.787885] [INFO ] [CONFIGURE ] DGX: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:41:36.787934] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8395 tests [2025-11-21T12:41:36.787973] [INFO ] [CONFIGURE ] DGX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:41:36.788008] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:41:37.015354] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:37.233146] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:37.449716] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:37.664850] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:37.879847] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:38.099730] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:41:38.317970] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:38.544344] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:38.770684] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:38.997621] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:38.997810] [INFO ] [CONFIGURE ] DGX: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T12:41:38.997867] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8394 tests [2025-11-21T12:41:38.997915] [INFO ] [CONFIGURE ] DGX: Testing feature 6/29: add_failed_moves [2025-11-21T12:41:38.997981] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_failed_moves'] [2025-11-21T12:41:39.180657] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:39.362495] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:39.543387] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:39.729149] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:41:39.911926] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:41:40.096106] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:40.282153] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:40.469180] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:40.653889] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:40.837865] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:41:40.838020] [INFO ] [CONFIGURE ] DGX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:41:40.838125] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8393 tests [2025-11-21T12:41:40.838166] [INFO ] [CONFIGURE ] DGX: Testing feature 7/29: add_lag_shelf [2025-11-21T12:41:40.838200] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_lag_shelf'] [2025-11-21T12:41:41.007160] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:41.176131] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:41.347874] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:41.518815] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:41:41.690090] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:41:41.861548] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:42.033059] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:42.210519] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:42.381778] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:42.555690] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:41:42.555859] [INFO ] [CONFIGURE ] DGX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:41:42.555907] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8392 tests [2025-11-21T12:41:42.555945] [INFO ] [CONFIGURE ] DGX: Testing feature 8/29: add_macd [2025-11-21T12:41:42.555980] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:41:42.828670] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:43.099626] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:43.364431] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:43.630618] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:43.899508] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:44.169274] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:44.440931] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:44.745453] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:45.073535] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:45.424550] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:45.424798] [INFO ] [CONFIGURE ] DGX: DISCARDED add_macd (score: 20.00%) [2025-11-21T12:41:45.424860] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8391 tests [2025-11-21T12:41:45.424910] [INFO ] [CONFIGURE ] DGX: Testing feature 9/29: add_mfi [2025-11-21T12:41:45.424952] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_mfi'] [2025-11-21T12:41:45.626521] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:45.813580] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:46.013345] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:41:46.196286] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:46.374712] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:46.554620] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:46.748853] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:46.938716] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:47.123937] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:47.307840] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:47.308031] [INFO ] [CONFIGURE ] DGX: DISCARDED add_mfi (score: 10.00%) [2025-11-21T12:41:47.308080] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8390 tests [2025-11-21T12:41:47.308123] [INFO ] [CONFIGURE ] DGX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:41:47.308175] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:41:47.573816] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:47.848926] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:48.124299] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:48.415250] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:41:48.691340] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:48.961070] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:49.233534] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:49.497071] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:49.765845] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:50.034428] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:50.034595] [INFO ] [CONFIGURE ] DGX: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T12:41:50.034673] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8389 tests [2025-11-21T12:41:50.034722] [INFO ] [CONFIGURE ] DGX: Testing feature 11/29: add_obv_daily [2025-11-21T12:41:50.034768] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_obv_daily'] [2025-11-21T12:41:50.223093] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:50.415273] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:50.606597] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:50.798627] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:50.990829] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:51.185771] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:51.379519] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:41:51.574168] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:51.770741] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:51.965880] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:51.966033] [INFO ] [CONFIGURE ] DGX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T12:41:51.966081] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8388 tests [2025-11-21T12:41:51.966118] [INFO ] [CONFIGURE ] DGX: Testing feature 12/29: add_obv_interval [2025-11-21T12:41:51.966153] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_obv_interval'] [2025-11-21T12:41:52.150946] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:52.342396] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:52.529476] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:52.716499] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:52.902904] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:53.089327] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:41:53.291356] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:41:53.494748] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:53.693686] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:53.884807] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:53.884982] [INFO ] [CONFIGURE ] DGX: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:41:53.885030] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8387 tests [2025-11-21T12:41:53.885067] [INFO ] [CONFIGURE ] DGX: Testing feature 13/29: add_opening_strength [2025-11-21T12:41:53.885101] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:41:54.082561] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:54.286365] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:54.490408] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:54.693055] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:54.901575] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:55.107923] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:55.314466] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:41:55.521756] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:55.732915] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:55.941518] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:55.941698] [INFO ] [CONFIGURE ] DGX: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T12:41:55.941767] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8386 tests [2025-11-21T12:41:55.941825] [INFO ] [CONFIGURE ] DGX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:41:55.941877] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T12:41:56.154184] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:56.357538] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:56.549544] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:41:56.746630] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:56.946241] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:57.156280] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:57.372165] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:57.576705] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:41:57.781129] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:41:57.986303] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:41:57.986509] [INFO ] [CONFIGURE ] DGX: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T12:41:57.986559] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8385 tests [2025-11-21T12:41:57.986597] [INFO ] [CONFIGURE ] DGX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:41:57.986633] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T12:41:58.157969] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:41:58.331741] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:41:58.503931] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:41:58.679718] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:41:58.854881] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:41:59.037327] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:41:59.213066] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:41:59.387094] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:41:59.564374] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:41:59.744660] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:41:59.744830] [INFO ] [CONFIGURE ] DGX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:41:59.744881] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8384 tests [2025-11-21T12:41:59.744928] [INFO ] [CONFIGURE ] DGX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:41:59.744966] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T12:41:59.944190] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:00.143345] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:00.337860] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:01.200775] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:01.521266] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:01.718896] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:01.918455] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:02.123795] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:02.330755] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:42:02.535006] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:42:02.535176] [INFO ] [CONFIGURE ] DGX: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T12:42:02.535228] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8383 tests [2025-11-21T12:42:02.535267] [INFO ] [CONFIGURE ] DGX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:42:02.535303] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_pbf_return_2d'] [2025-11-21T12:42:02.751468] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:02.971542] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:03.183543] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:03.393455] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:03.610067] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:03.825121] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:04.036812] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:04.256196] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:04.466817] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:42:04.681845] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:42:04.682013] [INFO ] [CONFIGURE ] DGX: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T12:42:04.682060] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8382 tests [2025-11-21T12:42:04.682098] [INFO ] [CONFIGURE ] DGX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:42:04.682131] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T12:42:04.862940] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:05.045939] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:05.240670] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:05.427466] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:05.613265] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:05.809290] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:05.998185] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:06.184846] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:06.377261] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:42:06.564571] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:06.564760] [INFO ] [CONFIGURE ] DGX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:42:06.564815] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8381 tests [2025-11-21T12:42:06.564884] [INFO ] [CONFIGURE ] DGX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:42:06.564931] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T12:42:06.749125] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:06.929767] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:07.110674] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:07.299143] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:07.485792] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:42:07.676212] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:07.877960] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:08.070202] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:08.258116] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:42:08.449090] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:08.449371] [INFO ] [CONFIGURE ] DGX: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T12:42:08.449471] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8380 tests [2025-11-21T12:42:08.449556] [INFO ] [CONFIGURE ] DGX: Testing feature 20/29: add_price_rejection [2025-11-21T12:42:08.449631] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_price_rejection'] [2025-11-21T12:42:08.650124] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:08.852423] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:09.056826] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:09.258913] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:09.459254] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:09.659438] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:09.859226] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:10.063907] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:10.269168] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:42:10.479663] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:10.479838] [INFO ] [CONFIGURE ] DGX: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T12:42:10.479887] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8379 tests [2025-11-21T12:42:10.479926] [INFO ] [CONFIGURE ] DGX: Testing feature 21/29: add_range_position [2025-11-21T12:42:10.479961] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_range_position'] [2025-11-21T12:42:10.717084] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:10.941063] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:11.168640] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:11.396989] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:11.623872] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:11.857011] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:12.090480] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:12.320423] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:12.554020] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:42:12.784837] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:12.785002] [INFO ] [CONFIGURE ] DGX: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:42:12.785064] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8378 tests [2025-11-21T12:42:12.785115] [INFO ] [CONFIGURE ] DGX: Testing feature 22/29: add_realized_volatility [2025-11-21T12:42:12.785153] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_realized_volatility'] [2025-11-21T12:42:13.095049] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:13.413148] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:42:13.733828] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:14.045243] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:14.352733] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:42:14.678055] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:15.003900] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:15.333232] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:15.655776] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:42:15.991587] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:15.991805] [INFO ] [CONFIGURE ] DGX: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:42:15.991867] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8377 tests [2025-11-21T12:42:15.991917] [INFO ] [CONFIGURE ] DGX: Testing feature 23/29: add_recent_range_context [2025-11-21T12:42:15.991956] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_recent_range_context'] [2025-11-21T12:42:16.186594] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:16.390080] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:42:16.589878] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:16.785246] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:16.990696] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:17.193046] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:17.392797] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:42:17.595609] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:17.812464] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:42:18.017845] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:42:18.018015] [INFO ] [CONFIGURE ] DGX: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T12:42:18.018062] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8376 tests [2025-11-21T12:42:18.018099] [INFO ] [CONFIGURE ] DGX: Testing feature 24/29: add_rsi [2025-11-21T12:42:18.018135] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T12:42:18.263467] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:18.505943] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:42:18.752693] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:19.002071] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:19.249901] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:19.502997] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:19.752898] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:20.003142] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:20.244871] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:42:20.487348] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:20.487536] [INFO ] [CONFIGURE ] DGX: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:42:20.487617] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8375 tests [2025-11-21T12:42:20.487686] [INFO ] [CONFIGURE ] DGX: Testing feature 25/29: add_tick_distribution [2025-11-21T12:42:20.487731] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_tick_distribution'] [2025-11-21T12:42:20.677230] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:20.851181] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:21.027726] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:21.205763] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:21.381535] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:21.563784] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:21.744207] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:21.940360] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:22.125805] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:42:22.308994] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:22.309157] [INFO ] [CONFIGURE ] DGX: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:42:22.309205] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8374 tests [2025-11-21T12:42:22.309243] [INFO ] [CONFIGURE ] DGX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:42:22.309277] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T12:42:22.494919] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:22.680486] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:42:22.863992] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:42:23.050257] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:23.234205] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:23.425386] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:23.619721] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:23.830358] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:24.022011] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:42:24.216914] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:42:24.217091] [INFO ] [CONFIGURE ] DGX: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T12:42:24.217138] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8373 tests [2025-11-21T12:42:24.217175] [INFO ] [CONFIGURE ] DGX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:42:24.217208] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_volume_price_divergence'] [2025-11-21T12:42:24.415620] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:24.619804] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:24.821097] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:25.021310] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:25.219694] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:25.419805] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:25.621490] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:25.822788] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:26.028170] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:42:26.232801] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:42:26.232968] [INFO ] [CONFIGURE ] DGX: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:42:26.233064] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8372 tests [2025-11-21T12:42:26.233107] [INFO ] [CONFIGURE ] DGX: Testing feature 28/29: add_volume_profile [2025-11-21T12:42:26.233142] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_volume_profile'] [2025-11-21T12:42:26.425394] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:26.620149] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:26.821971] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:42:27.027083] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:27.221135] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:27.413791] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:27.605570] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:27.798534] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:27.992402] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:42:28.189792] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:28.189968] [INFO ] [CONFIGURE ] DGX: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T12:42:28.190017] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8371 tests [2025-11-21T12:42:28.190055] [INFO ] [CONFIGURE ] DGX: Testing feature 29/29: add_vwap [2025-11-21T12:42:28.190090] [INFO ] [CONFIGURE ] DGX: Testing with features: ['add_vwap'] [2025-11-21T12:42:28.394858] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:28.590665] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:42:28.787604] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:28.984017] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:42:29.181064] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:42:29.388197] [DEBUG] [FORECASTER] DGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:29.587277] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:29.787185] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:29.985125] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:42:30.189892] [DEBUG] [FORECASTER] DGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:42:30.190089] [INFO ] [CONFIGURE ] DGX: DISCARDED add_vwap (score: 30.00%) [2025-11-21T12:42:30.190145] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8370 tests [2025-11-21T12:42:30.190190] [INFO ] [CONFIGURE ] DGX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:42:30.190225] [INFO ] [CONFIGURE ] DGX: Best accuracy: 60.00% [2025-11-21T12:42:30.190257] [INFO ] [CONFIGURE ] DGX: Best feature set (0 features): [] [2025-11-21T12:42:30.190290] [INFO ] [CONFIGURE ] DGX: Improvement over baseline: 0.00% [2025-11-21T12:42:30.190321] [INFO ] [CONFIGURE ] DGX: Total time: 1.0 minutes [2025-11-21T12:42:30.190351] [INFO ] [CONFIGURE ] DGX: Average time per feature: 2.1 seconds [2025-11-21T12:42:30.190382] [INFO ] [CONFIGURE ] DGX: Average speed: 0.47 features/sec [2025-11-21T12:42:30.190952] [INFO ] [LOCAL ] Saved configuration for DGX: 0 features, 60.00% accuracy -> ./output/feature-sets/DGX.json [2025-11-21T12:42:30.191009] [INFO ] [CONFIGURE ] DGX: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-21T12:42:30.191049] [INFO ] [sig ] [439/723] Successfully configured DGX | 0.01 sym/s | Total: 10.1h | ETA: 6.6h [2025-11-21T12:42:30.191101] [INFO ] [sig ] [440/723] Configuring DHF... [2025-11-21T12:42:30.191137] [INFO ] [CONFIGURE ] DHF: Configurate test run. [2025-11-21T12:42:30.191169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-11-21T12:42:30.298782] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHF'. [2025-11-21T12:42:30.299273] [INFO ] [CONFIGURE ] DHF: Testing with 29 available features [2025-11-21T12:42:30.299344] [INFO ] [CONFIGURE ] DHF: Establishing baseline with no features... [2025-11-21T12:42:30.468016] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:30.637829] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:30.808202] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:42:30.983010] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:31.181459] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:31.349546] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:31.518057] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:42:31.686363] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:31.863029] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:32.061765] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:32.061933] [INFO ] [CONFIGURE ] DHF: Baseline score (no features): 70.00% [2025-11-21T12:42:32.061981] [INFO ] [CONFIGURE ] DHF: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:42:32.062020] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:42:32.321518] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:42:32.581294] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:42:32.842916] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:33.073431] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:33.275346] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:33.479245] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:33.685456] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:42:33.893137] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:34.100468] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:42:34.306049] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:34.306218] [INFO ] [CONFIGURE ] DHF: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T12:42:34.306264] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8369 tests [2025-11-21T12:42:34.306302] [INFO ] [CONFIGURE ] DHF: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:42:34.306336] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:42:34.518704] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:34.742458] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:34.943524] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:35.157519] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:35.377244] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:35.589371] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:35.802483] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:36.020334] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:36.239433] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:36.455396] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:36.455571] [INFO ] [CONFIGURE ] DHF: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T12:42:36.455619] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8368 tests [2025-11-21T12:42:36.455676] [INFO ] [CONFIGURE ] DHF: Testing feature 3/29: add_daily_returns [2025-11-21T12:42:36.455742] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_daily_returns'] [2025-11-21T12:42:36.639606] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:42:36.821610] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:37.001771] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:42:37.189058] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:37.369997] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:37.551501] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:37.735008] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:37.917830] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:38.104417] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:38.299312] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:38.299485] [INFO ] [CONFIGURE ] DHF: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:42:38.299534] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8367 tests [2025-11-21T12:42:38.299573] [INFO ] [CONFIGURE ] DHF: Testing feature 4/29: add_ema [2025-11-21T12:42:38.299608] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_ema'] [2025-11-21T12:42:38.523618] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:38.746844] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:38.967627] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:42:39.181687] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:39.394890] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:39.598214] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:39.803016] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:40.011402] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:40.222895] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:40.438935] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:40.439117] [INFO ] [CONFIGURE ] DHF: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:42:40.439167] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8366 tests [2025-11-21T12:42:40.439209] [INFO ] [CONFIGURE ] DHF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:42:40.439296] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:42:40.659984] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:40.878250] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:41.097948] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:42:41.307239] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:41.518570] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:41.737372] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:41.951530] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:42.169747] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:42.385707] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:42.598249] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:42.598424] [INFO ] [CONFIGURE ] DHF: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:42:42.598481] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8365 tests [2025-11-21T12:42:42.598530] [INFO ] [CONFIGURE ] DHF: Testing feature 6/29: add_failed_moves [2025-11-21T12:42:42.598573] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_failed_moves'] [2025-11-21T12:42:42.771973] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:42.943805] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:43.115734] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:42:43.291603] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:43.464669] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:43.642341] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:43.824016] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:44.006309] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:44.196333] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:44.380446] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:44.380614] [INFO ] [CONFIGURE ] DHF: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:42:44.380680] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8364 tests [2025-11-21T12:42:44.380747] [INFO ] [CONFIGURE ] DHF: Testing feature 7/29: add_lag_shelf [2025-11-21T12:42:44.380794] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_lag_shelf'] [2025-11-21T12:42:44.552978] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:44.717998] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:44.884901] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:42:45.056615] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:45.226087] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:45.412940] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:45.582335] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:42:45.750993] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:42:45.921499] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:46.093016] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:46.093179] [INFO ] [CONFIGURE ] DHF: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:42:46.093225] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8363 tests [2025-11-21T12:42:46.093263] [INFO ] [CONFIGURE ] DHF: Testing feature 8/29: add_macd [2025-11-21T12:42:46.093298] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:42:46.356273] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:46.619819] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:46.880973] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:47.144040] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:47.429411] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:47.715601] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:48.011899] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:48.273579] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:48.534502] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:48.820539] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:48.820797] [INFO ] [CONFIGURE ] DHF: KEPT add_macd (score: 80.00%) [2025-11-21T12:42:48.820857] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8362 tests [2025-11-21T12:42:48.820904] [INFO ] [CONFIGURE ] DHF: Testing feature 9/29: add_mfi [2025-11-21T12:42:48.820947] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T12:42:49.112496] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:49.403154] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:49.696732] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:49.982245] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:50.267590] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:50.551245] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:50.863837] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:51.142479] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:51.452438] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:51.758372] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:51.758592] [INFO ] [CONFIGURE ] DHF: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:42:51.758674] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8361 tests [2025-11-21T12:42:51.758733] [INFO ] [CONFIGURE ] DHF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:42:51.758782] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:42:52.137274] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:42:52.512367] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:52.884848] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:53.263608] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:53.633272] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:54.027126] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:42:54.419487] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:42:54.798922] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:55.179871] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:42:55.565553] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:55.565771] [INFO ] [CONFIGURE ] DHF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:42:55.565831] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8360 tests [2025-11-21T12:42:55.565885] [INFO ] [CONFIGURE ] DHF: Testing feature 11/29: add_obv_daily [2025-11-21T12:42:55.565942] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T12:42:55.880931] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:56.196545] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:42:56.513730] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:56.826515] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:42:57.143305] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:42:57.462563] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:42:57.783391] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:42:58.096909] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:42:58.421474] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:42:58.733306] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:42:58.733489] [INFO ] [CONFIGURE ] DHF: KEPT add_obv_daily (score: 90.00%) [2025-11-21T12:42:58.733571] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8359 tests [2025-11-21T12:42:58.733619] [INFO ] [CONFIGURE ] DHF: Testing feature 12/29: add_obv_interval [2025-11-21T12:42:58.733682] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T12:42:59.044944] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:42:59.374593] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:42:59.686807] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:42:59.998365] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:00.307869] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:01.422323] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:43:01.750579] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:02.080898] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:43:02.396805] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:43:02.719977] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:02.720171] [INFO ] [CONFIGURE ] DHF: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:43:02.720250] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8358 tests [2025-11-21T12:43:02.720312] [INFO ] [CONFIGURE ] DHF: Testing feature 13/29: add_opening_strength [2025-11-21T12:43:02.720367] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:43:03.086290] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:03.439696] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:03.795122] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:04.151120] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:04.517372] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:04.873692] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:43:05.229859] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:05.559900] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:05.916619] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:06.279890] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:06.280080] [INFO ] [CONFIGURE ] DHF: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T12:43:06.280138] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8357 tests [2025-11-21T12:43:06.280184] [INFO ] [CONFIGURE ] DHF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:43:06.280229] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T12:43:06.634916] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:06.979169] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:07.347305] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:07.692924] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:08.039368] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:08.395034] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:08.769802] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:09.151630] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:09.501819] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:43:09.860360] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:09.860562] [INFO ] [CONFIGURE ] DHF: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T12:43:09.860620] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8356 tests [2025-11-21T12:43:09.860688] [INFO ] [CONFIGURE ] DHF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:43:09.860734] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T12:43:10.181873] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:10.501862] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:10.837678] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:11.150272] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:11.470080] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:11.768316] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:43:12.060181] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:12.353887] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:12.653603] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:12.950391] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:12.950609] [INFO ] [CONFIGURE ] DHF: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T12:43:12.950688] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8355 tests [2025-11-21T12:43:12.950736] [INFO ] [CONFIGURE ] DHF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:43:12.950779] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T12:43:13.251906] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:13.552879] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:13.855299] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:14.161222] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:14.464219] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:14.797565] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:43:15.103498] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:15.412304] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:15.723078] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:16.027942] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:16.028148] [INFO ] [CONFIGURE ] DHF: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T12:43:16.028210] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8354 tests [2025-11-21T12:43:16.028257] [INFO ] [CONFIGURE ] DHF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:43:16.028297] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T12:43:16.346301] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:16.656124] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:16.964169] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:17.275166] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:17.588960] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:17.906737] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:18.222658] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:18.546618] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:43:18.872823] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:19.197833] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:19.198037] [INFO ] [CONFIGURE ] DHF: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T12:43:19.198091] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8353 tests [2025-11-21T12:43:19.198137] [INFO ] [CONFIGURE ] DHF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:43:19.198227] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T12:43:19.498672] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:19.797431] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:20.091293] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:20.387246] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:20.681686] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:20.981838] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:21.285583] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:21.586350] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:21.890808] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:22.190859] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:22.191073] [INFO ] [CONFIGURE ] DHF: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T12:43:22.191142] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8352 tests [2025-11-21T12:43:22.191193] [INFO ] [CONFIGURE ] DHF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:43:22.191239] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T12:43:22.490179] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:22.790565] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:23.082256] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:23.375956] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:23.667835] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:23.959360] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:43:24.260248] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:24.559046] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:24.862178] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:25.158534] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:25.158770] [INFO ] [CONFIGURE ] DHF: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T12:43:25.158830] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8351 tests [2025-11-21T12:43:25.158878] [INFO ] [CONFIGURE ] DHF: Testing feature 20/29: add_price_rejection [2025-11-21T12:43:25.158920] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T12:43:25.473446] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:25.785308] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:26.094203] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:26.406275] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:26.716234] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:27.029072] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:27.341775] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:27.659786] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:27.985997] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:43:28.308835] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:28.309027] [INFO ] [CONFIGURE ] DHF: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T12:43:28.309082] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8350 tests [2025-11-21T12:43:28.309131] [INFO ] [CONFIGURE ] DHF: Testing feature 21/29: add_range_position [2025-11-21T12:43:28.309167] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position'] [2025-11-21T12:43:28.628639] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:28.973487] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:29.295471] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:29.619343] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:29.948443] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:30.274230] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:30.595765] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:30.921816] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:43:31.255928] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:31.579472] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:31.579659] [INFO ] [CONFIGURE ] DHF: DISCARDED add_range_position (score: 80.00%) [2025-11-21T12:43:31.579712] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8349 tests [2025-11-21T12:43:31.579764] [INFO ] [CONFIGURE ] DHF: Testing feature 22/29: add_realized_volatility [2025-11-21T12:43:31.579804] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T12:43:31.977594] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:32.391317] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:32.811072] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:33.233891] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:33.649018] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:34.057825] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:34.479742] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:34.895905] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:43:35.315409] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:43:35.726271] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:35.726522] [INFO ] [CONFIGURE ] DHF: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T12:43:35.726584] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8348 tests [2025-11-21T12:43:35.726634] [INFO ] [CONFIGURE ] DHF: Testing feature 23/29: add_recent_range_context [2025-11-21T12:43:35.726702] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T12:43:36.042577] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:36.346922] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:36.654886] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:36.988617] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:37.313029] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:37.624122] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:43:37.943816] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:38.251478] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:43:38.562526] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:43:38.907251] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:38.907466] [INFO ] [CONFIGURE ] DHF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:43:38.907525] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8347 tests [2025-11-21T12:43:38.907575] [INFO ] [CONFIGURE ] DHF: Testing feature 24/29: add_rsi [2025-11-21T12:43:38.907622] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T12:43:39.274989] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:43:39.624773] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:39.988564] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:40.351168] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:40.803838] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:41.290305] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:41.655436] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:41.995841] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:43:42.344475] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:42.722793] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:43:42.722977] [INFO ] [CONFIGURE ] DHF: DISCARDED add_rsi (score: 60.00%) [2025-11-21T12:43:42.723033] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8346 tests [2025-11-21T12:43:42.723078] [INFO ] [CONFIGURE ] DHF: Testing feature 25/29: add_tick_distribution [2025-11-21T12:43:42.723120] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T12:43:43.045508] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:43.341908] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:43.649058] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:43.956763] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:44.273211] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:44.576868] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:44.881054] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:45.190211] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:45.495563] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:43:45.803192] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:45.803382] [INFO ] [CONFIGURE ] DHF: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T12:43:45.803439] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8345 tests [2025-11-21T12:43:45.803486] [INFO ] [CONFIGURE ] DHF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:43:45.803522] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T12:43:46.105621] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:46.410769] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:46.717487] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:47.018736] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:43:47.318804] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:47.616440] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:47.919184] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:48.224522] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:43:48.526442] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:43:48.833780] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:48.833971] [INFO ] [CONFIGURE ] DHF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:43:48.834029] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8344 tests [2025-11-21T12:43:48.834076] [INFO ] [CONFIGURE ] DHF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:43:48.834118] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T12:43:49.150291] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:49.464369] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:49.785857] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:50.097708] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:50.405111] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:50.716488] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:51.034217] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:43:51.345341] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:43:51.660351] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:43:51.977591] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:51.977776] [INFO ] [CONFIGURE ] DHF: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:43:51.977835] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8343 tests [2025-11-21T12:43:51.977881] [INFO ] [CONFIGURE ] DHF: Testing feature 28/29: add_volume_profile [2025-11-21T12:43:51.977923] [INFO ] [CONFIGURE ] DHF: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T12:43:52.289289] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:43:52.597188] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:43:52.901174] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:53.199540] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:43:53.508910] [DEBUG] [FORECASTER] DHF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:43:53.820765] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:54.130712] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:43:54.441525] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:54.752776] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:43:55.064243] [DEBUG] [FORECASTER] DHF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:55.064426] [INFO ] [CONFIGURE ] DHF: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T12:43:55.064483] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8342 tests [2025-11-21T12:43:55.064530] [INFO ] [CONFIGURE ] DHF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:43:55.064573] [INFO ] [CONFIGURE ] DHF: Best accuracy: 90.00% [2025-11-21T12:43:55.064616] [INFO ] [CONFIGURE ] DHF: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T12:43:55.064679] [INFO ] [CONFIGURE ] DHF: Improvement over baseline: 20.00% [2025-11-21T12:43:55.064720] [INFO ] [CONFIGURE ] DHF: Total time: 1.4 minutes [2025-11-21T12:43:55.064757] [INFO ] [CONFIGURE ] DHF: Average time per feature: 3.0 seconds [2025-11-21T12:43:55.064796] [INFO ] [CONFIGURE ] DHF: Average speed: 0.35 features/sec [2025-11-21T12:43:55.065209] [INFO ] [LOCAL ] Saved configuration for DHF: 3 features, 90.00% accuracy -> ./output/feature-sets/DHF.json [2025-11-21T12:43:55.065264] [INFO ] [CONFIGURE ] DHF: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T12:43:55.065311] [INFO ] [sig ] [440/723] Successfully configured DHF | 0.01 sym/s | Total: 10.2h | ETA: 6.5h [2025-11-21T12:43:55.065353] [INFO ] [sig ] [441/723] Configuring DHI... [2025-11-21T12:43:55.065392] [INFO ] [CONFIGURE ] DHI: Configurate test run. [2025-11-21T12:43:55.065432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'. [2025-11-21T12:43:55.283059] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHI'. [2025-11-21T12:43:55.283579] [INFO ] [CONFIGURE ] DHI: Testing with 29 available features [2025-11-21T12:43:55.283695] [INFO ] [CONFIGURE ] DHI: Establishing baseline with no features... [2025-11-21T12:43:55.457056] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:43:55.625262] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:43:55.796862] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:43:55.968794] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:43:56.144103] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:43:56.324423] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:56.499861] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:43:56.687440] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:56.868377] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:43:57.046910] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:43:57.047097] [INFO ] [CONFIGURE ] DHI: Baseline score (no features): 70.00% [2025-11-21T12:43:57.047146] [INFO ] [CONFIGURE ] DHI: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:43:57.047229] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:43:57.257715] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:43:57.475523] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:43:57.684087] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:43:57.899128] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:43:58.109819] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:43:58.321194] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:43:58.529477] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:43:58.741830] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:43:58.955570] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:43:59.173816] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:43:59.173995] [INFO ] [CONFIGURE ] DHI: KEPT add_bollinger_bands (score: 90.00%) [2025-11-21T12:43:59.174044] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8341 tests [2025-11-21T12:43:59.174112] [INFO ] [CONFIGURE ] DHI: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:43:59.174150] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:43:59.434670] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:43:59.699234] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:43:59.962083] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:44:00.233034] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:00.516664] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:01.417853] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:44:01.860145] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:44:02.102850] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:44:02.358381] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:02.610990] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:02.611166] [INFO ] [CONFIGURE ] DHI: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T12:44:02.611223] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8340 tests [2025-11-21T12:44:02.611262] [INFO ] [CONFIGURE ] DHI: Testing feature 3/29: add_daily_returns [2025-11-21T12:44:02.611336] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:44:02.855381] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:03.101774] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:03.331306] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:03.556891] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:03.780075] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:04.006387] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:04.253674] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:04.473837] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:04.697605] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:04.921809] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:44:04.921992] [INFO ] [CONFIGURE ] DHI: KEPT add_daily_returns (score: 100.00%) [2025-11-21T12:44:04.922041] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8339 tests [2025-11-21T12:44:04.922079] [INFO ] [CONFIGURE ] DHI: Testing feature 4/29: add_ema [2025-11-21T12:44:04.922114] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T12:44:05.192447] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:05.458715] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:44:05.734382] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:06.017163] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:06.309440] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:44:06.586799] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:06.857413] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:44:07.128432] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:07.415540] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:07.702083] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:07.702314] [INFO ] [CONFIGURE ] DHI: DISCARDED add_ema (score: 60.00%) [2025-11-21T12:44:07.702384] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8338 tests [2025-11-21T12:44:07.702435] [INFO ] [CONFIGURE ] DHI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:44:07.702479] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:44:07.982678] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:44:08.265986] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:08.547670] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:08.817399] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:09.100270] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:09.381737] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:09.658736] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:44:09.936548] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:10.227735] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:10.520113] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:10.520312] [INFO ] [CONFIGURE ] DHI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:44:10.520374] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8337 tests [2025-11-21T12:44:10.520423] [INFO ] [CONFIGURE ] DHI: Testing feature 6/29: add_failed_moves [2025-11-21T12:44:10.520464] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T12:44:10.766850] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:11.020790] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:11.270001] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:11.508183] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:11.749534] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:11.990261] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:12.244051] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:12.492822] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:12.752166] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:13.007980] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:44:13.008185] [INFO ] [CONFIGURE ] DHI: DISCARDED add_failed_moves (score: 100.00%) [2025-11-21T12:44:13.008258] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8336 tests [2025-11-21T12:44:13.008310] [INFO ] [CONFIGURE ] DHI: Testing feature 7/29: add_lag_shelf [2025-11-21T12:44:13.008360] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T12:44:13.241334] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:13.477530] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:13.709424] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:13.939164] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:14.168768] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:14.404735] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:14.631575] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:14.864599] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:15.087882] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:15.320577] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:15.320966] [INFO ] [CONFIGURE ] DHI: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T12:44:15.321098] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8335 tests [2025-11-21T12:44:15.321204] [INFO ] [CONFIGURE ] DHI: Testing feature 8/29: add_macd [2025-11-21T12:44:15.321318] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T12:44:15.637791] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:44:15.956384] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:16.275945] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:16.588482] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:16.910343] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:17.240975] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:17.546634] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:44:17.874174] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:18.181577] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:44:18.484929] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:18.485165] [INFO ] [CONFIGURE ] DHI: DISCARDED add_macd (score: 50.00%) [2025-11-21T12:44:18.485226] [INFO ] [CONFIGURE ] JOB ETA: 6.6h | Avg: 2.8s/test | Remaining: 8334 tests [2025-11-21T12:44:18.485272] [INFO ] [CONFIGURE ] DHI: Testing feature 9/29: add_mfi [2025-11-21T12:44:18.485314] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T12:44:18.723609] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:18.961713] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:19.204396] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:19.449236] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:19.686914] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:19.924618] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:20.165024] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:20.410101] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:20.660758] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:20.904960] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:20.905154] [INFO ] [CONFIGURE ] DHI: DISCARDED add_mfi (score: 80.00%) [2025-11-21T12:44:20.905213] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8333 tests [2025-11-21T12:44:20.905260] [INFO ] [CONFIGURE ] DHI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:44:20.905302] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:44:21.238059] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:21.563435] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:21.885510] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:22.255767] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:22.573991] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:22.891871] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:23.212787] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:44:23.537769] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:23.861621] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:24.193408] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:24.193623] [INFO ] [CONFIGURE ] DHI: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T12:44:24.193707] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8332 tests [2025-11-21T12:44:24.193756] [INFO ] [CONFIGURE ] DHI: Testing feature 11/29: add_obv_daily [2025-11-21T12:44:24.193799] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T12:44:24.439567] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:44:24.683049] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:44:24.930066] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:44:25.175036] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:25.424820] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:25.673243] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:25.920170] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:26.167220] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:26.418766] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:26.679603] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:26.680044] [INFO ] [CONFIGURE ] DHI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:44:26.680142] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8331 tests [2025-11-21T12:44:26.680220] [INFO ] [CONFIGURE ] DHI: Testing feature 12/29: add_obv_interval [2025-11-21T12:44:26.680322] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T12:44:26.941709] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:44:27.169364] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:44:27.402732] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:44:27.633975] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:27.864407] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:28.086780] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:28.346940] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:28.642247] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:28.929392] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:29.184963] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:44:29.185159] [INFO ] [CONFIGURE ] DHI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:44:29.185208] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8330 tests [2025-11-21T12:44:29.185249] [INFO ] [CONFIGURE ] DHI: Testing feature 13/29: add_opening_strength [2025-11-21T12:44:29.185285] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:44:29.432085] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:44:29.685053] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:44:29.939262] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:30.190459] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:30.431919] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:44:30.690117] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:30.945372] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:31.197262] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:31.445443] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:31.695604] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:31.695822] [INFO ] [CONFIGURE ] DHI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:44:31.695880] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8329 tests [2025-11-21T12:44:31.696002] [INFO ] [CONFIGURE ] DHI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:44:31.696054] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T12:44:31.969906] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:32.239206] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:32.508353] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:44:32.791417] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:33.068300] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:33.323365] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:33.602914] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:33.877094] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:34.137960] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:34.405582] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:34.405778] [INFO ] [CONFIGURE ] DHI: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T12:44:34.405834] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8328 tests [2025-11-21T12:44:34.405878] [INFO ] [CONFIGURE ] DHI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:44:34.405923] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T12:44:34.644772] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:34.886041] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:35.125624] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:35.364690] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:35.604952] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:35.857291] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:36.125346] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:36.387360] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:36.639773] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:36.913453] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:36.913832] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-11-21T12:44:36.913911] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8327 tests [2025-11-21T12:44:36.913977] [INFO ] [CONFIGURE ] DHI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:44:36.914040] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T12:44:37.210979] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:37.494774] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:37.786052] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:38.050155] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:38.306735] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:44:38.556870] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:38.810925] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:39.062560] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:39.307909] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:39.554385] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:39.554562] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:44:39.554614] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8326 tests [2025-11-21T12:44:39.554678] [INFO ] [CONFIGURE ] DHI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:44:39.554722] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T12:44:39.794164] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:40.041069] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:40.293418] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:40.544063] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:40.794849] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:44:41.054014] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:41.304059] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:41.566884] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:41.829458] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:42.103998] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:42.104199] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T12:44:42.104266] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8325 tests [2025-11-21T12:44:42.104316] [INFO ] [CONFIGURE ] DHI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:44:42.104361] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T12:44:42.332979] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:42.572718] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:42.798202] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:43.023037] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:43.248196] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:43.471530] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:43.697046] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:43.933000] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:44.163343] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:44.391589] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:44.391931] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T12:44:44.391996] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8324 tests [2025-11-21T12:44:44.392092] [INFO ] [CONFIGURE ] DHI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:44:44.392169] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T12:44:44.625779] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:44.860157] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:45.092872] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:45.329561] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:45.561746] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:45.794908] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:46.040489] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:46.277420] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:46.521455] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:46.760936] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:44:46.761132] [INFO ] [CONFIGURE ] DHI: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T12:44:46.761183] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8323 tests [2025-11-21T12:44:46.761221] [INFO ] [CONFIGURE ] DHI: Testing feature 20/29: add_price_rejection [2025-11-21T12:44:46.761255] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T12:44:47.008123] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:47.255079] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:47.516555] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:44:47.783273] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:48.046242] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:48.295523] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:48.543959] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:44:48.806483] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:49.058256] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:49.307542] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:49.307763] [INFO ] [CONFIGURE ] DHI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:44:49.307820] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8322 tests [2025-11-21T12:44:49.307866] [INFO ] [CONFIGURE ] DHI: Testing feature 21/29: add_range_position [2025-11-21T12:44:49.307909] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T12:44:49.570572] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:49.851342] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:50.124668] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:44:50.393108] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:50.656252] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:44:50.920152] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:51.292998] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:51.578470] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:51.875668] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:52.177944] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:52.178137] [INFO ] [CONFIGURE ] DHI: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:44:52.178191] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8321 tests [2025-11-21T12:44:52.178234] [INFO ] [CONFIGURE ] DHI: Testing feature 22/29: add_realized_volatility [2025-11-21T12:44:52.178269] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T12:44:52.548276] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:52.922320] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:53.295366] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:53.672068] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:44:54.048117] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:54.423938] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:54.787722] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:55.164361] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:55.542095] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:55.910897] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:55.911114] [INFO ] [CONFIGURE ] DHI: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T12:44:55.911174] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8320 tests [2025-11-21T12:44:55.911225] [INFO ] [CONFIGURE ] DHI: Testing feature 23/29: add_recent_range_context [2025-11-21T12:44:55.911272] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T12:44:56.199715] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:56.480881] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:56.765451] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:57.042952] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:44:57.313826] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:44:57.585246] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:44:57.855126] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:44:58.126986] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:44:58.399897] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:44:58.691297] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:44:58.691499] [INFO ] [CONFIGURE ] DHI: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T12:44:58.691561] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8319 tests [2025-11-21T12:44:58.691610] [INFO ] [CONFIGURE ] DHI: Testing feature 24/29: add_rsi [2025-11-21T12:44:58.691678] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T12:44:59.004633] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:44:59.314354] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:44:59.620364] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:44:59.931250] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:45:00.238560] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:45:00.522282] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:01.560478] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:45:02.007910] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:45:02.297275] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:45:02.600388] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:02.600588] [INFO ] [CONFIGURE ] DHI: DISCARDED add_rsi (score: 80.00%) [2025-11-21T12:45:02.600662] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8318 tests [2025-11-21T12:45:02.600714] [INFO ] [CONFIGURE ] DHI: Testing feature 25/29: add_tick_distribution [2025-11-21T12:45:02.600757] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T12:45:02.844047] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:03.084947] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:03.321597] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:45:03.560203] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:03.801032] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:45:04.028554] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:04.258871] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:45:04.491380] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:45:04.720293] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:45:04.959123] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:04.959476] [INFO ] [CONFIGURE ] DHI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T12:45:04.959574] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8317 tests [2025-11-21T12:45:04.959680] [INFO ] [CONFIGURE ] DHI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:45:04.959805] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T12:45:05.203253] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:05.445884] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:05.687518] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:45:05.937323] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:45:06.190893] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:45:06.439377] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:06.679411] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:45:06.938247] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:45:07.191236] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:45:07.447880] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:07.448081] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T12:45:07.448141] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8316 tests [2025-11-21T12:45:07.448190] [INFO ] [CONFIGURE ] DHI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:45:07.448232] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T12:45:07.726407] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:08.003498] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:08.269719] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:45:08.544455] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:45:08.830337] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:45:09.109537] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:09.380172] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:45:09.659431] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:45:09.931671] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:45:10.205872] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:10.206047] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T12:45:10.206106] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8315 tests [2025-11-21T12:45:10.206155] [INFO ] [CONFIGURE ] DHI: Testing feature 28/29: add_volume_profile [2025-11-21T12:45:10.206198] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T12:45:10.473121] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:10.734939] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:11.001813] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:45:11.272190] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:11.539590] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:45:11.806795] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:12.048966] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:45:12.296142] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:45:12.547329] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:45:12.804441] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:45:12.804635] [INFO ] [CONFIGURE ] DHI: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T12:45:12.804711] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8314 tests [2025-11-21T12:45:12.804761] [INFO ] [CONFIGURE ] DHI: Testing feature 29/29: add_vwap [2025-11-21T12:45:12.804808] [INFO ] [CONFIGURE ] DHI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T12:45:13.049412] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:13.319459] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:13.610323] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:13.887439] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:14.171414] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:45:14.467082] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:14.750518] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:45:15.032881] [DEBUG] [FORECASTER] DHI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:45:15.309437] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:45:15.587572] [DEBUG] [FORECASTER] DHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:15.587779] [INFO ] [CONFIGURE ] DHI: DISCARDED add_vwap (score: 50.00%) [2025-11-21T12:45:15.587837] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8313 tests [2025-11-21T12:45:15.587883] [INFO ] [CONFIGURE ] DHI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:45:15.587925] [INFO ] [CONFIGURE ] DHI: Best accuracy: 100.00% [2025-11-21T12:45:15.587967] [INFO ] [CONFIGURE ] DHI: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:45:15.588008] [INFO ] [CONFIGURE ] DHI: Improvement over baseline: 30.00% [2025-11-21T12:45:15.588046] [INFO ] [CONFIGURE ] DHI: Total time: 1.3 minutes [2025-11-21T12:45:15.588085] [INFO ] [CONFIGURE ] DHI: Average time per feature: 2.7 seconds [2025-11-21T12:45:15.588122] [INFO ] [CONFIGURE ] DHI: Average speed: 0.37 features/sec [2025-11-21T12:45:15.588450] [INFO ] [LOCAL ] Saved configuration for DHI: 2 features, 100.00% accuracy -> ./output/feature-sets/DHI.json [2025-11-21T12:45:15.588509] [INFO ] [CONFIGURE ] DHI: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-11-21T12:45:15.588558] [INFO ] [sig ] [441/723] Successfully configured DHI | 0.01 sym/s | Total: 10.2h | ETA: 6.5h [2025-11-21T12:45:15.588604] [INFO ] [sig ] [442/723] Configuring DHR... [2025-11-21T12:45:15.588667] [INFO ] [CONFIGURE ] DHR: Configurate test run. [2025-11-21T12:45:15.588712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'. [2025-11-21T12:45:15.695390] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHR'. [2025-11-21T12:45:15.695891] [INFO ] [CONFIGURE ] DHR: Testing with 29 available features [2025-11-21T12:45:15.695955] [INFO ] [CONFIGURE ] DHR: Establishing baseline with no features... [2025-11-21T12:45:15.879218] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:16.062780] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:45:16.251787] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:16.441878] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:16.632142] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:16.822751] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:17.005377] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:17.200584] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:45:17.393668] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:45:17.582275] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:45:17.582429] [INFO ] [CONFIGURE ] DHR: Baseline score (no features): 30.00% [2025-11-21T12:45:17.582476] [INFO ] [CONFIGURE ] DHR: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:45:17.582514] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:45:17.810607] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:18.040048] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:18.263881] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:45:18.486383] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:18.684570] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:18.886158] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:19.087612] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:19.288889] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:19.516957] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:19.755377] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:19.755735] [INFO ] [CONFIGURE ] DHR: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T12:45:19.755839] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8312 tests [2025-11-21T12:45:19.755924] [INFO ] [CONFIGURE ] DHR: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:45:19.756022] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:45:20.010744] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:20.254218] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:20.505816] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:20.787127] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:21.069785] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:21.421222] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:21.702222] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:21.958184] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:22.223021] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:45:22.483132] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:22.483304] [INFO ] [CONFIGURE ] DHR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T12:45:22.483361] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8311 tests [2025-11-21T12:45:22.483450] [INFO ] [CONFIGURE ] DHR: Testing feature 3/29: add_daily_returns [2025-11-21T12:45:22.483501] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:45:22.733571] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:22.982776] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:23.223300] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:23.471048] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:23.725992] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:23.942782] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:24.170440] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:24.397761] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:45:24.622347] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:24.844878] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:24.845046] [INFO ] [CONFIGURE ] DHR: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T12:45:24.845094] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8310 tests [2025-11-21T12:45:24.845132] [INFO ] [CONFIGURE ] DHR: Testing feature 4/29: add_ema [2025-11-21T12:45:24.845168] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:45:25.098223] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:25.351258] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:25.606174] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:25.863569] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:26.118158] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:26.374525] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:26.636772] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:26.898480] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:45:27.154962] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:27.407935] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:27.408130] [INFO ] [CONFIGURE ] DHR: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:45:27.408181] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8309 tests [2025-11-21T12:45:27.408221] [INFO ] [CONFIGURE ] DHR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:45:27.408259] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:45:27.666108] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:27.941018] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:28.204140] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:28.469989] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:28.739294] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:28.998944] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:29.265560] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:29.523097] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:29.781024] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:45:30.047738] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:30.047947] [INFO ] [CONFIGURE ] DHR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T12:45:30.048004] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8308 tests [2025-11-21T12:45:30.048051] [INFO ] [CONFIGURE ] DHR: Testing feature 6/29: add_failed_moves [2025-11-21T12:45:30.048094] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T12:45:30.265980] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:30.483635] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:30.702749] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:30.920438] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:31.144757] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:31.361738] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:31.589318] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:31.807270] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:45:32.025336] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:32.247401] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:32.247776] [INFO ] [CONFIGURE ] DHR: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T12:45:32.247893] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8307 tests [2025-11-21T12:45:32.247980] [INFO ] [CONFIGURE ] DHR: Testing feature 7/29: add_lag_shelf [2025-11-21T12:45:32.248100] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T12:45:32.454747] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:32.661718] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:32.872141] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:33.077426] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:45:33.281891] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:33.487023] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:33.699024] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:33.908842] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:45:34.118068] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:34.329196] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:34.329381] [INFO ] [CONFIGURE ] DHR: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T12:45:34.329430] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8306 tests [2025-11-21T12:45:34.329468] [INFO ] [CONFIGURE ] DHR: Testing feature 8/29: add_macd [2025-11-21T12:45:34.329504] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T12:45:34.621519] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:45:34.923922] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:35.224869] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:35.520122] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:35.813785] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:36.125293] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:36.432487] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:45:36.718752] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:37.010099] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:45:37.309755] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:45:37.309979] [INFO ] [CONFIGURE ] DHR: DISCARDED add_macd (score: 50.00%) [2025-11-21T12:45:37.310038] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8305 tests [2025-11-21T12:45:37.310140] [INFO ] [CONFIGURE ] DHR: Testing feature 9/29: add_mfi [2025-11-21T12:45:37.310189] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T12:45:37.522221] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:37.735227] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:37.954609] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:38.183980] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:38.405290] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:38.633987] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:38.849228] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:39.073910] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:39.293621] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:39.511819] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:39.512004] [INFO ] [CONFIGURE ] DHR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:45:39.512061] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8304 tests [2025-11-21T12:45:39.512108] [INFO ] [CONFIGURE ] DHR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:45:39.512153] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:45:39.824397] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:40.123617] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:40.423620] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:40.728819] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:41.036318] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:41.338569] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:41.646182] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:45:41.964053] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:42.265632] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:45:42.581376] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:42.581573] [INFO ] [CONFIGURE ] DHR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:45:42.581630] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8303 tests [2025-11-21T12:45:42.581705] [INFO ] [CONFIGURE ] DHR: Testing feature 11/29: add_obv_daily [2025-11-21T12:45:42.581751] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T12:45:42.795278] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:43.040040] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:45:43.277780] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:43.492356] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:43.714820] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:43.964965] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:44.194535] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:45:44.420494] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:44.646833] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:44.867024] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:44.867185] [INFO ] [CONFIGURE ] DHR: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:45:44.867233] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8302 tests [2025-11-21T12:45:44.867272] [INFO ] [CONFIGURE ] DHR: Testing feature 12/29: add_obv_interval [2025-11-21T12:45:44.867307] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T12:45:45.086942] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:45.306368] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:45.533772] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:45.759704] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:45.980630] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:46.204971] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:46.428024] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:46.672252] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T12:45:46.912318] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:45:47.154302] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:47.154664] [INFO ] [CONFIGURE ] DHR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T12:45:47.154771] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8301 tests [2025-11-21T12:45:47.154858] [INFO ] [CONFIGURE ] DHR: Testing feature 13/29: add_opening_strength [2025-11-21T12:45:47.154975] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:45:47.410306] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:47.677580] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:47.935023] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:48.197310] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:48.456377] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:48.716015] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:48.991927] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:49.249675] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:49.515549] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:45:49.773037] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:49.773204] [INFO ] [CONFIGURE ] DHR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T12:45:49.773253] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8300 tests [2025-11-21T12:45:49.773291] [INFO ] [CONFIGURE ] DHR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:45:49.773334] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T12:45:50.028124] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:50.277444] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:50.533269] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:45:50.790377] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:45:51.053525] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:51.315517] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:51.574715] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:51.836918] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:52.092180] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:52.348617] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:52.348840] [INFO ] [CONFIGURE ] DHR: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-21T12:45:52.348921] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8299 tests [2025-11-21T12:45:52.348989] [INFO ] [CONFIGURE ] DHR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:45:52.349053] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T12:45:52.604906] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:45:52.866788] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:53.120618] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:45:53.373488] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:45:53.629931] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:53.888953] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:54.128405] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:54.366608] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:54.604000] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:54.840018] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:54.840201] [INFO ] [CONFIGURE ] DHR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:45:54.840256] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8298 tests [2025-11-21T12:45:54.840302] [INFO ] [CONFIGURE ] DHR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:45:54.840340] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T12:45:55.098455] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:55.355913] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:55.615590] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:45:55.878588] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:45:56.138202] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:56.400346] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:56.664014] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:45:56.929035] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:45:57.189831] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:45:57.452000] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:45:57.452212] [INFO ] [CONFIGURE ] DHR: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T12:45:57.452269] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8297 tests [2025-11-21T12:45:57.452317] [INFO ] [CONFIGURE ] DHR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:45:57.452358] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T12:45:57.736992] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:45:58.017668] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:45:58.306471] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:45:58.589454] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:45:58.874556] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:45:59.168030] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:45:59.455539] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:45:59.738078] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:00.022051] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:00.308847] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:00.309032] [INFO ] [CONFIGURE ] DHR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:46:00.309090] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8296 tests [2025-11-21T12:46:00.309139] [INFO ] [CONFIGURE ] DHR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:46:00.309180] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T12:46:00.578151] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:00.855101] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:01.780944] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:02.179382] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:02.438059] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:02.697319] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:02.965136] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:03.225911] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:03.486176] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:03.746833] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:03.747029] [INFO ] [CONFIGURE ] DHR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T12:46:03.747088] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8295 tests [2025-11-21T12:46:03.747138] [INFO ] [CONFIGURE ] DHR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:46:03.747181] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T12:46:03.997278] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:04.249505] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:46:04.508524] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:04.761207] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:05.016216] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:05.263119] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:05.518732] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:05.771365] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:06.025558] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:06.291955] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:06.292143] [INFO ] [CONFIGURE ] DHR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:46:06.292200] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8294 tests [2025-11-21T12:46:06.292246] [INFO ] [CONFIGURE ] DHR: Testing feature 20/29: add_price_rejection [2025-11-21T12:46:06.292286] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T12:46:06.578746] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:06.853389] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:07.130114] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:07.410233] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:07.709140] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:08.042577] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:08.366171] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:46:08.783172] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:09.139343] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:09.426477] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:09.426693] [INFO ] [CONFIGURE ] DHR: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T12:46:09.426779] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8293 tests [2025-11-21T12:46:09.426850] [INFO ] [CONFIGURE ] DHR: Testing feature 21/29: add_range_position [2025-11-21T12:46:09.426920] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T12:46:09.676170] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:09.933216] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:10.199540] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:10.469501] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:10.750885] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:11.025217] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:11.295391] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:46:11.560168] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:11.842384] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:12.131975] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:12.132149] [INFO ] [CONFIGURE ] DHR: KEPT add_range_position (score: 90.00%) [2025-11-21T12:46:12.132207] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8292 tests [2025-11-21T12:46:12.132255] [INFO ] [CONFIGURE ] DHR: Testing feature 22/29: add_realized_volatility [2025-11-21T12:46:12.132299] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position', 'add_realized_volatility'] [2025-11-21T12:46:12.556785] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:46:12.980894] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:46:13.451936] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:46:13.898955] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:14.350659] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:14.783612] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:15.225995] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:15.679431] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:16.116570] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:16.561300] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:16.561494] [INFO ] [CONFIGURE ] DHR: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:46:16.561554] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8291 tests [2025-11-21T12:46:16.561605] [INFO ] [CONFIGURE ] DHR: Testing feature 23/29: add_recent_range_context [2025-11-21T12:46:16.561670] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position', 'add_recent_range_context'] [2025-11-21T12:46:16.879009] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:17.193639] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:17.506153] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:17.864225] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:18.209989] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:18.554525] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:18.877878] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:19.198256] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:19.513994] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:19.838467] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:19.838754] [INFO ] [CONFIGURE ] DHR: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T12:46:19.838820] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8290 tests [2025-11-21T12:46:19.838871] [INFO ] [CONFIGURE ] DHR: Testing feature 24/29: add_rsi [2025-11-21T12:46:19.838918] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T12:46:20.207182] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:20.567461] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:20.950866] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:21.325771] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:21.690514] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:22.044252] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:22.419023] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:46:22.787516] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:23.137027] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:46:23.488887] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:23.489099] [INFO ] [CONFIGURE ] DHR: DISCARDED add_rsi (score: 70.00%) [2025-11-21T12:46:23.489158] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8289 tests [2025-11-21T12:46:23.489205] [INFO ] [CONFIGURE ] DHR: Testing feature 25/29: add_tick_distribution [2025-11-21T12:46:23.489247] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position', 'add_tick_distribution'] [2025-11-21T12:46:23.806404] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:24.121535] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:24.432830] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:24.750576] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:25.067880] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:25.386408] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:25.700722] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:46:26.009944] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:26.336226] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:26.653169] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:26.653347] [INFO ] [CONFIGURE ] DHR: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T12:46:26.653404] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8288 tests [2025-11-21T12:46:26.653451] [INFO ] [CONFIGURE ] DHR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:46:26.653495] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T12:46:26.947842] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:27.246465] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:27.548783] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:46:27.854071] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:28.161181] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:28.466592] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:28.772930] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:46:29.086566] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:29.403350] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:29.719075] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:29.719311] [INFO ] [CONFIGURE ] DHR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:46:29.719373] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8287 tests [2025-11-21T12:46:29.719421] [INFO ] [CONFIGURE ] DHR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:46:29.719467] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T12:46:30.044594] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:30.390411] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:30.719326] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:31.053427] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:31.384803] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:31.719057] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:32.045522] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:46:32.376145] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:32.704613] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:33.033416] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:33.033600] [INFO ] [CONFIGURE ] DHR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T12:46:33.033678] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8286 tests [2025-11-21T12:46:33.033727] [INFO ] [CONFIGURE ] DHR: Testing feature 28/29: add_volume_profile [2025-11-21T12:46:33.033770] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position', 'add_volume_profile'] [2025-11-21T12:46:33.339806] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:33.654263] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:46:33.966865] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:46:34.282516] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:34.598701] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:34.918615] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:35.268109] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:46:35.620333] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:35.933002] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:36.246025] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:36.246193] [INFO ] [CONFIGURE ] DHR: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T12:46:36.246249] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8285 tests [2025-11-21T12:46:36.246296] [INFO ] [CONFIGURE ] DHR: Testing feature 29/29: add_vwap [2025-11-21T12:46:36.246340] [INFO ] [CONFIGURE ] DHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position', 'add_vwap'] [2025-11-21T12:46:36.578490] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:46:36.901425] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:46:37.219720] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:46:37.543348] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:37.877730] [DEBUG] [FORECASTER] DHR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:38.206930] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:38.534737] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:46:38.862060] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T12:46:39.193390] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:46:39.521508] [DEBUG] [FORECASTER] DHR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:39.521745] [INFO ] [CONFIGURE ] DHR: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:46:39.521809] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8284 tests [2025-11-21T12:46:39.521859] [INFO ] [CONFIGURE ] DHR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:46:39.521902] [INFO ] [CONFIGURE ] DHR: Best accuracy: 90.00% [2025-11-21T12:46:39.521945] [INFO ] [CONFIGURE ] DHR: Best feature set (4 features): ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T12:46:39.521988] [INFO ] [CONFIGURE ] DHR: Improvement over baseline: 60.00% [2025-11-21T12:46:39.522027] [INFO ] [CONFIGURE ] DHR: Total time: 1.4 minutes [2025-11-21T12:46:39.522066] [INFO ] [CONFIGURE ] DHR: Average time per feature: 2.8 seconds [2025-11-21T12:46:39.522106] [INFO ] [CONFIGURE ] DHR: Average speed: 0.35 features/sec [2025-11-21T12:46:39.522896] [INFO ] [LOCAL ] Saved configuration for DHR: 4 features, 90.00% accuracy -> ./output/feature-sets/DHR.json [2025-11-21T12:46:39.522956] [INFO ] [CONFIGURE ] DHR: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T12:46:39.523007] [INFO ] [sig ] [442/723] Successfully configured DHR | 0.01 sym/s | Total: 10.2h | ETA: 6.5h [2025-11-21T12:46:39.523052] [INFO ] [sig ] [443/723] Configuring DHT... [2025-11-21T12:46:39.523093] [INFO ] [CONFIGURE ] DHT: Configurate test run. [2025-11-21T12:46:39.523133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'. [2025-11-21T12:46:39.599123] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHT'. [2025-11-21T12:46:39.599478] [INFO ] [CONFIGURE ] DHT: Testing with 29 available features [2025-11-21T12:46:39.599539] [INFO ] [CONFIGURE ] DHT: Establishing baseline with no features... [2025-11-21T12:46:39.769710] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:46:39.935112] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:40.104737] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:46:40.272184] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:40.437952] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:40.609485] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:46:40.778152] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:40.946142] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:46:41.115509] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:46:41.284837] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:41.284997] [INFO ] [CONFIGURE ] DHT: Baseline score (no features): 30.00% [2025-11-21T12:46:41.285045] [INFO ] [CONFIGURE ] DHT: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:46:41.285091] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:46:41.487081] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:46:41.687373] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:41.886110] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:46:42.086574] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:42.305084] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:42.522991] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:46:42.728476] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:42.930601] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:46:43.132459] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:46:43.338080] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:46:43.338296] [INFO ] [CONFIGURE ] DHT: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T12:46:43.338350] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8283 tests [2025-11-21T12:46:43.338392] [INFO ] [CONFIGURE ] DHT: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:46:43.338430] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:46:43.567004] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:46:43.797870] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:44.032252] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:46:44.271392] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:44.510174] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:44.748214] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:44.985138] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:45.222591] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:46:45.464683] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:46:45.702348] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:45.702523] [INFO ] [CONFIGURE ] DHT: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T12:46:45.702583] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8282 tests [2025-11-21T12:46:45.702635] [INFO ] [CONFIGURE ] DHT: Testing feature 3/29: add_daily_returns [2025-11-21T12:46:45.702701] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:46:45.952452] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:46:46.203861] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:46.452679] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:46:46.705345] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:46.962182] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:47.245588] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:46:47.532373] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:47.830090] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:46:48.111612] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:46:48.380527] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:48.380728] [INFO ] [CONFIGURE ] DHT: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T12:46:48.380788] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8281 tests [2025-11-21T12:46:48.380835] [INFO ] [CONFIGURE ] DHT: Testing feature 4/29: add_ema [2025-11-21T12:46:48.380879] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T12:46:48.666213] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:46:48.973104] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:49.263691] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:46:49.549550] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:49.845394] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:50.136213] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:50.425759] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:50.717287] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:46:51.012483] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:46:51.301951] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:51.302133] [INFO ] [CONFIGURE ] DHT: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:46:51.302189] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8280 tests [2025-11-21T12:46:51.302239] [INFO ] [CONFIGURE ] DHT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:46:51.302285] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:46:51.598468] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:46:51.881732] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:52.151492] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:46:52.420298] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:52.694626] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:52.965201] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:53.241455] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:53.519298] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:46:53.791658] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:46:54.063351] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:54.063572] [INFO ] [CONFIGURE ] DHT: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T12:46:54.063631] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8279 tests [2025-11-21T12:46:54.063702] [INFO ] [CONFIGURE ] DHT: Testing feature 6/29: add_failed_moves [2025-11-21T12:46:54.063823] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T12:46:54.296417] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:46:54.529450] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:54.766907] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:46:55.010358] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:46:55.247449] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:55.492840] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:46:55.735769] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:55.985785] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:46:56.233436] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:46:56.482577] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:56.482788] [INFO ] [CONFIGURE ] DHT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:46:56.482850] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8278 tests [2025-11-21T12:46:56.482900] [INFO ] [CONFIGURE ] DHT: Testing feature 7/29: add_lag_shelf [2025-11-21T12:46:56.482949] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T12:46:56.726141] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:46:56.973972] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:57.223049] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:46:57.471279] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:46:57.721317] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:46:57.971225] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:46:58.224374] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:46:58.476619] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:46:58.720729] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:46:58.971052] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:46:58.971229] [INFO ] [CONFIGURE ] DHT: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T12:46:58.971287] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8277 tests [2025-11-21T12:46:58.971336] [INFO ] [CONFIGURE ] DHT: Testing feature 8/29: add_macd [2025-11-21T12:46:58.971380] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T12:46:59.300291] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:46:59.639901] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:46:59.987288] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:47:01.060175] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:47:01.403984] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:01.783129] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:02.120742] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:02.454959] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:02.792054] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:03.161279] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:03.161488] [INFO ] [CONFIGURE ] DHT: DISCARDED add_macd (score: 30.00%) [2025-11-21T12:47:03.161549] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8276 tests [2025-11-21T12:47:03.161596] [INFO ] [CONFIGURE ] DHT: Testing feature 9/29: add_mfi [2025-11-21T12:47:03.161639] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T12:47:03.441448] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:03.724148] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:03.996939] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:04.262326] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:04.529372] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:04.791961] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:05.059287] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:05.324108] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:05.597368] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:05.879763] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:05.879957] [INFO ] [CONFIGURE ] DHT: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:47:05.880025] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8275 tests [2025-11-21T12:47:05.880083] [INFO ] [CONFIGURE ] DHT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:47:05.880130] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:47:06.239108] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:47:06.595276] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:06.941219] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:47:07.288940] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:47:07.638018] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:07.989681] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:08.349209] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:47:08.703070] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:09.078994] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:09.430368] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:09.430586] [INFO ] [CONFIGURE ] DHT: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T12:47:09.430662] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8274 tests [2025-11-21T12:47:09.430713] [INFO ] [CONFIGURE ] DHT: Testing feature 11/29: add_obv_daily [2025-11-21T12:47:09.430759] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T12:47:09.687497] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:47:09.948750] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:10.210582] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:10.469786] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:47:10.746856] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:11.023144] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:11.294992] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:47:11.571623] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:11.838721] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:12.102687] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:12.102869] [INFO ] [CONFIGURE ] DHT: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T12:47:12.102925] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8273 tests [2025-11-21T12:47:12.102972] [INFO ] [CONFIGURE ] DHT: Testing feature 12/29: add_obv_interval [2025-11-21T12:47:12.103015] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T12:47:12.361612] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:12.617878] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:12.866233] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:13.117595] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:13.372812] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:13.626377] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:13.881424] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:14.144109] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:14.405554] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:14.663865] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:14.664064] [INFO ] [CONFIGURE ] DHT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:47:14.664124] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8272 tests [2025-11-21T12:47:14.664171] [INFO ] [CONFIGURE ] DHT: Testing feature 13/29: add_opening_strength [2025-11-21T12:47:14.664215] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:47:14.944578] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:47:15.226519] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:15.515976] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:15.805175] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:16.091054] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:16.385611] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:16.761043] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:17.160599] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:17.479857] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:17.781863] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:17.782049] [INFO ] [CONFIGURE ] DHT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:47:17.782112] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8271 tests [2025-11-21T12:47:17.782161] [INFO ] [CONFIGURE ] DHT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:47:17.782206] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T12:47:18.044305] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:18.303132] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:18.561589] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:18.827380] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:47:19.115430] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:19.389539] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:19.658988] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:19.944352] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:20.216250] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:20.489942] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:20.490136] [INFO ] [CONFIGURE ] DHT: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T12:47:20.490196] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8270 tests [2025-11-21T12:47:20.490243] [INFO ] [CONFIGURE ] DHT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:47:20.490287] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T12:47:20.737575] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:20.992563] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:21.257171] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:21.513710] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:21.767351] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:22.025215] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:22.287790] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:22.566017] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:22.834563] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:23.088435] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:23.088602] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:47:23.088680] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8269 tests [2025-11-21T12:47:23.088727] [INFO ] [CONFIGURE ] DHT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:47:23.088769] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T12:47:23.351209] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:23.620112] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:23.896846] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:24.178953] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:24.463214] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:24.783430] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:25.088638] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:25.385142] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:25.688279] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:25.988384] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:25.988633] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:47:25.988719] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8268 tests [2025-11-21T12:47:25.988946] [INFO ] [CONFIGURE ] DHT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:47:25.988993] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T12:47:26.275164] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:26.561316] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:26.852262] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:27.137113] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:47:27.420471] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:27.711083] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:27.997933] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:28.292975] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:47:28.582746] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:28.872951] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:28.873122] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:47:28.873181] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8267 tests [2025-11-21T12:47:28.873230] [INFO ] [CONFIGURE ] DHT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:47:28.873275] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T12:47:29.150025] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:29.420428] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:29.690148] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:29.963263] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:30.244683] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:30.517067] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:30.806717] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:31.090957] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:31.384163] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:31.660818] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:31.661005] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:47:31.661064] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8266 tests [2025-11-21T12:47:31.661111] [INFO ] [CONFIGURE ] DHT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:47:31.661154] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T12:47:31.904443] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:32.151271] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:32.411323] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:32.660150] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:32.908698] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:33.156205] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:33.402213] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:33.651183] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:33.903618] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:34.158010] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:34.158182] [INFO ] [CONFIGURE ] DHT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:47:34.158239] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8265 tests [2025-11-21T12:47:34.158286] [INFO ] [CONFIGURE ] DHT: Testing feature 20/29: add_price_rejection [2025-11-21T12:47:34.158328] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T12:47:34.423213] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:47:34.689158] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:34.961596] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:35.250527] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:47:35.550215] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:35.846412] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:36.140809] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:36.436363] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:36.736628] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:37.032269] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:37.032450] [INFO ] [CONFIGURE ] DHT: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T12:47:37.032509] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8264 tests [2025-11-21T12:47:37.032556] [INFO ] [CONFIGURE ] DHT: Testing feature 21/29: add_range_position [2025-11-21T12:47:37.032600] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T12:47:37.317296] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:37.602367] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:37.881203] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:47:38.196089] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:47:38.503814] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:38.796615] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:39.094237] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:39.398408] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:39.722321] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:40.040824] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:40.041017] [INFO ] [CONFIGURE ] DHT: DISCARDED add_range_position (score: 40.00%) [2025-11-21T12:47:40.041075] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8263 tests [2025-11-21T12:47:40.041126] [INFO ] [CONFIGURE ] DHT: Testing feature 22/29: add_realized_volatility [2025-11-21T12:47:40.041170] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T12:47:40.437286] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:40.818493] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:41.217994] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:41.593885] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:41.976484] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:42.335160] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:42.713573] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:43.079952] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:43.445455] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:43.813129] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:47:43.813335] [INFO ] [CONFIGURE ] DHT: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:47:43.813397] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8262 tests [2025-11-21T12:47:43.813445] [INFO ] [CONFIGURE ] DHT: Testing feature 23/29: add_recent_range_context [2025-11-21T12:47:43.813488] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T12:47:44.086728] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:47:44.383950] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:44.670504] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:47:44.953875] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:45.240484] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:45.527592] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:45.815224] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:46.101582] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:46.376287] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:46.656661] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:46.656843] [INFO ] [CONFIGURE ] DHT: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T12:47:46.656944] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8261 tests [2025-11-21T12:47:46.657027] [INFO ] [CONFIGURE ] DHT: Testing feature 24/29: add_rsi [2025-11-21T12:47:46.657077] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T12:47:46.970399] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:47:47.283833] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:47.598282] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:47.909884] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:47:48.229201] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:48.552886] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:48.869062] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:49.189779] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:47:49.516944] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:49.844579] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:49.844772] [INFO ] [CONFIGURE ] DHT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:47:49.844832] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8260 tests [2025-11-21T12:47:49.844879] [INFO ] [CONFIGURE ] DHT: Testing feature 25/29: add_tick_distribution [2025-11-21T12:47:49.844923] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T12:47:50.128224] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:50.399462] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:50.667031] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:50.935587] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:51.203558] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:51.491839] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:51.781176] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:52.065306] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:52.356083] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:52.640078] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:52.640256] [INFO ] [CONFIGURE ] DHT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:47:52.640314] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8259 tests [2025-11-21T12:47:52.640362] [INFO ] [CONFIGURE ] DHT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:47:52.640406] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T12:47:52.912238] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:53.180332] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:53.433281] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:53.684947] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:53.965692] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:54.244804] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:47:54.517739] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:54.788730] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:55.069867] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:55.344391] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:55.344572] [INFO ] [CONFIGURE ] DHT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:47:55.344630] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8258 tests [2025-11-21T12:47:55.344701] [INFO ] [CONFIGURE ] DHT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:47:55.344748] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T12:47:55.642793] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:47:55.934947] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:56.238822] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:56.544027] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:56.841558] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:57.141808] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:47:57.414319] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:47:57.687726] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:47:57.960197] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:47:58.235379] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:47:58.235593] [INFO ] [CONFIGURE ] DHT: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:47:58.235672] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8257 tests [2025-11-21T12:47:58.235724] [INFO ] [CONFIGURE ] DHT: Testing feature 28/29: add_volume_profile [2025-11-21T12:47:58.235769] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T12:47:58.491996] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:47:58.751513] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:47:59.011809] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:47:59.274967] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:47:59.538544] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:47:59.802939] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:48:00.086095] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:00.997535] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:48:01.347262] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:01.641221] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:01.641461] [INFO ] [CONFIGURE ] DHT: KEPT add_volume_profile (score: 70.00%) [2025-11-21T12:48:01.641520] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8256 tests [2025-11-21T12:48:01.641600] [INFO ] [CONFIGURE ] DHT: Testing feature 29/29: add_vwap [2025-11-21T12:48:01.641675] [INFO ] [CONFIGURE ] DHT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile', 'add_vwap'] [2025-11-21T12:48:01.943449] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:48:02.245746] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:48:02.547734] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:48:02.854028] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:48:03.156258] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:48:03.453010] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:48:03.775091] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:04.119053] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:04.533594] [DEBUG] [FORECASTER] DHT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:04.877071] [DEBUG] [FORECASTER] DHT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:48:04.877288] [INFO ] [CONFIGURE ] DHT: DISCARDED add_vwap (score: 30.00%) [2025-11-21T12:48:04.877372] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8255 tests [2025-11-21T12:48:04.877426] [INFO ] [CONFIGURE ] DHT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:48:04.877467] [INFO ] [CONFIGURE ] DHT: Best accuracy: 70.00% [2025-11-21T12:48:04.877509] [INFO ] [CONFIGURE ] DHT: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T12:48:04.877548] [INFO ] [CONFIGURE ] DHT: Improvement over baseline: 40.00% [2025-11-21T12:48:04.877584] [INFO ] [CONFIGURE ] DHT: Total time: 1.4 minutes [2025-11-21T12:48:04.877620] [INFO ] [CONFIGURE ] DHT: Average time per feature: 2.9 seconds [2025-11-21T12:48:04.877677] [INFO ] [CONFIGURE ] DHT: Average speed: 0.35 features/sec [2025-11-21T12:48:04.878016] [INFO ] [LOCAL ] Saved configuration for DHT: 3 features, 70.00% accuracy -> ./output/feature-sets/DHT.json [2025-11-21T12:48:04.878075] [INFO ] [CONFIGURE ] DHT: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T12:48:04.878124] [INFO ] [sig ] [443/723] Successfully configured DHT | 0.01 sym/s | Total: 10.2h | ETA: 6.5h [2025-11-21T12:48:04.878168] [INFO ] [sig ] [444/723] Configuring DHX... [2025-11-21T12:48:04.878206] [INFO ] [CONFIGURE ] DHX: Configurate test run. [2025-11-21T12:48:04.878243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-11-21T12:48:04.955859] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHX'. [2025-11-21T12:48:04.956383] [INFO ] [CONFIGURE ] DHX: Testing with 29 available features [2025-11-21T12:48:04.956448] [INFO ] [CONFIGURE ] DHX: Establishing baseline with no features... [2025-11-21T12:48:05.133212] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:05.294496] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:05.449070] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:05.605372] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:05.759388] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:05.913969] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:06.068215] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:06.225632] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:06.384771] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:06.554583] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:06.554761] [INFO ] [CONFIGURE ] DHX: Baseline score (no features): 40.00% [2025-11-21T12:48:06.554817] [INFO ] [CONFIGURE ] DHX: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:48:06.554860] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:48:06.755227] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:06.953986] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:07.155953] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:07.357684] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:07.561327] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:07.761513] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:07.963715] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:08.172568] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:08.376039] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:08.583735] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:48:08.583927] [INFO ] [CONFIGURE ] DHX: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T12:48:08.583981] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8254 tests [2025-11-21T12:48:08.584020] [INFO ] [CONFIGURE ] DHX: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:48:08.584057] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:48:08.817984] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:09.048136] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:09.278519] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:09.512388] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:09.749917] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:09.990981] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:10.241420] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:10.468672] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:10.704731] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:10.944458] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:10.944662] [INFO ] [CONFIGURE ] DHX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T12:48:10.944724] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8253 tests [2025-11-21T12:48:10.944774] [INFO ] [CONFIGURE ] DHX: Testing feature 3/29: add_daily_returns [2025-11-21T12:48:10.944811] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:48:11.158288] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:11.366146] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:11.584894] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:11.799427] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:12.017554] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:12.231290] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:12.447819] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:12.666428] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:12.881062] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:13.102722] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:13.102884] [INFO ] [CONFIGURE ] DHX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T12:48:13.102933] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8252 tests [2025-11-21T12:48:13.102972] [INFO ] [CONFIGURE ] DHX: Testing feature 4/29: add_ema [2025-11-21T12:48:13.103009] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:48:13.346625] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:13.595886] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:13.846048] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:14.096332] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:48:14.345055] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:14.584354] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:14.827724] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:15.079074] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:15.318043] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:15.566762] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:48:15.566949] [INFO ] [CONFIGURE ] DHX: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:48:15.567015] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8251 tests [2025-11-21T12:48:15.567059] [INFO ] [CONFIGURE ] DHX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:48:15.567093] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:48:15.820497] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:16.088485] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:16.344534] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:16.619062] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:48:16.866337] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:17.121695] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:17.382188] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:17.644976] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:17.919246] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:18.172700] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:18.172894] [INFO ] [CONFIGURE ] DHX: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T12:48:18.172973] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8250 tests [2025-11-21T12:48:18.173025] [INFO ] [CONFIGURE ] DHX: Testing feature 6/29: add_failed_moves [2025-11-21T12:48:18.173068] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T12:48:18.425969] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:18.684832] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:18.951088] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:19.214834] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:19.479790] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:19.749064] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:20.013883] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:20.279862] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:20.548303] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:20.812980] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:20.813154] [INFO ] [CONFIGURE ] DHX: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T12:48:20.813213] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8249 tests [2025-11-21T12:48:20.813260] [INFO ] [CONFIGURE ] DHX: Testing feature 7/29: add_lag_shelf [2025-11-21T12:48:20.813305] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T12:48:21.055532] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:21.297329] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:21.543290] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:21.818290] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:48:22.086548] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:22.352190] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:22.601373] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:48:22.852568] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:23.109883] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:23.380700] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:23.380876] [INFO ] [CONFIGURE ] DHX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:48:23.380931] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8248 tests [2025-11-21T12:48:23.380976] [INFO ] [CONFIGURE ] DHX: Testing feature 8/29: add_macd [2025-11-21T12:48:23.381018] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T12:48:23.698452] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:24.009703] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:24.322513] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:24.715045] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:25.048524] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:25.385520] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:25.722236] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:26.067886] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:26.411047] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:26.761829] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:26.762019] [INFO ] [CONFIGURE ] DHX: DISCARDED add_macd (score: 40.00%) [2025-11-21T12:48:26.762077] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8247 tests [2025-11-21T12:48:26.762124] [INFO ] [CONFIGURE ] DHX: Testing feature 9/29: add_mfi [2025-11-21T12:48:26.762168] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T12:48:27.035327] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:27.289912] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:27.554248] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:27.846612] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:48:28.125717] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:28.417140] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:28.702228] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:28.982674] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:29.256881] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:29.541754] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:29.542034] [INFO ] [CONFIGURE ] DHX: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:48:29.542098] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8246 tests [2025-11-21T12:48:29.542151] [INFO ] [CONFIGURE ] DHX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:48:29.542197] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:48:29.944290] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:30.337121] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:30.735270] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:31.106298] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:31.473827] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:31.874269] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:32.247193] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:32.630203] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:33.020144] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:33.420412] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:33.420617] [INFO ] [CONFIGURE ] DHX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:48:33.420740] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8245 tests [2025-11-21T12:48:33.420803] [INFO ] [CONFIGURE ] DHX: Testing feature 11/29: add_obv_daily [2025-11-21T12:48:33.420875] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T12:48:33.708836] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:33.997302] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:34.287929] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:34.583193] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:34.878279] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:35.173410] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:35.454222] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:35.750344] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:36.031707] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:36.327064] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:36.327237] [INFO ] [CONFIGURE ] DHX: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:48:36.327296] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8244 tests [2025-11-21T12:48:36.327344] [INFO ] [CONFIGURE ] DHX: Testing feature 12/29: add_obv_interval [2025-11-21T12:48:36.327387] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T12:48:36.624609] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:36.932195] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:37.219594] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:37.522150] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:48:37.811658] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:38.124011] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:38.419919] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:38.734369] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:39.027467] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:39.327041] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:39.327230] [INFO ] [CONFIGURE ] DHX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:48:39.327287] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8243 tests [2025-11-21T12:48:39.327340] [INFO ] [CONFIGURE ] DHX: Testing feature 13/29: add_opening_strength [2025-11-21T12:48:39.327384] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:48:39.655175] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:39.957082] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:40.274237] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:40.591395] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:40.921732] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:41.218561] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:41.528228] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:41.833790] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:42.127859] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:42.436786] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:42.437162] [INFO ] [CONFIGURE ] DHX: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:48:42.437228] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8242 tests [2025-11-21T12:48:42.437282] [INFO ] [CONFIGURE ] DHX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:48:42.437328] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T12:48:42.743752] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:43.042686] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:43.338497] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:43.640059] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:43.940371] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:44.246009] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:44.548017] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:44.845084] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:48:45.148207] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:45.449504] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:45.449742] [INFO ] [CONFIGURE ] DHX: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:48:45.449807] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8241 tests [2025-11-21T12:48:45.449855] [INFO ] [CONFIGURE ] DHX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:48:45.449899] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T12:48:45.723198] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:45.994243] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:46.261609] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:46.534707] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:48:46.812458] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:47.087388] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:47.365448] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:47.631039] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:47.912942] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:48.184728] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:48.184936] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:48:48.184995] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8240 tests [2025-11-21T12:48:48.185044] [INFO ] [CONFIGURE ] DHX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:48:48.185088] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T12:48:48.495256] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:48.806565] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:49.108428] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:49.408246] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:49.713884] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:50.012520] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:50.319032] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:50.618714] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:50.917730] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:51.220241] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:51.220432] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T12:48:51.220490] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8239 tests [2025-11-21T12:48:51.220538] [INFO ] [CONFIGURE ] DHX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:48:51.220580] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T12:48:51.518587] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:51.828528] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:52.135705] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:52.432795] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:52.733719] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:53.033638] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:53.329115] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:48:53.630631] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:53.937966] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:54.258469] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:54.258712] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:48:54.258774] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8238 tests [2025-11-21T12:48:54.258824] [INFO ] [CONFIGURE ] DHX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:48:54.258869] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T12:48:54.513487] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:54.764088] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:55.006179] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:48:55.246816] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:48:55.492916] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:55.735404] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:48:55.994774] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:56.252025] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:56.499889] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:48:56.739861] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:48:56.740025] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:48:56.740082] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8237 tests [2025-11-21T12:48:56.740128] [INFO ] [CONFIGURE ] DHX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:48:56.740169] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T12:48:56.990824] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:57.269693] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:48:57.593933] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:48:57.906953] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:48:58.157231] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:48:58.387799] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:48:58.630931] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:48:58.879763] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:48:59.121336] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:48:59.362687] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:48:59.362864] [INFO ] [CONFIGURE ] DHX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T12:48:59.362923] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8236 tests [2025-11-21T12:48:59.362970] [INFO ] [CONFIGURE ] DHX: Testing feature 20/29: add_price_rejection [2025-11-21T12:48:59.363014] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T12:48:59.618810] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:48:59.873883] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:49:00.143377] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:01.034758] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:49:01.357286] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:49:01.623175] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:49:01.918095] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:02.206219] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:02.518604] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:49:02.829688] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:49:02.829920] [INFO ] [CONFIGURE ] DHX: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T12:49:02.829980] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8235 tests [2025-11-21T12:49:02.830029] [INFO ] [CONFIGURE ] DHX: Testing feature 21/29: add_range_position [2025-11-21T12:49:02.830074] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T12:49:03.144548] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:49:03.458716] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:49:03.783846] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:04.076509] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:49:04.393435] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:49:04.710230] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:49:05.025391] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:05.337914] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:05.658002] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:49:05.978041] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:49:05.978232] [INFO ] [CONFIGURE ] DHX: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:49:05.978292] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8234 tests [2025-11-21T12:49:05.978342] [INFO ] [CONFIGURE ] DHX: Testing feature 22/29: add_realized_volatility [2025-11-21T12:49:05.978387] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T12:49:06.387108] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:49:06.785623] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:49:07.181105] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:07.595403] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:49:07.989886] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:49:08.406978] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:49:08.819667] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:09.221685] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:09.633448] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:49:10.035597] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:49:10.035814] [INFO ] [CONFIGURE ] DHX: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T12:49:10.035873] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8233 tests [2025-11-21T12:49:10.035921] [INFO ] [CONFIGURE ] DHX: Testing feature 23/29: add_recent_range_context [2025-11-21T12:49:10.035964] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T12:49:10.312543] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:49:10.581314] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:49:10.852029] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:49:11.131885] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:49:11.407214] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:49:11.679236] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:49:11.983437] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:12.257484] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:12.536156] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:49:12.815554] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:49:12.815805] [INFO ] [CONFIGURE ] DHX: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T12:49:12.815873] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8232 tests [2025-11-21T12:49:12.815928] [INFO ] [CONFIGURE ] DHX: Testing feature 24/29: add_rsi [2025-11-21T12:49:12.815984] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T12:49:13.170138] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:49:13.496484] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:49:13.833368] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:49:14.161702] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:49:14.494161] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:49:14.831364] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:15.159135] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:15.481467] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:15.813886] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:49:16.146252] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:49:16.146453] [INFO ] [CONFIGURE ] DHX: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:49:16.146511] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8231 tests [2025-11-21T12:49:16.146568] [INFO ] [CONFIGURE ] DHX: Testing feature 25/29: add_tick_distribution [2025-11-21T12:49:16.146612] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T12:49:16.408531] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:49:16.687893] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:49:16.962630] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:49:17.241737] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:49:17.525234] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:49:17.804386] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:49:18.100921] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:18.386212] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:18.671707] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:49:18.958775] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:49:18.958974] [INFO ] [CONFIGURE ] DHX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:49:18.959034] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8230 tests [2025-11-21T12:49:18.959085] [INFO ] [CONFIGURE ] DHX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:49:18.959133] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T12:49:19.239392] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:49:19.525602] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:49:19.805813] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:49:20.079316] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:49:20.352607] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:49:20.624011] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:49:20.893663] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:21.159296] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:21.427613] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:49:21.698522] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:49:21.698752] [INFO ] [CONFIGURE ] DHX: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T12:49:21.698816] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8229 tests [2025-11-21T12:49:21.698868] [INFO ] [CONFIGURE ] DHX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:49:21.698916] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T12:49:21.985078] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:49:22.280025] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:49:22.576344] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:22.875815] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:49:23.180916] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:49:23.477819] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:49:23.776923] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:24.069592] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:24.354675] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:49:24.673258] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:49:24.673469] [INFO ] [CONFIGURE ] DHX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T12:49:24.673528] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8228 tests [2025-11-21T12:49:24.673575] [INFO ] [CONFIGURE ] DHX: Testing feature 28/29: add_volume_profile [2025-11-21T12:49:24.673618] [INFO ] [CONFIGURE ] DHX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T12:49:24.970924] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:49:25.265205] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:49:25.556268] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:25.856773] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:49:26.145399] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:49:26.431050] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:26.733074] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:49:27.019251] [DEBUG] [FORECASTER] DHX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:27.330828] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:49:27.642071] [DEBUG] [FORECASTER] DHX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:49:27.642260] [INFO ] [CONFIGURE ] DHX: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T12:49:27.642316] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8227 tests [2025-11-21T12:49:27.642365] [INFO ] [CONFIGURE ] DHX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:49:27.642407] [INFO ] [CONFIGURE ] DHX: Best accuracy: 70.00% [2025-11-21T12:49:27.642448] [INFO ] [CONFIGURE ] DHX: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T12:49:27.642486] [INFO ] [CONFIGURE ] DHX: Improvement over baseline: 30.00% [2025-11-21T12:49:27.642522] [INFO ] [CONFIGURE ] DHX: Total time: 1.4 minutes [2025-11-21T12:49:27.642559] [INFO ] [CONFIGURE ] DHX: Average time per feature: 2.9 seconds [2025-11-21T12:49:27.642595] [INFO ] [CONFIGURE ] DHX: Average speed: 0.36 features/sec [2025-11-21T12:49:27.643118] [INFO ] [LOCAL ] Saved configuration for DHX: 4 features, 70.00% accuracy -> ./output/feature-sets/DHX.json [2025-11-21T12:49:27.643176] [INFO ] [CONFIGURE ] DHX: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T12:49:27.643224] [INFO ] [sig ] [444/723] Successfully configured DHX | 0.01 sym/s | Total: 10.3h | ETA: 6.4h [2025-11-21T12:49:27.643268] [INFO ] [sig ] [445/723] Configuring DIS... [2025-11-21T12:49:27.643306] [INFO ] [CONFIGURE ] DIS: Configurate test run. [2025-11-21T12:49:27.643344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-11-21T12:49:27.720614] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DIS'. [2025-11-21T12:49:27.721085] [INFO ] [CONFIGURE ] DIS: Testing with 29 available features [2025-11-21T12:49:27.721155] [INFO ] [CONFIGURE ] DIS: Establishing baseline with no features... [2025-11-21T12:49:27.910366] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:49:28.096863] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:28.281798] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:28.472987] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:28.650355] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:28.830593] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T12:49:29.013240] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:49:29.194758] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:29.375558] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:49:29.560275] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:29.560434] [INFO ] [CONFIGURE ] DIS: Baseline score (no features): 30.00% [2025-11-21T12:49:29.560481] [INFO ] [CONFIGURE ] DIS: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:49:29.560518] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:49:29.770894] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:49:29.984432] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:30.213077] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:30.433045] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:30.661134] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:30.894791] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:31.125437] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:49:31.351977] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:31.582665] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:31.822513] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:31.822970] [INFO ] [CONFIGURE ] DIS: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T12:49:31.823080] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8226 tests [2025-11-21T12:49:31.823169] [INFO ] [CONFIGURE ] DIS: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:49:31.823299] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:49:32.077292] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:49:32.332914] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:32.592291] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:49:32.862729] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:33.131193] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:33.396014] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:33.661125] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:49:33.924529] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:34.194514] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:34.459943] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:34.460129] [INFO ] [CONFIGURE ] DIS: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T12:49:34.460187] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8225 tests [2025-11-21T12:49:34.460234] [INFO ] [CONFIGURE ] DIS: Testing feature 3/29: add_daily_returns [2025-11-21T12:49:34.460277] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:49:34.694394] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:49:34.931475] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:35.164099] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:49:35.394738] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:35.635572] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:35.876230] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:36.117091] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:49:36.362214] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:36.623045] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:36.876001] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:36.876344] [INFO ] [CONFIGURE ] DIS: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:49:36.876454] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8224 tests [2025-11-21T12:49:36.876565] [INFO ] [CONFIGURE ] DIS: Testing feature 4/29: add_ema [2025-11-21T12:49:36.876704] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:49:37.158414] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:49:37.436054] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:37.709046] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:37.979566] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:38.257530] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:38.531041] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:38.811133] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:49:39.092940] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:39.384286] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:39.685943] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:49:39.686187] [INFO ] [CONFIGURE ] DIS: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:49:39.686256] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8223 tests [2025-11-21T12:49:39.686311] [INFO ] [CONFIGURE ] DIS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:49:39.686377] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:49:39.978105] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:49:40.273665] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:40.558919] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:40.847285] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:41.123768] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:41.394317] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:41.663446] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:49:41.939618] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:42.212748] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:49:42.494411] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:42.494621] [INFO ] [CONFIGURE ] DIS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:49:42.494711] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8222 tests [2025-11-21T12:49:42.494751] [INFO ] [CONFIGURE ] DIS: Testing feature 6/29: add_failed_moves [2025-11-21T12:49:42.494795] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T12:49:42.728824] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:49:42.976140] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:43.210388] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:43.452508] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:43.689387] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:43.944043] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:44.194536] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:49:44.468980] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:44.766436] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:45.077813] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:45.078048] [INFO ] [CONFIGURE ] DIS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:49:45.078251] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8221 tests [2025-11-21T12:49:45.078381] [INFO ] [CONFIGURE ] DIS: Testing feature 7/29: add_lag_shelf [2025-11-21T12:49:45.078436] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T12:49:45.330011] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:49:45.564636] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:45.808502] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:46.036613] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:46.262790] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:46.499973] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:46.727855] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:49:46.952519] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:47.189357] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:47.431873] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:47.432253] [INFO ] [CONFIGURE ] DIS: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T12:49:47.432361] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8220 tests [2025-11-21T12:49:47.432454] [INFO ] [CONFIGURE ] DIS: Testing feature 8/29: add_macd [2025-11-21T12:49:47.432577] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T12:49:47.783081] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:49:48.124216] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:48.458325] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:48.790797] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:49.124300] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:49.449328] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:49.779288] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:49:50.110469] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:50.439548] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:50.785838] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:50.786067] [INFO ] [CONFIGURE ] DIS: DISCARDED add_macd (score: 50.00%) [2025-11-21T12:49:50.786128] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8219 tests [2025-11-21T12:49:50.786182] [INFO ] [CONFIGURE ] DIS: Testing feature 9/29: add_mfi [2025-11-21T12:49:50.786221] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T12:49:51.016360] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:49:51.247132] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:51.478069] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:51.725134] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:51.975534] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:52.221281] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:52.463525] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:49:52.712567] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:52.964334] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:53.213882] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:53.214070] [INFO ] [CONFIGURE ] DIS: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:49:53.214132] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8218 tests [2025-11-21T12:49:53.214188] [INFO ] [CONFIGURE ] DIS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:49:53.214233] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:49:53.545244] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:49:53.859548] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:54.193780] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:54.525251] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:54.858440] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:55.187455] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:55.520509] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:49:55.849902] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:49:56.191205] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:49:56.533907] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:49:56.534112] [INFO ] [CONFIGURE ] DIS: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:49:56.534171] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8217 tests [2025-11-21T12:49:56.534226] [INFO ] [CONFIGURE ] DIS: Testing feature 11/29: add_obv_daily [2025-11-21T12:49:56.534275] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T12:49:56.784318] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:49:57.031484] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:57.275165] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:49:57.522850] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:49:57.781375] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:49:58.041458] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:49:58.297720] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:49:58.555629] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:49:58.808570] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:49:59.059737] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:49:59.060101] [INFO ] [CONFIGURE ] DIS: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T12:49:59.060215] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8216 tests [2025-11-21T12:49:59.060301] [INFO ] [CONFIGURE ] DIS: Testing feature 12/29: add_obv_interval [2025-11-21T12:49:59.060427] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T12:49:59.306986] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:49:59.553474] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:49:59.802395] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:00.063516] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:01.118811] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:01.639053] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:01.885063] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:02.136909] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:02.386752] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:02.630405] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:02.630711] [INFO ] [CONFIGURE ] DIS: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T12:50:02.630841] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8215 tests [2025-11-21T12:50:02.630927] [INFO ] [CONFIGURE ] DIS: Testing feature 13/29: add_opening_strength [2025-11-21T12:50:02.630979] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:50:02.880558] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:03.125286] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:03.366710] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:03.631525] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:03.882538] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:04.126291] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:04.368359] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:04.623490] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:04.885825] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:05.139382] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:05.139578] [INFO ] [CONFIGURE ] DIS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:50:05.139636] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8214 tests [2025-11-21T12:50:05.139716] [INFO ] [CONFIGURE ] DIS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:50:05.139760] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T12:50:05.392094] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:05.635040] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:05.910457] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:06.156361] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:06.419842] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:06.674267] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:06.925707] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:07.180884] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:07.435324] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:07.699621] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:07.699912] [INFO ] [CONFIGURE ] DIS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T12:50:07.700004] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8213 tests [2025-11-21T12:50:07.700068] [INFO ] [CONFIGURE ] DIS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:50:07.700126] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T12:50:07.923740] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:08.144218] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:08.366843] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:08.588587] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:08.813716] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:09.031300] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:09.252910] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:09.476455] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:09.726868] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:09.950551] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:09.950735] [INFO ] [CONFIGURE ] DIS: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T12:50:09.950820] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8212 tests [2025-11-21T12:50:09.950877] [INFO ] [CONFIGURE ] DIS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:50:09.950924] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T12:50:10.195832] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:10.436590] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:10.687574] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:50:10.925793] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:11.163419] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:11.405883] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:11.645872] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:11.897509] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:12.142534] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:12.383266] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:50:12.383566] [INFO ] [CONFIGURE ] DIS: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:50:12.383684] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8211 tests [2025-11-21T12:50:12.383809] [INFO ] [CONFIGURE ] DIS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:50:12.383929] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T12:50:12.623496] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:12.862863] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:13.104060] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:13.341909] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:13.572632] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:13.804937] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:14.037972] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:14.277166] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:14.519793] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:14.795587] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:14.795790] [INFO ] [CONFIGURE ] DIS: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:50:14.795848] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8210 tests [2025-11-21T12:50:14.795887] [INFO ] [CONFIGURE ] DIS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:50:14.795934] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T12:50:15.033919] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:15.266125] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:15.503915] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:15.727683] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:15.959528] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:16.189403] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:16.421061] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:16.652242] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:16.880022] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:17.122616] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:17.122829] [INFO ] [CONFIGURE ] DIS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:50:17.122877] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8209 tests [2025-11-21T12:50:17.122916] [INFO ] [CONFIGURE ] DIS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:50:17.122952] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T12:50:17.352432] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:17.590447] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:17.824170] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:18.037777] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:18.257411] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:18.467119] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:18.681117] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:18.916378] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:19.137212] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:19.342804] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:19.342997] [INFO ] [CONFIGURE ] DIS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:50:19.343047] [INFO ] [CONFIGURE ] JOB ETA: 6.5h | Avg: 2.8s/test | Remaining: 8208 tests [2025-11-21T12:50:19.343087] [INFO ] [CONFIGURE ] DIS: Testing feature 20/29: add_price_rejection [2025-11-21T12:50:19.343124] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T12:50:19.567626] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:19.790336] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:20.007906] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:20.230000] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:20.449174] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:20.668304] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:20.917307] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:21.143907] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:21.366418] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:21.589572] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:21.589792] [INFO ] [CONFIGURE ] DIS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T12:50:21.589870] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8207 tests [2025-11-21T12:50:21.589922] [INFO ] [CONFIGURE ] DIS: Testing feature 21/29: add_range_position [2025-11-21T12:50:21.589970] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T12:50:21.834813] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:22.078852] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:22.329868] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:22.581573] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:22.832310] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:23.095158] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:23.352525] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:23.605224] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:23.854790] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:24.096624] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:50:24.096838] [INFO ] [CONFIGURE ] DIS: DISCARDED add_range_position (score: 40.00%) [2025-11-21T12:50:24.096895] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8206 tests [2025-11-21T12:50:24.096943] [INFO ] [CONFIGURE ] DIS: Testing feature 22/29: add_realized_volatility [2025-11-21T12:50:24.096988] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T12:50:24.431729] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:24.759059] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:25.097346] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:25.428476] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:25.770359] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:26.126762] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:26.469597] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:50:26.815804] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:27.169690] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:27.530776] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:27.531169] [INFO ] [CONFIGURE ] DIS: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:50:27.531235] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8205 tests [2025-11-21T12:50:27.531277] [INFO ] [CONFIGURE ] DIS: Testing feature 23/29: add_recent_range_context [2025-11-21T12:50:27.531315] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T12:50:27.757299] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:27.984041] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:28.210820] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:28.434680] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:28.652673] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:28.868043] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:29.094106] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:29.313123] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:29.539868] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:29.759813] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:29.760019] [INFO ] [CONFIGURE ] DIS: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:50:29.760222] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8204 tests [2025-11-21T12:50:29.760327] [INFO ] [CONFIGURE ] DIS: Testing feature 24/29: add_rsi [2025-11-21T12:50:29.760404] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T12:50:30.018395] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:30.286163] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:30.570027] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:30.830873] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:31.101551] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:31.371979] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:31.650238] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:31.923337] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:32.177771] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:32.433357] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:50:32.433529] [INFO ] [CONFIGURE ] DIS: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:50:32.433587] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8203 tests [2025-11-21T12:50:32.433634] [INFO ] [CONFIGURE ] DIS: Testing feature 25/29: add_tick_distribution [2025-11-21T12:50:32.433695] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T12:50:32.633020] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:32.851802] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:33.070079] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:33.288001] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:33.508323] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:33.737867] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:33.982632] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:50:34.234609] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:34.483588] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:34.741517] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:34.741933] [INFO ] [CONFIGURE ] DIS: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T12:50:34.742045] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8202 tests [2025-11-21T12:50:34.742131] [INFO ] [CONFIGURE ] DIS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:50:34.742246] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T12:50:34.988312] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:35.243376] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:35.500272] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:35.766026] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:36.034532] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:36.300307] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:36.554948] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:36.792766] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:37.047019] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:37.310251] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:37.310599] [INFO ] [CONFIGURE ] DIS: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T12:50:37.310724] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8201 tests [2025-11-21T12:50:37.310783] [INFO ] [CONFIGURE ] DIS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:50:37.310869] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T12:50:37.566132] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:37.832333] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:38.105131] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:38.395185] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:38.672988] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:38.935213] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:39.207872] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:50:39.497209] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:39.764443] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:40.031051] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:40.031240] [INFO ] [CONFIGURE ] DIS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T12:50:40.031297] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8200 tests [2025-11-21T12:50:40.031336] [INFO ] [CONFIGURE ] DIS: Testing feature 28/29: add_volume_profile [2025-11-21T12:50:40.031382] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T12:50:40.281676] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:40.535352] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:40.791140] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:41.049267] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:41.303950] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:41.560132] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:41.818029] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:42.076759] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:42.330882] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:42.585250] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:42.585480] [INFO ] [CONFIGURE ] DIS: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T12:50:42.585541] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8199 tests [2025-11-21T12:50:42.585593] [INFO ] [CONFIGURE ] DIS: Testing feature 29/29: add_vwap [2025-11-21T12:50:42.585660] [INFO ] [CONFIGURE ] DIS: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T12:50:42.836045] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:43.102772] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:50:43.364105] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:43.623026] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:50:43.900368] [DEBUG] [FORECASTER] DIS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:44.167465] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:44.430908] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:50:44.686662] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:44.939121] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:50:45.201088] [DEBUG] [FORECASTER] DIS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:50:45.201296] [INFO ] [CONFIGURE ] DIS: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:50:45.201356] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8198 tests [2025-11-21T12:50:45.201452] [INFO ] [CONFIGURE ] DIS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:50:45.201499] [INFO ] [CONFIGURE ] DIS: Best accuracy: 70.00% [2025-11-21T12:50:45.201542] [INFO ] [CONFIGURE ] DIS: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T12:50:45.201582] [INFO ] [CONFIGURE ] DIS: Improvement over baseline: 40.00% [2025-11-21T12:50:45.201620] [INFO ] [CONFIGURE ] DIS: Total time: 1.3 minutes [2025-11-21T12:50:45.201682] [INFO ] [CONFIGURE ] DIS: Average time per feature: 2.6 seconds [2025-11-21T12:50:45.201724] [INFO ] [CONFIGURE ] DIS: Average speed: 0.38 features/sec [2025-11-21T12:50:45.202211] [INFO ] [LOCAL ] Saved configuration for DIS: 1 features, 70.00% accuracy -> ./output/feature-sets/DIS.json [2025-11-21T12:50:45.202280] [INFO ] [CONFIGURE ] DIS: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T12:50:45.202340] [INFO ] [sig ] [445/723] Successfully configured DIS | 0.01 sym/s | Total: 10.3h | ETA: 6.4h [2025-11-21T12:50:45.202387] [INFO ] [sig ] [446/723] Configuring DK... [2025-11-21T12:50:45.202429] [INFO ] [CONFIGURE ] DK: Configurate test run. [2025-11-21T12:50:45.202470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'. [2025-11-21T12:50:45.277136] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DK'. [2025-11-21T12:50:45.277515] [INFO ] [CONFIGURE ] DK: Testing with 29 available features [2025-11-21T12:50:45.277580] [INFO ] [CONFIGURE ] DK: Establishing baseline with no features... [2025-11-21T12:50:45.477307] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:45.668295] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:50:45.859530] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:50:46.050545] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:50:46.243229] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:46.430200] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:46.616004] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:50:46.808457] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:47.026856] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:50:47.223661] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:50:47.223820] [INFO ] [CONFIGURE ] DK: Baseline score (no features): 80.00% [2025-11-21T12:50:47.223868] [INFO ] [CONFIGURE ] DK: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:50:47.223906] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:50:47.459528] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:47.697695] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:50:47.929270] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:48.163564] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:50:48.404694] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:48.639009] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:48.873809] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:50:49.105885] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:49.343766] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:50:49.578529] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:50:49.578726] [INFO ] [CONFIGURE ] DK: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T12:50:49.578801] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8197 tests [2025-11-21T12:50:49.578968] [INFO ] [CONFIGURE ] DK: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:50:49.579047] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:50:49.826561] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:50.072705] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:50:50.318323] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:50.562995] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:50:50.802613] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:51.040853] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:51.275569] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:50:51.513311] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:50:51.757412] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:50:52.003630] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:50:52.003975] [INFO ] [CONFIGURE ] DK: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:50:52.004080] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8196 tests [2025-11-21T12:50:52.004167] [INFO ] [CONFIGURE ] DK: Testing feature 3/29: add_daily_returns [2025-11-21T12:50:52.004243] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns'] [2025-11-21T12:50:52.205538] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:52.407772] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:50:52.613074] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:52.810938] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:50:53.018622] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:53.234372] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:53.468840] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:50:53.692185] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:53.889782] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:50:54.098164] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:50:54.098520] [INFO ] [CONFIGURE ] DK: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T12:50:54.098631] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8195 tests [2025-11-21T12:50:54.098750] [INFO ] [CONFIGURE ] DK: Testing feature 4/29: add_ema [2025-11-21T12:50:54.098869] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_ema'] [2025-11-21T12:50:54.358292] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:54.580627] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:50:54.800718] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:50:55.024093] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:50:55.242088] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:55.462433] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:55.688755] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:50:55.910515] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:56.120494] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:50:56.336827] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:50:56.337008] [INFO ] [CONFIGURE ] DK: DISCARDED add_ema (score: 50.00%) [2025-11-21T12:50:56.337058] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8194 tests [2025-11-21T12:50:56.337098] [INFO ] [CONFIGURE ] DK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:50:56.337135] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:50:56.555311] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:50:56.781010] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:50:56.995742] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:57.210531] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:50:57.427805] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:57.645058] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:57.867173] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:50:58.103360] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:50:58.332094] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:50:58.559819] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:50:58.560032] [INFO ] [CONFIGURE ] DK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:50:58.560091] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8193 tests [2025-11-21T12:50:58.560136] [INFO ] [CONFIGURE ] DK: Testing feature 6/29: add_failed_moves [2025-11-21T12:50:58.560179] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_failed_moves'] [2025-11-21T12:50:58.751338] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:50:58.935028] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:50:59.118528] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:50:59.297120] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:50:59.481560] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:50:59.663579] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:50:59.841892] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:00.022401] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:00.210200] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:00.393629] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:00.393806] [INFO ] [CONFIGURE ] DK: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T12:51:00.393855] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8192 tests [2025-11-21T12:51:00.393893] [INFO ] [CONFIGURE ] DK: Testing feature 7/29: add_lag_shelf [2025-11-21T12:51:00.393929] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_lag_shelf'] [2025-11-21T12:51:01.244840] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:01.577609] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:01.759503] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:51:01.937290] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:02.136384] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:02.317273] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:02.500417] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:02.679441] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:02.854903] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:03.029616] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:03.029790] [INFO ] [CONFIGURE ] DK: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T12:51:03.029836] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8191 tests [2025-11-21T12:51:03.029874] [INFO ] [CONFIGURE ] DK: Testing feature 8/29: add_macd [2025-11-21T12:51:03.029909] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:51:03.300279] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:51:03.568924] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:51:03.846796] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:04.122857] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:51:04.397970] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:51:04.664036] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:04.927105] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:05.190939] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:05.460507] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:05.729265] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:51:05.729495] [INFO ] [CONFIGURE ] DK: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:51:05.729554] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8190 tests [2025-11-21T12:51:05.729601] [INFO ] [CONFIGURE ] DK: Testing feature 9/29: add_mfi [2025-11-21T12:51:05.729676] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_mfi'] [2025-11-21T12:51:05.919233] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:06.108695] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:06.295893] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:06.493269] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:06.687619] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:06.881312] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:07.084402] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:07.284883] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:07.470930] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:07.659781] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:07.659952] [INFO ] [CONFIGURE ] DK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:51:07.660001] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8189 tests [2025-11-21T12:51:07.660039] [INFO ] [CONFIGURE ] DK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:51:07.660075] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:51:07.937281] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:08.233940] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:08.519590] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:08.816013] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:09.120324] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:09.420218] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:09.720310] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:10.015946] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:10.311082] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:10.615861] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:10.616056] [INFO ] [CONFIGURE ] DK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:51:10.616115] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8188 tests [2025-11-21T12:51:10.616166] [INFO ] [CONFIGURE ] DK: Testing feature 11/29: add_obv_daily [2025-11-21T12:51:10.616209] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_obv_daily'] [2025-11-21T12:51:10.839562] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:11.055171] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:11.274906] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:11.489026] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:11.706735] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:51:11.923019] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:12.133461] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:12.347767] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:12.580412] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:12.804914] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:51:12.805121] [INFO ] [CONFIGURE ] DK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T12:51:12.805171] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8187 tests [2025-11-21T12:51:12.805208] [INFO ] [CONFIGURE ] DK: Testing feature 12/29: add_obv_interval [2025-11-21T12:51:12.805242] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_obv_interval'] [2025-11-21T12:51:13.019818] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:13.227318] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:13.431605] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:51:13.632078] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:13.834517] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:14.039728] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:14.233802] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:14.428737] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:14.624417] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:14.829149] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:14.829330] [INFO ] [CONFIGURE ] DK: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T12:51:14.829379] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8186 tests [2025-11-21T12:51:14.829417] [INFO ] [CONFIGURE ] DK: Testing feature 13/29: add_opening_strength [2025-11-21T12:51:14.829451] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:51:15.064892] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:51:15.278692] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:51:15.493022] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:15.709629] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:15.919924] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:16.147637] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:16.359731] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:16.575734] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:16.781174] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:16.989201] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:51:16.989365] [INFO ] [CONFIGURE ] DK: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T12:51:16.989411] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8185 tests [2025-11-21T12:51:16.989449] [INFO ] [CONFIGURE ] DK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:51:16.989483] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T12:51:17.205373] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:17.421669] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:51:17.639165] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:17.851467] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:18.069097] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:18.286429] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:18.507152] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:18.731300] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:18.957736] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:19.197787] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:19.197953] [INFO ] [CONFIGURE ] DK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T12:51:19.198000] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8184 tests [2025-11-21T12:51:19.198038] [INFO ] [CONFIGURE ] DK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:51:19.198073] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T12:51:19.389453] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:51:19.581673] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:19.767423] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:19.956761] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:20.150674] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:51:20.341829] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:20.536460] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:20.729879] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:20.918544] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:21.109109] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:51:21.109274] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T12:51:21.109322] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8183 tests [2025-11-21T12:51:21.109358] [INFO ] [CONFIGURE ] DK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:51:21.109392] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T12:51:21.316036] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:21.523734] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:51:21.729576] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:21.935508] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:22.152920] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:22.372418] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:22.580901] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:22.793812] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:51:23.004197] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:23.215531] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:23.215866] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:51:23.215971] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8182 tests [2025-11-21T12:51:23.216059] [INFO ] [CONFIGURE ] DK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:51:23.216139] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_pbf_return_2d'] [2025-11-21T12:51:23.435252] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:23.651138] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:23.867207] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:24.084356] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:24.304849] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:24.526001] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:24.760719] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:24.980727] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:25.198582] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:25.416666] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:25.417042] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:51:25.417165] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8181 tests [2025-11-21T12:51:25.417270] [INFO ] [CONFIGURE ] DK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:51:25.417377] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T12:51:25.606440] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:25.800393] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:25.992139] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:26.186808] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:26.378992] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:26.567239] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:26.764175] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:26.956041] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:51:27.149180] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:27.341963] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:27.342144] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:51:27.342206] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8180 tests [2025-11-21T12:51:27.342254] [INFO ] [CONFIGURE ] DK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:51:27.342298] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T12:51:27.542590] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:27.731087] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:27.915828] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:51:28.100254] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:28.292182] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:28.483133] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:28.668803] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:28.861940] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:29.046502] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:29.232446] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:29.232749] [INFO ] [CONFIGURE ] DK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T12:51:29.232881] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8179 tests [2025-11-21T12:51:29.232967] [INFO ] [CONFIGURE ] DK: Testing feature 20/29: add_price_rejection [2025-11-21T12:51:29.233041] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_price_rejection'] [2025-11-21T12:51:29.432945] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:29.644854] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:29.857511] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:30.073394] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:30.276672] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:30.481396] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:30.691149] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:30.902530] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:31.114100] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:31.314301] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:31.314661] [INFO ] [CONFIGURE ] DK: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T12:51:31.314765] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8178 tests [2025-11-21T12:51:31.314850] [INFO ] [CONFIGURE ] DK: Testing feature 21/29: add_range_position [2025-11-21T12:51:31.314925] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_range_position'] [2025-11-21T12:51:31.529019] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:51:31.745317] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:31.955343] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:32.165057] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:32.376329] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:32.589288] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:32.824680] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:33.060072] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:33.295247] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:33.527626] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:33.527955] [INFO ] [CONFIGURE ] DK: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:51:33.528061] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8177 tests [2025-11-21T12:51:33.528147] [INFO ] [CONFIGURE ] DK: Testing feature 22/29: add_realized_volatility [2025-11-21T12:51:33.528222] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_realized_volatility'] [2025-11-21T12:51:33.846508] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:34.171241] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:34.493301] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:51:34.812575] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:35.136569] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:35.461735] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:35.785358] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:51:36.127713] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:36.456797] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:36.781486] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:36.781714] [INFO ] [CONFIGURE ] DK: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:51:36.781773] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8176 tests [2025-11-21T12:51:36.781819] [INFO ] [CONFIGURE ] DK: Testing feature 23/29: add_recent_range_context [2025-11-21T12:51:36.781929] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_recent_range_context'] [2025-11-21T12:51:36.991024] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:37.215011] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:37.416892] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:37.626742] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:37.840866] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:38.029584] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:38.221810] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:38.408171] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:38.603264] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:38.795302] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:38.795468] [INFO ] [CONFIGURE ] DK: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:51:38.795521] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8175 tests [2025-11-21T12:51:38.795559] [INFO ] [CONFIGURE ] DK: Testing feature 24/29: add_rsi [2025-11-21T12:51:38.795595] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T12:51:39.039596] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:39.275546] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:51:39.516158] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:39.771378] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:40.029286] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:40.304772] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:40.565320] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:51:40.861855] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:41.159546] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:41.440112] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:51:41.440294] [INFO ] [CONFIGURE ] DK: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:51:41.440351] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8174 tests [2025-11-21T12:51:41.440398] [INFO ] [CONFIGURE ] DK: Testing feature 25/29: add_tick_distribution [2025-11-21T12:51:41.440434] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_tick_distribution'] [2025-11-21T12:51:41.621459] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:41.803068] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:41.993221] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:42.190599] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:42.370798] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:42.556695] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:42.747582] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:42.930318] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:43.122978] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:43.307419] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:51:43.307594] [INFO ] [CONFIGURE ] DK: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:51:43.307664] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8173 tests [2025-11-21T12:51:43.307727] [INFO ] [CONFIGURE ] DK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:51:43.307777] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T12:51:43.509425] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:51:43.730783] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:51:43.948120] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:44.143188] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:44.352757] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:44.547304] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:44.737096] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:44.931607] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:45.121577] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:45.311958] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:45.312129] [INFO ] [CONFIGURE ] DK: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:51:45.312175] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8172 tests [2025-11-21T12:51:45.312212] [INFO ] [CONFIGURE ] DK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:51:45.312246] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_volume_price_divergence'] [2025-11-21T12:51:45.511575] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:45.711011] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:45.911538] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:46.111846] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:51:46.311300] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:46.511978] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:46.712100] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:46.944743] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:51:47.179858] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:47.419292] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:47.419471] [INFO ] [CONFIGURE ] DK: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T12:51:47.419545] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8171 tests [2025-11-21T12:51:47.419585] [INFO ] [CONFIGURE ] DK: Testing feature 28/29: add_volume_profile [2025-11-21T12:51:47.419624] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_volume_profile'] [2025-11-21T12:51:47.647281] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:47.883240] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:51:48.103072] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:48.321082] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:48.535118] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:51:48.753591] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:48.966881] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:49.190130] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:49.407536] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:51:49.623506] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:49.623697] [INFO ] [CONFIGURE ] DK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T12:51:49.623777] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8170 tests [2025-11-21T12:51:49.623828] [INFO ] [CONFIGURE ] DK: Testing feature 29/29: add_vwap [2025-11-21T12:51:49.623875] [INFO ] [CONFIGURE ] DK: Testing with features: ['add_vwap'] [2025-11-21T12:51:49.844304] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:51:50.059912] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:51:50.269143] [DEBUG] [FORECASTER] DK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:50.492896] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:51:50.715953] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:51:50.940060] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T12:51:51.163062] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:51:51.389564] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:51.615727] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:51:51.845221] [DEBUG] [FORECASTER] DK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:51.845575] [INFO ] [CONFIGURE ] DK: KEPT add_vwap (score: 90.00%) [2025-11-21T12:51:51.845698] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8169 tests [2025-11-21T12:51:51.845787] [INFO ] [CONFIGURE ] DK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:51:51.845894] [INFO ] [CONFIGURE ] DK: Best accuracy: 90.00% [2025-11-21T12:51:51.845971] [INFO ] [CONFIGURE ] DK: Best feature set (1 features): ['add_vwap'] [2025-11-21T12:51:51.846040] [INFO ] [CONFIGURE ] DK: Improvement over baseline: 10.00% [2025-11-21T12:51:51.846108] [INFO ] [CONFIGURE ] DK: Total time: 1.1 minutes [2025-11-21T12:51:51.846175] [INFO ] [CONFIGURE ] DK: Average time per feature: 2.2 seconds [2025-11-21T12:51:51.846242] [INFO ] [CONFIGURE ] DK: Average speed: 0.45 features/sec [2025-11-21T12:51:51.846898] [INFO ] [LOCAL ] Saved configuration for DK: 1 features, 90.00% accuracy -> ./output/feature-sets/DK.json [2025-11-21T12:51:51.846992] [INFO ] [CONFIGURE ] DK: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T12:51:51.847092] [INFO ] [sig ] [446/723] Successfully configured DK | 0.01 sym/s | Total: 10.3h | ETA: 6.4h [2025-11-21T12:51:51.847164] [INFO ] [sig ] [447/723] Configuring DKL... [2025-11-21T12:51:51.847210] [INFO ] [CONFIGURE ] DKL: Configurate test run. [2025-11-21T12:51:51.847279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-11-21T12:51:51.926011] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DKL'. [2025-11-21T12:51:51.926472] [INFO ] [CONFIGURE ] DKL: Testing with 29 available features [2025-11-21T12:51:51.926557] [INFO ] [CONFIGURE ] DKL: Establishing baseline with no features... [2025-11-21T12:51:52.109618] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:51:52.282119] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:51:52.456374] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:51:52.625311] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:51:52.797057] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:51:52.965879] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:51:53.133913] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:51:53.305143] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:53.475515] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:51:53.648906] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:53.649056] [INFO ] [CONFIGURE ] DKL: Baseline score (no features): 90.00% [2025-11-21T12:51:53.649102] [INFO ] [CONFIGURE ] DKL: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:51:53.649141] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:51:53.857108] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:51:54.072290] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:51:54.286086] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:51:54.500767] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:51:54.711817] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:51:54.924161] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:51:55.142185] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:51:55.353910] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:51:55.564313] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:51:55.776126] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:51:55.776483] [INFO ] [CONFIGURE ] DKL: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T12:51:55.776609] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8168 tests [2025-11-21T12:51:55.776722] [INFO ] [CONFIGURE ] DKL: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:51:55.776852] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:51:55.987520] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:51:56.202422] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:51:56.410481] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:51:56.615911] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:51:56.827370] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:51:57.031326] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:51:57.243178] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:51:57.452221] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:51:57.655345] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:51:57.889371] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:51:57.889627] [INFO ] [CONFIGURE ] DKL: KEPT add_cumulative_delta (score: 100.00%) [2025-11-21T12:51:57.889700] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8167 tests [2025-11-21T12:51:57.889767] [INFO ] [CONFIGURE ] DKL: Testing feature 3/29: add_daily_returns [2025-11-21T12:51:57.889816] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:51:58.125541] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:51:58.363473] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:51:58.579984] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:51:58.799692] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:51:59.019838] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:51:59.248985] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:51:59.470088] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:51:59.692109] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:51:59.917539] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:00.140955] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:00.141146] [INFO ] [CONFIGURE ] DKL: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:52:00.141196] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8166 tests [2025-11-21T12:52:00.141235] [INFO ] [CONFIGURE ] DKL: Testing feature 4/29: add_ema [2025-11-21T12:52:00.141270] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T12:52:00.402346] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:01.366241] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:52:01.725377] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:01.997859] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:02.265712] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:02.529484] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:02.798895] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:03.065900] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:03.331998] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:52:03.592071] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:03.592261] [INFO ] [CONFIGURE ] DKL: DISCARDED add_ema (score: 70.00%) [2025-11-21T12:52:03.592318] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8165 tests [2025-11-21T12:52:03.592367] [INFO ] [CONFIGURE ] DKL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:52:03.592414] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:52:03.842213] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:04.099692] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:52:04.352092] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:52:04.616855] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:04.884284] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:05.143862] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:05.390226] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:05.639923] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:05.897299] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:06.144660] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:06.144833] [INFO ] [CONFIGURE ] DKL: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T12:52:06.144894] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8164 tests [2025-11-21T12:52:06.144944] [INFO ] [CONFIGURE ] DKL: Testing feature 6/29: add_failed_moves [2025-11-21T12:52:06.144987] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T12:52:06.371431] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:06.581731] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:06.792308] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:07.014121] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:07.224956] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:07.437983] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:07.654048] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:07.870701] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:08.085896] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:08.303389] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:08.303569] [INFO ] [CONFIGURE ] DKL: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T12:52:08.303626] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8163 tests [2025-11-21T12:52:08.303697] [INFO ] [CONFIGURE ] DKL: Testing feature 7/29: add_lag_shelf [2025-11-21T12:52:08.303742] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T12:52:08.507293] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:08.712985] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:08.925158] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:09.132618] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:09.352457] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:09.565990] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:09.783267] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:10.001428] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:10.216802] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:10.424552] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:10.424795] [INFO ] [CONFIGURE ] DKL: DISCARDED add_lag_shelf (score: 100.00%) [2025-11-21T12:52:10.424981] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8162 tests [2025-11-21T12:52:10.425087] [INFO ] [CONFIGURE ] DKL: Testing feature 8/29: add_macd [2025-11-21T12:52:10.425209] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T12:52:10.731665] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:11.041713] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:11.363600] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:11.683475] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:12.019920] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:12.328903] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:12.640999] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:12.962145] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:13.280196] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:13.580312] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:13.580502] [INFO ] [CONFIGURE ] DKL: DISCARDED add_macd (score: 100.00%) [2025-11-21T12:52:13.580559] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8161 tests [2025-11-21T12:52:13.580604] [INFO ] [CONFIGURE ] DKL: Testing feature 9/29: add_mfi [2025-11-21T12:52:13.580661] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T12:52:13.806715] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:14.039068] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:14.287547] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:14.540969] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:14.784816] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:15.028170] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:15.271139] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:15.511769] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:15.741480] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:15.970568] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:15.970795] [INFO ] [CONFIGURE ] DKL: DISCARDED add_mfi (score: 100.00%) [2025-11-21T12:52:15.970854] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8160 tests [2025-11-21T12:52:15.970903] [INFO ] [CONFIGURE ] DKL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:52:15.970945] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:52:16.286594] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:16.603443] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:52:16.913618] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:17.227292] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:17.548386] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:17.866715] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:18.182999] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:18.497273] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:18.812493] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:19.134021] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:19.134207] [INFO ] [CONFIGURE ] DKL: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-11-21T12:52:19.134266] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8159 tests [2025-11-21T12:52:19.134316] [INFO ] [CONFIGURE ] DKL: Testing feature 11/29: add_obv_daily [2025-11-21T12:52:19.134362] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T12:52:19.369562] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:19.614231] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:19.849887] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:20.086319] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:20.317959] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:20.556672] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:20.795219] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:21.035790] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:21.273604] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:21.512825] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:21.513005] [INFO ] [CONFIGURE ] DKL: DISCARDED add_obv_daily (score: 90.00%) [2025-11-21T12:52:21.513064] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8158 tests [2025-11-21T12:52:21.513107] [INFO ] [CONFIGURE ] DKL: Testing feature 12/29: add_obv_interval [2025-11-21T12:52:21.513205] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T12:52:21.736399] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:21.961523] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:22.181387] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:22.406841] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:52:22.634832] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:22.873824] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:23.099477] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:23.322948] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:23.546464] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:23.780228] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:52:23.780470] [INFO ] [CONFIGURE ] DKL: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T12:52:23.780536] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8157 tests [2025-11-21T12:52:23.780586] [INFO ] [CONFIGURE ] DKL: Testing feature 13/29: add_opening_strength [2025-11-21T12:52:23.780636] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:52:24.031351] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:24.283635] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:24.531360] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:52:24.778939] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:25.057935] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:25.312160] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:25.566721] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:25.822100] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:26.074557] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:26.329869] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:26.330077] [INFO ] [CONFIGURE ] DKL: DISCARDED add_opening_strength (score: 90.00%) [2025-11-21T12:52:26.330137] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8156 tests [2025-11-21T12:52:26.330189] [INFO ] [CONFIGURE ] DKL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:52:26.330234] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T12:52:26.576118] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:26.816622] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:27.057094] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:27.296556] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:52:27.534950] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:27.775243] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:28.013297] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:28.253176] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:28.494541] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:28.736039] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:28.736237] [INFO ] [CONFIGURE ] DKL: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T12:52:28.736294] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8155 tests [2025-11-21T12:52:28.736341] [INFO ] [CONFIGURE ] DKL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:52:28.736385] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T12:52:28.964177] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:29.197506] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:29.419126] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:29.638809] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:29.857528] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:30.081408] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:30.302466] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:30.529983] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:30.751980] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:52:30.972183] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:30.972409] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T12:52:30.972460] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8154 tests [2025-11-21T12:52:30.972498] [INFO ] [CONFIGURE ] DKL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:52:30.972533] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T12:52:31.208150] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:31.445461] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:31.696970] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:52:31.946735] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:32.178225] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:32.420505] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:32.661491] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:32.922673] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:33.151992] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:33.414047] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:33.414320] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T12:52:33.414403] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8153 tests [2025-11-21T12:52:33.414478] [INFO ] [CONFIGURE ] DKL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:52:33.414548] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T12:52:33.739892] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:34.047170] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:52:34.289161] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:34.523825] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:52:34.760351] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:34.993418] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:35.229576] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:35.466807] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:35.703450] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:35.936978] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:35.937197] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:52:35.937274] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8152 tests [2025-11-21T12:52:35.937323] [INFO ] [CONFIGURE ] DKL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:52:35.937366] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T12:52:36.149177] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:36.361788] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:36.584245] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:52:36.801607] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:52:37.016691] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:37.235838] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:37.452554] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:37.671918] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:37.892278] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:52:38.114206] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:38.114372] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:52:38.114420] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8151 tests [2025-11-21T12:52:38.114458] [INFO ] [CONFIGURE ] DKL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:52:38.114493] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T12:52:38.332473] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:38.549778] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:38.767612] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:38.985298] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:39.201161] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:39.418139] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:39.632909] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:39.854599] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:40.084513] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:40.320013] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:40.320184] [INFO ] [CONFIGURE ] DKL: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T12:52:40.320234] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8150 tests [2025-11-21T12:52:40.320273] [INFO ] [CONFIGURE ] DKL: Testing feature 20/29: add_price_rejection [2025-11-21T12:52:40.320309] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T12:52:40.564451] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:40.806013] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:41.045131] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:52:41.274256] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:41.512792] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:41.760813] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:42.001620] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:42.259345] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:42.513913] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:42.767718] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:42.767942] [INFO ] [CONFIGURE ] DKL: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T12:52:42.768068] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8149 tests [2025-11-21T12:52:42.768124] [INFO ] [CONFIGURE ] DKL: Testing feature 21/29: add_range_position [2025-11-21T12:52:42.768224] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T12:52:43.040291] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:43.315084] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:43.576431] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:43.833036] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:44.086502] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:44.356823] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:44.618698] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:44.878887] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:45.139863] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:45.405122] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:45.405288] [INFO ] [CONFIGURE ] DKL: DISCARDED add_range_position (score: 90.00%) [2025-11-21T12:52:45.405343] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8148 tests [2025-11-21T12:52:45.405390] [INFO ] [CONFIGURE ] DKL: Testing feature 22/29: add_realized_volatility [2025-11-21T12:52:45.405434] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T12:52:45.746431] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:46.089828] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:46.426602] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:46.764463] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:47.102317] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:52:47.445278] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:47.810285] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:48.154931] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:48.498828] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:52:48.848991] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:48.849243] [INFO ] [CONFIGURE ] DKL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T12:52:48.849349] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8147 tests [2025-11-21T12:52:48.849416] [INFO ] [CONFIGURE ] DKL: Testing feature 23/29: add_recent_range_context [2025-11-21T12:52:48.849476] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T12:52:49.092393] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:49.330704] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:52:49.561012] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:49.800355] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:50.044210] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:50.299826] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:50.539389] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:50.773782] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:51.008337] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:52:51.239265] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:51.239436] [INFO ] [CONFIGURE ] DKL: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T12:52:51.239490] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8146 tests [2025-11-21T12:52:51.239536] [INFO ] [CONFIGURE ] DKL: Testing feature 24/29: add_rsi [2025-11-21T12:52:51.239609] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T12:52:51.535569] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:51.807084] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:52:52.079578] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:52.354310] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:52.639878] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:52.914043] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:53.194048] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:53.479575] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:52:53.766561] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:52:54.050507] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:54.050726] [INFO ] [CONFIGURE ] DKL: DISCARDED add_rsi (score: 70.00%) [2025-11-21T12:52:54.050797] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8145 tests [2025-11-21T12:52:54.050857] [INFO ] [CONFIGURE ] DKL: Testing feature 25/29: add_tick_distribution [2025-11-21T12:52:54.050938] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T12:52:54.283804] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:54.517573] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:54.746820] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:52:54.980632] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:52:55.207544] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:55.432940] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:55.660771] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:55.895789] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:56.124310] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:56.348704] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:56.348883] [INFO ] [CONFIGURE ] DKL: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T12:52:56.348965] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8144 tests [2025-11-21T12:52:56.349013] [INFO ] [CONFIGURE ] DKL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:52:56.349054] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T12:52:56.564156] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:52:56.781219] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:56.997442] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:52:57.215403] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:52:57.431943] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:52:57.650123] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:52:57.875922] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:52:58.113807] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:52:58.333188] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:52:58.546259] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:52:58.546418] [INFO ] [CONFIGURE ] DKL: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T12:52:58.546473] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8143 tests [2025-11-21T12:52:58.546573] [INFO ] [CONFIGURE ] DKL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:52:58.546619] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T12:52:58.788497] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:52:59.035716] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:52:59.277634] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:52:59.522561] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:52:59.771989] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:00.016357] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:00.252119] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:53:00.491807] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:01.389925] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:53:01.668625] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:53:01.668854] [INFO ] [CONFIGURE ] DKL: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T12:53:01.669472] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8142 tests [2025-11-21T12:53:01.669525] [INFO ] [CONFIGURE ] DKL: Testing feature 28/29: add_volume_profile [2025-11-21T12:53:01.669572] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T12:53:01.900634] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:53:02.134532] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:02.373638] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:02.608299] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:02.846793] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:03.081994] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:03.319958] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:53:03.553963] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:53:03.789562] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:04.021042] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:53:04.021253] [INFO ] [CONFIGURE ] DKL: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T12:53:04.021310] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8141 tests [2025-11-21T12:53:04.021356] [INFO ] [CONFIGURE ] DKL: Testing feature 29/29: add_vwap [2025-11-21T12:53:04.021398] [INFO ] [CONFIGURE ] DKL: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T12:53:04.257658] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:53:04.494573] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:04.737211] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:04.978666] [DEBUG] [FORECASTER] DKL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:53:05.218576] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:05.453849] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:05.687820] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:53:05.922557] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:06.163605] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:06.402495] [DEBUG] [FORECASTER] DKL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:53:06.402722] [INFO ] [CONFIGURE ] DKL: DISCARDED add_vwap (score: 90.00%) [2025-11-21T12:53:06.402781] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8140 tests [2025-11-21T12:53:06.402829] [INFO ] [CONFIGURE ] DKL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:53:06.402870] [INFO ] [CONFIGURE ] DKL: Best accuracy: 100.00% [2025-11-21T12:53:06.402910] [INFO ] [CONFIGURE ] DKL: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T12:53:06.402949] [INFO ] [CONFIGURE ] DKL: Improvement over baseline: 10.00% [2025-11-21T12:53:06.402985] [INFO ] [CONFIGURE ] DKL: Total time: 1.2 minutes [2025-11-21T12:53:06.403022] [INFO ] [CONFIGURE ] DKL: Average time per feature: 2.5 seconds [2025-11-21T12:53:06.403059] [INFO ] [CONFIGURE ] DKL: Average speed: 0.40 features/sec [2025-11-21T12:53:06.403370] [INFO ] [LOCAL ] Saved configuration for DKL: 1 features, 100.00% accuracy -> ./output/feature-sets/DKL.json [2025-11-21T12:53:06.403429] [INFO ] [CONFIGURE ] DKL: Configuration saved successfully: 1 features, 100.00% accuracy. [2025-11-21T12:53:06.403476] [INFO ] [sig ] [447/723] Successfully configured DKL | 0.01 sym/s | Total: 10.3h | ETA: 6.4h [2025-11-21T12:53:06.403520] [INFO ] [sig ] [448/723] Configuring DKS... [2025-11-21T12:53:06.403560] [INFO ] [CONFIGURE ] DKS: Configurate test run. [2025-11-21T12:53:06.403599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-11-21T12:53:06.447838] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DKS'. [2025-11-21T12:53:06.448202] [INFO ] [CONFIGURE ] DKS: Testing with 29 available features [2025-11-21T12:53:06.448264] [INFO ] [CONFIGURE ] DKS: Establishing baseline with no features... [2025-11-21T12:53:06.617241] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:06.786744] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:53:06.955757] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:07.122443] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:07.292478] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:07.462333] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:07.633388] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:07.802963] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:53:07.973096] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:08.143495] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:08.143667] [INFO ] [CONFIGURE ] DKS: Baseline score (no features): 50.00% [2025-11-21T12:53:08.143737] [INFO ] [CONFIGURE ] DKS: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:53:08.143786] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:53:08.346490] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:08.547728] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:08.751055] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:08.957468] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:09.161690] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:09.367019] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:09.577033] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:09.792245] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:09.999522] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:53:10.222065] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:53:10.222267] [INFO ] [CONFIGURE ] DKS: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T12:53:10.222322] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8139 tests [2025-11-21T12:53:10.222375] [INFO ] [CONFIGURE ] DKS: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:53:10.222415] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:53:10.461758] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:10.701999] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:10.944626] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:11.179847] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:53:11.413677] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:11.658139] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:11.908373] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:12.153476] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:53:12.397697] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:53:12.640222] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:53:12.640406] [INFO ] [CONFIGURE ] DKS: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T12:53:12.640462] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8138 tests [2025-11-21T12:53:12.640510] [INFO ] [CONFIGURE ] DKS: Testing feature 3/29: add_daily_returns [2025-11-21T12:53:12.640551] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T12:53:12.852714] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:13.089275] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:13.305923] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:13.523208] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:13.740251] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:13.960963] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:14.174286] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:14.399506] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:53:14.620123] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:14.839580] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:14.839932] [INFO ] [CONFIGURE ] DKS: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T12:53:14.839993] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8137 tests [2025-11-21T12:53:14.840033] [INFO ] [CONFIGURE ] DKS: Testing feature 4/29: add_ema [2025-11-21T12:53:14.840070] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T12:53:15.086859] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:15.329319] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:15.577379] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:15.828308] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:16.072578] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:16.322086] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:16.569097] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:16.817967] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:17.082173] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:17.346686] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:53:17.346888] [INFO ] [CONFIGURE ] DKS: KEPT add_ema (score: 70.00%) [2025-11-21T12:53:17.347105] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8136 tests [2025-11-21T12:53:17.347220] [INFO ] [CONFIGURE ] DKS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:53:17.347274] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:53:17.639711] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:17.944573] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:18.245123] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:18.541020] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:18.831758] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:19.125312] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:19.416211] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:19.706220] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:19.997674] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:53:20.287406] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:53:20.287735] [INFO ] [CONFIGURE ] DKS: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:53:20.287799] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8135 tests [2025-11-21T12:53:20.287850] [INFO ] [CONFIGURE ] DKS: Testing feature 6/29: add_failed_moves [2025-11-21T12:53:20.287897] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T12:53:20.546318] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:20.801333] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:21.053498] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:21.349355] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:21.645598] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:21.918528] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:22.175684] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:22.432810] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:22.694545] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:22.962043] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:53:22.962229] [INFO ] [CONFIGURE ] DKS: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:53:22.962287] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8134 tests [2025-11-21T12:53:22.962335] [INFO ] [CONFIGURE ] DKS: Testing feature 7/29: add_lag_shelf [2025-11-21T12:53:22.962378] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T12:53:23.205849] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:23.455601] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:23.715764] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:23.975369] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:24.240720] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:24.485263] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:24.724136] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:24.988809] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:25.238379] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:25.478344] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:25.478549] [INFO ] [CONFIGURE ] DKS: KEPT add_lag_shelf (score: 80.00%) [2025-11-21T12:53:25.478777] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8133 tests [2025-11-21T12:53:25.478841] [INFO ] [CONFIGURE ] DKS: Testing feature 8/29: add_macd [2025-11-21T12:53:25.478892] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T12:53:25.820758] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:26.144730] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:53:26.478332] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:26.808911] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:53:27.162232] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:27.521940] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:27.865391] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:28.200792] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:28.569446] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:53:28.933677] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:28.933872] [INFO ] [CONFIGURE ] DKS: DISCARDED add_macd (score: 30.00%) [2025-11-21T12:53:28.933930] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8132 tests [2025-11-21T12:53:28.933976] [INFO ] [CONFIGURE ] DKS: Testing feature 9/29: add_mfi [2025-11-21T12:53:28.934017] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_mfi'] [2025-11-21T12:53:29.226365] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:29.592863] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:53:30.029113] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:30.343197] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:30.616901] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:30.892735] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:31.168226] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:31.437617] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:31.711243] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:31.982408] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:31.982586] [INFO ] [CONFIGURE ] DKS: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:53:31.982661] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8131 tests [2025-11-21T12:53:31.982707] [INFO ] [CONFIGURE ] DKS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:53:31.982744] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:53:32.329423] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:32.676401] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:53:33.015904] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:33.366224] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:33.721930] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:34.076465] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:34.435733] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:34.813564] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:35.197535] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:35.565211] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:53:35.565397] [INFO ] [CONFIGURE ] DKS: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T12:53:35.565455] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8130 tests [2025-11-21T12:53:35.565503] [INFO ] [CONFIGURE ] DKS: Testing feature 11/29: add_obv_daily [2025-11-21T12:53:35.565572] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T12:53:35.860294] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:36.158247] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:36.457522] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:36.762064] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:53:37.059836] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:37.356275] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:37.649957] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:37.955177] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:53:38.271331] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:38.580668] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:38.580863] [INFO ] [CONFIGURE ] DKS: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:53:38.580920] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8129 tests [2025-11-21T12:53:38.580966] [INFO ] [CONFIGURE ] DKS: Testing feature 12/29: add_obv_interval [2025-11-21T12:53:38.581010] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T12:53:38.866956] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:39.158084] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:53:39.449961] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:39.741082] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:40.022142] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:40.306870] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:40.591780] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:40.889503] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:53:41.195924] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:41.477529] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:41.477739] [INFO ] [CONFIGURE ] DKS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:53:41.477799] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8128 tests [2025-11-21T12:53:41.477848] [INFO ] [CONFIGURE ] DKS: Testing feature 13/29: add_opening_strength [2025-11-21T12:53:41.477896] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:53:41.801126] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:42.131176] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:42.459579] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:42.777212] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:53:43.110661] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:43.426628] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:43.750750] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:44.070285] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:53:44.405051] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:53:44.705817] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:44.706009] [INFO ] [CONFIGURE ] DKS: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T12:53:44.706068] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8127 tests [2025-11-21T12:53:44.706116] [INFO ] [CONFIGURE ] DKS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:53:44.706159] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T12:53:44.985895] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:45.263864] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:45.544441] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:45.833038] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:46.116908] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:46.399956] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:53:46.682670] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:46.972790] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:47.259674] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:53:47.536758] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:53:47.536935] [INFO ] [CONFIGURE ] DKS: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:53:47.536991] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8126 tests [2025-11-21T12:53:47.537046] [INFO ] [CONFIGURE ] DKS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:53:47.537091] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T12:53:47.809697] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:48.060813] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:53:48.319235] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:48.573935] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:48.827441] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:49.083276] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:49.340909] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:49.599832] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:49.867726] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:50.121712] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:50.121881] [INFO ] [CONFIGURE ] DKS: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T12:53:50.121937] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8125 tests [2025-11-21T12:53:50.121982] [INFO ] [CONFIGURE ] DKS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:53:50.122025] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T12:53:50.395050] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:50.670210] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:50.945902] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:51.217388] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:53:51.492405] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:51.765312] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:52.042330] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:52.314044] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:52.591719] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:53:52.872772] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:52.872953] [INFO ] [CONFIGURE ] DKS: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T12:53:52.873010] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8124 tests [2025-11-21T12:53:52.873057] [INFO ] [CONFIGURE ] DKS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:53:52.873092] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T12:53:53.132103] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:53.394539] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:53.665524] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:53:53.941881] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:53:54.202238] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:54.458233] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:54.718199] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:54.980900] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:55.243763] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:55.508713] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:55.508881] [INFO ] [CONFIGURE ] DKS: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:53:55.508938] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8123 tests [2025-11-21T12:53:55.508985] [INFO ] [CONFIGURE ] DKS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:53:55.509028] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T12:53:55.765834] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:53:56.019631] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:56.278928] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:56.533440] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:56.786729] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:57.044563] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:57.306711] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:53:57.564470] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:53:57.820304] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:53:58.085828] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:53:58.085997] [INFO ] [CONFIGURE ] DKS: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:53:58.086052] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8122 tests [2025-11-21T12:53:58.086098] [INFO ] [CONFIGURE ] DKS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:53:58.086141] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T12:53:58.355300] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:53:58.603731] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:53:58.855253] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:53:59.107500] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:53:59.362709] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:53:59.614553] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:53:59.869783] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:00.129694] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:00.386100] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:01.320499] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:01.320700] [INFO ] [CONFIGURE ] DKS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:54:01.320764] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8121 tests [2025-11-21T12:54:01.320819] [INFO ] [CONFIGURE ] DKS: Testing feature 20/29: add_price_rejection [2025-11-21T12:54:01.320863] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T12:54:01.722429] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:54:01.993499] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:02.263612] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:02.532879] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:02.800592] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:03.069406] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:03.344920] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:03.622086] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:03.894148] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:04.167787] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:54:04.167961] [INFO ] [CONFIGURE ] DKS: KEPT add_price_rejection (score: 90.00%) [2025-11-21T12:54:04.168036] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8120 tests [2025-11-21T12:54:04.168088] [INFO ] [CONFIGURE ] DKS: Testing feature 21/29: add_range_position [2025-11-21T12:54:04.168131] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_range_position'] [2025-11-21T12:54:04.478492] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:54:04.784492] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:05.091934] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:05.396888] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:54:05.704755] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:06.010502] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:06.337228] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:06.646695] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:06.953042] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:07.272118] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:54:07.272293] [INFO ] [CONFIGURE ] DKS: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:54:07.272350] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8119 tests [2025-11-21T12:54:07.272396] [INFO ] [CONFIGURE ] DKS: Testing feature 22/29: add_realized_volatility [2025-11-21T12:54:07.272440] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_realized_volatility'] [2025-11-21T12:54:07.663023] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:54:08.054298] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:08.446573] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:54:08.839179] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:09.254050] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:54:09.642083] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:10.035280] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:10.425480] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:10.831677] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:11.221428] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:54:11.221627] [INFO ] [CONFIGURE ] DKS: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:54:11.221703] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8118 tests [2025-11-21T12:54:11.221752] [INFO ] [CONFIGURE ] DKS: Testing feature 23/29: add_recent_range_context [2025-11-21T12:54:11.221795] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_recent_range_context'] [2025-11-21T12:54:11.486934] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:54:11.754630] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:12.026661] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:12.292548] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:12.564080] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:12.832524] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:13.101790] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:13.384476] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:13.670928] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:13.940345] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:13.940511] [INFO ] [CONFIGURE ] DKS: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T12:54:13.940567] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8117 tests [2025-11-21T12:54:13.940614] [INFO ] [CONFIGURE ] DKS: Testing feature 24/29: add_rsi [2025-11-21T12:54:13.940676] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_rsi'] [2025-11-21T12:54:14.233962] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:54:14.531370] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:14.830699] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:54:15.131192] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:54:15.424973] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:15.725513] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:16.014071] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:16.309252] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:16.614100] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:16.904417] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:16.904593] [INFO ] [CONFIGURE ] DKS: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:54:16.904669] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8116 tests [2025-11-21T12:54:16.904718] [INFO ] [CONFIGURE ] DKS: Testing feature 25/29: add_tick_distribution [2025-11-21T12:54:16.904764] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_tick_distribution'] [2025-11-21T12:54:17.183121] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:54:17.466299] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:17.738743] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:18.010088] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:18.281576] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:18.555760] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:18.844313] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:19.134193] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:19.415474] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:19.705013] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:54:19.705205] [INFO ] [CONFIGURE ] DKS: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T12:54:19.705272] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8115 tests [2025-11-21T12:54:19.705328] [INFO ] [CONFIGURE ] DKS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:54:19.705375] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T12:54:19.991914] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:54:20.272910] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:20.559887] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:20.836534] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:54:21.115256] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:21.402441] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:21.696130] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:21.997402] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:22.291362] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:22.583721] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:54:22.583909] [INFO ] [CONFIGURE ] DKS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T12:54:22.583969] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8114 tests [2025-11-21T12:54:22.584017] [INFO ] [CONFIGURE ] DKS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:54:22.584061] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T12:54:22.865975] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:54:23.151055] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:23.438381] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:23.724523] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:54:24.013529] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:24.304124] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:24.591564] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:24.885370] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:25.172750] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:25.482965] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:25.483165] [INFO ] [CONFIGURE ] DKS: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T12:54:25.483231] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8113 tests [2025-11-21T12:54:25.483276] [INFO ] [CONFIGURE ] DKS: Testing feature 28/29: add_volume_profile [2025-11-21T12:54:25.483323] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_volume_profile'] [2025-11-21T12:54:25.789278] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:54:26.085224] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:26.384352] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:54:26.678528] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:26.966819] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:27.259824] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:27.548980] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:27.841524] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:28.136538] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:28.435454] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:54:28.435664] [INFO ] [CONFIGURE ] DKS: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T12:54:28.435722] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8112 tests [2025-11-21T12:54:28.435769] [INFO ] [CONFIGURE ] DKS: Testing feature 29/29: add_vwap [2025-11-21T12:54:28.435812] [INFO ] [CONFIGURE ] DKS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection', 'add_vwap'] [2025-11-21T12:54:28.728118] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:54:29.022359] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:29.332288] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:29.632741] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:29.929040] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:54:30.233343] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:30.531705] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:30.829244] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:31.120851] [DEBUG] [FORECASTER] DKS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:31.410592] [DEBUG] [FORECASTER] DKS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:31.410781] [INFO ] [CONFIGURE ] DKS: DISCARDED add_vwap (score: 70.00%) [2025-11-21T12:54:31.410840] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8111 tests [2025-11-21T12:54:31.410887] [INFO ] [CONFIGURE ] DKS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:54:31.410930] [INFO ] [CONFIGURE ] DKS: Best accuracy: 90.00% [2025-11-21T12:54:31.410965] [INFO ] [CONFIGURE ] DKS: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T12:54:31.411006] [INFO ] [CONFIGURE ] DKS: Improvement over baseline: 40.00% [2025-11-21T12:54:31.411043] [INFO ] [CONFIGURE ] DKS: Total time: 1.4 minutes [2025-11-21T12:54:31.411081] [INFO ] [CONFIGURE ] DKS: Average time per feature: 2.9 seconds [2025-11-21T12:54:31.411118] [INFO ] [CONFIGURE ] DKS: Average speed: 0.35 features/sec [2025-11-21T12:54:31.411588] [INFO ] [LOCAL ] Saved configuration for DKS: 4 features, 90.00% accuracy -> ./output/feature-sets/DKS.json [2025-11-21T12:54:31.411664] [INFO ] [CONFIGURE ] DKS: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T12:54:31.411714] [INFO ] [sig ] [448/723] Successfully configured DKS | 0.01 sym/s | Total: 10.3h | ETA: 6.4h [2025-11-21T12:54:31.411759] [INFO ] [sig ] [449/723] Configuring DLB... [2025-11-21T12:54:31.411800] [INFO ] [CONFIGURE ] DLB: Configurate test run. [2025-11-21T12:54:31.411839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-11-21T12:54:31.457450] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DLB'. [2025-11-21T12:54:31.457845] [INFO ] [CONFIGURE ] DLB: Testing with 29 available features [2025-11-21T12:54:31.457911] [INFO ] [CONFIGURE ] DLB: Establishing baseline with no features... [2025-11-21T12:54:31.637365] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:54:31.806744] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:31.983538] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:32.152519] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:32.321747] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:54:32.506793] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:32.680843] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:32.858526] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:33.032222] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:33.203277] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:33.203435] [INFO ] [CONFIGURE ] DLB: Baseline score (no features): 70.00% [2025-11-21T12:54:33.203503] [INFO ] [CONFIGURE ] DLB: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:54:33.203546] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:54:33.422089] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:54:33.638236] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:33.842069] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:34.048750] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:34.254877] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:54:34.460670] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:54:34.666721] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:34.893174] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:35.101900] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:54:35.310268] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:35.310618] [INFO ] [CONFIGURE ] DLB: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:54:35.310748] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8110 tests [2025-11-21T12:54:35.310835] [INFO ] [CONFIGURE ] DLB: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:54:35.310953] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:54:35.518876] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:54:35.725558] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:35.932038] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:54:36.137144] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:36.350699] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:54:36.568846] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:36.775327] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:36.982511] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:37.192212] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:37.402723] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:37.402899] [INFO ] [CONFIGURE ] DLB: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:54:37.402947] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8109 tests [2025-11-21T12:54:37.402985] [INFO ] [CONFIGURE ] DLB: Testing feature 3/29: add_daily_returns [2025-11-21T12:54:37.403020] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_daily_returns'] [2025-11-21T12:54:37.586346] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:54:37.773227] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:37.958056] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:38.142935] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:38.325512] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:54:38.510777] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:54:38.695833] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:38.892539] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:39.114375] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:39.323500] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:54:39.323695] [INFO ] [CONFIGURE ] DLB: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:54:39.323926] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8108 tests [2025-11-21T12:54:39.324040] [INFO ] [CONFIGURE ] DLB: Testing feature 4/29: add_ema [2025-11-21T12:54:39.324134] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_ema'] [2025-11-21T12:54:39.546014] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:54:39.769771] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:54:39.999542] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:40.230000] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:40.439381] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:54:40.661737] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:54:40.881386] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:41.103507] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:41.324203] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:41.534831] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:41.535166] [INFO ] [CONFIGURE ] DLB: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:54:41.535270] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8107 tests [2025-11-21T12:54:41.535356] [INFO ] [CONFIGURE ] DLB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:54:41.535430] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:54:41.744745] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:54:41.960341] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:42.173676] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:42.383829] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:54:42.595342] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:54:42.850455] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:43.154863] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:43.510813] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:43.830309] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:44.084532] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:44.084734] [INFO ] [CONFIGURE ] DLB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:54:44.084793] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8106 tests [2025-11-21T12:54:44.084840] [INFO ] [CONFIGURE ] DLB: Testing feature 6/29: add_failed_moves [2025-11-21T12:54:44.084876] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_failed_moves'] [2025-11-21T12:54:44.271143] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:54:44.454284] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:44.637477] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:44.823925] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:45.004246] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:54:45.189197] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:45.370373] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:45.551176] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:45.731888] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:45.912808] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:45.912963] [INFO ] [CONFIGURE ] DLB: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T12:54:45.913009] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8105 tests [2025-11-21T12:54:45.913047] [INFO ] [CONFIGURE ] DLB: Testing feature 7/29: add_lag_shelf [2025-11-21T12:54:45.913082] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_lag_shelf'] [2025-11-21T12:54:46.081836] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:54:46.253574] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:46.426172] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:46.592182] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:46.762591] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:54:46.934141] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:47.109465] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:47.285957] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:47.455875] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:47.630214] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:47.630396] [INFO ] [CONFIGURE ] DLB: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:54:47.630455] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8104 tests [2025-11-21T12:54:47.630505] [INFO ] [CONFIGURE ] DLB: Testing feature 8/29: add_macd [2025-11-21T12:54:47.630549] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:54:47.896816] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:54:48.161517] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:48.421161] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:48.684926] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:54:48.953448] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:54:49.213556] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:49.474109] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:49.744967] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:50.013275] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:50.282663] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:50.282853] [INFO ] [CONFIGURE ] DLB: DISCARDED add_macd (score: 60.00%) [2025-11-21T12:54:50.282912] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8103 tests [2025-11-21T12:54:50.282961] [INFO ] [CONFIGURE ] DLB: Testing feature 9/29: add_mfi [2025-11-21T12:54:50.283005] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_mfi'] [2025-11-21T12:54:50.467072] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:54:50.647411] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:50.828798] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:51.012633] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:51.199992] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:54:51.382455] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:51.565229] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:51.750074] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:54:51.937117] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:52.124758] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:54:52.124973] [INFO ] [CONFIGURE ] DLB: DISCARDED add_mfi (score: 70.00%) [2025-11-21T12:54:52.125155] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8102 tests [2025-11-21T12:54:52.125246] [INFO ] [CONFIGURE ] DLB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:54:52.125321] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:54:52.405958] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:54:52.680821] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:52.956811] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:53.232524] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:53.507837] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:54:53.782716] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:54.055417] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:54.329224] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:54.606948] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:54.884282] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:54.884497] [INFO ] [CONFIGURE ] DLB: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T12:54:54.884556] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8101 tests [2025-11-21T12:54:54.884602] [INFO ] [CONFIGURE ] DLB: Testing feature 11/29: add_obv_daily [2025-11-21T12:54:54.884710] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_obv_daily'] [2025-11-21T12:54:55.089147] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:54:55.283838] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:55.486022] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:55.684065] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:55.894538] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:54:56.100040] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:56.294265] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:56.488160] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:56.683583] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:54:56.872704] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:56.872870] [INFO ] [CONFIGURE ] DLB: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:54:56.872918] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8100 tests [2025-11-21T12:54:56.872957] [INFO ] [CONFIGURE ] DLB: Testing feature 12/29: add_obv_interval [2025-11-21T12:54:56.872992] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_obv_interval'] [2025-11-21T12:54:57.060950] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:54:57.242145] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:57.424834] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:57.608280] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:54:57.790022] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:54:57.973189] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:54:58.171922] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:54:58.367894] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:54:58.561764] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:54:58.758730] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:54:58.758908] [INFO ] [CONFIGURE ] DLB: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T12:54:58.758960] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8099 tests [2025-11-21T12:54:58.759003] [INFO ] [CONFIGURE ] DLB: Testing feature 13/29: add_opening_strength [2025-11-21T12:54:58.759041] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T12:54:58.970889] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:54:59.183721] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:54:59.394370] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:54:59.617857] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:54:59.832162] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:00.049075] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:00.264783] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:00.475782] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:55:00.743878] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:55:01.513886] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:55:01.514223] [INFO ] [CONFIGURE ] DLB: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:55:01.514663] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8098 tests [2025-11-21T12:55:01.514730] [INFO ] [CONFIGURE ] DLB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:55:01.514819] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T12:55:01.742249] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:55:02.007077] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:55:02.217108] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:55:02.431304] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:02.645782] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:02.851784] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:03.053215] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:03.252081] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:03.461990] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:03.671204] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:03.671365] [INFO ] [CONFIGURE ] DLB: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:55:03.671414] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8097 tests [2025-11-21T12:55:03.671453] [INFO ] [CONFIGURE ] DLB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:55:03.671489] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T12:55:03.850730] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:04.028350] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:04.204512] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:04.381747] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:04.557174] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:04.737880] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:04.919511] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:05.100894] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:05.276960] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:05.453986] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:55:05.454150] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T12:55:05.454197] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8096 tests [2025-11-21T12:55:05.454234] [INFO ] [CONFIGURE ] DLB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:55:05.454268] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T12:55:05.659480] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:55:05.868787] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:06.070893] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:06.270559] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:06.469554] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:06.662474] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:06.861289] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:07.073503] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:07.277477] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:07.484048] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:07.484226] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:55:07.484273] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8095 tests [2025-11-21T12:55:07.484309] [INFO ] [CONFIGURE ] DLB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:55:07.484343] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_return_2d'] [2025-11-21T12:55:07.685033] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:07.890847] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:08.095238] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:55:08.298567] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:55:08.506223] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:08.704711] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:08.910018] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:09.125639] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:09.325695] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:09.528391] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:55:09.528565] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T12:55:09.528613] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8094 tests [2025-11-21T12:55:09.528671] [INFO ] [CONFIGURE ] DLB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:55:09.528710] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T12:55:09.703704] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:09.876009] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:10.061949] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:55:10.239159] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:10.414368] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:10.596837] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:10.779032] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:10.963155] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:11.155354] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:55:11.320299] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:11.320444] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:55:11.320597] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8093 tests [2025-11-21T12:55:11.320639] [INFO ] [CONFIGURE ] DLB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:55:11.320711] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T12:55:11.487502] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:55:11.653369] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:11.821810] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:11.990633] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:12.159359] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:12.327358] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:12.498918] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:12.668207] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:12.837781] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:13.009601] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:13.009766] [INFO ] [CONFIGURE ] DLB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T12:55:13.009818] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8092 tests [2025-11-21T12:55:13.009889] [INFO ] [CONFIGURE ] DLB: Testing feature 20/29: add_price_rejection [2025-11-21T12:55:13.009937] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_price_rejection'] [2025-11-21T12:55:13.191832] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:13.374139] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:13.557922] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:55:13.740977] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:13.921685] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:14.122679] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:14.321241] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:14.506395] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:55:14.691805] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:55:14.883821] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:14.883978] [INFO ] [CONFIGURE ] DLB: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T12:55:14.884025] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8091 tests [2025-11-21T12:55:14.884062] [INFO ] [CONFIGURE ] DLB: Testing feature 21/29: add_range_position [2025-11-21T12:55:14.884096] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_range_position'] [2025-11-21T12:55:15.091677] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:15.297360] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:15.505902] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:55:15.733070] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:15.960797] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:16.186400] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:16.414562] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:16.662553] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:55:16.902555] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:55:17.151480] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:17.151721] [INFO ] [CONFIGURE ] DLB: DISCARDED add_range_position (score: 30.00%) [2025-11-21T12:55:17.151821] [INFO ] [CONFIGURE ] JOB ETA: 6.4h | Avg: 2.8s/test | Remaining: 8090 tests [2025-11-21T12:55:17.151892] [INFO ] [CONFIGURE ] DLB: Testing feature 22/29: add_realized_volatility [2025-11-21T12:55:17.151956] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_realized_volatility'] [2025-11-21T12:55:17.500833] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:17.827614] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:18.171083] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:18.487872] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:55:18.807717] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:19.128690] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:19.447982] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:19.771373] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:20.098390] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:55:20.416209] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:20.416374] [INFO ] [CONFIGURE ] DLB: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:55:20.416429] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8089 tests [2025-11-21T12:55:20.416474] [INFO ] [CONFIGURE ] DLB: Testing feature 23/29: add_recent_range_context [2025-11-21T12:55:20.416516] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_recent_range_context'] [2025-11-21T12:55:20.619758] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:55:20.808900] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:20.993191] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:21.195901] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:21.399720] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:21.587766] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:21.772629] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:21.959587] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:22.147113] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:22.331836] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:55:22.331982] [INFO ] [CONFIGURE ] DLB: KEPT add_recent_range_context (score: 80.00%) [2025-11-21T12:55:22.332029] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8088 tests [2025-11-21T12:55:22.332067] [INFO ] [CONFIGURE ] DLB: Testing feature 24/29: add_rsi [2025-11-21T12:55:22.332103] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T12:55:22.586583] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:22.842040] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:55:23.091988] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:23.343222] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:23.597130] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:23.853010] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:24.114276] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:24.382685] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:55:24.637344] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:55:24.891426] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:24.891592] [INFO ] [CONFIGURE ] DLB: DISCARDED add_rsi (score: 30.00%) [2025-11-21T12:55:24.891666] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8087 tests [2025-11-21T12:55:24.891716] [INFO ] [CONFIGURE ] DLB: Testing feature 25/29: add_tick_distribution [2025-11-21T12:55:24.891759] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_recent_range_context', 'add_tick_distribution'] [2025-11-21T12:55:25.099232] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:25.305758] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:25.513523] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:25.720610] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:25.928492] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:26.134697] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:26.342965] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:26.548889] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:55:26.756058] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:26.960170] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:55:26.960339] [INFO ] [CONFIGURE ] DLB: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:55:26.960387] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8086 tests [2025-11-21T12:55:26.960424] [INFO ] [CONFIGURE ] DLB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:55:26.960457] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T12:55:27.161554] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:27.359726] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:27.560755] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:27.764322] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:27.967798] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:28.168250] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:28.371303] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:28.574555] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:28.781049] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:28.986465] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:28.986635] [INFO ] [CONFIGURE ] DLB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T12:55:28.986727] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8085 tests [2025-11-21T12:55:28.986779] [INFO ] [CONFIGURE ] DLB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:55:28.986829] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T12:55:29.213157] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:29.439799] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:29.671959] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:29.908972] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:55:30.151099] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:30.456391] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:30.776318] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:31.060402] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:31.283390] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:31.510432] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:31.510618] [INFO ] [CONFIGURE ] DLB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T12:55:31.510695] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8084 tests [2025-11-21T12:55:31.510746] [INFO ] [CONFIGURE ] DLB: Testing feature 28/29: add_volume_profile [2025-11-21T12:55:31.510790] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_recent_range_context', 'add_volume_profile'] [2025-11-21T12:55:31.749341] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:31.984233] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:32.212325] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:32.443043] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:55:32.662442] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:32.886185] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:33.103992] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:33.324193] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:33.540218] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T12:55:33.755801] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:55:33.755970] [INFO ] [CONFIGURE ] DLB: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T12:55:33.756022] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8083 tests [2025-11-21T12:55:33.756061] [INFO ] [CONFIGURE ] DLB: Testing feature 29/29: add_vwap [2025-11-21T12:55:33.756097] [INFO ] [CONFIGURE ] DLB: Testing with features: ['add_recent_range_context', 'add_vwap'] [2025-11-21T12:55:34.002260] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:55:34.226721] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:34.439322] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:34.659757] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:55:34.875294] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:35.104069] [DEBUG] [FORECASTER] DLB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:35.331608] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:55:35.555037] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:55:35.773898] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T12:55:35.991183] [DEBUG] [FORECASTER] DLB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T12:55:35.991360] [INFO ] [CONFIGURE ] DLB: DISCARDED add_vwap (score: 30.00%) [2025-11-21T12:55:35.991420] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8082 tests [2025-11-21T12:55:35.991467] [INFO ] [CONFIGURE ] DLB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:55:35.991508] [INFO ] [CONFIGURE ] DLB: Best accuracy: 80.00% [2025-11-21T12:55:35.991552] [INFO ] [CONFIGURE ] DLB: Best feature set (1 features): ['add_recent_range_context'] [2025-11-21T12:55:35.991590] [INFO ] [CONFIGURE ] DLB: Improvement over baseline: 10.00% [2025-11-21T12:55:35.991626] [INFO ] [CONFIGURE ] DLB: Total time: 1.0 minutes [2025-11-21T12:55:35.991682] [INFO ] [CONFIGURE ] DLB: Average time per feature: 2.2 seconds [2025-11-21T12:55:35.991728] [INFO ] [CONFIGURE ] DLB: Average speed: 0.46 features/sec [2025-11-21T12:55:35.992126] [INFO ] [LOCAL ] Saved configuration for DLB: 1 features, 80.00% accuracy -> ./output/feature-sets/DLB.json [2025-11-21T12:55:35.992184] [INFO ] [CONFIGURE ] DLB: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T12:55:35.992231] [INFO ] [sig ] [449/723] Successfully configured DLB | 0.01 sym/s | Total: 10.4h | ETA: 6.3h [2025-11-21T12:55:35.992273] [INFO ] [sig ] [450/723] Configuring DLNG... [2025-11-21T12:55:35.992313] [INFO ] [CONFIGURE ] DLNG: Configurate test run. [2025-11-21T12:55:35.992348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-11-21T12:55:36.069732] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DLNG'. [2025-11-21T12:55:36.070088] [INFO ] [CONFIGURE ] DLNG: Testing with 29 available features [2025-11-21T12:55:36.070152] [INFO ] [CONFIGURE ] DLNG: Establishing baseline with no features... [2025-11-21T12:55:36.240313] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:36.413370] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:55:36.581813] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:55:36.751185] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:55:36.915270] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:37.084840] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:55:37.258247] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:55:37.426941] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:37.593799] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:55:37.760804] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:55:37.760963] [INFO ] [CONFIGURE ] DLNG: Baseline score (no features): 30.00% [2025-11-21T12:55:37.761012] [INFO ] [CONFIGURE ] DLNG: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:55:37.761059] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:55:37.964052] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:38.179780] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:55:38.383585] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:38.590389] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:55:38.809440] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:39.023181] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:55:39.238150] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:55:39.442252] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:39.646781] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:55:39.850487] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:55:39.850672] [INFO ] [CONFIGURE ] DLNG: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T12:55:39.850743] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8081 tests [2025-11-21T12:55:39.850915] [INFO ] [CONFIGURE ] DLNG: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:55:39.850994] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T12:55:40.089065] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:40.326777] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:55:40.564036] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:40.802385] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:55:41.038949] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:41.273593] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:55:41.515436] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:55:41.751871] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:41.987529] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:55:42.224804] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:55:42.224969] [INFO ] [CONFIGURE ] DLNG: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T12:55:42.225026] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8080 tests [2025-11-21T12:55:42.225071] [INFO ] [CONFIGURE ] DLNG: Testing feature 3/29: add_daily_returns [2025-11-21T12:55:42.225115] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:55:42.472927] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:42.727404] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:42.981048] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:43.233269] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:55:43.521318] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:43.809830] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:55:44.093505] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:55:44.350120] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:44.639617] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:55:44.892868] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:55:44.893062] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:55:44.893118] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8079 tests [2025-11-21T12:55:44.893167] [INFO ] [CONFIGURE ] DLNG: Testing feature 4/29: add_ema [2025-11-21T12:55:44.893210] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T12:55:45.187488] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:45.492326] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:45.799659] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:46.101412] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:55:46.401505] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:46.700710] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:55:47.006492] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:55:47.321269] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:47.624151] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:55:47.937608] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:55:47.937826] [INFO ] [CONFIGURE ] DLNG: KEPT add_ema (score: 60.00%) [2025-11-21T12:55:47.937894] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8078 tests [2025-11-21T12:55:47.937950] [INFO ] [CONFIGURE ] DLNG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:55:47.937998] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:55:48.260845] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:48.588552] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:55:48.908615] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:49.232304] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:55:49.553473] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:49.888533] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:55:50.219030] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:55:50.566273] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:50.906565] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:55:51.244951] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:55:51.245138] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T12:55:51.245194] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8077 tests [2025-11-21T12:55:51.245241] [INFO ] [CONFIGURE ] DLNG: Testing feature 6/29: add_failed_moves [2025-11-21T12:55:51.245283] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T12:55:51.542730] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:51.844819] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:55:52.150730] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:52.450723] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:55:52.762976] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:55:53.073419] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:55:53.391677] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:55:53.699328] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:54.017384] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:55:54.317827] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:55:54.317997] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T12:55:54.318053] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8076 tests [2025-11-21T12:55:54.318099] [INFO ] [CONFIGURE ] DLNG: Testing feature 7/29: add_lag_shelf [2025-11-21T12:55:54.318142] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T12:55:54.608233] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:54.895813] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:55:55.193069] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:55.477772] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:55:55.766816] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:56.056198] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:55:56.347907] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:55:56.641463] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:55:56.942420] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:55:57.237389] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:55:57.237580] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:55:57.237668] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8075 tests [2025-11-21T12:55:57.237717] [INFO ] [CONFIGURE ] DLNG: Testing feature 8/29: add_macd [2025-11-21T12:55:57.237761] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T12:55:57.626317] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:55:57.994803] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:55:58.373386] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:55:58.745014] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:55:59.117232] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:55:59.499851] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:55:59.874602] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:00.254197] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:00.635233] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:01.746683] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:01.746904] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_macd (score: 50.00%) [2025-11-21T12:56:01.746956] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8074 tests [2025-11-21T12:56:01.747006] [INFO ] [CONFIGURE ] DLNG: Testing feature 9/29: add_mfi [2025-11-21T12:56:01.747074] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T12:56:02.222798] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:02.561498] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:02.903414] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:03.238669] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:03.569660] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:03.898148] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:04.225087] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:04.576060] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:04.910968] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:05.252824] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:05.253020] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_mfi (score: 60.00%) [2025-11-21T12:56:05.253079] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8073 tests [2025-11-21T12:56:05.253119] [INFO ] [CONFIGURE ] DLNG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:56:05.253195] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:56:05.674725] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:06.101028] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:56:06.526383] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:06.967560] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:07.406424] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:07.851424] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:08.281790] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:08.711668] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:09.137605] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:56:09.548310] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:09.548518] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T12:56:09.548575] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8072 tests [2025-11-21T12:56:09.548623] [INFO ] [CONFIGURE ] DLNG: Testing feature 11/29: add_obv_daily [2025-11-21T12:56:09.548687] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T12:56:09.882778] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:56:10.235506] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:56:10.573043] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:10.914626] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:11.268698] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:11.606588] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:11.912282] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:12.228874] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:12.555781] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:56:12.879424] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:12.879608] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T12:56:12.879688] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8071 tests [2025-11-21T12:56:12.879736] [INFO ] [CONFIGURE ] DLNG: Testing feature 12/29: add_obv_interval [2025-11-21T12:56:12.879781] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T12:56:13.176270] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:13.470958] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:56:13.772231] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:14.076159] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:14.375305] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:14.671429] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:14.976874] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:15.281220] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:15.583189] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:15.893375] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:56:15.893578] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T12:56:15.893667] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8070 tests [2025-11-21T12:56:15.893720] [INFO ] [CONFIGURE ] DLNG: Testing feature 13/29: add_opening_strength [2025-11-21T12:56:15.893766] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:56:16.254703] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:16.617693] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:16.966982] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:17.314190] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:17.652128] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:17.991892] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:56:18.337012] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:18.684754] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:19.033544] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:19.384825] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:19.385032] [INFO ] [CONFIGURE ] DLNG: KEPT add_opening_strength (score: 70.00%) [2025-11-21T12:56:19.385093] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8069 tests [2025-11-21T12:56:19.385145] [INFO ] [CONFIGURE ] DLNG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:56:19.385189] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T12:56:19.780810] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:20.178239] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:20.557814] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:20.953254] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:21.346708] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:21.748205] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:22.189524] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:22.687339] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:23.172221] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:56:23.571809] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:56:23.572021] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T12:56:23.572083] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8068 tests [2025-11-21T12:56:23.572132] [INFO ] [CONFIGURE ] DLNG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:56:23.572181] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T12:56:23.925268] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:24.290063] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:24.634363] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:24.988905] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:25.340838] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:25.685266] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:26.026106] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:26.364196] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:26.699598] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:27.062846] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:56:27.063500] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T12:56:27.063576] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8067 tests [2025-11-21T12:56:27.063628] [INFO ] [CONFIGURE ] DLNG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:56:27.063695] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T12:56:27.396242] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:27.723366] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:28.053493] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:28.393249] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:28.726668] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:56:29.058860] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:29.408888] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:29.748504] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:30.085240] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:56:30.418858] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:56:30.419043] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T12:56:30.419100] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8066 tests [2025-11-21T12:56:30.419147] [INFO ] [CONFIGURE ] DLNG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:56:30.419189] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T12:56:30.784394] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:31.144613] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:31.550526] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:31.907120] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:32.260222] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:32.613264] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:32.964087] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:33.319843] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:33.668930] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:34.052737] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:34.052952] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:56:34.053025] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8065 tests [2025-11-21T12:56:34.053094] [INFO ] [CONFIGURE ] DLNG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:56:34.053159] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T12:56:34.425388] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:34.766737] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:35.131033] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:35.482532] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:35.822557] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:56:36.168442] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:36.508824] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:56:36.851867] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:37.215148] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:56:37.552899] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:37.553075] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T12:56:37.553131] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8064 tests [2025-11-21T12:56:37.553176] [INFO ] [CONFIGURE ] DLNG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:56:37.553218] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T12:56:37.858980] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:38.163360] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:38.478081] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:38.790663] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:39.099464] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:39.408724] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:56:39.738522] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:56:40.059368] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:40.369016] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:40.673276] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:40.673459] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T12:56:40.673514] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8063 tests [2025-11-21T12:56:40.673565] [INFO ] [CONFIGURE ] DLNG: Testing feature 20/29: add_price_rejection [2025-11-21T12:56:40.673608] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T12:56:41.025704] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:41.393927] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:41.762306] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:42.125545] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:56:42.488283] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:42.858347] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:43.230903] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:56:43.603011] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:56:43.966602] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:56:44.330867] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:44.331040] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T12:56:44.331096] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8062 tests [2025-11-21T12:56:44.331142] [INFO ] [CONFIGURE ] DLNG: Testing feature 21/29: add_range_position [2025-11-21T12:56:44.331185] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T12:56:44.673499] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:56:45.018352] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:45.352143] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:45.719003] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:46.064363] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:56:46.429950] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:46.810270] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:56:47.177938] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:56:47.522779] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:47.863617] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:47.863812] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T12:56:47.863869] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8061 tests [2025-11-21T12:56:47.863916] [INFO ] [CONFIGURE ] DLNG: Testing feature 22/29: add_realized_volatility [2025-11-21T12:56:47.863964] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T12:56:48.310109] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:48.750130] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:49.222554] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:49.695603] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:50.151691] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:56:50.598435] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:51.036243] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:56:51.492128] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:51.947621] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:56:52.386601] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:52.386821] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T12:56:52.386879] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8060 tests [2025-11-21T12:56:52.386926] [INFO ] [CONFIGURE ] DLNG: Testing feature 23/29: add_recent_range_context [2025-11-21T12:56:52.386968] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T12:56:52.722822] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:53.059213] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:56:53.396128] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:53.734988] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:54.079274] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:56:54.415994] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:56:54.756259] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:56:55.102818] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:55.448155] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:56:55.790212] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:56:55.790403] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T12:56:55.790460] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8059 tests [2025-11-21T12:56:55.790508] [INFO ] [CONFIGURE ] DLNG: Testing feature 24/29: add_rsi [2025-11-21T12:56:55.790551] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_rsi'] [2025-11-21T12:56:56.136825] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:56.482697] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:56:56.828100] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:56:57.170032] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:56:57.513592] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:56:57.885134] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:56:58.239223] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:56:58.607826] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:56:58.971268] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:56:59.332576] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:56:59.332785] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_rsi (score: 40.00%) [2025-11-21T12:56:59.332846] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8058 tests [2025-11-21T12:56:59.332894] [INFO ] [CONFIGURE ] DLNG: Testing feature 25/29: add_tick_distribution [2025-11-21T12:56:59.332950] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T12:56:59.649963] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:56:59.959076] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:00.974839] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:57:01.340119] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:01.663036] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:57:01.985530] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:02.302233] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:57:02.621135] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:57:02.969672] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:03.308090] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:57:03.308313] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:57:03.308374] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8057 tests [2025-11-21T12:57:03.308423] [INFO ] [CONFIGURE ] DLNG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:57:03.308505] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T12:57:03.645683] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:57:04.010820] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:57:04.377337] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:57:04.718580] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:05.065269] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T12:57:05.406331] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:05.756249] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:57:06.117573] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:57:06.464949] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:06.806188] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:06.806367] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T12:57:06.806425] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8056 tests [2025-11-21T12:57:06.806474] [INFO ] [CONFIGURE ] DLNG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:57:06.806519] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T12:57:07.167953] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:57:07.527160] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:07.891623] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:57:08.256532] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:08.613301] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:57:08.975783] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:57:09.368102] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:57:09.868170] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:57:10.365114] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:57:10.767882] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:10.768067] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T12:57:10.768124] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8055 tests [2025-11-21T12:57:10.768170] [INFO ] [CONFIGURE ] DLNG: Testing feature 28/29: add_volume_profile [2025-11-21T12:57:10.768214] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T12:57:11.089535] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:57:11.413986] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:11.739069] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:57:12.066195] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:57:12.388990] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:57:12.715948] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:13.046897] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T12:57:13.369316] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:57:13.695440] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:57:14.034975] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:14.035169] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T12:57:14.035226] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8054 tests [2025-11-21T12:57:14.035273] [INFO ] [CONFIGURE ] DLNG: Testing feature 29/29: add_vwap [2025-11-21T12:57:14.035326] [INFO ] [CONFIGURE ] DLNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T12:57:14.369035] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:57:14.721014] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:15.047816] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:57:15.383163] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:15.732314] [DEBUG] [FORECASTER] DLNG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T12:57:16.067428] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:57:16.437434] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T12:57:16.812513] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:57:17.156154] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:57:17.511471] [DEBUG] [FORECASTER] DLNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:57:17.511680] [INFO ] [CONFIGURE ] DLNG: DISCARDED add_vwap (score: 70.00%) [2025-11-21T12:57:17.511745] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8053 tests [2025-11-21T12:57:17.511794] [INFO ] [CONFIGURE ] DLNG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:57:17.511835] [INFO ] [CONFIGURE ] DLNG: Best accuracy: 70.00% [2025-11-21T12:57:17.511878] [INFO ] [CONFIGURE ] DLNG: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:57:17.511920] [INFO ] [CONFIGURE ] DLNG: Improvement over baseline: 40.00% [2025-11-21T12:57:17.511958] [INFO ] [CONFIGURE ] DLNG: Total time: 1.7 minutes [2025-11-21T12:57:17.511995] [INFO ] [CONFIGURE ] DLNG: Average time per feature: 3.4 seconds [2025-11-21T12:57:17.512032] [INFO ] [CONFIGURE ] DLNG: Average speed: 0.29 features/sec [2025-11-21T12:57:17.512358] [INFO ] [LOCAL ] Saved configuration for DLNG: 5 features, 70.00% accuracy -> ./output/feature-sets/DLNG.json [2025-11-21T12:57:17.512417] [INFO ] [CONFIGURE ] DLNG: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-11-21T12:57:17.512507] [INFO ] [sig ] [450/723] Successfully configured DLNG | 0.01 sym/s | Total: 10.4h | ETA: 6.3h [2025-11-21T12:57:17.512575] [INFO ] [sig ] [451/723] Configuring DLR... [2025-11-21T12:57:17.512620] [INFO ] [CONFIGURE ] DLR: Configurate test run. [2025-11-21T12:57:17.512680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'. [2025-11-21T12:57:17.589394] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DLR'. [2025-11-21T12:57:17.589802] [INFO ] [CONFIGURE ] DLR: Testing with 29 available features [2025-11-21T12:57:17.589871] [INFO ] [CONFIGURE ] DLR: Establishing baseline with no features... [2025-11-21T12:57:17.777222] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:17.955603] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:18.127574] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:18.300954] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:18.481596] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:57:18.654219] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:18.829177] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:19.003521] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:19.174858] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:19.349136] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:57:19.349304] [INFO ] [CONFIGURE ] DLR: Baseline score (no features): 40.00% [2025-11-21T12:57:19.349352] [INFO ] [CONFIGURE ] DLR: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:57:19.349392] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:57:19.563796] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:57:19.772227] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:57:19.988406] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:20.200104] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:20.405059] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:20.608411] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:57:20.814621] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:57:21.022515] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:21.231611] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:21.439509] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:21.439691] [INFO ] [CONFIGURE ] DLR: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T12:57:21.439761] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8052 tests [2025-11-21T12:57:21.439813] [INFO ] [CONFIGURE ] DLR: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:57:21.439861] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:57:21.650858] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T12:57:21.861449] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:22.082105] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:57:22.295222] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:22.507179] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:57:22.720891] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:22.931947] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:23.152452] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:57:23.367103] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:23.586681] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:57:23.586843] [INFO ] [CONFIGURE ] DLR: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T12:57:23.586891] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8051 tests [2025-11-21T12:57:23.586929] [INFO ] [CONFIGURE ] DLR: Testing feature 3/29: add_daily_returns [2025-11-21T12:57:23.586963] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_daily_returns'] [2025-11-21T12:57:23.773094] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:23.958770] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:24.144608] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:24.330557] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:24.519397] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:24.710935] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:24.904246] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:25.092390] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:25.280194] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:25.466843] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:25.467014] [INFO ] [CONFIGURE ] DLR: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T12:57:25.467075] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8050 tests [2025-11-21T12:57:25.467113] [INFO ] [CONFIGURE ] DLR: Testing feature 4/29: add_ema [2025-11-21T12:57:25.467148] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_ema'] [2025-11-21T12:57:25.692251] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:25.913970] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:26.131331] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:26.351602] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:26.573899] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:26.796453] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:27.028363] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:27.262486] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:27.499301] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:27.735372] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:27.735621] [INFO ] [CONFIGURE ] DLR: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:57:27.735713] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8049 tests [2025-11-21T12:57:27.735790] [INFO ] [CONFIGURE ] DLR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:57:27.735867] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:57:27.965368] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:28.187447] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:28.432311] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:28.656017] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:57:28.894508] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:29.116159] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:29.336737] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:29.564218] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:29.795144] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:30.016535] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:30.016756] [INFO ] [CONFIGURE ] DLR: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T12:57:30.016814] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8048 tests [2025-11-21T12:57:30.016863] [INFO ] [CONFIGURE ] DLR: Testing feature 6/29: add_failed_moves [2025-11-21T12:57:30.016908] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T12:57:30.250471] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:30.472168] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:30.708396] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:30.944613] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:57:31.180025] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:31.437874] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:31.692803] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:31.926117] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:32.161221] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:32.399456] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:57:32.399637] [INFO ] [CONFIGURE ] DLR: KEPT add_failed_moves (score: 60.00%) [2025-11-21T12:57:32.399716] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8047 tests [2025-11-21T12:57:32.399766] [INFO ] [CONFIGURE ] DLR: Testing feature 7/29: add_lag_shelf [2025-11-21T12:57:32.399833] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T12:57:32.634464] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:32.866564] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:33.097451] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:33.332613] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:57:33.563824] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:33.799464] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:34.036194] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:34.275139] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:34.512272] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:34.749511] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:57:34.749705] [INFO ] [CONFIGURE ] DLR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T12:57:34.749763] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8046 tests [2025-11-21T12:57:34.749835] [INFO ] [CONFIGURE ] DLR: Testing feature 8/29: add_macd [2025-11-21T12:57:34.749882] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T12:57:35.049790] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:35.343552] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:35.635462] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:35.933210] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:36.229016] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:57:36.525944] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:36.831673] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:37.132825] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:37.433751] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:37.734932] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:37.735123] [INFO ] [CONFIGURE ] DLR: DISCARDED add_macd (score: 30.00%) [2025-11-21T12:57:37.735179] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8045 tests [2025-11-21T12:57:37.735226] [INFO ] [CONFIGURE ] DLR: Testing feature 9/29: add_mfi [2025-11-21T12:57:37.735275] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T12:57:37.973549] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:38.212504] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:38.455913] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:38.698997] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:57:38.937215] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:39.155107] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:39.391764] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:39.628822] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:39.865688] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:40.106572] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:40.106859] [INFO ] [CONFIGURE ] DLR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T12:57:40.106921] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8044 tests [2025-11-21T12:57:40.106968] [INFO ] [CONFIGURE ] DLR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:57:40.107011] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:57:40.436431] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:40.763169] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:41.097517] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:41.426746] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:57:41.761161] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:42.095495] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:42.434305] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:42.779125] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:43.128460] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:43.485626] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:43.485835] [INFO ] [CONFIGURE ] DLR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:57:43.485895] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8043 tests [2025-11-21T12:57:43.485942] [INFO ] [CONFIGURE ] DLR: Testing feature 11/29: add_obv_daily [2025-11-21T12:57:43.485987] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T12:57:43.744217] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:43.997515] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:44.253460] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:44.520482] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:57:44.777744] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:57:45.042004] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:45.305711] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:45.578121] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:45.836069] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:46.105754] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:46.105977] [INFO ] [CONFIGURE ] DLR: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T12:57:46.106040] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8042 tests [2025-11-21T12:57:46.106091] [INFO ] [CONFIGURE ] DLR: Testing feature 12/29: add_obv_interval [2025-11-21T12:57:46.106140] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T12:57:46.379757] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:46.622118] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:46.879796] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:47.130423] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:47.380520] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:57:47.629626] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:47.874586] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:48.119753] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:57:48.366270] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:48.613750] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:48.613928] [INFO ] [CONFIGURE ] DLR: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T12:57:48.613985] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8041 tests [2025-11-21T12:57:48.614032] [INFO ] [CONFIGURE ] DLR: Testing feature 13/29: add_opening_strength [2025-11-21T12:57:48.614135] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:57:48.870824] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:49.133687] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:49.395408] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:49.653342] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:49.911996] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:50.171545] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:50.428747] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:50.689874] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:50.951206] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:51.213002] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:51.213175] [INFO ] [CONFIGURE ] DLR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T12:57:51.213232] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8040 tests [2025-11-21T12:57:51.213276] [INFO ] [CONFIGURE ] DLR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:57:51.213318] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T12:57:51.473536] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:51.739525] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:51.999578] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:52.263100] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:52.525676] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:52.789211] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:53.051805] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:53.311556] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:53.572215] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:53.834474] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:53.834724] [INFO ] [CONFIGURE ] DLR: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T12:57:53.834802] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8039 tests [2025-11-21T12:57:53.834875] [INFO ] [CONFIGURE ] DLR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:57:53.834938] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T12:57:54.076705] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:54.304989] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:57:54.546259] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:54.773429] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:55.008266] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:55.249115] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:55.495892] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:55.734763] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:55.971339] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:56.205715] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:57:56.205894] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T12:57:56.205951] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8038 tests [2025-11-21T12:57:56.205998] [INFO ] [CONFIGURE ] DLR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:57:56.206041] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T12:57:56.473310] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:56.731369] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:56.990241] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:57.249164] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:57:57.510904] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:57:57.770437] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:57:58.027562] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:57:58.295541] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:57:58.555618] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:57:58.839725] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:57:58.839936] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T12:57:58.839997] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8037 tests [2025-11-21T12:57:58.840042] [INFO ] [CONFIGURE ] DLR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:57:58.840089] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T12:57:59.123020] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:57:59.410472] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:57:59.691168] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:57:59.974499] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:58:00.965245] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:01.391218] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:01.660400] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:01.928704] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:02.192292] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:02.452270] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:02.452457] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T12:58:02.452519] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8036 tests [2025-11-21T12:58:02.452568] [INFO ] [CONFIGURE ] DLR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:58:02.452614] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T12:58:02.681720] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:02.911390] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:03.136382] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:03.362988] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:58:03.604198] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:03.847222] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:04.090291] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:04.337464] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:04.583137] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:04.812749] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:04.812929] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T12:58:04.812986] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8035 tests [2025-11-21T12:58:04.813033] [INFO ] [CONFIGURE ] DLR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:58:04.813070] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T12:58:05.050964] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:05.301792] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:05.548962] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:05.802483] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:58:06.066212] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:58:06.345839] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:06.618397] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:06.873456] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:07.107969] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:07.346825] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:07.346992] [INFO ] [CONFIGURE ] DLR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T12:58:07.347063] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8034 tests [2025-11-21T12:58:07.347111] [INFO ] [CONFIGURE ] DLR: Testing feature 20/29: add_price_rejection [2025-11-21T12:58:07.347147] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T12:58:07.590042] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:07.859257] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:08.106693] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:08.349930] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:58:08.593410] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:08.841263] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:09.087140] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:09.360560] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:09.630274] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:09.900177] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:09.900359] [INFO ] [CONFIGURE ] DLR: KEPT add_price_rejection (score: 70.00%) [2025-11-21T12:58:09.900416] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8033 tests [2025-11-21T12:58:09.900461] [INFO ] [CONFIGURE ] DLR: Testing feature 21/29: add_range_position [2025-11-21T12:58:09.900503] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection', 'add_range_position'] [2025-11-21T12:58:10.226097] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:10.547124] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:10.879084] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:11.215282] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:58:11.525728] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:11.825553] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:12.111457] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:12.404518] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:12.733398] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:13.057852] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:13.058054] [INFO ] [CONFIGURE ] DLR: DISCARDED add_range_position (score: 50.00%) [2025-11-21T12:58:13.058114] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8032 tests [2025-11-21T12:58:13.058160] [INFO ] [CONFIGURE ] DLR: Testing feature 22/29: add_realized_volatility [2025-11-21T12:58:13.058201] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection', 'add_realized_volatility'] [2025-11-21T12:58:13.471268] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:13.842520] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:14.211153] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:14.582625] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:58:14.955703] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:15.332480] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:15.708507] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:16.090185] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:16.503447] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:17.073013] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:58:17.073290] [INFO ] [CONFIGURE ] DLR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T12:58:17.073373] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8031 tests [2025-11-21T12:58:17.073442] [INFO ] [CONFIGURE ] DLR: Testing feature 23/29: add_recent_range_context [2025-11-21T12:58:17.073495] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection', 'add_recent_range_context'] [2025-11-21T12:58:17.480033] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:17.772149] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:18.061497] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:18.336215] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:58:18.612469] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:18.886038] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:19.163371] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:19.487895] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:19.784206] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:20.063411] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:20.063637] [INFO ] [CONFIGURE ] DLR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T12:58:20.063721] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8030 tests [2025-11-21T12:58:20.063771] [INFO ] [CONFIGURE ] DLR: Testing feature 24/29: add_rsi [2025-11-21T12:58:20.063813] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-21T12:58:20.383538] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:20.697911] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:21.016262] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:21.323038] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:58:21.633308] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:21.950080] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:22.263598] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:22.583092] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:22.896584] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:23.209749] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:23.209928] [INFO ] [CONFIGURE ] DLR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T12:58:23.209985] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8029 tests [2025-11-21T12:58:23.210033] [INFO ] [CONFIGURE ] DLR: Testing feature 25/29: add_tick_distribution [2025-11-21T12:58:23.210078] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution'] [2025-11-21T12:58:23.475396] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:23.752586] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:24.022098] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:24.291072] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:58:24.559636] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:24.823867] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:25.094093] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:25.365861] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:25.635690] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:25.904167] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:25.904347] [INFO ] [CONFIGURE ] DLR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T12:58:25.904402] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8028 tests [2025-11-21T12:58:25.904448] [INFO ] [CONFIGURE ] DLR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:58:25.904491] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T12:58:26.164634] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:26.423499] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:26.682985] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:26.939188] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T12:58:27.200998] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:27.461593] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:27.718943] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:27.977909] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:28.237934] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:28.500226] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:58:28.500427] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T12:58:28.500485] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8027 tests [2025-11-21T12:58:28.500532] [INFO ] [CONFIGURE ] DLR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:58:28.500575] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T12:58:28.796351] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:29.102537] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:29.400230] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:29.719238] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:58:30.031042] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:30.329459] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:30.621973] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:30.915232] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:31.206058] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:31.498882] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:58:31.499056] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T12:58:31.499113] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8026 tests [2025-11-21T12:58:31.499158] [INFO ] [CONFIGURE ] DLR: Testing feature 28/29: add_volume_profile [2025-11-21T12:58:31.499205] [INFO ] [CONFIGURE ] DLR: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection', 'add_volume_profile'] [2025-11-21T12:58:31.809810] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:58:32.089097] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:32.374574] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T12:58:32.657108] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T12:58:32.941410] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:58:33.219499] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:33.498611] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:33.782115] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:58:34.077672] [DEBUG] [FORECASTER] DLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:58:34.360789] [DEBUG] [FORECASTER] DLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:34.360996] [INFO ] [CONFIGURE ] DLR: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T12:58:34.361054] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8025 tests [2025-11-21T12:58:34.361104] [INFO ] [CONFIGURE ] DLR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:58:34.361147] [INFO ] [CONFIGURE ] DLR: Best accuracy: 70.00% [2025-11-21T12:58:34.361190] [INFO ] [CONFIGURE ] DLR: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T12:58:34.361232] [INFO ] [CONFIGURE ] DLR: Improvement over baseline: 30.00% [2025-11-21T12:58:34.361274] [INFO ] [CONFIGURE ] DLR: Total time: 1.3 minutes [2025-11-21T12:58:34.361315] [INFO ] [CONFIGURE ] DLR: Average time per feature: 2.7 seconds [2025-11-21T12:58:34.361353] [INFO ] [CONFIGURE ] DLR: Average speed: 0.39 features/sec [2025-11-21T12:58:34.361808] [INFO ] [LOCAL ] Saved configuration for DLR: 4 features, 70.00% accuracy -> ./output/feature-sets/DLR.json [2025-11-21T12:58:34.361866] [INFO ] [CONFIGURE ] DLR: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T12:58:34.361916] [INFO ] [sig ] [451/723] Successfully configured DLR | 0.01 sym/s | Total: 10.4h | ETA: 6.3h [2025-11-21T12:58:34.361961] [INFO ] [sig ] [452/723] Configuring DLX... [2025-11-21T12:58:34.362003] [INFO ] [CONFIGURE ] DLX: Configurate test run. [2025-11-21T12:58:34.362043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-11-21T12:58:34.439949] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DLX'. [2025-11-21T12:58:34.440308] [INFO ] [CONFIGURE ] DLX: Testing with 29 available features [2025-11-21T12:58:34.440374] [INFO ] [CONFIGURE ] DLX: Establishing baseline with no features... [2025-11-21T12:58:34.638730] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:34.830254] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:35.025487] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:35.198876] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:35.371914] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:35.545970] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:35.723628] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:35.898975] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:36.077417] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:36.265913] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:36.266094] [INFO ] [CONFIGURE ] DLX: Baseline score (no features): 70.00% [2025-11-21T12:58:36.266141] [INFO ] [CONFIGURE ] DLX: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:58:36.266178] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:58:36.472784] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:36.685343] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:36.890113] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:37.095624] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:37.303096] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:37.527897] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:37.737090] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:37.952187] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:38.163406] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:38.374799] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:38.374965] [INFO ] [CONFIGURE ] DLX: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T12:58:38.375013] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8024 tests [2025-11-21T12:58:38.375050] [INFO ] [CONFIGURE ] DLX: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:58:38.375084] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:58:38.585502] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:58:38.797996] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:39.009464] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:39.222785] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:39.436018] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:58:39.646580] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:39.859024] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:40.072522] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:40.289026] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:40.502987] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:58:40.503148] [INFO ] [CONFIGURE ] DLX: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T12:58:40.503195] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8023 tests [2025-11-21T12:58:40.503232] [INFO ] [CONFIGURE ] DLX: Testing feature 3/29: add_daily_returns [2025-11-21T12:58:40.503266] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_daily_returns'] [2025-11-21T12:58:40.688424] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:58:40.891034] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:41.079785] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:41.264259] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:41.460638] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:41.647932] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:41.837514] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:42.025848] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:42.212328] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:42.402902] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:42.403266] [INFO ] [CONFIGURE ] DLX: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T12:58:42.403372] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8022 tests [2025-11-21T12:58:42.403463] [INFO ] [CONFIGURE ] DLX: Testing feature 4/29: add_ema [2025-11-21T12:58:42.403539] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_ema'] [2025-11-21T12:58:42.625311] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:42.840626] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:43.066286] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:43.283115] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:58:43.500699] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:43.718876] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:43.937844] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:44.156071] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:44.381510] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:44.598486] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:58:44.598706] [INFO ] [CONFIGURE ] DLX: DISCARDED add_ema (score: 70.00%) [2025-11-21T12:58:44.598800] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8021 tests [2025-11-21T12:58:44.598870] [INFO ] [CONFIGURE ] DLX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:58:44.598918] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:58:44.822040] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:45.048019] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:45.272015] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:45.494536] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:45.716858] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:45.947857] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:58:46.178557] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:46.414731] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:46.649922] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:46.894219] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:58:46.894409] [INFO ] [CONFIGURE ] DLX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T12:58:46.894488] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8020 tests [2025-11-21T12:58:46.894561] [INFO ] [CONFIGURE ] DLX: Testing feature 6/29: add_failed_moves [2025-11-21T12:58:46.894609] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_failed_moves'] [2025-11-21T12:58:47.086356] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:47.268938] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:47.452488] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:47.640713] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:47.823715] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:48.010840] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:48.195109] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:48.379507] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:48.564303] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:48.748764] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:48.748966] [INFO ] [CONFIGURE ] DLX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T12:58:48.749026] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8019 tests [2025-11-21T12:58:48.749076] [INFO ] [CONFIGURE ] DLX: Testing feature 7/29: add_lag_shelf [2025-11-21T12:58:48.749121] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_lag_shelf'] [2025-11-21T12:58:48.918788] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:49.087802] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:49.262905] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:49.438094] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:49.608995] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:49.779850] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:49.950542] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:50.124205] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:50.299276] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:50.471140] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:50.471294] [INFO ] [CONFIGURE ] DLX: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T12:58:50.471340] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8018 tests [2025-11-21T12:58:50.471376] [INFO ] [CONFIGURE ] DLX: Testing feature 8/29: add_macd [2025-11-21T12:58:50.471411] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T12:58:50.732151] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:50.993929] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:58:51.259187] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:51.520184] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:51.781552] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:58:52.045587] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:52.309632] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:52.574146] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:52.847611] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:53.116369] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:53.116577] [INFO ] [CONFIGURE ] DLX: DISCARDED add_macd (score: 50.00%) [2025-11-21T12:58:53.116634] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8017 tests [2025-11-21T12:58:53.116723] [INFO ] [CONFIGURE ] DLX: Testing feature 9/29: add_mfi [2025-11-21T12:58:53.116766] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi'] [2025-11-21T12:58:53.299875] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:58:53.483300] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:53.668274] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:53.852209] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:54.038085] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:54.225335] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:58:54.410889] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:54.601389] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:54.787733] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:54.974396] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:58:54.974567] [INFO ] [CONFIGURE ] DLX: KEPT add_mfi (score: 90.00%) [2025-11-21T12:58:54.974615] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8016 tests [2025-11-21T12:58:54.974674] [INFO ] [CONFIGURE ] DLX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T12:58:54.974739] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T12:58:55.262802] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:55.548269] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:55.835843] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:58:56.124076] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:56.448439] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:56.743606] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:57.042586] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:58:57.336431] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:57.635246] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:58:57.927813] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:58:57.928050] [INFO ] [CONFIGURE ] DLX: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T12:58:57.928110] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8015 tests [2025-11-21T12:58:57.928155] [INFO ] [CONFIGURE ] DLX: Testing feature 11/29: add_obv_daily [2025-11-21T12:58:57.928201] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T12:58:58.152093] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:58:58.367211] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:58:58.580801] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T12:58:58.796496] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:58:59.017421] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:58:59.236980] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:58:59.454198] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:58:59.668348] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:58:59.884114] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:00.107533] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:00.107730] [INFO ] [CONFIGURE ] DLX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T12:59:00.107792] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8014 tests [2025-11-21T12:59:00.107860] [INFO ] [CONFIGURE ] DLX: Testing feature 12/29: add_obv_interval [2025-11-21T12:59:00.107915] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T12:59:00.312490] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:59:01.155248] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:01.492034] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:01.690951] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:01.890361] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:02.092569] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:02.296788] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:02.496265] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:02.698340] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:02.903676] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:02.903845] [INFO ] [CONFIGURE ] DLX: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T12:59:02.903899] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8013 tests [2025-11-21T12:59:02.903949] [INFO ] [CONFIGURE ] DLX: Testing feature 13/29: add_opening_strength [2025-11-21T12:59:02.903989] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T12:59:03.126020] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:03.362500] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:03.589447] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:03.813246] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:04.069374] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:59:04.401012] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:04.749791] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:05.031609] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:05.279455] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:05.511211] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:59:05.511388] [INFO ] [CONFIGURE ] DLX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T12:59:05.511447] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8012 tests [2025-11-21T12:59:05.511496] [INFO ] [CONFIGURE ] DLX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T12:59:05.511564] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T12:59:05.729983] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:05.944669] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:06.171949] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:06.394683] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:06.622277] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:06.851615] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:59:07.086194] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:07.317101] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:07.555551] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:07.785960] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:59:07.786200] [INFO ] [CONFIGURE ] DLX: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T12:59:07.786278] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8011 tests [2025-11-21T12:59:07.786328] [INFO ] [CONFIGURE ] DLX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T12:59:07.786369] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T12:59:07.998968] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:59:08.208456] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:08.419751] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:08.626759] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:08.840948] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:09.047453] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:59:09.260774] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:09.473508] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:09.687274] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:09.899085] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:59:09.899262] [INFO ] [CONFIGURE ] DLX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T12:59:09.899319] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8010 tests [2025-11-21T12:59:09.899365] [INFO ] [CONFIGURE ] DLX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T12:59:09.899421] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T12:59:10.128470] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:10.373372] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:10.603732] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:10.834360] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:11.060417] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:11.308335] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:11.522624] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:11.738172] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:11.957353] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:12.171424] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:59:12.171604] [INFO ] [CONFIGURE ] DLX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T12:59:12.171679] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8009 tests [2025-11-21T12:59:12.171729] [INFO ] [CONFIGURE ] DLX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T12:59:12.171772] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T12:59:12.379062] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:12.597669] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:12.818162] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:13.036100] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:13.252443] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:13.474903] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:13.702409] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:13.960460] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:14.200954] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:14.415335] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:14.415505] [INFO ] [CONFIGURE ] DLX: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T12:59:14.415562] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8008 tests [2025-11-21T12:59:14.415607] [INFO ] [CONFIGURE ] DLX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T12:59:14.415669] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T12:59:14.616281] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:14.817400] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:15.016595] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:15.216373] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:15.417841] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:59:15.627089] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:15.827754] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:16.051929] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:16.265975] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:16.472952] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:59:16.473130] [INFO ] [CONFIGURE ] DLX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T12:59:16.473187] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8007 tests [2025-11-21T12:59:16.473236] [INFO ] [CONFIGURE ] DLX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T12:59:16.473279] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T12:59:16.670727] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:16.866696] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:17.062316] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:17.261235] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:17.458358] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:17.653122] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:17.848108] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:18.041691] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:18.237228] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:18.431447] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:18.431608] [INFO ] [CONFIGURE ] DLX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T12:59:18.431675] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8006 tests [2025-11-21T12:59:18.431740] [INFO ] [CONFIGURE ] DLX: Testing feature 20/29: add_price_rejection [2025-11-21T12:59:18.431788] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T12:59:18.645690] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:59:18.857163] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:19.070857] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:19.281118] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:19.515591] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:19.777157] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:59:20.017157] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:20.254348] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:20.494678] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:20.736630] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:20.736942] [INFO ] [CONFIGURE ] DLX: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T12:59:20.737002] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8005 tests [2025-11-21T12:59:20.737064] [INFO ] [CONFIGURE ] DLX: Testing feature 21/29: add_range_position [2025-11-21T12:59:20.737119] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T12:59:20.995902] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:59:21.251464] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:21.505144] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:21.739635] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:21.975612] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:22.211822] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:22.445404] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:22.682930] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:22.921956] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:23.157848] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:23.158098] [INFO ] [CONFIGURE ] DLX: DISCARDED add_range_position (score: 70.00%) [2025-11-21T12:59:23.158156] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8004 tests [2025-11-21T12:59:23.158204] [INFO ] [CONFIGURE ] DLX: Testing feature 22/29: add_realized_volatility [2025-11-21T12:59:23.158247] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T12:59:23.474550] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:59:23.811392] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:59:24.132103] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:24.451686] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:59:24.759663] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:25.089460] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:25.421953] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:25.736030] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:26.054870] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:26.413889] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:26.414081] [INFO ] [CONFIGURE ] DLX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T12:59:26.414143] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8003 tests [2025-11-21T12:59:26.414192] [INFO ] [CONFIGURE ] DLX: Testing feature 23/29: add_recent_range_context [2025-11-21T12:59:26.414258] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T12:59:26.651507] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:26.886679] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:27.117083] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:27.345028] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:27.574676] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:27.805991] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:28.032386] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:28.264753] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:28.495022] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:28.726725] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:28.726912] [INFO ] [CONFIGURE ] DLX: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T12:59:28.726969] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8002 tests [2025-11-21T12:59:28.727015] [INFO ] [CONFIGURE ] DLX: Testing feature 24/29: add_rsi [2025-11-21T12:59:28.727069] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T12:59:28.999684] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:29.245326] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:29.522150] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:29.794574] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:30.063500] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:30.335456] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:59:30.609700] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:30.881335] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:31.156660] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:31.431533] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:59:31.431740] [INFO ] [CONFIGURE ] DLX: DISCARDED add_rsi (score: 70.00%) [2025-11-21T12:59:31.431804] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8001 tests [2025-11-21T12:59:31.431852] [INFO ] [CONFIGURE ] DLX: Testing feature 25/29: add_tick_distribution [2025-11-21T12:59:31.431895] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T12:59:31.654882] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:59:31.879559] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:32.101430] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:32.322925] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:32.545677] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:32.768907] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:59:32.999861] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:33.226862] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:33.452238] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:33.679615] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:59:33.679841] [INFO ] [CONFIGURE ] DLX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T12:59:33.679901] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 8000 tests [2025-11-21T12:59:33.679949] [INFO ] [CONFIGURE ] DLX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T12:59:33.679993] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T12:59:33.899974] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:34.121214] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:59:34.353402] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:34.579178] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:34.805801] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:35.025597] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:59:35.243943] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:35.463241] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:35.687802] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:35.908021] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:35.908194] [INFO ] [CONFIGURE ] DLX: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T12:59:35.908251] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7999 tests [2025-11-21T12:59:35.908297] [INFO ] [CONFIGURE ] DLX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T12:59:35.908339] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T12:59:36.148550] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T12:59:36.386419] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:59:36.633671] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:36.878352] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:37.124208] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:37.371124] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:37.620839] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:37.876953] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:38.129127] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:38.381916] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T12:59:38.382099] [INFO ] [CONFIGURE ] DLX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T12:59:38.382157] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7998 tests [2025-11-21T12:59:38.382204] [INFO ] [CONFIGURE ] DLX: Testing feature 28/29: add_volume_profile [2025-11-21T12:59:38.382272] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T12:59:38.629510] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:59:38.866080] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T12:59:39.103276] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:39.334726] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:39.565379] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:39.804463] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T12:59:40.045390] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:40.286320] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:40.522252] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:40.765722] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:40.765918] [INFO ] [CONFIGURE ] DLX: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T12:59:40.765976] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7997 tests [2025-11-21T12:59:40.766023] [INFO ] [CONFIGURE ] DLX: Testing feature 29/29: add_vwap [2025-11-21T12:59:40.766069] [INFO ] [CONFIGURE ] DLX: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T12:59:41.004736] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T12:59:41.219626] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T12:59:41.439292] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T12:59:41.668550] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:41.914042] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:42.158011] [DEBUG] [FORECASTER] DLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:42.398067] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:42.641083] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:42.887132] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T12:59:43.111152] [DEBUG] [FORECASTER] DLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T12:59:43.111321] [INFO ] [CONFIGURE ] DLX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T12:59:43.111377] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7996 tests [2025-11-21T12:59:43.111423] [INFO ] [CONFIGURE ] DLX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T12:59:43.111496] [INFO ] [CONFIGURE ] DLX: Best accuracy: 90.00% [2025-11-21T12:59:43.111538] [INFO ] [CONFIGURE ] DLX: Best feature set (1 features): ['add_mfi'] [2025-11-21T12:59:43.111576] [INFO ] [CONFIGURE ] DLX: Improvement over baseline: 20.00% [2025-11-21T12:59:43.111612] [INFO ] [CONFIGURE ] DLX: Total time: 1.1 minutes [2025-11-21T12:59:43.111667] [INFO ] [CONFIGURE ] DLX: Average time per feature: 2.3 seconds [2025-11-21T12:59:43.111706] [INFO ] [CONFIGURE ] DLX: Average speed: 0.43 features/sec [2025-11-21T12:59:43.112209] [INFO ] [LOCAL ] Saved configuration for DLX: 1 features, 90.00% accuracy -> ./output/feature-sets/DLX.json [2025-11-21T12:59:43.112267] [INFO ] [CONFIGURE ] DLX: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T12:59:43.112316] [INFO ] [sig ] [452/723] Successfully configured DLX | 0.01 sym/s | Total: 10.4h | ETA: 6.3h [2025-11-21T12:59:43.112361] [INFO ] [sig ] [453/723] Configuring DLY... [2025-11-21T12:59:43.112400] [INFO ] [CONFIGURE ] DLY: Configurate test run. [2025-11-21T12:59:43.112441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-11-21T12:59:43.188822] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DLY'. [2025-11-21T12:59:43.189164] [INFO ] [CONFIGURE ] DLY: Testing with 29 available features [2025-11-21T12:59:43.189226] [INFO ] [CONFIGURE ] DLY: Establishing baseline with no features... [2025-11-21T12:59:43.356318] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:59:43.521302] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:59:43.689183] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:59:43.866196] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:59:44.039612] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:44.209901] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:44.380383] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:44.553625] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:59:44.732818] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:59:44.905099] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:59:44.905257] [INFO ] [CONFIGURE ] DLY: Baseline score (no features): 40.00% [2025-11-21T12:59:44.905321] [INFO ] [CONFIGURE ] DLY: Testing feature 1/29: add_bollinger_bands [2025-11-21T12:59:44.905361] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_bollinger_bands'] [2025-11-21T12:59:45.120241] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:59:45.328687] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T12:59:45.541629] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:59:45.739793] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:45.942021] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T12:59:46.149175] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:46.358408] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:46.558628] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:59:46.759772] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:59:46.963830] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:59:46.964022] [INFO ] [CONFIGURE ] DLY: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T12:59:46.964072] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7995 tests [2025-11-21T12:59:46.964108] [INFO ] [CONFIGURE ] DLY: Testing feature 2/29: add_cumulative_delta [2025-11-21T12:59:46.964143] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta'] [2025-11-21T12:59:47.177613] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:59:47.384668] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:59:47.592765] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:59:47.798517] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:59:48.009124] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:48.210559] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:48.424412] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T12:59:48.633393] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:48.841888] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:59:49.050422] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:59:49.050599] [INFO ] [CONFIGURE ] DLY: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T12:59:49.050667] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7994 tests [2025-11-21T12:59:49.050737] [INFO ] [CONFIGURE ] DLY: Testing feature 3/29: add_daily_returns [2025-11-21T12:59:49.050795] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T12:59:49.265922] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:59:49.491345] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:59:49.706707] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:59:49.923424] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:59:50.141448] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:50.362715] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:50.579236] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:50.801558] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:51.019180] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:59:51.228891] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:59:51.229056] [INFO ] [CONFIGURE ] DLY: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T12:59:51.229103] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7993 tests [2025-11-21T12:59:51.229141] [INFO ] [CONFIGURE ] DLY: Testing feature 4/29: add_ema [2025-11-21T12:59:51.229177] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T12:59:51.470982] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:59:51.716927] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:59:51.960099] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:59:52.205949] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T12:59:52.452346] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:52.696788] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:52.939445] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:53.182267] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:53.428245] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:59:53.691419] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:59:53.691614] [INFO ] [CONFIGURE ] DLY: DISCARDED add_ema (score: 40.00%) [2025-11-21T12:59:53.691748] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7992 tests [2025-11-21T12:59:53.691799] [INFO ] [CONFIGURE ] DLY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T12:59:53.691842] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T12:59:53.949025] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:59:54.201882] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:59:54.445533] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:59:54.695550] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:59:54.946728] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:55.190618] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:55.434256] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:55.677739] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T12:59:55.919255] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:59:56.169043] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:59:56.169241] [INFO ] [CONFIGURE ] DLY: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T12:59:56.169296] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7991 tests [2025-11-21T12:59:56.169402] [INFO ] [CONFIGURE ] DLY: Testing feature 6/29: add_failed_moves [2025-11-21T12:59:56.169449] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T12:59:56.399036] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:59:56.652089] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:59:56.961897] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:59:57.238348] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:59:57.450386] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:57.661329] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:57.872332] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T12:59:58.085567] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T12:59:58.301397] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T12:59:58.520756] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T12:59:58.520944] [INFO ] [CONFIGURE ] DLY: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T12:59:58.521027] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7990 tests [2025-11-21T12:59:58.521074] [INFO ] [CONFIGURE ] DLY: Testing feature 7/29: add_lag_shelf [2025-11-21T12:59:58.521117] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T12:59:58.728988] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T12:59:58.932049] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T12:59:59.137427] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T12:59:59.339555] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T12:59:59.537618] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T12:59:59.737895] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T12:59:59.949496] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:00:00.157982] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:00.357751] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:01.302194] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:01.302367] [INFO ] [CONFIGURE ] DLY: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T13:00:01.302414] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7989 tests [2025-11-21T13:00:01.302454] [INFO ] [CONFIGURE ] DLY: Testing feature 8/29: add_macd [2025-11-21T13:00:01.302491] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:00:01.813950] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:02.165304] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:02.490920] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:02.842395] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:03.224371] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:00:03.558532] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:03.892408] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:00:04.239008] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:04.579060] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:04.936219] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:04.936455] [INFO ] [CONFIGURE ] DLY: DISCARDED add_macd (score: 30.00%) [2025-11-21T13:00:04.936534] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7988 tests [2025-11-21T13:00:04.936585] [INFO ] [CONFIGURE ] DLY: Testing feature 9/29: add_mfi [2025-11-21T13:00:04.936629] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T13:00:05.178160] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:05.415878] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:05.659477] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:05.899173] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:06.137500] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:06.379228] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:06.625823] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:00:06.874965] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:07.121825] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:07.371013] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:07.371219] [INFO ] [CONFIGURE ] DLY: DISCARDED add_mfi (score: 50.00%) [2025-11-21T13:00:07.371299] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7987 tests [2025-11-21T13:00:07.371353] [INFO ] [CONFIGURE ] DLY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:00:07.371395] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:00:07.715885] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:08.052548] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:08.382831] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:08.713484] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:09.044144] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:09.377841] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:09.714549] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:10.042852] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:10.364563] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:10.697971] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:10.698224] [INFO ] [CONFIGURE ] DLY: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T13:00:10.698312] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7986 tests [2025-11-21T13:00:10.698385] [INFO ] [CONFIGURE ] DLY: Testing feature 11/29: add_obv_daily [2025-11-21T13:00:10.698454] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T13:00:10.940058] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:11.190417] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:11.438870] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:11.686063] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:11.955246] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:00:12.203897] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:12.458955] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:00:12.709486] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:12.962313] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:13.250188] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:13.250416] [INFO ] [CONFIGURE ] DLY: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T13:00:13.250511] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7985 tests [2025-11-21T13:00:13.250565] [INFO ] [CONFIGURE ] DLY: Testing feature 12/29: add_obv_interval [2025-11-21T13:00:13.250614] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T13:00:13.502057] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:13.736625] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:13.971219] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:14.216446] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:14.458818] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:14.723113] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:14.961950] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:15.201949] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:15.446114] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:15.684433] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:15.684612] [INFO ] [CONFIGURE ] DLY: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:00:15.684708] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7984 tests [2025-11-21T13:00:15.684762] [INFO ] [CONFIGURE ] DLY: Testing feature 13/29: add_opening_strength [2025-11-21T13:00:15.684848] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:00:15.948422] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:16.208897] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:16.471102] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:16.737733] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:17.003141] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:00:17.272440] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:00:17.546242] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:00:17.826566] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:18.111942] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:18.392235] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:18.392408] [INFO ] [CONFIGURE ] DLY: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T13:00:18.392466] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7983 tests [2025-11-21T13:00:18.392515] [INFO ] [CONFIGURE ] DLY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:00:18.392558] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T13:00:18.636751] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:18.895674] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:19.142453] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:19.388395] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:19.636296] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:19.888547] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:20.153311] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:20.421157] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:20.691913] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:20.951485] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:20.951681] [INFO ] [CONFIGURE ] DLY: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:00:20.951751] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7982 tests [2025-11-21T13:00:20.951802] [INFO ] [CONFIGURE ] DLY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:00:20.951848] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T13:00:21.189321] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:21.423637] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:21.656526] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:21.893139] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:22.131068] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:22.366760] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:22.611704] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:00:22.863508] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:23.120413] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:23.383567] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:23.383866] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:00:23.383916] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7981 tests [2025-11-21T13:00:23.383953] [INFO ] [CONFIGURE ] DLY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:00:23.383987] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T13:00:23.651262] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:23.896970] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:24.126012] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:24.356944] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:24.584677] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:24.816865] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:25.048272] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:25.290887] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:25.521245] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:25.755230] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:25.755409] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T13:00:25.755464] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7980 tests [2025-11-21T13:00:25.755511] [INFO ] [CONFIGURE ] DLY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:00:25.755552] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T13:00:25.982614] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:26.206043] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:26.435618] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:26.670423] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:26.894689] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:27.129772] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:00:27.360635] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:27.592407] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:27.828729] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:28.065997] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:28.066224] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:00:28.066284] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7979 tests [2025-11-21T13:00:28.066332] [INFO ] [CONFIGURE ] DLY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:00:28.066377] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T13:00:28.284787] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:28.496869] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:28.710217] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:28.926977] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:29.143730] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:29.368844] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:29.590763] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:29.815159] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:30.037728] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:30.259361] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:30.259605] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T13:00:30.259677] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7978 tests [2025-11-21T13:00:30.259768] [INFO ] [CONFIGURE ] DLY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:00:30.259819] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T13:00:30.484777] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:30.701088] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:30.917530] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:31.133262] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:31.348367] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:31.569142] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:31.786716] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:32.004792] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:32.243189] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:32.470357] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:32.470526] [INFO ] [CONFIGURE ] DLY: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T13:00:32.470573] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7977 tests [2025-11-21T13:00:32.470612] [INFO ] [CONFIGURE ] DLY: Testing feature 20/29: add_price_rejection [2025-11-21T13:00:32.470667] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T13:00:32.698399] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:32.934030] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:33.160730] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:33.387204] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:33.617794] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:33.845577] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:34.082552] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:34.318117] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:34.557611] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:34.798245] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:34.798420] [INFO ] [CONFIGURE ] DLY: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T13:00:34.798477] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7976 tests [2025-11-21T13:00:34.798523] [INFO ] [CONFIGURE ] DLY: Testing feature 21/29: add_range_position [2025-11-21T13:00:34.798562] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T13:00:35.039701] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:35.288842] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:35.528146] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:35.768664] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:36.008166] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:36.246903] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:00:36.497730] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:36.748791] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:36.995066] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:37.253482] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:37.253689] [INFO ] [CONFIGURE ] DLY: DISCARDED add_range_position (score: 30.00%) [2025-11-21T13:00:37.253750] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7975 tests [2025-11-21T13:00:37.253800] [INFO ] [CONFIGURE ] DLY: Testing feature 22/29: add_realized_volatility [2025-11-21T13:00:37.253851] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T13:00:37.590951] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:37.923142] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:38.249931] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:38.574065] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:38.900193] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:39.224106] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:39.548462] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:39.874167] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:40.206112] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:40.540396] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:40.540576] [INFO ] [CONFIGURE ] DLY: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:00:40.540633] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7974 tests [2025-11-21T13:00:40.540703] [INFO ] [CONFIGURE ] DLY: Testing feature 23/29: add_recent_range_context [2025-11-21T13:00:40.540754] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T13:00:40.770116] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:41.006083] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:41.234319] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:41.456401] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:41.682722] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:41.902154] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:42.120991] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:42.341501] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:42.570093] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:42.791019] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:42.791181] [INFO ] [CONFIGURE ] DLY: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:00:42.791237] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7973 tests [2025-11-21T13:00:42.791283] [INFO ] [CONFIGURE ] DLY: Testing feature 24/29: add_rsi [2025-11-21T13:00:42.791325] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T13:00:43.084924] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:43.376209] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:43.748063] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:44.124438] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:44.489730] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:00:44.763133] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:45.029498] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:45.297524] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:45.592089] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:45.907905] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:45.908125] [INFO ] [CONFIGURE ] DLY: DISCARDED add_rsi (score: 20.00%) [2025-11-21T13:00:45.908185] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7972 tests [2025-11-21T13:00:45.908233] [INFO ] [CONFIGURE ] DLY: Testing feature 25/29: add_tick_distribution [2025-11-21T13:00:45.908276] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T13:00:46.147741] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:46.393225] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:46.629775] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:46.849523] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:47.092038] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:47.337919] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:47.577376] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:47.829992] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:48.078303] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:48.328072] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:48.328221] [INFO ] [CONFIGURE ] DLY: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T13:00:48.328279] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7971 tests [2025-11-21T13:00:48.328328] [INFO ] [CONFIGURE ] DLY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:00:48.328369] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T13:00:48.562202] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:48.803275] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:49.046063] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:49.289140] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:49.531299] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:00:49.774879] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:50.018783] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:50.265789] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:50.525366] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:50.766868] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:50.767091] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_momentum_confirmation (score: 10.00%) [2025-11-21T13:00:50.767150] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7970 tests [2025-11-21T13:00:50.767200] [INFO ] [CONFIGURE ] DLY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:00:50.767243] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T13:00:51.017339] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:00:51.268997] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:51.542161] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:51.812532] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:52.087229] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:52.360437] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:52.630912] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:52.903336] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:53.169594] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:53.437806] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:53.437972] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_price_divergence (score: 10.00%) [2025-11-21T13:00:53.438030] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7969 tests [2025-11-21T13:00:53.438076] [INFO ] [CONFIGURE ] DLY: Testing feature 28/29: add_volume_profile [2025-11-21T13:00:53.438119] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T13:00:53.693349] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:53.958775] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:00:54.206168] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:54.453923] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:54.710371] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:54.965243] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:55.220044] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:55.483785] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:00:55.742141] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:55.975416] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:00:55.975588] [INFO ] [CONFIGURE ] DLY: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T13:00:55.975661] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7968 tests [2025-11-21T13:00:55.975712] [INFO ] [CONFIGURE ] DLY: Testing feature 29/29: add_vwap [2025-11-21T13:00:55.975757] [INFO ] [CONFIGURE ] DLY: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T13:00:56.214096] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:56.449381] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:00:56.683940] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:56.917274] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:00:57.156296] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:57.399506] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:57.641934] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:00:57.876093] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:58.113805] [DEBUG] [FORECASTER] DLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:00:58.366562] [DEBUG] [FORECASTER] DLY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:00:58.366756] [INFO ] [CONFIGURE ] DLY: DISCARDED add_vwap (score: 40.00%) [2025-11-21T13:00:58.366816] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7967 tests [2025-11-21T13:00:58.366921] [INFO ] [CONFIGURE ] DLY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:00:58.366968] [INFO ] [CONFIGURE ] DLY: Best accuracy: 60.00% [2025-11-21T13:00:58.367011] [INFO ] [CONFIGURE ] DLY: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T13:00:58.367074] [INFO ] [CONFIGURE ] DLY: Improvement over baseline: 20.00% [2025-11-21T13:00:58.367117] [INFO ] [CONFIGURE ] DLY: Total time: 1.2 minutes [2025-11-21T13:00:58.367155] [INFO ] [CONFIGURE ] DLY: Average time per feature: 2.5 seconds [2025-11-21T13:00:58.367194] [INFO ] [CONFIGURE ] DLY: Average speed: 0.39 features/sec [2025-11-21T13:00:58.367622] [INFO ] [LOCAL ] Saved configuration for DLY: 1 features, 60.00% accuracy -> ./output/feature-sets/DLY.json [2025-11-21T13:00:58.367724] [INFO ] [CONFIGURE ] DLY: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T13:00:58.367785] [INFO ] [sig ] [453/723] Successfully configured DLY | 0.01 sym/s | Total: 10.5h | ETA: 6.2h [2025-11-21T13:00:58.367831] [INFO ] [sig ] [454/723] Configuring DMA... [2025-11-21T13:00:58.367872] [INFO ] [CONFIGURE ] DMA: Configurate test run. [2025-11-21T13:00:58.367914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'. [2025-11-21T13:00:58.443681] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DMA'. [2025-11-21T13:00:58.444023] [INFO ] [CONFIGURE ] DMA: Testing with 29 available features [2025-11-21T13:00:58.444084] [INFO ] [CONFIGURE ] DMA: Establishing baseline with no features... [2025-11-21T13:00:58.612587] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:00:58.777202] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:00:58.943171] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:00:59.111575] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:00:59.273916] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:00:59.438811] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:00:59.605530] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:00:59.782063] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:00:59.949067] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:00.118914] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:00.119073] [INFO ] [CONFIGURE ] DMA: Baseline score (no features): 50.00% [2025-11-21T13:01:00.119309] [INFO ] [CONFIGURE ] DMA: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:01:00.119347] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:01:00.317147] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:01:00.513288] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:01.401934] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:01.594483] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:01.927427] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:01:02.121532] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:01:02.316422] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:02.515918] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:02.718713] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:02.927698] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:02.928088] [INFO ] [CONFIGURE ] DMA: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T13:01:02.928191] [INFO ] [CONFIGURE ] JOB ETA: 6.3h | Avg: 2.8s/test | Remaining: 7966 tests [2025-11-21T13:01:02.928279] [INFO ] [CONFIGURE ] DMA: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:01:02.928355] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:01:03.138406] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:03.342308] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:03.536541] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:01:03.734378] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:03.934153] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:04.140266] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:04.348634] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:04.551028] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:04.759193] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:04.968836] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:04.969007] [INFO ] [CONFIGURE ] DMA: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T13:01:04.969054] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7965 tests [2025-11-21T13:01:04.969092] [INFO ] [CONFIGURE ] DMA: Testing feature 3/29: add_daily_returns [2025-11-21T13:01:04.969127] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:01:05.185929] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:05.416282] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:05.631108] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:05.848292] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:06.067291] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:01:06.290012] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:06.507916] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:06.723871] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:06.937066] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:07.148731] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:07.148900] [INFO ] [CONFIGURE ] DMA: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T13:01:07.148948] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7964 tests [2025-11-21T13:01:07.148987] [INFO ] [CONFIGURE ] DMA: Testing feature 4/29: add_ema [2025-11-21T13:01:07.149022] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T13:01:07.393539] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:07.641633] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:07.887501] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:01:08.136054] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:08.400560] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:08.661576] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:08.925060] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:09.174901] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:09.428057] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:09.680721] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:09.680906] [INFO ] [CONFIGURE ] DMA: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:01:09.680965] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7963 tests [2025-11-21T13:01:09.681015] [INFO ] [CONFIGURE ] DMA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:01:09.681068] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:01:09.929993] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:10.170550] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:10.432381] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:10.688665] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:10.932203] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:11.177303] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:11.422406] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:11.663274] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:11.911423] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:12.162388] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:12.162606] [INFO ] [CONFIGURE ] DMA: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T13:01:12.162685] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7962 tests [2025-11-21T13:01:12.162737] [INFO ] [CONFIGURE ] DMA: Testing feature 6/29: add_failed_moves [2025-11-21T13:01:12.162783] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T13:01:12.364854] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:12.578799] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:12.792565] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:13.010014] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:13.218287] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:13.437385] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:13.654468] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:13.869123] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:14.093760] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:14.317672] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:14.317867] [INFO ] [CONFIGURE ] DMA: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:01:14.317958] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7961 tests [2025-11-21T13:01:14.318011] [INFO ] [CONFIGURE ] DMA: Testing feature 7/29: add_lag_shelf [2025-11-21T13:01:14.318103] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T13:01:14.522759] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:14.712438] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:14.911528] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:01:15.118534] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:15.316152] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:15.524394] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:15.731795] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:15.927738] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:16.127989] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:16.336960] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:16.337167] [INFO ] [CONFIGURE ] DMA: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:01:16.337234] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7960 tests [2025-11-21T13:01:16.337277] [INFO ] [CONFIGURE ] DMA: Testing feature 8/29: add_macd [2025-11-21T13:01:16.337312] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:01:16.649852] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:16.947022] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:17.247943] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:17.553279] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:17.861567] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:18.170946] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:01:18.478533] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:18.786522] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:19.096660] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:19.400744] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:19.400938] [INFO ] [CONFIGURE ] DMA: DISCARDED add_macd (score: 30.00%) [2025-11-21T13:01:19.400997] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7959 tests [2025-11-21T13:01:19.401045] [INFO ] [CONFIGURE ] DMA: Testing feature 9/29: add_mfi [2025-11-21T13:01:19.401086] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T13:01:19.624755] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:01:19.858051] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:20.083788] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:20.306439] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:20.530313] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:20.757699] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:20.984029] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:21.210964] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:21.433330] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:21.660005] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:21.660233] [INFO ] [CONFIGURE ] DMA: DISCARDED add_mfi (score: 50.00%) [2025-11-21T13:01:21.660292] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7958 tests [2025-11-21T13:01:21.660339] [INFO ] [CONFIGURE ] DMA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:01:21.660383] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:01:21.971289] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:22.272904] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:22.577902] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:22.919370] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:23.230503] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:23.550857] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:23.884317] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:24.199913] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:24.513178] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:24.854465] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:24.854717] [INFO ] [CONFIGURE ] DMA: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T13:01:24.854779] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7957 tests [2025-11-21T13:01:24.854830] [INFO ] [CONFIGURE ] DMA: Testing feature 11/29: add_obv_daily [2025-11-21T13:01:24.854877] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T13:01:25.110306] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:01:25.363923] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:25.617557] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:01:25.877564] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:26.109140] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:26.363442] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:26.616633] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:26.873697] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:27.133200] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:27.396737] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:27.396928] [INFO ] [CONFIGURE ] DMA: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T13:01:27.396988] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7956 tests [2025-11-21T13:01:27.397053] [INFO ] [CONFIGURE ] DMA: Testing feature 12/29: add_obv_interval [2025-11-21T13:01:27.397100] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T13:01:27.628826] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:01:27.880486] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:28.136022] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:28.376225] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:28.613953] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:28.867886] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:29.124180] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:29.371519] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:29.624568] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:29.876849] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:29.877077] [INFO ] [CONFIGURE ] DMA: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:01:29.877139] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7955 tests [2025-11-21T13:01:29.877190] [INFO ] [CONFIGURE ] DMA: Testing feature 13/29: add_opening_strength [2025-11-21T13:01:29.877234] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:01:30.157121] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:30.438260] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:30.709490] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:30.976218] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:31.242950] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:31.513372] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:31.786052] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:32.068091] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:32.344194] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:32.622720] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:32.622907] [INFO ] [CONFIGURE ] DMA: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T13:01:32.622961] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7954 tests [2025-11-21T13:01:32.623007] [INFO ] [CONFIGURE ] DMA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:01:32.623048] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T13:01:32.875738] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:33.129500] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:33.385408] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:01:33.638445] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:33.898632] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:34.149476] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:01:34.391238] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:34.625922] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:34.857162] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:35.086214] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:35.086381] [INFO ] [CONFIGURE ] DMA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T13:01:35.086437] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7953 tests [2025-11-21T13:01:35.086487] [INFO ] [CONFIGURE ] DMA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:01:35.086531] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T13:01:35.293313] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:35.508757] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:35.718347] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:35.933709] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:36.147084] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:36.359722] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:36.585798] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:36.814200] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:37.032245] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:37.245186] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:37.245346] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:01:37.245396] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7952 tests [2025-11-21T13:01:37.245433] [INFO ] [CONFIGURE ] DMA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:01:37.245466] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T13:01:37.476246] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:37.707523] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:37.936503] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:38.169542] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:38.398137] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:38.631444] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:01:38.865049] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:39.092434] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:39.318728] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:39.554363] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:39.554538] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T13:01:39.554690] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7951 tests [2025-11-21T13:01:39.554745] [INFO ] [CONFIGURE ] DMA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:01:39.554785] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T13:01:39.786869] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:01:40.010958] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:40.240131] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:40.466882] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:40.702518] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:40.930559] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:01:41.163515] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:41.406031] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:41.636878] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:41.869068] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:41.869257] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T13:01:41.869310] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7950 tests [2025-11-21T13:01:41.869411] [INFO ] [CONFIGURE ] DMA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:01:41.869459] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T13:01:42.082821] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:42.297840] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:42.531942] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:01:42.752083] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:42.972003] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:43.193638] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:43.414727] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:43.643584] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:43.883113] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:44.105924] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:44.106120] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:01:44.106310] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7949 tests [2025-11-21T13:01:44.106403] [INFO ] [CONFIGURE ] DMA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:01:44.106481] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T13:01:44.329718] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:01:44.551661] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:44.763004] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:44.975391] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:45.190698] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:45.407897] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:45.623436] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:45.832805] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:46.044219] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:46.260246] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:46.260448] [INFO ] [CONFIGURE ] DMA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T13:01:46.260597] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7948 tests [2025-11-21T13:01:46.260711] [INFO ] [CONFIGURE ] DMA: Testing feature 20/29: add_price_rejection [2025-11-21T13:01:46.260763] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T13:01:46.485280] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:01:46.706852] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:46.929175] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:47.156746] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:47.383637] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:47.617145] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:47.854765] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:48.081347] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:48.307030] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:01:48.542195] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:48.542376] [INFO ] [CONFIGURE ] DMA: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T13:01:48.542459] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7947 tests [2025-11-21T13:01:48.542509] [INFO ] [CONFIGURE ] DMA: Testing feature 21/29: add_range_position [2025-11-21T13:01:48.542557] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T13:01:48.797118] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:49.066921] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:49.333003] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:49.597707] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:49.865491] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:50.152910] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:50.414951] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:50.670828] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:50.916546] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:51.188548] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:01:51.188781] [INFO ] [CONFIGURE ] DMA: DISCARDED add_range_position (score: 40.00%) [2025-11-21T13:01:51.188841] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7946 tests [2025-11-21T13:01:51.188888] [INFO ] [CONFIGURE ] DMA: Testing feature 22/29: add_realized_volatility [2025-11-21T13:01:51.188947] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T13:01:51.624205] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:01:52.081463] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:52.456809] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:01:52.808891] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:53.152255] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:53.493964] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:53.847197] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:01:54.200001] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:54.544094] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:54.892662] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:54.892853] [INFO ] [CONFIGURE ] DMA: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T13:01:54.892913] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7945 tests [2025-11-21T13:01:54.892963] [INFO ] [CONFIGURE ] DMA: Testing feature 23/29: add_recent_range_context [2025-11-21T13:01:54.893009] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T13:01:55.130795] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:55.370540] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:01:55.611807] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:01:55.850668] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:56.090351] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:01:56.327390] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:01:56.564916] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:56.808943] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:01:57.050216] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:01:57.298764] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:01:57.298990] [INFO ] [CONFIGURE ] DMA: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T13:01:57.299058] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7944 tests [2025-11-21T13:01:57.299115] [INFO ] [CONFIGURE ] DMA: Testing feature 24/29: add_rsi [2025-11-21T13:01:57.299174] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T13:01:57.593499] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:01:57.894357] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:01:58.181878] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:01:58.455005] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:01:58.744309] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:01:59.027171] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:01:59.296839] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:01:59.572753] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:01:59.868302] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:02:00.153376] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:02:00.153568] [INFO ] [CONFIGURE ] DMA: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:02:00.153631] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7943 tests [2025-11-21T13:02:00.153733] [INFO ] [CONFIGURE ] DMA: Testing feature 25/29: add_tick_distribution [2025-11-21T13:02:00.153790] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T13:02:00.382397] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:02:00.624006] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:00.892859] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:02:01.769985] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:02:02.042925] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:02:02.279804] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:02.523107] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:02:02.759044] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:03.003122] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:02:03.226128] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:02:03.226359] [INFO ] [CONFIGURE ] DMA: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T13:02:03.226440] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7942 tests [2025-11-21T13:02:03.226491] [INFO ] [CONFIGURE ] DMA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:02:03.226538] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T13:02:03.448618] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:02:03.671150] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:03.896484] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:02:04.125551] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:02:04.353044] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:04.588976] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:02:04.817666] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:02:05.053519] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:05.289345] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:02:05.516311] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:02:05.516509] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T13:02:05.516570] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7941 tests [2025-11-21T13:02:05.516675] [INFO ] [CONFIGURE ] DMA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:02:05.516730] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T13:02:05.617531] [FATAL] [FORECASTER] Failed to test lookback=11: [13:02:05] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:05.727574] [FATAL] [FORECASTER] Failed to test lookback=10: [13:02:05] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:05.830874] [FATAL] [FORECASTER] Failed to test lookback=9: [13:02:05] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:05.935797] [FATAL] [FORECASTER] Failed to test lookback=8: [13:02:05] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:06.039937] [FATAL] [FORECASTER] Failed to test lookback=7: [13:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:06.145760] [FATAL] [FORECASTER] Failed to test lookback=6: [13:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:06.252162] [FATAL] [FORECASTER] Failed to test lookback=5: [13:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:06.359372] [FATAL] [FORECASTER] Failed to test lookback=4: [13:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:06.471115] [FATAL] [FORECASTER] Failed to test lookback=3: [13:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:06.580383] [FATAL] [FORECASTER] Failed to test lookback=2: [13:02:06] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T13:02:06.580633] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T13:02:06.580722] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7940 tests [2025-11-21T13:02:06.580774] [INFO ] [CONFIGURE ] DMA: Testing feature 28/29: add_volume_profile [2025-11-21T13:02:06.580825] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T13:02:06.823280] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:02:07.083785] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:07.328846] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:02:07.566457] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:02:07.811335] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:08.055245] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:08.305984] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:02:08.554608] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:08.801965] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:02:09.045268] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:02:09.045445] [INFO ] [CONFIGURE ] DMA: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T13:02:09.045504] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7939 tests [2025-11-21T13:02:09.045552] [INFO ] [CONFIGURE ] DMA: Testing feature 29/29: add_vwap [2025-11-21T13:02:09.045598] [INFO ] [CONFIGURE ] DMA: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T13:02:09.288937] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:02:09.529114] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:09.766736] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:02:10.009501] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:02:10.255909] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:10.493179] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:10.731476] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:02:10.971217] [DEBUG] [FORECASTER] DMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:11.207584] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:02:11.446832] [DEBUG] [FORECASTER] DMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:02:11.447033] [INFO ] [CONFIGURE ] DMA: DISCARDED add_vwap (score: 40.00%) [2025-11-21T13:02:11.447138] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7938 tests [2025-11-21T13:02:11.447191] [INFO ] [CONFIGURE ] DMA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:02:11.447227] [INFO ] [CONFIGURE ] DMA: Best accuracy: 80.00% [2025-11-21T13:02:11.447263] [INFO ] [CONFIGURE ] DMA: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T13:02:11.447301] [INFO ] [CONFIGURE ] DMA: Improvement over baseline: 30.00% [2025-11-21T13:02:11.447338] [INFO ] [CONFIGURE ] DMA: Total time: 1.2 minutes [2025-11-21T13:02:11.447376] [INFO ] [CONFIGURE ] DMA: Average time per feature: 2.5 seconds [2025-11-21T13:02:11.447414] [INFO ] [CONFIGURE ] DMA: Average speed: 0.41 features/sec [2025-11-21T13:02:11.447878] [INFO ] [LOCAL ] Saved configuration for DMA: 1 features, 80.00% accuracy -> ./output/feature-sets/DMA.json [2025-11-21T13:02:11.447942] [INFO ] [CONFIGURE ] DMA: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T13:02:11.447990] [INFO ] [sig ] [454/723] Successfully configured DMA | 0.01 sym/s | Total: 10.5h | ETA: 6.2h [2025-11-21T13:02:11.448028] [INFO ] [sig ] [455/723] Configuring DMB... [2025-11-21T13:02:11.448067] [INFO ] [CONFIGURE ] DMB: Configurate test run. [2025-11-21T13:02:11.448104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-11-21T13:02:11.524672] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DMB'. [2025-11-21T13:02:11.525006] [INFO ] [CONFIGURE ] DMB: Testing with 29 available features [2025-11-21T13:02:11.525070] [INFO ] [CONFIGURE ] DMB: Establishing baseline with no features... [2025-11-21T13:02:11.704467] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:02:11.875718] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:12.052590] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:12.226578] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:02:12.405561] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:12.595744] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:12.778050] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:12.962039] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:13.156615] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:13.346832] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:13.346995] [INFO ] [CONFIGURE ] DMB: Baseline score (no features): 30.00% [2025-11-21T13:02:13.347076] [INFO ] [CONFIGURE ] DMB: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:02:13.347121] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:02:13.568133] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:13.783850] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:14.018189] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:14.247807] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:14.458121] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:14.681688] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:14.901477] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:15.114920] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:15.343448] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:15.560601] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:15.560813] [INFO ] [CONFIGURE ] DMB: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T13:02:15.560888] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7937 tests [2025-11-21T13:02:15.560940] [INFO ] [CONFIGURE ] DMB: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:02:15.560988] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:02:15.808178] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:02:16.046335] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:16.298418] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:16.551444] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:16.801233] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:17.053514] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:17.329534] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:17.599228] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:17.874784] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:02:18.147158] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:18.147349] [INFO ] [CONFIGURE ] DMB: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T13:02:18.147408] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7936 tests [2025-11-21T13:02:18.147456] [INFO ] [CONFIGURE ] DMB: Testing feature 3/29: add_daily_returns [2025-11-21T13:02:18.147501] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:02:18.379465] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:18.607563] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:18.827498] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:19.064606] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:19.301935] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:19.542095] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:19.777262] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:20.016541] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:20.245190] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:20.468771] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:20.468933] [INFO ] [CONFIGURE ] DMB: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T13:02:20.468979] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7935 tests [2025-11-21T13:02:20.469017] [INFO ] [CONFIGURE ] DMB: Testing feature 4/29: add_ema [2025-11-21T13:02:20.469052] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:02:20.718732] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:20.964416] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:21.218999] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:21.475111] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:21.720622] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:21.970299] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:22.217879] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:22.476454] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:22.730234] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:22.989635] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:22.989923] [INFO ] [CONFIGURE ] DMB: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:02:22.989982] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7934 tests [2025-11-21T13:02:22.990030] [INFO ] [CONFIGURE ] DMB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:02:22.990075] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:02:23.256992] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:02:23.523019] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:23.791261] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:24.052594] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:02:24.303129] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:24.553162] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:24.806921] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:25.066018] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:25.328837] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:25.586380] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:02:25.586584] [INFO ] [CONFIGURE ] DMB: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T13:02:25.586689] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7933 tests [2025-11-21T13:02:25.586741] [INFO ] [CONFIGURE ] DMB: Testing feature 6/29: add_failed_moves [2025-11-21T13:02:25.586785] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T13:02:25.798615] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:26.018006] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:26.240815] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:26.472150] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:26.698580] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:26.953784] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:27.169455] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:27.385253] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:27.603076] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:27.820575] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:27.820762] [INFO ] [CONFIGURE ] DMB: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T13:02:27.820840] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7932 tests [2025-11-21T13:02:27.820960] [INFO ] [CONFIGURE ] DMB: Testing feature 7/29: add_lag_shelf [2025-11-21T13:02:27.821008] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T13:02:28.031705] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:02:28.237412] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:28.445375] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:28.651250] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:28.860736] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:29.067638] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:29.280300] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:29.493531] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:29.696887] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:29.902158] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:29.902478] [INFO ] [CONFIGURE ] DMB: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T13:02:29.902575] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7931 tests [2025-11-21T13:02:29.902678] [INFO ] [CONFIGURE ] DMB: Testing feature 8/29: add_macd [2025-11-21T13:02:29.902765] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T13:02:30.194396] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:30.487113] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:30.779184] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:31.089778] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:31.398395] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:31.697862] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:02:31.988054] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:32.280272] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:32.579532] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:02:32.878630] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:02:32.878874] [INFO ] [CONFIGURE ] DMB: DISCARDED add_macd (score: 50.00%) [2025-11-21T13:02:32.878944] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7930 tests [2025-11-21T13:02:32.879015] [INFO ] [CONFIGURE ] DMB: Testing feature 9/29: add_mfi [2025-11-21T13:02:32.879061] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T13:02:33.088700] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:33.295061] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:33.504559] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:33.721325] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:33.934373] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:34.137038] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:34.347463] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:34.562011] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:34.777426] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:34.995734] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:34.995932] [INFO ] [CONFIGURE ] DMB: DISCARDED add_mfi (score: 50.00%) [2025-11-21T13:02:34.995992] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7929 tests [2025-11-21T13:02:34.996042] [INFO ] [CONFIGURE ] DMB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:02:34.996093] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:02:35.299804] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:02:35.623342] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:35.951760] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:36.255053] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:36.562918] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:36.874706] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:37.187669] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:37.500718] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:37.803579] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:38.112780] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:38.113002] [INFO ] [CONFIGURE ] DMB: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T13:02:38.113071] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7928 tests [2025-11-21T13:02:38.113120] [INFO ] [CONFIGURE ] DMB: Testing feature 11/29: add_obv_daily [2025-11-21T13:02:38.113161] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T13:02:38.326407] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:38.590821] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:38.936276] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:39.262365] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:39.536080] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:39.770621] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:39.988611] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:02:40.202499] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:40.427957] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:40.649484] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:40.649673] [INFO ] [CONFIGURE ] DMB: KEPT add_obv_daily (score: 60.00%) [2025-11-21T13:02:40.649751] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7927 tests [2025-11-21T13:02:40.649802] [INFO ] [CONFIGURE ] DMB: Testing feature 12/29: add_obv_interval [2025-11-21T13:02:40.649848] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T13:02:40.896587] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:41.132896] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:41.367876] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:41.610534] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:41.850413] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:42.095902] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:42.339263] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:42.582759] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:42.830729] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:43.074031] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:43.074217] [INFO ] [CONFIGURE ] DMB: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:02:43.074276] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7926 tests [2025-11-21T13:02:43.074520] [INFO ] [CONFIGURE ] DMB: Testing feature 13/29: add_opening_strength [2025-11-21T13:02:43.074563] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:02:43.342494] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:43.613425] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:43.890254] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:44.154812] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:02:44.426255] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:44.700504] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:44.973800] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:45.241910] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:45.537483] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:45.806953] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:45.807427] [INFO ] [CONFIGURE ] DMB: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:02:45.807488] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7925 tests [2025-11-21T13:02:45.807540] [INFO ] [CONFIGURE ] DMB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:02:45.807586] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T13:02:46.063000] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:46.331376] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:02:46.594031] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:46.847871] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:47.110923] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:47.374811] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:47.628560] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:47.871348] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:48.113551] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:48.357679] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:48.357836] [INFO ] [CONFIGURE ] DMB: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:02:48.357891] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7924 tests [2025-11-21T13:02:48.357938] [INFO ] [CONFIGURE ] DMB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:02:48.357979] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T13:02:48.580550] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:48.809327] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:49.041974] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:49.276856] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:49.512278] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:49.746824] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:49.980976] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:50.220923] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:02:50.459753] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:50.703455] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:50.703753] [INFO ] [CONFIGURE ] DMB: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:02:50.703856] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7923 tests [2025-11-21T13:02:50.703934] [INFO ] [CONFIGURE ] DMB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:02:50.704014] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T13:02:50.956905] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:51.202358] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:51.449171] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:51.703499] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:51.965182] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:52.216803] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:02:52.470092] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:02:52.727489] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:52.998700] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:53.275385] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:53.275756] [INFO ] [CONFIGURE ] DMB: KEPT add_pbf_overnight_gap (score: 70.00%) [2025-11-21T13:02:53.275814] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7922 tests [2025-11-21T13:02:53.275860] [INFO ] [CONFIGURE ] DMB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:02:53.275905] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T13:02:53.569034] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:53.854876] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:54.148298] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:02:54.430087] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:54.711383] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:54.991720] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:02:55.268623] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:02:55.548774] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:55.824950] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:56.112124] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:56.112302] [INFO ] [CONFIGURE ] DMB: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-21T13:02:56.112365] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7921 tests [2025-11-21T13:02:56.112421] [INFO ] [CONFIGURE ] DMB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:02:56.112472] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T13:02:56.400691] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:56.681124] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:56.956489] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:02:57.234349] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:02:57.512476] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:02:57.794556] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:02:58.078848] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:02:58.369375] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:02:58.649349] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:02:58.935470] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:02:58.935666] [INFO ] [CONFIGURE ] DMB: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:02:58.935724] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7920 tests [2025-11-21T13:02:58.935778] [INFO ] [CONFIGURE ] DMB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:02:58.935821] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T13:02:59.223925] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:02:59.528834] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:02:59.829308] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:00.118757] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:03:00.402583] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:00.683636] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:01.582074] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:02.017971] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:02.314503] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:02.607416] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:02.607623] [INFO ] [CONFIGURE ] DMB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:03:02.607716] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7919 tests [2025-11-21T13:03:02.607826] [INFO ] [CONFIGURE ] DMB: Testing feature 20/29: add_price_rejection [2025-11-21T13:03:02.607871] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T13:03:02.907014] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:03:03.207088] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:03.515506] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:03.838448] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:03:04.165313] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:04.484221] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:03:04.798025] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:03:05.103133] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:05.421416] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:05.740345] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:05.740559] [INFO ] [CONFIGURE ] DMB: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:03:05.740618] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7918 tests [2025-11-21T13:03:05.740712] [INFO ] [CONFIGURE ] DMB: Testing feature 21/29: add_range_position [2025-11-21T13:03:05.740760] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T13:03:06.057861] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:06.376813] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:06.699598] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:07.026403] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:03:07.352148] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:07.673898] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:03:07.993347] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:08.319042] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:08.656399] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:08.970367] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:08.970661] [INFO ] [CONFIGURE ] DMB: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:03:08.970744] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7917 tests [2025-11-21T13:03:08.970792] [INFO ] [CONFIGURE ] DMB: Testing feature 22/29: add_realized_volatility [2025-11-21T13:03:08.970835] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T13:03:09.355355] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:09.740831] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:10.179411] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:10.596390] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:03:10.999911] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:11.403995] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:03:11.814451] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:12.239169] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:12.661867] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:13.070420] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:13.070611] [INFO ] [CONFIGURE ] DMB: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:03:13.070688] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7916 tests [2025-11-21T13:03:13.070739] [INFO ] [CONFIGURE ] DMB: Testing feature 23/29: add_recent_range_context [2025-11-21T13:03:13.070816] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T13:03:13.383249] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:13.704134] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:14.018163] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:14.337768] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:03:14.648064] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:14.966590] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:15.290947] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:15.608426] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:15.926400] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:16.245788] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:16.246006] [INFO ] [CONFIGURE ] DMB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T13:03:16.246066] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7915 tests [2025-11-21T13:03:16.246115] [INFO ] [CONFIGURE ] DMB: Testing feature 24/29: add_rsi [2025-11-21T13:03:16.246190] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T13:03:16.602929] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:16.958053] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:17.313185] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:17.670394] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:03:18.028869] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:18.385697] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:03:18.717826] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:19.051560] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:19.394225] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:19.728352] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:19.728559] [INFO ] [CONFIGURE ] DMB: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:03:19.728617] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7914 tests [2025-11-21T13:03:19.728684] [INFO ] [CONFIGURE ] DMB: Testing feature 25/29: add_tick_distribution [2025-11-21T13:03:19.728731] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T13:03:20.025037] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:20.333885] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:20.654388] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:20.971838] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:03:21.295181] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:21.613319] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:21.937441] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:22.281261] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:22.607892] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:22.928047] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:22.928254] [INFO ] [CONFIGURE ] DMB: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:03:22.928313] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7913 tests [2025-11-21T13:03:22.928363] [INFO ] [CONFIGURE ] DMB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:03:22.928410] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T13:03:23.280797] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:23.614512] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:23.939326] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:24.255107] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:03:24.571069] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:24.886613] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:03:25.203880] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:25.523901] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:25.841509] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:26.163329] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:26.164019] [INFO ] [CONFIGURE ] DMB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:03:26.164088] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7912 tests [2025-11-21T13:03:26.164145] [INFO ] [CONFIGURE ] DMB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:03:26.164197] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T13:03:26.491348] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:26.822089] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:27.143200] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:27.467455] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:03:27.801026] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:03:28.126947] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:03:28.438530] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:03:28.769755] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:29.099044] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:29.429596] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:29.429806] [INFO ] [CONFIGURE ] DMB: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T13:03:29.429947] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7911 tests [2025-11-21T13:03:29.430005] [INFO ] [CONFIGURE ] DMB: Testing feature 28/29: add_volume_profile [2025-11-21T13:03:29.430052] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T13:03:29.742586] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:30.047862] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:30.348978] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:30.655874] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:03:30.961321] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:31.326827] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:31.772164] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:32.126801] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:32.447310] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:32.768028] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:32.768241] [INFO ] [CONFIGURE ] DMB: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T13:03:32.768324] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7910 tests [2025-11-21T13:03:32.768446] [INFO ] [CONFIGURE ] DMB: Testing feature 29/29: add_vwap [2025-11-21T13:03:32.768498] [INFO ] [CONFIGURE ] DMB: Testing with features: ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T13:03:33.081892] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:33.401761] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:03:33.714148] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:34.039712] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:03:34.384361] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:03:34.717399] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:03:35.051294] [DEBUG] [FORECASTER] DMB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:03:35.378672] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:35.724088] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:03:36.062219] [DEBUG] [FORECASTER] DMB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:03:36.062410] [INFO ] [CONFIGURE ] DMB: DISCARDED add_vwap (score: 50.00%) [2025-11-21T13:03:36.062470] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7909 tests [2025-11-21T13:03:36.062522] [INFO ] [CONFIGURE ] DMB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:03:36.062624] [INFO ] [CONFIGURE ] DMB: Best accuracy: 80.00% [2025-11-21T13:03:36.062707] [INFO ] [CONFIGURE ] DMB: Best feature set (4 features): ['add_bollinger_bands', 'add_obv_daily', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T13:03:36.062752] [INFO ] [CONFIGURE ] DMB: Improvement over baseline: 50.00% [2025-11-21T13:03:36.062792] [INFO ] [CONFIGURE ] DMB: Total time: 1.4 minutes [2025-11-21T13:03:36.062831] [INFO ] [CONFIGURE ] DMB: Average time per feature: 2.9 seconds [2025-11-21T13:03:36.062870] [INFO ] [CONFIGURE ] DMB: Average speed: 0.35 features/sec [2025-11-21T13:03:36.063378] [INFO ] [LOCAL ] Saved configuration for DMB: 4 features, 80.00% accuracy -> ./output/feature-sets/DMB.json [2025-11-21T13:03:36.063439] [INFO ] [CONFIGURE ] DMB: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T13:03:36.063492] [INFO ] [sig ] [455/723] Successfully configured DMB | 0.01 sym/s | Total: 10.5h | ETA: 6.2h [2025-11-21T13:03:36.063539] [INFO ] [sig ] [456/723] Configuring DMO... [2025-11-21T13:03:36.063580] [INFO ] [CONFIGURE ] DMO: Configurate test run. [2025-11-21T13:03:36.063622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-11-21T13:03:36.112006] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DMO'. [2025-11-21T13:03:36.112414] [INFO ] [CONFIGURE ] DMO: Testing with 29 available features [2025-11-21T13:03:36.112479] [INFO ] [CONFIGURE ] DMO: Establishing baseline with no features... [2025-11-21T13:03:36.296055] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:36.479840] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:36.671476] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:03:36.849064] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:03:37.022213] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:03:37.188401] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:37.364667] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:03:37.556536] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:03:37.745537] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:37.936234] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:03:37.936409] [INFO ] [CONFIGURE ] DMO: Baseline score (no features): 40.00% [2025-11-21T13:03:37.936490] [INFO ] [CONFIGURE ] DMO: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:03:37.936537] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:03:38.167278] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:03:38.404382] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:38.639208] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:38.868386] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:03:39.099774] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:03:39.315031] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:39.546784] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:03:39.774881] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:03:40.003478] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:40.234535] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:03:40.234755] [INFO ] [CONFIGURE ] DMO: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T13:03:40.234835] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7908 tests [2025-11-21T13:03:40.234889] [INFO ] [CONFIGURE ] DMO: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:03:40.234936] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:03:40.462598] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:40.698327] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:40.923618] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:41.149452] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:03:41.378951] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:03:41.603509] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:41.832130] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:03:42.061356] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:42.298417] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:42.505448] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:03:42.505630] [INFO ] [CONFIGURE ] DMO: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T13:03:42.505707] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7907 tests [2025-11-21T13:03:42.505779] [INFO ] [CONFIGURE ] DMO: Testing feature 3/29: add_daily_returns [2025-11-21T13:03:42.505827] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:03:42.720871] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:42.941901] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:43.159168] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:43.377233] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:03:43.603026] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:03:43.825834] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:44.053129] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:03:44.276234] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:44.501514] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:44.726769] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:03:44.726944] [INFO ] [CONFIGURE ] DMO: KEPT add_daily_returns (score: 70.00%) [2025-11-21T13:03:44.726991] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7906 tests [2025-11-21T13:03:44.727031] [INFO ] [CONFIGURE ] DMO: Testing feature 4/29: add_ema [2025-11-21T13:03:44.727086] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T13:03:44.980071] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:45.232875] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:45.484401] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:45.741446] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:03:45.992754] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:03:46.252507] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:03:46.506722] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:03:46.769360] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:47.027899] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:47.283360] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:03:47.283539] [INFO ] [CONFIGURE ] DMO: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:03:47.283596] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7905 tests [2025-11-21T13:03:47.283674] [INFO ] [CONFIGURE ] DMO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:03:47.283721] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:03:47.558687] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:03:47.834539] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:48.103379] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:48.398897] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:03:48.685589] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:03:48.971207] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:49.260241] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:03:49.549932] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:03:49.837600] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:50.130886] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:03:50.131068] [INFO ] [CONFIGURE ] DMO: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T13:03:50.131126] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7904 tests [2025-11-21T13:03:50.131173] [INFO ] [CONFIGURE ] DMO: Testing feature 6/29: add_failed_moves [2025-11-21T13:03:50.131215] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T13:03:50.384938] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:50.646492] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:50.894503] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:51.158204] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:03:51.411487] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:03:51.663424] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:51.918631] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:03:52.171343] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:52.428432] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:52.680844] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:03:52.681025] [INFO ] [CONFIGURE ] DMO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:03:52.681082] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7903 tests [2025-11-21T13:03:52.681129] [INFO ] [CONFIGURE ] DMO: Testing feature 7/29: add_lag_shelf [2025-11-21T13:03:52.681164] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:03:52.912218] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:53.143562] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:53.369522] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:53.601058] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:03:53.838729] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:03:54.083261] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:54.318795] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:03:54.549757] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:54.786530] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:55.020757] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:03:55.020934] [INFO ] [CONFIGURE ] DMO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:03:55.020981] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7902 tests [2025-11-21T13:03:55.021019] [INFO ] [CONFIGURE ] DMO: Testing feature 8/29: add_macd [2025-11-21T13:03:55.021054] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:03:55.327596] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:03:55.637749] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:55.943518] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:56.257357] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:03:56.575018] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:03:56.891489] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:03:57.214826] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:03:57.544126] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:03:57.869544] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:03:58.205435] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:03:58.205706] [INFO ] [CONFIGURE ] DMO: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:03:58.205770] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7901 tests [2025-11-21T13:03:58.205844] [INFO ] [CONFIGURE ] DMO: Testing feature 9/29: add_mfi [2025-11-21T13:03:58.205899] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T13:03:58.470255] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:03:58.739120] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:03:59.004732] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:03:59.274758] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:03:59.546891] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:03:59.812513] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:00.078796] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:00.349947] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:00.630927] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:00.901800] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:00.902024] [INFO ] [CONFIGURE ] DMO: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:04:00.902081] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7900 tests [2025-11-21T13:04:00.902123] [INFO ] [CONFIGURE ] DMO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:04:00.902170] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:04:01.909292] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:02.258735] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:02.604840] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:02.954928] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:03.295915] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:03.639724] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:03.982349] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:04.335932] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:04.674785] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:05.015047] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:05.015237] [INFO ] [CONFIGURE ] DMO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T13:04:05.015295] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7899 tests [2025-11-21T13:04:05.015334] [INFO ] [CONFIGURE ] DMO: Testing feature 11/29: add_obv_daily [2025-11-21T13:04:05.015369] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T13:04:05.288388] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:05.554942] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:05.813859] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:06.079265] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:06.344254] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:06.608574] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:06.878664] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:07.149450] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:07.403543] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:07.665875] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:07.666053] [INFO ] [CONFIGURE ] DMO: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:04:07.666110] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7898 tests [2025-11-21T13:04:07.666159] [INFO ] [CONFIGURE ] DMO: Testing feature 12/29: add_obv_interval [2025-11-21T13:04:07.666205] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T13:04:07.905500] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:08.145255] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:08.388714] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:08.622464] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:08.861027] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:09.098492] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:09.336522] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:09.578567] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:09.819088] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:04:10.058598] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:10.058793] [INFO ] [CONFIGURE ] DMO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:04:10.058851] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7897 tests [2025-11-21T13:04:10.058899] [INFO ] [CONFIGURE ] DMO: Testing feature 13/29: add_opening_strength [2025-11-21T13:04:10.058944] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:04:10.314504] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:10.569107] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:10.823960] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:04:11.079203] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:11.338876] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:11.597762] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:11.856757] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:12.115546] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:12.372780] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:12.636408] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:12.636610] [INFO ] [CONFIGURE ] DMO: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:04:12.636715] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7896 tests [2025-11-21T13:04:12.636767] [INFO ] [CONFIGURE ] DMO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:04:12.636813] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T13:04:12.897545] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:13.191562] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:13.448254] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:13.710505] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:13.971775] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:14.228016] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:14.488409] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:14.757587] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:15.013665] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:15.270170] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:15.270366] [INFO ] [CONFIGURE ] DMO: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:04:15.270423] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7895 tests [2025-11-21T13:04:15.270470] [INFO ] [CONFIGURE ] DMO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:04:15.270515] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T13:04:15.498890] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:15.740484] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:15.971732] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:16.201001] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:16.445596] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:16.680108] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:16.920962] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:17.160777] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:17.392499] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:17.635448] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:17.635663] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:04:17.635727] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7894 tests [2025-11-21T13:04:17.635782] [INFO ] [CONFIGURE ] DMO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:04:17.635842] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T13:04:17.890490] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:18.147107] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:18.441191] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:18.757329] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:19.092854] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:19.349705] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:19.595739] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:19.840862] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:20.088483] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:20.333380] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:20.333565] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:04:20.333623] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7893 tests [2025-11-21T13:04:20.333693] [INFO ] [CONFIGURE ] DMO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:04:20.333739] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T13:04:20.588927] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:20.834879] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:21.082387] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:21.331235] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:21.582411] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:21.837743] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:04:22.091605] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:22.343929] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:22.606309] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:22.862982] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:22.863168] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:04:22.863231] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7892 tests [2025-11-21T13:04:22.863281] [INFO ] [CONFIGURE ] DMO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:04:22.863325] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T13:04:23.115796] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:23.388090] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:23.650571] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:04:23.894856] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:24.122848] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:24.352152] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:24.581480] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:24.814416] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:25.047463] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:25.286150] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:25.286358] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T13:04:25.286477] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7891 tests [2025-11-21T13:04:25.286553] [INFO ] [CONFIGURE ] DMO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:04:25.286626] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:04:25.533228] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:25.772709] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:26.000155] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:26.222977] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:26.453976] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:26.689902] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:26.918102] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:27.147939] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:27.376925] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:27.605418] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:27.605613] [INFO ] [CONFIGURE ] DMO: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T13:04:27.605693] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7890 tests [2025-11-21T13:04:27.605746] [INFO ] [CONFIGURE ] DMO: Testing feature 20/29: add_price_rejection [2025-11-21T13:04:27.605792] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T13:04:27.862855] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:28.109922] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:28.347178] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:28.584672] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:28.822662] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:29.064226] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:29.312160] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:29.564570] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:29.811900] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:30.057698] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:30.058072] [INFO ] [CONFIGURE ] DMO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:04:30.058127] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7889 tests [2025-11-21T13:04:30.058173] [INFO ] [CONFIGURE ] DMO: Testing feature 21/29: add_range_position [2025-11-21T13:04:30.058216] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T13:04:30.312487] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:30.566314] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:30.817492] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:31.079931] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:31.334872] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:31.584843] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:31.838999] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:32.092015] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:32.342897] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:32.590766] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:32.590940] [INFO ] [CONFIGURE ] DMO: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:04:32.590999] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7888 tests [2025-11-21T13:04:32.591047] [INFO ] [CONFIGURE ] DMO: Testing feature 22/29: add_realized_volatility [2025-11-21T13:04:32.591090] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T13:04:32.927531] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:33.279489] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:33.618335] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:33.953996] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:34.314718] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:34.658945] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:35.005436] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:35.349247] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:35.701407] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:36.055434] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:36.055634] [INFO ] [CONFIGURE ] DMO: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:04:36.055712] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7887 tests [2025-11-21T13:04:36.055759] [INFO ] [CONFIGURE ] DMO: Testing feature 23/29: add_recent_range_context [2025-11-21T13:04:36.055794] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T13:04:36.291960] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:36.534331] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:36.767017] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:36.999293] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:37.238135] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:37.481526] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:37.717071] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:37.952822] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:38.190782] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:38.432469] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:38.432741] [INFO ] [CONFIGURE ] DMO: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T13:04:38.432805] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7886 tests [2025-11-21T13:04:38.432899] [INFO ] [CONFIGURE ] DMO: Testing feature 24/29: add_rsi [2025-11-21T13:04:38.432947] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T13:04:38.691335] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:38.946622] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:39.204903] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:39.468037] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:39.735234] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:39.999320] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:40.268330] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:40.538373] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:04:40.807128] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:41.075196] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:04:41.075394] [INFO ] [CONFIGURE ] DMO: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:04:41.075449] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7885 tests [2025-11-21T13:04:41.075498] [INFO ] [CONFIGURE ] DMO: Testing feature 25/29: add_tick_distribution [2025-11-21T13:04:41.075542] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T13:04:41.291842] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:04:41.511912] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:41.731786] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:41.955852] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:42.181108] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:42.411189] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:42.638199] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:42.866333] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:43.091226] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:43.318131] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:43.318302] [INFO ] [CONFIGURE ] DMO: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T13:04:43.318359] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7884 tests [2025-11-21T13:04:43.318406] [INFO ] [CONFIGURE ] DMO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:04:43.318450] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T13:04:43.560103] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:43.803129] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:44.045386] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:04:44.289883] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:44.533501] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:44.774444] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:45.016274] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:45.257730] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:45.499358] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:45.741746] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:45.741944] [INFO ] [CONFIGURE ] DMO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T13:04:45.742001] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7883 tests [2025-11-21T13:04:45.742049] [INFO ] [CONFIGURE ] DMO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:04:45.742094] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T13:04:46.008456] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:46.288544] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:46.551022] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:46.809735] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:47.066507] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:47.326623] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:47.595980] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:47.861562] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:48.123988] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:48.385701] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:48.385895] [INFO ] [CONFIGURE ] DMO: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T13:04:48.385955] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7882 tests [2025-11-21T13:04:48.386008] [INFO ] [CONFIGURE ] DMO: Testing feature 28/29: add_volume_profile [2025-11-21T13:04:48.386063] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T13:04:48.624953] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:48.860241] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:49.095465] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:49.328523] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:49.560737] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:04:49.807142] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:50.045560] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:50.281323] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:50.514975] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:50.756668] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:50.756842] [INFO ] [CONFIGURE ] DMO: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:04:50.756899] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7881 tests [2025-11-21T13:04:50.756947] [INFO ] [CONFIGURE ] DMO: Testing feature 29/29: add_vwap [2025-11-21T13:04:50.756991] [INFO ] [CONFIGURE ] DMO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T13:04:50.996521] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:04:51.231118] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:04:51.468325] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:04:51.712864] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:04:51.951408] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:04:52.190173] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:52.443096] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:04:52.697172] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:52.968501] [DEBUG] [FORECASTER] DMO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:04:53.245884] [DEBUG] [FORECASTER] DMO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:04:53.246061] [INFO ] [CONFIGURE ] DMO: DISCARDED add_vwap (score: 50.00%) [2025-11-21T13:04:53.246116] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7880 tests [2025-11-21T13:04:53.246163] [INFO ] [CONFIGURE ] DMO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:04:53.246203] [INFO ] [CONFIGURE ] DMO: Best accuracy: 70.00% [2025-11-21T13:04:53.246244] [INFO ] [CONFIGURE ] DMO: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:04:53.246283] [INFO ] [CONFIGURE ] DMO: Improvement over baseline: 30.00% [2025-11-21T13:04:53.246322] [INFO ] [CONFIGURE ] DMO: Total time: 1.3 minutes [2025-11-21T13:04:53.246358] [INFO ] [CONFIGURE ] DMO: Average time per feature: 2.6 seconds [2025-11-21T13:04:53.246394] [INFO ] [CONFIGURE ] DMO: Average speed: 0.39 features/sec [2025-11-21T13:04:53.246901] [INFO ] [LOCAL ] Saved configuration for DMO: 2 features, 70.00% accuracy -> ./output/feature-sets/DMO.json [2025-11-21T13:04:53.246960] [INFO ] [CONFIGURE ] DMO: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T13:04:53.247009] [INFO ] [sig ] [456/723] Successfully configured DMO | 0.01 sym/s | Total: 10.5h | ETA: 6.2h [2025-11-21T13:04:53.247070] [INFO ] [sig ] [457/723] Configuring DNOW... [2025-11-21T13:04:53.247113] [INFO ] [CONFIGURE ] DNOW: Configurate test run. [2025-11-21T13:04:53.247148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'. [2025-11-21T13:04:53.429870] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DNOW'. [2025-11-21T13:04:53.430261] [INFO ] [CONFIGURE ] DNOW: Testing with 29 available features [2025-11-21T13:04:53.430325] [INFO ] [CONFIGURE ] DNOW: Establishing baseline with no features... [2025-11-21T13:04:53.624413] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:04:53.817043] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:04:54.004154] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:04:54.195615] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:54.386956] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:04:54.583096] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:54.768680] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:04:54.971376] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:55.163972] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:04:55.345968] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:55.346142] [INFO ] [CONFIGURE ] DNOW: Baseline score (no features): 70.00% [2025-11-21T13:04:55.346197] [INFO ] [CONFIGURE ] DNOW: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:04:55.346234] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:04:55.562357] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:04:55.779714] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:04:55.996457] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:04:56.213453] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:56.430446] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:04:56.646768] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:56.890072] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:04:57.115031] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:57.338689] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:04:57.561427] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:04:57.561797] [INFO ] [CONFIGURE ] DNOW: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T13:04:57.561920] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7879 tests [2025-11-21T13:04:57.562011] [INFO ] [CONFIGURE ] DNOW: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:04:57.562134] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:04:57.829728] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:04:58.089497] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:04:58.336231] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:04:58.590671] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:04:58.865108] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:04:59.127871] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:04:59.382447] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:04:59.643269] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:04:59.899127] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:00.162620] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:00.162818] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-21T13:05:00.162875] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7878 tests [2025-11-21T13:05:00.162927] [INFO ] [CONFIGURE ] DNOW: Testing feature 3/29: add_daily_returns [2025-11-21T13:05:00.162995] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:05:00.393713] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:00.624063] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:00.873828] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:01.824410] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:02.222928] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:02.482984] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:02.733882] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:03.008232] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:03.259572] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:03.518834] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:03.519293] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T13:05:03.519406] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7877 tests [2025-11-21T13:05:03.519544] [INFO ] [CONFIGURE ] DNOW: Testing feature 4/29: add_ema [2025-11-21T13:05:03.519657] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:05:03.798340] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:04.076535] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:04.363207] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:04.648555] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:04.932862] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:05.213561] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:05.500953] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:05.783387] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:06.063467] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:06.343484] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:06.343848] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_ema (score: 80.00%) [2025-11-21T13:05:06.343916] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7876 tests [2025-11-21T13:05:06.343970] [INFO ] [CONFIGURE ] DNOW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:05:06.344019] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:05:06.627570] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:06.917873] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:07.203720] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:07.491672] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:07.783950] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:08.078627] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:08.367131] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:08.654223] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:08.950689] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:09.231893] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:09.232100] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T13:05:09.232159] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7875 tests [2025-11-21T13:05:09.232210] [INFO ] [CONFIGURE ] DNOW: Testing feature 6/29: add_failed_moves [2025-11-21T13:05:09.232351] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T13:05:09.452444] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:09.674634] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:09.892741] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:10.111056] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:10.327258] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:10.554550] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:10.774300] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:10.992451] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:11.210950] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:11.440418] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:11.440596] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T13:05:11.440662] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7874 tests [2025-11-21T13:05:11.440714] [INFO ] [CONFIGURE ] DNOW: Testing feature 7/29: add_lag_shelf [2025-11-21T13:05:11.440781] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T13:05:11.643961] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:11.844908] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:12.052467] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:12.259183] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:12.462892] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:12.669584] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:12.881208] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:13.085209] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:13.294003] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:13.502161] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:13.502341] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:05:13.502389] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7873 tests [2025-11-21T13:05:13.502427] [INFO ] [CONFIGURE ] DNOW: Testing feature 8/29: add_macd [2025-11-21T13:05:13.502463] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T13:05:13.796012] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:14.095249] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:14.385779] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:14.680284] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:14.972126] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:15.274571] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:15.574701] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:15.876679] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:16.184009] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:16.475872] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:16.476077] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:05:16.476157] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7872 tests [2025-11-21T13:05:16.476209] [INFO ] [CONFIGURE ] DNOW: Testing feature 9/29: add_mfi [2025-11-21T13:05:16.476254] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T13:05:16.691779] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:16.910968] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:17.139830] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:17.354445] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:17.568081] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:17.792486] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:18.012942] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:18.225052] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:18.441578] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:18.657162] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:18.657351] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:05:18.657411] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7871 tests [2025-11-21T13:05:18.657460] [INFO ] [CONFIGURE ] DNOW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:05:18.657507] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:05:18.958252] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:19.264846] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:19.569260] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:19.874319] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:20.176150] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:20.478882] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:20.796994] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:21.113078] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:21.417637] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:21.716847] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:21.717044] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T13:05:21.717127] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7870 tests [2025-11-21T13:05:21.717219] [INFO ] [CONFIGURE ] DNOW: Testing feature 11/29: add_obv_daily [2025-11-21T13:05:21.717266] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T13:05:21.928549] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:22.137967] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:22.367427] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:22.613029] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:22.857843] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:23.109021] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:23.357782] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:23.609023] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:23.854759] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:24.080548] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:24.080907] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T13:05:24.081012] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7869 tests [2025-11-21T13:05:24.081099] [INFO ] [CONFIGURE ] DNOW: Testing feature 12/29: add_obv_interval [2025-11-21T13:05:24.081174] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T13:05:24.299374] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:24.519016] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:24.748042] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:24.970943] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:25.188985] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:25.421177] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:25.643848] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:25.908610] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:26.226129] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:26.548363] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:26.548625] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T13:05:26.548868] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7868 tests [2025-11-21T13:05:26.548953] [INFO ] [CONFIGURE ] DNOW: Testing feature 13/29: add_opening_strength [2025-11-21T13:05:26.549030] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:05:26.874092] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:27.128902] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:27.366757] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:27.605705] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:27.845332] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:28.086847] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:28.327151] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:28.571767] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:28.818614] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:29.064621] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:29.064888] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T13:05:29.064959] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7867 tests [2025-11-21T13:05:29.065007] [INFO ] [CONFIGURE ] DNOW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:05:29.065051] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T13:05:29.301309] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:29.539025] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:29.794478] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:30.034077] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:30.279753] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:30.529602] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:30.785703] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:31.039760] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:31.298555] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:31.544431] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:31.544695] [INFO ] [CONFIGURE ] DNOW: KEPT add_order_flow_imbalance (score: 90.00%) [2025-11-21T13:05:31.544767] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7866 tests [2025-11-21T13:05:31.544818] [INFO ] [CONFIGURE ] DNOW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:05:31.544871] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T13:05:31.789171] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:32.027285] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:32.273857] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:32.515992] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:32.761528] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:32.999240] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:33.238575] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:33.475250] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:33.715510] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:33.957611] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:33.957799] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T13:05:33.957855] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7865 tests [2025-11-21T13:05:33.957902] [INFO ] [CONFIGURE ] DNOW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:05:33.957944] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T13:05:34.237097] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:34.516962] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:34.782037] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:35.043620] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:35.304393] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:35.565398] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:35.822558] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:36.082807] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:36.346219] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:36.608354] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:36.608525] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T13:05:36.608581] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7864 tests [2025-11-21T13:05:36.608627] [INFO ] [CONFIGURE ] DNOW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:05:36.608695] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T13:05:36.867327] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:37.130128] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:37.394334] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:37.657499] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:37.925683] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:38.187716] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:38.488747] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:38.802157] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:39.089034] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:39.369774] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:39.369943] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T13:05:39.370000] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7863 tests [2025-11-21T13:05:39.370047] [INFO ] [CONFIGURE ] DNOW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:05:39.370090] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T13:05:39.621556] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:39.881137] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:40.134908] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:40.393192] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:40.652589] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:40.898937] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:41.131483] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:41.374639] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:41.607783] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:41.848997] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:41.849209] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:05:41.849322] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7862 tests [2025-11-21T13:05:41.849383] [INFO ] [CONFIGURE ] DNOW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:05:41.849433] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T13:05:42.093370] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:42.329206] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:42.582843] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:42.826677] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:43.071209] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:43.311830] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:43.554608] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:43.793996] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:44.032889] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:44.275713] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:44.275880] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:05:44.275935] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7861 tests [2025-11-21T13:05:44.275982] [INFO ] [CONFIGURE ] DNOW: Testing feature 20/29: add_price_rejection [2025-11-21T13:05:44.276024] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T13:05:44.528293] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:44.780668] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:45.035548] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:45.289992] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:45.544451] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:45.806407] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:46.060146] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:46.312666] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:46.567123] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:46.820706] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:46.820882] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T13:05:46.820939] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7860 tests [2025-11-21T13:05:46.820986] [INFO ] [CONFIGURE ] DNOW: Testing feature 21/29: add_range_position [2025-11-21T13:05:46.821028] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T13:05:47.095835] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:47.370481] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:47.648897] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:47.927226] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:48.208261] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:48.489469] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:48.770092] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:49.050325] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:49.328775] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:49.611079] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:49.611254] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_range_position (score: 90.00%) [2025-11-21T13:05:49.611311] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7859 tests [2025-11-21T13:05:49.611358] [INFO ] [CONFIGURE ] DNOW: Testing feature 22/29: add_realized_volatility [2025-11-21T13:05:49.611394] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T13:05:49.961964] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:50.323055] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:50.684811] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:05:51.060828] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:51.424914] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:51.788894] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:52.171706] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:52.541778] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:52.913100] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:53.290566] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:53.290807] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T13:05:53.290870] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7858 tests [2025-11-21T13:05:53.290922] [INFO ] [CONFIGURE ] DNOW: Testing feature 23/29: add_recent_range_context [2025-11-21T13:05:53.290968] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T13:05:53.561925] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:53.825733] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:54.095259] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:54.359516] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:54.619297] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:54.881549] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:05:55.143614] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:55.409132] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:55.678351] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:55.942398] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:55.942591] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T13:05:55.942671] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7857 tests [2025-11-21T13:05:55.942764] [INFO ] [CONFIGURE ] DNOW: Testing feature 24/29: add_rsi [2025-11-21T13:05:55.942825] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T13:05:56.264600] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:56.588216] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:05:56.881510] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:05:57.181403] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:05:57.490777] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:05:57.815383] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:05:58.121174] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:05:58.425191] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:05:58.736853] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:05:59.044902] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:05:59.045113] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:05:59.045178] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7856 tests [2025-11-21T13:05:59.045229] [INFO ] [CONFIGURE ] DNOW: Testing feature 25/29: add_tick_distribution [2025-11-21T13:05:59.045275] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T13:05:59.316726] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:05:59.590742] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:05:59.848972] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:00.113306] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:00.952442] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:01.268131] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:06:01.557435] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:01.841257] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:02.094455] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:06:02.347927] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:06:02.348112] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T13:06:02.348166] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7855 tests [2025-11-21T13:06:02.348215] [INFO ] [CONFIGURE ] DNOW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:06:02.348259] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T13:06:02.600179] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:06:02.859341] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:06:03.110925] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:03.364392] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:03.616110] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:03.884077] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:06:04.140023] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:04.401530] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:04.657015] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:06:04.921785] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:06:04.921982] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:06:04.922039] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7854 tests [2025-11-21T13:06:04.922087] [INFO ] [CONFIGURE ] DNOW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:06:04.922130] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T13:06:05.181501] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:06:05.444186] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:06:05.705299] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:05.968306] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:06.228324] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:06.490101] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:06:06.756662] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:07.032961] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:07.297463] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:06:07.560452] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:06:07.560662] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T13:06:07.560722] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7853 tests [2025-11-21T13:06:07.560771] [INFO ] [CONFIGURE ] DNOW: Testing feature 28/29: add_volume_profile [2025-11-21T13:06:07.560813] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T13:06:07.818425] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:06:08.082689] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:06:08.342748] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:08.594914] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:08.847371] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:09.100337] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:06:09.367294] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:09.622868] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:09.884029] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:06:10.146140] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:06:10.146330] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T13:06:10.146386] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7852 tests [2025-11-21T13:06:10.146434] [INFO ] [CONFIGURE ] DNOW: Testing feature 29/29: add_vwap [2025-11-21T13:06:10.146537] [INFO ] [CONFIGURE ] DNOW: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T13:06:10.402257] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:06:10.663136] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:06:10.925004] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:11.184637] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:11.450091] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:11.715797] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:06:11.978577] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:12.240527] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:12.504378] [DEBUG] [FORECASTER] DNOW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:06:12.764195] [DEBUG] [FORECASTER] DNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:06:12.764385] [INFO ] [CONFIGURE ] DNOW: DISCARDED add_vwap (score: 70.00%) [2025-11-21T13:06:12.764442] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7851 tests [2025-11-21T13:06:12.764489] [INFO ] [CONFIGURE ] DNOW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:06:12.764532] [INFO ] [CONFIGURE ] DNOW: Best accuracy: 90.00% [2025-11-21T13:06:12.764568] [INFO ] [CONFIGURE ] DNOW: Best feature set (2 features): ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T13:06:12.764605] [INFO ] [CONFIGURE ] DNOW: Improvement over baseline: 20.00% [2025-11-21T13:06:12.764639] [INFO ] [CONFIGURE ] DNOW: Total time: 1.3 minutes [2025-11-21T13:06:12.764701] [INFO ] [CONFIGURE ] DNOW: Average time per feature: 2.7 seconds [2025-11-21T13:06:12.764740] [INFO ] [CONFIGURE ] DNOW: Average speed: 0.37 features/sec [2025-11-21T13:06:12.765112] [INFO ] [LOCAL ] Saved configuration for DNOW: 2 features, 90.00% accuracy -> ./output/feature-sets/DNOW.json [2025-11-21T13:06:12.765170] [INFO ] [CONFIGURE ] DNOW: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T13:06:12.765218] [INFO ] [sig ] [457/723] Successfully configured DNOW | 0.01 sym/s | Total: 10.5h | ETA: 6.1h [2025-11-21T13:06:12.765261] [INFO ] [sig ] [458/723] Configuring DOCN... [2025-11-21T13:06:12.765301] [INFO ] [CONFIGURE ] DOCN: Configurate test run. [2025-11-21T13:06:12.765337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-11-21T13:06:12.841201] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DOCN'. [2025-11-21T13:06:12.841637] [INFO ] [CONFIGURE ] DOCN: Testing with 29 available features [2025-11-21T13:06:12.841722] [INFO ] [CONFIGURE ] DOCN: Establishing baseline with no features... [2025-11-21T13:06:13.040105] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:13.243796] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:06:13.483826] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:13.712934] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:13.950246] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:14.130382] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:14.302732] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:14.479212] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:14.659041] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:14.833490] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:06:14.833667] [INFO ] [CONFIGURE ] DOCN: Baseline score (no features): 40.00% [2025-11-21T13:06:14.833742] [INFO ] [CONFIGURE ] DOCN: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:06:14.833791] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:06:15.042842] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:15.253003] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:06:15.462263] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:15.671543] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:15.880055] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:16.087197] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:06:16.294250] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:16.502344] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:16.709047] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:16.916974] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:16.917167] [INFO ] [CONFIGURE ] DOCN: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T13:06:16.917216] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7850 tests [2025-11-21T13:06:16.917252] [INFO ] [CONFIGURE ] DOCN: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:06:16.917286] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:06:17.158233] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:17.397266] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:17.640320] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:17.886475] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:18.131982] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:18.399100] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:06:18.643507] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:18.884125] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:19.135155] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:19.375449] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:19.375668] [INFO ] [CONFIGURE ] DOCN: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T13:06:19.375727] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7849 tests [2025-11-21T13:06:19.375776] [INFO ] [CONFIGURE ] DOCN: Testing feature 3/29: add_daily_returns [2025-11-21T13:06:19.375822] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:06:19.628006] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:06:19.877922] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:20.127137] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:20.372408] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:20.619784] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:20.869586] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:21.119067] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:21.374200] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:06:21.641684] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:21.900275] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:21.900443] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T13:06:21.900499] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7848 tests [2025-11-21T13:06:21.900543] [INFO ] [CONFIGURE ] DOCN: Testing feature 4/29: add_ema [2025-11-21T13:06:21.900586] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T13:06:22.188774] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:22.500954] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:22.796019] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:23.093269] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:23.388545] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:23.684180] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:23.986933] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:24.293382] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:24.591419] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:24.882213] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:06:24.882402] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_ema (score: 70.00%) [2025-11-21T13:06:24.882458] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7847 tests [2025-11-21T13:06:24.882506] [INFO ] [CONFIGURE ] DOCN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:06:24.882549] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:06:25.158236] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:25.443320] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:25.734922] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:26.014827] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:26.294756] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:26.574796] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:26.858925] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:27.160798] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:27.476420] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:27.797786] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:27.797968] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:06:27.798046] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7846 tests [2025-11-21T13:06:27.798093] [INFO ] [CONFIGURE ] DOCN: Testing feature 6/29: add_failed_moves [2025-11-21T13:06:27.798135] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T13:06:28.077808] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:28.343785] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:28.581891] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:28.827019] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:29.073730] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:29.322522] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:06:29.570496] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:29.821063] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:30.067362] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:30.315954] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:30.316126] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T13:06:30.316185] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7845 tests [2025-11-21T13:06:30.316233] [INFO ] [CONFIGURE ] DOCN: Testing feature 7/29: add_lag_shelf [2025-11-21T13:06:30.316270] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T13:06:30.567073] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:30.818229] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:31.070170] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:31.322492] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:31.573478] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:31.832466] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:32.082920] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:32.336486] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:32.590454] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:32.849234] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:32.849419] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T13:06:32.849492] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7844 tests [2025-11-21T13:06:32.849541] [INFO ] [CONFIGURE ] DOCN: Testing feature 8/29: add_macd [2025-11-21T13:06:32.849598] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:06:33.204516] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:06:33.541884] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:33.882171] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:34.224544] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:34.567239] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:34.938503] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:35.315864] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:35.694760] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:36.085384] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:36.462843] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:06:36.463038] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:06:36.463098] [INFO ] [CONFIGURE ] JOB ETA: 6.2h | Avg: 2.8s/test | Remaining: 7843 tests [2025-11-21T13:06:36.463146] [INFO ] [CONFIGURE ] DOCN: Testing feature 9/29: add_mfi [2025-11-21T13:06:36.463191] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T13:06:36.750941] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:37.039243] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:37.326985] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:37.617291] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:37.907261] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:38.198283] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:06:38.507542] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:38.810829] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:39.145342] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:39.445806] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:39.446013] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:06:39.446075] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7842 tests [2025-11-21T13:06:39.446128] [INFO ] [CONFIGURE ] DOCN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:06:39.446173] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:06:39.823883] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:40.203026] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:40.571632] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:06:40.949461] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:41.328321] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:41.702997] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:06:42.084864] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:42.460537] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:42.836324] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:43.211479] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:43.211670] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:06:43.211730] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7841 tests [2025-11-21T13:06:43.211834] [INFO ] [CONFIGURE ] DOCN: Testing feature 11/29: add_obv_daily [2025-11-21T13:06:43.211882] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T13:06:43.507100] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:43.803723] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:06:44.103285] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:44.399144] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:44.696056] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:06:44.993606] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:45.301162] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:45.615700] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:45.918979] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:46.236268] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:06:46.236465] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:06:46.236525] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7840 tests [2025-11-21T13:06:46.236576] [INFO ] [CONFIGURE ] DOCN: Testing feature 12/29: add_obv_interval [2025-11-21T13:06:46.236621] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T13:06:46.528430] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:46.818075] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:47.102046] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:47.386996] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:47.679152] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:47.974337] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:48.267442] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:48.556392] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:48.859225] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:49.152923] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:49.153117] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T13:06:49.153177] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7839 tests [2025-11-21T13:06:49.153228] [INFO ] [CONFIGURE ] DOCN: Testing feature 13/29: add_opening_strength [2025-11-21T13:06:49.153274] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:06:49.495017] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:49.819463] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:50.139000] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:50.465668] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:50.795912] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:51.122587] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:51.445945] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:51.765615] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:52.078442] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:52.390758] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:06:52.390954] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T13:06:52.391013] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7838 tests [2025-11-21T13:06:52.391062] [INFO ] [CONFIGURE ] DOCN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:06:52.391109] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T13:06:52.684039] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:52.985369] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:53.285755] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:53.587203] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:53.890618] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:54.196313] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:54.498862] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:54.798926] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:55.093971] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:55.388567] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:06:55.388779] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:06:55.388839] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7837 tests [2025-11-21T13:06:55.388885] [INFO ] [CONFIGURE ] DOCN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:06:55.388929] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T13:06:55.665273] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:55.940996] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:56.218867] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:56.500726] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:56.784455] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:57.065189] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:06:57.353501] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:06:57.638364] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:06:57.929913] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:06:58.216212] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:06:58.216387] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:06:58.216443] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7836 tests [2025-11-21T13:06:58.216489] [INFO ] [CONFIGURE ] DOCN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:06:58.216556] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T13:06:58.511449] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:06:58.805389] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:06:59.093853] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:06:59.388277] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:06:59.684572] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:06:59.977868] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:00.982102] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:01.405294] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:01.696910] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:01.995813] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:01.995989] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:07:01.996043] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7835 tests [2025-11-21T13:07:01.996090] [INFO ] [CONFIGURE ] DOCN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:07:01.996125] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T13:07:02.269839] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:02.545252] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:02.809418] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:07:03.076821] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:03.363734] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:03.645141] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:03.931282] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:04.218052] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:04.515805] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:04.795811] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:07:04.796008] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:07:04.796065] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7834 tests [2025-11-21T13:07:04.796113] [INFO ] [CONFIGURE ] DOCN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:07:04.796150] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T13:07:05.061144] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:05.445722] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:07:05.789841] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:07:06.116196] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:06.377105] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:06.629913] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:06.882826] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:07.140617] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:07.411541] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:07.688398] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:07.688607] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T13:07:07.688683] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7833 tests [2025-11-21T13:07:07.688751] [INFO ] [CONFIGURE ] DOCN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:07:07.688797] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T13:07:07.964466] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:08.240444] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:08.524175] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:07:08.795756] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:09.056851] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:09.323626] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:07:09.588489] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:09.853488] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:10.112052] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:10.371612] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:10.371812] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T13:07:10.371867] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7832 tests [2025-11-21T13:07:10.371916] [INFO ] [CONFIGURE ] DOCN: Testing feature 20/29: add_price_rejection [2025-11-21T13:07:10.371993] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T13:07:10.648678] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:10.928220] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:11.203462] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:07:11.480563] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:11.770584] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:12.048619] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:12.323318] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:12.602738] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:12.888597] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:13.193458] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:13.193636] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:07:13.193714] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7831 tests [2025-11-21T13:07:13.193761] [INFO ] [CONFIGURE ] DOCN: Testing feature 21/29: add_range_position [2025-11-21T13:07:13.193803] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T13:07:13.492323] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:13.792373] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:14.090811] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:07:14.395376] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:14.682878] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:14.967398] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:15.249542] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:15.536980] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:15.824582] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:16.115385] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:16.115543] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_range_position (score: 40.00%) [2025-11-21T13:07:16.115596] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7830 tests [2025-11-21T13:07:16.115639] [INFO ] [CONFIGURE ] DOCN: Testing feature 22/29: add_realized_volatility [2025-11-21T13:07:16.115704] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T13:07:16.478414] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:16.856663] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:17.232967] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:07:17.627005] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:18.013486] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:18.394506] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:07:18.764486] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:19.152188] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:19.532931] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:19.908493] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:19.908713] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T13:07:19.908775] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7829 tests [2025-11-21T13:07:19.908825] [INFO ] [CONFIGURE ] DOCN: Testing feature 23/29: add_recent_range_context [2025-11-21T13:07:19.908870] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T13:07:20.191619] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:20.475040] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:20.760701] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:07:21.037636] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:21.313026] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:21.595357] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:21.879935] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:22.162872] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:22.428993] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:22.696998] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:22.697192] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:07:22.697251] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7828 tests [2025-11-21T13:07:22.697298] [INFO ] [CONFIGURE ] DOCN: Testing feature 24/29: add_rsi [2025-11-21T13:07:22.697342] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T13:07:23.007000] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:23.316062] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:23.623677] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:07:23.940052] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:24.270439] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:24.596909] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:24.907151] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:25.225350] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:25.538063] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:25.853753] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:07:25.853974] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_rsi (score: 70.00%) [2025-11-21T13:07:25.854036] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7827 tests [2025-11-21T13:07:25.854087] [INFO ] [CONFIGURE ] DOCN: Testing feature 25/29: add_tick_distribution [2025-11-21T13:07:25.854134] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T13:07:26.130309] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:26.394371] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:26.671409] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:07:26.935927] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:27.202833] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:27.466945] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:27.731405] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:28.022735] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:28.312493] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:28.594859] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:28.595042] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T13:07:28.595099] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7826 tests [2025-11-21T13:07:28.595146] [INFO ] [CONFIGURE ] DOCN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:07:28.595187] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T13:07:28.872067] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:29.147609] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:29.423383] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:07:29.697381] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:29.972444] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:30.256699] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:30.538125] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:30.818671] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:31.087776] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:31.347689] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:07:31.347898] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:07:31.347971] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7825 tests [2025-11-21T13:07:31.348027] [INFO ] [CONFIGURE ] DOCN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:07:31.348069] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T13:07:31.639611] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:31.936507] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:32.235213] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:07:32.526217] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:32.814001] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:33.098703] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:33.382218] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:33.671815] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:33.968443] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:34.266381] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:34.266588] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T13:07:34.266666] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7824 tests [2025-11-21T13:07:34.266718] [INFO ] [CONFIGURE ] DOCN: Testing feature 28/29: add_volume_profile [2025-11-21T13:07:34.266762] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T13:07:34.535275] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:34.809564] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:35.082369] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:07:35.356595] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:35.628566] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:35.900740] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:36.169663] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:36.443451] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:36.732564] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:37.014250] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:37.014440] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T13:07:37.014498] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7823 tests [2025-11-21T13:07:37.014547] [INFO ] [CONFIGURE ] DOCN: Testing feature 29/29: add_vwap [2025-11-21T13:07:37.014593] [INFO ] [CONFIGURE ] DOCN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T13:07:37.296828] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:37.571882] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:37.852244] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:07:38.148509] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:07:38.418164] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:07:38.698588] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:07:38.972988] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:39.255936] [DEBUG] [FORECASTER] DOCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:39.538291] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:07:39.814583] [DEBUG] [FORECASTER] DOCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:39.814778] [INFO ] [CONFIGURE ] DOCN: DISCARDED add_vwap (score: 40.00%) [2025-11-21T13:07:39.814846] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7822 tests [2025-11-21T13:07:39.814893] [INFO ] [CONFIGURE ] DOCN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:07:39.814933] [INFO ] [CONFIGURE ] DOCN: Best accuracy: 70.00% [2025-11-21T13:07:39.814973] [INFO ] [CONFIGURE ] DOCN: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:07:39.815011] [INFO ] [CONFIGURE ] DOCN: Improvement over baseline: 30.00% [2025-11-21T13:07:39.815047] [INFO ] [CONFIGURE ] DOCN: Total time: 1.4 minutes [2025-11-21T13:07:39.815084] [INFO ] [CONFIGURE ] DOCN: Average time per feature: 2.9 seconds [2025-11-21T13:07:39.815124] [INFO ] [CONFIGURE ] DOCN: Average speed: 0.34 features/sec [2025-11-21T13:07:39.815508] [INFO ] [LOCAL ] Saved configuration for DOCN: 2 features, 70.00% accuracy -> ./output/feature-sets/DOCN.json [2025-11-21T13:07:39.815565] [INFO ] [CONFIGURE ] DOCN: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T13:07:39.815614] [INFO ] [sig ] [458/723] Successfully configured DOCN | 0.01 sym/s | Total: 10.6h | ETA: 6.1h [2025-11-21T13:07:39.815679] [INFO ] [sig ] [459/723] Configuring DRD... [2025-11-21T13:07:39.815722] [INFO ] [CONFIGURE ] DRD: Configurate test run. [2025-11-21T13:07:39.815762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'. [2025-11-21T13:07:39.916373] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DRD'. [2025-11-21T13:07:39.916761] [INFO ] [CONFIGURE ] DRD: Testing with 29 available features [2025-11-21T13:07:39.916824] [INFO ] [CONFIGURE ] DRD: Establishing baseline with no features... [2025-11-21T13:07:40.086439] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:07:40.259108] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:40.428389] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:07:40.601816] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:07:40.771666] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:40.940821] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:41.117920] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:07:41.299042] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:07:41.469709] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:07:41.639331] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:07:41.639489] [INFO ] [CONFIGURE ] DRD: Baseline score (no features): 60.00% [2025-11-21T13:07:41.639536] [INFO ] [CONFIGURE ] DRD: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:07:41.639573] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:07:41.847460] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:07:42.056175] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:07:42.258146] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:07:42.463173] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:07:42.670445] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:42.876494] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:43.083906] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:07:43.290135] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:07:43.493314] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:07:43.698711] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:43.698878] [INFO ] [CONFIGURE ] DRD: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T13:07:43.698925] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7821 tests [2025-11-21T13:07:43.698962] [INFO ] [CONFIGURE ] DRD: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:07:43.698996] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:07:43.913825] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:44.118905] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:44.330361] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:07:44.535605] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:07:44.741269] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:44.951843] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:45.154483] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:07:45.361503] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:07:45.565168] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:07:45.776230] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:45.776394] [INFO ] [CONFIGURE ] DRD: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T13:07:45.776441] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7820 tests [2025-11-21T13:07:45.776481] [INFO ] [CONFIGURE ] DRD: Testing feature 3/29: add_daily_returns [2025-11-21T13:07:45.776576] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_daily_returns'] [2025-11-21T13:07:45.959274] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:07:46.140886] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:46.334296] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:07:46.520668] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:07:46.704257] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:46.885907] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:47.068014] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:07:47.256510] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:07:47.460126] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:07:47.646293] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:47.646608] [INFO ] [CONFIGURE ] DRD: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T13:07:47.646742] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7819 tests [2025-11-21T13:07:47.646829] [INFO ] [CONFIGURE ] DRD: Testing feature 4/29: add_ema [2025-11-21T13:07:47.646928] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema'] [2025-11-21T13:07:47.861731] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:07:48.078576] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:48.297932] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:07:48.518536] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:07:48.737908] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:48.958027] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:49.176986] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:07:49.397562] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:49.620206] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:07:49.837934] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:49.838115] [INFO ] [CONFIGURE ] DRD: KEPT add_ema (score: 70.00%) [2025-11-21T13:07:49.838165] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7818 tests [2025-11-21T13:07:49.838205] [INFO ] [CONFIGURE ] DRD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:07:49.838242] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:07:50.090259] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:07:50.342672] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:50.614126] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:07:50.891746] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:07:51.176635] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:51.457029] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:51.729928] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:07:52.001130] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:07:52.253723] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:07:52.531255] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:52.531450] [INFO ] [CONFIGURE ] DRD: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T13:07:52.531506] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7817 tests [2025-11-21T13:07:52.531554] [INFO ] [CONFIGURE ] DRD: Testing feature 6/29: add_failed_moves [2025-11-21T13:07:52.531591] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T13:07:52.800765] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:07:53.114931] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:53.443603] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:07:53.689577] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:07:53.939099] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:54.165559] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:54.394810] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:07:54.634431] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:54.867603] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:07:55.098167] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:55.098389] [INFO ] [CONFIGURE ] DRD: KEPT add_failed_moves (score: 80.00%) [2025-11-21T13:07:55.098592] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7816 tests [2025-11-21T13:07:55.098707] [INFO ] [CONFIGURE ] DRD: Testing feature 7/29: add_lag_shelf [2025-11-21T13:07:55.098788] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T13:07:55.336245] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:07:55.566264] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:55.797354] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:07:56.026436] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:07:56.254568] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:56.475899] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:56.698167] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:07:56.929500] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:07:57.154921] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:07:57.376739] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:07:57.376913] [INFO ] [CONFIGURE ] DRD: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:07:57.376960] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7815 tests [2025-11-21T13:07:57.376998] [INFO ] [CONFIGURE ] DRD: Testing feature 8/29: add_macd [2025-11-21T13:07:57.377034] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T13:07:57.668836] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:07:57.966273] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:07:58.268274] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:07:58.564035] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:07:58.850725] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:07:59.140994] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:07:59.431236] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:07:59.733933] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:00.031812] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:08:00.348405] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:00.348607] [INFO ] [CONFIGURE ] DRD: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:08:00.348695] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7814 tests [2025-11-21T13:08:00.348745] [INFO ] [CONFIGURE ] DRD: Testing feature 9/29: add_mfi [2025-11-21T13:08:00.348782] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_mfi'] [2025-11-21T13:08:01.210978] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:01.481781] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:01.725137] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:01.979375] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:02.234523] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:02.481230] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:02.725246] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:02.974332] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:03.219346] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:03.461422] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:03.461663] [INFO ] [CONFIGURE ] DRD: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:08:03.461738] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7813 tests [2025-11-21T13:08:03.461790] [INFO ] [CONFIGURE ] DRD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:08:03.461838] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:08:03.779064] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:04.094269] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:04.410164] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:04.719287] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:05.030777] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:05.351289] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:05.676073] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:06.002676] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:06.318272] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:06.633174] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:08:06.633389] [INFO ] [CONFIGURE ] DRD: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T13:08:06.633472] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7812 tests [2025-11-21T13:08:06.633520] [INFO ] [CONFIGURE ] DRD: Testing feature 11/29: add_obv_daily [2025-11-21T13:08:06.633563] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T13:08:06.880546] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:07.129955] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:08:07.380767] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:07.629602] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:07.879275] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:08.130994] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:08.383077] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:08.634040] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:08:08.877877] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:09.120463] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:09.120666] [INFO ] [CONFIGURE ] DRD: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T13:08:09.120731] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7811 tests [2025-11-21T13:08:09.120782] [INFO ] [CONFIGURE ] DRD: Testing feature 12/29: add_obv_interval [2025-11-21T13:08:09.120827] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T13:08:09.350354] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:09.577230] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:09.810254] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:10.046237] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:10.288762] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:10.532829] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:10.779041] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:11.028719] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:11.273940] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:11.509794] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:11.509977] [INFO ] [CONFIGURE ] DRD: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T13:08:11.510033] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7810 tests [2025-11-21T13:08:11.510080] [INFO ] [CONFIGURE ] DRD: Testing feature 13/29: add_opening_strength [2025-11-21T13:08:11.510123] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:08:11.785229] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:12.069219] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:12.333165] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:12.608706] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:12.876191] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:13.139460] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:13.407951] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:13.682181] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:08:13.988381] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:14.262958] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:14.263136] [INFO ] [CONFIGURE ] DRD: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T13:08:14.263196] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7809 tests [2025-11-21T13:08:14.263245] [INFO ] [CONFIGURE ] DRD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:08:14.263288] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T13:08:14.524751] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:14.774497] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:15.033271] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:15.288866] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:15.559740] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:15.815133] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:16.072263] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:16.331364] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:16.594212] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:16.846719] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:16.846898] [INFO ] [CONFIGURE ] DRD: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:08:16.846954] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7808 tests [2025-11-21T13:08:16.847001] [INFO ] [CONFIGURE ] DRD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:08:16.847043] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T13:08:17.079489] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:17.312035] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:17.548076] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:17.790813] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:18.047418] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:18.289801] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:18.532943] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:18.783718] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:19.028109] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:19.277858] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:08:19.278169] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T13:08:19.278238] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7807 tests [2025-11-21T13:08:19.278320] [INFO ] [CONFIGURE ] DRD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:08:19.278370] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T13:08:19.521539] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:19.778509] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:20.021845] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:20.266374] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:20.502210] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:20.735380] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:20.972031] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:21.209304] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:21.447368] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:21.695526] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:21.695760] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T13:08:21.695822] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7806 tests [2025-11-21T13:08:21.695871] [INFO ] [CONFIGURE ] DRD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:08:21.695917] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T13:08:21.948390] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:22.209015] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:22.466455] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:22.727950] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:22.977127] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:23.227936] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:23.485003] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:23.747885] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:24.007513] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:24.294730] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:24.294980] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T13:08:24.295056] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7805 tests [2025-11-21T13:08:24.295106] [INFO ] [CONFIGURE ] DRD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:08:24.295151] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T13:08:24.523968] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:24.755886] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:24.990353] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:25.224528] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:25.463351] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:25.697525] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:25.933438] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:26.151835] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:26.370456] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:26.588420] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:26.588583] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T13:08:26.588659] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7804 tests [2025-11-21T13:08:26.588711] [INFO ] [CONFIGURE ] DRD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:08:26.588753] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T13:08:26.795359] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:08:27.003470] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:27.213129] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:27.424117] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:27.633170] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:27.841335] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:28.076448] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:28.300466] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:28.514304] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:28.730408] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:08:28.730584] [INFO ] [CONFIGURE ] DRD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:08:28.730639] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7803 tests [2025-11-21T13:08:28.730713] [INFO ] [CONFIGURE ] DRD: Testing feature 20/29: add_price_rejection [2025-11-21T13:08:28.730754] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T13:08:28.975242] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:29.219764] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:29.462834] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:29.708705] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:29.952593] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:30.207754] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:30.463546] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:30.706032] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:08:30.955103] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:31.211372] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:31.211551] [INFO ] [CONFIGURE ] DRD: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T13:08:31.211607] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7802 tests [2025-11-21T13:08:31.211674] [INFO ] [CONFIGURE ] DRD: Testing feature 21/29: add_range_position [2025-11-21T13:08:31.211720] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_range_position'] [2025-11-21T13:08:31.466252] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:31.719779] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:31.982335] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:32.240117] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:32.496515] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:08:32.761155] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:33.029246] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:33.296340] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:33.562988] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:33.830426] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:33.830615] [INFO ] [CONFIGURE ] DRD: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:08:33.830695] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7801 tests [2025-11-21T13:08:33.830747] [INFO ] [CONFIGURE ] DRD: Testing feature 22/29: add_realized_volatility [2025-11-21T13:08:33.830791] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T13:08:34.188475] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:34.540619] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:34.877442] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:35.213122] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:35.545746] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:35.881011] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:36.235809] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:36.598249] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:08:36.954923] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:37.318782] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:37.318962] [INFO ] [CONFIGURE ] DRD: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T13:08:37.319020] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7800 tests [2025-11-21T13:08:37.319068] [INFO ] [CONFIGURE ] DRD: Testing feature 23/29: add_recent_range_context [2025-11-21T13:08:37.319111] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T13:08:37.556384] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:37.808795] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:38.060490] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:38.311081] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:38.556189] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:38.809298] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:39.055878] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:39.302394] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:39.546356] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:39.792387] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:39.792609] [INFO ] [CONFIGURE ] DRD: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:08:39.792688] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7799 tests [2025-11-21T13:08:39.792738] [INFO ] [CONFIGURE ] DRD: Testing feature 24/29: add_rsi [2025-11-21T13:08:39.792782] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_rsi'] [2025-11-21T13:08:40.037705] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:40.278802] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:40.518715] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:40.761721] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:41.003436] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:41.241867] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:41.482435] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:41.718306] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:08:41.948170] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:42.183608] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:42.183809] [INFO ] [CONFIGURE ] DRD: DISCARDED add_rsi (score: 80.00%) [2025-11-21T13:08:42.183866] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7798 tests [2025-11-21T13:08:42.183914] [INFO ] [CONFIGURE ] DRD: Testing feature 25/29: add_tick_distribution [2025-11-21T13:08:42.183955] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T13:08:42.399959] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:08:42.615237] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:42.834711] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:43.059123] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:43.276583] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:43.492981] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:43.717920] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:43.946399] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:08:44.173536] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:44.406012] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:44.406194] [INFO ] [CONFIGURE ] DRD: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:08:44.406249] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7797 tests [2025-11-21T13:08:44.406296] [INFO ] [CONFIGURE ] DRD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:08:44.406338] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T13:08:44.648954] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:08:44.881556] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:45.126282] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:45.352488] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:45.599940] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:08:45.838704] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:46.074286] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:46.313028] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:46.557166] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:46.798336] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:08:46.798510] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:08:46.798566] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7796 tests [2025-11-21T13:08:46.798615] [INFO ] [CONFIGURE ] DRD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:08:46.798685] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T13:08:47.054940] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:47.312452] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:47.572811] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:47.834790] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:48.088074] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:08:48.344373] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:48.601609] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:48.865117] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:49.126592] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:49.386799] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:49.386984] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:08:49.387041] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7795 tests [2025-11-21T13:08:49.387112] [INFO ] [CONFIGURE ] DRD: Testing feature 28/29: add_volume_profile [2025-11-21T13:08:49.387158] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T13:08:49.619414] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:08:49.850084] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:50.081266] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:50.312494] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:50.543633] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:08:50.775960] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:51.010301] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:51.241537] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:51.478714] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:51.718123] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:08:51.718294] [INFO ] [CONFIGURE ] DRD: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:08:51.718349] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7794 tests [2025-11-21T13:08:51.718422] [INFO ] [CONFIGURE ] DRD: Testing feature 29/29: add_vwap [2025-11-21T13:08:51.718468] [INFO ] [CONFIGURE ] DRD: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap'] [2025-11-21T13:08:51.951081] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:08:52.183676] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:08:52.416383] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:08:52.648874] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:08:52.884233] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:53.119409] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:53.355900] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:53.594102] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:53.837036] [DEBUG] [FORECASTER] DRD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:08:54.079760] [DEBUG] [FORECASTER] DRD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:08:54.079946] [INFO ] [CONFIGURE ] DRD: DISCARDED add_vwap (score: 70.00%) [2025-11-21T13:08:54.080003] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7793 tests [2025-11-21T13:08:54.080052] [INFO ] [CONFIGURE ] DRD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:08:54.080095] [INFO ] [CONFIGURE ] DRD: Best accuracy: 80.00% [2025-11-21T13:08:54.080139] [INFO ] [CONFIGURE ] DRD: Best feature set (2 features): ['add_ema', 'add_failed_moves'] [2025-11-21T13:08:54.080179] [INFO ] [CONFIGURE ] DRD: Improvement over baseline: 20.00% [2025-11-21T13:08:54.080217] [INFO ] [CONFIGURE ] DRD: Total time: 1.2 minutes [2025-11-21T13:08:54.080255] [INFO ] [CONFIGURE ] DRD: Average time per feature: 2.5 seconds [2025-11-21T13:08:54.080294] [INFO ] [CONFIGURE ] DRD: Average speed: 0.40 features/sec [2025-11-21T13:08:54.080763] [INFO ] [LOCAL ] Saved configuration for DRD: 2 features, 80.00% accuracy -> ./output/feature-sets/DRD.json [2025-11-21T13:08:54.080823] [INFO ] [CONFIGURE ] DRD: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T13:08:54.080874] [INFO ] [sig ] [459/723] Successfully configured DRD | 0.01 sym/s | Total: 10.6h | ETA: 6.1h [2025-11-21T13:08:54.080919] [INFO ] [sig ] [460/723] Configuring DRH... [2025-11-21T13:08:54.080960] [INFO ] [CONFIGURE ] DRH: Configurate test run. [2025-11-21T13:08:54.081001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-11-21T13:08:54.127271] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DRH'. [2025-11-21T13:08:54.127587] [INFO ] [CONFIGURE ] DRH: Testing with 29 available features [2025-11-21T13:08:54.127670] [INFO ] [CONFIGURE ] DRH: Establishing baseline with no features... [2025-11-21T13:08:54.298292] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:08:54.467872] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:08:54.638954] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:08:54.820266] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:08:54.989311] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:55.158330] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:55.325334] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:55.495559] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:08:55.666307] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:08:55.835113] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:08:55.835265] [INFO ] [CONFIGURE ] DRH: Baseline score (no features): 60.00% [2025-11-21T13:08:55.835312] [INFO ] [CONFIGURE ] DRH: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:08:55.835349] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:08:56.033636] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:08:56.234507] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:08:56.435639] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:08:56.636208] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:08:56.838676] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:08:57.048608] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:57.250314] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:08:57.445912] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:57.640279] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:08:57.837948] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:08:57.838113] [INFO ] [CONFIGURE ] DRH: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T13:08:57.838161] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7792 tests [2025-11-21T13:08:57.838199] [INFO ] [CONFIGURE ] DRH: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:08:57.838234] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:08:58.065209] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:08:58.277630] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:08:58.479003] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:08:58.685485] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:08:58.886533] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:08:59.089011] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:08:59.292855] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:08:59.495840] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:08:59.708740] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:00.013358] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:09:00.013601] [INFO ] [CONFIGURE ] DRH: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T13:09:00.013728] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7791 tests [2025-11-21T13:09:00.013795] [INFO ] [CONFIGURE ] DRH: Testing feature 3/29: add_daily_returns [2025-11-21T13:09:00.013865] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_daily_returns'] [2025-11-21T13:09:00.282087] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:01.335925] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:01.668957] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:01.868971] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:09:02.089903] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:02.281750] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:02.483225] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:09:02.676711] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:02.860050] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:03.037007] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:09:03.037193] [INFO ] [CONFIGURE ] DRH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T13:09:03.037242] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7790 tests [2025-11-21T13:09:03.037281] [INFO ] [CONFIGURE ] DRH: Testing feature 4/29: add_ema [2025-11-21T13:09:03.037317] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_ema'] [2025-11-21T13:09:03.258381] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:03.476775] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:03.704140] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:03.925254] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:04.150763] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:04.380795] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:04.604582] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:09:04.830444] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:05.052931] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:05.285806] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:05.286139] [INFO ] [CONFIGURE ] DRH: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:09:05.286268] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7789 tests [2025-11-21T13:09:05.286355] [INFO ] [CONFIGURE ] DRH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:09:05.286471] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:09:05.510714] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:05.734309] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:05.963383] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:06.188845] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:06.416718] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:06.639337] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:06.866259] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:09:07.090071] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:07.320365] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:07.547725] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:09:07.547920] [INFO ] [CONFIGURE ] DRH: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:09:07.548036] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7788 tests [2025-11-21T13:09:07.548087] [INFO ] [CONFIGURE ] DRH: Testing feature 6/29: add_failed_moves [2025-11-21T13:09:07.548182] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_failed_moves'] [2025-11-21T13:09:07.730872] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:07.915784] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:08.100385] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:08.294328] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:08.480738] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:08.670055] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:08.857620] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:09.051784] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:09.247828] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:09.442485] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:09.442671] [INFO ] [CONFIGURE ] DRH: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T13:09:09.442750] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7787 tests [2025-11-21T13:09:09.442804] [INFO ] [CONFIGURE ] DRH: Testing feature 7/29: add_lag_shelf [2025-11-21T13:09:09.442855] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_lag_shelf'] [2025-11-21T13:09:09.614123] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:09.794833] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:09.968433] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:10.141892] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:10.316384] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:10.490311] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:10.664326] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:10.841826] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:11.021627] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:11.199268] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:11.199438] [INFO ] [CONFIGURE ] DRH: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T13:09:11.199487] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7786 tests [2025-11-21T13:09:11.199527] [INFO ] [CONFIGURE ] DRH: Testing feature 8/29: add_macd [2025-11-21T13:09:11.199566] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T13:09:11.481033] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:11.746035] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:12.024518] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:12.296372] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:09:12.569751] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:12.852563] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:13.160818] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:13.447763] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:13.740177] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:14.027906] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:14.028124] [INFO ] [CONFIGURE ] DRH: DISCARDED add_macd (score: 40.00%) [2025-11-21T13:09:14.028183] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7785 tests [2025-11-21T13:09:14.028231] [INFO ] [CONFIGURE ] DRH: Testing feature 9/29: add_mfi [2025-11-21T13:09:14.028306] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_mfi'] [2025-11-21T13:09:14.222862] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:14.411714] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:14.598261] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:14.784026] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:14.974701] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:15.167276] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:15.356149] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:15.545457] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:15.733278] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:15.927328] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:15.927525] [INFO ] [CONFIGURE ] DRH: DISCARDED add_mfi (score: 40.00%) [2025-11-21T13:09:15.927574] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7784 tests [2025-11-21T13:09:15.927611] [INFO ] [CONFIGURE ] DRH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:09:15.927664] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:09:16.202860] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:16.480824] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:16.760578] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:17.037356] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:09:17.306041] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:17.581744] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:17.905163] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:18.178751] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:18.459555] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:18.735038] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:18.735222] [INFO ] [CONFIGURE ] DRH: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T13:09:18.735280] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7783 tests [2025-11-21T13:09:18.735330] [INFO ] [CONFIGURE ] DRH: Testing feature 11/29: add_obv_daily [2025-11-21T13:09:18.735374] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_obv_daily'] [2025-11-21T13:09:18.930326] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:19.125054] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:19.316503] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:19.508758] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:19.704904] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:19.906279] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:20.098861] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:20.311871] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:20.517033] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:20.705078] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:20.705247] [INFO ] [CONFIGURE ] DRH: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T13:09:20.705295] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7782 tests [2025-11-21T13:09:20.705331] [INFO ] [CONFIGURE ] DRH: Testing feature 12/29: add_obv_interval [2025-11-21T13:09:20.705365] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_obv_interval'] [2025-11-21T13:09:20.887279] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:21.068952] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:21.250130] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:21.430873] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:21.612234] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:21.799423] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:22.009094] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:09:22.197450] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:22.387700] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:22.581906] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:22.582075] [INFO ] [CONFIGURE ] DRH: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:09:22.582126] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7781 tests [2025-11-21T13:09:22.582166] [INFO ] [CONFIGURE ] DRH: Testing feature 13/29: add_opening_strength [2025-11-21T13:09:22.582202] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T13:09:22.785700] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:22.993046] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:23.187914] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:23.394004] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:09:23.601512] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:23.808664] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:24.018631] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:24.231580] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:24.447946] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:24.656139] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:09:24.656333] [INFO ] [CONFIGURE ] DRH: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T13:09:24.656383] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7780 tests [2025-11-21T13:09:24.656444] [INFO ] [CONFIGURE ] DRH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:09:24.656481] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T13:09:24.858432] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:25.066979] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:25.270798] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:25.477896] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:09:25.688430] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:25.892791] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:26.099419] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:26.306505] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:26.517469] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:26.748834] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:09:26.749005] [INFO ] [CONFIGURE ] DRH: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T13:09:26.749052] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7779 tests [2025-11-21T13:09:26.749089] [INFO ] [CONFIGURE ] DRH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:09:26.749123] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T13:09:26.944445] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:27.146372] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:27.343365] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:27.547669] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:09:27.750789] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:27.965362] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:28.163370] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:28.365193] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:28.562924] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:28.766031] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:28.766375] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T13:09:28.766485] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7778 tests [2025-11-21T13:09:28.766567] [INFO ] [CONFIGURE ] DRH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:09:28.766682] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T13:09:28.985742] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:29.204154] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:29.421742] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:29.652555] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:29.869263] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:30.087712] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:30.301992] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:30.519399] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:30.733293] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:30.955384] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:30.955761] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:09:30.955826] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7777 tests [2025-11-21T13:09:30.955941] [INFO ] [CONFIGURE ] DRH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:09:30.956039] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_return_2d'] [2025-11-21T13:09:31.173386] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:31.384029] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:31.588688] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:31.797825] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:32.013811] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:32.231457] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:32.447530] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:32.665049] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:32.879018] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:33.094463] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:09:33.094774] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T13:09:33.094879] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7776 tests [2025-11-21T13:09:33.094964] [INFO ] [CONFIGURE ] DRH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:09:33.095045] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T13:09:33.282313] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:33.463409] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:33.652535] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:33.845479] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:34.031272] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:34.221411] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:09:34.419829] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:34.612157] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:34.809592] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:35.011436] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:35.011599] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T13:09:35.011665] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7775 tests [2025-11-21T13:09:35.011707] [INFO ] [CONFIGURE ] DRH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:09:35.011769] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T13:09:35.211778] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:35.411852] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:35.604302] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:35.802509] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:36.000831] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:36.207634] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:36.407832] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:36.616812] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:36.819172] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:37.018019] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:37.018191] [INFO ] [CONFIGURE ] DRH: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T13:09:37.018238] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7774 tests [2025-11-21T13:09:37.018276] [INFO ] [CONFIGURE ] DRH: Testing feature 20/29: add_price_rejection [2025-11-21T13:09:37.018311] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_price_rejection'] [2025-11-21T13:09:37.236325] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:37.445490] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:37.652058] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:37.853342] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:38.057470] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:38.269599] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:09:38.484705] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:38.709552] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:38.915310] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:39.140784] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:39.141000] [INFO ] [CONFIGURE ] DRH: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T13:09:39.141049] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7773 tests [2025-11-21T13:09:39.141087] [INFO ] [CONFIGURE ] DRH: Testing feature 21/29: add_range_position [2025-11-21T13:09:39.141122] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_range_position'] [2025-11-21T13:09:39.368002] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:39.595605] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:39.823663] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:40.053474] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:09:40.286201] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:40.523840] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:40.756058] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:09:40.989826] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:41.219743] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:41.451535] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:41.451950] [INFO ] [CONFIGURE ] DRH: DISCARDED add_range_position (score: 40.00%) [2025-11-21T13:09:41.452008] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7772 tests [2025-11-21T13:09:41.452048] [INFO ] [CONFIGURE ] DRH: Testing feature 22/29: add_realized_volatility [2025-11-21T13:09:41.452083] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_realized_volatility'] [2025-11-21T13:09:41.747303] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:42.081044] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:42.398116] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:42.725507] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:09:43.039155] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:43.390106] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:43.735818] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:09:44.067271] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:44.406237] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:09:44.736608] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:44.736831] [INFO ] [CONFIGURE ] DRH: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:09:44.736892] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7771 tests [2025-11-21T13:09:44.736941] [INFO ] [CONFIGURE ] DRH: Testing feature 23/29: add_recent_range_context [2025-11-21T13:09:44.737097] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_recent_range_context'] [2025-11-21T13:09:44.949290] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:45.178177] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:45.392786] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:45.603210] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:45.813220] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:46.030667] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:09:46.243987] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:46.463519] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:46.679301] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:46.894071] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:46.894258] [INFO ] [CONFIGURE ] DRH: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T13:09:46.894306] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7770 tests [2025-11-21T13:09:46.894345] [INFO ] [CONFIGURE ] DRH: Testing feature 24/29: add_rsi [2025-11-21T13:09:46.894380] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T13:09:47.129958] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:47.439076] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:47.801484] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:48.133880] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:48.411743] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:48.685573] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:48.953912] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:49.239526] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:49.511510] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:49.790159] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:09:49.790384] [INFO ] [CONFIGURE ] DRH: DISCARDED add_rsi (score: 40.00%) [2025-11-21T13:09:49.790452] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7769 tests [2025-11-21T13:09:49.790543] [INFO ] [CONFIGURE ] DRH: Testing feature 25/29: add_tick_distribution [2025-11-21T13:09:49.790600] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_tick_distribution'] [2025-11-21T13:09:50.016526] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:50.235769] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:50.448855] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:50.640280] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:50.833932] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:51.030351] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:51.223365] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:51.414770] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:09:51.609855] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:51.813103] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:51.813273] [INFO ] [CONFIGURE ] DRH: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T13:09:51.813320] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7768 tests [2025-11-21T13:09:51.813357] [INFO ] [CONFIGURE ] DRH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:09:51.813391] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T13:09:52.012099] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:52.209485] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:52.414176] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:52.638105] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:52.861094] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:53.090494] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:53.310077] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:09:53.530846] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:53.748579] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:53.962827] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:53.963012] [INFO ] [CONFIGURE ] DRH: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:09:53.963059] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7767 tests [2025-11-21T13:09:53.963095] [INFO ] [CONFIGURE ] DRH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:09:53.963129] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_volume_price_divergence'] [2025-11-21T13:09:54.181491] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:54.375139] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:54.580582] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:54.805691] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:55.029800] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:09:55.258076] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:09:55.483912] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:09:55.714306] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:55.948931] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:56.167355] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:56.167533] [INFO ] [CONFIGURE ] DRH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T13:09:56.167582] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7766 tests [2025-11-21T13:09:56.167621] [INFO ] [CONFIGURE ] DRH: Testing feature 28/29: add_volume_profile [2025-11-21T13:09:56.167677] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_volume_profile'] [2025-11-21T13:09:56.381039] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:56.605456] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:56.823430] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:57.037538] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:57.249736] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:57.470313] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:09:57.698715] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:57.922182] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:09:58.121600] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:09:58.332928] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:09:58.333096] [INFO ] [CONFIGURE ] DRH: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:09:58.333144] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7765 tests [2025-11-21T13:09:58.333183] [INFO ] [CONFIGURE ] DRH: Testing feature 29/29: add_vwap [2025-11-21T13:09:58.333219] [INFO ] [CONFIGURE ] DRH: Testing with features: ['add_vwap'] [2025-11-21T13:09:58.532599] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:09:58.736744] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:09:58.941475] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:09:59.140923] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:09:59.346798] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:09:59.552563] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:09:59.770793] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:09:59.991692] [DEBUG] [FORECASTER] DRH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:00.217737] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:00.430399] [DEBUG] [FORECASTER] DRH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:00.430575] [INFO ] [CONFIGURE ] DRH: DISCARDED add_vwap (score: 40.00%) [2025-11-21T13:10:00.430623] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7764 tests [2025-11-21T13:10:00.430683] [INFO ] [CONFIGURE ] DRH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:10:00.430747] [INFO ] [CONFIGURE ] DRH: Best accuracy: 60.00% [2025-11-21T13:10:00.430794] [INFO ] [CONFIGURE ] DRH: Best feature set (0 features): [] [2025-11-21T13:10:00.430839] [INFO ] [CONFIGURE ] DRH: Improvement over baseline: 0.00% [2025-11-21T13:10:00.430890] [INFO ] [CONFIGURE ] DRH: Total time: 1.1 minutes [2025-11-21T13:10:00.430939] [INFO ] [CONFIGURE ] DRH: Average time per feature: 2.2 seconds [2025-11-21T13:10:00.430984] [INFO ] [CONFIGURE ] DRH: Average speed: 0.45 features/sec [2025-11-21T13:10:00.431447] [INFO ] [LOCAL ] Saved configuration for DRH: 0 features, 60.00% accuracy -> ./output/feature-sets/DRH.json [2025-11-21T13:10:00.431517] [INFO ] [CONFIGURE ] DRH: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-21T13:10:00.431571] [INFO ] [sig ] [460/723] Successfully configured DRH | 0.01 sym/s | Total: 10.6h | ETA: 6.1h [2025-11-21T13:10:00.431620] [INFO ] [sig ] [461/723] Configuring DRI... [2025-11-21T13:10:00.431686] [INFO ] [CONFIGURE ] DRI: Configurate test run. [2025-11-21T13:10:00.431740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-11-21T13:10:00.506042] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DRI'. [2025-11-21T13:10:00.506431] [INFO ] [CONFIGURE ] DRI: Testing with 29 available features [2025-11-21T13:10:00.506494] [INFO ] [CONFIGURE ] DRI: Establishing baseline with no features... [2025-11-21T13:10:01.472612] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:01.820200] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:02.026851] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:02.215696] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:02.404960] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:10:02.599558] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:10:02.802944] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:02.992957] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:03.177295] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:03.364594] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:03.364900] [INFO ] [CONFIGURE ] DRI: Baseline score (no features): 60.00% [2025-11-21T13:10:03.365004] [INFO ] [CONFIGURE ] DRI: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:10:03.365080] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:10:03.581268] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:03.820248] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:10:04.062680] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:04.299849] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:04.532217] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:10:04.768236] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:04.998742] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:05.230576] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:05.467762] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:05.699396] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:05.699572] [INFO ] [CONFIGURE ] DRI: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T13:10:05.699632] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7763 tests [2025-11-21T13:10:05.699702] [INFO ] [CONFIGURE ] DRI: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:10:05.699750] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:10:05.930089] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:06.160604] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:10:06.411492] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:10:06.645888] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:06.877022] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:07.122755] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:10:07.359977] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:07.614003] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:10:07.827743] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:08.050911] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:08.051091] [INFO ] [CONFIGURE ] DRI: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T13:10:08.051138] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7762 tests [2025-11-21T13:10:08.051175] [INFO ] [CONFIGURE ] DRI: Testing feature 3/29: add_daily_returns [2025-11-21T13:10:08.051216] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_daily_returns'] [2025-11-21T13:10:08.239834] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:08.427799] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:08.628930] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:08.826900] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:09.027745] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:10:09.228448] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:10:09.416960] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:09.611446] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:09.806840] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:10.005926] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:10.006285] [INFO ] [CONFIGURE ] DRI: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T13:10:10.006355] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7761 tests [2025-11-21T13:10:10.006456] [INFO ] [CONFIGURE ] DRI: Testing feature 4/29: add_ema [2025-11-21T13:10:10.006538] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_ema'] [2025-11-21T13:10:10.240782] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:10:10.480060] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:10.704211] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:10.932632] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:11.160342] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:10:11.387391] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:10:11.613530] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:11.841568] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:12.073566] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:12.304017] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:12.304187] [INFO ] [CONFIGURE ] DRI: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:10:12.304236] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7760 tests [2025-11-21T13:10:12.304275] [INFO ] [CONFIGURE ] DRI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:10:12.304310] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:10:12.531909] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:12.767379] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:13.007581] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:13.240119] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:13.493354] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:13.759347] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:14.014222] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:14.262025] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:14.511443] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:14.766471] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:14.766715] [INFO ] [CONFIGURE ] DRI: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T13:10:14.766782] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7759 tests [2025-11-21T13:10:14.766839] [INFO ] [CONFIGURE ] DRI: Testing feature 6/29: add_failed_moves [2025-11-21T13:10:14.766897] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T13:10:15.035163] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:15.294980] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:15.556178] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:15.814614] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:16.078553] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:16.346541] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:16.602623] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:16.857788] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:17.139463] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:17.411705] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:17.411913] [INFO ] [CONFIGURE ] DRI: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:10:17.411976] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7758 tests [2025-11-21T13:10:17.412018] [INFO ] [CONFIGURE ] DRI: Testing feature 7/29: add_lag_shelf [2025-11-21T13:10:17.412064] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T13:10:17.657496] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:17.901911] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:18.133226] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:18.392159] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:18.648242] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:18.904284] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:19.147466] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:19.396539] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:19.654928] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:19.892173] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:19.892348] [INFO ] [CONFIGURE ] DRI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T13:10:19.892404] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7757 tests [2025-11-21T13:10:19.892451] [INFO ] [CONFIGURE ] DRI: Testing feature 8/29: add_macd [2025-11-21T13:10:19.892494] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T13:10:20.192996] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:20.536819] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:20.853160] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:21.173209] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:21.509454] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:21.854247] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:22.189911] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:22.516834] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:22.859309] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:23.204579] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:23.204806] [INFO ] [CONFIGURE ] DRI: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:10:23.204867] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7756 tests [2025-11-21T13:10:23.204915] [INFO ] [CONFIGURE ] DRI: Testing feature 9/29: add_mfi [2025-11-21T13:10:23.204960] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T13:10:23.464814] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:23.729579] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:23.995590] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:24.257363] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:24.535239] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:24.782887] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:25.033058] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:25.313166] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:25.590607] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:25.870599] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:25.870847] [INFO ] [CONFIGURE ] DRI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T13:10:25.870910] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7755 tests [2025-11-21T13:10:25.870967] [INFO ] [CONFIGURE ] DRI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:10:25.871010] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:10:26.227281] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:26.562858] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:10:26.903347] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:27.239900] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:27.583091] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:27.949014] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:28.319774] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:28.683795] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:29.048786] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:29.405503] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:29.405760] [INFO ] [CONFIGURE ] DRI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T13:10:29.405831] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7754 tests [2025-11-21T13:10:29.405883] [INFO ] [CONFIGURE ] DRI: Testing feature 11/29: add_obv_daily [2025-11-21T13:10:29.405930] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T13:10:29.680474] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:29.954535] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:10:30.228002] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:30.496942] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:30.754025] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:31.013782] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:10:31.270155] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:31.530616] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:31.773129] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:32.025753] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:32.026058] [INFO ] [CONFIGURE ] DRI: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:10:32.026117] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7753 tests [2025-11-21T13:10:32.026226] [INFO ] [CONFIGURE ] DRI: Testing feature 12/29: add_obv_interval [2025-11-21T13:10:32.026273] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T13:10:32.268956] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:32.515425] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:32.768865] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:33.009255] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:33.264707] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:33.530531] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:33.769760] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:34.007719] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:34.249727] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:34.490378] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:34.490583] [INFO ] [CONFIGURE ] DRI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T13:10:34.490661] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7752 tests [2025-11-21T13:10:34.490713] [INFO ] [CONFIGURE ] DRI: Testing feature 13/29: add_opening_strength [2025-11-21T13:10:34.490761] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:10:34.742581] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:35.006976] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:10:35.267665] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:10:35.515470] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:35.766093] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:10:36.014502] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:36.263385] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:36.517801] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:36.765637] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:37.018617] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:37.018820] [INFO ] [CONFIGURE ] DRI: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:10:37.018876] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7751 tests [2025-11-21T13:10:37.018923] [INFO ] [CONFIGURE ] DRI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:10:37.018965] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T13:10:37.274815] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:37.532897] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:37.784402] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:38.035545] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:38.297349] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:38.568543] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:38.843797] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:39.130070] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:39.443379] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:39.786712] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:39.786982] [INFO ] [CONFIGURE ] DRI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:10:39.787062] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7750 tests [2025-11-21T13:10:39.787161] [INFO ] [CONFIGURE ] DRI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:10:39.787236] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T13:10:40.117579] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:40.408514] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:10:40.632085] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:40.855062] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:41.080122] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:41.301835] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:41.528236] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:41.765045] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:42.012465] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:42.252243] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:42.252437] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:10:42.252496] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7749 tests [2025-11-21T13:10:42.252544] [INFO ] [CONFIGURE ] DRI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:10:42.252590] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T13:10:42.505264] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:42.758764] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:43.009338] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:43.257532] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:43.525502] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:43.771998] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:44.023417] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:44.291587] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:44.545774] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:44.797870] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:44.798077] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:10:44.798136] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7748 tests [2025-11-21T13:10:44.798183] [INFO ] [CONFIGURE ] DRI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:10:44.798226] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T13:10:45.060225] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:45.311922] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:45.568330] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:45.816505] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:10:46.067956] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:46.316257] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:46.589970] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:46.859995] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:47.130819] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:47.408270] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:47.408447] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T13:10:47.408503] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7747 tests [2025-11-21T13:10:47.408549] [INFO ] [CONFIGURE ] DRI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:10:47.408593] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T13:10:47.636409] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:47.882747] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:10:48.105219] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:48.328551] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:48.550424] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:48.773915] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:10:49.003138] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:49.226884] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:49.455579] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:49.697274] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:49.697451] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T13:10:49.697508] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7746 tests [2025-11-21T13:10:49.697558] [INFO ] [CONFIGURE ] DRI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:10:49.697602] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T13:10:49.934922] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:50.186623] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:50.436106] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:50.678690] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:50.905908] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:10:51.141144] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:51.381375] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:51.613088] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:51.845171] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:52.100193] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:52.100366] [INFO ] [CONFIGURE ] DRI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T13:10:52.100422] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7745 tests [2025-11-21T13:10:52.100468] [INFO ] [CONFIGURE ] DRI: Testing feature 20/29: add_price_rejection [2025-11-21T13:10:52.100510] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T13:10:52.353062] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:52.591924] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:52.836133] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:53.074925] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:53.316761] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:10:53.577495] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:53.839235] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:54.117120] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:54.360780] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:54.608092] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:10:54.608272] [INFO ] [CONFIGURE ] DRI: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:10:54.608328] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7744 tests [2025-11-21T13:10:54.608375] [INFO ] [CONFIGURE ] DRI: Testing feature 21/29: add_range_position [2025-11-21T13:10:54.608419] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T13:10:54.879434] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:55.150434] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:10:55.417806] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:55.688714] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:55.958527] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:10:56.228193] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:56.503776] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:10:56.772406] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:10:57.039917] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:10:57.311288] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:10:57.311480] [INFO ] [CONFIGURE ] DRI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:10:57.311538] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7743 tests [2025-11-21T13:10:57.311586] [INFO ] [CONFIGURE ] DRI: Testing feature 22/29: add_realized_volatility [2025-11-21T13:10:57.311628] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T13:10:57.679294] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:10:58.056802] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:10:58.425423] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:10:58.797466] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:10:59.166805] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:10:59.546018] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:10:59.914909] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:11:00.303271] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:11:00.685949] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:01.669220] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:11:01.669427] [INFO ] [CONFIGURE ] DRI: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:11:01.669486] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7742 tests [2025-11-21T13:11:01.669532] [INFO ] [CONFIGURE ] DRI: Testing feature 23/29: add_recent_range_context [2025-11-21T13:11:01.669574] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T13:11:02.057816] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:02.294772] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:02.529232] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:11:02.769752] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:11:03.007787] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:11:03.245324] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:03.484885] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:11:03.720528] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:11:03.956025] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:04.191591] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:11:04.191787] [INFO ] [CONFIGURE ] DRI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:11:04.191845] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7741 tests [2025-11-21T13:11:04.191891] [INFO ] [CONFIGURE ] DRI: Testing feature 24/29: add_rsi [2025-11-21T13:11:04.191934] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T13:11:04.490135] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:04.793979] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:11:05.085667] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:11:05.383293] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:11:05.675140] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:11:05.964734] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:06.258420] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:11:06.557510] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:11:06.854151] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:07.145618] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:11:07.145828] [INFO ] [CONFIGURE ] DRI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:11:07.145888] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7740 tests [2025-11-21T13:11:07.145940] [INFO ] [CONFIGURE ] DRI: Testing feature 25/29: add_tick_distribution [2025-11-21T13:11:07.145986] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T13:11:07.391034] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:07.626198] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:07.867665] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:11:08.114106] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:11:08.356478] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:11:08.596786] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:08.859846] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:11:09.117927] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:11:09.379670] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:09.651052] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:11:09.651300] [INFO ] [CONFIGURE ] DRI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:11:09.651362] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7739 tests [2025-11-21T13:11:09.651411] [INFO ] [CONFIGURE ] DRI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:11:09.651457] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T13:11:09.915472] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:10.158601] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:10.405850] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:11:10.649773] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:11:10.896060] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:11:11.139060] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:11.395743] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:11:11.645528] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:11:11.914500] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:12.206216] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:11:12.206390] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:11:12.206446] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7738 tests [2025-11-21T13:11:12.206492] [INFO ] [CONFIGURE ] DRI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:11:12.206535] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T13:11:12.450411] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:12.711433] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:12.967531] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:11:13.215089] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:11:13.461272] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:11:13.701767] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:11:13.950832] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:11:14.218529] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:11:14.489665] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:14.744832] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:11:14.745065] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T13:11:14.745124] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7737 tests [2025-11-21T13:11:14.745169] [INFO ] [CONFIGURE ] DRI: Testing feature 28/29: add_volume_profile [2025-11-21T13:11:14.745212] [INFO ] [CONFIGURE ] DRI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T13:11:14.995429] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:15.257640] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:11:15.502694] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:11:15.749631] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:11:15.999668] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:16.247853] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:11:16.495942] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:11:16.744914] [DEBUG] [FORECASTER] DRI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:11:16.998927] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:17.263717] [DEBUG] [FORECASTER] DRI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:11:17.263885] [INFO ] [CONFIGURE ] DRI: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T13:11:17.263940] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7736 tests [2025-11-21T13:11:17.263986] [INFO ] [CONFIGURE ] DRI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:11:17.264027] [INFO ] [CONFIGURE ] DRI: Best accuracy: 70.00% [2025-11-21T13:11:17.264066] [INFO ] [CONFIGURE ] DRI: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:11:17.264105] [INFO ] [CONFIGURE ] DRI: Improvement over baseline: 10.00% [2025-11-21T13:11:17.264141] [INFO ] [CONFIGURE ] DRI: Total time: 1.2 minutes [2025-11-21T13:11:17.264177] [INFO ] [CONFIGURE ] DRI: Average time per feature: 2.6 seconds [2025-11-21T13:11:17.264214] [INFO ] [CONFIGURE ] DRI: Average speed: 0.39 features/sec [2025-11-21T13:11:17.264536] [INFO ] [LOCAL ] Saved configuration for DRI: 2 features, 70.00% accuracy -> ./output/feature-sets/DRI.json [2025-11-21T13:11:17.264592] [INFO ] [CONFIGURE ] DRI: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T13:11:17.264658] [INFO ] [sig ] [461/723] Successfully configured DRI | 0.01 sym/s | Total: 10.6h | ETA: 6.0h [2025-11-21T13:11:17.264706] [INFO ] [sig ] [462/723] Configuring DRLL... [2025-11-21T13:11:17.264747] [INFO ] [CONFIGURE ] DRLL: Configurate test run. [2025-11-21T13:11:17.264785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-11-21T13:11:17.340890] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DRLL'. [2025-11-21T13:11:17.341227] [INFO ] [CONFIGURE ] DRLL: Testing with 29 available features [2025-11-21T13:11:17.341287] [INFO ] [CONFIGURE ] DRLL: Establishing baseline with no features... [2025-11-21T13:11:17.502476] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:17.652998] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:11:17.819430] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:17.985019] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:18.167345] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:18.331828] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:18.497809] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:11:18.666210] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:18.832930] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:18.999310] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:18.999468] [INFO ] [CONFIGURE ] DRLL: Baseline score (no features): 50.00% [2025-11-21T13:11:18.999514] [INFO ] [CONFIGURE ] DRLL: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:11:18.999549] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:11:19.193520] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:19.393909] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:11:19.591966] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:19.795038] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:19.995371] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:20.195363] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:20.395204] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:11:20.603092] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:20.805413] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:21.010981] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:11:21.011147] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T13:11:21.011195] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7735 tests [2025-11-21T13:11:21.011233] [INFO ] [CONFIGURE ] DRLL: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:11:21.011270] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:11:21.219400] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:21.425944] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:21.631184] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:21.837132] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:22.043090] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:22.248748] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:22.463373] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:22.673398] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:22.879285] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:23.102144] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:11:23.102314] [INFO ] [CONFIGURE ] DRLL: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T13:11:23.102366] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7734 tests [2025-11-21T13:11:23.102406] [INFO ] [CONFIGURE ] DRLL: Testing feature 3/29: add_daily_returns [2025-11-21T13:11:23.102447] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:11:23.318436] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:23.543341] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:23.761188] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:23.980443] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:24.200685] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:24.423737] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:24.647030] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:24.871375] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:25.102770] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:25.325579] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:25.325770] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T13:11:25.325843] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7733 tests [2025-11-21T13:11:25.325905] [INFO ] [CONFIGURE ] DRLL: Testing feature 4/29: add_ema [2025-11-21T13:11:25.325965] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T13:11:25.582364] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:25.837335] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:26.097188] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:26.366518] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:26.664299] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:27.019509] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:27.349264] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:27.643432] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:27.914636] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:28.194838] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:28.195024] [INFO ] [CONFIGURE ] DRLL: KEPT add_ema (score: 80.00%) [2025-11-21T13:11:28.195084] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7732 tests [2025-11-21T13:11:28.195134] [INFO ] [CONFIGURE ] DRLL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:11:28.195180] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:11:28.524099] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:28.849862] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:29.150436] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:29.448738] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:29.749609] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:30.053610] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:30.359958] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:11:30.669488] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:30.974105] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:31.288829] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:11:31.289089] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:11:31.289161] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7731 tests [2025-11-21T13:11:31.289222] [INFO ] [CONFIGURE ] DRLL: Testing feature 6/29: add_failed_moves [2025-11-21T13:11:31.289279] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T13:11:31.569151] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:31.842741] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:32.100929] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:32.363483] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:32.633897] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:32.892363] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:33.150792] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:33.445254] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:33.745413] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:34.042428] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:34.042607] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:11:34.042685] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7730 tests [2025-11-21T13:11:34.042737] [INFO ] [CONFIGURE ] DRLL: Testing feature 7/29: add_lag_shelf [2025-11-21T13:11:34.042781] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T13:11:34.330680] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:11:34.614229] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:34.905624] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:35.195978] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:35.482237] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:35.779995] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:36.074245] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:36.361316] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:36.651876] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:36.933103] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:36.933303] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:11:36.933362] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7729 tests [2025-11-21T13:11:36.933414] [INFO ] [CONFIGURE ] DRLL: Testing feature 8/29: add_macd [2025-11-21T13:11:36.933459] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T13:11:37.315831] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:37.698437] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:38.077680] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:38.454136] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:38.827330] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:39.213415] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:39.614699] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:11:40.017469] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:40.402973] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:40.786467] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:11:40.786740] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_macd (score: 50.00%) [2025-11-21T13:11:40.786807] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7728 tests [2025-11-21T13:11:40.786857] [INFO ] [CONFIGURE ] DRLL: Testing feature 9/29: add_mfi [2025-11-21T13:11:40.786911] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T13:11:41.086358] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:41.381519] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:41.676503] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:41.981566] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:42.278220] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:42.577583] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:42.877860] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:43.183236] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:43.485367] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:43.805070] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:43.805276] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:11:43.805332] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7727 tests [2025-11-21T13:11:43.805378] [INFO ] [CONFIGURE ] DRLL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:11:43.805454] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:11:44.194397] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:44.559531] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:44.926120] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:45.306519] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:45.680133] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:46.059953] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:46.430712] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:46.804377] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:47.185816] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:47.588373] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:47.588583] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T13:11:47.588657] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7726 tests [2025-11-21T13:11:47.588711] [INFO ] [CONFIGURE ] DRLL: Testing feature 11/29: add_obv_daily [2025-11-21T13:11:47.588755] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T13:11:47.892995] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:48.184741] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:48.453274] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:48.725350] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:49.028113] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:49.341859] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:49.654755] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:11:49.973311] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:50.283226] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:50.583464] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:50.583694] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:11:50.583757] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7725 tests [2025-11-21T13:11:50.583804] [INFO ] [CONFIGURE ] DRLL: Testing feature 12/29: add_obv_interval [2025-11-21T13:11:50.583846] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T13:11:50.873946] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:51.158015] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:51.437749] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:51.725769] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:52.005042] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:52.285475] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:52.566710] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:52.845260] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:53.128807] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:53.411504] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:53.411747] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T13:11:53.411809] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7724 tests [2025-11-21T13:11:53.411882] [INFO ] [CONFIGURE ] DRLL: Testing feature 13/29: add_opening_strength [2025-11-21T13:11:53.411930] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:11:53.727129] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:54.043939] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:11:54.359266] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:54.681822] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:54.996599] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:55.319566] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:55.646012] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:55.970425] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:56.291178] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:56.631450] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:11:56.631687] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T13:11:56.631771] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7723 tests [2025-11-21T13:11:56.631841] [INFO ] [CONFIGURE ] DRLL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:11:56.631889] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T13:11:56.940184] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:11:57.251179] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:11:57.568073] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:11:57.883894] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:11:58.199474] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:11:58.526533] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:11:58.856119] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:11:59.176992] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:11:59.500041] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:11:59.820901] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:11:59.821131] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:11:59.821195] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7722 tests [2025-11-21T13:11:59.821246] [INFO ] [CONFIGURE ] DRLL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:11:59.821289] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T13:12:00.127999] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:00.421263] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:00.710222] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:01.763388] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:02.245038] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:02.533060] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:02.827904] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:03.109347] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:03.397435] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:03.684657] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:03.684846] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T13:12:03.684902] [INFO ] [CONFIGURE ] JOB ETA: 6.1h | Avg: 2.8s/test | Remaining: 7721 tests [2025-11-21T13:12:03.684949] [INFO ] [CONFIGURE ] DRLL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:12:03.684992] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T13:12:03.981868] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:04.263517] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:12:04.553703] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:04.828950] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:05.103993] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:05.377570] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:05.654912] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:12:05.931791] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:06.231526] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:06.531860] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:06.532067] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:12:06.532125] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7720 tests [2025-11-21T13:12:06.532171] [INFO ] [CONFIGURE ] DRLL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:12:06.532211] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T13:12:06.835977] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:12:07.134510] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:07.440252] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:07.747854] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:08.047605] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:08.342715] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:08.647925] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:08.958248] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:09.266212] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:09.565878] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:09.566050] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T13:12:09.566107] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7719 tests [2025-11-21T13:12:09.566154] [INFO ] [CONFIGURE ] DRLL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:12:09.566195] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T13:12:09.839139] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:10.117048] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:10.397615] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:10.673857] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:10.959036] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:11.238994] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:11.522902] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:12:11.809338] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:12.105935] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:12.389434] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:12.389606] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T13:12:12.389680] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7718 tests [2025-11-21T13:12:12.389727] [INFO ] [CONFIGURE ] DRLL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:12:12.389768] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T13:12:12.665218] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:12:12.942971] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:12:13.217128] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:13.495162] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:13.772009] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:14.066025] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:14.346571] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:14.621780] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:14.908430] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:15.198401] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:15.198598] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:12:15.198677] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7717 tests [2025-11-21T13:12:15.198728] [INFO ] [CONFIGURE ] DRLL: Testing feature 20/29: add_price_rejection [2025-11-21T13:12:15.198772] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T13:12:15.497175] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:15.800616] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:16.095824] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:16.391549] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:16.691874] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:16.990490] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:17.292820] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:17.599550] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:17.912929] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:18.225874] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:18.226062] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T13:12:18.226122] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7716 tests [2025-11-21T13:12:18.226170] [INFO ] [CONFIGURE ] DRLL: Testing feature 21/29: add_range_position [2025-11-21T13:12:18.226215] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T13:12:18.551414] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:12:18.872959] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:19.199185] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:19.525846] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:19.856985] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:20.192846] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:20.526410] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:20.855532] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:21.187340] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:21.511457] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:21.511727] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_range_position (score: 80.00%) [2025-11-21T13:12:21.511792] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7715 tests [2025-11-21T13:12:21.511859] [INFO ] [CONFIGURE ] DRLL: Testing feature 22/29: add_realized_volatility [2025-11-21T13:12:21.511912] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T13:12:21.901226] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:12:22.267685] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:22.617927] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:22.981118] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:23.356700] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:23.768199] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:24.164554] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:24.575955] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:24.999134] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:25.417999] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:25.418196] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T13:12:25.418258] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7714 tests [2025-11-21T13:12:25.418314] [INFO ] [CONFIGURE ] DRLL: Testing feature 23/29: add_recent_range_context [2025-11-21T13:12:25.418366] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T13:12:25.707959] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:12:26.003512] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:26.299493] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:26.597062] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:26.890406] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:27.177325] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:27.470208] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:27.776139] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:28.081351] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:28.382823] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:28.383005] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T13:12:28.383062] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7713 tests [2025-11-21T13:12:28.383109] [INFO ] [CONFIGURE ] DRLL: Testing feature 24/29: add_rsi [2025-11-21T13:12:28.383151] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T13:12:28.695682] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:28.999754] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:29.298234] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:29.594750] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:29.907751] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:30.211589] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:30.511952] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:12:30.832089] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:31.139770] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:31.447797] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:31.447994] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:12:31.448067] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7712 tests [2025-11-21T13:12:31.448123] [INFO ] [CONFIGURE ] DRLL: Testing feature 25/29: add_tick_distribution [2025-11-21T13:12:31.448167] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T13:12:31.741587] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:32.000729] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:32.255185] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:32.514451] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:32.781717] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:33.064059] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:33.331455] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:33.611907] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:33.892661] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:34.156012] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:34.156192] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:12:34.156243] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7711 tests [2025-11-21T13:12:34.156288] [INFO ] [CONFIGURE ] DRLL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:12:34.156330] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T13:12:34.408930] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:34.686487] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:34.997325] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:12:35.428879] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:35.858732] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:36.200419] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:36.506605] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:12:36.801982] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:37.105557] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:37.423971] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:37.424196] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:12:37.424257] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7710 tests [2025-11-21T13:12:37.424303] [INFO ] [CONFIGURE ] DRLL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:12:37.424346] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T13:12:37.745672] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:12:38.077429] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:12:38.400087] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:38.720920] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:39.036995] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:39.365066] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:39.686197] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:40.013902] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:40.333694] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:40.666186] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:40.666390] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:12:40.666448] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7709 tests [2025-11-21T13:12:40.666487] [INFO ] [CONFIGURE ] DRLL: Testing feature 28/29: add_volume_profile [2025-11-21T13:12:40.666537] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T13:12:40.970573] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:41.269852] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:41.583067] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:41.914766] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:42.250800] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:42.560593] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:42.871353] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:12:43.178132] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:43.489763] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:43.799855] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:43.800053] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:12:43.800111] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7708 tests [2025-11-21T13:12:43.800158] [INFO ] [CONFIGURE ] DRLL: Testing feature 29/29: add_vwap [2025-11-21T13:12:43.800201] [INFO ] [CONFIGURE ] DRLL: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T13:12:44.119207] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:12:44.412284] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:12:44.722662] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:12:45.050171] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:12:45.378063] [DEBUG] [FORECASTER] DRLL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:12:45.685815] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:46.019428] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:12:46.331443] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:46.656591] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:12:46.972809] [DEBUG] [FORECASTER] DRLL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:12:46.972999] [INFO ] [CONFIGURE ] DRLL: DISCARDED add_vwap (score: 70.00%) [2025-11-21T13:12:46.973057] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7707 tests [2025-11-21T13:12:46.973103] [INFO ] [CONFIGURE ] DRLL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:12:46.973145] [INFO ] [CONFIGURE ] DRLL: Best accuracy: 80.00% [2025-11-21T13:12:46.973186] [INFO ] [CONFIGURE ] DRLL: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T13:12:46.973224] [INFO ] [CONFIGURE ] DRLL: Improvement over baseline: 30.00% [2025-11-21T13:12:46.973267] [INFO ] [CONFIGURE ] DRLL: Total time: 1.5 minutes [2025-11-21T13:12:46.973312] [INFO ] [CONFIGURE ] DRLL: Average time per feature: 3.0 seconds [2025-11-21T13:12:46.973357] [INFO ] [CONFIGURE ] DRLL: Average speed: 0.33 features/sec [2025-11-21T13:12:46.973903] [INFO ] [LOCAL ] Saved configuration for DRLL: 2 features, 80.00% accuracy -> ./output/feature-sets/DRLL.json [2025-11-21T13:12:46.973961] [INFO ] [CONFIGURE ] DRLL: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T13:12:46.974008] [INFO ] [sig ] [462/723] Successfully configured DRLL | 0.01 sym/s | Total: 10.7h | ETA: 6.0h [2025-11-21T13:12:46.974053] [INFO ] [sig ] [463/723] Configuring DSL... [2025-11-21T13:12:46.974094] [INFO ] [CONFIGURE ] DSL: Configurate test run. [2025-11-21T13:12:46.974134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-11-21T13:12:47.179709] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DSL'. [2025-11-21T13:12:47.180092] [INFO ] [CONFIGURE ] DSL: Testing with 29 available features [2025-11-21T13:12:47.180154] [INFO ] [CONFIGURE ] DSL: Establishing baseline with no features... [2025-11-21T13:12:47.377439] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:12:47.570808] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:12:47.767191] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:12:47.955951] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:12:48.135978] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:12:48.323831] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:12:48.506450] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:12:48.688316] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:12:48.874590] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:12:49.063169] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:12:49.063509] [INFO ] [CONFIGURE ] DSL: Baseline score (no features): 30.00% [2025-11-21T13:12:49.063609] [INFO ] [CONFIGURE ] DSL: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:12:49.063711] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:12:49.279753] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:12:49.498883] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:12:49.719975] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:12:49.940225] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:12:50.169975] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:12:50.396122] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:12:50.614995] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:12:50.834723] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:12:51.055822] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:12:51.274965] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:12:51.275288] [INFO ] [CONFIGURE ] DSL: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T13:12:51.275392] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7706 tests [2025-11-21T13:12:51.275484] [INFO ] [CONFIGURE ] DSL: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:12:51.275560] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:12:51.529116] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:12:51.793045] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:12:52.040347] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:12:52.301030] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:12:52.551214] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:12:52.809572] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:12:53.066479] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:12:53.320891] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:12:53.579773] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:12:53.834713] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:12:53.834892] [INFO ] [CONFIGURE ] DSL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T13:12:53.834949] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7705 tests [2025-11-21T13:12:53.834995] [INFO ] [CONFIGURE ] DSL: Testing feature 3/29: add_daily_returns [2025-11-21T13:12:53.835037] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:12:54.069612] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:12:54.314115] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:12:54.544009] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:12:54.776884] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:12:55.008688] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:12:55.248988] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:12:55.485044] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:12:55.715151] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:12:55.947009] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:12:56.181221] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:12:56.181586] [INFO ] [CONFIGURE ] DSL: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T13:12:56.181704] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7704 tests [2025-11-21T13:12:56.181791] [INFO ] [CONFIGURE ] DSL: Testing feature 4/29: add_ema [2025-11-21T13:12:56.181907] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:12:56.446105] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:12:56.712695] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:12:56.979130] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:12:57.243332] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:12:57.504928] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:12:57.770163] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:12:58.046481] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:12:58.318208] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:12:58.581131] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:12:58.850791] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:12:58.851042] [INFO ] [CONFIGURE ] DSL: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:12:58.851262] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7703 tests [2025-11-21T13:12:58.851353] [INFO ] [CONFIGURE ] DSL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:12:58.851428] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:12:59.112054] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:12:59.378743] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:12:59.641542] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:12:59.919155] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:13:00.895847] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:01.373443] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:01.666341] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:01.983541] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:02.288465] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:02.574049] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:02.574245] [INFO ] [CONFIGURE ] DSL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:13:02.574308] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7702 tests [2025-11-21T13:13:02.574361] [INFO ] [CONFIGURE ] DSL: Testing feature 6/29: add_failed_moves [2025-11-21T13:13:02.574409] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T13:13:02.815932] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:03.053570] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:03.293750] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:03.532183] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:03.774350] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:04.033402] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:04.276896] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:04.512663] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:04.749231] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:04.984779] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:04.984955] [INFO ] [CONFIGURE ] DSL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T13:13:04.985005] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7701 tests [2025-11-21T13:13:04.985045] [INFO ] [CONFIGURE ] DSL: Testing feature 7/29: add_lag_shelf [2025-11-21T13:13:04.985081] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T13:13:05.202166] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:05.424024] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:05.650683] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:05.884761] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:06.111026] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:06.345598] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:13:06.573316] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:06.806479] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:07.048342] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:07.284210] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:07.284443] [INFO ] [CONFIGURE ] DSL: KEPT add_lag_shelf (score: 60.00%) [2025-11-21T13:13:07.284495] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7700 tests [2025-11-21T13:13:07.284534] [INFO ] [CONFIGURE ] DSL: Testing feature 8/29: add_macd [2025-11-21T13:13:07.284573] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T13:13:07.595196] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:07.908375] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:08.228401] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:13:08.549524] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:13:08.875924] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:13:09.223405] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:09.541514] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:09.857898] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:10.172546] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:10.488791] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:10.489036] [INFO ] [CONFIGURE ] DSL: DISCARDED add_macd (score: 40.00%) [2025-11-21T13:13:10.489096] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7699 tests [2025-11-21T13:13:10.489145] [INFO ] [CONFIGURE ] DSL: Testing feature 9/29: add_mfi [2025-11-21T13:13:10.489189] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi'] [2025-11-21T13:13:10.746972] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:11.007319] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:13:11.261889] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:11.525825] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:11.776473] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:13:12.044566] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:12.313441] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:12.591163] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:12.851118] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:13.109386] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:13.109594] [INFO ] [CONFIGURE ] DSL: DISCARDED add_mfi (score: 30.00%) [2025-11-21T13:13:13.109676] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7698 tests [2025-11-21T13:13:13.109731] [INFO ] [CONFIGURE ] DSL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:13:13.109779] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:13:13.432319] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:13.762388] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:14.093832] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:13:14.425352] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:14.756355] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:13:15.095164] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:13:15.428603] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:15.760860] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:16.096807] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:16.459298] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:16.459521] [INFO ] [CONFIGURE ] DSL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T13:13:16.459585] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7697 tests [2025-11-21T13:13:16.459633] [INFO ] [CONFIGURE ] DSL: Testing feature 11/29: add_obv_daily [2025-11-21T13:13:16.459715] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T13:13:16.733204] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:17.004423] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:17.293384] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:17.580042] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:17.846933] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:18.116538] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:18.376045] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:18.623115] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:18.887879] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:19.160190] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:19.160769] [INFO ] [CONFIGURE ] DSL: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:13:19.160902] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7696 tests [2025-11-21T13:13:19.160992] [INFO ] [CONFIGURE ] DSL: Testing feature 12/29: add_obv_interval [2025-11-21T13:13:19.161108] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T13:13:19.411430] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:19.660214] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:19.915503] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:20.169023] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:20.425890] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:20.691311] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:20.958227] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:21.237515] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:13:21.501952] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:21.768905] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:21.769287] [INFO ] [CONFIGURE ] DSL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T13:13:21.769394] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7695 tests [2025-11-21T13:13:21.769478] [INFO ] [CONFIGURE ] DSL: Testing feature 13/29: add_opening_strength [2025-11-21T13:13:21.769622] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:13:22.062903] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:22.342797] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:13:22.666514] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:23.000489] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:13:23.318940] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:23.585746] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:23.848339] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:13:24.136447] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:24.419386] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:13:24.697573] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:24.697795] [INFO ] [CONFIGURE ] DSL: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T13:13:24.697859] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7694 tests [2025-11-21T13:13:24.697910] [INFO ] [CONFIGURE ] DSL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:13:24.697954] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T13:13:24.946341] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:25.179090] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:25.410199] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:13:25.652143] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:13:25.890967] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:26.143907] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:26.384125] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:13:26.620046] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:26.857889] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:27.096793] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:27.097014] [INFO ] [CONFIGURE ] DSL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:13:27.097074] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7693 tests [2025-11-21T13:13:27.097143] [INFO ] [CONFIGURE ] DSL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:13:27.097186] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T13:13:27.311405] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:27.523202] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:27.741401] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:27.955307] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:28.174281] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:28.399090] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:13:28.608293] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:28.815083] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:29.035149] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:13:29.245985] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:29.246172] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:13:29.246219] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7692 tests [2025-11-21T13:13:29.246257] [INFO ] [CONFIGURE ] DSL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:13:29.246291] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T13:13:29.483102] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:13:29.707462] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:29.940876] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:30.171890] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:30.396778] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:30.628016] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:30.865236] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:31.080004] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:31.307712] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:31.535372] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:31.535554] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T13:13:31.535603] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7691 tests [2025-11-21T13:13:31.535657] [INFO ] [CONFIGURE ] DSL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:13:31.535725] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T13:13:31.760570] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:32.002061] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:32.235015] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:32.471690] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:32.707196] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:32.942091] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:33.178325] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:33.418279] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:33.655023] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:33.899012] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:33.899231] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:13:33.899292] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7690 tests [2025-11-21T13:13:33.899342] [INFO ] [CONFIGURE ] DSL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:13:33.899388] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T13:13:34.113633] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:13:34.332559] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:34.543910] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:34.755004] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:34.970137] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:35.184529] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:35.402031] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:35.619910] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:35.836702] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:36.058324] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:36.058728] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T13:13:36.058836] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7689 tests [2025-11-21T13:13:36.058923] [INFO ] [CONFIGURE ] DSL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:13:36.059040] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T13:13:36.256853] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:36.467171] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:36.669259] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:36.869994] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:37.074547] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:37.285601] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:13:37.512173] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:37.723859] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:37.935273] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:38.149463] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:38.149686] [INFO ] [CONFIGURE ] DSL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:13:38.149770] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7688 tests [2025-11-21T13:13:38.149825] [INFO ] [CONFIGURE ] DSL: Testing feature 20/29: add_price_rejection [2025-11-21T13:13:38.149963] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T13:13:38.386192] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:38.619105] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:38.849932] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:39.082447] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:39.312840] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:39.549602] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:39.781462] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:40.015054] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:40.263473] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:40.500047] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:40.500239] [INFO ] [CONFIGURE ] DSL: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T13:13:40.500296] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7687 tests [2025-11-21T13:13:40.500340] [INFO ] [CONFIGURE ] DSL: Testing feature 21/29: add_range_position [2025-11-21T13:13:40.500383] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position'] [2025-11-21T13:13:40.738080] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:40.996908] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:41.255789] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:41.506548] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:41.760854] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:13:42.021109] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:13:42.274656] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:13:42.535625] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:13:42.793099] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:43.046397] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:43.046664] [INFO ] [CONFIGURE ] DSL: KEPT add_range_position (score: 70.00%) [2025-11-21T13:13:43.046726] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7686 tests [2025-11-21T13:13:43.046777] [INFO ] [CONFIGURE ] DSL: Testing feature 22/29: add_realized_volatility [2025-11-21T13:13:43.046823] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position', 'add_realized_volatility'] [2025-11-21T13:13:43.417806] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:43.797404] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:44.177439] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:44.553986] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:44.932400] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:45.319203] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:45.708769] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:46.085638] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:13:46.475638] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:46.856846] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:46.857118] [INFO ] [CONFIGURE ] DSL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:13:46.857184] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7685 tests [2025-11-21T13:13:46.857227] [INFO ] [CONFIGURE ] DSL: Testing feature 23/29: add_recent_range_context [2025-11-21T13:13:46.857274] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position', 'add_recent_range_context'] [2025-11-21T13:13:47.144384] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:47.435758] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:47.721498] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:48.013020] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:48.324398] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:13:48.601402] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:48.875157] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:49.156686] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:13:49.434956] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:49.703147] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:49.703368] [INFO ] [CONFIGURE ] DSL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:13:49.703427] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7684 tests [2025-11-21T13:13:49.703473] [INFO ] [CONFIGURE ] DSL: Testing feature 24/29: add_rsi [2025-11-21T13:13:49.703521] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T13:13:50.010153] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:50.334472] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:50.659962] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:50.983212] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:51.321966] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:51.641981] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:13:51.968431] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:52.298188] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:13:52.633803] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:52.965161] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:13:52.965355] [INFO ] [CONFIGURE ] DSL: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:13:52.965416] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7683 tests [2025-11-21T13:13:52.965464] [INFO ] [CONFIGURE ] DSL: Testing feature 25/29: add_tick_distribution [2025-11-21T13:13:52.965509] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position', 'add_tick_distribution'] [2025-11-21T13:13:53.247869] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:53.524525] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:53.794060] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:54.078622] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:54.354602] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:54.623194] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:13:54.895474] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:13:55.164938] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:13:55.456280] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:13:55.730136] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:55.730334] [INFO ] [CONFIGURE ] DSL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:13:55.730392] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7682 tests [2025-11-21T13:13:55.730438] [INFO ] [CONFIGURE ] DSL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:13:55.730481] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T13:13:55.989391] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:56.251145] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:56.520124] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:56.792200] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:57.048255] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:13:57.308616] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:13:57.572892] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:13:57.830122] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:13:58.095985] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:13:58.361212] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:13:58.361417] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:13:58.361477] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7681 tests [2025-11-21T13:13:58.361527] [INFO ] [CONFIGURE ] DSL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:13:58.361571] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T13:13:58.645249] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:13:58.924215] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:13:59.212284] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:13:59.509335] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:13:59.807392] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:14:00.112489] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:14:01.237812] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:14:01.720960] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:02.017908] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:14:02.300920] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:14:02.301167] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T13:14:02.301229] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7680 tests [2025-11-21T13:14:02.301278] [INFO ] [CONFIGURE ] DSL: Testing feature 28/29: add_volume_profile [2025-11-21T13:14:02.301323] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position', 'add_volume_profile'] [2025-11-21T13:14:02.587912] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:02.869023] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:03.162062] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:03.477387] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:14:03.772140] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:14:04.070171] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:04.338923] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:14:04.611174] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:14:04.889298] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:14:05.164609] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:05.164805] [INFO ] [CONFIGURE ] DSL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:14:05.164862] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7679 tests [2025-11-21T13:14:05.164939] [INFO ] [CONFIGURE ] DSL: Testing feature 29/29: add_vwap [2025-11-21T13:14:05.164999] [INFO ] [CONFIGURE ] DSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position', 'add_vwap'] [2025-11-21T13:14:05.446750] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:05.733078] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:06.008707] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:06.309087] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:14:06.591752] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:14:06.878883] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:07.160263] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:14:07.447395] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:14:07.728289] [DEBUG] [FORECASTER] DSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:14:08.007674] [DEBUG] [FORECASTER] DSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:08.007876] [INFO ] [CONFIGURE ] DSL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T13:14:08.007936] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7678 tests [2025-11-21T13:14:08.007984] [INFO ] [CONFIGURE ] DSL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:14:08.008026] [INFO ] [CONFIGURE ] DSL: Best accuracy: 70.00% [2025-11-21T13:14:08.008067] [INFO ] [CONFIGURE ] DSL: Best feature set (3 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position'] [2025-11-21T13:14:08.008107] [INFO ] [CONFIGURE ] DSL: Improvement over baseline: 40.00% [2025-11-21T13:14:08.008151] [INFO ] [CONFIGURE ] DSL: Total time: 1.3 minutes [2025-11-21T13:14:08.008195] [INFO ] [CONFIGURE ] DSL: Average time per feature: 2.7 seconds [2025-11-21T13:14:08.008241] [INFO ] [CONFIGURE ] DSL: Average speed: 0.37 features/sec [2025-11-21T13:14:08.008829] [INFO ] [LOCAL ] Saved configuration for DSL: 3 features, 70.00% accuracy -> ./output/feature-sets/DSL.json [2025-11-21T13:14:08.008888] [INFO ] [CONFIGURE ] DSL: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T13:14:08.008937] [INFO ] [sig ] [463/723] Successfully configured DSL | 0.01 sym/s | Total: 10.7h | ETA: 6.0h [2025-11-21T13:14:08.008982] [INFO ] [sig ] [464/723] Configuring DSX... [2025-11-21T13:14:08.009022] [INFO ] [CONFIGURE ] DSX: Configurate test run. [2025-11-21T13:14:08.009063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-11-21T13:14:08.119492] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DSX'. [2025-11-21T13:14:08.120200] [INFO ] [CONFIGURE ] DSX: Testing with 29 available features [2025-11-21T13:14:08.120279] [INFO ] [CONFIGURE ] DSX: Establishing baseline with no features... [2025-11-21T13:14:08.324122] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:08.526851] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:08.724766] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:08.923464] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:09.142083] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:09.347437] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:14:09.551717] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:14:09.753930] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:09.961566] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:10.183339] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:10.183574] [INFO ] [CONFIGURE ] DSX: Baseline score (no features): 40.00% [2025-11-21T13:14:10.183624] [INFO ] [CONFIGURE ] DSX: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:14:10.183711] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:14:10.415679] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:10.651852] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:10.880048] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:11.098109] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:11.336180] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:11.574469] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:14:11.808013] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:12.050368] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:12.294700] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:12.531268] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:12.531518] [INFO ] [CONFIGURE ] DSX: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T13:14:12.531575] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7677 tests [2025-11-21T13:14:12.531618] [INFO ] [CONFIGURE ] DSX: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:14:12.531677] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:14:12.804503] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:13.084706] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:13.352956] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:13.628888] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:13.909614] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:14.195360] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:14.514325] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:14.889333] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:15.255220] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:15.548326] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:15.548587] [INFO ] [CONFIGURE ] DSX: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T13:14:15.548670] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7676 tests [2025-11-21T13:14:15.548725] [INFO ] [CONFIGURE ] DSX: Testing feature 3/29: add_daily_returns [2025-11-21T13:14:15.548764] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:14:15.825228] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:16.102907] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:14:16.381130] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:16.636183] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:16.898602] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:17.163873] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:14:17.452580] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:17.726525] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:18.005108] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:18.268229] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:14:18.268406] [INFO ] [CONFIGURE ] DSX: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T13:14:18.268464] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7675 tests [2025-11-21T13:14:18.268509] [INFO ] [CONFIGURE ] DSX: Testing feature 4/29: add_ema [2025-11-21T13:14:18.268550] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T13:14:18.570253] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:18.860759] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:19.169108] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:19.482200] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:19.790997] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:14:20.115016] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:14:20.414828] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:20.712491] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:21.017666] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:21.319611] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:21.319820] [INFO ] [CONFIGURE ] DSX: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:14:21.319879] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7674 tests [2025-11-21T13:14:21.319928] [INFO ] [CONFIGURE ] DSX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:14:21.319966] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:14:21.622443] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:14:21.910730] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:22.194252] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:22.479339] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:14:22.769166] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:23.069312] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:23.357954] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:14:23.642758] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:23.940217] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:24.234149] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:24.234336] [INFO ] [CONFIGURE ] DSX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:14:24.234394] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7673 tests [2025-11-21T13:14:24.234442] [INFO ] [CONFIGURE ] DSX: Testing feature 6/29: add_failed_moves [2025-11-21T13:14:24.234485] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T13:14:24.478136] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:24.716440] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:14:24.965933] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:25.210305] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:25.453700] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:25.706368] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:14:25.950173] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:26.196745] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:26.451530] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:26.702474] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:26.702690] [INFO ] [CONFIGURE ] DSX: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T13:14:26.702746] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7672 tests [2025-11-21T13:14:26.702784] [INFO ] [CONFIGURE ] DSX: Testing feature 7/29: add_lag_shelf [2025-11-21T13:14:26.702826] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T13:14:26.952099] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:27.201849] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:27.459800] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:27.718840] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:27.973371] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:28.235477] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:14:28.494428] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:28.749386] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:29.006891] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:29.263474] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:29.263662] [INFO ] [CONFIGURE ] DSX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T13:14:29.263722] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7671 tests [2025-11-21T13:14:29.263760] [INFO ] [CONFIGURE ] DSX: Testing feature 8/29: add_macd [2025-11-21T13:14:29.263829] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:14:29.601142] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:29.936471] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:14:30.270546] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:30.614084] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:30.954802] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:31.296876] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:31.651236] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:14:32.005461] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:32.374779] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:32.720124] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:32.720317] [INFO ] [CONFIGURE ] DSX: DISCARDED add_macd (score: 40.00%) [2025-11-21T13:14:32.720375] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7670 tests [2025-11-21T13:14:32.720425] [INFO ] [CONFIGURE ] DSX: Testing feature 9/29: add_mfi [2025-11-21T13:14:32.720470] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T13:14:32.982831] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:33.250071] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:33.527134] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:33.803824] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:34.077861] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:34.347471] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:34.619864] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:34.887196] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:35.156668] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:35.429549] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:35.429759] [INFO ] [CONFIGURE ] DSX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:14:35.429819] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7669 tests [2025-11-21T13:14:35.429866] [INFO ] [CONFIGURE ] DSX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:14:35.429908] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:14:35.778493] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:36.136530] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:36.501384] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:36.870267] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:37.221742] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:14:37.579702] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:37.934145] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:38.283388] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:38.636906] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:14:38.992729] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:38.992981] [INFO ] [CONFIGURE ] DSX: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-21T13:14:38.993044] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7668 tests [2025-11-21T13:14:38.993092] [INFO ] [CONFIGURE ] DSX: Testing feature 11/29: add_obv_daily [2025-11-21T13:14:38.993138] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T13:14:39.364405] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:14:39.746113] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:40.119019] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:40.523469] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:40.916959] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:41.313625] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:41.723426] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:42.124359] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:42.522162] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:14:42.939097] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:14:42.939282] [INFO ] [CONFIGURE ] DSX: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T13:14:42.939339] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7667 tests [2025-11-21T13:14:42.939385] [INFO ] [CONFIGURE ] DSX: Testing feature 12/29: add_obv_interval [2025-11-21T13:14:42.939429] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T13:14:43.319470] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:43.706329] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:14:44.088344] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:44.470826] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:44.855776] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:14:45.242588] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:14:45.627609] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:45.998516] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:46.371502] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:14:46.737486] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:46.737730] [INFO ] [CONFIGURE ] DSX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:14:46.737790] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7666 tests [2025-11-21T13:14:46.737838] [INFO ] [CONFIGURE ] DSX: Testing feature 13/29: add_opening_strength [2025-11-21T13:14:46.737882] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:14:47.110628] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:14:47.494000] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:14:47.907399] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:48.315729] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:48.718825] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:14:49.126983] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:49.505873] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:14:49.883027] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:50.259450] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:50.639706] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:50.639909] [INFO ] [CONFIGURE ] DSX: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T13:14:50.639969] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7665 tests [2025-11-21T13:14:50.640017] [INFO ] [CONFIGURE ] DSX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:14:50.640062] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T13:14:51.033100] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:51.425301] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:14:51.865434] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:52.231445] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:52.648509] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:14:53.041556] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:53.426283] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:14:53.810919] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:54.205008] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:14:54.594771] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:54.594984] [INFO ] [CONFIGURE ] DSX: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:14:54.595042] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7664 tests [2025-11-21T13:14:54.595090] [INFO ] [CONFIGURE ] DSX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:14:54.595134] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T13:14:54.960382] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:14:55.328599] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:14:55.724626] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:14:56.112823] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:14:56.490962] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:14:56.862622] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:14:57.230325] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:14:57.601857] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:14:58.016590] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:14:58.410552] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:14:58.410792] [INFO ] [CONFIGURE ] DSX: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:14:58.410853] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7663 tests [2025-11-21T13:14:58.410901] [INFO ] [CONFIGURE ] DSX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:14:58.410943] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T13:14:58.814521] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:14:59.236830] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:14:59.655827] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:00.055913] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:00.456368] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:15:01.582369] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:02.305513] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:15:02.812418] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:03.236196] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:03.676829] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:03.677023] [INFO ] [CONFIGURE ] DSX: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T13:15:03.677136] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7662 tests [2025-11-21T13:15:03.677192] [INFO ] [CONFIGURE ] DSX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:15:03.677237] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T13:15:04.101462] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:04.544192] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:15:04.965083] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:05.351937] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:05.727469] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:15:06.105554] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:06.503510] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:15:06.894894] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:07.294219] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:07.683594] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:07.683998] [INFO ] [CONFIGURE ] DSX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:15:07.684057] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7661 tests [2025-11-21T13:15:07.684107] [INFO ] [CONFIGURE ] DSX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:15:07.684152] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T13:15:08.065633] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:15:08.444038] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:08.850914] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:09.220499] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:09.609170] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:15:09.990935] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:10.387946] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:15:10.780322] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:11.187311] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:11.600838] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:11.601090] [INFO ] [CONFIGURE ] DSX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:15:11.601169] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7660 tests [2025-11-21T13:15:11.601224] [INFO ] [CONFIGURE ] DSX: Testing feature 20/29: add_price_rejection [2025-11-21T13:15:11.601271] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T13:15:12.030013] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:15:12.443437] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:15:12.840836] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:13.268000] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:13.680265] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:15:14.095792] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:14.504703] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:15:14.913064] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:15.305163] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:15.697740] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:15.697937] [INFO ] [CONFIGURE ] DSX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:15:15.697999] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7659 tests [2025-11-21T13:15:15.698049] [INFO ] [CONFIGURE ] DSX: Testing feature 21/29: add_range_position [2025-11-21T13:15:15.698095] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T13:15:16.114574] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:16.551284] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:16.965080] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:17.396598] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:17.821181] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:15:18.270900] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:18.703856] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:15:19.156101] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:19.601660] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:20.062550] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:20.062808] [INFO ] [CONFIGURE ] DSX: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:15:20.062882] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7658 tests [2025-11-21T13:15:20.062934] [INFO ] [CONFIGURE ] DSX: Testing feature 22/29: add_realized_volatility [2025-11-21T13:15:20.062979] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T13:15:20.559530] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:15:21.103086] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:15:21.630624] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:22.139479] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:22.614925] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:15:23.105391] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:23.600258] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:15:24.102526] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:24.567483] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:25.035141] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:25.035339] [INFO ] [CONFIGURE ] DSX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:15:25.035395] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7657 tests [2025-11-21T13:15:25.035442] [INFO ] [CONFIGURE ] DSX: Testing feature 23/29: add_recent_range_context [2025-11-21T13:15:25.035485] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T13:15:25.401847] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:25.796078] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:26.184922] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:26.576386] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:26.957212] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:15:27.331217] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:27.718881] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:15:28.093601] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:28.465913] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:28.849439] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:28.849681] [INFO ] [CONFIGURE ] DSX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:15:28.849745] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7656 tests [2025-11-21T13:15:28.849795] [INFO ] [CONFIGURE ] DSX: Testing feature 24/29: add_rsi [2025-11-21T13:15:28.849840] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T13:15:29.268459] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:29.687329] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:30.110774] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:30.530229] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:30.955851] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:15:31.378341] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:31.808742] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:15:32.229478] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:32.676355] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:15:33.104396] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:33.104679] [INFO ] [CONFIGURE ] DSX: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:15:33.104744] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7655 tests [2025-11-21T13:15:33.104797] [INFO ] [CONFIGURE ] DSX: Testing feature 25/29: add_tick_distribution [2025-11-21T13:15:33.104844] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T13:15:33.477115] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:15:33.849161] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:34.222345] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:34.587640] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:34.952471] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:15:35.333884] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:35.703022] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:15:36.069099] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:36.437281] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:36.813443] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:36.813623] [INFO ] [CONFIGURE ] DSX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:15:36.813712] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7654 tests [2025-11-21T13:15:36.813762] [INFO ] [CONFIGURE ] DSX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:15:36.813806] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T13:15:37.188580] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:15:37.571271] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:15:37.949712] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:38.339058] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:38.744489] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:15:39.122622] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:39.502132] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:15:39.911049] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:40.294896] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:15:40.667824] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:40.668044] [INFO ] [CONFIGURE ] DSX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T13:15:40.668105] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7653 tests [2025-11-21T13:15:40.668155] [INFO ] [CONFIGURE ] DSX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:15:40.668201] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T13:15:41.057927] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:15:41.454551] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:41.858545] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:42.258615] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:42.645559] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:15:43.031023] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:43.419973] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:15:43.818919] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:44.220747] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:15:44.597427] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:44.597617] [INFO ] [CONFIGURE ] DSX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:15:44.597695] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7652 tests [2025-11-21T13:15:44.597745] [INFO ] [CONFIGURE ] DSX: Testing feature 28/29: add_volume_profile [2025-11-21T13:15:44.597791] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T13:15:44.958267] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:45.338741] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:15:45.686673] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:46.060899] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:46.453009] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:15:46.829823] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:47.220850] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:15:47.609812] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:47.997121] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:15:48.413680] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:48.413920] [INFO ] [CONFIGURE ] DSX: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T13:15:48.413981] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7651 tests [2025-11-21T13:15:48.414034] [INFO ] [CONFIGURE ] DSX: Testing feature 29/29: add_vwap [2025-11-21T13:15:48.414078] [INFO ] [CONFIGURE ] DSX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T13:15:48.824964] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:49.259795] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:15:49.646821] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:15:50.031301] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:50.436440] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:15:50.836170] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:15:51.228486] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:15:51.634727] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:15:52.015671] [DEBUG] [FORECASTER] DSX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:15:52.396036] [DEBUG] [FORECASTER] DSX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:52.396235] [INFO ] [CONFIGURE ] DSX: DISCARDED add_vwap (score: 30.00%) [2025-11-21T13:15:52.396294] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7650 tests [2025-11-21T13:15:52.396345] [INFO ] [CONFIGURE ] DSX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:15:52.396389] [INFO ] [CONFIGURE ] DSX: Best accuracy: 80.00% [2025-11-21T13:15:52.396432] [INFO ] [CONFIGURE ] DSX: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:15:52.396473] [INFO ] [CONFIGURE ] DSX: Improvement over baseline: 40.00% [2025-11-21T13:15:52.396510] [INFO ] [CONFIGURE ] DSX: Total time: 1.7 minutes [2025-11-21T13:15:52.396548] [INFO ] [CONFIGURE ] DSX: Average time per feature: 3.7 seconds [2025-11-21T13:15:52.396585] [INFO ] [CONFIGURE ] DSX: Average speed: 0.28 features/sec [2025-11-21T13:15:52.397067] [INFO ] [LOCAL ] Saved configuration for DSX: 4 features, 80.00% accuracy -> ./output/feature-sets/DSX.json [2025-11-21T13:15:52.397154] [INFO ] [CONFIGURE ] DSX: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T13:15:52.397205] [INFO ] [sig ] [464/723] Successfully configured DSX | 0.01 sym/s | Total: 10.7h | ETA: 6.0h [2025-11-21T13:15:52.397252] [INFO ] [sig ] [465/723] Configuring DTB... [2025-11-21T13:15:52.397293] [INFO ] [CONFIGURE ] DTB: Configurate test run. [2025-11-21T13:15:52.397333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-11-21T13:15:52.582074] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DTB'. [2025-11-21T13:15:52.582425] [INFO ] [CONFIGURE ] DTB: Testing with 29 available features [2025-11-21T13:15:52.582488] [INFO ] [CONFIGURE ] DTB: Establishing baseline with no features... [2025-11-21T13:15:52.754814] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:52.925009] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:53.097347] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:15:53.272138] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:53.448817] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:15:53.618694] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:15:53.789802] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:15:53.959624] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:15:54.130246] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:15:54.302140] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:54.302300] [INFO ] [CONFIGURE ] DTB: Baseline score (no features): 60.00% [2025-11-21T13:15:54.302346] [INFO ] [CONFIGURE ] DTB: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:15:54.302384] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:15:54.507004] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:54.708617] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:54.912994] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:15:55.123360] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:55.331552] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:15:55.543803] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:15:55.749739] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:15:55.959425] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:15:56.169223] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:15:56.382260] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:56.382698] [INFO ] [CONFIGURE ] DTB: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T13:15:56.382809] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7649 tests [2025-11-21T13:15:56.382897] [INFO ] [CONFIGURE ] DTB: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:15:56.383011] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:15:56.591625] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:56.801030] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:57.023608] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:15:57.252037] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:15:57.473702] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:15:57.697873] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:15:57.914725] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:15:58.131511] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:15:58.351875] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:15:58.572532] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:15:58.573040] [INFO ] [CONFIGURE ] DTB: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T13:15:58.573191] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7648 tests [2025-11-21T13:15:58.573308] [INFO ] [CONFIGURE ] DTB: Testing feature 3/29: add_daily_returns [2025-11-21T13:15:58.573386] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns'] [2025-11-21T13:15:58.758669] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:15:58.945029] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:15:59.131435] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:15:59.312528] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:15:59.500231] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:15:59.696408] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:15:59.882183] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:00.070783] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:16:00.255183] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:00.442904] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:00.443074] [INFO ] [CONFIGURE ] DTB: KEPT add_daily_returns (score: 70.00%) [2025-11-21T13:16:00.443122] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7647 tests [2025-11-21T13:16:00.443160] [INFO ] [CONFIGURE ] DTB: Testing feature 4/29: add_ema [2025-11-21T13:16:00.443198] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T13:16:00.670727] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:00.896954] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:01.803581] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:02.085532] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:02.311548] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:02.544630] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:16:02.784077] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:03.030128] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:03.267061] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:03.491922] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:03.492107] [INFO ] [CONFIGURE ] DTB: KEPT add_ema (score: 80.00%) [2025-11-21T13:16:03.492156] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7646 tests [2025-11-21T13:16:03.492194] [INFO ] [CONFIGURE ] DTB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:16:03.492228] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:16:03.762592] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:04.042011] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:04.317317] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:04.588226] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:16:04.862751] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:05.165005] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:05.465968] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:16:05.767743] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:06.064394] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:06.343841] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:06.344055] [INFO ] [CONFIGURE ] DTB: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T13:16:06.344113] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7645 tests [2025-11-21T13:16:06.344155] [INFO ] [CONFIGURE ] DTB: Testing feature 6/29: add_failed_moves [2025-11-21T13:16:06.344197] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T13:16:06.593501] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:06.834289] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:07.085798] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:07.352496] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:07.617525] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:07.874538] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:16:08.136980] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:08.382954] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:16:08.633686] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:08.885350] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:08.885548] [INFO ] [CONFIGURE ] DTB: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:16:08.885604] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7644 tests [2025-11-21T13:16:08.885670] [INFO ] [CONFIGURE ] DTB: Testing feature 7/29: add_lag_shelf [2025-11-21T13:16:08.885716] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T13:16:09.157686] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:09.505805] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:09.822253] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:10.083027] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:10.309431] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:10.536219] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:16:10.761998] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:11.012398] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:11.257496] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:11.494383] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:11.494754] [INFO ] [CONFIGURE ] DTB: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:16:11.494860] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7643 tests [2025-11-21T13:16:11.494947] [INFO ] [CONFIGURE ] DTB: Testing feature 8/29: add_macd [2025-11-21T13:16:11.495064] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T13:16:11.823891] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:12.149599] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:12.468633] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:12.799572] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:13.118236] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:13.430723] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:13.748591] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:14.075553] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:14.401441] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:14.763401] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:14.763599] [INFO ] [CONFIGURE ] DTB: KEPT add_macd (score: 90.00%) [2025-11-21T13:16:14.763677] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7642 tests [2025-11-21T13:16:14.763728] [INFO ] [CONFIGURE ] DTB: Testing feature 9/29: add_mfi [2025-11-21T13:16:14.763766] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T13:16:15.136635] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:16:15.465552] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:15.814029] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:16.166460] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:16.504821] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:16.883372] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:17.217439] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:17.561459] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:17.909041] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:18.245431] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:18.245847] [INFO ] [CONFIGURE ] DTB: KEPT add_mfi (score: 100.00%) [2025-11-21T13:16:18.245907] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7641 tests [2025-11-21T13:16:18.245955] [INFO ] [CONFIGURE ] DTB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:16:18.246000] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:16:18.669320] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:19.093260] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:19.507532] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:19.921622] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:20.327067] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:20.750273] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:16:21.169797] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:16:21.593925] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:22.032719] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:16:22.498694] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:22.498926] [INFO ] [CONFIGURE ] DTB: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:16:22.498988] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7640 tests [2025-11-21T13:16:22.499037] [INFO ] [CONFIGURE ] DTB: Testing feature 11/29: add_obv_daily [2025-11-21T13:16:22.499083] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T13:16:22.871249] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:23.236074] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:23.612267] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:23.990382] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:24.366118] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:24.736865] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:25.124360] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:16:25.509232] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:25.881033] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:16:26.246006] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:26.246208] [INFO ] [CONFIGURE ] DTB: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T13:16:26.246287] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7639 tests [2025-11-21T13:16:26.246357] [INFO ] [CONFIGURE ] DTB: Testing feature 12/29: add_obv_interval [2025-11-21T13:16:26.246419] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-11-21T13:16:26.597376] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:16:26.966719] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:27.297124] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:27.652504] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:28.002146] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:28.351368] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:28.694012] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:29.044925] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:29.388102] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:29.740046] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:29.740247] [INFO ] [CONFIGURE ] DTB: DISCARDED add_obv_interval (score: 100.00%) [2025-11-21T13:16:29.740305] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7638 tests [2025-11-21T13:16:29.740353] [INFO ] [CONFIGURE ] DTB: Testing feature 13/29: add_opening_strength [2025-11-21T13:16:29.740396] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_opening_strength'] [2025-11-21T13:16:30.108574] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:30.478846] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:30.831486] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:31.197216] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:31.552961] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:31.913363] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:16:32.280005] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:16:32.646101] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:33.025489] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:33.387486] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:33.387698] [INFO ] [CONFIGURE ] DTB: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T13:16:33.387757] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7637 tests [2025-11-21T13:16:33.387804] [INFO ] [CONFIGURE ] DTB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:16:33.387847] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T13:16:33.771761] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:34.170343] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:34.578200] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:34.991831] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:35.385160] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:35.779930] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:36.175023] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:16:36.570256] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:36.957725] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:16:37.341207] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:16:37.341386] [INFO ] [CONFIGURE ] DTB: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:16:37.341444] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7636 tests [2025-11-21T13:16:37.341490] [INFO ] [CONFIGURE ] DTB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:16:37.341532] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T13:16:37.692791] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:38.077951] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:38.434430] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:38.794745] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:39.148005] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:39.503626] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:39.874608] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:40.307907] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:16:40.692815] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:41.046171] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:41.046391] [INFO ] [CONFIGURE ] DTB: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T13:16:41.046449] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7635 tests [2025-11-21T13:16:41.046496] [INFO ] [CONFIGURE ] DTB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:16:41.046539] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T13:16:41.403879] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:16:41.781445] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:42.140179] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:42.504947] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:42.865172] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:43.240253] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:43.608570] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:16:43.980576] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:44.347402] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:16:44.746875] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:44.747113] [INFO ] [CONFIGURE ] DTB: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T13:16:44.747177] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7634 tests [2025-11-21T13:16:44.747225] [INFO ] [CONFIGURE ] DTB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:16:44.747268] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T13:16:45.136895] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:16:45.512182] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:45.890028] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:46.254111] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:46.655569] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:47.053854] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:47.457031] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:47.824536] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:48.202862] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:48.599757] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:48.600052] [INFO ] [CONFIGURE ] DTB: DISCARDED add_pbf_return_2d (score: 100.00%) [2025-11-21T13:16:48.600113] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7633 tests [2025-11-21T13:16:48.600162] [INFO ] [CONFIGURE ] DTB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:16:48.600217] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T13:16:48.949913] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:49.306139] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:49.685945] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:50.046534] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:50.410031] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:50.805103] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:51.184972] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:16:51.559000] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:51.923296] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:16:52.281486] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:52.281693] [INFO ] [CONFIGURE ] DTB: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T13:16:52.281754] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7632 tests [2025-11-21T13:16:52.281803] [INFO ] [CONFIGURE ] DTB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:16:52.281847] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T13:16:52.636892] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:16:52.993710] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:53.347174] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:16:53.708353] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:54.062060] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:54.413937] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:54.762228] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:55.105436] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:55.444299] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:16:55.787051] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:55.787264] [INFO ] [CONFIGURE ] DTB: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T13:16:55.787321] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7631 tests [2025-11-21T13:16:55.787369] [INFO ] [CONFIGURE ] DTB: Testing feature 20/29: add_price_rejection [2025-11-21T13:16:55.787410] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection'] [2025-11-21T13:16:56.157161] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:16:56.542555] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:16:56.934423] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:16:57.449252] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:16:57.856736] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:16:58.232851] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:16:58.596609] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:16:58.967836] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:16:59.340837] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:16:59.725675] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:16:59.725974] [INFO ] [CONFIGURE ] DTB: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T13:16:59.726038] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7630 tests [2025-11-21T13:16:59.726088] [INFO ] [CONFIGURE ] DTB: Testing feature 21/29: add_range_position [2025-11-21T13:16:59.726132] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_range_position'] [2025-11-21T13:17:00.125318] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:17:00.504408] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:17:00.871447] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:17:02.075553] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:17:02.469093] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:02.865522] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:03.279335] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:03.677446] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:04.055922] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:04.432798] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:17:04.432982] [INFO ] [CONFIGURE ] DTB: DISCARDED add_range_position (score: 90.00%) [2025-11-21T13:17:04.433041] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7629 tests [2025-11-21T13:17:04.433088] [INFO ] [CONFIGURE ] DTB: Testing feature 22/29: add_realized_volatility [2025-11-21T13:17:04.433131] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility'] [2025-11-21T13:17:04.878229] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:17:05.312994] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:17:05.752997] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:17:06.219352] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:17:06.685885] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:07.149281] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:07.610978] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:08.078389] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:08.548010] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:17:09.004172] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:17:09.004423] [INFO ] [CONFIGURE ] DTB: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T13:17:09.004487] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7628 tests [2025-11-21T13:17:09.004537] [INFO ] [CONFIGURE ] DTB: Testing feature 23/29: add_recent_range_context [2025-11-21T13:17:09.004584] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_recent_range_context'] [2025-11-21T13:17:09.375327] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:17:09.743884] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:17:10.119791] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:17:10.470244] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:17:10.821843] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:11.176744] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:11.537745] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:11.913538] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:12.282477] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:12.645305] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:17:12.645512] [INFO ] [CONFIGURE ] DTB: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T13:17:12.645584] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7627 tests [2025-11-21T13:17:12.645639] [INFO ] [CONFIGURE ] DTB: Testing feature 24/29: add_rsi [2025-11-21T13:17:12.645705] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_rsi'] [2025-11-21T13:17:13.000354] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:13.364200] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:17:13.734122] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:17:14.160871] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:17:14.528061] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:14.893011] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:15.249338] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:15.622674] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:15.985704] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:16.354565] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:17:16.354843] [INFO ] [CONFIGURE ] DTB: DISCARDED add_rsi (score: 100.00%) [2025-11-21T13:17:16.354909] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7626 tests [2025-11-21T13:17:16.354961] [INFO ] [CONFIGURE ] DTB: Testing feature 25/29: add_tick_distribution [2025-11-21T13:17:16.355007] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_tick_distribution'] [2025-11-21T13:17:16.709966] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:17:17.062051] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:17:17.426331] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:17:17.781050] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:17:18.123030] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:18.474926] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:18.850878] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:19.208378] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:19.563559] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:17:19.934003] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:17:19.934189] [INFO ] [CONFIGURE ] DTB: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T13:17:19.934319] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7625 tests [2025-11-21T13:17:19.934373] [INFO ] [CONFIGURE ] DTB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:17:19.934418] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T13:17:20.280348] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:17:20.626751] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:17:21.013216] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:17:21.372301] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:17:21.751429] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:22.110958] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:22.464062] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:22.849349] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:23.216469] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:17:23.592168] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:17:23.592357] [INFO ] [CONFIGURE ] DTB: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T13:17:23.592414] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7624 tests [2025-11-21T13:17:23.592464] [INFO ] [CONFIGURE ] DTB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:17:23.592508] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T13:17:23.980556] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:17:24.360822] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:17:24.760419] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:17:25.145548] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:17:25.527290] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:17:25.916908] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:26.302413] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:26.690680] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:27.075021] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:17:27.453952] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:17:27.454140] [INFO ] [CONFIGURE ] DTB: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:17:27.454210] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7623 tests [2025-11-21T13:17:27.454268] [INFO ] [CONFIGURE ] DTB: Testing feature 28/29: add_volume_profile [2025-11-21T13:17:27.454315] [INFO ] [CONFIGURE ] DTB: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_profile'] [2025-11-21T13:17:27.825712] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:28.198840] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:17:28.568418] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:17:28.942982] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:17:29.304489] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:29.658699] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:30.014447] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:30.365042] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:30.730574] [DEBUG] [FORECASTER] DTB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:17:31.096537] [DEBUG] [FORECASTER] DTB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:17:31.096757] [INFO ] [CONFIGURE ] DTB: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T13:17:31.096827] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7622 tests [2025-11-21T13:17:31.096895] [INFO ] [CONFIGURE ] DTB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:17:31.096953] [INFO ] [CONFIGURE ] DTB: Best accuracy: 100.00% [2025-11-21T13:17:31.097011] [INFO ] [CONFIGURE ] DTB: Best feature set (5 features): ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T13:17:31.097065] [INFO ] [CONFIGURE ] DTB: Improvement over baseline: 40.00% [2025-11-21T13:17:31.097141] [INFO ] [CONFIGURE ] DTB: Total time: 1.6 minutes [2025-11-21T13:17:31.097190] [INFO ] [CONFIGURE ] DTB: Average time per feature: 3.5 seconds [2025-11-21T13:17:31.097239] [INFO ] [CONFIGURE ] DTB: Average speed: 0.30 features/sec [2025-11-21T13:17:31.097745] [INFO ] [LOCAL ] Saved configuration for DTB: 5 features, 100.00% accuracy -> ./output/feature-sets/DTB.json [2025-11-21T13:17:31.097810] [INFO ] [CONFIGURE ] DTB: Configuration saved successfully: 5 features, 100.00% accuracy. [2025-11-21T13:17:31.097861] [INFO ] [sig ] [465/723] Successfully configured DTB | 0.01 sym/s | Total: 10.7h | ETA: 6.0h [2025-11-21T13:17:31.097908] [INFO ] [sig ] [466/723] Configuring DTG... [2025-11-21T13:17:31.097950] [INFO ] [CONFIGURE ] DTG: Configurate test run. [2025-11-21T13:17:31.097991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-11-21T13:17:31.205917] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DTG'. [2025-11-21T13:17:31.206366] [INFO ] [CONFIGURE ] DTG: Testing with 29 available features [2025-11-21T13:17:31.206431] [INFO ] [CONFIGURE ] DTG: Establishing baseline with no features... [2025-11-21T13:17:31.383012] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:31.561618] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:31.740632] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:17:31.921462] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:17:32.097671] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:17:32.273933] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:32.453609] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:32.632857] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:32.815367] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:17:32.995424] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:17:32.995611] [INFO ] [CONFIGURE ] DTG: Baseline score (no features): 60.00% [2025-11-21T13:17:32.995692] [INFO ] [CONFIGURE ] DTG: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:17:32.995745] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:17:33.209338] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:33.420914] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:33.654361] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:17:33.878564] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:17:34.089211] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:34.302819] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:34.513776] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:34.724121] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:17:34.934953] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:35.148805] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:17:35.148972] [INFO ] [CONFIGURE ] DTG: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T13:17:35.149020] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7621 tests [2025-11-21T13:17:35.149057] [INFO ] [CONFIGURE ] DTG: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:17:35.149092] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:17:35.395811] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:35.642782] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:35.884956] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:17:36.132779] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:17:36.379580] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:36.628426] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:36.871019] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:37.115981] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:37.369491] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:37.611982] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:17:37.612174] [INFO ] [CONFIGURE ] DTG: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T13:17:37.612234] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7620 tests [2025-11-21T13:17:37.612309] [INFO ] [CONFIGURE ] DTG: Testing feature 3/29: add_daily_returns [2025-11-21T13:17:37.612357] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:17:37.834121] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:38.056923] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:38.279399] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:17:38.504324] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:17:38.727036] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:38.946537] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:39.179600] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:39.399612] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:39.619690] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:39.846225] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:17:39.846580] [INFO ] [CONFIGURE ] DTG: KEPT add_daily_returns (score: 80.00%) [2025-11-21T13:17:39.846733] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7619 tests [2025-11-21T13:17:39.846824] [INFO ] [CONFIGURE ] DTG: Testing feature 4/29: add_ema [2025-11-21T13:17:39.846939] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T13:17:40.130442] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:40.403398] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:40.673981] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:17:40.948961] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:17:41.220398] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:41.494749] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:41.775223] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:42.048792] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:42.319486] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:42.596200] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:17:42.596402] [INFO ] [CONFIGURE ] DTG: DISCARDED add_ema (score: 70.00%) [2025-11-21T13:17:42.596461] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7618 tests [2025-11-21T13:17:42.596509] [INFO ] [CONFIGURE ] DTG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:17:42.596554] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:17:42.873317] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:43.155935] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:43.444526] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:17:43.735009] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:17:44.022597] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:44.300937] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:17:44.583110] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:44.861008] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:17:45.138744] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:45.430715] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:17:45.430901] [INFO ] [CONFIGURE ] DTG: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T13:17:45.430961] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7617 tests [2025-11-21T13:17:45.431009] [INFO ] [CONFIGURE ] DTG: Testing feature 6/29: add_failed_moves [2025-11-21T13:17:45.431048] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T13:17:45.673942] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:45.917162] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:46.162752] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:17:46.409312] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:17:46.662774] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:46.900005] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:47.136735] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:47.381016] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:47.621962] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:47.862474] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:17:47.862659] [INFO ] [CONFIGURE ] DTG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:17:47.862739] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7616 tests [2025-11-21T13:17:47.862789] [INFO ] [CONFIGURE ] DTG: Testing feature 7/29: add_lag_shelf [2025-11-21T13:17:47.862836] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:17:48.102583] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:48.331775] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:48.570494] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:17:48.841539] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:17:49.143372] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:49.481407] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:49.775982] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:50.022440] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:50.255992] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:50.490244] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:17:50.490604] [INFO ] [CONFIGURE ] DTG: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T13:17:50.490730] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7615 tests [2025-11-21T13:17:50.490817] [INFO ] [CONFIGURE ] DTG: Testing feature 8/29: add_macd [2025-11-21T13:17:50.490934] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:17:50.830391] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:51.160705] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:51.495119] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:17:51.830398] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:17:52.178121] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:52.505225] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:52.822485] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:53.152452] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:53.477771] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:53.812039] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:17:53.812236] [INFO ] [CONFIGURE ] DTG: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:17:53.812295] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7614 tests [2025-11-21T13:17:53.812379] [INFO ] [CONFIGURE ] DTG: Testing feature 9/29: add_mfi [2025-11-21T13:17:53.812436] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T13:17:54.064255] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:17:54.314249] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:54.569424] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:17:54.816683] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:17:55.072965] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:55.332636] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:55.590110] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:55.844110] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:56.126445] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:56.390296] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:17:56.390532] [INFO ] [CONFIGURE ] DTG: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:17:56.390587] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7613 tests [2025-11-21T13:17:56.390636] [INFO ] [CONFIGURE ] DTG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:17:56.390701] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:17:56.753939] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:17:57.088633] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:17:57.418735] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:17:57.764294] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:17:58.102029] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:17:58.443702] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:17:58.784299] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:17:59.113811] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:17:59.454068] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:17:59.798567] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:17:59.798768] [INFO ] [CONFIGURE ] DTG: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T13:17:59.798826] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7612 tests [2025-11-21T13:17:59.799059] [INFO ] [CONFIGURE ] DTG: Testing feature 11/29: add_obv_daily [2025-11-21T13:17:59.799106] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T13:18:00.099746] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:18:00.917736] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:01.228024] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:01.470166] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:01.793284] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:18:02.067507] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:02.357525] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:02.631498] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:18:02.902976] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:03.179538] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:18:03.179750] [INFO ] [CONFIGURE ] DTG: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:18:03.179831] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7611 tests [2025-11-21T13:18:03.179883] [INFO ] [CONFIGURE ] DTG: Testing feature 12/29: add_obv_interval [2025-11-21T13:18:03.179930] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T13:18:03.443571] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:03.692255] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:03.960806] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:04.239363] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:04.501592] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:18:04.770795] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:05.027003] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:05.300156] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:05.568372] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:05.828058] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:05.828285] [INFO ] [CONFIGURE ] DTG: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T13:18:05.828362] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7610 tests [2025-11-21T13:18:05.828416] [INFO ] [CONFIGURE ] DTG: Testing feature 13/29: add_opening_strength [2025-11-21T13:18:05.828460] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:18:06.106509] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:06.381414] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:06.642427] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:06.904492] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:07.173007] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:07.440785] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:07.715524] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:07.967284] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:08.204325] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:08.440160] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:08.440322] [INFO ] [CONFIGURE ] DTG: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T13:18:08.440375] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7609 tests [2025-11-21T13:18:08.440419] [INFO ] [CONFIGURE ] DTG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:18:08.440454] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T13:18:08.683588] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:08.934080] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:09.182396] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:09.427557] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:18:09.689623] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:18:09.954828] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:10.222580] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:10.496242] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:10.774638] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:11.063840] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:11.064015] [INFO ] [CONFIGURE ] DTG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:18:11.064076] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7608 tests [2025-11-21T13:18:11.064138] [INFO ] [CONFIGURE ] DTG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:18:11.064187] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T13:18:11.310772] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:11.553175] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:11.813166] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:12.078086] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:12.331027] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:12.581999] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:12.827243] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:13.070251] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:13.307203] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:13.546845] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:18:13.547014] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:18:13.547073] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7607 tests [2025-11-21T13:18:13.547112] [INFO ] [CONFIGURE ] DTG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:18:13.547152] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T13:18:13.811290] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:14.072247] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:14.347280] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:14.622559] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:14.892078] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:15.136096] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:15.401684] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:18:15.654350] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:15.922819] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:18:16.170232] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:16.170435] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:18:16.170499] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7606 tests [2025-11-21T13:18:16.170554] [INFO ] [CONFIGURE ] DTG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:18:16.170614] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T13:18:16.418105] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:16.664788] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:16.910866] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:17.169071] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:17.417781] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:18:17.666429] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:17.921348] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:18.176450] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:18.423542] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:18.684345] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:18.684592] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T13:18:18.684695] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7605 tests [2025-11-21T13:18:18.684749] [INFO ] [CONFIGURE ] DTG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:18:18.684793] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T13:18:18.920310] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:19.147548] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:19.369543] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:19.599265] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:19.830604] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:20.051483] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:20.280562] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:20.512367] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:20.746416] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:20.975168] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:20.975494] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:18:20.975593] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7604 tests [2025-11-21T13:18:20.975698] [INFO ] [CONFIGURE ] DTG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:18:20.975801] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:18:21.204441] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:21.429506] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:21.665482] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:21.898226] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:22.122929] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:22.346364] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:22.566869] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:22.794050] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:23.018484] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:23.248148] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:23.248691] [INFO ] [CONFIGURE ] DTG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T13:18:23.248853] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7603 tests [2025-11-21T13:18:23.248956] [INFO ] [CONFIGURE ] DTG: Testing feature 20/29: add_price_rejection [2025-11-21T13:18:23.249050] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T13:18:23.512805] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:23.772212] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:24.026381] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:24.310039] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:24.576334] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:18:24.831474] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:25.090221] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:25.349530] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:18:25.593858] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:25.848380] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:25.848573] [INFO ] [CONFIGURE ] DTG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:18:25.848671] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7602 tests [2025-11-21T13:18:25.848721] [INFO ] [CONFIGURE ] DTG: Testing feature 21/29: add_range_position [2025-11-21T13:18:25.848765] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T13:18:26.105411] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:26.361603] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:26.621361] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:26.888751] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:27.148572] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:18:27.401621] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:27.660730] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:27.924492] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:18:28.184804] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:28.444315] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:18:28.444508] [INFO ] [CONFIGURE ] DTG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T13:18:28.444565] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7601 tests [2025-11-21T13:18:28.444613] [INFO ] [CONFIGURE ] DTG: Testing feature 22/29: add_realized_volatility [2025-11-21T13:18:28.444674] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T13:18:28.780891] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:29.114921] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:29.454582] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:29.796244] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:30.176803] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:18:30.540463] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:30.910960] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:31.273457] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:31.643222] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:32.017906] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:32.018133] [INFO ] [CONFIGURE ] DTG: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:18:32.018195] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7600 tests [2025-11-21T13:18:32.018245] [INFO ] [CONFIGURE ] DTG: Testing feature 23/29: add_recent_range_context [2025-11-21T13:18:32.018289] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T13:18:32.263551] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:32.530394] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:32.793270] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:33.045398] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:33.288244] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:33.530872] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:33.801427] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:34.061418] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:34.307849] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:34.547431] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:34.547627] [INFO ] [CONFIGURE ] DTG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:18:34.547703] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7599 tests [2025-11-21T13:18:34.547750] [INFO ] [CONFIGURE ] DTG: Testing feature 24/29: add_rsi [2025-11-21T13:18:34.547792] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T13:18:34.826080] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:18:35.103858] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:35.376186] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:35.649441] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:35.974599] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:36.361996] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:36.751386] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:37.066628] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:37.370694] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:18:37.661415] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:37.661604] [INFO ] [CONFIGURE ] DTG: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:18:37.661682] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7598 tests [2025-11-21T13:18:37.661733] [INFO ] [CONFIGURE ] DTG: Testing feature 25/29: add_tick_distribution [2025-11-21T13:18:37.661776] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T13:18:37.889295] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:38.118966] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:38.353190] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:38.591123] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:38.827046] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:18:39.069600] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:39.310014] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:39.542311] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:39.779085] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:40.018932] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:40.019126] [INFO ] [CONFIGURE ] DTG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:18:40.019175] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7597 tests [2025-11-21T13:18:40.019213] [INFO ] [CONFIGURE ] DTG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:18:40.019249] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T13:18:40.264708] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:40.505850] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:40.761261] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:41.004155] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:41.253047] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:41.496510] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:18:41.739609] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:41.987451] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:18:42.230524] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:42.471508] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:42.471745] [INFO ] [CONFIGURE ] DTG: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T13:18:42.471807] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7596 tests [2025-11-21T13:18:42.471855] [INFO ] [CONFIGURE ] DTG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:18:42.471898] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T13:18:42.730946] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:42.986417] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:43.236380] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:43.485465] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:43.739034] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:43.990563] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:44.256899] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:44.546056] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:18:44.814830] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:45.088831] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:45.089027] [INFO ] [CONFIGURE ] DTG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:18:45.089086] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7595 tests [2025-11-21T13:18:45.089135] [INFO ] [CONFIGURE ] DTG: Testing feature 28/29: add_volume_profile [2025-11-21T13:18:45.089178] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T13:18:45.349342] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:45.606297] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:45.852787] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:46.101898] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:46.366747] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:46.619193] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:46.872080] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:47.128887] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:18:47.376334] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:47.623639] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:47.623845] [INFO ] [CONFIGURE ] DTG: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T13:18:47.623896] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7594 tests [2025-11-21T13:18:47.623949] [INFO ] [CONFIGURE ] DTG: Testing feature 29/29: add_vwap [2025-11-21T13:18:47.623993] [INFO ] [CONFIGURE ] DTG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T13:18:47.874852] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:18:48.136238] [DEBUG] [FORECASTER] DTG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:18:48.387925] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:48.652355] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:18:48.930515] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:18:49.188110] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:18:49.445554] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:18:49.711739] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:18:49.985903] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:50.253429] [DEBUG] [FORECASTER] DTG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:50.253624] [INFO ] [CONFIGURE ] DTG: DISCARDED add_vwap (score: 80.00%) [2025-11-21T13:18:50.253719] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7593 tests [2025-11-21T13:18:50.253771] [INFO ] [CONFIGURE ] DTG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:18:50.253811] [INFO ] [CONFIGURE ] DTG: Best accuracy: 80.00% [2025-11-21T13:18:50.253851] [INFO ] [CONFIGURE ] DTG: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:18:50.253890] [INFO ] [CONFIGURE ] DTG: Improvement over baseline: 20.00% [2025-11-21T13:18:50.253925] [INFO ] [CONFIGURE ] DTG: Total time: 1.3 minutes [2025-11-21T13:18:50.253960] [INFO ] [CONFIGURE ] DTG: Average time per feature: 2.7 seconds [2025-11-21T13:18:50.253996] [INFO ] [CONFIGURE ] DTG: Average speed: 0.38 features/sec [2025-11-21T13:18:50.254455] [INFO ] [LOCAL ] Saved configuration for DTG: 2 features, 80.00% accuracy -> ./output/feature-sets/DTG.json [2025-11-21T13:18:50.254514] [INFO ] [CONFIGURE ] DTG: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T13:18:50.254563] [INFO ] [sig ] [466/723] Successfully configured DTG | 0.01 sym/s | Total: 10.8h | ETA: 5.9h [2025-11-21T13:18:50.254608] [INFO ] [sig ] [467/723] Configuring DUK... [2025-11-21T13:18:50.254667] [INFO ] [CONFIGURE ] DUK: Configurate test run. [2025-11-21T13:18:50.254712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-11-21T13:18:50.359171] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DUK'. [2025-11-21T13:18:50.359564] [INFO ] [CONFIGURE ] DUK: Testing with 29 available features [2025-11-21T13:18:50.359629] [INFO ] [CONFIGURE ] DUK: Establishing baseline with no features... [2025-11-21T13:18:50.540554] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:50.728621] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:18:50.921395] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:51.107818] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:18:51.290961] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:18:51.475976] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:51.656629] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:18:51.829691] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:18:52.002286] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:52.173188] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:52.173357] [INFO ] [CONFIGURE ] DUK: Baseline score (no features): 50.00% [2025-11-21T13:18:52.173404] [INFO ] [CONFIGURE ] DUK: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:18:52.173441] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:18:52.375594] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:52.576437] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:18:52.782455] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:53.000178] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:18:53.215129] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:18:53.418190] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:53.625550] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:18:53.832357] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:18:54.040130] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:18:54.255459] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:54.255625] [INFO ] [CONFIGURE ] DUK: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T13:18:54.255836] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7592 tests [2025-11-21T13:18:54.255952] [INFO ] [CONFIGURE ] DUK: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:18:54.256028] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:18:54.486670] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:18:54.723390] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:18:54.952170] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:55.187474] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:18:55.420668] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:18:55.661197] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:55.896299] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:18:56.136201] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:18:56.372507] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:18:56.635313] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:56.635489] [INFO ] [CONFIGURE ] DUK: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T13:18:56.635547] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7591 tests [2025-11-21T13:18:56.635594] [INFO ] [CONFIGURE ] DUK: Testing feature 3/29: add_daily_returns [2025-11-21T13:18:56.635663] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:18:56.873798] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:18:57.086886] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:18:57.307329] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:18:57.524709] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:18:57.744455] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:18:57.965626] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:18:58.191258] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:18:58.432130] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:18:58.655100] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:18:58.884272] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:18:58.884488] [INFO ] [CONFIGURE ] DUK: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T13:18:58.884540] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7590 tests [2025-11-21T13:18:58.884580] [INFO ] [CONFIGURE ] DUK: Testing feature 4/29: add_ema [2025-11-21T13:18:58.884618] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:18:59.129729] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:18:59.374895] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:18:59.630607] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:18:59.894033] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:19:00.890283] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:01.288503] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:01.530128] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:01.777773] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:02.030954] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:02.281511] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:02.281729] [INFO ] [CONFIGURE ] DUK: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:19:02.281807] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7589 tests [2025-11-21T13:19:02.281859] [INFO ] [CONFIGURE ] DUK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:19:02.281905] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:19:02.539027] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:02.794160] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:03.044477] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:03.293899] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:19:03.551812] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:03.805664] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:04.058611] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:04.308218] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:04.563819] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:04.818243] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:04.818419] [INFO ] [CONFIGURE ] DUK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:19:04.818473] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7588 tests [2025-11-21T13:19:04.818520] [INFO ] [CONFIGURE ] DUK: Testing feature 6/29: add_failed_moves [2025-11-21T13:19:04.818562] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T13:19:05.044920] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:05.259932] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:05.473172] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:05.686187] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:05.912629] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:06.122382] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:06.328163] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:06.537524] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:06.752215] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:19:06.976051] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:06.976230] [INFO ] [CONFIGURE ] DUK: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T13:19:06.976279] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7587 tests [2025-11-21T13:19:06.976320] [INFO ] [CONFIGURE ] DUK: Testing feature 7/29: add_lag_shelf [2025-11-21T13:19:06.976357] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T13:19:07.184391] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:19:07.394481] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:07.604489] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:07.819870] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:08.031071] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:08.243571] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:08.462914] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:08.679943] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:08.894995] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:09.109341] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:09.109706] [INFO ] [CONFIGURE ] DUK: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T13:19:09.109813] [INFO ] [CONFIGURE ] JOB ETA: 6.0h | Avg: 2.8s/test | Remaining: 7586 tests [2025-11-21T13:19:09.109903] [INFO ] [CONFIGURE ] DUK: Testing feature 8/29: add_macd [2025-11-21T13:19:09.110023] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T13:19:09.412353] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:09.713979] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:10.026257] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:19:10.352010] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:10.665739] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:10.971453] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:11.274022] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:11.569922] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:11.868514] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:12.175691] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:12.175887] [INFO ] [CONFIGURE ] DUK: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:19:12.175961] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7585 tests [2025-11-21T13:19:12.176011] [INFO ] [CONFIGURE ] DUK: Testing feature 9/29: add_mfi [2025-11-21T13:19:12.176105] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T13:19:12.399033] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:12.641703] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:12.858882] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:13.072366] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:19:13.287883] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:13.499664] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:13.712480] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:13.929538] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:14.143903] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:14.362763] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:14.362946] [INFO ] [CONFIGURE ] DUK: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:19:14.363002] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7584 tests [2025-11-21T13:19:14.363048] [INFO ] [CONFIGURE ] DUK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:19:14.363090] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:19:14.686906] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:15.007232] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:15.324244] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:19:15.643868] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:15.959515] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:16.285371] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:16.606109] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:16.922593] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:17.264127] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:19:17.600790] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:17.600998] [INFO ] [CONFIGURE ] DUK: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T13:19:17.601057] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7583 tests [2025-11-21T13:19:17.601105] [INFO ] [CONFIGURE ] DUK: Testing feature 11/29: add_obv_daily [2025-11-21T13:19:17.601148] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T13:19:17.949878] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:18.315014] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:18.679209] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:19.040077] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:19.402913] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:19:19.765299] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:20.127345] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:20.488178] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:20.853708] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:19:21.214187] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:21.214390] [INFO ] [CONFIGURE ] DUK: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T13:19:21.214451] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7582 tests [2025-11-21T13:19:21.214501] [INFO ] [CONFIGURE ] DUK: Testing feature 12/29: add_obv_interval [2025-11-21T13:19:21.214537] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T13:19:21.559114] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:21.899637] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:22.259781] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:19:22.604331] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:19:22.943535] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:19:23.284748] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:23.625683] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:23.979777] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:24.339445] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:24.676228] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:24.676435] [INFO ] [CONFIGURE ] DUK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:19:24.676492] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7581 tests [2025-11-21T13:19:24.676538] [INFO ] [CONFIGURE ] DUK: Testing feature 13/29: add_opening_strength [2025-11-21T13:19:24.676591] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:19:25.037417] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:25.398433] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:19:25.754197] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:26.126848] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:26.498841] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:19:26.855465] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:27.210378] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:27.578164] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:27.941482] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:28.289223] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:28.289415] [INFO ] [CONFIGURE ] DUK: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T13:19:28.289471] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7580 tests [2025-11-21T13:19:28.289520] [INFO ] [CONFIGURE ] DUK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:19:28.289563] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T13:19:28.634588] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:19:28.977278] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:19:29.315383] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:29.666500] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:30.025998] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:30.394565] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:30.748987] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:31.099251] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:31.454064] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:31.809915] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:31.810104] [INFO ] [CONFIGURE ] DUK: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T13:19:31.810162] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7579 tests [2025-11-21T13:19:31.810203] [INFO ] [CONFIGURE ] DUK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:19:31.810251] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T13:19:32.147284] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:32.481315] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:32.806952] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:33.137352] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:33.464581] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:33.796710] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:34.148879] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:34.483203] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:34.814902] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:19:35.141637] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:35.141856] [INFO ] [CONFIGURE ] DUK: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:19:35.141913] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7578 tests [2025-11-21T13:19:35.141962] [INFO ] [CONFIGURE ] DUK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:19:35.142006] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T13:19:35.476089] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:35.812701] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:36.141600] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:19:36.473065] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:36.805624] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:37.137539] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:37.471901] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:37.807137] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:38.142447] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:38.478081] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:38.478248] [INFO ] [CONFIGURE ] DUK: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T13:19:38.478304] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7577 tests [2025-11-21T13:19:38.478348] [INFO ] [CONFIGURE ] DUK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:19:38.478389] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T13:19:38.792069] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:39.100377] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:39.413243] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:39.732451] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:40.048663] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:40.381466] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:40.710030] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:41.044582] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:41.377675] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:19:41.702759] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:41.702966] [INFO ] [CONFIGURE ] DUK: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T13:19:41.703049] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7576 tests [2025-11-21T13:19:41.703109] [INFO ] [CONFIGURE ] DUK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:19:41.703154] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T13:19:42.032442] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:42.349541] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:19:42.675050] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:42.990057] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:19:43.334145] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:43.724134] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:44.136458] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:44.494821] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:44.818924] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:45.134680] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:45.134868] [INFO ] [CONFIGURE ] DUK: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:19:45.134924] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7575 tests [2025-11-21T13:19:45.134971] [INFO ] [CONFIGURE ] DUK: Testing feature 20/29: add_price_rejection [2025-11-21T13:19:45.135014] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T13:19:45.493103] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:45.851564] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:46.213576] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:46.573904] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:46.952263] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:47.300880] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:47.649087] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:48.002431] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:48.359928] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:19:48.701961] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:48.702177] [INFO ] [CONFIGURE ] DUK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:19:48.702238] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7574 tests [2025-11-21T13:19:48.702288] [INFO ] [CONFIGURE ] DUK: Testing feature 21/29: add_range_position [2025-11-21T13:19:48.702334] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T13:19:49.051137] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:19:49.391517] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:49.743394] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:50.104506] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:50.443810] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:50.787283] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:51.125619] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:51.477252] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:51.829325] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:19:52.187423] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:52.187631] [INFO ] [CONFIGURE ] DUK: DISCARDED add_range_position (score: 40.00%) [2025-11-21T13:19:52.187705] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7573 tests [2025-11-21T13:19:52.187756] [INFO ] [CONFIGURE ] DUK: Testing feature 22/29: add_realized_volatility [2025-11-21T13:19:52.187799] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T13:19:52.615987] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:19:53.044932] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:19:53.495254] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:53.937232] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:19:54.369468] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:54.820313] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:55.257387] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:55.701707] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:56.150048] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:19:56.603045] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:56.603222] [INFO ] [CONFIGURE ] DUK: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:19:56.603276] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7572 tests [2025-11-21T13:19:56.603327] [INFO ] [CONFIGURE ] DUK: Testing feature 23/29: add_recent_range_context [2025-11-21T13:19:56.603370] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T13:19:56.928436] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:19:57.259781] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:19:57.587950] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:19:57.920087] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:19:58.274113] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:19:58.622657] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:19:58.941940] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:19:59.269697] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:19:59.605807] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:19:59.949357] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:19:59.949581] [INFO ] [CONFIGURE ] DUK: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T13:19:59.949638] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7571 tests [2025-11-21T13:19:59.949709] [INFO ] [CONFIGURE ] DUK: Testing feature 24/29: add_rsi [2025-11-21T13:19:59.949754] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T13:20:01.018715] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:20:01.562101] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:20:01.940284] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:20:02.354510] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:20:02.735883] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:03.112110] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:20:03.488115] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:20:03.849161] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:20:04.224190] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:20:04.594423] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:04.594620] [INFO ] [CONFIGURE ] DUK: DISCARDED add_rsi (score: 40.00%) [2025-11-21T13:20:04.594704] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7570 tests [2025-11-21T13:20:04.594755] [INFO ] [CONFIGURE ] DUK: Testing feature 25/29: add_tick_distribution [2025-11-21T13:20:04.594799] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T13:20:04.907018] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:20:05.239193] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:20:05.544625] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:20:05.843869] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:20:06.142051] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:20:06.442081] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:20:06.744227] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:20:07.059047] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:20:07.368035] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:20:07.679799] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:20:07.680024] [INFO ] [CONFIGURE ] DUK: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T13:20:07.680086] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7569 tests [2025-11-21T13:20:07.680136] [INFO ] [CONFIGURE ] DUK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:20:07.680180] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T13:20:08.002607] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:20:08.320487] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:20:08.644568] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:08.968794] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:20:09.306187] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:20:09.651539] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:20:09.980838] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:20:10.312536] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:20:10.631547] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:20:10.950798] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:10.950973] [INFO ] [CONFIGURE ] DUK: KEPT add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T13:20:10.951033] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7568 tests [2025-11-21T13:20:10.951080] [INFO ] [CONFIGURE ] DUK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:20:10.951124] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T13:20:11.312519] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:20:11.669706] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:20:12.018470] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:12.367250] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:20:12.732414] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:20:13.114537] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:20:13.486696] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:20:13.851834] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:20:14.230440] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:20:14.607322] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:14.607498] [INFO ] [CONFIGURE ] DUK: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:20:14.607553] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7567 tests [2025-11-21T13:20:14.607601] [INFO ] [CONFIGURE ] DUK: Testing feature 28/29: add_volume_profile [2025-11-21T13:20:14.607662] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T13:20:14.934697] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:20:15.278425] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:20:15.625973] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:15.997357] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:20:16.357830] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:16.701944] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:20:17.063695] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:20:17.423528] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:20:17.782614] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:20:18.125498] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:20:18.125709] [INFO ] [CONFIGURE ] DUK: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T13:20:18.125766] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7566 tests [2025-11-21T13:20:18.125814] [INFO ] [CONFIGURE ] DUK: Testing feature 29/29: add_vwap [2025-11-21T13:20:18.125858] [INFO ] [CONFIGURE ] DUK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T13:20:18.486115] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:20:18.845548] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:20:19.191373] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:19.564665] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:20:19.915700] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:20:20.262276] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:20:20.627180] [DEBUG] [FORECASTER] DUK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:20:20.992108] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:20:21.340058] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:20:21.696502] [DEBUG] [FORECASTER] DUK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:21.696731] [INFO ] [CONFIGURE ] DUK: DISCARDED add_vwap (score: 80.00%) [2025-11-21T13:20:21.696794] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7565 tests [2025-11-21T13:20:21.696852] [INFO ] [CONFIGURE ] DUK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:20:21.696953] [INFO ] [CONFIGURE ] DUK: Best accuracy: 80.00% [2025-11-21T13:20:21.697011] [INFO ] [CONFIGURE ] DUK: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T13:20:21.697070] [INFO ] [CONFIGURE ] DUK: Improvement over baseline: 30.00% [2025-11-21T13:20:21.697111] [INFO ] [CONFIGURE ] DUK: Total time: 1.5 minutes [2025-11-21T13:20:21.697149] [INFO ] [CONFIGURE ] DUK: Average time per feature: 3.2 seconds [2025-11-21T13:20:21.697186] [INFO ] [CONFIGURE ] DUK: Average speed: 0.32 features/sec [2025-11-21T13:20:21.697475] [INFO ] [LOCAL ] Saved configuration for DUK: 4 features, 80.00% accuracy -> ./output/feature-sets/DUK.json [2025-11-21T13:20:21.697535] [INFO ] [CONFIGURE ] DUK: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T13:20:21.697585] [INFO ] [sig ] [467/723] Successfully configured DUK | 0.01 sym/s | Total: 10.8h | ETA: 5.9h [2025-11-21T13:20:21.697631] [INFO ] [sig ] [468/723] Configuring DVN... [2025-11-21T13:20:21.697696] [INFO ] [CONFIGURE ] DVN: Configurate test run. [2025-11-21T13:20:21.697738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'. [2025-11-21T13:20:21.805062] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DVN'. [2025-11-21T13:20:21.805535] [INFO ] [CONFIGURE ] DVN: Testing with 29 available features [2025-11-21T13:20:21.805599] [INFO ] [CONFIGURE ] DVN: Establishing baseline with no features... [2025-11-21T13:20:22.005207] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:22.200250] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:20:22.400772] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:22.590616] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:22.786410] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:22.979122] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:20:23.169774] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:23.375893] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:20:23.560517] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:20:23.754620] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:23.754804] [INFO ] [CONFIGURE ] DVN: Baseline score (no features): 60.00% [2025-11-21T13:20:23.754852] [INFO ] [CONFIGURE ] DVN: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:20:23.754890] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:20:23.984613] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:20:24.207464] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:24.443996] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:24.669717] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:24.884347] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:25.103521] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:25.322429] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:20:25.536600] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:20:25.760725] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:20:25.987191] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:20:25.987387] [INFO ] [CONFIGURE ] DVN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T13:20:25.987445] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7564 tests [2025-11-21T13:20:25.987494] [INFO ] [CONFIGURE ] DVN: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:20:25.987539] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:20:26.209108] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:20:26.432543] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:26.652684] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:20:26.870387] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:27.100194] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:27.317955] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:20:27.536220] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:20:27.752959] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:20:27.971230] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:20:28.186826] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:28.186994] [INFO ] [CONFIGURE ] DVN: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T13:20:28.187056] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7563 tests [2025-11-21T13:20:28.187100] [INFO ] [CONFIGURE ] DVN: Testing feature 3/29: add_daily_returns [2025-11-21T13:20:28.187134] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns'] [2025-11-21T13:20:28.379299] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:28.576072] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:28.767054] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:28.962691] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:29.153587] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:29.343953] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:29.553913] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:29.750962] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:20:29.952341] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:20:30.154393] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:30.154556] [INFO ] [CONFIGURE ] DVN: KEPT add_daily_returns (score: 80.00%) [2025-11-21T13:20:30.154605] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7562 tests [2025-11-21T13:20:30.154662] [INFO ] [CONFIGURE ] DVN: Testing feature 4/29: add_ema [2025-11-21T13:20:30.154730] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T13:20:30.398538] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:30.678795] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:31.026748] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:31.373325] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:31.680214] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:31.923314] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:32.164803] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:32.400675] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:20:32.642907] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:20:32.888599] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:32.888805] [INFO ] [CONFIGURE ] DVN: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:20:32.888856] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7561 tests [2025-11-21T13:20:32.888895] [INFO ] [CONFIGURE ] DVN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:20:32.888930] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:20:33.136448] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:20:33.384269] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:33.630273] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:33.875489] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:34.133539] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:34.379236] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:34.622934] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:34.876480] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:20:35.161149] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:20:35.431267] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:35.431467] [INFO ] [CONFIGURE ] DVN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:20:35.431525] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7560 tests [2025-11-21T13:20:35.431573] [INFO ] [CONFIGURE ] DVN: Testing feature 6/29: add_failed_moves [2025-11-21T13:20:35.431618] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T13:20:35.655395] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:35.861481] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:36.089579] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:36.315202] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:36.528570] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:36.737674] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:36.962574] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:37.177284] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:20:37.391598] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:20:37.608809] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:37.608985] [INFO ] [CONFIGURE ] DVN: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T13:20:37.609035] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7559 tests [2025-11-21T13:20:37.609074] [INFO ] [CONFIGURE ] DVN: Testing feature 7/29: add_lag_shelf [2025-11-21T13:20:37.609157] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:20:37.822210] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:38.023130] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:38.228465] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:38.438545] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:38.631932] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:38.834673] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:39.035110] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:39.226730] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:20:39.419534] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:20:39.613230] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:39.613391] [INFO ] [CONFIGURE ] DVN: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:20:39.613440] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7558 tests [2025-11-21T13:20:39.613480] [INFO ] [CONFIGURE ] DVN: Testing feature 8/29: add_macd [2025-11-21T13:20:39.613519] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:20:39.914222] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:40.208983] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:20:40.506622] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:40.805288] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:41.106273] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:20:41.403265] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:41.714550] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:42.016715] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:20:42.336344] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:20:42.651915] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:42.652124] [INFO ] [CONFIGURE ] DVN: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:20:42.652178] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7557 tests [2025-11-21T13:20:42.652227] [INFO ] [CONFIGURE ] DVN: Testing feature 9/29: add_mfi [2025-11-21T13:20:42.652261] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T13:20:42.860958] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:43.086113] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:43.300057] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:43.521072] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:43.740942] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:43.997171] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:44.211391] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:44.433526] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:20:44.659441] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:20:44.894215] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:44.894409] [INFO ] [CONFIGURE ] DVN: DISCARDED add_mfi (score: 80.00%) [2025-11-21T13:20:44.894515] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7556 tests [2025-11-21T13:20:44.894569] [INFO ] [CONFIGURE ] DVN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:20:44.894613] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:20:45.207520] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:45.516742] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:45.826081] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:46.143214] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:46.477916] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:46.792066] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:47.096514] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:47.409523] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:20:47.720837] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:20:48.049246] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:48.049451] [INFO ] [CONFIGURE ] DVN: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T13:20:48.049517] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7555 tests [2025-11-21T13:20:48.049571] [INFO ] [CONFIGURE ] DVN: Testing feature 11/29: add_obv_daily [2025-11-21T13:20:48.049627] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T13:20:48.285010] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:20:48.511724] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:48.740766] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:48.961981] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:49.185818] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:49.434110] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:49.665577] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:20:49.895508] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:20:50.106315] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:20:50.337409] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:50.337591] [INFO ] [CONFIGURE ] DVN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:20:50.337664] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7554 tests [2025-11-21T13:20:50.337736] [INFO ] [CONFIGURE ] DVN: Testing feature 12/29: add_obv_interval [2025-11-21T13:20:50.337787] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T13:20:50.553784] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:20:50.762754] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:20:50.965953] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:51.168675] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:51.375150] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:51.577394] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:20:51.794001] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:52.034512] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:20:52.248207] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:20:52.458631] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:52.458835] [INFO ] [CONFIGURE ] DVN: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:20:52.458885] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7553 tests [2025-11-21T13:20:52.458925] [INFO ] [CONFIGURE ] DVN: Testing feature 13/29: add_opening_strength [2025-11-21T13:20:52.458961] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T13:20:52.677595] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:20:52.906780] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:53.134026] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:53.361395] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:53.589212] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:53.823039] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:54.060255] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:20:54.298398] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:20:54.543066] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:20:54.787453] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:54.787694] [INFO ] [CONFIGURE ] DVN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T13:20:54.787766] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7552 tests [2025-11-21T13:20:54.787819] [INFO ] [CONFIGURE ] DVN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:20:54.787952] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T13:20:55.016743] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:55.247857] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:55.477233] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:20:55.710671] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:55.946832] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:20:56.187814] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:56.441107] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:20:56.698554] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:20:56.935679] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:20:57.178363] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:57.178578] [INFO ] [CONFIGURE ] DVN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:20:57.178637] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7551 tests [2025-11-21T13:20:57.178721] [INFO ] [CONFIGURE ] DVN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:20:57.178779] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T13:20:57.388288] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:20:57.589620] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:57.796913] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:20:57.995253] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:20:58.192086] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:20:58.386512] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:20:58.582672] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:20:58.774117] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:20:58.970622] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:20:59.166311] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:20:59.166483] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:20:59.166531] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7550 tests [2025-11-21T13:20:59.166570] [INFO ] [CONFIGURE ] DVN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:20:59.166606] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T13:20:59.388473] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:20:59.618442] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:20:59.842041] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:00.070593] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:00.296947] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:01.267064] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:01.556270] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:21:01.818497] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:02.045387] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:02.286219] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:02.286418] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:21:02.286471] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7549 tests [2025-11-21T13:21:02.286512] [INFO ] [CONFIGURE ] DVN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:21:02.286551] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T13:21:02.533276] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:02.768169] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:21:03.008803] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:03.232326] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:03.457733] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:03.692764] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:03.926982] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:04.154637] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:04.381534] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:04.609678] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:04.609849] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T13:21:04.609902] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7548 tests [2025-11-21T13:21:04.609941] [INFO ] [CONFIGURE ] DVN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:21:04.609976] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T13:21:04.809629] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:05.015184] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:05.220432] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:05.426988] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:05.631994] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:05.856625] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:06.062127] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:06.270439] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:06.486394] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:21:06.690595] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:06.690801] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T13:21:06.690850] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7547 tests [2025-11-21T13:21:06.690888] [INFO ] [CONFIGURE ] DVN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:21:06.690922] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:21:06.900880] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:07.110360] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:07.321911] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:07.523165] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:07.733923] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:07.934917] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:08.136923] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:08.341985] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:08.552472] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:08.760743] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:08.760924] [INFO ] [CONFIGURE ] DVN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T13:21:08.760971] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7546 tests [2025-11-21T13:21:08.761009] [INFO ] [CONFIGURE ] DVN: Testing feature 20/29: add_price_rejection [2025-11-21T13:21:08.761071] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T13:21:08.982492] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:09.205888] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:09.428670] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:09.661062] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:09.879294] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:10.100622] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:10.318633] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:10.534999] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:10.749037] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:21:10.963842] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:10.964176] [INFO ] [CONFIGURE ] DVN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:21:10.964287] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7545 tests [2025-11-21T13:21:10.964375] [INFO ] [CONFIGURE ] DVN: Testing feature 21/29: add_range_position [2025-11-21T13:21:10.964452] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T13:21:11.222891] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:11.488180] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:11.754207] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:12.010151] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:12.255315] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:12.499221] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:12.737802] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:21:12.980627] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:13.223970] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:13.461002] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:13.461190] [INFO ] [CONFIGURE ] DVN: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:21:13.461242] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7544 tests [2025-11-21T13:21:13.461281] [INFO ] [CONFIGURE ] DVN: Testing feature 22/29: add_realized_volatility [2025-11-21T13:21:13.461318] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T13:21:13.776965] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:14.099339] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:21:14.416971] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:21:14.734060] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:15.053020] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:15.381444] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:15.701496] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:16.024842] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:16.354271] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:16.673487] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:16.673717] [INFO ] [CONFIGURE ] DVN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:21:16.673779] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7543 tests [2025-11-21T13:21:16.673827] [INFO ] [CONFIGURE ] DVN: Testing feature 23/29: add_recent_range_context [2025-11-21T13:21:16.673869] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T13:21:16.889803] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:17.108622] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:17.333320] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:17.550403] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:17.758861] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:17.993607] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:18.217830] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:18.435937] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:18.653857] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:18.875385] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:18.875560] [INFO ] [CONFIGURE ] DVN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:21:18.875610] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7542 tests [2025-11-21T13:21:18.875667] [INFO ] [CONFIGURE ] DVN: Testing feature 24/29: add_rsi [2025-11-21T13:21:18.875738] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T13:21:19.139940] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:21:19.400142] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:21:19.660087] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:19.910573] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:20.163164] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:20.413739] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:21:20.687700] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:20.946366] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:21.224823] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:21.504089] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:21.504306] [INFO ] [CONFIGURE ] DVN: DISCARDED add_rsi (score: 40.00%) [2025-11-21T13:21:21.504368] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7541 tests [2025-11-21T13:21:21.504419] [INFO ] [CONFIGURE ] DVN: Testing feature 25/29: add_tick_distribution [2025-11-21T13:21:21.504464] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T13:21:21.718878] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:21.941396] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:21:22.178343] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:22.399338] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:22.616395] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:22.830512] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:23.068513] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:23.377278] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:23.674569] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:23.961962] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:23.962186] [INFO ] [CONFIGURE ] DVN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:21:23.962243] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7540 tests [2025-11-21T13:21:23.962290] [INFO ] [CONFIGURE ] DVN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:21:23.962334] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T13:21:24.217746] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:21:24.428394] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:24.645107] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:24.865376] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:25.092232] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:25.313085] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:25.538869] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:25.754261] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:25.966456] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:21:26.186237] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:26.186401] [INFO ] [CONFIGURE ] DVN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:21:26.186448] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7539 tests [2025-11-21T13:21:26.186486] [INFO ] [CONFIGURE ] DVN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:21:26.186522] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T13:21:26.424193] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:26.658682] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:26.897309] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:27.132277] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:27.363926] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:27.593884] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:27.826916] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:28.064007] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:28.297779] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:21:28.530222] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:28.530424] [INFO ] [CONFIGURE ] DVN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:21:28.530475] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7538 tests [2025-11-21T13:21:28.530513] [INFO ] [CONFIGURE ] DVN: Testing feature 28/29: add_volume_profile [2025-11-21T13:21:28.530549] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T13:21:28.744097] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:21:28.958554] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:29.173902] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:29.394103] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:29.611172] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:29.826540] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:30.050516] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:30.265061] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:30.496886] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:21:30.717799] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:30.717958] [INFO ] [CONFIGURE ] DVN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:21:30.718005] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7537 tests [2025-11-21T13:21:30.718043] [INFO ] [CONFIGURE ] DVN: Testing feature 29/29: add_vwap [2025-11-21T13:21:30.718078] [INFO ] [CONFIGURE ] DVN: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T13:21:30.940891] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:21:31.166566] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:31.401224] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:21:31.632077] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:31.875037] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:32.111408] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:21:32.348825] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:21:32.608565] [DEBUG] [FORECASTER] DVN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:32.855683] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:33.093011] [DEBUG] [FORECASTER] DVN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:21:33.093174] [INFO ] [CONFIGURE ] DVN: DISCARDED add_vwap (score: 60.00%) [2025-11-21T13:21:33.093223] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7536 tests [2025-11-21T13:21:33.093261] [INFO ] [CONFIGURE ] DVN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:21:33.093296] [INFO ] [CONFIGURE ] DVN: Best accuracy: 80.00% [2025-11-21T13:21:33.093331] [INFO ] [CONFIGURE ] DVN: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T13:21:33.093364] [INFO ] [CONFIGURE ] DVN: Improvement over baseline: 20.00% [2025-11-21T13:21:33.093395] [INFO ] [CONFIGURE ] DVN: Total time: 1.2 minutes [2025-11-21T13:21:33.093426] [INFO ] [CONFIGURE ] DVN: Average time per feature: 2.4 seconds [2025-11-21T13:21:33.093457] [INFO ] [CONFIGURE ] DVN: Average speed: 0.42 features/sec [2025-11-21T13:21:33.093786] [INFO ] [LOCAL ] Saved configuration for DVN: 1 features, 80.00% accuracy -> ./output/feature-sets/DVN.json [2025-11-21T13:21:33.093970] [INFO ] [CONFIGURE ] DVN: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T13:21:33.094028] [INFO ] [sig ] [468/723] Successfully configured DVN | 0.01 sym/s | Total: 10.8h | ETA: 5.9h [2025-11-21T13:21:33.094115] [INFO ] [sig ] [469/723] Configuring EAF... [2025-11-21T13:21:33.094188] [INFO ] [CONFIGURE ] EAF: Configurate test run. [2025-11-21T13:21:33.094259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-11-21T13:21:33.170988] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EAF'. [2025-11-21T13:21:33.171537] [INFO ] [CONFIGURE ] EAF: Testing with 29 available features [2025-11-21T13:21:33.171600] [INFO ] [CONFIGURE ] EAF: Establishing baseline with no features... [2025-11-21T13:21:33.339096] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:33.512863] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:33.688156] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:33.866973] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:34.053483] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:34.231610] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:21:34.411921] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:34.600008] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:34.814515] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:21:35.013770] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:35.014113] [INFO ] [CONFIGURE ] EAF: Baseline score (no features): 70.00% [2025-11-21T13:21:35.014179] [INFO ] [CONFIGURE ] EAF: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:21:35.014274] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:21:35.262093] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:35.478135] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:21:35.698546] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:35.917300] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:36.129099] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:21:36.351254] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:21:36.566065] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:36.787693] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:37.013204] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:37.245223] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:37.245391] [INFO ] [CONFIGURE ] EAF: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T13:21:37.245439] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7535 tests [2025-11-21T13:21:37.245477] [INFO ] [CONFIGURE ] EAF: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:21:37.245512] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:21:37.466690] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:37.690020] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:37.905033] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:38.131399] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:38.360259] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:38.575173] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:21:38.800623] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:39.023466] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:39.245183] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:39.466444] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:39.466617] [INFO ] [CONFIGURE ] EAF: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T13:21:39.466684] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7534 tests [2025-11-21T13:21:39.466759] [INFO ] [CONFIGURE ] EAF: Testing feature 3/29: add_daily_returns [2025-11-21T13:21:39.466815] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:21:39.700038] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:39.931779] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:40.162517] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:21:40.394861] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:21:40.631166] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:40.877484] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:21:41.124289] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:41.360084] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:41.599846] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:41.853748] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:41.854157] [INFO ] [CONFIGURE ] EAF: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T13:21:41.854271] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7533 tests [2025-11-21T13:21:41.854360] [INFO ] [CONFIGURE ] EAF: Testing feature 4/29: add_ema [2025-11-21T13:21:41.854480] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T13:21:42.121186] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:42.391000] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:42.660171] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:42.933798] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:43.200409] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:43.472417] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:21:43.750470] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:44.024071] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:44.290212] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:44.563372] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:44.563549] [INFO ] [CONFIGURE ] EAF: DISCARDED add_ema (score: 70.00%) [2025-11-21T13:21:44.563791] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7532 tests [2025-11-21T13:21:44.563847] [INFO ] [CONFIGURE ] EAF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:21:44.563888] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:21:44.819441] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:45.079930] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:45.347605] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:45.598416] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:45.849625] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:46.107705] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:21:46.369718] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:46.624095] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:46.884003] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:47.142958] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:47.143145] [INFO ] [CONFIGURE ] EAF: KEPT add_exhaustion_signals (score: 90.00%) [2025-11-21T13:21:47.143204] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7531 tests [2025-11-21T13:21:47.143251] [INFO ] [CONFIGURE ] EAF: Testing feature 6/29: add_failed_moves [2025-11-21T13:21:47.143297] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T13:21:47.413568] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:47.673518] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:47.935915] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:48.190209] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:48.450558] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:48.704322] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:21:48.959472] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:49.221062] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:49.481033] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:49.746097] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:49.746288] [INFO ] [CONFIGURE ] EAF: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T13:21:49.746345] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7530 tests [2025-11-21T13:21:49.746392] [INFO ] [CONFIGURE ] EAF: Testing feature 7/29: add_lag_shelf [2025-11-21T13:21:49.746437] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T13:21:50.013202] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:50.273083] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:50.547178] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:50.818610] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:51.080460] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:51.357582] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:21:51.637464] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:51.926326] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:21:52.215956] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:52.483274] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:52.483466] [INFO ] [CONFIGURE ] EAF: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:21:52.483520] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7529 tests [2025-11-21T13:21:52.483565] [INFO ] [CONFIGURE ] EAF: Testing feature 8/29: add_macd [2025-11-21T13:21:52.483603] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T13:21:52.781185] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:53.083346] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:53.393494] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:53.728067] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:54.045543] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:54.345949] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:21:54.660420] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:21:54.976803] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:55.279529] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:55.578937] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:55.579176] [INFO ] [CONFIGURE ] EAF: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:21:55.579236] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7528 tests [2025-11-21T13:21:55.579287] [INFO ] [CONFIGURE ] EAF: Testing feature 9/29: add_mfi [2025-11-21T13:21:55.579325] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T13:21:55.860030] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:56.130803] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:21:56.416180] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:56.701970] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:21:56.983415] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:21:57.257453] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:21:57.524902] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:21:57.798308] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:21:58.075275] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:21:58.356047] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:21:58.356264] [INFO ] [CONFIGURE ] EAF: DISCARDED add_mfi (score: 80.00%) [2025-11-21T13:21:58.356321] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7527 tests [2025-11-21T13:21:58.356372] [INFO ] [CONFIGURE ] EAF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:21:58.356467] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:21:58.722290] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:21:59.095265] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:21:59.447452] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:21:59.818683] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:00.196535] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:00.568662] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:01.525533] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:01.894686] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:02.255346] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:02.634846] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:02.635043] [INFO ] [CONFIGURE ] EAF: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-11-21T13:22:02.635100] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7526 tests [2025-11-21T13:22:02.635147] [INFO ] [CONFIGURE ] EAF: Testing feature 11/29: add_obv_daily [2025-11-21T13:22:02.635190] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T13:22:02.907519] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:03.181479] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:03.454662] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:22:03.729095] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:04.008567] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:04.304211] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:04.593315] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:04.880869] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:22:05.178479] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:05.473467] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:05.473890] [INFO ] [CONFIGURE ] EAF: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:22:05.473951] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7525 tests [2025-11-21T13:22:05.473997] [INFO ] [CONFIGURE ] EAF: Testing feature 12/29: add_obv_interval [2025-11-21T13:22:05.474039] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T13:22:05.776830] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:06.078448] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:06.353781] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:06.627078] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:06.891144] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:07.190752] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:07.481131] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:07.761333] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:08.035668] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:08.322416] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:08.322614] [INFO ] [CONFIGURE ] EAF: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T13:22:08.322691] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7524 tests [2025-11-21T13:22:08.322742] [INFO ] [CONFIGURE ] EAF: Testing feature 13/29: add_opening_strength [2025-11-21T13:22:08.322788] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:22:08.639738] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:08.954476] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:22:09.263286] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:09.571628] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:09.871847] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:10.179582] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:10.583239] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:11.032257] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:11.380949] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:11.703885] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:11.704091] [INFO ] [CONFIGURE ] EAF: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T13:22:11.704151] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7523 tests [2025-11-21T13:22:11.704200] [INFO ] [CONFIGURE ] EAF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:22:11.704247] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T13:22:11.989684] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:12.288387] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:12.642109] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:12.934695] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:13.218669] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:13.501600] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:13.791659] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:14.089003] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:14.384596] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:22:14.681663] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:14.681847] [INFO ] [CONFIGURE ] EAF: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:22:14.681904] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7522 tests [2025-11-21T13:22:14.681950] [INFO ] [CONFIGURE ] EAF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:22:14.681994] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T13:22:14.954537] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:15.223292] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:15.520941] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:15.801155] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:16.072260] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:16.356119] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:16.633050] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:16.918327] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:17.209098] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:22:17.508669] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:17.508865] [INFO ] [CONFIGURE ] EAF: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T13:22:17.508923] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7521 tests [2025-11-21T13:22:17.508970] [INFO ] [CONFIGURE ] EAF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:22:17.509015] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T13:22:17.812715] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:18.124867] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:18.426695] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:18.716514] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:19.000336] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:19.289249] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:19.572216] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:19.878753] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:20.168554] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:20.451423] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:20.451621] [INFO ] [CONFIGURE ] EAF: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T13:22:20.451703] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7520 tests [2025-11-21T13:22:20.451757] [INFO ] [CONFIGURE ] EAF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:22:20.451803] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T13:22:20.724221] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:21.004554] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:22:21.286923] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:21.570010] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:21.853034] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:22.169163] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:22.444432] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:22.742932] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:23.039631] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:23.321907] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:23.322096] [INFO ] [CONFIGURE ] EAF: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T13:22:23.322153] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7519 tests [2025-11-21T13:22:23.322201] [INFO ] [CONFIGURE ] EAF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:22:23.322243] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T13:22:23.597293] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:23.871050] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:24.142220] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:24.415881] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:24.684029] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:24.951102] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:25.225256] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:25.495613] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:25.764374] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:26.036121] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:26.036315] [INFO ] [CONFIGURE ] EAF: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:22:26.036372] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7518 tests [2025-11-21T13:22:26.036419] [INFO ] [CONFIGURE ] EAF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:22:26.036463] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T13:22:26.320794] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:26.607073] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:26.893123] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:27.163661] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:27.448982] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:27.728274] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:28.024759] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:28.299813] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:28.576048] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:28.853793] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:28.853985] [INFO ] [CONFIGURE ] EAF: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T13:22:28.854045] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7517 tests [2025-11-21T13:22:28.854095] [INFO ] [CONFIGURE ] EAF: Testing feature 20/29: add_price_rejection [2025-11-21T13:22:28.854141] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T13:22:29.147564] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:29.448166] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:29.748195] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:30.055750] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:30.348538] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:30.634711] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:30.922800] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:31.219094] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:31.507953] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:22:31.794369] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:31.794563] [INFO ] [CONFIGURE ] EAF: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T13:22:31.794622] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7516 tests [2025-11-21T13:22:31.794694] [INFO ] [CONFIGURE ] EAF: Testing feature 21/29: add_range_position [2025-11-21T13:22:31.794741] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T13:22:32.159388] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:32.472800] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:22:32.781590] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:33.157309] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:33.468978] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:33.783181] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:34.134919] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:34.466774] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:34.806974] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:22:35.150911] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:35.151086] [INFO ] [CONFIGURE ] EAF: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:22:35.151144] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7515 tests [2025-11-21T13:22:35.151190] [INFO ] [CONFIGURE ] EAF: Testing feature 22/29: add_realized_volatility [2025-11-21T13:22:35.151235] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T13:22:35.571844] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:35.983869] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:36.397916] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:36.824993] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:37.260292] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:37.695625] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:38.126113] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:38.543295] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:38.974665] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:39.374275] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:39.374467] [INFO ] [CONFIGURE ] EAF: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T13:22:39.374524] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7514 tests [2025-11-21T13:22:39.374572] [INFO ] [CONFIGURE ] EAF: Testing feature 23/29: add_recent_range_context [2025-11-21T13:22:39.374616] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T13:22:39.695245] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:39.984604] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:40.275949] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:40.588329] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:40.904174] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:41.204010] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:41.487263] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:41.768076] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:22:42.078411] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:22:42.383874] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:42.384052] [INFO ] [CONFIGURE ] EAF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:22:42.384110] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7513 tests [2025-11-21T13:22:42.384158] [INFO ] [CONFIGURE ] EAF: Testing feature 24/29: add_rsi [2025-11-21T13:22:42.384201] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T13:22:42.715329] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:43.047849] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:43.376966] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:43.711694] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:44.048014] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:44.401833] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:44.748944] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:45.104883] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:22:45.454734] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:45.793080] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:45.793278] [INFO ] [CONFIGURE ] EAF: DISCARDED add_rsi (score: 70.00%) [2025-11-21T13:22:45.793340] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7512 tests [2025-11-21T13:22:45.793390] [INFO ] [CONFIGURE ] EAF: Testing feature 25/29: add_tick_distribution [2025-11-21T13:22:45.793436] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T13:22:46.077306] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:46.364818] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:46.642152] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:46.933124] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:47.241164] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:47.577685] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:47.874974] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:48.183972] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:48.514340] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:48.817861] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:48.818109] [INFO ] [CONFIGURE ] EAF: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T13:22:48.818179] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7511 tests [2025-11-21T13:22:48.818231] [INFO ] [CONFIGURE ] EAF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:22:48.818286] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T13:22:49.098957] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:49.367214] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:22:49.648046] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:49.927139] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:50.212119] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:50.498098] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:22:50.777933] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:51.051671] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:51.357867] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:22:51.665063] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:51.665286] [INFO ] [CONFIGURE ] EAF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:22:51.665351] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7510 tests [2025-11-21T13:22:51.665399] [INFO ] [CONFIGURE ] EAF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:22:51.665446] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T13:22:51.996120] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:52.329035] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:22:52.651772] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:52.976253] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:53.291275] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:53.620143] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:53.966612] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:22:54.302714] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:54.608373] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:54.924420] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:54.924617] [INFO ] [CONFIGURE ] EAF: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:22:54.924694] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7509 tests [2025-11-21T13:22:54.924743] [INFO ] [CONFIGURE ] EAF: Testing feature 28/29: add_volume_profile [2025-11-21T13:22:54.924788] [INFO ] [CONFIGURE ] EAF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T13:22:55.230110] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:22:55.529754] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:55.826228] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:56.139997] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:22:56.437667] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:56.738213] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:57.028232] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:57.320636] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:22:57.615661] [DEBUG] [FORECASTER] EAF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:22:57.900967] [DEBUG] [FORECASTER] EAF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:22:57.901151] [INFO ] [CONFIGURE ] EAF: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T13:22:57.901209] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7508 tests [2025-11-21T13:22:57.901258] [INFO ] [CONFIGURE ] EAF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:22:57.901300] [INFO ] [CONFIGURE ] EAF: Best accuracy: 90.00% [2025-11-21T13:22:57.901344] [INFO ] [CONFIGURE ] EAF: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:22:57.901385] [INFO ] [CONFIGURE ] EAF: Improvement over baseline: 20.00% [2025-11-21T13:22:57.901423] [INFO ] [CONFIGURE ] EAF: Total time: 1.4 minutes [2025-11-21T13:22:57.901461] [INFO ] [CONFIGURE ] EAF: Average time per feature: 3.0 seconds [2025-11-21T13:22:57.901499] [INFO ] [CONFIGURE ] EAF: Average speed: 0.35 features/sec [2025-11-21T13:22:57.902043] [INFO ] [LOCAL ] Saved configuration for EAF: 3 features, 90.00% accuracy -> ./output/feature-sets/EAF.json [2025-11-21T13:22:57.902103] [INFO ] [CONFIGURE ] EAF: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T13:22:57.902153] [INFO ] [sig ] [469/723] Successfully configured EAF | 0.01 sym/s | Total: 10.8h | ETA: 5.9h [2025-11-21T13:22:57.902197] [INFO ] [sig ] [470/723] Configuring EAT... [2025-11-21T13:22:57.902237] [INFO ] [CONFIGURE ] EAT: Configurate test run. [2025-11-21T13:22:57.902277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'. [2025-11-21T13:22:57.977918] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EAT'. [2025-11-21T13:22:57.978332] [INFO ] [CONFIGURE ] EAT: Testing with 29 available features [2025-11-21T13:22:57.978396] [INFO ] [CONFIGURE ] EAT: Establishing baseline with no features... [2025-11-21T13:22:58.164057] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:22:58.352166] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:22:58.537049] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:22:58.725131] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:22:58.924934] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:22:59.109408] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:22:59.294270] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:22:59.479240] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:22:59.667087] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:22:59.849148] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:22:59.849472] [INFO ] [CONFIGURE ] EAT: Baseline score (no features): 80.00% [2025-11-21T13:22:59.849571] [INFO ] [CONFIGURE ] EAT: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:22:59.849673] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:23:00.067889] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:00.286155] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:23:00.506417] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:23:01.457246] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:01.679081] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:23:02.079895] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:02.301990] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:02.526728] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:02.748214] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:02.962082] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:02.962257] [INFO ] [CONFIGURE ] EAT: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T13:23:02.962305] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7507 tests [2025-11-21T13:23:02.962343] [INFO ] [CONFIGURE ] EAT: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:23:02.962379] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:23:03.180789] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:03.406229] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:03.620577] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:03.841335] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:04.055207] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:04.268065] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:04.483637] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:04.702169] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:04.929948] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:05.145767] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:05.146137] [INFO ] [CONFIGURE ] EAT: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T13:23:05.146183] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7506 tests [2025-11-21T13:23:05.146220] [INFO ] [CONFIGURE ] EAT: Testing feature 3/29: add_daily_returns [2025-11-21T13:23:05.146255] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:23:05.366571] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:05.593563] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:05.823963] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:23:06.057402] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:06.289657] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:06.530673] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:06.762428] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:07.022317] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:07.264168] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:07.502492] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:07.502705] [INFO ] [CONFIGURE ] EAT: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T13:23:07.502783] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7505 tests [2025-11-21T13:23:07.502836] [INFO ] [CONFIGURE ] EAT: Testing feature 4/29: add_ema [2025-11-21T13:23:07.502885] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T13:23:07.788128] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:08.067573] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:08.334904] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:08.599227] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:08.867406] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:09.136307] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:09.403833] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:09.667814] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:09.942165] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:10.201587] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:10.201792] [INFO ] [CONFIGURE ] EAT: DISCARDED add_ema (score: 80.00%) [2025-11-21T13:23:10.201848] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7504 tests [2025-11-21T13:23:10.201895] [INFO ] [CONFIGURE ] EAT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:23:10.202121] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:23:10.449730] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:23:10.692052] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:10.943533] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:11.202396] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:11.450926] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:11.716957] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:11.972589] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:12.242700] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:12.504826] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:12.768452] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:12.768696] [INFO ] [CONFIGURE ] EAT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:23:12.768776] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7503 tests [2025-11-21T13:23:12.768831] [INFO ] [CONFIGURE ] EAT: Testing feature 6/29: add_failed_moves [2025-11-21T13:23:12.768876] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T13:23:12.982781] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:13.201319] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:13.418800] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:13.634188] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:13.850187] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:14.070132] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:14.284719] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:14.502412] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:14.719877] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:14.933510] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:14.933720] [INFO ] [CONFIGURE ] EAT: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T13:23:14.933778] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7502 tests [2025-11-21T13:23:14.933827] [INFO ] [CONFIGURE ] EAT: Testing feature 7/29: add_lag_shelf [2025-11-21T13:23:14.933869] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T13:23:15.139709] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:15.344264] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:15.553605] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:15.764304] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:15.984150] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:16.204277] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:16.417513] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:16.633227] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:16.851511] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:17.064364] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:17.064547] [INFO ] [CONFIGURE ] EAT: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T13:23:17.064597] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7501 tests [2025-11-21T13:23:17.064637] [INFO ] [CONFIGURE ] EAT: Testing feature 8/29: add_macd [2025-11-21T13:23:17.064704] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:23:17.397136] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:23:17.750474] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:18.209852] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:18.628902] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:18.932775] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:19.237352] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:19.548879] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:19.857362] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:20.173409] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:20.474849] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:20.475047] [INFO ] [CONFIGURE ] EAT: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:23:20.475105] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7500 tests [2025-11-21T13:23:20.475151] [INFO ] [CONFIGURE ] EAT: Testing feature 9/29: add_mfi [2025-11-21T13:23:20.475193] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T13:23:20.703593] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:20.939220] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:21.165714] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:21.384874] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:21.605103] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:21.839884] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:22.093890] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:23:22.335302] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:23:22.575924] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:22.816259] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:22.816459] [INFO ] [CONFIGURE ] EAT: DISCARDED add_mfi (score: 80.00%) [2025-11-21T13:23:22.816518] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7499 tests [2025-11-21T13:23:22.816567] [INFO ] [CONFIGURE ] EAT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:23:22.816612] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:23:23.154133] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:23.494558] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:23.822995] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:24.147066] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:24.466287] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:24.787343] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:25.134872] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:25.465785] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:25.781147] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:26.106861] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:26.107111] [INFO ] [CONFIGURE ] EAT: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T13:23:26.107173] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7498 tests [2025-11-21T13:23:26.107310] [INFO ] [CONFIGURE ] EAT: Testing feature 11/29: add_obv_daily [2025-11-21T13:23:26.107360] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T13:23:26.352260] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:26.607236] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:26.857549] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:23:27.107340] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:27.356438] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:27.609400] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:27.854984] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:23:28.108398] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:28.357357] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:28.608636] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:28.608850] [INFO ] [CONFIGURE ] EAT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:23:28.608911] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7497 tests [2025-11-21T13:23:28.608959] [INFO ] [CONFIGURE ] EAT: Testing feature 12/29: add_obv_interval [2025-11-21T13:23:28.609003] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T13:23:28.841052] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:29.081376] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:29.316298] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:29.558153] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:29.797613] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:30.048340] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:30.279536] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:23:30.518305] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:30.749388] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:30.995691] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:30.995883] [INFO ] [CONFIGURE ] EAT: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T13:23:30.995932] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7496 tests [2025-11-21T13:23:30.995971] [INFO ] [CONFIGURE ] EAT: Testing feature 13/29: add_opening_strength [2025-11-21T13:23:30.996008] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:23:31.251292] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:31.523233] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:31.794854] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:23:32.061153] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:32.321000] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:23:32.589018] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:32.836141] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:33.095110] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:33.348122] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:33.595770] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:33.595947] [INFO ] [CONFIGURE ] EAT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T13:23:33.596002] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7495 tests [2025-11-21T13:23:33.596048] [INFO ] [CONFIGURE ] EAT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:23:33.596091] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T13:23:33.830976] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:34.064094] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:34.296684] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:34.537282] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:34.778692] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:35.042999] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:35.274302] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:35.513310] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:35.745292] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:35.978315] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:35.978489] [INFO ] [CONFIGURE ] EAT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:23:35.978545] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7494 tests [2025-11-21T13:23:35.978591] [INFO ] [CONFIGURE ] EAT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:23:35.978632] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T13:23:36.193043] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:36.406813] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:36.617511] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:36.826773] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:37.038184] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:37.249638] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:37.471959] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:23:37.686473] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:37.905485] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:38.127085] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:38.127263] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:23:38.127311] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7493 tests [2025-11-21T13:23:38.127348] [INFO ] [CONFIGURE ] EAT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:23:38.127382] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T13:23:38.368182] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:38.603067] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:38.836048] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:23:39.086174] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:39.319452] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:23:39.554002] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:39.789616] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:40.025669] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:40.280014] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:40.513637] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:40.513835] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:23:40.513891] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7492 tests [2025-11-21T13:23:40.513937] [INFO ] [CONFIGURE ] EAT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:23:40.513977] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T13:23:40.751813] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:23:40.996393] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:41.235737] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:41.462506] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:41.700892] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:41.929425] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:42.164876] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:42.394736] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:23:42.635258] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:42.882724] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:42.882903] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T13:23:42.882962] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7491 tests [2025-11-21T13:23:42.883010] [INFO ] [CONFIGURE ] EAT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:23:42.883053] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T13:23:43.109817] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:43.332512] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:43.553512] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:43.780527] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:44.015860] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:44.239509] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:44.470276] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:23:44.694363] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:44.918810] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:45.139874] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:45.140080] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T13:23:45.140136] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7490 tests [2025-11-21T13:23:45.140182] [INFO ] [CONFIGURE ] EAT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:23:45.140217] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T13:23:45.367121] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:45.593820] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:45.820573] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:46.043082] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:46.270097] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:46.508250] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:46.730861] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:46.958851] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:47.187583] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:47.430132] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:47.430485] [INFO ] [CONFIGURE ] EAT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T13:23:47.430575] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7489 tests [2025-11-21T13:23:47.430680] [INFO ] [CONFIGURE ] EAT: Testing feature 20/29: add_price_rejection [2025-11-21T13:23:47.430758] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T13:23:47.673208] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:47.925350] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:48.182054] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:48.442386] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:48.690215] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:48.944080] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:49.195018] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:49.436440] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:49.698322] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:49.942424] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:49.942623] [INFO ] [CONFIGURE ] EAT: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T13:23:49.942709] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7488 tests [2025-11-21T13:23:49.942760] [INFO ] [CONFIGURE ] EAT: Testing feature 21/29: add_range_position [2025-11-21T13:23:49.942805] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T13:23:50.207612] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:50.481476] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:50.747463] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:51.004615] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:51.268313] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:51.532706] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:51.798633] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:52.067036] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:52.330770] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:52.590192] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:52.590376] [INFO ] [CONFIGURE ] EAT: DISCARDED add_range_position (score: 90.00%) [2025-11-21T13:23:52.590436] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7487 tests [2025-11-21T13:23:52.590486] [INFO ] [CONFIGURE ] EAT: Testing feature 22/29: add_realized_volatility [2025-11-21T13:23:52.590531] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T13:23:52.925611] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:53.269759] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:53.604084] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:53.975223] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:54.330339] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:54.704388] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:23:55.078170] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:55.454633] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:55.831067] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:23:56.185683] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:56.185877] [INFO ] [CONFIGURE ] EAT: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T13:23:56.185936] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7486 tests [2025-11-21T13:23:56.185984] [INFO ] [CONFIGURE ] EAT: Testing feature 23/29: add_recent_range_context [2025-11-21T13:23:56.186027] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T13:23:56.417714] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:56.648032] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:56.893043] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:23:57.149715] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:23:57.394835] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:23:57.630799] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:23:57.875837] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:23:58.126589] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:23:58.374904] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:23:58.628159] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:23:58.628368] [INFO ] [CONFIGURE ] EAT: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T13:23:58.628488] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7485 tests [2025-11-21T13:23:58.628541] [INFO ] [CONFIGURE ] EAT: Testing feature 24/29: add_rsi [2025-11-21T13:23:58.628587] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T13:23:58.908999] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:23:59.200390] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:23:59.487376] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:23:59.769404] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:00.054970] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:24:00.352333] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:00.646992] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:24:00.957042] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:24:01.887664] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:02.192154] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:24:02.192353] [INFO ] [CONFIGURE ] EAT: DISCARDED add_rsi (score: 70.00%) [2025-11-21T13:24:02.192408] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7484 tests [2025-11-21T13:24:02.192453] [INFO ] [CONFIGURE ] EAT: Testing feature 25/29: add_tick_distribution [2025-11-21T13:24:02.192490] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T13:24:02.428887] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:02.680377] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:24:02.912074] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:24:03.160214] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:03.394856] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:24:03.633868] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:03.864476] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:24:04.098213] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:24:04.331901] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:04.571921] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:24:04.572114] [INFO ] [CONFIGURE ] EAT: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:24:04.572173] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7483 tests [2025-11-21T13:24:04.572221] [INFO ] [CONFIGURE ] EAT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:24:04.572259] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T13:24:04.819215] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:05.141017] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:24:05.492059] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:24:05.784179] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:06.019592] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:24:06.261671] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:06.496237] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:24:06.724118] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:24:06.967676] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:07.197660] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:24:07.197868] [INFO ] [CONFIGURE ] EAT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:24:07.197928] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7482 tests [2025-11-21T13:24:07.197976] [INFO ] [CONFIGURE ] EAT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:24:07.198022] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T13:24:07.467348] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:24:07.724815] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:24:07.994496] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:24:08.251415] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:08.503695] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:24:08.760508] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:09.016860] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:24:09.277256] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:24:09.535735] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:09.801609] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:24:09.801812] [INFO ] [CONFIGURE ] EAT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:24:09.801868] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7481 tests [2025-11-21T13:24:09.801915] [INFO ] [CONFIGURE ] EAT: Testing feature 28/29: add_volume_profile [2025-11-21T13:24:09.801952] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T13:24:10.057001] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:10.315305] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:24:10.554157] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:24:10.797532] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:11.037977] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:24:11.280743] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:11.527235] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:24:11.780148] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:24:12.020412] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:12.269898] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:24:12.270080] [INFO ] [CONFIGURE ] EAT: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T13:24:12.270137] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7480 tests [2025-11-21T13:24:12.270180] [INFO ] [CONFIGURE ] EAT: Testing feature 29/29: add_vwap [2025-11-21T13:24:12.270220] [INFO ] [CONFIGURE ] EAT: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T13:24:12.532113] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:12.775511] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:24:13.023131] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:24:13.260963] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:13.498455] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:24:13.739782] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:13.977030] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:24:14.216530] [DEBUG] [FORECASTER] EAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:24:14.472129] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:14.723188] [DEBUG] [FORECASTER] EAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:24:14.723356] [INFO ] [CONFIGURE ] EAT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T13:24:14.723414] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7479 tests [2025-11-21T13:24:14.723455] [INFO ] [CONFIGURE ] EAT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:24:14.723497] [INFO ] [CONFIGURE ] EAT: Best accuracy: 90.00% [2025-11-21T13:24:14.723541] [INFO ] [CONFIGURE ] EAT: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T13:24:14.723581] [INFO ] [CONFIGURE ] EAT: Improvement over baseline: 10.00% [2025-11-21T13:24:14.723619] [INFO ] [CONFIGURE ] EAT: Total time: 1.2 minutes [2025-11-21T13:24:14.723676] [INFO ] [CONFIGURE ] EAT: Average time per feature: 2.6 seconds [2025-11-21T13:24:14.723718] [INFO ] [CONFIGURE ] EAT: Average speed: 0.39 features/sec [2025-11-21T13:24:14.724033] [INFO ] [LOCAL ] Saved configuration for EAT: 1 features, 90.00% accuracy -> ./output/feature-sets/EAT.json [2025-11-21T13:24:14.724089] [INFO ] [CONFIGURE ] EAT: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T13:24:14.724132] [INFO ] [sig ] [470/723] Successfully configured EAT | 0.01 sym/s | Total: 10.8h | ETA: 5.8h [2025-11-21T13:24:14.724174] [INFO ] [sig ] [471/723] Configuring EB... [2025-11-21T13:24:14.724213] [INFO ] [CONFIGURE ] EB: Configurate test run. [2025-11-21T13:24:14.724251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-11-21T13:24:14.830038] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EB'. [2025-11-21T13:24:14.830380] [INFO ] [CONFIGURE ] EB: Testing with 29 available features [2025-11-21T13:24:14.830443] [INFO ] [CONFIGURE ] EB: Establishing baseline with no features... [2025-11-21T13:24:15.012475] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:15.194086] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:15.374039] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:15.561351] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:15.745263] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:15.934028] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:16.120672] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:16.304068] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:24:16.501599] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:16.705601] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:16.705844] [INFO ] [CONFIGURE ] EB: Baseline score (no features): 50.00% [2025-11-21T13:24:16.705894] [INFO ] [CONFIGURE ] EB: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:24:16.705932] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:24:16.919887] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:17.141742] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:17.363696] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:17.590300] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:24:17.812212] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:24:18.050135] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:18.292194] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:18.519344] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:18.740047] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:18.960991] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:18.961176] [INFO ] [CONFIGURE ] EB: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T13:24:18.961224] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7478 tests [2025-11-21T13:24:18.961262] [INFO ] [CONFIGURE ] EB: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:24:18.961298] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:24:19.183356] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:19.409685] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:19.636463] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:19.868803] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:24:20.096922] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:20.340416] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:20.578026] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:20.806809] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:21.042383] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:21.266380] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:21.266750] [INFO ] [CONFIGURE ] EB: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T13:24:21.266884] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7477 tests [2025-11-21T13:24:21.267002] [INFO ] [CONFIGURE ] EB: Testing feature 3/29: add_daily_returns [2025-11-21T13:24:21.267128] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_daily_returns'] [2025-11-21T13:24:21.464221] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:24:21.652686] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:21.836860] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:22.021877] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:24:22.209582] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:22.404968] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:22.597025] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:22.783975] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:22.984701] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:23.192043] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:23.192382] [INFO ] [CONFIGURE ] EB: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T13:24:23.192530] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7476 tests [2025-11-21T13:24:23.192617] [INFO ] [CONFIGURE ] EB: Testing feature 4/29: add_ema [2025-11-21T13:24:23.192774] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_ema'] [2025-11-21T13:24:23.420882] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:24:23.656737] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:23.880413] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:24.097415] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:24:24.314471] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:24.536120] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:24.759142] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:24.978096] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:25.201364] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:25.426920] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:25.427113] [INFO ] [CONFIGURE ] EB: DISCARDED add_ema (score: 20.00%) [2025-11-21T13:24:25.427160] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7475 tests [2025-11-21T13:24:25.427200] [INFO ] [CONFIGURE ] EB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:24:25.427235] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:24:25.652330] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:25.881756] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:26.115157] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:26.349724] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:26.592929] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:26.831849] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:27.061817] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:27.291469] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:27.526742] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:27.759120] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:27.759290] [INFO ] [CONFIGURE ] EB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:24:27.759347] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7474 tests [2025-11-21T13:24:27.759392] [INFO ] [CONFIGURE ] EB: Testing feature 6/29: add_failed_moves [2025-11-21T13:24:27.759434] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_failed_moves'] [2025-11-21T13:24:27.948709] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:28.136734] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:28.322437] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:28.517797] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:28.711612] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:28.908711] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:29.098018] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:29.286947] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:24:29.473672] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:29.661681] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:29.661834] [INFO ] [CONFIGURE ] EB: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T13:24:29.661882] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7473 tests [2025-11-21T13:24:29.661919] [INFO ] [CONFIGURE ] EB: Testing feature 7/29: add_lag_shelf [2025-11-21T13:24:29.661956] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_lag_shelf'] [2025-11-21T13:24:29.836667] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:30.008343] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:30.180680] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:30.353527] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:30.524356] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:30.696249] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:30.872135] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:31.045760] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:24:31.221261] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:31.401703] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:31.401878] [INFO ] [CONFIGURE ] EB: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T13:24:31.401926] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7472 tests [2025-11-21T13:24:31.401963] [INFO ] [CONFIGURE ] EB: Testing feature 8/29: add_macd [2025-11-21T13:24:31.401998] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T13:24:31.681526] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:31.956983] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:32.225070] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:32.494189] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:32.767196] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:33.050458] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:33.325137] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:33.598957] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:33.867565] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:34.141337] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:34.141532] [INFO ] [CONFIGURE ] EB: KEPT add_macd (score: 60.00%) [2025-11-21T13:24:34.141622] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7471 tests [2025-11-21T13:24:34.141691] [INFO ] [CONFIGURE ] EB: Testing feature 9/29: add_mfi [2025-11-21T13:24:34.141737] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T13:24:34.435921] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:34.734233] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:35.033605] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:35.331801] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:35.643476] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:35.952999] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:36.249960] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:36.549311] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:36.840586] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:37.150508] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:37.150757] [INFO ] [CONFIGURE ] EB: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:24:37.150836] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7470 tests [2025-11-21T13:24:37.150902] [INFO ] [CONFIGURE ] EB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:24:37.150950] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:24:37.528963] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:37.896337] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:38.280346] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:24:38.667939] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:39.055920] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:39.435712] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:24:39.828217] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:40.227031] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:40.603346] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:40.994094] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:40.994350] [INFO ] [CONFIGURE ] EB: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:24:40.994431] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7469 tests [2025-11-21T13:24:40.994485] [INFO ] [CONFIGURE ] EB: Testing feature 11/29: add_obv_daily [2025-11-21T13:24:40.994534] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T13:24:41.308499] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:41.628875] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:41.943029] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:24:42.262464] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:42.583133] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:42.903584] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:43.230710] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:43.544718] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:43.851703] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:44.187636] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:24:44.187910] [INFO ] [CONFIGURE ] EB: KEPT add_obv_daily (score: 80.00%) [2025-11-21T13:24:44.187978] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7468 tests [2025-11-21T13:24:44.188030] [INFO ] [CONFIGURE ] EB: Testing feature 12/29: add_obv_interval [2025-11-21T13:24:44.188077] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T13:24:44.503865] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:44.827128] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:24:45.128305] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:45.432868] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:45.738745] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:46.039374] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:46.338047] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:46.642775] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:46.942366] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:24:47.246441] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:47.246614] [INFO ] [CONFIGURE ] EB: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T13:24:47.246690] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7467 tests [2025-11-21T13:24:47.246735] [INFO ] [CONFIGURE ] EB: Testing feature 13/29: add_opening_strength [2025-11-21T13:24:47.246781] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:24:47.593848] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:47.929581] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:48.258949] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:24:48.590824] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:24:48.929009] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:49.270854] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:49.601944] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:49.952506] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:50.309803] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:50.653916] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:24:50.654096] [INFO ] [CONFIGURE ] EB: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:24:50.654156] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7466 tests [2025-11-21T13:24:50.654204] [INFO ] [CONFIGURE ] EB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:24:50.654248] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T13:24:50.989668] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:51.315764] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:51.630334] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:24:51.975540] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:52.323667] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:52.706407] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:53.078556] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:53.435378] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:53.801413] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:54.161122] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:54.161510] [INFO ] [CONFIGURE ] EB: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:24:54.161566] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7465 tests [2025-11-21T13:24:54.161612] [INFO ] [CONFIGURE ] EB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:24:54.161676] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T13:24:54.471438] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:54.784403] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:24:55.081687] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:24:55.386018] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:55.683270] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:55.984925] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:56.282659] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:24:56.580432] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:24:56.893515] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:24:57.323354] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:24:57.323623] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:24:57.323731] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7464 tests [2025-11-21T13:24:57.323809] [INFO ] [CONFIGURE ] EB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:24:57.323918] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T13:24:57.797947] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:24:58.144119] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:24:58.463558] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:24:58.799496] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:24:59.136776] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:24:59.466077] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:24:59.791786] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:25:00.856560] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:01.259524] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:01.621818] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:25:01.622028] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T13:25:01.622085] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7463 tests [2025-11-21T13:25:01.622134] [INFO ] [CONFIGURE ] EB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:25:01.622176] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T13:25:01.979594] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:02.349867] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:02.712687] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:03.054191] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:03.411666] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:03.756638] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:04.090100] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:04.425543] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:04.768530] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:05.113025] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:05.113220] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T13:25:05.113279] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7462 tests [2025-11-21T13:25:05.113328] [INFO ] [CONFIGURE ] EB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:25:05.113374] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T13:25:05.426752] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:05.743777] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:06.071075] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:06.390589] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:06.704828] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:07.031189] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:07.355873] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:07.686462] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:08.005973] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:08.312031] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:08.312225] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:25:08.312282] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7461 tests [2025-11-21T13:25:08.312328] [INFO ] [CONFIGURE ] EB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:25:08.312370] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T13:25:08.618639] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:08.921324] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:09.224933] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:09.522714] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:09.837490] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:10.132686] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:10.433448] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:10.769348] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:11.079000] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:25:11.401034] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:11.401222] [INFO ] [CONFIGURE ] EB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:25:11.401281] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7460 tests [2025-11-21T13:25:11.401329] [INFO ] [CONFIGURE ] EB: Testing feature 20/29: add_price_rejection [2025-11-21T13:25:11.401371] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T13:25:11.754851] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:12.069901] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:12.406625] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:12.734759] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:13.048521] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:13.367148] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:13.710842] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:14.045135] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:14.370585] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:25:14.695769] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:14.695941] [INFO ] [CONFIGURE ] EB: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T13:25:14.695998] [INFO ] [CONFIGURE ] JOB ETA: 5.9h | Avg: 2.8s/test | Remaining: 7459 tests [2025-11-21T13:25:14.696045] [INFO ] [CONFIGURE ] EB: Testing feature 21/29: add_range_position [2025-11-21T13:25:14.696091] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position'] [2025-11-21T13:25:15.031800] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:15.355912] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:15.688071] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:16.016002] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:16.353300] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:16.671055] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:17.009841] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:17.360082] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:17.701105] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:25:18.053430] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:18.053633] [INFO ] [CONFIGURE ] EB: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:25:18.053786] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7458 tests [2025-11-21T13:25:18.053840] [INFO ] [CONFIGURE ] EB: Testing feature 22/29: add_realized_volatility [2025-11-21T13:25:18.053884] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T13:25:18.479596] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:18.905988] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:19.352426] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:19.766481] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:20.198418] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:20.628049] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:21.058272] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:21.516060] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:21.979863] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:25:22.404554] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:22.404840] [INFO ] [CONFIGURE ] EB: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:25:22.404919] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7457 tests [2025-11-21T13:25:22.404986] [INFO ] [CONFIGURE ] EB: Testing feature 23/29: add_recent_range_context [2025-11-21T13:25:22.405049] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T13:25:22.761387] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:23.115667] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:23.449693] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:23.785331] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:24.116667] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:24.470637] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:24.790014] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:25.104107] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:25.424842] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:25.743119] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:25.743314] [INFO ] [CONFIGURE ] EB: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T13:25:25.743372] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7456 tests [2025-11-21T13:25:25.743420] [INFO ] [CONFIGURE ] EB: Testing feature 24/29: add_rsi [2025-11-21T13:25:25.743465] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T13:25:26.119207] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:26.488307] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:26.839287] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:27.214446] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:27.601506] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:27.983216] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:28.337494] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:28.700687] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:29.062594] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:25:29.423884] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:25:29.424090] [INFO ] [CONFIGURE ] EB: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:25:29.424151] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7455 tests [2025-11-21T13:25:29.424207] [INFO ] [CONFIGURE ] EB: Testing feature 25/29: add_tick_distribution [2025-11-21T13:25:29.424266] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T13:25:29.730309] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:30.036544] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:30.342699] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:30.652317] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:30.959510] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:31.287362] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:31.612484] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:31.925948] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:32.254073] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:32.588709] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:25:32.588876] [INFO ] [CONFIGURE ] EB: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:25:32.588931] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7454 tests [2025-11-21T13:25:32.588979] [INFO ] [CONFIGURE ] EB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:25:32.589024] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T13:25:32.902269] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:33.220093] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:25:33.530901] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:33.843046] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:34.153475] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:34.474039] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:34.793536] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:35.110772] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:35.436452] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:35.742626] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:25:35.742812] [INFO ] [CONFIGURE ] EB: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:25:35.742867] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7453 tests [2025-11-21T13:25:35.742914] [INFO ] [CONFIGURE ] EB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:25:35.743014] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T13:25:36.065352] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:36.397141] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:36.722784] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:37.037173] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:25:37.355407] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:37.676005] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:38.006096] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:38.340622] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:38.674910] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:39.023826] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:39.024018] [INFO ] [CONFIGURE ] EB: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:25:39.024075] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7452 tests [2025-11-21T13:25:39.024124] [INFO ] [CONFIGURE ] EB: Testing feature 28/29: add_volume_profile [2025-11-21T13:25:39.024160] [INFO ] [CONFIGURE ] EB: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T13:25:39.361274] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:25:39.689096] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:25:40.024250] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:40.407151] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:25:40.759003] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:25:41.111539] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:41.449675] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:41.776454] [DEBUG] [FORECASTER] EB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:42.111893] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:42.464445] [DEBUG] [FORECASTER] EB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:25:42.464722] [INFO ] [CONFIGURE ] EB: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T13:25:42.464784] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7451 tests [2025-11-21T13:25:42.464824] [INFO ] [CONFIGURE ] EB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:25:42.464866] [INFO ] [CONFIGURE ] EB: Best accuracy: 80.00% [2025-11-21T13:25:42.464935] [INFO ] [CONFIGURE ] EB: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T13:25:42.464978] [INFO ] [CONFIGURE ] EB: Improvement over baseline: 30.00% [2025-11-21T13:25:42.465014] [INFO ] [CONFIGURE ] EB: Total time: 1.4 minutes [2025-11-21T13:25:42.465052] [INFO ] [CONFIGURE ] EB: Average time per feature: 3.1 seconds [2025-11-21T13:25:42.465090] [INFO ] [CONFIGURE ] EB: Average speed: 0.34 features/sec [2025-11-21T13:25:42.465604] [INFO ] [LOCAL ] Saved configuration for EB: 3 features, 80.00% accuracy -> ./output/feature-sets/EB.json [2025-11-21T13:25:42.465680] [INFO ] [CONFIGURE ] EB: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T13:25:42.465729] [INFO ] [sig ] [471/723] Successfully configured EB | 0.01 sym/s | Total: 10.9h | ETA: 5.8h [2025-11-21T13:25:42.465782] [INFO ] [sig ] [472/723] Configuring EBF... [2025-11-21T13:25:42.465823] [INFO ] [CONFIGURE ] EBF: Configurate test run. [2025-11-21T13:25:42.465860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-11-21T13:25:42.543071] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EBF'. [2025-11-21T13:25:42.543474] [INFO ] [CONFIGURE ] EBF: Testing with 29 available features [2025-11-21T13:25:42.543537] [INFO ] [CONFIGURE ] EBF: Establishing baseline with no features... [2025-11-21T13:25:42.725125] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:42.909885] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:25:43.090270] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:25:43.276207] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:25:43.466188] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:25:43.656629] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:25:43.841727] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:44.034034] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:25:44.219773] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:25:44.404212] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:25:44.404383] [INFO ] [CONFIGURE ] EBF: Baseline score (no features): 50.00% [2025-11-21T13:25:44.404434] [INFO ] [CONFIGURE ] EBF: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:25:44.404472] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:25:44.673823] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:44.952451] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:25:45.262009] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:45.493059] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:25:45.726919] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:25:45.950444] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:25:46.155907] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:46.360449] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:25:46.563552] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:46.772004] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:25:46.772176] [INFO ] [CONFIGURE ] EBF: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T13:25:46.772224] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7450 tests [2025-11-21T13:25:46.772262] [INFO ] [CONFIGURE ] EBF: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:25:46.772296] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:25:47.015903] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:47.257145] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:25:47.510920] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:47.783254] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:25:48.024057] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:25:48.265931] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:25:48.516553] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:48.761296] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:49.008245] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:25:49.272142] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:25:49.272327] [INFO ] [CONFIGURE ] EBF: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T13:25:49.272385] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7449 tests [2025-11-21T13:25:49.272432] [INFO ] [CONFIGURE ] EBF: Testing feature 3/29: add_daily_returns [2025-11-21T13:25:49.272472] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:25:49.509935] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:49.741015] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:25:49.963611] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:50.179118] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:25:50.399406] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:25:50.626146] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:50.859262] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:51.088635] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:25:51.351417] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:51.581995] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:25:51.582172] [INFO ] [CONFIGURE ] EBF: KEPT add_daily_returns (score: 70.00%) [2025-11-21T13:25:51.582221] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7448 tests [2025-11-21T13:25:51.582260] [INFO ] [CONFIGURE ] EBF: Testing feature 4/29: add_ema [2025-11-21T13:25:51.582295] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T13:25:51.869835] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:52.143426] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:25:52.400683] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:52.663043] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:25:52.936368] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:25:53.190933] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:25:53.485533] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:53.802992] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:54.124169] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:54.423752] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:25:54.423950] [INFO ] [CONFIGURE ] EBF: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:25:54.424009] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7447 tests [2025-11-21T13:25:54.424086] [INFO ] [CONFIGURE ] EBF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:25:54.424190] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:25:54.714704] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:54.990161] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:25:55.258009] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:25:55.534069] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:25:55.816469] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:25:56.083895] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:25:56.355556] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:56.636162] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:25:56.899929] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:57.162793] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:25:57.162989] [INFO ] [CONFIGURE ] EBF: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T13:25:57.163046] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7446 tests [2025-11-21T13:25:57.163095] [INFO ] [CONFIGURE ] EBF: Testing feature 6/29: add_failed_moves [2025-11-21T13:25:57.163140] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T13:25:57.389060] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:57.607781] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:25:57.830019] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:25:58.057949] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:25:58.291214] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:25:58.513750] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:25:58.748849] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:25:58.982683] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:25:59.215489] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:25:59.461282] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:25:59.461485] [INFO ] [CONFIGURE ] EBF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T13:25:59.461541] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7445 tests [2025-11-21T13:25:59.461580] [INFO ] [CONFIGURE ] EBF: Testing feature 7/29: add_lag_shelf [2025-11-21T13:25:59.461616] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:25:59.690472] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:25:59.918425] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:00.867520] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:01.239201] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:01.466482] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:26:01.696238] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:26:01.909185] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:02.124221] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:02.340300] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:26:02.550412] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:02.550578] [INFO ] [CONFIGURE ] EBF: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T13:26:02.550625] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7444 tests [2025-11-21T13:26:02.550684] [INFO ] [CONFIGURE ] EBF: Testing feature 8/29: add_macd [2025-11-21T13:26:02.550747] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:26:02.845914] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:03.138405] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:03.436746] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:26:03.734943] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:04.054693] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:04.391614] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:04.714955] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:26:05.034458] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:05.345703] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:05.658321] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:05.658519] [INFO ] [CONFIGURE ] EBF: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:26:05.658579] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7443 tests [2025-11-21T13:26:05.658624] [INFO ] [CONFIGURE ] EBF: Testing feature 9/29: add_mfi [2025-11-21T13:26:05.658683] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T13:26:05.895428] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:06.125345] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:06.393929] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:06.645975] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:06.879511] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:07.117818] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:07.360535] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:07.620035] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:07.874861] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:08.110781] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:08.111061] [INFO ] [CONFIGURE ] EBF: KEPT add_mfi (score: 80.00%) [2025-11-21T13:26:08.111125] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7442 tests [2025-11-21T13:26:08.111175] [INFO ] [CONFIGURE ] EBF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:26:08.111221] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:26:08.446913] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:08.780833] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:09.108351] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:09.462420] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:09.810814] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:10.132946] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:10.443460] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:10.768299] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:11.089209] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:11.413311] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:11.413492] [INFO ] [CONFIGURE ] EBF: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T13:26:11.413548] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7441 tests [2025-11-21T13:26:11.413595] [INFO ] [CONFIGURE ] EBF: Testing feature 11/29: add_obv_daily [2025-11-21T13:26:11.413637] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_obv_daily'] [2025-11-21T13:26:11.665158] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:11.933449] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:12.206405] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:26:12.473728] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:12.738224] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:26:13.000730] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:13.258506] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:13.518724] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:13.778173] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:26:14.059100] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:14.059277] [INFO ] [CONFIGURE ] EBF: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T13:26:14.059332] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7440 tests [2025-11-21T13:26:14.059377] [INFO ] [CONFIGURE ] EBF: Testing feature 12/29: add_obv_interval [2025-11-21T13:26:14.059419] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_obv_interval'] [2025-11-21T13:26:14.303433] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:14.553814] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:14.804392] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:15.050254] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:15.299466] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:26:15.560103] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:15.811695] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:16.059724] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:16.312243] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:16.578930] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:16.579127] [INFO ] [CONFIGURE ] EBF: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T13:26:16.579185] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7439 tests [2025-11-21T13:26:16.579233] [INFO ] [CONFIGURE ] EBF: Testing feature 13/29: add_opening_strength [2025-11-21T13:26:16.579277] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_opening_strength'] [2025-11-21T13:26:16.843484] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:17.106672] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:17.372429] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:17.646262] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:17.907489] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:18.178354] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:18.452086] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:26:18.735277] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:19.009483] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:19.277215] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:19.277424] [INFO ] [CONFIGURE ] EBF: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T13:26:19.277490] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7438 tests [2025-11-21T13:26:19.277541] [INFO ] [CONFIGURE ] EBF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:26:19.277585] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T13:26:19.557735] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:19.818029] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:20.101465] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:20.376914] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:26:20.642850] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:20.904575] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:26:21.163090] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:21.428276] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:21.691632] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:21.964267] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:21.964703] [INFO ] [CONFIGURE ] EBF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:26:21.964764] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7437 tests [2025-11-21T13:26:21.964811] [INFO ] [CONFIGURE ] EBF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:26:21.964851] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T13:26:22.205832] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:22.446634] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:22.691172] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:22.947268] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:26:23.188373] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:23.440761] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:26:23.691710] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:23.940037] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:24.203779] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:24.464117] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:24.464288] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:26:24.464344] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7436 tests [2025-11-21T13:26:24.464390] [INFO ] [CONFIGURE ] EBF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:26:24.464433] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T13:26:24.700994] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:24.952995] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:25.221669] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:25.462892] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:25.759789] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:26.014719] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:26:26.290886] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:26.561353] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:26.817243] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:27.080549] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:27.080770] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T13:26:27.080828] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7435 tests [2025-11-21T13:26:27.080875] [INFO ] [CONFIGURE ] EBF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:26:27.080917] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T13:26:27.371889] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:27.629843] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:27.911487] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:28.194520] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:28.478629] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:26:28.771908] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:29.059241] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:29.335832] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:29.600783] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:29.890937] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:29.891164] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T13:26:29.891243] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7434 tests [2025-11-21T13:26:29.891310] [INFO ] [CONFIGURE ] EBF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:26:29.891377] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T13:26:30.168476] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:30.445994] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:30.716847] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:30.987566] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:31.235627] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:31.481143] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:31.736675] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:31.985565] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:32.228895] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:32.482856] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:32.483056] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:26:32.483116] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7433 tests [2025-11-21T13:26:32.483165] [INFO ] [CONFIGURE ] EBF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:26:32.483210] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T13:26:32.739095] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:32.989231] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:33.227082] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:33.464861] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:33.702897] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:26:33.950246] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:34.191347] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:34.419660] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:34.648324] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:34.884834] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:34.885005] [INFO ] [CONFIGURE ] EBF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:26:34.885063] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7432 tests [2025-11-21T13:26:34.885111] [INFO ] [CONFIGURE ] EBF: Testing feature 20/29: add_price_rejection [2025-11-21T13:26:34.885155] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_price_rejection'] [2025-11-21T13:26:35.145411] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:35.401672] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:35.663289] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:35.925892] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:36.188332] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:36.458296] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:36.730825] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:26:37.000843] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:37.268950] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:37.527310] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:37.527497] [INFO ] [CONFIGURE ] EBF: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T13:26:37.527554] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7431 tests [2025-11-21T13:26:37.527603] [INFO ] [CONFIGURE ] EBF: Testing feature 21/29: add_range_position [2025-11-21T13:26:37.527670] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_range_position'] [2025-11-21T13:26:37.791247] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:38.060346] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:38.344114] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:38.612017] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:38.878373] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:39.135375] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:39.397313] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:39.656263] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:26:39.913400] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:40.189368] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:40.189556] [INFO ] [CONFIGURE ] EBF: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:26:40.189616] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7430 tests [2025-11-21T13:26:40.189689] [INFO ] [CONFIGURE ] EBF: Testing feature 22/29: add_realized_volatility [2025-11-21T13:26:40.189737] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_realized_volatility'] [2025-11-21T13:26:40.548356] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:40.914818] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:41.277543] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:41.644447] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:42.005940] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:42.379330] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:42.747055] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:43.121462] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:43.470538] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:43.845831] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:43.846029] [INFO ] [CONFIGURE ] EBF: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T13:26:43.846111] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7429 tests [2025-11-21T13:26:43.846161] [INFO ] [CONFIGURE ] EBF: Testing feature 23/29: add_recent_range_context [2025-11-21T13:26:43.846204] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_recent_range_context'] [2025-11-21T13:26:44.111856] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:44.376463] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:44.642699] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:44.917358] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:45.183323] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:45.427739] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:45.688084] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:45.956194] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:46.240792] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:46.528616] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:46.528816] [INFO ] [CONFIGURE ] EBF: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T13:26:46.528882] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7428 tests [2025-11-21T13:26:46.528931] [INFO ] [CONFIGURE ] EBF: Testing feature 24/29: add_rsi [2025-11-21T13:26:46.528976] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T13:26:46.830024] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:26:47.111842] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:47.400799] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:26:47.681413] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:47.965637] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:48.259029] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:48.554881] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:48.849263] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:26:49.155854] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:49.442078] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:49.442274] [INFO ] [CONFIGURE ] EBF: DISCARDED add_rsi (score: 70.00%) [2025-11-21T13:26:49.442334] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7427 tests [2025-11-21T13:26:49.442383] [INFO ] [CONFIGURE ] EBF: Testing feature 25/29: add_tick_distribution [2025-11-21T13:26:49.442427] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_tick_distribution'] [2025-11-21T13:26:49.690021] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:49.929443] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:50.172901] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:50.424100] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:50.680345] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:26:50.923669] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:51.165720] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:51.408436] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:51.644210] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:51.878095] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:51.878263] [INFO ] [CONFIGURE ] EBF: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:26:51.878319] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7426 tests [2025-11-21T13:26:51.878365] [INFO ] [CONFIGURE ] EBF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:26:51.878409] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T13:26:52.115616] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:52.370636] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:52.739250] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:53.069402] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:53.384225] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:26:53.636555] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:26:53.894971] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:26:54.147163] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:54.406053] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:54.668835] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:54.669030] [INFO ] [CONFIGURE ] EBF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:26:54.669088] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7425 tests [2025-11-21T13:26:54.669139] [INFO ] [CONFIGURE ] EBF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:26:54.669187] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T13:26:54.945694] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:26:55.224369] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:55.502624] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:55.829263] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:56.105318] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:26:56.378463] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:26:56.670951] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:26:56.945633] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:57.220823] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:26:57.526601] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:26:57.526827] [INFO ] [CONFIGURE ] EBF: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:26:57.526886] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7424 tests [2025-11-21T13:26:57.526988] [INFO ] [CONFIGURE ] EBF: Testing feature 28/29: add_volume_profile [2025-11-21T13:26:57.527038] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_volume_profile'] [2025-11-21T13:26:57.812747] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:26:58.097198] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:26:58.369867] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:26:58.654460] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:26:58.920412] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:26:59.188682] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:26:59.468393] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:26:59.727464] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:26:59.995205] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:00.961407] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:27:00.961601] [INFO ] [CONFIGURE ] EBF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:27:00.961681] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7423 tests [2025-11-21T13:27:00.961730] [INFO ] [CONFIGURE ] EBF: Testing feature 29/29: add_vwap [2025-11-21T13:27:00.961774] [INFO ] [CONFIGURE ] EBF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi', 'add_vwap'] [2025-11-21T13:27:01.372836] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:01.649513] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:01.918444] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:02.182027] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:27:02.433248] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:27:02.728940] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:27:03.009350] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:03.295819] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:27:03.559812] [DEBUG] [FORECASTER] EBF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:03.833696] [DEBUG] [FORECASTER] EBF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:27:03.833883] [INFO ] [CONFIGURE ] EBF: DISCARDED add_vwap (score: 50.00%) [2025-11-21T13:27:03.833939] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7422 tests [2025-11-21T13:27:03.833987] [INFO ] [CONFIGURE ] EBF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:27:03.834027] [INFO ] [CONFIGURE ] EBF: Best accuracy: 80.00% [2025-11-21T13:27:03.834069] [INFO ] [CONFIGURE ] EBF: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T13:27:03.834108] [INFO ] [CONFIGURE ] EBF: Improvement over baseline: 30.00% [2025-11-21T13:27:03.834144] [INFO ] [CONFIGURE ] EBF: Total time: 1.3 minutes [2025-11-21T13:27:03.834179] [INFO ] [CONFIGURE ] EBF: Average time per feature: 2.7 seconds [2025-11-21T13:27:03.834216] [INFO ] [CONFIGURE ] EBF: Average speed: 0.37 features/sec [2025-11-21T13:27:03.834523] [INFO ] [LOCAL ] Saved configuration for EBF: 3 features, 80.00% accuracy -> ./output/feature-sets/EBF.json [2025-11-21T13:27:03.834579] [INFO ] [CONFIGURE ] EBF: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T13:27:03.834634] [INFO ] [sig ] [472/723] Successfully configured EBF | 0.01 sym/s | Total: 10.9h | ETA: 5.8h [2025-11-21T13:27:03.834701] [INFO ] [sig ] [473/723] Configuring EC... [2025-11-21T13:27:03.834742] [INFO ] [CONFIGURE ] EC: Configurate test run. [2025-11-21T13:27:03.834780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-11-21T13:27:03.911313] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EC'. [2025-11-21T13:27:03.911749] [INFO ] [CONFIGURE ] EC: Testing with 29 available features [2025-11-21T13:27:03.911819] [INFO ] [CONFIGURE ] EC: Establishing baseline with no features... [2025-11-21T13:27:04.109558] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:04.306017] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:04.502494] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:04.696392] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:04.889049] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:05.103491] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:05.307730] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:27:05.511557] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:05.713176] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:05.921321] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:05.921638] [INFO ] [CONFIGURE ] EC: Baseline score (no features): 50.00% [2025-11-21T13:27:05.921815] [INFO ] [CONFIGURE ] EC: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:27:05.921903] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:27:06.162774] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:06.380050] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:06.587331] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:06.795091] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:07.000203] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:07.206328] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:07.411414] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:07.624352] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:07.843658] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:08.050165] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:08.050338] [INFO ] [CONFIGURE ] EC: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T13:27:08.050386] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7421 tests [2025-11-21T13:27:08.050424] [INFO ] [CONFIGURE ] EC: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:27:08.050460] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:27:08.283818] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:08.520904] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:08.761968] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:09.010378] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:09.263760] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:09.509090] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:09.748024] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:09.994303] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:10.235232] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:10.484166] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:10.484366] [INFO ] [CONFIGURE ] EC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T13:27:10.484424] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7420 tests [2025-11-21T13:27:10.484475] [INFO ] [CONFIGURE ] EC: Testing feature 3/29: add_daily_returns [2025-11-21T13:27:10.484518] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:27:10.718988] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:10.942085] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:11.169989] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:11.392127] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:11.617707] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:11.833177] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:12.057081] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:12.281238] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:12.510095] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:12.737968] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:12.738546] [INFO ] [CONFIGURE ] EC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T13:27:12.738600] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7419 tests [2025-11-21T13:27:12.738659] [INFO ] [CONFIGURE ] EC: Testing feature 4/29: add_ema [2025-11-21T13:27:12.738710] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:27:12.991303] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:13.251977] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:13.528991] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:13.782443] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:14.033112] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:14.275738] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:14.523788] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:14.768416] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:15.031893] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:15.292762] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:15.293005] [INFO ] [CONFIGURE ] EC: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:27:15.293236] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7418 tests [2025-11-21T13:27:15.293369] [INFO ] [CONFIGURE ] EC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:27:15.293434] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:27:15.557740] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:15.815052] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:16.065362] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:16.325522] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:16.580862] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:16.840061] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:17.099917] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:17.357060] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:27:17.608076] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:17.866583] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:17.866786] [INFO ] [CONFIGURE ] EC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T13:27:17.866844] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7417 tests [2025-11-21T13:27:17.866890] [INFO ] [CONFIGURE ] EC: Testing feature 6/29: add_failed_moves [2025-11-21T13:27:17.866947] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T13:27:18.082613] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:18.297808] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:18.511930] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:18.732405] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:18.948571] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:19.163317] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:19.385819] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:19.611307] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:19.831849] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:20.073234] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:20.073425] [INFO ] [CONFIGURE ] EC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:27:20.073473] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7416 tests [2025-11-21T13:27:20.073512] [INFO ] [CONFIGURE ] EC: Testing feature 7/29: add_lag_shelf [2025-11-21T13:27:20.073547] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T13:27:20.282059] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:20.487715] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:20.694305] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:20.901179] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:21.103032] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:21.311163] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:21.516082] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:21.725224] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:21.935764] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:22.140667] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:22.140835] [INFO ] [CONFIGURE ] EC: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T13:27:22.140882] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7415 tests [2025-11-21T13:27:22.140921] [INFO ] [CONFIGURE ] EC: Testing feature 8/29: add_macd [2025-11-21T13:27:22.140957] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T13:27:22.439246] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:22.741315] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:23.052449] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:23.349944] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:23.646632] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:27:23.954337] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:24.262143] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:24.596142] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:24.919753] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:25.261275] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:25.261487] [INFO ] [CONFIGURE ] EC: DISCARDED add_macd (score: 30.00%) [2025-11-21T13:27:25.261548] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7414 tests [2025-11-21T13:27:25.261597] [INFO ] [CONFIGURE ] EC: Testing feature 9/29: add_mfi [2025-11-21T13:27:25.261660] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T13:27:25.491469] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:25.724469] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:25.965230] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:26.215669] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:26.463994] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:26.704495] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:26.936273] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:27.177214] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:27.416819] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:27.674412] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:27.674664] [INFO ] [CONFIGURE ] EC: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:27:27.674730] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7413 tests [2025-11-21T13:27:27.674782] [INFO ] [CONFIGURE ] EC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:27:27.674828] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:27:27.998819] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:28.361007] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:28.699105] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:29.025562] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:29.383690] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:29.723279] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:30.059533] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:27:30.399456] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:30.732592] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:31.063970] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:31.064142] [INFO ] [CONFIGURE ] EC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T13:27:31.064202] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7412 tests [2025-11-21T13:27:31.064251] [INFO ] [CONFIGURE ] EC: Testing feature 11/29: add_obv_daily [2025-11-21T13:27:31.064295] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T13:27:31.309245] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:31.528840] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:31.747412] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:31.971205] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:32.194189] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:32.415318] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:32.644853] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:32.874452] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:33.106484] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:33.338012] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:33.338190] [INFO ] [CONFIGURE ] EC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:27:33.338240] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7411 tests [2025-11-21T13:27:33.338279] [INFO ] [CONFIGURE ] EC: Testing feature 12/29: add_obv_interval [2025-11-21T13:27:33.338315] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T13:27:33.564100] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:33.789860] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:34.008099] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:34.222981] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:34.441168] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:34.662540] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:34.889519] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:27:35.113114] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:35.346511] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:35.585457] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:35.585907] [INFO ] [CONFIGURE ] EC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:27:35.586047] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7410 tests [2025-11-21T13:27:35.586130] [INFO ] [CONFIGURE ] EC: Testing feature 13/29: add_opening_strength [2025-11-21T13:27:35.586231] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:27:35.856473] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:36.099725] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:36.346067] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:36.602991] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:36.848470] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:37.091198] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:37.333074] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:27:37.589515] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:37.839020] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:38.076316] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:38.076530] [INFO ] [CONFIGURE ] EC: KEPT add_opening_strength (score: 80.00%) [2025-11-21T13:27:38.076589] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7409 tests [2025-11-21T13:27:38.076636] [INFO ] [CONFIGURE ] EC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:27:38.076702] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T13:27:38.344246] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:38.612705] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:38.883102] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:39.153559] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:39.478144] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:39.804562] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:40.152630] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:40.476384] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:40.748093] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:41.018598] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:41.018791] [INFO ] [CONFIGURE ] EC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:27:41.018848] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7408 tests [2025-11-21T13:27:41.018894] [INFO ] [CONFIGURE ] EC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:27:41.018936] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T13:27:41.265687] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:41.519765] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:41.769455] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:42.023291] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:42.279697] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:42.539678] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:42.803052] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:27:43.076322] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:43.331398] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:43.589269] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:43.589469] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:27:43.589526] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7407 tests [2025-11-21T13:27:43.589573] [INFO ] [CONFIGURE ] EC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:27:43.589615] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T13:27:43.856629] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:44.136772] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:27:44.418543] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:44.692246] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:44.984745] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:45.275873] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:45.564711] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:45.864921] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:27:46.155607] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:46.452859] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:46.453043] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:27:46.453102] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7406 tests [2025-11-21T13:27:46.453150] [INFO ] [CONFIGURE ] EC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:27:46.453194] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T13:27:46.750893] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:47.032577] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:47.321853] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:47.609115] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:47.899075] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:48.194837] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:48.475080] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:48.754731] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:27:49.041887] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:49.326221] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:49.326423] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:27:49.326485] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7405 tests [2025-11-21T13:27:49.326556] [INFO ] [CONFIGURE ] EC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:27:49.326604] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T13:27:49.586038] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:49.851329] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:50.118138] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:50.378387] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:27:50.629033] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:50.880999] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:51.133608] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:51.396104] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:51.665502] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:51.946975] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:51.947174] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:27:51.947233] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7404 tests [2025-11-21T13:27:51.947281] [INFO ] [CONFIGURE ] EC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:27:51.947326] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T13:27:52.200140] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:52.454584] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:52.720027] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:52.976629] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:53.228876] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:53.484576] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:53.736792] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:53.995298] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:54.245239] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:27:54.500778] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:54.500983] [INFO ] [CONFIGURE ] EC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:27:54.501042] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7403 tests [2025-11-21T13:27:54.501089] [INFO ] [CONFIGURE ] EC: Testing feature 20/29: add_price_rejection [2025-11-21T13:27:54.501131] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T13:27:54.782216] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:55.051722] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:55.323690] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:27:55.599162] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:55.878913] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:56.155037] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:56.426802] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:27:56.702529] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:56.988332] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:27:57.275131] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:27:57.275316] [INFO ] [CONFIGURE ] EC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:27:57.275374] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7402 tests [2025-11-21T13:27:57.275422] [INFO ] [CONFIGURE ] EC: Testing feature 21/29: add_range_position [2025-11-21T13:27:57.275470] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T13:27:57.587049] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:27:57.899921] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:27:58.212867] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:27:58.522797] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:27:58.831218] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:27:59.127560] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:27:59.413178] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:27:59.706937] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:27:59.997360] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:28:00.342360] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:00.342550] [INFO ] [CONFIGURE ] EC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:28:00.342606] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7401 tests [2025-11-21T13:28:00.342674] [INFO ] [CONFIGURE ] EC: Testing feature 22/29: add_realized_volatility [2025-11-21T13:28:00.342720] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T13:28:01.213288] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:28:01.606500] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:28:02.006115] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:28:02.397564] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:02.761402] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:28:03.123584] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:28:03.496459] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:03.891852] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:04.278084] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:28:04.665715] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:04.665921] [INFO ] [CONFIGURE ] EC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:28:04.665974] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7400 tests [2025-11-21T13:28:04.666024] [INFO ] [CONFIGURE ] EC: Testing feature 23/29: add_recent_range_context [2025-11-21T13:28:04.666097] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T13:28:04.938554] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:28:05.207363] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:28:05.480624] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:28:05.755014] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:06.029048] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:28:06.293432] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:28:06.558103] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:28:06.825788] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:28:07.098502] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:28:07.367667] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:07.367843] [INFO ] [CONFIGURE ] EC: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T13:28:07.367900] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7399 tests [2025-11-21T13:28:07.367947] [INFO ] [CONFIGURE ] EC: Testing feature 24/29: add_rsi [2025-11-21T13:28:07.367992] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T13:28:07.692206] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:28:08.012191] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:28:08.320593] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:28:08.633048] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:08.944749] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:09.269682] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:28:09.584365] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:09.897162] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:28:10.215540] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:28:10.520787] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:10.521022] [INFO ] [CONFIGURE ] EC: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:28:10.521081] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7398 tests [2025-11-21T13:28:10.521131] [INFO ] [CONFIGURE ] EC: Testing feature 25/29: add_tick_distribution [2025-11-21T13:28:10.521175] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T13:28:10.795133] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:28:11.074848] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:28:11.344873] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:28:11.613594] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:11.888437] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:12.163088] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:28:12.444661] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:12.718257] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:13.004417] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:28:13.288621] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:13.288826] [INFO ] [CONFIGURE ] EC: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T13:28:13.288887] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7397 tests [2025-11-21T13:28:13.288935] [INFO ] [CONFIGURE ] EC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:28:13.288980] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T13:28:13.556337] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:28:13.823358] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:28:14.096208] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:28:14.368539] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:14.643461] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:28:14.922435] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:28:15.196487] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:15.473611] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:15.747845] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:28:16.024344] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:16.024536] [INFO ] [CONFIGURE ] EC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T13:28:16.024593] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7396 tests [2025-11-21T13:28:16.024632] [INFO ] [CONFIGURE ] EC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:28:16.024704] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T13:28:16.319596] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:28:16.612965] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:28:16.907429] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:28:17.200840] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:28:17.518450] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:28:17.821910] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:28:18.114364] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:28:18.411493] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:28:18.715999] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:28:19.008750] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:19.008943] [INFO ] [CONFIGURE ] EC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:28:19.009002] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7395 tests [2025-11-21T13:28:19.009047] [INFO ] [CONFIGURE ] EC: Testing feature 28/29: add_volume_profile [2025-11-21T13:28:19.009089] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T13:28:19.274823] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:28:19.542242] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:28:19.810031] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:28:20.077528] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:20.367045] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:28:20.637763] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:28:20.907462] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:21.178049] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:28:21.469006] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:28:21.746575] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:21.746778] [INFO ] [CONFIGURE ] EC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T13:28:21.746835] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7394 tests [2025-11-21T13:28:21.746881] [INFO ] [CONFIGURE ] EC: Testing feature 29/29: add_vwap [2025-11-21T13:28:21.746947] [INFO ] [CONFIGURE ] EC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T13:28:22.037452] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:28:22.316806] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:28:22.594634] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:28:22.883045] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:28:23.171938] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:23.455157] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:28:23.732843] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:28:24.008317] [DEBUG] [FORECASTER] EC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:24.296618] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:28:24.577334] [DEBUG] [FORECASTER] EC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:28:24.577518] [INFO ] [CONFIGURE ] EC: DISCARDED add_vwap (score: 40.00%) [2025-11-21T13:28:24.577573] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7393 tests [2025-11-21T13:28:24.577619] [INFO ] [CONFIGURE ] EC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:28:24.577673] [INFO ] [CONFIGURE ] EC: Best accuracy: 80.00% [2025-11-21T13:28:24.577718] [INFO ] [CONFIGURE ] EC: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:28:24.577758] [INFO ] [CONFIGURE ] EC: Improvement over baseline: 30.00% [2025-11-21T13:28:24.577795] [INFO ] [CONFIGURE ] EC: Total time: 1.3 minutes [2025-11-21T13:28:24.577831] [INFO ] [CONFIGURE ] EC: Average time per feature: 2.7 seconds [2025-11-21T13:28:24.577869] [INFO ] [CONFIGURE ] EC: Average speed: 0.37 features/sec [2025-11-21T13:28:24.578213] [INFO ] [LOCAL ] Saved configuration for EC: 3 features, 80.00% accuracy -> ./output/feature-sets/EC.json [2025-11-21T13:28:24.578269] [INFO ] [CONFIGURE ] EC: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T13:28:24.578318] [INFO ] [sig ] [473/723] Successfully configured EC | 0.01 sym/s | Total: 10.9h | ETA: 5.8h [2025-11-21T13:28:24.578377] [INFO ] [sig ] [474/723] Configuring ECC... [2025-11-21T13:28:24.578420] [INFO ] [CONFIGURE ] ECC: Configurate test run. [2025-11-21T13:28:24.578460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-11-21T13:28:24.622979] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ECC'. [2025-11-21T13:28:24.623334] [INFO ] [CONFIGURE ] ECC: Testing with 29 available features [2025-11-21T13:28:24.623396] [INFO ] [CONFIGURE ] ECC: Establishing baseline with no features... [2025-11-21T13:28:24.799153] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:28:24.975381] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:28:25.157084] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:25.329291] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:25.500514] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:25.698841] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:25.875051] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:26.046856] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:26.217528] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:26.390541] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:28:26.390723] [INFO ] [CONFIGURE ] ECC: Baseline score (no features): 30.00% [2025-11-21T13:28:26.390800] [INFO ] [CONFIGURE ] ECC: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:28:26.390850] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:28:26.598968] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:28:26.819846] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:28:27.036180] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:27.260370] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:27.478004] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:27.697661] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:28:27.920799] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:28.136375] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:28.351853] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:28.563733] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:28:28.563906] [INFO ] [CONFIGURE ] ECC: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T13:28:28.563954] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7392 tests [2025-11-21T13:28:28.563994] [INFO ] [CONFIGURE ] ECC: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:28:28.564030] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:28:28.775477] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:28.989397] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:28:29.204065] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:29.426184] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:29.640122] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:29.855837] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:30.071171] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:30.287807] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:30.499041] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:30.710405] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:30.710588] [INFO ] [CONFIGURE ] ECC: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T13:28:30.710637] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7391 tests [2025-11-21T13:28:30.710731] [INFO ] [CONFIGURE ] ECC: Testing feature 3/29: add_daily_returns [2025-11-21T13:28:30.710783] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_daily_returns'] [2025-11-21T13:28:30.892994] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:31.080870] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:28:31.270880] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:31.457331] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:31.661233] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:31.893942] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:32.170096] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:32.413609] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:32.624214] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:32.844108] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:32.844353] [INFO ] [CONFIGURE ] ECC: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T13:28:32.844424] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7390 tests [2025-11-21T13:28:32.844480] [INFO ] [CONFIGURE ] ECC: Testing feature 4/29: add_ema [2025-11-21T13:28:32.844532] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_ema'] [2025-11-21T13:28:33.089734] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:28:33.315259] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:28:33.531508] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:28:33.756070] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:33.979189] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:34.198900] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:34.423716] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:34.645586] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:34.873430] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:35.098372] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:28:35.098545] [INFO ] [CONFIGURE ] ECC: DISCARDED add_ema (score: 30.00%) [2025-11-21T13:28:35.098592] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7389 tests [2025-11-21T13:28:35.098630] [INFO ] [CONFIGURE ] ECC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:28:35.098685] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:28:35.324160] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:35.545220] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:28:35.761899] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:35.979423] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:36.195203] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:36.412426] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:36.634995] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:36.854355] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:37.099253] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:37.348203] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:37.348457] [INFO ] [CONFIGURE ] ECC: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T13:28:37.348518] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7388 tests [2025-11-21T13:28:37.348567] [INFO ] [CONFIGURE ] ECC: Testing feature 6/29: add_failed_moves [2025-11-21T13:28:37.348611] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_failed_moves'] [2025-11-21T13:28:37.547019] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:28:37.752006] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:28:37.943532] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:38.134003] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:38.339446] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:38.540035] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:38.736381] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:38.944754] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:39.148495] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:39.338354] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:28:39.338527] [INFO ] [CONFIGURE ] ECC: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T13:28:39.338575] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7387 tests [2025-11-21T13:28:39.338613] [INFO ] [CONFIGURE ] ECC: Testing feature 7/29: add_lag_shelf [2025-11-21T13:28:39.338667] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_lag_shelf'] [2025-11-21T13:28:39.506036] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:28:39.691196] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:28:39.876925] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:40.064350] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:40.249197] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:40.432123] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:40.620067] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:40.818825] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:41.011119] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:41.200968] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:28:41.201301] [INFO ] [CONFIGURE ] ECC: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T13:28:41.201434] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7386 tests [2025-11-21T13:28:41.201521] [INFO ] [CONFIGURE ] ECC: Testing feature 8/29: add_macd [2025-11-21T13:28:41.201638] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T13:28:41.489241] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:41.790112] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:28:42.080620] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:28:42.369374] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:42.653335] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:42.938303] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:43.229077] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:43.521890] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:28:43.803639] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:44.088393] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:44.088583] [INFO ] [CONFIGURE ] ECC: KEPT add_macd (score: 50.00%) [2025-11-21T13:28:44.088639] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7385 tests [2025-11-21T13:28:44.088712] [INFO ] [CONFIGURE ] ECC: Testing feature 9/29: add_mfi [2025-11-21T13:28:44.088759] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T13:28:44.405930] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:44.714080] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:28:45.013747] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:45.314051] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:45.635672] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:45.962948] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:28:46.281308] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:46.598665] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:46.897673] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:47.200536] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:47.200782] [INFO ] [CONFIGURE ] ECC: DISCARDED add_mfi (score: 30.00%) [2025-11-21T13:28:47.200843] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7384 tests [2025-11-21T13:28:47.200892] [INFO ] [CONFIGURE ] ECC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:28:47.200938] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:28:47.571915] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:47.954818] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:28:48.355062] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:28:48.734663] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:49.095378] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:49.456342] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:49.835791] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:50.215526] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:50.585405] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:50.931024] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:50.931195] [INFO ] [CONFIGURE ] ECC: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T13:28:50.931250] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7383 tests [2025-11-21T13:28:50.931295] [INFO ] [CONFIGURE ] ECC: Testing feature 11/29: add_obv_daily [2025-11-21T13:28:50.931339] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T13:28:51.242349] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:51.534905] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:28:51.821754] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:28:52.107085] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:52.395553] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:52.691858] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:52.980013] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:53.270831] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:28:53.560104] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:53.858028] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:53.858230] [INFO ] [CONFIGURE ] ECC: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:28:53.858287] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7382 tests [2025-11-21T13:28:53.858335] [INFO ] [CONFIGURE ] ECC: Testing feature 12/29: add_obv_interval [2025-11-21T13:28:53.858376] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T13:28:54.145191] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:54.432089] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:28:54.717236] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:28:54.999405] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:55.273274] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:55.554044] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:55.839294] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:56.126335] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:28:56.414230] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:56.716405] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:56.716606] [INFO ] [CONFIGURE ] ECC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T13:28:56.716685] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7381 tests [2025-11-21T13:28:56.716771] [INFO ] [CONFIGURE ] ECC: Testing feature 13/29: add_opening_strength [2025-11-21T13:28:56.716819] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:28:57.024885] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:28:57.316381] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:28:57.607241] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:28:57.902237] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:28:58.190991] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:28:58.485622] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:28:58.788487] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:28:59.080238] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:28:59.379271] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:28:59.698547] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:28:59.698757] [INFO ] [CONFIGURE ] ECC: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T13:28:59.698819] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7380 tests [2025-11-21T13:28:59.698870] [INFO ] [CONFIGURE ] ECC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:28:59.698917] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T13:28:59.994839] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:00.290324] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:01.165919] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:29:01.606490] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:01.906625] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:02.244932] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:02.547916] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:02.866504] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:03.208768] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:03.531559] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:03.531813] [INFO ] [CONFIGURE ] ECC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T13:29:03.531879] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7379 tests [2025-11-21T13:29:03.531929] [INFO ] [CONFIGURE ] ECC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:29:03.531974] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T13:29:03.821941] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:04.110826] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:04.401952] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:29:04.693292] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:04.977714] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:05.257882] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:05.534701] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:05.848286] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:29:06.133240] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:06.420825] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:06.421034] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T13:29:06.421092] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7378 tests [2025-11-21T13:29:06.421141] [INFO ] [CONFIGURE ] ECC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:29:06.421186] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T13:29:06.698761] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:07.004546] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:29:07.315397] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:29:07.617083] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:07.924618] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:08.202013] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:08.477831] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:08.779066] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:09.078102] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:09.381447] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:09.381685] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T13:29:09.381750] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7377 tests [2025-11-21T13:29:09.381799] [INFO ] [CONFIGURE ] ECC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:29:09.381842] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T13:29:09.699413] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:09.995269] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:10.284945] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:29:10.576567] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:10.903919] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:11.185111] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:11.465769] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:11.752228] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:12.038226] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:12.322349] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:12.322536] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T13:29:12.322593] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7376 tests [2025-11-21T13:29:12.322657] [INFO ] [CONFIGURE ] ECC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:29:12.322705] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T13:29:12.609629] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:12.892369] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:13.186179] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:29:13.458993] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:13.750118] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:14.029917] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:14.319620] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:14.597843] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:14.869999] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:15.165073] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:15.165284] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T13:29:15.165352] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7375 tests [2025-11-21T13:29:15.165405] [INFO ] [CONFIGURE ] ECC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:29:15.165449] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T13:29:15.452899] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:15.710271] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:29:15.966149] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:29:16.217563] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:16.471268] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:16.724709] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:16.975637] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:17.227310] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:17.495321] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:17.757277] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:17.757486] [INFO ] [CONFIGURE ] ECC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:29:17.757545] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7374 tests [2025-11-21T13:29:17.757594] [INFO ] [CONFIGURE ] ECC: Testing feature 20/29: add_price_rejection [2025-11-21T13:29:17.757661] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T13:29:18.049658] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:18.354003] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:18.663072] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:29:19.001118] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:19.407185] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:19.814215] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:20.135599] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:20.447468] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:20.752559] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:21.068109] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:21.068313] [INFO ] [CONFIGURE ] ECC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:29:21.068378] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7373 tests [2025-11-21T13:29:21.068428] [INFO ] [CONFIGURE ] ECC: Testing feature 21/29: add_range_position [2025-11-21T13:29:21.068472] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T13:29:21.369066] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:21.662842] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:21.957371] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:29:22.258761] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:22.564810] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:22.872353] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:23.179911] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:23.487739] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:23.791113] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:24.100108] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:24.100301] [INFO ] [CONFIGURE ] ECC: KEPT add_range_position (score: 60.00%) [2025-11-21T13:29:24.100358] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7372 tests [2025-11-21T13:29:24.100412] [INFO ] [CONFIGURE ] ECC: Testing feature 22/29: add_realized_volatility [2025-11-21T13:29:24.100464] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position', 'add_realized_volatility'] [2025-11-21T13:29:24.520981] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:24.944794] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:25.372222] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:29:25.799834] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:26.231741] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:26.659231] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:27.093835] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:27.524047] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:29:27.966207] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:28.416325] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:28.416514] [INFO ] [CONFIGURE ] ECC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:29:28.416575] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7371 tests [2025-11-21T13:29:28.416626] [INFO ] [CONFIGURE ] ECC: Testing feature 23/29: add_recent_range_context [2025-11-21T13:29:28.416697] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position', 'add_recent_range_context'] [2025-11-21T13:29:28.749723] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:29.082555] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:29.428845] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:29:29.766703] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:30.097980] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:30.448631] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:30.781733] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:31.107860] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:31.421243] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:31.739095] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:31.739310] [INFO ] [CONFIGURE ] ECC: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T13:29:31.739372] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7370 tests [2025-11-21T13:29:31.739420] [INFO ] [CONFIGURE ] ECC: Testing feature 24/29: add_rsi [2025-11-21T13:29:31.739466] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T13:29:32.085320] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:32.432917] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:32.790684] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:29:33.145902] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:33.493857] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:33.842137] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:34.194736] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:34.561290] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:29:34.943302] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:35.316885] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:35.317055] [INFO ] [CONFIGURE ] ECC: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:29:35.317114] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7369 tests [2025-11-21T13:29:35.317161] [INFO ] [CONFIGURE ] ECC: Testing feature 25/29: add_tick_distribution [2025-11-21T13:29:35.317204] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position', 'add_tick_distribution'] [2025-11-21T13:29:35.625153] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:35.931857] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:36.238042] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:29:36.559729] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:36.868473] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:37.178801] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:37.485225] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:37.791043] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:38.101216] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:38.409545] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:38.409830] [INFO ] [CONFIGURE ] ECC: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:29:38.409890] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7368 tests [2025-11-21T13:29:38.409935] [INFO ] [CONFIGURE ] ECC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:29:38.409979] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T13:29:38.706903] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:39.000934] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:39.294699] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:29:39.612033] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:39.919468] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:40.215048] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:40.499080] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:40.806266] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:41.110917] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:41.413607] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:41.413816] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:29:41.413872] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7367 tests [2025-11-21T13:29:41.413919] [INFO ] [CONFIGURE ] ECC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:29:41.413961] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T13:29:41.736086] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:42.059904] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:42.377883] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:29:42.697167] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:43.014960] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:43.334784] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:43.653305] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:43.971213] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:44.293852] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:44.613935] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:44.614109] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T13:29:44.614166] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7366 tests [2025-11-21T13:29:44.614212] [INFO ] [CONFIGURE ] ECC: Testing feature 28/29: add_volume_profile [2025-11-21T13:29:44.614254] [INFO ] [CONFIGURE ] ECC: Testing with features: ['add_vwap', 'add_macd', 'add_range_position', 'add_volume_profile'] [2025-11-21T13:29:44.921237] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:29:45.240565] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:45.548196] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:29:45.860144] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:46.173617] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:46.482833] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:29:46.794923] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:47.108781] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:29:47.423346] [DEBUG] [FORECASTER] ECC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:29:47.739758] [DEBUG] [FORECASTER] ECC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:47.739940] [INFO ] [CONFIGURE ] ECC: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T13:29:47.739997] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7365 tests [2025-11-21T13:29:47.740044] [INFO ] [CONFIGURE ] ECC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:29:47.740084] [INFO ] [CONFIGURE ] ECC: Best accuracy: 60.00% [2025-11-21T13:29:47.740125] [INFO ] [CONFIGURE ] ECC: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T13:29:47.740165] [INFO ] [CONFIGURE ] ECC: Improvement over baseline: 30.00% [2025-11-21T13:29:47.740201] [INFO ] [CONFIGURE ] ECC: Total time: 1.4 minutes [2025-11-21T13:29:47.740236] [INFO ] [CONFIGURE ] ECC: Average time per feature: 2.9 seconds [2025-11-21T13:29:47.740272] [INFO ] [CONFIGURE ] ECC: Average speed: 0.36 features/sec [2025-11-21T13:29:47.740779] [INFO ] [LOCAL ] Saved configuration for ECC: 3 features, 60.00% accuracy -> ./output/feature-sets/ECC.json [2025-11-21T13:29:47.740837] [INFO ] [CONFIGURE ] ECC: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T13:29:47.740885] [INFO ] [sig ] [474/723] Successfully configured ECC | 0.01 sym/s | Total: 10.9h | ETA: 5.7h [2025-11-21T13:29:47.740928] [INFO ] [sig ] [475/723] Configuring ECVT... [2025-11-21T13:29:47.740967] [INFO ] [CONFIGURE ] ECVT: Configurate test run. [2025-11-21T13:29:47.741006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'. [2025-11-21T13:29:47.843885] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ECVT'. [2025-11-21T13:29:47.844205] [INFO ] [CONFIGURE ] ECVT: Testing with 29 available features [2025-11-21T13:29:47.844266] [INFO ] [CONFIGURE ] ECVT: Establishing baseline with no features... [2025-11-21T13:29:48.012217] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:29:48.180770] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:29:48.348847] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:29:48.515973] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:48.691383] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:29:48.862664] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:49.032848] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:29:49.201939] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:49.375273] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:29:49.550936] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:49.551058] [INFO ] [CONFIGURE ] ECVT: Baseline score (no features): 60.00% [2025-11-21T13:29:49.551110] [INFO ] [CONFIGURE ] ECVT: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:29:49.551170] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:29:49.752403] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:29:49.954765] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:29:50.159763] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:29:50.368388] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:29:50.575094] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:29:50.780878] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:50.988159] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:29:51.192219] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:51.400258] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:29:51.610270] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:51.610446] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T13:29:51.610507] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7364 tests [2025-11-21T13:29:51.610557] [INFO ] [CONFIGURE ] ECVT: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:29:51.610603] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:29:51.823437] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:29:52.032861] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:29:52.241931] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:29:52.480874] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:29:52.693493] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:29:52.910156] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:53.125131] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:29:53.335128] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:29:53.564350] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:29:53.780613] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:53.780808] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T13:29:53.780858] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7363 tests [2025-11-21T13:29:53.780898] [INFO ] [CONFIGURE ] ECVT: Testing feature 3/29: add_daily_returns [2025-11-21T13:29:53.780934] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns'] [2025-11-21T13:29:53.972734] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:29:54.170022] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:29:54.357039] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:29:54.559904] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:29:54.769921] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:29:54.956889] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:55.143531] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:29:55.329878] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:29:55.520762] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:29:55.711507] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:55.711694] [INFO ] [CONFIGURE ] ECVT: KEPT add_daily_returns (score: 70.00%) [2025-11-21T13:29:55.711751] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7362 tests [2025-11-21T13:29:55.711791] [INFO ] [CONFIGURE ] ECVT: Testing feature 4/29: add_ema [2025-11-21T13:29:55.711829] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T13:29:55.950709] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:29:56.201910] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:29:56.464010] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:29:56.725114] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:29:56.978084] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:29:57.228556] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:57.476134] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:29:57.724963] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:29:57.953979] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:29:58.185407] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:29:58.185797] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_ema (score: 40.00%) [2025-11-21T13:29:58.185933] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7361 tests [2025-11-21T13:29:58.186024] [INFO ] [CONFIGURE ] ECVT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:29:58.186140] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:29:58.451773] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:29:58.712934] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:29:58.958830] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:29:59.192681] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:29:59.426222] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:29:59.668467] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:29:59.903747] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:00.142841] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:30:00.381386] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:30:01.343215] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:01.343501] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:30:01.343592] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7360 tests [2025-11-21T13:30:01.343709] [INFO ] [CONFIGURE ] ECVT: Testing feature 6/29: add_failed_moves [2025-11-21T13:30:01.343787] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T13:30:01.620289] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:01.840473] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:02.047877] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:30:02.265707] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:30:02.489867] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:30:02.722404] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:02.966638] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:03.215512] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:03.453061] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:03.674883] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:03.675216] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:30:03.675322] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7359 tests [2025-11-21T13:30:03.675409] [INFO ] [CONFIGURE ] ECVT: Testing feature 7/29: add_lag_shelf [2025-11-21T13:30:03.675491] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:30:03.879160] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:04.089765] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:04.303723] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:04.523550] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:30:04.724572] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:04.929103] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:05.135283] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:05.335260] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:05.546730] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:05.764412] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:05.764814] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:30:05.764969] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7358 tests [2025-11-21T13:30:05.765142] [INFO ] [CONFIGURE ] ECVT: Testing feature 8/29: add_macd [2025-11-21T13:30:05.765266] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:30:06.045516] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:06.320581] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:06.600695] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:06.887241] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:07.174135] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:07.454681] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:07.742170] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:08.022129] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:08.303936] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:08.582657] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:08.582854] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_macd (score: 50.00%) [2025-11-21T13:30:08.582946] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7357 tests [2025-11-21T13:30:08.582996] [INFO ] [CONFIGURE ] ECVT: Testing feature 9/29: add_mfi [2025-11-21T13:30:08.583041] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T13:30:08.793814] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:09.001126] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:09.202269] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:09.417258] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:09.642623] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:09.853990] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:10.064899] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:30:10.273147] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:10.486370] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:10.703075] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:10.703301] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_mfi (score: 50.00%) [2025-11-21T13:30:10.703370] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7356 tests [2025-11-21T13:30:10.703415] [INFO ] [CONFIGURE ] ECVT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:30:10.703461] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:30:11.001592] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:11.302805] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:11.598952] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:11.879181] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:12.171316] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:30:12.450163] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:12.743906] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:13.025037] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:13.312190] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:13.598966] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:13.599133] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T13:30:13.599192] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7355 tests [2025-11-21T13:30:13.599237] [INFO ] [CONFIGURE ] ECVT: Testing feature 11/29: add_obv_daily [2025-11-21T13:30:13.599279] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T13:30:13.835916] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:14.073093] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:14.293863] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:14.513348] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:14.728408] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:14.947107] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:15.163508] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:15.375673] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:15.594939] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:15.808605] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:15.808800] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:30:15.808876] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7354 tests [2025-11-21T13:30:15.808916] [INFO ] [CONFIGURE ] ECVT: Testing feature 12/29: add_obv_interval [2025-11-21T13:30:15.808951] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T13:30:16.001510] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:16.194470] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:16.391954] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:16.591520] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:16.794606] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:16.988484] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:17.185501] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:30:17.382969] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:30:17.587667] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:17.802621] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:17.802824] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:30:17.802873] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7353 tests [2025-11-21T13:30:17.802912] [INFO ] [CONFIGURE ] ECVT: Testing feature 13/29: add_opening_strength [2025-11-21T13:30:17.802948] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T13:30:18.004287] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:18.210114] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:18.415168] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:18.628705] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:18.844829] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:30:19.052439] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:19.260754] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:30:19.470037] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:19.685913] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:19.897848] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:19.898030] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T13:30:19.898078] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7352 tests [2025-11-21T13:30:19.898116] [INFO ] [CONFIGURE ] ECVT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:30:19.898204] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T13:30:20.119262] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:20.334671] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:20.549734] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:20.768609] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:20.991274] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:21.207780] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:21.424469] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:30:21.670400] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:21.906175] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:22.140971] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:22.141143] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T13:30:22.141198] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7351 tests [2025-11-21T13:30:22.141270] [INFO ] [CONFIGURE ] ECVT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:30:22.141319] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T13:30:22.344009] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:22.544262] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:22.752124] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:22.942098] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:23.135566] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:23.327951] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:23.523274] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:23.725714] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:23.924476] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:24.129187] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:24.129353] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:30:24.129402] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7350 tests [2025-11-21T13:30:24.129441] [INFO ] [CONFIGURE ] ECVT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:30:24.129477] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T13:30:24.358865] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:24.578179] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:24.795793] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:25.011825] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:25.225898] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:30:25.444141] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:25.665117] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:25.880297] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:26.094862] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:26.311275] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:26.311442] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:30:26.311489] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7349 tests [2025-11-21T13:30:26.311528] [INFO ] [CONFIGURE ] ECVT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:30:26.311564] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T13:30:26.528970] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:26.751178] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:26.963362] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:27.202585] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:27.440087] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:27.695636] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:27.996887] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:30:28.344468] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:30:28.663703] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:28.915686] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:28.915873] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T13:30:28.915936] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7348 tests [2025-11-21T13:30:28.915978] [INFO ] [CONFIGURE ] ECVT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:30:28.916016] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T13:30:29.126276] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:29.337447] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:29.551909] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:29.765207] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:29.982902] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:30.196821] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:30.408262] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:30.613765] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:30.825085] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:31.038810] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:31.039162] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:30:31.039275] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7347 tests [2025-11-21T13:30:31.039365] [INFO ] [CONFIGURE ] ECVT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:30:31.039485] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:30:31.250252] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:31.453043] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:31.673900] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:31.881335] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:32.096588] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:32.306406] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:32.520237] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:32.730950] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:32.939824] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:33.168745] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:33.168943] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T13:30:33.168994] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7346 tests [2025-11-21T13:30:33.169034] [INFO ] [CONFIGURE ] ECVT: Testing feature 20/29: add_price_rejection [2025-11-21T13:30:33.169070] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T13:30:33.399670] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:33.630259] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:33.867989] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:34.104879] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:30:34.364339] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:34.589615] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:34.818415] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:35.039961] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:35.266314] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:35.501106] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:35.501299] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:30:35.501349] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7345 tests [2025-11-21T13:30:35.501388] [INFO ] [CONFIGURE ] ECVT: Testing feature 21/29: add_range_position [2025-11-21T13:30:35.501422] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T13:30:35.740176] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:35.983730] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:36.226220] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:36.482360] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:36.717667] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:30:36.968990] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:37.218995] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:37.461183] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:37.708204] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:37.960190] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:37.960366] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_range_position (score: 40.00%) [2025-11-21T13:30:37.960414] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7344 tests [2025-11-21T13:30:37.960452] [INFO ] [CONFIGURE ] ECVT: Testing feature 22/29: add_realized_volatility [2025-11-21T13:30:37.960487] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T13:30:38.278885] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:38.606724] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:38.926762] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:39.245672] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:39.558889] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:39.880934] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:40.216595] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:40.534953] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:40.855748] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:41.194406] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:41.194588] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:30:41.194663] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7343 tests [2025-11-21T13:30:41.194716] [INFO ] [CONFIGURE ] ECVT: Testing feature 23/29: add_recent_range_context [2025-11-21T13:30:41.194760] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T13:30:41.413316] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:41.635906] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:41.856500] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:42.082100] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:42.296811] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:42.511550] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:42.732956] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:42.961328] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:43.191952] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:43.416780] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:43.416996] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:30:43.417053] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7342 tests [2025-11-21T13:30:43.417092] [INFO ] [CONFIGURE ] ECVT: Testing feature 24/29: add_rsi [2025-11-21T13:30:43.417127] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T13:30:43.686354] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:43.961800] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:44.236800] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:30:44.510338] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:44.780002] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:45.052530] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:45.324768] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:45.595674] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:30:45.865800] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:46.137961] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:46.138140] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:30:46.138195] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7341 tests [2025-11-21T13:30:46.138242] [INFO ] [CONFIGURE ] ECVT: Testing feature 25/29: add_tick_distribution [2025-11-21T13:30:46.138279] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T13:30:46.352579] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:46.563607] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:46.784332] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:47.003627] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:47.214900] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:47.425274] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:47.642141] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:47.859272] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:48.081296] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:48.296173] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:48.296503] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:30:48.296604] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7340 tests [2025-11-21T13:30:48.296717] [INFO ] [CONFIGURE ] ECVT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:30:48.296837] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T13:30:48.514663] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:48.725015] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:48.937124] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:30:49.153834] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:49.375582] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:49.598957] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:49.823977] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:30:50.065368] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:50.296575] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:50.520180] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:50.520348] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:30:50.520419] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7339 tests [2025-11-21T13:30:50.520459] [INFO ] [CONFIGURE ] ECVT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:30:50.520494] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T13:30:50.762409] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:50.999245] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:51.242194] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:51.472729] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:30:51.703955] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:30:51.940504] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:52.180493] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:52.417053] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:52.654186] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:52.893933] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:52.894144] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T13:30:52.894216] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7338 tests [2025-11-21T13:30:52.894273] [INFO ] [CONFIGURE ] ECVT: Testing feature 28/29: add_volume_profile [2025-11-21T13:30:52.894328] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T13:30:53.120744] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:53.350731] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:53.577851] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:53.800795] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:54.023424] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:30:54.235492] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:54.448073] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:30:54.659004] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:54.863507] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:55.069302] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:55.069462] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T13:30:55.069509] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7337 tests [2025-11-21T13:30:55.069547] [INFO ] [CONFIGURE ] ECVT: Testing feature 29/29: add_vwap [2025-11-21T13:30:55.069584] [INFO ] [CONFIGURE ] ECVT: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T13:30:55.279309] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:30:55.490076] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:30:55.697973] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:30:55.911772] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:30:56.153122] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:30:56.384775] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:30:56.623984] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:30:56.855406] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:30:57.088162] [DEBUG] [FORECASTER] ECVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:30:57.319710] [DEBUG] [FORECASTER] ECVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:30:57.319897] [INFO ] [CONFIGURE ] ECVT: DISCARDED add_vwap (score: 40.00%) [2025-11-21T13:30:57.319945] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7336 tests [2025-11-21T13:30:57.319984] [INFO ] [CONFIGURE ] ECVT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:30:57.320018] [INFO ] [CONFIGURE ] ECVT: Best accuracy: 70.00% [2025-11-21T13:30:57.320052] [INFO ] [CONFIGURE ] ECVT: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T13:30:57.320084] [INFO ] [CONFIGURE ] ECVT: Improvement over baseline: 10.00% [2025-11-21T13:30:57.320115] [INFO ] [CONFIGURE ] ECVT: Total time: 1.1 minutes [2025-11-21T13:30:57.320145] [INFO ] [CONFIGURE ] ECVT: Average time per feature: 2.3 seconds [2025-11-21T13:30:57.320176] [INFO ] [CONFIGURE ] ECVT: Average speed: 0.43 features/sec [2025-11-21T13:30:57.320665] [INFO ] [LOCAL ] Saved configuration for ECVT: 1 features, 70.00% accuracy -> ./output/feature-sets/ECVT.json [2025-11-21T13:30:57.320744] [INFO ] [CONFIGURE ] ECVT: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T13:30:57.320797] [INFO ] [sig ] [475/723] Successfully configured ECVT | 0.01 sym/s | Total: 11.0h | ETA: 5.7h [2025-11-21T13:30:57.320854] [INFO ] [sig ] [476/723] Configuring EDN... [2025-11-21T13:30:57.320896] [INFO ] [CONFIGURE ] EDN: Configurate test run. [2025-11-21T13:30:57.320946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-11-21T13:30:57.427103] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EDN'. [2025-11-21T13:30:57.427577] [INFO ] [CONFIGURE ] EDN: Testing with 29 available features [2025-11-21T13:30:57.427664] [INFO ] [CONFIGURE ] EDN: Establishing baseline with no features... [2025-11-21T13:30:57.618836] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:30:57.810409] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:30:58.004172] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:30:58.201740] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:30:58.411072] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:30:58.605904] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:30:58.796879] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:30:59.004272] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:30:59.191254] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:30:59.377394] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:30:59.377551] [INFO ] [CONFIGURE ] EDN: Baseline score (no features): 40.00% [2025-11-21T13:30:59.377598] [INFO ] [CONFIGURE ] EDN: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:30:59.377635] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:30:59.603460] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:30:59.832534] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:31:00.052184] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:00.282259] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:00.544596] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:01.342897] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:01.682921] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:01.896863] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:02.112091] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:02.324914] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:02.325527] [INFO ] [CONFIGURE ] EDN: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T13:31:02.325578] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7335 tests [2025-11-21T13:31:02.325617] [INFO ] [CONFIGURE ] EDN: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:31:02.325672] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:31:02.565384] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:02.802909] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:03.042514] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:03.301326] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:31:03.550535] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:03.791395] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:04.034735] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:04.277776] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:04.522843] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:04.763501] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:04.763690] [INFO ] [CONFIGURE ] EDN: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T13:31:04.763749] [INFO ] [CONFIGURE ] JOB ETA: 5.8h | Avg: 2.8s/test | Remaining: 7334 tests [2025-11-21T13:31:04.763795] [INFO ] [CONFIGURE ] EDN: Testing feature 3/29: add_daily_returns [2025-11-21T13:31:04.763838] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:31:04.967803] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:05.195243] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:05.429977] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:05.662158] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:05.885325] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:06.115908] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:06.332372] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:06.553944] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:06.773853] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:06.994835] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:06.995056] [INFO ] [CONFIGURE ] EDN: KEPT add_daily_returns (score: 70.00%) [2025-11-21T13:31:06.995107] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7333 tests [2025-11-21T13:31:06.995146] [INFO ] [CONFIGURE ] EDN: Testing feature 4/29: add_ema [2025-11-21T13:31:06.995183] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T13:31:07.251883] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:07.509956] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:07.774494] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:08.036743] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:08.297373] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:08.554779] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:08.815687] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:09.076429] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:09.333837] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:09.598669] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:09.598858] [INFO ] [CONFIGURE ] EDN: DISCARDED add_ema (score: 70.00%) [2025-11-21T13:31:09.598909] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7332 tests [2025-11-21T13:31:09.598963] [INFO ] [CONFIGURE ] EDN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:31:09.599010] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:31:09.864954] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:10.132736] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:10.397433] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:10.669990] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:10.934947] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:11.207464] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:11.481981] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:11.747348] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:12.022000] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:12.288365] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:12.288556] [INFO ] [CONFIGURE ] EDN: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T13:31:12.288613] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7331 tests [2025-11-21T13:31:12.288678] [INFO ] [CONFIGURE ] EDN: Testing feature 6/29: add_failed_moves [2025-11-21T13:31:12.288724] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T13:31:12.514809] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:12.740498] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:12.965205] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:13.193567] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:13.418753] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:31:13.650687] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:13.878152] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:14.113102] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:14.358718] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:14.590702] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:14.590848] [INFO ] [CONFIGURE ] EDN: KEPT add_failed_moves (score: 80.00%) [2025-11-21T13:31:14.590896] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7330 tests [2025-11-21T13:31:14.590934] [INFO ] [CONFIGURE ] EDN: Testing feature 7/29: add_lag_shelf [2025-11-21T13:31:14.590969] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T13:31:14.839461] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:15.121812] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:15.488210] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:15.797058] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:16.032154] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:16.284236] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:16.528628] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:16.762574] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:16.994589] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:17.230876] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:17.231062] [INFO ] [CONFIGURE ] EDN: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:31:17.231121] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7329 tests [2025-11-21T13:31:17.231168] [INFO ] [CONFIGURE ] EDN: Testing feature 8/29: add_macd [2025-11-21T13:31:17.231211] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T13:31:17.572701] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:17.923188] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:18.248512] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:31:18.577726] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:18.898794] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:31:19.238862] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:19.572624] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:19.916284] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:20.262969] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:20.611235] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:20.611429] [INFO ] [CONFIGURE ] EDN: DISCARDED add_macd (score: 80.00%) [2025-11-21T13:31:20.611492] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7328 tests [2025-11-21T13:31:20.611541] [INFO ] [CONFIGURE ] EDN: Testing feature 9/29: add_mfi [2025-11-21T13:31:20.611634] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_mfi'] [2025-11-21T13:31:20.873777] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:21.140225] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:21.411248] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:21.682531] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:21.959977] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:22.234547] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:22.499228] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:22.763943] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:23.024143] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:23.289214] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:23.289407] [INFO ] [CONFIGURE ] EDN: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:31:23.289466] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7327 tests [2025-11-21T13:31:23.289514] [INFO ] [CONFIGURE ] EDN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:31:23.289557] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:31:23.640107] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:23.990062] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:24.352108] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:24.705547] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:25.051080] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:25.385873] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:25.724330] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:26.076090] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:31:26.417062] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:26.758052] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:26.758269] [INFO ] [CONFIGURE ] EDN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:31:26.758331] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7326 tests [2025-11-21T13:31:26.758378] [INFO ] [CONFIGURE ] EDN: Testing feature 11/29: add_obv_daily [2025-11-21T13:31:26.758421] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T13:31:27.011692] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:27.275084] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:27.527718] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:27.775539] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:28.031942] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:28.285053] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:31:28.541690] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:28.798896] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:31:29.056324] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:29.310163] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:29.310333] [INFO ] [CONFIGURE ] EDN: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T13:31:29.310390] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7325 tests [2025-11-21T13:31:29.310439] [INFO ] [CONFIGURE ] EDN: Testing feature 12/29: add_obv_interval [2025-11-21T13:31:29.310485] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T13:31:29.542172] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:29.781229] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:30.013284] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:30.241498] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:30.471734] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:30.704171] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:31:30.930912] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:31.160391] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:31.390277] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:31.629832] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:31.630013] [INFO ] [CONFIGURE ] EDN: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T13:31:31.630074] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7324 tests [2025-11-21T13:31:31.630125] [INFO ] [CONFIGURE ] EDN: Testing feature 13/29: add_opening_strength [2025-11-21T13:31:31.630173] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_opening_strength'] [2025-11-21T13:31:31.877316] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:32.132813] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:32.379383] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:31:32.631936] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:32.888132] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:33.132622] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:31:33.373955] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:33.619268] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:33.864190] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:31:34.111272] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:34.111432] [INFO ] [CONFIGURE ] EDN: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T13:31:34.111494] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7323 tests [2025-11-21T13:31:34.111543] [INFO ] [CONFIGURE ] EDN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:31:34.111584] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T13:31:34.366998] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:34.627861] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:34.890707] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:35.161046] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:35.427826] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:35.696306] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:35.963699] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:36.229661] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:31:36.504188] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:31:36.801713] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:36.801900] [INFO ] [CONFIGURE ] EDN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:31:36.801957] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7322 tests [2025-11-21T13:31:36.802003] [INFO ] [CONFIGURE ] EDN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:31:36.802044] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T13:31:37.040069] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:37.278205] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:37.518591] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:37.753379] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:37.990567] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:38.223752] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:38.458362] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:38.694847] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:38.929185] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:39.166608] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:39.166804] [INFO ] [CONFIGURE ] EDN: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T13:31:39.166881] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7321 tests [2025-11-21T13:31:39.166930] [INFO ] [CONFIGURE ] EDN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:31:39.166969] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T13:31:39.414425] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:39.663090] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:39.930087] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:40.181861] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:40.442151] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:40.702605] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:40.966067] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:31:41.226119] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:41.480904] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:41.740357] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:31:41.740534] [INFO ] [CONFIGURE ] EDN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:31:41.740592] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7320 tests [2025-11-21T13:31:41.740639] [INFO ] [CONFIGURE ] EDN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:31:41.740704] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T13:31:42.004924] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:42.270519] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:42.535080] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:42.793284] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:43.057836] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:43.306186] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:31:43.562993] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:43.815440] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:44.062664] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:44.311000] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:44.311198] [INFO ] [CONFIGURE ] EDN: KEPT add_pbf_return_2d (score: 90.00%) [2025-11-21T13:31:44.311256] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7319 tests [2025-11-21T13:31:44.311303] [INFO ] [CONFIGURE ] EDN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:31:44.311347] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T13:31:44.563472] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:44.828772] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:45.090221] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:45.350363] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:45.610806] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:45.870475] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:46.126539] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:46.386577] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:46.647430] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:46.905995] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:31:46.906176] [INFO ] [CONFIGURE ] EDN: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T13:31:46.906232] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7318 tests [2025-11-21T13:31:46.906279] [INFO ] [CONFIGURE ] EDN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:31:46.906322] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T13:31:47.165832] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:47.420856] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:47.679589] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:47.945091] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:48.203916] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:48.469223] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:31:48.734872] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:49.001465] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:49.260930] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:49.523075] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:49.523273] [INFO ] [CONFIGURE ] EDN: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T13:31:49.523331] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7317 tests [2025-11-21T13:31:49.523379] [INFO ] [CONFIGURE ] EDN: Testing feature 20/29: add_price_rejection [2025-11-21T13:31:49.523424] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T13:31:49.800091] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:50.074191] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:50.351103] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:50.626657] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:50.913036] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:51.205189] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:51.479503] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:51.758378] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:52.049955] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:52.333592] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:52.333824] [INFO ] [CONFIGURE ] EDN: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T13:31:52.333886] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7316 tests [2025-11-21T13:31:52.333936] [INFO ] [CONFIGURE ] EDN: Testing feature 21/29: add_range_position [2025-11-21T13:31:52.333983] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T13:31:52.635667] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:52.933940] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:53.238858] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:53.539243] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:53.847369] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:54.157521] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:31:54.462891] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:54.765476] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:55.067157] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:31:55.374936] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:55.375137] [INFO ] [CONFIGURE ] EDN: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:31:55.375197] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7315 tests [2025-11-21T13:31:55.375247] [INFO ] [CONFIGURE ] EDN: Testing feature 22/29: add_realized_volatility [2025-11-21T13:31:55.375293] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T13:31:55.759294] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:56.143476] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:31:56.532177] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:31:56.922695] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:31:57.308521] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:31:57.694096] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:31:58.078031] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:31:58.466291] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:31:58.857092] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:31:59.252270] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:31:59.252468] [INFO ] [CONFIGURE ] EDN: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T13:31:59.252528] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7314 tests [2025-11-21T13:31:59.252576] [INFO ] [CONFIGURE ] EDN: Testing feature 23/29: add_recent_range_context [2025-11-21T13:31:59.252621] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T13:31:59.545965] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:31:59.833102] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:00.121958] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:32:00.414554] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:01.464019] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:32:01.872477] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:32:02.170265] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:32:02.455065] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:32:02.741738] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:03.026418] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:32:03.026624] [INFO ] [CONFIGURE ] EDN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T13:32:03.026717] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7313 tests [2025-11-21T13:32:03.026771] [INFO ] [CONFIGURE ] EDN: Testing feature 24/29: add_rsi [2025-11-21T13:32:03.026843] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T13:32:03.353480] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:03.687716] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:04.025844] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:04.372086] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:04.727588] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:32:05.069846] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:32:05.399949] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:32:05.712064] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:32:06.025755] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:06.338944] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:32:06.339121] [INFO ] [CONFIGURE ] EDN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:32:06.339182] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7312 tests [2025-11-21T13:32:06.339240] [INFO ] [CONFIGURE ] EDN: Testing feature 25/29: add_tick_distribution [2025-11-21T13:32:06.339292] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T13:32:06.621335] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:06.893821] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:07.252719] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:07.659154] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:08.009358] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:32:08.294261] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:32:08.563828] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:32:08.838135] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:32:09.130377] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:09.414482] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:32:09.414735] [INFO ] [CONFIGURE ] EDN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:32:09.414799] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7311 tests [2025-11-21T13:32:09.414848] [INFO ] [CONFIGURE ] EDN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:32:09.414891] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T13:32:09.699927] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:09.986730] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:10.263160] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:10.532797] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:10.806073] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:32:11.067956] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:32:11.357734] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:32:11.642797] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:32:11.932778] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:12.219346] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:32:12.219543] [INFO ] [CONFIGURE ] EDN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:32:12.219602] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7310 tests [2025-11-21T13:32:12.219671] [INFO ] [CONFIGURE ] EDN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:32:12.219718] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T13:32:12.530156] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:12.834662] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:13.144099] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:13.445010] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:13.746091] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:32:14.080118] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:32:14.374905] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:32:14.678839] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:32:14.983340] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:15.295280] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:32:15.295478] [INFO ] [CONFIGURE ] EDN: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T13:32:15.295540] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7309 tests [2025-11-21T13:32:15.295609] [INFO ] [CONFIGURE ] EDN: Testing feature 28/29: add_volume_profile [2025-11-21T13:32:15.295695] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T13:32:15.586857] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:15.882692] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:16.173782] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:16.484070] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:16.775310] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:32:17.068233] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:32:17.344491] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:17.620552] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:32:17.925006] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:18.205612] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:32:18.205825] [INFO ] [CONFIGURE ] EDN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:32:18.205881] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7308 tests [2025-11-21T13:32:18.205930] [INFO ] [CONFIGURE ] EDN: Testing feature 29/29: add_vwap [2025-11-21T13:32:18.205974] [INFO ] [CONFIGURE ] EDN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T13:32:18.521249] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:18.828212] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:19.127124] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:19.426631] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:19.723514] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:32:20.031243] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:32:20.345958] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:32:20.656740] [DEBUG] [FORECASTER] EDN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:32:20.965451] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:21.268863] [DEBUG] [FORECASTER] EDN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:32:21.269044] [INFO ] [CONFIGURE ] EDN: DISCARDED add_vwap (score: 70.00%) [2025-11-21T13:32:21.269099] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7307 tests [2025-11-21T13:32:21.269146] [INFO ] [CONFIGURE ] EDN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:32:21.269182] [INFO ] [CONFIGURE ] EDN: Best accuracy: 90.00% [2025-11-21T13:32:21.269224] [INFO ] [CONFIGURE ] EDN: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T13:32:21.269262] [INFO ] [CONFIGURE ] EDN: Improvement over baseline: 50.00% [2025-11-21T13:32:21.269298] [INFO ] [CONFIGURE ] EDN: Total time: 1.4 minutes [2025-11-21T13:32:21.269335] [INFO ] [CONFIGURE ] EDN: Average time per feature: 2.8 seconds [2025-11-21T13:32:21.269372] [INFO ] [CONFIGURE ] EDN: Average speed: 0.35 features/sec [2025-11-21T13:32:21.270000] [INFO ] [LOCAL ] Saved configuration for EDN: 4 features, 90.00% accuracy -> ./output/feature-sets/EDN.json [2025-11-21T13:32:21.270059] [INFO ] [CONFIGURE ] EDN: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T13:32:21.270109] [INFO ] [sig ] [476/723] Successfully configured EDN | 0.01 sym/s | Total: 11.0h | ETA: 5.7h [2025-11-21T13:32:21.270153] [INFO ] [sig ] [477/723] Configuring EDU... [2025-11-21T13:32:21.270192] [INFO ] [CONFIGURE ] EDU: Configurate test run. [2025-11-21T13:32:21.270238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'. [2025-11-21T13:32:21.489319] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EDU'. [2025-11-21T13:32:21.489746] [INFO ] [CONFIGURE ] EDU: Testing with 29 available features [2025-11-21T13:32:21.489811] [INFO ] [CONFIGURE ] EDU: Establishing baseline with no features... [2025-11-21T13:32:21.678004] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:21.864988] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:22.045605] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:32:22.233173] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:22.414178] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:22.599903] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:22.785074] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:22.964860] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:23.152352] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:23.332803] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:23.332962] [INFO ] [CONFIGURE ] EDU: Baseline score (no features): 50.00% [2025-11-21T13:32:23.333011] [INFO ] [CONFIGURE ] EDU: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:32:23.333051] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:32:23.554916] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:23.772480] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:23.994124] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:32:24.212132] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:24.431496] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:24.648151] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:24.867414] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:32:25.108369] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:25.327552] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:32:25.546571] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:25.546763] [INFO ] [CONFIGURE ] EDU: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T13:32:25.546832] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7306 tests [2025-11-21T13:32:25.546907] [INFO ] [CONFIGURE ] EDU: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:32:25.546954] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:32:25.773639] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:25.994089] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:26.270693] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:26.494237] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:26.718193] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:26.941710] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:27.169013] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:27.395609] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:27.616991] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:32:27.846083] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:27.846450] [INFO ] [CONFIGURE ] EDU: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T13:32:27.846580] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7305 tests [2025-11-21T13:32:27.846688] [INFO ] [CONFIGURE ] EDU: Testing feature 3/29: add_daily_returns [2025-11-21T13:32:27.846838] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:32:28.084878] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:28.322172] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:28.556282] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:28.784056] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:29.021171] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:29.287441] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:29.525895] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:29.770081] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:30.005973] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:30.257831] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:30.258191] [INFO ] [CONFIGURE ] EDU: KEPT add_daily_returns (score: 70.00%) [2025-11-21T13:32:30.258300] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7304 tests [2025-11-21T13:32:30.258389] [INFO ] [CONFIGURE ] EDU: Testing feature 4/29: add_ema [2025-11-21T13:32:30.258522] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T13:32:30.528619] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:30.799362] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:31.077846] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:31.360454] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:31.640992] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:31.912753] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:32.181326] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:32.451192] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:32.725052] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:32:33.003521] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:33.003786] [INFO ] [CONFIGURE ] EDU: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:32:33.003877] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7303 tests [2025-11-21T13:32:33.003953] [INFO ] [CONFIGURE ] EDU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:32:33.004024] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:32:33.297211] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:32:33.585497] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:33.877526] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:32:34.186007] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:34.491409] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:34.790092] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:32:35.086077] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:35.382318] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:35.661486] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:32:35.943564] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:35.943793] [INFO ] [CONFIGURE ] EDU: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T13:32:35.943853] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7302 tests [2025-11-21T13:32:35.943906] [INFO ] [CONFIGURE ] EDU: Testing feature 6/29: add_failed_moves [2025-11-21T13:32:35.943994] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T13:32:36.191555] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:36.441792] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:36.693418] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:36.950422] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:37.217174] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:37.479513] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:37.747538] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:38.000292] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:38.261614] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:38.513505] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:38.513732] [INFO ] [CONFIGURE ] EDU: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T13:32:38.513793] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7301 tests [2025-11-21T13:32:38.513832] [INFO ] [CONFIGURE ] EDU: Testing feature 7/29: add_lag_shelf [2025-11-21T13:32:38.513878] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:32:38.752866] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:38.989877] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:39.225564] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:39.455870] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:39.700338] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:39.935357] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:40.171551] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:40.412558] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:40.648235] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:40.888186] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:40.888357] [INFO ] [CONFIGURE ] EDU: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:32:40.888404] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7300 tests [2025-11-21T13:32:40.888441] [INFO ] [CONFIGURE ] EDU: Testing feature 8/29: add_macd [2025-11-21T13:32:40.888476] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:32:41.191938] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:41.511572] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:41.848044] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:42.176124] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:42.498734] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:42.822159] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:43.152826] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:32:43.480888] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:43.819275] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:32:44.150935] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:44.151124] [INFO ] [CONFIGURE ] EDU: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:32:44.151182] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7299 tests [2025-11-21T13:32:44.151230] [INFO ] [CONFIGURE ] EDU: Testing feature 9/29: add_mfi [2025-11-21T13:32:44.151277] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T13:32:44.436387] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:44.703048] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:32:45.013976] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:45.280768] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:45.542404] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:45.811484] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:46.077179] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:46.351608] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:46.621925] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:46.887599] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:46.887810] [INFO ] [CONFIGURE ] EDU: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:32:46.887870] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7298 tests [2025-11-21T13:32:46.887919] [INFO ] [CONFIGURE ] EDU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:32:46.887962] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:32:47.228424] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:32:47.550382] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:47.900304] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:48.255588] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:48.598901] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:48.950489] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:49.295660] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:49.640503] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:49.996273] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:50.342422] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:32:50.342628] [INFO ] [CONFIGURE ] EDU: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T13:32:50.342708] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7297 tests [2025-11-21T13:32:50.342759] [INFO ] [CONFIGURE ] EDU: Testing feature 11/29: add_obv_daily [2025-11-21T13:32:50.342805] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T13:32:50.627328] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:32:50.921777] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:51.220269] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:51.488468] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:51.756990] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:52.027186] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:52.284037] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:52.546537] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:52.827192] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:32:53.113802] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:53.113982] [INFO ] [CONFIGURE ] EDU: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:32:53.114041] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7296 tests [2025-11-21T13:32:53.114089] [INFO ] [CONFIGURE ] EDU: Testing feature 12/29: add_obv_interval [2025-11-21T13:32:53.114133] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T13:32:53.385521] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:32:53.656437] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:53.932125] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:32:54.245800] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:32:54.619373] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:54.937077] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:55.252732] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:55.502509] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:55.749337] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:56.004475] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:56.004677] [INFO ] [CONFIGURE ] EDU: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T13:32:56.004735] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7295 tests [2025-11-21T13:32:56.004783] [INFO ] [CONFIGURE ] EDU: Testing feature 13/29: add_opening_strength [2025-11-21T13:32:56.004842] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:32:56.275535] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:32:56.542878] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:56.802770] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:57.064628] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:32:57.323801] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:32:57.582250] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:32:57.862353] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:32:58.141623] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:32:58.422950] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:32:58.717105] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:32:58.717327] [INFO ] [CONFIGURE ] EDU: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:32:58.717403] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7294 tests [2025-11-21T13:32:58.717465] [INFO ] [CONFIGURE ] EDU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:32:58.717533] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T13:32:59.008846] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:32:59.278695] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:32:59.549233] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:32:59.825265] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:33:00.095846] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:00.371846] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:00.638210] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:01.606778] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:01.908358] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:33:02.267705] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:02.267942] [INFO ] [CONFIGURE ] EDU: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:33:02.268008] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7293 tests [2025-11-21T13:33:02.268059] [INFO ] [CONFIGURE ] EDU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:33:02.268103] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T13:33:02.544288] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:02.818698] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:03.092982] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:03.347146] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:33:03.606156] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:03.865975] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:04.122172] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:04.400760] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:04.659772] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:33:04.928373] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:33:04.928583] [INFO ] [CONFIGURE ] EDU: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:33:04.928668] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7292 tests [2025-11-21T13:33:04.928734] [INFO ] [CONFIGURE ] EDU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:33:04.928794] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T13:33:05.201492] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:05.472067] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:05.740268] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:06.008114] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:06.273315] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:06.557034] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:06.817639] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:07.093829] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:07.371070] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:07.648803] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:07.649013] [INFO ] [CONFIGURE ] EDU: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:33:07.649073] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7291 tests [2025-11-21T13:33:07.649122] [INFO ] [CONFIGURE ] EDU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:33:07.649167] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T13:33:07.935903] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:08.220408] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:08.509841] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:08.767253] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:09.027846] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:09.287667] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:09.541183] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:09.798146] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:10.054901] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:10.316600] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:10.316819] [INFO ] [CONFIGURE ] EDU: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:33:10.316883] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7290 tests [2025-11-21T13:33:10.316930] [INFO ] [CONFIGURE ] EDU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:33:10.316975] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T13:33:10.553277] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:10.793824] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:11.030176] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:33:11.263549] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:33:11.497120] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:11.735334] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:11.972764] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:12.209027] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:12.444527] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:12.683809] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:12.684067] [INFO ] [CONFIGURE ] EDU: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T13:33:12.684128] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7289 tests [2025-11-21T13:33:12.684177] [INFO ] [CONFIGURE ] EDU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:33:12.684221] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:33:12.904743] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:33:13.124551] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:33:13.341541] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:13.561130] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:13.780593] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:14.000754] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:14.235577] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:14.458149] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:14.676780] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:14.894784] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:14.894955] [INFO ] [CONFIGURE ] EDU: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:33:14.895013] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7288 tests [2025-11-21T13:33:14.895059] [INFO ] [CONFIGURE ] EDU: Testing feature 20/29: add_price_rejection [2025-11-21T13:33:14.895100] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T13:33:15.154036] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:33:15.413248] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:15.692293] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:15.964863] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:16.214841] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:16.473455] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:16.731138] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:16.998439] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:17.255043] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:33:17.517001] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:17.517179] [INFO ] [CONFIGURE ] EDU: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:33:17.517239] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7287 tests [2025-11-21T13:33:17.517291] [INFO ] [CONFIGURE ] EDU: Testing feature 21/29: add_range_position [2025-11-21T13:33:17.517332] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T13:33:17.769905] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:18.027935] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:18.305490] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:33:18.563411] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:18.814984] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:19.064297] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:19.316006] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:19.567460] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:19.825520] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:33:20.082340] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:20.082506] [INFO ] [CONFIGURE ] EDU: DISCARDED add_range_position (score: 40.00%) [2025-11-21T13:33:20.082563] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7286 tests [2025-11-21T13:33:20.082610] [INFO ] [CONFIGURE ] EDU: Testing feature 22/29: add_realized_volatility [2025-11-21T13:33:20.082672] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T13:33:20.422858] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:33:20.788104] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:21.155784] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:21.518242] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:21.883223] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:22.241142] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:22.604953] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:22.971125] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:23.339469] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:23.713765] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:23.713927] [INFO ] [CONFIGURE ] EDU: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T13:33:23.713986] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7285 tests [2025-11-21T13:33:23.714033] [INFO ] [CONFIGURE ] EDU: Testing feature 23/29: add_recent_range_context [2025-11-21T13:33:23.714076] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T13:33:23.979743] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:24.249970] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:24.513794] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:24.783087] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:25.044490] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:25.309612] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:25.579181] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:25.848097] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:26.118227] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:33:26.392501] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:26.392700] [INFO ] [CONFIGURE ] EDU: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T13:33:26.392763] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7284 tests [2025-11-21T13:33:26.392889] [INFO ] [CONFIGURE ] EDU: Testing feature 24/29: add_rsi [2025-11-21T13:33:26.392948] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T13:33:26.709886] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:33:27.017499] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:27.316981] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:33:27.618407] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:27.922127] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:28.215949] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:28.510477] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:28.813917] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:29.125629] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:33:29.430362] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:29.430545] [INFO ] [CONFIGURE ] EDU: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:33:29.430602] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7283 tests [2025-11-21T13:33:29.430673] [INFO ] [CONFIGURE ] EDU: Testing feature 25/29: add_tick_distribution [2025-11-21T13:33:29.430720] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T13:33:29.676227] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:29.918925] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:30.171930] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:30.427974] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:30.675748] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:30.926059] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:31.169922] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:31.416722] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:31.661029] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:31.914797] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:31.914966] [INFO ] [CONFIGURE ] EDU: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:33:31.915022] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7282 tests [2025-11-21T13:33:31.915070] [INFO ] [CONFIGURE ] EDU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:33:31.915111] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T13:33:32.173517] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:32.432602] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:33:32.691850] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:32.953125] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:33.268304] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:33.551105] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:33.813267] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:34.072041] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:34.328556] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:34.578201] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:34.578415] [INFO ] [CONFIGURE ] EDU: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:33:34.578473] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7281 tests [2025-11-21T13:33:34.578520] [INFO ] [CONFIGURE ] EDU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:33:34.578561] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T13:33:34.842947] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:35.101703] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:35.362346] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:35.622245] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:35.879867] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:36.144791] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:36.415566] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:36.677159] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:36.937307] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:37.201565] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:37.201775] [INFO ] [CONFIGURE ] EDU: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:33:37.201836] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7280 tests [2025-11-21T13:33:37.201884] [INFO ] [CONFIGURE ] EDU: Testing feature 28/29: add_volume_profile [2025-11-21T13:33:37.201927] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T13:33:37.441127] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:33:37.679801] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:37.918681] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:38.155711] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:38.393699] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:38.634223] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:38.871145] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:39.113582] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:39.367173] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:33:39.624587] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:39.624785] [INFO ] [CONFIGURE ] EDU: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T13:33:39.624845] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7279 tests [2025-11-21T13:33:39.624892] [INFO ] [CONFIGURE ] EDU: Testing feature 29/29: add_vwap [2025-11-21T13:33:39.624993] [INFO ] [CONFIGURE ] EDU: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T13:33:39.871362] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:33:40.111163] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:40.350755] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:40.595481] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:40.838738] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:41.081634] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:41.323409] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:41.568811] [DEBUG] [FORECASTER] EDU: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:41.825873] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:33:42.077108] [DEBUG] [FORECASTER] EDU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:33:42.077297] [INFO ] [CONFIGURE ] EDU: DISCARDED add_vwap (score: 60.00%) [2025-11-21T13:33:42.077372] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7278 tests [2025-11-21T13:33:42.077422] [INFO ] [CONFIGURE ] EDU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:33:42.077464] [INFO ] [CONFIGURE ] EDU: Best accuracy: 70.00% [2025-11-21T13:33:42.077506] [INFO ] [CONFIGURE ] EDU: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:33:42.077547] [INFO ] [CONFIGURE ] EDU: Improvement over baseline: 20.00% [2025-11-21T13:33:42.077585] [INFO ] [CONFIGURE ] EDU: Total time: 1.3 minutes [2025-11-21T13:33:42.077622] [INFO ] [CONFIGURE ] EDU: Average time per feature: 2.7 seconds [2025-11-21T13:33:42.077682] [INFO ] [CONFIGURE ] EDU: Average speed: 0.37 features/sec [2025-11-21T13:33:42.078149] [INFO ] [LOCAL ] Saved configuration for EDU: 2 features, 70.00% accuracy -> ./output/feature-sets/EDU.json [2025-11-21T13:33:42.078207] [INFO ] [CONFIGURE ] EDU: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T13:33:42.078254] [INFO ] [sig ] [477/723] Successfully configured EDU | 0.01 sym/s | Total: 11.0h | ETA: 5.7h [2025-11-21T13:33:42.078297] [INFO ] [sig ] [478/723] Configuring EFX... [2025-11-21T13:33:42.078336] [INFO ] [CONFIGURE ] EFX: Configurate test run. [2025-11-21T13:33:42.078374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-11-21T13:33:42.185938] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EFX'. [2025-11-21T13:33:42.186389] [INFO ] [CONFIGURE ] EFX: Testing with 29 available features [2025-11-21T13:33:42.186466] [INFO ] [CONFIGURE ] EFX: Establishing baseline with no features... [2025-11-21T13:33:42.356295] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:42.541459] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:42.713886] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:42.888333] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:43.058629] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:43.231267] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:43.399064] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:43.566890] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:33:43.735914] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:33:43.905590] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:33:43.905766] [INFO ] [CONFIGURE ] EFX: Baseline score (no features): 50.00% [2025-11-21T13:33:43.905833] [INFO ] [CONFIGURE ] EFX: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:33:43.905890] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:33:44.109618] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:44.363493] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:44.644490] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:44.846430] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:45.055658] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:45.262835] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:45.469435] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:45.676175] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:45.897362] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:33:46.107244] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:33:46.107412] [INFO ] [CONFIGURE ] EFX: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T13:33:46.107464] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7277 tests [2025-11-21T13:33:46.107512] [INFO ] [CONFIGURE ] EFX: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:33:46.107556] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:33:46.322124] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:46.555447] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:33:46.769802] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:46.980550] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:47.190061] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:33:47.403833] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:47.616842] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:47.828743] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:48.040576] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:33:48.254213] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:33:48.254378] [INFO ] [CONFIGURE ] EFX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T13:33:48.254426] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7276 tests [2025-11-21T13:33:48.254465] [INFO ] [CONFIGURE ] EFX: Testing feature 3/29: add_daily_returns [2025-11-21T13:33:48.254501] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_daily_returns'] [2025-11-21T13:33:48.438451] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:48.621969] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:48.806883] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:48.995443] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:49.181011] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:33:49.366239] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:49.551878] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:33:49.742498] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:49.929986] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:33:50.121402] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:33:50.121575] [INFO ] [CONFIGURE ] EFX: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T13:33:50.121624] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7275 tests [2025-11-21T13:33:50.121688] [INFO ] [CONFIGURE ] EFX: Testing feature 4/29: add_ema [2025-11-21T13:33:50.121751] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_ema'] [2025-11-21T13:33:50.337695] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:50.565288] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:50.794860] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:33:51.026024] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:51.254794] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:51.469862] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:51.690502] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:51.909428] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:52.129882] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:33:52.360573] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:33:52.360957] [INFO ] [CONFIGURE ] EFX: DISCARDED add_ema (score: 30.00%) [2025-11-21T13:33:52.361025] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7274 tests [2025-11-21T13:33:52.361123] [INFO ] [CONFIGURE ] EFX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:33:52.361201] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:33:52.580515] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:52.802543] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:53.021805] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:53.244965] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:53.463174] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:53.683332] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:53.907637] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:54.145526] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:54.410716] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:33:54.652181] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:33:54.652368] [INFO ] [CONFIGURE ] EFX: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T13:33:54.652421] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7273 tests [2025-11-21T13:33:54.652463] [INFO ] [CONFIGURE ] EFX: Testing feature 6/29: add_failed_moves [2025-11-21T13:33:54.652504] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_failed_moves'] [2025-11-21T13:33:54.838952] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:55.027344] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:55.211302] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:55.396127] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:55.581388] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:55.767812] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:55.953426] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:56.140686] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:33:56.327059] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:33:56.512961] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:33:56.513125] [INFO ] [CONFIGURE ] EFX: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T13:33:56.513172] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7272 tests [2025-11-21T13:33:56.513210] [INFO ] [CONFIGURE ] EFX: Testing feature 7/29: add_lag_shelf [2025-11-21T13:33:56.513244] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_lag_shelf'] [2025-11-21T13:33:56.680759] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:56.849869] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:57.020129] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:33:57.190101] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:57.362782] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:33:57.532989] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:33:57.703756] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:33:57.879050] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:33:58.047050] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:33:58.219249] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:33:58.219420] [INFO ] [CONFIGURE ] EFX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T13:33:58.219467] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7271 tests [2025-11-21T13:33:58.219512] [INFO ] [CONFIGURE ] EFX: Testing feature 8/29: add_macd [2025-11-21T13:33:58.219553] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T13:33:58.486703] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:33:58.749760] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:33:59.031870] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:33:59.312465] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:33:59.617962] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:33:59.909714] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:00.909133] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:01.252123] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:01.527429] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:01.862030] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:01.862292] [INFO ] [CONFIGURE ] EFX: DISCARDED add_macd (score: 20.00%) [2025-11-21T13:34:01.862372] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7270 tests [2025-11-21T13:34:01.862433] [INFO ] [CONFIGURE ] EFX: Testing feature 9/29: add_mfi [2025-11-21T13:34:01.862479] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi'] [2025-11-21T13:34:02.177472] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:34:02.424534] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:34:02.690150] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:02.914069] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:03.096334] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:03.270755] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:03.445977] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:03.621754] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:03.797283] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:03.971955] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:03.972128] [INFO ] [CONFIGURE ] EFX: KEPT add_mfi (score: 60.00%) [2025-11-21T13:34:03.972177] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7269 tests [2025-11-21T13:34:03.972216] [INFO ] [CONFIGURE ] EFX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:34:03.972253] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:34:04.268014] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:34:04.561825] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:04.854408] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:05.149418] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:05.464778] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:05.761028] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:06.078175] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:06.399240] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:06.713503] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:07.007711] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:07.007909] [INFO ] [CONFIGURE ] EFX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T13:34:07.007967] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7268 tests [2025-11-21T13:34:07.008015] [INFO ] [CONFIGURE ] EFX: Testing feature 11/29: add_obv_daily [2025-11-21T13:34:07.008067] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T13:34:07.224995] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:07.459953] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:07.699337] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:07.948389] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:34:08.194775] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:08.431739] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:08.675287] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:08.922941] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:34:09.170162] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:09.422078] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:09.422257] [INFO ] [CONFIGURE ] EFX: KEPT add_obv_daily (score: 70.00%) [2025-11-21T13:34:09.422325] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7267 tests [2025-11-21T13:34:09.422374] [INFO ] [CONFIGURE ] EFX: Testing feature 12/29: add_obv_interval [2025-11-21T13:34:09.422418] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T13:34:09.684557] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:09.939492] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:10.208289] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:10.461560] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:10.723552] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:10.979099] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:11.239559] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:34:11.490523] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:11.761530] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:12.035680] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:12.035879] [INFO ] [CONFIGURE ] EFX: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:34:12.035948] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7266 tests [2025-11-21T13:34:12.035997] [INFO ] [CONFIGURE ] EFX: Testing feature 13/29: add_opening_strength [2025-11-21T13:34:12.036041] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:34:12.321689] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:34:12.621127] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:34:12.912416] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:13.200492] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:13.500784] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:13.788998] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:14.063383] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:14.338992] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:34:14.644390] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:14.948359] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:14.948566] [INFO ] [CONFIGURE ] EFX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T13:34:14.948625] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7265 tests [2025-11-21T13:34:14.948778] [INFO ] [CONFIGURE ] EFX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:34:14.948831] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T13:34:15.236156] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:34:15.512608] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:15.786992] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:16.066667] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:16.345204] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:16.615753] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:16.876928] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:17.125488] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:17.381562] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:17.626409] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:17.626595] [INFO ] [CONFIGURE ] EFX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:34:17.626671] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7264 tests [2025-11-21T13:34:17.626730] [INFO ] [CONFIGURE ] EFX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:34:17.626774] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T13:34:17.839955] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:18.054319] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:18.268399] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:18.485889] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:18.714902] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:18.951368] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:19.182840] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:19.416093] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:19.652661] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:19.904575] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:19.904793] [INFO ] [CONFIGURE ] EFX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:34:19.904851] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7263 tests [2025-11-21T13:34:19.904896] [INFO ] [CONFIGURE ] EFX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:34:19.904939] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T13:34:20.163379] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:34:20.415689] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:34:20.673085] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:20.932324] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:34:21.190543] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:21.439122] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:21.674346] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:21.913380] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:22.150595] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:22.385545] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:22.385744] [INFO ] [CONFIGURE ] EFX: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:34:22.385800] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7262 tests [2025-11-21T13:34:22.385848] [INFO ] [CONFIGURE ] EFX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:34:22.385891] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T13:34:22.618715] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:22.857132] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:23.098624] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:23.334999] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:23.572936] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:34:23.814278] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:24.053809] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:34:24.296164] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:24.535205] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:24.774449] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:24.774610] [INFO ] [CONFIGURE ] EFX: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T13:34:24.774690] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7261 tests [2025-11-21T13:34:24.774737] [INFO ] [CONFIGURE ] EFX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:34:24.774780] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T13:34:24.987242] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:25.200243] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:25.410909] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:25.623775] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:34:25.835815] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:26.050471] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:26.264733] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:26.480164] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:26.694371] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:26.909409] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:26.909594] [INFO ] [CONFIGURE ] EFX: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T13:34:26.909671] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7260 tests [2025-11-21T13:34:26.909722] [INFO ] [CONFIGURE ] EFX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:34:26.909766] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T13:34:27.138905] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:27.367294] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:27.593428] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:27.819691] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:28.065631] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:28.289384] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:28.505678] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:28.724010] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:28.942179] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:29.157750] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:29.157919] [INFO ] [CONFIGURE ] EFX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:34:29.157975] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7259 tests [2025-11-21T13:34:29.158022] [INFO ] [CONFIGURE ] EFX: Testing feature 20/29: add_price_rejection [2025-11-21T13:34:29.158065] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T13:34:29.392125] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:29.625142] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:29.854153] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:30.088198] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:30.317606] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:30.554503] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:30.791315] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:31.023619] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:31.252003] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:31.485206] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:31.485382] [INFO ] [CONFIGURE ] EFX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:34:31.485438] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7258 tests [2025-11-21T13:34:31.485484] [INFO ] [CONFIGURE ] EFX: Testing feature 21/29: add_range_position [2025-11-21T13:34:31.485530] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_range_position'] [2025-11-21T13:34:31.746148] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:32.005906] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:32.259277] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:34:32.510362] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:32.759904] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:33.019659] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:33.272296] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:33.526960] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:33.783806] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:34.041781] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:34.041972] [INFO ] [CONFIGURE ] EFX: DISCARDED add_range_position (score: 40.00%) [2025-11-21T13:34:34.042029] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7257 tests [2025-11-21T13:34:34.042076] [INFO ] [CONFIGURE ] EFX: Testing feature 22/29: add_realized_volatility [2025-11-21T13:34:34.042117] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T13:34:34.393121] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:34.747253] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:34:35.106941] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:35.466460] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:35.821338] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:36.181497] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:36.539963] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:36.898715] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:34:37.271672] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:37.628114] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:37.628329] [INFO ] [CONFIGURE ] EFX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:34:37.628392] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7256 tests [2025-11-21T13:34:37.628443] [INFO ] [CONFIGURE ] EFX: Testing feature 23/29: add_recent_range_context [2025-11-21T13:34:37.628488] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T13:34:37.887747] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:38.135145] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:34:38.386307] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:38.645935] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:34:38.898180] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:39.157027] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:39.421420] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:39.672993] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:39.919527] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:40.163173] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:40.163354] [INFO ] [CONFIGURE ] EFX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:34:40.163413] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7255 tests [2025-11-21T13:34:40.163461] [INFO ] [CONFIGURE ] EFX: Testing feature 24/29: add_rsi [2025-11-21T13:34:40.163505] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T13:34:40.455396] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:34:40.748276] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:34:41.052780] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:41.357683] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:34:41.647778] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:41.935687] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:42.241370] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:34:42.538943] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:42.841727] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:43.142513] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:43.142718] [INFO ] [CONFIGURE ] EFX: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:34:43.142781] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7254 tests [2025-11-21T13:34:43.142831] [INFO ] [CONFIGURE ] EFX: Testing feature 25/29: add_tick_distribution [2025-11-21T13:34:43.142876] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T13:34:43.384463] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:43.632563] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:43.889091] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:44.139154] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:34:44.390684] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:44.643633] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:44.893007] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:45.147948] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:45.407262] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:45.669870] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:45.670055] [INFO ] [CONFIGURE ] EFX: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:34:45.670113] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7253 tests [2025-11-21T13:34:45.670159] [INFO ] [CONFIGURE ] EFX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:34:45.670201] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T13:34:45.918476] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:46.149532] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:34:46.381011] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:46.607178] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:46.838755] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:47.071942] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:47.309882] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:47.546704] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:47.780343] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:48.020941] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:48.021132] [INFO ] [CONFIGURE ] EFX: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:34:48.021296] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7252 tests [2025-11-21T13:34:48.021345] [INFO ] [CONFIGURE ] EFX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:34:48.021388] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T13:34:48.265813] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:48.511794] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:48.754356] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:48.997535] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:49.249588] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:49.582018] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:49.926096] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:50.245573] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:50.498131] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:50.742033] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:50.742256] [INFO ] [CONFIGURE ] EFX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T13:34:50.742315] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7251 tests [2025-11-21T13:34:50.742360] [INFO ] [CONFIGURE ] EFX: Testing feature 28/29: add_volume_profile [2025-11-21T13:34:50.742402] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T13:34:50.995926] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:51.232514] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:51.469510] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:51.707500] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:51.948468] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:52.189468] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:52.429483] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:52.668390] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:34:52.914789] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:53.167527] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:53.167725] [INFO ] [CONFIGURE ] EFX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:34:53.167785] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7250 tests [2025-11-21T13:34:53.167830] [INFO ] [CONFIGURE ] EFX: Testing feature 29/29: add_vwap [2025-11-21T13:34:53.167873] [INFO ] [CONFIGURE ] EFX: Testing with features: ['add_mfi', 'add_obv_daily', 'add_vwap'] [2025-11-21T13:34:53.433312] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:34:53.677067] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:53.931399] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:54.179317] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:34:54.419818] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:34:54.659986] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:34:54.898524] [DEBUG] [FORECASTER] EFX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:55.136075] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:34:55.370566] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:34:55.610568] [DEBUG] [FORECASTER] EFX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:55.610772] [INFO ] [CONFIGURE ] EFX: DISCARDED add_vwap (score: 50.00%) [2025-11-21T13:34:55.610831] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7249 tests [2025-11-21T13:34:55.610878] [INFO ] [CONFIGURE ] EFX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:34:55.610919] [INFO ] [CONFIGURE ] EFX: Best accuracy: 70.00% [2025-11-21T13:34:55.610960] [INFO ] [CONFIGURE ] EFX: Best feature set (2 features): ['add_mfi', 'add_obv_daily'] [2025-11-21T13:34:55.610998] [INFO ] [CONFIGURE ] EFX: Improvement over baseline: 20.00% [2025-11-21T13:34:55.611035] [INFO ] [CONFIGURE ] EFX: Total time: 1.2 minutes [2025-11-21T13:34:55.611071] [INFO ] [CONFIGURE ] EFX: Average time per feature: 2.5 seconds [2025-11-21T13:34:55.611108] [INFO ] [CONFIGURE ] EFX: Average speed: 0.40 features/sec [2025-11-21T13:34:55.612738] [INFO ] [LOCAL ] Saved configuration for EFX: 2 features, 70.00% accuracy -> ./output/feature-sets/EFX.json [2025-11-21T13:34:55.612799] [INFO ] [CONFIGURE ] EFX: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T13:34:55.612848] [INFO ] [sig ] [478/723] Successfully configured EFX | 0.01 sym/s | Total: 11.0h | ETA: 5.6h [2025-11-21T13:34:55.612890] [INFO ] [sig ] [479/723] Configuring EGY... [2025-11-21T13:34:55.612929] [INFO ] [CONFIGURE ] EGY: Configurate test run. [2025-11-21T13:34:55.612968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-11-21T13:34:55.795578] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EGY'. [2025-11-21T13:34:55.796025] [INFO ] [CONFIGURE ] EGY: Testing with 29 available features [2025-11-21T13:34:55.796092] [INFO ] [CONFIGURE ] EGY: Establishing baseline with no features... [2025-11-21T13:34:55.961498] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:34:56.122781] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:56.285347] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:34:56.444717] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:34:56.603639] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:34:56.763351] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:34:56.927960] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:57.089949] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:34:57.252106] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:57.416096] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:34:57.416249] [INFO ] [CONFIGURE ] EGY: Baseline score (no features): 70.00% [2025-11-21T13:34:57.416296] [INFO ] [CONFIGURE ] EGY: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:34:57.416333] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:34:57.600031] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:34:57.785716] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:34:57.982913] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:34:58.180791] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:34:58.382764] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:34:58.582300] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:34:58.781621] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:34:58.984441] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:34:59.183938] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:34:59.384755] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:34:59.384911] [INFO ] [CONFIGURE ] EGY: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T13:34:59.384959] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7248 tests [2025-11-21T13:34:59.384996] [INFO ] [CONFIGURE ] EGY: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:34:59.385030] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:34:59.587758] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:34:59.788478] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:34:59.996558] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:00.899629] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:01.241916] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:01.459310] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:01.670889] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:01.888804] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:02.157513] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:02.383551] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:02.383802] [INFO ] [CONFIGURE ] EGY: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T13:35:02.383885] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7247 tests [2025-11-21T13:35:02.383939] [INFO ] [CONFIGURE ] EGY: Testing feature 3/29: add_daily_returns [2025-11-21T13:35:02.383989] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns'] [2025-11-21T13:35:02.573979] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:02.770655] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:35:02.956716] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:35:03.142374] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:03.325019] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:03.513617] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:03.707176] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:03.896088] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:04.088453] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:04.277286] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:04.277480] [INFO ] [CONFIGURE ] EGY: KEPT add_daily_returns (score: 80.00%) [2025-11-21T13:35:04.277586] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7246 tests [2025-11-21T13:35:04.277627] [INFO ] [CONFIGURE ] EGY: Testing feature 4/29: add_ema [2025-11-21T13:35:04.277684] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T13:35:04.506047] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:35:04.730983] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:04.953675] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:05.180283] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:05.426382] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:35:05.677220] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:05.907597] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:06.150059] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:35:06.399836] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:06.653783] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:06.653968] [INFO ] [CONFIGURE ] EGY: DISCARDED add_ema (score: 70.00%) [2025-11-21T13:35:06.654018] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7245 tests [2025-11-21T13:35:06.654058] [INFO ] [CONFIGURE ] EGY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:35:06.654093] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:35:06.898486] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:07.145190] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:07.390081] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:35:07.626525] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:07.855372] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:08.086606] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:08.317849] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:08.547853] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:35:08.783301] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:35:09.022290] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:09.022506] [INFO ] [CONFIGURE ] EGY: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:35:09.022573] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7244 tests [2025-11-21T13:35:09.022666] [INFO ] [CONFIGURE ] EGY: Testing feature 6/29: add_failed_moves [2025-11-21T13:35:09.022746] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T13:35:09.218608] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:09.410735] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:09.603582] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:09.799069] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:10.003538] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:10.198194] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:10.392236] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:10.588310] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:10.804902] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:11.026714] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:11.026997] [INFO ] [CONFIGURE ] EGY: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:35:11.027049] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7243 tests [2025-11-21T13:35:11.027088] [INFO ] [CONFIGURE ] EGY: Testing feature 7/29: add_lag_shelf [2025-11-21T13:35:11.027124] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:35:11.227897] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:11.436514] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:35:11.645483] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:35:11.849804] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:12.058215] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:12.269611] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:12.477561] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:12.687166] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:12.902614] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:13.114565] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:13.115002] [INFO ] [CONFIGURE ] EGY: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:35:13.115153] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7242 tests [2025-11-21T13:35:13.115213] [INFO ] [CONFIGURE ] EGY: Testing feature 8/29: add_macd [2025-11-21T13:35:13.115324] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:35:13.428945] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:13.754901] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:35:14.064938] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:14.371439] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:14.684543] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:14.989681] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:15.293888] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:15.598532] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:35:15.920034] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:16.232996] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:16.233230] [INFO ] [CONFIGURE ] EGY: DISCARDED add_macd (score: 50.00%) [2025-11-21T13:35:16.233296] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7241 tests [2025-11-21T13:35:16.233350] [INFO ] [CONFIGURE ] EGY: Testing feature 9/29: add_mfi [2025-11-21T13:35:16.233394] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T13:35:16.461903] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:16.682341] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:16.880125] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:17.074732] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:17.273606] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:35:17.482230] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:17.681515] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:17.884360] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:35:18.095963] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:35:18.296321] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:18.296530] [INFO ] [CONFIGURE ] EGY: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:35:18.296582] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7240 tests [2025-11-21T13:35:18.296622] [INFO ] [CONFIGURE ] EGY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:35:18.296685] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:35:18.586797] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:18.868466] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:19.158720] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:19.442017] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:19.728092] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:20.013042] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:20.305988] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:20.587609] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:20.873539] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:21.163223] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:21.163405] [INFO ] [CONFIGURE ] EGY: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T13:35:21.163465] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7239 tests [2025-11-21T13:35:21.163512] [INFO ] [CONFIGURE ] EGY: Testing feature 11/29: add_obv_daily [2025-11-21T13:35:21.163557] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T13:35:21.384371] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:35:21.607636] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:35:21.832311] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:22.053062] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:22.285147] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:35:22.507350] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:22.730882] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:22.954342] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:23.187587] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:23.418694] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:23.418897] [INFO ] [CONFIGURE ] EGY: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T13:35:23.419137] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7238 tests [2025-11-21T13:35:23.419197] [INFO ] [CONFIGURE ] EGY: Testing feature 12/29: add_obv_interval [2025-11-21T13:35:23.419297] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T13:35:23.641937] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:23.853615] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:24.075996] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:24.286496] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:24.492745] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:35:24.697975] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:24.908085] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:25.115846] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:35:25.331546] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:35:25.538879] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:25.539063] [INFO ] [CONFIGURE ] EGY: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:35:25.539111] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7237 tests [2025-11-21T13:35:25.539148] [INFO ] [CONFIGURE ] EGY: Testing feature 13/29: add_opening_strength [2025-11-21T13:35:25.539183] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T13:35:25.763990] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:25.989382] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:26.212004] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:26.442240] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:26.665446] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:35:26.897744] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:27.121774] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:27.349930] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:27.579877] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:27.817761] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:27.818100] [INFO ] [CONFIGURE ] EGY: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T13:35:27.818219] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7236 tests [2025-11-21T13:35:27.818310] [INFO ] [CONFIGURE ] EGY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:35:27.818418] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T13:35:28.054289] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:28.289773] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:28.519958] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:28.762170] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:28.985571] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:29.212085] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:29.445240] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:29.660059] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:29.897440] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:30.137874] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:30.138056] [INFO ] [CONFIGURE ] EGY: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T13:35:30.138111] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7235 tests [2025-11-21T13:35:30.138177] [INFO ] [CONFIGURE ] EGY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:35:30.138233] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T13:35:30.340890] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:30.538756] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:30.740890] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:30.941067] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:31.137242] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:31.333312] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:31.514000] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:31.696258] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:31.884308] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:32.069088] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:32.069243] [INFO ] [CONFIGURE ] EGY: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T13:35:32.069291] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7234 tests [2025-11-21T13:35:32.069330] [INFO ] [CONFIGURE ] EGY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:35:32.069365] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T13:35:32.271742] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:32.476037] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:32.680476] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:32.893107] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:33.101831] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:33.311458] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:33.520210] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:33.731271] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:33.941843] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:34.173911] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:34.174130] [INFO ] [CONFIGURE ] EGY: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T13:35:34.174182] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7233 tests [2025-11-21T13:35:34.174263] [INFO ] [CONFIGURE ] EGY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:35:34.174303] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T13:35:34.400955] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:34.621238] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:34.844223] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:35.061657] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:35.280020] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:35.498732] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:35.713941] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:35.929389] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:36.143180] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:36.358400] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:36.358577] [INFO ] [CONFIGURE ] EGY: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T13:35:36.358624] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7232 tests [2025-11-21T13:35:36.358685] [INFO ] [CONFIGURE ] EGY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:35:36.358750] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T13:35:36.545165] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:36.734821] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:36.930584] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:37.127398] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:37.317898] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:37.509751] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:37.696327] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:37.885950] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:38.076348] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:38.267237] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:38.267427] [INFO ] [CONFIGURE ] EGY: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:35:38.267488] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7231 tests [2025-11-21T13:35:38.267539] [INFO ] [CONFIGURE ] EGY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:35:38.267586] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:35:38.453808] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:38.644091] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:38.832721] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:39.019029] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:39.205577] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:35:39.391032] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:39.578806] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:39.766915] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:39.955548] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:40.145687] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:40.145850] [INFO ] [CONFIGURE ] EGY: KEPT add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T13:35:40.145898] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7230 tests [2025-11-21T13:35:40.145937] [INFO ] [CONFIGURE ] EGY: Testing feature 20/29: add_price_rejection [2025-11-21T13:35:40.145973] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T13:35:40.355223] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:40.557847] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:40.763362] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:40.969494] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:41.168518] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:41.377374] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:41.586473] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:41.809111] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:42.078213] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:42.371893] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:42.372109] [INFO ] [CONFIGURE ] EGY: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T13:35:42.372168] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7229 tests [2025-11-21T13:35:42.372210] [INFO ] [CONFIGURE ] EGY: Testing feature 21/29: add_range_position [2025-11-21T13:35:42.372289] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T13:35:42.683984] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:42.909188] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:43.128205] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:43.348067] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:43.574560] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:43.807426] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:44.047428] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:44.315958] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:35:44.576209] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:44.836336] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:44.836515] [INFO ] [CONFIGURE ] EGY: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:35:44.836572] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7228 tests [2025-11-21T13:35:44.836619] [INFO ] [CONFIGURE ] EGY: Testing feature 22/29: add_realized_volatility [2025-11-21T13:35:44.836680] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T13:35:45.169739] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:45.482375] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:35:45.790704] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:46.101759] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:46.454868] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:46.799960] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:47.155158] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:47.502801] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:47.842059] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:48.172927] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:48.173123] [INFO ] [CONFIGURE ] EGY: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:35:48.173182] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7227 tests [2025-11-21T13:35:48.173227] [INFO ] [CONFIGURE ] EGY: Testing feature 23/29: add_recent_range_context [2025-11-21T13:35:48.173270] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T13:35:48.380188] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:48.588082] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:48.806348] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:49.015458] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:49.221780] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:49.428584] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:49.638072] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:49.848931] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:50.057679] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:50.266180] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:50.266481] [INFO ] [CONFIGURE ] EGY: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:35:50.266602] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7226 tests [2025-11-21T13:35:50.266700] [INFO ] [CONFIGURE ] EGY: Testing feature 24/29: add_rsi [2025-11-21T13:35:50.266829] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T13:35:50.521440] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:50.778128] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:51.050589] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:51.307015] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:51.564485] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:51.829320] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:52.093223] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:52.367935] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:52.640176] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:52.912054] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:52.912281] [INFO ] [CONFIGURE ] EGY: DISCARDED add_rsi (score: 80.00%) [2025-11-21T13:35:52.912341] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7225 tests [2025-11-21T13:35:52.912381] [INFO ] [CONFIGURE ] EGY: Testing feature 25/29: add_tick_distribution [2025-11-21T13:35:52.912415] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T13:35:53.123629] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:53.335976] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:53.554425] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:53.773109] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:53.990099] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:54.205948] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:54.416128] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:54.630631] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:54.838829] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:55.049501] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:55.049682] [INFO ] [CONFIGURE ] EGY: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:35:55.049752] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7224 tests [2025-11-21T13:35:55.049803] [INFO ] [CONFIGURE ] EGY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:35:55.049858] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T13:35:55.262397] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:55.475908] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:55.695882] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:55.911633] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:56.133524] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:35:56.350284] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:56.570293] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:56.790859] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:35:57.005404] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:57.234302] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:35:57.234659] [INFO ] [CONFIGURE ] EGY: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T13:35:57.234750] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7223 tests [2025-11-21T13:35:57.234848] [INFO ] [CONFIGURE ] EGY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:35:57.234921] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T13:35:57.446449] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:57.673933] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:35:57.902934] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:35:58.146450] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:35:58.360799] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:35:58.576231] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:35:58.789138] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:35:58.999949] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:35:59.212250] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:35:59.426441] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:35:59.426624] [INFO ] [CONFIGURE ] EGY: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:35:59.426703] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7222 tests [2025-11-21T13:35:59.426752] [INFO ] [CONFIGURE ] EGY: Testing feature 28/29: add_volume_profile [2025-11-21T13:35:59.426977] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T13:35:59.640949] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:35:59.849276] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:36:00.056741] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:36:01.010129] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:36:01.353249] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:36:01.591049] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:01.835160] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:36:02.081093] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:36:02.315625] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:02.556600] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:02.556847] [INFO ] [CONFIGURE ] EGY: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T13:36:02.556898] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7221 tests [2025-11-21T13:36:02.556937] [INFO ] [CONFIGURE ] EGY: Testing feature 29/29: add_vwap [2025-11-21T13:36:02.556973] [INFO ] [CONFIGURE ] EGY: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T13:36:02.789188] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:36:03.016058] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:36:03.245906] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:36:03.488186] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:36:03.723986] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:36:03.952840] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:04.180817] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:36:04.408500] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:36:04.636389] [DEBUG] [FORECASTER] EGY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:04.865382] [DEBUG] [FORECASTER] EGY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:36:04.865616] [INFO ] [CONFIGURE ] EGY: DISCARDED add_vwap (score: 60.00%) [2025-11-21T13:36:04.865689] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7220 tests [2025-11-21T13:36:04.865759] [INFO ] [CONFIGURE ] EGY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:36:04.865806] [INFO ] [CONFIGURE ] EGY: Best accuracy: 90.00% [2025-11-21T13:36:04.865855] [INFO ] [CONFIGURE ] EGY: Best feature set (2 features): ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:36:04.865906] [INFO ] [CONFIGURE ] EGY: Improvement over baseline: 20.00% [2025-11-21T13:36:04.865949] [INFO ] [CONFIGURE ] EGY: Total time: 1.1 minutes [2025-11-21T13:36:04.865990] [INFO ] [CONFIGURE ] EGY: Average time per feature: 2.3 seconds [2025-11-21T13:36:04.866032] [INFO ] [CONFIGURE ] EGY: Average speed: 0.43 features/sec [2025-11-21T13:36:04.866349] [INFO ] [LOCAL ] Saved configuration for EGY: 2 features, 90.00% accuracy -> ./output/feature-sets/EGY.json [2025-11-21T13:36:04.866410] [INFO ] [CONFIGURE ] EGY: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T13:36:04.866478] [INFO ] [sig ] [479/723] Successfully configured EGY | 0.01 sym/s | Total: 11.0h | ETA: 5.6h [2025-11-21T13:36:04.866536] [INFO ] [sig ] [480/723] Configuring EHAB... [2025-11-21T13:36:04.866591] [INFO ] [CONFIGURE ] EHAB: Configurate test run. [2025-11-21T13:36:04.866664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-11-21T13:36:04.943267] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EHAB'. [2025-11-21T13:36:04.943678] [INFO ] [CONFIGURE ] EHAB: Testing with 29 available features [2025-11-21T13:36:04.943758] [INFO ] [CONFIGURE ] EHAB: Establishing baseline with no features... [2025-11-21T13:36:05.152433] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:36:05.353400] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:05.538954] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:05.728231] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:05.917169] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:06.121355] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:36:06.311377] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:06.504362] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:06.696248] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:06.881214] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:36:06.881388] [INFO ] [CONFIGURE ] EHAB: Baseline score (no features): 50.00% [2025-11-21T13:36:06.881435] [INFO ] [CONFIGURE ] EHAB: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:36:06.881473] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:36:07.112603] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:07.340695] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:07.567091] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:07.791516] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:08.007047] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:08.225418] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:08.445495] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:08.668301] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:08.881723] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:09.098279] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:09.098453] [INFO ] [CONFIGURE ] EHAB: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T13:36:09.098500] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7219 tests [2025-11-21T13:36:09.098538] [INFO ] [CONFIGURE ] EHAB: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:36:09.098573] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:36:09.332137] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:09.567423] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:09.815017] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:10.067043] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:10.315260] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:10.565496] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:10.812426] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:11.059863] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:11.304722] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:11.557416] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:36:11.557615] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T13:36:11.557735] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7218 tests [2025-11-21T13:36:11.557805] [INFO ] [CONFIGURE ] EHAB: Testing feature 3/29: add_daily_returns [2025-11-21T13:36:11.557862] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:36:11.796041] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:12.027016] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:36:12.251900] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:12.481925] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:12.709684] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:12.929582] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:13.154029] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:13.381526] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:13.604665] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:13.828849] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:13.829196] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T13:36:13.829310] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7217 tests [2025-11-21T13:36:13.829395] [INFO ] [CONFIGURE ] EHAB: Testing feature 4/29: add_ema [2025-11-21T13:36:13.829471] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:36:14.102660] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:14.352624] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:14.602746] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:14.857677] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:15.115887] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:36:15.374045] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:36:15.629979] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:15.885252] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:16.143241] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:36:16.394572] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:16.394911] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:36:16.395017] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7216 tests [2025-11-21T13:36:16.395103] [INFO ] [CONFIGURE ] EHAB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:36:16.395178] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:36:16.642106] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:16.893826] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:36:17.147550] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:17.402017] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:17.677299] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:17.965372] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:36:18.242593] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:36:18.503204] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:18.759224] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:19.019454] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:19.019670] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T13:36:19.019729] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7215 tests [2025-11-21T13:36:19.019779] [INFO ] [CONFIGURE ] EHAB: Testing feature 6/29: add_failed_moves [2025-11-21T13:36:19.019816] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T13:36:19.235272] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:19.456396] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:19.670892] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:19.896679] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:20.113372] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:20.336518] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:20.560596] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:20.776687] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:20.996986] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:21.219720] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:21.219894] [INFO ] [CONFIGURE ] EHAB: KEPT add_failed_moves (score: 90.00%) [2025-11-21T13:36:21.219942] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7214 tests [2025-11-21T13:36:21.219981] [INFO ] [CONFIGURE ] EHAB: Testing feature 7/29: add_lag_shelf [2025-11-21T13:36:21.220017] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T13:36:21.436289] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:21.657480] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:21.875491] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:22.129456] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:22.378249] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:36:22.620209] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:22.860341] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:23.103914] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:23.349221] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:23.604973] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:23.605161] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:36:23.605209] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7213 tests [2025-11-21T13:36:23.605248] [INFO ] [CONFIGURE ] EHAB: Testing feature 8/29: add_macd [2025-11-21T13:36:23.605285] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T13:36:23.935058] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:36:24.274281] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:24.607142] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:24.934911] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:25.255896] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:25.546980] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:25.892709] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:36:26.247410] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:26.588332] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:36:26.942541] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:26.942802] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_macd (score: 80.00%) [2025-11-21T13:36:26.942868] [INFO ] [CONFIGURE ] JOB ETA: 5.7h | Avg: 2.8s/test | Remaining: 7212 tests [2025-11-21T13:36:26.942928] [INFO ] [CONFIGURE ] EHAB: Testing feature 9/29: add_mfi [2025-11-21T13:36:26.942991] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi'] [2025-11-21T13:36:27.190760] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:27.433222] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:27.676820] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:27.918969] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:28.172510] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:28.415600] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:28.663371] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:28.905789] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:29.195202] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:29.520351] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:29.520635] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_mfi (score: 80.00%) [2025-11-21T13:36:29.520717] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7211 tests [2025-11-21T13:36:29.520767] [INFO ] [CONFIGURE ] EHAB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:36:29.520811] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:36:29.911032] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:30.245275] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:30.566935] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:30.901914] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:31.224025] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:31.546678] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:31.880031] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:32.206612] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:32.529693] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:36:32.857254] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:32.857474] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T13:36:32.857561] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7210 tests [2025-11-21T13:36:32.857638] [INFO ] [CONFIGURE ] EHAB: Testing feature 11/29: add_obv_daily [2025-11-21T13:36:32.857722] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T13:36:33.088764] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:36:33.331610] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:33.566286] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:33.801058] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:34.053550] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:34.295015] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:34.543433] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:34.778969] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:35.055625] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:36:35.302461] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:35.302637] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T13:36:35.302777] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7209 tests [2025-11-21T13:36:35.302828] [INFO ] [CONFIGURE ] EHAB: Testing feature 12/29: add_obv_interval [2025-11-21T13:36:35.302872] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T13:36:35.543803] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:35.779548] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:36.009556] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:36.246258] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:36.474606] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:36.708822] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:36.941201] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:37.172386] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:37.399610] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:37.634153] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:37.634351] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T13:36:37.634413] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7208 tests [2025-11-21T13:36:37.634462] [INFO ] [CONFIGURE ] EHAB: Testing feature 13/29: add_opening_strength [2025-11-21T13:36:37.634516] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:36:37.868358] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:38.109894] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:36:38.348636] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:38.589305] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:38.838696] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:39.087352] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:39.339799] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:39.582258] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:39.818614] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:36:40.066163] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:40.066353] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T13:36:40.066412] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7207 tests [2025-11-21T13:36:40.066461] [INFO ] [CONFIGURE ] EHAB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:36:40.066506] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T13:36:40.309581] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:40.567386] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:40.811829] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:41.062370] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:41.309812] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:41.555118] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:41.800315] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:36:42.048831] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:42.292026] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:42.559512] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:42.559776] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T13:36:42.559838] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7206 tests [2025-11-21T13:36:42.559890] [INFO ] [CONFIGURE ] EHAB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:36:42.559937] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T13:36:42.780147] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:43.004708] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:43.216139] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:43.424177] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:43.632050] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:43.846168] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:44.062457] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:44.271528] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:44.489893] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:36:44.726552] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:44.726788] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T13:36:44.726852] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7205 tests [2025-11-21T13:36:44.726904] [INFO ] [CONFIGURE ] EHAB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:36:44.726951] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T13:36:44.974856] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:45.236190] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:45.470567] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:45.708233] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:45.952195] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:46.226301] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:36:46.496662] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:46.782293] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:36:47.029832] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:47.303511] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:47.303719] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T13:36:47.303781] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7204 tests [2025-11-21T13:36:47.303891] [INFO ] [CONFIGURE ] EHAB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:36:47.303943] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T13:36:47.557458] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:47.831753] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:48.091747] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:48.334560] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:48.576404] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:48.832808] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:49.099430] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:36:49.348036] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:49.597960] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:49.842294] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:49.842466] [INFO ] [CONFIGURE ] EHAB: KEPT add_pbf_return_2d (score: 100.00%) [2025-11-21T13:36:49.842523] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7203 tests [2025-11-21T13:36:49.842569] [INFO ] [CONFIGURE ] EHAB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:36:49.842612] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T13:36:50.082135] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:50.327684] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:50.564416] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:50.819728] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:51.078426] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:51.316638] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:51.553315] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:51.793302] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:52.043073] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:52.286860] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:52.287028] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T13:36:52.287084] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7202 tests [2025-11-21T13:36:52.287128] [INFO ] [CONFIGURE ] EHAB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:36:52.287170] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T13:36:52.529666] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:52.776869] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:53.024076] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:53.268557] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:53.512901] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:53.759156] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:36:54.012343] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:54.281830] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:54.556715] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:54.830407] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:54.830573] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T13:36:54.830629] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7201 tests [2025-11-21T13:36:54.830701] [INFO ] [CONFIGURE ] EHAB: Testing feature 20/29: add_price_rejection [2025-11-21T13:36:54.830745] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T13:36:55.104782] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:55.397256] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:55.680272] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:55.953305] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:56.203861] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:56.452153] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:56.707420] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:36:56.976793] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:36:57.231318] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:36:57.488785] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:36:57.488951] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_price_rejection (score: 100.00%) [2025-11-21T13:36:57.489008] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7200 tests [2025-11-21T13:36:57.489055] [INFO ] [CONFIGURE ] EHAB: Testing feature 21/29: add_range_position [2025-11-21T13:36:57.489099] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T13:36:57.773499] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:36:58.053371] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:36:58.333947] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:36:58.613235] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:36:58.909482] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:36:59.189363] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:36:59.473903] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:36:59.756496] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:37:00.044016] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:37:01.034731] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:01.034943] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_range_position (score: 80.00%) [2025-11-21T13:37:01.035008] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7199 tests [2025-11-21T13:37:01.035058] [INFO ] [CONFIGURE ] EHAB: Testing feature 22/29: add_realized_volatility [2025-11-21T13:37:01.035121] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T13:37:01.522883] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:01.886452] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:37:02.276745] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:37:02.641277] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:37:02.999433] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:03.365113] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:37:03.754934] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:04.133005] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:37:04.503043] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:37:04.880168] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:04.880391] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T13:37:04.880452] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7198 tests [2025-11-21T13:37:04.880503] [INFO ] [CONFIGURE ] EHAB: Testing feature 23/29: add_recent_range_context [2025-11-21T13:37:04.880550] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T13:37:05.131935] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:05.380384] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:37:05.636813] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:37:05.886294] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:37:06.136227] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:06.388522] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:37:06.638972] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:06.897775] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:37:07.149864] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:37:07.393799] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:07.393971] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T13:37:07.394028] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7197 tests [2025-11-21T13:37:07.394075] [INFO ] [CONFIGURE ] EHAB: Testing feature 24/29: add_rsi [2025-11-21T13:37:07.394119] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T13:37:07.690565] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:07.992567] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:37:08.288064] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:37:08.588579] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:37:08.888772] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:09.205781] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:37:09.523172] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:09.827362] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:37:10.129248] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:10.427396] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:10.427608] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_rsi (score: 80.00%) [2025-11-21T13:37:10.427691] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7196 tests [2025-11-21T13:37:10.427744] [INFO ] [CONFIGURE ] EHAB: Testing feature 25/29: add_tick_distribution [2025-11-21T13:37:10.427791] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T13:37:10.683983] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:10.945392] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:37:11.212915] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:37:11.462242] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:37:11.734897] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:12.003635] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:37:12.265033] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:12.537788] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:37:12.800787] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:37:13.060896] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:13.061087] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_tick_distribution (score: 100.00%) [2025-11-21T13:37:13.061145] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7195 tests [2025-11-21T13:37:13.061193] [INFO ] [CONFIGURE ] EHAB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:37:13.061248] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T13:37:13.328496] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:13.618771] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:37:13.897088] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:37:14.196429] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:37:14.480760] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:14.760782] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:37:15.043190] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:15.323106] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:37:15.601961] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:37:15.885247] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:15.885436] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T13:37:15.885495] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7194 tests [2025-11-21T13:37:15.885543] [INFO ] [CONFIGURE ] EHAB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:37:15.885665] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T13:37:16.164407] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:16.443713] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:37:16.732902] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:37:17.013795] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:37:17.312319] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:17.599528] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:37:17.892734] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:18.177982] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:37:18.466347] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:37:18.756477] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:18.756700] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T13:37:18.756781] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7193 tests [2025-11-21T13:37:18.756835] [INFO ] [CONFIGURE ] EHAB: Testing feature 28/29: add_volume_profile [2025-11-21T13:37:18.756881] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T13:37:19.036935] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:19.330836] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:37:19.611380] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:37:19.905066] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:37:20.195108] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:20.478685] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:37:20.764091] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:21.062927] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:37:21.355975] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:37:21.662095] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:21.662288] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T13:37:21.662347] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7192 tests [2025-11-21T13:37:21.662403] [INFO ] [CONFIGURE ] EHAB: Testing feature 29/29: add_vwap [2025-11-21T13:37:21.662448] [INFO ] [CONFIGURE ] EHAB: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T13:37:21.965264] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:22.268294] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:37:22.563217] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:37:22.859089] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:37:23.153758] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:23.445842] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:37:23.764353] [DEBUG] [FORECASTER] EHAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:24.060836] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:37:24.363918] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:37:24.662044] [DEBUG] [FORECASTER] EHAB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:37:24.662246] [INFO ] [CONFIGURE ] EHAB: DISCARDED add_vwap (score: 80.00%) [2025-11-21T13:37:24.662306] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7191 tests [2025-11-21T13:37:24.662354] [INFO ] [CONFIGURE ] EHAB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:37:24.662405] [INFO ] [CONFIGURE ] EHAB: Best accuracy: 100.00% [2025-11-21T13:37:24.662449] [INFO ] [CONFIGURE ] EHAB: Best feature set (3 features): ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T13:37:24.662494] [INFO ] [CONFIGURE ] EHAB: Improvement over baseline: 50.00% [2025-11-21T13:37:24.662532] [INFO ] [CONFIGURE ] EHAB: Total time: 1.3 minutes [2025-11-21T13:37:24.662571] [INFO ] [CONFIGURE ] EHAB: Average time per feature: 2.7 seconds [2025-11-21T13:37:24.662610] [INFO ] [CONFIGURE ] EHAB: Average speed: 0.37 features/sec [2025-11-21T13:37:24.663021] [INFO ] [LOCAL ] Saved configuration for EHAB: 3 features, 100.00% accuracy -> ./output/feature-sets/EHAB.json [2025-11-21T13:37:24.663079] [INFO ] [CONFIGURE ] EHAB: Configuration saved successfully: 3 features, 100.00% accuracy. [2025-11-21T13:37:24.663129] [INFO ] [sig ] [480/723] Successfully configured EHAB | 0.01 sym/s | Total: 11.1h | ETA: 5.6h [2025-11-21T13:37:24.663174] [INFO ] [sig ] [481/723] Configuring EIC... [2025-11-21T13:37:24.663211] [INFO ] [CONFIGURE ] EIC: Configurate test run. [2025-11-21T13:37:24.663252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-11-21T13:37:24.737018] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EIC'. [2025-11-21T13:37:24.737427] [INFO ] [CONFIGURE ] EIC: Testing with 29 available features [2025-11-21T13:37:24.737491] [INFO ] [CONFIGURE ] EIC: Establishing baseline with no features... [2025-11-21T13:37:24.929535] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:37:25.115617] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:37:25.304400] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:25.491350] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:25.677165] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:37:25.868296] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:37:26.056913] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:26.248791] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:37:26.429390] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:26.609940] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:26.610096] [INFO ] [CONFIGURE ] EIC: Baseline score (no features): 40.00% [2025-11-21T13:37:26.610142] [INFO ] [CONFIGURE ] EIC: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:37:26.610179] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:37:26.819444] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:27.029082] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:27.243478] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:27.462692] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:27.681567] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:27.908029] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:37:28.107237] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:28.313333] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:37:28.512784] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:28.713197] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:28.713363] [INFO ] [CONFIGURE ] EIC: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T13:37:28.713412] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7190 tests [2025-11-21T13:37:28.713451] [INFO ] [CONFIGURE ] EIC: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:37:28.713486] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:37:28.942948] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:29.189760] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:29.426570] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:29.661613] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:29.913304] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:30.150809] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:37:30.384325] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:30.617555] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:37:30.851556] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:31.094145] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:31.094332] [INFO ] [CONFIGURE ] EIC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T13:37:31.094388] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7189 tests [2025-11-21T13:37:31.094434] [INFO ] [CONFIGURE ] EIC: Testing feature 3/29: add_daily_returns [2025-11-21T13:37:31.094479] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:37:31.302567] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:31.521214] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:31.731167] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:31.943882] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:32.156602] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:32.369417] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:37:32.597075] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:32.831461] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:37:33.047794] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:33.267335] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:33.267754] [INFO ] [CONFIGURE ] EIC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T13:37:33.267962] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7188 tests [2025-11-21T13:37:33.268113] [INFO ] [CONFIGURE ] EIC: Testing feature 4/29: add_ema [2025-11-21T13:37:33.268212] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:37:33.521944] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:37:33.762739] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:34.005455] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:34.264257] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:34.534426] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:37:34.776527] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:37:35.022820] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:35.273344] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:37:35.517664] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:35.764313] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:35.764493] [INFO ] [CONFIGURE ] EIC: DISCARDED add_ema (score: 20.00%) [2025-11-21T13:37:35.764542] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7187 tests [2025-11-21T13:37:35.764581] [INFO ] [CONFIGURE ] EIC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:37:35.764616] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:37:36.013996] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:36.264242] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:36.515342] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:36.766962] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:37.031096] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:37.395519] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:37:37.749024] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:38.041186] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:37:38.312118] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:38.571250] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:38.571449] [INFO ] [CONFIGURE ] EIC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:37:38.571507] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7186 tests [2025-11-21T13:37:38.571556] [INFO ] [CONFIGURE ] EIC: Testing feature 6/29: add_failed_moves [2025-11-21T13:37:38.571599] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T13:37:38.787185] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:37:38.995461] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:39.221483] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:39.430437] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:39.646781] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:39.860859] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:37:40.072594] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:40.286240] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:37:40.495291] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:40.704174] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:40.704338] [INFO ] [CONFIGURE ] EIC: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T13:37:40.704387] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7185 tests [2025-11-21T13:37:40.704427] [INFO ] [CONFIGURE ] EIC: Testing feature 7/29: add_lag_shelf [2025-11-21T13:37:40.704475] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T13:37:40.900463] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:37:41.094319] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:41.289892] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:41.486209] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:41.685368] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:41.889933] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:37:42.090449] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:42.288492] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:37:42.486515] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:42.683748] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:42.683912] [INFO ] [CONFIGURE ] EIC: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T13:37:42.683961] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7184 tests [2025-11-21T13:37:42.683999] [INFO ] [CONFIGURE ] EIC: Testing feature 8/29: add_macd [2025-11-21T13:37:42.684035] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T13:37:42.965054] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:37:43.243705] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:43.534766] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:37:43.820485] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:44.105343] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:44.393790] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:37:44.682184] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:44.969243] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:37:45.257269] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:45.542799] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:45.542994] [INFO ] [CONFIGURE ] EIC: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:37:45.543076] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7183 tests [2025-11-21T13:37:45.543141] [INFO ] [CONFIGURE ] EIC: Testing feature 9/29: add_mfi [2025-11-21T13:37:45.543199] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T13:37:45.744896] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:37:45.943667] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:46.144980] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:46.346911] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:37:46.548886] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:37:46.753308] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:37:46.959333] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:47.169012] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:37:47.380329] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:47.588367] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:47.588555] [INFO ] [CONFIGURE ] EIC: DISCARDED add_mfi (score: 40.00%) [2025-11-21T13:37:47.588611] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7182 tests [2025-11-21T13:37:47.588679] [INFO ] [CONFIGURE ] EIC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:37:47.588726] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:37:47.880013] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:37:48.168264] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:48.458229] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:48.765259] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:49.083966] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:49.407141] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:37:49.721657] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:37:50.038850] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:37:50.341279] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:50.634874] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:50.635045] [INFO ] [CONFIGURE ] EIC: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T13:37:50.635100] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7181 tests [2025-11-21T13:37:50.635147] [INFO ] [CONFIGURE ] EIC: Testing feature 11/29: add_obv_daily [2025-11-21T13:37:50.635190] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T13:37:50.853234] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:51.063353] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:51.273454] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:51.487965] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:51.704569] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:37:51.924210] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:37:52.145889] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:52.359762] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:37:52.575905] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:52.804569] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:52.804762] [INFO ] [CONFIGURE ] EIC: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T13:37:52.804951] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7180 tests [2025-11-21T13:37:52.805038] [INFO ] [CONFIGURE ] EIC: Testing feature 12/29: add_obv_interval [2025-11-21T13:37:52.805116] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T13:37:53.018382] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:53.232046] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:53.447467] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:53.667873] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:53.882715] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:37:54.102660] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:37:54.317248] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:54.532341] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:37:54.748691] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:54.965921] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:54.966101] [INFO ] [CONFIGURE ] EIC: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:37:54.966149] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7179 tests [2025-11-21T13:37:54.966187] [INFO ] [CONFIGURE ] EIC: Testing feature 13/29: add_opening_strength [2025-11-21T13:37:54.966223] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:37:55.191380] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:55.421096] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:55.650268] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:55.881749] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:56.114258] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:37:56.345274] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:37:56.576363] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:56.805936] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:37:57.038293] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:57.273970] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:57.274138] [INFO ] [CONFIGURE ] EIC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:37:57.274192] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7178 tests [2025-11-21T13:37:57.274239] [INFO ] [CONFIGURE ] EIC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:37:57.274282] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T13:37:57.505636] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:37:57.738995] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:37:57.964981] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:37:58.195276] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:37:58.420530] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:37:58.655284] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:37:58.884341] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:37:59.123004] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:37:59.356398] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:37:59.586595] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:37:59.586825] [INFO ] [CONFIGURE ] EIC: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T13:37:59.586884] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7177 tests [2025-11-21T13:37:59.586932] [INFO ] [CONFIGURE ] EIC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:37:59.586974] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T13:37:59.790489] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:37:59.991312] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:00.198814] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:00.784620] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:38:01.259849] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:38:01.581153] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:01.783933] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:38:02.024135] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:38:02.231016] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:02.433111] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:02.433306] [INFO ] [CONFIGURE ] EIC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:38:02.433354] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7176 tests [2025-11-21T13:38:02.433392] [INFO ] [CONFIGURE ] EIC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:38:02.433429] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T13:38:02.654337] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:02.872910] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:03.094964] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:03.315665] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:03.537192] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:38:03.756815] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:03.980000] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:04.226017] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:38:04.447370] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:04.674744] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:04.674928] [INFO ] [CONFIGURE ] EIC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:38:04.675002] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7175 tests [2025-11-21T13:38:04.675044] [INFO ] [CONFIGURE ] EIC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:38:04.675080] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T13:38:04.898855] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:05.122330] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:05.349150] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:05.572859] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:38:05.802435] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:06.027507] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:06.254634] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:06.483752] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:06.707629] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:06.935529] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:06.935723] [INFO ] [CONFIGURE ] EIC: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T13:38:06.935781] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7174 tests [2025-11-21T13:38:06.935828] [INFO ] [CONFIGURE ] EIC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:38:06.935872] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T13:38:07.132982] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:07.340167] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:07.548792] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:07.757986] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:07.977482] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:08.193132] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:08.405013] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:08.609661] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:38:08.803784] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:09.036942] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:09.037121] [INFO ] [CONFIGURE ] EIC: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T13:38:09.037169] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7173 tests [2025-11-21T13:38:09.037209] [INFO ] [CONFIGURE ] EIC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:38:09.037248] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T13:38:09.240436] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:38:09.444919] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:38:09.659680] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:09.870045] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:10.090622] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:10.305834] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:10.516766] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:10.729421] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:10.931713] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:11.155709] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:11.155896] [INFO ] [CONFIGURE ] EIC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:38:11.155946] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7172 tests [2025-11-21T13:38:11.155984] [INFO ] [CONFIGURE ] EIC: Testing feature 20/29: add_price_rejection [2025-11-21T13:38:11.156020] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T13:38:11.390482] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:38:11.607819] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:11.828033] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:12.042141] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:12.253598] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:38:12.470794] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:12.714465] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:38:12.972814] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:13.212767] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:13.461214] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:13.461413] [INFO ] [CONFIGURE ] EIC: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T13:38:13.461609] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7171 tests [2025-11-21T13:38:13.461738] [INFO ] [CONFIGURE ] EIC: Testing feature 21/29: add_range_position [2025-11-21T13:38:13.461805] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T13:38:13.722206] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:38:13.987096] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:14.250949] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:14.514964] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:14.785064] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:15.067851] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:15.356616] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:38:15.621506] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:15.887046] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:16.152617] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:16.152826] [INFO ] [CONFIGURE ] EIC: DISCARDED add_range_position (score: 30.00%) [2025-11-21T13:38:16.152887] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7170 tests [2025-11-21T13:38:16.152937] [INFO ] [CONFIGURE ] EIC: Testing feature 22/29: add_realized_volatility [2025-11-21T13:38:16.152986] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T13:38:16.502757] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:16.843215] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:17.196129] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:17.550953] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:17.903918] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:18.245981] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:38:18.614207] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:18.966981] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:19.318681] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:19.669274] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:19.669481] [INFO ] [CONFIGURE ] EIC: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T13:38:19.669541] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7169 tests [2025-11-21T13:38:19.669590] [INFO ] [CONFIGURE ] EIC: Testing feature 23/29: add_recent_range_context [2025-11-21T13:38:19.669634] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T13:38:19.887723] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:20.124454] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:20.355630] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:20.583808] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:20.819066] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:38:21.048267] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:21.276792] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:21.505766] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:38:21.734337] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:21.967548] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:21.967748] [INFO ] [CONFIGURE ] EIC: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:38:21.967827] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7168 tests [2025-11-21T13:38:21.967874] [INFO ] [CONFIGURE ] EIC: Testing feature 24/29: add_rsi [2025-11-21T13:38:21.967918] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T13:38:22.256559] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:22.547499] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:22.834695] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:23.113387] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:23.395353] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:23.688064] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:23.977993] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:38:24.389958] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:24.746030] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:25.015800] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:25.015987] [INFO ] [CONFIGURE ] EIC: DISCARDED add_rsi (score: 20.00%) [2025-11-21T13:38:25.016074] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7167 tests [2025-11-21T13:38:25.016129] [INFO ] [CONFIGURE ] EIC: Testing feature 25/29: add_tick_distribution [2025-11-21T13:38:25.016171] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T13:38:25.226750] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:25.457615] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:25.675995] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:25.903110] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:26.154803] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:26.387772] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:26.620813] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:26.853139] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:38:27.070591] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:27.294251] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:27.294429] [INFO ] [CONFIGURE ] EIC: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T13:38:27.294477] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7166 tests [2025-11-21T13:38:27.294516] [INFO ] [CONFIGURE ] EIC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:38:27.294552] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T13:38:27.508714] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:38:27.726756] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:27.949938] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:28.168434] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:38:28.384263] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:28.606581] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:28.827198] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:38:29.075556] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:29.319797] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:29.550567] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:29.550786] [INFO ] [CONFIGURE ] EIC: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T13:38:29.550984] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7165 tests [2025-11-21T13:38:29.551074] [INFO ] [CONFIGURE ] EIC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:38:29.551148] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T13:38:29.798985] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:30.041122] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:30.278857] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:30.522086] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:30.768383] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:31.023559] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:31.283548] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:31.553626] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:31.794830] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:32.041485] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:32.041707] [INFO ] [CONFIGURE ] EIC: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T13:38:32.041765] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7164 tests [2025-11-21T13:38:32.041809] [INFO ] [CONFIGURE ] EIC: Testing feature 28/29: add_volume_profile [2025-11-21T13:38:32.041852] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T13:38:32.274875] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:38:32.523637] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:38:32.791304] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:33.096296] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:38:33.342913] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:38:33.591680] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:33.842304] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:34.086212] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:38:34.334859] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:34.579222] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:34.579569] [INFO ] [CONFIGURE ] EIC: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T13:38:34.579687] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7163 tests [2025-11-21T13:38:34.579775] [INFO ] [CONFIGURE ] EIC: Testing feature 29/29: add_vwap [2025-11-21T13:38:34.579874] [INFO ] [CONFIGURE ] EIC: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T13:38:34.817173] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:38:35.063661] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:38:35.311289] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:38:35.551527] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:38:35.796429] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:38:36.042958] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:36.296027] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:38:36.552190] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:38:36.804440] [DEBUG] [FORECASTER] EIC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:37.031798] [DEBUG] [FORECASTER] EIC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:38:37.032022] [INFO ] [CONFIGURE ] EIC: DISCARDED add_vwap (score: 60.00%) [2025-11-21T13:38:37.032079] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7162 tests [2025-11-21T13:38:37.032125] [INFO ] [CONFIGURE ] EIC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:38:37.032166] [INFO ] [CONFIGURE ] EIC: Best accuracy: 60.00% [2025-11-21T13:38:37.032207] [INFO ] [CONFIGURE ] EIC: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T13:38:37.032253] [INFO ] [CONFIGURE ] EIC: Improvement over baseline: 20.00% [2025-11-21T13:38:37.032297] [INFO ] [CONFIGURE ] EIC: Total time: 1.2 minutes [2025-11-21T13:38:37.032342] [INFO ] [CONFIGURE ] EIC: Average time per feature: 2.4 seconds [2025-11-21T13:38:37.032387] [INFO ] [CONFIGURE ] EIC: Average speed: 0.41 features/sec [2025-11-21T13:38:37.032865] [INFO ] [LOCAL ] Saved configuration for EIC: 1 features, 60.00% accuracy -> ./output/feature-sets/EIC.json [2025-11-21T13:38:37.032927] [INFO ] [CONFIGURE ] EIC: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T13:38:37.032975] [INFO ] [sig ] [481/723] Successfully configured EIC | 0.01 sym/s | Total: 11.1h | ETA: 5.6h [2025-11-21T13:38:37.033019] [INFO ] [sig ] [482/723] Configuring EIG... [2025-11-21T13:38:37.033058] [INFO ] [CONFIGURE ] EIG: Configurate test run. [2025-11-21T13:38:37.033097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-11-21T13:38:37.250091] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EIG'. [2025-11-21T13:38:37.250524] [INFO ] [CONFIGURE ] EIG: Testing with 29 available features [2025-11-21T13:38:37.250590] [INFO ] [CONFIGURE ] EIG: Establishing baseline with no features... [2025-11-21T13:38:37.444733] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:38:37.633202] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:38:37.830017] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:38.025515] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:38:38.221367] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:38:38.405754] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:38:38.589814] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:38:38.774260] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:38:38.963917] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:39.151711] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:39.151840] [INFO ] [CONFIGURE ] EIG: Baseline score (no features): 60.00% [2025-11-21T13:38:39.151885] [INFO ] [CONFIGURE ] EIG: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:38:39.151920] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:38:39.370264] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:38:39.588269] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:38:39.804948] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:40.028507] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:38:40.253230] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:38:40.472058] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:38:40.695061] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:38:40.920794] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:38:41.141325] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:41.376520] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:41.376747] [INFO ] [CONFIGURE ] EIG: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T13:38:41.376827] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7161 tests [2025-11-21T13:38:41.376880] [INFO ] [CONFIGURE ] EIG: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:38:41.376927] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:38:41.601365] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:38:41.817441] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:38:42.025305] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:42.229456] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:38:42.435571] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:38:42.639930] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:42.843535] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:38:43.054825] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:38:43.273359] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:43.490528] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:43.490731] [INFO ] [CONFIGURE ] EIG: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T13:38:43.490821] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7160 tests [2025-11-21T13:38:43.490875] [INFO ] [CONFIGURE ] EIG: Testing feature 3/29: add_daily_returns [2025-11-21T13:38:43.490930] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:38:43.719318] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:38:43.949939] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:38:44.174748] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:44.398482] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:38:44.620887] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:38:44.843949] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:45.083188] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:38:45.308033] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:38:45.530049] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:45.758938] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:45.759113] [INFO ] [CONFIGURE ] EIG: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T13:38:45.759162] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7159 tests [2025-11-21T13:38:45.759201] [INFO ] [CONFIGURE ] EIG: Testing feature 4/29: add_ema [2025-11-21T13:38:45.759238] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T13:38:46.022422] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:38:46.282491] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:38:46.537021] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:46.791016] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:38:47.045916] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:38:47.302718] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:47.567676] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:38:47.836235] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:38:48.118466] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:48.388009] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:48.388221] [INFO ] [CONFIGURE ] EIG: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:38:48.388280] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7158 tests [2025-11-21T13:38:48.388329] [INFO ] [CONFIGURE ] EIG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:38:48.388374] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:38:48.636931] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:38:48.906202] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:38:49.168931] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:38:49.428564] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:38:49.687061] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:38:49.930665] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:50.181376] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:38:50.431467] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:38:50.682993] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:50.941348] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:50.941546] [INFO ] [CONFIGURE ] EIG: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:38:50.941606] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7157 tests [2025-11-21T13:38:50.941674] [INFO ] [CONFIGURE ] EIG: Testing feature 6/29: add_failed_moves [2025-11-21T13:38:50.941724] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T13:38:51.154492] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:38:51.361392] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:38:51.566317] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:51.791304] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:38:52.017250] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:38:52.245769] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:52.477932] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:38:52.716385] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:38:52.941247] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:53.168504] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:53.168762] [INFO ] [CONFIGURE ] EIG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:38:53.168822] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7156 tests [2025-11-21T13:38:53.168864] [INFO ] [CONFIGURE ] EIG: Testing feature 7/29: add_lag_shelf [2025-11-21T13:38:53.168906] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T13:38:53.386316] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:38:53.625617] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:38:53.854280] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:54.079390] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:38:54.306264] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:38:54.522085] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:54.744215] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:38:54.974237] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:38:55.205884] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:55.431063] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:55.431227] [INFO ] [CONFIGURE ] EIG: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:38:55.431274] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7155 tests [2025-11-21T13:38:55.431311] [INFO ] [CONFIGURE ] EIG: Testing feature 8/29: add_macd [2025-11-21T13:38:55.431346] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:38:55.747668] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:38:56.069056] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:38:56.375588] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:56.694295] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:38:57.021550] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:38:57.353379] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:38:57.681689] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:38:58.023861] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:38:58.357708] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:38:58.694070] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:38:58.694267] [INFO ] [CONFIGURE ] EIG: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:38:58.694326] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7154 tests [2025-11-21T13:38:58.694366] [INFO ] [CONFIGURE ] EIG: Testing feature 9/29: add_mfi [2025-11-21T13:38:58.694412] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T13:38:58.941980] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:38:59.192509] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:38:59.445237] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:38:59.698871] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:38:59.961112] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:39:00.215582] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:39:00.483928] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:01.440460] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:01.693833] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:01.958005] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:01.958238] [INFO ] [CONFIGURE ] EIG: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:39:01.958295] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7153 tests [2025-11-21T13:39:01.958344] [INFO ] [CONFIGURE ] EIG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:39:01.958383] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:39:02.299615] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:02.615086] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:39:02.935722] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:03.256918] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:03.575137] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:03.893533] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:04.216497] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:04.525038] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:04.870464] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:05.184824] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:05.184985] [INFO ] [CONFIGURE ] EIG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:39:05.185039] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7152 tests [2025-11-21T13:39:05.185097] [INFO ] [CONFIGURE ] EIG: Testing feature 11/29: add_obv_daily [2025-11-21T13:39:05.185144] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T13:39:05.416342] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:39:05.654268] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:05.893487] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:39:06.131371] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:06.368345] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:06.600227] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:39:06.830130] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:07.072635] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:07.309637] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:07.567245] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:07.567437] [INFO ] [CONFIGURE ] EIG: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:39:07.567497] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7151 tests [2025-11-21T13:39:07.567544] [INFO ] [CONFIGURE ] EIG: Testing feature 12/29: add_obv_interval [2025-11-21T13:39:07.567588] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T13:39:07.814743] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:08.038681] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:08.269582] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:08.503178] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:08.733296] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:08.967081] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:09.192120] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:09.416225] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:09.648609] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:39:09.878302] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:09.878487] [INFO ] [CONFIGURE ] EIG: KEPT add_obv_interval (score: 80.00%) [2025-11-21T13:39:09.878544] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7150 tests [2025-11-21T13:39:09.878591] [INFO ] [CONFIGURE ] EIG: Testing feature 13/29: add_opening_strength [2025-11-21T13:39:09.878633] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:39:10.171184] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:39:10.443628] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:10.733149] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:39:11.016232] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:11.296582] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:39:11.582222] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:11.867528] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:12.157889] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:12.444013] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:12.745839] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:39:12.746044] [INFO ] [CONFIGURE ] EIG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:39:12.746107] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7149 tests [2025-11-21T13:39:12.746160] [INFO ] [CONFIGURE ] EIG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:39:12.746204] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T13:39:13.022570] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:13.292531] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:13.573525] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:13.845116] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:14.130552] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:14.403108] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:14.677237] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:14.948367] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:15.223783] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:15.498108] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:15.498287] [INFO ] [CONFIGURE ] EIG: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:39:15.498344] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7148 tests [2025-11-21T13:39:15.498391] [INFO ] [CONFIGURE ] EIG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:39:15.498434] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T13:39:15.735848] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:39:15.984680] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T13:39:16.225833] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:16.466055] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:16.736069] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:17.024192] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:17.379389] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:39:17.664246] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:17.931286] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:18.175104] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:18.175277] [INFO ] [CONFIGURE ] EIG: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T13:39:18.175331] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7147 tests [2025-11-21T13:39:18.175380] [INFO ] [CONFIGURE ] EIG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:39:18.175424] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T13:39:18.416416] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:18.667754] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:18.920056] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:39:19.151792] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:19.399192] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:39:19.648932] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:19.906328] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:39:20.168273] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:20.421766] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:20.684672] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:20.684856] [INFO ] [CONFIGURE ] EIG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:39:20.684917] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7146 tests [2025-11-21T13:39:20.684963] [INFO ] [CONFIGURE ] EIG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:39:20.685006] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T13:39:20.937017] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:21.200007] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:21.458417] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:21.722143] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:21.970207] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:39:22.221760] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:22.475483] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:22.725878] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:22.985494] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:23.236357] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:23.236523] [INFO ] [CONFIGURE ] EIG: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T13:39:23.236580] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7145 tests [2025-11-21T13:39:23.236625] [INFO ] [CONFIGURE ] EIG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:39:23.236686] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T13:39:23.473081] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:23.712294] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:23.949520] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:39:24.197874] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:24.431219] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:24.663320] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:24.901024] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:25.138276] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:25.372981] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:39:25.613687] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:25.613885] [INFO ] [CONFIGURE ] EIG: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T13:39:25.613945] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7144 tests [2025-11-21T13:39:25.613992] [INFO ] [CONFIGURE ] EIG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:39:25.614037] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T13:39:25.840468] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:26.074587] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:26.311502] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:26.555281] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:26.781214] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:27.006369] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:27.237413] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:39:27.472816] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:27.707975] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:27.937596] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:27.937791] [INFO ] [CONFIGURE ] EIG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T13:39:27.937852] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7143 tests [2025-11-21T13:39:27.937900] [INFO ] [CONFIGURE ] EIG: Testing feature 20/29: add_price_rejection [2025-11-21T13:39:27.937944] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T13:39:28.223471] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:28.487353] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:28.750473] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:39:29.002201] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:29.256723] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:29.534242] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:29.809528] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:30.097882] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:30.379875] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:30.656945] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:30.657118] [INFO ] [CONFIGURE ] EIG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:39:30.657174] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7142 tests [2025-11-21T13:39:30.657221] [INFO ] [CONFIGURE ] EIG: Testing feature 21/29: add_range_position [2025-11-21T13:39:30.657263] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_range_position'] [2025-11-21T13:39:30.922826] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:39:31.194434] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:31.467135] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:31.744164] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:32.016185] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:32.287116] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:32.563079] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:32.842690] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:39:33.118420] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:33.394079] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:33.394279] [INFO ] [CONFIGURE ] EIG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T13:39:33.394342] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7141 tests [2025-11-21T13:39:33.394393] [INFO ] [CONFIGURE ] EIG: Testing feature 22/29: add_realized_volatility [2025-11-21T13:39:33.394439] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T13:39:33.768468] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:34.133403] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:34.481876] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:34.828777] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:39:35.184257] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:35.539171] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:35.896945] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:36.251506] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:36.601182] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:36.960041] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:36.960239] [INFO ] [CONFIGURE ] EIG: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T13:39:36.960295] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7140 tests [2025-11-21T13:39:36.960341] [INFO ] [CONFIGURE ] EIG: Testing feature 23/29: add_recent_range_context [2025-11-21T13:39:36.960385] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T13:39:37.198904] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:39:37.443391] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:37.687328] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:37.933408] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:38.179684] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:38.431186] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:39:38.677635] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:39:38.924452] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:39.179356] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:39.433232] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:39.433439] [INFO ] [CONFIGURE ] EIG: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T13:39:39.433498] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7139 tests [2025-11-21T13:39:39.433545] [INFO ] [CONFIGURE ] EIG: Testing feature 24/29: add_rsi [2025-11-21T13:39:39.433589] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T13:39:39.725511] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:40.029398] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:40.331724] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:40.635517] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:40.937452] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:41.231339] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:41.520501] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:41.812931] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:42.103585] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:42.408225] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:42.408488] [INFO ] [CONFIGURE ] EIG: DISCARDED add_rsi (score: 70.00%) [2025-11-21T13:39:42.408550] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7138 tests [2025-11-21T13:39:42.408600] [INFO ] [CONFIGURE ] EIG: Testing feature 25/29: add_tick_distribution [2025-11-21T13:39:42.408663] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T13:39:42.671211] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:42.912876] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:43.157477] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:43.401013] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:43.648043] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:43.899822] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:44.146966] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:44.396176] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:44.642873] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:44.893428] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:44.893606] [INFO ] [CONFIGURE ] EIG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:39:44.893688] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7137 tests [2025-11-21T13:39:44.893741] [INFO ] [CONFIGURE ] EIG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:39:44.893787] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T13:39:45.154024] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:45.409061] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:45.660666] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:45.909616] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:46.167466] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:46.420411] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:46.678746] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:39:46.940037] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:47.197861] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:47.453347] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:47.453551] [INFO ] [CONFIGURE ] EIG: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:39:47.453610] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7136 tests [2025-11-21T13:39:47.453677] [INFO ] [CONFIGURE ] EIG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:39:47.453725] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T13:39:47.732635] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:48.014092] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:48.287869] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:48.564407] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:48.841827] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:49.118132] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:49.392305] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:49.668533] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:49.947788] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:50.229691] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:50.229877] [INFO ] [CONFIGURE ] EIG: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:39:50.229937] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7135 tests [2025-11-21T13:39:50.229985] [INFO ] [CONFIGURE ] EIG: Testing feature 28/29: add_volume_profile [2025-11-21T13:39:50.230027] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T13:39:50.486858] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:50.741469] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:50.998024] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:39:51.253339] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:51.520263] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:51.773526] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:52.033529] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:39:52.288191] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:52.552004] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:52.812542] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:52.812732] [INFO ] [CONFIGURE ] EIG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:39:52.812791] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7134 tests [2025-11-21T13:39:52.812837] [INFO ] [CONFIGURE ] EIG: Testing feature 29/29: add_vwap [2025-11-21T13:39:52.812879] [INFO ] [CONFIGURE ] EIG: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_vwap'] [2025-11-21T13:39:53.077560] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:39:53.337182] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T13:39:53.594710] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:53.858247] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:39:54.129481] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:39:54.389989] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:39:54.662816] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:39:54.938392] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:39:55.211528] [DEBUG] [FORECASTER] EIG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:39:55.487504] [DEBUG] [FORECASTER] EIG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:55.487703] [INFO ] [CONFIGURE ] EIG: DISCARDED add_vwap (score: 60.00%) [2025-11-21T13:39:55.487763] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7133 tests [2025-11-21T13:39:55.487854] [INFO ] [CONFIGURE ] EIG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:39:55.487900] [INFO ] [CONFIGURE ] EIG: Best accuracy: 80.00% [2025-11-21T13:39:55.487943] [INFO ] [CONFIGURE ] EIG: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T13:39:55.487984] [INFO ] [CONFIGURE ] EIG: Improvement over baseline: 20.00% [2025-11-21T13:39:55.488022] [INFO ] [CONFIGURE ] EIG: Total time: 1.3 minutes [2025-11-21T13:39:55.488061] [INFO ] [CONFIGURE ] EIG: Average time per feature: 2.6 seconds [2025-11-21T13:39:55.488103] [INFO ] [CONFIGURE ] EIG: Average speed: 0.38 features/sec [2025-11-21T13:39:55.488568] [INFO ] [LOCAL ] Saved configuration for EIG: 2 features, 80.00% accuracy -> ./output/feature-sets/EIG.json [2025-11-21T13:39:55.488626] [INFO ] [CONFIGURE ] EIG: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T13:39:55.488823] [INFO ] [sig ] [482/723] Successfully configured EIG | 0.01 sym/s | Total: 11.1h | ETA: 5.6h [2025-11-21T13:39:55.488873] [INFO ] [sig ] [483/723] Configuring EL... [2025-11-21T13:39:55.488914] [INFO ] [CONFIGURE ] EL: Configurate test run. [2025-11-21T13:39:55.488954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-11-21T13:39:55.594871] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EL'. [2025-11-21T13:39:55.595241] [INFO ] [CONFIGURE ] EL: Testing with 29 available features [2025-11-21T13:39:55.595302] [INFO ] [CONFIGURE ] EL: Establishing baseline with no features... [2025-11-21T13:39:55.784517] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:39:55.974864] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:39:56.171859] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:56.366208] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:39:56.564557] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:39:56.762353] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:39:56.968823] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:39:57.176100] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:39:57.378448] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:39:57.580881] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:57.581062] [INFO ] [CONFIGURE ] EL: Baseline score (no features): 50.00% [2025-11-21T13:39:57.581111] [INFO ] [CONFIGURE ] EL: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:39:57.581148] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:39:57.806236] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:39:58.028291] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:39:58.236505] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:39:58.461292] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:39:58.685665] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:39:58.909049] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:39:59.134285] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:39:59.355080] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:39:59.573218] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:39:59.796638] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:39:59.796834] [INFO ] [CONFIGURE ] EL: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T13:39:59.796885] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7132 tests [2025-11-21T13:39:59.796923] [INFO ] [CONFIGURE ] EL: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:39:59.796957] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:40:00.037844] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:00.303620] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:01.079414] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:01.433039] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:02.055025] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:02.334255] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:02.612494] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:40:02.867016] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:03.125392] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:03.396217] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:03.396392] [INFO ] [CONFIGURE ] EL: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T13:40:03.396449] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7131 tests [2025-11-21T13:40:03.396488] [INFO ] [CONFIGURE ] EL: Testing feature 3/29: add_daily_returns [2025-11-21T13:40:03.396563] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:40:03.675883] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:03.960456] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:40:04.337613] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:40:04.733736] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:05.042507] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:05.332301] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:05.600095] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:40:05.913360] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:40:06.263704] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:06.569591] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:06.569791] [INFO ] [CONFIGURE ] EL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T13:40:06.569848] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7130 tests [2025-11-21T13:40:06.569897] [INFO ] [CONFIGURE ] EL: Testing feature 4/29: add_ema [2025-11-21T13:40:06.569941] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T13:40:06.886792] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:07.208901] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:07.532737] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:07.837309] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:08.136866] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:08.447159] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:08.739793] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:09.035700] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:09.330291] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:09.625983] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:09.626166] [INFO ] [CONFIGURE ] EL: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:40:09.626223] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7129 tests [2025-11-21T13:40:09.626271] [INFO ] [CONFIGURE ] EL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:40:09.626315] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:40:09.909859] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:10.213549] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:10.512971] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:10.812316] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:11.117904] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:11.413969] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:11.726025] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:12.040157] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:12.360532] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:12.694805] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:12.694988] [INFO ] [CONFIGURE ] EL: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:40:12.695048] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7128 tests [2025-11-21T13:40:12.695096] [INFO ] [CONFIGURE ] EL: Testing feature 6/29: add_failed_moves [2025-11-21T13:40:12.695142] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T13:40:12.964463] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:13.232364] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:13.494124] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:13.757956] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:14.025833] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:14.294832] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:14.565008] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:40:14.831216] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:15.097493] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:15.368801] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:15.368990] [INFO ] [CONFIGURE ] EL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:40:15.369051] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7127 tests [2025-11-21T13:40:15.369122] [INFO ] [CONFIGURE ] EL: Testing feature 7/29: add_lag_shelf [2025-11-21T13:40:15.369169] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T13:40:15.651284] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:15.921513] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:40:16.168528] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:40:16.419272] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:40:16.669259] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:16.921552] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:17.186159] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:17.464162] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:40:17.730931] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:17.997758] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:17.997950] [INFO ] [CONFIGURE ] EL: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-21T13:40:17.998008] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7126 tests [2025-11-21T13:40:17.998056] [INFO ] [CONFIGURE ] EL: Testing feature 8/29: add_macd [2025-11-21T13:40:17.998101] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:40:18.359029] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:40:18.709291] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:19.071850] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:19.446543] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:19.827002] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:20.199881] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:40:20.583779] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:20.966608] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:21.341879] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:21.713255] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:21.713464] [INFO ] [CONFIGURE ] EL: KEPT add_macd (score: 80.00%) [2025-11-21T13:40:21.713533] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7125 tests [2025-11-21T13:40:21.713599] [INFO ] [CONFIGURE ] EL: Testing feature 9/29: add_mfi [2025-11-21T13:40:21.713660] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T13:40:22.108744] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:40:22.506015] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:22.887989] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:23.279021] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:23.689214] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:24.131880] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:40:24.527945] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:24.924483] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:25.299820] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:25.679411] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:25.679684] [INFO ] [CONFIGURE ] EL: DISCARDED add_mfi (score: 80.00%) [2025-11-21T13:40:25.679754] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7124 tests [2025-11-21T13:40:25.679808] [INFO ] [CONFIGURE ] EL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:40:25.679854] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:40:26.158391] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:26.656461] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:27.140937] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:27.629943] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:28.105666] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:28.622029] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:29.108843] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:29.622599] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:30.098835] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:30.584273] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:30.584484] [INFO ] [CONFIGURE ] EL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:40:30.584541] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7123 tests [2025-11-21T13:40:30.584591] [INFO ] [CONFIGURE ] EL: Testing feature 11/29: add_obv_daily [2025-11-21T13:40:30.584635] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T13:40:31.000320] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:31.416931] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:31.838596] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:32.286492] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:40:32.686227] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:33.082021] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:40:33.496474] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:33.909682] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:40:34.312163] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:34.673190] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:34.673418] [INFO ] [CONFIGURE ] EL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T13:40:34.673478] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7122 tests [2025-11-21T13:40:34.673527] [INFO ] [CONFIGURE ] EL: Testing feature 12/29: add_obv_interval [2025-11-21T13:40:34.673570] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T13:40:34.998361] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:35.329175] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:35.681760] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:36.041107] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:36.416354] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:36.782804] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:40:37.143216] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:37.532919] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:37.905748] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:38.270794] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:38.270988] [INFO ] [CONFIGURE ] EL: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T13:40:38.271048] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7121 tests [2025-11-21T13:40:38.271097] [INFO ] [CONFIGURE ] EL: Testing feature 13/29: add_opening_strength [2025-11-21T13:40:38.271141] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:40:38.671219] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:39.050266] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:39.435755] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:39.816141] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:40.209941] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:40.592747] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:40.982400] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:41.361397] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:40:41.747078] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:42.128026] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:42.128201] [INFO ] [CONFIGURE ] EL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:40:42.128257] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7120 tests [2025-11-21T13:40:42.128305] [INFO ] [CONFIGURE ] EL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:40:42.128348] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T13:40:42.521190] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:40:42.892095] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:43.277110] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:43.651823] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:44.039671] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:44.435097] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:44.833171] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:45.225966] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:45.617571] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:46.015678] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:46.015883] [INFO ] [CONFIGURE ] EL: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:40:46.015945] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7119 tests [2025-11-21T13:40:46.015994] [INFO ] [CONFIGURE ] EL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:40:46.016039] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T13:40:46.378571] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:46.734896] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:47.097310] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:47.464076] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:47.838486] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:48.203061] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:40:48.563531] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:48.929930] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:40:49.297207] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:49.679883] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:49.680065] [INFO ] [CONFIGURE ] EL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:40:49.680125] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7118 tests [2025-11-21T13:40:49.680173] [INFO ] [CONFIGURE ] EL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:40:49.680210] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T13:40:50.053482] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:40:50.445267] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:50.822766] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:51.223600] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:40:51.599193] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:51.977769] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:52.353394] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:52.731195] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:40:53.119366] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:53.485950] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:53.486153] [INFO ] [CONFIGURE ] EL: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:40:53.486213] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7117 tests [2025-11-21T13:40:53.486262] [INFO ] [CONFIGURE ] EL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:40:53.486307] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T13:40:53.859939] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:54.232099] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:40:54.608434] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:54.970200] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:40:55.344083] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:55.716025] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:40:56.114236] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:40:56.512481] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:40:56.901859] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:40:57.271618] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:40:57.271814] [INFO ] [CONFIGURE ] EL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T13:40:57.271872] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7116 tests [2025-11-21T13:40:57.271918] [INFO ] [CONFIGURE ] EL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:40:57.271961] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T13:40:57.613990] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:40:57.972321] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:40:58.322808] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:40:58.687814] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:40:59.037992] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:40:59.384441] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:40:59.725487] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:00.076850] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:41:00.431340] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:00.784181] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:00.784390] [INFO ] [CONFIGURE ] EL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:41:00.784450] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7115 tests [2025-11-21T13:41:00.784498] [INFO ] [CONFIGURE ] EL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:41:00.784546] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T13:41:01.842707] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:02.273521] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:02.625554] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:02.972020] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:41:03.313888] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:03.662354] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:41:04.046825] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:04.401815] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:04.761699] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:05.125936] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:05.126124] [INFO ] [CONFIGURE ] EL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T13:41:05.126184] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7114 tests [2025-11-21T13:41:05.126234] [INFO ] [CONFIGURE ] EL: Testing feature 20/29: add_price_rejection [2025-11-21T13:41:05.126279] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T13:41:05.501219] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:41:05.881897] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:41:06.247116] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:41:06.625358] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:41:06.998800] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:07.391620] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:41:07.774689] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:08.161940] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:08.536085] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:08.916595] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:08.916845] [INFO ] [CONFIGURE ] EL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:41:08.916908] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7113 tests [2025-11-21T13:41:08.916959] [INFO ] [CONFIGURE ] EL: Testing feature 21/29: add_range_position [2025-11-21T13:41:08.917007] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T13:41:09.292737] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:41:09.674517] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:10.048308] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:10.440753] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:41:10.819780] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:11.205394] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:11.671320] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:12.216084] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:12.665356] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:13.036730] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:13.036937] [INFO ] [CONFIGURE ] EL: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:41:13.036997] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7112 tests [2025-11-21T13:41:13.037046] [INFO ] [CONFIGURE ] EL: Testing feature 22/29: add_realized_volatility [2025-11-21T13:41:13.037090] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T13:41:13.486149] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:41:13.922132] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:14.407204] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:14.860165] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:41:15.306022] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:15.744263] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:16.181326] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:16.617250] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:17.054985] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:17.530226] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:17.530436] [INFO ] [CONFIGURE ] EL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T13:41:17.530496] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7111 tests [2025-11-21T13:41:17.530544] [INFO ] [CONFIGURE ] EL: Testing feature 23/29: add_recent_range_context [2025-11-21T13:41:17.530589] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T13:41:17.930377] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:18.313590] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:18.693220] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:19.069084] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:41:19.460886] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:19.843894] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:41:20.221184] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:20.610328] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:41:20.993927] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:21.385574] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:21.385788] [INFO ] [CONFIGURE ] EL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T13:41:21.385847] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7110 tests [2025-11-21T13:41:21.385897] [INFO ] [CONFIGURE ] EL: Testing feature 24/29: add_rsi [2025-11-21T13:41:21.385938] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T13:41:21.825598] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:22.256899] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:22.681296] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:23.106388] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:41:23.534277] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:41:23.959102] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:24.363446] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:24.773051] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:25.179500] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:25.590970] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:25.591218] [INFO ] [CONFIGURE ] EL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:41:25.591291] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7109 tests [2025-11-21T13:41:25.591354] [INFO ] [CONFIGURE ] EL: Testing feature 25/29: add_tick_distribution [2025-11-21T13:41:25.591401] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T13:41:25.963702] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:41:26.326982] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:26.704836] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:27.065816] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:41:27.423916] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:27.802215] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:41:28.163895] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:28.533223] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:28.880131] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:29.262833] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:29.263079] [INFO ] [CONFIGURE ] EL: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:41:29.263147] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7108 tests [2025-11-21T13:41:29.263202] [INFO ] [CONFIGURE ] EL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:41:29.263248] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T13:41:29.664335] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:30.052047] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:41:30.416335] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:30.773336] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:41:31.154472] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:31.526978] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:31.889271] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:32.268360] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:32.643939] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:33.036282] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:33.036462] [INFO ] [CONFIGURE ] EL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T13:41:33.036521] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7107 tests [2025-11-21T13:41:33.036570] [INFO ] [CONFIGURE ] EL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:41:33.036616] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T13:41:33.413050] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:41:33.786372] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:34.149114] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:34.533242] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:41:34.909219] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:35.294356] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:35.675301] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:36.061499] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:36.483443] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:36.895404] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:36.895618] [INFO ] [CONFIGURE ] EL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:41:36.895710] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7106 tests [2025-11-21T13:41:36.895762] [INFO ] [CONFIGURE ] EL: Testing feature 28/29: add_volume_profile [2025-11-21T13:41:36.895808] [INFO ] [CONFIGURE ] EL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T13:41:37.285902] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:41:37.675952] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:38.067050] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:41:38.494900] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:41:38.912787] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:39.330390] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:39.730829] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:41:40.117176] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:40.517449] [DEBUG] [FORECASTER] EL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:41:40.910205] [DEBUG] [FORECASTER] EL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:41:40.910412] [INFO ] [CONFIGURE ] EL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:41:40.910479] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7105 tests [2025-11-21T13:41:40.910540] [INFO ] [CONFIGURE ] EL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:41:40.910590] [INFO ] [CONFIGURE ] EL: Best accuracy: 80.00% [2025-11-21T13:41:40.910668] [INFO ] [CONFIGURE ] EL: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:41:40.910716] [INFO ] [CONFIGURE ] EL: Improvement over baseline: 30.00% [2025-11-21T13:41:40.910756] [INFO ] [CONFIGURE ] EL: Total time: 1.7 minutes [2025-11-21T13:41:40.910800] [INFO ] [CONFIGURE ] EL: Average time per feature: 3.7 seconds [2025-11-21T13:41:40.910839] [INFO ] [CONFIGURE ] EL: Average speed: 0.28 features/sec [2025-11-21T13:41:40.911286] [INFO ] [LOCAL ] Saved configuration for EL: 4 features, 80.00% accuracy -> ./output/feature-sets/EL.json [2025-11-21T13:41:40.911347] [INFO ] [CONFIGURE ] EL: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T13:41:40.911397] [INFO ] [sig ] [483/723] Successfully configured EL | 0.01 sym/s | Total: 11.1h | ETA: 5.5h [2025-11-21T13:41:40.911444] [INFO ] [sig ] [484/723] Configuring ELF... [2025-11-21T13:41:40.911488] [INFO ] [CONFIGURE ] ELF: Configurate test run. [2025-11-21T13:41:40.911530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-11-21T13:41:40.991291] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELF'. [2025-11-21T13:41:40.992238] [INFO ] [CONFIGURE ] ELF: Testing with 29 available features [2025-11-21T13:41:40.992313] [INFO ] [CONFIGURE ] ELF: Establishing baseline with no features... [2025-11-21T13:41:41.193581] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:41:41.393485] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:41.591062] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:41:41.789567] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:41:41.993666] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:41:42.191808] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:42.389848] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:41:42.591356] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:42.791952] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:41:42.972926] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:41:42.973093] [INFO ] [CONFIGURE ] ELF: Baseline score (no features): 30.00% [2025-11-21T13:41:42.973141] [INFO ] [CONFIGURE ] ELF: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:41:42.973178] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:41:43.191376] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:43.395825] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:43.601093] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:41:43.807689] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:41:44.012298] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:44.217731] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:44.426258] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:41:44.631544] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:44.840213] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:41:45.048000] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:41:45.048178] [INFO ] [CONFIGURE ] ELF: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T13:41:45.048226] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7104 tests [2025-11-21T13:41:45.048264] [INFO ] [CONFIGURE ] ELF: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:41:45.048299] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:41:45.284064] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:41:45.523421] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:45.762492] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:41:46.003075] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:41:46.244335] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:46.488024] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:46.730206] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:41:46.972423] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:41:47.218964] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:41:47.468141] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:41:47.468431] [INFO ] [CONFIGURE ] ELF: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T13:41:47.468517] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7103 tests [2025-11-21T13:41:47.468583] [INFO ] [CONFIGURE ] ELF: Testing feature 3/29: add_daily_returns [2025-11-21T13:41:47.468691] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:41:47.692066] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:47.909958] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:48.122803] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:41:48.336889] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:41:48.553429] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:41:48.772530] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:48.993898] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:41:49.210417] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:49.428879] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:41:49.650935] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:41:49.651148] [INFO ] [CONFIGURE ] ELF: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T13:41:49.651367] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7102 tests [2025-11-21T13:41:49.651475] [INFO ] [CONFIGURE ] ELF: Testing feature 4/29: add_ema [2025-11-21T13:41:49.651529] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:41:49.900707] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:50.148663] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:50.400970] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:41:50.650221] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:41:50.908724] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:51.158547] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:41:51.413581] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:41:51.653699] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:51.910047] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:41:52.162558] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:41:52.162776] [INFO ] [CONFIGURE ] ELF: KEPT add_ema (score: 60.00%) [2025-11-21T13:41:52.162981] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7101 tests [2025-11-21T13:41:52.163082] [INFO ] [CONFIGURE ] ELF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:41:52.163158] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:41:52.455701] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:52.771810] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:53.077448] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:41:53.399473] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:41:53.713222] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:54.008142] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:54.305695] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:41:54.613364] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:54.919035] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:41:55.226916] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:41:55.227090] [INFO ] [CONFIGURE ] ELF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:41:55.227147] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7100 tests [2025-11-21T13:41:55.227192] [INFO ] [CONFIGURE ] ELF: Testing feature 6/29: add_failed_moves [2025-11-21T13:41:55.227232] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T13:41:55.480555] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:55.732145] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:55.985518] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:41:56.234565] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:41:56.500870] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:56.769319] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:41:57.042350] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:41:57.304451] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:41:57.571504] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:41:57.835935] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:41:57.836111] [INFO ] [CONFIGURE ] ELF: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T13:41:57.836184] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7099 tests [2025-11-21T13:41:57.836233] [INFO ] [CONFIGURE ] ELF: Testing feature 7/29: add_lag_shelf [2025-11-21T13:41:57.836277] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T13:41:58.074053] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:41:58.319125] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:41:58.594108] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:41:58.904841] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:41:59.234280] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:41:59.517433] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:41:59.772238] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:00.016274] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:00.948917] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:01.289925] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:01.290216] [INFO ] [CONFIGURE ] ELF: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T13:42:01.290303] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7098 tests [2025-11-21T13:42:01.290355] [INFO ] [CONFIGURE ] ELF: Testing feature 8/29: add_macd [2025-11-21T13:42:01.290398] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T13:42:01.632058] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:01.958930] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:02.285254] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:42:02.623711] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:02.943922] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:03.256309] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:03.581245] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:03.897593] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:04.215422] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:04.556936] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:42:04.557157] [INFO ] [CONFIGURE ] ELF: DISCARDED add_macd (score: 50.00%) [2025-11-21T13:42:04.557216] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7097 tests [2025-11-21T13:42:04.557307] [INFO ] [CONFIGURE ] ELF: Testing feature 9/29: add_mfi [2025-11-21T13:42:04.557349] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T13:42:04.820568] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:05.087879] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:05.351735] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:05.619297] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:05.882760] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:42:06.149605] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:42:06.413909] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:42:06.672969] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:06.934389] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:07.213695] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:07.213924] [INFO ] [CONFIGURE ] ELF: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:42:07.213982] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7096 tests [2025-11-21T13:42:07.214094] [INFO ] [CONFIGURE ] ELF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:42:07.214144] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:42:07.551349] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:07.898181] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:08.226090] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:08.543969] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:08.923220] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:09.257350] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:09.594250] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:09.947508] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:10.283775] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:10.639582] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:42:10.639789] [INFO ] [CONFIGURE ] ELF: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T13:42:10.639864] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7095 tests [2025-11-21T13:42:10.639917] [INFO ] [CONFIGURE ] ELF: Testing feature 11/29: add_obv_daily [2025-11-21T13:42:10.639965] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T13:42:10.915630] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:11.188139] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:11.463235] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:11.740147] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:12.027736] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:12.310276] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:12.599990] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:42:12.884538] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:13.162987] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:13.435999] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:13.436176] [INFO ] [CONFIGURE ] ELF: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:42:13.436233] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7094 tests [2025-11-21T13:42:13.436296] [INFO ] [CONFIGURE ] ELF: Testing feature 12/29: add_obv_interval [2025-11-21T13:42:13.436347] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T13:42:13.698699] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:13.960007] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:14.225697] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:14.479662] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:14.744131] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:15.006981] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:15.265110] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:42:15.525494] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:15.792269] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:16.057062] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:16.057296] [INFO ] [CONFIGURE ] ELF: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:42:16.057358] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7093 tests [2025-11-21T13:42:16.057518] [INFO ] [CONFIGURE ] ELF: Testing feature 13/29: add_opening_strength [2025-11-21T13:42:16.057572] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:42:16.343031] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:16.631831] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:16.914252] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:42:17.198595] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:17.496534] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:17.789279] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:18.075015] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:18.361267] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:18.645786] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:18.934867] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:42:18.935053] [INFO ] [CONFIGURE ] ELF: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:42:18.935117] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7092 tests [2025-11-21T13:42:18.935176] [INFO ] [CONFIGURE ] ELF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:42:18.935247] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T13:42:19.204682] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:19.481985] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:19.754619] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:20.032287] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:20.304434] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:42:20.574314] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:42:20.845997] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:42:21.120997] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:21.391980] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:21.665038] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:21.665215] [INFO ] [CONFIGURE ] ELF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:42:21.665272] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7091 tests [2025-11-21T13:42:21.665319] [INFO ] [CONFIGURE ] ELF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:42:21.665380] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T13:42:21.920297] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:22.184966] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:22.440242] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:22.696503] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:22.957236] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:23.220744] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:42:23.485133] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:23.744062] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:24.008516] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:24.281238] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:24.281442] [INFO ] [CONFIGURE ] ELF: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T13:42:24.281517] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7090 tests [2025-11-21T13:42:24.281568] [INFO ] [CONFIGURE ] ELF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:42:24.281610] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T13:42:24.539576] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:42:24.794249] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:25.054909] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:25.310949] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:25.581408] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:25.854595] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:26.114805] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:26.372799] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:42:26.631059] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:26.891735] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:26.891936] [INFO ] [CONFIGURE ] ELF: DISCARDED add_pbf_overnight_gap (score: 10.00%) [2025-11-21T13:42:26.891997] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7089 tests [2025-11-21T13:42:26.892105] [INFO ] [CONFIGURE ] ELF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:42:26.892159] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T13:42:27.165682] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:27.442765] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:27.720514] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:27.994591] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:28.271091] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:28.554085] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:42:28.840454] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:29.117174] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:29.388217] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:29.661870] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:29.662049] [INFO ] [CONFIGURE ] ELF: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T13:42:29.662108] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7088 tests [2025-11-21T13:42:29.662156] [INFO ] [CONFIGURE ] ELF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:42:29.662200] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T13:42:29.919476] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:30.175874] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:30.429432] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:30.684552] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:30.947043] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:42:31.200731] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:42:31.452539] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:31.713463] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:31.977081] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:32.234374] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:42:32.234542] [INFO ] [CONFIGURE ] ELF: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T13:42:32.234598] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7087 tests [2025-11-21T13:42:32.234728] [INFO ] [CONFIGURE ] ELF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:42:32.234775] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T13:42:32.469746] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:32.710968] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:32.946754] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:33.186523] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:33.420399] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:33.658500] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:42:33.900872] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:42:34.149730] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:34.391548] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:34.634880] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:34.635050] [INFO ] [CONFIGURE ] ELF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:42:34.635105] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7086 tests [2025-11-21T13:42:34.635153] [INFO ] [CONFIGURE ] ELF: Testing feature 20/29: add_price_rejection [2025-11-21T13:42:34.635232] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T13:42:34.908755] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:35.181567] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:35.455597] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:35.726765] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:35.999384] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:36.267441] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:36.550332] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:36.825952] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:37.103834] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:37.370179] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:37.370362] [INFO ] [CONFIGURE ] ELF: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T13:42:37.370422] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7085 tests [2025-11-21T13:42:37.370498] [INFO ] [CONFIGURE ] ELF: Testing feature 21/29: add_range_position [2025-11-21T13:42:37.370548] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T13:42:37.644905] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:37.913151] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:38.182524] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:42:38.456303] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:38.738896] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:39.032557] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:39.308611] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:39.581539] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:39.853376] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:40.127253] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:42:40.127434] [INFO ] [CONFIGURE ] ELF: DISCARDED add_range_position (score: 50.00%) [2025-11-21T13:42:40.127491] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7084 tests [2025-11-21T13:42:40.127537] [INFO ] [CONFIGURE ] ELF: Testing feature 22/29: add_realized_volatility [2025-11-21T13:42:40.127637] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T13:42:40.498710] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:40.890540] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:41.281661] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:41.661378] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:42:42.051036] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:42.463347] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:42.860261] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:42:43.242566] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:43.635446] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:44.025773] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:44.025956] [INFO ] [CONFIGURE ] ELF: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:42:44.026014] [INFO ] [CONFIGURE ] JOB ETA: 5.6h | Avg: 2.8s/test | Remaining: 7083 tests [2025-11-21T13:42:44.026060] [INFO ] [CONFIGURE ] ELF: Testing feature 23/29: add_recent_range_context [2025-11-21T13:42:44.026103] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T13:42:44.303458] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:44.587825] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:44.868287] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:45.151573] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:45.429768] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:42:45.718946] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:46.000177] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:42:46.282405] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:46.573827] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:46.864772] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:46.864940] [INFO ] [CONFIGURE ] ELF: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:42:46.864999] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7082 tests [2025-11-21T13:42:46.865045] [INFO ] [CONFIGURE ] ELF: Testing feature 24/29: add_rsi [2025-11-21T13:42:46.865089] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T13:42:47.134901] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:47.420753] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:47.702556] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:47.987911] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:48.270514] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:42:48.553299] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:48.835569] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:49.115127] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:49.401744] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:49.687355] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:49.687544] [INFO ] [CONFIGURE ] ELF: DISCARDED add_rsi (score: 30.00%) [2025-11-21T13:42:49.687604] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7081 tests [2025-11-21T13:42:49.687672] [INFO ] [CONFIGURE ] ELF: Testing feature 25/29: add_tick_distribution [2025-11-21T13:42:49.687719] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T13:42:49.948744] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:50.208788] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:50.470840] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:50.740690] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:51.042978] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:42:51.444295] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:42:51.805738] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:42:52.073044] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:52.322755] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:52.596523] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:52.596763] [INFO ] [CONFIGURE ] ELF: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:42:52.596826] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7080 tests [2025-11-21T13:42:52.596875] [INFO ] [CONFIGURE ] ELF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:42:52.596918] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T13:42:52.879367] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:53.163941] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:53.439430] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:53.727092] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:54.008182] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:42:54.304840] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:42:54.578030] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:54.895739] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:55.177116] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:55.462157] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:55.462331] [INFO ] [CONFIGURE ] ELF: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T13:42:55.462390] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7079 tests [2025-11-21T13:42:55.462435] [INFO ] [CONFIGURE ] ELF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:42:55.462478] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T13:42:55.753468] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:42:56.042632] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:56.331766] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:56.621201] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:56.923574] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:42:57.222978] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:42:57.565829] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:42:57.870389] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:42:58.175027] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:42:58.482083] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:42:58.482261] [INFO ] [CONFIGURE ] ELF: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T13:42:58.482320] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7078 tests [2025-11-21T13:42:58.482367] [INFO ] [CONFIGURE ] ELF: Testing feature 28/29: add_volume_profile [2025-11-21T13:42:58.482410] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-21T13:42:58.755623] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:42:59.065881] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:42:59.367027] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:42:59.678999] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:42:59.963847] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:43:00.963813] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:43:01.361873] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:43:01.634373] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:43:01.914100] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:43:02.183884] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:43:02.184066] [INFO ] [CONFIGURE ] ELF: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T13:43:02.184123] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7077 tests [2025-11-21T13:43:02.184242] [INFO ] [CONFIGURE ] ELF: Testing feature 29/29: add_vwap [2025-11-21T13:43:02.184291] [INFO ] [CONFIGURE ] ELF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T13:43:02.440271] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:43:02.711361] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:02.997717] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:43:03.313504] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:43:03.585020] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:43:03.860434] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:04.126463] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:43:04.391409] [DEBUG] [FORECASTER] ELF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:43:04.656725] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:43:04.923867] [DEBUG] [FORECASTER] ELF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:43:04.924068] [INFO ] [CONFIGURE ] ELF: DISCARDED add_vwap (score: 50.00%) [2025-11-21T13:43:04.924126] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7076 tests [2025-11-21T13:43:04.924172] [INFO ] [CONFIGURE ] ELF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:43:04.924241] [INFO ] [CONFIGURE ] ELF: Best accuracy: 60.00% [2025-11-21T13:43:04.924284] [INFO ] [CONFIGURE ] ELF: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:43:04.924323] [INFO ] [CONFIGURE ] ELF: Improvement over baseline: 30.00% [2025-11-21T13:43:04.924360] [INFO ] [CONFIGURE ] ELF: Total time: 1.4 minutes [2025-11-21T13:43:04.924396] [INFO ] [CONFIGURE ] ELF: Average time per feature: 2.8 seconds [2025-11-21T13:43:04.924436] [INFO ] [CONFIGURE ] ELF: Average speed: 0.35 features/sec [2025-11-21T13:43:04.924793] [INFO ] [LOCAL ] Saved configuration for ELF: 2 features, 60.00% accuracy -> ./output/feature-sets/ELF.json [2025-11-21T13:43:04.924851] [INFO ] [CONFIGURE ] ELF: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T13:43:04.924900] [INFO ] [sig ] [484/723] Successfully configured ELF | 0.01 sym/s | Total: 11.2h | ETA: 5.5h [2025-11-21T13:43:04.924944] [INFO ] [sig ] [485/723] Configuring ELME... [2025-11-21T13:43:04.924984] [INFO ] [CONFIGURE ] ELME: Configurate test run. [2025-11-21T13:43:04.925023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-11-21T13:43:05.098009] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELME'. [2025-11-21T13:43:05.098418] [INFO ] [CONFIGURE ] ELME: Testing with 29 available features [2025-11-21T13:43:05.098522] [INFO ] [CONFIGURE ] ELME: Establishing baseline with no features... [2025-11-21T13:43:05.269900] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:43:05.443512] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:05.619241] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:05.789159] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:43:05.964256] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:06.140303] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:43:06.332024] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:06.524316] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:43:06.695619] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:43:06.864606] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:06.864786] [INFO ] [CONFIGURE ] ELME: Baseline score (no features): 60.00% [2025-11-21T13:43:06.864833] [INFO ] [CONFIGURE ] ELME: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:43:06.864870] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:43:07.065506] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:07.281755] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:07.485791] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:07.703990] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:07.924977] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:08.131951] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:08.339940] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:43:08.545396] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:43:08.754399] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:08.963322] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:08.963503] [INFO ] [CONFIGURE ] ELME: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T13:43:08.963551] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7075 tests [2025-11-21T13:43:08.963588] [INFO ] [CONFIGURE ] ELME: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:43:08.963622] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:43:09.183809] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:43:09.398119] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:09.613469] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:09.828834] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:10.037533] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:10.251522] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:43:10.465781] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:10.677421] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:10.893040] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:11.117079] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:11.117426] [INFO ] [CONFIGURE ] ELME: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T13:43:11.117527] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7074 tests [2025-11-21T13:43:11.117616] [INFO ] [CONFIGURE ] ELME: Testing feature 3/29: add_daily_returns [2025-11-21T13:43:11.117745] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:43:11.350214] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:11.585895] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:11.808976] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:12.025883] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:12.245102] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:12.467739] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:12.684743] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:12.901420] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:13.133681] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:13.352894] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:13.353055] [INFO ] [CONFIGURE ] ELME: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T13:43:13.353103] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7073 tests [2025-11-21T13:43:13.353141] [INFO ] [CONFIGURE ] ELME: Testing feature 4/29: add_ema [2025-11-21T13:43:13.353176] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T13:43:13.604821] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:43:13.861860] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:14.113495] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:14.368824] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:14.627613] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:14.914565] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:15.169146] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:15.420015] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:15.681254] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:15.955871] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:15.956053] [INFO ] [CONFIGURE ] ELME: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:43:15.956111] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7072 tests [2025-11-21T13:43:15.956159] [INFO ] [CONFIGURE ] ELME: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:43:15.956203] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:43:16.224585] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:16.482755] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:43:16.731626] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:16.994406] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:17.245132] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:17.502212] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:43:17.752782] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:18.003781] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:18.251387] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:18.501597] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:18.501788] [INFO ] [CONFIGURE ] ELME: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T13:43:18.501845] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7071 tests [2025-11-21T13:43:18.501894] [INFO ] [CONFIGURE ] ELME: Testing feature 6/29: add_failed_moves [2025-11-21T13:43:18.501936] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T13:43:18.711203] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:18.922364] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:19.138542] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:19.370479] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:43:19.580088] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:19.791252] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:20.001204] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:20.213936] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:20.427970] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:20.638056] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:20.638227] [INFO ] [CONFIGURE ] ELME: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T13:43:20.638283] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7070 tests [2025-11-21T13:43:20.638329] [INFO ] [CONFIGURE ] ELME: Testing feature 7/29: add_lag_shelf [2025-11-21T13:43:20.638371] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T13:43:20.840970] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:43:21.040325] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:21.239161] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:21.444926] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:21.653750] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:21.861258] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:43:22.067946] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:22.273592] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:22.483054] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:22.690946] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:22.691105] [INFO ] [CONFIGURE ] ELME: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:43:22.691154] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7069 tests [2025-11-21T13:43:22.691214] [INFO ] [CONFIGURE ] ELME: Testing feature 8/29: add_macd [2025-11-21T13:43:22.691251] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:43:23.009429] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:23.319898] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:23.638925] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:23.959419] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:24.276743] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:24.595175] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:24.944036] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:25.285013] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:25.632392] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:25.942161] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:43:25.942381] [INFO ] [CONFIGURE ] ELME: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:43:25.942440] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7068 tests [2025-11-21T13:43:25.942489] [INFO ] [CONFIGURE ] ELME: Testing feature 9/29: add_mfi [2025-11-21T13:43:25.942535] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T13:43:26.174050] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:43:26.410793] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:26.640911] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:26.870889] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:43:27.099259] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:27.342284] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:43:27.582097] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:27.827376] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:28.063397] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:28.297910] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:28.298109] [INFO ] [CONFIGURE ] ELME: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:43:28.298166] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7067 tests [2025-11-21T13:43:28.298214] [INFO ] [CONFIGURE ] ELME: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:43:28.298259] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:43:28.634547] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:28.962238] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:29.289929] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:29.614803] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:29.934457] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:30.260311] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:30.581289] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:30.912574] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:31.232558] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:31.557175] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:31.557379] [INFO ] [CONFIGURE ] ELME: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T13:43:31.557438] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7066 tests [2025-11-21T13:43:31.557486] [INFO ] [CONFIGURE ] ELME: Testing feature 11/29: add_obv_daily [2025-11-21T13:43:31.557531] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T13:43:31.803466] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:32.044926] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:43:32.292609] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:32.533727] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:43:32.776114] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:33.022031] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:33.263411] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:33.515543] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:33.768427] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:43:34.017002] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:34.017182] [INFO ] [CONFIGURE ] ELME: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:43:34.017244] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7065 tests [2025-11-21T13:43:34.017291] [INFO ] [CONFIGURE ] ELME: Testing feature 12/29: add_obv_interval [2025-11-21T13:43:34.017331] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T13:43:34.244405] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:43:34.464007] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:34.685618] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:34.907515] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:43:35.132325] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:43:35.354710] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:35.587011] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:35.815731] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:36.044426] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:36.272177] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:36.272366] [INFO ] [CONFIGURE ] ELME: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:43:36.272426] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7064 tests [2025-11-21T13:43:36.272474] [INFO ] [CONFIGURE ] ELME: Testing feature 13/29: add_opening_strength [2025-11-21T13:43:36.272523] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:43:36.528046] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:36.785310] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:37.039081] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:37.295635] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:37.551597] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:37.811566] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:38.071160] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:38.343254] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:38.705111] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:43:39.070307] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:39.070599] [INFO ] [CONFIGURE ] ELME: KEPT add_opening_strength (score: 80.00%) [2025-11-21T13:43:39.070715] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7063 tests [2025-11-21T13:43:39.070796] [INFO ] [CONFIGURE ] ELME: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:43:39.070871] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T13:43:39.444038] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:39.799955] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:40.092888] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:40.378214] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:40.660680] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:40.949093] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:41.243464] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:41.535367] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:41.843491] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:42.134797] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:42.134984] [INFO ] [CONFIGURE ] ELME: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:43:42.135043] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7062 tests [2025-11-21T13:43:42.135159] [INFO ] [CONFIGURE ] ELME: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:43:42.135208] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T13:43:42.393812] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:42.657914] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:42.923625] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:43.176357] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:43:43.424481] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:43:43.686008] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:43.943174] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:44.217372] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:44.473030] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:43:44.727197] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:43:44.727371] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T13:43:44.727440] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7061 tests [2025-11-21T13:43:44.727557] [INFO ] [CONFIGURE ] ELME: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:43:44.727605] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T13:43:45.004362] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:45.277079] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:45.543520] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:45.814005] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:46.085714] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:46.368095] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:46.638031] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:43:46.907815] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:43:47.182876] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:47.457313] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:47.457485] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:43:47.457541] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7060 tests [2025-11-21T13:43:47.457589] [INFO ] [CONFIGURE ] ELME: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:43:47.457691] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T13:43:47.734437] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:48.019089] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:48.310210] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:48.599424] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:48.884629] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:49.163906] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:49.443147] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:49.751083] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:50.029755] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:50.308493] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:50.308704] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T13:43:50.308762] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7059 tests [2025-11-21T13:43:50.308807] [INFO ] [CONFIGURE ] ELME: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:43:50.308849] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T13:43:50.557547] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:50.816471] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:51.064966] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:51.311364] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:51.560108] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:43:51.817380] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:52.069838] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:43:52.318516] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:52.580506] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:43:52.829939] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:52.830118] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:43:52.830200] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7058 tests [2025-11-21T13:43:52.830253] [INFO ] [CONFIGURE ] ELME: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:43:52.830301] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T13:43:53.088845] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:53.345899] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:53.603156] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:53.858284] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:54.119185] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:54.402388] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:54.658874] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:43:54.915789] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:55.174898] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:43:55.433038] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:55.433230] [INFO ] [CONFIGURE ] ELME: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:43:55.433316] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7057 tests [2025-11-21T13:43:55.433369] [INFO ] [CONFIGURE ] ELME: Testing feature 20/29: add_price_rejection [2025-11-21T13:43:55.433417] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T13:43:55.704682] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:55.979839] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:56.253890] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:56.515294] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:43:56.783606] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:43:57.055892] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:43:57.325625] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:43:57.594197] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:43:57.863440] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:43:58.142967] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:43:58.143142] [INFO ] [CONFIGURE ] ELME: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:43:58.143203] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7056 tests [2025-11-21T13:43:58.143314] [INFO ] [CONFIGURE ] ELME: Testing feature 21/29: add_range_position [2025-11-21T13:43:58.143363] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T13:43:58.435807] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:43:58.735219] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:43:59.036493] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:43:59.334087] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:43:59.621177] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:43:59.924240] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:00.390395] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:01.112742] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T13:44:01.553618] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:44:01.847122] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:01.847317] [INFO ] [CONFIGURE ] ELME: DISCARDED add_range_position (score: 80.00%) [2025-11-21T13:44:01.847375] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7055 tests [2025-11-21T13:44:01.847481] [INFO ] [CONFIGURE ] ELME: Testing feature 22/29: add_realized_volatility [2025-11-21T13:44:01.847526] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T13:44:02.228685] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:02.630181] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:44:03.009820] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:03.396450] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:44:03.781854] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:44:04.186915] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:04.590030] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:04.989852] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:44:05.400677] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:44:05.822080] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:05.822348] [INFO ] [CONFIGURE ] ELME: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:44:05.822430] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7054 tests [2025-11-21T13:44:05.822485] [INFO ] [CONFIGURE ] ELME: Testing feature 23/29: add_recent_range_context [2025-11-21T13:44:05.822594] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T13:44:06.119805] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:06.407209] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:06.680713] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:06.953682] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:44:07.226847] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:44:07.501026] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:07.788277] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:08.058283] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:44:08.332868] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:44:08.608499] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:08.608701] [INFO ] [CONFIGURE ] ELME: KEPT add_recent_range_context (score: 90.00%) [2025-11-21T13:44:08.608761] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7053 tests [2025-11-21T13:44:08.608810] [INFO ] [CONFIGURE ] ELME: Testing feature 24/29: add_rsi [2025-11-21T13:44:08.608854] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T13:44:08.951307] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:09.314418] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:09.673149] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:10.023688] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:44:10.369840] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:44:10.721757] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:11.066557] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:11.410711] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:44:11.752583] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:44:12.097133] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:44:12.097345] [INFO ] [CONFIGURE ] ELME: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:44:12.097403] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7052 tests [2025-11-21T13:44:12.097452] [INFO ] [CONFIGURE ] ELME: Testing feature 25/29: add_tick_distribution [2025-11-21T13:44:12.097520] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_tick_distribution'] [2025-11-21T13:44:12.389502] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:12.686576] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:12.982170] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:13.276060] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:44:13.570852] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:44:13.867282] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:14.195026] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:14.504704] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:44:14.817285] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:44:15.141685] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:15.141894] [INFO ] [CONFIGURE ] ELME: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:44:15.141957] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7051 tests [2025-11-21T13:44:15.142006] [INFO ] [CONFIGURE ] ELME: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:44:15.142079] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T13:44:15.441402] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:15.725551] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:16.013002] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:16.301447] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:44:16.604411] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:44:16.907684] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:17.228407] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:17.556053] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:44:17.906430] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:44:18.232114] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:18.232311] [INFO ] [CONFIGURE ] ELME: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T13:44:18.232369] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7050 tests [2025-11-21T13:44:18.232454] [INFO ] [CONFIGURE ] ELME: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:44:18.232521] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T13:44:18.583147] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:18.934862] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:19.273291] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:19.625982] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:44:19.978253] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:44:20.333673] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:20.688568] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:21.042206] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:44:21.402270] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:44:21.748079] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:21.748325] [INFO ] [CONFIGURE ] ELME: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T13:44:21.748400] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7049 tests [2025-11-21T13:44:21.748513] [INFO ] [CONFIGURE ] ELME: Testing feature 28/29: add_volume_profile [2025-11-21T13:44:21.748587] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_volume_profile'] [2025-11-21T13:44:22.083522] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:22.415241] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:22.739007] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:23.056027] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:44:23.377980] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:44:23.711148] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:24.051389] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:24.402862] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:44:24.761125] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:44:25.102092] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:25.102290] [INFO ] [CONFIGURE ] ELME: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T13:44:25.102351] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7048 tests [2025-11-21T13:44:25.102400] [INFO ] [CONFIGURE ] ELME: Testing feature 29/29: add_vwap [2025-11-21T13:44:25.102477] [INFO ] [CONFIGURE ] ELME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context', 'add_vwap'] [2025-11-21T13:44:25.431380] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:25.776213] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:26.102620] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:26.437431] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:44:26.785184] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:44:27.115380] [DEBUG] [FORECASTER] ELME: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:44:27.444509] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:27.781118] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T13:44:28.136284] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:44:28.487103] [DEBUG] [FORECASTER] ELME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:28.487305] [INFO ] [CONFIGURE ] ELME: DISCARDED add_vwap (score: 80.00%) [2025-11-21T13:44:28.487368] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7047 tests [2025-11-21T13:44:28.487420] [INFO ] [CONFIGURE ] ELME: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:44:28.487494] [INFO ] [CONFIGURE ] ELME: Best accuracy: 90.00% [2025-11-21T13:44:28.487542] [INFO ] [CONFIGURE ] ELME: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T13:44:28.487587] [INFO ] [CONFIGURE ] ELME: Improvement over baseline: 30.00% [2025-11-21T13:44:28.487626] [INFO ] [CONFIGURE ] ELME: Total time: 1.4 minutes [2025-11-21T13:44:28.487695] [INFO ] [CONFIGURE ] ELME: Average time per feature: 2.8 seconds [2025-11-21T13:44:28.487738] [INFO ] [CONFIGURE ] ELME: Average speed: 0.36 features/sec [2025-11-21T13:44:28.488223] [INFO ] [LOCAL ] Saved configuration for ELME: 4 features, 90.00% accuracy -> ./output/feature-sets/ELME.json [2025-11-21T13:44:28.488290] [INFO ] [CONFIGURE ] ELME: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T13:44:28.488354] [INFO ] [sig ] [485/723] Successfully configured ELME | 0.01 sym/s | Total: 11.2h | ETA: 5.5h [2025-11-21T13:44:28.488402] [INFO ] [sig ] [486/723] Configuring ELS... [2025-11-21T13:44:28.488445] [INFO ] [CONFIGURE ] ELS: Configurate test run. [2025-11-21T13:44:28.488486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-11-21T13:44:28.673562] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELS'. [2025-11-21T13:44:28.674006] [INFO ] [CONFIGURE ] ELS: Testing with 29 available features [2025-11-21T13:44:28.674073] [INFO ] [CONFIGURE ] ELS: Establishing baseline with no features... [2025-11-21T13:44:28.869442] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:29.072564] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:29.278349] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:29.476684] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:44:29.679728] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:29.872289] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:30.062470] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:30.255083] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:30.448519] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:44:30.639333] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:30.639668] [INFO ] [CONFIGURE ] ELS: Baseline score (no features): 60.00% [2025-11-21T13:44:30.639774] [INFO ] [CONFIGURE ] ELS: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:44:30.639854] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:44:30.869733] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:31.094539] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:44:31.324886] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:44:31.558497] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:44:31.782872] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:31.986529] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:44:32.187357] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:32.435660] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:32.676096] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:44:32.907931] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:44:32.908107] [INFO ] [CONFIGURE ] ELS: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T13:44:32.908154] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7046 tests [2025-11-21T13:44:32.908192] [INFO ] [CONFIGURE ] ELS: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:44:32.908227] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:44:33.145377] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:33.397138] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:44:33.648540] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:33.871582] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:44:34.117742] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:34.354562] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:44:34.599563] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:34.852918] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:35.091553] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:44:35.340798] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:35.341166] [INFO ] [CONFIGURE ] ELS: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T13:44:35.341239] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7045 tests [2025-11-21T13:44:35.341349] [INFO ] [CONFIGURE ] ELS: Testing feature 3/29: add_daily_returns [2025-11-21T13:44:35.341450] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_daily_returns'] [2025-11-21T13:44:35.555718] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:35.770244] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:44:35.975791] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:36.180664] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:44:36.407363] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:36.616480] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:36.849530] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:37.088982] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:37.297941] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:44:37.507960] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:44:37.508138] [INFO ] [CONFIGURE ] ELS: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T13:44:37.508188] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7044 tests [2025-11-21T13:44:37.508227] [INFO ] [CONFIGURE ] ELS: Testing feature 4/29: add_ema [2025-11-21T13:44:37.508263] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_ema'] [2025-11-21T13:44:37.754601] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:44:38.004373] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:44:38.251328] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:38.503460] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:44:38.763987] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:39.014609] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:44:39.266144] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:39.518444] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:39.773570] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:44:40.021402] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:44:40.021594] [INFO ] [CONFIGURE ] ELS: DISCARDED add_ema (score: 30.00%) [2025-11-21T13:44:40.021663] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7043 tests [2025-11-21T13:44:40.021735] [INFO ] [CONFIGURE ] ELS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:44:40.021803] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:44:40.267958] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:40.515584] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:40.757095] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:40.992937] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:44:41.243893] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:41.492888] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:41.739184] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:41.984092] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:42.227829] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:44:42.467890] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:44:42.468082] [INFO ] [CONFIGURE ] ELS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:44:42.468139] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7042 tests [2025-11-21T13:44:42.468184] [INFO ] [CONFIGURE ] ELS: Testing feature 6/29: add_failed_moves [2025-11-21T13:44:42.468226] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_failed_moves'] [2025-11-21T13:44:42.677546] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:42.898212] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:43.107226] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:43.314435] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:44:43.523711] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:43.743296] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:43.960702] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:44.175043] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:44.390294] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:44:44.603102] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:44.603276] [INFO ] [CONFIGURE ] ELS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T13:44:44.603325] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7041 tests [2025-11-21T13:44:44.603364] [INFO ] [CONFIGURE ] ELS: Testing feature 7/29: add_lag_shelf [2025-11-21T13:44:44.603399] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_lag_shelf'] [2025-11-21T13:44:44.796342] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:44.987696] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:45.195575] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:45.406129] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:44:45.615436] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:45.827255] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:46.057282] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:46.322216] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:46.612217] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:44:46.888582] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:44:46.888928] [INFO ] [CONFIGURE ] ELS: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T13:44:46.888986] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7040 tests [2025-11-21T13:44:46.889025] [INFO ] [CONFIGURE ] ELS: Testing feature 8/29: add_macd [2025-11-21T13:44:46.889061] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T13:44:47.215849] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:47.507593] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:47.798906] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:48.109586] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:44:48.418433] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:44:48.709488] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:49.015318] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:49.313244] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:49.611165] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:44:49.913902] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:44:49.914293] [INFO ] [CONFIGURE ] ELS: KEPT add_macd (score: 70.00%) [2025-11-21T13:44:49.914352] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7039 tests [2025-11-21T13:44:49.914400] [INFO ] [CONFIGURE ] ELS: Testing feature 9/29: add_mfi [2025-11-21T13:44:49.914445] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T13:44:50.232077] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:50.539288] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:44:50.849796] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:51.155014] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:44:51.461343] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:44:51.758994] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:52.048688] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:52.335171] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:52.623532] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:44:52.905352] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:44:52.905559] [INFO ] [CONFIGURE ] ELS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:44:52.905634] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7038 tests [2025-11-21T13:44:52.905708] [INFO ] [CONFIGURE ] ELS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:44:52.905751] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:44:53.257366] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:53.645282] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:44:54.039995] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:54.438257] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:44:54.828342] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:55.218215] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:55.598867] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:44:55.981078] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:56.362001] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:44:56.752521] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:44:56.752756] [INFO ] [CONFIGURE ] ELS: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T13:44:56.752817] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7037 tests [2025-11-21T13:44:56.752866] [INFO ] [CONFIGURE ] ELS: Testing feature 11/29: add_obv_daily [2025-11-21T13:44:56.752934] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T13:44:57.066194] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:44:57.387741] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:44:57.703040] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:44:58.029588] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:44:58.347332] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:44:58.662153] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:44:59.002034] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:44:59.350913] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:44:59.682191] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:45:00.010878] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:00.011121] [INFO ] [CONFIGURE ] ELS: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T13:45:00.011184] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7036 tests [2025-11-21T13:45:00.011233] [INFO ] [CONFIGURE ] ELS: Testing feature 12/29: add_obv_interval [2025-11-21T13:45:00.011276] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T13:45:00.319304] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:01.388290] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:01.904740] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:02.221072] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:02.518538] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:02.813030] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:03.105457] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:03.403673] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:03.701775] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:04.013995] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:04.014223] [INFO ] [CONFIGURE ] ELS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:45:04.014285] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7035 tests [2025-11-21T13:45:04.014399] [INFO ] [CONFIGURE ] ELS: Testing feature 13/29: add_opening_strength [2025-11-21T13:45:04.014447] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:45:04.342951] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:04.664675] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:45:04.990097] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:05.315519] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:05.639667] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:05.965754] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:06.287313] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:06.611202] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:06.935594] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:07.257215] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:07.257444] [INFO ] [CONFIGURE ] ELS: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:45:07.257504] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7034 tests [2025-11-21T13:45:07.257552] [INFO ] [CONFIGURE ] ELS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:45:07.257596] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T13:45:07.563464] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:07.876923] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:08.189342] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:08.484279] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:08.794950] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:09.127351] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:45:09.447196] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:45:09.756684] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:10.051995] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:45:10.346516] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:10.346760] [INFO ] [CONFIGURE ] ELS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:45:10.346823] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7033 tests [2025-11-21T13:45:10.346870] [INFO ] [CONFIGURE ] ELS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:45:10.346912] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T13:45:10.623247] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:45:10.895625] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:11.171449] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:11.444387] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:11.716443] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:45:11.980211] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:12.253169] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:45:12.526993] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:12.794044] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:13.060890] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:13.061061] [INFO ] [CONFIGURE ] ELS: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T13:45:13.061116] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7032 tests [2025-11-21T13:45:13.061185] [INFO ] [CONFIGURE ] ELS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:45:13.061231] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T13:45:13.320911] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:45:13.587784] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:13.870337] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:14.167994] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:14.443946] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:14.714265] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:14.988114] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:15.261054] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:15.545092] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:15.819783] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:15.819991] [INFO ] [CONFIGURE ] ELS: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:45:15.820050] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7031 tests [2025-11-21T13:45:15.820167] [INFO ] [CONFIGURE ] ELS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:45:15.820215] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T13:45:16.112230] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:16.406927] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:16.702101] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:16.986327] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:17.280327] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:17.579458] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:17.869000] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:18.175120] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:18.484994] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:18.773941] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:18.774172] [INFO ] [CONFIGURE ] ELS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T13:45:18.774330] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7030 tests [2025-11-21T13:45:18.774459] [INFO ] [CONFIGURE ] ELS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:45:18.774539] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T13:45:19.052230] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:19.334249] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:45:19.611366] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:19.890061] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:20.161251] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:45:20.432938] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:20.705632] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:20.975281] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:21.247974] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:21.543700] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:21.543941] [INFO ] [CONFIGURE ] ELS: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T13:45:21.544023] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7029 tests [2025-11-21T13:45:21.544146] [INFO ] [CONFIGURE ] ELS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:45:21.544194] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T13:45:21.803658] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:22.064627] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:22.318814] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:22.574321] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:22.830321] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:45:23.090870] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:23.352000] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:23.617076] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:23.872283] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:24.143488] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:24.143677] [INFO ] [CONFIGURE ] ELS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:45:24.143736] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7028 tests [2025-11-21T13:45:24.143783] [INFO ] [CONFIGURE ] ELS: Testing feature 20/29: add_price_rejection [2025-11-21T13:45:24.143824] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T13:45:24.461723] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:24.802808] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:25.123337] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:25.468221] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:25.802522] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:26.130682] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:26.440213] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:26.754102] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:27.065137] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:27.357723] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:27.357943] [INFO ] [CONFIGURE ] ELS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T13:45:27.358002] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7027 tests [2025-11-21T13:45:27.358051] [INFO ] [CONFIGURE ] ELS: Testing feature 21/29: add_range_position [2025-11-21T13:45:27.358097] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T13:45:27.653483] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:27.955816] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:28.252973] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:28.542768] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:28.840370] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:29.133379] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:29.422855] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:29.736855] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:30.028350] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:30.325957] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:30.326157] [INFO ] [CONFIGURE ] ELS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:45:30.326216] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7026 tests [2025-11-21T13:45:30.326265] [INFO ] [CONFIGURE ] ELS: Testing feature 22/29: add_realized_volatility [2025-11-21T13:45:30.326312] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T13:45:30.737099] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:31.145327] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:31.552461] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:31.947310] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:32.334355] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:32.718274] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:33.111468] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:33.572316] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:34.108287] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:34.601299] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:34.601524] [INFO ] [CONFIGURE ] ELS: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T13:45:34.601584] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7025 tests [2025-11-21T13:45:34.601636] [INFO ] [CONFIGURE ] ELS: Testing feature 23/29: add_recent_range_context [2025-11-21T13:45:34.601706] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T13:45:34.903683] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:35.190676] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:35.471187] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:45:35.753550] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:36.036001] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:36.333025] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:36.624123] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:36.913057] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:37.198878] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:37.491948] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:37.492141] [INFO ] [CONFIGURE ] ELS: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:45:37.492201] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7024 tests [2025-11-21T13:45:37.492266] [INFO ] [CONFIGURE ] ELS: Testing feature 24/29: add_rsi [2025-11-21T13:45:37.492329] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T13:45:37.799860] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:38.113768] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:38.426282] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:45:38.742097] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:39.047990] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:39.362525] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:39.680233] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:39.983776] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:40.311239] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:40.621418] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:40.621600] [INFO ] [CONFIGURE ] ELS: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:45:40.621678] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7023 tests [2025-11-21T13:45:40.621730] [INFO ] [CONFIGURE ] ELS: Testing feature 25/29: add_tick_distribution [2025-11-21T13:45:40.621777] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T13:45:40.884982] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:45:41.150143] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:41.409771] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:41.672817] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:41.940117] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:42.211899] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:42.487236] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:42.756220] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:43.025925] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:45:43.285956] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:43.286124] [INFO ] [CONFIGURE ] ELS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:45:43.286184] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7022 tests [2025-11-21T13:45:43.286232] [INFO ] [CONFIGURE ] ELS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:45:43.286277] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T13:45:43.565842] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:43.853620] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:44.141716] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:44.425009] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:44.708603] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:45:44.989081] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:45.269681] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:45.545458] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:45.826626] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:46.105326] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:46.105492] [INFO ] [CONFIGURE ] ELS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:45:46.105547] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7021 tests [2025-11-21T13:45:46.105595] [INFO ] [CONFIGURE ] ELS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:45:46.105638] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T13:45:46.403681] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:46.688719] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:46.977681] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:45:47.289445] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:47.624976] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:47.928461] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:45:48.227794] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:48.525682] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:48.818536] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:49.113248] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:49.113435] [INFO ] [CONFIGURE ] ELS: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T13:45:49.113492] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7020 tests [2025-11-21T13:45:49.113542] [INFO ] [CONFIGURE ] ELS: Testing feature 28/29: add_volume_profile [2025-11-21T13:45:49.113585] [INFO ] [CONFIGURE ] ELS: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T13:45:49.387247] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:45:49.657963] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:49.948736] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:45:50.226005] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:45:50.503967] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:45:50.782865] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:51.058317] [DEBUG] [FORECASTER] ELS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:45:51.330205] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:51.602023] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:45:51.885386] [DEBUG] [FORECASTER] ELS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:45:51.885555] [INFO ] [CONFIGURE ] ELS: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:45:51.885612] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7019 tests [2025-11-21T13:45:51.885681] [INFO ] [CONFIGURE ] ELS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:45:51.885725] [INFO ] [CONFIGURE ] ELS: Best accuracy: 70.00% [2025-11-21T13:45:51.885766] [INFO ] [CONFIGURE ] ELS: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T13:45:51.885804] [INFO ] [CONFIGURE ] ELS: Improvement over baseline: 10.00% [2025-11-21T13:45:51.885841] [INFO ] [CONFIGURE ] ELS: Total time: 1.4 minutes [2025-11-21T13:45:51.885877] [INFO ] [CONFIGURE ] ELS: Average time per feature: 2.9 seconds [2025-11-21T13:45:51.885914] [INFO ] [CONFIGURE ] ELS: Average speed: 0.36 features/sec [2025-11-21T13:45:51.886365] [INFO ] [LOCAL ] Saved configuration for ELS: 2 features, 70.00% accuracy -> ./output/feature-sets/ELS.json [2025-11-21T13:45:51.886422] [INFO ] [CONFIGURE ] ELS: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T13:45:51.886471] [INFO ] [sig ] [486/723] Successfully configured ELS | 0.01 sym/s | Total: 11.2h | ETA: 5.5h [2025-11-21T13:45:51.886515] [INFO ] [sig ] [487/723] Configuring EME... [2025-11-21T13:45:51.886555] [INFO ] [CONFIGURE ] EME: Configurate test run. [2025-11-21T13:45:51.886727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'. [2025-11-21T13:45:51.961831] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EME'. [2025-11-21T13:45:51.962196] [INFO ] [CONFIGURE ] EME: Testing with 29 available features [2025-11-21T13:45:51.962261] [INFO ] [CONFIGURE ] EME: Establishing baseline with no features... [2025-11-21T13:45:52.140660] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:45:52.312625] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:45:52.483446] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:45:52.654008] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:45:52.829708] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:45:53.002574] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:45:53.174101] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:45:53.348354] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:45:53.525967] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:45:53.713256] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:45:53.713418] [INFO ] [CONFIGURE ] EME: Baseline score (no features): 20.00% [2025-11-21T13:45:53.713467] [INFO ] [CONFIGURE ] EME: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:45:53.713504] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:45:53.916771] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:45:54.119958] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:45:54.325706] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:45:54.530165] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:45:54.731604] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:45:54.935539] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:45:55.136947] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:45:55.339118] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:45:55.535377] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:45:55.740688] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:45:55.740831] [INFO ] [CONFIGURE ] EME: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T13:45:55.740878] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7018 tests [2025-11-21T13:45:55.740917] [INFO ] [CONFIGURE ] EME: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:45:55.740953] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:45:55.949464] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:45:56.157974] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:56.366851] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:45:56.586543] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:45:56.792175] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:45:56.999720] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:57.217703] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:45:57.438464] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:45:57.651840] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:45:57.868511] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:45:57.868712] [INFO ] [CONFIGURE ] EME: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T13:45:57.868794] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7017 tests [2025-11-21T13:45:57.868846] [INFO ] [CONFIGURE ] EME: Testing feature 3/29: add_daily_returns [2025-11-21T13:45:57.868896] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:45:58.098380] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:45:58.325606] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:45:58.554579] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:45:58.782798] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:45:59.009279] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:45:59.252745] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:45:59.490356] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:45:59.741565] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:00.000382] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:46:00.244468] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:00.244667] [INFO ] [CONFIGURE ] EME: KEPT add_daily_returns (score: 70.00%) [2025-11-21T13:46:00.244721] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7016 tests [2025-11-21T13:46:00.244762] [INFO ] [CONFIGURE ] EME: Testing feature 4/29: add_ema [2025-11-21T13:46:00.244800] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T13:46:00.529354] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:01.688725] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:02.240397] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:02.520807] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:02.804776] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:03.106947] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:03.392260] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:03.675750] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:03.961888] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:04.269199] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:04.269397] [INFO ] [CONFIGURE ] EME: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:46:04.269455] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7015 tests [2025-11-21T13:46:04.269504] [INFO ] [CONFIGURE ] EME: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:46:04.269547] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:46:04.570326] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:04.880034] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:05.168930] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:05.461713] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:05.756997] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:06.037505] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:06.310466] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:06.584660] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:06.853580] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:07.123930] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:07.124100] [INFO ] [CONFIGURE ] EME: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T13:46:07.124155] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7014 tests [2025-11-21T13:46:07.124202] [INFO ] [CONFIGURE ] EME: Testing feature 6/29: add_failed_moves [2025-11-21T13:46:07.124239] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T13:46:07.353910] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:07.592466] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:07.827795] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:08.062759] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:46:08.301997] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:08.575761] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:08.843865] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:09.088153] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:09.326527] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:46:09.605349] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:09.605546] [INFO ] [CONFIGURE ] EME: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T13:46:09.605606] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7013 tests [2025-11-21T13:46:09.605678] [INFO ] [CONFIGURE ] EME: Testing feature 7/29: add_lag_shelf [2025-11-21T13:46:09.605730] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:46:09.880681] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:10.140545] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:10.379445] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:46:10.615064] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:10.855303] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:11.108281] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:11.344459] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:11.580056] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:11.820090] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:46:12.064072] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:12.064438] [INFO ] [CONFIGURE ] EME: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:46:12.064542] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7012 tests [2025-11-21T13:46:12.064634] [INFO ] [CONFIGURE ] EME: Testing feature 8/29: add_macd [2025-11-21T13:46:12.064761] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:46:12.378139] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:12.714452] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:13.051226] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:46:13.394323] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:13.724943] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:14.054556] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:14.387730] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:14.735448] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:15.078950] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:15.429154] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:15.429375] [INFO ] [CONFIGURE ] EME: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:46:15.429455] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7011 tests [2025-11-21T13:46:15.429534] [INFO ] [CONFIGURE ] EME: Testing feature 9/29: add_mfi [2025-11-21T13:46:15.429582] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T13:46:15.709366] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:15.987931] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:16.272151] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:16.554512] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:16.835929] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:17.129904] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:17.412295] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:17.704503] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:17.977363] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:18.244444] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:18.244661] [INFO ] [CONFIGURE ] EME: DISCARDED add_mfi (score: 50.00%) [2025-11-21T13:46:18.244722] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7010 tests [2025-11-21T13:46:18.244770] [INFO ] [CONFIGURE ] EME: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:46:18.244817] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:46:18.577013] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:18.906669] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:19.248580] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:19.578129] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:46:19.924553] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:20.263838] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:20.632523] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:20.985090] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:21.345929] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:21.690204] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:21.690417] [INFO ] [CONFIGURE ] EME: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T13:46:21.690474] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7009 tests [2025-11-21T13:46:21.690525] [INFO ] [CONFIGURE ] EME: Testing feature 11/29: add_obv_daily [2025-11-21T13:46:21.690568] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T13:46:21.966430] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:46:22.231492] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:22.503893] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:46:22.789295] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:23.056997] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:23.330579] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:46:23.598149] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:23.871576] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:24.142966] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:24.409400] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:24.409603] [INFO ] [CONFIGURE ] EME: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T13:46:24.409682] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7008 tests [2025-11-21T13:46:24.409732] [INFO ] [CONFIGURE ] EME: Testing feature 12/29: add_obv_interval [2025-11-21T13:46:24.409776] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T13:46:24.677959] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:24.938265] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:25.190834] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:25.442060] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:25.749929] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:26.091366] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:46:26.445107] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:26.740122] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:26.992286] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:27.255198] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:27.255386] [INFO ] [CONFIGURE ] EME: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:46:27.255446] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7007 tests [2025-11-21T13:46:27.255497] [INFO ] [CONFIGURE ] EME: Testing feature 13/29: add_opening_strength [2025-11-21T13:46:27.255560] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:46:27.543309] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:46:27.823973] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:28.093522] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:28.351318] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:28.601766] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:28.874358] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:29.148660] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:29.415522] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:29.674348] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:29.930064] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:29.930269] [INFO ] [CONFIGURE ] EME: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:46:29.930326] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7006 tests [2025-11-21T13:46:29.930374] [INFO ] [CONFIGURE ] EME: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:46:29.930456] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T13:46:30.192666] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:30.449284] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:30.719158] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:30.978689] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:46:31.230938] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:31.488940] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:31.751900] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:32.015281] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:32.274149] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:32.547121] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:32.547330] [INFO ] [CONFIGURE ] EME: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:46:32.547400] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7005 tests [2025-11-21T13:46:32.547452] [INFO ] [CONFIGURE ] EME: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:46:32.547566] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T13:46:32.789491] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:46:33.051677] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:33.295473] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:33.539341] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:33.791467] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:34.037938] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:34.284491] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:34.529407] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:34.775883] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:35.019875] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:35.020089] [INFO ] [CONFIGURE ] EME: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T13:46:35.020197] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7004 tests [2025-11-21T13:46:35.020248] [INFO ] [CONFIGURE ] EME: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:46:35.020291] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T13:46:35.289421] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:35.577136] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:35.827375] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:36.076511] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:36.338987] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:36.586486] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:46:36.830891] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:37.076970] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:37.327206] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:37.576269] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:37.576464] [INFO ] [CONFIGURE ] EME: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:46:37.576519] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7003 tests [2025-11-21T13:46:37.576667] [INFO ] [CONFIGURE ] EME: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:46:37.576719] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T13:46:37.829279] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:46:38.079401] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:38.332669] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:38.597971] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:38.858237] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:39.129840] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:46:39.390318] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:39.663766] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:39.931817] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:40.207260] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:40.207445] [INFO ] [CONFIGURE ] EME: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T13:46:40.207503] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7002 tests [2025-11-21T13:46:40.207554] [INFO ] [CONFIGURE ] EME: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:46:40.207597] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T13:46:40.466915] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:40.723855] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:40.961070] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:41.198926] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:41.453175] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:41.693996] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:41.941582] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:42.185025] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:42.427214] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:42.669053] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:42.669223] [INFO ] [CONFIGURE ] EME: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T13:46:42.669278] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7001 tests [2025-11-21T13:46:42.669324] [INFO ] [CONFIGURE ] EME: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:46:42.669394] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:46:42.905451] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:43.154818] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:43.381941] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:43.617933] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:43.843352] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:44.100335] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:44.347165] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:44.597756] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:44.855038] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:46:45.108132] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:45.108380] [INFO ] [CONFIGURE ] EME: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:46:45.108480] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 7000 tests [2025-11-21T13:46:45.108551] [INFO ] [CONFIGURE ] EME: Testing feature 20/29: add_price_rejection [2025-11-21T13:46:45.108610] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T13:46:45.410878] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:46:45.688135] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:45.964265] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:46.235944] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:46.518183] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:46.777302] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:46:47.042354] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:47.340962] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:47.621932] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:47.917256] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:47.917482] [INFO ] [CONFIGURE ] EME: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T13:46:47.917544] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6999 tests [2025-11-21T13:46:47.917679] [INFO ] [CONFIGURE ] EME: Testing feature 21/29: add_range_position [2025-11-21T13:46:47.917727] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T13:46:48.177624] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:48.464980] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:48.749888] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:49.044797] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:49.338591] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:49.634960] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:49.921279] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:50.223222] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:50.490261] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:50.763957] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:50.764150] [INFO ] [CONFIGURE ] EME: DISCARDED add_range_position (score: 50.00%) [2025-11-21T13:46:50.764212] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6998 tests [2025-11-21T13:46:50.764261] [INFO ] [CONFIGURE ] EME: Testing feature 22/29: add_realized_volatility [2025-11-21T13:46:50.764343] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T13:46:51.125704] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:51.499354] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:51.872956] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:46:52.244058] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:52.609295] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:46:52.968174] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:46:53.325013] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:53.690069] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:54.053446] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:54.434458] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:54.434684] [INFO ] [CONFIGURE ] EME: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:46:54.434745] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6997 tests [2025-11-21T13:46:54.434794] [INFO ] [CONFIGURE ] EME: Testing feature 23/29: add_recent_range_context [2025-11-21T13:46:54.434838] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T13:46:54.700970] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:54.961621] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:46:55.213770] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:55.463010] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:55.713839] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:55.966860] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:56.217296] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:56.465247] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:46:56.713255] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:56.965545] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:56.965787] [INFO ] [CONFIGURE ] EME: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T13:46:56.965906] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6996 tests [2025-11-21T13:46:56.965958] [INFO ] [CONFIGURE ] EME: Testing feature 24/29: add_rsi [2025-11-21T13:46:56.966004] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T13:46:57.239837] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:46:57.522547] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:46:57.804817] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:46:58.091275] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:46:58.369927] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:46:58.649394] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:46:58.926033] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:46:59.212375] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:46:59.505194] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:46:59.785510] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:46:59.785742] [INFO ] [CONFIGURE ] EME: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:46:59.785803] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6995 tests [2025-11-21T13:46:59.785920] [INFO ] [CONFIGURE ] EME: Testing feature 25/29: add_tick_distribution [2025-11-21T13:46:59.785969] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T13:47:00.056379] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:47:00.987812] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:01.319841] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:47:01.575681] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:47:01.819635] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:47:02.070165] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:02.319230] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:47:02.582486] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:02.847275] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:03.109699] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:47:03.109901] [INFO ] [CONFIGURE ] EME: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T13:47:03.109960] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6994 tests [2025-11-21T13:47:03.110081] [INFO ] [CONFIGURE ] EME: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:47:03.110131] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T13:47:03.409810] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:47:03.679574] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:03.946490] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:47:04.224151] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:47:04.512500] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:04.812830] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:05.129494] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:47:05.428977] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:47:05.728339] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:06.033400] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:47:06.033885] [INFO ] [CONFIGURE ] EME: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T13:47:06.033952] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6993 tests [2025-11-21T13:47:06.034004] [INFO ] [CONFIGURE ] EME: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:47:06.034053] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T13:47:06.400664] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:47:06.723079] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:07.044629] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:47:07.311978] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:47:07.573974] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:47:07.838366] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:08.102857] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:47:08.369191] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:47:08.637461] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:08.908972] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:47:08.909167] [INFO ] [CONFIGURE ] EME: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:47:08.909225] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6992 tests [2025-11-21T13:47:08.909271] [INFO ] [CONFIGURE ] EME: Testing feature 28/29: add_volume_profile [2025-11-21T13:47:08.909313] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T13:47:09.148545] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:47:09.384770] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:09.630600] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:47:09.867746] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:47:10.107237] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:47:10.351502] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:10.591316] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:47:10.829289] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:11.070471] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:11.315352] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:47:11.315580] [INFO ] [CONFIGURE ] EME: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T13:47:11.315638] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6991 tests [2025-11-21T13:47:11.315707] [INFO ] [CONFIGURE ] EME: Testing feature 29/29: add_vwap [2025-11-21T13:47:11.315759] [INFO ] [CONFIGURE ] EME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T13:47:11.563253] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:47:11.805002] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:12.050363] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:47:12.291683] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:47:12.560497] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:47:12.871557] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:13.210594] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:47:13.525039] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:13.790145] [DEBUG] [FORECASTER] EME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:14.076707] [DEBUG] [FORECASTER] EME: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:47:14.076899] [INFO ] [CONFIGURE ] EME: DISCARDED add_vwap (score: 50.00%) [2025-11-21T13:47:14.076961] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6990 tests [2025-11-21T13:47:14.077019] [INFO ] [CONFIGURE ] EME: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:47:14.077076] [INFO ] [CONFIGURE ] EME: Best accuracy: 70.00% [2025-11-21T13:47:14.077140] [INFO ] [CONFIGURE ] EME: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:47:14.077201] [INFO ] [CONFIGURE ] EME: Improvement over baseline: 50.00% [2025-11-21T13:47:14.077245] [INFO ] [CONFIGURE ] EME: Total time: 1.3 minutes [2025-11-21T13:47:14.077280] [INFO ] [CONFIGURE ] EME: Average time per feature: 2.8 seconds [2025-11-21T13:47:14.077320] [INFO ] [CONFIGURE ] EME: Average speed: 0.36 features/sec [2025-11-21T13:47:14.077634] [INFO ] [LOCAL ] Saved configuration for EME: 2 features, 70.00% accuracy -> ./output/feature-sets/EME.json [2025-11-21T13:47:14.077727] [INFO ] [CONFIGURE ] EME: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T13:47:14.077785] [INFO ] [sig ] [487/723] Successfully configured EME | 0.01 sym/s | Total: 11.2h | ETA: 5.4h [2025-11-21T13:47:14.077843] [INFO ] [sig ] [488/723] Configuring EPAM... [2025-11-21T13:47:14.077908] [INFO ] [CONFIGURE ] EPAM: Configurate test run. [2025-11-21T13:47:14.077958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-11-21T13:47:14.153733] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EPAM'. [2025-11-21T13:47:14.154146] [INFO ] [CONFIGURE ] EPAM: Testing with 29 available features [2025-11-21T13:47:14.154211] [INFO ] [CONFIGURE ] EPAM: Establishing baseline with no features... [2025-11-21T13:47:14.332706] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:14.523499] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:14.713362] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:14.897937] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:15.089228] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:15.278952] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:47:15.468104] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:15.653149] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:47:15.837494] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:16.025595] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:47:16.025781] [INFO ] [CONFIGURE ] EPAM: Baseline score (no features): 30.00% [2025-11-21T13:47:16.025857] [INFO ] [CONFIGURE ] EPAM: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:47:16.025907] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:47:16.247483] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:16.463245] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:16.673008] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:16.881357] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:17.088860] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:17.294967] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:47:17.518914] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:47:17.727869] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:17.942459] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:18.167385] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:18.167590] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_bollinger_bands (score: 0.00%) [2025-11-21T13:47:18.167659] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6989 tests [2025-11-21T13:47:18.167727] [INFO ] [CONFIGURE ] EPAM: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:47:18.167776] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:47:18.386786] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:18.604180] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:18.817963] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:19.030104] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:47:19.236978] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:19.447508] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:47:19.664601] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:19.883531] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:20.111952] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:20.339487] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:47:20.339678] [INFO ] [CONFIGURE ] EPAM: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T13:47:20.339758] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6988 tests [2025-11-21T13:47:20.339812] [INFO ] [CONFIGURE ] EPAM: Testing feature 3/29: add_daily_returns [2025-11-21T13:47:20.339861] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:47:20.573346] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:47:20.793174] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:21.018242] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:47:21.243146] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:21.482076] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:21.705063] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:21.929323] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:22.160411] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:22.385636] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:22.608801] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:22.608966] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T13:47:22.609014] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6987 tests [2025-11-21T13:47:22.609051] [INFO ] [CONFIGURE ] EPAM: Testing feature 4/29: add_ema [2025-11-21T13:47:22.609085] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T13:47:22.882772] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:23.175699] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:23.469197] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:23.759467] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:24.052341] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:24.315721] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:47:24.581971] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:24.845986] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:47:25.112945] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:25.381233] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:25.381434] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_ema (score: 30.00%) [2025-11-21T13:47:25.381519] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6986 tests [2025-11-21T13:47:25.381570] [INFO ] [CONFIGURE ] EPAM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:47:25.381614] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:47:25.630985] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:25.881758] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:26.135567] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:26.389720] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:47:26.641999] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:26.901492] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:27.162827] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:27.422300] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:27.688686] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:27.945703] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:27.945900] [INFO ] [CONFIGURE ] EPAM: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T13:47:27.945957] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6985 tests [2025-11-21T13:47:27.946004] [INFO ] [CONFIGURE ] EPAM: Testing feature 6/29: add_failed_moves [2025-11-21T13:47:27.946048] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T13:47:28.203224] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:28.477264] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:28.758961] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:29.024512] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:47:29.304777] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:29.584538] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:29.864490] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:30.160530] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:30.440687] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:30.717128] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:47:30.717297] [INFO ] [CONFIGURE ] EPAM: KEPT add_failed_moves (score: 60.00%) [2025-11-21T13:47:30.717356] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6984 tests [2025-11-21T13:47:30.717406] [INFO ] [CONFIGURE ] EPAM: Testing feature 7/29: add_lag_shelf [2025-11-21T13:47:30.717453] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T13:47:31.014608] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:31.308277] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:31.599957] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:47:31.872470] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:32.141467] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:32.423238] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:32.694894] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:32.977297] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:33.271871] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:33.568067] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:33.568235] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T13:47:33.568294] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6983 tests [2025-11-21T13:47:33.568342] [INFO ] [CONFIGURE ] EPAM: Testing feature 8/29: add_macd [2025-11-21T13:47:33.568389] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T13:47:33.890805] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:34.236964] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:34.553148] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:47:34.874058] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:35.205730] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:35.523508] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:47:35.844966] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:36.171346] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:36.513267] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:36.858737] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:47:36.859153] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_macd (score: 40.00%) [2025-11-21T13:47:36.859215] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6982 tests [2025-11-21T13:47:36.859262] [INFO ] [CONFIGURE ] EPAM: Testing feature 9/29: add_mfi [2025-11-21T13:47:36.859372] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T13:47:37.167340] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:37.476132] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:37.780251] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:38.091411] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:47:38.400511] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:38.704065] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:39.021090] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:47:39.324794] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:39.629559] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:39.937907] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:39.938171] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_mfi (score: 40.00%) [2025-11-21T13:47:39.938257] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6981 tests [2025-11-21T13:47:39.938307] [INFO ] [CONFIGURE ] EPAM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:47:39.938353] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:47:40.338710] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:40.758468] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:41.139165] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:41.519432] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:41.907145] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:42.289100] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:42.670741] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:43.082224] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:43.484172] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:43.877491] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:43.877704] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T13:47:43.877776] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6980 tests [2025-11-21T13:47:43.877827] [INFO ] [CONFIGURE ] EPAM: Testing feature 11/29: add_obv_daily [2025-11-21T13:47:43.877872] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T13:47:44.175995] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:44.473872] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:44.770659] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:47:45.079176] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:47:45.411371] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:47:45.710547] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:47:46.016209] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:47:46.323238] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:46.644801] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:46.948497] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:47:46.948713] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:47:46.948775] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6979 tests [2025-11-21T13:47:46.948825] [INFO ] [CONFIGURE ] EPAM: Testing feature 12/29: add_obv_interval [2025-11-21T13:47:46.948869] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T13:47:47.238603] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:47.515263] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:47.801009] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:47:48.089248] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:47:48.382049] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:47:48.679857] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:48.963111] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:49.245245] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:49.552976] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:49.848054] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:49.848227] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:47:49.848284] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6978 tests [2025-11-21T13:47:49.848329] [INFO ] [CONFIGURE ] EPAM: Testing feature 13/29: add_opening_strength [2025-11-21T13:47:49.848372] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:47:50.156960] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:50.463998] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:50.776215] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:51.088140] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:51.400324] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:51.712974] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:47:52.034256] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:52.347765] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:52.671670] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:52.983793] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:52.983968] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T13:47:52.984025] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6977 tests [2025-11-21T13:47:52.984071] [INFO ] [CONFIGURE ] EPAM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:47:52.984114] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T13:47:53.268107] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:53.558536] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:53.854291] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:47:54.159268] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:54.459056] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:54.755989] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:55.045678] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:55.343759] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:55.650930] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:47:55.950087] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:55.950285] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T13:47:55.950363] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6976 tests [2025-11-21T13:47:55.950412] [INFO ] [CONFIGURE ] EPAM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:47:55.950457] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T13:47:56.244625] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:47:56.543795] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:47:56.830244] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:47:57.109466] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:47:57.389705] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:47:57.665052] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:47:57.968502] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:47:58.264698] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:47:58.575709] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:47:58.865255] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:47:58.865661] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T13:47:58.865716] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6975 tests [2025-11-21T13:47:58.865823] [INFO ] [CONFIGURE ] EPAM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:47:58.865870] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T13:47:59.167704] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:47:59.463051] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:47:59.769166] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:00.072061] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:01.056953] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:01.379943] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:01.688792] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:48:02.004414] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:02.310816] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:02.613286] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:48:02.613460] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T13:48:02.613517] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6974 tests [2025-11-21T13:48:02.613565] [INFO ] [CONFIGURE ] EPAM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:48:02.613609] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T13:48:02.905607] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:03.200469] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:48:03.486608] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:03.774511] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:04.087152] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:04.416913] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:04.734460] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:48:05.067216] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:05.418014] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:05.747470] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:05.747696] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T13:48:05.747759] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6973 tests [2025-11-21T13:48:05.747873] [INFO ] [CONFIGURE ] EPAM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:48:05.747927] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T13:48:06.085979] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:06.390694] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:48:06.691826] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:48:07.000185] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:07.311883] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:07.625864] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:07.942410] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:08.227195] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:08.514149] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:08.799017] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:08.799183] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:48:08.799240] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6972 tests [2025-11-21T13:48:08.799350] [INFO ] [CONFIGURE ] EPAM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:48:08.799394] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T13:48:09.074952] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:09.361845] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:09.646021] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:09.928140] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:10.220556] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:10.506864] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:10.792280] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:11.084954] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:11.369630] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:11.668667] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:11.668855] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T13:48:11.668914] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6971 tests [2025-11-21T13:48:11.669003] [INFO ] [CONFIGURE ] EPAM: Testing feature 20/29: add_price_rejection [2025-11-21T13:48:11.669053] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T13:48:11.982484] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:12.300756] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:12.637141] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:13.003582] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:13.369723] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:13.719452] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:14.057459] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:14.412246] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:14.728794] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:48:15.058836] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:48:15.059018] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T13:48:15.059077] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6970 tests [2025-11-21T13:48:15.059189] [INFO ] [CONFIGURE ] EPAM: Testing feature 21/29: add_range_position [2025-11-21T13:48:15.059238] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T13:48:15.401760] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:15.745485] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:48:16.098162] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:48:16.413869] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:16.733795] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:17.052493] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:17.367520] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:17.717129] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:18.046667] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:48:18.421276] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:18.421510] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T13:48:18.421572] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6969 tests [2025-11-21T13:48:18.421621] [INFO ] [CONFIGURE ] EPAM: Testing feature 22/29: add_realized_volatility [2025-11-21T13:48:18.421687] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T13:48:18.849692] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:19.303405] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:48:19.735711] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:48:20.153498] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:20.577392] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:21.000992] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:21.426270] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:21.921256] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:22.478570] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:48:22.929814] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:48:22.930013] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T13:48:22.930076] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6968 tests [2025-11-21T13:48:22.930154] [INFO ] [CONFIGURE ] EPAM: Testing feature 23/29: add_recent_range_context [2025-11-21T13:48:22.930210] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T13:48:23.255838] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:23.585349] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:48:23.897890] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:24.225075] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:24.551209] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:24.877940] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:25.207948] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:48:25.539791] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:25.858396] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:48:26.172502] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:26.172704] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T13:48:26.172762] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6967 tests [2025-11-21T13:48:26.172867] [INFO ] [CONFIGURE ] EPAM: Testing feature 24/29: add_rsi [2025-11-21T13:48:26.172915] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T13:48:26.532850] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:26.885165] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:48:27.223103] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:48:27.563990] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:27.930870] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:28.304594] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:28.690550] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:29.033306] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:29.382975] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:48:29.768227] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:29.768451] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_rsi (score: 40.00%) [2025-11-21T13:48:29.768555] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6966 tests [2025-11-21T13:48:29.768624] [INFO ] [CONFIGURE ] EPAM: Testing feature 25/29: add_tick_distribution [2025-11-21T13:48:29.768697] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T13:48:30.093754] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:30.412050] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:48:30.748282] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:31.068621] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:31.392373] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:31.722049] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:32.049353] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:32.368499] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:32.703238] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:33.037195] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:48:33.037377] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T13:48:33.037438] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6965 tests [2025-11-21T13:48:33.037486] [INFO ] [CONFIGURE ] EPAM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:48:33.037552] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T13:48:33.347961] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:33.663539] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:33.965831] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:34.272092] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:34.555666] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:34.842871] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:35.142331] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:48:35.432132] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:35.738525] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:36.062089] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:36.062279] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T13:48:36.062336] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6964 tests [2025-11-21T13:48:36.062385] [INFO ] [CONFIGURE ] EPAM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:48:36.062493] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T13:48:36.374692] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:36.699854] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:37.051344] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:37.381269] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:37.723157] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:38.083371] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:48:38.425979] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:38.765584] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:39.118809] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:39.459964] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:39.460173] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T13:48:39.460232] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6963 tests [2025-11-21T13:48:39.460279] [INFO ] [CONFIGURE ] EPAM: Testing feature 28/29: add_volume_profile [2025-11-21T13:48:39.460380] [INFO ] [CONFIGURE ] EPAM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T13:48:39.790497] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:40.132821] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:40.458249] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:40.785917] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:41.117839] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:48:41.452513] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:48:41.775810] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:48:42.116064] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:42.457277] [DEBUG] [FORECASTER] EPAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:42.795320] [DEBUG] [FORECASTER] EPAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:48:42.795524] [INFO ] [CONFIGURE ] EPAM: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T13:48:42.795580] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6962 tests [2025-11-21T13:48:42.795717] [INFO ] [CONFIGURE ] EPAM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:48:42.795766] [INFO ] [CONFIGURE ] EPAM: Best accuracy: 60.00% [2025-11-21T13:48:42.795809] [INFO ] [CONFIGURE ] EPAM: Best feature set (4 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T13:48:42.795849] [INFO ] [CONFIGURE ] EPAM: Improvement over baseline: 30.00% [2025-11-21T13:48:42.795886] [INFO ] [CONFIGURE ] EPAM: Total time: 1.4 minutes [2025-11-21T13:48:42.795923] [INFO ] [CONFIGURE ] EPAM: Average time per feature: 3.1 seconds [2025-11-21T13:48:42.795960] [INFO ] [CONFIGURE ] EPAM: Average speed: 0.33 features/sec [2025-11-21T13:48:42.796307] [INFO ] [LOCAL ] Saved configuration for EPAM: 4 features, 60.00% accuracy -> ./output/feature-sets/EPAM.json [2025-11-21T13:48:42.796366] [INFO ] [CONFIGURE ] EPAM: Configuration saved successfully: 4 features, 60.00% accuracy. [2025-11-21T13:48:42.796414] [INFO ] [sig ] [488/723] Successfully configured EPAM | 0.01 sym/s | Total: 11.2h | ETA: 5.4h [2025-11-21T13:48:42.796457] [INFO ] [sig ] [489/723] Configuring EPRT... [2025-11-21T13:48:42.796497] [INFO ] [CONFIGURE ] EPRT: Configurate test run. [2025-11-21T13:48:42.796558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'. [2025-11-21T13:48:43.017211] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EPRT'. [2025-11-21T13:48:43.017763] [INFO ] [CONFIGURE ] EPRT: Testing with 29 available features [2025-11-21T13:48:43.017834] [INFO ] [CONFIGURE ] EPRT: Establishing baseline with no features... [2025-11-21T13:48:43.218408] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:43.405269] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:43.605692] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:43.811833] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:44.025411] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:48:44.202314] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:48:44.371223] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:48:44.540292] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:44.708629] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:44.880408] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:44.880574] [INFO ] [CONFIGURE ] EPRT: Baseline score (no features): 70.00% [2025-11-21T13:48:44.880621] [INFO ] [CONFIGURE ] EPRT: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:48:44.880678] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:48:45.080617] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:45.299268] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:45.505510] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:45.711824] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:45.921195] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:48:46.127487] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:48:46.330489] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:48:46.535537] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:48:46.734094] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:46.934902] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:46.935070] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T13:48:46.935118] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6961 tests [2025-11-21T13:48:46.935155] [INFO ] [CONFIGURE ] EPRT: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:48:46.935188] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:48:47.136904] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:47.351271] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:47.558926] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:48:47.768546] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:47.979185] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:48:48.201698] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:48:48.420311] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:48:48.636444] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:48.852499] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:49.069896] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:49.070077] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T13:48:49.070129] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6960 tests [2025-11-21T13:48:49.070166] [INFO ] [CONFIGURE ] EPRT: Testing feature 3/29: add_daily_returns [2025-11-21T13:48:49.070202] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_daily_returns'] [2025-11-21T13:48:49.257216] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:49.450703] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:49.637275] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:49.826935] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:50.018719] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:48:50.214238] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:48:50.400589] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:48:50.591854] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:48:50.774696] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:50.959184] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:48:50.959432] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T13:48:50.959483] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6959 tests [2025-11-21T13:48:50.959521] [INFO ] [CONFIGURE ] EPRT: Testing feature 4/29: add_ema [2025-11-21T13:48:50.959556] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_ema'] [2025-11-21T13:48:51.172841] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:51.391925] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:51.610782] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:48:51.837488] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:52.065354] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:48:52.289410] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:48:52.506841] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:48:52.737745] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:52.972023] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:53.210046] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:53.210217] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:48:53.210266] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6958 tests [2025-11-21T13:48:53.210306] [INFO ] [CONFIGURE ] EPRT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:48:53.210342] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:48:53.426511] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:53.677062] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:53.923234] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:48:54.156510] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:54.397147] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:48:54.642094] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:48:54.888346] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:48:55.142492] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:55.366379] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:55.587639] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:55.587853] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:48:55.587909] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6957 tests [2025-11-21T13:48:55.587955] [INFO ] [CONFIGURE ] EPRT: Testing feature 6/29: add_failed_moves [2025-11-21T13:48:55.587996] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_failed_moves'] [2025-11-21T13:48:55.771638] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:55.955832] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:56.141915] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:56.329929] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:48:56.517736] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:48:56.703798] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:48:56.897026] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:48:57.090859] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:57.278389] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:57.464689] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:57.464854] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T13:48:57.464902] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6956 tests [2025-11-21T13:48:57.464940] [INFO ] [CONFIGURE ] EPRT: Testing feature 7/29: add_lag_shelf [2025-11-21T13:48:57.464975] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_lag_shelf'] [2025-11-21T13:48:57.636723] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:48:57.809062] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:48:57.978418] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:48:58.168766] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:48:58.341837] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:48:58.513359] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:48:58.684635] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:48:58.866590] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:48:59.038125] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:48:59.213691] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:48:59.213853] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:48:59.213900] [INFO ] [CONFIGURE ] JOB ETA: 5.5h | Avg: 2.8s/test | Remaining: 6955 tests [2025-11-21T13:48:59.213938] [INFO ] [CONFIGURE ] EPRT: Testing feature 8/29: add_macd [2025-11-21T13:48:59.213975] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T13:48:59.482190] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:48:59.749539] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:00.016780] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:00.986369] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:01.384193] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:01.654380] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:01.924490] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:02.196298] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:02.475503] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:02.757672] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:02.757918] [INFO ] [CONFIGURE ] EPRT: KEPT add_macd (score: 80.00%) [2025-11-21T13:49:02.757980] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6954 tests [2025-11-21T13:49:02.758030] [INFO ] [CONFIGURE ] EPRT: Testing feature 9/29: add_mfi [2025-11-21T13:49:02.758079] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T13:49:03.056162] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:03.342966] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:03.637692] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:03.931331] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:04.221462] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:04.516954] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:04.830292] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:49:05.135789] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:05.433709] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:05.731963] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:05.732191] [INFO ] [CONFIGURE ] EPRT: KEPT add_mfi (score: 90.00%) [2025-11-21T13:49:05.732251] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6953 tests [2025-11-21T13:49:05.732305] [INFO ] [CONFIGURE ] EPRT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:49:05.732370] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:49:06.125976] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:06.518219] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:06.915410] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:07.318288] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:49:07.708079] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:08.099551] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:08.499054] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:08.957604] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:09.497501] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:09.912762] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:09.912940] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T13:49:09.912998] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6952 tests [2025-11-21T13:49:09.913045] [INFO ] [CONFIGURE ] EPRT: Testing feature 11/29: add_obv_daily [2025-11-21T13:49:09.913087] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T13:49:10.222896] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:10.525268] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:10.830750] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:11.142466] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:49:11.453435] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:11.779707] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:12.113300] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:12.471292] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:49:12.814126] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:13.138169] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:49:13.138365] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T13:49:13.138425] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6951 tests [2025-11-21T13:49:13.138476] [INFO ] [CONFIGURE ] EPRT: Testing feature 12/29: add_obv_interval [2025-11-21T13:49:13.138519] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-11-21T13:49:13.439314] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:13.748560] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:14.060801] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:14.380952] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:14.700764] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:49:15.011320] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:15.318940] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:15.610116] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:15.918913] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:16.235118] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:16.235375] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T13:49:16.235436] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6950 tests [2025-11-21T13:49:16.235487] [INFO ] [CONFIGURE ] EPRT: Testing feature 13/29: add_opening_strength [2025-11-21T13:49:16.235533] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:49:16.585917] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:16.924397] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:17.279745] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:17.616135] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:17.954105] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:18.291258] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:18.619024] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:18.942965] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:49:19.263737] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:19.595914] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:19.596110] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_opening_strength (score: 90.00%) [2025-11-21T13:49:19.596170] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6949 tests [2025-11-21T13:49:19.596221] [INFO ] [CONFIGURE ] EPRT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:49:19.596265] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T13:49:19.906811] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:20.224784] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:20.552066] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:20.881390] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:49:21.199138] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:21.520274] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:21.847181] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:22.163817] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:22.488630] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:22.837867] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:22.838067] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:49:22.838125] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6948 tests [2025-11-21T13:49:22.838174] [INFO ] [CONFIGURE ] EPRT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:49:22.838221] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T13:49:23.144403] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:23.460227] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:23.784639] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:24.105767] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:24.427613] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:24.734840] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:25.044921] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:25.350792] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:25.660704] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:25.973578] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:25.974454] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T13:49:25.974517] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6947 tests [2025-11-21T13:49:25.974569] [INFO ] [CONFIGURE ] EPRT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:49:25.974613] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T13:49:26.306800] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:26.609658] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:26.915231] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:27.231090] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:27.532875] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:27.838757] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:28.167608] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:28.491714] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:49:28.824223] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:29.161551] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:29.161866] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T13:49:29.161928] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6946 tests [2025-11-21T13:49:29.161976] [INFO ] [CONFIGURE ] EPRT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:49:29.162019] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T13:49:29.471994] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:29.788920] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:30.114480] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:30.418448] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:49:30.724676] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:31.042779] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:31.352717] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:31.676090] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:32.005687] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:32.327024] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:32.327227] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T13:49:32.327285] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6945 tests [2025-11-21T13:49:32.327336] [INFO ] [CONFIGURE ] EPRT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:49:32.327383] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T13:49:32.625918] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:32.923356] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:33.210888] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:33.517442] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:49:33.809476] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:34.116180] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:34.427155] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:49:34.741701] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:35.049478] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:35.365433] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:35.365671] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:49:35.365737] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6944 tests [2025-11-21T13:49:35.365789] [INFO ] [CONFIGURE ] EPRT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:49:35.365837] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T13:49:35.673975] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:35.998749] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:36.337915] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:36.668191] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:36.977002] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:37.294473] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:37.601443] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:49:37.910934] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:38.230311] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:38.545128] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:38.545356] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T13:49:38.545417] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6943 tests [2025-11-21T13:49:38.545466] [INFO ] [CONFIGURE ] EPRT: Testing feature 20/29: add_price_rejection [2025-11-21T13:49:38.545509] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection'] [2025-11-21T13:49:38.871332] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:39.203401] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:39.527816] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:39.851996] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:49:40.203505] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:40.529394] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:40.869372] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:41.199469] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:49:41.521693] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:41.864156] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:41.864328] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T13:49:41.864385] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6942 tests [2025-11-21T13:49:41.864434] [INFO ] [CONFIGURE ] EPRT: Testing feature 21/29: add_range_position [2025-11-21T13:49:41.864476] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_range_position'] [2025-11-21T13:49:42.202043] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:42.530939] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:42.860881] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:49:43.212806] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:49:43.525059] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:43.839938] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:44.175991] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:44.519538] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:49:44.873894] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:45.222293] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:45.222518] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:49:45.222625] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6941 tests [2025-11-21T13:49:45.222707] [INFO ] [CONFIGURE ] EPRT: Testing feature 22/29: add_realized_volatility [2025-11-21T13:49:45.222754] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility'] [2025-11-21T13:49:45.641227] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:46.074440] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:46.522671] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:49:46.960794] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:47.398570] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:47.830173] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:48.262035] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:49:48.685124] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:49:49.116383] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:49.530051] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:49.530267] [INFO ] [CONFIGURE ] EPRT: KEPT add_realized_volatility (score: 100.00%) [2025-11-21T13:49:49.530326] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6940 tests [2025-11-21T13:49:49.530374] [INFO ] [CONFIGURE ] EPRT: Testing feature 23/29: add_recent_range_context [2025-11-21T13:49:49.530416] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T13:49:49.974264] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:50.421345] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:50.880375] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:49:51.344612] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:49:51.799371] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:52.256072] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:52.727771] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:53.207874] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:53.689524] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:54.156351] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:54.156552] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:49:54.156612] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6939 tests [2025-11-21T13:49:54.156675] [INFO ] [CONFIGURE ] EPRT: Testing feature 24/29: add_rsi [2025-11-21T13:49:54.156724] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-21T13:49:54.680236] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:49:55.188626] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:49:55.693776] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:49:56.217148] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:49:56.730816] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:49:57.249260] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:49:57.762361] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:49:58.282058] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:49:58.784327] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:49:59.292586] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:49:59.292868] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:49:59.292937] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6938 tests [2025-11-21T13:49:59.292988] [INFO ] [CONFIGURE ] EPRT: Testing feature 25/29: add_tick_distribution [2025-11-21T13:49:59.293033] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T13:49:59.739054] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:50:00.210138] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:01.596047] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:02.168277] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:50:02.655847] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:03.125980] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:03.587265] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:50:04.037538] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:04.466226] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:04.904703] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:04.904919] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T13:50:04.904978] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6937 tests [2025-11-21T13:50:04.905028] [INFO ] [CONFIGURE ] EPRT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:50:04.905073] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T13:50:05.316446] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:50:05.747704] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:06.160963] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:06.565481] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:50:06.969802] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:07.377408] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:50:07.795595] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:50:08.215076] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:08.641772] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:09.070793] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:09.071021] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T13:50:09.071084] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6936 tests [2025-11-21T13:50:09.071246] [INFO ] [CONFIGURE ] EPRT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:50:09.071298] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T13:50:09.534329] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:50:09.995599] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:10.457760] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:10.907699] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:50:11.352784] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:11.821599] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:50:12.288943] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:50:12.753716] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:13.213570] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:13.652730] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:13.652936] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:50:13.652995] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6935 tests [2025-11-21T13:50:13.653042] [INFO ] [CONFIGURE ] EPRT: Testing feature 28/29: add_volume_profile [2025-11-21T13:50:13.653086] [INFO ] [CONFIGURE ] EPRT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T13:50:14.078459] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:50:14.505470] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:14.936623] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:15.368194] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:50:15.815629] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:16.274883] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:16.707998] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:17.137895] [DEBUG] [FORECASTER] EPRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:17.573487] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:18.003974] [DEBUG] [FORECASTER] EPRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:18.004205] [INFO ] [CONFIGURE ] EPRT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T13:50:18.004267] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6934 tests [2025-11-21T13:50:18.004317] [INFO ] [CONFIGURE ] EPRT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:50:18.004357] [INFO ] [CONFIGURE ] EPRT: Best accuracy: 100.00% [2025-11-21T13:50:18.004407] [INFO ] [CONFIGURE ] EPRT: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility'] [2025-11-21T13:50:18.004451] [INFO ] [CONFIGURE ] EPRT: Improvement over baseline: 30.00% [2025-11-21T13:50:18.004488] [INFO ] [CONFIGURE ] EPRT: Total time: 1.6 minutes [2025-11-21T13:50:18.004528] [INFO ] [CONFIGURE ] EPRT: Average time per feature: 3.3 seconds [2025-11-21T13:50:18.004567] [INFO ] [CONFIGURE ] EPRT: Average speed: 0.31 features/sec [2025-11-21T13:50:18.005105] [INFO ] [LOCAL ] Saved configuration for EPRT: 4 features, 100.00% accuracy -> ./output/feature-sets/EPRT.json [2025-11-21T13:50:18.005182] [INFO ] [CONFIGURE ] EPRT: Configuration saved successfully: 4 features, 100.00% accuracy. [2025-11-21T13:50:18.005235] [INFO ] [sig ] [489/723] Successfully configured EPRT | 0.01 sym/s | Total: 11.3h | ETA: 5.4h [2025-11-21T13:50:18.005282] [INFO ] [sig ] [490/723] Configuring EQBK... [2025-11-21T13:50:18.005324] [INFO ] [CONFIGURE ] EQBK: Configurate test run. [2025-11-21T13:50:18.005367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-11-21T13:50:18.079362] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EQBK'. [2025-11-21T13:50:18.079745] [INFO ] [CONFIGURE ] EQBK: Testing with 29 available features [2025-11-21T13:50:18.079809] [INFO ] [CONFIGURE ] EQBK: Establishing baseline with no features... [2025-11-21T13:50:18.244906] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:18.415973] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:18.583326] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:18.750888] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:18.920260] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:19.088866] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:19.256843] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:19.429493] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:19.601035] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:19.778824] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:19.778994] [INFO ] [CONFIGURE ] EQBK: Baseline score (no features): 70.00% [2025-11-21T13:50:19.779042] [INFO ] [CONFIGURE ] EQBK: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:50:19.779079] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:50:19.979865] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:20.181194] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:50:20.380580] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:20.581246] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:20.784757] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:20.983839] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:21.183737] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:21.372166] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:21.572530] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:50:21.782846] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:21.783130] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T13:50:21.783235] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6933 tests [2025-11-21T13:50:21.783320] [INFO ] [CONFIGURE ] EQBK: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:50:21.783403] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:50:21.987197] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:50:22.193813] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:22.397320] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:22.604306] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:22.805753] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:23.009807] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:23.218946] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:23.448812] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:50:23.681272] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:50:23.880878] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:23.881041] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T13:50:23.881090] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6932 tests [2025-11-21T13:50:23.881126] [INFO ] [CONFIGURE ] EQBK: Testing feature 3/29: add_daily_returns [2025-11-21T13:50:23.881161] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_daily_returns'] [2025-11-21T13:50:24.061829] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:24.242081] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:24.415410] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:24.590467] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:24.764782] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:24.955520] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:25.133910] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:25.314469] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:25.493975] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:25.677277] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:25.677439] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T13:50:25.677487] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6931 tests [2025-11-21T13:50:25.677525] [INFO ] [CONFIGURE ] EQBK: Testing feature 4/29: add_ema [2025-11-21T13:50:25.677561] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_ema'] [2025-11-21T13:50:25.886291] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:26.094533] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:26.301394] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:26.514526] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:26.722108] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:26.945191] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:27.180942] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:50:27.404588] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:50:27.628283] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:50:27.852149] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:27.852369] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:50:27.852420] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6930 tests [2025-11-21T13:50:27.852457] [INFO ] [CONFIGURE ] EQBK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:50:27.852491] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:50:28.075621] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:28.312106] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:28.532917] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:28.759905] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:28.994910] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:29.233676] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:29.474172] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:29.715911] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:29.962350] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:30.204776] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:30.204960] [INFO ] [CONFIGURE ] EQBK: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T13:50:30.205017] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6929 tests [2025-11-21T13:50:30.205059] [INFO ] [CONFIGURE ] EQBK: Testing feature 6/29: add_failed_moves [2025-11-21T13:50:30.205100] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T13:50:30.433991] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:30.668450] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:30.912300] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:31.149599] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:31.376195] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:50:31.604980] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:31.840206] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:32.072978] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:32.300994] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:32.531083] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:32.531269] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:50:32.531325] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6928 tests [2025-11-21T13:50:32.531372] [INFO ] [CONFIGURE ] EQBK: Testing feature 7/29: add_lag_shelf [2025-11-21T13:50:32.531415] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T13:50:32.750967] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:32.970202] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:50:33.183817] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:33.405313] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:33.622393] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:50:33.838940] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:34.064031] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:34.284378] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:34.504457] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:34.725881] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:34.726075] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T13:50:34.726132] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6927 tests [2025-11-21T13:50:34.726182] [INFO ] [CONFIGURE ] EQBK: Testing feature 8/29: add_macd [2025-11-21T13:50:34.726232] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T13:50:35.004289] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:35.282227] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:35.570681] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:35.862315] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:36.139484] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:36.417590] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:36.694791] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:36.976546] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:37.257382] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:50:37.540140] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:37.540344] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:50:37.540405] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6926 tests [2025-11-21T13:50:37.540456] [INFO ] [CONFIGURE ] EQBK: Testing feature 9/29: add_mfi [2025-11-21T13:50:37.540501] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T13:50:37.768220] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:38.003771] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:38.232126] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:38.460838] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:38.694463] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:38.929745] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:39.176738] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:39.410294] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:39.643328] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:39.879591] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:39.879836] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_mfi (score: 80.00%) [2025-11-21T13:50:39.879895] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6925 tests [2025-11-21T13:50:39.879942] [INFO ] [CONFIGURE ] EQBK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:50:39.880050] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:50:40.195537] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:40.508534] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:40.842358] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:41.173697] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:41.499318] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:41.828282] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:42.147481] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:42.466482] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:42.803329] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:50:43.124217] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:43.124450] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:50:43.124511] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6924 tests [2025-11-21T13:50:43.124560] [INFO ] [CONFIGURE ] EQBK: Testing feature 11/29: add_obv_daily [2025-11-21T13:50:43.124605] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T13:50:43.357165] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:43.590513] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:43.824554] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:44.066191] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:44.297561] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:44.530987] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:44.762993] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:44.994681] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:45.229132] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:50:45.460525] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:45.460754] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T13:50:45.460816] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6923 tests [2025-11-21T13:50:45.460863] [INFO ] [CONFIGURE ] EQBK: Testing feature 12/29: add_obv_interval [2025-11-21T13:50:45.460908] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T13:50:45.692000] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:45.925132] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:46.155999] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:46.384180] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:46.616185] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:46.843447] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:47.078563] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:47.313111] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:47.549638] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:50:47.798283] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:47.798471] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T13:50:47.798527] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6922 tests [2025-11-21T13:50:47.798575] [INFO ] [CONFIGURE ] EQBK: Testing feature 13/29: add_opening_strength [2025-11-21T13:50:47.798616] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:50:48.074240] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:48.392860] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:50:48.719073] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:49.013994] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:49.287035] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:50:49.558006] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:49.837006] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:50.124601] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:50:50.393575] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:50.662573] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:50.662799] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T13:50:50.662860] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6921 tests [2025-11-21T13:50:50.662907] [INFO ] [CONFIGURE ] EQBK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:50:50.662951] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T13:50:50.937504] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:50:51.227776] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:51.501155] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:51.786622] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:52.068433] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:52.339425] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:52.614126] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:52.891934] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:53.168308] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:50:53.409690] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:53.409862] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:50:53.409919] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6920 tests [2025-11-21T13:50:53.409964] [INFO ] [CONFIGURE ] EQBK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:50:53.410005] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T13:50:53.631482] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:53.846882] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:54.061266] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:54.282087] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:54.501030] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:54.715350] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:54.930417] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:55.151153] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:55.369992] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:55.609678] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:55.609857] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T13:50:55.609915] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6919 tests [2025-11-21T13:50:55.609963] [INFO ] [CONFIGURE ] EQBK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:50:55.610006] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T13:50:55.867105] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:56.121067] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:56.376537] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:50:56.632124] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:56.882538] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:57.140608] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:57.396449] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:50:57.652012] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:50:57.902437] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:50:58.147981] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:50:58.148190] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T13:50:58.148248] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6918 tests [2025-11-21T13:50:58.148296] [INFO ] [CONFIGURE ] EQBK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:50:58.148339] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T13:50:58.398478] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:50:58.643238] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:50:58.891624] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:50:59.152169] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:50:59.392454] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:50:59.634580] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:50:59.882148] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:00.128349] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:00.373033] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:00.617440] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:00.617629] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T13:51:00.617709] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6917 tests [2025-11-21T13:51:00.617756] [INFO ] [CONFIGURE ] EQBK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:51:00.617798] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T13:51:00.830880] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:01.779777] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:02.153687] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:02.366890] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:02.580886] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:51:02.795582] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:03.025515] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:03.241538] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:03.457204] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:51:03.670038] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:03.670252] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:51:03.670309] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6916 tests [2025-11-21T13:51:03.670354] [INFO ] [CONFIGURE ] EQBK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:51:03.670397] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T13:51:03.887285] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:04.104914] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:04.327059] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:04.551316] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:04.773532] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:51:04.995953] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:05.218293] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:05.443545] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:05.669804] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:05.890820] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:05.891003] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T13:51:05.891061] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6915 tests [2025-11-21T13:51:05.891107] [INFO ] [CONFIGURE ] EQBK: Testing feature 20/29: add_price_rejection [2025-11-21T13:51:05.891151] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T13:51:06.120160] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:06.351020] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:06.591422] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:06.823703] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:07.056199] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:51:07.290943] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:07.543010] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:07.787620] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:08.031252] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:51:08.299922] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:08.300130] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:51:08.300214] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6914 tests [2025-11-21T13:51:08.300292] [INFO ] [CONFIGURE ] EQBK: Testing feature 21/29: add_range_position [2025-11-21T13:51:08.300346] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T13:51:08.594055] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:08.882321] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:09.148520] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:09.407876] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:09.660192] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:51:09.916239] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:10.183234] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:10.455532] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:10.738594] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:10.998089] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:51:10.998275] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_range_position (score: 50.00%) [2025-11-21T13:51:10.998332] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6913 tests [2025-11-21T13:51:10.998380] [INFO ] [CONFIGURE ] EQBK: Testing feature 22/29: add_realized_volatility [2025-11-21T13:51:10.998425] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T13:51:11.339814] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:11.702281] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:12.057816] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:12.430567] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:12.787566] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:51:13.140722] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:13.492894] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:13.853151] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:14.204471] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:14.552815] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:14.553012] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:51:14.553071] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6912 tests [2025-11-21T13:51:14.553120] [INFO ] [CONFIGURE ] EQBK: Testing feature 23/29: add_recent_range_context [2025-11-21T13:51:14.553168] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T13:51:14.780890] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:15.014933] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:51:15.240219] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:15.467990] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:15.697716] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:51:15.932591] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:16.176732] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:16.426381] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:16.653680] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:51:16.882366] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:16.882541] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:51:16.882598] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6911 tests [2025-11-21T13:51:16.882666] [INFO ] [CONFIGURE ] EQBK: Testing feature 24/29: add_rsi [2025-11-21T13:51:16.882716] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T13:51:17.153670] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:17.430542] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:17.702124] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:17.987047] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:18.276322] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:51:18.557497] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:18.836386] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:19.119137] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:19.402780] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:51:19.684467] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:19.684729] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:51:19.684791] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6910 tests [2025-11-21T13:51:19.684838] [INFO ] [CONFIGURE ] EQBK: Testing feature 25/29: add_tick_distribution [2025-11-21T13:51:19.684883] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T13:51:19.915200] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:20.142783] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:20.370583] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:20.598385] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:20.825202] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:51:21.053315] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:21.284372] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:21.514354] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:21.746679] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:21.974925] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:21.975114] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T13:51:21.975171] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6909 tests [2025-11-21T13:51:21.975218] [INFO ] [CONFIGURE ] EQBK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:51:21.975278] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T13:51:22.205824] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:22.436319] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:51:22.665385] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:22.898971] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:23.134713] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:51:23.379734] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:23.610905] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:23.842171] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:24.076070] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:51:24.333747] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:24.333955] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T13:51:24.334013] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6908 tests [2025-11-21T13:51:24.334067] [INFO ] [CONFIGURE ] EQBK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:51:24.334112] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T13:51:24.600389] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:24.857347] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:25.110481] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:25.371004] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:25.628749] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T13:51:25.886810] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:26.144511] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:26.415174] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:26.700817] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:51:26.956542] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:26.956852] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:51:26.956923] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6907 tests [2025-11-21T13:51:26.956974] [INFO ] [CONFIGURE ] EQBK: Testing feature 28/29: add_volume_profile [2025-11-21T13:51:26.957020] [INFO ] [CONFIGURE ] EQBK: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T13:51:27.212094] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:51:27.469301] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:27.728137] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:27.992559] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:51:28.255680] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T13:51:28.518193] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:28.782772] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:51:29.047373] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:29.301011] [DEBUG] [FORECASTER] EQBK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:51:29.556391] [DEBUG] [FORECASTER] EQBK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:51:29.556584] [INFO ] [CONFIGURE ] EQBK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T13:51:29.556663] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6906 tests [2025-11-21T13:51:29.556715] [INFO ] [CONFIGURE ] EQBK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:51:29.556759] [INFO ] [CONFIGURE ] EQBK: Best accuracy: 80.00% [2025-11-21T13:51:29.556794] [INFO ] [CONFIGURE ] EQBK: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:51:29.556857] [INFO ] [CONFIGURE ] EQBK: Improvement over baseline: 10.00% [2025-11-21T13:51:29.556896] [INFO ] [CONFIGURE ] EQBK: Total time: 1.2 minutes [2025-11-21T13:51:29.556933] [INFO ] [CONFIGURE ] EQBK: Average time per feature: 2.5 seconds [2025-11-21T13:51:29.556972] [INFO ] [CONFIGURE ] EQBK: Average speed: 0.42 features/sec [2025-11-21T13:51:29.557397] [INFO ] [LOCAL ] Saved configuration for EQBK: 2 features, 80.00% accuracy -> ./output/feature-sets/EQBK.json [2025-11-21T13:51:29.557457] [INFO ] [CONFIGURE ] EQBK: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T13:51:29.557506] [INFO ] [sig ] [490/723] Successfully configured EQBK | 0.01 sym/s | Total: 11.3h | ETA: 5.4h [2025-11-21T13:51:29.557550] [INFO ] [sig ] [491/723] Configuring ESAB... [2025-11-21T13:51:29.557589] [INFO ] [CONFIGURE ] ESAB: Configurate test run. [2025-11-21T13:51:29.557629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-11-21T13:51:29.665446] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESAB'. [2025-11-21T13:51:29.665800] [INFO ] [CONFIGURE ] ESAB: Testing with 29 available features [2025-11-21T13:51:29.665863] [INFO ] [CONFIGURE ] ESAB: Establishing baseline with no features... [2025-11-21T13:51:29.848222] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:51:30.039584] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:30.231279] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:30.415722] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:30.599753] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:51:30.784803] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:30.970063] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:51:31.156912] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:31.344798] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:31.536041] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:51:31.536421] [INFO ] [CONFIGURE ] ESAB: Baseline score (no features): 60.00% [2025-11-21T13:51:31.536601] [INFO ] [CONFIGURE ] ESAB: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:51:31.536751] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:51:31.775695] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:51:32.003118] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:32.222876] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:32.443037] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:32.688128] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:51:32.917357] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:33.143724] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:51:33.364536] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:33.584997] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:33.830080] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:51:33.830280] [INFO ] [CONFIGURE ] ESAB: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T13:51:33.830333] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6905 tests [2025-11-21T13:51:33.830371] [INFO ] [CONFIGURE ] ESAB: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:51:33.830406] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:51:34.094837] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:51:34.354779] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:34.621727] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:34.891488] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:35.146885] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:51:35.401039] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:35.657004] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:51:35.911603] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:36.172963] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:36.430754] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:51:36.430934] [INFO ] [CONFIGURE ] ESAB: KEPT add_cumulative_delta (score: 90.00%) [2025-11-21T13:51:36.430991] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6904 tests [2025-11-21T13:51:36.431030] [INFO ] [CONFIGURE ] ESAB: Testing feature 3/29: add_daily_returns [2025-11-21T13:51:36.431128] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T13:51:36.699564] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:51:36.980949] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:37.263237] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:37.541791] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:37.822019] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:51:38.122174] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:38.398629] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:51:38.676126] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:38.938377] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:39.208519] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:51:39.208720] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T13:51:39.208776] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6903 tests [2025-11-21T13:51:39.208821] [INFO ] [CONFIGURE ] ESAB: Testing feature 4/29: add_ema [2025-11-21T13:51:39.208861] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T13:51:39.498145] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:51:39.796051] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:40.089581] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:40.386680] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:40.685035] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:51:40.985812] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:41.291468] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:51:41.584543] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:41.877750] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:42.169771] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:51:42.169954] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_ema (score: 70.00%) [2025-11-21T13:51:42.170008] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6902 tests [2025-11-21T13:51:42.170056] [INFO ] [CONFIGURE ] ESAB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:51:42.170102] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:51:42.446953] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:51:42.761357] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:43.065335] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:51:43.361405] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:43.658876] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:51:43.958620] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:44.264236] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:51:44.567579] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:44.864387] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:45.176716] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:51:45.176902] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T13:51:45.176960] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6901 tests [2025-11-21T13:51:45.177027] [INFO ] [CONFIGURE ] ESAB: Testing feature 6/29: add_failed_moves [2025-11-21T13:51:45.177075] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T13:51:45.436014] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:51:45.703295] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:45.979254] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:46.240977] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:46.498194] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:51:46.755005] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:47.020433] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:51:47.279565] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:47.538875] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:47.801318] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:51:47.801494] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T13:51:47.801551] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6900 tests [2025-11-21T13:51:47.801598] [INFO ] [CONFIGURE ] ESAB: Testing feature 7/29: add_lag_shelf [2025-11-21T13:51:47.801669] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T13:51:48.059573] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:51:48.338318] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:48.608010] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:48.880530] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:49.136907] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:51:49.384428] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:49.635892] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:51:49.887300] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:51:50.133899] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:50.402898] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:51:50.403072] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:51:50.403130] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6899 tests [2025-11-21T13:51:50.403169] [INFO ] [CONFIGURE ] ESAB: Testing feature 8/29: add_macd [2025-11-21T13:51:50.403231] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T13:51:50.755211] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:51:51.113409] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:51.465671] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:51.835336] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:52.205359] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:51:52.572710] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:52.936026] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:51:53.295809] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:53.659149] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:54.028325] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:51:54.028522] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_macd (score: 80.00%) [2025-11-21T13:51:54.028581] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6898 tests [2025-11-21T13:51:54.028621] [INFO ] [CONFIGURE ] ESAB: Testing feature 9/29: add_mfi [2025-11-21T13:51:54.028690] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T13:51:54.294982] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:51:54.558371] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:54.823181] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:55.116423] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:55.440081] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:51:55.802994] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:56.164775] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:51:56.439327] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:51:56.704937] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:51:56.968823] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:51:56.969041] [INFO ] [CONFIGURE ] ESAB: KEPT add_mfi (score: 100.00%) [2025-11-21T13:51:56.969099] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6897 tests [2025-11-21T13:51:56.969146] [INFO ] [CONFIGURE ] ESAB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:51:56.969182] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:51:57.337262] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:51:57.700197] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:51:58.077005] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:51:58.444100] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:51:58.815239] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:51:59.176402] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:51:59.539266] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:51:59.897355] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:00.981790] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:01.404830] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:01.405093] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T13:52:01.405163] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6896 tests [2025-11-21T13:52:01.405213] [INFO ] [CONFIGURE ] ESAB: Testing feature 11/29: add_obv_daily [2025-11-21T13:52:01.405257] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_obv_daily'] [2025-11-21T13:52:01.702273] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:02.004217] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:02.288329] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:52:02.570978] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:02.854465] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:03.139168] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:03.419791] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:52:03.704608] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:52:03.985927] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:04.269193] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:04.269379] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T13:52:04.269438] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6895 tests [2025-11-21T13:52:04.269486] [INFO ] [CONFIGURE ] ESAB: Testing feature 12/29: add_obv_interval [2025-11-21T13:52:04.269530] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_obv_interval'] [2025-11-21T13:52:04.549498] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:04.841371] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:05.108301] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:05.383678] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:05.678160] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:05.960193] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:06.243102] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:06.544202] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:06.845142] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:07.142348] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:07.142553] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_obv_interval (score: 100.00%) [2025-11-21T13:52:07.142611] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6894 tests [2025-11-21T13:52:07.142681] [INFO ] [CONFIGURE ] ESAB: Testing feature 13/29: add_opening_strength [2025-11-21T13:52:07.142730] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:52:07.435988] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:52:07.736135] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:08.023550] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:08.317623] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:08.624347] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:08.933118] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:09.249318] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:09.581524] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:09.920233] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:10.251629] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:10.251842] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T13:52:10.251912] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6893 tests [2025-11-21T13:52:10.251971] [INFO ] [CONFIGURE ] ESAB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:52:10.252020] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T13:52:10.576904] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:10.898048] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:11.211919] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:11.525960] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:11.849404] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:12.162067] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:12.474133] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:52:12.793699] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:13.112180] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:13.427422] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:13.427606] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T13:52:13.427684] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6892 tests [2025-11-21T13:52:13.427735] [INFO ] [CONFIGURE ] ESAB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:52:13.427781] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T13:52:13.716971] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:52:14.001190] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:14.284824] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:14.571387] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:14.850205] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:15.133863] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:15.414243] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:15.714587] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:16.002764] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:16.318168] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:16.318374] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-11-21T13:52:16.318537] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6891 tests [2025-11-21T13:52:16.318602] [INFO ] [CONFIGURE ] ESAB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:52:16.318670] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T13:52:16.643993] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:16.968865] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:17.295114] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:17.618377] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:17.926259] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:18.240770] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:18.558452] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:18.876334] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:19.190918] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:19.507055] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:19.507253] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T13:52:19.507314] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6890 tests [2025-11-21T13:52:19.507363] [INFO ] [CONFIGURE ] ESAB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:52:19.507409] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T13:52:19.827585] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:20.124368] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:20.423051] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:20.725060] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:21.013830] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:21.302917] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:21.592494] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:21.881266] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:22.183125] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:22.475521] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:22.475708] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_pbf_return_2d (score: 100.00%) [2025-11-21T13:52:22.475767] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6889 tests [2025-11-21T13:52:22.475813] [INFO ] [CONFIGURE ] ESAB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:52:22.475849] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T13:52:22.733731] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:52:23.007351] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:23.275213] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:52:23.543770] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:23.811956] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:24.080053] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:24.354950] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:24.623235] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:24.914475] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:25.186986] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:25.187161] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T13:52:25.187218] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6888 tests [2025-11-21T13:52:25.187266] [INFO ] [CONFIGURE ] ESAB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:52:25.187310] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T13:52:25.460099] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:25.741281] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:26.026930] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:26.308189] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:26.599874] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:26.874085] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:27.157088] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:27.440441] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:27.750064] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:28.040392] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:28.040560] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_pbf_vs_sma_5 (score: 100.00%) [2025-11-21T13:52:28.040622] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6887 tests [2025-11-21T13:52:28.040697] [INFO ] [CONFIGURE ] ESAB: Testing feature 20/29: add_price_rejection [2025-11-21T13:52:28.040744] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_price_rejection'] [2025-11-21T13:52:28.346291] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:28.650692] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:28.957086] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:29.258815] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:29.565344] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:29.874843] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:30.151897] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:30.438562] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:30.773912] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:31.093458] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:31.093628] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T13:52:31.093705] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6886 tests [2025-11-21T13:52:31.093773] [INFO ] [CONFIGURE ] ESAB: Testing feature 21/29: add_range_position [2025-11-21T13:52:31.093819] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_range_position'] [2025-11-21T13:52:31.424887] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:31.762816] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:32.090639] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:32.420211] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:32.762488] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:52:33.103158] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:33.419718] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:33.720004] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:34.025607] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:34.336587] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:34.336802] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_range_position (score: 80.00%) [2025-11-21T13:52:34.336861] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6885 tests [2025-11-21T13:52:34.336910] [INFO ] [CONFIGURE ] ESAB: Testing feature 22/29: add_realized_volatility [2025-11-21T13:52:34.336953] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_realized_volatility'] [2025-11-21T13:52:34.722996] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:35.108096] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:35.499180] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:35.895918] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:36.317403] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:36.702044] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:37.083468] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:37.460752] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:37.836612] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:38.222535] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:38.222737] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_realized_volatility (score: 100.00%) [2025-11-21T13:52:38.222797] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6884 tests [2025-11-21T13:52:38.222858] [INFO ] [CONFIGURE ] ESAB: Testing feature 23/29: add_recent_range_context [2025-11-21T13:52:38.222905] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_recent_range_context'] [2025-11-21T13:52:38.482677] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:38.739079] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:39.000416] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:52:39.263017] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:39.535073] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:39.819573] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:40.087935] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:40.354934] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:40.627283] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:40.899247] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:40.899462] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T13:52:40.899521] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6883 tests [2025-11-21T13:52:40.899568] [INFO ] [CONFIGURE ] ESAB: Testing feature 24/29: add_rsi [2025-11-21T13:52:40.899622] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T13:52:41.220016] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:52:41.545268] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:41.867506] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:42.188144] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:42.515263] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:42.876121] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:43.327538] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:43.720414] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:44.060998] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:44.395200] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:44.395395] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_rsi (score: 90.00%) [2025-11-21T13:52:44.395455] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6882 tests [2025-11-21T13:52:44.395504] [INFO ] [CONFIGURE ] ESAB: Testing feature 25/29: add_tick_distribution [2025-11-21T13:52:44.395549] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_tick_distribution'] [2025-11-21T13:52:44.684873] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:44.980143] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:45.263169] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:45.542232] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:45.818133] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:46.096081] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:46.374498] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:46.665604] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:46.946621] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:47.222192] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:47.222362] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T13:52:47.222419] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6881 tests [2025-11-21T13:52:47.222520] [INFO ] [CONFIGURE ] ESAB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:52:47.222568] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T13:52:47.500835] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:47.774986] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:48.055344] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:48.339842] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:48.618861] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:48.895306] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:49.179146] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:52:49.473908] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:49.763076] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:50.065459] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:50.065707] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T13:52:50.065769] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6880 tests [2025-11-21T13:52:50.065819] [INFO ] [CONFIGURE ] ESAB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:52:50.065865] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T13:52:50.360388] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:52:50.672848] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:50.969025] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:51.264696] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:51.567689] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:51.893833] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:52.188154] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:52.484015] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:52.764286] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:53.062555] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:53.062793] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T13:52:53.062872] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6879 tests [2025-11-21T13:52:53.062939] [INFO ] [CONFIGURE ] ESAB: Testing feature 28/29: add_volume_profile [2025-11-21T13:52:53.063002] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_volume_profile'] [2025-11-21T13:52:53.358634] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:53.639566] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:53.924475] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:54.208944] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:54.497965] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:54.796511] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:55.099113] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:55.387093] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:55.669681] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:52:55.954706] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:52:55.954870] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T13:52:55.954926] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6878 tests [2025-11-21T13:52:55.954970] [INFO ] [CONFIGURE ] ESAB: Testing feature 29/29: add_vwap [2025-11-21T13:52:55.955014] [INFO ] [CONFIGURE ] ESAB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi', 'add_vwap'] [2025-11-21T13:52:56.240276] [DEBUG] [FORECASTER] ESAB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:52:56.529978] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:56.816731] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:52:57.099029] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:57.383686] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:52:57.669438] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:52:57.952913] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:52:58.235779] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:52:58.525299] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:52:58.811435] [DEBUG] [FORECASTER] ESAB: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:52:58.811625] [INFO ] [CONFIGURE ] ESAB: DISCARDED add_vwap (score: 90.00%) [2025-11-21T13:52:58.811704] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6877 tests [2025-11-21T13:52:58.811752] [INFO ] [CONFIGURE ] ESAB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:52:58.811793] [INFO ] [CONFIGURE ] ESAB: Best accuracy: 100.00% [2025-11-21T13:52:58.811834] [INFO ] [CONFIGURE ] ESAB: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T13:52:58.811874] [INFO ] [CONFIGURE ] ESAB: Improvement over baseline: 40.00% [2025-11-21T13:52:58.811911] [INFO ] [CONFIGURE ] ESAB: Total time: 1.5 minutes [2025-11-21T13:52:58.811947] [INFO ] [CONFIGURE ] ESAB: Average time per feature: 3.0 seconds [2025-11-21T13:52:58.811985] [INFO ] [CONFIGURE ] ESAB: Average speed: 0.33 features/sec [2025-11-21T13:52:58.812484] [INFO ] [LOCAL ] Saved configuration for ESAB: 3 features, 100.00% accuracy -> ./output/feature-sets/ESAB.json [2025-11-21T13:52:58.812541] [INFO ] [CONFIGURE ] ESAB: Configuration saved successfully: 3 features, 100.00% accuracy. [2025-11-21T13:52:58.812590] [INFO ] [sig ] [491/723] Successfully configured ESAB | 0.01 sym/s | Total: 11.3h | ETA: 5.3h [2025-11-21T13:52:58.812635] [INFO ] [sig ] [492/723] Configuring ESTC... [2025-11-21T13:52:58.812697] [INFO ] [CONFIGURE ] ESTC: Configurate test run. [2025-11-21T13:52:58.812738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-11-21T13:52:58.888806] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESTC'. [2025-11-21T13:52:58.889186] [INFO ] [CONFIGURE ] ESTC: Testing with 29 available features [2025-11-21T13:52:58.889248] [INFO ] [CONFIGURE ] ESTC: Establishing baseline with no features... [2025-11-21T13:52:59.056739] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:52:59.224419] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:52:59.391841] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:52:59.558608] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:52:59.727857] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:52:59.894776] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:00.071102] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:00.947550] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:01.248984] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:01.422928] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:01.423083] [INFO ] [CONFIGURE ] ESTC: Baseline score (no features): 60.00% [2025-11-21T13:53:01.423130] [INFO ] [CONFIGURE ] ESTC: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:53:01.423167] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:53:01.626532] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:01.827093] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:02.030970] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:02.234189] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:02.435081] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:02.637977] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:02.848163] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:53:03.054988] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:03.259889] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:03.468025] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:03.468397] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T13:53:03.468519] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6876 tests [2025-11-21T13:53:03.468604] [INFO ] [CONFIGURE ] ESTC: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:53:03.468740] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:53:03.675227] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:03.880199] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:04.092734] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:04.303607] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:04.511661] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:04.721961] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:04.944757] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:53:05.157586] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:05.375280] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:05.598858] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:05.599052] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T13:53:05.599100] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6875 tests [2025-11-21T13:53:05.599137] [INFO ] [CONFIGURE ] ESTC: Testing feature 3/29: add_daily_returns [2025-11-21T13:53:05.599172] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_daily_returns'] [2025-11-21T13:53:05.790241] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:53:05.975035] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:06.159687] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:06.344859] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:06.537739] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:06.724193] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:06.913376] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:07.100820] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:07.288526] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:07.475211] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:07.475380] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T13:53:07.475427] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6874 tests [2025-11-21T13:53:07.475465] [INFO ] [CONFIGURE ] ESTC: Testing feature 4/29: add_ema [2025-11-21T13:53:07.475500] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema'] [2025-11-21T13:53:07.694068] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:07.907918] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:08.120822] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:08.334478] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:08.554532] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:08.781331] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:09.008460] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:09.231694] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:09.456689] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:09.685741] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:09.685931] [INFO ] [CONFIGURE ] ESTC: KEPT add_ema (score: 70.00%) [2025-11-21T13:53:09.685982] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6873 tests [2025-11-21T13:53:09.686023] [INFO ] [CONFIGURE ] ESTC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:53:09.686059] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:53:09.958874] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:10.232572] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:10.504207] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:10.772689] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:11.031206] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:11.292847] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:53:11.554492] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:11.820728] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:12.085424] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:12.359457] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:12.359659] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:53:12.359803] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6872 tests [2025-11-21T13:53:12.359860] [INFO ] [CONFIGURE ] ESTC: Testing feature 6/29: add_failed_moves [2025-11-21T13:53:12.359907] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T13:53:12.591965] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:12.818843] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:13.036265] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:13.261794] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:13.482818] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:13.702332] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:13.926205] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:14.148895] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:14.377612] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:14.610170] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:14.610413] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:53:14.610618] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6871 tests [2025-11-21T13:53:14.610757] [INFO ] [CONFIGURE ] ESTC: Testing feature 7/29: add_lag_shelf [2025-11-21T13:53:14.610838] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T13:53:14.834342] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:15.051902] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:15.268422] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:15.486224] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:15.702631] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:15.929635] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:16.153742] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:16.393524] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:16.617005] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:16.849108] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:16.849298] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:53:16.849352] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6870 tests [2025-11-21T13:53:16.849391] [INFO ] [CONFIGURE ] ESTC: Testing feature 8/29: add_macd [2025-11-21T13:53:16.849465] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T13:53:17.163318] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:17.472219] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:17.777216] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:18.076670] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:53:18.381817] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:18.679299] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:53:18.980563] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:19.284586] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:19.600110] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:19.914032] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:19.914241] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_macd (score: 50.00%) [2025-11-21T13:53:19.914300] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6869 tests [2025-11-21T13:53:19.914349] [INFO ] [CONFIGURE ] ESTC: Testing feature 9/29: add_mfi [2025-11-21T13:53:19.914394] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T13:53:20.154388] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:53:20.392992] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:20.633873] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:20.877877] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:21.112090] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:21.350157] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:21.589338] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:21.830610] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:22.069257] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:22.313905] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:22.314094] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:53:22.314153] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6868 tests [2025-11-21T13:53:22.314226] [INFO ] [CONFIGURE ] ESTC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:53:22.314287] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:53:22.624893] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:53:22.923319] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:23.222471] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:23.525890] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:23.845261] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:24.145595] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:24.443736] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:24.749234] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:25.052272] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:25.351526] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:25.351730] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:53:25.351788] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6867 tests [2025-11-21T13:53:25.351835] [INFO ] [CONFIGURE ] ESTC: Testing feature 11/29: add_obv_daily [2025-11-21T13:53:25.351877] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T13:53:25.582367] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:25.823000] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:26.060305] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:26.299263] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:26.534161] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:26.774401] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:53:27.011561] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:27.249332] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:27.481267] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:27.726903] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:27.727087] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:53:27.727138] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6866 tests [2025-11-21T13:53:27.727176] [INFO ] [CONFIGURE ] ESTC: Testing feature 12/29: add_obv_interval [2025-11-21T13:53:27.727211] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T13:53:27.953773] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:28.176047] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:28.398967] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:53:28.629302] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:28.852969] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:29.081152] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:29.306063] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:29.536412] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:29.765716] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:29.992406] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:29.992576] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:53:29.992624] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6865 tests [2025-11-21T13:53:29.992684] [INFO ] [CONFIGURE ] ESTC: Testing feature 13/29: add_opening_strength [2025-11-21T13:53:29.992748] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:53:30.248976] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:30.498928] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:30.750123] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:31.007692] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:31.261349] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:31.519095] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:31.782298] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:32.045308] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:32.301168] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:32.555621] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:32.555813] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T13:53:32.555866] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6864 tests [2025-11-21T13:53:32.555919] [INFO ] [CONFIGURE ] ESTC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:53:32.555956] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T13:53:32.792408] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:53:33.032899] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:33.289963] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:33.551493] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:33.812213] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:34.081324] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:34.352387] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:34.615108] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:34.882942] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:35.159013] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:35.159216] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:53:35.159272] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6863 tests [2025-11-21T13:53:35.159322] [INFO ] [CONFIGURE ] ESTC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:53:35.159366] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T13:53:35.458740] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:35.804977] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:36.082849] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:36.311978] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:36.532879] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:36.755047] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:36.977747] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:37.200497] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:37.419064] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:37.648022] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:37.648246] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T13:53:37.648298] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6862 tests [2025-11-21T13:53:37.648336] [INFO ] [CONFIGURE ] ESTC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:53:37.648372] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T13:53:37.874435] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:53:38.100095] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:38.326435] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:38.562525] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:38.791211] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:39.042321] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:39.295018] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:39.546318] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:39.794720] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:40.044590] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:40.044823] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:53:40.044883] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6861 tests [2025-11-21T13:53:40.044932] [INFO ] [CONFIGURE ] ESTC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:53:40.044976] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T13:53:40.305468] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:40.561365] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:40.815283] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:41.076366] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:41.327836] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:41.580521] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:53:41.836964] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:42.089261] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:42.346858] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:42.611938] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:42.612113] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T13:53:42.612170] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6860 tests [2025-11-21T13:53:42.612218] [INFO ] [CONFIGURE ] ESTC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:53:42.612268] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T13:53:42.871391] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:43.112865] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:43.352830] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:43.592237] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:43.822436] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:44.055229] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:44.277810] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:53:44.498778] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:44.722093] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:44.941475] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:44.941666] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T13:53:44.941743] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6859 tests [2025-11-21T13:53:44.941794] [INFO ] [CONFIGURE ] ESTC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:53:44.941849] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T13:53:45.149312] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:45.364508] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:45.589328] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:53:45.809771] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:46.038335] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:46.263085] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:53:46.496428] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:46.729727] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:46.955672] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:47.189121] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:47.189459] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:53:47.189559] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6858 tests [2025-11-21T13:53:47.189661] [INFO ] [CONFIGURE ] ESTC: Testing feature 20/29: add_price_rejection [2025-11-21T13:53:47.189741] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T13:53:47.453251] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:47.725605] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:48.005689] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:48.266451] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:48.521562] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:48.778292] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:49.048098] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:49.313374] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:49.583295] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:49.852704] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:53:49.852888] [INFO ] [CONFIGURE ] ESTC: KEPT add_price_rejection (score: 80.00%) [2025-11-21T13:53:49.852978] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6857 tests [2025-11-21T13:53:49.853027] [INFO ] [CONFIGURE ] ESTC: Testing feature 21/29: add_range_position [2025-11-21T13:53:49.853121] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_range_position'] [2025-11-21T13:53:50.159430] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:53:50.465867] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:50.772839] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:51.078905] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:51.381394] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:51.676603] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:51.973761] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:52.285769] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:52.574450] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:52.867727] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:52.867925] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_range_position (score: 60.00%) [2025-11-21T13:53:52.867988] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6856 tests [2025-11-21T13:53:52.868040] [INFO ] [CONFIGURE ] ESTC: Testing feature 22/29: add_realized_volatility [2025-11-21T13:53:52.868084] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_realized_volatility'] [2025-11-21T13:53:53.237386] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:53.590997] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:53.930731] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:54.277185] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:54.628791] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:54.980118] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:55.338866] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:55.710229] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:56.080773] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:56.445722] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:56.445892] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T13:53:56.445950] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6855 tests [2025-11-21T13:53:56.445997] [INFO ] [CONFIGURE ] ESTC: Testing feature 23/29: add_recent_range_context [2025-11-21T13:53:56.446039] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_recent_range_context'] [2025-11-21T13:53:56.708784] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:56.971516] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:57.238731] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:53:57.501295] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:53:57.767415] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:53:58.034858] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:53:58.291517] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:53:58.542212] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:53:58.797524] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:53:59.053836] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:53:59.054001] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T13:53:59.054058] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6854 tests [2025-11-21T13:53:59.054105] [INFO ] [CONFIGURE ] ESTC: Testing feature 24/29: add_rsi [2025-11-21T13:53:59.054148] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_rsi'] [2025-11-21T13:53:59.302998] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:53:59.557282] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:53:59.806739] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:54:00.058334] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:54:01.018091] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:01.412862] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:54:01.670263] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:54:01.932672] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:02.205894] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:02.467729] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:54:02.467924] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T13:54:02.467984] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6853 tests [2025-11-21T13:54:02.468035] [INFO ] [CONFIGURE ] ESTC: Testing feature 25/29: add_tick_distribution [2025-11-21T13:54:02.468078] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_tick_distribution'] [2025-11-21T13:54:02.717415] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:54:02.971795] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:03.234045] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:03.477166] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:54:03.728783] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:03.974360] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:54:04.232809] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:54:04.482042] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:04.733449] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:04.991936] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:04.992122] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:54:04.992180] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6852 tests [2025-11-21T13:54:04.992227] [INFO ] [CONFIGURE ] ESTC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:54:04.992271] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T13:54:05.242766] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:54:05.493972] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:05.755692] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:06.013725] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:54:06.271491] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:06.534662] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:54:06.790635] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:54:07.045085] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:07.306531] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:07.568145] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:07.568355] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:54:07.568430] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6851 tests [2025-11-21T13:54:07.568492] [INFO ] [CONFIGURE ] ESTC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:54:07.568549] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T13:54:07.842241] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:54:08.125424] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:08.414401] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:08.698854] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:54:08.984490] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:09.272436] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:54:09.555151] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:54:09.846722] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:10.140455] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:10.426731] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:10.426978] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T13:54:10.427053] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6850 tests [2025-11-21T13:54:10.427110] [INFO ] [CONFIGURE ] ESTC: Testing feature 28/29: add_volume_profile [2025-11-21T13:54:10.427158] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_volume_profile'] [2025-11-21T13:54:10.693661] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T13:54:10.962550] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:11.224372] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:11.488293] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:54:11.757161] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:12.030045] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:54:12.297910] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:54:12.580288] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:12.858575] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:13.131820] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:13.131998] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T13:54:13.132058] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6849 tests [2025-11-21T13:54:13.132106] [INFO ] [CONFIGURE ] ESTC: Testing feature 29/29: add_vwap [2025-11-21T13:54:13.132151] [INFO ] [CONFIGURE ] ESTC: Testing with features: ['add_ema', 'add_price_rejection', 'add_vwap'] [2025-11-21T13:54:13.406938] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T13:54:13.691204] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:13.975784] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:14.255068] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:54:14.519666] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:14.806780] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:54:15.102901] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:54:15.385664] [DEBUG] [FORECASTER] ESTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:15.681928] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:15.974626] [DEBUG] [FORECASTER] ESTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:15.974923] [INFO ] [CONFIGURE ] ESTC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T13:54:15.974986] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6848 tests [2025-11-21T13:54:15.975038] [INFO ] [CONFIGURE ] ESTC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:54:15.975083] [INFO ] [CONFIGURE ] ESTC: Best accuracy: 80.00% [2025-11-21T13:54:15.975128] [INFO ] [CONFIGURE ] ESTC: Best feature set (2 features): ['add_ema', 'add_price_rejection'] [2025-11-21T13:54:15.975170] [INFO ] [CONFIGURE ] ESTC: Improvement over baseline: 20.00% [2025-11-21T13:54:15.975207] [INFO ] [CONFIGURE ] ESTC: Total time: 1.2 minutes [2025-11-21T13:54:15.975244] [INFO ] [CONFIGURE ] ESTC: Average time per feature: 2.6 seconds [2025-11-21T13:54:15.975283] [INFO ] [CONFIGURE ] ESTC: Average speed: 0.39 features/sec [2025-11-21T13:54:15.976179] [INFO ] [LOCAL ] Saved configuration for ESTC: 2 features, 80.00% accuracy -> ./output/feature-sets/ESTC.json [2025-11-21T13:54:15.976260] [INFO ] [CONFIGURE ] ESTC: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T13:54:15.976312] [INFO ] [sig ] [492/723] Successfully configured ESTC | 0.01 sym/s | Total: 11.3h | ETA: 5.3h [2025-11-21T13:54:15.976359] [INFO ] [sig ] [493/723] Configuring ET... [2025-11-21T13:54:15.976400] [INFO ] [CONFIGURE ] ET: Configurate test run. [2025-11-21T13:54:15.976449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'. [2025-11-21T13:54:16.056989] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ET'. [2025-11-21T13:54:16.057593] [INFO ] [CONFIGURE ] ET: Testing with 29 available features [2025-11-21T13:54:16.057684] [INFO ] [CONFIGURE ] ET: Establishing baseline with no features... [2025-11-21T13:54:16.257710] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:54:16.428404] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:54:16.612747] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:16.797924] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:16.976813] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:17.152359] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:54:17.330215] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:54:17.505220] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:54:17.678341] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:17.852045] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:17.852208] [INFO ] [CONFIGURE ] ET: Baseline score (no features): 20.00% [2025-11-21T13:54:17.852255] [INFO ] [CONFIGURE ] ET: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:54:17.852291] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:54:18.053606] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:18.258358] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:18.458701] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:18.657751] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:18.854757] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:19.058305] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:19.264873] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:19.469507] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:19.679541] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:19.884901] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:19.885089] [INFO ] [CONFIGURE ] ET: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T13:54:19.885138] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6847 tests [2025-11-21T13:54:19.885178] [INFO ] [CONFIGURE ] ET: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:54:19.885213] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T13:54:20.122863] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:20.359543] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:20.599257] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:20.831539] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:21.071975] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:21.305462] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:21.541225] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:21.777284] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:22.014376] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:22.251176] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:22.251362] [INFO ] [CONFIGURE ] ET: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T13:54:22.251604] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6846 tests [2025-11-21T13:54:22.251671] [INFO ] [CONFIGURE ] ET: Testing feature 3/29: add_daily_returns [2025-11-21T13:54:22.251716] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T13:54:22.518515] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:22.814262] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:23.117444] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:23.366712] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:23.584705] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:23.803536] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:54:24.023054] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:24.240444] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:24.460143] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:24.680170] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:24.680353] [INFO ] [CONFIGURE ] ET: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T13:54:24.680403] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6845 tests [2025-11-21T13:54:24.680442] [INFO ] [CONFIGURE ] ET: Testing feature 4/29: add_ema [2025-11-21T13:54:24.680477] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T13:54:24.921301] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:25.172662] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:54:25.429433] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:25.680803] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:25.926339] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:26.175062] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:26.424404] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:26.681329] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:26.927859] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:27.180169] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:27.180368] [INFO ] [CONFIGURE ] ET: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:54:27.180430] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6844 tests [2025-11-21T13:54:27.180478] [INFO ] [CONFIGURE ] ET: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:54:27.180518] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:54:27.429229] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:27.677045] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:27.923291] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:28.176507] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:28.426965] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:28.676035] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:28.924981] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:54:29.175250] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:29.427714] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:29.682808] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:29.683004] [INFO ] [CONFIGURE ] ET: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:54:29.683059] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6843 tests [2025-11-21T13:54:29.683106] [INFO ] [CONFIGURE ] ET: Testing feature 6/29: add_failed_moves [2025-11-21T13:54:29.683146] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T13:54:29.895577] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:30.117052] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:30.339072] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:30.549565] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:30.761296] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:30.986611] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:31.203801] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:31.418228] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:31.630980] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:31.846987] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:31.847294] [INFO ] [CONFIGURE ] ET: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T13:54:31.847399] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6842 tests [2025-11-21T13:54:31.847484] [INFO ] [CONFIGURE ] ET: Testing feature 7/29: add_lag_shelf [2025-11-21T13:54:31.847559] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T13:54:32.048239] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:32.261309] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:32.467498] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:32.678636] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:32.887952] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:33.097905] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:33.300718] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:54:33.505662] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:33.704313] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:33.910023] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:54:33.910187] [INFO ] [CONFIGURE ] ET: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:54:33.910235] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6841 tests [2025-11-21T13:54:33.910271] [INFO ] [CONFIGURE ] ET: Testing feature 8/29: add_macd [2025-11-21T13:54:33.910306] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T13:54:34.197784] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:34.484046] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:34.778456] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:35.074374] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:35.367715] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:35.669668] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:35.975091] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:54:36.277394] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:36.574608] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:36.869786] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:36.870008] [INFO ] [CONFIGURE ] ET: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:54:36.870067] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6840 tests [2025-11-21T13:54:36.870136] [INFO ] [CONFIGURE ] ET: Testing feature 9/29: add_mfi [2025-11-21T13:54:36.870176] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T13:54:37.081595] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:37.308560] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:37.521470] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:37.733033] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:37.945246] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:38.161666] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:38.374636] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:38.600167] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:38.824838] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:54:39.038567] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:39.038771] [INFO ] [CONFIGURE ] ET: DISCARDED add_mfi (score: 70.00%) [2025-11-21T13:54:39.038881] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6839 tests [2025-11-21T13:54:39.038934] [INFO ] [CONFIGURE ] ET: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:54:39.038974] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:54:39.333953] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:39.634956] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:39.937585] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:40.239301] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:40.537087] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:40.856926] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:41.162470] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:41.467552] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:41.786052] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:42.093349] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:42.093569] [INFO ] [CONFIGURE ] ET: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T13:54:42.093628] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6838 tests [2025-11-21T13:54:42.093784] [INFO ] [CONFIGURE ] ET: Testing feature 11/29: add_obv_daily [2025-11-21T13:54:42.093833] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T13:54:42.305310] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:42.523391] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:42.747173] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:42.981892] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:43.214557] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:43.447194] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:43.700685] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:43.949415] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:44.196350] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:44.443937] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:54:44.444103] [INFO ] [CONFIGURE ] ET: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T13:54:44.444151] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6837 tests [2025-11-21T13:54:44.444188] [INFO ] [CONFIGURE ] ET: Testing feature 12/29: add_obv_interval [2025-11-21T13:54:44.444221] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T13:54:44.680662] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:44.913637] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:45.143775] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:45.385241] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:45.624896] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:45.861300] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:54:46.088047] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:46.310229] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:46.540673] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:46.770383] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:46.770559] [INFO ] [CONFIGURE ] ET: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:54:46.770611] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6836 tests [2025-11-21T13:54:46.770674] [INFO ] [CONFIGURE ] ET: Testing feature 13/29: add_opening_strength [2025-11-21T13:54:46.770784] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:54:47.013550] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:47.275754] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:47.510852] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:47.749387] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:47.997199] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:48.240710] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:48.487209] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:48.735230] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:48.977537] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:49.220300] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:49.220469] [INFO ] [CONFIGURE ] ET: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T13:54:49.220523] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6835 tests [2025-11-21T13:54:49.220571] [INFO ] [CONFIGURE ] ET: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:54:49.220607] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T13:54:49.448480] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:49.678492] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:49.911576] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:50.143764] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:50.378826] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:50.612153] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:54:50.845810] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:51.078795] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:51.310527] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:51.559813] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:51.559999] [INFO ] [CONFIGURE ] ET: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:54:51.560058] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6834 tests [2025-11-21T13:54:51.560106] [INFO ] [CONFIGURE ] ET: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:54:51.560151] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T13:54:51.768352] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:51.977446] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:52.186379] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:52.389264] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:52.600581] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:52.817059] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:53.029958] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:54:53.234519] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:53.441958] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:53.657838] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:54:53.658021] [INFO ] [CONFIGURE ] ET: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T13:54:53.658078] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6833 tests [2025-11-21T13:54:53.658116] [INFO ] [CONFIGURE ] ET: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:54:53.658152] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T13:54:53.896397] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:54.124519] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:54.385868] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:54.626165] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:54.849709] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:55.074347] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:54:55.298989] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:55.531861] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:55.761067] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:55.988392] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:55.988565] [INFO ] [CONFIGURE ] ET: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:54:55.988616] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6832 tests [2025-11-21T13:54:55.988676] [INFO ] [CONFIGURE ] ET: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:54:55.988743] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T13:54:56.222295] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:56.443592] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:56.667116] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:56.889930] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:57.117147] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:54:57.343276] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:54:57.565274] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:54:57.788577] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:54:58.015610] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:54:58.251368] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:54:58.251545] [INFO ] [CONFIGURE ] ET: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:54:58.251624] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6831 tests [2025-11-21T13:54:58.251695] [INFO ] [CONFIGURE ] ET: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:54:58.251741] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T13:54:58.457092] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:54:58.664736] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:54:58.886937] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:54:59.088326] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:54:59.293401] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:54:59.492599] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:54:59.693886] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:54:59.904264] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:00.112790] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:00.378910] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:00.379266] [INFO ] [CONFIGURE ] ET: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T13:55:00.379331] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6830 tests [2025-11-21T13:55:00.379427] [INFO ] [CONFIGURE ] ET: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:55:00.379503] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T13:55:01.150181] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:01.495166] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:01.708541] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:01.918505] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:55:02.139702] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:02.360088] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:55:02.569940] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:55:02.787834] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:03.009098] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:03.228776] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:03.228991] [INFO ] [CONFIGURE ] ET: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T13:55:03.229045] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6829 tests [2025-11-21T13:55:03.229086] [INFO ] [CONFIGURE ] ET: Testing feature 20/29: add_price_rejection [2025-11-21T13:55:03.229122] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T13:55:03.483818] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:03.729257] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:03.975257] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:04.203330] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:55:04.434487] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:04.664219] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:55:04.900982] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:05.137377] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:05.384016] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:05.658532] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:05.658730] [INFO ] [CONFIGURE ] ET: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T13:55:05.658809] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6828 tests [2025-11-21T13:55:05.658862] [INFO ] [CONFIGURE ] ET: Testing feature 21/29: add_range_position [2025-11-21T13:55:05.658910] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T13:55:05.931520] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:06.217199] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:06.491763] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:06.774638] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:55:07.054018] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:07.324384] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:55:07.601611] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:07.889702] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:08.166789] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:08.456400] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:55:08.456597] [INFO ] [CONFIGURE ] ET: KEPT add_range_position (score: 90.00%) [2025-11-21T13:55:08.456675] [INFO ] [CONFIGURE ] JOB ETA: 5.4h | Avg: 2.8s/test | Remaining: 6827 tests [2025-11-21T13:55:08.456723] [INFO ] [CONFIGURE ] ET: Testing feature 22/29: add_realized_volatility [2025-11-21T13:55:08.456770] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_realized_volatility'] [2025-11-21T13:55:08.845307] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:09.247083] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:09.653880] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:10.065700] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:55:10.470250] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:10.875588] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:55:11.283673] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:55:11.709042] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:12.124999] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:12.540721] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:12.540983] [INFO ] [CONFIGURE ] ET: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T13:55:12.541049] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6826 tests [2025-11-21T13:55:12.541100] [INFO ] [CONFIGURE ] ET: Testing feature 23/29: add_recent_range_context [2025-11-21T13:55:12.541145] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_recent_range_context'] [2025-11-21T13:55:12.838909] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:13.123413] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:13.406845] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:13.698447] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:55:13.986152] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:14.279599] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:55:14.551173] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:55:14.820987] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:15.091075] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:15.368160] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:15.368342] [INFO ] [CONFIGURE ] ET: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T13:55:15.368402] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6825 tests [2025-11-21T13:55:15.368449] [INFO ] [CONFIGURE ] ET: Testing feature 24/29: add_rsi [2025-11-21T13:55:15.368521] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T13:55:15.686574] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:16.004053] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:55:16.318340] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:16.607024] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:55:16.915165] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:17.223471] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:55:17.541761] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:17.852407] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:18.179434] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:18.474327] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:18.474548] [INFO ] [CONFIGURE ] ET: DISCARDED add_rsi (score: 60.00%) [2025-11-21T13:55:18.474609] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6824 tests [2025-11-21T13:55:18.474675] [INFO ] [CONFIGURE ] ET: Testing feature 25/29: add_tick_distribution [2025-11-21T13:55:18.474720] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_tick_distribution'] [2025-11-21T13:55:18.727659] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:18.999880] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:19.285832] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:19.548774] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:55:19.803550] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:20.054809] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:55:20.315936] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:20.564746] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:20.835189] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:21.112108] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:21.112279] [INFO ] [CONFIGURE ] ET: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:55:21.112339] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6823 tests [2025-11-21T13:55:21.112387] [INFO ] [CONFIGURE ] ET: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:55:21.112432] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T13:55:21.401736] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:21.683439] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:21.970691] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:22.247978] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:55:22.532911] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:22.812945] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:55:23.097996] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:55:23.378316] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:23.660771] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:23.947610] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:23.947826] [INFO ] [CONFIGURE ] ET: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:55:23.947887] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6822 tests [2025-11-21T13:55:23.947935] [INFO ] [CONFIGURE ] ET: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:55:23.947979] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T13:55:24.243527] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:24.535864] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:24.832460] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:25.127730] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:55:25.422813] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:25.715662] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:55:26.010121] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:26.313740] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:26.615548] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:26.919536] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:26.919767] [INFO ] [CONFIGURE ] ET: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T13:55:26.919826] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6821 tests [2025-11-21T13:55:26.919873] [INFO ] [CONFIGURE ] ET: Testing feature 28/29: add_volume_profile [2025-11-21T13:55:26.919918] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_profile'] [2025-11-21T13:55:27.195956] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:27.450879] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:27.734594] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:28.013706] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:55:28.300892] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:28.587149] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:55:28.867322] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:55:29.145599] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:29.415088] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:29.688882] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T13:55:29.689187] [INFO ] [CONFIGURE ] ET: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T13:55:29.689247] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6820 tests [2025-11-21T13:55:29.689293] [INFO ] [CONFIGURE ] ET: Testing feature 29/29: add_vwap [2025-11-21T13:55:29.689336] [INFO ] [CONFIGURE ] ET: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_vwap'] [2025-11-21T13:55:29.987250] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:30.355095] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:30.701349] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:55:30.992581] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:55:31.259185] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:31.528153] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:55:31.790339] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:55:32.060361] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:32.343904] [DEBUG] [FORECASTER] ET: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:32.629432] [DEBUG] [FORECASTER] ET: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T13:55:32.629685] [INFO ] [CONFIGURE ] ET: DISCARDED add_vwap (score: 60.00%) [2025-11-21T13:55:32.629746] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6819 tests [2025-11-21T13:55:32.629793] [INFO ] [CONFIGURE ] ET: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:55:32.629832] [INFO ] [CONFIGURE ] ET: Best accuracy: 90.00% [2025-11-21T13:55:32.629872] [INFO ] [CONFIGURE ] ET: Best feature set (2 features): ['add_bollinger_bands', 'add_range_position'] [2025-11-21T13:55:32.629915] [INFO ] [CONFIGURE ] ET: Improvement over baseline: 70.00% [2025-11-21T13:55:32.629952] [INFO ] [CONFIGURE ] ET: Total time: 1.2 minutes [2025-11-21T13:55:32.629988] [INFO ] [CONFIGURE ] ET: Average time per feature: 2.6 seconds [2025-11-21T13:55:32.630024] [INFO ] [CONFIGURE ] ET: Average speed: 0.39 features/sec [2025-11-21T13:55:32.630400] [INFO ] [LOCAL ] Saved configuration for ET: 2 features, 90.00% accuracy -> ./output/feature-sets/ET.json [2025-11-21T13:55:32.630458] [INFO ] [CONFIGURE ] ET: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T13:55:32.630506] [INFO ] [sig ] [493/723] Successfully configured ET | 0.01 sym/s | Total: 11.4h | ETA: 5.3h [2025-11-21T13:55:32.630549] [INFO ] [sig ] [494/723] Configuring ETB... [2025-11-21T13:55:32.630588] [INFO ] [CONFIGURE ] ETB: Configurate test run. [2025-11-21T13:55:32.630628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-11-21T13:55:32.725855] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETB'. [2025-11-21T13:55:32.726358] [INFO ] [CONFIGURE ] ETB: Testing with 29 available features [2025-11-21T13:55:32.726428] [INFO ] [CONFIGURE ] ETB: Establishing baseline with no features... [2025-11-21T13:55:32.911046] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:33.079190] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:33.253743] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:33.424127] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:55:33.594705] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:33.764547] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:33.945970] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:34.121337] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:34.300736] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:34.468035] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:34.468219] [INFO ] [CONFIGURE ] ETB: Baseline score (no features): 60.00% [2025-11-21T13:55:34.468430] [INFO ] [CONFIGURE ] ETB: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:55:34.468539] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:55:34.669482] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:34.879085] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:35.099220] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:35.304251] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:35.513884] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:35.717303] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:55:35.917491] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:36.118428] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:36.318526] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:36.522019] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:55:36.522188] [INFO ] [CONFIGURE ] ETB: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T13:55:36.522238] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6818 tests [2025-11-21T13:55:36.522277] [INFO ] [CONFIGURE ] ETB: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:55:36.522313] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:55:36.723253] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:55:36.923671] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:37.126621] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:37.328849] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:37.532517] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:37.742131] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:37.951685] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:38.159781] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:38.371786] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:38.583176] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:38.583341] [INFO ] [CONFIGURE ] ETB: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T13:55:38.583389] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6817 tests [2025-11-21T13:55:38.583428] [INFO ] [CONFIGURE ] ETB: Testing feature 3/29: add_daily_returns [2025-11-21T13:55:38.583464] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_daily_returns'] [2025-11-21T13:55:38.769003] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:38.947957] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:55:39.122176] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:39.295959] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:39.470203] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:39.647800] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:39.822561] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:39.996864] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:40.171935] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:40.352476] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:55:40.352710] [INFO ] [CONFIGURE ] ETB: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T13:55:40.352802] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6816 tests [2025-11-21T13:55:40.353011] [INFO ] [CONFIGURE ] ETB: Testing feature 4/29: add_ema [2025-11-21T13:55:40.353100] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_ema'] [2025-11-21T13:55:40.569981] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:40.801160] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:41.024178] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:41.236137] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:41.453702] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:41.693975] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:41.918158] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:42.144754] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:42.353560] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:42.565236] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:42.565412] [INFO ] [CONFIGURE ] ETB: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:55:42.565460] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6815 tests [2025-11-21T13:55:42.565499] [INFO ] [CONFIGURE ] ETB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:55:42.565533] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:55:42.777421] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:43.012029] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:43.238982] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:43.472545] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:43.721463] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:43.958781] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:44.201918] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:55:44.443938] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:44.691525] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:44.940135] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:44.940340] [INFO ] [CONFIGURE ] ETB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T13:55:44.940409] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6814 tests [2025-11-21T13:55:44.940460] [INFO ] [CONFIGURE ] ETB: Testing feature 6/29: add_failed_moves [2025-11-21T13:55:44.940503] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves'] [2025-11-21T13:55:45.141137] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:45.319949] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:45.501202] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:45.711339] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:55:45.931095] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:46.148690] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:46.366923] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:46.563634] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:46.762892] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:46.961013] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:46.961183] [INFO ] [CONFIGURE ] ETB: KEPT add_failed_moves (score: 70.00%) [2025-11-21T13:55:46.961230] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6813 tests [2025-11-21T13:55:46.961268] [INFO ] [CONFIGURE ] ETB: Testing feature 7/29: add_lag_shelf [2025-11-21T13:55:46.961302] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T13:55:47.159659] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:47.364080] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:47.564859] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:47.769078] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:55:47.980143] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:48.175462] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:48.350545] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:48.525075] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:48.703590] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:55:48.886956] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:48.887142] [INFO ] [CONFIGURE ] ETB: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:55:48.887191] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6812 tests [2025-11-21T13:55:48.887234] [INFO ] [CONFIGURE ] ETB: Testing feature 8/29: add_macd [2025-11-21T13:55:48.887278] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T13:55:49.183659] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:49.476306] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:49.764915] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:50.053800] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:50.367436] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:50.657444] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:50.951123] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:51.239826] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:51.532200] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:51.830180] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:51.830392] [INFO ] [CONFIGURE ] ETB: DISCARDED add_macd (score: 70.00%) [2025-11-21T13:55:51.830500] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6811 tests [2025-11-21T13:55:51.830557] [INFO ] [CONFIGURE ] ETB: Testing feature 9/29: add_mfi [2025-11-21T13:55:51.830601] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T13:55:52.042859] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:52.250202] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:52.458136] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:52.663450] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:52.873123] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:55:53.087039] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:53.296381] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:53.508272] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:53.748436] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:53.971125] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:53.971374] [INFO ] [CONFIGURE ] ETB: DISCARDED add_mfi (score: 60.00%) [2025-11-21T13:55:53.971435] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6810 tests [2025-11-21T13:55:53.971480] [INFO ] [CONFIGURE ] ETB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:55:53.971523] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:55:54.283093] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:54.571547] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:55:54.885381] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:55.195698] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:55.492497] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:55.791550] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:56.122755] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:56.423045] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:55:56.724552] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:57.023064] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:55:57.023286] [INFO ] [CONFIGURE ] ETB: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T13:55:57.023345] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6809 tests [2025-11-21T13:55:57.023395] [INFO ] [CONFIGURE ] ETB: Testing feature 11/29: add_obv_daily [2025-11-21T13:55:57.023438] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T13:55:57.234973] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:55:57.446375] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:57.660045] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:55:57.876714] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:55:58.101861] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:55:58.327700] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:55:58.546518] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:55:58.769503] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:55:58.995212] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:55:59.222539] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:55:59.222786] [INFO ] [CONFIGURE ] ETB: KEPT add_obv_daily (score: 80.00%) [2025-11-21T13:55:59.222930] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6808 tests [2025-11-21T13:55:59.223069] [INFO ] [CONFIGURE ] ETB: Testing feature 12/29: add_obv_interval [2025-11-21T13:55:59.223150] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T13:55:59.460167] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:55:59.700427] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:55:59.937519] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:00.175228] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:00.455329] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:01.282300] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:01.587902] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:01.828396] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:02.068596] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:02.304055] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:02.304239] [INFO ] [CONFIGURE ] ETB: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T13:56:02.304289] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6807 tests [2025-11-21T13:56:02.304328] [INFO ] [CONFIGURE ] ETB: Testing feature 13/29: add_opening_strength [2025-11-21T13:56:02.304364] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T13:56:02.578677] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:02.837777] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:03.097966] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:03.363818] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:03.627946] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:03.893945] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:04.162727] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:04.440082] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:56:04.706769] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:04.977933] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:56:04.978110] [INFO ] [CONFIGURE ] ETB: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T13:56:04.978166] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6806 tests [2025-11-21T13:56:04.978212] [INFO ] [CONFIGURE ] ETB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:56:04.978255] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T13:56:05.219242] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:05.460785] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:05.712273] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:05.959994] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:06.211805] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:06.450669] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:06.696068] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:06.928842] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:07.176673] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:07.436956] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:07.437147] [INFO ] [CONFIGURE ] ETB: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:56:07.437203] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6805 tests [2025-11-21T13:56:07.437250] [INFO ] [CONFIGURE ] ETB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:56:07.437293] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T13:56:07.641214] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:07.845429] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:08.056197] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:08.268359] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:08.482824] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:08.696088] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:08.919090] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:09.137357] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:09.353393] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:09.567915] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:56:09.568098] [INFO ] [CONFIGURE ] ETB: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:56:09.568161] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6804 tests [2025-11-21T13:56:09.568212] [INFO ] [CONFIGURE ] ETB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:56:09.568259] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T13:56:09.812618] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:10.063482] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:10.306066] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:10.543784] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:10.787947] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:11.029538] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:11.262735] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:11.500613] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:11.739186] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:11.974325] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:11.974507] [INFO ] [CONFIGURE ] ETB: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T13:56:11.974568] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6803 tests [2025-11-21T13:56:11.974619] [INFO ] [CONFIGURE ] ETB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:56:11.974684] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T13:56:12.197104] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:12.419607] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:12.648204] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:12.881556] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:56:13.105622] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:13.327402] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:13.551805] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:13.777616] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:14.004693] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:56:14.245401] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:14.245586] [INFO ] [CONFIGURE ] ETB: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:56:14.245663] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6802 tests [2025-11-21T13:56:14.245720] [INFO ] [CONFIGURE ] ETB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:56:14.245769] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T13:56:14.461424] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:14.672052] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:14.879000] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:15.091413] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:15.303933] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:15.514011] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:15.728430] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:15.942468] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:16.154831] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:16.367978] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:16.368147] [INFO ] [CONFIGURE ] ETB: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:56:16.368196] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6801 tests [2025-11-21T13:56:16.368235] [INFO ] [CONFIGURE ] ETB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:56:16.368271] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T13:56:16.571905] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:16.778616] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:17.015409] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:17.309254] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:17.623035] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:56:17.909845] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:18.142933] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:18.369829] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:56:18.582563] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:18.794068] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:56:18.794432] [INFO ] [CONFIGURE ] ETB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T13:56:18.794531] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6800 tests [2025-11-21T13:56:18.794617] [INFO ] [CONFIGURE ] ETB: Testing feature 20/29: add_price_rejection [2025-11-21T13:56:18.794738] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T13:56:19.018501] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:19.243018] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:19.466248] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:19.698269] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:56:19.919164] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:56:20.151697] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:20.388326] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:20.617999] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:20.858631] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:21.094718] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:21.094912] [INFO ] [CONFIGURE ] ETB: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:56:21.094970] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6799 tests [2025-11-21T13:56:21.095084] [INFO ] [CONFIGURE ] ETB: Testing feature 21/29: add_range_position [2025-11-21T13:56:21.095133] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_range_position'] [2025-11-21T13:56:21.367492] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:56:21.624893] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:21.878902] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:22.139054] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:22.397006] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:22.644005] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:22.892521] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:23.146436] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:23.432327] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:56:23.677101] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:23.677292] [INFO ] [CONFIGURE ] ETB: DISCARDED add_range_position (score: 50.00%) [2025-11-21T13:56:23.677350] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6798 tests [2025-11-21T13:56:23.677446] [INFO ] [CONFIGURE ] ETB: Testing feature 22/29: add_realized_volatility [2025-11-21T13:56:23.677496] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T13:56:23.996799] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:24.312773] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:24.629258] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:56:24.948238] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:56:25.262967] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:25.589956] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:56:25.927220] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:26.255808] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:26.590887] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:26.929513] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:26.929771] [INFO ] [CONFIGURE ] ETB: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T13:56:26.929859] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6797 tests [2025-11-21T13:56:26.929912] [INFO ] [CONFIGURE ] ETB: Testing feature 23/29: add_recent_range_context [2025-11-21T13:56:26.929958] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T13:56:27.149118] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:27.371416] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:27.589535] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:27.806518] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:56:28.022030] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:28.241793] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:28.462296] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:28.679935] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:28.898201] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:29.126102] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:29.126297] [INFO ] [CONFIGURE ] ETB: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T13:56:29.126357] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6796 tests [2025-11-21T13:56:29.126501] [INFO ] [CONFIGURE ] ETB: Testing feature 24/29: add_rsi [2025-11-21T13:56:29.126554] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T13:56:29.409629] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:56:29.687953] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:29.958261] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:56:30.224998] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:30.502812] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:30.767125] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:31.027827] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:31.291663] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:31.559873] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:31.819262] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:31.819429] [INFO ] [CONFIGURE ] ETB: DISCARDED add_rsi (score: 50.00%) [2025-11-21T13:56:31.819486] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6795 tests [2025-11-21T13:56:31.819534] [INFO ] [CONFIGURE ] ETB: Testing feature 25/29: add_tick_distribution [2025-11-21T13:56:31.819577] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T13:56:32.027421] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:56:32.234341] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:32.444594] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:32.652600] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:32.864595] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:33.078729] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:33.294084] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:33.509184] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:56:33.724172] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:56:33.941300] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:33.941476] [INFO ] [CONFIGURE ] ETB: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:56:33.941524] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6794 tests [2025-11-21T13:56:33.941563] [INFO ] [CONFIGURE ] ETB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:56:33.941604] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T13:56:34.157468] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:34.368376] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:34.579793] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:34.791492] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:35.005250] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:35.218146] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:35.431172] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:35.645215] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:35.858552] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:36.071805] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:36.071975] [INFO ] [CONFIGURE ] ETB: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T13:56:36.072054] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6793 tests [2025-11-21T13:56:36.072103] [INFO ] [CONFIGURE ] ETB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:56:36.072147] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T13:56:36.304448] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:36.541134] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:36.775394] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:37.012168] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:37.249497] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:37.490545] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:37.732547] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:37.971735] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:38.208607] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:38.447847] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:56:38.448045] [INFO ] [CONFIGURE ] ETB: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:56:38.448105] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6792 tests [2025-11-21T13:56:38.448152] [INFO ] [CONFIGURE ] ETB: Testing feature 28/29: add_volume_profile [2025-11-21T13:56:38.448194] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T13:56:38.671534] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:38.895071] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:39.122399] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:39.351619] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:39.572683] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:56:39.799366] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:40.025474] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:40.255743] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:56:40.485730] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:40.716792] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:56:40.716961] [INFO ] [CONFIGURE ] ETB: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T13:56:40.717018] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6791 tests [2025-11-21T13:56:40.717066] [INFO ] [CONFIGURE ] ETB: Testing feature 29/29: add_vwap [2025-11-21T13:56:40.717111] [INFO ] [CONFIGURE ] ETB: Testing with features: ['add_failed_moves', 'add_obv_daily', 'add_vwap'] [2025-11-21T13:56:40.956558] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:41.191377] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:41.419055] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:41.649832] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:41.877061] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:42.106003] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:42.334177] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:56:42.569693] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:42.806856] [DEBUG] [FORECASTER] ETB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:43.038312] [DEBUG] [FORECASTER] ETB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:56:43.038485] [INFO ] [CONFIGURE ] ETB: DISCARDED add_vwap (score: 60.00%) [2025-11-21T13:56:43.038547] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6790 tests [2025-11-21T13:56:43.038594] [INFO ] [CONFIGURE ] ETB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:56:43.038636] [INFO ] [CONFIGURE ] ETB: Best accuracy: 80.00% [2025-11-21T13:56:43.038747] [INFO ] [CONFIGURE ] ETB: Best feature set (2 features): ['add_failed_moves', 'add_obv_daily'] [2025-11-21T13:56:43.038789] [INFO ] [CONFIGURE ] ETB: Improvement over baseline: 20.00% [2025-11-21T13:56:43.038826] [INFO ] [CONFIGURE ] ETB: Total time: 1.1 minutes [2025-11-21T13:56:43.038863] [INFO ] [CONFIGURE ] ETB: Average time per feature: 2.4 seconds [2025-11-21T13:56:43.038901] [INFO ] [CONFIGURE ] ETB: Average speed: 0.42 features/sec [2025-11-21T13:56:43.039399] [INFO ] [LOCAL ] Saved configuration for ETB: 2 features, 80.00% accuracy -> ./output/feature-sets/ETB.json [2025-11-21T13:56:43.039457] [INFO ] [CONFIGURE ] ETB: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T13:56:43.039505] [INFO ] [sig ] [494/723] Successfully configured ETB | 0.01 sym/s | Total: 11.4h | ETA: 5.3h [2025-11-21T13:56:43.039549] [INFO ] [sig ] [495/723] Configuring ETG... [2025-11-21T13:56:43.039588] [INFO ] [CONFIGURE ] ETG: Configurate test run. [2025-11-21T13:56:43.039627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-11-21T13:56:43.117321] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETG'. [2025-11-21T13:56:43.117696] [INFO ] [CONFIGURE ] ETG: Testing with 29 available features [2025-11-21T13:56:43.117762] [INFO ] [CONFIGURE ] ETG: Establishing baseline with no features... [2025-11-21T13:56:43.297678] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:43.480244] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:56:43.650206] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:43.817506] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:43.984545] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:56:44.153771] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:44.323566] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:56:44.492168] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:44.661397] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:44.829540] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:44.829817] [INFO ] [CONFIGURE ] ETG: Baseline score (no features): 40.00% [2025-11-21T13:56:44.829920] [INFO ] [CONFIGURE ] ETG: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:56:44.829998] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:56:45.031546] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:45.234217] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:56:45.446280] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:45.653518] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:56:45.855553] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:46.058363] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:46.264247] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:56:46.470386] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:46.679178] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:46.886775] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:46.887087] [INFO ] [CONFIGURE ] ETG: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T13:56:46.887194] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6789 tests [2025-11-21T13:56:46.887282] [INFO ] [CONFIGURE ] ETG: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:56:46.887373] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:56:47.108334] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:47.327559] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:56:47.547402] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:47.769240] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:47.995817] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:48.218056] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:48.440626] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:56:48.663976] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:48.886506] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T13:56:49.109829] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:56:49.110006] [INFO ] [CONFIGURE ] ETG: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T13:56:49.110054] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6788 tests [2025-11-21T13:56:49.110093] [INFO ] [CONFIGURE ] ETG: Testing feature 3/29: add_daily_returns [2025-11-21T13:56:49.110128] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns'] [2025-11-21T13:56:49.310550] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:49.504027] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:49.701608] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:49.897367] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:50.097903] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:50.297326] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:50.498188] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:56:50.693130] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:56:50.895670] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:56:51.099253] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:51.099432] [INFO ] [CONFIGURE ] ETG: KEPT add_daily_returns (score: 70.00%) [2025-11-21T13:56:51.099518] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6787 tests [2025-11-21T13:56:51.099560] [INFO ] [CONFIGURE ] ETG: Testing feature 4/29: add_ema [2025-11-21T13:56:51.099597] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T13:56:51.337086] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:56:51.583097] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:56:51.827542] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:52.064169] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:52.307613] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:56:52.564067] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:52.824414] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:56:53.084055] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:56:53.329067] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:56:53.575674] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:53.576025] [INFO ] [CONFIGURE ] ETG: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:56:53.576136] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6786 tests [2025-11-21T13:56:53.576224] [INFO ] [CONFIGURE ] ETG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:56:53.576326] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:56:53.822551] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:56:54.068822] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:56:54.312804] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:56:54.561808] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:54.806853] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:55.052976] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:55.300046] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:56:55.549389] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:56:55.804559] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:56:56.051010] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:56.051205] [INFO ] [CONFIGURE ] ETG: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T13:56:56.051264] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6785 tests [2025-11-21T13:56:56.051302] [INFO ] [CONFIGURE ] ETG: Testing feature 6/29: add_failed_moves [2025-11-21T13:56:56.051383] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T13:56:56.259908] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:56.474982] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:56:56.681019] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:56.889925] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:57.098119] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:57.309003] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:57.523264] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:56:57.738602] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:56:57.949245] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:56:58.161732] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:56:58.161924] [INFO ] [CONFIGURE ] ETG: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T13:56:58.161985] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6784 tests [2025-11-21T13:56:58.162034] [INFO ] [CONFIGURE ] ETG: Testing feature 7/29: add_lag_shelf [2025-11-21T13:56:58.162080] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T13:56:58.357893] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:56:58.557189] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:56:58.751614] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:56:58.946342] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:56:59.144623] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:56:59.347465] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:56:59.557704] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:56:59.763710] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:56:59.964231] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:00.176946] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:00.177276] [INFO ] [CONFIGURE ] ETG: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T13:57:00.177391] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6783 tests [2025-11-21T13:57:00.177483] [INFO ] [CONFIGURE ] ETG: Testing feature 8/29: add_macd [2025-11-21T13:57:00.177589] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T13:57:00.561458] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:01.351038] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:01.784458] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:57:02.087208] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:02.382586] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:02.671475] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:02.969537] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:03.262749] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:03.574381] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:03.869270] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:03.869456] [INFO ] [CONFIGURE ] ETG: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:57:03.869514] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6782 tests [2025-11-21T13:57:03.869559] [INFO ] [CONFIGURE ] ETG: Testing feature 9/29: add_mfi [2025-11-21T13:57:03.869599] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T13:57:04.079435] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:04.291519] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:04.512169] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:04.718028] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:04.926635] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:05.140256] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:05.352830] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:05.567419] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:05.783661] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:05.996423] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:05.996667] [INFO ] [CONFIGURE ] ETG: DISCARDED add_mfi (score: 40.00%) [2025-11-21T13:57:05.996728] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6781 tests [2025-11-21T13:57:05.996774] [INFO ] [CONFIGURE ] ETG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:57:05.996817] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:57:06.290149] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:06.584390] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:06.890168] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:57:07.187576] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:07.483929] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:07.775557] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:08.093184] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:08.382268] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:08.671488] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:08.960277] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:08.960513] [INFO ] [CONFIGURE ] ETG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:57:08.960572] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6780 tests [2025-11-21T13:57:08.960620] [INFO ] [CONFIGURE ] ETG: Testing feature 11/29: add_obv_daily [2025-11-21T13:57:08.960686] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T13:57:09.166442] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:09.369488] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:09.584573] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:09.805598] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:10.041086] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:10.362450] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:10.660087] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:10.928788] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:11.158345] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:11.369922] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:11.370103] [INFO ] [CONFIGURE ] ETG: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:57:11.370151] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6779 tests [2025-11-21T13:57:11.370191] [INFO ] [CONFIGURE ] ETG: Testing feature 12/29: add_obv_interval [2025-11-21T13:57:11.370228] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T13:57:11.562145] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:11.757081] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:11.950753] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:12.151284] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:12.354337] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:12.549017] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:12.740759] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:12.941603] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:13.127580] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:13.311850] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:13.312146] [INFO ] [CONFIGURE ] ETG: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T13:57:13.312249] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6778 tests [2025-11-21T13:57:13.312335] [INFO ] [CONFIGURE ] ETG: Testing feature 13/29: add_opening_strength [2025-11-21T13:57:13.312414] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T13:57:13.513710] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:13.734261] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:13.939372] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:57:14.144521] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:14.348763] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:14.554387] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:14.762337] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:14.965093] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:15.170504] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:15.374857] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:15.375034] [INFO ] [CONFIGURE ] ETG: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T13:57:15.375082] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6777 tests [2025-11-21T13:57:15.375121] [INFO ] [CONFIGURE ] ETG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:57:15.375157] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T13:57:15.587627] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:15.802556] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:16.021046] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:16.238114] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:16.459385] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:16.673412] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:16.893514] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:17.108603] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:17.321944] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:17.541500] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:17.541741] [INFO ] [CONFIGURE ] ETG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T13:57:17.541813] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6776 tests [2025-11-21T13:57:17.541861] [INFO ] [CONFIGURE ] ETG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:57:17.541906] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T13:57:17.734188] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:17.928149] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:18.111002] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:18.295747] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:18.480509] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:18.665291] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:18.855118] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:19.048531] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:19.235921] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:19.425143] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:19.425314] [INFO ] [CONFIGURE ] ETG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T13:57:19.425366] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6775 tests [2025-11-21T13:57:19.425411] [INFO ] [CONFIGURE ] ETG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:57:19.425452] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T13:57:19.633964] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:19.848986] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:20.066542] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:57:20.280031] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:20.499272] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:20.719700] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:20.933760] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:21.143549] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:21.357258] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:21.569130] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:57:21.569289] [INFO ] [CONFIGURE ] ETG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:57:21.569356] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6774 tests [2025-11-21T13:57:21.569395] [INFO ] [CONFIGURE ] ETG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:57:21.569431] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T13:57:21.777064] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:21.985796] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:22.194708] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:22.404975] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:57:22.614791] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:22.830500] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:23.046065] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:23.259261] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:23.472621] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:23.686487] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:23.686762] [INFO ] [CONFIGURE ] ETG: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T13:57:23.686834] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6773 tests [2025-11-21T13:57:23.686888] [INFO ] [CONFIGURE ] ETG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:57:23.686936] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T13:57:23.872825] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:24.057401] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:24.253528] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:24.442927] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:57:24.631702] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:24.822949] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:25.014700] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:57:25.203714] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:25.396258] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:25.593064] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:25.593232] [INFO ] [CONFIGURE ] ETG: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T13:57:25.593281] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6772 tests [2025-11-21T13:57:25.593319] [INFO ] [CONFIGURE ] ETG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:57:25.593353] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T13:57:25.779459] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:25.964900] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:26.151745] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:26.339156] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:26.526972] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:26.719351] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:26.908445] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:27.099585] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:27.289249] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:27.479910] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:27.480086] [INFO ] [CONFIGURE ] ETG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T13:57:27.480134] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6771 tests [2025-11-21T13:57:27.480172] [INFO ] [CONFIGURE ] ETG: Testing feature 20/29: add_price_rejection [2025-11-21T13:57:27.480206] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T13:57:27.686554] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:27.891463] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:28.094930] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:28.312361] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:28.522146] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:28.725959] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:28.931231] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:29.134510] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:29.347355] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:29.560246] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:29.560423] [INFO ] [CONFIGURE ] ETG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T13:57:29.560471] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6770 tests [2025-11-21T13:57:29.560509] [INFO ] [CONFIGURE ] ETG: Testing feature 21/29: add_range_position [2025-11-21T13:57:29.560544] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T13:57:29.779365] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:30.002745] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:30.226055] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:30.449914] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:30.686086] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:30.904623] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:31.123473] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:31.340737] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:31.564096] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:31.792779] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:31.792978] [INFO ] [CONFIGURE ] ETG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T13:57:31.793034] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6769 tests [2025-11-21T13:57:31.793089] [INFO ] [CONFIGURE ] ETG: Testing feature 22/29: add_realized_volatility [2025-11-21T13:57:31.793136] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T13:57:32.111467] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:32.419076] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:32.743118] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:33.063815] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:33.398151] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:33.738071] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:34.072541] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:34.411467] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:34.750851] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:35.081165] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:35.081330] [INFO ] [CONFIGURE ] ETG: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T13:57:35.081387] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6768 tests [2025-11-21T13:57:35.081433] [INFO ] [CONFIGURE ] ETG: Testing feature 23/29: add_recent_range_context [2025-11-21T13:57:35.081475] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T13:57:35.305465] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:35.530025] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:35.758299] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:35.982778] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:36.210282] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:36.437982] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:36.668306] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:36.903782] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:37.155242] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:37.392724] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:37.392917] [INFO ] [CONFIGURE ] ETG: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T13:57:37.392964] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6767 tests [2025-11-21T13:57:37.393002] [INFO ] [CONFIGURE ] ETG: Testing feature 24/29: add_rsi [2025-11-21T13:57:37.393037] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T13:57:37.662983] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:37.927257] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:38.201126] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:38.463172] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:57:38.735891] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:39.002942] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:39.268156] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:39.528123] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:39.801108] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:40.070955] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:40.071122] [INFO ] [CONFIGURE ] ETG: DISCARDED add_rsi (score: 40.00%) [2025-11-21T13:57:40.071180] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6766 tests [2025-11-21T13:57:40.071227] [INFO ] [CONFIGURE ] ETG: Testing feature 25/29: add_tick_distribution [2025-11-21T13:57:40.071270] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T13:57:40.279170] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:40.495931] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:40.710984] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:40.939732] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:41.127078] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:41.312512] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:41.508508] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:41.710962] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:41.915226] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:42.119871] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:42.120063] [INFO ] [CONFIGURE ] ETG: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T13:57:42.120113] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6765 tests [2025-11-21T13:57:42.120150] [INFO ] [CONFIGURE ] ETG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:57:42.120185] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T13:57:42.326520] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:42.537342] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:42.749315] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:57:42.980463] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:43.186891] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:43.395776] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:43.604973] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:43.810767] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:44.025311] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:44.238837] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:57:44.239011] [INFO ] [CONFIGURE ] ETG: KEPT add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T13:57:44.239060] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6764 tests [2025-11-21T13:57:44.239283] [INFO ] [CONFIGURE ] ETG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:57:44.239320] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T13:57:44.488174] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:44.750148] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:45.013556] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:45.255454] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:45.496553] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:45.737414] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:45.982209] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:46.228674] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:46.466362] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:46.712665] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:46.713277] [INFO ] [CONFIGURE ] ETG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T13:57:46.713338] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6763 tests [2025-11-21T13:57:46.713385] [INFO ] [CONFIGURE ] ETG: Testing feature 28/29: add_volume_profile [2025-11-21T13:57:46.713427] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T13:57:46.951380] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:47.177067] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:47.400818] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:57:47.625370] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:47.848455] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:48.074075] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:48.313736] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T13:57:48.551528] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:48.795240] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:49.033410] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:57:49.033587] [INFO ] [CONFIGURE ] ETG: KEPT add_volume_profile (score: 90.00%) [2025-11-21T13:57:49.033666] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6762 tests [2025-11-21T13:57:49.033719] [INFO ] [CONFIGURE ] ETG: Testing feature 29/29: add_vwap [2025-11-21T13:57:49.033764] [INFO ] [CONFIGURE ] ETG: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_profile', 'add_vwap'] [2025-11-21T13:57:49.289191] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:49.545388] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:49.802508] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:57:50.061525] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:50.316797] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:50.574716] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:57:50.857048] [DEBUG] [FORECASTER] ETG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T13:57:51.150482] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:51.442482] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T13:57:51.699981] [DEBUG] [FORECASTER] ETG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:57:51.700225] [INFO ] [CONFIGURE ] ETG: DISCARDED add_vwap (score: 70.00%) [2025-11-21T13:57:51.700284] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6761 tests [2025-11-21T13:57:51.700330] [INFO ] [CONFIGURE ] ETG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:57:51.700371] [INFO ] [CONFIGURE ] ETG: Best accuracy: 90.00% [2025-11-21T13:57:51.700413] [INFO ] [CONFIGURE ] ETG: Best feature set (3 features): ['add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T13:57:51.700452] [INFO ] [CONFIGURE ] ETG: Improvement over baseline: 50.00% [2025-11-21T13:57:51.700489] [INFO ] [CONFIGURE ] ETG: Total time: 1.1 minutes [2025-11-21T13:57:51.700526] [INFO ] [CONFIGURE ] ETG: Average time per feature: 2.3 seconds [2025-11-21T13:57:51.700564] [INFO ] [CONFIGURE ] ETG: Average speed: 0.43 features/sec [2025-11-21T13:57:51.701042] [INFO ] [LOCAL ] Saved configuration for ETG: 3 features, 90.00% accuracy -> ./output/feature-sets/ETG.json [2025-11-21T13:57:51.701099] [INFO ] [CONFIGURE ] ETG: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T13:57:51.701148] [INFO ] [sig ] [495/723] Successfully configured ETG | 0.01 sym/s | Total: 11.4h | ETA: 5.3h [2025-11-21T13:57:51.701191] [INFO ] [sig ] [496/723] Configuring ETR... [2025-11-21T13:57:51.701231] [INFO ] [CONFIGURE ] ETR: Configurate test run. [2025-11-21T13:57:51.701270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'. [2025-11-21T13:57:51.906379] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETR'. [2025-11-21T13:57:51.906817] [INFO ] [CONFIGURE ] ETR: Testing with 29 available features [2025-11-21T13:57:51.906885] [INFO ] [CONFIGURE ] ETR: Establishing baseline with no features... [2025-11-21T13:57:52.067341] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:52.241193] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:52.404690] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:57:52.565559] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:52.730403] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:57:52.911737] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:57:53.118568] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:57:53.296175] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:53.460941] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:57:53.630893] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:53.631062] [INFO ] [CONFIGURE ] ETR: Baseline score (no features): 80.00% [2025-11-21T13:57:53.631109] [INFO ] [CONFIGURE ] ETR: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:57:53.631147] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:57:53.834921] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:57:54.054207] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:54.267155] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:57:54.475263] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:54.682202] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:54.887130] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:57:55.088894] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:57:55.292303] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:55.498810] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:57:55.708687] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:55.708857] [INFO ] [CONFIGURE ] ETR: DISCARDED add_bollinger_bands (score: 80.00%) [2025-11-21T13:57:55.708904] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6760 tests [2025-11-21T13:57:55.708941] [INFO ] [CONFIGURE ] ETR: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:57:55.708976] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:57:55.917471] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:56.128542] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:57:56.343251] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:57:56.555252] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:56.765364] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:56.983283] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:57:57.225261] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:57:57.492585] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:57:57.781597] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:57:58.068112] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:57:58.068311] [INFO ] [CONFIGURE ] ETR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T13:57:58.068361] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6759 tests [2025-11-21T13:57:58.068404] [INFO ] [CONFIGURE ] ETR: Testing feature 3/29: add_daily_returns [2025-11-21T13:57:58.068442] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_daily_returns'] [2025-11-21T13:57:58.262528] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:57:58.455631] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:57:58.639344] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:57:58.831092] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:57:59.031136] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:57:59.242709] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:57:59.452723] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:57:59.666716] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:57:59.883619] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:00.100603] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:00.100814] [INFO ] [CONFIGURE ] ETR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T13:58:00.100867] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6758 tests [2025-11-21T13:58:00.100906] [INFO ] [CONFIGURE ] ETR: Testing feature 4/29: add_ema [2025-11-21T13:58:00.100943] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_ema'] [2025-11-21T13:58:00.344833] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:00.586519] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:01.578319] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:58:01.919852] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:02.159187] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:02.398917] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:02.650522] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:02.886534] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:03.133186] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:03.380701] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:03.380911] [INFO ] [CONFIGURE ] ETR: DISCARDED add_ema (score: 60.00%) [2025-11-21T13:58:03.380961] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6757 tests [2025-11-21T13:58:03.381003] [INFO ] [CONFIGURE ] ETR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:58:03.381040] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:58:03.625036] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:03.867495] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:58:04.114835] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:04.369757] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:04.637810] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:04.890164] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:05.136099] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:05.382696] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:05.635030] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:58:05.879921] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:05.880099] [INFO ] [CONFIGURE ] ETR: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T13:58:05.880154] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6756 tests [2025-11-21T13:58:05.880223] [INFO ] [CONFIGURE ] ETR: Testing feature 6/29: add_failed_moves [2025-11-21T13:58:05.880280] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_failed_moves'] [2025-11-21T13:58:06.089218] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:06.299949] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:06.511979] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:06.728205] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:06.917195] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:07.102627] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:07.293504] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:07.476377] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:07.676989] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:07.876782] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:07.877175] [INFO ] [CONFIGURE ] ETR: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T13:58:07.877281] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6755 tests [2025-11-21T13:58:07.877365] [INFO ] [CONFIGURE ] ETR: Testing feature 7/29: add_lag_shelf [2025-11-21T13:58:07.877468] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_lag_shelf'] [2025-11-21T13:58:08.046023] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:08.211140] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:08.383123] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:08.552994] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:08.727094] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:08.902164] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:09.079302] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:09.253444] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:09.424218] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:09.594278] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:09.594537] [INFO ] [CONFIGURE ] ETR: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T13:58:09.594638] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6754 tests [2025-11-21T13:58:09.594744] [INFO ] [CONFIGURE ] ETR: Testing feature 8/29: add_macd [2025-11-21T13:58:09.594820] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T13:58:09.902521] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:10.170161] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:58:10.435847] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:10.701152] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:10.959979] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:11.217330] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:11.477130] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:11.739100] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:12.001831] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:58:12.268620] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:12.268836] [INFO ] [CONFIGURE ] ETR: DISCARDED add_macd (score: 60.00%) [2025-11-21T13:58:12.268892] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6753 tests [2025-11-21T13:58:12.268940] [INFO ] [CONFIGURE ] ETR: Testing feature 9/29: add_mfi [2025-11-21T13:58:12.268977] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_mfi'] [2025-11-21T13:58:12.449444] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:12.632814] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:12.816181] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:12.998055] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:13.178515] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:13.356507] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:13.534728] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:13.717197] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:13.899475] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:14.082952] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:14.083133] [INFO ] [CONFIGURE ] ETR: DISCARDED add_mfi (score: 80.00%) [2025-11-21T13:58:14.083181] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6752 tests [2025-11-21T13:58:14.083219] [INFO ] [CONFIGURE ] ETR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:58:14.083255] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:58:14.346566] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:14.614558] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:14.876386] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:15.137868] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:15.403456] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:15.669577] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:15.947177] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:16.236130] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:16.514440] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:58:16.783616] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:16.783821] [INFO ] [CONFIGURE ] ETR: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T13:58:16.783876] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6751 tests [2025-11-21T13:58:16.783921] [INFO ] [CONFIGURE ] ETR: Testing feature 11/29: add_obv_daily [2025-11-21T13:58:16.783963] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_obv_daily'] [2025-11-21T13:58:16.974309] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:17.176723] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:17.384722] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:17.588830] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:17.794324] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:17.999213] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:18.207022] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:18.414707] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:18.623285] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:18.835701] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:18.836000] [INFO ] [CONFIGURE ] ETR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T13:58:18.836106] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6750 tests [2025-11-21T13:58:18.836193] [INFO ] [CONFIGURE ] ETR: Testing feature 12/29: add_obv_interval [2025-11-21T13:58:18.836267] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_obv_interval'] [2025-11-21T13:58:19.028161] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:19.220557] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:19.418087] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:19.617020] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:58:19.819445] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:20.015923] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:20.206685] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:20.401170] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:20.593683] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:20.783212] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:20.783390] [INFO ] [CONFIGURE ] ETR: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T13:58:20.783439] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6749 tests [2025-11-21T13:58:20.783477] [INFO ] [CONFIGURE ] ETR: Testing feature 13/29: add_opening_strength [2025-11-21T13:58:20.783510] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T13:58:20.987490] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:58:21.193541] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:21.399610] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:21.612124] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:21.842578] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:22.045630] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T13:58:22.244625] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:22.445513] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:22.645669] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:22.848420] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:22.848722] [INFO ] [CONFIGURE ] ETR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T13:58:22.848847] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6748 tests [2025-11-21T13:58:22.848938] [INFO ] [CONFIGURE ] ETR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:58:22.849035] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T13:58:23.064852] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:23.269715] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:23.467348] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:23.662060] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:23.857458] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:24.055348] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:24.247974] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:24.441462] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:24.634483] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:24.826887] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:24.827066] [INFO ] [CONFIGURE ] ETR: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T13:58:24.827126] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6747 tests [2025-11-21T13:58:24.827175] [INFO ] [CONFIGURE ] ETR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:58:24.827220] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T13:58:24.988110] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:25.149794] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:25.320600] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:25.501880] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:25.677524] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:25.854392] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:26.030593] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:26.202972] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:26.378131] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:26.558966] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:26.559253] [INFO ] [CONFIGURE ] ETR: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T13:58:26.559357] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6746 tests [2025-11-21T13:58:26.559434] [INFO ] [CONFIGURE ] ETR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:58:26.559514] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T13:58:26.754255] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:26.950453] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:27.146100] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:27.344255] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:27.538954] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:27.733441] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:27.936146] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:28.133067] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:28.327785] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:58:28.526674] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:28.526847] [INFO ] [CONFIGURE ] ETR: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T13:58:28.526895] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6745 tests [2025-11-21T13:58:28.526935] [INFO ] [CONFIGURE ] ETR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:58:28.526971] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_pbf_return_2d'] [2025-11-21T13:58:28.725357] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:58:28.927097] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:29.134209] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:29.331532] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:29.536600] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:29.739245] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:29.940465] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:30.144129] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:30.367430] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:30.576942] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:30.577109] [INFO ] [CONFIGURE ] ETR: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T13:58:30.577167] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6744 tests [2025-11-21T13:58:30.577211] [INFO ] [CONFIGURE ] ETR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:58:30.577246] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T13:58:30.755501] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:30.929378] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:31.103503] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:31.280216] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:31.458765] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:31.632191] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:31.833487] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:32.014049] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:32.189515] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:32.419142] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:32.419316] [INFO ] [CONFIGURE ] ETR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T13:58:32.419367] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6743 tests [2025-11-21T13:58:32.419406] [INFO ] [CONFIGURE ] ETR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:58:32.419443] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T13:58:32.612595] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:32.806595] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:32.990149] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:33.172319] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:33.355673] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:33.543315] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:33.724377] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:33.915808] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:34.095431] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:34.272257] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:34.272558] [INFO ] [CONFIGURE ] ETR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T13:58:34.272672] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6742 tests [2025-11-21T13:58:34.272760] [INFO ] [CONFIGURE ] ETR: Testing feature 20/29: add_price_rejection [2025-11-21T13:58:34.272903] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection'] [2025-11-21T13:58:34.466676] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:34.653659] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:34.853256] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:35.047523] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:35.241499] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:35.426995] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:35.637296] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:35.826394] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:36.018619] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:36.231020] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:36.231193] [INFO ] [CONFIGURE ] ETR: KEPT add_price_rejection (score: 90.00%) [2025-11-21T13:58:36.231242] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6741 tests [2025-11-21T13:58:36.231279] [INFO ] [CONFIGURE ] ETR: Testing feature 21/29: add_range_position [2025-11-21T13:58:36.231313] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_range_position'] [2025-11-21T13:58:36.483246] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:36.736493] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:58:36.977948] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:37.212998] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:37.451084] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:37.685346] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:37.935774] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:38.171943] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:38.419210] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:38.659191] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:38.659374] [INFO ] [CONFIGURE ] ETR: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:58:38.659433] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6740 tests [2025-11-21T13:58:38.659481] [INFO ] [CONFIGURE ] ETR: Testing feature 22/29: add_realized_volatility [2025-11-21T13:58:38.659527] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_realized_volatility'] [2025-11-21T13:58:38.973833] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:39.295081] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:58:39.619111] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:39.936173] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:40.267763] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:40.586697] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:40.920852] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:41.247773] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:41.570586] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:41.918098] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:58:41.918334] [INFO ] [CONFIGURE ] ETR: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T13:58:41.918408] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6739 tests [2025-11-21T13:58:41.918462] [INFO ] [CONFIGURE ] ETR: Testing feature 23/29: add_recent_range_context [2025-11-21T13:58:41.918509] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_recent_range_context'] [2025-11-21T13:58:42.133075] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:42.345539] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:42.559563] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:42.774249] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:42.987286] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:43.199865] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:43.414197] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:43.629795] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:43.847778] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:44.067203] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:44.067380] [INFO ] [CONFIGURE ] ETR: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T13:58:44.067438] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6738 tests [2025-11-21T13:58:44.067485] [INFO ] [CONFIGURE ] ETR: Testing feature 24/29: add_rsi [2025-11-21T13:58:44.067520] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-21T13:58:44.324694] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:44.576135] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:44.826238] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T13:58:45.078983] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:45.332001] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:45.587604] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:45.840044] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:46.095558] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:46.344522] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:46.600773] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:58:46.600942] [INFO ] [CONFIGURE ] ETR: DISCARDED add_rsi (score: 70.00%) [2025-11-21T13:58:46.600998] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6737 tests [2025-11-21T13:58:46.601044] [INFO ] [CONFIGURE ] ETR: Testing feature 25/29: add_tick_distribution [2025-11-21T13:58:46.601087] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_tick_distribution'] [2025-11-21T13:58:46.805310] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:47.012492] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:58:47.234949] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:47.442845] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:47.652670] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:47.867048] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:48.096394] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:58:48.329919] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:48.558022] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:48.783540] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:48.783756] [INFO ] [CONFIGURE ] ETR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T13:58:48.783823] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6736 tests [2025-11-21T13:58:48.783874] [INFO ] [CONFIGURE ] ETR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:58:48.783923] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-21T13:58:49.005244] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:58:49.228818] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:49.453218] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:49.679314] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T13:58:49.905766] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:50.136047] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:50.368494] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:50.588706] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:50.813921] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:51.037799] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:51.037972] [INFO ] [CONFIGURE ] ETR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T13:58:51.038036] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6735 tests [2025-11-21T13:58:51.038084] [INFO ] [CONFIGURE ] ETR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:58:51.038127] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_volume_price_divergence'] [2025-11-21T13:58:51.280890] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:58:51.528160] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:51.782721] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:52.028817] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:52.273355] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:58:52.521808] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:52.781778] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:53.035324] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:53.319132] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:53.593120] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:53.593358] [INFO ] [CONFIGURE ] ETR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T13:58:53.593421] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6734 tests [2025-11-21T13:58:53.593470] [INFO ] [CONFIGURE ] ETR: Testing feature 28/29: add_volume_profile [2025-11-21T13:58:53.593515] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_volume_profile'] [2025-11-21T13:58:53.844472] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:54.096703] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:54.335832] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:54.563262] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:54.782169] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:54.998701] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:55.215501] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:55.431352] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:58:55.654033] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:55.871272] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:55.871460] [INFO ] [CONFIGURE ] ETR: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T13:58:55.871508] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6733 tests [2025-11-21T13:58:55.871547] [INFO ] [CONFIGURE ] ETR: Testing feature 29/29: add_vwap [2025-11-21T13:58:55.871585] [INFO ] [CONFIGURE ] ETR: Testing with features: ['add_price_rejection', 'add_vwap'] [2025-11-21T13:58:56.094983] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:58:56.319305] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:58:56.558667] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T13:58:56.784082] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T13:58:57.019048] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:57.253360] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T13:58:57.479564] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:57.707843] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:57.936624] [DEBUG] [FORECASTER] ETR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:58:58.184883] [DEBUG] [FORECASTER] ETR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:58:58.185076] [INFO ] [CONFIGURE ] ETR: DISCARDED add_vwap (score: 70.00%) [2025-11-21T13:58:58.185137] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6732 tests [2025-11-21T13:58:58.185189] [INFO ] [CONFIGURE ] ETR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T13:58:58.185233] [INFO ] [CONFIGURE ] ETR: Best accuracy: 90.00% [2025-11-21T13:58:58.185278] [INFO ] [CONFIGURE ] ETR: Best feature set (1 features): ['add_price_rejection'] [2025-11-21T13:58:58.185320] [INFO ] [CONFIGURE ] ETR: Improvement over baseline: 10.00% [2025-11-21T13:58:58.185359] [INFO ] [CONFIGURE ] ETR: Total time: 1.1 minutes [2025-11-21T13:58:58.185398] [INFO ] [CONFIGURE ] ETR: Average time per feature: 2.2 seconds [2025-11-21T13:58:58.185438] [INFO ] [CONFIGURE ] ETR: Average speed: 0.45 features/sec [2025-11-21T13:58:58.185958] [INFO ] [LOCAL ] Saved configuration for ETR: 1 features, 90.00% accuracy -> ./output/feature-sets/ETR.json [2025-11-21T13:58:58.186032] [INFO ] [CONFIGURE ] ETR: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T13:58:58.186084] [INFO ] [sig ] [496/723] Successfully configured ETR | 0.01 sym/s | Total: 11.4h | ETA: 5.2h [2025-11-21T13:58:58.186129] [INFO ] [sig ] [497/723] Configuring ETW... [2025-11-21T13:58:58.186169] [INFO ] [CONFIGURE ] ETW: Configurate test run. [2025-11-21T13:58:58.186208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'. [2025-11-21T13:58:58.260910] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETW'. [2025-11-21T13:58:58.261271] [INFO ] [CONFIGURE ] ETW: Testing with 29 available features [2025-11-21T13:58:58.261333] [INFO ] [CONFIGURE ] ETW: Establishing baseline with no features... [2025-11-21T13:58:58.439602] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:58:58.607001] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:58:58.772558] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:58:58.944949] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:58:59.115418] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:58:59.294729] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:58:59.495691] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:58:59.691519] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:58:59.884688] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:00.084104] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:00.084327] [INFO ] [CONFIGURE ] ETW: Baseline score (no features): 60.00% [2025-11-21T13:59:00.084377] [INFO ] [CONFIGURE ] ETW: Testing feature 1/29: add_bollinger_bands [2025-11-21T13:59:00.084418] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_bollinger_bands'] [2025-11-21T13:59:00.316660] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:00.543966] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:00.772447] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:01.637739] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:01.915549] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:02.152837] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:02.389792] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:02.619597] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:02.858499] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:03.103529] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:03.103811] [INFO ] [CONFIGURE ] ETW: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T13:59:03.103920] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6731 tests [2025-11-21T13:59:03.103991] [INFO ] [CONFIGURE ] ETW: Testing feature 2/29: add_cumulative_delta [2025-11-21T13:59:03.104042] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_cumulative_delta'] [2025-11-21T13:59:03.345736] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:03.603586] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:03.849512] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:04.094374] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:59:04.344691] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:59:04.595291] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:04.851949] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:05.103094] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:05.384730] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:05.683211] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:05.683492] [INFO ] [CONFIGURE ] ETW: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T13:59:05.683718] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6730 tests [2025-11-21T13:59:05.683819] [INFO ] [CONFIGURE ] ETW: Testing feature 3/29: add_daily_returns [2025-11-21T13:59:05.683897] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_daily_returns'] [2025-11-21T13:59:05.893623] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:06.075695] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:06.266816] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:06.461053] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:59:06.651689] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:06.843258] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:07.033085] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:07.220840] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:07.410082] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:07.602204] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:07.602498] [INFO ] [CONFIGURE ] ETW: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T13:59:07.602595] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6729 tests [2025-11-21T13:59:07.602699] [INFO ] [CONFIGURE ] ETW: Testing feature 4/29: add_ema [2025-11-21T13:59:07.602752] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_ema'] [2025-11-21T13:59:07.820855] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:08.043039] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:08.260460] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:08.471594] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:08.702522] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:08.916764] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:09.174964] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:09.390967] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:09.608366] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:09.825533] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:09.825722] [INFO ] [CONFIGURE ] ETW: DISCARDED add_ema (score: 50.00%) [2025-11-21T13:59:09.825831] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6728 tests [2025-11-21T13:59:09.825893] [INFO ] [CONFIGURE ] ETW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T13:59:09.825940] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T13:59:10.040313] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:10.259360] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:10.493218] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:10.711769] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:10.931210] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:11.158710] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:11.380099] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:11.599610] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:11.822546] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:12.044927] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:12.045123] [INFO ] [CONFIGURE ] ETW: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T13:59:12.045182] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6727 tests [2025-11-21T13:59:12.045231] [INFO ] [CONFIGURE ] ETW: Testing feature 6/29: add_failed_moves [2025-11-21T13:59:12.045269] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_failed_moves'] [2025-11-21T13:59:12.230791] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:12.418020] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:12.603026] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:12.784586] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:12.963018] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:13.142584] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:13.322301] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:13.507175] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:13.692998] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:13.877342] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:13.877510] [INFO ] [CONFIGURE ] ETW: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T13:59:13.877556] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6726 tests [2025-11-21T13:59:13.877593] [INFO ] [CONFIGURE ] ETW: Testing feature 7/29: add_lag_shelf [2025-11-21T13:59:13.877627] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_lag_shelf'] [2025-11-21T13:59:14.045466] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:14.215197] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:14.384305] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:14.558263] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:14.731908] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:14.901393] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:15.076880] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:15.245794] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:15.414927] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:15.588941] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:15.589135] [INFO ] [CONFIGURE ] ETW: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T13:59:15.589194] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6725 tests [2025-11-21T13:59:15.589243] [INFO ] [CONFIGURE ] ETW: Testing feature 8/29: add_macd [2025-11-21T13:59:15.589290] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T13:59:15.854290] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:16.131329] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:16.410064] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:16.678118] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:59:16.945414] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:17.219596] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:17.502524] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:17.782092] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:18.062294] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:18.328513] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:18.328721] [INFO ] [CONFIGURE ] ETW: DISCARDED add_macd (score: 40.00%) [2025-11-21T13:59:18.328779] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6724 tests [2025-11-21T13:59:18.328826] [INFO ] [CONFIGURE ] ETW: Testing feature 9/29: add_mfi [2025-11-21T13:59:18.328861] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_mfi'] [2025-11-21T13:59:18.515077] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:18.697473] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:18.882224] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:19.069918] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:19.255422] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:19.438623] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:19.625969] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:19.816818] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:20.007783] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:20.200016] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:20.200212] [INFO ] [CONFIGURE ] ETW: DISCARDED add_mfi (score: 50.00%) [2025-11-21T13:59:20.200266] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6723 tests [2025-11-21T13:59:20.200307] [INFO ] [CONFIGURE ] ETW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T13:59:20.200345] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T13:59:20.480600] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:20.775959] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:21.061474] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:21.349594] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:59:21.634813] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:21.929224] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:22.217216] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:22.512997] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:22.815358] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:23.127336] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:23.127560] [INFO ] [CONFIGURE ] ETW: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T13:59:23.127617] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6722 tests [2025-11-21T13:59:23.127689] [INFO ] [CONFIGURE ] ETW: Testing feature 11/29: add_obv_daily [2025-11-21T13:59:23.127737] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_obv_daily'] [2025-11-21T13:59:23.344397] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:23.560044] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:23.772797] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:23.980378] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:59:24.193303] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:24.405703] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:24.612317] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:24.820708] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:25.025576] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:25.243071] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:25.243255] [INFO ] [CONFIGURE ] ETW: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T13:59:25.243304] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6721 tests [2025-11-21T13:59:25.243342] [INFO ] [CONFIGURE ] ETW: Testing feature 12/29: add_obv_interval [2025-11-21T13:59:25.243377] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_obv_interval'] [2025-11-21T13:59:25.445428] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T13:59:25.649964] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:25.850368] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:26.062169] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:59:26.268017] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:26.477050] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:26.680324] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:26.877464] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:27.064540] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:27.256441] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:27.256691] [INFO ] [CONFIGURE ] ETW: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T13:59:27.256767] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6720 tests [2025-11-21T13:59:27.256826] [INFO ] [CONFIGURE ] ETW: Testing feature 13/29: add_opening_strength [2025-11-21T13:59:27.256879] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T13:59:27.459097] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:27.670771] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:27.876893] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:28.080871] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:28.284710] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:28.483310] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:28.684121] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:28.887148] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:29.096517] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:29.300946] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:29.301114] [INFO ] [CONFIGURE ] ETW: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T13:59:29.301161] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6719 tests [2025-11-21T13:59:29.301202] [INFO ] [CONFIGURE ] ETW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T13:59:29.301236] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T13:59:29.498953] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:29.698566] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:29.895071] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:30.095192] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:30.295025] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:30.491918] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:30.691622] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:30.887480] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:31.085262] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:31.286056] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:31.286228] [INFO ] [CONFIGURE ] ETW: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T13:59:31.286273] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6718 tests [2025-11-21T13:59:31.286310] [INFO ] [CONFIGURE ] ETW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T13:59:31.286344] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T13:59:31.457280] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:31.626218] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:31.799601] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:31.969746] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:32.138999] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:32.312541] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:32.484428] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:32.662784] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:32.854875] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:33.026048] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:33.026365] [INFO ] [CONFIGURE ] ETW: KEPT add_pbf_morning_momentum (score: 70.00%) [2025-11-21T13:59:33.026490] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6717 tests [2025-11-21T13:59:33.026580] [INFO ] [CONFIGURE ] ETW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T13:59:33.026695] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T13:59:33.229987] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:33.429141] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:33.629074] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:33.841693] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:34.053986] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:34.271964] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:34.489056] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:34.705311] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:34.920582] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:35.131938] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:35.132120] [INFO ] [CONFIGURE ] ETW: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T13:59:35.132170] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6716 tests [2025-11-21T13:59:35.132210] [INFO ] [CONFIGURE ] ETW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T13:59:35.132247] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T13:59:35.336115] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:35.545585] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:35.749463] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:35.947402] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:36.160376] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:59:36.371492] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:36.592531] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:36.794324] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T13:59:37.004238] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:37.212534] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:37.212721] [INFO ] [CONFIGURE ] ETW: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T13:59:37.212795] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6715 tests [2025-11-21T13:59:37.212855] [INFO ] [CONFIGURE ] ETW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T13:59:37.212958] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T13:59:37.403816] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:37.590252] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:37.775949] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:37.961311] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:38.148975] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T13:59:38.348763] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:38.548180] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:38.739133] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:38.929442] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:39.118530] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:39.118750] [INFO ] [CONFIGURE ] ETW: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T13:59:39.118832] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6714 tests [2025-11-21T13:59:39.118893] [INFO ] [CONFIGURE ] ETW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T13:59:39.118947] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T13:59:39.305664] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:39.495810] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:39.692579] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:39.883953] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:40.074502] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:40.267339] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:40.458745] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:40.652186] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:40.838820] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:41.055879] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:41.056056] [INFO ] [CONFIGURE ] ETW: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T13:59:41.056104] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6713 tests [2025-11-21T13:59:41.056142] [INFO ] [CONFIGURE ] ETW: Testing feature 20/29: add_price_rejection [2025-11-21T13:59:41.056176] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T13:59:41.260479] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:41.468838] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:41.678737] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:41.897067] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:42.109809] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:42.335095] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:42.546164] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:42.758938] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:42.977328] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:43.195322] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T13:59:43.195517] [INFO ] [CONFIGURE ] ETW: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T13:59:43.195569] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6712 tests [2025-11-21T13:59:43.195608] [INFO ] [CONFIGURE ] ETW: Testing feature 21/29: add_range_position [2025-11-21T13:59:43.195662] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T13:59:43.422458] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:43.649987] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:43.877699] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:44.100377] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:44.340489] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:44.561390] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:44.782283] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:45.006053] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:45.252029] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:45.475139] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:45.475323] [INFO ] [CONFIGURE ] ETW: DISCARDED add_range_position (score: 70.00%) [2025-11-21T13:59:45.475370] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6711 tests [2025-11-21T13:59:45.475407] [INFO ] [CONFIGURE ] ETW: Testing feature 22/29: add_realized_volatility [2025-11-21T13:59:45.475441] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T13:59:45.777243] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:46.078290] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:46.392597] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:46.712094] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:47.031593] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:47.342725] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:47.655442] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:47.966029] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:48.277540] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:48.582672] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:48.582864] [INFO ] [CONFIGURE ] ETW: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T13:59:48.582921] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6710 tests [2025-11-21T13:59:48.582973] [INFO ] [CONFIGURE ] ETW: Testing feature 23/29: add_recent_range_context [2025-11-21T13:59:48.583020] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T13:59:48.779351] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:48.981090] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T13:59:49.179091] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T13:59:49.377522] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:49.576563] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:49.780124] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:49.983923] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T13:59:50.189013] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:50.389448] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T13:59:50.597011] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:50.597320] [INFO ] [CONFIGURE ] ETW: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T13:59:50.597429] [INFO ] [CONFIGURE ] JOB ETA: 5.3h | Avg: 2.8s/test | Remaining: 6709 tests [2025-11-21T13:59:50.597513] [INFO ] [CONFIGURE ] ETW: Testing feature 24/29: add_rsi [2025-11-21T13:59:50.597597] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T13:59:50.838131] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:51.079277] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:51.321174] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:51.562691] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:51.801633] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:52.039739] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:52.355396] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:52.731276] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:53.094431] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:53.376702] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:53.376877] [INFO ] [CONFIGURE ] ETW: KEPT add_rsi (score: 80.00%) [2025-11-21T13:59:53.376930] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6708 tests [2025-11-21T13:59:53.376979] [INFO ] [CONFIGURE ] ETW: Testing feature 25/29: add_tick_distribution [2025-11-21T13:59:53.377027] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T13:59:53.630163] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:53.880796] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:54.130184] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:54.381764] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T13:59:54.631347] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:54.873945] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T13:59:55.124941] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:55.372390] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:55.620173] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:55.873566] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:55.873760] [INFO ] [CONFIGURE ] ETW: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T13:59:55.873819] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6707 tests [2025-11-21T13:59:55.873866] [INFO ] [CONFIGURE ] ETW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T13:59:55.873908] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T13:59:56.131747] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:56.390568] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:56.644499] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:56.898939] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T13:59:57.158567] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T13:59:57.496828] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T13:59:57.828036] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T13:59:58.088012] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T13:59:58.366183] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T13:59:58.624737] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T13:59:58.624910] [INFO ] [CONFIGURE ] ETW: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T13:59:58.624968] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6706 tests [2025-11-21T13:59:58.625015] [INFO ] [CONFIGURE ] ETW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T13:59:58.625059] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T13:59:58.904405] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T13:59:59.177861] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T13:59:59.449555] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T13:59:59.745839] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:00:00.062862] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:00.387881] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:00.704300] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:00:01.662422] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:00:02.032760] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:00:02.351522] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:02.351751] [INFO ] [CONFIGURE ] ETW: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:00:02.351810] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6705 tests [2025-11-21T14:00:02.351859] [INFO ] [CONFIGURE ] ETW: Testing feature 28/29: add_volume_profile [2025-11-21T14:00:02.351896] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T14:00:02.624628] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:02.892833] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:00:03.169043] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:03.438733] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:00:03.701270] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:03.988341] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:04.269936] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:00:04.567665] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:04.879850] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:00:05.185216] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:05.185419] [INFO ] [CONFIGURE ] ETW: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:00:05.185480] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6704 tests [2025-11-21T14:00:05.185523] [INFO ] [CONFIGURE ] ETW: Testing feature 29/29: add_vwap [2025-11-21T14:00:05.185571] [INFO ] [CONFIGURE ] ETW: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T14:00:05.498054] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:05.807094] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:00:06.107418] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:06.406959] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:00:06.717476] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:07.018680] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:07.311929] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:00:07.611067] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:07.916388] [DEBUG] [FORECASTER] ETW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:00:08.210340] [DEBUG] [FORECASTER] ETW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:08.210762] [INFO ] [CONFIGURE ] ETW: DISCARDED add_vwap (score: 70.00%) [2025-11-21T14:00:08.210823] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6703 tests [2025-11-21T14:00:08.210872] [INFO ] [CONFIGURE ] ETW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:00:08.210906] [INFO ] [CONFIGURE ] ETW: Best accuracy: 80.00% [2025-11-21T14:00:08.210949] [INFO ] [CONFIGURE ] ETW: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T14:00:08.210994] [INFO ] [CONFIGURE ] ETW: Improvement over baseline: 20.00% [2025-11-21T14:00:08.211033] [INFO ] [CONFIGURE ] ETW: Total time: 1.1 minutes [2025-11-21T14:00:08.211071] [INFO ] [CONFIGURE ] ETW: Average time per feature: 2.3 seconds [2025-11-21T14:00:08.211109] [INFO ] [CONFIGURE ] ETW: Average speed: 0.43 features/sec [2025-11-21T14:00:08.211463] [INFO ] [LOCAL ] Saved configuration for ETW: 3 features, 80.00% accuracy -> ./output/feature-sets/ETW.json [2025-11-21T14:00:08.211522] [INFO ] [CONFIGURE ] ETW: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T14:00:08.211567] [INFO ] [sig ] [497/723] Successfully configured ETW | 0.01 sym/s | Total: 11.4h | ETA: 5.2h [2025-11-21T14:00:08.211612] [INFO ] [sig ] [498/723] Configuring ETY... [2025-11-21T14:00:08.211674] [INFO ] [CONFIGURE ] ETY: Configurate test run. [2025-11-21T14:00:08.211718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-11-21T14:00:08.284727] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETY'. [2025-11-21T14:00:08.285272] [INFO ] [CONFIGURE ] ETY: Testing with 29 available features [2025-11-21T14:00:08.285342] [INFO ] [CONFIGURE ] ETY: Establishing baseline with no features... [2025-11-21T14:00:08.460154] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:08.645851] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:00:08.832098] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:09.016930] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:09.202208] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:09.389568] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:00:09.573882] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:09.763715] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:00:09.947282] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:00:10.140672] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:10.140834] [INFO ] [CONFIGURE ] ETY: Baseline score (no features): 30.00% [2025-11-21T14:00:10.140880] [INFO ] [CONFIGURE ] ETY: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:00:10.140916] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:00:10.358546] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:10.582262] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:10.802202] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:11.023976] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:11.243311] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:11.465898] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:11.688737] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:11.910393] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:12.133975] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:00:12.351725] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:00:12.351904] [INFO ] [CONFIGURE ] ETY: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T14:00:12.351952] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6702 tests [2025-11-21T14:00:12.351991] [INFO ] [CONFIGURE ] ETY: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:00:12.352028] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:00:12.606403] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:12.858260] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:13.114148] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:00:13.373783] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:13.630008] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:13.883581] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:00:14.143869] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:14.406000] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:00:14.662367] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:00:14.926337] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:00:14.926548] [INFO ] [CONFIGURE ] ETY: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T14:00:14.926604] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6701 tests [2025-11-21T14:00:14.926669] [INFO ] [CONFIGURE ] ETY: Testing feature 3/29: add_daily_returns [2025-11-21T14:00:14.926717] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:00:15.158246] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:15.386394] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:15.622023] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:15.858318] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:16.100092] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:16.335806] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:00:16.571309] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:16.806105] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:17.036013] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:17.252556] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:17.252768] [INFO ] [CONFIGURE ] ETY: KEPT add_daily_returns (score: 60.00%) [2025-11-21T14:00:17.252984] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6700 tests [2025-11-21T14:00:17.253073] [INFO ] [CONFIGURE ] ETY: Testing feature 4/29: add_ema [2025-11-21T14:00:17.253150] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T14:00:17.521619] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:17.783358] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:18.044234] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:18.306213] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:18.567628] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:18.830438] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:19.094611] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:19.362864] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:19.626257] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:19.888728] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:00:19.888930] [INFO ] [CONFIGURE ] ETY: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:00:19.888986] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6699 tests [2025-11-21T14:00:19.889034] [INFO ] [CONFIGURE ] ETY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:00:19.889078] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:00:20.164822] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:20.429326] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:20.699441] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:20.965397] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:21.230952] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:21.496358] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:21.762851] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:00:22.028327] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:22.294067] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:22.560969] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:22.561184] [INFO ] [CONFIGURE ] ETY: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T14:00:22.561245] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6698 tests [2025-11-21T14:00:22.561296] [INFO ] [CONFIGURE ] ETY: Testing feature 6/29: add_failed_moves [2025-11-21T14:00:22.561341] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:00:22.848516] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:00:23.124997] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:00:23.402561] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:23.679180] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:23.968442] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:24.244418] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:24.521965] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:00:24.813793] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:25.097097] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:25.378698] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:25.378916] [INFO ] [CONFIGURE ] ETY: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T14:00:25.378976] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6697 tests [2025-11-21T14:00:25.379025] [INFO ] [CONFIGURE ] ETY: Testing feature 7/29: add_lag_shelf [2025-11-21T14:00:25.379070] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T14:00:25.646185] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:25.917511] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:00:26.187081] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:26.465001] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:26.734710] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:27.005436] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:27.275943] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:27.545580] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:27.815399] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:28.087945] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:28.088163] [INFO ] [CONFIGURE ] ETY: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:00:28.088221] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6696 tests [2025-11-21T14:00:28.088269] [INFO ] [CONFIGURE ] ETY: Testing feature 8/29: add_macd [2025-11-21T14:00:28.088313] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T14:00:28.414987] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:28.740679] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:29.069043] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:29.401350] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:29.729917] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:30.061161] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:30.387575] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:00:30.717587] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:31.050241] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:31.381894] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:31.382101] [INFO ] [CONFIGURE ] ETY: DISCARDED add_macd (score: 80.00%) [2025-11-21T14:00:31.382158] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6695 tests [2025-11-21T14:00:31.382208] [INFO ] [CONFIGURE ] ETY: Testing feature 9/29: add_mfi [2025-11-21T14:00:31.382253] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T14:00:31.661070] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:00:31.946243] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:32.229213] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:32.502454] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:32.773905] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:33.050069] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:33.359805] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:00:33.677560] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:33.993538] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:34.311370] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:34.311583] [INFO ] [CONFIGURE ] ETY: KEPT add_mfi (score: 90.00%) [2025-11-21T14:00:34.311660] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6694 tests [2025-11-21T14:00:34.311715] [INFO ] [CONFIGURE ] ETY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:00:34.311762] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:00:34.720028] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:35.088927] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:35.474334] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:35.878778] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:36.266214] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:36.632311] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:37.000584] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:00:37.396476] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:37.762239] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:38.131000] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:38.131207] [INFO ] [CONFIGURE ] ETY: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T14:00:38.131262] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6693 tests [2025-11-21T14:00:38.131311] [INFO ] [CONFIGURE ] ETY: Testing feature 11/29: add_obv_daily [2025-11-21T14:00:38.131352] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily'] [2025-11-21T14:00:38.446482] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:38.767313] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:39.084102] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:39.388977] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:39.700101] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:40.010100] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:40.324091] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:40.644674] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:40.962183] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:41.282540] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:41.282791] [INFO ] [CONFIGURE ] ETY: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T14:00:41.282860] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6692 tests [2025-11-21T14:00:41.282909] [INFO ] [CONFIGURE ] ETY: Testing feature 12/29: add_obv_interval [2025-11-21T14:00:41.282953] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval'] [2025-11-21T14:00:41.580417] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:41.889686] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:00:42.194486] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:42.490089] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:42.789629] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:43.093787] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:43.390330] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:43.691845] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:00:44.011234] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:44.318481] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:44.318761] [INFO ] [CONFIGURE ] ETY: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:00:44.318822] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6691 tests [2025-11-21T14:00:44.318872] [INFO ] [CONFIGURE ] ETY: Testing feature 13/29: add_opening_strength [2025-11-21T14:00:44.318916] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_opening_strength'] [2025-11-21T14:00:44.710682] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:45.154125] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:45.513211] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:45.846882] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:46.163527] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:46.477131] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:46.802888] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:00:47.112819] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:47.433142] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:47.757849] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:47.758080] [INFO ] [CONFIGURE ] ETY: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T14:00:47.758143] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6690 tests [2025-11-21T14:00:47.758193] [INFO ] [CONFIGURE ] ETY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:00:47.758246] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T14:00:48.068735] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:48.387536] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:48.701747] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:49.021975] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:49.339304] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:49.653860] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:49.969451] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:50.319292] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:50.638342] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:50.961542] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:50.961793] [INFO ] [CONFIGURE ] ETY: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:00:50.961865] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6689 tests [2025-11-21T14:00:50.961928] [INFO ] [CONFIGURE ] ETY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:00:50.961988] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T14:00:51.260828] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:51.560845] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:00:51.859261] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:52.143120] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:52.432074] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:52.719380] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:53.009707] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:00:53.312478] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:53.647977] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:53.978461] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:53.978722] [INFO ] [CONFIGURE ] ETY: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:00:53.978786] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6688 tests [2025-11-21T14:00:53.978834] [INFO ] [CONFIGURE ] ETY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:00:53.978880] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T14:00:54.282791] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:54.590368] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:54.896254] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:55.201759] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:55.510529] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:55.812417] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:56.111088] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:00:56.411211] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:56.703090] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:00:57.016073] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:00:57.016272] [INFO ] [CONFIGURE ] ETY: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T14:00:57.016331] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6687 tests [2025-11-21T14:00:57.016382] [INFO ] [CONFIGURE ] ETY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:00:57.016426] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T14:00:57.332318] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:00:57.642118] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:00:57.957291] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:00:58.265213] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:00:58.578889] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:00:58.884841] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:00:59.207579] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:00:59.511424] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:00:59.820383] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:00.122954] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:00.123183] [INFO ] [CONFIGURE ] ETY: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T14:01:00.123241] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6686 tests [2025-11-21T14:01:00.123286] [INFO ] [CONFIGURE ] ETY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:01:00.123329] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T14:01:00.416369] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:00.716791] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:01:01.727948] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:02.315755] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:02.676104] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:03.044960] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:03.397219] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:03.738168] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:04.071021] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:04.412094] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:04.412383] [INFO ] [CONFIGURE ] ETY: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:01:04.412455] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6685 tests [2025-11-21T14:01:04.412513] [INFO ] [CONFIGURE ] ETY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:01:04.412571] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T14:01:04.744055] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:05.065393] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:01:05.387020] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:05.704993] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:06.025690] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:06.348432] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:06.677599] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:06.991739] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:07.324272] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:07.640083] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:07.640345] [INFO ] [CONFIGURE ] ETY: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T14:01:07.640406] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6684 tests [2025-11-21T14:01:07.640459] [INFO ] [CONFIGURE ] ETY: Testing feature 20/29: add_price_rejection [2025-11-21T14:01:07.640511] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection'] [2025-11-21T14:01:07.996888] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:08.350669] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:01:08.688461] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:09.039565] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:09.351780] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:09.675576] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:09.994545] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:10.310009] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:10.625473] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:10.937186] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:10.937425] [INFO ] [CONFIGURE ] ETY: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T14:01:10.937488] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6683 tests [2025-11-21T14:01:10.937538] [INFO ] [CONFIGURE ] ETY: Testing feature 21/29: add_range_position [2025-11-21T14:01:10.937584] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position'] [2025-11-21T14:01:11.268338] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:11.584304] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:01:11.921543] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:12.244781] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:12.608028] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:12.936810] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:13.249092] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:13.569299] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:13.903805] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:14.225245] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:14.225430] [INFO ] [CONFIGURE ] ETY: DISCARDED add_range_position (score: 70.00%) [2025-11-21T14:01:14.225490] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6682 tests [2025-11-21T14:01:14.225538] [INFO ] [CONFIGURE ] ETY: Testing feature 22/29: add_realized_volatility [2025-11-21T14:01:14.225583] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility'] [2025-11-21T14:01:14.617472] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:15.016858] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:01:15.414628] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:15.814694] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:16.206280] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:16.590729] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:16.995366] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:17.435536] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:17.862584] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:18.278590] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:18.278814] [INFO ] [CONFIGURE ] ETY: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T14:01:18.278872] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6681 tests [2025-11-21T14:01:18.278919] [INFO ] [CONFIGURE ] ETY: Testing feature 23/29: add_recent_range_context [2025-11-21T14:01:18.278962] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context'] [2025-11-21T14:01:18.590148] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:18.895941] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:01:19.203200] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:19.513876] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:19.839490] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:20.152683] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:20.466220] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:20.781761] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:21.097069] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:21.401594] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:21.401796] [INFO ] [CONFIGURE ] ETY: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:01:21.401856] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6680 tests [2025-11-21T14:01:21.401904] [INFO ] [CONFIGURE ] ETY: Testing feature 24/29: add_rsi [2025-11-21T14:01:21.401950] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T14:01:21.734988] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:22.065365] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:01:22.389411] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:22.720576] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:23.060290] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:23.399946] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:23.731360] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:01:24.065078] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:01:24.401552] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:24.747686] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:24.747903] [INFO ] [CONFIGURE ] ETY: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:01:24.747965] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6679 tests [2025-11-21T14:01:24.748015] [INFO ] [CONFIGURE ] ETY: Testing feature 25/29: add_tick_distribution [2025-11-21T14:01:24.748062] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_tick_distribution'] [2025-11-21T14:01:25.025911] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:25.309494] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:01:25.586925] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:25.862712] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:26.148187] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:26.447972] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:26.750722] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:27.042737] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:27.340513] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:27.634265] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:27.634448] [INFO ] [CONFIGURE ] ETY: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T14:01:27.634509] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6678 tests [2025-11-21T14:01:27.634551] [INFO ] [CONFIGURE ] ETY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:01:27.634592] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T14:01:27.948530] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:28.249799] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:01:28.552937] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:28.857154] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:29.170985] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:29.481152] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:29.795123] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:01:30.126836] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:30.436354] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:30.736469] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:30.736688] [INFO ] [CONFIGURE ] ETY: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:01:30.736745] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6677 tests [2025-11-21T14:01:30.736786] [INFO ] [CONFIGURE ] ETY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:01:30.736830] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T14:01:31.046951] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:31.357790] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:01:31.673950] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:31.985952] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:32.364159] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:32.809991] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:33.179120] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:33.494343] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:01:33.809818] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:34.123602] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:34.123808] [INFO ] [CONFIGURE ] ETY: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:01:34.123866] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6676 tests [2025-11-21T14:01:34.123912] [INFO ] [CONFIGURE ] ETY: Testing feature 28/29: add_volume_profile [2025-11-21T14:01:34.123954] [INFO ] [CONFIGURE ] ETY: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_profile'] [2025-11-21T14:01:34.406899] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:01:34.684308] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:01:34.971764] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:35.252732] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:01:35.546128] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:35.832816] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:01:36.122342] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:36.414131] [DEBUG] [FORECASTER] ETY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:01:36.697481] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:01:36.990279] [DEBUG] [FORECASTER] ETY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:01:36.990451] [INFO ] [CONFIGURE ] ETY: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T14:01:36.990509] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6675 tests [2025-11-21T14:01:36.990768] [INFO ] [CONFIGURE ] ETY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:01:36.990814] [INFO ] [CONFIGURE ] ETY: Best accuracy: 90.00% [2025-11-21T14:01:36.990856] [INFO ] [CONFIGURE ] ETY: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T14:01:36.990896] [INFO ] [CONFIGURE ] ETY: Improvement over baseline: 60.00% [2025-11-21T14:01:36.990927] [INFO ] [CONFIGURE ] ETY: Total time: 1.4 minutes [2025-11-21T14:01:36.990964] [INFO ] [CONFIGURE ] ETY: Average time per feature: 3.1 seconds [2025-11-21T14:01:36.991002] [INFO ] [CONFIGURE ] ETY: Average speed: 0.33 features/sec [2025-11-21T14:01:36.991437] [INFO ] [LOCAL ] Saved configuration for ETY: 5 features, 90.00% accuracy -> ./output/feature-sets/ETY.json [2025-11-21T14:01:36.991505] [INFO ] [CONFIGURE ] ETY: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T14:01:36.991559] [INFO ] [sig ] [498/723] Successfully configured ETY | 0.01 sym/s | Total: 11.5h | ETA: 5.2h [2025-11-21T14:01:36.991602] [INFO ] [sig ] [499/723] Configuring EVN... [2025-11-21T14:01:36.991658] [INFO ] [CONFIGURE ] EVN: Configurate test run. [2025-11-21T14:01:36.991702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-11-21T14:01:37.067903] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVN'. [2025-11-21T14:01:37.068207] [INFO ] [CONFIGURE ] EVN: Testing with 29 available features [2025-11-21T14:01:37.068269] [INFO ] [CONFIGURE ] EVN: Establishing baseline with no features... [2025-11-21T14:01:37.231610] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:01:37.396938] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:37.562523] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:01:37.729218] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:01:37.899305] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:38.069165] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:01:38.241983] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:38.409028] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:38.577426] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:01:38.751839] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:38.752007] [INFO ] [CONFIGURE ] EVN: Baseline score (no features): 70.00% [2025-11-21T14:01:38.752055] [INFO ] [CONFIGURE ] EVN: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:01:38.752094] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:01:38.948156] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:01:39.145204] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:39.344270] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:39.547039] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:01:39.751971] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:39.959133] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:01:40.165848] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:40.369270] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:40.575555] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:01:40.780697] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:40.780865] [INFO ] [CONFIGURE ] EVN: KEPT add_bollinger_bands (score: 90.00%) [2025-11-21T14:01:40.780912] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6674 tests [2025-11-21T14:01:40.780950] [INFO ] [CONFIGURE ] EVN: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:01:40.780985] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:01:41.014435] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:01:41.249209] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:41.493941] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:41.742248] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:01:41.988141] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:01:42.227275] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:01:42.473921] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:42.715033] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:42.963242] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:01:43.210343] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:43.210536] [INFO ] [CONFIGURE ] EVN: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T14:01:43.210598] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6673 tests [2025-11-21T14:01:43.210661] [INFO ] [CONFIGURE ] EVN: Testing feature 3/29: add_daily_returns [2025-11-21T14:01:43.210937] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:01:43.423927] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:01:43.639991] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:43.846140] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:44.061585] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:01:44.274844] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:44.495335] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:01:44.708521] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:44.923917] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:45.141027] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:01:45.352850] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:45.353017] [INFO ] [CONFIGURE ] EVN: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T14:01:45.353066] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6672 tests [2025-11-21T14:01:45.353105] [INFO ] [CONFIGURE ] EVN: Testing feature 4/29: add_ema [2025-11-21T14:01:45.353142] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:01:45.602927] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:01:45.851979] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:46.098082] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:01:46.345169] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:01:46.587030] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:46.834417] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:01:47.084444] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:47.324458] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:47.570322] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:01:47.814272] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:47.814442] [INFO ] [CONFIGURE ] EVN: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:01:47.814491] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6671 tests [2025-11-21T14:01:47.814529] [INFO ] [CONFIGURE ] EVN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:01:47.814565] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:01:48.063167] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:01:48.322300] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:48.577102] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:01:48.830936] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:01:49.088013] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:49.348066] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:01:49.606337] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:49.862052] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:50.115815] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:01:50.372542] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:50.372747] [INFO ] [CONFIGURE ] EVN: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T14:01:50.372807] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6670 tests [2025-11-21T14:01:50.372855] [INFO ] [CONFIGURE ] EVN: Testing feature 6/29: add_failed_moves [2025-11-21T14:01:50.372892] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T14:01:50.583967] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:01:50.795932] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:51.008987] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:51.222783] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:01:51.433473] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:51.650511] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:01:51.870346] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:52.091097] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:52.306184] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:01:52.524816] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:52.525013] [INFO ] [CONFIGURE ] EVN: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T14:01:52.525065] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6669 tests [2025-11-21T14:01:52.525105] [INFO ] [CONFIGURE ] EVN: Testing feature 7/29: add_lag_shelf [2025-11-21T14:01:52.525142] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T14:01:52.731024] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:01:52.946164] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:53.146988] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:53.351323] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:01:53.572751] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:53.796567] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:01:53.995728] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:54.191069] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:54.390302] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:01:54.609425] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:54.609753] [INFO ] [CONFIGURE ] EVN: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T14:01:54.609872] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6668 tests [2025-11-21T14:01:54.609959] [INFO ] [CONFIGURE ] EVN: Testing feature 8/29: add_macd [2025-11-21T14:01:54.610057] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T14:01:54.914579] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:01:55.209879] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:55.500010] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:55.789212] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:01:56.091547] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:56.421702] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:01:56.753939] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:57.043457] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:57.342924] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:01:57.667406] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:01:57.667631] [INFO ] [CONFIGURE ] EVN: DISCARDED add_macd (score: 70.00%) [2025-11-21T14:01:57.667716] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6667 tests [2025-11-21T14:01:57.667770] [INFO ] [CONFIGURE ] EVN: Testing feature 9/29: add_mfi [2025-11-21T14:01:57.667818] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T14:01:57.900309] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:01:58.137428] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:01:58.379236] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:01:58.624070] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:01:58.864493] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:01:59.108939] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:01:59.339751] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:01:59.571404] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:01:59.805803] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:00.032057] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:00.032225] [INFO ] [CONFIGURE ] EVN: DISCARDED add_mfi (score: 80.00%) [2025-11-21T14:02:00.032280] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6666 tests [2025-11-21T14:02:00.032325] [INFO ] [CONFIGURE ] EVN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:02:00.032363] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:02:01.018142] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:01.377847] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:01.748942] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:02:02.123556] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:02.458851] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:02.825168] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:02:03.221858] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:03.587295] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:03.874752] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:04.169695] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:04.169958] [INFO ] [CONFIGURE ] EVN: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T14:02:04.170020] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6665 tests [2025-11-21T14:02:04.170066] [INFO ] [CONFIGURE ] EVN: Testing feature 11/29: add_obv_daily [2025-11-21T14:02:04.170109] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T14:02:04.387485] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:04.601143] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:04.813081] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:05.030785] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:02:05.241917] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:05.456853] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:05.673578] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:02:05.891072] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:06.108151] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:02:06.323185] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:06.323350] [INFO ] [CONFIGURE ] EVN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:02:06.323397] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6664 tests [2025-11-21T14:02:06.323435] [INFO ] [CONFIGURE ] EVN: Testing feature 12/29: add_obv_interval [2025-11-21T14:02:06.323470] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T14:02:06.537237] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:06.745198] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:06.964731] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:07.176948] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:07.400294] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:07.626301] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:07.846697] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:08.073999] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:08.292116] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:08.515325] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:08.515512] [INFO ] [CONFIGURE ] EVN: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T14:02:08.515563] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6663 tests [2025-11-21T14:02:08.515605] [INFO ] [CONFIGURE ] EVN: Testing feature 13/29: add_opening_strength [2025-11-21T14:02:08.515666] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:02:08.764236] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:02:08.993297] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:09.217675] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:09.438556] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:02:09.663858] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:09.892385] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:10.125173] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:10.358957] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:10.593604] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:10.831816] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:10.832031] [INFO ] [CONFIGURE ] EVN: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T14:02:10.832093] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6662 tests [2025-11-21T14:02:10.832141] [INFO ] [CONFIGURE ] EVN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:02:10.832183] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T14:02:11.061116] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:02:11.284260] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:11.554578] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:11.814319] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:02:12.055959] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:12.314086] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:12.551823] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:12.777253] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:13.007056] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:13.236907] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:13.237081] [INFO ] [CONFIGURE ] EVN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:02:13.237137] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6661 tests [2025-11-21T14:02:13.237182] [INFO ] [CONFIGURE ] EVN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:02:13.237224] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T14:02:13.447565] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:13.661027] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:13.918799] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:02:14.140310] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:02:14.341201] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:14.542113] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:14.747559] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:14.969356] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:15.167867] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:02:15.373270] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:15.373456] [INFO ] [CONFIGURE ] EVN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:02:15.373504] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6660 tests [2025-11-21T14:02:15.373542] [INFO ] [CONFIGURE ] EVN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:02:15.373622] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T14:02:15.606885] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:15.835249] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:16.093087] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:16.335445] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:16.579851] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:16.823873] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:17.062463] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:17.293798] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:17.541944] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:17.769098] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:17.769273] [INFO ] [CONFIGURE ] EVN: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T14:02:17.769320] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6659 tests [2025-11-21T14:02:17.769359] [INFO ] [CONFIGURE ] EVN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:02:17.769395] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T14:02:17.996177] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:18.217490] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:18.439464] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:02:18.655375] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:18.876489] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:19.103369] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:19.327530] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:19.553105] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:19.791377] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:20.021211] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:20.021393] [INFO ] [CONFIGURE ] EVN: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T14:02:20.021453] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6658 tests [2025-11-21T14:02:20.021502] [INFO ] [CONFIGURE ] EVN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:02:20.021544] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T14:02:20.219232] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:20.412800] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:20.613577] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:20.816716] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:21.013831] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:21.224510] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:21.430219] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:02:21.644740] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:21.848925] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:02:22.064283] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:22.064477] [INFO ] [CONFIGURE ] EVN: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:02:22.064528] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6657 tests [2025-11-21T14:02:22.064568] [INFO ] [CONFIGURE ] EVN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:02:22.064606] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T14:02:22.273427] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:22.475580] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:22.683723] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:22.894379] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:23.105187] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:23.312617] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:02:23.516778] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:23.720432] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:23.920423] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:24.133207] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:24.133507] [INFO ] [CONFIGURE ] EVN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T14:02:24.133633] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6656 tests [2025-11-21T14:02:24.133739] [INFO ] [CONFIGURE ] EVN: Testing feature 20/29: add_price_rejection [2025-11-21T14:02:24.133847] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T14:02:24.363034] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:02:24.591151] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:24.826148] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:25.047108] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:25.289397] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:25.525763] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:25.761851] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:25.997438] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:26.224424] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:26.462582] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:26.462801] [INFO ] [CONFIGURE ] EVN: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T14:02:26.462861] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6655 tests [2025-11-21T14:02:26.462922] [INFO ] [CONFIGURE ] EVN: Testing feature 21/29: add_range_position [2025-11-21T14:02:26.462989] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T14:02:26.710719] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:26.961671] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:27.221355] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:02:27.475835] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:27.723425] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:27.983277] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:28.236293] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:28.498204] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:28.742438] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:28.993376] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:28.993547] [INFO ] [CONFIGURE ] EVN: DISCARDED add_range_position (score: 80.00%) [2025-11-21T14:02:28.993604] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6654 tests [2025-11-21T14:02:28.993670] [INFO ] [CONFIGURE ] EVN: Testing feature 22/29: add_realized_volatility [2025-11-21T14:02:28.993715] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T14:02:29.324569] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:29.673491] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:30.005737] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:30.342603] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:30.673314] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:30.997193] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:31.322537] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:02:31.649261] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:31.986318] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:02:32.316987] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:32.317160] [INFO ] [CONFIGURE ] EVN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:02:32.317218] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6653 tests [2025-11-21T14:02:32.317266] [INFO ] [CONFIGURE ] EVN: Testing feature 23/29: add_recent_range_context [2025-11-21T14:02:32.317311] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T14:02:32.520836] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:32.720321] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:32.930280] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:33.137086] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:33.346375] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:33.575994] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:33.801575] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:34.019496] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:34.247296] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:02:34.463020] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:34.463247] [INFO ] [CONFIGURE ] EVN: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T14:02:34.463301] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6652 tests [2025-11-21T14:02:34.463342] [INFO ] [CONFIGURE ] EVN: Testing feature 24/29: add_rsi [2025-11-21T14:02:34.463380] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T14:02:34.727703] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:34.983730] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:35.247817] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:02:35.513445] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:35.780302] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:36.053702] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:36.326561] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:36.597129] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:36.863307] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:02:37.129697] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:37.129862] [INFO ] [CONFIGURE ] EVN: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:02:37.129919] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6651 tests [2025-11-21T14:02:37.129966] [INFO ] [CONFIGURE ] EVN: Testing feature 25/29: add_tick_distribution [2025-11-21T14:02:37.130008] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T14:02:37.343843] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:37.557540] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:37.766491] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:37.978257] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:38.191695] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:38.405673] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:02:38.627605] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:38.846999] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:39.072575] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:39.293672] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:39.293869] [INFO ] [CONFIGURE ] EVN: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T14:02:39.293921] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6650 tests [2025-11-21T14:02:39.293962] [INFO ] [CONFIGURE ] EVN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:02:39.294000] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T14:02:39.514356] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:39.730438] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:39.967296] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:40.240939] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:40.556269] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:40.860366] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:02:41.097020] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:41.323923] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:41.547256] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:02:41.773740] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:41.773950] [INFO ] [CONFIGURE ] EVN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:02:41.774011] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6649 tests [2025-11-21T14:02:41.774060] [INFO ] [CONFIGURE ] EVN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:02:41.774105] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T14:02:42.016878] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:42.254193] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:42.482340] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:42.707117] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:42.945896] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:43.171591] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:02:43.407376] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:02:43.629888] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:43.861179] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:02:44.084871] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:44.085044] [INFO ] [CONFIGURE ] EVN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:02:44.085100] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6648 tests [2025-11-21T14:02:44.085146] [INFO ] [CONFIGURE ] EVN: Testing feature 28/29: add_volume_profile [2025-11-21T14:02:44.085192] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T14:02:44.302314] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:02:44.531285] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:44.749998] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:02:44.969463] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:45.202242] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:45.424245] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:45.649272] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:45.877250] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:46.101425] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:46.321688] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:46.321856] [INFO ] [CONFIGURE ] EVN: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T14:02:46.321905] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6647 tests [2025-11-21T14:02:46.321943] [INFO ] [CONFIGURE ] EVN: Testing feature 29/29: add_vwap [2025-11-21T14:02:46.322025] [INFO ] [CONFIGURE ] EVN: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T14:02:46.545851] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:02:46.766422] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:02:46.991102] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:02:47.210637] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:47.438615] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:47.663566] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:02:47.893214] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:48.122786] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:48.356956] [DEBUG] [FORECASTER] EVN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:02:48.593689] [DEBUG] [FORECASTER] EVN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:02:48.593878] [INFO ] [CONFIGURE ] EVN: DISCARDED add_vwap (score: 80.00%) [2025-11-21T14:02:48.593938] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6646 tests [2025-11-21T14:02:48.593998] [INFO ] [CONFIGURE ] EVN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:02:48.594055] [INFO ] [CONFIGURE ] EVN: Best accuracy: 90.00% [2025-11-21T14:02:48.594112] [INFO ] [CONFIGURE ] EVN: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T14:02:48.594157] [INFO ] [CONFIGURE ] EVN: Improvement over baseline: 20.00% [2025-11-21T14:02:48.594196] [INFO ] [CONFIGURE ] EVN: Total time: 1.2 minutes [2025-11-21T14:02:48.594235] [INFO ] [CONFIGURE ] EVN: Average time per feature: 2.4 seconds [2025-11-21T14:02:48.594277] [INFO ] [CONFIGURE ] EVN: Average speed: 0.42 features/sec [2025-11-21T14:02:48.594759] [INFO ] [LOCAL ] Saved configuration for EVN: 1 features, 90.00% accuracy -> ./output/feature-sets/EVN.json [2025-11-21T14:02:48.594820] [INFO ] [CONFIGURE ] EVN: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T14:02:48.594871] [INFO ] [sig ] [499/723] Successfully configured EVN | 0.01 sym/s | Total: 11.5h | ETA: 5.2h [2025-11-21T14:02:48.594916] [INFO ] [sig ] [500/723] Configuring EVTL... [2025-11-21T14:02:48.594958] [INFO ] [CONFIGURE ] EVTL: Configurate test run. [2025-11-21T14:02:48.595000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-11-21T14:02:48.671069] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVTL'. [2025-11-21T14:02:48.671431] [INFO ] [CONFIGURE ] EVTL: Testing with 29 available features [2025-11-21T14:02:48.671493] [INFO ] [CONFIGURE ] EVTL: Establishing baseline with no features... [2025-11-21T14:02:48.849747] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:02:49.029920] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:02:49.206702] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:02:49.378554] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:02:49.549781] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:02:49.726634] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:02:49.898039] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:02:50.071926] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:50.245925] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:02:50.421941] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:02:50.422118] [INFO ] [CONFIGURE ] EVTL: Baseline score (no features): 30.00% [2025-11-21T14:02:50.422170] [INFO ] [CONFIGURE ] EVTL: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:02:50.422207] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:02:50.630267] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:02:50.839414] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:02:51.048101] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:02:51.269255] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:51.485734] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:51.717747] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:02:51.935939] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:52.150853] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:52.364526] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:02:52.572986] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:02:52.573153] [INFO ] [CONFIGURE ] EVTL: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T14:02:52.573206] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6645 tests [2025-11-21T14:02:52.573244] [INFO ] [CONFIGURE ] EVTL: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:02:52.573281] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:02:52.815749] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:02:53.075176] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:02:53.336844] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:02:53.607840] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:53.901151] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:54.208066] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:02:54.472007] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:02:54.745720] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:55.010908] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:02:55.282615] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:02:55.282821] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:02:55.282880] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6644 tests [2025-11-21T14:02:55.282921] [INFO ] [CONFIGURE ] EVTL: Testing feature 3/29: add_daily_returns [2025-11-21T14:02:55.282968] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:02:55.522807] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:02:55.769480] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:02:56.022983] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:02:56.276109] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:02:56.536462] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:56.791839] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:02:57.047100] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:57.289675] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:02:57.525047] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:02:57.762180] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:02:57.762519] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:02:57.762657] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6643 tests [2025-11-21T14:02:57.762747] [INFO ] [CONFIGURE ] EVTL: Testing feature 4/29: add_ema [2025-11-21T14:02:57.762848] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:02:58.039234] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:02:58.307118] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:02:58.578547] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:02:58.855696] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:02:59.130708] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:02:59.391529] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:02:59.654412] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:02:59.914285] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:00.283953] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:01.164369] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:01.164607] [INFO ] [CONFIGURE ] EVTL: KEPT add_ema (score: 60.00%) [2025-11-21T14:03:01.164840] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6642 tests [2025-11-21T14:03:01.164943] [INFO ] [CONFIGURE ] EVTL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:03:01.165021] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:03:01.641227] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:01.978590] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:02.321726] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:02.652567] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:02.976323] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:03.299385] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:03.615306] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:03.935127] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:04.263909] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:04.594935] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:04.595161] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T14:03:04.595220] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6641 tests [2025-11-21T14:03:04.595318] [INFO ] [CONFIGURE ] EVTL: Testing feature 6/29: add_failed_moves [2025-11-21T14:03:04.595373] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T14:03:04.871418] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:05.144886] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:03:05.438447] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:05.719675] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:05.997342] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:06.289930] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:06.595250] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:06.891509] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:07.176404] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:07.473067] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:07.473270] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:03:07.473336] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6640 tests [2025-11-21T14:03:07.473394] [INFO ] [CONFIGURE ] EVTL: Testing feature 7/29: add_lag_shelf [2025-11-21T14:03:07.473445] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T14:03:07.750685] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:08.033635] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:08.302474] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:08.585994] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:08.863013] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:09.145959] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:09.416255] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:09.683809] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:09.947604] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:10.223857] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:10.224498] [INFO ] [CONFIGURE ] EVTL: KEPT add_lag_shelf (score: 70.00%) [2025-11-21T14:03:10.224560] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6639 tests [2025-11-21T14:03:10.224611] [INFO ] [CONFIGURE ] EVTL: Testing feature 8/29: add_macd [2025-11-21T14:03:10.224675] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T14:03:10.601077] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:03:10.971734] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:11.348501] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:11.728463] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:12.122765] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:12.508204] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:12.908222] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:13.299388] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:13.695663] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:14.133426] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:14.133680] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:03:14.133752] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6638 tests [2025-11-21T14:03:14.133839] [INFO ] [CONFIGURE ] EVTL: Testing feature 9/29: add_mfi [2025-11-21T14:03:14.133893] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_mfi'] [2025-11-21T14:03:14.457373] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:14.773151] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:15.098917] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:15.424923] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:15.748419] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:16.073314] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:16.376896] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:16.690473] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:16.986741] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:17.286204] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:17.286426] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_mfi (score: 70.00%) [2025-11-21T14:03:17.286503] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6637 tests [2025-11-21T14:03:17.286548] [INFO ] [CONFIGURE ] EVTL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:03:17.286589] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:03:17.678132] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:18.078812] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:18.481574] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:03:18.873758] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:19.285799] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:19.678870] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:20.077738] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:03:20.478795] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:20.864067] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:03:21.281768] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:21.282044] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T14:03:21.282105] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6636 tests [2025-11-21T14:03:21.282156] [INFO ] [CONFIGURE ] EVTL: Testing feature 11/29: add_obv_daily [2025-11-21T14:03:21.282209] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T14:03:21.621566] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:03:21.945137] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:22.280215] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:03:22.593818] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:22.915622] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:03:23.229020] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:23.533602] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:23.860041] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:24.173276] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:24.495276] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:24.495502] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:03:24.495566] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6635 tests [2025-11-21T14:03:24.495624] [INFO ] [CONFIGURE ] EVTL: Testing feature 12/29: add_obv_interval [2025-11-21T14:03:24.495711] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T14:03:24.798004] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:25.089594] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:25.389288] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:25.680662] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:25.993212] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:26.289994] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:26.582061] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:26.878263] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:27.189353] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:27.585695] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:27.585992] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T14:03:27.586080] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6634 tests [2025-11-21T14:03:27.586165] [INFO ] [CONFIGURE ] EVTL: Testing feature 13/29: add_opening_strength [2025-11-21T14:03:27.586227] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:03:28.023815] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:28.355807] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:28.683979] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:29.011238] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:29.335549] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:29.660881] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:29.987082] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:03:30.317023] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:03:30.648228] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:31.002004] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:31.002206] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:03:31.002270] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6633 tests [2025-11-21T14:03:31.002320] [INFO ] [CONFIGURE ] EVTL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:03:31.002368] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T14:03:31.311051] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:03:31.622801] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:31.929516] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:32.244190] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:32.550466] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:32.856054] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:33.159054] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:33.461743] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:33.757734] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:34.056214] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:34.056391] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:03:34.056471] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6632 tests [2025-11-21T14:03:34.056518] [INFO ] [CONFIGURE ] EVTL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:03:34.056556] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T14:03:34.341542] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:34.627063] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:03:34.912069] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:35.202105] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:35.492068] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:35.783233] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:36.070482] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:36.360707] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:36.652855] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:36.936740] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:36.936930] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:03:36.936986] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6631 tests [2025-11-21T14:03:36.937054] [INFO ] [CONFIGURE ] EVTL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:03:36.937099] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T14:03:37.243667] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:03:37.552584] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:03:37.857329] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:38.169659] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:38.474349] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:38.781044] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:39.105145] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:39.424039] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:39.734308] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:40.048074] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:40.048292] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T14:03:40.048355] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6630 tests [2025-11-21T14:03:40.048417] [INFO ] [CONFIGURE ] EVTL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:03:40.048487] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T14:03:40.348629] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:40.636312] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:03:40.930952] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:41.223932] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:41.514228] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:41.823834] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:42.118004] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:42.417169] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:42.720911] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:43.028947] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:43.029118] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:03:43.029174] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6629 tests [2025-11-21T14:03:43.029225] [INFO ] [CONFIGURE ] EVTL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:03:43.029268] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T14:03:43.314962] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:03:43.620136] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:43.921253] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:44.217960] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:03:44.509692] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:44.808838] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:45.119590] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:45.417924] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:45.716566] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:46.006135] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:46.006328] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T14:03:46.006385] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6628 tests [2025-11-21T14:03:46.006433] [INFO ] [CONFIGURE ] EVTL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:03:46.006498] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T14:03:46.290461] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:46.588267] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:46.888193] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:47.188307] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:47.487121] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:47.781608] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:48.082994] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:48.383321] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:48.677717] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:48.973673] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:48.973858] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:03:48.973917] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6627 tests [2025-11-21T14:03:48.973966] [INFO ] [CONFIGURE ] EVTL: Testing feature 20/29: add_price_rejection [2025-11-21T14:03:48.974011] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T14:03:49.296016] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:49.606288] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:49.924538] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:50.244399] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:50.551170] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:50.862417] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:51.169357] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:51.473581] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:51.794531] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:52.097987] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:52.098173] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T14:03:52.098229] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6626 tests [2025-11-21T14:03:52.098275] [INFO ] [CONFIGURE ] EVTL: Testing feature 21/29: add_range_position [2025-11-21T14:03:52.098318] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_range_position'] [2025-11-21T14:03:52.420002] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:03:52.734501] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:53.077442] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:53.425043] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:53.781825] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:54.136199] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:54.463949] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:54.788814] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:03:55.123722] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:55.448297] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:55.448485] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T14:03:55.448540] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6625 tests [2025-11-21T14:03:55.448588] [INFO ] [CONFIGURE ] EVTL: Testing feature 22/29: add_realized_volatility [2025-11-21T14:03:55.448639] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-21T14:03:55.851330] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:03:56.276703] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:03:56.680607] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:03:57.076407] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:03:57.476114] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:03:57.875540] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:03:58.285189] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:03:58.700234] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:03:59.106241] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:03:59.513921] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:03:59.514123] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:03:59.514183] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6624 tests [2025-11-21T14:03:59.514232] [INFO ] [CONFIGURE ] EVTL: Testing feature 23/29: add_recent_range_context [2025-11-21T14:03:59.514276] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-21T14:03:59.828613] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:04:00.142387] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:04:00.531450] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:04:01.528778] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:04:01.835435] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:04:02.134593] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:02.426962] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:02.721174] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:03.020834] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:04:03.303802] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:03.303980] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:04:03.304035] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6623 tests [2025-11-21T14:04:03.304082] [INFO ] [CONFIGURE ] EVTL: Testing feature 24/29: add_rsi [2025-11-21T14:04:03.304124] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_rsi'] [2025-11-21T14:04:03.587609] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:04:03.863517] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:04.153248] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:04:04.426912] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:04:04.707745] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:04:04.978295] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:05.247126] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:05.510657] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:05.770904] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:04:06.034292] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:06.034465] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:04:06.034524] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6622 tests [2025-11-21T14:04:06.034592] [INFO ] [CONFIGURE ] EVTL: Testing feature 25/29: add_tick_distribution [2025-11-21T14:04:06.034661] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-21T14:04:06.303603] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:04:06.566448] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:04:06.822524] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:04:07.085262] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:04:07.359288] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:04:07.627589] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:07.893113] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:08.160604] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:08.425583] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:04:08.690487] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:08.690679] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:04:08.690738] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6621 tests [2025-11-21T14:04:08.690783] [INFO ] [CONFIGURE ] EVTL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:04:08.690824] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-21T14:04:08.944029] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:04:09.216582] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:04:09.471263] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:04:09.751006] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:04:10.025693] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:04:10.299919] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:10.573352] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:10.853751] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:11.135635] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:04:11.415475] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:11.415748] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:04:11.415811] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6620 tests [2025-11-21T14:04:11.415860] [INFO ] [CONFIGURE ] EVTL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:04:11.415901] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-21T14:04:11.728445] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:04:12.045758] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:04:12.353324] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:04:12.667359] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:04:12.975295] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:04:13.284693] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:13.594086] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:13.907756] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:14.233661] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:04:14.550601] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:14.550785] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T14:04:14.550842] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6619 tests [2025-11-21T14:04:14.550888] [INFO ] [CONFIGURE ] EVTL: Testing feature 28/29: add_volume_profile [2025-11-21T14:04:14.550931] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_volume_profile'] [2025-11-21T14:04:14.850774] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:04:15.159081] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:04:15.467226] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:04:15.770140] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:04:16.069179] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:04:16.368592] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:16.666846] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:16.979421] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:17.286374] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:04:17.592000] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:17.592177] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:04:17.592244] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6618 tests [2025-11-21T14:04:17.592300] [INFO ] [CONFIGURE ] EVTL: Testing feature 29/29: add_vwap [2025-11-21T14:04:17.592347] [INFO ] [CONFIGURE ] EVTL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_vwap'] [2025-11-21T14:04:17.890182] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:04:18.210852] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:18.541256] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:04:18.862277] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:04:19.187297] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:04:19.582473] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:20.044120] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:20.397981] [DEBUG] [FORECASTER] EVTL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:20.744037] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:04:21.076068] [DEBUG] [FORECASTER] EVTL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:21.076270] [INFO ] [CONFIGURE ] EVTL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T14:04:21.076331] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6617 tests [2025-11-21T14:04:21.076373] [INFO ] [CONFIGURE ] EVTL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:04:21.076431] [INFO ] [CONFIGURE ] EVTL: Best accuracy: 70.00% [2025-11-21T14:04:21.076508] [INFO ] [CONFIGURE ] EVTL: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T14:04:21.076552] [INFO ] [CONFIGURE ] EVTL: Improvement over baseline: 40.00% [2025-11-21T14:04:21.076623] [INFO ] [CONFIGURE ] EVTL: Total time: 1.5 minutes [2025-11-21T14:04:21.076687] [INFO ] [CONFIGURE ] EVTL: Average time per feature: 3.1 seconds [2025-11-21T14:04:21.076733] [INFO ] [CONFIGURE ] EVTL: Average speed: 0.32 features/sec [2025-11-21T14:04:21.077067] [INFO ] [LOCAL ] Saved configuration for EVTL: 3 features, 70.00% accuracy -> ./output/feature-sets/EVTL.json [2025-11-21T14:04:21.077128] [INFO ] [CONFIGURE ] EVTL: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T14:04:21.077180] [INFO ] [sig ] [500/723] Successfully configured EVTL | 0.01 sym/s | Total: 11.5h | ETA: 5.1h [2025-11-21T14:04:21.077228] [INFO ] [sig ] [501/723] Configuring EW... [2025-11-21T14:04:21.077275] [INFO ] [CONFIGURE ] EW: Configurate test run. [2025-11-21T14:04:21.077318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'. [2025-11-21T14:04:21.180773] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EW'. [2025-11-21T14:04:21.181177] [INFO ] [CONFIGURE ] EW: Testing with 29 available features [2025-11-21T14:04:21.181257] [INFO ] [CONFIGURE ] EW: Establishing baseline with no features... [2025-11-21T14:04:21.349496] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:21.537064] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:21.730562] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:21.932997] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:22.132033] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:04:22.336311] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:22.530601] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:22.704356] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:22.903773] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:23.094716] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:23.094876] [INFO ] [CONFIGURE ] EW: Baseline score (no features): 40.00% [2025-11-21T14:04:23.094923] [INFO ] [CONFIGURE ] EW: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:04:23.094960] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:04:23.320600] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:23.539657] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:23.764764] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:23.987780] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:04:24.210336] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:24.428736] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:24.647876] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:24.869267] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:25.097432] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:25.325207] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:25.325388] [INFO ] [CONFIGURE ] EW: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T14:04:25.325436] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6616 tests [2025-11-21T14:04:25.325473] [INFO ] [CONFIGURE ] EW: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:04:25.325506] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:04:25.561300] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:25.797064] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:26.026922] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:26.237127] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:26.447035] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:26.656972] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:26.869700] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:04:27.085397] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:27.295412] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:04:27.509484] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:27.509664] [INFO ] [CONFIGURE ] EW: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T14:04:27.509743] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6615 tests [2025-11-21T14:04:27.509793] [INFO ] [CONFIGURE ] EW: Testing feature 3/29: add_daily_returns [2025-11-21T14:04:27.509840] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_daily_returns'] [2025-11-21T14:04:27.694263] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:27.875094] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:28.056044] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:28.248441] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:28.450723] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:28.632246] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:28.814158] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:29.000430] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:29.189941] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:29.375560] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:29.375748] [INFO ] [CONFIGURE ] EW: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T14:04:29.375823] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6614 tests [2025-11-21T14:04:29.375960] [INFO ] [CONFIGURE ] EW: Testing feature 4/29: add_ema [2025-11-21T14:04:29.376015] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_ema'] [2025-11-21T14:04:29.587595] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:29.801042] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:30.015278] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:30.228901] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:30.447277] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:30.663941] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:30.890547] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:31.098375] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:31.314481] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:31.532468] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:31.532671] [INFO ] [CONFIGURE ] EW: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:04:31.532749] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6613 tests [2025-11-21T14:04:31.532934] [INFO ] [CONFIGURE ] EW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:04:31.533016] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:04:31.757280] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:31.993517] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:32.213267] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:32.432410] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:04:32.650184] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:32.874926] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:33.095804] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:04:33.320678] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:33.543122] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:33.766112] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:04:33.766395] [INFO ] [CONFIGURE ] EW: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:04:33.766478] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6612 tests [2025-11-21T14:04:33.766528] [INFO ] [CONFIGURE ] EW: Testing feature 6/29: add_failed_moves [2025-11-21T14:04:33.766574] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_failed_moves'] [2025-11-21T14:04:33.954412] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:34.145352] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:34.333946] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:34.517754] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:34.699392] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:34.880098] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:35.062332] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:35.243579] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:35.433548] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:35.627682] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:35.627864] [INFO ] [CONFIGURE ] EW: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T14:04:35.627926] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6611 tests [2025-11-21T14:04:35.627966] [INFO ] [CONFIGURE ] EW: Testing feature 7/29: add_lag_shelf [2025-11-21T14:04:35.628002] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_lag_shelf'] [2025-11-21T14:04:35.801196] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:35.967021] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:36.138119] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:36.310482] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:36.486191] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:04:36.670167] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:36.844172] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:37.017882] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:37.199350] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:37.380694] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:04:37.380853] [INFO ] [CONFIGURE ] EW: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T14:04:37.380900] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6610 tests [2025-11-21T14:04:37.380961] [INFO ] [CONFIGURE ] EW: Testing feature 8/29: add_macd [2025-11-21T14:04:37.381000] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T14:04:37.658262] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:37.922216] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:38.183001] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:04:38.450832] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:38.715837] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:04:38.984598] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:39.276184] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:39.567195] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:39.856184] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:40.141511] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:04:40.141726] [INFO ] [CONFIGURE ] EW: KEPT add_macd (score: 60.00%) [2025-11-21T14:04:40.141785] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6609 tests [2025-11-21T14:04:40.141862] [INFO ] [CONFIGURE ] EW: Testing feature 9/29: add_mfi [2025-11-21T14:04:40.141910] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T14:04:40.447265] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:40.758119] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:41.040179] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:04:41.334843] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:41.651816] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:04:41.936589] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:04:42.228190] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:42.518519] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:04:42.812035] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:43.093707] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:04:43.093938] [INFO ] [CONFIGURE ] EW: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:04:43.093996] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6608 tests [2025-11-21T14:04:43.094042] [INFO ] [CONFIGURE ] EW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:04:43.094085] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:04:43.457361] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:43.825612] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:04:44.203902] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:04:44.553918] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:44.922208] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:45.287353] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:45.636106] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:04:45.985299] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:46.346119] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:46.697193] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:04:46.697383] [INFO ] [CONFIGURE ] EW: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:04:46.697443] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6607 tests [2025-11-21T14:04:46.697492] [INFO ] [CONFIGURE ] EW: Testing feature 11/29: add_obv_daily [2025-11-21T14:04:46.697536] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T14:04:46.983992] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:47.270672] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:47.566173] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:47.857784] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:04:48.136099] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:04:48.435949] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:48.722533] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:49.048008] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:49.350697] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:49.672699] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:04:49.672896] [INFO ] [CONFIGURE ] EW: KEPT add_obv_daily (score: 70.00%) [2025-11-21T14:04:49.672955] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6606 tests [2025-11-21T14:04:49.673004] [INFO ] [CONFIGURE ] EW: Testing feature 12/29: add_obv_interval [2025-11-21T14:04:49.673047] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T14:04:49.979926] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:50.295753] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:50.611674] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:50.927309] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:51.239658] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:51.537972] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:51.834775] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:52.141604] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:52.449889] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:52.751809] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:04:52.752037] [INFO ] [CONFIGURE ] EW: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:04:52.752108] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6605 tests [2025-11-21T14:04:52.752166] [INFO ] [CONFIGURE ] EW: Testing feature 13/29: add_opening_strength [2025-11-21T14:04:52.752219] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:04:53.092092] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:53.422881] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:04:53.771499] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:54.116034] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:54.466847] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:54.802546] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:55.127925] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:55.453006] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:55.776163] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:56.098930] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:04:56.099147] [INFO ] [CONFIGURE ] EW: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:04:56.099206] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6604 tests [2025-11-21T14:04:56.099255] [INFO ] [CONFIGURE ] EW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:04:56.099298] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T14:04:56.416607] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:56.764286] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:04:57.095634] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:04:57.416474] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:04:57.741790] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:04:58.084782] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:04:58.409322] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:04:58.737944] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:04:59.060954] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:04:59.384439] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:04:59.384660] [INFO ] [CONFIGURE ] EW: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:04:59.384721] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6603 tests [2025-11-21T14:04:59.384770] [INFO ] [CONFIGURE ] EW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:04:59.384815] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T14:04:59.679944] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:04:59.979095] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:00.278733] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:00.705767] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:05:01.423988] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:01.892258] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:02.219130] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:02.534681] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:02.843854] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:03.151796] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:03.152012] [INFO ] [CONFIGURE ] EW: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:05:03.152074] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6602 tests [2025-11-21T14:05:03.152124] [INFO ] [CONFIGURE ] EW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:05:03.152172] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T14:05:03.477410] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:03.805745] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:04.126999] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:04.470712] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:04.808016] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:05.115227] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:05.425336] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:05.736086] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:06.043423] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:06.356697] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:06.356890] [INFO ] [CONFIGURE ] EW: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T14:05:06.356947] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6601 tests [2025-11-21T14:05:06.356995] [INFO ] [CONFIGURE ] EW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:05:06.357039] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T14:05:06.719241] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:07.163441] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:07.567757] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:07.910102] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:08.244193] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:08.576699] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:08.900476] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:09.230804] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:09.566257] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:09.920134] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:09.920386] [INFO ] [CONFIGURE ] EW: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:05:09.920449] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6600 tests [2025-11-21T14:05:09.920497] [INFO ] [CONFIGURE ] EW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:05:09.920542] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T14:05:10.220728] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:10.536094] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:10.847365] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:11.163380] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:11.469985] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:11.767793] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:12.074677] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:12.374046] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:12.676832] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:12.973608] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:12.973846] [INFO ] [CONFIGURE ] EW: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T14:05:12.973906] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6599 tests [2025-11-21T14:05:12.973953] [INFO ] [CONFIGURE ] EW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:05:12.973998] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T14:05:13.263298] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:13.561511] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:13.875115] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:14.169132] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:14.458571] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:14.759812] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:15.058515] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:15.360684] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:15.682585] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:15.994562] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:15.994950] [INFO ] [CONFIGURE ] EW: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T14:05:15.995013] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6598 tests [2025-11-21T14:05:15.995078] [INFO ] [CONFIGURE ] EW: Testing feature 20/29: add_price_rejection [2025-11-21T14:05:15.995126] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T14:05:16.344722] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:16.673239] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:05:16.990371] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:17.307030] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:05:17.643734] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:17.977132] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:18.301620] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:18.626815] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:18.947869] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:05:19.266216] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:19.266412] [INFO ] [CONFIGURE ] EW: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:05:19.266518] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6597 tests [2025-11-21T14:05:19.266570] [INFO ] [CONFIGURE ] EW: Testing feature 21/29: add_range_position [2025-11-21T14:05:19.266614] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position'] [2025-11-21T14:05:19.606755] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:19.933471] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:05:20.262263] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:20.600302] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:05:20.953403] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:21.303229] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:21.655519] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:22.013187] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:22.334932] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:05:22.660563] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:22.660769] [INFO ] [CONFIGURE ] EW: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:05:22.660827] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6596 tests [2025-11-21T14:05:22.660873] [INFO ] [CONFIGURE ] EW: Testing feature 22/29: add_realized_volatility [2025-11-21T14:05:22.660910] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T14:05:23.060490] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:23.468324] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:23.866481] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:24.274789] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:24.674043] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:05:25.099156] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:25.519940] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:05:25.923484] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:05:26.325592] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:26.724917] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:26.725111] [INFO ] [CONFIGURE ] EW: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T14:05:26.725170] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6595 tests [2025-11-21T14:05:26.725219] [INFO ] [CONFIGURE ] EW: Testing feature 23/29: add_recent_range_context [2025-11-21T14:05:26.725256] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T14:05:27.031919] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:27.341371] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:27.640722] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:27.967042] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:28.281415] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:28.592669] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:28.902111] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:29.217815] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:29.539378] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:29.850500] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:29.850695] [INFO ] [CONFIGURE ] EW: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:05:29.850755] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6594 tests [2025-11-21T14:05:29.850802] [INFO ] [CONFIGURE ] EW: Testing feature 24/29: add_rsi [2025-11-21T14:05:29.850895] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T14:05:30.214481] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:30.592341] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:05:30.968199] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:31.341819] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:05:31.733723] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:32.136917] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:32.523611] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:32.909931] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:33.293511] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:05:33.692297] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:33.692525] [INFO ] [CONFIGURE ] EW: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:05:33.692598] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6593 tests [2025-11-21T14:05:33.692685] [INFO ] [CONFIGURE ] EW: Testing feature 25/29: add_tick_distribution [2025-11-21T14:05:33.692746] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T14:05:34.039191] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:34.355137] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:34.657195] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:34.967686] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:35.282061] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:35.599708] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:35.921161] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:36.225697] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:36.535616] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:36.867753] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:36.867994] [INFO ] [CONFIGURE ] EW: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:05:36.868055] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6592 tests [2025-11-21T14:05:36.868104] [INFO ] [CONFIGURE ] EW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:05:36.868149] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T14:05:37.176744] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:37.480579] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:37.806247] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:38.135126] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:38.453088] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:38.763563] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:39.076460] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:39.386611] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:39.698073] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:40.002129] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:40.002307] [INFO ] [CONFIGURE ] EW: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T14:05:40.002364] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6591 tests [2025-11-21T14:05:40.002413] [INFO ] [CONFIGURE ] EW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:05:40.002457] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T14:05:40.317754] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:40.630630] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:40.957225] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:41.286232] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:41.630703] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:41.976497] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:42.297114] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:42.619163] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:05:42.966804] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:43.304718] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:43.304919] [INFO ] [CONFIGURE ] EW: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T14:05:43.304977] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6590 tests [2025-11-21T14:05:43.305024] [INFO ] [CONFIGURE ] EW: Testing feature 28/29: add_volume_profile [2025-11-21T14:05:43.305066] [INFO ] [CONFIGURE ] EW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T14:05:43.621907] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:05:43.945353] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:44.273639] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:44.594305] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:05:44.917177] [DEBUG] [FORECASTER] EW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:05:45.245875] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:45.573441] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:45.894585] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:46.211506] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:46.525614] [DEBUG] [FORECASTER] EW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:46.525853] [INFO ] [CONFIGURE ] EW: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:05:46.525915] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6589 tests [2025-11-21T14:05:46.525964] [INFO ] [CONFIGURE ] EW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:05:46.526009] [INFO ] [CONFIGURE ] EW: Best accuracy: 70.00% [2025-11-21T14:05:46.526054] [INFO ] [CONFIGURE ] EW: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T14:05:46.526149] [INFO ] [CONFIGURE ] EW: Improvement over baseline: 30.00% [2025-11-21T14:05:46.526194] [INFO ] [CONFIGURE ] EW: Total time: 1.4 minutes [2025-11-21T14:05:46.526234] [INFO ] [CONFIGURE ] EW: Average time per feature: 3.0 seconds [2025-11-21T14:05:46.526274] [INFO ] [CONFIGURE ] EW: Average speed: 0.35 features/sec [2025-11-21T14:05:46.526777] [INFO ] [LOCAL ] Saved configuration for EW: 3 features, 70.00% accuracy -> ./output/feature-sets/EW.json [2025-11-21T14:05:46.526838] [INFO ] [CONFIGURE ] EW: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T14:05:46.526888] [INFO ] [sig ] [501/723] Successfully configured EW | 0.01 sym/s | Total: 11.5h | ETA: 5.1h [2025-11-21T14:05:46.526933] [INFO ] [sig ] [502/723] Configuring EXG... [2025-11-21T14:05:46.526975] [INFO ] [CONFIGURE ] EXG: Configurate test run. [2025-11-21T14:05:46.527016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-11-21T14:05:46.680163] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EXG'. [2025-11-21T14:05:46.680524] [INFO ] [CONFIGURE ] EXG: Testing with 29 available features [2025-11-21T14:05:46.680588] [INFO ] [CONFIGURE ] EXG: Establishing baseline with no features... [2025-11-21T14:05:46.851862] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:05:47.031480] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:05:47.207524] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:47.381419] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:47.556990] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:05:47.721692] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:47.887256] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:05:48.059764] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:48.235460] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:48.412390] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:48.412551] [INFO ] [CONFIGURE ] EXG: Baseline score (no features): 50.00% [2025-11-21T14:05:48.412624] [INFO ] [CONFIGURE ] EXG: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:05:48.412745] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:05:48.620479] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:05:48.828761] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:05:49.040158] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:49.247814] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:49.460789] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:05:49.670586] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:49.875551] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:05:50.085032] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:05:50.291486] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:05:50.502030] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:50.502232] [INFO ] [CONFIGURE ] EXG: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T14:05:50.502284] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6588 tests [2025-11-21T14:05:50.502371] [INFO ] [CONFIGURE ] EXG: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:05:50.502412] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:05:50.720193] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:05:50.936191] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:05:51.155714] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:51.370088] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:51.581283] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:05:51.789371] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:51.995540] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:52.201863] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:52.413426] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:52.629618] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:52.629838] [INFO ] [CONFIGURE ] EXG: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T14:05:52.629900] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6587 tests [2025-11-21T14:05:52.629949] [INFO ] [CONFIGURE ] EXG: Testing feature 3/29: add_daily_returns [2025-11-21T14:05:52.629993] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:05:52.858308] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:05:53.100151] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:05:53.344812] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:05:53.575005] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:53.797879] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:05:54.024382] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:05:54.260896] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:54.492079] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:54.731576] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:54.960542] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:54.960809] [INFO ] [CONFIGURE ] EXG: KEPT add_daily_returns (score: 90.00%) [2025-11-21T14:05:54.961012] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6586 tests [2025-11-21T14:05:54.961093] [INFO ] [CONFIGURE ] EXG: Testing feature 4/29: add_ema [2025-11-21T14:05:54.961166] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T14:05:55.214995] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:05:55.472851] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:05:55.730214] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:05:55.990060] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:56.260295] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:05:56.521320] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:05:56.777487] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:57.036378] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:05:57.300065] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:05:57.560431] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:05:57.560633] [INFO ] [CONFIGURE ] EXG: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:05:57.560713] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6585 tests [2025-11-21T14:05:57.560762] [INFO ] [CONFIGURE ] EXG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:05:57.560806] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:05:57.841340] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:05:58.115817] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:05:58.393458] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:05:58.673084] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:05:58.950934] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:05:59.228566] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:05:59.507635] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:05:59.788103] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:00.070522] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:00.380631] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:00.380866] [INFO ] [CONFIGURE ] EXG: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T14:06:00.380931] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6584 tests [2025-11-21T14:06:00.380986] [INFO ] [CONFIGURE ] EXG: Testing feature 6/29: add_failed_moves [2025-11-21T14:06:00.381032] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T14:06:00.644906] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:01.666888] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:02.099621] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:02.367546] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:02.635276] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:02.900609] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:03.169267] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:03.438173] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:03.714478] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:03.991563] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:03.991756] [INFO ] [CONFIGURE ] EXG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T14:06:03.991819] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6583 tests [2025-11-21T14:06:03.991870] [INFO ] [CONFIGURE ] EXG: Testing feature 7/29: add_lag_shelf [2025-11-21T14:06:03.991919] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T14:06:04.252782] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:04.513522] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:04.763831] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:06:05.014552] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:05.265784] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:05.525571] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:05.780685] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:06.025941] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:06.275239] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:06.529265] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:06.529475] [INFO ] [CONFIGURE ] EXG: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T14:06:06.529688] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6582 tests [2025-11-21T14:06:06.529790] [INFO ] [CONFIGURE ] EXG: Testing feature 8/29: add_macd [2025-11-21T14:06:06.529845] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T14:06:06.862398] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:07.199875] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:07.533876] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:07.887718] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:08.243386] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:08.571765] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:06:08.905758] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:09.256372] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:09.593185] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:06:09.932336] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:09.932559] [INFO ] [CONFIGURE ] EXG: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:06:09.932622] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6581 tests [2025-11-21T14:06:09.932693] [INFO ] [CONFIGURE ] EXG: Testing feature 9/29: add_mfi [2025-11-21T14:06:09.932742] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T14:06:10.205455] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:10.486255] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:10.758003] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:11.027462] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:11.291251] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:11.558428] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:11.819894] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:12.083847] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:12.342912] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:12.612726] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:12.612917] [INFO ] [CONFIGURE ] EXG: DISCARDED add_mfi (score: 80.00%) [2025-11-21T14:06:12.612976] [INFO ] [CONFIGURE ] JOB ETA: 5.2h | Avg: 2.8s/test | Remaining: 6580 tests [2025-11-21T14:06:12.613027] [INFO ] [CONFIGURE ] EXG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:06:12.613071] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:06:12.954446] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:13.304016] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:13.637209] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:13.967053] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:14.311489] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:14.646330] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:14.970881] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:06:15.350250] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:15.756406] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:16.190285] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:16.190493] [INFO ] [CONFIGURE ] EXG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:06:16.190552] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6579 tests [2025-11-21T14:06:16.190600] [INFO ] [CONFIGURE ] EXG: Testing feature 11/29: add_obv_daily [2025-11-21T14:06:16.190666] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T14:06:16.465547] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:16.710130] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:16.959205] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:17.212835] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:06:17.465286] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:17.714837] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:06:17.971463] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:18.228311] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:06:18.478708] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:18.727027] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:18.727210] [INFO ] [CONFIGURE ] EXG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:06:18.727268] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6578 tests [2025-11-21T14:06:18.727394] [INFO ] [CONFIGURE ] EXG: Testing feature 12/29: add_obv_interval [2025-11-21T14:06:18.727437] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T14:06:18.965212] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:19.208665] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:19.455728] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:19.708086] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:19.951880] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:20.196305] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:20.439954] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:20.687180] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:20.930928] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:21.172585] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:21.172800] [INFO ] [CONFIGURE ] EXG: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T14:06:21.172858] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6577 tests [2025-11-21T14:06:21.172905] [INFO ] [CONFIGURE ] EXG: Testing feature 13/29: add_opening_strength [2025-11-21T14:06:21.172980] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:06:21.426879] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:21.690421] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:21.961264] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:06:22.225697] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:22.494040] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:22.760106] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:23.030034] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:23.289922] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:23.549456] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:23.810345] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:23.810514] [INFO ] [CONFIGURE ] EXG: DISCARDED add_opening_strength (score: 90.00%) [2025-11-21T14:06:23.810569] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6576 tests [2025-11-21T14:06:23.810703] [INFO ] [CONFIGURE ] EXG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:06:23.810751] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T14:06:24.067531] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:24.341580] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:06:24.599735] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:24.862485] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:25.126303] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:25.387354] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:25.652114] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:25.907396] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:26.153230] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:26.411982] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:26.412149] [INFO ] [CONFIGURE ] EXG: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:06:26.412235] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6575 tests [2025-11-21T14:06:26.412338] [INFO ] [CONFIGURE ] EXG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:06:26.412385] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T14:06:26.642963] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:26.878698] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:27.115629] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:27.349363] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:27.589937] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:27.822492] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:28.060954] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:28.298735] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:28.540206] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:28.776674] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:28.776831] [INFO ] [CONFIGURE ] EXG: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T14:06:28.776901] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6574 tests [2025-11-21T14:06:28.776953] [INFO ] [CONFIGURE ] EXG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:06:28.777000] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T14:06:29.018317] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:29.258226] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:29.500308] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:29.742278] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:29.988188] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:30.241526] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:06:30.486874] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:30.731798] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:30.977026] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:31.216533] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:31.216725] [INFO ] [CONFIGURE ] EXG: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:06:31.216785] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6573 tests [2025-11-21T14:06:31.216830] [INFO ] [CONFIGURE ] EXG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:06:31.216896] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T14:06:31.477953] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:31.727151] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:31.984418] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:32.234237] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:32.489771] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:32.745952] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:06:33.004856] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:33.261340] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:33.510026] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:33.780232] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:33.780406] [INFO ] [CONFIGURE ] EXG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T14:06:33.780466] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6572 tests [2025-11-21T14:06:33.780517] [INFO ] [CONFIGURE ] EXG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:06:33.780590] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T14:06:34.017601] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:34.254980] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:06:34.490537] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:06:34.734120] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:34.970971] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:35.205789] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:35.444047] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:35.683971] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:35.920568] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:36.156225] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:36.156399] [INFO ] [CONFIGURE ] EXG: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T14:06:36.156473] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6571 tests [2025-11-21T14:06:36.156523] [INFO ] [CONFIGURE ] EXG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:06:36.156629] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T14:06:36.377916] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:36.598686] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:36.830562] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:06:37.066234] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:37.305418] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:37.552358] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:37.795953] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:38.040898] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:38.283363] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:38.523853] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:38.524039] [INFO ] [CONFIGURE ] EXG: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T14:06:38.524095] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6570 tests [2025-11-21T14:06:38.524143] [INFO ] [CONFIGURE ] EXG: Testing feature 20/29: add_price_rejection [2025-11-21T14:06:38.524229] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T14:06:38.795752] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:39.069093] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:39.315667] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:39.565251] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:06:39.813777] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:40.062186] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:40.316530] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:40.569153] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:40.820314] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:41.093362] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:41.093532] [INFO ] [CONFIGURE ] EXG: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T14:06:41.093587] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6569 tests [2025-11-21T14:06:41.093633] [INFO ] [CONFIGURE ] EXG: Testing feature 21/29: add_range_position [2025-11-21T14:06:41.093698] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T14:06:41.350243] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:41.619602] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:41.877616] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:42.134231] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:42.397163] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:42.674571] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:42.951388] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:43.211499] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:06:43.471514] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:43.734942] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:43.735149] [INFO ] [CONFIGURE ] EXG: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:06:43.735209] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6568 tests [2025-11-21T14:06:43.735265] [INFO ] [CONFIGURE ] EXG: Testing feature 22/29: add_realized_volatility [2025-11-21T14:06:43.735313] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T14:06:44.110075] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:44.483141] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:44.844405] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:45.233490] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:45.599189] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:06:45.963484] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:46.328587] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:46.692685] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:47.066372] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:06:47.445887] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:47.446071] [INFO ] [CONFIGURE ] EXG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:06:47.446130] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6567 tests [2025-11-21T14:06:47.446178] [INFO ] [CONFIGURE ] EXG: Testing feature 23/29: add_recent_range_context [2025-11-21T14:06:47.446286] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T14:06:47.716596] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:47.997180] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:48.271935] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:06:48.554224] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:48.833747] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:49.123020] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:06:49.402052] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:49.679751] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:49.954214] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:50.229248] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:50.229421] [INFO ] [CONFIGURE ] EXG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:06:50.229480] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6566 tests [2025-11-21T14:06:50.229527] [INFO ] [CONFIGURE ] EXG: Testing feature 24/29: add_rsi [2025-11-21T14:06:50.229572] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T14:06:50.527161] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:50.838883] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:06:51.148310] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:51.440570] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:51.737246] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:06:52.037017] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:52.341987] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:52.647668] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:52.961805] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:53.272075] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:53.272252] [INFO ] [CONFIGURE ] EXG: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:06:53.272314] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6565 tests [2025-11-21T14:06:53.272362] [INFO ] [CONFIGURE ] EXG: Testing feature 25/29: add_tick_distribution [2025-11-21T14:06:53.272408] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T14:06:53.530069] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:53.790323] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:06:54.064156] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:54.324026] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:54.578095] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:06:54.837852] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:55.096396] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:55.356714] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:55.615906] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:55.872931] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:55.873108] [INFO ] [CONFIGURE ] EXG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:06:55.873164] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6564 tests [2025-11-21T14:06:55.873209] [INFO ] [CONFIGURE ] EXG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:06:55.873255] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T14:06:56.149630] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:06:56.426697] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:56.718211] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:06:56.990704] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:06:57.267780] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:06:57.542702] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:06:57.812481] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:06:58.087529] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:06:58.358551] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:06:58.632312] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:06:58.632521] [INFO ] [CONFIGURE ] EXG: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T14:06:58.632605] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6563 tests [2025-11-21T14:06:58.632680] [INFO ] [CONFIGURE ] EXG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:06:58.632728] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T14:06:58.921073] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:06:59.213482] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:06:59.513543] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:06:59.806790] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:07:00.124148] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:07:00.467174] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:00.779497] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:07:01.868423] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:07:02.316987] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:02.679456] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:02.679731] [INFO ] [CONFIGURE ] EXG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:07:02.679805] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6562 tests [2025-11-21T14:07:02.679863] [INFO ] [CONFIGURE ] EXG: Testing feature 28/29: add_volume_profile [2025-11-21T14:07:02.679914] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T14:07:03.035831] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:07:03.384231] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:07:03.642092] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:03.890187] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:07:04.137104] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:07:04.377616] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:04.618290] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:04.855190] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:07:05.094755] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:05.331872] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:05.332052] [INFO ] [CONFIGURE ] EXG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:07:05.332120] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6561 tests [2025-11-21T14:07:05.332180] [INFO ] [CONFIGURE ] EXG: Testing feature 29/29: add_vwap [2025-11-21T14:07:05.332235] [INFO ] [CONFIGURE ] EXG: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T14:07:05.575741] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:07:05.823302] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:07:06.077031] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:06.319231] [DEBUG] [FORECASTER] EXG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:07:06.560306] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:07:06.804474] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:07.045444] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:07:07.298565] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:07.552245] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:07.810026] [DEBUG] [FORECASTER] EXG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:07.810232] [INFO ] [CONFIGURE ] EXG: DISCARDED add_vwap (score: 80.00%) [2025-11-21T14:07:07.810294] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6560 tests [2025-11-21T14:07:07.810347] [INFO ] [CONFIGURE ] EXG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:07:07.810386] [INFO ] [CONFIGURE ] EXG: Best accuracy: 90.00% [2025-11-21T14:07:07.810431] [INFO ] [CONFIGURE ] EXG: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:07:07.810475] [INFO ] [CONFIGURE ] EXG: Improvement over baseline: 40.00% [2025-11-21T14:07:07.810538] [INFO ] [CONFIGURE ] EXG: Total time: 1.3 minutes [2025-11-21T14:07:07.810581] [INFO ] [CONFIGURE ] EXG: Average time per feature: 2.7 seconds [2025-11-21T14:07:07.810621] [INFO ] [CONFIGURE ] EXG: Average speed: 0.37 features/sec [2025-11-21T14:07:07.810969] [INFO ] [LOCAL ] Saved configuration for EXG: 2 features, 90.00% accuracy -> ./output/feature-sets/EXG.json [2025-11-21T14:07:07.811031] [INFO ] [CONFIGURE ] EXG: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T14:07:07.811083] [INFO ] [sig ] [502/723] Successfully configured EXG | 0.01 sym/s | Total: 11.6h | ETA: 5.1h [2025-11-21T14:07:07.811130] [INFO ] [sig ] [503/723] Configuring FBP... [2025-11-21T14:07:07.811172] [INFO ] [CONFIGURE ] FBP: Configurate test run. [2025-11-21T14:07:07.811214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-11-21T14:07:07.916880] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FBP'. [2025-11-21T14:07:07.917228] [INFO ] [CONFIGURE ] FBP: Testing with 29 available features [2025-11-21T14:07:07.917290] [INFO ] [CONFIGURE ] FBP: Establishing baseline with no features... [2025-11-21T14:07:08.095963] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:08.267611] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:08.445779] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:08.621056] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:08.793838] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:08.965014] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:07:09.139596] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:09.312184] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:09.485981] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:09.659492] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:09.659667] [INFO ] [CONFIGURE ] FBP: Baseline score (no features): 40.00% [2025-11-21T14:07:09.659742] [INFO ] [CONFIGURE ] FBP: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:07:09.659794] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:07:09.863657] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:10.074005] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:10.275890] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:10.482890] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:10.690018] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:10.902033] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:07:11.108958] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:11.313806] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:11.521391] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:07:11.727747] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:11.727920] [INFO ] [CONFIGURE ] FBP: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T14:07:11.727967] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6559 tests [2025-11-21T14:07:11.728004] [INFO ] [CONFIGURE ] FBP: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:07:11.728099] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:07:11.943536] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:12.156606] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:12.376485] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:12.596994] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:12.810538] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:13.027265] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:13.245902] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:13.463073] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:13.679491] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:13.897301] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:13.897675] [INFO ] [CONFIGURE ] FBP: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T14:07:13.897791] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6558 tests [2025-11-21T14:07:13.897876] [INFO ] [CONFIGURE ] FBP: Testing feature 3/29: add_daily_returns [2025-11-21T14:07:13.897951] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:07:14.124020] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:14.347900] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:14.576025] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:14.801291] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:15.027528] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:15.261544] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:15.502024] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:15.729853] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:15.962332] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:16.188933] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:16.189245] [INFO ] [CONFIGURE ] FBP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:07:16.189348] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6557 tests [2025-11-21T14:07:16.189434] [INFO ] [CONFIGURE ] FBP: Testing feature 4/29: add_ema [2025-11-21T14:07:16.189509] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T14:07:16.453881] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:16.717563] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:16.981893] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:17.271549] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:17.534490] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:17.800916] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:07:18.085458] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:18.353726] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:18.617322] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:18.886622] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:18.886849] [INFO ] [CONFIGURE ] FBP: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:07:18.886908] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6556 tests [2025-11-21T14:07:18.886953] [INFO ] [CONFIGURE ] FBP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:07:18.887004] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:07:19.136661] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:19.412721] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:19.690275] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:19.977719] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:20.261899] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:20.541603] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:20.824526] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:21.099977] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:21.378141] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:21.653829] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:21.654007] [INFO ] [CONFIGURE ] FBP: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:07:21.654066] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6555 tests [2025-11-21T14:07:21.654112] [INFO ] [CONFIGURE ] FBP: Testing feature 6/29: add_failed_moves [2025-11-21T14:07:21.654154] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T14:07:21.891528] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:22.129581] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:22.362731] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:22.598422] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:22.839347] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:23.075620] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:23.311771] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:23.557054] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:23.797674] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:07:24.054079] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:24.054256] [INFO ] [CONFIGURE ] FBP: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T14:07:24.054314] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6554 tests [2025-11-21T14:07:24.054361] [INFO ] [CONFIGURE ] FBP: Testing feature 7/29: add_lag_shelf [2025-11-21T14:07:24.054404] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T14:07:24.295506] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:24.531318] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:24.770570] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:25.011869] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:25.253128] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:25.496435] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:25.738437] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:25.984467] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:26.233606] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:26.477430] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:26.477616] [INFO ] [CONFIGURE ] FBP: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:07:26.477690] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6553 tests [2025-11-21T14:07:26.477755] [INFO ] [CONFIGURE ] FBP: Testing feature 8/29: add_macd [2025-11-21T14:07:26.477804] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T14:07:26.850877] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:27.149625] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:27.482689] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:27.817864] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:07:28.118610] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:28.422603] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:07:28.719618] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:29.033235] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:29.342093] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:29.653426] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:29.653621] [INFO ] [CONFIGURE ] FBP: DISCARDED add_macd (score: 20.00%) [2025-11-21T14:07:29.653719] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6552 tests [2025-11-21T14:07:29.653768] [INFO ] [CONFIGURE ] FBP: Testing feature 9/29: add_mfi [2025-11-21T14:07:29.653811] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T14:07:29.887449] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:30.123238] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:30.360876] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:30.606169] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:07:30.874264] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:31.137594] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:07:31.399187] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:31.674471] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:31.939530] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:32.200084] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:32.200390] [INFO ] [CONFIGURE ] FBP: DISCARDED add_mfi (score: 40.00%) [2025-11-21T14:07:32.200458] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6551 tests [2025-11-21T14:07:32.200509] [INFO ] [CONFIGURE ] FBP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:07:32.200558] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:07:32.541374] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:32.890970] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:07:33.253825] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:33.598613] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:33.939825] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:34.282192] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:34.619720] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:34.965399] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:35.318595] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:07:35.671524] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:35.671760] [INFO ] [CONFIGURE ] FBP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:07:35.671824] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6550 tests [2025-11-21T14:07:35.671875] [INFO ] [CONFIGURE ] FBP: Testing feature 11/29: add_obv_daily [2025-11-21T14:07:35.671922] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T14:07:35.926581] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:36.181528] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:07:36.443591] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:36.702404] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:07:36.963821] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:37.223328] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:07:37.480555] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:37.741262] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:38.000799] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:38.258458] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:38.258669] [INFO ] [CONFIGURE ] FBP: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:07:38.258731] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6549 tests [2025-11-21T14:07:38.258781] [INFO ] [CONFIGURE ] FBP: Testing feature 12/29: add_obv_interval [2025-11-21T14:07:38.258827] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T14:07:38.505217] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:38.760029] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:39.005039] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:39.254878] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:39.502045] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:39.749082] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:07:39.996722] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:40.244768] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:40.492021] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:07:40.746585] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:40.746806] [INFO ] [CONFIGURE ] FBP: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T14:07:40.746866] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6548 tests [2025-11-21T14:07:40.746926] [INFO ] [CONFIGURE ] FBP: Testing feature 13/29: add_opening_strength [2025-11-21T14:07:40.746979] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:07:41.026529] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:41.300546] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:41.574593] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:41.854336] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:42.138051] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:42.418312] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:42.698787] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:42.987599] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:43.278871] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:43.559681] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:43.559850] [INFO ] [CONFIGURE ] FBP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:07:43.559908] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6547 tests [2025-11-21T14:07:43.559956] [INFO ] [CONFIGURE ] FBP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:07:43.560008] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T14:07:43.821864] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:44.081860] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:07:44.341278] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:44.602626] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:44.864278] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:45.125864] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:45.382189] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:45.642955] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:45.902493] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:46.171085] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:46.171275] [INFO ] [CONFIGURE ] FBP: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:07:46.171336] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6546 tests [2025-11-21T14:07:46.171392] [INFO ] [CONFIGURE ] FBP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:07:46.171458] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T14:07:46.423097] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:46.671429] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:46.918540] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:47.163869] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:47.403990] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:47.648255] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:07:47.888657] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:48.135393] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:48.391587] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:48.641430] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:07:48.641780] [INFO ] [CONFIGURE ] FBP: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:07:48.641900] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6545 tests [2025-11-21T14:07:48.641988] [INFO ] [CONFIGURE ] FBP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:07:48.642098] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T14:07:48.923792] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:49.182759] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:07:49.448524] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:49.715003] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:07:49.979494] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:50.241151] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:50.513614] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:50.764630] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:51.005620] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:51.250132] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:51.250312] [INFO ] [CONFIGURE ] FBP: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T14:07:51.250369] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6544 tests [2025-11-21T14:07:51.250413] [INFO ] [CONFIGURE ] FBP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:07:51.250455] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T14:07:51.479827] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:51.733917] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:07:51.992425] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:52.247708] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:52.503245] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:52.778800] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:53.036197] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:53.288626] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:53.545203] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:53.790113] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:53.790292] [INFO ] [CONFIGURE ] FBP: KEPT add_pbf_return_2d (score: 60.00%) [2025-11-21T14:07:53.790349] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6543 tests [2025-11-21T14:07:53.790396] [INFO ] [CONFIGURE ] FBP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:07:53.790432] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T14:07:54.039460] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:07:54.316045] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:07:54.600112] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:07:54.935307] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:55.284035] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:55.587258] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:55.840426] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:56.101108] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:56.378239] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:56.661536] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:56.661747] [INFO ] [CONFIGURE ] FBP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:07:56.661805] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6542 tests [2025-11-21T14:07:56.661853] [INFO ] [CONFIGURE ] FBP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:07:56.661897] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T14:07:56.953931] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:57.234797] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:07:57.521142] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:07:57.807609] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:07:58.103243] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:07:58.390062] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:07:58.652674] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:07:58.914234] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:07:59.180120] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:07:59.443993] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:07:59.444197] [INFO ] [CONFIGURE ] FBP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T14:07:59.444258] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6541 tests [2025-11-21T14:07:59.444305] [INFO ] [CONFIGURE ] FBP: Testing feature 20/29: add_price_rejection [2025-11-21T14:07:59.444350] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T14:07:59.719386] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:07:59.983639] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:08:00.279713] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:08:01.130836] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:01.397738] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:01.699172] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:08:01.991140] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:02.276973] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:02.565010] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:08:02.835155] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:02.835331] [INFO ] [CONFIGURE ] FBP: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T14:08:02.835387] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6540 tests [2025-11-21T14:08:02.835433] [INFO ] [CONFIGURE ] FBP: Testing feature 21/29: add_range_position [2025-11-21T14:08:02.835476] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T14:08:03.115309] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:03.394755] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:08:03.679224] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:03.966212] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:04.246554] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:04.527762] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:04.806985] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:05.090943] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:05.370404] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:08:05.649839] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:08:05.650024] [INFO ] [CONFIGURE ] FBP: DISCARDED add_range_position (score: 40.00%) [2025-11-21T14:08:05.650085] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6539 tests [2025-11-21T14:08:05.650134] [INFO ] [CONFIGURE ] FBP: Testing feature 22/29: add_realized_volatility [2025-11-21T14:08:05.650179] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T14:08:06.015162] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:06.378417] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:08:06.765612] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:08:07.130247] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:08:07.504682] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:07.887413] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:08.274156] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:08.646498] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:09.015639] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:08:09.378329] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:09.378549] [INFO ] [CONFIGURE ] FBP: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T14:08:09.378621] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6538 tests [2025-11-21T14:08:09.378690] [INFO ] [CONFIGURE ] FBP: Testing feature 23/29: add_recent_range_context [2025-11-21T14:08:09.378735] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T14:08:09.638822] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:08:09.898023] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:08:10.158918] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:10.446115] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:10.720356] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:10.986022] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:08:11.253392] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:11.526910] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:11.795678] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:08:12.069902] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:12.070083] [INFO ] [CONFIGURE ] FBP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:08:12.070143] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6537 tests [2025-11-21T14:08:12.070193] [INFO ] [CONFIGURE ] FBP: Testing feature 24/29: add_rsi [2025-11-21T14:08:12.070237] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T14:08:12.400615] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:08:12.723821] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:08:13.046914] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:13.384820] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:13.712548] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:14.041132] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:08:14.374367] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:14.727684] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:15.068031] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:08:15.409541] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:15.409727] [INFO ] [CONFIGURE ] FBP: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:08:15.409785] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6536 tests [2025-11-21T14:08:15.409833] [INFO ] [CONFIGURE ] FBP: Testing feature 25/29: add_tick_distribution [2025-11-21T14:08:15.409876] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T14:08:15.688050] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:15.957274] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:08:16.232680] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:08:16.519659] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:16.801817] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:17.083871] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:08:17.371820] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:17.652704] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:17.938283] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:08:18.226326] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:18.226543] [INFO ] [CONFIGURE ] FBP: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T14:08:18.226606] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6535 tests [2025-11-21T14:08:18.226673] [INFO ] [CONFIGURE ] FBP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:08:18.226721] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T14:08:18.501175] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:18.770262] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:08:19.035746] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:19.306771] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:19.559232] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:19.807225] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:08:20.054862] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:20.305074] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:20.551853] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:08:20.795409] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:20.795583] [INFO ] [CONFIGURE ] FBP: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:08:20.795658] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6534 tests [2025-11-21T14:08:20.795707] [INFO ] [CONFIGURE ] FBP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:08:20.795752] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T14:08:21.071859] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:21.355013] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:08:21.632188] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:21.913553] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:22.189493] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:22.511198] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:08:22.835323] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:23.162151] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:23.470300] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:08:23.786295] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:23.786569] [INFO ] [CONFIGURE ] FBP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:08:23.786632] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6533 tests [2025-11-21T14:08:23.786699] [INFO ] [CONFIGURE ] FBP: Testing feature 28/29: add_volume_profile [2025-11-21T14:08:23.786745] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T14:08:24.080664] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:24.380884] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:08:24.698768] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:25.002367] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:25.306203] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:25.579915] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:08:25.865382] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:26.132202] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:26.403497] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:08:26.672464] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:26.672669] [INFO ] [CONFIGURE ] FBP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:08:26.672729] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6532 tests [2025-11-21T14:08:26.672777] [INFO ] [CONFIGURE ] FBP: Testing feature 29/29: add_vwap [2025-11-21T14:08:26.672825] [INFO ] [CONFIGURE ] FBP: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T14:08:26.943242] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:27.216512] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:08:27.491330] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:08:27.761513] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:08:28.033156] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:08:28.306359] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:08:28.582821] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:08:28.857999] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:29.131707] [DEBUG] [FORECASTER] FBP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:08:29.407033] [DEBUG] [FORECASTER] FBP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:08:29.407241] [INFO ] [CONFIGURE ] FBP: DISCARDED add_vwap (score: 30.00%) [2025-11-21T14:08:29.407302] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6531 tests [2025-11-21T14:08:29.407351] [INFO ] [CONFIGURE ] FBP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:08:29.407394] [INFO ] [CONFIGURE ] FBP: Best accuracy: 60.00% [2025-11-21T14:08:29.407431] [INFO ] [CONFIGURE ] FBP: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T14:08:29.407477] [INFO ] [CONFIGURE ] FBP: Improvement over baseline: 20.00% [2025-11-21T14:08:29.407518] [INFO ] [CONFIGURE ] FBP: Total time: 1.3 minutes [2025-11-21T14:08:29.407557] [INFO ] [CONFIGURE ] FBP: Average time per feature: 2.7 seconds [2025-11-21T14:08:29.407597] [INFO ] [CONFIGURE ] FBP: Average speed: 0.36 features/sec [2025-11-21T14:08:29.408174] [INFO ] [LOCAL ] Saved configuration for FBP: 2 features, 60.00% accuracy -> ./output/feature-sets/FBP.json [2025-11-21T14:08:29.408236] [INFO ] [CONFIGURE ] FBP: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T14:08:29.408288] [INFO ] [sig ] [503/723] Successfully configured FBP | 0.01 sym/s | Total: 11.6h | ETA: 5.1h [2025-11-21T14:08:29.408335] [INFO ] [sig ] [504/723] Configuring FBRT... [2025-11-21T14:08:29.408379] [INFO ] [CONFIGURE ] FBRT: Configurate test run. [2025-11-21T14:08:29.408420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'. [2025-11-21T14:08:29.729675] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FBRT'. [2025-11-21T14:08:29.730021] [INFO ] [CONFIGURE ] FBRT: Testing with 29 available features [2025-11-21T14:08:29.730083] [INFO ] [CONFIGURE ] FBRT: Establishing baseline with no features... [2025-11-21T14:08:29.884531] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:30.045930] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:30.213235] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:30.377936] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:08:30.543536] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:30.708508] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:30.874990] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:31.039629] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:31.207841] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:31.381002] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:31.381160] [INFO ] [CONFIGURE ] FBRT: Baseline score (no features): 30.00% [2025-11-21T14:08:31.381206] [INFO ] [CONFIGURE ] FBRT: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:08:31.381243] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:08:31.585771] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:31.811799] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:32.014570] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:32.220486] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:32.429878] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:32.634804] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:32.837088] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:08:33.047320] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:33.257322] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:33.463259] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:33.463446] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T14:08:33.463492] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6530 tests [2025-11-21T14:08:33.463530] [INFO ] [CONFIGURE ] FBRT: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:08:33.463565] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:08:33.673776] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:33.886748] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:34.097495] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:34.308552] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:34.524067] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:34.741617] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:34.953172] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:35.171799] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:35.381106] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:35.591478] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:35.591664] [INFO ] [CONFIGURE ] FBRT: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T14:08:35.591724] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6529 tests [2025-11-21T14:08:35.591790] [INFO ] [CONFIGURE ] FBRT: Testing feature 3/29: add_daily_returns [2025-11-21T14:08:35.591835] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:08:35.819632] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:36.050844] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:36.287979] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:36.522365] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:36.746607] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:36.974870] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:37.198947] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:37.426970] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:37.658991] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:37.887757] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:37.887945] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:08:37.887995] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6528 tests [2025-11-21T14:08:37.888034] [INFO ] [CONFIGURE ] FBRT: Testing feature 4/29: add_ema [2025-11-21T14:08:37.888071] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T14:08:38.149170] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:38.421630] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:38.687683] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:38.968266] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:08:39.240810] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:08:39.512633] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:39.772338] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:40.033457] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:40.303347] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:40.577388] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:40.577576] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_ema (score: 20.00%) [2025-11-21T14:08:40.577633] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6527 tests [2025-11-21T14:08:40.577703] [INFO ] [CONFIGURE ] FBRT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:08:40.577747] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:08:40.831792] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:41.120082] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:41.393504] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:41.649688] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:08:41.950002] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:42.278026] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:42.570831] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:42.839559] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:43.082966] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:08:43.335734] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:43.335931] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:08:43.335989] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6526 tests [2025-11-21T14:08:43.336035] [INFO ] [CONFIGURE ] FBRT: Testing feature 6/29: add_failed_moves [2025-11-21T14:08:43.336076] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T14:08:43.546679] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:43.758367] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:43.968427] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:44.181704] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:44.396688] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:44.611387] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:44.824774] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:45.038267] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:45.252209] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:45.467598] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:45.467796] [INFO ] [CONFIGURE ] FBRT: KEPT add_failed_moves (score: 50.00%) [2025-11-21T14:08:45.467855] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6525 tests [2025-11-21T14:08:45.467909] [INFO ] [CONFIGURE ] FBRT: Testing feature 7/29: add_lag_shelf [2025-11-21T14:08:45.467951] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T14:08:45.680633] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:45.893590] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:46.132188] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:46.345418] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:46.554387] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:46.768125] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:46.984251] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:47.201009] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:47.416803] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:47.633751] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:47.633937] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:08:47.633992] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6524 tests [2025-11-21T14:08:47.634038] [INFO ] [CONFIGURE ] FBRT: Testing feature 8/29: add_macd [2025-11-21T14:08:47.634082] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T14:08:47.955401] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:48.275349] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:48.609856] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:48.940513] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:08:49.261942] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:49.598924] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:49.923009] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:50.262981] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:50.595776] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:50.930768] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:50.931002] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:08:50.931062] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6523 tests [2025-11-21T14:08:50.931112] [INFO ] [CONFIGURE ] FBRT: Testing feature 9/29: add_mfi [2025-11-21T14:08:50.931156] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_mfi'] [2025-11-21T14:08:51.188237] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:51.461461] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:51.730631] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:52.001005] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:08:52.262718] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:52.515426] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:52.771984] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:53.024700] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:53.270262] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:53.508903] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:53.509129] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_mfi (score: 30.00%) [2025-11-21T14:08:53.509188] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6522 tests [2025-11-21T14:08:53.509234] [INFO ] [CONFIGURE ] FBRT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:08:53.509271] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:08:53.827430] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:08:54.138690] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:08:54.453222] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:54.774488] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:08:55.091616] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:55.415924] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:55.732076] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:56.057948] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:08:56.388287] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:56.710394] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:56.710622] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:08:56.710706] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6521 tests [2025-11-21T14:08:56.710760] [INFO ] [CONFIGURE ] FBRT: Testing feature 11/29: add_obv_daily [2025-11-21T14:08:56.710804] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T14:08:56.961595] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:08:57.217869] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:08:57.460725] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:08:57.703736] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:08:57.954677] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:08:58.222537] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:08:58.486772] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:08:58.742924] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:08:59.017888] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:08:59.284855] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:08:59.285054] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:08:59.285112] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6520 tests [2025-11-21T14:08:59.285159] [INFO ] [CONFIGURE ] FBRT: Testing feature 12/29: add_obv_interval [2025-11-21T14:08:59.285201] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T14:08:59.535620] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:08:59.779566] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:00.028371] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:00.977147] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:01.222969] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:01.536491] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:01.799897] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:02.057515] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:09:02.306049] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:02.548219] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:02.548403] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:09:02.548460] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6519 tests [2025-11-21T14:09:02.548507] [INFO ] [CONFIGURE ] FBRT: Testing feature 13/29: add_opening_strength [2025-11-21T14:09:02.548551] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:09:02.813094] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:03.077146] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:03.348899] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:03.615922] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:03.878141] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:04.148488] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:09:04.415317] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:04.669494] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:04.931116] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:09:05.189982] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:05.190161] [INFO ] [CONFIGURE ] FBRT: KEPT add_opening_strength (score: 70.00%) [2025-11-21T14:09:05.190218] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6518 tests [2025-11-21T14:09:05.190266] [INFO ] [CONFIGURE ] FBRT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:09:05.190308] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T14:09:05.474461] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:05.757512] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:06.050752] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:06.337054] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:06.631162] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:06.950532] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:07.263955] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:07.585783] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:07.911248] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:08.251345] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:08.251559] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:09:08.251686] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6517 tests [2025-11-21T14:09:08.251743] [INFO ] [CONFIGURE ] FBRT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:09:08.251781] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T14:09:08.555524] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:08.850235] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:09.147160] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:09.434316] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:09.718437] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:10.020285] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:09:10.310076] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:10.595995] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:10.884633] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:11.166018] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:11.166203] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:09:11.166261] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6516 tests [2025-11-21T14:09:11.166309] [INFO ] [CONFIGURE ] FBRT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:09:11.166359] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T14:09:11.476226] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:11.788012] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:12.111596] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:12.420151] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:12.747735] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:13.080164] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:13.385433] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:13.697382] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:14.015590] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:14.340501] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:14.340700] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T14:09:14.340761] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6515 tests [2025-11-21T14:09:14.340810] [INFO ] [CONFIGURE ] FBRT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:09:14.340854] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T14:09:14.652874] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:14.961781] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:15.281391] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:15.587236] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:15.878352] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:16.164930] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:09:16.447007] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:16.731781] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:17.029577] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:17.320881] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:17.321060] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T14:09:17.321118] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6514 tests [2025-11-21T14:09:17.321166] [INFO ] [CONFIGURE ] FBRT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:09:17.321208] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T14:09:17.583810] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:17.852636] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:18.112921] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:18.379393] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:18.665490] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:18.946338] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:09:19.235203] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:19.516518] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:19.796010] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:20.079666] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:20.079890] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:09:20.079967] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6513 tests [2025-11-21T14:09:20.080101] [INFO ] [CONFIGURE ] FBRT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:09:20.080163] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T14:09:20.360951] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:20.640750] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:20.919894] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:21.197513] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:21.477457] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:21.753295] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:09:22.034518] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:22.319459] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:22.608006] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:09:22.898302] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:22.898540] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:09:22.898602] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6512 tests [2025-11-21T14:09:22.898674] [INFO ] [CONFIGURE ] FBRT: Testing feature 20/29: add_price_rejection [2025-11-21T14:09:22.898715] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T14:09:23.188316] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:23.501936] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:23.813203] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:24.113002] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:09:24.395794] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:09:24.702280] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:24.991510] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:25.274675] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:25.568077] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:25.868764] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:25.868971] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T14:09:25.869032] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6511 tests [2025-11-21T14:09:25.869080] [INFO ] [CONFIGURE ] FBRT: Testing feature 21/29: add_range_position [2025-11-21T14:09:25.869124] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T14:09:26.189723] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:26.505393] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:26.816261] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:27.129873] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:09:27.468046] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:09:27.809386] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:28.147807] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:28.481921] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:28.814756] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:29.147000] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:29.147189] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_range_position (score: 30.00%) [2025-11-21T14:09:29.147249] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6510 tests [2025-11-21T14:09:29.147297] [INFO ] [CONFIGURE ] FBRT: Testing feature 22/29: add_realized_volatility [2025-11-21T14:09:29.147343] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T14:09:29.577698] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:29.974277] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:30.365693] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:30.768386] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:31.170214] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:31.604182] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:32.005872] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:32.453244] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:32.879000] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:33.314152] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:33.314386] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:09:33.314448] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6509 tests [2025-11-21T14:09:33.314499] [INFO ] [CONFIGURE ] FBRT: Testing feature 23/29: add_recent_range_context [2025-11-21T14:09:33.314548] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T14:09:33.606560] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:33.904344] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:34.200780] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:34.487618] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:34.780634] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:09:35.078559] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:35.372765] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:35.676050] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:35.963774] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:36.264688] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:36.264917] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T14:09:36.264978] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6508 tests [2025-11-21T14:09:36.265028] [INFO ] [CONFIGURE ] FBRT: Testing feature 24/29: add_rsi [2025-11-21T14:09:36.265075] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T14:09:36.620336] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:36.974740] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:37.321444] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:37.668035] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:38.012836] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:09:38.363404] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:38.729593] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:39.084275] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:09:39.444581] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:39.789609] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:39.789817] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_rsi (score: 30.00%) [2025-11-21T14:09:39.789875] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6507 tests [2025-11-21T14:09:39.789923] [INFO ] [CONFIGURE ] FBRT: Testing feature 25/29: add_tick_distribution [2025-11-21T14:09:39.789969] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T14:09:40.098441] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:40.401676] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:40.707311] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:41.016563] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:41.325338] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:41.653077] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:09:41.972308] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:42.275596] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:09:42.582207] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:42.889105] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:42.889290] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:09:42.889351] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6506 tests [2025-11-21T14:09:42.889399] [INFO ] [CONFIGURE ] FBRT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:09:42.889443] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T14:09:43.189572] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:43.500306] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:43.809855] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:44.118770] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:44.421106] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:44.719112] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:45.014116] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:45.311132] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:45.614722] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:45.920262] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:45.920454] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T14:09:45.920511] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6505 tests [2025-11-21T14:09:45.920560] [INFO ] [CONFIGURE ] FBRT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:09:45.920606] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T14:09:46.219196] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:09:46.520755] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:46.804522] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:47.108098] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:47.403121] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:09:47.700526] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:47.999441] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:48.296465] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:48.590150] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:48.935631] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:48.935896] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:09:48.935988] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6504 tests [2025-11-21T14:09:48.936054] [INFO ] [CONFIGURE ] FBRT: Testing feature 28/29: add_volume_profile [2025-11-21T14:09:48.936112] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T14:09:49.363117] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:49.727987] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:50.038020] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:50.326768] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:50.617534] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:50.907043] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:51.186231] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:51.479736] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:51.778204] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:52.062308] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:52.062496] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:09:52.062552] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6503 tests [2025-11-21T14:09:52.062600] [INFO ] [CONFIGURE ] FBRT: Testing feature 29/29: add_vwap [2025-11-21T14:09:52.062661] [INFO ] [CONFIGURE ] FBRT: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T14:09:52.372563] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:52.701530] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:09:53.017157] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:09:53.327420] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:09:53.630387] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:09:53.930530] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:09:54.248006] [DEBUG] [FORECASTER] FBRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:09:54.556817] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:09:54.862248] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:09:55.165740] [DEBUG] [FORECASTER] FBRT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:09:55.165926] [INFO ] [CONFIGURE ] FBRT: DISCARDED add_vwap (score: 40.00%) [2025-11-21T14:09:55.165985] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6502 tests [2025-11-21T14:09:55.166033] [INFO ] [CONFIGURE ] FBRT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:09:55.166076] [INFO ] [CONFIGURE ] FBRT: Best accuracy: 70.00% [2025-11-21T14:09:55.166129] [INFO ] [CONFIGURE ] FBRT: Best feature set (4 features): ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:09:55.166172] [INFO ] [CONFIGURE ] FBRT: Improvement over baseline: 40.00% [2025-11-21T14:09:55.166209] [INFO ] [CONFIGURE ] FBRT: Total time: 1.4 minutes [2025-11-21T14:09:55.166247] [INFO ] [CONFIGURE ] FBRT: Average time per feature: 2.9 seconds [2025-11-21T14:09:55.166284] [INFO ] [CONFIGURE ] FBRT: Average speed: 0.35 features/sec [2025-11-21T14:09:55.167334] [INFO ] [LOCAL ] Saved configuration for FBRT: 4 features, 70.00% accuracy -> ./output/feature-sets/FBRT.json [2025-11-21T14:09:55.167408] [INFO ] [CONFIGURE ] FBRT: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T14:09:55.167459] [INFO ] [sig ] [504/723] Successfully configured FBRT | 0.01 sym/s | Total: 11.6h | ETA: 5.0h [2025-11-21T14:09:55.167506] [INFO ] [sig ] [505/723] Configuring FC... [2025-11-21T14:09:55.167546] [INFO ] [CONFIGURE ] FC: Configurate test run. [2025-11-21T14:09:55.167587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-11-21T14:09:55.244790] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FC'. [2025-11-21T14:09:55.245137] [INFO ] [CONFIGURE ] FC: Testing with 29 available features [2025-11-21T14:09:55.245200] [INFO ] [CONFIGURE ] FC: Establishing baseline with no features... [2025-11-21T14:09:55.422971] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:55.601819] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:09:55.781314] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:09:55.957117] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:09:56.142057] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:09:56.323037] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:09:56.503253] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:09:56.685502] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:56.871129] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:09:57.067299] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:09:57.067657] [INFO ] [CONFIGURE ] FC: Baseline score (no features): 70.00% [2025-11-21T14:09:57.067766] [INFO ] [CONFIGURE ] FC: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:09:57.067846] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:09:57.285959] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:57.509475] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:09:57.727439] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:09:57.946361] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:09:58.170383] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:09:58.389269] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:09:58.605485] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:09:58.826606] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:09:59.069901] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:09:59.291210] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:09:59.291377] [INFO ] [CONFIGURE ] FC: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T14:09:59.291425] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6501 tests [2025-11-21T14:09:59.291462] [INFO ] [CONFIGURE ] FC: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:09:59.291498] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:09:59.519261] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:09:59.739076] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:09:59.962189] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:00.185129] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:01.061982] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:01.311511] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:10:01.613247] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:01.845437] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:10:02.087814] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:10:02.345302] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:02.345480] [INFO ] [CONFIGURE ] FC: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T14:10:02.345539] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6500 tests [2025-11-21T14:10:02.345577] [INFO ] [CONFIGURE ] FC: Testing feature 3/29: add_daily_returns [2025-11-21T14:10:02.345611] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_daily_returns'] [2025-11-21T14:10:02.546500] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:02.771374] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:02.991040] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:03.208055] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:03.426063] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:03.640127] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:03.872460] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:04.091392] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:04.304048] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:04.503318] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:04.503467] [INFO ] [CONFIGURE ] FC: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T14:10:04.503515] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6499 tests [2025-11-21T14:10:04.503552] [INFO ] [CONFIGURE ] FC: Testing feature 4/29: add_ema [2025-11-21T14:10:04.503587] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_ema'] [2025-11-21T14:10:04.735615] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:04.979545] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:05.219837] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:05.461612] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:05.700197] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:05.936392] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:10:06.194953] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:06.446493] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:06.710069] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:06.957744] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:06.958120] [INFO ] [CONFIGURE ] FC: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:10:06.958235] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6498 tests [2025-11-21T14:10:06.958325] [INFO ] [CONFIGURE ] FC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:10:06.958431] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:10:07.216062] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:10:07.475633] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:07.725993] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:07.975072] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:08.221807] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:10:08.485199] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:08.774752] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:09.047475] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:09.311638] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:09.560601] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:09.560809] [INFO ] [CONFIGURE ] FC: KEPT add_exhaustion_signals (score: 90.00%) [2025-11-21T14:10:09.560868] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6497 tests [2025-11-21T14:10:09.560907] [INFO ] [CONFIGURE ] FC: Testing feature 6/29: add_failed_moves [2025-11-21T14:10:09.561007] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:10:09.823116] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:10:10.082750] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:10.341766] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:10.603306] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:10.861427] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:11.130286] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:11.392567] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:11.650546] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:11.903066] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:10:12.158047] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:12.158284] [INFO ] [CONFIGURE ] FC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T14:10:12.158344] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6496 tests [2025-11-21T14:10:12.158423] [INFO ] [CONFIGURE ] FC: Testing feature 7/29: add_lag_shelf [2025-11-21T14:10:12.158474] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T14:10:12.396675] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:12.640709] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:12.882498] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:13.130968] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:13.373568] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:13.612457] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:10:13.862272] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:14.106976] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:14.355197] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:14.599904] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:14.600094] [INFO ] [CONFIGURE ] FC: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:10:14.600150] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6495 tests [2025-11-21T14:10:14.600189] [INFO ] [CONFIGURE ] FC: Testing feature 8/29: add_macd [2025-11-21T14:10:14.600259] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T14:10:14.905975] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:10:15.215845] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:10:15.532747] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:15.843023] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:16.166807] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:16.467268] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:16.773211] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:17.085129] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:17.396467] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:17.720793] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:17.720988] [INFO ] [CONFIGURE ] FC: DISCARDED add_macd (score: 60.00%) [2025-11-21T14:10:17.721048] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6494 tests [2025-11-21T14:10:17.721086] [INFO ] [CONFIGURE ] FC: Testing feature 9/29: add_mfi [2025-11-21T14:10:17.721121] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T14:10:17.996859] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:18.255051] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:18.508067] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:18.769744] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:19.021673] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:19.272773] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:19.516483] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:19.754699] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:20.004970] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:10:20.250635] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:20.250837] [INFO ] [CONFIGURE ] FC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T14:10:20.250894] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6493 tests [2025-11-21T14:10:20.250934] [INFO ] [CONFIGURE ] FC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:10:20.251032] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:10:20.611847] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:20.961374] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:10:21.309724] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:10:21.652524] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:22.023532] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:22.374516] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:22.722380] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:23.080483] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:23.425543] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:23.790881] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:23.791071] [INFO ] [CONFIGURE ] FC: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T14:10:23.791132] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6492 tests [2025-11-21T14:10:23.791182] [INFO ] [CONFIGURE ] FC: Testing feature 11/29: add_obv_daily [2025-11-21T14:10:23.791229] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T14:10:24.068364] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:24.329714] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:24.612425] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:24.879074] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:25.133190] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:25.389704] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:25.652046] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:25.915449] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:10:26.185591] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:10:26.452923] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:26.453125] [INFO ] [CONFIGURE ] FC: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:10:26.453183] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6491 tests [2025-11-21T14:10:26.453267] [INFO ] [CONFIGURE ] FC: Testing feature 12/29: add_obv_interval [2025-11-21T14:10:26.453316] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T14:10:26.711465] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:26.974917] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:27.246544] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:10:27.518582] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:27.785524] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:10:28.042837] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:28.304411] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:28.569095] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:28.839505] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:29.113915] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:29.114107] [INFO ] [CONFIGURE ] FC: DISCARDED add_obv_interval (score: 90.00%) [2025-11-21T14:10:29.114169] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6490 tests [2025-11-21T14:10:29.114218] [INFO ] [CONFIGURE ] FC: Testing feature 13/29: add_opening_strength [2025-11-21T14:10:29.114264] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:10:29.410138] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:29.702456] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:29.991520] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:30.277160] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:30.566816] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:10:30.865475] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:31.156333] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:31.433866] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:31.733543] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:32.017936] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:32.018138] [INFO ] [CONFIGURE ] FC: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T14:10:32.018197] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6489 tests [2025-11-21T14:10:32.018241] [INFO ] [CONFIGURE ] FC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:10:32.018333] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T14:10:32.288756] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:10:32.553176] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:32.822430] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:10:33.090303] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:33.368021] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:33.708985] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:33.990614] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:34.263179] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:34.549908] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:34.832455] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:34.832830] [INFO ] [CONFIGURE ] FC: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T14:10:34.832900] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6488 tests [2025-11-21T14:10:34.833018] [INFO ] [CONFIGURE ] FC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:10:34.833066] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T14:10:35.075736] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:35.321483] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:10:35.561576] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:10:35.804194] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:36.047332] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:36.336547] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:36.673802] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:37.014464] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:37.276895] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:37.501687] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:37.501875] [INFO ] [CONFIGURE ] FC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:10:37.501932] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6487 tests [2025-11-21T14:10:37.501979] [INFO ] [CONFIGURE ] FC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:10:37.502016] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T14:10:37.775004] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:38.036227] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:38.305739] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:38.575255] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:38.849532] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:39.126893] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:39.388628] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:39.652634] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:39.926418] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:10:40.205013] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:40.205202] [INFO ] [CONFIGURE ] FC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T14:10:40.205262] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6486 tests [2025-11-21T14:10:40.205310] [INFO ] [CONFIGURE ] FC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:10:40.205348] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T14:10:40.476114] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:40.746498] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:41.021045] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:41.287910] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:41.537561] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:41.799734] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:42.046943] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:42.294785] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:42.540516] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:42.815448] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:42.815672] [INFO ] [CONFIGURE ] FC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T14:10:42.815805] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6485 tests [2025-11-21T14:10:42.815859] [INFO ] [CONFIGURE ] FC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:10:42.815904] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T14:10:43.040133] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:43.271670] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:43.499261] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:43.745273] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:43.963049] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:10:44.197203] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:44.418751] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:44.648049] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:44.880397] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:45.102282] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:45.102482] [INFO ] [CONFIGURE ] FC: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T14:10:45.102541] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6484 tests [2025-11-21T14:10:45.102587] [INFO ] [CONFIGURE ] FC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:10:45.102671] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T14:10:45.332318] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:10:45.556806] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:45.789555] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:46.007924] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:46.230875] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:46.460804] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:46.691149] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:46.925387] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:47.153368] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:10:47.379201] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:47.379379] [INFO ] [CONFIGURE ] FC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:10:47.379436] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6483 tests [2025-11-21T14:10:47.379482] [INFO ] [CONFIGURE ] FC: Testing feature 20/29: add_price_rejection [2025-11-21T14:10:47.379525] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T14:10:47.614182] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:10:47.848458] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:48.084411] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:48.322151] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:48.560305] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:48.807249] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:49.043488] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:49.276142] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:49.514570] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:49.778052] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:49.778254] [INFO ] [CONFIGURE ] FC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T14:10:49.778314] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6482 tests [2025-11-21T14:10:49.778433] [INFO ] [CONFIGURE ] FC: Testing feature 21/29: add_range_position [2025-11-21T14:10:49.778484] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T14:10:50.061244] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:50.314411] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:50.567173] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:50.822916] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:51.082606] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:10:51.344415] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:10:51.605558] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:51.865047] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:52.122393] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:52.390979] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:52.391189] [INFO ] [CONFIGURE ] FC: DISCARDED add_range_position (score: 70.00%) [2025-11-21T14:10:52.391346] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6481 tests [2025-11-21T14:10:52.391403] [INFO ] [CONFIGURE ] FC: Testing feature 22/29: add_realized_volatility [2025-11-21T14:10:52.391450] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T14:10:52.736113] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:10:53.076218] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:53.417502] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:10:53.766975] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:54.119255] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:54.475592] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:54.828592] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:10:55.184337] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:55.563445] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:55.927115] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:55.927348] [INFO ] [CONFIGURE ] FC: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T14:10:55.927531] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6480 tests [2025-11-21T14:10:55.927604] [INFO ] [CONFIGURE ] FC: Testing feature 23/29: add_recent_range_context [2025-11-21T14:10:55.927672] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T14:10:56.165782] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:10:56.393775] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:56.619089] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:10:56.846233] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:57.074770] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:10:57.310478] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:10:57.543324] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:10:57.791821] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:10:58.040916] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:10:58.274494] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:10:58.274687] [INFO ] [CONFIGURE ] FC: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T14:10:58.274746] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6479 tests [2025-11-21T14:10:58.274859] [INFO ] [CONFIGURE ] FC: Testing feature 24/29: add_rsi [2025-11-21T14:10:58.274907] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T14:10:58.558464] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:10:58.838907] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:10:59.115423] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:10:59.392876] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:10:59.669555] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:10:59.946849] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:00.238828] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:11:00.559606] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:01.373897] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:11:01.689257] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:11:01.689435] [INFO ] [CONFIGURE ] FC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:11:01.689496] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6478 tests [2025-11-21T14:11:01.689562] [INFO ] [CONFIGURE ] FC: Testing feature 25/29: add_tick_distribution [2025-11-21T14:11:01.689613] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T14:11:01.923506] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:11:02.162682] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:11:02.392615] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:02.619064] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:11:02.844424] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:11:03.071032] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:03.294613] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:03.524909] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:03.753454] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:11:03.995784] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:11:03.995962] [INFO ] [CONFIGURE ] FC: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T14:11:03.996019] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6477 tests [2025-11-21T14:11:03.996103] [INFO ] [CONFIGURE ] FC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:11:03.996150] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T14:11:04.223350] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:11:04.451584] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:11:04.685584] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:04.928141] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:11:05.167867] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:11:05.403023] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:05.638666] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:11:05.879250] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:06.115983] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:11:06.353586] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:11:06.353776] [INFO ] [CONFIGURE ] FC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:11:06.353834] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6476 tests [2025-11-21T14:11:06.353879] [INFO ] [CONFIGURE ] FC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:11:06.353984] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T14:11:06.598008] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:11:06.840762] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:11:07.087547] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:07.341782] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:11:07.593825] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:11:07.838592] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:08.085531] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:11:08.333474] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:08.578851] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:11:08.825380] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:11:08.825543] [INFO ] [CONFIGURE ] FC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:11:08.825599] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6475 tests [2025-11-21T14:11:08.825679] [INFO ] [CONFIGURE ] FC: Testing feature 28/29: add_volume_profile [2025-11-21T14:11:08.825730] [INFO ] [CONFIGURE ] FC: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T14:11:09.070764] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:11:09.308033] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:11:09.550232] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:09.803986] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:11:10.044837] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:11:10.284997] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:10.529878] [DEBUG] [FORECASTER] FC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:11:10.773587] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:11.013700] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:11:11.257792] [DEBUG] [FORECASTER] FC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:11:11.257974] [INFO ] [CONFIGURE ] FC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:11:11.258032] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6474 tests [2025-11-21T14:11:11.258082] [INFO ] [CONFIGURE ] FC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:11:11.258124] [INFO ] [CONFIGURE ] FC: Best accuracy: 90.00% [2025-11-21T14:11:11.258238] [INFO ] [CONFIGURE ] FC: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:11:11.258285] [INFO ] [CONFIGURE ] FC: Improvement over baseline: 20.00% [2025-11-21T14:11:11.258323] [INFO ] [CONFIGURE ] FC: Total time: 1.2 minutes [2025-11-21T14:11:11.258360] [INFO ] [CONFIGURE ] FC: Average time per feature: 2.6 seconds [2025-11-21T14:11:11.258399] [INFO ] [CONFIGURE ] FC: Average speed: 0.39 features/sec [2025-11-21T14:11:11.258779] [INFO ] [LOCAL ] Saved configuration for FC: 2 features, 90.00% accuracy -> ./output/feature-sets/FC.json [2025-11-21T14:11:11.258838] [INFO ] [CONFIGURE ] FC: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T14:11:11.258888] [INFO ] [sig ] [505/723] Successfully configured FC | 0.01 sym/s | Total: 11.6h | ETA: 5.0h [2025-11-21T14:11:11.258934] [INFO ] [sig ] [506/723] Configuring FCF... [2025-11-21T14:11:11.258974] [INFO ] [CONFIGURE ] FCF: Configurate test run. [2025-11-21T14:11:11.259014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-11-21T14:11:11.304049] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FCF'. [2025-11-21T14:11:11.304380] [INFO ] [CONFIGURE ] FCF: Testing with 29 available features [2025-11-21T14:11:11.304445] [INFO ] [CONFIGURE ] FCF: Establishing baseline with no features... [2025-11-21T14:11:11.471400] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:11.642950] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:11.813139] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:11:11.983437] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:11:12.152148] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:12.319546] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:12.485968] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:12.658495] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:11:12.835674] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:13.008898] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:13.009051] [INFO ] [CONFIGURE ] FCF: Baseline score (no features): 60.00% [2025-11-21T14:11:13.009099] [INFO ] [CONFIGURE ] FCF: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:11:13.009138] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:11:13.205033] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:13.402359] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:11:13.623020] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:13.824906] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:14.029218] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:14.229131] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:14.432824] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:14.635947] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:14.853907] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:11:15.060246] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:15.060425] [INFO ] [CONFIGURE ] FCF: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T14:11:15.060473] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6473 tests [2025-11-21T14:11:15.060511] [INFO ] [CONFIGURE ] FCF: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:11:15.060547] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:11:15.295718] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:15.529632] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:15.762692] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:15.997304] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:16.233918] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:16.497842] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:16.728481] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:16.962465] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:17.196689] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:17.426208] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:17.426399] [INFO ] [CONFIGURE ] FCF: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T14:11:17.426721] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6472 tests [2025-11-21T14:11:17.426901] [INFO ] [CONFIGURE ] FCF: Testing feature 3/29: add_daily_returns [2025-11-21T14:11:17.427017] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:11:17.649569] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:11:17.864804] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:18.083248] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:11:18.296225] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:11:18.518260] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:11:18.749453] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:18.964891] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:19.187386] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:19.414482] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:19.641933] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:19.642168] [INFO ] [CONFIGURE ] FCF: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T14:11:19.642217] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6471 tests [2025-11-21T14:11:19.642256] [INFO ] [CONFIGURE ] FCF: Testing feature 4/29: add_ema [2025-11-21T14:11:19.642292] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:11:19.884636] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:20.135415] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:11:20.383525] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:20.645317] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:11:20.902853] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:21.149133] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:21.394735] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:21.642530] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:21.893268] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:22.144304] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:22.144509] [INFO ] [CONFIGURE ] FCF: DISCARDED add_ema (score: 50.00%) [2025-11-21T14:11:22.144561] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6470 tests [2025-11-21T14:11:22.144598] [INFO ] [CONFIGURE ] FCF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:11:22.144634] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:11:22.392232] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:11:22.644957] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:11:22.888736] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:23.135409] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:11:23.378603] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:23.626332] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:11:23.901161] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:24.187041] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:24.466295] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:24.742826] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:24.743012] [INFO ] [CONFIGURE ] FCF: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T14:11:24.743081] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6469 tests [2025-11-21T14:11:24.743125] [INFO ] [CONFIGURE ] FCF: Testing feature 6/29: add_failed_moves [2025-11-21T14:11:24.743201] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T14:11:24.970499] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:25.199686] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:11:25.442031] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:25.678074] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:25.916455] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:26.153364] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:26.402954] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:26.648581] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:26.878559] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:27.108246] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:27.108453] [INFO ] [CONFIGURE ] FCF: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:11:27.108502] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6468 tests [2025-11-21T14:11:27.108540] [INFO ] [CONFIGURE ] FCF: Testing feature 7/29: add_lag_shelf [2025-11-21T14:11:27.108576] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T14:11:27.325580] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:27.541918] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:27.758592] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:27.975601] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:28.216041] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:28.497770] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:11:28.776283] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:11:29.012475] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:29.232524] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:11:29.448948] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:29.449277] [INFO ] [CONFIGURE ] FCF: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:11:29.449391] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6467 tests [2025-11-21T14:11:29.449481] [INFO ] [CONFIGURE ] FCF: Testing feature 8/29: add_macd [2025-11-21T14:11:29.449583] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T14:11:29.772102] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:11:30.089568] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:11:30.387616] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:30.695222] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:11:30.985749] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:31.270837] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:11:31.567829] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:11:31.867024] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:32.176843] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:32.473488] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:32.473719] [INFO ] [CONFIGURE ] FCF: DISCARDED add_macd (score: 20.00%) [2025-11-21T14:11:32.473780] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6466 tests [2025-11-21T14:11:32.473829] [INFO ] [CONFIGURE ] FCF: Testing feature 9/29: add_mfi [2025-11-21T14:11:32.473873] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T14:11:32.687850] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:32.899489] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:33.120785] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:11:33.332745] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:33.545228] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:33.752358] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:33.963531] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:34.177434] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:34.384613] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:34.593347] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:34.593563] [INFO ] [CONFIGURE ] FCF: KEPT add_mfi (score: 80.00%) [2025-11-21T14:11:34.593622] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6465 tests [2025-11-21T14:11:34.593692] [INFO ] [CONFIGURE ] FCF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:11:34.593738] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:11:34.912566] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:35.232874] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:11:35.546868] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:35.863869] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:36.176731] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:36.501834] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:36.830167] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:37.147721] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:37.465968] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:11:37.784766] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:37.784974] [INFO ] [CONFIGURE ] FCF: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T14:11:37.785032] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6464 tests [2025-11-21T14:11:37.785103] [INFO ] [CONFIGURE ] FCF: Testing feature 11/29: add_obv_daily [2025-11-21T14:11:37.785150] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily'] [2025-11-21T14:11:38.026359] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:38.267069] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:38.505323] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:38.746211] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:38.993487] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:39.233716] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:39.474012] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:39.721950] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:39.966176] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:40.219886] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:40.220067] [INFO ] [CONFIGURE ] FCF: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T14:11:40.220126] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6463 tests [2025-11-21T14:11:40.220174] [INFO ] [CONFIGURE ] FCF: Testing feature 12/29: add_obv_interval [2025-11-21T14:11:40.220216] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval'] [2025-11-21T14:11:40.448505] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:40.675281] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:40.902830] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:11:41.130777] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:41.364956] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:41.593672] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:41.826853] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:42.068427] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:42.333175] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:42.595821] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:42.596024] [INFO ] [CONFIGURE ] FCF: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T14:11:42.596088] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6462 tests [2025-11-21T14:11:42.596220] [INFO ] [CONFIGURE ] FCF: Testing feature 13/29: add_opening_strength [2025-11-21T14:11:42.596267] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:11:42.868315] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:43.123094] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:43.376901] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:43.637459] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:43.894239] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:44.204372] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:44.487979] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:44.777535] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:45.062150] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:45.338622] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:45.338868] [INFO ] [CONFIGURE ] FCF: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T14:11:45.338951] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6461 tests [2025-11-21T14:11:45.338999] [INFO ] [CONFIGURE ] FCF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:11:45.339041] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T14:11:45.589198] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:45.827844] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:11:46.073458] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:11:46.337112] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:46.584701] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:11:46.846824] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:11:47.098602] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:47.359881] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:47.604219] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:11:47.852341] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:47.852518] [INFO ] [CONFIGURE ] FCF: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:11:47.852574] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6460 tests [2025-11-21T14:11:47.852618] [INFO ] [CONFIGURE ] FCF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:11:47.852745] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T14:11:48.083282] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:11:48.318235] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:11:48.558065] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:48.795202] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:49.035443] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:49.285402] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:49.532228] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:49.777168] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:50.014154] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:11:50.243126] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:50.243318] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:11:50.243375] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6459 tests [2025-11-21T14:11:50.243444] [INFO ] [CONFIGURE ] FCF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:11:50.243491] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T14:11:50.496105] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:11:50.759728] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:51.026672] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:51.286906] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:51.552471] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:51.812485] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:52.053917] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:52.297369] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:52.538511] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:11:52.803618] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:52.803830] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:11:52.803890] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6458 tests [2025-11-21T14:11:52.803936] [INFO ] [CONFIGURE ] FCF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:11:52.803981] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T14:11:53.081013] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:11:53.334341] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:53.573968] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:53.830678] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:54.065814] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:11:54.308939] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:54.543539] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:54.776609] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:55.016382] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:11:55.252717] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:55.252889] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T14:11:55.252949] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6457 tests [2025-11-21T14:11:55.252998] [INFO ] [CONFIGURE ] FCF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:11:55.253073] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T14:11:55.480368] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:11:55.708084] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:55.937846] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:56.161920] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:56.385729] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:11:56.608972] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:11:56.833369] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:57.058273] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:57.284791] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:11:57.516526] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:57.516722] [INFO ] [CONFIGURE ] FCF: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:11:57.516780] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6456 tests [2025-11-21T14:11:57.516893] [INFO ] [CONFIGURE ] FCF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:11:57.516944] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T14:11:57.749527] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:11:57.971379] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:11:58.194526] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:11:58.418631] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:11:58.645444] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:11:58.868711] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:11:59.090961] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:11:59.324088] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:11:59.560684] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:11:59.785454] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:11:59.785705] [INFO ] [CONFIGURE ] FCF: KEPT add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T14:11:59.785764] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6455 tests [2025-11-21T14:11:59.785811] [INFO ] [CONFIGURE ] FCF: Testing feature 20/29: add_price_rejection [2025-11-21T14:11:59.785853] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T14:12:00.025100] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:00.273208] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:12:00.520873] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:01.398793] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:01.704938] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:01.997624] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:12:02.281871] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:02.579352] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:12:02.854521] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:12:03.134950] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:03.135138] [INFO ] [CONFIGURE ] FCF: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T14:12:03.135195] [INFO ] [CONFIGURE ] JOB ETA: 5.1h | Avg: 2.8s/test | Remaining: 6454 tests [2025-11-21T14:12:03.135238] [INFO ] [CONFIGURE ] FCF: Testing feature 21/29: add_range_position [2025-11-21T14:12:03.135338] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T14:12:03.402327] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:03.665125] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:12:03.953806] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:04.221326] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:04.473510] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:04.728697] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:04.989554] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:12:05.252765] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:05.515631] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:12:05.785258] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:05.785437] [INFO ] [CONFIGURE ] FCF: DISCARDED add_range_position (score: 70.00%) [2025-11-21T14:12:05.785494] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6453 tests [2025-11-21T14:12:05.785541] [INFO ] [CONFIGURE ] FCF: Testing feature 22/29: add_realized_volatility [2025-11-21T14:12:05.785585] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T14:12:06.120612] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:06.456218] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:12:06.790863] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:07.125550] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:07.470041] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:12:07.831547] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:08.165272] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:08.516155] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:12:08.861887] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:12:09.209231] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:09.209437] [INFO ] [CONFIGURE ] FCF: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T14:12:09.209497] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6452 tests [2025-11-21T14:12:09.209547] [INFO ] [CONFIGURE ] FCF: Testing feature 23/29: add_recent_range_context [2025-11-21T14:12:09.209591] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T14:12:09.445044] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:09.686167] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:12:09.922988] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:10.158884] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:10.401500] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:10.646839] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:12:10.892210] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:11.130717] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:12:11.371832] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:12:11.616594] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:11.616824] [INFO ] [CONFIGURE ] FCF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:12:11.616885] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6451 tests [2025-11-21T14:12:11.616932] [INFO ] [CONFIGURE ] FCF: Testing feature 24/29: add_rsi [2025-11-21T14:12:11.616968] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T14:12:11.906333] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:12.181019] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:12:12.462808] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:12.741511] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:13.020130] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:13.308272] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:13.597232] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:13.881746] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:14.178348] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:12:14.477113] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:14.477300] [INFO ] [CONFIGURE ] FCF: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:12:14.477360] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6450 tests [2025-11-21T14:12:14.477410] [INFO ] [CONFIGURE ] FCF: Testing feature 25/29: add_tick_distribution [2025-11-21T14:12:14.477446] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T14:12:14.707136] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:14.952424] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:12:15.193459] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:15.515438] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:15.873347] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:16.189994] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:16.440021] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:16.684009] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:12:16.935813] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:12:17.183926] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:17.184105] [INFO ] [CONFIGURE ] FCF: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:12:17.184166] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6449 tests [2025-11-21T14:12:17.184217] [INFO ] [CONFIGURE ] FCF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:12:17.184263] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T14:12:17.444304] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:17.694927] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:12:17.942493] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:18.186873] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:18.437526] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:18.679826] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:18.927591] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:19.175785] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:12:19.422621] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:12:19.672449] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:19.672636] [INFO ] [CONFIGURE ] FCF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:12:19.672725] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6448 tests [2025-11-21T14:12:19.672775] [INFO ] [CONFIGURE ] FCF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:12:19.672820] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T14:12:19.943893] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:20.215664] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:12:20.478154] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:20.744396] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:21.021162] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:21.283958] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:21.533545] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:21.784484] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:12:22.046272] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:12:22.307226] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:22.307408] [INFO ] [CONFIGURE ] FCF: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T14:12:22.307466] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6447 tests [2025-11-21T14:12:22.307512] [INFO ] [CONFIGURE ] FCF: Testing feature 28/29: add_volume_profile [2025-11-21T14:12:22.307554] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T14:12:22.535106] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:12:22.765449] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:12:23.007362] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:23.222133] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:23.458370] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:23.705930] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:23.945468] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:24.197598] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:24.463669] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:12:24.721764] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:24.721961] [INFO ] [CONFIGURE ] FCF: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:12:24.722019] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6446 tests [2025-11-21T14:12:24.722066] [INFO ] [CONFIGURE ] FCF: Testing feature 29/29: add_vwap [2025-11-21T14:12:24.722111] [INFO ] [CONFIGURE ] FCF: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T14:12:24.971745] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:12:25.230010] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:12:25.481003] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:25.735832] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:12:25.988660] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:12:26.242191] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:12:26.513636] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:12:26.773184] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:12:27.044475] [DEBUG] [FORECASTER] FCF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:12:27.314858] [DEBUG] [FORECASTER] FCF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:12:27.315069] [INFO ] [CONFIGURE ] FCF: DISCARDED add_vwap (score: 30.00%) [2025-11-21T14:12:27.315130] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6445 tests [2025-11-21T14:12:27.315191] [INFO ] [CONFIGURE ] FCF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:12:27.315229] [INFO ] [CONFIGURE ] FCF: Best accuracy: 90.00% [2025-11-21T14:12:27.315278] [INFO ] [CONFIGURE ] FCF: Best feature set (3 features): ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T14:12:27.315320] [INFO ] [CONFIGURE ] FCF: Improvement over baseline: 30.00% [2025-11-21T14:12:27.315361] [INFO ] [CONFIGURE ] FCF: Total time: 1.2 minutes [2025-11-21T14:12:27.315400] [INFO ] [CONFIGURE ] FCF: Average time per feature: 2.6 seconds [2025-11-21T14:12:27.315439] [INFO ] [CONFIGURE ] FCF: Average speed: 0.39 features/sec [2025-11-21T14:12:27.315994] [INFO ] [LOCAL ] Saved configuration for FCF: 3 features, 90.00% accuracy -> ./output/feature-sets/FCF.json [2025-11-21T14:12:27.316055] [INFO ] [CONFIGURE ] FCF: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T14:12:27.316105] [INFO ] [sig ] [506/723] Successfully configured FCF | 0.01 sym/s | Total: 11.6h | ETA: 5.0h [2025-11-21T14:12:27.316152] [INFO ] [sig ] [507/723] Configuring FCN... [2025-11-21T14:12:27.316194] [INFO ] [CONFIGURE ] FCN: Configurate test run. [2025-11-21T14:12:27.316236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-11-21T14:12:27.393021] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FCN'. [2025-11-21T14:12:27.393421] [INFO ] [CONFIGURE ] FCN: Testing with 29 available features [2025-11-21T14:12:27.393485] [INFO ] [CONFIGURE ] FCN: Establishing baseline with no features... [2025-11-21T14:12:27.564904] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:27.733316] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:27.915381] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:28.088253] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:28.258397] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:12:28.434439] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:12:28.606076] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:12:28.776794] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:28.949565] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:29.122018] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:29.122178] [INFO ] [CONFIGURE ] FCN: Baseline score (no features): 50.00% [2025-11-21T14:12:29.122225] [INFO ] [CONFIGURE ] FCN: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:12:29.122262] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:12:29.330910] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:29.539881] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:12:29.752485] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:29.960229] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:30.170352] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:30.384639] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:12:30.595962] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:12:30.809840] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:31.036296] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:31.264977] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:31.265160] [INFO ] [CONFIGURE ] FCN: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T14:12:31.265210] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6444 tests [2025-11-21T14:12:31.265251] [INFO ] [CONFIGURE ] FCN: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:12:31.265287] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:12:31.476024] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:31.688543] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:31.906123] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:32.120107] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:12:32.356889] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:32.574233] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:12:32.790258] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:12:33.001842] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:33.213671] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:33.431794] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:33.431998] [INFO ] [CONFIGURE ] FCN: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:12:33.432049] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6443 tests [2025-11-21T14:12:33.432113] [INFO ] [CONFIGURE ] FCN: Testing feature 3/29: add_daily_returns [2025-11-21T14:12:33.432151] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_daily_returns'] [2025-11-21T14:12:33.627242] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:12:33.811942] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:12:33.997049] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:34.191045] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:34.377699] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:34.562339] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:12:34.755541] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:12:34.948914] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:35.151628] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:12:35.353462] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:35.353625] [INFO ] [CONFIGURE ] FCN: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T14:12:35.353693] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6442 tests [2025-11-21T14:12:35.353791] [INFO ] [CONFIGURE ] FCN: Testing feature 4/29: add_ema [2025-11-21T14:12:35.353835] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema'] [2025-11-21T14:12:35.575686] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:35.790341] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:36.016379] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:12:36.240370] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:36.452992] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:12:36.671142] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:12:36.886281] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:12:37.107405] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:12:37.324769] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:37.539810] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:12:37.540201] [INFO ] [CONFIGURE ] FCN: KEPT add_ema (score: 60.00%) [2025-11-21T14:12:37.540325] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6441 tests [2025-11-21T14:12:37.540413] [INFO ] [CONFIGURE ] FCN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:12:37.540536] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:12:37.800026] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:38.052024] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:38.305335] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:38.561897] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:38.822172] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:39.076011] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:39.333141] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:12:39.609609] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:39.882531] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:40.168268] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:40.168452] [INFO ] [CONFIGURE ] FCN: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T14:12:40.168511] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6440 tests [2025-11-21T14:12:40.168548] [INFO ] [CONFIGURE ] FCN: Testing feature 6/29: add_failed_moves [2025-11-21T14:12:40.168593] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:12:40.453915] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:40.733947] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:41.016845] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:41.302905] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:41.570046] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:41.844588] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:42.149727] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:12:42.437059] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:42.728956] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:43.025198] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:43.025394] [INFO ] [CONFIGURE ] FCN: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T14:12:43.025454] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6439 tests [2025-11-21T14:12:43.025523] [INFO ] [CONFIGURE ] FCN: Testing feature 7/29: add_lag_shelf [2025-11-21T14:12:43.025575] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T14:12:43.290758] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:43.560533] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:43.836759] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:44.105890] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:44.381537] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:44.648268] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:44.923700] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:12:45.193699] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:45.467262] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:45.749307] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:45.749690] [INFO ] [CONFIGURE ] FCN: KEPT add_lag_shelf (score: 80.00%) [2025-11-21T14:12:45.749752] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6438 tests [2025-11-21T14:12:45.749802] [INFO ] [CONFIGURE ] FCN: Testing feature 8/29: add_macd [2025-11-21T14:12:45.749840] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd'] [2025-11-21T14:12:46.082037] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:46.405587] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:12:46.734348] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:47.074585] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:47.404533] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:47.732850] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:48.060554] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:12:48.411921] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:48.751013] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:49.086361] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:49.086712] [INFO ] [CONFIGURE ] FCN: DISCARDED add_macd (score: 70.00%) [2025-11-21T14:12:49.086781] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6437 tests [2025-11-21T14:12:49.086831] [INFO ] [CONFIGURE ] FCN: Testing feature 9/29: add_mfi [2025-11-21T14:12:49.086878] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi'] [2025-11-21T14:12:49.384680] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:49.688291] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:49.994394] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:50.284309] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:50.573541] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:50.857027] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:51.156324] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:12:51.461485] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:51.761138] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:52.060796] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:52.061010] [INFO ] [CONFIGURE ] FCN: DISCARDED add_mfi (score: 80.00%) [2025-11-21T14:12:52.061070] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6436 tests [2025-11-21T14:12:52.061111] [INFO ] [CONFIGURE ] FCN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:12:52.061148] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:12:52.443142] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:52.829752] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:53.218951] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:53.597188] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:53.982362] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:54.348798] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:54.714195] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:12:55.077463] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:55.437570] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:55.800242] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:55.800420] [INFO ] [CONFIGURE ] FCN: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T14:12:55.800477] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6435 tests [2025-11-21T14:12:55.800525] [INFO ] [CONFIGURE ] FCN: Testing feature 11/29: add_obv_daily [2025-11-21T14:12:55.800569] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T14:12:56.086766] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:56.367282] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:12:56.649258] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:56.932015] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:12:57.222317] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:12:57.507119] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:12:57.794461] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:12:58.087082] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:12:58.375810] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:12:58.662510] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:12:58.662735] [INFO ] [CONFIGURE ] FCN: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T14:12:58.662796] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6434 tests [2025-11-21T14:12:58.662845] [INFO ] [CONFIGURE ] FCN: Testing feature 12/29: add_obv_interval [2025-11-21T14:12:58.662890] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T14:12:58.936730] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:12:59.209364] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:12:59.480302] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:12:59.755284] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:00.034292] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:00.310104] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:00.637044] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:01.473548] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:13:01.906952] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:02.183566] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:02.183772] [INFO ] [CONFIGURE ] FCN: KEPT add_obv_interval (score: 90.00%) [2025-11-21T14:13:02.183832] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6433 tests [2025-11-21T14:13:02.183879] [INFO ] [CONFIGURE ] FCN: Testing feature 13/29: add_opening_strength [2025-11-21T14:13:02.183922] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:13:02.523906] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:02.869769] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:03.214217] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:03.555858] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:03.918153] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:04.254772] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:13:04.586546] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:04.928846] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:05.278693] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:13:05.616952] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:05.617151] [INFO ] [CONFIGURE ] FCN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:13:05.617212] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6432 tests [2025-11-21T14:13:05.617259] [INFO ] [CONFIGURE ] FCN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:13:05.617304] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T14:13:05.952720] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:06.275304] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:06.605121] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:06.938011] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:07.270550] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:07.612995] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:13:07.968023] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:13:08.318436] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:13:08.623936] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:08.967897] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:08.968083] [INFO ] [CONFIGURE ] FCN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:13:08.968141] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6431 tests [2025-11-21T14:13:08.968187] [INFO ] [CONFIGURE ] FCN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:13:08.968229] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T14:13:09.273163] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:09.585346] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:09.917409] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:10.242228] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:10.570417] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:10.896512] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:11.197982] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:11.495615] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:11.801597] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:12.106420] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:12.106667] [INFO ] [CONFIGURE ] FCN: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T14:13:12.106732] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6430 tests [2025-11-21T14:13:12.106783] [INFO ] [CONFIGURE ] FCN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:13:12.106827] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T14:13:12.411526] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:12.727308] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:13.048407] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:13.373605] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:13.699125] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:14.032723] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:14.361724] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:14.678474] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:14.990013] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:15.304572] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:13:15.304815] [INFO ] [CONFIGURE ] FCN: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T14:13:15.304885] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6429 tests [2025-11-21T14:13:15.304937] [INFO ] [CONFIGURE ] FCN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:13:15.304984] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T14:13:15.639335] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:15.977523] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:16.321010] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:16.661397] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:17.005185] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:17.347455] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:17.669088] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:13:17.985679] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:18.299837] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:18.619535] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:18.619756] [INFO ] [CONFIGURE ] FCN: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T14:13:18.619819] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6428 tests [2025-11-21T14:13:18.619870] [INFO ] [CONFIGURE ] FCN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:13:18.619921] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T14:13:18.916911] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:19.216401] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:19.516487] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:19.820563] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:20.124786] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:20.426324] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:20.724143] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:13:21.019522] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:13:21.307771] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:21.598456] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:21.598631] [INFO ] [CONFIGURE ] FCN: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:13:21.598710] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6427 tests [2025-11-21T14:13:21.598760] [INFO ] [CONFIGURE ] FCN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:13:21.598804] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T14:13:21.892946] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:22.170801] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:22.450636] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:22.716274] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:23.081323] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:23.489428] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:23.798398] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:24.099732] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:13:24.368692] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:13:24.643384] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:24.643575] [INFO ] [CONFIGURE ] FCN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T14:13:24.643634] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6426 tests [2025-11-21T14:13:24.643707] [INFO ] [CONFIGURE ] FCN: Testing feature 20/29: add_price_rejection [2025-11-21T14:13:24.643753] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T14:13:24.945122] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:25.241207] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:25.542014] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:25.837043] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:26.134865] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:26.460021] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:26.771656] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:27.092979] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:27.409122] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:27.729620] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:27.729855] [INFO ] [CONFIGURE ] FCN: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T14:13:27.729915] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6425 tests [2025-11-21T14:13:27.729966] [INFO ] [CONFIGURE ] FCN: Testing feature 21/29: add_range_position [2025-11-21T14:13:27.730011] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_range_position'] [2025-11-21T14:13:28.044077] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:28.357810] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:28.676570] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:28.997636] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:29.337355] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:13:29.682549] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:29.992158] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:30.297623] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:30.598201] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:30.891575] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:13:30.891780] [INFO ] [CONFIGURE ] FCN: DISCARDED add_range_position (score: 80.00%) [2025-11-21T14:13:30.891838] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6424 tests [2025-11-21T14:13:30.891885] [INFO ] [CONFIGURE ] FCN: Testing feature 22/29: add_realized_volatility [2025-11-21T14:13:30.891928] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T14:13:31.279881] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:31.670607] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:32.056794] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:32.451929] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:32.868370] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:33.268927] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:13:33.693801] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:34.098978] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:34.497576] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:13:34.901013] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:34.901227] [INFO ] [CONFIGURE ] FCN: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:13:34.901286] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6423 tests [2025-11-21T14:13:34.901338] [INFO ] [CONFIGURE ] FCN: Testing feature 23/29: add_recent_range_context [2025-11-21T14:13:34.901385] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T14:13:35.197518] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:13:35.495706] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:35.789601] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:36.087635] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:36.389468] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:36.690115] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:36.989131] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:37.283490] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:37.580161] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:37.875881] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:37.876054] [INFO ] [CONFIGURE ] FCN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:13:37.876113] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6422 tests [2025-11-21T14:13:37.876161] [INFO ] [CONFIGURE ] FCN: Testing feature 24/29: add_rsi [2025-11-21T14:13:37.876206] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_rsi'] [2025-11-21T14:13:38.188982] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:38.505928] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:38.808530] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:39.110917] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:39.410041] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:39.709837] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:40.021923] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:13:40.325850] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:13:40.633820] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:40.946357] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:40.946559] [INFO ] [CONFIGURE ] FCN: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:13:40.946617] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6421 tests [2025-11-21T14:13:40.946686] [INFO ] [CONFIGURE ] FCN: Testing feature 25/29: add_tick_distribution [2025-11-21T14:13:40.946732] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T14:13:41.223012] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:41.506697] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:41.774727] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:42.061176] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:42.334552] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:42.617031] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:42.900673] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:43.197500] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:43.527870] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:13:43.830474] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:43.830750] [INFO ] [CONFIGURE ] FCN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:13:43.830813] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6420 tests [2025-11-21T14:13:43.830861] [INFO ] [CONFIGURE ] FCN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:13:43.830904] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T14:13:44.152269] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:44.469924] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:44.788808] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:45.102589] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:45.412546] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:45.726545] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:13:46.067133] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:46.403790] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:46.722776] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:47.038468] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:47.038663] [INFO ] [CONFIGURE ] FCN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:13:47.038722] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6419 tests [2025-11-21T14:13:47.038773] [INFO ] [CONFIGURE ] FCN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:13:47.038820] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T14:13:47.398700] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:47.755013] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:48.136409] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:48.488896] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:48.830810] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:13:49.164571] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:13:49.501122] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:13:49.837850] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:50.166568] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:50.495470] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:50.495694] [INFO ] [CONFIGURE ] FCN: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T14:13:50.495757] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6418 tests [2025-11-21T14:13:50.495804] [INFO ] [CONFIGURE ] FCN: Testing feature 28/29: add_volume_profile [2025-11-21T14:13:50.495847] [INFO ] [CONFIGURE ] FCN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T14:13:50.797560] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:13:51.111871] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:51.398596] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:51.695356] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:13:51.993245] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:13:52.287412] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:13:52.574315] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:13:52.864617] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:13:53.160886] [DEBUG] [FORECASTER] FCN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:13:53.451705] [DEBUG] [FORECASTER] FCN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:53.451889] [INFO ] [CONFIGURE ] FCN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:13:53.451951] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6417 tests [2025-11-21T14:13:53.452003] [INFO ] [CONFIGURE ] FCN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:13:53.452047] [INFO ] [CONFIGURE ] FCN: Best accuracy: 90.00% [2025-11-21T14:13:53.452091] [INFO ] [CONFIGURE ] FCN: Best feature set (5 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T14:13:53.452133] [INFO ] [CONFIGURE ] FCN: Improvement over baseline: 40.00% [2025-11-21T14:13:53.452172] [INFO ] [CONFIGURE ] FCN: Total time: 1.4 minutes [2025-11-21T14:13:53.452210] [INFO ] [CONFIGURE ] FCN: Average time per feature: 3.0 seconds [2025-11-21T14:13:53.452249] [INFO ] [CONFIGURE ] FCN: Average speed: 0.34 features/sec [2025-11-21T14:13:53.452757] [INFO ] [LOCAL ] Saved configuration for FCN: 5 features, 90.00% accuracy -> ./output/feature-sets/FCN.json [2025-11-21T14:13:53.452817] [INFO ] [CONFIGURE ] FCN: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T14:13:53.452868] [INFO ] [sig ] [507/723] Successfully configured FCN | 0.01 sym/s | Total: 11.7h | ETA: 5.0h [2025-11-21T14:13:53.452916] [INFO ] [sig ] [508/723] Configuring FCPT... [2025-11-21T14:13:53.452957] [INFO ] [CONFIGURE ] FCPT: Configurate test run. [2025-11-21T14:13:53.452999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'. [2025-11-21T14:13:53.530369] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FCPT'. [2025-11-21T14:13:53.530761] [INFO ] [CONFIGURE ] FCPT: Testing with 29 available features [2025-11-21T14:13:53.530824] [INFO ] [CONFIGURE ] FCPT: Establishing baseline with no features... [2025-11-21T14:13:53.700940] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:13:53.879022] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:54.045506] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:54.213056] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:13:54.381355] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:13:54.548781] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:13:54.719576] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:13:54.889674] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:55.058268] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:13:55.227241] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:55.227548] [INFO ] [CONFIGURE ] FCPT: Baseline score (no features): 40.00% [2025-11-21T14:13:55.227721] [INFO ] [CONFIGURE ] FCPT: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:13:55.227808] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:13:55.431102] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:13:55.637547] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:13:55.859851] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:56.062575] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:13:56.265271] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:13:56.496223] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:13:56.718595] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:13:56.939343] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:57.167925] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:13:57.400886] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:57.401089] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T14:13:57.401138] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6416 tests [2025-11-21T14:13:57.401177] [INFO ] [CONFIGURE ] FCPT: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:13:57.401211] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:13:57.625628] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:13:57.853508] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:13:58.082370] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:13:58.305370] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:13:58.531486] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:13:58.759741] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:13:58.990820] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:13:59.225309] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:13:59.459092] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:13:59.700860] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:13:59.701235] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T14:13:59.701349] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6415 tests [2025-11-21T14:13:59.701438] [INFO ] [CONFIGURE ] FCPT: Testing feature 3/29: add_daily_returns [2025-11-21T14:13:59.701540] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns'] [2025-11-21T14:13:59.897452] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:00.089326] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:00.284118] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:00.467827] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:14:00.653189] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:01.556178] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:01.759427] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:02.101355] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:02.307172] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:14:02.516148] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:02.516541] [INFO ] [CONFIGURE ] FCPT: KEPT add_daily_returns (score: 60.00%) [2025-11-21T14:14:02.516679] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6414 tests [2025-11-21T14:14:02.516771] [INFO ] [CONFIGURE ] FCPT: Testing feature 4/29: add_ema [2025-11-21T14:14:02.516880] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T14:14:02.763270] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:03.010936] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:03.255144] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:03.504031] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:03.728002] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:03.955678] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:04.182752] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:04.410069] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:04.637864] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:14:04.867935] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:04.868118] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:14:04.868168] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6413 tests [2025-11-21T14:14:04.868206] [INFO ] [CONFIGURE ] FCPT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:14:04.868242] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:14:05.097740] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:05.325767] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:05.553348] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:05.781625] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:06.010030] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:06.237781] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:06.463971] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:06.690485] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:06.922747] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:14:07.166857] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:07.167062] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:14:07.167130] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6412 tests [2025-11-21T14:14:07.167183] [INFO ] [CONFIGURE ] FCPT: Testing feature 6/29: add_failed_moves [2025-11-21T14:14:07.167219] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T14:14:07.355872] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:07.546213] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:07.739372] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:07.929363] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:08.121750] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:08.316559] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:08.509891] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:08.718258] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:08.915271] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:14:09.109291] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:09.109462] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:14:09.109510] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6411 tests [2025-11-21T14:14:09.109547] [INFO ] [CONFIGURE ] FCPT: Testing feature 7/29: add_lag_shelf [2025-11-21T14:14:09.109582] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T14:14:09.286255] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:09.463283] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:09.643033] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:09.824728] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:14:10.012484] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:10.268680] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:10.514872] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:10.714704] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:10.934985] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:14:11.121281] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:11.121466] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:14:11.121515] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6410 tests [2025-11-21T14:14:11.121554] [INFO ] [CONFIGURE ] FCPT: Testing feature 8/29: add_macd [2025-11-21T14:14:11.121592] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T14:14:11.400111] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:11.686674] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:14:11.985130] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:12.266370] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:12.549485] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:12.830543] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:13.110726] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:13.387090] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:13.680616] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:13.961103] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:14:13.961319] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_macd (score: 30.00%) [2025-11-21T14:14:13.961384] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6409 tests [2025-11-21T14:14:13.961433] [INFO ] [CONFIGURE ] FCPT: Testing feature 9/29: add_mfi [2025-11-21T14:14:13.961476] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T14:14:14.176336] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:14.395548] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:14.608197] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:14.809524] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:15.016743] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:15.224502] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:15.434639] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:15.646243] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:15.848043] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:16.045732] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:16.045928] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_mfi (score: 40.00%) [2025-11-21T14:14:16.045979] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6408 tests [2025-11-21T14:14:16.046019] [INFO ] [CONFIGURE ] FCPT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:14:16.046055] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:14:16.334450] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:16.616791] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:16.894755] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:17.175750] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:17.469147] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:17.758469] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:18.050767] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:18.338210] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:18.614443] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:18.890875] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:18.891062] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T14:14:18.891119] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6407 tests [2025-11-21T14:14:18.891166] [INFO ] [CONFIGURE ] FCPT: Testing feature 11/29: add_obv_daily [2025-11-21T14:14:18.891208] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T14:14:19.090188] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:19.290561] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:19.493133] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:19.702170] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:19.905277] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:20.106439] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:20.306209] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:20.511108] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:20.731849] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:14:20.935516] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:14:20.935690] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:14:20.935756] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6406 tests [2025-11-21T14:14:20.935811] [INFO ] [CONFIGURE ] FCPT: Testing feature 12/29: add_obv_interval [2025-11-21T14:14:20.935860] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T14:14:21.124102] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:21.313013] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:14:21.499661] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:21.689624] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:21.889354] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:22.085777] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:22.276786] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:22.465723] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:14:22.655583] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:22.846754] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:22.846905] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:14:22.846953] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6405 tests [2025-11-21T14:14:22.846991] [INFO ] [CONFIGURE ] FCPT: Testing feature 13/29: add_opening_strength [2025-11-21T14:14:22.847025] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:14:23.044771] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:23.247266] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:23.448204] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:23.651294] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:23.856996] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:24.062248] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:24.276640] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:24.478523] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:24.678487] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:24.891127] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:24.891289] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T14:14:24.891388] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6404 tests [2025-11-21T14:14:24.891432] [INFO ] [CONFIGURE ] FCPT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:14:24.891468] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T14:14:25.103073] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:25.322329] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:25.536912] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:25.758455] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:25.991088] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:26.223418] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:26.439209] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:26.651517] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:26.864637] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:27.079386] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:27.079556] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T14:14:27.079612] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6403 tests [2025-11-21T14:14:27.079681] [INFO ] [CONFIGURE ] FCPT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:14:27.079727] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T14:14:27.272468] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:27.461817] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:27.650720] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:27.839256] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:28.048557] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:28.252193] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:28.456048] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:28.657254] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:28.861577] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:29.058383] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:29.058547] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T14:14:29.058595] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6402 tests [2025-11-21T14:14:29.058632] [INFO ] [CONFIGURE ] FCPT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:14:29.058709] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T14:14:29.268055] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:29.484380] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:29.699839] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:29.917851] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:30.142299] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:30.365848] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:30.588977] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:30.808894] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:31.031280] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:31.278076] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:31.278264] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T14:14:31.278313] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6401 tests [2025-11-21T14:14:31.278353] [INFO ] [CONFIGURE ] FCPT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:14:31.278388] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T14:14:31.502000] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:31.714811] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:31.925537] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:32.136907] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:14:32.349330] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:32.561970] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:32.785114] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:33.005900] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:33.231928] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:33.460892] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:33.461059] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:14:33.461108] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6400 tests [2025-11-21T14:14:33.461146] [INFO ] [CONFIGURE ] FCPT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:14:33.461182] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T14:14:33.663108] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:33.870554] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:14:34.078881] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:34.279189] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:34.486627] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:34.687238] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:34.889453] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:35.102393] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:35.303986] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:14:35.508505] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:35.508730] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T14:14:35.508805] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6399 tests [2025-11-21T14:14:35.508866] [INFO ] [CONFIGURE ] FCPT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:14:35.508995] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T14:14:35.711299] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:35.901105] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:14:36.093489] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:36.284887] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:14:36.487442] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:36.702584] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:36.899162] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:37.097499] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:37.294408] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:37.497747] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:37.497914] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T14:14:37.497962] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6398 tests [2025-11-21T14:14:37.498000] [INFO ] [CONFIGURE ] FCPT: Testing feature 20/29: add_price_rejection [2025-11-21T14:14:37.498035] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T14:14:37.713365] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:37.927572] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:38.143026] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:38.361476] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:38.589337] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:38.811838] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:39.026314] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:39.238578] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:39.455785] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:39.669446] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:39.669618] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T14:14:39.669688] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6397 tests [2025-11-21T14:14:39.669767] [INFO ] [CONFIGURE ] FCPT: Testing feature 21/29: add_range_position [2025-11-21T14:14:39.669816] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T14:14:39.896547] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:40.126345] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:40.359015] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:40.594733] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:14:40.829800] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:41.065389] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:41.293288] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:41.527840] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:14:41.761521] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:42.009218] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:42.009420] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:14:42.009495] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6396 tests [2025-11-21T14:14:42.009563] [INFO ] [CONFIGURE ] FCPT: Testing feature 22/29: add_realized_volatility [2025-11-21T14:14:42.009631] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T14:14:42.310937] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:42.623697] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:42.934197] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:43.240858] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:43.560383] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:43.871971] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:44.192216] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:44.504327] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:44.816710] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:45.138755] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:45.138971] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T14:14:45.139032] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6395 tests [2025-11-21T14:14:45.139082] [INFO ] [CONFIGURE ] FCPT: Testing feature 23/29: add_recent_range_context [2025-11-21T14:14:45.139128] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T14:14:45.346575] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:14:45.547810] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:45.752111] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:45.951322] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:46.151178] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:46.351203] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:46.553110] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:46.755035] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:46.968218] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:47.173167] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:47.173341] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_recent_range_context (score: 20.00%) [2025-11-21T14:14:47.173391] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6394 tests [2025-11-21T14:14:47.173432] [INFO ] [CONFIGURE ] FCPT: Testing feature 24/29: add_rsi [2025-11-21T14:14:47.173470] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T14:14:47.442549] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:47.705462] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:47.964974] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:48.216601] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:14:48.467688] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:48.717619] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:48.961056] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:49.210798] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:49.457551] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:49.705924] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:49.706109] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:14:49.706163] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6393 tests [2025-11-21T14:14:49.706206] [INFO ] [CONFIGURE ] FCPT: Testing feature 25/29: add_tick_distribution [2025-11-21T14:14:49.706248] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T14:14:49.896541] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:50.090150] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:50.283365] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:50.492572] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:50.701746] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:50.925672] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:51.140836] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:51.361064] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:51.588754] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:51.804888] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:51.805116] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T14:14:51.805166] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6392 tests [2025-11-21T14:14:51.805204] [INFO ] [CONFIGURE ] FCPT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:14:51.805239] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T14:14:52.024494] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:52.259209] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:52.493323] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:52.720140] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:52.950896] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:53.186492] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:53.418609] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:53.644523] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:53.872353] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:54.083754] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:54.083934] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:14:54.083981] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6391 tests [2025-11-21T14:14:54.084018] [INFO ] [CONFIGURE ] FCPT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:14:54.084052] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T14:14:54.328865] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:54.561751] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:54.783763] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:55.023815] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:55.259161] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:55.488403] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:55.711122] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:14:55.932414] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:56.151346] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:56.371960] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:56.372156] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T14:14:56.372216] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6390 tests [2025-11-21T14:14:56.372265] [INFO ] [CONFIGURE ] FCPT: Testing feature 28/29: add_volume_profile [2025-11-21T14:14:56.372311] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T14:14:56.578906] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:56.783305] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:14:56.986345] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:57.194500] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:57.396745] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:57.605151] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:57.801695] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:14:58.002581] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:14:58.201107] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:14:58.407742] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:14:58.407906] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T14:14:58.407954] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6389 tests [2025-11-21T14:14:58.407990] [INFO ] [CONFIGURE ] FCPT: Testing feature 29/29: add_vwap [2025-11-21T14:14:58.408025] [INFO ] [CONFIGURE ] FCPT: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T14:14:58.616799] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:14:58.830806] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:14:59.041134] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:14:59.251828] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:14:59.457676] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:14:59.668134] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:14:59.884834] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:15:00.833628] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:01.193775] [DEBUG] [FORECASTER] FCPT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:01.406855] [DEBUG] [FORECASTER] FCPT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:01.407033] [INFO ] [CONFIGURE ] FCPT: DISCARDED add_vwap (score: 40.00%) [2025-11-21T14:15:01.407089] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6388 tests [2025-11-21T14:15:01.407138] [INFO ] [CONFIGURE ] FCPT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:15:01.407180] [INFO ] [CONFIGURE ] FCPT: Best accuracy: 60.00% [2025-11-21T14:15:01.407222] [INFO ] [CONFIGURE ] FCPT: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T14:15:01.407262] [INFO ] [CONFIGURE ] FCPT: Improvement over baseline: 20.00% [2025-11-21T14:15:01.407298] [INFO ] [CONFIGURE ] FCPT: Total time: 1.1 minutes [2025-11-21T14:15:01.407338] [INFO ] [CONFIGURE ] FCPT: Average time per feature: 2.3 seconds [2025-11-21T14:15:01.407379] [INFO ] [CONFIGURE ] FCPT: Average speed: 0.44 features/sec [2025-11-21T14:15:01.407700] [INFO ] [LOCAL ] Saved configuration for FCPT: 1 features, 60.00% accuracy -> ./output/feature-sets/FCPT.json [2025-11-21T14:15:01.407758] [INFO ] [CONFIGURE ] FCPT: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T14:15:01.407807] [INFO ] [sig ] [508/723] Successfully configured FCPT | 0.01 sym/s | Total: 11.7h | ETA: 4.9h [2025-11-21T14:15:01.407851] [INFO ] [sig ] [509/723] Configuring FDP... [2025-11-21T14:15:01.407890] [INFO ] [CONFIGURE ] FDP: Configurate test run. [2025-11-21T14:15:01.407929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-11-21T14:15:01.511817] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FDP'. [2025-11-21T14:15:01.512178] [INFO ] [CONFIGURE ] FDP: Testing with 29 available features [2025-11-21T14:15:01.512241] [INFO ] [CONFIGURE ] FDP: Establishing baseline with no features... [2025-11-21T14:15:01.714296] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:01.914615] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:02.111362] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:02.307610] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:02.491587] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:02.683894] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:02.875346] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:03.067037] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:03.242992] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:03.417071] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:03.417243] [INFO ] [CONFIGURE ] FDP: Baseline score (no features): 50.00% [2025-11-21T14:15:03.417305] [INFO ] [CONFIGURE ] FDP: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:15:03.417365] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:15:03.635521] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:03.926768] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:04.199968] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:04.453046] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:04.673518] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:04.872715] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:05.070703] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:05.267140] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:05.463899] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:05.662680] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:05.662856] [INFO ] [CONFIGURE ] FDP: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T14:15:05.662905] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6387 tests [2025-11-21T14:15:05.662945] [INFO ] [CONFIGURE ] FDP: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:15:05.662983] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:15:05.867087] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:06.076876] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:06.285170] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:15:06.495540] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:06.711854] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:06.934941] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:07.153977] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:15:07.370258] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:07.583666] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:07.826610] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:07.826799] [INFO ] [CONFIGURE ] FDP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T14:15:07.826848] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6386 tests [2025-11-21T14:15:07.826884] [INFO ] [CONFIGURE ] FDP: Testing feature 3/29: add_daily_returns [2025-11-21T14:15:07.826918] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_daily_returns'] [2025-11-21T14:15:08.029510] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:08.249828] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:08.453279] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:15:08.664009] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:08.865553] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:09.067188] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:09.258717] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:09.455301] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:09.650159] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:15:09.847421] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:09.847596] [INFO ] [CONFIGURE ] FDP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:15:09.847666] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6385 tests [2025-11-21T14:15:09.847738] [INFO ] [CONFIGURE ] FDP: Testing feature 4/29: add_ema [2025-11-21T14:15:09.847789] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_ema'] [2025-11-21T14:15:10.142961] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:10.357880] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:10.579882] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:10.800243] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:11.019829] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:11.237349] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:11.460757] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:11.682677] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:11.900549] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:12.124022] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:12.124228] [INFO ] [CONFIGURE ] FDP: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:15:12.124279] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6384 tests [2025-11-21T14:15:12.124321] [INFO ] [CONFIGURE ] FDP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:15:12.124359] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:15:12.353639] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:12.585729] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:12.809706] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:13.037063] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:15:13.260092] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:13.479182] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:13.713509] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:13.939989] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:15:14.175117] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:14.417553] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:14.417757] [INFO ] [CONFIGURE ] FDP: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T14:15:14.417813] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6383 tests [2025-11-21T14:15:14.417855] [INFO ] [CONFIGURE ] FDP: Testing feature 6/29: add_failed_moves [2025-11-21T14:15:14.417898] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:15:14.664845] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:14.912530] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:15.158365] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:15.407966] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:15:15.662437] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:15.894126] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:16.125602] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:16.361368] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:15:16.595451] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:16.827578] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:16.827778] [INFO ] [CONFIGURE ] FDP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:15:16.827833] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6382 tests [2025-11-21T14:15:16.827875] [INFO ] [CONFIGURE ] FDP: Testing feature 7/29: add_lag_shelf [2025-11-21T14:15:16.827916] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T14:15:17.045975] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:17.269060] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:17.504137] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:17.728613] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:17.955975] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:18.179671] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:18.401968] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:18.628820] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:15:18.862029] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:19.108049] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:19.108236] [INFO ] [CONFIGURE ] FDP: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:15:19.108297] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6381 tests [2025-11-21T14:15:19.108347] [INFO ] [CONFIGURE ] FDP: Testing feature 8/29: add_macd [2025-11-21T14:15:19.108389] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T14:15:19.411123] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:19.717524] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:20.014061] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:15:20.296932] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:20.582138] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:20.875361] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:21.161924] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:21.449361] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:21.773069] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:15:22.065086] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:22.065326] [INFO ] [CONFIGURE ] FDP: DISCARDED add_macd (score: 30.00%) [2025-11-21T14:15:22.065391] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6380 tests [2025-11-21T14:15:22.065465] [INFO ] [CONFIGURE ] FDP: Testing feature 9/29: add_mfi [2025-11-21T14:15:22.065515] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T14:15:22.304586] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:22.531491] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:22.775631] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:23.006837] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:23.231972] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:23.462695] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:23.689747] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:15:23.916584] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:24.139685] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:24.361337] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:24.361537] [INFO ] [CONFIGURE ] FDP: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:15:24.361596] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6379 tests [2025-11-21T14:15:24.361663] [INFO ] [CONFIGURE ] FDP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:15:24.361711] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:15:24.668018] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:24.973155] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:25.309269] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:15:25.644266] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:25.982788] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:26.318848] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:26.630326] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:26.940991] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:27.298863] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:15:27.641429] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:27.641616] [INFO ] [CONFIGURE ] FDP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:15:27.641697] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6378 tests [2025-11-21T14:15:27.641747] [INFO ] [CONFIGURE ] FDP: Testing feature 11/29: add_obv_daily [2025-11-21T14:15:27.641791] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T14:15:27.890050] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:28.137893] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:28.384695] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:15:28.629432] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:28.870182] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:29.108817] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:15:29.349357] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:15:29.588509] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:29.831808] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:30.072066] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:30.072251] [INFO ] [CONFIGURE ] FDP: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:15:30.072308] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6377 tests [2025-11-21T14:15:30.072354] [INFO ] [CONFIGURE ] FDP: Testing feature 12/29: add_obv_interval [2025-11-21T14:15:30.072397] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T14:15:30.302806] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:30.541407] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:30.783234] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:31.019186] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:31.253173] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:31.501011] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:31.753282] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:32.001627] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:15:32.247593] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:32.497111] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:32.497305] [INFO ] [CONFIGURE ] FDP: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:15:32.497362] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6376 tests [2025-11-21T14:15:32.497408] [INFO ] [CONFIGURE ] FDP: Testing feature 13/29: add_opening_strength [2025-11-21T14:15:32.497451] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:15:32.741282] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:32.992282] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:33.245091] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:33.498095] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:33.752857] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:34.021194] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:15:34.293077] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:34.555278] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:34.814024] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:15:35.087508] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:35.087744] [INFO ] [CONFIGURE ] FDP: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T14:15:35.087804] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6375 tests [2025-11-21T14:15:35.087853] [INFO ] [CONFIGURE ] FDP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:15:35.087896] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T14:15:35.355772] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:35.628984] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:35.909301] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:36.178986] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:15:36.461668] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:36.741555] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:37.005731] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:15:37.276632] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:37.542313] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:15:37.810209] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:37.810388] [INFO ] [CONFIGURE ] FDP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:15:37.810446] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6374 tests [2025-11-21T14:15:37.810492] [INFO ] [CONFIGURE ] FDP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:15:37.810537] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T14:15:38.046518] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:38.273635] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:38.501333] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:38.739285] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:38.981662] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:39.215729] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:39.452949] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:15:39.686014] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:39.932867] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:40.187248] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:40.187455] [INFO ] [CONFIGURE ] FDP: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:15:40.187515] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6373 tests [2025-11-21T14:15:40.187561] [INFO ] [CONFIGURE ] FDP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:15:40.187604] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T14:15:40.443681] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:40.701608] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:40.977942] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:15:41.239804] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:41.496147] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:41.761879] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:42.019830] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:15:42.278712] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:42.542983] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:42.804917] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:42.805119] [INFO ] [CONFIGURE ] FDP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:15:42.805176] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6372 tests [2025-11-21T14:15:42.805223] [INFO ] [CONFIGURE ] FDP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:15:42.805267] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T14:15:43.068044] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:43.311408] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:43.561408] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:43.810885] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:44.066709] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:44.316804] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:44.567703] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:44.821297] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:45.079323] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:15:45.329121] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:45.329293] [INFO ] [CONFIGURE ] FDP: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T14:15:45.329349] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6371 tests [2025-11-21T14:15:45.329396] [INFO ] [CONFIGURE ] FDP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:15:45.329439] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T14:15:45.545707] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:45.765490] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:45.990729] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:46.237112] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:46.473342] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:46.687846] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:46.905967] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:47.119542] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:47.340471] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:47.553828] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:47.554014] [INFO ] [CONFIGURE ] FDP: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T14:15:47.554072] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6370 tests [2025-11-21T14:15:47.554123] [INFO ] [CONFIGURE ] FDP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:15:47.554169] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T14:15:47.780638] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:48.000319] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:48.220866] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:15:48.441864] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:48.661520] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:48.881189] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:49.099340] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:49.322091] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:15:49.557256] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:49.797750] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:49.797930] [INFO ] [CONFIGURE ] FDP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T14:15:49.797991] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6369 tests [2025-11-21T14:15:49.798040] [INFO ] [CONFIGURE ] FDP: Testing feature 20/29: add_price_rejection [2025-11-21T14:15:49.798085] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T14:15:50.043234] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:15:50.287422] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:50.527965] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:50.797016] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:51.173256] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:51.500177] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:51.759396] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:15:52.015271] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:15:52.281759] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:52.526775] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:52.526966] [INFO ] [CONFIGURE ] FDP: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T14:15:52.527026] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6368 tests [2025-11-21T14:15:52.527075] [INFO ] [CONFIGURE ] FDP: Testing feature 21/29: add_range_position [2025-11-21T14:15:52.527119] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T14:15:52.790806] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:53.057623] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:53.322257] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:53.583817] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:53.850325] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:54.120750] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:54.389571] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:15:54.652718] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:15:54.950508] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:55.236626] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:15:55.236847] [INFO ] [CONFIGURE ] FDP: KEPT add_range_position (score: 70.00%) [2025-11-21T14:15:55.236906] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6367 tests [2025-11-21T14:15:55.236955] [INFO ] [CONFIGURE ] FDP: Testing feature 22/29: add_realized_volatility [2025-11-21T14:15:55.236998] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_realized_volatility'] [2025-11-21T14:15:55.660291] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:56.064349] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:15:56.498745] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:15:56.911689] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:15:57.293832] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:15:57.683181] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:15:58.076636] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:15:58.469741] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:15:58.871993] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:15:59.260623] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:15:59.260842] [INFO ] [CONFIGURE ] FDP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:15:59.260901] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6366 tests [2025-11-21T14:15:59.260948] [INFO ] [CONFIGURE ] FDP: Testing feature 23/29: add_recent_range_context [2025-11-21T14:15:59.260984] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_recent_range_context'] [2025-11-21T14:15:59.538919] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:15:59.819382] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:16:00.104574] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:00.996881] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:16:01.296975] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:16:01.588789] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:01.882830] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:02.175090] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:16:02.459840] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:16:02.750773] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:16:02.750980] [INFO ] [CONFIGURE ] FDP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:16:02.751040] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6365 tests [2025-11-21T14:16:02.751087] [INFO ] [CONFIGURE ] FDP: Testing feature 24/29: add_rsi [2025-11-21T14:16:02.751131] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T14:16:03.061704] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:16:03.368467] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:16:03.692781] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:03.995939] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:16:04.313153] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:16:04.631082] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:04.945859] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:05.265218] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:16:05.585922] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:16:05.924164] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:05.924350] [INFO ] [CONFIGURE ] FDP: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:16:05.924410] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6364 tests [2025-11-21T14:16:05.924457] [INFO ] [CONFIGURE ] FDP: Testing feature 25/29: add_tick_distribution [2025-11-21T14:16:05.924500] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_tick_distribution'] [2025-11-21T14:16:06.199382] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:16:06.478338] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:16:06.741054] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:07.004334] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:16:07.280390] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:16:07.550674] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:07.831127] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:08.127324] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:16:08.402699] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:16:08.674859] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:08.675045] [INFO ] [CONFIGURE ] FDP: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:16:08.675105] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6363 tests [2025-11-21T14:16:08.675153] [INFO ] [CONFIGURE ] FDP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:16:08.675200] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T14:16:08.953681] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:09.234153] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:16:09.522128] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:09.802105] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:16:10.089117] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:16:10.390439] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:10.675823] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:16:10.958522] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:16:11.248826] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:16:11.540214] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:11.540466] [INFO ] [CONFIGURE ] FDP: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T14:16:11.540526] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6362 tests [2025-11-21T14:16:11.540574] [INFO ] [CONFIGURE ] FDP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:16:11.540617] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T14:16:11.853973] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:12.169124] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:16:12.468523] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:12.784569] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:16:13.084059] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:16:13.385298] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:13.680164] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:16:13.972613] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:14.269842] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:16:14.563437] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:16:14.563617] [INFO ] [CONFIGURE ] FDP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:16:14.563692] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6361 tests [2025-11-21T14:16:14.563740] [INFO ] [CONFIGURE ] FDP: Testing feature 28/29: add_volume_profile [2025-11-21T14:16:14.563783] [INFO ] [CONFIGURE ] FDP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_volume_profile'] [2025-11-21T14:16:14.830141] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:15.095234] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:16:15.378088] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:15.672431] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:16:15.968256] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:16:16.246603] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:16.545555] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:16.816977] [DEBUG] [FORECASTER] FDP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:16:17.116628] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:16:17.390807] [DEBUG] [FORECASTER] FDP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:16:17.390986] [INFO ] [CONFIGURE ] FDP: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:16:17.391054] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6360 tests [2025-11-21T14:16:17.391111] [INFO ] [CONFIGURE ] FDP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:16:17.391157] [INFO ] [CONFIGURE ] FDP: Best accuracy: 70.00% [2025-11-21T14:16:17.391198] [INFO ] [CONFIGURE ] FDP: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T14:16:17.391235] [INFO ] [CONFIGURE ] FDP: Improvement over baseline: 20.00% [2025-11-21T14:16:17.391270] [INFO ] [CONFIGURE ] FDP: Total time: 1.2 minutes [2025-11-21T14:16:17.391304] [INFO ] [CONFIGURE ] FDP: Average time per feature: 2.6 seconds [2025-11-21T14:16:17.391378] [INFO ] [CONFIGURE ] FDP: Average speed: 0.39 features/sec [2025-11-21T14:16:17.391822] [INFO ] [LOCAL ] Saved configuration for FDP: 3 features, 70.00% accuracy -> ./output/feature-sets/FDP.json [2025-11-21T14:16:17.391880] [INFO ] [CONFIGURE ] FDP: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T14:16:17.391927] [INFO ] [sig ] [509/723] Successfully configured FDP | 0.01 sym/s | Total: 11.7h | ETA: 4.9h [2025-11-21T14:16:17.391971] [INFO ] [sig ] [510/723] Configuring FF... [2025-11-21T14:16:17.392009] [INFO ] [CONFIGURE ] FF: Configurate test run. [2025-11-21T14:16:17.392046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-11-21T14:16:17.468122] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FF'. [2025-11-21T14:16:17.468449] [INFO ] [CONFIGURE ] FF: Testing with 29 available features [2025-11-21T14:16:17.468510] [INFO ] [CONFIGURE ] FF: Establishing baseline with no features... [2025-11-21T14:16:17.636402] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:17.807266] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:17.974686] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:18.150791] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:18.317878] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:18.490188] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:16:18.662478] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:18.831085] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:19.000549] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:19.186278] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:19.186459] [INFO ] [CONFIGURE ] FF: Baseline score (no features): 40.00% [2025-11-21T14:16:19.186528] [INFO ] [CONFIGURE ] FF: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:16:19.186566] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:16:19.384249] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:19.585549] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:19.787705] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:19.989965] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:16:20.196669] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:20.402969] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:16:20.616330] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:16:20.825589] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:21.040041] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:21.244609] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:21.244821] [INFO ] [CONFIGURE ] FF: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T14:16:21.244874] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6359 tests [2025-11-21T14:16:21.244915] [INFO ] [CONFIGURE ] FF: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:16:21.244952] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:16:21.460629] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:16:21.674181] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:21.874329] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:22.087729] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:22.301006] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:22.508509] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:16:22.726720] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:16:22.937963] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:23.156239] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:23.354089] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:23.354257] [INFO ] [CONFIGURE ] FF: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:16:23.354305] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6358 tests [2025-11-21T14:16:23.354347] [INFO ] [CONFIGURE ] FF: Testing feature 3/29: add_daily_returns [2025-11-21T14:16:23.354389] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_daily_returns'] [2025-11-21T14:16:23.522199] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:23.691982] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:23.864154] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:24.039246] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:24.218848] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:24.395868] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:16:24.573389] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:24.749339] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:24.929633] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:25.107899] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:25.108070] [INFO ] [CONFIGURE ] FF: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:16:25.108119] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6357 tests [2025-11-21T14:16:25.108157] [INFO ] [CONFIGURE ] FF: Testing feature 4/29: add_ema [2025-11-21T14:16:25.108191] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema'] [2025-11-21T14:16:25.317518] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:25.523984] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:25.730413] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:16:25.937742] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:26.144098] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:26.354587] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:16:26.565485] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:26.782505] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:26.995928] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:27.214449] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:27.214685] [INFO ] [CONFIGURE ] FF: KEPT add_ema (score: 50.00%) [2025-11-21T14:16:27.214762] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6356 tests [2025-11-21T14:16:27.214816] [INFO ] [CONFIGURE ] FF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:16:27.214873] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:16:27.473390] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:16:27.734804] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:16:27.994843] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:16:28.252138] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:28.517392] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:28.782241] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:16:29.077575] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:29.360294] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:29.640201] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:29.909191] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:29.909379] [INFO ] [CONFIGURE ] FF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T14:16:29.909445] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6355 tests [2025-11-21T14:16:29.909501] [INFO ] [CONFIGURE ] FF: Testing feature 6/29: add_failed_moves [2025-11-21T14:16:29.909552] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T14:16:30.148051] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:30.390884] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:30.634988] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:16:30.886946] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:31.138219] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:31.365314] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:16:31.585092] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:31.805999] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:32.025802] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:32.242735] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:32.242902] [INFO ] [CONFIGURE ] FF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:16:32.242952] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6354 tests [2025-11-21T14:16:32.242990] [INFO ] [CONFIGURE ] FF: Testing feature 7/29: add_lag_shelf [2025-11-21T14:16:32.243027] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T14:16:32.445992] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:32.648183] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:32.856766] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:16:33.060081] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:33.263145] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:33.470871] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:16:33.679033] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:33.885151] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:34.090722] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:34.313720] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:34.313885] [INFO ] [CONFIGURE ] FF: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:16:34.313936] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6353 tests [2025-11-21T14:16:34.313978] [INFO ] [CONFIGURE ] FF: Testing feature 8/29: add_macd [2025-11-21T14:16:34.314017] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T14:16:34.592927] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:34.873818] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:35.166817] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:35.462245] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:16:35.755213] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:36.047707] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:36.341356] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:36.629781] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:36.929020] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:37.205336] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:37.205529] [INFO ] [CONFIGURE ] FF: KEPT add_macd (score: 60.00%) [2025-11-21T14:16:37.205586] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6352 tests [2025-11-21T14:16:37.205631] [INFO ] [CONFIGURE ] FF: Testing feature 9/29: add_mfi [2025-11-21T14:16:37.205693] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T14:16:37.514282] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:37.860874] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:38.207279] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:38.557117] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:16:38.899305] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:39.209698] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:39.522460] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:39.858977] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:40.213986] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:40.536515] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:40.536730] [INFO ] [CONFIGURE ] FF: DISCARDED add_mfi (score: 60.00%) [2025-11-21T14:16:40.536803] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6351 tests [2025-11-21T14:16:40.536856] [INFO ] [CONFIGURE ] FF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:16:40.536902] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:16:40.944775] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:41.365764] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:41.781389] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:42.188381] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:16:42.591022] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:42.991974] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:43.426106] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:43.858419] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:44.255018] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:44.667069] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:44.667273] [INFO ] [CONFIGURE ] FF: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:16:44.667331] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6350 tests [2025-11-21T14:16:44.667379] [INFO ] [CONFIGURE ] FF: Testing feature 11/29: add_obv_daily [2025-11-21T14:16:44.667425] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T14:16:45.009273] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:45.333574] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:16:45.657710] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:16:45.982663] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:16:46.312488] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:46.638760] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:46.965124] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:47.293444] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:47.624756] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:47.962123] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:47.962333] [INFO ] [CONFIGURE ] FF: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:16:47.962409] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6349 tests [2025-11-21T14:16:47.962471] [INFO ] [CONFIGURE ] FF: Testing feature 12/29: add_obv_interval [2025-11-21T14:16:47.962530] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T14:16:48.287286] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:48.613732] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:48.945292] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:49.267202] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:49.584790] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:49.904813] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:50.246930] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:50.562705] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:50.883846] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:51.207860] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:51.208089] [INFO ] [CONFIGURE ] FF: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:16:51.208149] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6348 tests [2025-11-21T14:16:51.208198] [INFO ] [CONFIGURE ] FF: Testing feature 13/29: add_opening_strength [2025-11-21T14:16:51.208242] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:16:51.547811] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:51.893207] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:52.244995] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:16:52.609143] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:52.950907] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:53.292445] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:53.649141] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:53.995425] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:16:54.353410] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:54.723353] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:54.723553] [INFO ] [CONFIGURE ] FF: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:16:54.723611] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6347 tests [2025-11-21T14:16:54.723680] [INFO ] [CONFIGURE ] FF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:16:54.723726] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T14:16:55.037896] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:55.367826] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:55.709996] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:56.029185] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:16:56.355947] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:16:56.675918] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:16:56.986067] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:16:57.303888] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:16:57.629426] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:16:58.000102] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:16:58.000344] [INFO ] [CONFIGURE ] FF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:16:58.000419] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6346 tests [2025-11-21T14:16:58.000470] [INFO ] [CONFIGURE ] FF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:16:58.000521] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T14:16:58.472331] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:16:58.919272] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:16:59.258894] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:16:59.586773] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:16:59.892150] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:00.940011] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:01.390704] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:01.702509] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:02.011727] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:02.320624] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:02.320857] [INFO ] [CONFIGURE ] FF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:17:02.320916] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6345 tests [2025-11-21T14:17:02.320963] [INFO ] [CONFIGURE ] FF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:17:02.321006] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T14:17:02.634851] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:02.955926] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:03.266547] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:17:03.588221] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:17:03.909357] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:04.237196] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:04.550973] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:04.875875] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:05.196425] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:05.506555] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:05.506747] [INFO ] [CONFIGURE ] FF: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:17:05.506806] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6344 tests [2025-11-21T14:17:05.506849] [INFO ] [CONFIGURE ] FF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:17:05.506895] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T14:17:05.810604] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:06.110667] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:06.415551] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:17:06.723777] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:17:07.035758] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:07.350736] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:07.666980] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:07.978409] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:17:08.293109] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:08.604070] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:08.604245] [INFO ] [CONFIGURE ] FF: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T14:17:08.604370] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6343 tests [2025-11-21T14:17:08.604421] [INFO ] [CONFIGURE ] FF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:17:08.604464] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T14:17:08.907967] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:09.218424] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:09.516055] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:17:09.812599] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:17:10.117240] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:10.417584] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:10.731929] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:11.047278] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:11.365681] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:11.682277] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:11.682468] [INFO ] [CONFIGURE ] FF: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:17:11.682527] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6342 tests [2025-11-21T14:17:11.682574] [INFO ] [CONFIGURE ] FF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:17:11.682617] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T14:17:11.995193] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:12.309827] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:12.627928] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:17:12.939450] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:17:13.259085] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:13.576065] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:13.887537] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:14.201015] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:14.542117] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:14.907024] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:14.907228] [INFO ] [CONFIGURE ] FF: KEPT add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:17:14.907287] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6341 tests [2025-11-21T14:17:14.907336] [INFO ] [CONFIGURE ] FF: Testing feature 20/29: add_price_rejection [2025-11-21T14:17:14.907380] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T14:17:15.237269] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:15.587399] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:15.933082] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:17:16.278429] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:17:16.625479] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:16.967361] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:17.322044] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:17.664266] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:17:18.042554] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:18.413843] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:18.414031] [INFO ] [CONFIGURE ] FF: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T14:17:18.414092] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6340 tests [2025-11-21T14:17:18.414141] [INFO ] [CONFIGURE ] FF: Testing feature 21/29: add_range_position [2025-11-21T14:17:18.414186] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T14:17:18.767826] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:17:19.123061] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:19.481546] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:17:19.858793] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:17:20.219864] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:20.583236] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:20.943849] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:21.308782] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:17:21.671032] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:22.039831] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:22.040018] [INFO ] [CONFIGURE ] FF: DISCARDED add_range_position (score: 70.00%) [2025-11-21T14:17:22.040079] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6339 tests [2025-11-21T14:17:22.040128] [INFO ] [CONFIGURE ] FF: Testing feature 22/29: add_realized_volatility [2025-11-21T14:17:22.040166] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T14:17:22.471297] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:22.897446] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:17:23.313007] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:17:23.735337] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:17:24.171251] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:24.601361] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:25.019507] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:25.433140] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:25.866468] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:26.288856] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:26.289050] [INFO ] [CONFIGURE ] FF: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:17:26.289112] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6338 tests [2025-11-21T14:17:26.289162] [INFO ] [CONFIGURE ] FF: Testing feature 23/29: add_recent_range_context [2025-11-21T14:17:26.289245] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T14:17:26.609092] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:26.941705] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:27.271571] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:17:27.599992] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:17:27.953667] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:28.295029] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:28.625171] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:28.963973] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:29.291007] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:29.631759] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:29.631979] [INFO ] [CONFIGURE ] FF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:17:29.632037] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6337 tests [2025-11-21T14:17:29.632086] [INFO ] [CONFIGURE ] FF: Testing feature 24/29: add_rsi [2025-11-21T14:17:29.632129] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_rsi'] [2025-11-21T14:17:29.961586] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:30.296711] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:30.631668] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:17:30.973309] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:17:31.311765] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:31.650057] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:32.015479] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:32.352208] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:32.692041] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:33.030315] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:33.030527] [INFO ] [CONFIGURE ] FF: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:17:33.030584] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6336 tests [2025-11-21T14:17:33.030632] [INFO ] [CONFIGURE ] FF: Testing feature 25/29: add_tick_distribution [2025-11-21T14:17:33.030694] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T14:17:33.390073] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:33.729329] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:34.065496] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:17:34.405674] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:17:34.734694] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:35.076503] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:35.400801] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:35.737119] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:36.080125] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:36.419956] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:36.420152] [INFO ] [CONFIGURE ] FF: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:17:36.420233] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6335 tests [2025-11-21T14:17:36.420282] [INFO ] [CONFIGURE ] FF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:17:36.420324] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T14:17:36.767927] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:37.128478] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:37.481103] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:17:37.833186] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:17:38.201078] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:38.572823] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:38.978510] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:39.323834] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:39.650791] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:39.974696] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:39.974937] [INFO ] [CONFIGURE ] FF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:17:39.974998] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6334 tests [2025-11-21T14:17:39.975048] [INFO ] [CONFIGURE ] FF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:17:39.975097] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T14:17:40.336116] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:40.673771] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:41.049459] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:17:41.438549] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:17:41.793421] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:42.129226] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:42.464531] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:42.801222] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:43.166659] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:43.511732] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:43.511923] [INFO ] [CONFIGURE ] FF: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:17:43.511980] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6333 tests [2025-11-21T14:17:43.512026] [INFO ] [CONFIGURE ] FF: Testing feature 28/29: add_volume_profile [2025-11-21T14:17:43.512066] [INFO ] [CONFIGURE ] FF: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T14:17:43.838688] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:17:44.182408] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:44.518945] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:17:44.853671] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:17:45.250005] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:17:45.698541] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:17:46.058682] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:46.365471] [DEBUG] [FORECASTER] FF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:46.696546] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:17:47.026850] [DEBUG] [FORECASTER] FF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:17:47.027026] [INFO ] [CONFIGURE ] FF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:17:47.027081] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6332 tests [2025-11-21T14:17:47.027130] [INFO ] [CONFIGURE ] FF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:17:47.027170] [INFO ] [CONFIGURE ] FF: Best accuracy: 70.00% [2025-11-21T14:17:47.027211] [INFO ] [CONFIGURE ] FF: Best feature set (4 features): ['add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T14:17:47.027251] [INFO ] [CONFIGURE ] FF: Improvement over baseline: 30.00% [2025-11-21T14:17:47.027288] [INFO ] [CONFIGURE ] FF: Total time: 1.5 minutes [2025-11-21T14:17:47.027325] [INFO ] [CONFIGURE ] FF: Average time per feature: 3.1 seconds [2025-11-21T14:17:47.027363] [INFO ] [CONFIGURE ] FF: Average speed: 0.33 features/sec [2025-11-21T14:17:47.027843] [INFO ] [LOCAL ] Saved configuration for FF: 4 features, 70.00% accuracy -> ./output/feature-sets/FF.json [2025-11-21T14:17:47.027901] [INFO ] [CONFIGURE ] FF: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T14:17:47.027949] [INFO ] [sig ] [510/723] Successfully configured FF | 0.01 sym/s | Total: 11.7h | ETA: 4.9h [2025-11-21T14:17:47.027992] [INFO ] [sig ] [511/723] Configuring FFC... [2025-11-21T14:17:47.028032] [INFO ] [CONFIGURE ] FFC: Configurate test run. [2025-11-21T14:17:47.028070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-11-21T14:17:47.075487] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FFC'. [2025-11-21T14:17:47.075970] [INFO ] [CONFIGURE ] FFC: Testing with 29 available features [2025-11-21T14:17:47.076037] [INFO ] [CONFIGURE ] FFC: Establishing baseline with no features... [2025-11-21T14:17:47.243797] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:17:47.412886] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:17:47.581402] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:17:47.756669] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:17:47.929514] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:17:48.098321] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:17:48.267970] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:17:48.438543] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:17:48.613010] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:17:48.780809] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:17:48.781028] [INFO ] [CONFIGURE ] FFC: Baseline score (no features): 30.00% [2025-11-21T14:17:48.781090] [INFO ] [CONFIGURE ] FFC: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:17:48.781139] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:17:48.980447] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:17:49.185017] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:49.385639] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:17:49.586897] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:17:49.793704] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:17:50.000953] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:17:50.212166] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:17:50.431013] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:17:50.642687] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:17:50.844983] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:17:50.845143] [INFO ] [CONFIGURE ] FFC: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T14:17:50.845192] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6331 tests [2025-11-21T14:17:50.845229] [INFO ] [CONFIGURE ] FFC: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:17:50.845265] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:17:51.080710] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:17:51.310549] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:51.542512] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:17:51.784225] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:17:52.038102] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:17:52.270888] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:17:52.500143] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:17:52.733369] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:52.965173] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:17:53.198669] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:17:53.198838] [INFO ] [CONFIGURE ] FFC: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T14:17:53.198897] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6330 tests [2025-11-21T14:17:53.198948] [INFO ] [CONFIGURE ] FFC: Testing feature 3/29: add_daily_returns [2025-11-21T14:17:53.198993] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:17:53.444937] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:17:53.691050] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:17:53.937937] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:17:54.185681] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:17:54.455208] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:17:54.719623] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:17:54.975564] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:17:55.224502] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:55.470888] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:17:55.718983] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:17:55.719153] [INFO ] [CONFIGURE ] FFC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:17:55.719209] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6329 tests [2025-11-21T14:17:55.719255] [INFO ] [CONFIGURE ] FFC: Testing feature 4/29: add_ema [2025-11-21T14:17:55.719297] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T14:17:55.997427] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:17:56.275423] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:17:56.550948] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:17:56.836859] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:17:57.116149] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:17:57.396414] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:17:57.670576] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:17:57.962392] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:17:58.254151] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:17:58.540688] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:17:58.540871] [INFO ] [CONFIGURE ] FFC: KEPT add_ema (score: 70.00%) [2025-11-21T14:17:58.540930] [INFO ] [CONFIGURE ] JOB ETA: 5.0h | Avg: 2.8s/test | Remaining: 6328 tests [2025-11-21T14:17:58.540979] [INFO ] [CONFIGURE ] FFC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:17:58.541021] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:17:58.860205] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:17:59.173877] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:17:59.524777] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:17:59.884604] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:00.223193] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:01.249553] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:01.579962] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:01.911113] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:02.236422] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:02.555179] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:02.555376] [INFO ] [CONFIGURE ] FFC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T14:18:02.555430] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6327 tests [2025-11-21T14:18:02.555529] [INFO ] [CONFIGURE ] FFC: Testing feature 6/29: add_failed_moves [2025-11-21T14:18:02.555576] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T14:18:02.833050] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:03.114914] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:03.397038] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:03.692177] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:03.981859] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:04.282273] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:04.581335] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:04.889987] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:05.183038] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:05.489232] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:05.489413] [INFO ] [CONFIGURE ] FFC: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:18:05.489469] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6326 tests [2025-11-21T14:18:05.489582] [INFO ] [CONFIGURE ] FFC: Testing feature 7/29: add_lag_shelf [2025-11-21T14:18:05.489623] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T14:18:05.781054] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:18:06.070205] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:06.350149] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:06.636008] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:06.931345] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:07.215240] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:07.508400] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:07.799094] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:08.090048] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:08.391477] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:08.391672] [INFO ] [CONFIGURE ] FFC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T14:18:08.391729] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6325 tests [2025-11-21T14:18:08.391778] [INFO ] [CONFIGURE ] FFC: Testing feature 8/29: add_macd [2025-11-21T14:18:08.391851] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T14:18:08.755118] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:09.152228] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:18:09.511065] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:09.871139] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:10.247807] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:10.627632] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:11.010574] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:11.395311] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:18:11.767924] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:12.141771] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:12.142000] [INFO ] [CONFIGURE ] FFC: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:18:12.142090] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6324 tests [2025-11-21T14:18:12.142144] [INFO ] [CONFIGURE ] FFC: Testing feature 9/29: add_mfi [2025-11-21T14:18:12.142189] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T14:18:12.444866] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:18:12.750934] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:13.059154] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:13.377725] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:13.685664] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:13.985381] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:14.286313] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:14.597391] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:14.924699] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:15.240836] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:15.241038] [INFO ] [CONFIGURE ] FFC: DISCARDED add_mfi (score: 70.00%) [2025-11-21T14:18:15.241099] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6323 tests [2025-11-21T14:18:15.241145] [INFO ] [CONFIGURE ] FFC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:18:15.241187] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:18:15.621869] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:15.997617] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:16.410552] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:16.821997] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:17.246527] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:17.674635] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:18.100461] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:18.533575] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:18:18.940412] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:19.350805] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:19.351012] [INFO ] [CONFIGURE ] FFC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:18:19.351069] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6322 tests [2025-11-21T14:18:19.351117] [INFO ] [CONFIGURE ] FFC: Testing feature 11/29: add_obv_daily [2025-11-21T14:18:19.351161] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T14:18:19.685060] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:20.026531] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:18:20.364630] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:20.700468] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:21.029128] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:21.370084] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:21.717922] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:22.012601] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:22.312600] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:22.645890] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:22.646079] [INFO ] [CONFIGURE ] FFC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:18:22.646137] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6321 tests [2025-11-21T14:18:22.646184] [INFO ] [CONFIGURE ] FFC: Testing feature 12/29: add_obv_interval [2025-11-21T14:18:22.646229] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T14:18:22.953116] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:18:23.256683] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:23.559969] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:23.829855] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:24.110300] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:24.392253] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:24.663501] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:24.936534] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:25.207095] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:25.488722] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:25.488909] [INFO ] [CONFIGURE ] FFC: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T14:18:25.488968] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6320 tests [2025-11-21T14:18:25.489016] [INFO ] [CONFIGURE ] FFC: Testing feature 13/29: add_opening_strength [2025-11-21T14:18:25.489060] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:18:25.798273] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:26.099339] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:26.416076] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:26.738837] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:18:27.068873] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:18:27.392513] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:27.704265] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:28.016792] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:28.342771] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:28.667107] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:28.667293] [INFO ] [CONFIGURE ] FFC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:18:28.667353] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6319 tests [2025-11-21T14:18:28.667478] [INFO ] [CONFIGURE ] FFC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:18:28.667527] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T14:18:28.981023] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:18:29.292886] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:29.611092] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:29.934415] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:30.242471] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:30.553867] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:30.865418] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:31.181659] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:31.515250] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:31.864397] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:31.864640] [INFO ] [CONFIGURE ] FFC: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:18:31.864725] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6318 tests [2025-11-21T14:18:31.864774] [INFO ] [CONFIGURE ] FFC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:18:31.864817] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T14:18:32.157790] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:32.461035] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:32.747453] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:33.038702] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:33.325890] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:33.611768] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:33.897485] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:34.186248] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:34.478721] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:34.768242] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:34.768408] [INFO ] [CONFIGURE ] FFC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:18:34.768464] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6317 tests [2025-11-21T14:18:34.768512] [INFO ] [CONFIGURE ] FFC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:18:34.768556] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T14:18:35.076938] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:35.378914] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:35.692582] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:35.999571] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:36.301258] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:36.612220] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:36.929882] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:37.369664] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:37.824538] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:38.186528] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:38.186745] [INFO ] [CONFIGURE ] FFC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:18:38.186806] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6316 tests [2025-11-21T14:18:38.186853] [INFO ] [CONFIGURE ] FFC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:18:38.186897] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T14:18:38.498063] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:18:38.806703] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:18:39.120330] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:39.427436] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:18:39.737150] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:40.052143] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:40.362708] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:40.678769] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:40.993593] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:41.307461] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:41.307688] [INFO ] [CONFIGURE ] FFC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:18:41.307748] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6315 tests [2025-11-21T14:18:41.307796] [INFO ] [CONFIGURE ] FFC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:18:41.307840] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T14:18:41.598628] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:41.884292] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:42.171925] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:42.468401] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:42.753013] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:43.052467] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:43.341751] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:43.653392] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:43.947380] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:44.236166] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:44.236334] [INFO ] [CONFIGURE ] FFC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:18:44.236392] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6314 tests [2025-11-21T14:18:44.236440] [INFO ] [CONFIGURE ] FFC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:18:44.236505] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T14:18:44.521267] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:18:44.814458] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:45.096796] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:45.383691] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:45.675874] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:45.963450] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:46.252464] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:46.545340] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:46.832290] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:47.145973] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:47.146142] [INFO ] [CONFIGURE ] FFC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:18:47.146199] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6313 tests [2025-11-21T14:18:47.146246] [INFO ] [CONFIGURE ] FFC: Testing feature 20/29: add_price_rejection [2025-11-21T14:18:47.146290] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T14:18:47.472769] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:18:47.804271] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:48.119199] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:48.428246] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:48.757307] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:49.065618] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:49.380956] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:49.709981] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:50.027802] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:50.343993] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:50.344186] [INFO ] [CONFIGURE ] FFC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T14:18:50.344243] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6312 tests [2025-11-21T14:18:50.344307] [INFO ] [CONFIGURE ] FFC: Testing feature 21/29: add_range_position [2025-11-21T14:18:50.344367] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T14:18:50.672353] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:51.002270] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:51.350610] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:51.697892] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:52.045079] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:52.378042] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:52.713172] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:53.049275] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:53.383460] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:53.727056] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:53.727264] [INFO ] [CONFIGURE ] FFC: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:18:53.727323] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6311 tests [2025-11-21T14:18:53.727364] [INFO ] [CONFIGURE ] FFC: Testing feature 22/29: add_realized_volatility [2025-11-21T14:18:53.727402] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T14:18:54.137342] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:18:54.538611] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:54.940176] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:18:55.342734] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:55.752774] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:56.170604] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:18:56.579944] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:18:56.995003] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:18:57.420077] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:18:57.842334] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:18:57.842525] [INFO ] [CONFIGURE ] FFC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:18:57.842586] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6310 tests [2025-11-21T14:18:57.842636] [INFO ] [CONFIGURE ] FFC: Testing feature 23/29: add_recent_range_context [2025-11-21T14:18:57.842702] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T14:18:58.177598] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:18:58.503706] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:18:58.828728] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:18:59.156903] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:18:59.481243] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:18:59.814139] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:00.172061] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:19:01.197710] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:19:01.799203] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:19:02.141831] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:19:02.142076] [INFO ] [CONFIGURE ] FFC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:19:02.142138] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6309 tests [2025-11-21T14:19:02.142189] [INFO ] [CONFIGURE ] FFC: Testing feature 24/29: add_rsi [2025-11-21T14:19:02.142233] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T14:19:02.469698] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:02.789188] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:19:03.123661] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:03.449813] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:03.765262] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:04.091417] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:04.409496] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:19:04.746033] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:05.084176] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:19:05.417561] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:19:05.417760] [INFO ] [CONFIGURE ] FFC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:19:05.417822] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6308 tests [2025-11-21T14:19:05.417872] [INFO ] [CONFIGURE ] FFC: Testing feature 25/29: add_tick_distribution [2025-11-21T14:19:05.417918] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T14:19:05.746995] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:06.063155] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:19:06.369914] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:06.672287] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:06.969392] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:07.269382] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:07.564092] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:19:07.870696] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:08.165473] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:19:08.466176] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:19:08.466348] [INFO ] [CONFIGURE ] FFC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:19:08.466406] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6307 tests [2025-11-21T14:19:08.466454] [INFO ] [CONFIGURE ] FFC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:19:08.466518] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T14:19:08.790334] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:09.090879] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:19:09.401059] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:09.707463] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:10.008500] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:10.322022] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:10.626804] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:19:10.933670] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:19:11.232585] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:19:11.558138] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:19:11.558335] [INFO ] [CONFIGURE ] FFC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:19:11.558395] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6306 tests [2025-11-21T14:19:11.558443] [INFO ] [CONFIGURE ] FFC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:19:11.558487] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T14:19:11.899435] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:12.246012] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:19:12.587531] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:12.923085] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:13.259365] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:13.599619] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:13.912930] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:19:14.226904] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:19:14.560413] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:19:14.903294] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:19:14.903495] [INFO ] [CONFIGURE ] FFC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:19:14.903557] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6305 tests [2025-11-21T14:19:14.903605] [INFO ] [CONFIGURE ] FFC: Testing feature 28/29: add_volume_profile [2025-11-21T14:19:14.903668] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T14:19:15.218209] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:19:15.544638] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:19:15.866004] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:16.165942] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:16.504544] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:16.831146] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:17.160284] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:19:17.483833] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:19:17.808128] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:19:18.142983] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:19:18.143180] [INFO ] [CONFIGURE ] FFC: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:19:18.143280] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6304 tests [2025-11-21T14:19:18.143332] [INFO ] [CONFIGURE ] FFC: Testing feature 29/29: add_vwap [2025-11-21T14:19:18.143378] [INFO ] [CONFIGURE ] FFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T14:19:18.461784] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:19:18.788374] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:19.116148] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:19.445058] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:19.763550] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:20.106220] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:20.429912] [DEBUG] [FORECASTER] FFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:19:20.760275] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:21.083041] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:19:21.409992] [DEBUG] [FORECASTER] FFC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:19:21.410167] [INFO ] [CONFIGURE ] FFC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T14:19:21.410225] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6303 tests [2025-11-21T14:19:21.410273] [INFO ] [CONFIGURE ] FFC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:19:21.410315] [INFO ] [CONFIGURE ] FFC: Best accuracy: 70.00% [2025-11-21T14:19:21.410358] [INFO ] [CONFIGURE ] FFC: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T14:19:21.410400] [INFO ] [CONFIGURE ] FFC: Improvement over baseline: 40.00% [2025-11-21T14:19:21.410439] [INFO ] [CONFIGURE ] FFC: Total time: 1.5 minutes [2025-11-21T14:19:21.410478] [INFO ] [CONFIGURE ] FFC: Average time per feature: 3.2 seconds [2025-11-21T14:19:21.410515] [INFO ] [CONFIGURE ] FFC: Average speed: 0.31 features/sec [2025-11-21T14:19:21.410954] [INFO ] [LOCAL ] Saved configuration for FFC: 3 features, 70.00% accuracy -> ./output/feature-sets/FFC.json [2025-11-21T14:19:21.411013] [INFO ] [CONFIGURE ] FFC: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T14:19:21.411061] [INFO ] [sig ] [511/723] Successfully configured FFC | 0.01 sym/s | Total: 11.8h | ETA: 4.9h [2025-11-21T14:19:21.411106] [INFO ] [sig ] [512/723] Configuring FG... [2025-11-21T14:19:21.411155] [INFO ] [CONFIGURE ] FG: Configurate test run. [2025-11-21T14:19:21.411196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-11-21T14:19:21.457612] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FG'. [2025-11-21T14:19:21.458024] [INFO ] [CONFIGURE ] FG: Testing with 29 available features [2025-11-21T14:19:21.458089] [INFO ] [CONFIGURE ] FG: Establishing baseline with no features... [2025-11-21T14:19:21.650480] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:21.842489] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:22.028496] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:19:22.213812] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:19:22.399674] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:22.587451] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:22.778363] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:22.977906] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:23.165635] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:23.352922] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:19:23.353262] [INFO ] [CONFIGURE ] FG: Baseline score (no features): 50.00% [2025-11-21T14:19:23.353366] [INFO ] [CONFIGURE ] FG: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:19:23.353441] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:19:23.574994] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:23.793425] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:24.019247] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:19:24.242411] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:24.475233] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:24.774309] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:25.102728] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:25.366114] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:25.578122] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:25.777861] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:25.778052] [INFO ] [CONFIGURE ] FG: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T14:19:25.778101] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6302 tests [2025-11-21T14:19:25.778140] [INFO ] [CONFIGURE ] FG: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:19:25.778178] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:19:26.013411] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:26.251425] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:26.489614] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:19:26.727079] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:26.962930] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:27.200244] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:27.434667] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:27.674614] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:27.918949] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:28.158288] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:28.158470] [INFO ] [CONFIGURE ] FG: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-21T14:19:28.158527] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6301 tests [2025-11-21T14:19:28.158576] [INFO ] [CONFIGURE ] FG: Testing feature 3/29: add_daily_returns [2025-11-21T14:19:28.158620] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:19:28.380161] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:28.637966] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:28.851954] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:29.063953] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:29.281773] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:29.508134] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:29.733777] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:29.961062] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:30.178575] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:30.411766] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:19:30.411979] [INFO ] [CONFIGURE ] FG: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T14:19:30.412028] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6300 tests [2025-11-21T14:19:30.412067] [INFO ] [CONFIGURE ] FG: Testing feature 4/29: add_ema [2025-11-21T14:19:30.412104] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:19:30.677583] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:30.927904] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:31.176110] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:31.426588] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:31.693666] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:31.946422] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:32.217034] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:32.472475] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:32.726313] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:32.975510] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:32.975724] [INFO ] [CONFIGURE ] FG: DISCARDED add_ema (score: 80.00%) [2025-11-21T14:19:32.975802] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6299 tests [2025-11-21T14:19:32.975854] [INFO ] [CONFIGURE ] FG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:19:32.975903] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:19:33.251943] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:33.515465] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:33.780312] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:19:34.038315] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:34.298939] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:34.564369] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:34.835827] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:35.087622] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:19:35.352849] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:35.611963] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:35.612148] [INFO ] [CONFIGURE ] FG: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T14:19:35.612207] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6298 tests [2025-11-21T14:19:35.612309] [INFO ] [CONFIGURE ] FG: Testing feature 6/29: add_failed_moves [2025-11-21T14:19:35.612359] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T14:19:35.829382] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:36.045158] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:36.263374] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:19:36.488777] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:36.715625] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:36.938607] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:37.165567] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:37.396259] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:37.623490] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:37.854695] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:37.854887] [INFO ] [CONFIGURE ] FG: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T14:19:37.854946] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6297 tests [2025-11-21T14:19:37.854987] [INFO ] [CONFIGURE ] FG: Testing feature 7/29: add_lag_shelf [2025-11-21T14:19:37.855023] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T14:19:38.069364] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:38.272148] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:38.469896] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:19:38.671716] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:38.906969] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:39.108427] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:39.319137] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:39.529859] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:39.743743] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:39.958887] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:39.959063] [INFO ] [CONFIGURE ] FG: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T14:19:39.959111] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6296 tests [2025-11-21T14:19:39.959148] [INFO ] [CONFIGURE ] FG: Testing feature 8/29: add_macd [2025-11-21T14:19:39.959183] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T14:19:40.247833] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:40.556284] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:40.855190] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:41.158209] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:19:41.453840] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:41.755969] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:42.057601] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:42.385763] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:19:42.712268] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:43.046254] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:43.046445] [INFO ] [CONFIGURE ] FG: DISCARDED add_macd (score: 60.00%) [2025-11-21T14:19:43.046527] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6295 tests [2025-11-21T14:19:43.046576] [INFO ] [CONFIGURE ] FG: Testing feature 9/29: add_mfi [2025-11-21T14:19:43.046617] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T14:19:43.263046] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:43.489158] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:43.715026] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:19:43.943133] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:19:44.173734] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:44.413829] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:19:44.650661] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:44.872994] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:45.090174] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:45.301293] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:45.301524] [INFO ] [CONFIGURE ] FG: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:19:45.301585] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6294 tests [2025-11-21T14:19:45.301655] [INFO ] [CONFIGURE ] FG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:19:45.301705] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:19:45.625205] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:45.955745] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:46.293149] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:46.605452] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:19:46.907853] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:47.226224] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:47.550140] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:47.884862] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:19:48.183958] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:48.488357] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:48.488582] [INFO ] [CONFIGURE ] FG: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T14:19:48.488666] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6293 tests [2025-11-21T14:19:48.488718] [INFO ] [CONFIGURE ] FG: Testing feature 11/29: add_obv_daily [2025-11-21T14:19:48.488767] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T14:19:48.706784] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:48.920552] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:49.151295] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:49.383276] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:19:49.601934] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:49.829819] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:50.059376] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:50.285051] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:19:50.506511] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:50.747216] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:19:50.747583] [INFO ] [CONFIGURE ] FG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:19:50.747717] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6292 tests [2025-11-21T14:19:50.747805] [INFO ] [CONFIGURE ] FG: Testing feature 12/29: add_obv_interval [2025-11-21T14:19:50.747931] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T14:19:50.966835] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:51.188622] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:51.407124] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:51.629905] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:19:51.852682] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:52.069797] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:52.295386] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:52.514462] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:52.733021] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:52.955852] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:52.956091] [INFO ] [CONFIGURE ] FG: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T14:19:52.956158] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6291 tests [2025-11-21T14:19:52.956211] [INFO ] [CONFIGURE ] FG: Testing feature 13/29: add_opening_strength [2025-11-21T14:19:52.956261] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:19:53.191770] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:53.423840] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:19:53.678479] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:53.925958] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:54.172938] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:54.421771] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:54.667987] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:54.912724] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:55.157041] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:55.402737] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:55.402971] [INFO ] [CONFIGURE ] FG: KEPT add_opening_strength (score: 100.00%) [2025-11-21T14:19:55.403037] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6290 tests [2025-11-21T14:19:55.403083] [INFO ] [CONFIGURE ] FG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:19:55.403124] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T14:19:55.676246] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:55.952780] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:19:56.230594] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:19:56.518636] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:19:56.792370] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:19:57.069485] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:19:57.346993] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:19:57.623565] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:19:57.903441] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:19:58.184941] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:19:58.185145] [INFO ] [CONFIGURE ] FG: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:19:58.185203] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6289 tests [2025-11-21T14:19:58.185250] [INFO ] [CONFIGURE ] FG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:19:58.185296] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T14:19:58.447485] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:19:58.714973] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:19:58.979569] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:19:59.242989] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:19:59.503247] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:19:59.763523] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:00.030210] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:00.298034] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:00.568812] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:01.593338] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:01.593519] [INFO ] [CONFIGURE ] FG: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-11-21T14:20:01.593575] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6288 tests [2025-11-21T14:20:01.593622] [INFO ] [CONFIGURE ] FG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:20:01.593683] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T14:20:02.061195] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:02.374896] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:02.704248] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:03.046076] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:20:03.357403] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:03.668324] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:03.983915] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:04.291825] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:04.597351] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:04.916185] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:04.916457] [INFO ] [CONFIGURE ] FG: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T14:20:04.916540] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6287 tests [2025-11-21T14:20:04.916597] [INFO ] [CONFIGURE ] FG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:20:04.916672] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T14:20:05.214817] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:05.517795] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:05.821841] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:06.114259] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:06.422485] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:06.734209] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:07.039719] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:07.302035] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:07.567470] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:07.834823] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:07.835015] [INFO ] [CONFIGURE ] FG: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T14:20:07.835072] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6286 tests [2025-11-21T14:20:07.835118] [INFO ] [CONFIGURE ] FG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:20:07.835160] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T14:20:08.083925] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:08.338268] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:20:08.603958] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:08.852514] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:20:09.099322] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:09.346222] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:09.595359] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:09.844480] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:10.116344] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:20:10.364676] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:10.364872] [INFO ] [CONFIGURE ] FG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:20:10.364987] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6285 tests [2025-11-21T14:20:10.365041] [INFO ] [CONFIGURE ] FG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:20:10.365088] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T14:20:10.614595] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:10.870893] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:11.117558] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:11.365736] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:20:11.616220] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:20:11.867222] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:12.119395] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:12.375572] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:12.633145] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:12.892032] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:12.892206] [INFO ] [CONFIGURE ] FG: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T14:20:12.892271] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6284 tests [2025-11-21T14:20:12.892337] [INFO ] [CONFIGURE ] FG: Testing feature 20/29: add_price_rejection [2025-11-21T14:20:12.892399] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T14:20:13.167095] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:13.436883] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:13.709713] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:13.983901] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:14.247687] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:14.517110] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:14.788519] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:15.063155] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:15.329836] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:15.602582] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:20:15.602781] [INFO ] [CONFIGURE ] FG: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T14:20:15.602841] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6283 tests [2025-11-21T14:20:15.602889] [INFO ] [CONFIGURE ] FG: Testing feature 21/29: add_range_position [2025-11-21T14:20:15.602932] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T14:20:15.891857] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:16.180525] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:16.466953] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:16.752916] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:17.044715] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:20:17.340325] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:17.640237] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:17.933113] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:18.237318] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:18.538748] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:18.539395] [INFO ] [CONFIGURE ] FG: DISCARDED add_range_position (score: 100.00%) [2025-11-21T14:20:18.539461] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6282 tests [2025-11-21T14:20:18.539512] [INFO ] [CONFIGURE ] FG: Testing feature 22/29: add_realized_volatility [2025-11-21T14:20:18.539559] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T14:20:18.919526] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:19.295405] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:19.670587] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:20.046141] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:20.427290] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:20.812880] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:21.202338] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:21.572658] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:20:21.955262] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:22.335919] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:22.336138] [INFO ] [CONFIGURE ] FG: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T14:20:22.336200] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6281 tests [2025-11-21T14:20:22.336251] [INFO ] [CONFIGURE ] FG: Testing feature 23/29: add_recent_range_context [2025-11-21T14:20:22.336299] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T14:20:22.605662] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:22.875316] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:23.141854] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:23.402343] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:23.675240] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:23.943223] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:24.208411] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:24.479626] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:24.748089] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:25.013521] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:25.013714] [INFO ] [CONFIGURE ] FG: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T14:20:25.013772] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6280 tests [2025-11-21T14:20:25.013818] [INFO ] [CONFIGURE ] FG: Testing feature 24/29: add_rsi [2025-11-21T14:20:25.013963] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T14:20:25.318332] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:25.618218] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:20:25.920850] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:26.237346] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:26.548823] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:20:26.855439] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:27.180936] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:27.493727] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:20:27.803542] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:20:28.121105] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:28.121316] [INFO ] [CONFIGURE ] FG: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:20:28.121379] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6279 tests [2025-11-21T14:20:28.121427] [INFO ] [CONFIGURE ] FG: Testing feature 25/29: add_tick_distribution [2025-11-21T14:20:28.121472] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T14:20:28.383032] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:28.647141] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:28.929092] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:29.208566] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:20:29.482148] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:29.752911] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:30.016858] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:30.304297] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:30.599705] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:30.887073] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:30.887263] [INFO ] [CONFIGURE ] FG: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T14:20:30.887324] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6278 tests [2025-11-21T14:20:30.887374] [INFO ] [CONFIGURE ] FG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:20:30.887419] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T14:20:31.172971] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:31.474009] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:31.772051] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:32.153907] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:20:32.504371] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:32.808022] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:33.055129] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:33.306566] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:33.555163] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:20:33.805589] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:33.805783] [INFO ] [CONFIGURE ] FG: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:20:33.805841] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6277 tests [2025-11-21T14:20:33.805890] [INFO ] [CONFIGURE ] FG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:20:33.805934] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T14:20:34.086506] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:34.389534] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:34.682675] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:34.972884] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:35.254800] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:35.536976] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:35.818749] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:36.100097] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:36.416183] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:36.735316] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:36.735521] [INFO ] [CONFIGURE ] FG: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T14:20:36.735591] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6276 tests [2025-11-21T14:20:36.735670] [INFO ] [CONFIGURE ] FG: Testing feature 28/29: add_volume_profile [2025-11-21T14:20:36.735729] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T14:20:37.004624] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:37.273156] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:37.547656] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:37.859560] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:20:38.152121] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:38.430384] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:38.705623] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:38.975740] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:39.269669] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:39.565232] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:39.565419] [INFO ] [CONFIGURE ] FG: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T14:20:39.565477] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6275 tests [2025-11-21T14:20:39.565526] [INFO ] [CONFIGURE ] FG: Testing feature 29/29: add_vwap [2025-11-21T14:20:39.565570] [INFO ] [CONFIGURE ] FG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T14:20:39.858034] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:20:40.173199] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:40.463187] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:20:40.763887] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:41.071024] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:20:41.372436] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:41.675127] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:20:41.978249] [DEBUG] [FORECASTER] FG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:20:42.255193] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:20:42.538035] [DEBUG] [FORECASTER] FG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:42.538233] [INFO ] [CONFIGURE ] FG: DISCARDED add_vwap (score: 80.00%) [2025-11-21T14:20:42.538292] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6274 tests [2025-11-21T14:20:42.538349] [INFO ] [CONFIGURE ] FG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:20:42.538400] [INFO ] [CONFIGURE ] FG: Best accuracy: 100.00% [2025-11-21T14:20:42.538450] [INFO ] [CONFIGURE ] FG: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:20:42.538496] [INFO ] [CONFIGURE ] FG: Improvement over baseline: 50.00% [2025-11-21T14:20:42.538534] [INFO ] [CONFIGURE ] FG: Total time: 1.3 minutes [2025-11-21T14:20:42.538571] [INFO ] [CONFIGURE ] FG: Average time per feature: 2.7 seconds [2025-11-21T14:20:42.538611] [INFO ] [CONFIGURE ] FG: Average speed: 0.37 features/sec [2025-11-21T14:20:42.539132] [INFO ] [LOCAL ] Saved configuration for FG: 3 features, 100.00% accuracy -> ./output/feature-sets/FG.json [2025-11-21T14:20:42.539192] [INFO ] [CONFIGURE ] FG: Configuration saved successfully: 3 features, 100.00% accuracy. [2025-11-21T14:20:42.539243] [INFO ] [sig ] [512/723] Successfully configured FG | 0.01 sym/s | Total: 11.8h | ETA: 4.9h [2025-11-21T14:20:42.539289] [INFO ] [sig ] [513/723] Configuring FHN... [2025-11-21T14:20:42.539330] [INFO ] [CONFIGURE ] FHN: Configurate test run. [2025-11-21T14:20:42.539375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-11-21T14:20:42.738662] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FHN'. [2025-11-21T14:20:42.739038] [INFO ] [CONFIGURE ] FHN: Testing with 29 available features [2025-11-21T14:20:42.739103] [INFO ] [CONFIGURE ] FHN: Establishing baseline with no features... [2025-11-21T14:20:42.908175] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:20:43.078862] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:43.245218] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:20:43.412603] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:20:43.581167] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:20:43.762504] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:20:43.942137] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:20:44.114070] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:44.288727] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:20:44.462432] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:44.462584] [INFO ] [CONFIGURE ] FHN: Baseline score (no features): 40.00% [2025-11-21T14:20:44.462630] [INFO ] [CONFIGURE ] FHN: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:20:44.462687] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:20:44.670404] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:20:44.891021] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:45.114044] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:20:45.332776] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:45.541540] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:20:45.755441] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:20:45.972240] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:20:46.179355] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:46.390039] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:20:46.604712] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:46.604889] [INFO ] [CONFIGURE ] FHN: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T14:20:46.604937] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6273 tests [2025-11-21T14:20:46.604975] [INFO ] [CONFIGURE ] FHN: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:20:46.605010] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:20:46.841608] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:20:47.086126] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:47.369043] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:20:47.638842] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:47.915936] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:20:48.181427] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:20:48.429459] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:20:48.671260] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:48.919679] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:20:49.164610] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:49.164829] [INFO ] [CONFIGURE ] FHN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T14:20:49.164885] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6272 tests [2025-11-21T14:20:49.164926] [INFO ] [CONFIGURE ] FHN: Testing feature 3/29: add_daily_returns [2025-11-21T14:20:49.164968] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:20:49.387830] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:20:49.605724] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:49.822354] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:20:50.039559] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:50.257398] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:20:50.472618] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:20:50.691565] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:20:50.922812] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:20:51.146047] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:20:51.392022] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:51.392389] [INFO ] [CONFIGURE ] FHN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:20:51.392493] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6271 tests [2025-11-21T14:20:51.392580] [INFO ] [CONFIGURE ] FHN: Testing feature 4/29: add_ema [2025-11-21T14:20:51.392707] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:20:51.653528] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:20:51.940248] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:52.201756] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:20:52.470433] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:52.743384] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:20:53.016531] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:20:53.273186] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:20:53.533396] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:53.788344] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:20:54.051940] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:54.052160] [INFO ] [CONFIGURE ] FHN: KEPT add_ema (score: 60.00%) [2025-11-21T14:20:54.052235] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6270 tests [2025-11-21T14:20:54.052287] [INFO ] [CONFIGURE ] FHN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:20:54.052349] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:20:54.363789] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:20:54.662223] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:54.971335] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:20:55.287579] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:20:55.598335] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:20:55.905041] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:20:56.206800] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:20:56.504899] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:56.804434] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:20:57.105041] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:57.105350] [INFO ] [CONFIGURE ] FHN: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:20:57.105415] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6269 tests [2025-11-21T14:20:57.105454] [INFO ] [CONFIGURE ] FHN: Testing feature 6/29: add_failed_moves [2025-11-21T14:20:57.105488] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T14:20:57.363333] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:20:57.636068] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:20:57.900620] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:20:58.169012] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:20:58.428347] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:20:58.690487] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:20:58.955980] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:20:59.214932] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:20:59.480069] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:20:59.744936] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:20:59.745153] [INFO ] [CONFIGURE ] FHN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:20:59.745211] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6268 tests [2025-11-21T14:20:59.745257] [INFO ] [CONFIGURE ] FHN: Testing feature 7/29: add_lag_shelf [2025-11-21T14:20:59.745299] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T14:20:59.993264] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:00.279685] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:00.521138] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:00.776308] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:01.730879] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:02.141294] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:02.398797] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:02.658143] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:02.915737] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:03.168627] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:03.168846] [INFO ] [CONFIGURE ] FHN: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:21:03.168898] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6267 tests [2025-11-21T14:21:03.168939] [INFO ] [CONFIGURE ] FHN: Testing feature 8/29: add_macd [2025-11-21T14:21:03.168977] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T14:21:03.491045] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:03.816097] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:04.144107] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:04.481671] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:04.840010] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:05.208848] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:05.563097] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:05.924010] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:06.251825] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:06.598034] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:06.598237] [INFO ] [CONFIGURE ] FHN: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:21:06.598295] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6266 tests [2025-11-21T14:21:06.598340] [INFO ] [CONFIGURE ] FHN: Testing feature 9/29: add_mfi [2025-11-21T14:21:06.598383] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T14:21:06.869891] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:07.135118] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:07.404564] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:07.670675] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:07.948266] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:08.219587] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:08.487883] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:08.761807] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:09.038316] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:09.307297] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:09.307514] [INFO ] [CONFIGURE ] FHN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:21:09.307572] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6265 tests [2025-11-21T14:21:09.307619] [INFO ] [CONFIGURE ] FHN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:21:09.307689] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:21:09.639024] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:09.972690] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:10.320812] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:10.670235] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:21:11.009942] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:11.344025] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:11.688401] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:21:12.052403] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:12.395430] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:12.759035] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:12.759270] [INFO ] [CONFIGURE ] FHN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:21:12.759331] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6264 tests [2025-11-21T14:21:12.759383] [INFO ] [CONFIGURE ] FHN: Testing feature 11/29: add_obv_daily [2025-11-21T14:21:12.759429] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T14:21:13.046245] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:13.326341] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:13.612582] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:13.898972] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:21:14.175552] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:14.454708] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:21:14.735099] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:15.007742] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:15.292767] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:15.579745] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:15.579944] [INFO ] [CONFIGURE ] FHN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:21:15.580004] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6263 tests [2025-11-21T14:21:15.580053] [INFO ] [CONFIGURE ] FHN: Testing feature 12/29: add_obv_interval [2025-11-21T14:21:15.580102] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T14:21:15.856942] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:16.120851] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:16.388801] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:16.684755] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:16.975632] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:17.261028] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:17.530062] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:17.800426] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:18.078418] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:18.356717] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:21:18.356903] [INFO ] [CONFIGURE ] FHN: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:21:18.356961] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6262 tests [2025-11-21T14:21:18.357008] [INFO ] [CONFIGURE ] FHN: Testing feature 13/29: add_opening_strength [2025-11-21T14:21:18.357052] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:21:18.648871] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:19.001150] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:19.432686] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:19.771505] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:20.077609] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:21:20.361304] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:21:20.654569] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:21:20.957126] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:21.251966] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:21.534973] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:21.535189] [INFO ] [CONFIGURE ] FHN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:21:21.535249] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6261 tests [2025-11-21T14:21:21.535297] [INFO ] [CONFIGURE ] FHN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:21:21.535343] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T14:21:21.845994] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:22.133659] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:22.415240] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:22.698056] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:21:22.982479] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:23.262137] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:23.543417] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:21:23.835983] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:21:24.113322] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:24.393827] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:24.394001] [INFO ] [CONFIGURE ] FHN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:21:24.394058] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6260 tests [2025-11-21T14:21:24.394102] [INFO ] [CONFIGURE ] FHN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:21:24.394145] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T14:21:24.648432] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:24.926129] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:25.209206] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:25.480491] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:25.756324] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:26.024375] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:26.285943] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:26.546156] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:26.820294] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:27.104370] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:27.104575] [INFO ] [CONFIGURE ] FHN: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T14:21:27.104665] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6259 tests [2025-11-21T14:21:27.104720] [INFO ] [CONFIGURE ] FHN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:21:27.104765] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T14:21:27.386960] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:27.663944] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:27.937452] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:28.210289] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:28.485355] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:28.755390] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:29.033346] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:29.305795] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:29.573900] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:29.846170] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:29.846374] [INFO ] [CONFIGURE ] FHN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:21:29.846443] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6258 tests [2025-11-21T14:21:29.846517] [INFO ] [CONFIGURE ] FHN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:21:29.846563] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T14:21:30.125620] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:30.395467] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:30.667011] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:21:30.935475] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:31.207961] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:31.487819] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:21:31.759007] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:32.036136] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:32.309735] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:32.581799] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:32.581980] [INFO ] [CONFIGURE ] FHN: KEPT add_pbf_return_2d (score: 70.00%) [2025-11-21T14:21:32.582036] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6257 tests [2025-11-21T14:21:32.582082] [INFO ] [CONFIGURE ] FHN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:21:32.582124] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T14:21:32.873413] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:33.159317] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:33.442746] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:33.729627] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:34.022183] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:34.308012] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:34.595059] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:34.886107] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:35.171974] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:35.459478] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:35.459726] [INFO ] [CONFIGURE ] FHN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:21:35.459791] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6256 tests [2025-11-21T14:21:35.459883] [INFO ] [CONFIGURE ] FHN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:21:35.459930] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T14:21:35.731167] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:36.004057] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:36.278375] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:21:36.548598] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:36.815414] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:37.081105] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:21:37.359069] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:37.638795] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:37.906147] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:38.169237] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:38.169415] [INFO ] [CONFIGURE ] FHN: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T14:21:38.169474] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6255 tests [2025-11-21T14:21:38.169523] [INFO ] [CONFIGURE ] FHN: Testing feature 20/29: add_price_rejection [2025-11-21T14:21:38.169568] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T14:21:38.470828] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:38.774015] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:39.076848] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:39.386681] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:39.697308] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:40.013626] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:40.317809] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:40.621047] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:40.935681] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:41.241385] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:41.241567] [INFO ] [CONFIGURE ] FHN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:21:41.241625] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6254 tests [2025-11-21T14:21:41.241699] [INFO ] [CONFIGURE ] FHN: Testing feature 21/29: add_range_position [2025-11-21T14:21:41.241745] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T14:21:41.556296] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:21:41.873525] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:42.223604] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:42.559268] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:42.884373] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:43.207580] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:21:43.530004] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:21:43.851363] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:44.179127] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:44.504124] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:44.504323] [INFO ] [CONFIGURE ] FHN: DISCARDED add_range_position (score: 80.00%) [2025-11-21T14:21:44.504379] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6253 tests [2025-11-21T14:21:44.504426] [INFO ] [CONFIGURE ] FHN: Testing feature 22/29: add_realized_volatility [2025-11-21T14:21:44.504467] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T14:21:44.904291] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:45.308604] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:45.725773] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:46.142872] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:46.550578] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:46.959954] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:47.368584] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:21:47.771608] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:48.176459] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:48.595288] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:48.595487] [INFO ] [CONFIGURE ] FHN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:21:48.595545] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6252 tests [2025-11-21T14:21:48.595592] [INFO ] [CONFIGURE ] FHN: Testing feature 23/29: add_recent_range_context [2025-11-21T14:21:48.595635] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T14:21:48.909591] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:49.209614] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:49.511610] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:49.812597] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:50.128815] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:50.447824] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:50.762136] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:51.078556] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:51.397529] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:51.710527] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:51.710741] [INFO ] [CONFIGURE ] FHN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:21:51.710800] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6251 tests [2025-11-21T14:21:51.710899] [INFO ] [CONFIGURE ] FHN: Testing feature 24/29: add_rsi [2025-11-21T14:21:51.710951] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_rsi'] [2025-11-21T14:21:52.003806] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:52.285029] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:52.569062] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:52.859245] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:53.156003] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:53.438211] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:53.738926] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:54.060358] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:54.346689] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:21:54.631904] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:54.632078] [INFO ] [CONFIGURE ] FHN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:21:54.632136] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6250 tests [2025-11-21T14:21:54.632182] [INFO ] [CONFIGURE ] FHN: Testing feature 25/29: add_tick_distribution [2025-11-21T14:21:54.632225] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T14:21:54.917667] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:55.212721] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:55.505584] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:55.799507] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:21:56.094450] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:56.402123] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:21:56.693218] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:56.980164] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:21:57.270669] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:21:57.568133] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:21:57.568376] [INFO ] [CONFIGURE ] FHN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:21:57.568454] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6249 tests [2025-11-21T14:21:57.568517] [INFO ] [CONFIGURE ] FHN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:21:57.568565] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T14:21:57.843318] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:21:58.120086] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:21:58.401079] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:21:58.685599] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:21:58.981373] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:21:59.281730] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:21:59.571871] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:21:59.870862] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:22:00.911412] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:22:01.259401] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:22:01.259691] [INFO ] [CONFIGURE ] FHN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T14:22:01.259760] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6248 tests [2025-11-21T14:22:01.259821] [INFO ] [CONFIGURE ] FHN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:22:01.259869] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T14:22:01.620032] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:22:01.983961] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:22:02.365616] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:22:02.728329] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:03.084589] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:22:03.461394] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:22:03.845118] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:22:04.199350] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:22:04.547828] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:22:04.858864] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:22:04.859066] [INFO ] [CONFIGURE ] FHN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:22:04.859124] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6247 tests [2025-11-21T14:22:04.859173] [INFO ] [CONFIGURE ] FHN: Testing feature 28/29: add_volume_profile [2025-11-21T14:22:04.859218] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T14:22:05.181785] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:22:05.500139] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:22:05.829393] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:22:06.151700] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:06.479086] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:22:06.799314] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:07.129041] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:22:07.456196] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:22:07.797323] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:22:08.142257] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:22:08.142497] [INFO ] [CONFIGURE ] FHN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:22:08.142575] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6246 tests [2025-11-21T14:22:08.142661] [INFO ] [CONFIGURE ] FHN: Testing feature 29/29: add_vwap [2025-11-21T14:22:08.142807] [INFO ] [CONFIGURE ] FHN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T14:22:08.484288] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:22:08.824459] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:22:09.167046] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:22:09.497521] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:09.836769] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:22:10.164025] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:22:10.516958] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:22:10.861608] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:22:11.203116] [DEBUG] [FORECASTER] FHN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:22:11.557957] [DEBUG] [FORECASTER] FHN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:22:11.558167] [INFO ] [CONFIGURE ] FHN: DISCARDED add_vwap (score: 50.00%) [2025-11-21T14:22:11.558227] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6245 tests [2025-11-21T14:22:11.558274] [INFO ] [CONFIGURE ] FHN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:22:11.558318] [INFO ] [CONFIGURE ] FHN: Best accuracy: 80.00% [2025-11-21T14:22:11.558365] [INFO ] [CONFIGURE ] FHN: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T14:22:11.558406] [INFO ] [CONFIGURE ] FHN: Improvement over baseline: 40.00% [2025-11-21T14:22:11.558445] [INFO ] [CONFIGURE ] FHN: Total time: 1.5 minutes [2025-11-21T14:22:11.558490] [INFO ] [CONFIGURE ] FHN: Average time per feature: 3.0 seconds [2025-11-21T14:22:11.558530] [INFO ] [CONFIGURE ] FHN: Average speed: 0.33 features/sec [2025-11-21T14:22:11.559201] [INFO ] [LOCAL ] Saved configuration for FHN: 4 features, 80.00% accuracy -> ./output/feature-sets/FHN.json [2025-11-21T14:22:11.559262] [INFO ] [CONFIGURE ] FHN: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T14:22:11.559313] [INFO ] [sig ] [513/723] Successfully configured FHN | 0.01 sym/s | Total: 11.8h | ETA: 4.8h [2025-11-21T14:22:11.559360] [INFO ] [sig ] [514/723] Configuring FIHL... [2025-11-21T14:22:11.559403] [INFO ] [CONFIGURE ] FIHL: Configurate test run. [2025-11-21T14:22:11.559458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-11-21T14:22:11.610231] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FIHL'. [2025-11-21T14:22:11.611020] [INFO ] [CONFIGURE ] FIHL: Testing with 29 available features [2025-11-21T14:22:11.611112] [INFO ] [CONFIGURE ] FIHL: Establishing baseline with no features... [2025-11-21T14:22:11.869607] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:12.128493] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:12.369451] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:12.581087] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:12.758689] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:12.940419] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:22:13.121484] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:13.292677] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:13.474529] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:13.655587] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:13.655765] [INFO ] [CONFIGURE ] FIHL: Baseline score (no features): 30.00% [2025-11-21T14:22:13.655842] [INFO ] [CONFIGURE ] FIHL: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:22:13.655892] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:22:13.864911] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:14.085209] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:14.299332] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:14.511775] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:14.734466] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:14.944945] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:22:15.154380] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:15.358336] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:15.584132] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:15.805330] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:15.805639] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T14:22:15.805735] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6244 tests [2025-11-21T14:22:15.805845] [INFO ] [CONFIGURE ] FIHL: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:22:15.805957] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:22:16.014881] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:16.216116] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:16.410285] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:16.607807] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:16.802556] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:22:17.025073] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:22:17.247994] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:17.476788] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:17.703668] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:17.926105] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:17.926283] [INFO ] [CONFIGURE ] FIHL: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T14:22:17.926331] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6243 tests [2025-11-21T14:22:17.926369] [INFO ] [CONFIGURE ] FIHL: Testing feature 3/29: add_daily_returns [2025-11-21T14:22:17.926405] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:22:18.146792] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:18.364131] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:18.606863] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:18.847686] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:19.071364] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:19.307230] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:19.535377] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:19.769942] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:20.003291] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:20.237226] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:22:20.237415] [INFO ] [CONFIGURE ] FIHL: KEPT add_daily_returns (score: 50.00%) [2025-11-21T14:22:20.237463] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6242 tests [2025-11-21T14:22:20.237501] [INFO ] [CONFIGURE ] FIHL: Testing feature 4/29: add_ema [2025-11-21T14:22:20.237535] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T14:22:20.499066] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:20.761292] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:21.031562] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:21.301098] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:21.569236] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:21.847233] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:22.120347] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:22.385143] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:22.656404] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:22.933934] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:22.934149] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_ema (score: 40.00%) [2025-11-21T14:22:22.934208] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6241 tests [2025-11-21T14:22:22.934257] [INFO ] [CONFIGURE ] FIHL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:22:22.934301] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:22:23.214270] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:23.503752] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:23.809450] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:24.101538] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:24.385122] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:24.673006] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:22:24.960487] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:25.247950] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:25.531304] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:25.812637] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:22:25.812853] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:22:25.812965] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6240 tests [2025-11-21T14:22:25.813015] [INFO ] [CONFIGURE ] FIHL: Testing feature 6/29: add_failed_moves [2025-11-21T14:22:25.813059] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T14:22:26.053778] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:26.290794] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:26.531358] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:26.771861] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:27.013607] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:27.253097] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:22:27.492421] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:27.743962] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:27.988089] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:22:28.226361] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:22:28.226545] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T14:22:28.226601] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6239 tests [2025-11-21T14:22:28.226667] [INFO ] [CONFIGURE ] FIHL: Testing feature 7/29: add_lag_shelf [2025-11-21T14:22:28.226715] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T14:22:28.445525] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:28.682660] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:28.903827] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:29.126458] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:29.351088] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:29.581291] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:29.816845] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:30.050793] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:30.296431] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:30.526706] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:22:30.526892] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:22:30.526943] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6238 tests [2025-11-21T14:22:30.526984] [INFO ] [CONFIGURE ] FIHL: Testing feature 8/29: add_macd [2025-11-21T14:22:30.527022] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T14:22:30.834687] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:31.140828] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:31.448360] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:31.753669] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:22:32.084725] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:32.395812] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:32.712041] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:22:33.057011] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:33.392004] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:33.708625] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:33.708832] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:22:33.708888] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6237 tests [2025-11-21T14:22:33.708948] [INFO ] [CONFIGURE ] FIHL: Testing feature 9/29: add_mfi [2025-11-21T14:22:33.709000] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T14:22:33.953617] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:34.203774] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:34.473756] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:34.758472] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:35.008534] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:35.262526] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:35.518415] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:35.772785] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:36.034951] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:36.289874] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:36.290113] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_mfi (score: 40.00%) [2025-11-21T14:22:36.290170] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6236 tests [2025-11-21T14:22:36.290218] [INFO ] [CONFIGURE ] FIHL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:22:36.290262] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:22:36.624595] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:36.952679] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:22:37.321588] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:37.661333] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:38.008809] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:38.336150] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:38.671418] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:39.001111] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:39.324188] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:39.640670] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:39.640865] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T14:22:39.640921] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6235 tests [2025-11-21T14:22:39.641025] [INFO ] [CONFIGURE ] FIHL: Testing feature 11/29: add_obv_daily [2025-11-21T14:22:39.641099] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T14:22:39.888586] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:40.143848] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:40.412724] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:40.721142] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:40.981769] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:22:41.240709] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:41.515111] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:41.777036] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:42.030827] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:42.337087] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:42.337279] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:22:42.337336] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6234 tests [2025-11-21T14:22:42.337445] [INFO ] [CONFIGURE ] FIHL: Testing feature 12/29: add_obv_interval [2025-11-21T14:22:42.337493] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T14:22:42.614064] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:42.874888] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:43.120519] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:43.360351] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:43.610092] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:43.873796] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:44.156380] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:44.413834] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:44.668149] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:44.911429] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:44.911623] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:22:44.911724] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6233 tests [2025-11-21T14:22:44.911772] [INFO ] [CONFIGURE ] FIHL: Testing feature 13/29: add_opening_strength [2025-11-21T14:22:44.911815] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:22:45.171281] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:45.423865] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:45.704486] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:45.962544] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:46.226761] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:22:46.488554] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:46.767914] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:47.044707] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:47.312204] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:47.582057] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:47.582257] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:22:47.582313] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6232 tests [2025-11-21T14:22:47.582360] [INFO ] [CONFIGURE ] FIHL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:22:47.582457] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T14:22:47.842528] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:48.110190] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:48.373802] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:48.638462] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:48.901606] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:49.152537] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:49.407583] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:49.670926] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:49.955585] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:50.217122] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:50.217331] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:22:50.217389] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6231 tests [2025-11-21T14:22:50.217436] [INFO ] [CONFIGURE ] FIHL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:22:50.217511] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T14:22:50.460129] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:50.689526] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:22:50.919852] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:51.156399] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:51.401689] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:51.639500] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:22:51.905424] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:52.169169] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:52.468498] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:52.741749] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:52.741965] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T14:22:52.742025] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6230 tests [2025-11-21T14:22:52.742072] [INFO ] [CONFIGURE ] FIHL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:22:52.742169] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T14:22:53.022045] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:53.294560] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:53.555291] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:53.813773] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:54.097583] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:54.366884] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:54.637802] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:54.884702] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:22:55.133125] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:55.378860] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:55.379051] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T14:22:55.379108] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6229 tests [2025-11-21T14:22:55.379157] [INFO ] [CONFIGURE ] FIHL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:22:55.379200] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T14:22:55.623703] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:55.870700] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:56.122497] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:56.368423] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:56.651385] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:56.897585] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:57.164078] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:22:57.409710] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:22:57.658536] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:22:57.914770] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:22:57.914991] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T14:22:57.915051] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6228 tests [2025-11-21T14:22:57.915105] [INFO ] [CONFIGURE ] FIHL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:22:57.915150] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T14:22:58.149027] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:22:58.373398] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:22:58.600703] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:22:58.862458] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:22:59.201978] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:22:59.533634] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:22:59.838694] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:00.227519] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:00.963054] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:23:01.235857] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:23:01.236181] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T14:23:01.236287] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6227 tests [2025-11-21T14:23:01.236374] [INFO ] [CONFIGURE ] FIHL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:23:01.236452] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T14:23:01.449445] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:01.703835] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:01.969990] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:02.221514] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:02.458859] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:02.699793] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:02.930893] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:03.159340] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:03.390763] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:03.632600] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:23:03.633024] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T14:23:03.633088] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6226 tests [2025-11-21T14:23:03.633136] [INFO ] [CONFIGURE ] FIHL: Testing feature 20/29: add_price_rejection [2025-11-21T14:23:03.633181] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T14:23:03.893602] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:04.148233] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:04.409609] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:04.663320] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:04.925058] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:23:05.186590] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:05.443326] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:05.706624] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:05.962136] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:06.219532] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:23:06.219728] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T14:23:06.219787] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6225 tests [2025-11-21T14:23:06.219915] [INFO ] [CONFIGURE ] FIHL: Testing feature 21/29: add_range_position [2025-11-21T14:23:06.219962] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T14:23:06.492471] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:06.763821] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:07.023618] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:07.279485] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:07.541617] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:23:07.801936] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:08.076378] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:08.346710] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:08.618908] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:08.883889] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:23:08.884107] [INFO ] [CONFIGURE ] FIHL: KEPT add_range_position (score: 60.00%) [2025-11-21T14:23:08.884238] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6224 tests [2025-11-21T14:23:08.884303] [INFO ] [CONFIGURE ] FIHL: Testing feature 22/29: add_realized_volatility [2025-11-21T14:23:08.884355] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_realized_volatility'] [2025-11-21T14:23:09.293135] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:09.705227] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:10.106803] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:10.518584] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:10.924842] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:23:11.345196] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:23:11.751288] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:12.174267] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:12.610973] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:13.057296] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:23:13.057527] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:23:13.057587] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6223 tests [2025-11-21T14:23:13.057638] [INFO ] [CONFIGURE ] FIHL: Testing feature 23/29: add_recent_range_context [2025-11-21T14:23:13.057704] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_recent_range_context'] [2025-11-21T14:23:13.353943] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:13.654547] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:13.964394] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:14.258336] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:14.554923] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:14.862601] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:15.164418] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:15.468001] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:15.777574] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:16.071742] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:23:16.071912] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:23:16.071969] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6222 tests [2025-11-21T14:23:16.072015] [INFO ] [CONFIGURE ] FIHL: Testing feature 24/29: add_rsi [2025-11-21T14:23:16.072057] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T14:23:16.444861] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:16.780135] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:23:17.110086] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:17.458797] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:17.795499] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:18.131986] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:18.471327] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:18.819633] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:19.162775] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:19.490397] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:23:19.490588] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_rsi (score: 30.00%) [2025-11-21T14:23:19.490660] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6221 tests [2025-11-21T14:23:19.490711] [INFO ] [CONFIGURE ] FIHL: Testing feature 25/29: add_tick_distribution [2025-11-21T14:23:19.490776] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_tick_distribution'] [2025-11-21T14:23:19.796349] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:20.084497] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:20.366243] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:20.669873] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:20.958621] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:23:21.252309] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:21.562455] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:21.860028] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:22.164004] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:22.455620] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:23:22.455837] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T14:23:22.455898] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6220 tests [2025-11-21T14:23:22.455946] [INFO ] [CONFIGURE ] FIHL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:23:22.455991] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T14:23:22.779045] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:23.104394] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:23.407549] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:23.686526] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:23.962724] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:24.232661] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:24.501081] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:24.779529] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:25.063183] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:25.349009] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:23:25.349195] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:23:25.349255] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6219 tests [2025-11-21T14:23:25.349304] [INFO ] [CONFIGURE ] FIHL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:23:25.349348] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T14:23:25.653534] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:25.950303] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:26.255250] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:26.548992] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:26.845843] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:27.142723] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:27.441690] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:27.738906] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:28.044410] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:28.348858] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:23:28.349050] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:23:28.349107] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6218 tests [2025-11-21T14:23:28.349154] [INFO ] [CONFIGURE ] FIHL: Testing feature 28/29: add_volume_profile [2025-11-21T14:23:28.349197] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_volume_profile'] [2025-11-21T14:23:28.636592] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:28.938018] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:23:29.243509] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:29.535199] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:29.835375] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:23:30.125559] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:30.434716] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:30.750267] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:31.051162] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:23:31.348243] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:23:31.348442] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:23:31.348506] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6217 tests [2025-11-21T14:23:31.348552] [INFO ] [CONFIGURE ] FIHL: Testing feature 29/29: add_vwap [2025-11-21T14:23:31.348596] [INFO ] [CONFIGURE ] FIHL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_vwap'] [2025-11-21T14:23:31.654470] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:23:31.955378] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:23:32.253356] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:32.548826] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:23:32.850414] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:33.173105] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:23:33.499863] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:23:33.812277] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:23:34.115395] [DEBUG] [FORECASTER] FIHL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:23:34.421864] [DEBUG] [FORECASTER] FIHL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:23:34.422039] [INFO ] [CONFIGURE ] FIHL: DISCARDED add_vwap (score: 30.00%) [2025-11-21T14:23:34.422097] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6216 tests [2025-11-21T14:23:34.422144] [INFO ] [CONFIGURE ] FIHL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:23:34.422185] [INFO ] [CONFIGURE ] FIHL: Best accuracy: 60.00% [2025-11-21T14:23:34.422222] [INFO ] [CONFIGURE ] FIHL: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T14:23:34.422262] [INFO ] [CONFIGURE ] FIHL: Improvement over baseline: 30.00% [2025-11-21T14:23:34.422302] [INFO ] [CONFIGURE ] FIHL: Total time: 1.3 minutes [2025-11-21T14:23:34.422341] [INFO ] [CONFIGURE ] FIHL: Average time per feature: 2.8 seconds [2025-11-21T14:23:34.422379] [INFO ] [CONFIGURE ] FIHL: Average speed: 0.36 features/sec [2025-11-21T14:23:34.422797] [INFO ] [LOCAL ] Saved configuration for FIHL: 3 features, 60.00% accuracy -> ./output/feature-sets/FIHL.json [2025-11-21T14:23:34.422855] [INFO ] [CONFIGURE ] FIHL: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T14:23:34.422903] [INFO ] [sig ] [514/723] Successfully configured FIHL | 0.01 sym/s | Total: 11.8h | ETA: 4.8h [2025-11-21T14:23:34.422948] [INFO ] [sig ] [515/723] Configuring FLC... [2025-11-21T14:23:34.422989] [INFO ] [CONFIGURE ] FLC: Configurate test run. [2025-11-21T14:23:34.423029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'. [2025-11-21T14:23:34.527929] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FLC'. [2025-11-21T14:23:34.528314] [INFO ] [CONFIGURE ] FLC: Testing with 29 available features [2025-11-21T14:23:34.528382] [INFO ] [CONFIGURE ] FLC: Establishing baseline with no features... [2025-11-21T14:23:34.690730] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:34.860120] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:35.028884] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:35.196092] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:35.373058] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:35.548944] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:23:35.717720] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:23:35.886341] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:36.055134] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:36.228073] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:36.228233] [INFO ] [CONFIGURE ] FLC: Baseline score (no features): 30.00% [2025-11-21T14:23:36.228281] [INFO ] [CONFIGURE ] FLC: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:23:36.228320] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:23:36.436807] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:36.633776] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:36.835486] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:37.037632] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:37.242543] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:37.447984] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:37.654261] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:23:37.860309] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:38.069628] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:38.274562] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:38.274958] [INFO ] [CONFIGURE ] FLC: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T14:23:38.275039] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6215 tests [2025-11-21T14:23:38.275080] [INFO ] [CONFIGURE ] FLC: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:23:38.275114] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:23:38.482972] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:38.695106] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:38.903378] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:39.113974] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:39.317547] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:23:39.526428] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:39.739498] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:23:39.950880] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:40.168787] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:40.382090] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:40.382255] [INFO ] [CONFIGURE ] FLC: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T14:23:40.382346] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6214 tests [2025-11-21T14:23:40.382387] [INFO ] [CONFIGURE ] FLC: Testing feature 3/29: add_daily_returns [2025-11-21T14:23:40.382423] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:23:40.613235] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:40.866045] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:41.087996] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:41.312528] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:41.538547] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:23:41.761449] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:41.983149] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:23:42.211876] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:42.438036] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:42.662067] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:42.662399] [INFO ] [CONFIGURE ] FLC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:23:42.662504] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6213 tests [2025-11-21T14:23:42.662597] [INFO ] [CONFIGURE ] FLC: Testing feature 4/29: add_ema [2025-11-21T14:23:42.662755] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T14:23:42.919735] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:43.171869] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:43.426771] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:43.681102] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:43.938234] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:44.204547] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:44.470543] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:23:44.731702] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:44.988546] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:45.252830] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:45.253008] [INFO ] [CONFIGURE ] FLC: DISCARDED add_ema (score: 40.00%) [2025-11-21T14:23:45.253065] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6212 tests [2025-11-21T14:23:45.253124] [INFO ] [CONFIGURE ] FLC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:23:45.253165] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:23:45.499709] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:45.736182] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:45.972990] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:23:46.211394] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:46.461804] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:46.704735] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:23:46.947364] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:23:47.215102] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:47.478534] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:47.733853] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:47.734029] [INFO ] [CONFIGURE ] FLC: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T14:23:47.734085] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6211 tests [2025-11-21T14:23:47.734133] [INFO ] [CONFIGURE ] FLC: Testing feature 6/29: add_failed_moves [2025-11-21T14:23:47.734175] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T14:23:47.948739] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:48.169695] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:48.380716] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:48.593956] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:48.806722] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:49.022587] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:49.235491] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:23:49.452323] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:49.669272] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:49.885347] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:49.885571] [INFO ] [CONFIGURE ] FLC: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T14:23:49.885627] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6210 tests [2025-11-21T14:23:49.885701] [INFO ] [CONFIGURE ] FLC: Testing feature 7/29: add_lag_shelf [2025-11-21T14:23:49.885739] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T14:23:50.089123] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:50.294401] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:50.499694] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:50.701008] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:50.909064] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:23:51.113416] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:51.316092] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:23:51.527399] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:51.734826] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:51.941425] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:51.941582] [INFO ] [CONFIGURE ] FLC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:23:51.941629] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6209 tests [2025-11-21T14:23:51.941690] [INFO ] [CONFIGURE ] FLC: Testing feature 8/29: add_macd [2025-11-21T14:23:51.941751] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T14:23:52.235771] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:52.552570] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:52.877536] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:23:53.201638] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:53.516733] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:53.820132] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:54.120589] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:23:54.429735] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:54.734783] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:55.057739] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:55.057945] [INFO ] [CONFIGURE ] FLC: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:23:55.058006] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6208 tests [2025-11-21T14:23:55.058056] [INFO ] [CONFIGURE ] FLC: Testing feature 9/29: add_mfi [2025-11-21T14:23:55.058102] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T14:23:55.293131] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:55.530397] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:55.765495] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:55.999918] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:56.229766] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:56.476552] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:56.706933] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:23:56.939988] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:23:57.177155] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:23:57.415512] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:23:57.415756] [INFO ] [CONFIGURE ] FLC: DISCARDED add_mfi (score: 40.00%) [2025-11-21T14:23:57.415820] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6207 tests [2025-11-21T14:23:57.415870] [INFO ] [CONFIGURE ] FLC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:23:57.415924] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:23:57.734009] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:23:58.053926] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:23:58.378718] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:23:58.691664] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:23:59.011172] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:23:59.332617] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:23:59.647851] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:23:59.974094] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:01.011238] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:01.356320] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:01.356560] [INFO ] [CONFIGURE ] FLC: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:24:01.356621] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6206 tests [2025-11-21T14:24:01.356693] [INFO ] [CONFIGURE ] FLC: Testing feature 11/29: add_obv_daily [2025-11-21T14:24:01.356742] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T14:24:01.604518] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:01.850774] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:02.104345] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:24:02.340728] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:02.592316] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:02.839434] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:03.089126] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:24:03.330928] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:03.569073] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:03.812536] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:03.812729] [INFO ] [CONFIGURE ] FLC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:24:03.812785] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6205 tests [2025-11-21T14:24:03.812827] [INFO ] [CONFIGURE ] FLC: Testing feature 12/29: add_obv_interval [2025-11-21T14:24:03.812867] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T14:24:04.027433] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:04.251408] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:04.468168] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:04.684831] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:04.906802] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:05.129214] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:05.351235] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:05.575011] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:05.802221] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:06.030676] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:06.030882] [INFO ] [CONFIGURE ] FLC: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:24:06.030943] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6204 tests [2025-11-21T14:24:06.030995] [INFO ] [CONFIGURE ] FLC: Testing feature 13/29: add_opening_strength [2025-11-21T14:24:06.031038] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:24:06.293260] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:06.568090] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:06.822194] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:07.082891] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:07.336725] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:07.617567] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:07.934284] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:24:08.325990] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:08.683377] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:08.987302] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:08.987506] [INFO ] [CONFIGURE ] FLC: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T14:24:08.987563] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6203 tests [2025-11-21T14:24:08.987609] [INFO ] [CONFIGURE ] FLC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:24:08.987677] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T14:24:09.274774] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:09.536200] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:09.770343] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:10.001396] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:10.240240] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:10.474978] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:10.709601] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:24:10.946869] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:11.187294] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:11.431239] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:11.431415] [INFO ] [CONFIGURE ] FLC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:24:11.431467] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6202 tests [2025-11-21T14:24:11.431513] [INFO ] [CONFIGURE ] FLC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:24:11.431550] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T14:24:11.640670] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:11.844377] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:12.053321] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:12.260358] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:12.469242] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:12.689283] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:12.901902] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:13.124863] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:13.348920] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:13.574958] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:13.575131] [INFO ] [CONFIGURE ] FLC: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T14:24:13.575201] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6201 tests [2025-11-21T14:24:13.575243] [INFO ] [CONFIGURE ] FLC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:24:13.575281] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T14:24:13.813755] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:14.044994] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:14.299073] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:14.553271] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:24:14.813819] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:15.049670] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:15.281917] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:15.517911] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:15.750248] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:15.988586] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:15.988779] [INFO ] [CONFIGURE ] FLC: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T14:24:15.988860] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6200 tests [2025-11-21T14:24:15.988915] [INFO ] [CONFIGURE ] FLC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:24:15.988972] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T14:24:16.221535] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:16.446911] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:16.689612] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:16.939307] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:24:17.208775] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:17.454616] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:17.684508] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:17.920639] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:18.152939] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:18.398727] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:18.398902] [INFO ] [CONFIGURE ] FLC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:24:18.398965] [INFO ] [CONFIGURE ] JOB ETA: 4.9h | Avg: 2.8s/test | Remaining: 6199 tests [2025-11-21T14:24:18.399013] [INFO ] [CONFIGURE ] FLC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:24:18.399056] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T14:24:18.615348] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:18.833258] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:19.058237] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:24:19.272152] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:19.488786] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:19.706471] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:24:19.923624] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:20.144229] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:20.362242] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:20.578687] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:20.578860] [INFO ] [CONFIGURE ] FLC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T14:24:20.578909] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6198 tests [2025-11-21T14:24:20.578948] [INFO ] [CONFIGURE ] FLC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:24:20.578984] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T14:24:20.781251] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:20.984618] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:21.223142] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:21.473146] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:21.719800] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:21.953597] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:22.182081] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:22.398554] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:22.614218] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:22.833449] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:22.833616] [INFO ] [CONFIGURE ] FLC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T14:24:22.833692] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6197 tests [2025-11-21T14:24:22.833757] [INFO ] [CONFIGURE ] FLC: Testing feature 20/29: add_price_rejection [2025-11-21T14:24:22.833806] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T14:24:23.070605] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:23.301433] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:23.530406] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:23.763931] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:24.002209] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:24.236491] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:24.487336] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:24.738097] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:24.984102] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:25.216564] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:25.216780] [INFO ] [CONFIGURE ] FLC: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T14:24:25.216839] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6196 tests [2025-11-21T14:24:25.216885] [INFO ] [CONFIGURE ] FLC: Testing feature 21/29: add_range_position [2025-11-21T14:24:25.216925] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T14:24:25.462271] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:25.714438] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:25.963594] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:26.206787] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:26.454429] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:26.704439] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:24:26.954742] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:27.204611] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:27.457735] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:27.711505] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:27.711733] [INFO ] [CONFIGURE ] FLC: DISCARDED add_range_position (score: 30.00%) [2025-11-21T14:24:27.711792] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6195 tests [2025-11-21T14:24:27.711840] [INFO ] [CONFIGURE ] FLC: Testing feature 22/29: add_realized_volatility [2025-11-21T14:24:27.711883] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T14:24:28.050019] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:28.386918] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:28.717392] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:29.060696] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:29.414277] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:29.769626] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:30.130574] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:24:30.482450] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:30.834278] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:31.193412] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:31.193610] [INFO ] [CONFIGURE ] FLC: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T14:24:31.193689] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6194 tests [2025-11-21T14:24:31.193741] [INFO ] [CONFIGURE ] FLC: Testing feature 23/29: add_recent_range_context [2025-11-21T14:24:31.193787] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T14:24:31.446074] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:31.693599] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:31.943779] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:32.193790] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:32.457238] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:32.705429] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:32.953079] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:24:33.201936] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:33.458425] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:33.697362] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:33.697536] [INFO ] [CONFIGURE ] FLC: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T14:24:33.697595] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6193 tests [2025-11-21T14:24:33.697666] [INFO ] [CONFIGURE ] FLC: Testing feature 24/29: add_rsi [2025-11-21T14:24:33.697715] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T14:24:34.011758] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:34.340570] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:34.652918] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:34.959689] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:35.259902] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:35.559937] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:35.865738] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:36.144397] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:36.414439] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:36.684026] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:24:36.684216] [INFO ] [CONFIGURE ] FLC: DISCARDED add_rsi (score: 30.00%) [2025-11-21T14:24:36.684274] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6192 tests [2025-11-21T14:24:36.684321] [INFO ] [CONFIGURE ] FLC: Testing feature 25/29: add_tick_distribution [2025-11-21T14:24:36.684363] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T14:24:36.901460] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:37.117936] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:37.342267] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:37.568143] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:24:37.788511] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:38.010392] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:38.233231] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:38.456545] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:38.678416] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:38.902394] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:38.902585] [INFO ] [CONFIGURE ] FLC: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:24:38.902661] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6191 tests [2025-11-21T14:24:38.902710] [INFO ] [CONFIGURE ] FLC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:24:38.902754] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T14:24:39.120189] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:39.337282] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:39.556757] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:39.779885] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:40.015226] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:40.245982] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:40.476820] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:40.698079] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:40.938814] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:41.167493] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:41.167702] [INFO ] [CONFIGURE ] FLC: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:24:41.167760] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6190 tests [2025-11-21T14:24:41.167806] [INFO ] [CONFIGURE ] FLC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:24:41.167846] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T14:24:41.409703] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:41.651276] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:41.903097] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:42.146810] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:42.385775] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:42.647515] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:42.899681] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:43.163499] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:43.412172] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:43.667336] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:43.667533] [INFO ] [CONFIGURE ] FLC: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T14:24:43.667591] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6189 tests [2025-11-21T14:24:43.667657] [INFO ] [CONFIGURE ] FLC: Testing feature 28/29: add_volume_profile [2025-11-21T14:24:43.667706] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T14:24:43.907822] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:44.146070] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:44.388628] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:44.629937] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:24:44.865225] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:45.104562] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:45.337622] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:45.589437] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:45.823254] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:46.069476] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:24:46.069770] [INFO ] [CONFIGURE ] FLC: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:24:46.069840] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6188 tests [2025-11-21T14:24:46.069897] [INFO ] [CONFIGURE ] FLC: Testing feature 29/29: add_vwap [2025-11-21T14:24:46.069947] [INFO ] [CONFIGURE ] FLC: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T14:24:46.308190] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:46.545625] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:46.780565] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:24:47.014390] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:24:47.254249] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:47.500693] [DEBUG] [FORECASTER] FLC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:24:47.741366] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:24:47.981962] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:48.236448] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:24:48.482292] [DEBUG] [FORECASTER] FLC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:24:48.482501] [INFO ] [CONFIGURE ] FLC: DISCARDED add_vwap (score: 30.00%) [2025-11-21T14:24:48.482561] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6187 tests [2025-11-21T14:24:48.482609] [INFO ] [CONFIGURE ] FLC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:24:48.482672] [INFO ] [CONFIGURE ] FLC: Best accuracy: 50.00% [2025-11-21T14:24:48.482719] [INFO ] [CONFIGURE ] FLC: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T14:24:48.482761] [INFO ] [CONFIGURE ] FLC: Improvement over baseline: 20.00% [2025-11-21T14:24:48.482799] [INFO ] [CONFIGURE ] FLC: Total time: 1.2 minutes [2025-11-21T14:24:48.482837] [INFO ] [CONFIGURE ] FLC: Average time per feature: 2.5 seconds [2025-11-21T14:24:48.482876] [INFO ] [CONFIGURE ] FLC: Average speed: 0.40 features/sec [2025-11-21T14:24:48.483331] [INFO ] [LOCAL ] Saved configuration for FLC: 1 features, 50.00% accuracy -> ./output/feature-sets/FLC.json [2025-11-21T14:24:48.483391] [INFO ] [CONFIGURE ] FLC: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T14:24:48.483440] [INFO ] [sig ] [515/723] Successfully configured FLC | 0.01 sym/s | Total: 11.9h | ETA: 4.8h [2025-11-21T14:24:48.483482] [INFO ] [sig ] [516/723] Configuring FLR... [2025-11-21T14:24:48.483523] [INFO ] [CONFIGURE ] FLR: Configurate test run. [2025-11-21T14:24:48.483563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'. [2025-11-21T14:24:48.530167] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FLR'. [2025-11-21T14:24:48.530586] [INFO ] [CONFIGURE ] FLR: Testing with 29 available features [2025-11-21T14:24:48.530674] [INFO ] [CONFIGURE ] FLR: Establishing baseline with no features... [2025-11-21T14:24:48.702543] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:48.879136] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:49.055533] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:49.238119] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:24:49.408793] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:49.577362] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:24:49.745603] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:49.917296] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:24:50.094591] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:24:50.283079] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:24:50.283255] [INFO ] [CONFIGURE ] FLR: Baseline score (no features): 50.00% [2025-11-21T14:24:50.283305] [INFO ] [CONFIGURE ] FLR: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:24:50.283346] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:24:50.500528] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:50.706197] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:50.917014] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:51.127184] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:24:51.336204] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:51.557216] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:24:51.768373] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:51.985336] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:24:52.203706] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:24:52.414943] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:24:52.415134] [INFO ] [CONFIGURE ] FLR: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T14:24:52.415182] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6186 tests [2025-11-21T14:24:52.415219] [INFO ] [CONFIGURE ] FLR: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:24:52.415258] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:24:52.641976] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:24:52.865412] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:53.095901] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:53.359577] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:24:53.577873] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:24:53.795093] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:24:54.017701] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:24:54.234004] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:24:54.453457] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:24:54.678832] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:24:54.679206] [INFO ] [CONFIGURE ] FLR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T14:24:54.679272] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6185 tests [2025-11-21T14:24:54.679371] [INFO ] [CONFIGURE ] FLR: Testing feature 3/29: add_daily_returns [2025-11-21T14:24:54.679446] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_daily_returns'] [2025-11-21T14:24:54.868470] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:24:55.140926] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:55.423519] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:55.692962] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:24:55.912224] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:56.119388] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:24:56.310904] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:56.514975] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:24:56.703667] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:24:56.888917] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:24:56.889083] [INFO ] [CONFIGURE ] FLR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:24:56.889131] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6184 tests [2025-11-21T14:24:56.889171] [INFO ] [CONFIGURE ] FLR: Testing feature 4/29: add_ema [2025-11-21T14:24:56.889207] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema'] [2025-11-21T14:24:57.104341] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:57.320915] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:57.542302] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:24:57.758952] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:24:57.980364] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:24:58.210240] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:24:58.433336] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:24:58.653462] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:24:58.873424] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:24:59.099799] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:24:59.100162] [INFO ] [CONFIGURE ] FLR: KEPT add_ema (score: 60.00%) [2025-11-21T14:24:59.100280] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6183 tests [2025-11-21T14:24:59.100368] [INFO ] [CONFIGURE ] FLR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:24:59.100495] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:24:59.359846] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:24:59.621415] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:24:59.889347] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:25:00.876244] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:25:01.303066] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:01.600334] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:01.904779] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:02.173546] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:02.438423] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:02.714526] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:02.714746] [INFO ] [CONFIGURE ] FLR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:25:02.714821] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6182 tests [2025-11-21T14:25:02.714879] [INFO ] [CONFIGURE ] FLR: Testing feature 6/29: add_failed_moves [2025-11-21T14:25:02.714926] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T14:25:02.956874] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:03.210407] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:03.433971] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:25:03.663059] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:03.887285] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:04.108228] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:04.329700] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:04.551834] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:25:04.790374] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:05.023534] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:05.023767] [INFO ] [CONFIGURE ] FLR: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:25:05.023836] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6181 tests [2025-11-21T14:25:05.023888] [INFO ] [CONFIGURE ] FLR: Testing feature 7/29: add_lag_shelf [2025-11-21T14:25:05.023936] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T14:25:05.245072] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:05.469912] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:05.688864] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:25:05.897569] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:06.109573] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:06.318542] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:06.531602] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:06.740046] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:06.965243] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:07.183059] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:07.183226] [INFO ] [CONFIGURE ] FLR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:25:07.183277] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6180 tests [2025-11-21T14:25:07.183317] [INFO ] [CONFIGURE ] FLR: Testing feature 8/29: add_macd [2025-11-21T14:25:07.183356] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T14:25:07.469733] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:07.781609] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:08.090080] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:25:08.378967] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:08.678354] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:25:08.988464] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:09.306217] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:09.612839] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:25:09.919856] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:10.243633] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:10.243875] [INFO ] [CONFIGURE ] FLR: DISCARDED add_macd (score: 30.00%) [2025-11-21T14:25:10.243936] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6179 tests [2025-11-21T14:25:10.243987] [INFO ] [CONFIGURE ] FLR: Testing feature 9/29: add_mfi [2025-11-21T14:25:10.244032] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T14:25:10.488339] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:10.731390] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:10.980373] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:25:11.225842] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:25:11.471254] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:11.716501] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:11.962604] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:12.212173] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:12.487085] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:12.747669] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:12.747868] [INFO ] [CONFIGURE ] FLR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:25:12.747930] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6178 tests [2025-11-21T14:25:12.747980] [INFO ] [CONFIGURE ] FLR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:25:12.748027] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:25:13.082293] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:13.409849] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:13.733079] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:25:14.036437] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:25:14.336719] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:25:14.642831] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:14.959558] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:15.280917] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:15.604935] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:15.918711] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:15.918889] [INFO ] [CONFIGURE ] FLR: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T14:25:15.918946] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6177 tests [2025-11-21T14:25:15.918991] [INFO ] [CONFIGURE ] FLR: Testing feature 11/29: add_obv_daily [2025-11-21T14:25:15.919032] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T14:25:16.175381] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:16.441042] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:16.696268] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:16.955198] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:25:17.215036] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:17.495321] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:25:17.786392] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:18.047542] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:18.307767] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:25:18.562324] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:18.562500] [INFO ] [CONFIGURE ] FLR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:25:18.562548] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6176 tests [2025-11-21T14:25:18.562586] [INFO ] [CONFIGURE ] FLR: Testing feature 12/29: add_obv_interval [2025-11-21T14:25:18.562619] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T14:25:18.800713] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:19.044464] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:25:19.290694] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:19.532810] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:19.774024] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:20.015736] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:20.253237] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:20.493680] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:25:20.740162] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:20.985351] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:20.985712] [INFO ] [CONFIGURE ] FLR: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:25:20.985817] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6175 tests [2025-11-21T14:25:20.985903] [INFO ] [CONFIGURE ] FLR: Testing feature 13/29: add_opening_strength [2025-11-21T14:25:20.986015] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:25:21.259455] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:21.527469] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:21.793991] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:22.062193] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:22.327273] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:22.601076] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:25:22.872420] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:23.140678] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:23.409320] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:23.685713] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:23.686375] [INFO ] [CONFIGURE ] FLR: KEPT add_opening_strength (score: 80.00%) [2025-11-21T14:25:23.686453] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6174 tests [2025-11-21T14:25:23.686508] [INFO ] [CONFIGURE ] FLR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:25:23.686571] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T14:25:23.973380] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:24.265110] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:24.554571] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:24.845780] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:25.139809] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:25.462817] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:25.799761] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:26.127157] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:26.420214] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:26.717816] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:26.717997] [INFO ] [CONFIGURE ] FLR: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:25:26.718057] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6173 tests [2025-11-21T14:25:26.718105] [INFO ] [CONFIGURE ] FLR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:25:26.718147] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T14:25:26.975891] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:27.238317] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:27.514611] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:27.773369] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:28.024661] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:28.275472] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:25:28.526316] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:28.792294] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:29.066570] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:29.330901] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:29.331074] [INFO ] [CONFIGURE ] FLR: KEPT add_pbf_morning_momentum (score: 90.00%) [2025-11-21T14:25:29.331129] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6172 tests [2025-11-21T14:25:29.331176] [INFO ] [CONFIGURE ] FLR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:25:29.331219] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T14:25:29.598624] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:29.904427] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:30.182163] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:30.468663] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:30.742760] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:25:31.030472] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:31.303499] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:31.586470] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:31.861025] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:32.132819] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:32.132995] [INFO ] [CONFIGURE ] FLR: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:25:32.133052] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6171 tests [2025-11-21T14:25:32.133097] [INFO ] [CONFIGURE ] FLR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:25:32.133140] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T14:25:32.415885] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:32.700605] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:32.984902] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:33.269451] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:33.575480] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:33.862830] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:34.145158] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:34.427058] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:34.717834] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:35.008376] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:35.008567] [INFO ] [CONFIGURE ] FLR: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T14:25:35.008625] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6170 tests [2025-11-21T14:25:35.008691] [INFO ] [CONFIGURE ] FLR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:25:35.008739] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T14:25:35.279222] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:35.578087] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:35.872598] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:36.162980] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:36.445168] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:36.716121] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:25:36.992846] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:37.257942] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:25:37.530415] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:37.798053] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:37.798225] [INFO ] [CONFIGURE ] FLR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:25:37.798282] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6169 tests [2025-11-21T14:25:37.798328] [INFO ] [CONFIGURE ] FLR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:25:37.798371] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T14:25:38.049127] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:38.300324] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:38.557839] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:38.804565] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:39.053135] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:39.294601] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:39.533462] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:39.775118] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:40.022365] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:40.285604] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:40.285815] [INFO ] [CONFIGURE ] FLR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:25:40.285873] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6168 tests [2025-11-21T14:25:40.285918] [INFO ] [CONFIGURE ] FLR: Testing feature 20/29: add_price_rejection [2025-11-21T14:25:40.285955] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T14:25:40.579768] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:40.877636] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:41.159634] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:41.439921] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:41.721607] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:25:41.998885] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:42.275706] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:42.563298] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:42.852930] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:43.167804] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:43.167992] [INFO ] [CONFIGURE ] FLR: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T14:25:43.168050] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6167 tests [2025-11-21T14:25:43.168098] [INFO ] [CONFIGURE ] FLR: Testing feature 21/29: add_range_position [2025-11-21T14:25:43.168143] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T14:25:43.470562] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:25:43.782586] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:44.128922] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:44.418165] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:44.707227] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:44.998108] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:45.273694] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:45.556679] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:25:45.853956] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:46.151847] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:46.152020] [INFO ] [CONFIGURE ] FLR: DISCARDED add_range_position (score: 50.00%) [2025-11-21T14:25:46.152076] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6166 tests [2025-11-21T14:25:46.152123] [INFO ] [CONFIGURE ] FLR: Testing feature 22/29: add_realized_volatility [2025-11-21T14:25:46.152166] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T14:25:46.529560] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:46.948179] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:47.515521] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:47.963380] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:48.348149] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:48.732958] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:25:49.129607] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:25:49.535967] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:49.921993] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:50.319214] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:50.319433] [INFO ] [CONFIGURE ] FLR: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:25:50.319498] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6165 tests [2025-11-21T14:25:50.319549] [INFO ] [CONFIGURE ] FLR: Testing feature 23/29: add_recent_range_context [2025-11-21T14:25:50.319594] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T14:25:50.607188] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:50.887787] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:51.160890] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:51.434958] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:51.709446] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:51.983639] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:25:52.258062] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:52.546601] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:52.825786] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:53.119883] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:53.120053] [INFO ] [CONFIGURE ] FLR: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T14:25:53.120111] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6164 tests [2025-11-21T14:25:53.120157] [INFO ] [CONFIGURE ] FLR: Testing feature 24/29: add_rsi [2025-11-21T14:25:53.120201] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_rsi'] [2025-11-21T14:25:53.410134] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:53.701729] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:53.995945] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:54.272277] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:54.559964] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:54.848267] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:25:55.128229] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:55.404259] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:25:55.682770] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:55.961772] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:55.961943] [INFO ] [CONFIGURE ] FLR: DISCARDED add_rsi (score: 90.00%) [2025-11-21T14:25:55.962002] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6163 tests [2025-11-21T14:25:55.962048] [INFO ] [CONFIGURE ] FLR: Testing feature 25/29: add_tick_distribution [2025-11-21T14:25:55.962093] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T14:25:56.220240] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:56.474625] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:56.730877] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:57.003523] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:57.257461] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:25:57.513203] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:25:57.772602] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:25:58.033486] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:25:58.289474] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:25:58.546414] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:25:58.546614] [INFO ] [CONFIGURE ] FLR: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T14:25:58.546693] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6162 tests [2025-11-21T14:25:58.546742] [INFO ] [CONFIGURE ] FLR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:25:58.546786] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T14:25:58.819987] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:25:59.093727] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:25:59.377463] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:25:59.655979] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:25:59.936349] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:00.213842] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:01.103039] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:01.575485] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:01.855619] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:02.139311] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:26:02.139503] [INFO ] [CONFIGURE ] FLR: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T14:26:02.139559] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6161 tests [2025-11-21T14:26:02.139606] [INFO ] [CONFIGURE ] FLR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:26:02.139662] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T14:26:02.435895] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:26:02.739951] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:03.050265] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:03.340171] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:03.662852] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:26:03.962582] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:04.268473] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:04.570471] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:26:04.865099] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:05.186864] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:05.187061] [INFO ] [CONFIGURE ] FLR: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T14:26:05.187124] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6160 tests [2025-11-21T14:26:05.187174] [INFO ] [CONFIGURE ] FLR: Testing feature 28/29: add_volume_profile [2025-11-21T14:26:05.187223] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T14:26:05.486135] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:26:05.754608] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:06.027843] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:06.296756] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:06.563576] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:06.853722] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:26:07.137492] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:07.409197] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:26:07.697919] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:07.973240] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:07.973407] [INFO ] [CONFIGURE ] FLR: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T14:26:07.973463] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6159 tests [2025-11-21T14:26:07.973508] [INFO ] [CONFIGURE ] FLR: Testing feature 29/29: add_vwap [2025-11-21T14:26:07.973550] [INFO ] [CONFIGURE ] FLR: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T14:26:08.248692] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:26:08.524045] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:26:08.804611] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:09.089099] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:09.366275] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:09.638420] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:26:09.909274] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:26:10.181351] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:10.446817] [DEBUG] [FORECASTER] FLR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:10.719001] [DEBUG] [FORECASTER] FLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:10.719169] [INFO ] [CONFIGURE ] FLR: DISCARDED add_vwap (score: 50.00%) [2025-11-21T14:26:10.719226] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6158 tests [2025-11-21T14:26:10.719274] [INFO ] [CONFIGURE ] FLR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:26:10.719314] [INFO ] [CONFIGURE ] FLR: Best accuracy: 90.00% [2025-11-21T14:26:10.719350] [INFO ] [CONFIGURE ] FLR: Best feature set (4 features): ['add_ema', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T14:26:10.719384] [INFO ] [CONFIGURE ] FLR: Improvement over baseline: 40.00% [2025-11-21T14:26:10.719420] [INFO ] [CONFIGURE ] FLR: Total time: 1.3 minutes [2025-11-21T14:26:10.719456] [INFO ] [CONFIGURE ] FLR: Average time per feature: 2.8 seconds [2025-11-21T14:26:10.719492] [INFO ] [CONFIGURE ] FLR: Average speed: 0.36 features/sec [2025-11-21T14:26:10.719830] [INFO ] [LOCAL ] Saved configuration for FLR: 4 features, 90.00% accuracy -> ./output/feature-sets/FLR.json [2025-11-21T14:26:10.719888] [INFO ] [CONFIGURE ] FLR: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T14:26:10.719933] [INFO ] [sig ] [516/723] Successfully configured FLR | 0.01 sym/s | Total: 11.9h | ETA: 4.8h [2025-11-21T14:26:10.719975] [INFO ] [sig ] [517/723] Configuring FLS... [2025-11-21T14:26:10.720013] [INFO ] [CONFIGURE ] FLS: Configurate test run. [2025-11-21T14:26:10.720050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-11-21T14:26:10.791374] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FLS'. [2025-11-21T14:26:10.791757] [INFO ] [CONFIGURE ] FLS: Testing with 29 available features [2025-11-21T14:26:10.791820] [INFO ] [CONFIGURE ] FLS: Establishing baseline with no features... [2025-11-21T14:26:10.964011] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:11.133216] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:26:11.304432] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:26:11.478099] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:11.651312] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:11.825556] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:11.991000] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:12.162192] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:12.326529] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:12.491777] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:12.491922] [INFO ] [CONFIGURE ] FLS: Baseline score (no features): 50.00% [2025-11-21T14:26:12.491967] [INFO ] [CONFIGURE ] FLS: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:26:12.492004] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:26:12.687535] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:26:12.883091] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:13.078362] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:13.275271] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:13.472290] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:13.668989] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:13.866356] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:14.062282] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:14.260516] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:14.457513] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:14.457694] [INFO ] [CONFIGURE ] FLS: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T14:26:14.457764] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6157 tests [2025-11-21T14:26:14.457823] [INFO ] [CONFIGURE ] FLS: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:26:14.457869] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:26:14.687158] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:14.917881] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:15.144370] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:15.378087] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:15.609719] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:15.840159] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:16.069133] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:26:16.306776] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:16.543959] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:16.779616] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:16.779810] [INFO ] [CONFIGURE ] FLS: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T14:26:16.779866] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6156 tests [2025-11-21T14:26:16.779914] [INFO ] [CONFIGURE ] FLS: Testing feature 3/29: add_daily_returns [2025-11-21T14:26:16.779956] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:26:16.990384] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:17.198437] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:17.413155] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:17.632133] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:17.846475] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:26:18.058481] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:18.271123] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:18.489264] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:18.705432] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:18.923621] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:18.923799] [INFO ] [CONFIGURE ] FLS: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T14:26:18.923849] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6155 tests [2025-11-21T14:26:18.923888] [INFO ] [CONFIGURE ] FLS: Testing feature 4/29: add_ema [2025-11-21T14:26:18.923925] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:26:19.162546] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:19.399946] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:19.638590] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:26:19.882940] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:20.124985] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:20.361628] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:20.606841] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:26:20.842785] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:21.085587] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:21.324712] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:21.324891] [INFO ] [CONFIGURE ] FLS: DISCARDED add_ema (score: 50.00%) [2025-11-21T14:26:21.324941] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6154 tests [2025-11-21T14:26:21.324979] [INFO ] [CONFIGURE ] FLS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:26:21.325014] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:26:21.564748] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:26:21.808545] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:22.052866] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:22.296495] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:26:22.537511] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:26:22.778619] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:23.027309] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:23.272523] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:23.526639] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:23.822639] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:23.822830] [INFO ] [CONFIGURE ] FLS: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T14:26:23.822885] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6153 tests [2025-11-21T14:26:23.822932] [INFO ] [CONFIGURE ] FLS: Testing feature 6/29: add_failed_moves [2025-11-21T14:26:23.822972] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T14:26:24.059110] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:26:24.297261] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:24.542333] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:24.783688] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:25.016241] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:25.256592] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:25.493233] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:25.753214] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:26.003437] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:26.246597] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:26.246819] [INFO ] [CONFIGURE ] FLS: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T14:26:26.246872] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6152 tests [2025-11-21T14:26:26.246912] [INFO ] [CONFIGURE ] FLS: Testing feature 7/29: add_lag_shelf [2025-11-21T14:26:26.246948] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T14:26:26.489231] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:26.736769] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:26.972934] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:27.210715] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:27.439261] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:26:27.679515] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:27.914984] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:26:28.148245] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:28.380362] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:28.610014] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:28.610182] [INFO ] [CONFIGURE ] FLS: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:26:28.610230] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6151 tests [2025-11-21T14:26:28.610267] [INFO ] [CONFIGURE ] FLS: Testing feature 8/29: add_macd [2025-11-21T14:26:28.610301] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T14:26:28.936131] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:29.250681] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:29.558217] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:26:29.866970] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:26:30.196302] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:26:30.531981] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:26:30.883233] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:31.227374] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:31.560032] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:31.890671] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:31.890865] [INFO ] [CONFIGURE ] FLS: DISCARDED add_macd (score: 30.00%) [2025-11-21T14:26:31.890924] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6150 tests [2025-11-21T14:26:31.890969] [INFO ] [CONFIGURE ] FLS: Testing feature 9/29: add_mfi [2025-11-21T14:26:31.891011] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T14:26:32.131560] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:32.375569] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:32.618725] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:32.852131] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:26:33.089063] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:33.330727] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:33.567151] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:26:33.817502] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:34.110325] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:34.454777] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:34.455122] [INFO ] [CONFIGURE ] FLS: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:26:34.455210] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6149 tests [2025-11-21T14:26:34.455279] [INFO ] [CONFIGURE ] FLS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:26:34.455343] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:26:34.810195] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:26:35.149728] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:35.483524] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:35.828161] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:36.172431] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:36.513256] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:36.848141] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:37.229824] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:37.572503] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:37.951174] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:37.951392] [INFO ] [CONFIGURE ] FLS: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T14:26:37.951499] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6148 tests [2025-11-21T14:26:37.951573] [INFO ] [CONFIGURE ] FLS: Testing feature 11/29: add_obv_daily [2025-11-21T14:26:37.951659] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T14:26:38.244398] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:38.527337] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:38.764160] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:26:39.022397] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:26:39.274255] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:39.542780] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:39.790626] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:40.043571] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:40.303874] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:40.578168] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:40.578341] [INFO ] [CONFIGURE ] FLS: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:26:40.578390] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6147 tests [2025-11-21T14:26:40.578428] [INFO ] [CONFIGURE ] FLS: Testing feature 12/29: add_obv_interval [2025-11-21T14:26:40.578462] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T14:26:40.825035] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:41.069779] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:41.316967] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:41.576528] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:41.856818] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:42.113582] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:42.392562] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:42.646182] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:42.906481] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:43.165953] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:43.166131] [INFO ] [CONFIGURE ] FLS: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T14:26:43.166179] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6146 tests [2025-11-21T14:26:43.166217] [INFO ] [CONFIGURE ] FLS: Testing feature 13/29: add_opening_strength [2025-11-21T14:26:43.166252] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:26:43.441527] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:43.706525] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:26:43.974450] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:44.239360] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:44.501388] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:44.762203] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:26:45.022136] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:26:45.281335] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:45.556452] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:26:45.813264] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:26:45.813460] [INFO ] [CONFIGURE ] FLS: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T14:26:45.813692] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6145 tests [2025-11-21T14:26:45.813792] [INFO ] [CONFIGURE ] FLS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:26:45.813846] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T14:26:46.066143] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:46.320534] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:46.582681] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:26:46.842965] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:47.099949] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:47.359132] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:47.621796] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:47.883992] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:48.147942] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:48.411258] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:48.411430] [INFO ] [CONFIGURE ] FLS: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:26:48.411489] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6144 tests [2025-11-21T14:26:48.411535] [INFO ] [CONFIGURE ] FLS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:26:48.411570] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T14:26:48.637182] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:26:48.867966] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:49.125853] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:49.343770] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:49.565235] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:49.805151] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:50.053659] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:50.299803] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:50.533033] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:50.770731] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:50.770898] [INFO ] [CONFIGURE ] FLS: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T14:26:50.770947] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6143 tests [2025-11-21T14:26:50.770984] [INFO ] [CONFIGURE ] FLS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:26:50.771019] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T14:26:51.002312] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:51.249252] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:26:51.498891] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:51.745310] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:52.012772] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:26:52.264128] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:52.521487] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:26:52.775266] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:53.031191] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:53.286154] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:53.286366] [INFO ] [CONFIGURE ] FLS: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T14:26:53.286417] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6142 tests [2025-11-21T14:26:53.286457] [INFO ] [CONFIGURE ] FLS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:26:53.286494] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T14:26:53.555389] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:53.847336] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:54.135875] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:26:54.399498] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:26:54.629540] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:54.865660] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:55.091142] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:26:55.314172] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:55.554681] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:55.800710] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:55.800883] [INFO ] [CONFIGURE ] FLS: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T14:26:55.800941] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6141 tests [2025-11-21T14:26:55.800988] [INFO ] [CONFIGURE ] FLS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:26:55.801023] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T14:26:56.012824] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:56.219545] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:56.430173] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:56.631370] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:56.833024] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:57.044280] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:57.255336] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:57.464459] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:57.685892] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:26:57.907268] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:26:57.907454] [INFO ] [CONFIGURE ] FLS: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:26:57.907502] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6140 tests [2025-11-21T14:26:57.907540] [INFO ] [CONFIGURE ] FLS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:26:57.907575] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T14:26:58.115952] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:26:58.331467] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:26:58.550128] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:26:58.765441] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:26:58.978536] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:26:59.192106] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:26:59.413792] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:26:59.640000] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:26:59.870473] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:00.104456] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:00.104627] [INFO ] [CONFIGURE ] FLS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:27:00.104700] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6139 tests [2025-11-21T14:27:00.104772] [INFO ] [CONFIGURE ] FLS: Testing feature 20/29: add_price_rejection [2025-11-21T14:27:00.104824] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T14:27:00.356148] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:01.476259] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:01.829384] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:02.075349] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:02.320240] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:02.572228] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:02.813905] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:03.053811] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:03.294802] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:03.544357] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:03.544535] [INFO ] [CONFIGURE ] FLS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:27:03.544583] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6138 tests [2025-11-21T14:27:03.544621] [INFO ] [CONFIGURE ] FLS: Testing feature 21/29: add_range_position [2025-11-21T14:27:03.544676] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T14:27:03.813991] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:27:04.078616] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:04.367078] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:27:04.631469] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:04.898620] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:05.149758] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:05.401260] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:05.651041] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:05.902371] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:06.162376] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:06.162544] [INFO ] [CONFIGURE ] FLS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:27:06.162600] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6137 tests [2025-11-21T14:27:06.162665] [INFO ] [CONFIGURE ] FLS: Testing feature 22/29: add_realized_volatility [2025-11-21T14:27:06.162712] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T14:27:06.499331] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:27:06.844282] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:07.178727] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:07.504173] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:07.830922] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:08.163584] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:08.495728] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:27:08.830980] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:09.184696] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:09.532610] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:09.533408] [INFO ] [CONFIGURE ] FLS: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:27:09.533471] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6136 tests [2025-11-21T14:27:09.533522] [INFO ] [CONFIGURE ] FLS: Testing feature 23/29: add_recent_range_context [2025-11-21T14:27:09.533567] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T14:27:09.745513] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:09.956924] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:10.170286] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:10.385851] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:10.592804] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:10.800629] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:11.014696] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:27:11.225673] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:11.440190] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:11.651038] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:11.651193] [INFO ] [CONFIGURE ] FLS: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:27:11.651316] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6135 tests [2025-11-21T14:27:11.651359] [INFO ] [CONFIGURE ] FLS: Testing feature 24/29: add_rsi [2025-11-21T14:27:11.651395] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T14:27:11.908530] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:27:12.167390] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:12.433346] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:27:12.755591] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:13.034153] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:13.299189] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:13.559286] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:27:13.818787] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:14.085167] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:14.347595] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:14.347807] [INFO ] [CONFIGURE ] FLS: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:27:14.347868] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6134 tests [2025-11-21T14:27:14.347917] [INFO ] [CONFIGURE ] FLS: Testing feature 25/29: add_tick_distribution [2025-11-21T14:27:14.347961] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T14:27:14.566880] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:14.786286] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:15.007308] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:15.224156] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:15.438631] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:15.658534] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:15.877850] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:16.113091] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:16.330541] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:16.548756] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:16.549071] [INFO ] [CONFIGURE ] FLS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T14:27:16.549178] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6133 tests [2025-11-21T14:27:16.549268] [INFO ] [CONFIGURE ] FLS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:27:16.549347] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T14:27:16.778962] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:17.000528] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:17.221087] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:27:17.446746] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:27:17.680945] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:17.905603] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:18.137387] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:18.375283] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:18.602566] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:18.829757] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:18.829934] [INFO ] [CONFIGURE ] FLS: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:27:18.829984] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6132 tests [2025-11-21T14:27:18.830024] [INFO ] [CONFIGURE ] FLS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:27:18.830062] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T14:27:19.066177] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:19.302427] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:19.532425] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:19.787864] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:20.011825] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:27:20.237577] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:20.470168] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:20.714367] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:20.954514] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:21.199805] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:21.200010] [INFO ] [CONFIGURE ] FLS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:27:21.200070] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6131 tests [2025-11-21T14:27:21.200117] [INFO ] [CONFIGURE ] FLS: Testing feature 28/29: add_volume_profile [2025-11-21T14:27:21.200161] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T14:27:21.436136] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:21.673241] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:21.909472] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:22.178634] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:22.435440] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:22.698412] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:22.953149] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:23.209059] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:23.469292] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:23.731945] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:23.732122] [INFO ] [CONFIGURE ] FLS: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:27:23.732170] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6130 tests [2025-11-21T14:27:23.732208] [INFO ] [CONFIGURE ] FLS: Testing feature 29/29: add_vwap [2025-11-21T14:27:23.732298] [INFO ] [CONFIGURE ] FLS: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T14:27:23.981821] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:27:24.237687] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:24.489229] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:27:24.737563] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:27:24.984050] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:27:25.211700] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:25.438221] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:27:25.667616] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:25.904935] [DEBUG] [FORECASTER] FLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:27:26.157821] [DEBUG] [FORECASTER] FLS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:27:26.158028] [INFO ] [CONFIGURE ] FLS: DISCARDED add_vwap (score: 60.00%) [2025-11-21T14:27:26.158088] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6129 tests [2025-11-21T14:27:26.158136] [INFO ] [CONFIGURE ] FLS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:27:26.158178] [INFO ] [CONFIGURE ] FLS: Best accuracy: 80.00% [2025-11-21T14:27:26.158220] [INFO ] [CONFIGURE ] FLS: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T14:27:26.158259] [INFO ] [CONFIGURE ] FLS: Improvement over baseline: 30.00% [2025-11-21T14:27:26.158297] [INFO ] [CONFIGURE ] FLS: Total time: 1.2 minutes [2025-11-21T14:27:26.158335] [INFO ] [CONFIGURE ] FLS: Average time per feature: 2.5 seconds [2025-11-21T14:27:26.158373] [INFO ] [CONFIGURE ] FLS: Average speed: 0.39 features/sec [2025-11-21T14:27:26.158824] [INFO ] [LOCAL ] Saved configuration for FLS: 1 features, 80.00% accuracy -> ./output/feature-sets/FLS.json [2025-11-21T14:27:26.158883] [INFO ] [CONFIGURE ] FLS: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T14:27:26.158933] [INFO ] [sig ] [517/723] Successfully configured FLS | 0.01 sym/s | Total: 11.9h | ETA: 4.7h [2025-11-21T14:27:26.158976] [INFO ] [sig ] [518/723] Configuring FMN... [2025-11-21T14:27:26.159014] [INFO ] [CONFIGURE ] FMN: Configurate test run. [2025-11-21T14:27:26.159058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-11-21T14:27:26.236046] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FMN'. [2025-11-21T14:27:26.236456] [INFO ] [CONFIGURE ] FMN: Testing with 29 available features [2025-11-21T14:27:26.236518] [INFO ] [CONFIGURE ] FMN: Establishing baseline with no features... [2025-11-21T14:27:26.413632] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:27:26.590955] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:26.767631] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:27:26.946490] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:27.126765] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:27.305878] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:27.483134] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:27:27.659287] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:27.839311] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:27:28.018849] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:27:28.019168] [INFO ] [CONFIGURE ] FMN: Baseline score (no features): 50.00% [2025-11-21T14:27:28.019270] [INFO ] [CONFIGURE ] FMN: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:27:28.019346] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:27:28.233210] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:28.443744] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:28.664876] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:27:28.881632] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:29.086889] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:29.290865] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:29.496126] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:29.700502] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:27:29.905102] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:27:30.111221] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:30.111401] [INFO ] [CONFIGURE ] FMN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T14:27:30.111456] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6128 tests [2025-11-21T14:27:30.111495] [INFO ] [CONFIGURE ] FMN: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:27:30.111532] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:27:30.318445] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:30.526112] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:30.736560] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:30.945356] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:31.158695] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:31.367444] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:31.575442] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:31.787474] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:31.999828] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:27:32.209271] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:32.209441] [INFO ] [CONFIGURE ] FMN: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T14:27:32.209491] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6127 tests [2025-11-21T14:27:32.209530] [INFO ] [CONFIGURE ] FMN: Testing feature 3/29: add_daily_returns [2025-11-21T14:27:32.209566] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:27:32.430028] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:32.656976] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:32.884493] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:33.104729] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:33.326904] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:33.554122] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:33.784566] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:34.013700] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:34.239102] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:27:34.467172] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:34.467404] [INFO ] [CONFIGURE ] FMN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T14:27:34.467618] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6126 tests [2025-11-21T14:27:34.467736] [INFO ] [CONFIGURE ] FMN: Testing feature 4/29: add_ema [2025-11-21T14:27:34.467817] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T14:27:34.729536] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:34.989074] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:35.245453] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:35.512364] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:35.777045] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:36.036595] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:36.294555] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:36.556478] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:36.820271] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:27:37.083773] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:37.083973] [INFO ] [CONFIGURE ] FMN: KEPT add_ema (score: 70.00%) [2025-11-21T14:27:37.084034] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6125 tests [2025-11-21T14:27:37.084084] [INFO ] [CONFIGURE ] FMN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:27:37.084131] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:27:37.388116] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:37.714417] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:38.031115] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:38.350155] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:38.667185] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:38.986698] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:39.288048] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:39.590786] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:39.895703] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:27:40.202545] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:40.202791] [INFO ] [CONFIGURE ] FMN: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T14:27:40.202853] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6124 tests [2025-11-21T14:27:40.202904] [INFO ] [CONFIGURE ] FMN: Testing feature 6/29: add_failed_moves [2025-11-21T14:27:40.202950] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T14:27:40.464850] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:40.729409] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:40.996223] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:41.295005] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:41.691092] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:42.088943] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:42.423960] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:27:42.698927] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:42.997135] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:27:43.284706] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:43.284881] [INFO ] [CONFIGURE ] FMN: KEPT add_failed_moves (score: 90.00%) [2025-11-21T14:27:43.284940] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6123 tests [2025-11-21T14:27:43.284989] [INFO ] [CONFIGURE ] FMN: Testing feature 7/29: add_lag_shelf [2025-11-21T14:27:43.285033] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T14:27:43.587357] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:43.881686] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:44.142776] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:44.409822] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:44.681150] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:44.951996] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:27:45.249784] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:27:45.543991] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:45.842449] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:27:46.139871] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:46.140042] [INFO ] [CONFIGURE ] FMN: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T14:27:46.140103] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6122 tests [2025-11-21T14:27:46.140153] [INFO ] [CONFIGURE ] FMN: Testing feature 8/29: add_macd [2025-11-21T14:27:46.140200] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T14:27:46.533994] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:46.916943] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:27:47.293689] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:47.687475] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:48.096053] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:48.495509] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:48.879079] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:49.259203] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:49.647518] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:27:50.034809] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:50.035010] [INFO ] [CONFIGURE ] FMN: DISCARDED add_macd (score: 60.00%) [2025-11-21T14:27:50.035070] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6121 tests [2025-11-21T14:27:50.035119] [INFO ] [CONFIGURE ] FMN: Testing feature 9/29: add_mfi [2025-11-21T14:27:50.035155] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_mfi'] [2025-11-21T14:27:50.340053] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:50.642498] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:50.944331] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:51.266710] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:51.573873] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:51.877409] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:52.187137] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:27:52.490167] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:52.786148] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:27:53.102633] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:53.102845] [INFO ] [CONFIGURE ] FMN: DISCARDED add_mfi (score: 80.00%) [2025-11-21T14:27:53.102905] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6120 tests [2025-11-21T14:27:53.102955] [INFO ] [CONFIGURE ] FMN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:27:53.102999] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:27:53.491209] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:27:53.903838] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:54.331976] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:54.713811] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:55.096529] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:55.449511] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:55.805166] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:56.189984] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:56.567402] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:27:56.950047] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:27:56.950264] [INFO ] [CONFIGURE ] FMN: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T14:27:56.950322] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6119 tests [2025-11-21T14:27:56.950369] [INFO ] [CONFIGURE ] FMN: Testing feature 11/29: add_obv_daily [2025-11-21T14:27:56.950413] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T14:27:57.265019] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:27:57.585369] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:27:57.892614] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:27:58.196601] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:27:58.504526] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:27:58.803884] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:27:59.096379] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:27:59.416524] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:27:59.741816] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:00.080328] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:00.080511] [INFO ] [CONFIGURE ] FMN: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T14:28:00.080570] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6118 tests [2025-11-21T14:28:00.080620] [INFO ] [CONFIGURE ] FMN: Testing feature 12/29: add_obv_interval [2025-11-21T14:28:00.080685] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T14:28:00.377984] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:00.657921] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:01.578705] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:01.920286] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:02.210906] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:02.496126] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:02.781348] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:03.058738] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:03.335569] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:28:03.623797] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:03.623977] [INFO ] [CONFIGURE ] FMN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T14:28:03.624035] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6117 tests [2025-11-21T14:28:03.624098] [INFO ] [CONFIGURE ] FMN: Testing feature 13/29: add_opening_strength [2025-11-21T14:28:03.624161] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:28:03.943432] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:04.253910] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:04.569393] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:04.885363] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:05.202362] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:05.517293] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:28:05.860787] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:06.194340] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:28:06.513555] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:28:06.828458] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:06.828725] [INFO ] [CONFIGURE ] FMN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:28:06.828788] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6116 tests [2025-11-21T14:28:06.828837] [INFO ] [CONFIGURE ] FMN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:28:06.828874] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T14:28:07.137397] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:07.445620] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:07.737930] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:08.030565] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:08.332261] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:08.644308] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:08.960235] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:09.273336] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:09.569938] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:09.878618] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:09.878832] [INFO ] [CONFIGURE ] FMN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:28:09.878892] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6115 tests [2025-11-21T14:28:09.878941] [INFO ] [CONFIGURE ] FMN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:28:09.878985] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T14:28:10.143840] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:10.411541] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:10.695254] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:10.980262] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:11.270236] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:11.557005] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:11.847708] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:12.132316] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:12.416913] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:12.705259] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:12.705423] [INFO ] [CONFIGURE ] FMN: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T14:28:12.705482] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6114 tests [2025-11-21T14:28:12.705531] [INFO ] [CONFIGURE ] FMN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:28:12.705576] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T14:28:13.029304] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:13.332608] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:13.648209] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:13.952424] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:14.273993] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:14.596249] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:14.888956] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:15.173787] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:15.465634] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:28:15.771145] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:15.771357] [INFO ] [CONFIGURE ] FMN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:28:15.771415] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6113 tests [2025-11-21T14:28:15.771462] [INFO ] [CONFIGURE ] FMN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:28:15.771506] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T14:28:16.073956] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:16.377183] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:16.686794] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:17.004986] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:17.326957] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:17.643723] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:17.964721] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:18.284449] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:18.611411] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:18.930320] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:18.930507] [INFO ] [CONFIGURE ] FMN: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T14:28:18.930566] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6112 tests [2025-11-21T14:28:18.930618] [INFO ] [CONFIGURE ] FMN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:28:18.930683] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T14:28:19.218761] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:28:19.511707] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:19.803469] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:20.099466] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:20.399925] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:20.720173] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:21.059131] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:21.351287] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:28:21.663086] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:21.967246] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:21.967519] [INFO ] [CONFIGURE ] FMN: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:28:21.967582] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6111 tests [2025-11-21T14:28:21.967632] [INFO ] [CONFIGURE ] FMN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:28:21.967702] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T14:28:22.264809] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:22.570194] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:22.861151] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:23.160232] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:23.460112] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:23.761449] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:24.076741] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:28:24.388299] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:24.679781] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:24.973285] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:24.974088] [INFO ] [CONFIGURE ] FMN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T14:28:24.974154] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6110 tests [2025-11-21T14:28:24.974202] [INFO ] [CONFIGURE ] FMN: Testing feature 20/29: add_price_rejection [2025-11-21T14:28:24.974247] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T14:28:25.281904] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:25.594186] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:25.908302] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:26.231327] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:26.546115] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:26.880261] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:27.213288] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:27.534339] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:28:27.855220] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:28:28.176154] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:28.176372] [INFO ] [CONFIGURE ] FMN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T14:28:28.176433] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6109 tests [2025-11-21T14:28:28.176485] [INFO ] [CONFIGURE ] FMN: Testing feature 21/29: add_range_position [2025-11-21T14:28:28.176530] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_range_position'] [2025-11-21T14:28:28.511627] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:28.845189] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:29.223273] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:29.651715] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:30.001458] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:30.324662] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:30.648587] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:30.980381] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:31.308888] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:31.621017] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:31.621207] [INFO ] [CONFIGURE ] FMN: DISCARDED add_range_position (score: 70.00%) [2025-11-21T14:28:31.621264] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6108 tests [2025-11-21T14:28:31.621312] [INFO ] [CONFIGURE ] FMN: Testing feature 22/29: add_realized_volatility [2025-11-21T14:28:31.621353] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T14:28:32.012184] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:28:32.382225] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:32.765318] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:33.155283] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:33.543479] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:33.928665] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:34.330972] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:34.735432] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:35.143373] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:35.540490] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:35.540714] [INFO ] [CONFIGURE ] FMN: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T14:28:35.540774] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6107 tests [2025-11-21T14:28:35.540822] [INFO ] [CONFIGURE ] FMN: Testing feature 23/29: add_recent_range_context [2025-11-21T14:28:35.540864] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T14:28:35.835296] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:36.125014] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:36.398591] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:36.676074] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:36.941985] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:37.262098] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:28:37.562272] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:37.848537] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:38.139101] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:38.428584] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:38.428801] [INFO ] [CONFIGURE ] FMN: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T14:28:38.428881] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6106 tests [2025-11-21T14:28:38.428951] [INFO ] [CONFIGURE ] FMN: Testing feature 24/29: add_rsi [2025-11-21T14:28:38.428997] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_rsi'] [2025-11-21T14:28:38.705005] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:38.996490] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:39.287938] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:39.591757] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:39.884258] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:40.187825] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:40.469525] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:40.762575] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:41.080836] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:28:41.362940] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:41.363120] [INFO ] [CONFIGURE ] FMN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:28:41.363180] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6105 tests [2025-11-21T14:28:41.363230] [INFO ] [CONFIGURE ] FMN: Testing feature 25/29: add_tick_distribution [2025-11-21T14:28:41.363277] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T14:28:41.652675] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:28:41.927895] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:42.205382] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:42.484051] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:42.765010] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:43.042150] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:43.336296] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:43.637351] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:43.940971] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:28:44.248427] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:44.248617] [INFO ] [CONFIGURE ] FMN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:28:44.248801] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6104 tests [2025-11-21T14:28:44.248870] [INFO ] [CONFIGURE ] FMN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:28:44.248927] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T14:28:44.533713] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:44.827516] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:45.125931] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:45.424704] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:45.724438] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:46.022860] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:46.320994] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:46.633665] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:46.931085] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:28:47.234186] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:47.234389] [INFO ] [CONFIGURE ] FMN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:28:47.234449] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6103 tests [2025-11-21T14:28:47.234499] [INFO ] [CONFIGURE ] FMN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:28:47.234544] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T14:28:47.564436] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:47.890085] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:48.220746] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:48.549461] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:48.878993] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:49.213134] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:49.541823] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:49.878938] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:50.213396] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:50.547516] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:50.547732] [INFO ] [CONFIGURE ] FMN: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T14:28:50.547795] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6102 tests [2025-11-21T14:28:50.547853] [INFO ] [CONFIGURE ] FMN: Testing feature 28/29: add_volume_profile [2025-11-21T14:28:50.547904] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T14:28:50.871548] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:51.182393] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:51.501772] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:51.817222] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:52.145958] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:52.465668] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:52.783196] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:53.114186] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:53.438668] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:28:53.809232] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:53.809436] [INFO ] [CONFIGURE ] FMN: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T14:28:53.809502] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6101 tests [2025-11-21T14:28:53.809552] [INFO ] [CONFIGURE ] FMN: Testing feature 29/29: add_vwap [2025-11-21T14:28:53.809682] [INFO ] [CONFIGURE ] FMN: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves', 'add_vwap'] [2025-11-21T14:28:54.139180] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:54.463822] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:54.793870] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:28:55.131719] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:28:55.454804] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:28:55.773013] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:56.093555] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:28:56.417280] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:28:56.747879] [DEBUG] [FORECASTER] FMN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:28:57.078838] [DEBUG] [FORECASTER] FMN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:28:57.079041] [INFO ] [CONFIGURE ] FMN: DISCARDED add_vwap (score: 60.00%) [2025-11-21T14:28:57.079099] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6100 tests [2025-11-21T14:28:57.079148] [INFO ] [CONFIGURE ] FMN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:28:57.079191] [INFO ] [CONFIGURE ] FMN: Best accuracy: 90.00% [2025-11-21T14:28:57.079232] [INFO ] [CONFIGURE ] FMN: Best feature set (3 features): ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T14:28:57.079275] [INFO ] [CONFIGURE ] FMN: Improvement over baseline: 40.00% [2025-11-21T14:28:57.079313] [INFO ] [CONFIGURE ] FMN: Total time: 1.5 minutes [2025-11-21T14:28:57.079350] [INFO ] [CONFIGURE ] FMN: Average time per feature: 3.1 seconds [2025-11-21T14:28:57.079388] [INFO ] [CONFIGURE ] FMN: Average speed: 0.33 features/sec [2025-11-21T14:28:57.079929] [INFO ] [LOCAL ] Saved configuration for FMN: 3 features, 90.00% accuracy -> ./output/feature-sets/FMN.json [2025-11-21T14:28:57.079989] [INFO ] [CONFIGURE ] FMN: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T14:28:57.080038] [INFO ] [sig ] [518/723] Successfully configured FMN | 0.01 sym/s | Total: 11.9h | ETA: 4.7h [2025-11-21T14:28:57.080086] [INFO ] [sig ] [519/723] Configuring FN... [2025-11-21T14:28:57.080129] [INFO ] [CONFIGURE ] FN: Configurate test run. [2025-11-21T14:28:57.080169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-11-21T14:28:57.156668] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FN'. [2025-11-21T14:28:57.157083] [INFO ] [CONFIGURE ] FN: Testing with 29 available features [2025-11-21T14:28:57.157157] [INFO ] [CONFIGURE ] FN: Establishing baseline with no features... [2025-11-21T14:28:57.348505] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:28:57.539481] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:28:57.731397] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:28:57.925150] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:28:58.113908] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:28:58.308777] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:28:58.500229] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:28:58.694526] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:28:58.872580] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:28:59.040747] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:28:59.040905] [INFO ] [CONFIGURE ] FN: Baseline score (no features): 40.00% [2025-11-21T14:28:59.040952] [INFO ] [CONFIGURE ] FN: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:28:59.040987] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:28:59.251874] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:28:59.458801] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:28:59.673013] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:28:59.884338] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:00.091760] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:00.297306] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:00.502985] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:00.709332] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:29:01.579608] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:01.875980] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:01.876323] [INFO ] [CONFIGURE ] FN: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T14:29:01.876427] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6099 tests [2025-11-21T14:29:01.876513] [INFO ] [CONFIGURE ] FN: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:29:01.876588] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:29:02.152040] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:02.411131] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:02.656998] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:02.897351] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:03.139841] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:03.390632] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:03.644542] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:03.895265] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:04.141308] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:04.398206] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:04.398409] [INFO ] [CONFIGURE ] FN: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:29:04.398466] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6098 tests [2025-11-21T14:29:04.398520] [INFO ] [CONFIGURE ] FN: Testing feature 3/29: add_daily_returns [2025-11-21T14:29:04.398565] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:29:04.625008] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:04.845240] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:05.069212] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:05.293853] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:05.513924] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:05.737610] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:29:05.963137] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:06.208965] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:06.438343] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:06.669000] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:06.669193] [INFO ] [CONFIGURE ] FN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:29:06.669244] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6097 tests [2025-11-21T14:29:06.669282] [INFO ] [CONFIGURE ] FN: Testing feature 4/29: add_ema [2025-11-21T14:29:06.669317] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:29:06.941736] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:07.206992] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:07.471743] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:07.742155] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:08.011357] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:08.279838] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:08.545786] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:08.813932] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:09.084056] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:09.345467] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:09.345711] [INFO ] [CONFIGURE ] FN: DISCARDED add_ema (score: 40.00%) [2025-11-21T14:29:09.345902] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6096 tests [2025-11-21T14:29:09.345998] [INFO ] [CONFIGURE ] FN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:29:09.346074] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:29:09.602878] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:09.888658] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:10.168996] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:29:10.430326] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:29:10.708839] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:29:10.983043] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:11.237728] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:11.487716] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:11.746237] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:12.007353] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:12.007558] [INFO ] [CONFIGURE ] FN: DISCARDED add_exhaustion_signals (score: 10.00%) [2025-11-21T14:29:12.007621] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6095 tests [2025-11-21T14:29:12.007698] [INFO ] [CONFIGURE ] FN: Testing feature 6/29: add_failed_moves [2025-11-21T14:29:12.007789] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T14:29:12.227895] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:12.453194] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:12.682750] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:12.899903] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:13.114010] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:13.329000] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:13.546454] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:13.764249] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:13.986022] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:14.203238] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:14.203414] [INFO ] [CONFIGURE ] FN: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:29:14.203464] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6094 tests [2025-11-21T14:29:14.203507] [INFO ] [CONFIGURE ] FN: Testing feature 7/29: add_lag_shelf [2025-11-21T14:29:14.203543] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T14:29:14.416896] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:14.625575] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:14.837179] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:15.043020] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:29:15.250877] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:15.456130] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:15.667513] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:15.877894] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:16.087253] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:16.297709] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:16.297895] [INFO ] [CONFIGURE ] FN: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T14:29:16.297945] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6093 tests [2025-11-21T14:29:16.297984] [INFO ] [CONFIGURE ] FN: Testing feature 8/29: add_macd [2025-11-21T14:29:16.298021] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T14:29:16.628989] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:16.961766] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:17.299253] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:29:17.609693] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:17.942439] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:29:18.279441] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:29:18.620881] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:18.980353] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:29:19.330838] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:19.658026] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:19.658231] [INFO ] [CONFIGURE ] FN: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:29:19.658289] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6092 tests [2025-11-21T14:29:19.658337] [INFO ] [CONFIGURE ] FN: Testing feature 9/29: add_mfi [2025-11-21T14:29:19.658406] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T14:29:19.902945] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:20.144521] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:20.383325] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:20.622982] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:20.884744] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:21.173663] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:21.490634] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:21.751764] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:29:21.967065] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:22.202915] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:22.203129] [INFO ] [CONFIGURE ] FN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T14:29:22.203189] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6091 tests [2025-11-21T14:29:22.203237] [INFO ] [CONFIGURE ] FN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:29:22.203311] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:29:22.521577] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:22.813515] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:23.119031] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:23.430917] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:23.758719] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:24.078988] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:24.398811] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:24.725869] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:25.036129] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:25.347781] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:25.347965] [INFO ] [CONFIGURE ] FN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:29:25.348022] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6090 tests [2025-11-21T14:29:25.348068] [INFO ] [CONFIGURE ] FN: Testing feature 11/29: add_obv_daily [2025-11-21T14:29:25.348129] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T14:29:25.600576] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:25.845559] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:26.075452] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:26.299510] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:26.536511] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:26.782098] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:27.017368] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:27.259548] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:27.499858] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:27.741108] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:27.741413] [INFO ] [CONFIGURE ] FN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:29:27.741510] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6089 tests [2025-11-21T14:29:27.741595] [INFO ] [CONFIGURE ] FN: Testing feature 12/29: add_obv_interval [2025-11-21T14:29:27.741690] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T14:29:27.978564] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:28.212006] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:28.444775] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:28.663686] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:28.907476] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:29.141495] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:29.374415] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:29.617658] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:29:29.853595] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:30.087737] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:30.087923] [INFO ] [CONFIGURE ] FN: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:29:30.087971] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6088 tests [2025-11-21T14:29:30.088009] [INFO ] [CONFIGURE ] FN: Testing feature 13/29: add_opening_strength [2025-11-21T14:29:30.088044] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:29:30.337032] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:30.584214] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:30.833203] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:29:31.085730] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:29:31.335239] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:31.591910] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:29:31.850448] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:32.102855] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:32.355556] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:32.607999] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:32.608179] [INFO ] [CONFIGURE ] FN: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T14:29:32.608250] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6087 tests [2025-11-21T14:29:32.608289] [INFO ] [CONFIGURE ] FN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:29:32.608336] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T14:29:32.856260] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:29:33.105097] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:33.349506] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:33.598163] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:33.855973] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:34.103523] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:34.353030] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:34.608072] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:29:34.853231] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:35.100823] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:35.100993] [INFO ] [CONFIGURE ] FN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:29:35.101050] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6086 tests [2025-11-21T14:29:35.101113] [INFO ] [CONFIGURE ] FN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:29:35.101160] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T14:29:35.313473] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:35.524800] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:35.739150] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:35.959775] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:36.177392] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:36.393794] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:36.609744] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:36.826888] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:29:37.045811] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:37.262823] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:37.262988] [INFO ] [CONFIGURE ] FN: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-21T14:29:37.263036] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6085 tests [2025-11-21T14:29:37.263073] [INFO ] [CONFIGURE ] FN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:29:37.263108] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T14:29:37.515861] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:29:37.763025] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:38.016139] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:38.287365] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:38.557898] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:38.831881] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:29:39.107673] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:39.372920] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:39.639756] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:39.901666] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:39.901852] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T14:29:39.901901] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6084 tests [2025-11-21T14:29:39.901939] [INFO ] [CONFIGURE ] FN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:29:39.901973] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T14:29:40.153058] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:40.403949] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:40.663828] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:40.924837] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:41.178457] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:41.423598] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:41.674101] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:41.925363] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:42.172884] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:42.423576] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:42.423767] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T14:29:42.423826] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6083 tests [2025-11-21T14:29:42.423916] [INFO ] [CONFIGURE ] FN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:29:42.423967] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T14:29:42.657010] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:42.889390] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:43.122476] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:29:43.350286] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:43.585390] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:43.820323] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:44.054171] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:44.291309] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:29:44.532343] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:44.751658] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:44.751835] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:29:44.751885] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6082 tests [2025-11-21T14:29:44.751923] [INFO ] [CONFIGURE ] FN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:29:44.751959] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T14:29:44.966363] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:45.194867] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:45.424482] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:45.659013] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:45.888566] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:46.123025] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:46.355351] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:46.591215] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:46.823905] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:47.071113] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:47.071508] [INFO ] [CONFIGURE ] FN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:29:47.071613] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6081 tests [2025-11-21T14:29:47.071726] [INFO ] [CONFIGURE ] FN: Testing feature 20/29: add_price_rejection [2025-11-21T14:29:47.071834] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T14:29:47.331133] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:47.600133] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:47.859817] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:48.110490] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:48.359501] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:48.610407] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:48.860859] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:49.110365] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:49.364866] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:49.622790] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:49.622974] [INFO ] [CONFIGURE ] FN: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T14:29:49.623034] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6080 tests [2025-11-21T14:29:49.623109] [INFO ] [CONFIGURE ] FN: Testing feature 21/29: add_range_position [2025-11-21T14:29:49.623157] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T14:29:49.899972] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:50.181852] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:50.453397] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:29:50.725421] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:51.008229] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:51.284184] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:51.558873] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:51.843408] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:52.128245] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:52.410959] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:52.411152] [INFO ] [CONFIGURE ] FN: DISCARDED add_range_position (score: 40.00%) [2025-11-21T14:29:52.411212] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6079 tests [2025-11-21T14:29:52.411259] [INFO ] [CONFIGURE ] FN: Testing feature 22/29: add_realized_volatility [2025-11-21T14:29:52.411304] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T14:29:52.768045] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:29:53.111261] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:29:53.458550] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:53.826213] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:29:54.193235] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:54.550086] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:54.921258] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:55.287430] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:55.654561] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:29:56.023835] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:29:56.024066] [INFO ] [CONFIGURE ] FN: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:29:56.024128] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6078 tests [2025-11-21T14:29:56.024177] [INFO ] [CONFIGURE ] FN: Testing feature 23/29: add_recent_range_context [2025-11-21T14:29:56.024221] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T14:29:56.261711] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:56.495203] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:56.732245] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:56.966661] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:57.202661] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:29:57.471756] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:29:57.713944] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:29:57.974805] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:29:58.213443] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:29:58.449678] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:29:58.449860] [INFO ] [CONFIGURE ] FN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:29:58.449917] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6077 tests [2025-11-21T14:29:58.449962] [INFO ] [CONFIGURE ] FN: Testing feature 24/29: add_rsi [2025-11-21T14:29:58.450005] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T14:29:58.723958] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:29:59.014627] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:29:59.288789] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:29:59.562352] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:29:59.843421] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:00.124365] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:00.405600] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:30:00.685347] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:01.674364] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:02.009037] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:30:02.009267] [INFO ] [CONFIGURE ] FN: DISCARDED add_rsi (score: 40.00%) [2025-11-21T14:30:02.009328] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6076 tests [2025-11-21T14:30:02.009380] [INFO ] [CONFIGURE ] FN: Testing feature 25/29: add_tick_distribution [2025-11-21T14:30:02.009424] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T14:30:02.260340] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:30:02.516122] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:30:02.775979] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:30:03.021605] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:30:03.284118] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:03.546863] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:03.807450] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:30:04.065517] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:04.303210] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:04.535140] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:30:04.535349] [INFO ] [CONFIGURE ] FN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:30:04.535399] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6075 tests [2025-11-21T14:30:04.535439] [INFO ] [CONFIGURE ] FN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:30:04.535476] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T14:30:04.754089] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:30:04.975531] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:05.198917] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:30:05.428738] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:30:05.647965] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:05.876611] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:06.101374] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:30:06.324589] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:06.551471] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:06.777274] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:06.777438] [INFO ] [CONFIGURE ] FN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:30:06.777492] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6074 tests [2025-11-21T14:30:06.777582] [INFO ] [CONFIGURE ] FN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:30:06.777630] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T14:30:07.045926] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:30:07.314348] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:07.585807] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:30:07.881707] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:30:08.164573] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:08.527867] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:08.870512] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:30:09.173726] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:09.436182] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:09.684968] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:30:09.685143] [INFO ] [CONFIGURE ] FN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:30:09.685200] [INFO ] [CONFIGURE ] JOB ETA: 4.8h | Avg: 2.8s/test | Remaining: 6073 tests [2025-11-21T14:30:09.685251] [INFO ] [CONFIGURE ] FN: Testing feature 28/29: add_volume_profile [2025-11-21T14:30:09.685353] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T14:30:09.920292] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:30:10.188069] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:10.437914] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:30:10.678879] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:30:10.914707] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:11.164887] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:11.410041] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:30:11.659755] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:11.910773] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:12.149138] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:30:12.149319] [INFO ] [CONFIGURE ] FN: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T14:30:12.149377] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6072 tests [2025-11-21T14:30:12.149479] [INFO ] [CONFIGURE ] FN: Testing feature 29/29: add_vwap [2025-11-21T14:30:12.149528] [INFO ] [CONFIGURE ] FN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T14:30:12.397360] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:30:12.645288] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:12.894454] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:30:13.143062] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:30:13.390874] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:13.638201] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:13.904160] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:30:14.151743] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:14.412620] [DEBUG] [FORECASTER] FN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:14.663729] [DEBUG] [FORECASTER] FN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:14.663929] [INFO ] [CONFIGURE ] FN: DISCARDED add_vwap (score: 40.00%) [2025-11-21T14:30:14.663988] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6071 tests [2025-11-21T14:30:14.664036] [INFO ] [CONFIGURE ] FN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:30:14.664079] [INFO ] [CONFIGURE ] FN: Best accuracy: 80.00% [2025-11-21T14:30:14.664120] [INFO ] [CONFIGURE ] FN: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T14:30:14.664159] [INFO ] [CONFIGURE ] FN: Improvement over baseline: 40.00% [2025-11-21T14:30:14.664195] [INFO ] [CONFIGURE ] FN: Total time: 1.3 minutes [2025-11-21T14:30:14.664231] [INFO ] [CONFIGURE ] FN: Average time per feature: 2.6 seconds [2025-11-21T14:30:14.664267] [INFO ] [CONFIGURE ] FN: Average speed: 0.38 features/sec [2025-11-21T14:30:14.664712] [INFO ] [LOCAL ] Saved configuration for FN: 2 features, 80.00% accuracy -> ./output/feature-sets/FN.json [2025-11-21T14:30:14.664771] [INFO ] [CONFIGURE ] FN: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T14:30:14.664820] [INFO ] [sig ] [519/723] Successfully configured FN | 0.01 sym/s | Total: 11.9h | ETA: 4.7h [2025-11-21T14:30:14.664865] [INFO ] [sig ] [520/723] Configuring FNB... [2025-11-21T14:30:14.664905] [INFO ] [CONFIGURE ] FNB: Configurate test run. [2025-11-21T14:30:14.664947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-11-21T14:30:14.739602] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FNB'. [2025-11-21T14:30:14.739972] [INFO ] [CONFIGURE ] FNB: Testing with 29 available features [2025-11-21T14:30:14.740037] [INFO ] [CONFIGURE ] FNB: Establishing baseline with no features... [2025-11-21T14:30:14.930337] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:15.109748] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:15.273905] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:15.445354] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:15.613977] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:15.782371] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:15.968349] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:16.144576] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:16.310964] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:16.494527] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:16.494708] [INFO ] [CONFIGURE ] FNB: Baseline score (no features): 50.00% [2025-11-21T14:30:16.494797] [INFO ] [CONFIGURE ] FNB: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:30:16.494850] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:30:16.707588] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:16.901758] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:17.122326] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:17.336116] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:17.551957] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:30:17.772919] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:17.983584] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:18.203589] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:18.429938] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:18.659437] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:18.659710] [INFO ] [CONFIGURE ] FNB: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T14:30:18.659876] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6070 tests [2025-11-21T14:30:18.660055] [INFO ] [CONFIGURE ] FNB: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:30:18.660170] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:30:18.871366] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:19.084956] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:19.292775] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:19.503372] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:19.726436] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:30:19.962632] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:20.191428] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:30:20.419290] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:20.652141] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:20.883817] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:20.883989] [INFO ] [CONFIGURE ] FNB: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T14:30:20.884036] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6069 tests [2025-11-21T14:30:20.884077] [INFO ] [CONFIGURE ] FNB: Testing feature 3/29: add_daily_returns [2025-11-21T14:30:20.884114] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns'] [2025-11-21T14:30:21.083737] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:21.270768] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:21.460907] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:21.647291] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:21.846546] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:22.036742] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:22.223951] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:22.412411] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:22.611890] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:22.801833] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:22.802017] [INFO ] [CONFIGURE ] FNB: KEPT add_daily_returns (score: 60.00%) [2025-11-21T14:30:22.802077] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6068 tests [2025-11-21T14:30:22.802126] [INFO ] [CONFIGURE ] FNB: Testing feature 4/29: add_ema [2025-11-21T14:30:22.802173] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T14:30:23.035828] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:23.265746] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:23.499429] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:23.736379] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:23.980915] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:30:24.213480] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:24.446006] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:24.686169] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:24.925671] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:25.173112] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:25.173456] [INFO ] [CONFIGURE ] FNB: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:30:25.173557] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6067 tests [2025-11-21T14:30:25.173658] [INFO ] [CONFIGURE ] FNB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:30:25.173738] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:30:25.410561] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:25.650310] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:25.899825] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:26.156907] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:26.423821] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:30:26.678190] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:26.943693] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:27.211718] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:27.469127] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:27.704252] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:27.704431] [INFO ] [CONFIGURE ] FNB: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:30:27.704485] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6066 tests [2025-11-21T14:30:27.704536] [INFO ] [CONFIGURE ] FNB: Testing feature 6/29: add_failed_moves [2025-11-21T14:30:27.704580] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T14:30:27.903053] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:28.095469] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:28.287391] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:28.473229] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:28.676291] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:28.867998] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:29.066439] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:30:29.270871] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:29.485032] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:29.683775] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:29.683941] [INFO ] [CONFIGURE ] FNB: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:30:29.683990] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6065 tests [2025-11-21T14:30:29.684030] [INFO ] [CONFIGURE ] FNB: Testing feature 7/29: add_lag_shelf [2025-11-21T14:30:29.684067] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T14:30:29.868905] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:30.052582] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:30.236402] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:30.425469] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:30.617771] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:30.810906] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:31.004848] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:31.194258] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:31.377053] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:31.559358] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:31.559511] [INFO ] [CONFIGURE ] FNB: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:30:31.559560] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6064 tests [2025-11-21T14:30:31.559598] [INFO ] [CONFIGURE ] FNB: Testing feature 8/29: add_macd [2025-11-21T14:30:31.559635] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T14:30:31.837893] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:32.115608] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:32.390632] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:32.669711] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:32.954494] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:30:33.242529] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:33.541064] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:33.826205] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:34.126209] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:34.410908] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:34.411094] [INFO ] [CONFIGURE ] FNB: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:30:34.411150] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6063 tests [2025-11-21T14:30:34.411252] [INFO ] [CONFIGURE ] FNB: Testing feature 9/29: add_mfi [2025-11-21T14:30:34.411300] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T14:30:34.617053] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:34.809875] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:35.011060] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:35.218921] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:35.425463] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:30:35.638780] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:35.848008] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:36.056906] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:36.259317] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:36.468305] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:36.468510] [INFO ] [CONFIGURE ] FNB: DISCARDED add_mfi (score: 40.00%) [2025-11-21T14:30:36.468574] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6062 tests [2025-11-21T14:30:36.468621] [INFO ] [CONFIGURE ] FNB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:30:36.468685] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:30:36.749268] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:37.024281] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:30:37.303052] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:37.581884] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:37.864696] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:38.152273] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:38.443338] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:38.747681] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:39.060270] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:39.355322] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:39.355999] [INFO ] [CONFIGURE ] FNB: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:30:39.356069] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6061 tests [2025-11-21T14:30:39.356119] [INFO ] [CONFIGURE ] FNB: Testing feature 11/29: add_obv_daily [2025-11-21T14:30:39.356164] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T14:30:39.591251] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:39.810617] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:40.014843] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:40.268501] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:30:40.482302] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:40.715048] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:40.945338] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:41.160057] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:41.372750] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:41.583716] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:41.583873] [INFO ] [CONFIGURE ] FNB: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:30:41.583920] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6060 tests [2025-11-21T14:30:41.583958] [INFO ] [CONFIGURE ] FNB: Testing feature 12/29: add_obv_interval [2025-11-21T14:30:41.583994] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T14:30:41.780771] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:41.977832] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:42.173253] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:42.368811] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:30:42.570301] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:42.768199] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:42.964753] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:43.162476] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:43.363708] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:43.562545] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:43.562730] [INFO ] [CONFIGURE ] FNB: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T14:30:43.562801] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6059 tests [2025-11-21T14:30:43.562861] [INFO ] [CONFIGURE ] FNB: Testing feature 13/29: add_opening_strength [2025-11-21T14:30:43.562914] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:30:43.770615] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:43.976904] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:44.177423] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:44.381993] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:44.583048] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:44.786587] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:45.014283] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:30:45.247332] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:45.480051] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:45.709730] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:45.709904] [INFO ] [CONFIGURE ] FNB: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:30:45.709954] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6058 tests [2025-11-21T14:30:45.709992] [INFO ] [CONFIGURE ] FNB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:30:45.710027] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T14:30:45.954737] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:46.173692] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:46.393915] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:46.631481] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:46.870085] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:30:47.110496] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:47.352008] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:47.605217] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:47.850302] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:48.110616] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:48.110837] [INFO ] [CONFIGURE ] FNB: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:30:48.110895] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6057 tests [2025-11-21T14:30:48.110963] [INFO ] [CONFIGURE ] FNB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:30:48.111011] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T14:30:48.314862] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:48.506114] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:48.696255] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:48.887983] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:49.077604] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:49.267410] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:30:49.459553] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:49.652070] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:49.842895] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:50.035975] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:50.036150] [INFO ] [CONFIGURE ] FNB: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:30:50.036197] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6056 tests [2025-11-21T14:30:50.036234] [INFO ] [CONFIGURE ] FNB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:30:50.036270] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T14:30:50.249274] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:50.463961] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:50.674190] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:50.886832] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:51.102026] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:30:51.312510] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:51.528984] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:51.741994] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:51.961363] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:52.177574] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:52.177782] [INFO ] [CONFIGURE ] FNB: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T14:30:52.177868] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6055 tests [2025-11-21T14:30:52.177926] [INFO ] [CONFIGURE ] FNB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:30:52.177973] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T14:30:52.388677] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:52.605439] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:52.816847] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:53.031866] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:53.244403] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:53.455725] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:53.672042] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:53.885537] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:54.114853] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:54.346950] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:54.347124] [INFO ] [CONFIGURE ] FNB: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:30:54.347171] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6054 tests [2025-11-21T14:30:54.347209] [INFO ] [CONFIGURE ] FNB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:30:54.347243] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T14:30:54.554708] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:54.754937] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:54.948238] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:55.141596] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:55.340667] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:55.541189] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:55.738395] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:55.938637] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:30:56.134759] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:30:56.329663] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:56.329857] [INFO ] [CONFIGURE ] FNB: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T14:30:56.329908] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6053 tests [2025-11-21T14:30:56.329948] [INFO ] [CONFIGURE ] FNB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:30:56.329983] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T14:30:56.528743] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:56.719957] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:30:56.906585] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:57.096989] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:57.288030] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:57.480455] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:57.676543] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:57.867804] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:30:58.057596] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:30:58.249867] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:30:58.250144] [INFO ] [CONFIGURE ] FNB: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T14:30:58.250442] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6052 tests [2025-11-21T14:30:58.250558] [INFO ] [CONFIGURE ] FNB: Testing feature 20/29: add_price_rejection [2025-11-21T14:30:58.250638] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T14:30:58.455061] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:30:58.662009] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:30:58.869173] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:30:59.070894] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:30:59.276503] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:30:59.481253] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:30:59.693308] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:30:59.906784] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:31:00.135238] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:00.350389] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:00.350554] [INFO ] [CONFIGURE ] FNB: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:31:00.350601] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6051 tests [2025-11-21T14:31:00.350639] [INFO ] [CONFIGURE ] FNB: Testing feature 21/29: add_range_position [2025-11-21T14:31:00.350725] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T14:31:00.577205] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:00.821773] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:31:01.657317] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:02.065614] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:02.304556] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:02.532265] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:02.761979] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:02.995719] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:31:03.239139] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:03.486104] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:03.486292] [INFO ] [CONFIGURE ] FNB: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:31:03.486340] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6050 tests [2025-11-21T14:31:03.486426] [INFO ] [CONFIGURE ] FNB: Testing feature 22/29: add_realized_volatility [2025-11-21T14:31:03.486475] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T14:31:03.807180] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:04.129341] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:31:04.446868] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:04.766722] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:05.090877] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:05.413959] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:05.743822] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:06.070441] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:31:06.393296] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:06.716186] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:06.716377] [INFO ] [CONFIGURE ] FNB: KEPT add_realized_volatility (score: 70.00%) [2025-11-21T14:31:06.716436] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6049 tests [2025-11-21T14:31:06.716482] [INFO ] [CONFIGURE ] FNB: Testing feature 23/29: add_recent_range_context [2025-11-21T14:31:06.716525] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T14:31:07.055174] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:07.409657] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:31:07.754041] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:08.093262] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:08.426012] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:08.760803] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:09.103136] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:09.444701] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:31:09.789797] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:10.132373] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:10.132566] [INFO ] [CONFIGURE ] FNB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:31:10.132624] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6048 tests [2025-11-21T14:31:10.132693] [INFO ] [CONFIGURE ] FNB: Testing feature 24/29: add_rsi [2025-11-21T14:31:10.132739] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-21T14:31:10.513012] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:10.897178] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:31:11.282326] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:11.662706] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:12.050539] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:12.460254] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:12.857566] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:31:13.240665] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:31:13.629538] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:14.027196] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:14.027428] [INFO ] [CONFIGURE ] FNB: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:31:14.027494] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6047 tests [2025-11-21T14:31:14.027545] [INFO ] [CONFIGURE ] FNB: Testing feature 25/29: add_tick_distribution [2025-11-21T14:31:14.027590] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T14:31:14.359712] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:14.691488] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:31:15.117377] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:15.562448] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:15.912513] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:16.235494] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:16.555033] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:31:16.887043] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:31:17.221869] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:17.578908] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:17.579099] [INFO ] [CONFIGURE ] FNB: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:31:17.579158] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6046 tests [2025-11-21T14:31:17.579206] [INFO ] [CONFIGURE ] FNB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:31:17.579251] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T14:31:17.933942] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:18.276441] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:31:18.618195] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:18.960344] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:19.338499] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:19.691661] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:20.065595] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:31:20.407983] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:31:20.755564] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:21.099992] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:21.100206] [INFO ] [CONFIGURE ] FNB: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T14:31:21.100268] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6045 tests [2025-11-21T14:31:21.100319] [INFO ] [CONFIGURE ] FNB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:31:21.100389] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T14:31:21.462040] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:21.823709] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:31:22.186147] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:22.540779] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:22.902370] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:23.257784] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:23.618242] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:31:23.986290] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:31:24.368804] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:24.757696] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:24.758066] [INFO ] [CONFIGURE ] FNB: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T14:31:24.758128] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6044 tests [2025-11-21T14:31:24.758179] [INFO ] [CONFIGURE ] FNB: Testing feature 28/29: add_volume_profile [2025-11-21T14:31:24.758224] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T14:31:25.109256] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:25.445797] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:31:25.776293] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:26.104778] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:26.458467] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:26.833198] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:27.178242] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:27.511269] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:31:27.855701] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:28.208327] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:28.208519] [INFO ] [CONFIGURE ] FNB: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:31:28.208577] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6043 tests [2025-11-21T14:31:28.208624] [INFO ] [CONFIGURE ] FNB: Testing feature 29/29: add_vwap [2025-11-21T14:31:28.208688] [INFO ] [CONFIGURE ] FNB: Testing with features: ['add_daily_returns', 'add_realized_volatility', 'add_vwap'] [2025-11-21T14:31:28.568908] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:31:28.936486] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:31:29.295048] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:29.657697] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:30.018603] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:30.381358] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:30.733877] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:31:31.073444] [DEBUG] [FORECASTER] FNB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:31:31.410783] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:31:31.741468] [DEBUG] [FORECASTER] FNB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:31:31.741678] [INFO ] [CONFIGURE ] FNB: DISCARDED add_vwap (score: 30.00%) [2025-11-21T14:31:31.741742] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6042 tests [2025-11-21T14:31:31.741800] [INFO ] [CONFIGURE ] FNB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:31:31.741851] [INFO ] [CONFIGURE ] FNB: Best accuracy: 70.00% [2025-11-21T14:31:31.741895] [INFO ] [CONFIGURE ] FNB: Best feature set (2 features): ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T14:31:31.741934] [INFO ] [CONFIGURE ] FNB: Improvement over baseline: 20.00% [2025-11-21T14:31:31.741971] [INFO ] [CONFIGURE ] FNB: Total time: 1.3 minutes [2025-11-21T14:31:31.742007] [INFO ] [CONFIGURE ] FNB: Average time per feature: 2.6 seconds [2025-11-21T14:31:31.742044] [INFO ] [CONFIGURE ] FNB: Average speed: 0.39 features/sec [2025-11-21T14:31:31.742599] [INFO ] [LOCAL ] Saved configuration for FNB: 2 features, 70.00% accuracy -> ./output/feature-sets/FNB.json [2025-11-21T14:31:31.742682] [INFO ] [CONFIGURE ] FNB: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T14:31:31.742743] [INFO ] [sig ] [520/723] Successfully configured FNB | 0.01 sym/s | Total: 12.0h | ETA: 4.7h [2025-11-21T14:31:31.742799] [INFO ] [sig ] [521/723] Configuring FND... [2025-11-21T14:31:31.742846] [INFO ] [CONFIGURE ] FND: Configurate test run. [2025-11-21T14:31:31.742893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-11-21T14:31:32.047826] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FND'. [2025-11-21T14:31:32.048587] [INFO ] [CONFIGURE ] FND: Testing with 29 available features [2025-11-21T14:31:32.048684] [INFO ] [CONFIGURE ] FND: Establishing baseline with no features... [2025-11-21T14:31:32.227048] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:32.400235] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:32.577914] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:32.750160] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:32.929869] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:33.121179] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:33.295374] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:31:33.473278] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:33.651158] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:33.827197] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:33.827352] [INFO ] [CONFIGURE ] FND: Baseline score (no features): 50.00% [2025-11-21T14:31:33.827402] [INFO ] [CONFIGURE ] FND: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:31:33.827441] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:31:34.044776] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:31:34.259823] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:34.476528] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:31:34.696202] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:34.912789] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:35.129669] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:35.337800] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:31:35.555582] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:35.771987] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:31:35.985861] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:35.986053] [INFO ] [CONFIGURE ] FND: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T14:31:35.986103] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6041 tests [2025-11-21T14:31:35.986145] [INFO ] [CONFIGURE ] FND: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:31:35.986182] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:31:36.237267] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:31:36.477760] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:36.713299] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:36.932240] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:37.150952] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:37.375954] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:37.608259] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:37.832583] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:38.047167] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:31:38.272494] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:38.272741] [INFO ] [CONFIGURE ] FND: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T14:31:38.272804] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6040 tests [2025-11-21T14:31:38.272860] [INFO ] [CONFIGURE ] FND: Testing feature 3/29: add_daily_returns [2025-11-21T14:31:38.272907] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_daily_returns'] [2025-11-21T14:31:38.455950] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:38.640565] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:38.827047] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:39.029423] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:39.217320] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:39.404858] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:39.590564] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:39.778671] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:39.964920] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:40.171513] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:40.171707] [INFO ] [CONFIGURE ] FND: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:31:40.171790] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6039 tests [2025-11-21T14:31:40.171891] [INFO ] [CONFIGURE ] FND: Testing feature 4/29: add_ema [2025-11-21T14:31:40.171952] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_ema'] [2025-11-21T14:31:40.391232] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:40.607888] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:40.831251] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:41.054380] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:41.273182] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:41.493705] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:41.717013] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:41.948427] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:42.174156] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:42.396312] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:42.396511] [INFO ] [CONFIGURE ] FND: DISCARDED add_ema (score: 50.00%) [2025-11-21T14:31:42.396564] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6038 tests [2025-11-21T14:31:42.396604] [INFO ] [CONFIGURE ] FND: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:31:42.396675] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:31:42.626034] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:42.863611] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:43.081842] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:43.305085] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:43.527118] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:43.752735] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:43.980205] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:44.211247] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:44.445934] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:44.692178] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:44.692552] [INFO ] [CONFIGURE ] FND: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T14:31:44.692613] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6037 tests [2025-11-21T14:31:44.692685] [INFO ] [CONFIGURE ] FND: Testing feature 6/29: add_failed_moves [2025-11-21T14:31:44.692736] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:31:44.927781] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:45.156638] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:45.384273] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:45.624762] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:45.866711] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:46.127553] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:46.373481] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:46.611779] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:46.855797] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:47.122842] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:47.123026] [INFO ] [CONFIGURE ] FND: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:31:47.123085] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6036 tests [2025-11-21T14:31:47.123128] [INFO ] [CONFIGURE ] FND: Testing feature 7/29: add_lag_shelf [2025-11-21T14:31:47.123173] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T14:31:47.360319] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:47.612890] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:47.869733] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:48.115489] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:48.363334] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:48.620463] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:48.872683] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:49.117184] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:49.352690] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:49.577379] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:49.577545] [INFO ] [CONFIGURE ] FND: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:31:49.577597] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6035 tests [2025-11-21T14:31:49.577660] [INFO ] [CONFIGURE ] FND: Testing feature 8/29: add_macd [2025-11-21T14:31:49.577706] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T14:31:49.860125] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:50.147486] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:50.439268] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:50.729414] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:51.016756] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:51.328121] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:51.624254] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:51.912779] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:52.218791] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:52.506920] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:52.507149] [INFO ] [CONFIGURE ] FND: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:31:52.507208] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6034 tests [2025-11-21T14:31:52.507253] [INFO ] [CONFIGURE ] FND: Testing feature 9/29: add_mfi [2025-11-21T14:31:52.507293] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T14:31:52.728622] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:52.950228] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:53.172636] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:53.405417] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:53.642008] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:31:53.870575] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:54.115380] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:54.372683] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:54.641907] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:54.895035] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:54.895273] [INFO ] [CONFIGURE ] FND: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:31:54.895334] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6033 tests [2025-11-21T14:31:54.895384] [INFO ] [CONFIGURE ] FND: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:31:54.895433] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:31:55.229551] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:55.564578] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:55.894778] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:56.239918] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:31:56.578984] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:56.908077] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:31:57.256132] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:31:57.602451] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:31:57.954768] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:31:58.316825] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:31:58.317057] [INFO ] [CONFIGURE ] FND: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:31:58.317136] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6032 tests [2025-11-21T14:31:58.317206] [INFO ] [CONFIGURE ] FND: Testing feature 11/29: add_obv_daily [2025-11-21T14:31:58.317269] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T14:31:58.578807] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:31:58.847555] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:31:59.115604] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:31:59.354715] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:31:59.588002] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:31:59.820056] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:00.058222] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:00.327086] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:00.562895] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:32:00.797948] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:00.798141] [INFO ] [CONFIGURE ] FND: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:32:00.798196] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6031 tests [2025-11-21T14:32:00.798243] [INFO ] [CONFIGURE ] FND: Testing feature 12/29: add_obv_interval [2025-11-21T14:32:00.798286] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T14:32:01.118492] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:01.936928] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:02.487739] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:02.796515] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:32:03.065305] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:03.337794] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:03.592204] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:03.855031] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:04.101380] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:04.346475] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:04.346870] [INFO ] [CONFIGURE ] FND: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:32:04.346933] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6030 tests [2025-11-21T14:32:04.346983] [INFO ] [CONFIGURE ] FND: Testing feature 13/29: add_opening_strength [2025-11-21T14:32:04.347027] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:32:04.622659] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:04.889438] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:05.155479] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:05.410181] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:05.672745] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:05.951918] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:06.228889] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:06.516160] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:06.781469] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:07.052430] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:07.052604] [INFO ] [CONFIGURE ] FND: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:32:07.052682] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6029 tests [2025-11-21T14:32:07.052737] [INFO ] [CONFIGURE ] FND: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:32:07.052782] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T14:32:07.297236] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:32:07.563262] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:07.830887] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:08.106751] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:08.377988] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:08.635059] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:08.905956] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:09.183531] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:09.445041] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:09.720974] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:09.721178] [INFO ] [CONFIGURE ] FND: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:32:09.721240] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6028 tests [2025-11-21T14:32:09.721290] [INFO ] [CONFIGURE ] FND: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:32:09.721332] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T14:32:09.949345] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:10.176836] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:10.401675] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:10.634544] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:10.881597] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:11.114472] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:11.362796] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:11.599673] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:11.830360] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:12.076803] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:12.077001] [INFO ] [CONFIGURE ] FND: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:32:12.077070] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6027 tests [2025-11-21T14:32:12.077138] [INFO ] [CONFIGURE ] FND: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:32:12.077196] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T14:32:12.346260] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:12.606921] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:12.861229] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:13.127253] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:13.389768] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:13.647068] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:13.904201] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:14.163255] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:14.428516] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:14.697047] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:14.697260] [INFO ] [CONFIGURE ] FND: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:32:14.697371] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6026 tests [2025-11-21T14:32:14.697428] [INFO ] [CONFIGURE ] FND: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:32:14.697473] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T14:32:14.964323] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:15.220016] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:15.479258] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:15.734573] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:16.017441] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:16.301133] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:16.570860] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:16.834430] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:17.088992] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:32:17.338957] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:17.339162] [INFO ] [CONFIGURE ] FND: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:32:17.339223] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6025 tests [2025-11-21T14:32:17.339277] [INFO ] [CONFIGURE ] FND: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:32:17.339323] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T14:32:17.585835] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:17.822288] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:18.065097] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:18.291201] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:18.517064] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:18.745703] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:18.962311] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:19.182256] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:32:19.397181] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:19.615142] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:19.615314] [INFO ] [CONFIGURE ] FND: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:32:19.615371] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6024 tests [2025-11-21T14:32:19.615418] [INFO ] [CONFIGURE ] FND: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:32:19.615462] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T14:32:19.849757] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:20.080567] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:20.312535] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:20.546494] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:20.786869] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:21.017945] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:21.247873] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:21.475846] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:32:21.709995] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:21.936811] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:21.937038] [INFO ] [CONFIGURE ] FND: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:32:21.937100] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6023 tests [2025-11-21T14:32:21.937148] [INFO ] [CONFIGURE ] FND: Testing feature 20/29: add_price_rejection [2025-11-21T14:32:21.937192] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T14:32:22.187841] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:22.451665] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:22.705223] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:22.960266] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:23.211330] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:23.466885] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:23.735849] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:24.017397] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:24.282778] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:24.553083] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:24.553274] [INFO ] [CONFIGURE ] FND: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:32:24.553332] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6022 tests [2025-11-21T14:32:24.553380] [INFO ] [CONFIGURE ] FND: Testing feature 21/29: add_range_position [2025-11-21T14:32:24.553423] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T14:32:24.831938] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:25.101440] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:25.378426] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:25.646047] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:25.916146] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:26.196563] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:26.466766] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:26.735300] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:27.037565] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:27.366130] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:27.366346] [INFO ] [CONFIGURE ] FND: DISCARDED add_range_position (score: 50.00%) [2025-11-21T14:32:27.366406] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6021 tests [2025-11-21T14:32:27.366456] [INFO ] [CONFIGURE ] FND: Testing feature 22/29: add_realized_volatility [2025-11-21T14:32:27.366561] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T14:32:27.794635] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:32:28.168627] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:28.514460] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:28.899590] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:29.271872] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:29.632110] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:30.014107] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:30.404158] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:32:30.801954] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:31.183428] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:31.183638] [INFO ] [CONFIGURE ] FND: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:32:31.183720] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6020 tests [2025-11-21T14:32:31.183773] [INFO ] [CONFIGURE ] FND: Testing feature 23/29: add_recent_range_context [2025-11-21T14:32:31.183819] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T14:32:31.489184] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:31.779550] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:32.046848] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:32.307428] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:32.577272] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:32.844677] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:33.127530] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:32:33.393321] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:33.661786] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:33.928734] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:33.928912] [INFO ] [CONFIGURE ] FND: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:32:33.928971] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6019 tests [2025-11-21T14:32:33.929019] [INFO ] [CONFIGURE ] FND: Testing feature 24/29: add_rsi [2025-11-21T14:32:33.929064] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T14:32:34.240079] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:34.545755] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:34.843201] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:35.133159] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:35.445084] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:35.748563] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:36.041813] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:36.339465] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:36.633094] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:32:36.939722] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:36.939907] [INFO ] [CONFIGURE ] FND: DISCARDED add_rsi (score: 40.00%) [2025-11-21T14:32:36.939964] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6018 tests [2025-11-21T14:32:36.940013] [INFO ] [CONFIGURE ] FND: Testing feature 25/29: add_tick_distribution [2025-11-21T14:32:36.940058] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T14:32:37.183084] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:37.433112] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:37.677249] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:37.927427] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:38.176126] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:38.448159] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:38.721035] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:38.974051] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:39.225862] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:39.501315] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:39.501514] [INFO ] [CONFIGURE ] FND: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:32:39.501572] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6017 tests [2025-11-21T14:32:39.501620] [INFO ] [CONFIGURE ] FND: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:32:39.501684] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T14:32:39.738443] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:32:39.981911] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:40.224944] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:40.462817] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:32:40.701376] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:40.945927] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:41.221096] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:41.462485] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:41.709288] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:41.960852] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:41.961051] [INFO ] [CONFIGURE ] FND: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T14:32:41.961109] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6016 tests [2025-11-21T14:32:41.961155] [INFO ] [CONFIGURE ] FND: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:32:41.961228] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T14:32:42.225710] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:32:42.491768] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:42.756116] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:43.025960] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:43.297284] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:43.566617] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:43.837324] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:32:44.128613] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:32:44.403207] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:32:44.664429] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:44.664637] [INFO ] [CONFIGURE ] FND: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T14:32:44.664718] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6015 tests [2025-11-21T14:32:44.664764] [INFO ] [CONFIGURE ] FND: Testing feature 28/29: add_volume_profile [2025-11-21T14:32:44.664806] [INFO ] [CONFIGURE ] FND: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T14:32:44.913774] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:32:45.193511] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:32:45.476523] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:45.763290] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:32:46.031468] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:46.314413] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:46.602350] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:32:46.869111] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:32:47.141964] [DEBUG] [FORECASTER] FND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:32:47.414915] [DEBUG] [FORECASTER] FND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:32:47.415143] [INFO ] [CONFIGURE ] FND: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:32:47.415206] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6014 tests [2025-11-21T14:32:47.415257] [INFO ] [CONFIGURE ] FND: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:32:47.415300] [INFO ] [CONFIGURE ] FND: Best accuracy: 70.00% [2025-11-21T14:32:47.415342] [INFO ] [CONFIGURE ] FND: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T14:32:47.415382] [INFO ] [CONFIGURE ] FND: Improvement over baseline: 20.00% [2025-11-21T14:32:47.415420] [INFO ] [CONFIGURE ] FND: Total time: 1.2 minutes [2025-11-21T14:32:47.415457] [INFO ] [CONFIGURE ] FND: Average time per feature: 2.6 seconds [2025-11-21T14:32:47.415494] [INFO ] [CONFIGURE ] FND: Average speed: 0.39 features/sec [2025-11-21T14:32:47.415969] [INFO ] [LOCAL ] Saved configuration for FND: 3 features, 70.00% accuracy -> ./output/feature-sets/FND.json [2025-11-21T14:32:47.416028] [INFO ] [CONFIGURE ] FND: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T14:32:47.416077] [INFO ] [sig ] [521/723] Successfully configured FND | 0.01 sym/s | Total: 12.0h | ETA: 4.6h [2025-11-21T14:32:47.416139] [INFO ] [sig ] [522/723] Configuring FNF... [2025-11-21T14:32:47.416181] [INFO ] [CONFIGURE ] FNF: Configurate test run. [2025-11-21T14:32:47.416219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-11-21T14:32:47.520105] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FNF'. [2025-11-21T14:32:47.520495] [INFO ] [CONFIGURE ] FNF: Testing with 29 available features [2025-11-21T14:32:47.520555] [INFO ] [CONFIGURE ] FNF: Establishing baseline with no features... [2025-11-21T14:32:47.693044] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:32:47.864184] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:32:48.039260] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:32:48.209201] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:32:48.377089] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:48.550394] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:48.722131] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:32:48.899968] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:32:49.076231] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:32:49.252335] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:32:49.252513] [INFO ] [CONFIGURE ] FNF: Baseline score (no features): 50.00% [2025-11-21T14:32:49.252564] [INFO ] [CONFIGURE ] FNF: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:32:49.252607] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:32:49.456903] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:32:49.660793] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:32:49.864073] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:32:50.068974] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:32:50.281536] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:32:50.489857] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:32:50.697259] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:32:50.913232] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:32:51.123291] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:32:51.340782] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:32:51.340967] [INFO ] [CONFIGURE ] FNF: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T14:32:51.341015] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6013 tests [2025-11-21T14:32:51.341053] [INFO ] [CONFIGURE ] FNF: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:32:51.341087] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:32:51.551165] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:32:51.773760] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:32:51.991770] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:32:52.202119] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:32:52.419957] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:52.627760] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:32:52.848085] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:32:53.066180] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:32:53.275753] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:32:53.490459] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:32:53.490636] [INFO ] [CONFIGURE ] FNF: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T14:32:53.490714] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6012 tests [2025-11-21T14:32:53.490782] [INFO ] [CONFIGURE ] FNF: Testing feature 3/29: add_daily_returns [2025-11-21T14:32:53.490832] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:32:53.729548] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:32:53.955834] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:32:54.194778] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:32:54.448151] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:32:54.664437] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:54.894727] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:32:55.117898] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:32:55.378937] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:32:55.710204] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:32:56.050414] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:32:56.050714] [INFO ] [CONFIGURE ] FNF: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:32:56.050790] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6011 tests [2025-11-21T14:32:56.050847] [INFO ] [CONFIGURE ] FNF: Testing feature 4/29: add_ema [2025-11-21T14:32:56.050924] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T14:32:56.379275] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:32:56.668163] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:32:56.944899] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:32:57.214850] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:32:57.486729] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:32:57.753425] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:32:58.022137] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:32:58.296859] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:32:58.569389] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:32:58.837427] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:32:58.837638] [INFO ] [CONFIGURE ] FNF: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:32:58.837723] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6010 tests [2025-11-21T14:32:58.837800] [INFO ] [CONFIGURE ] FNF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:32:58.837853] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:32:59.085560] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:32:59.333632] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:32:59.585810] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:32:59.835324] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:00.083696] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:33:00.398278] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:01.196460] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:01.476000] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:01.763125] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:02.074297] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:02.074547] [INFO ] [CONFIGURE ] FNF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T14:33:02.074609] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6009 tests [2025-11-21T14:33:02.074677] [INFO ] [CONFIGURE ] FNF: Testing feature 6/29: add_failed_moves [2025-11-21T14:33:02.074728] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T14:33:02.321325] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:33:02.554046] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:02.775267] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:03.002071] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:03.221627] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:33:03.446363] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:03.666709] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:03.876971] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:04.091039] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:04.302262] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:33:04.302429] [INFO ] [CONFIGURE ] FNF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:33:04.302484] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6008 tests [2025-11-21T14:33:04.302531] [INFO ] [CONFIGURE ] FNF: Testing feature 7/29: add_lag_shelf [2025-11-21T14:33:04.302573] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T14:33:04.518679] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:04.719523] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:04.918634] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:05.116925] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:05.316838] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:33:05.515619] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:05.729431] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:05.938202] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:06.146048] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:06.355808] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:33:06.356541] [INFO ] [CONFIGURE ] FNF: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:33:06.356703] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6007 tests [2025-11-21T14:33:06.356817] [INFO ] [CONFIGURE ] FNF: Testing feature 8/29: add_macd [2025-11-21T14:33:06.356898] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T14:33:06.668672] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:06.985973] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:07.305375] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:07.630319] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:07.950600] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:08.263424] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:08.576943] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:08.886978] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:09.204297] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:09.507813] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:33:09.508014] [INFO ] [CONFIGURE ] FNF: KEPT add_macd (score: 70.00%) [2025-11-21T14:33:09.508073] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6006 tests [2025-11-21T14:33:09.508120] [INFO ] [CONFIGURE ] FNF: Testing feature 9/29: add_mfi [2025-11-21T14:33:09.508162] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T14:33:09.851283] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:10.216022] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:10.557534] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:10.887747] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:11.252089] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:11.582106] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:11.944667] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:12.309013] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:12.682774] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:33:13.040931] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:13.041150] [INFO ] [CONFIGURE ] FNF: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:33:13.041214] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6005 tests [2025-11-21T14:33:13.041264] [INFO ] [CONFIGURE ] FNF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:33:13.041316] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:33:13.503089] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:13.965098] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:14.401809] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:14.809450] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:33:15.218948] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:15.654350] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:16.072282] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:16.508049] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:16.916621] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:33:17.343979] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:17.344197] [INFO ] [CONFIGURE ] FNF: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:33:17.344261] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6004 tests [2025-11-21T14:33:17.344320] [INFO ] [CONFIGURE ] FNF: Testing feature 11/29: add_obv_daily [2025-11-21T14:33:17.344369] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T14:33:17.670294] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:18.031922] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:18.408230] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:18.764317] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:19.096768] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:19.439260] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:19.780112] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:20.125955] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:20.516524] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:33:20.857541] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:20.857769] [INFO ] [CONFIGURE ] FNF: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:33:20.857834] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6003 tests [2025-11-21T14:33:20.857885] [INFO ] [CONFIGURE ] FNF: Testing feature 12/29: add_obv_interval [2025-11-21T14:33:20.857932] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T14:33:21.164427] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:21.470583] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:21.809469] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:22.164338] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:22.492466] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:22.824905] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:23.160901] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:23.508441] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:23.863615] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:33:24.207779] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:24.207975] [INFO ] [CONFIGURE ] FNF: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:33:24.208047] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6002 tests [2025-11-21T14:33:24.208104] [INFO ] [CONFIGURE ] FNF: Testing feature 13/29: add_opening_strength [2025-11-21T14:33:24.208149] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:33:24.589489] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:24.963428] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:25.327584] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:25.701180] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:26.085108] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:26.459979] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:26.843807] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:27.219190] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:27.611872] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:28.008913] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:28.009108] [INFO ] [CONFIGURE ] FNF: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:33:28.009172] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6001 tests [2025-11-21T14:33:28.009222] [INFO ] [CONFIGURE ] FNF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:33:28.009266] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T14:33:28.406268] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:28.798849] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:29.198371] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:29.567871] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:29.937748] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:30.310558] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:30.686674] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:31.061197] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:31.435146] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:31.805538] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:33:31.805753] [INFO ] [CONFIGURE ] FNF: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:33:31.805816] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 6000 tests [2025-11-21T14:33:31.805868] [INFO ] [CONFIGURE ] FNF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:33:31.805913] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T14:33:32.143224] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:32.490587] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:32.831829] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:33.176028] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:33.531105] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:33.861818] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:34.178925] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:34.507130] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:34.845801] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:33:35.199289] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:35.199495] [INFO ] [CONFIGURE ] FNF: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T14:33:35.199562] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5999 tests [2025-11-21T14:33:35.199603] [INFO ] [CONFIGURE ] FNF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:33:35.199667] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T14:33:35.557365] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:35.883873] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:36.232184] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:36.583393] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:36.927933] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:37.279588] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:37.631870] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:37.984204] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:38.333859] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:38.688636] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:33:38.688859] [INFO ] [CONFIGURE ] FNF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:33:38.688918] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5998 tests [2025-11-21T14:33:38.688966] [INFO ] [CONFIGURE ] FNF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:33:38.689011] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T14:33:39.070168] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:39.444844] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:39.805356] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:40.176311] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:40.536334] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:40.897325] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:41.278924] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:41.644284] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:42.005828] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:33:42.389389] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:42.389738] [INFO ] [CONFIGURE ] FNF: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:33:42.389833] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5997 tests [2025-11-21T14:33:42.389913] [INFO ] [CONFIGURE ] FNF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:33:42.389985] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T14:33:42.890986] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:43.338802] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:43.718513] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:44.067231] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:44.381689] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:44.699146] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:45.025823] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:45.351759] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:45.671083] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:45.997311] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:33:45.997528] [INFO ] [CONFIGURE ] FNF: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:33:45.997583] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5996 tests [2025-11-21T14:33:45.997665] [INFO ] [CONFIGURE ] FNF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:33:45.997733] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T14:33:46.331477] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:46.652111] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:46.979241] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:47.321960] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:47.633571] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:47.937726] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:48.244860] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:48.560249] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:48.867110] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:49.179371] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:33:49.179562] [INFO ] [CONFIGURE ] FNF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:33:49.179619] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5995 tests [2025-11-21T14:33:49.179688] [INFO ] [CONFIGURE ] FNF: Testing feature 20/29: add_price_rejection [2025-11-21T14:33:49.179729] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T14:33:49.524677] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:33:49.872578] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:33:50.208452] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:50.604710] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:50.930088] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:51.251026] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:51.577086] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:51.898127] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:52.233620] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:33:52.558482] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:52.558666] [INFO ] [CONFIGURE ] FNF: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T14:33:52.558723] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5994 tests [2025-11-21T14:33:52.558768] [INFO ] [CONFIGURE ] FNF: Testing feature 21/29: add_range_position [2025-11-21T14:33:52.558807] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T14:33:52.918142] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:53.250709] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:53.587297] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:53.937055] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:54.275927] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:54.614495] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:33:54.958165] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:55.297308] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:55.634611] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:33:55.974611] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:33:55.974815] [INFO ] [CONFIGURE ] FNF: DISCARDED add_range_position (score: 70.00%) [2025-11-21T14:33:55.974873] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5993 tests [2025-11-21T14:33:55.974919] [INFO ] [CONFIGURE ] FNF: Testing feature 22/29: add_realized_volatility [2025-11-21T14:33:55.974954] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T14:33:56.386722] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:33:56.807125] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:33:57.231758] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:33:57.670782] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:33:58.105364] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:33:58.519550] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:33:58.936401] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:33:59.343887] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:33:59.752401] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:34:00.169064] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:34:00.169274] [INFO ] [CONFIGURE ] FNF: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:34:00.169348] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5992 tests [2025-11-21T14:34:00.169426] [INFO ] [CONFIGURE ] FNF: Testing feature 23/29: add_recent_range_context [2025-11-21T14:34:00.169474] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T14:34:01.201115] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:34:01.544207] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:34:01.913866] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:02.257475] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:02.598810] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:02.937809] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:34:03.277257] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:03.613307] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:03.942317] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:34:04.284984] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:34:04.285255] [INFO ] [CONFIGURE ] FNF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:34:04.285336] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5991 tests [2025-11-21T14:34:04.285409] [INFO ] [CONFIGURE ] FNF: Testing feature 24/29: add_rsi [2025-11-21T14:34:04.285483] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T14:34:04.665674] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:34:05.033837] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:34:05.401212] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:05.765551] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:06.129343] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:06.507961] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:34:06.869135] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:07.277729] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:07.661543] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:34:08.040097] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:34:08.040303] [INFO ] [CONFIGURE ] FNF: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:34:08.040363] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5990 tests [2025-11-21T14:34:08.040412] [INFO ] [CONFIGURE ] FNF: Testing feature 25/29: add_tick_distribution [2025-11-21T14:34:08.040455] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T14:34:08.379145] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:34:08.710752] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:34:09.037540] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:09.362700] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:09.683674] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:10.010033] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:34:10.355051] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:10.681145] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:11.025612] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:34:11.350064] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:34:11.350276] [INFO ] [CONFIGURE ] FNF: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:34:11.350338] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5989 tests [2025-11-21T14:34:11.350386] [INFO ] [CONFIGURE ] FNF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:34:11.350432] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T14:34:11.680151] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:34:12.013193] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:34:12.356780] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:12.697051] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:13.020384] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:13.340718] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:34:13.667593] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:13.986917] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:14.314357] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:14.641755] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:34:14.641928] [INFO ] [CONFIGURE ] FNF: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T14:34:14.641986] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5988 tests [2025-11-21T14:34:14.642033] [INFO ] [CONFIGURE ] FNF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:34:14.642076] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T14:34:14.972628] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:34:15.313686] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:34:15.655061] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:16.000292] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:16.338244] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:16.678290] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:34:17.017850] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:17.363696] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:17.707962] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:34:18.042941] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:34:18.043142] [INFO ] [CONFIGURE ] FNF: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:34:18.043200] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5987 tests [2025-11-21T14:34:18.043248] [INFO ] [CONFIGURE ] FNF: Testing feature 28/29: add_volume_profile [2025-11-21T14:34:18.043361] [INFO ] [CONFIGURE ] FNF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T14:34:18.369344] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:34:18.708961] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:34:19.051957] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:19.423120] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:19.770788] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:20.080879] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:34:20.417088] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:20.748748] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:21.080053] [DEBUG] [FORECASTER] FNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:21.430845] [DEBUG] [FORECASTER] FNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:34:21.431054] [INFO ] [CONFIGURE ] FNF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:34:21.431116] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5986 tests [2025-11-21T14:34:21.431168] [INFO ] [CONFIGURE ] FNF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:34:21.431205] [INFO ] [CONFIGURE ] FNF: Best accuracy: 70.00% [2025-11-21T14:34:21.431242] [INFO ] [CONFIGURE ] FNF: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T14:34:21.431277] [INFO ] [CONFIGURE ] FNF: Improvement over baseline: 20.00% [2025-11-21T14:34:21.431318] [INFO ] [CONFIGURE ] FNF: Total time: 1.5 minutes [2025-11-21T14:34:21.431359] [INFO ] [CONFIGURE ] FNF: Average time per feature: 3.3 seconds [2025-11-21T14:34:21.431400] [INFO ] [CONFIGURE ] FNF: Average speed: 0.31 features/sec [2025-11-21T14:34:21.431878] [INFO ] [LOCAL ] Saved configuration for FNF: 3 features, 70.00% accuracy -> ./output/feature-sets/FNF.json [2025-11-21T14:34:21.431939] [INFO ] [CONFIGURE ] FNF: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T14:34:21.431990] [INFO ] [sig ] [522/723] Successfully configured FNF | 0.01 sym/s | Total: 12.0h | ETA: 4.6h [2025-11-21T14:34:21.432037] [INFO ] [sig ] [523/723] Configuring FOA... [2025-11-21T14:34:21.432080] [INFO ] [CONFIGURE ] FOA: Configurate test run. [2025-11-21T14:34:21.432122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-11-21T14:34:21.508071] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FOA'. [2025-11-21T14:34:21.508487] [INFO ] [CONFIGURE ] FOA: Testing with 29 available features [2025-11-21T14:34:21.508552] [INFO ] [CONFIGURE ] FOA: Establishing baseline with no features... [2025-11-21T14:34:21.677984] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:21.847004] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:22.015857] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:22.192909] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:22.372908] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:22.551238] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:22.719626] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:22.891579] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:23.070699] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:23.255081] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:23.255239] [INFO ] [CONFIGURE ] FOA: Baseline score (no features): 70.00% [2025-11-21T14:34:23.255287] [INFO ] [CONFIGURE ] FOA: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:34:23.255324] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:34:23.461703] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:23.666993] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:23.871035] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:24.088610] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:24.302086] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:24.515314] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:24.720132] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:24.920381] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:34:25.118230] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:25.315756] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:25.315931] [INFO ] [CONFIGURE ] FOA: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T14:34:25.315979] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5985 tests [2025-11-21T14:34:25.316017] [INFO ] [CONFIGURE ] FOA: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:34:25.316052] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:34:25.514948] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:34:25.726874] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:25.937707] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:26.145103] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:26.351725] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:34:26.570673] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:26.783306] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:27.000482] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:34:27.221614] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:27.434810] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:27.434999] [INFO ] [CONFIGURE ] FOA: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T14:34:27.435055] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5984 tests [2025-11-21T14:34:27.435094] [INFO ] [CONFIGURE ] FOA: Testing feature 3/29: add_daily_returns [2025-11-21T14:34:27.435131] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns'] [2025-11-21T14:34:27.630377] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:27.823005] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:28.017709] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:28.209291] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:28.401307] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:28.587077] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:28.775721] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:34:28.977396] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:29.169631] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:34:29.362004] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:29.362189] [INFO ] [CONFIGURE ] FOA: KEPT add_daily_returns (score: 90.00%) [2025-11-21T14:34:29.362253] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5983 tests [2025-11-21T14:34:29.362304] [INFO ] [CONFIGURE ] FOA: Testing feature 4/29: add_ema [2025-11-21T14:34:29.362352] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T14:34:29.600570] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:29.840917] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:30.096538] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:30.338572] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:30.571895] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:30.810739] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:31.042940] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:31.287427] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:31.521245] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:31.768592] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:34:31.768787] [INFO ] [CONFIGURE ] FOA: DISCARDED add_ema (score: 50.00%) [2025-11-21T14:34:31.768843] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5982 tests [2025-11-21T14:34:31.768881] [INFO ] [CONFIGURE ] FOA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:34:31.768917] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:34:32.003073] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:32.237883] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:32.470625] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:32.705026] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:32.941336] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:33.174224] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:33.414515] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:33.654145] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:33.899848] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:34.155586] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:34.155791] [INFO ] [CONFIGURE ] FOA: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T14:34:34.155851] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5981 tests [2025-11-21T14:34:34.155901] [INFO ] [CONFIGURE ] FOA: Testing feature 6/29: add_failed_moves [2025-11-21T14:34:34.155970] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T14:34:34.366554] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:34.573614] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:34.768277] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:34.959602] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:35.155864] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:35.349258] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:35.549149] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:35.744194] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:35.941266] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:36.138162] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:36.138335] [INFO ] [CONFIGURE ] FOA: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T14:34:36.138383] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5980 tests [2025-11-21T14:34:36.138421] [INFO ] [CONFIGURE ] FOA: Testing feature 7/29: add_lag_shelf [2025-11-21T14:34:36.138456] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T14:34:36.320544] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:36.503091] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:36.691940] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:36.875321] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:37.059797] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:37.242516] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:37.432356] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:34:37.621750] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:37.813559] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:34:38.005182] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:38.005336] [INFO ] [CONFIGURE ] FOA: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T14:34:38.005382] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5979 tests [2025-11-21T14:34:38.005420] [INFO ] [CONFIGURE ] FOA: Testing feature 8/29: add_macd [2025-11-21T14:34:38.005455] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T14:34:38.280575] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:38.561034] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:38.839181] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:39.108717] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:39.373320] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:34:39.637863] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:39.910407] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:40.206351] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:40.485570] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:34:40.764983] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:40.765174] [INFO ] [CONFIGURE ] FOA: DISCARDED add_macd (score: 60.00%) [2025-11-21T14:34:40.765231] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5978 tests [2025-11-21T14:34:40.765277] [INFO ] [CONFIGURE ] FOA: Testing feature 9/29: add_mfi [2025-11-21T14:34:40.765321] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T14:34:40.966333] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:41.170312] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:41.371661] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:41.573742] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:41.775951] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:41.977722] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:42.179553] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:42.380927] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:42.591426] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:42.796416] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:42.796597] [INFO ] [CONFIGURE ] FOA: DISCARDED add_mfi (score: 70.00%) [2025-11-21T14:34:42.796663] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5977 tests [2025-11-21T14:34:42.796746] [INFO ] [CONFIGURE ] FOA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:34:42.796794] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:34:43.079629] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:43.372291] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:34:43.661968] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:43.964477] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:44.259412] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:44.552285] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:44.837950] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:45.146599] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:45.446598] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:45.739283] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:45.739478] [INFO ] [CONFIGURE ] FOA: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T14:34:45.739535] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5976 tests [2025-11-21T14:34:45.739583] [INFO ] [CONFIGURE ] FOA: Testing feature 11/29: add_obv_daily [2025-11-21T14:34:45.739626] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T14:34:45.965945] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:46.201975] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:46.440572] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:46.678568] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:46.916552] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:47.144482] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:47.378882] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:47.612518] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:47.871838] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:48.104910] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:48.105258] [INFO ] [CONFIGURE ] FOA: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T14:34:48.105372] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5975 tests [2025-11-21T14:34:48.105463] [INFO ] [CONFIGURE ] FOA: Testing feature 12/29: add_obv_interval [2025-11-21T14:34:48.105563] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T14:34:48.317554] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:34:48.531885] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:48.745892] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:48.956544] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:49.169745] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:49.379886] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:49.591328] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:34:49.804280] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:50.047751] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:50.343937] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:50.344232] [INFO ] [CONFIGURE ] FOA: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T14:34:50.344316] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5974 tests [2025-11-21T14:34:50.344379] [INFO ] [CONFIGURE ] FOA: Testing feature 13/29: add_opening_strength [2025-11-21T14:34:50.344443] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:34:50.685873] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:50.952329] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:51.181366] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:51.411718] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:51.640715] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:51.833293] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:52.039331] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:34:52.263297] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:52.479403] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:52.706382] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:52.706549] [INFO ] [CONFIGURE ] FOA: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T14:34:52.706639] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5973 tests [2025-11-21T14:34:52.706735] [INFO ] [CONFIGURE ] FOA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:34:52.706790] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T14:34:52.930419] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:53.157778] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:53.393844] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:34:53.618551] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:53.846950] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:34:54.071896] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:54.292857] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:54.524003] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:54.752138] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:54.972805] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:54.972978] [INFO ] [CONFIGURE ] FOA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:34:54.973032] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5972 tests [2025-11-21T14:34:54.973078] [INFO ] [CONFIGURE ] FOA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:34:54.973119] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T14:34:55.160393] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:55.352314] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:55.546640] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:55.736688] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:34:55.927239] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:56.114271] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:56.300861] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:56.488507] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:56.679585] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:56.870441] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:34:56.870603] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:34:56.870668] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5971 tests [2025-11-21T14:34:56.870731] [INFO ] [CONFIGURE ] FOA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:34:56.870780] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T14:34:57.080345] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:57.304445] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:57.556900] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:34:57.814601] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:34:58.063656] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:34:58.304428] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:34:58.541320] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:34:58.777941] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:34:59.012794] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:34:59.247083] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:34:59.247258] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:34:59.247306] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5970 tests [2025-11-21T14:34:59.247345] [INFO ] [CONFIGURE ] FOA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:34:59.247379] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T14:34:59.483275] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:34:59.715039] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:34:59.946426] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:00.175337] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:01.115820] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:01.522433] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:01.758575] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:02.024757] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:02.264989] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:02.514757] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:02.515114] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T14:35:02.515224] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5969 tests [2025-11-21T14:35:02.515315] [INFO ] [CONFIGURE ] FOA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:35:02.515421] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T14:35:02.716322] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:02.911507] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:03.105665] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:03.309291] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:03.519741] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:03.727427] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:03.933279] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:04.142225] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:04.360412] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:04.567590] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:35:04.567791] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:35:04.567870] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5968 tests [2025-11-21T14:35:04.567921] [INFO ] [CONFIGURE ] FOA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:35:04.567988] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T14:35:04.769210] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:04.971946] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:05.186201] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:05.391571] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:05.595261] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:05.798102] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:06.003174] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:35:06.207780] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:06.410755] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:35:06.619161] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:06.619338] [INFO ] [CONFIGURE ] FOA: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T14:35:06.619387] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5967 tests [2025-11-21T14:35:06.619426] [INFO ] [CONFIGURE ] FOA: Testing feature 20/29: add_price_rejection [2025-11-21T14:35:06.619462] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T14:35:06.823160] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:07.030696] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:07.239127] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:35:07.442068] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:07.656000] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:07.869807] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:08.074888] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:08.286354] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:08.500016] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:08.722136] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:08.722302] [INFO ] [CONFIGURE ] FOA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:35:08.722350] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5966 tests [2025-11-21T14:35:08.722389] [INFO ] [CONFIGURE ] FOA: Testing feature 21/29: add_range_position [2025-11-21T14:35:08.722424] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T14:35:08.943508] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:09.165202] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:09.393580] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:35:09.614057] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:09.847241] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:10.077524] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:10.319278] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:10.550821] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:10.782864] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:11.012954] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:11.013132] [INFO ] [CONFIGURE ] FOA: DISCARDED add_range_position (score: 50.00%) [2025-11-21T14:35:11.013186] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5965 tests [2025-11-21T14:35:11.013233] [INFO ] [CONFIGURE ] FOA: Testing feature 22/29: add_realized_volatility [2025-11-21T14:35:11.013274] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T14:35:11.329220] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:35:11.636577] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:11.941710] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:12.248543] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:12.552739] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:12.860083] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:13.164891] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:13.469988] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:35:13.774008] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:14.084365] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:14.084580] [INFO ] [CONFIGURE ] FOA: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:35:14.084659] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5964 tests [2025-11-21T14:35:14.084710] [INFO ] [CONFIGURE ] FOA: Testing feature 23/29: add_recent_range_context [2025-11-21T14:35:14.084756] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T14:35:14.289251] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:14.494577] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:14.704892] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:14.912843] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:15.119908] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:15.327695] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:15.539309] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:15.745044] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:35:15.958541] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:16.166021] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:35:16.166199] [INFO ] [CONFIGURE ] FOA: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:35:16.166249] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5963 tests [2025-11-21T14:35:16.166289] [INFO ] [CONFIGURE ] FOA: Testing feature 24/29: add_rsi [2025-11-21T14:35:16.166326] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T14:35:16.421717] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:35:16.679362] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:16.933823] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:17.204075] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:17.463430] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:17.699539] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:17.932965] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:18.178501] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:18.436256] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:18.682507] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:18.682737] [INFO ] [CONFIGURE ] FOA: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:35:18.682798] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5962 tests [2025-11-21T14:35:18.682845] [INFO ] [CONFIGURE ] FOA: Testing feature 25/29: add_tick_distribution [2025-11-21T14:35:18.682923] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T14:35:18.891745] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:19.096148] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:19.300529] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:19.508963] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:19.716970] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:19.920483] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:20.123373] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:20.322353] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:20.530855] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:20.732372] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:20.732544] [INFO ] [CONFIGURE ] FOA: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:35:20.732592] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5961 tests [2025-11-21T14:35:20.732631] [INFO ] [CONFIGURE ] FOA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:35:20.732688] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T14:35:20.939196] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:21.137159] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:21.337576] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:21.538470] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:21.744444] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:21.950061] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:22.154933] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:22.366985] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:35:22.583167] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:22.787303] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:22.787659] [INFO ] [CONFIGURE ] FOA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T14:35:22.787765] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5960 tests [2025-11-21T14:35:22.787844] [INFO ] [CONFIGURE ] FOA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:35:22.787945] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T14:35:22.879029] [FATAL] [FORECASTER] Failed to test lookback=11: [14:35:22] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:22.970079] [FATAL] [FORECASTER] Failed to test lookback=10: [14:35:22] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.060742] [FATAL] [FORECASTER] Failed to test lookback=9: [14:35:23] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.152632] [FATAL] [FORECASTER] Failed to test lookback=8: [14:35:23] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.248537] [FATAL] [FORECASTER] Failed to test lookback=7: [14:35:23] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.341607] [FATAL] [FORECASTER] Failed to test lookback=6: [14:35:23] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.433530] [FATAL] [FORECASTER] Failed to test lookback=5: [14:35:23] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.528477] [FATAL] [FORECASTER] Failed to test lookback=4: [14:35:23] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.621409] [FATAL] [FORECASTER] Failed to test lookback=3: [14:35:23] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.713534] [FATAL] [FORECASTER] Failed to test lookback=2: [14:35:23] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T14:35:23.713737] [INFO ] [CONFIGURE ] FOA: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T14:35:23.713804] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5959 tests [2025-11-21T14:35:23.713850] [INFO ] [CONFIGURE ] FOA: Testing feature 28/29: add_volume_profile [2025-11-21T14:35:23.713884] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T14:35:23.942318] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:24.156853] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:24.365235] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:24.569753] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:24.781408] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:24.994464] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:25.208425] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:25.422014] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:25.634697] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:25.848325] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:25.848506] [INFO ] [CONFIGURE ] FOA: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T14:35:25.848555] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5958 tests [2025-11-21T14:35:25.848594] [INFO ] [CONFIGURE ] FOA: Testing feature 29/29: add_vwap [2025-11-21T14:35:25.848630] [INFO ] [CONFIGURE ] FOA: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T14:35:26.058354] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:35:26.263670] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:35:26.470902] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:26.669375] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:26.870021] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:35:27.075929] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:27.280815] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:35:27.495832] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:27.712345] [DEBUG] [FORECASTER] FOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:27.917848] [DEBUG] [FORECASTER] FOA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:35:27.918021] [INFO ] [CONFIGURE ] FOA: DISCARDED add_vwap (score: 60.00%) [2025-11-21T14:35:27.918072] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5957 tests [2025-11-21T14:35:27.918111] [INFO ] [CONFIGURE ] FOA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:35:27.918147] [INFO ] [CONFIGURE ] FOA: Best accuracy: 90.00% [2025-11-21T14:35:27.918184] [INFO ] [CONFIGURE ] FOA: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T14:35:27.918218] [INFO ] [CONFIGURE ] FOA: Improvement over baseline: 20.00% [2025-11-21T14:35:27.918251] [INFO ] [CONFIGURE ] FOA: Total time: 1.1 minutes [2025-11-21T14:35:27.918283] [INFO ] [CONFIGURE ] FOA: Average time per feature: 2.2 seconds [2025-11-21T14:35:27.918315] [INFO ] [CONFIGURE ] FOA: Average speed: 0.45 features/sec [2025-11-21T14:35:27.918826] [INFO ] [LOCAL ] Saved configuration for FOA: 1 features, 90.00% accuracy -> ./output/feature-sets/FOA.json [2025-11-21T14:35:27.918902] [INFO ] [CONFIGURE ] FOA: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T14:35:27.918945] [INFO ] [sig ] [523/723] Successfully configured FOA | 0.01 sym/s | Total: 12.0h | ETA: 4.6h [2025-11-21T14:35:27.918983] [INFO ] [sig ] [524/723] Configuring FOF... [2025-11-21T14:35:27.919017] [INFO ] [CONFIGURE ] FOF: Configurate test run. [2025-11-21T14:35:27.919050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-11-21T14:35:27.996261] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FOF'. [2025-11-21T14:35:27.996686] [INFO ] [CONFIGURE ] FOF: Testing with 29 available features [2025-11-21T14:35:27.996761] [INFO ] [CONFIGURE ] FOF: Establishing baseline with no features... [2025-11-21T14:35:28.184897] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:35:28.367185] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:28.549385] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:28.729229] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:28.896148] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:35:29.064955] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:29.252894] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:29.430239] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:29.596231] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:29.763567] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:29.763739] [INFO ] [CONFIGURE ] FOF: Baseline score (no features): 80.00% [2025-11-21T14:35:29.763813] [INFO ] [CONFIGURE ] FOF: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:35:29.763870] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:35:29.960348] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:30.162926] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:30.361945] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:35:30.580241] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:30.779173] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:35:30.980262] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:35:31.182387] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:31.384577] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:31.592581] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:31.799756] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:31.799928] [INFO ] [CONFIGURE ] FOF: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T14:35:31.799979] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5956 tests [2025-11-21T14:35:31.800018] [INFO ] [CONFIGURE ] FOF: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:35:31.800053] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:35:32.009228] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:32.218682] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:32.430816] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:32.641155] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:32.853423] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:35:33.075856] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:35:33.286176] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:35:33.495975] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:33.707404] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:33.911456] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:35:33.911625] [INFO ] [CONFIGURE ] FOF: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T14:35:33.911749] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5955 tests [2025-11-21T14:35:33.911830] [INFO ] [CONFIGURE ] FOF: Testing feature 3/29: add_daily_returns [2025-11-21T14:35:33.911886] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_daily_returns'] [2025-11-21T14:35:34.088038] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:34.267414] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:34.447077] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:34.631319] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:34.815246] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:34.998474] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:35.184011] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:35.363613] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:35.542512] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:35.725377] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:35.725558] [INFO ] [CONFIGURE ] FOF: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T14:35:35.725606] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5954 tests [2025-11-21T14:35:35.725662] [INFO ] [CONFIGURE ] FOF: Testing feature 4/29: add_ema [2025-11-21T14:35:35.725736] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_ema'] [2025-11-21T14:35:35.934687] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:36.144612] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:36.351150] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:36.560899] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:36.773079] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:35:36.985794] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:35:37.240315] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:37.554523] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:37.847697] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:38.096820] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:38.097019] [INFO ] [CONFIGURE ] FOF: DISCARDED add_ema (score: 70.00%) [2025-11-21T14:35:38.097069] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5953 tests [2025-11-21T14:35:38.097109] [INFO ] [CONFIGURE ] FOF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:35:38.097146] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:35:38.307341] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:38.514829] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:38.724803] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:38.932527] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:39.147083] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:39.360075] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:35:39.580495] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:39.803290] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:35:40.028472] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:40.247838] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:40.248019] [INFO ] [CONFIGURE ] FOF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T14:35:40.248080] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5952 tests [2025-11-21T14:35:40.248129] [INFO ] [CONFIGURE ] FOF: Testing feature 6/29: add_failed_moves [2025-11-21T14:35:40.248173] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_failed_moves'] [2025-11-21T14:35:40.426205] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:35:40.603669] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:40.782205] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:40.960158] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:41.137151] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:35:41.315519] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:41.497428] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:41.684396] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:41.864035] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:42.043513] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:42.043691] [INFO ] [CONFIGURE ] FOF: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T14:35:42.043771] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5951 tests [2025-11-21T14:35:42.043822] [INFO ] [CONFIGURE ] FOF: Testing feature 7/29: add_lag_shelf [2025-11-21T14:35:42.043876] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_lag_shelf'] [2025-11-21T14:35:42.208407] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:35:42.379629] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:42.544500] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:42.711183] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:42.876750] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:35:43.049739] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:43.223389] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:43.393850] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:43.563132] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:43.737231] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:43.737395] [INFO ] [CONFIGURE ] FOF: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T14:35:43.737441] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5950 tests [2025-11-21T14:35:43.737479] [INFO ] [CONFIGURE ] FOF: Testing feature 8/29: add_macd [2025-11-21T14:35:43.737514] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T14:35:44.001315] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:44.259957] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:44.517204] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:44.778985] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:45.047722] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:45.305701] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:45.563145] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:45.833179] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:46.114393] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:46.367806] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:35:46.368002] [INFO ] [CONFIGURE ] FOF: DISCARDED add_macd (score: 60.00%) [2025-11-21T14:35:46.368060] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5949 tests [2025-11-21T14:35:46.368109] [INFO ] [CONFIGURE ] FOF: Testing feature 9/29: add_mfi [2025-11-21T14:35:46.368156] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_mfi'] [2025-11-21T14:35:46.541140] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:46.719817] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:46.896149] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:47.074284] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:47.252602] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:47.431189] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:35:47.613052] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:47.793586] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:47.982108] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:48.166131] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:48.166342] [INFO ] [CONFIGURE ] FOF: DISCARDED add_mfi (score: 70.00%) [2025-11-21T14:35:48.166392] [INFO ] [CONFIGURE ] JOB ETA: 4.7h | Avg: 2.8s/test | Remaining: 5948 tests [2025-11-21T14:35:48.166433] [INFO ] [CONFIGURE ] FOF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:35:48.166471] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:35:48.427058] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:48.694256] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:48.971431] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:49.236790] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:49.511401] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:49.797478] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:50.074239] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:50.352360] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:50.621837] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:35:50.896830] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:50.897691] [INFO ] [CONFIGURE ] FOF: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T14:35:50.897755] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5947 tests [2025-11-21T14:35:50.897803] [INFO ] [CONFIGURE ] FOF: Testing feature 11/29: add_obv_daily [2025-11-21T14:35:50.897846] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_obv_daily'] [2025-11-21T14:35:51.107660] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:35:51.320621] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:51.524889] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:51.736925] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:51.945798] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:52.143666] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:35:52.340863] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:52.539213] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:52.738690] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:35:52.929103] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:52.929281] [INFO ] [CONFIGURE ] FOF: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:35:52.929330] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5946 tests [2025-11-21T14:35:52.929368] [INFO ] [CONFIGURE ] FOF: Testing feature 12/29: add_obv_interval [2025-11-21T14:35:52.929403] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_obv_interval'] [2025-11-21T14:35:53.122709] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:35:53.330531] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:53.538561] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:35:53.756040] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:53.965361] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:54.166670] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:54.389550] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:54.603963] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:54.815262] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:55.014555] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:55.014888] [INFO ] [CONFIGURE ] FOF: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T14:35:55.014994] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5945 tests [2025-11-21T14:35:55.015102] [INFO ] [CONFIGURE ] FOF: Testing feature 13/29: add_opening_strength [2025-11-21T14:35:55.015213] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:35:55.230754] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:55.447310] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:55.669604] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:35:55.883009] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:56.083333] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:56.290760] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:56.503587] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:56.708462] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:56.913570] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:57.116245] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:57.116436] [INFO ] [CONFIGURE ] FOF: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:35:57.116496] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5944 tests [2025-11-21T14:35:57.116545] [INFO ] [CONFIGURE ] FOF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:35:57.116591] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T14:35:57.313774] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:35:57.516879] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:57.725495] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:57.920024] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:35:58.116358] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:35:58.311537] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:35:58.518993] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:35:58.718416] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:35:58.927312] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:35:59.135323] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:35:59.135485] [INFO ] [CONFIGURE ] FOF: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T14:35:59.135533] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5943 tests [2025-11-21T14:35:59.135571] [INFO ] [CONFIGURE ] FOF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:35:59.135606] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T14:35:59.309942] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:35:59.485735] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:35:59.654390] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:35:59.818689] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:35:59.981716] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:00.148832] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:00.322903] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:01.210675] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:01.542564] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:01.725627] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:01.725969] [INFO ] [CONFIGURE ] FOF: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T14:36:01.726084] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5942 tests [2025-11-21T14:36:01.726168] [INFO ] [CONFIGURE ] FOF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:36:01.726281] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T14:36:01.946275] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:02.162581] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:02.367526] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:02.577049] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:02.775933] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:02.974273] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:03.181919] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:03.386295] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:03.586984] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:03.788798] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:03.788979] [INFO ] [CONFIGURE ] FOF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:36:03.789030] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5941 tests [2025-11-21T14:36:03.789069] [INFO ] [CONFIGURE ] FOF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:36:03.789103] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_pbf_return_2d'] [2025-11-21T14:36:03.992152] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:04.192070] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:04.394056] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:04.594724] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:04.802777] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:05.011666] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:05.219053] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:05.427113] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:05.641595] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:05.844373] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:05.844600] [INFO ] [CONFIGURE ] FOF: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T14:36:05.844681] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5940 tests [2025-11-21T14:36:05.844873] [INFO ] [CONFIGURE ] FOF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:36:05.844950] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T14:36:06.014348] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:06.182093] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:06.346769] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:06.523836] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:06.694688] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:06.870505] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:07.059741] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:07.243821] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:07.428080] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:07.614592] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:36:07.614824] [INFO ] [CONFIGURE ] FOF: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:36:07.614886] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5939 tests [2025-11-21T14:36:07.614937] [INFO ] [CONFIGURE ] FOF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:36:07.614985] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T14:36:07.805663] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:07.998558] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:08.190515] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:08.378903] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:08.569018] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:08.761169] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:08.953789] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:09.146093] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:09.336479] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:09.522275] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:09.522466] [INFO ] [CONFIGURE ] FOF: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T14:36:09.522513] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5938 tests [2025-11-21T14:36:09.522551] [INFO ] [CONFIGURE ] FOF: Testing feature 20/29: add_price_rejection [2025-11-21T14:36:09.522587] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_price_rejection'] [2025-11-21T14:36:09.726303] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:36:09.923878] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:10.120846] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:10.317759] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:10.516218] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:10.712351] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:10.905805] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:11.101814] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:11.301475] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:11.495465] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:11.495587] [INFO ] [CONFIGURE ] FOF: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T14:36:11.495634] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5937 tests [2025-11-21T14:36:11.495693] [INFO ] [CONFIGURE ] FOF: Testing feature 21/29: add_range_position [2025-11-21T14:36:11.495751] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position'] [2025-11-21T14:36:11.711564] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:11.926370] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:12.138786] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:12.352402] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:12.572508] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:12.806225] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:13.047079] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:13.287275] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:13.504153] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:13.717543] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:13.717748] [INFO ] [CONFIGURE ] FOF: KEPT add_range_position (score: 90.00%) [2025-11-21T14:36:13.717798] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5936 tests [2025-11-21T14:36:13.717838] [INFO ] [CONFIGURE ] FOF: Testing feature 22/29: add_realized_volatility [2025-11-21T14:36:13.717873] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position', 'add_realized_volatility'] [2025-11-21T14:36:14.046413] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:36:14.377524] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:14.710887] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:15.048066] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:15.384818] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:15.728768] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:16.078180] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:16.419945] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:16.763258] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:17.092988] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:17.093211] [INFO ] [CONFIGURE ] FOF: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:36:17.093271] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5935 tests [2025-11-21T14:36:17.093318] [INFO ] [CONFIGURE ] FOF: Testing feature 23/29: add_recent_range_context [2025-11-21T14:36:17.093360] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position', 'add_recent_range_context'] [2025-11-21T14:36:17.332607] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:17.553774] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:17.774085] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:18.024043] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:18.276224] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:18.523902] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:18.775437] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:19.030209] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:19.277245] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:19.510865] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:36:19.511044] [INFO ] [CONFIGURE ] FOF: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T14:36:19.511101] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5934 tests [2025-11-21T14:36:19.511177] [INFO ] [CONFIGURE ] FOF: Testing feature 24/29: add_rsi [2025-11-21T14:36:19.511223] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T14:36:19.772669] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:20.028333] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:20.284161] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:20.545019] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:20.798778] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:21.052354] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:21.306296] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:21.573436] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:21.862193] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:22.139300] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:22.139480] [INFO ] [CONFIGURE ] FOF: DISCARDED add_rsi (score: 80.00%) [2025-11-21T14:36:22.139538] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5933 tests [2025-11-21T14:36:22.139589] [INFO ] [CONFIGURE ] FOF: Testing feature 25/29: add_tick_distribution [2025-11-21T14:36:22.139631] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position', 'add_tick_distribution'] [2025-11-21T14:36:22.368380] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:22.604191] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:22.836059] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:23.073002] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:23.287719] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:23.504580] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:23.720439] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:23.927590] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:24.137248] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:24.344890] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:36:24.345053] [INFO ] [CONFIGURE ] FOF: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:36:24.345109] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5932 tests [2025-11-21T14:36:24.345155] [INFO ] [CONFIGURE ] FOF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:36:24.345197] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T14:36:24.557057] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:24.771340] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:24.992422] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:25.217103] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:25.441690] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:25.667566] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:25.899416] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:26.126837] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:26.352969] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:26.583937] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:36:26.584136] [INFO ] [CONFIGURE ] FOF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:36:26.584195] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5931 tests [2025-11-21T14:36:26.584246] [INFO ] [CONFIGURE ] FOF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:36:26.584290] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position', 'add_volume_price_divergence'] [2025-11-21T14:36:26.828422] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:27.075273] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:27.328948] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:27.577970] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:27.821025] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:28.054967] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:28.306369] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:28.564725] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:28.837537] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:29.084074] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:29.084284] [INFO ] [CONFIGURE ] FOF: KEPT add_volume_price_divergence (score: 100.00%) [2025-11-21T14:36:29.084340] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5930 tests [2025-11-21T14:36:29.084387] [INFO ] [CONFIGURE ] FOF: Testing feature 28/29: add_volume_profile [2025-11-21T14:36:29.084423] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T14:36:29.365704] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:36:29.673996] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:30.048163] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:30.389490] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:30.657037] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:30.915169] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:31.170558] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:31.435977] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:31.712255] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:31.970544] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:31.970755] [INFO ] [CONFIGURE ] FOF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T14:36:31.970815] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5929 tests [2025-11-21T14:36:31.970864] [INFO ] [CONFIGURE ] FOF: Testing feature 29/29: add_vwap [2025-11-21T14:36:31.970908] [INFO ] [CONFIGURE ] FOF: Testing with features: ['add_range_position', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T14:36:32.228324] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:36:32.498533] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:36:32.764935] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:33.036460] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:33.310423] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:33.585908] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:33.862979] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:34.141217] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:36:34.420319] [DEBUG] [FORECASTER] FOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:34.699428] [DEBUG] [FORECASTER] FOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:34.699624] [INFO ] [CONFIGURE ] FOF: DISCARDED add_vwap (score: 90.00%) [2025-11-21T14:36:34.699702] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5928 tests [2025-11-21T14:36:34.699752] [INFO ] [CONFIGURE ] FOF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:36:34.699794] [INFO ] [CONFIGURE ] FOF: Best accuracy: 100.00% [2025-11-21T14:36:34.699835] [INFO ] [CONFIGURE ] FOF: Best feature set (2 features): ['add_range_position', 'add_volume_price_divergence'] [2025-11-21T14:36:34.699874] [INFO ] [CONFIGURE ] FOF: Improvement over baseline: 20.00% [2025-11-21T14:36:34.699912] [INFO ] [CONFIGURE ] FOF: Total time: 1.1 minutes [2025-11-21T14:36:34.699949] [INFO ] [CONFIGURE ] FOF: Average time per feature: 2.2 seconds [2025-11-21T14:36:34.699991] [INFO ] [CONFIGURE ] FOF: Average speed: 0.45 features/sec [2025-11-21T14:36:34.700319] [INFO ] [LOCAL ] Saved configuration for FOF: 2 features, 100.00% accuracy -> ./output/feature-sets/FOF.json [2025-11-21T14:36:34.700376] [INFO ] [CONFIGURE ] FOF: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-11-21T14:36:34.700423] [INFO ] [sig ] [524/723] Successfully configured FOF | 0.01 sym/s | Total: 12.0h | ETA: 4.6h [2025-11-21T14:36:34.700468] [INFO ] [sig ] [525/723] Configuring FOUR... [2025-11-21T14:36:34.700506] [INFO ] [CONFIGURE ] FOUR: Configurate test run. [2025-11-21T14:36:34.700545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'. [2025-11-21T14:36:34.745793] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FOUR'. [2025-11-21T14:36:34.746174] [INFO ] [CONFIGURE ] FOUR: Testing with 29 available features [2025-11-21T14:36:34.746238] [INFO ] [CONFIGURE ] FOUR: Establishing baseline with no features... [2025-11-21T14:36:34.915366] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:35.083520] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:35.256359] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:35.432425] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:35.611020] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:35.792103] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:35.971358] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:36.148851] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:36.325382] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:36.503402] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:36.503611] [INFO ] [CONFIGURE ] FOUR: Baseline score (no features): 50.00% [2025-11-21T14:36:36.503681] [INFO ] [CONFIGURE ] FOUR: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:36:36.503749] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:36:36.716886] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:36:36.927881] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:37.136749] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:37.350710] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:37.561846] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:37.770951] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:37.982663] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:36:38.192798] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:38.410709] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:38.623993] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:38.624164] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T14:36:38.624214] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5927 tests [2025-11-21T14:36:38.624252] [INFO ] [CONFIGURE ] FOUR: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:36:38.624288] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:36:38.837937] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:36:39.048893] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:39.263832] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:39.488437] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:39.705601] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:39.928711] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:40.147127] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:40.368402] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:40.589297] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:40.822113] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:40.822469] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T14:36:40.822536] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5926 tests [2025-11-21T14:36:40.822664] [INFO ] [CONFIGURE ] FOUR: Testing feature 3/29: add_daily_returns [2025-11-21T14:36:40.822764] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns'] [2025-11-21T14:36:41.013775] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:41.198452] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:41.385122] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:41.573356] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:41.765429] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:41.958106] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:42.146672] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:42.335197] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:42.530200] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:42.720406] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:42.720572] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T14:36:42.720620] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5925 tests [2025-11-21T14:36:42.720677] [INFO ] [CONFIGURE ] FOUR: Testing feature 4/29: add_ema [2025-11-21T14:36:42.720740] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_ema'] [2025-11-21T14:36:42.947633] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:43.168115] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:43.391250] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:43.618732] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:43.841771] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:44.063116] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:36:44.284350] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:44.511410] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:44.742064] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:44.965582] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:44.965989] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:36:44.966092] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5924 tests [2025-11-21T14:36:44.966175] [INFO ] [CONFIGURE ] FOUR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:36:44.966230] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:36:45.190724] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:45.415550] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:45.642105] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:45.868622] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:46.097156] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:46.330248] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:46.558533] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:36:46.788296] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:47.017868] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:47.257194] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:36:47.257398] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T14:36:47.257458] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5923 tests [2025-11-21T14:36:47.257509] [INFO ] [CONFIGURE ] FOUR: Testing feature 6/29: add_failed_moves [2025-11-21T14:36:47.257559] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_failed_moves'] [2025-11-21T14:36:47.457045] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:47.647005] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:47.836108] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:48.034089] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:48.221959] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:48.410594] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:48.600479] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:48.790849] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:48.982858] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:49.171000] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:49.171160] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T14:36:49.171207] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5922 tests [2025-11-21T14:36:49.171245] [INFO ] [CONFIGURE ] FOUR: Testing feature 7/29: add_lag_shelf [2025-11-21T14:36:49.171280] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_lag_shelf'] [2025-11-21T14:36:49.345618] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:49.515952] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:49.692760] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:49.867953] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:50.040920] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:50.215994] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:50.396789] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:50.573794] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:50.756502] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:50.937843] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:50.938003] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:36:50.938049] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5921 tests [2025-11-21T14:36:50.938086] [INFO ] [CONFIGURE ] FOUR: Testing feature 8/29: add_macd [2025-11-21T14:36:50.938120] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T14:36:51.203960] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:51.468453] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:51.744913] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:52.028477] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:52.312539] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:52.606165] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:52.892143] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:53.181339] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:53.469252] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:36:53.750277] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:53.750485] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_macd (score: 30.00%) [2025-11-21T14:36:53.750546] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5920 tests [2025-11-21T14:36:53.750615] [INFO ] [CONFIGURE ] FOUR: Testing feature 9/29: add_mfi [2025-11-21T14:36:53.750697] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_mfi'] [2025-11-21T14:36:53.944660] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:54.159981] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:54.344043] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:54.522844] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:54.703443] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:36:54.883976] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:55.072908] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:55.261950] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:55.448792] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:55.655289] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:36:55.655499] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:36:55.655551] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5919 tests [2025-11-21T14:36:55.655592] [INFO ] [CONFIGURE ] FOUR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:36:55.655630] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:36:55.946623] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:56.239119] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:56.511483] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:36:56.805807] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:36:57.098273] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:57.381502] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:57.671154] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:36:57.955014] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:36:58.237241] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:36:58.515447] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:36:58.515616] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:36:58.515690] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5918 tests [2025-11-21T14:36:58.515738] [INFO ] [CONFIGURE ] FOUR: Testing feature 11/29: add_obv_daily [2025-11-21T14:36:58.515779] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_obv_daily'] [2025-11-21T14:36:58.710907] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:36:58.905420] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:36:59.099687] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:36:59.295118] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:36:59.489241] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:36:59.686926] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:36:59.882713] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:37:00.081233] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:00.279567] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:37:00.477453] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:37:00.477701] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T14:37:00.477810] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5917 tests [2025-11-21T14:37:00.477864] [INFO ] [CONFIGURE ] FOUR: Testing feature 12/29: add_obv_interval [2025-11-21T14:37:00.477911] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_obv_interval'] [2025-11-21T14:37:01.355477] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:01.671627] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:01.878013] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:02.078602] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:37:02.278813] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:02.480996] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:02.678893] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:02.871633] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:03.064632] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:03.257577] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:37:03.257802] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T14:37:03.257857] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5916 tests [2025-11-21T14:37:03.257896] [INFO ] [CONFIGURE ] FOUR: Testing feature 13/29: add_opening_strength [2025-11-21T14:37:03.257931] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:37:03.471349] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:03.682517] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:03.897512] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:04.110282] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:04.334481] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:04.559305] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:04.786456] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:05.005359] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:05.227469] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:05.441096] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:05.441264] [INFO ] [CONFIGURE ] FOUR: KEPT add_opening_strength (score: 60.00%) [2025-11-21T14:37:05.441312] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5915 tests [2025-11-21T14:37:05.441402] [INFO ] [CONFIGURE ] FOUR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:37:05.441442] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T14:37:05.683565] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:05.935870] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:06.174871] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:06.444185] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:06.694121] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:06.942961] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:07.193825] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:07.445717] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:07.705017] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:07.971331] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:07.971502] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:37:07.971556] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5914 tests [2025-11-21T14:37:07.971597] [INFO ] [CONFIGURE ] FOUR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:37:07.971637] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T14:37:08.189106] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:08.404521] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:08.623815] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:08.841823] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:37:09.070519] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:09.298195] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:09.528161] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:09.757537] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:09.992877] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:10.236394] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:10.236764] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:37:10.236834] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5913 tests [2025-11-21T14:37:10.236930] [INFO ] [CONFIGURE ] FOUR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:37:10.237028] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T14:37:10.483800] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:10.732131] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:10.997079] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:11.245266] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:11.480548] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:11.719100] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:11.970972] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:12.221194] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:12.477779] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:12.731279] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:37:12.731481] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T14:37:12.731597] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5912 tests [2025-11-21T14:37:12.731670] [INFO ] [CONFIGURE ] FOUR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:37:12.731714] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T14:37:12.963733] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:13.193592] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:13.425242] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:13.669717] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:37:13.906249] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:14.143254] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:14.378188] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:37:14.611265] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:14.848204] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:15.081983] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:15.082139] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T14:37:15.082194] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5911 tests [2025-11-21T14:37:15.082316] [INFO ] [CONFIGURE ] FOUR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:37:15.082373] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T14:37:15.302398] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:15.527019] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:15.749681] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:15.970588] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:16.193883] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:16.416798] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:16.641975] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:16.886997] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:17.193418] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:17.516672] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:17.516934] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:37:17.517021] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5910 tests [2025-11-21T14:37:17.517097] [INFO ] [CONFIGURE ] FOUR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:37:17.517214] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T14:37:17.830187] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:18.065215] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:18.297908] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:18.523145] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:18.752050] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:18.981699] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:19.222259] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:19.469296] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:19.694842] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:19.905075] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:19.905266] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T14:37:19.905315] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5909 tests [2025-11-21T14:37:19.905363] [INFO ] [CONFIGURE ] FOUR: Testing feature 20/29: add_price_rejection [2025-11-21T14:37:19.905399] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T14:37:20.151628] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:20.394752] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:20.650546] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:20.898494] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:21.148124] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:21.394604] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:21.644720] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:21.895928] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:22.144634] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:22.397392] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:22.397596] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:37:22.397677] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5908 tests [2025-11-21T14:37:22.397730] [INFO ] [CONFIGURE ] FOUR: Testing feature 21/29: add_range_position [2025-11-21T14:37:22.397773] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T14:37:22.660467] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:22.924484] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:23.179262] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:23.435448] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:23.692536] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:23.963872] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:24.250141] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:24.537074] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:24.818552] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:25.109766] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:25.109927] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:37:25.109983] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5907 tests [2025-11-21T14:37:25.110031] [INFO ] [CONFIGURE ] FOUR: Testing feature 22/29: add_realized_volatility [2025-11-21T14:37:25.110068] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T14:37:25.463913] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:25.828457] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:26.189993] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:26.561267] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:26.922970] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:27.289062] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:27.654432] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:37:28.013683] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:28.368724] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:28.765266] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:28.765500] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:37:28.765562] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5906 tests [2025-11-21T14:37:28.765613] [INFO ] [CONFIGURE ] FOUR: Testing feature 23/29: add_recent_range_context [2025-11-21T14:37:28.765679] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T14:37:29.007191] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:29.242108] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:29.483764] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:29.719029] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:29.962785] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:30.218327] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:30.468810] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:37:30.714162] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:30.960102] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:31.200257] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:31.200428] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:37:31.200483] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5905 tests [2025-11-21T14:37:31.200528] [INFO ] [CONFIGURE ] FOUR: Testing feature 24/29: add_rsi [2025-11-21T14:37:31.200572] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T14:37:31.475364] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:31.756420] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:32.038187] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:32.316148] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:37:32.601846] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:32.892176] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:33.187930] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:37:33.471449] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:37:33.767608] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:34.065601] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:34.065798] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:37:34.065859] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5904 tests [2025-11-21T14:37:34.065905] [INFO ] [CONFIGURE ] FOUR: Testing feature 25/29: add_tick_distribution [2025-11-21T14:37:34.065948] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T14:37:34.301944] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:34.525457] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:34.755171] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:34.986496] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:35.216016] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:35.451471] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:35.686207] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:35.920224] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:36.153033] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:36.387500] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:37:36.387693] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T14:37:36.387768] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5903 tests [2025-11-21T14:37:36.387955] [INFO ] [CONFIGURE ] FOUR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:37:36.388037] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T14:37:36.607972] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:36.842252] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:37.076077] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:37.315812] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:37.548808] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:37.769901] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:37.994819] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:38.235298] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:38.480878] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:38.742427] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:37:38.742609] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:37:38.742685] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5902 tests [2025-11-21T14:37:38.742737] [INFO ] [CONFIGURE ] FOUR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:37:38.742780] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T14:37:39.002011] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:39.296554] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:39.559076] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:39.845870] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:40.143100] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:40.432130] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:40.706945] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:40.984815] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:41.265998] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:41.550931] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:41.551130] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:37:41.551189] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5901 tests [2025-11-21T14:37:41.551235] [INFO ] [CONFIGURE ] FOUR: Testing feature 28/29: add_volume_profile [2025-11-21T14:37:41.551283] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T14:37:41.819872] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:42.086877] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:42.342411] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:42.597472] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:42.859892] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:43.123369] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:43.369920] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:37:43.631216] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:43.878799] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:44.132619] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:37:44.132809] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T14:37:44.132872] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5900 tests [2025-11-21T14:37:44.132921] [INFO ] [CONFIGURE ] FOUR: Testing feature 29/29: add_vwap [2025-11-21T14:37:44.132967] [INFO ] [CONFIGURE ] FOUR: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T14:37:44.382672] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:44.627529] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:44.885714] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:45.162674] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:45.432066] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:37:45.724655] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:46.002378] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:37:46.273762] [DEBUG] [FORECASTER] FOUR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:37:46.533134] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:37:46.787053] [DEBUG] [FORECASTER] FOUR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:37:46.787238] [INFO ] [CONFIGURE ] FOUR: DISCARDED add_vwap (score: 50.00%) [2025-11-21T14:37:46.787297] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5899 tests [2025-11-21T14:37:46.787346] [INFO ] [CONFIGURE ] FOUR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:37:46.787388] [INFO ] [CONFIGURE ] FOUR: Best accuracy: 60.00% [2025-11-21T14:37:46.787429] [INFO ] [CONFIGURE ] FOUR: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:37:46.787470] [INFO ] [CONFIGURE ] FOUR: Improvement over baseline: 10.00% [2025-11-21T14:37:46.787507] [INFO ] [CONFIGURE ] FOUR: Total time: 1.2 minutes [2025-11-21T14:37:46.787544] [INFO ] [CONFIGURE ] FOUR: Average time per feature: 2.4 seconds [2025-11-21T14:37:46.787576] [INFO ] [CONFIGURE ] FOUR: Average speed: 0.41 features/sec [2025-11-21T14:37:46.788063] [INFO ] [LOCAL ] Saved configuration for FOUR: 2 features, 60.00% accuracy -> ./output/feature-sets/FOUR.json [2025-11-21T14:37:46.788122] [INFO ] [CONFIGURE ] FOUR: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T14:37:46.788171] [INFO ] [sig ] [525/723] Successfully configured FOUR | 0.01 sym/s | Total: 12.1h | ETA: 4.6h [2025-11-21T14:37:46.788217] [INFO ] [sig ] [526/723] Configuring FPH... [2025-11-21T14:37:46.788258] [INFO ] [CONFIGURE ] FPH: Configurate test run. [2025-11-21T14:37:46.788297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-11-21T14:37:46.896044] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FPH'. [2025-11-21T14:37:46.896444] [INFO ] [CONFIGURE ] FPH: Testing with 29 available features [2025-11-21T14:37:46.896506] [INFO ] [CONFIGURE ] FPH: Establishing baseline with no features... [2025-11-21T14:37:47.073079] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:37:47.250828] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:47.427587] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:47.603297] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:47.780005] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:47.952484] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:48.124770] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:37:48.295999] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:37:48.469527] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:37:48.645389] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:37:48.645565] [INFO ] [CONFIGURE ] FPH: Baseline score (no features): 70.00% [2025-11-21T14:37:48.645614] [INFO ] [CONFIGURE ] FPH: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:37:48.645672] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:37:48.858812] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:37:49.071832] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:49.282509] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:37:49.504930] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:49.709809] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:49.914968] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:37:50.126154] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:37:50.336844] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:37:50.544578] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:37:50.755453] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:37:50.755618] [INFO ] [CONFIGURE ] FPH: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T14:37:50.755685] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5898 tests [2025-11-21T14:37:50.755748] [INFO ] [CONFIGURE ] FPH: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:37:50.755799] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:37:50.967760] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:37:51.176038] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:51.382259] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:51.591729] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:51.803912] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:52.020211] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:52.233500] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:37:52.449546] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:37:52.663902] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:37:52.873497] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:37:52.873715] [INFO ] [CONFIGURE ] FPH: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T14:37:52.873795] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5897 tests [2025-11-21T14:37:52.873859] [INFO ] [CONFIGURE ] FPH: Testing feature 3/29: add_daily_returns [2025-11-21T14:37:52.873906] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_daily_returns'] [2025-11-21T14:37:53.068429] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:37:53.253622] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:53.442915] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:53.631928] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:53.820417] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:54.020953] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:54.211869] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:37:54.405609] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:37:54.601461] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:37:54.791383] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:37:54.791543] [INFO ] [CONFIGURE ] FPH: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:37:54.791591] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5896 tests [2025-11-21T14:37:54.791628] [INFO ] [CONFIGURE ] FPH: Testing feature 4/29: add_ema [2025-11-21T14:37:54.791683] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_ema'] [2025-11-21T14:37:55.003780] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:37:55.218908] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:37:55.441958] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:55.659855] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:55.875611] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:56.098608] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:56.320151] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:37:56.540258] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:37:56.760344] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:37:56.985110] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:37:56.985330] [INFO ] [CONFIGURE ] FPH: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:37:56.985381] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5895 tests [2025-11-21T14:37:56.985423] [INFO ] [CONFIGURE ] FPH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:37:56.985460] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:37:57.206871] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:37:57.449446] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:37:57.692625] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:37:57.932507] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:37:58.175839] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:37:58.420213] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:37:58.663041] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:37:58.906974] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:37:59.153134] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:37:59.402581] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:37:59.402788] [INFO ] [CONFIGURE ] FPH: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T14:37:59.402847] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5894 tests [2025-11-21T14:37:59.402893] [INFO ] [CONFIGURE ] FPH: Testing feature 6/29: add_failed_moves [2025-11-21T14:37:59.402934] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_failed_moves'] [2025-11-21T14:37:59.609671] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:37:59.824495] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:00.027210] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:00.231473] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:00.428368] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:01.336529] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:01.677529] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:01.868523] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:02.063400] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:02.250395] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:02.250743] [INFO ] [CONFIGURE ] FPH: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:38:02.250848] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5893 tests [2025-11-21T14:38:02.250933] [INFO ] [CONFIGURE ] FPH: Testing feature 7/29: add_lag_shelf [2025-11-21T14:38:02.251007] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_lag_shelf'] [2025-11-21T14:38:02.420117] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:02.590305] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:02.762146] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:02.933027] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:03.102499] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:03.273972] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:03.443036] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:03.610822] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:03.799719] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:03.981348] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:03.981508] [INFO ] [CONFIGURE ] FPH: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T14:38:03.981554] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5892 tests [2025-11-21T14:38:03.981592] [INFO ] [CONFIGURE ] FPH: Testing feature 8/29: add_macd [2025-11-21T14:38:03.981628] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T14:38:04.249982] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:04.512899] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:04.775614] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:05.049564] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:05.312586] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:38:05.576284] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:05.841337] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:06.107943] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:06.375421] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:06.641435] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:06.641672] [INFO ] [CONFIGURE ] FPH: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:38:06.641735] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5891 tests [2025-11-21T14:38:06.641785] [INFO ] [CONFIGURE ] FPH: Testing feature 9/29: add_mfi [2025-11-21T14:38:06.641830] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_mfi'] [2025-11-21T14:38:06.833760] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:07.028462] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:07.227916] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:07.424487] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:07.622661] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:07.823608] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:08.021209] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:08.218920] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:08.420801] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:08.624911] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:08.625113] [INFO ] [CONFIGURE ] FPH: DISCARDED add_mfi (score: 70.00%) [2025-11-21T14:38:08.625177] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5890 tests [2025-11-21T14:38:08.625236] [INFO ] [CONFIGURE ] FPH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:38:08.625276] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:38:08.925811] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:09.199364] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:09.472234] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:09.753277] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:10.023529] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:10.297381] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:38:10.568994] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:10.844822] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:11.117554] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:11.392388] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:11.392615] [INFO ] [CONFIGURE ] FPH: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:38:11.392762] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5889 tests [2025-11-21T14:38:11.392815] [INFO ] [CONFIGURE ] FPH: Testing feature 11/29: add_obv_daily [2025-11-21T14:38:11.392858] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_obv_daily'] [2025-11-21T14:38:11.588545] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:11.782469] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:38:11.971278] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:12.163438] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:12.356346] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:38:12.580927] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:12.787914] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:13.000696] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:13.212098] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:13.425306] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:13.425487] [INFO ] [CONFIGURE ] FPH: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:38:13.425535] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5888 tests [2025-11-21T14:38:13.425574] [INFO ] [CONFIGURE ] FPH: Testing feature 12/29: add_obv_interval [2025-11-21T14:38:13.425609] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_obv_interval'] [2025-11-21T14:38:13.627920] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:13.838376] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:14.037176] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:14.241336] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:14.445101] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:14.643175] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:14.846181] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:38:15.047531] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:15.254106] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:15.456354] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:15.456534] [INFO ] [CONFIGURE ] FPH: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T14:38:15.456585] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5887 tests [2025-11-21T14:38:15.456625] [INFO ] [CONFIGURE ] FPH: Testing feature 13/29: add_opening_strength [2025-11-21T14:38:15.456684] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:38:15.675806] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:15.895738] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:16.134804] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:16.369090] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:16.613133] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:16.862469] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:38:17.098752] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:17.329591] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:17.556145] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:17.778149] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:17.778486] [INFO ] [CONFIGURE ] FPH: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:38:17.778585] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5886 tests [2025-11-21T14:38:17.778689] [INFO ] [CONFIGURE ] FPH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:38:17.778767] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T14:38:17.990936] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:18.201750] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:18.411639] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:18.620503] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:18.815325] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:19.011374] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:38:19.218204] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:19.433780] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:19.642208] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:19.852418] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:38:19.852585] [INFO ] [CONFIGURE ] FPH: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:38:19.852633] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5885 tests [2025-11-21T14:38:19.852709] [INFO ] [CONFIGURE ] FPH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:38:19.852757] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T14:38:20.030928] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:20.212063] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:38:20.390195] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:20.584113] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:20.768211] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:20.956100] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:21.145516] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:21.329315] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:38:21.513028] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:21.702480] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:21.702681] [INFO ] [CONFIGURE ] FPH: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T14:38:21.702754] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5884 tests [2025-11-21T14:38:21.702813] [INFO ] [CONFIGURE ] FPH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:38:21.702861] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T14:38:21.907665] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:22.109947] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:22.313888] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:22.519997] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:22.727693] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:22.931971] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:23.141658] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:23.350602] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:23.569235] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:23.780017] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:23.780184] [INFO ] [CONFIGURE ] FPH: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T14:38:23.780237] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5883 tests [2025-11-21T14:38:23.780277] [INFO ] [CONFIGURE ] FPH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:38:23.780312] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T14:38:24.009143] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:24.239667] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:24.469330] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:24.756458] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:25.069281] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:25.359102] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:25.593724] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:25.820190] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:38:26.046605] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:26.267528] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:26.267757] [INFO ] [CONFIGURE ] FPH: KEPT add_pbf_return_2d (score: 90.00%) [2025-11-21T14:38:26.267817] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5882 tests [2025-11-21T14:38:26.267864] [INFO ] [CONFIGURE ] FPH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:38:26.267909] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T14:38:26.525830] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:26.786336] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:27.029857] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:27.274386] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:27.512995] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:27.747560] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:27.976506] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:28.198848] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:28.432946] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:28.695633] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:28.695854] [INFO ] [CONFIGURE ] FPH: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T14:38:28.695914] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5881 tests [2025-11-21T14:38:28.695964] [INFO ] [CONFIGURE ] FPH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:38:28.696009] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T14:38:28.931345] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:29.155230] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:29.380413] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:29.613115] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:29.843443] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:30.078155] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:30.311727] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:30.536952] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:30.766923] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:31.027403] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:31.027633] [INFO ] [CONFIGURE ] FPH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T14:38:31.027716] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5880 tests [2025-11-21T14:38:31.027772] [INFO ] [CONFIGURE ] FPH: Testing feature 20/29: add_price_rejection [2025-11-21T14:38:31.027839] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T14:38:31.316101] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:31.592876] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:31.868688] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:32.148446] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:32.417369] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:32.693498] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:32.973604] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:33.254312] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:33.538597] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:33.816421] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:33.816589] [INFO ] [CONFIGURE ] FPH: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T14:38:33.816662] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5879 tests [2025-11-21T14:38:33.816712] [INFO ] [CONFIGURE ] FPH: Testing feature 21/29: add_range_position [2025-11-21T14:38:33.816755] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T14:38:34.091357] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:34.366352] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:38:34.645177] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:34.936390] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:35.222625] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:35.495508] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:35.773658] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:36.052420] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:38:36.348434] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:36.622251] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:36.622428] [INFO ] [CONFIGURE ] FPH: DISCARDED add_range_position (score: 80.00%) [2025-11-21T14:38:36.622506] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5878 tests [2025-11-21T14:38:36.622552] [INFO ] [CONFIGURE ] FPH: Testing feature 22/29: add_realized_volatility [2025-11-21T14:38:36.622594] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T14:38:36.992700] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:37.389169] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:37.762348] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:38.144032] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:38.513041] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:38.860164] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:39.203951] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:39.542497] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:39.879348] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:40.239258] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:40.239448] [INFO ] [CONFIGURE ] FPH: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T14:38:40.239508] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5877 tests [2025-11-21T14:38:40.239555] [INFO ] [CONFIGURE ] FPH: Testing feature 23/29: add_recent_range_context [2025-11-21T14:38:40.239597] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T14:38:40.490221] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:40.736569] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:38:40.979675] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:41.221423] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:41.466332] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:41.717044] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:41.964420] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:42.214053] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:42.462115] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:42.710321] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:42.710514] [INFO ] [CONFIGURE ] FPH: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:38:42.710570] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5876 tests [2025-11-21T14:38:42.710616] [INFO ] [CONFIGURE ] FPH: Testing feature 24/29: add_rsi [2025-11-21T14:38:42.710680] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T14:38:42.988289] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:43.265914] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:43.545029] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:43.828716] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:44.108278] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:38:44.387918] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:44.666020] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:44.953593] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:45.231761] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:45.513412] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:45.513631] [INFO ] [CONFIGURE ] FPH: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:38:45.513716] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5875 tests [2025-11-21T14:38:45.513766] [INFO ] [CONFIGURE ] FPH: Testing feature 25/29: add_tick_distribution [2025-11-21T14:38:45.513813] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T14:38:45.741228] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:45.972998] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:46.211399] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:46.448626] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:46.697619] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:46.951119] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:47.203675] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:47.455513] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:47.711955] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:47.964151] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:47.964334] [INFO ] [CONFIGURE ] FPH: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T14:38:47.964391] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5874 tests [2025-11-21T14:38:47.964440] [INFO ] [CONFIGURE ] FPH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:38:47.964482] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T14:38:48.222578] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:48.487824] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:48.753396] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:49.015962] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:49.278876] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:49.542245] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:49.802154] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:50.068084] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:50.342149] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:50.607986] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:50.608179] [INFO ] [CONFIGURE ] FPH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:38:50.608239] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5873 tests [2025-11-21T14:38:50.608332] [INFO ] [CONFIGURE ] FPH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:38:50.608381] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T14:38:50.893952] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:51.165925] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:38:51.462314] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:51.760237] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:52.052218] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:52.322806] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:52.594403] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:52.873918] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:38:53.154930] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:53.430194] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:53.430383] [INFO ] [CONFIGURE ] FPH: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:38:53.430444] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5872 tests [2025-11-21T14:38:53.430494] [INFO ] [CONFIGURE ] FPH: Testing feature 28/29: add_volume_profile [2025-11-21T14:38:53.430540] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T14:38:53.692685] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:53.946863] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:54.205222] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:38:54.458454] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:54.747516] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:55.013595] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:55.269689] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:55.529715] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:55.802180] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:38:56.066366] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:56.066545] [INFO ] [CONFIGURE ] FPH: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T14:38:56.066602] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5871 tests [2025-11-21T14:38:56.066668] [INFO ] [CONFIGURE ] FPH: Testing feature 29/29: add_vwap [2025-11-21T14:38:56.066715] [INFO ] [CONFIGURE ] FPH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T14:38:56.327563] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:38:56.585015] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:56.838498] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:57.096447] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:38:57.355705] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:38:57.617955] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:38:57.866597] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:38:58.113668] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:38:58.377949] [DEBUG] [FORECASTER] FPH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:38:58.627594] [DEBUG] [FORECASTER] FPH: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:38:58.627792] [INFO ] [CONFIGURE ] FPH: DISCARDED add_vwap (score: 70.00%) [2025-11-21T14:38:58.627851] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5870 tests [2025-11-21T14:38:58.627900] [INFO ] [CONFIGURE ] FPH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:38:58.627936] [INFO ] [CONFIGURE ] FPH: Best accuracy: 90.00% [2025-11-21T14:38:58.627982] [INFO ] [CONFIGURE ] FPH: Best feature set (2 features): ['add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T14:38:58.628024] [INFO ] [CONFIGURE ] FPH: Improvement over baseline: 20.00% [2025-11-21T14:38:58.628062] [INFO ] [CONFIGURE ] FPH: Total time: 1.2 minutes [2025-11-21T14:38:58.628098] [INFO ] [CONFIGURE ] FPH: Average time per feature: 2.4 seconds [2025-11-21T14:38:58.628136] [INFO ] [CONFIGURE ] FPH: Average speed: 0.41 features/sec [2025-11-21T14:38:58.628633] [INFO ] [LOCAL ] Saved configuration for FPH: 2 features, 90.00% accuracy -> ./output/feature-sets/FPH.json [2025-11-21T14:38:58.628713] [INFO ] [CONFIGURE ] FPH: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T14:38:58.628762] [INFO ] [sig ] [526/723] Successfully configured FPH | 0.01 sym/s | Total: 12.1h | ETA: 4.5h [2025-11-21T14:38:58.628809] [INFO ] [sig ] [527/723] Configuring FR... [2025-11-21T14:38:58.628850] [INFO ] [CONFIGURE ] FR: Configurate test run. [2025-11-21T14:38:58.628890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'. [2025-11-21T14:38:58.733517] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FR'. [2025-11-21T14:38:58.733842] [INFO ] [CONFIGURE ] FR: Testing with 29 available features [2025-11-21T14:38:58.733905] [INFO ] [CONFIGURE ] FR: Establishing baseline with no features... [2025-11-21T14:38:58.913325] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:38:59.094286] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:38:59.275683] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:38:59.455694] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:38:59.636381] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:38:59.820274] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:00.007086] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:39:00.192284] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:00.376983] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:00.559914] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:00.560074] [INFO ] [CONFIGURE ] FR: Baseline score (no features): 50.00% [2025-11-21T14:39:00.560120] [INFO ] [CONFIGURE ] FR: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:39:00.560157] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:39:01.489358] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:01.910378] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:39:02.156199] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:39:02.387515] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:02.613198] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:39:02.839618] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:03.075353] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:03.306142] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:03.551103] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:03.795055] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:03.795421] [INFO ] [CONFIGURE ] FR: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T14:39:03.795533] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5869 tests [2025-11-21T14:39:03.795619] [INFO ] [CONFIGURE ] FR: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:39:03.795742] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:39:04.068310] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:39:04.323080] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:04.578900] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:04.824493] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:05.061677] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:05.296609] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:05.531602] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:39:05.774845] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:06.015203] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:06.253263] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:39:06.253434] [INFO ] [CONFIGURE ] FR: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:39:06.253490] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5868 tests [2025-11-21T14:39:06.253538] [INFO ] [CONFIGURE ] FR: Testing feature 3/29: add_daily_returns [2025-11-21T14:39:06.253586] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:39:06.466033] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:39:06.683086] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:39:06.896832] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:39:07.121970] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:07.347191] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:39:07.561634] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:07.779825] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:39:07.994448] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:08.210628] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:08.425137] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:08.425294] [INFO ] [CONFIGURE ] FR: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:39:08.425341] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5867 tests [2025-11-21T14:39:08.425429] [INFO ] [CONFIGURE ] FR: Testing feature 4/29: add_ema [2025-11-21T14:39:08.425469] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:39:08.668749] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:08.917872] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:09.176323] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:09.426588] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:09.690568] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:09.946608] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:10.198829] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:10.445563] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:10.695434] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:10.946454] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:10.946635] [INFO ] [CONFIGURE ] FR: KEPT add_ema (score: 70.00%) [2025-11-21T14:39:10.946711] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5866 tests [2025-11-21T14:39:10.946808] [INFO ] [CONFIGURE ] FR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:39:10.946861] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:39:11.229594] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:39:11.523389] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:39:11.926811] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:39:12.335439] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:12.663242] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:39:12.965207] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:13.261290] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:13.564330] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:13.858430] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:14.159597] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:39:14.159824] [INFO ] [CONFIGURE ] FR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:39:14.159885] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5865 tests [2025-11-21T14:39:14.159933] [INFO ] [CONFIGURE ] FR: Testing feature 6/29: add_failed_moves [2025-11-21T14:39:14.159971] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T14:39:14.430435] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:14.732609] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:15.011993] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:15.292263] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:15.577892] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:39:15.867943] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:16.152457] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:16.462625] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:16.747220] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:17.035897] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:17.036762] [INFO ] [CONFIGURE ] FR: KEPT add_failed_moves (score: 80.00%) [2025-11-21T14:39:17.036835] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5864 tests [2025-11-21T14:39:17.036883] [INFO ] [CONFIGURE ] FR: Testing feature 7/29: add_lag_shelf [2025-11-21T14:39:17.036925] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T14:39:17.335349] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:17.605669] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:17.884822] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:18.185583] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:18.470272] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:18.754694] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:19.025109] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:19.294781] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:19.570567] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:19.853808] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:39:19.853977] [INFO ] [CONFIGURE ] FR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:39:19.854036] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5863 tests [2025-11-21T14:39:19.854105] [INFO ] [CONFIGURE ] FR: Testing feature 8/29: add_macd [2025-11-21T14:39:19.854154] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T14:39:20.216761] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:20.583993] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:39:20.944861] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:21.298742] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:21.659009] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:22.024443] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:22.392305] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:39:22.766676] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:23.150063] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:23.518191] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:23.518407] [INFO ] [CONFIGURE ] FR: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:39:23.518468] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5862 tests [2025-11-21T14:39:23.518522] [INFO ] [CONFIGURE ] FR: Testing feature 9/29: add_mfi [2025-11-21T14:39:23.518570] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_mfi'] [2025-11-21T14:39:23.783105] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:24.056923] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:24.340742] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:24.633029] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:24.933855] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:25.246835] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:25.546432] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:39:25.842918] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:26.141312] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:26.437025] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:39:26.437214] [INFO ] [CONFIGURE ] FR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:39:26.437273] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5861 tests [2025-11-21T14:39:26.437321] [INFO ] [CONFIGURE ] FR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:39:26.437365] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:39:26.803000] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:39:27.168740] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:27.531068] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:39:27.906413] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:28.280022] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:28.650921] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:39:29.020556] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:39:29.384620] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:29.770143] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:30.157170] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:30.157377] [INFO ] [CONFIGURE ] FR: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T14:39:30.157441] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5860 tests [2025-11-21T14:39:30.157494] [INFO ] [CONFIGURE ] FR: Testing feature 11/29: add_obv_daily [2025-11-21T14:39:30.157545] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T14:39:30.460236] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:30.766360] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:39:31.087836] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:31.391095] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:31.692903] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:32.009367] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:32.325469] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:39:32.641394] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:32.944193] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:33.257522] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:33.257727] [INFO ] [CONFIGURE ] FR: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:39:33.257810] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5859 tests [2025-11-21T14:39:33.257861] [INFO ] [CONFIGURE ] FR: Testing feature 12/29: add_obv_interval [2025-11-21T14:39:33.257898] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T14:39:33.552608] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:39:33.842695] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:39:34.137133] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:34.432538] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:34.735758] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:35.030901] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:35.331829] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:35.621082] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:35.934805] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:36.252609] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:39:36.252925] [INFO ] [CONFIGURE ] FR: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:39:36.253021] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5858 tests [2025-11-21T14:39:36.253100] [INFO ] [CONFIGURE ] FR: Testing feature 13/29: add_opening_strength [2025-11-21T14:39:36.253173] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:39:36.571251] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:39:36.890873] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:39:37.203825] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:39:37.522688] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:37.843378] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:39:38.163179] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:39:38.491706] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:38.820968] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:39.139592] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:39.461838] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:39.462047] [INFO ] [CONFIGURE ] FR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T14:39:39.462105] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5857 tests [2025-11-21T14:39:39.462152] [INFO ] [CONFIGURE ] FR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:39:39.462196] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T14:39:39.766173] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:39:40.062505] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:40.376387] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:40.683336] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:40.990237] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:41.304432] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:41.612171] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:41.943873] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:42.265695] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:42.618153] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:42.618362] [INFO ] [CONFIGURE ] FR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:39:42.618426] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5856 tests [2025-11-21T14:39:42.618479] [INFO ] [CONFIGURE ] FR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:39:42.618523] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T14:39:42.919269] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:39:43.211929] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:43.512471] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:39:43.806897] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:44.108722] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:44.399938] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:44.692872] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:39:45.011891] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:45.316867] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:45.616720] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:45.616918] [INFO ] [CONFIGURE ] FR: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:39:45.616979] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5855 tests [2025-11-21T14:39:45.617028] [INFO ] [CONFIGURE ] FR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:39:45.617073] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T14:39:45.908420] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:46.196526] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:46.488025] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:46.777541] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:47.062756] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:47.370178] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:39:47.676054] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:47.974740] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:48.276635] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:48.576248] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:48.576462] [INFO ] [CONFIGURE ] FR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:39:48.576523] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5854 tests [2025-11-21T14:39:48.576572] [INFO ] [CONFIGURE ] FR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:39:48.576620] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T14:39:48.898089] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:49.222631] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:49.539948] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:49.873582] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:50.197610] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:50.525253] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:50.841618] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:51.154043] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:51.464452] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:51.774563] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:51.774756] [INFO ] [CONFIGURE ] FR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T14:39:51.774818] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5853 tests [2025-11-21T14:39:51.774866] [INFO ] [CONFIGURE ] FR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:39:51.774910] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T14:39:52.061622] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:52.350442] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:52.645220] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:52.952015] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:53.260162] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:53.565787] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:53.870168] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:54.163099] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:54.453068] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:54.747439] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:39:54.747606] [INFO ] [CONFIGURE ] FR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:39:54.747681] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5852 tests [2025-11-21T14:39:54.747731] [INFO ] [CONFIGURE ] FR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:39:54.747782] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T14:39:55.025107] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:55.295333] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:39:55.564741] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:55.836157] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:56.110959] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:56.394185] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:56.649011] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:56.895874] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:39:57.143478] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:39:57.389990] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:39:57.390175] [INFO ] [CONFIGURE ] FR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:39:57.390231] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5851 tests [2025-11-21T14:39:57.390278] [INFO ] [CONFIGURE ] FR: Testing feature 20/29: add_price_rejection [2025-11-21T14:39:57.390322] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T14:39:57.666252] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:39:57.957118] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:39:58.249702] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:39:58.552750] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:39:58.862185] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:39:59.176005] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:39:59.481959] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:39:59.795680] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:00.118639] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:00.439097] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:00.439271] [INFO ] [CONFIGURE ] FR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:40:00.439331] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5850 tests [2025-11-21T14:40:00.439380] [INFO ] [CONFIGURE ] FR: Testing feature 21/29: add_range_position [2025-11-21T14:40:00.439426] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_range_position'] [2025-11-21T14:40:00.754972] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:40:01.744530] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:40:02.278499] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:40:02.613224] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:02.942383] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:03.265976] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:03.588530] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:40:03.924253] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:04.372314] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:04.763437] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:04.763699] [INFO ] [CONFIGURE ] FR: DISCARDED add_range_position (score: 50.00%) [2025-11-21T14:40:04.763763] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5849 tests [2025-11-21T14:40:04.763839] [INFO ] [CONFIGURE ] FR: Testing feature 22/29: add_realized_volatility [2025-11-21T14:40:04.764050] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T14:40:05.190775] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:40:05.595015] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:06.006180] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:06.409466] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:06.817787] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:07.215347] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:07.598392] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:08.004355] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:08.434751] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:08.878149] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:08.878397] [INFO ] [CONFIGURE ] FR: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T14:40:08.878460] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5848 tests [2025-11-21T14:40:08.878514] [INFO ] [CONFIGURE ] FR: Testing feature 23/29: add_recent_range_context [2025-11-21T14:40:08.878561] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T14:40:09.177437] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:40:09.491923] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:09.805677] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:40:10.121883] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:10.442461] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:10.761432] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:11.079486] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:11.404421] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:11.727951] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:12.052097] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:12.052303] [INFO ] [CONFIGURE ] FR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:40:12.052364] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5847 tests [2025-11-21T14:40:12.052416] [INFO ] [CONFIGURE ] FR: Testing feature 24/29: add_rsi [2025-11-21T14:40:12.052464] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_rsi'] [2025-11-21T14:40:12.369857] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:40:12.698177] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:13.020173] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:40:13.340922] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:13.659608] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:13.980144] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:14.288181] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:14.603718] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:14.908618] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:15.229319] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:15.229522] [INFO ] [CONFIGURE ] FR: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:40:15.229582] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5846 tests [2025-11-21T14:40:15.229633] [INFO ] [CONFIGURE ] FR: Testing feature 25/29: add_tick_distribution [2025-11-21T14:40:15.229703] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T14:40:15.516438] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:40:15.812632] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:40:16.111625] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:40:16.403293] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:16.688387] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:16.970134] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:17.258956] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:17.550978] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:17.832416] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:18.112080] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:18.112281] [INFO ] [CONFIGURE ] FR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:40:18.112350] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5845 tests [2025-11-21T14:40:18.112407] [INFO ] [CONFIGURE ] FR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:40:18.112452] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T14:40:18.391875] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:40:18.669260] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:40:18.949691] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:19.222190] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:19.499394] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:19.784612] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:20.062463] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:40:20.337053] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:20.616602] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:20.885805] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:20.886003] [INFO ] [CONFIGURE ] FR: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:40:20.886064] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5844 tests [2025-11-21T14:40:20.886115] [INFO ] [CONFIGURE ] FR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:40:20.886163] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T14:40:21.184108] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:40:21.493291] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:40:21.806611] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:40:22.120966] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:22.453840] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:22.793572] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:23.116691] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:23.432835] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:23.726391] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:24.026297] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:24.026477] [INFO ] [CONFIGURE ] FR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T14:40:24.026535] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5843 tests [2025-11-21T14:40:24.026583] [INFO ] [CONFIGURE ] FR: Testing feature 28/29: add_volume_profile [2025-11-21T14:40:24.026627] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T14:40:24.292118] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:40:24.560451] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:40:24.843376] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:40:25.108717] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:25.369780] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:25.632015] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:25.908083] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:26.181164] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:26.473011] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:26.748761] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:26.748934] [INFO ] [CONFIGURE ] FR: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:40:26.748991] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5842 tests [2025-11-21T14:40:26.749038] [INFO ] [CONFIGURE ] FR: Testing feature 29/29: add_vwap [2025-11-21T14:40:26.749082] [INFO ] [CONFIGURE ] FR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_vwap'] [2025-11-21T14:40:27.027003] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:40:27.303142] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:27.576660] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:27.852045] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:40:28.124595] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:40:28.405059] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:40:28.679918] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:28.955878] [DEBUG] [FORECASTER] FR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:29.229972] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:40:29.504237] [DEBUG] [FORECASTER] FR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:29.504417] [INFO ] [CONFIGURE ] FR: DISCARDED add_vwap (score: 40.00%) [2025-11-21T14:40:29.504475] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5841 tests [2025-11-21T14:40:29.504524] [INFO ] [CONFIGURE ] FR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:40:29.504568] [INFO ] [CONFIGURE ] FR: Best accuracy: 80.00% [2025-11-21T14:40:29.504609] [INFO ] [CONFIGURE ] FR: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T14:40:29.504673] [INFO ] [CONFIGURE ] FR: Improvement over baseline: 30.00% [2025-11-21T14:40:29.504716] [INFO ] [CONFIGURE ] FR: Total time: 1.5 minutes [2025-11-21T14:40:29.504755] [INFO ] [CONFIGURE ] FR: Average time per feature: 3.1 seconds [2025-11-21T14:40:29.504794] [INFO ] [CONFIGURE ] FR: Average speed: 0.33 features/sec [2025-11-21T14:40:29.505229] [INFO ] [LOCAL ] Saved configuration for FR: 3 features, 80.00% accuracy -> ./output/feature-sets/FR.json [2025-11-21T14:40:29.505289] [INFO ] [CONFIGURE ] FR: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T14:40:29.505340] [INFO ] [sig ] [527/723] Successfully configured FR | 0.01 sym/s | Total: 12.1h | ETA: 4.5h [2025-11-21T14:40:29.505386] [INFO ] [sig ] [528/723] Configuring FRGE... [2025-11-21T14:40:29.505427] [INFO ] [CONFIGURE ] FRGE: Configurate test run. [2025-11-21T14:40:29.505469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-11-21T14:40:29.682928] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FRGE'. [2025-11-21T14:40:29.683262] [INFO ] [CONFIGURE ] FRGE: Testing with 29 available features [2025-11-21T14:40:29.683324] [INFO ] [CONFIGURE ] FRGE: Establishing baseline with no features... [2025-11-21T14:40:29.852607] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:40:30.022823] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:40:30.195430] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:30.369238] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:30.547398] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:30.735368] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:30.917872] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:31.096258] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:31.272413] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:40:31.452701] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:31.452983] [INFO ] [CONFIGURE ] FRGE: Baseline score (no features): 30.00% [2025-11-21T14:40:31.453106] [INFO ] [CONFIGURE ] FRGE: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:40:31.453184] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:40:31.662262] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:40:31.870221] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:40:32.071812] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:32.277409] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:32.487038] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:40:32.701928] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:40:32.912177] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:40:33.135287] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:40:33.339409] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:40:33.557829] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:33.558004] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T14:40:33.558055] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5840 tests [2025-11-21T14:40:33.558093] [INFO ] [CONFIGURE ] FRGE: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:40:33.558128] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:40:33.780720] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:40:34.001238] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:34.225537] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:34.438582] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:34.647599] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:34.864038] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:35.092666] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:35.329082] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:35.566322] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:40:35.804304] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:35.804499] [INFO ] [CONFIGURE ] FRGE: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T14:40:35.804550] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5839 tests [2025-11-21T14:40:35.804587] [INFO ] [CONFIGURE ] FRGE: Testing feature 3/29: add_daily_returns [2025-11-21T14:40:35.804621] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:40:36.041070] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:40:36.283435] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:36.528603] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:36.787273] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:37.028487] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:37.274576] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:37.520948] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:40:37.770084] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:40:38.020339] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:40:38.271263] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:38.271588] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:40:38.271704] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5838 tests [2025-11-21T14:40:38.271793] [INFO ] [CONFIGURE ] FRGE: Testing feature 4/29: add_ema [2025-11-21T14:40:38.271942] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T14:40:38.550496] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:40:38.843168] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:39.131593] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:39.414938] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:39.697824] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:39.986887] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:40:40.275076] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:40:40.577147] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:40.875465] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:40:41.181889] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:41.182099] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:40:41.182158] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5837 tests [2025-11-21T14:40:41.182207] [INFO ] [CONFIGURE ] FRGE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:40:41.182252] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:40:41.459631] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:40:41.745697] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:42.022773] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:42.297160] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:42.583272] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:42.871054] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:40:43.145981] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:43.417195] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:43.696211] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:40:44.000685] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:44.000902] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T14:40:44.000960] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5836 tests [2025-11-21T14:40:44.001006] [INFO ] [CONFIGURE ] FRGE: Testing feature 6/29: add_failed_moves [2025-11-21T14:40:44.001049] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T14:40:44.232467] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:40:44.467507] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:44.698416] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:44.935983] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:45.175436] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:45.408502] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:45.650827] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:45.890310] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:46.124177] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:40:46.358186] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:46.358381] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:40:46.358437] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5835 tests [2025-11-21T14:40:46.358484] [INFO ] [CONFIGURE ] FRGE: Testing feature 7/29: add_lag_shelf [2025-11-21T14:40:46.358529] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T14:40:46.571562] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:40:46.778978] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:46.985300] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:47.204325] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:47.474834] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:47.695264] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:47.913157] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:48.123709] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:48.334186] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:40:48.546031] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:40:48.546193] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:40:48.546239] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5834 tests [2025-11-21T14:40:48.546277] [INFO ] [CONFIGURE ] FRGE: Testing feature 8/29: add_macd [2025-11-21T14:40:48.546313] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T14:40:48.863358] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:40:49.232569] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:49.566766] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:49.902296] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:50.239895] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:50.572461] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:50.941265] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:51.420838] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:40:51.819631] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:40:52.152123] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:52.152321] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:40:52.152437] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5833 tests [2025-11-21T14:40:52.152491] [INFO ] [CONFIGURE ] FRGE: Testing feature 9/29: add_mfi [2025-11-21T14:40:52.152535] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T14:40:52.384613] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:40:52.617666] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:52.845613] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:53.087376] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:53.315399] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:53.546491] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:53.777176] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:53.996902] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:40:54.246215] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:40:54.503523] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:54.503712] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_mfi (score: 40.00%) [2025-11-21T14:40:54.503766] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5832 tests [2025-11-21T14:40:54.503805] [INFO ] [CONFIGURE ] FRGE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:40:54.503861] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:40:54.830041] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:40:55.164165] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:55.496399] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:55.823389] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:56.159968] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:56.495345] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:56.837205] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:57.175480] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:40:57.513572] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:40:57.865740] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:40:57.865940] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:40:57.865998] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5831 tests [2025-11-21T14:40:57.866048] [INFO ] [CONFIGURE ] FRGE: Testing feature 11/29: add_obv_daily [2025-11-21T14:40:57.866093] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T14:40:58.118627] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:40:58.356837] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:40:58.592993] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:40:58.839554] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:40:59.084068] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:40:59.323502] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:40:59.564460] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:40:59.809367] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:00.054993] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:01.091182] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:01.091390] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T14:41:01.091726] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5830 tests [2025-11-21T14:41:01.091782] [INFO ] [CONFIGURE ] FRGE: Testing feature 12/29: add_obv_interval [2025-11-21T14:41:01.091858] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T14:41:01.411140] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:01.698817] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:41:01.933464] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:02.176640] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:02.423156] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:02.671514] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:02.905839] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:03.135952] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:03.362021] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:03.591154] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:41:03.591329] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:41:03.591387] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5829 tests [2025-11-21T14:41:03.591503] [INFO ] [CONFIGURE ] FRGE: Testing feature 13/29: add_opening_strength [2025-11-21T14:41:03.591545] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:41:03.873659] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:04.150126] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:41:04.430835] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:04.733030] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:05.025837] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:05.309905] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:05.603374] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:41:05.899973] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:06.187135] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:06.472436] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:06.472624] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T14:41:06.472705] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5828 tests [2025-11-21T14:41:06.472758] [INFO ] [CONFIGURE ] FRGE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:41:06.472803] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T14:41:06.716398] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:06.954154] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:07.192017] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:07.430892] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:07.663374] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:07.896901] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:08.131993] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:08.372126] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:08.616493] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:08.852919] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:41:08.853089] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:41:08.853144] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5827 tests [2025-11-21T14:41:08.853191] [INFO ] [CONFIGURE ] FRGE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:41:08.853233] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T14:41:09.070296] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:09.281926] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:41:09.500440] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:09.720254] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:09.951494] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:10.191455] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:10.435362] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:10.664857] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:10.887257] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:11.121707] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:41:11.121864] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T14:41:11.121913] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5826 tests [2025-11-21T14:41:11.121950] [INFO ] [CONFIGURE ] FRGE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:41:11.121986] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T14:41:11.359248] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:11.593565] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:11.831187] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:12.070042] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:12.303966] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:12.554551] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:41:12.800891] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:13.056613] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:13.305025] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:13.549796] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:13.549975] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T14:41:13.550119] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5825 tests [2025-11-21T14:41:13.550168] [INFO ] [CONFIGURE ] FRGE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:41:13.550204] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T14:41:13.794464] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:14.042218] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:14.278621] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:14.511826] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:14.760752] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:15.000227] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:41:15.240697] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:41:15.478867] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:15.714911] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:15.953038] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:15.953199] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-11-21T14:41:15.953256] [INFO ] [CONFIGURE ] JOB ETA: 4.6h | Avg: 2.8s/test | Remaining: 5824 tests [2025-11-21T14:41:15.953301] [INFO ] [CONFIGURE ] FRGE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:41:15.953338] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T14:41:16.173050] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:16.390455] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:16.614916] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:41:16.833336] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:17.055079] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:17.274020] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:41:17.497563] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:17.724302] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:17.957496] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:18.181051] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:18.181265] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T14:41:18.181327] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5823 tests [2025-11-21T14:41:18.181376] [INFO ] [CONFIGURE ] FRGE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:41:18.181423] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T14:41:18.398038] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:18.615055] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:18.831478] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:19.047458] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:19.267726] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:19.486118] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:41:19.705927] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:19.920734] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:20.131426] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:20.345790] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:20.346066] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T14:41:20.346190] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5822 tests [2025-11-21T14:41:20.346245] [INFO ] [CONFIGURE ] FRGE: Testing feature 20/29: add_price_rejection [2025-11-21T14:41:20.346325] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T14:41:20.606977] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:20.847990] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:21.086784] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:21.322215] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:21.562455] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:21.809373] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:41:22.049187] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:22.296421] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:22.545751] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:22.781261] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:22.781424] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T14:41:22.781480] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5821 tests [2025-11-21T14:41:22.781525] [INFO ] [CONFIGURE ] FRGE: Testing feature 21/29: add_range_position [2025-11-21T14:41:22.781567] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T14:41:23.031785] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:23.281383] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:23.530908] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:23.779223] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:24.033638] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:24.287490] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:24.547851] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:41:24.813175] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:25.068296] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:25.322483] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:41:25.322672] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_range_position (score: 40.00%) [2025-11-21T14:41:25.322731] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5820 tests [2025-11-21T14:41:25.322781] [INFO ] [CONFIGURE ] FRGE: Testing feature 22/29: add_realized_volatility [2025-11-21T14:41:25.322870] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T14:41:25.662731] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:26.003324] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:26.338400] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:26.672827] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:27.016793] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:27.358244] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:27.701426] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:28.051233] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:28.405670] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:28.749414] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:41:28.749601] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T14:41:28.749675] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5819 tests [2025-11-21T14:41:28.749726] [INFO ] [CONFIGURE ] FRGE: Testing feature 23/29: add_recent_range_context [2025-11-21T14:41:28.749803] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T14:41:28.979954] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:29.212159] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:29.442228] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:29.670695] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:29.902261] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:30.139059] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:30.386222] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:30.639781] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:30.883784] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:31.118839] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:31.119015] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T14:41:31.119072] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5818 tests [2025-11-21T14:41:31.119185] [INFO ] [CONFIGURE ] FRGE: Testing feature 24/29: add_rsi [2025-11-21T14:41:31.119234] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T14:41:31.393023] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:31.664136] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:31.935063] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:32.224738] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:32.513322] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:32.796258] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:41:33.065521] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:41:33.340393] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:33.627064] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:33.921019] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:33.921203] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_rsi (score: 30.00%) [2025-11-21T14:41:33.921267] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5817 tests [2025-11-21T14:41:33.921343] [INFO ] [CONFIGURE ] FRGE: Testing feature 25/29: add_tick_distribution [2025-11-21T14:41:33.921391] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T14:41:34.154074] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:34.387681] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:34.622130] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:34.854233] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:35.089386] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:35.319297] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:35.550582] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:35.780500] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:36.012523] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:36.266157] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:41:36.266347] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:41:36.266420] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5816 tests [2025-11-21T14:41:36.266540] [INFO ] [CONFIGURE ] FRGE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:41:36.266596] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T14:41:36.493288] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:36.719325] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:36.950149] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:37.176454] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:37.406568] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:37.644578] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:37.875255] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:38.103794] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:38.332996] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:38.563547] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:38.563728] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T14:41:38.563835] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5815 tests [2025-11-21T14:41:38.563889] [INFO ] [CONFIGURE ] FRGE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:41:38.563933] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T14:41:38.810925] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:39.054258] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:39.310386] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:39.554868] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:39.809104] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:40.065539] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:41:40.318313] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:40.572427] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:41:40.825045] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:41.071263] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:41:41.071434] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T14:41:41.071488] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5814 tests [2025-11-21T14:41:41.071535] [INFO ] [CONFIGURE ] FRGE: Testing feature 28/29: add_volume_profile [2025-11-21T14:41:41.071578] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T14:41:41.305136] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:41.549076] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:41.798233] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:42.032118] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:42.280026] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:42.568678] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:42.834056] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:41:43.101621] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:43.349688] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:43.599625] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:41:43.599817] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:41:43.599875] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5813 tests [2025-11-21T14:41:43.599923] [INFO ] [CONFIGURE ] FRGE: Testing feature 29/29: add_vwap [2025-11-21T14:41:43.599968] [INFO ] [CONFIGURE ] FRGE: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T14:41:43.865751] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:41:44.117933] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:41:44.356096] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:44.592507] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:41:44.833878] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:41:45.076540] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:41:45.333182] [DEBUG] [FORECASTER] FRGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:41:45.586043] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:45.829939] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:46.076975] [DEBUG] [FORECASTER] FRGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:41:46.077156] [INFO ] [CONFIGURE ] FRGE: DISCARDED add_vwap (score: 50.00%) [2025-11-21T14:41:46.077223] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5812 tests [2025-11-21T14:41:46.077273] [INFO ] [CONFIGURE ] FRGE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:41:46.077308] [INFO ] [CONFIGURE ] FRGE: Best accuracy: 60.00% [2025-11-21T14:41:46.077352] [INFO ] [CONFIGURE ] FRGE: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T14:41:46.077394] [INFO ] [CONFIGURE ] FRGE: Improvement over baseline: 30.00% [2025-11-21T14:41:46.077434] [INFO ] [CONFIGURE ] FRGE: Total time: 1.2 minutes [2025-11-21T14:41:46.077472] [INFO ] [CONFIGURE ] FRGE: Average time per feature: 2.6 seconds [2025-11-21T14:41:46.077511] [INFO ] [CONFIGURE ] FRGE: Average speed: 0.39 features/sec [2025-11-21T14:41:46.078114] [INFO ] [LOCAL ] Saved configuration for FRGE: 1 features, 60.00% accuracy -> ./output/feature-sets/FRGE.json [2025-11-21T14:41:46.078178] [INFO ] [CONFIGURE ] FRGE: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T14:41:46.078236] [INFO ] [sig ] [528/723] Successfully configured FRGE | 0.01 sym/s | Total: 12.1h | ETA: 4.5h [2025-11-21T14:41:46.078284] [INFO ] [sig ] [529/723] Configuring FSK... [2025-11-21T14:41:46.078335] [INFO ] [CONFIGURE ] FSK: Configurate test run. [2025-11-21T14:41:46.078385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-11-21T14:41:46.124139] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FSK'. [2025-11-21T14:41:46.124502] [INFO ] [CONFIGURE ] FSK: Testing with 29 available features [2025-11-21T14:41:46.124567] [INFO ] [CONFIGURE ] FSK: Establishing baseline with no features... [2025-11-21T14:41:46.298028] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:46.473281] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:41:46.650592] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:46.827116] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:41:47.008750] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:41:47.185829] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:41:47.363254] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:41:47.535890] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:47.706105] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:47.877261] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:41:47.877554] [INFO ] [CONFIGURE ] FSK: Baseline score (no features): 60.00% [2025-11-21T14:41:47.877666] [INFO ] [CONFIGURE ] FSK: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:41:47.877745] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:41:48.093247] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:48.302129] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:41:48.513832] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:48.725356] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:41:48.931931] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:41:49.136045] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:41:49.336806] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:41:49.540804] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:49.745356] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:49.953247] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:41:49.953408] [INFO ] [CONFIGURE ] FSK: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T14:41:49.953457] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5811 tests [2025-11-21T14:41:49.953495] [INFO ] [CONFIGURE ] FSK: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:41:49.953530] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:41:50.191874] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:50.430186] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:41:50.668366] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:50.904727] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:41:51.140713] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:41:51.379159] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:41:51.620693] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:41:51.861794] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:52.100103] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:52.341396] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:41:52.341586] [INFO ] [CONFIGURE ] FSK: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T14:41:52.341669] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5810 tests [2025-11-21T14:41:52.341777] [INFO ] [CONFIGURE ] FSK: Testing feature 3/29: add_daily_returns [2025-11-21T14:41:52.341820] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:41:52.567576] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:52.803540] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:41:53.029395] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:53.252905] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:41:53.469364] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:41:53.698815] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:41:53.930963] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:41:54.159845] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:54.398339] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:54.622760] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:41:54.622965] [INFO ] [CONFIGURE ] FSK: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:41:54.623015] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5809 tests [2025-11-21T14:41:54.623053] [INFO ] [CONFIGURE ] FSK: Testing feature 4/29: add_ema [2025-11-21T14:41:54.623090] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:41:54.868536] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:55.115501] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:41:55.378440] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:55.626785] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:41:55.880171] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:41:56.134162] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:41:56.385481] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:41:56.637595] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:56.891997] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:41:57.147143] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:41:57.147335] [INFO ] [CONFIGURE ] FSK: DISCARDED add_ema (score: 70.00%) [2025-11-21T14:41:57.147384] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5808 tests [2025-11-21T14:41:57.147425] [INFO ] [CONFIGURE ] FSK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:41:57.147462] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:41:57.403190] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:41:57.653200] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:41:57.913470] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:41:58.171502] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:41:58.443596] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:41:58.727528] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:41:58.992976] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:41:59.263384] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:41:59.522770] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:41:59.803893] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:41:59.804098] [INFO ] [CONFIGURE ] FSK: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T14:41:59.804157] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5807 tests [2025-11-21T14:41:59.804205] [INFO ] [CONFIGURE ] FSK: Testing feature 6/29: add_failed_moves [2025-11-21T14:41:59.804272] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T14:42:00.049959] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:01.207727] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:01.444100] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:01.827458] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:02.077474] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:02.311268] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:02.536619] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:02.758620] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:02.983908] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:03.251273] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:03.251461] [INFO ] [CONFIGURE ] FSK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T14:42:03.251512] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5806 tests [2025-11-21T14:42:03.251554] [INFO ] [CONFIGURE ] FSK: Testing feature 7/29: add_lag_shelf [2025-11-21T14:42:03.251591] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T14:42:03.467291] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:03.671325] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:03.880724] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:04.097069] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:04.314035] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:04.545758] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:04.759306] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:04.975469] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:05.190955] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:05.404214] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:05.404391] [INFO ] [CONFIGURE ] FSK: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T14:42:05.404440] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5805 tests [2025-11-21T14:42:05.404479] [INFO ] [CONFIGURE ] FSK: Testing feature 8/29: add_macd [2025-11-21T14:42:05.404517] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T14:42:05.719935] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:06.025640] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:42:06.333782] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:06.641016] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:06.950058] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:07.270536] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:07.592073] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:07.908795] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:08.207194] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:08.508289] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:08.508484] [INFO ] [CONFIGURE ] FSK: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:42:08.508542] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5804 tests [2025-11-21T14:42:08.508593] [INFO ] [CONFIGURE ] FSK: Testing feature 9/29: add_mfi [2025-11-21T14:42:08.508636] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T14:42:08.725069] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:08.941177] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:09.158991] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:09.374719] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:09.593719] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:09.821857] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:10.039094] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:10.263532] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:10.489610] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:10.707925] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:10.708129] [INFO ] [CONFIGURE ] FSK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T14:42:10.708186] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5803 tests [2025-11-21T14:42:10.708235] [INFO ] [CONFIGURE ] FSK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:42:10.708279] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:42:11.019547] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:11.344128] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:42:11.646999] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:11.969611] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:12.276913] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:12.587113] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:12.908426] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:13.218872] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:13.528122] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:13.858732] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:13.858955] [INFO ] [CONFIGURE ] FSK: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:42:13.859027] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5802 tests [2025-11-21T14:42:13.859094] [INFO ] [CONFIGURE ] FSK: Testing feature 11/29: add_obv_daily [2025-11-21T14:42:13.859140] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T14:42:14.078757] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:14.321531] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:14.566542] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:14.810454] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:15.061553] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:15.304635] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:15.565420] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:15.815633] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:16.070356] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:16.320982] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:16.321333] [INFO ] [CONFIGURE ] FSK: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:42:16.321488] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5801 tests [2025-11-21T14:42:16.321578] [INFO ] [CONFIGURE ] FSK: Testing feature 12/29: add_obv_interval [2025-11-21T14:42:16.321705] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T14:42:16.580798] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:16.830942] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:17.068360] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:17.312322] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:17.570076] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:17.819207] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:18.077638] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:18.329069] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:42:18.581529] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:18.833459] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:18.833799] [INFO ] [CONFIGURE ] FSK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T14:42:18.833904] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5800 tests [2025-11-21T14:42:18.833990] [INFO ] [CONFIGURE ] FSK: Testing feature 13/29: add_opening_strength [2025-11-21T14:42:18.834065] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:42:19.068882] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:19.304370] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:19.573711] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:19.837283] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:20.082158] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:20.320521] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:20.573898] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:20.834574] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:21.108543] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:21.369774] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:21.369963] [INFO ] [CONFIGURE ] FSK: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T14:42:21.370020] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5799 tests [2025-11-21T14:42:21.370066] [INFO ] [CONFIGURE ] FSK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:42:21.370105] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T14:42:21.613227] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:21.858462] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:22.104843] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:22.345089] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:22.600201] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:22.852495] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:23.118110] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:23.362247] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:23.609299] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:23.857085] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:23.857300] [INFO ] [CONFIGURE ] FSK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T14:42:23.857385] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5798 tests [2025-11-21T14:42:23.857447] [INFO ] [CONFIGURE ] FSK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:42:23.857493] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T14:42:24.068230] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:42:24.280790] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:24.489525] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:24.700503] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:24.916974] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:25.143413] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:25.358177] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:25.573456] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:25.789456] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:26.007153] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:26.007343] [INFO ] [CONFIGURE ] FSK: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T14:42:26.007404] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5797 tests [2025-11-21T14:42:26.007452] [INFO ] [CONFIGURE ] FSK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:42:26.007495] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T14:42:26.243447] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:26.496830] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:26.754275] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:26.995905] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:27.238111] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:27.477842] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:27.729954] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:27.985562] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:28.238465] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:28.494458] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:28.494662] [INFO ] [CONFIGURE ] FSK: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:42:28.494749] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5796 tests [2025-11-21T14:42:28.494801] [INFO ] [CONFIGURE ] FSK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:42:28.494848] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T14:42:28.746324] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:28.987951] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:29.225998] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:29.471204] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:29.708172] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:29.940772] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:42:30.170293] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:30.398133] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:30.629736] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:30.859066] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:30.859231] [INFO ] [CONFIGURE ] FSK: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T14:42:30.859285] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5795 tests [2025-11-21T14:42:30.859333] [INFO ] [CONFIGURE ] FSK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:42:30.859375] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T14:42:31.061006] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:31.263441] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:31.466470] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:31.680545] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:31.887932] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:32.093172] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:32.299759] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:32.515034] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:32.730617] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:32.933228] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:32.933415] [INFO ] [CONFIGURE ] FSK: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:42:32.933464] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5794 tests [2025-11-21T14:42:32.933506] [INFO ] [CONFIGURE ] FSK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:42:32.933543] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T14:42:33.144392] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:33.357754] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:33.563023] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:33.782361] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:34.005015] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:34.236746] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:34.460682] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:34.665796] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:34.868428] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:35.074745] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:35.074908] [INFO ] [CONFIGURE ] FSK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:42:35.074957] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5793 tests [2025-11-21T14:42:35.074994] [INFO ] [CONFIGURE ] FSK: Testing feature 20/29: add_price_rejection [2025-11-21T14:42:35.075030] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T14:42:35.294167] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:35.512674] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:35.731758] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:35.949935] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:36.170277] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:36.401890] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:36.638549] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:36.858047] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:37.077386] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:37.297235] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:37.297399] [INFO ] [CONFIGURE ] FSK: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T14:42:37.297447] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5792 tests [2025-11-21T14:42:37.297486] [INFO ] [CONFIGURE ] FSK: Testing feature 21/29: add_range_position [2025-11-21T14:42:37.297520] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T14:42:37.538943] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:42:37.799758] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:38.052921] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:38.299867] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:38.545490] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:38.794126] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:39.047431] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:42:39.296409] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:39.542422] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:39.792799] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:39.792988] [INFO ] [CONFIGURE ] FSK: DISCARDED add_range_position (score: 40.00%) [2025-11-21T14:42:39.793048] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5791 tests [2025-11-21T14:42:39.793095] [INFO ] [CONFIGURE ] FSK: Testing feature 22/29: add_realized_volatility [2025-11-21T14:42:39.793209] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T14:42:40.130436] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:40.457862] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:40.791915] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:41.119624] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:41.498391] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:41.856276] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:42.224375] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:42.594532] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:42.952193] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:43.294597] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:43.294821] [INFO ] [CONFIGURE ] FSK: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:42:43.294881] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5790 tests [2025-11-21T14:42:43.294933] [INFO ] [CONFIGURE ] FSK: Testing feature 23/29: add_recent_range_context [2025-11-21T14:42:43.294980] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T14:42:43.530977] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:42:43.758130] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:43.992053] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:44.220323] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:44.446753] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:44.661221] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:44.874319] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:45.088417] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:45.306162] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:45.521667] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:45.521882] [INFO ] [CONFIGURE ] FSK: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:42:45.522080] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5789 tests [2025-11-21T14:42:45.522169] [INFO ] [CONFIGURE ] FSK: Testing feature 24/29: add_rsi [2025-11-21T14:42:45.522244] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T14:42:45.785254] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:42:46.054503] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:46.327304] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:46.589639] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:46.850123] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:47.145229] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:47.496884] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:42:47.871597] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:42:48.191334] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:48.473228] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:48.473405] [INFO ] [CONFIGURE ] FSK: DISCARDED add_rsi (score: 40.00%) [2025-11-21T14:42:48.473511] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5788 tests [2025-11-21T14:42:48.473561] [INFO ] [CONFIGURE ] FSK: Testing feature 25/29: add_tick_distribution [2025-11-21T14:42:48.473605] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T14:42:48.692851] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:48.910288] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:49.125267] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:49.344345] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:49.562719] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:49.780140] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:49.995915] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:50.213634] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:50.432283] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:50.650318] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:50.650482] [INFO ] [CONFIGURE ] FSK: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:42:50.650530] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5787 tests [2025-11-21T14:42:50.650569] [INFO ] [CONFIGURE ] FSK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:42:50.650604] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T14:42:50.869679] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:51.084736] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:51.303124] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:51.522905] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:51.742412] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:51.967838] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:52.191163] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:52.413962] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:52.646567] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:52.867957] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:52.868141] [INFO ] [CONFIGURE ] FSK: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:42:52.868202] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5786 tests [2025-11-21T14:42:52.868253] [INFO ] [CONFIGURE ] FSK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:42:52.868300] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T14:42:53.091858] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:53.315708] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:53.541976] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:53.771875] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:54.027180] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:54.273174] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:54.552084] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:54.776574] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:55.002040] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:55.227479] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:55.227672] [INFO ] [CONFIGURE ] FSK: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T14:42:55.227728] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5785 tests [2025-11-21T14:42:55.227776] [INFO ] [CONFIGURE ] FSK: Testing feature 28/29: add_volume_profile [2025-11-21T14:42:55.227822] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T14:42:55.443174] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:55.661683] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:42:55.853005] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:56.060079] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:56.279886] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:56.504607] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:42:56.732321] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:56.959225] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:57.185329] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:42:57.414122] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:57.414292] [INFO ] [CONFIGURE ] FSK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:42:57.414339] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5784 tests [2025-11-21T14:42:57.414378] [INFO ] [CONFIGURE ] FSK: Testing feature 29/29: add_vwap [2025-11-21T14:42:57.414413] [INFO ] [CONFIGURE ] FSK: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T14:42:57.640576] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:42:57.867824] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:42:58.114599] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:42:58.346753] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:42:58.591853] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:42:58.825695] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:42:59.063264] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:42:59.293611] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:42:59.542425] [DEBUG] [FORECASTER] FSK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:42:59.779308] [DEBUG] [FORECASTER] FSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:42:59.779484] [INFO ] [CONFIGURE ] FSK: DISCARDED add_vwap (score: 50.00%) [2025-11-21T14:42:59.779544] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5783 tests [2025-11-21T14:42:59.779589] [INFO ] [CONFIGURE ] FSK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:42:59.779675] [INFO ] [CONFIGURE ] FSK: Best accuracy: 70.00% [2025-11-21T14:42:59.779722] [INFO ] [CONFIGURE ] FSK: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T14:42:59.779763] [INFO ] [CONFIGURE ] FSK: Improvement over baseline: 10.00% [2025-11-21T14:42:59.779800] [INFO ] [CONFIGURE ] FSK: Total time: 1.2 minutes [2025-11-21T14:42:59.779837] [INFO ] [CONFIGURE ] FSK: Average time per feature: 2.5 seconds [2025-11-21T14:42:59.779875] [INFO ] [CONFIGURE ] FSK: Average speed: 0.40 features/sec [2025-11-21T14:42:59.780219] [INFO ] [LOCAL ] Saved configuration for FSK: 1 features, 70.00% accuracy -> ./output/feature-sets/FSK.json [2025-11-21T14:42:59.780286] [INFO ] [CONFIGURE ] FSK: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T14:42:59.780336] [INFO ] [sig ] [529/723] Successfully configured FSK | 0.01 sym/s | Total: 12.2h | ETA: 4.5h [2025-11-21T14:42:59.780382] [INFO ] [sig ] [530/723] Configuring FSM... [2025-11-21T14:42:59.780422] [INFO ] [CONFIGURE ] FSM: Configurate test run. [2025-11-21T14:42:59.780462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-11-21T14:42:59.826815] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FSM'. [2025-11-21T14:42:59.827348] [INFO ] [CONFIGURE ] FSM: Testing with 29 available features [2025-11-21T14:42:59.827414] [INFO ] [CONFIGURE ] FSM: Establishing baseline with no features... [2025-11-21T14:43:00.007193] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:00.198725] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:00.381740] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:00.564070] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:01.476893] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:01.904140] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:02.102176] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:02.300549] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:02.499285] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:02.698850] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:02.699069] [INFO ] [CONFIGURE ] FSM: Baseline score (no features): 30.00% [2025-11-21T14:43:02.699119] [INFO ] [CONFIGURE ] FSM: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:43:02.699157] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:43:02.934829] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:03.172931] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:03.399665] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:03.633670] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:03.869630] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:04.113468] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:04.355549] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:43:04.599639] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:43:04.840189] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:05.074609] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:05.075071] [INFO ] [CONFIGURE ] FSM: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T14:43:05.075211] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5782 tests [2025-11-21T14:43:05.075333] [INFO ] [CONFIGURE ] FSM: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:43:05.075418] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:43:05.339450] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:05.615445] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:05.894356] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:43:06.164599] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:06.422172] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:06.659668] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:06.896424] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:43:07.135962] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:43:07.378184] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:07.620147] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:07.620333] [INFO ] [CONFIGURE ] FSM: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T14:43:07.620391] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5781 tests [2025-11-21T14:43:07.620434] [INFO ] [CONFIGURE ] FSM: Testing feature 3/29: add_daily_returns [2025-11-21T14:43:07.620478] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:43:07.835216] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:08.048598] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:08.264429] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:08.479606] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:43:08.691115] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:08.914084] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:09.134942] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:09.350170] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:09.566633] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:09.783012] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:09.783202] [INFO ] [CONFIGURE ] FSM: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T14:43:09.783253] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5780 tests [2025-11-21T14:43:09.783295] [INFO ] [CONFIGURE ] FSM: Testing feature 4/29: add_ema [2025-11-21T14:43:09.783332] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:43:10.036724] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:43:10.289931] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:10.537789] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:10.790022] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:11.044952] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:11.290193] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:11.543127] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:11.794862] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:12.042900] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:12.290445] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:12.290664] [INFO ] [CONFIGURE ] FSM: KEPT add_ema (score: 60.00%) [2025-11-21T14:43:12.290745] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5779 tests [2025-11-21T14:43:12.290798] [INFO ] [CONFIGURE ] FSM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:43:12.290845] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:43:12.602233] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:12.886772] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:13.171830] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:13.454461] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:43:13.739961] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:43:14.027504] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:14.309944] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:43:14.599481] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:14.895237] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:15.190940] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:15.191130] [INFO ] [CONFIGURE ] FSM: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T14:43:15.191192] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5778 tests [2025-11-21T14:43:15.191243] [INFO ] [CONFIGURE ] FSM: Testing feature 6/29: add_failed_moves [2025-11-21T14:43:15.191289] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T14:43:15.446257] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:43:15.706898] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:15.962658] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:16.242216] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:16.533291] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:16.792129] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:17.063684] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:17.323977] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:17.587444] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:17.874002] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:17.874213] [INFO ] [CONFIGURE ] FSM: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:43:17.874273] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5777 tests [2025-11-21T14:43:17.874322] [INFO ] [CONFIGURE ] FSM: Testing feature 7/29: add_lag_shelf [2025-11-21T14:43:17.874419] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T14:43:18.117734] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:18.356843] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:18.600453] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:18.834774] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:19.071915] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:43:19.315989] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:19.572141] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:19.820266] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:20.066893] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:20.313227] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:20.313425] [INFO ] [CONFIGURE ] FSM: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:43:20.313488] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5776 tests [2025-11-21T14:43:20.313536] [INFO ] [CONFIGURE ] FSM: Testing feature 8/29: add_macd [2025-11-21T14:43:20.313575] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T14:43:20.646735] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:20.967764] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:21.288156] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:21.607875] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:43:21.916425] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:22.226928] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:22.533918] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:43:22.842122] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:43:23.147450] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:23.454508] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:23.454718] [INFO ] [CONFIGURE ] FSM: DISCARDED add_macd (score: 30.00%) [2025-11-21T14:43:23.454791] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5775 tests [2025-11-21T14:43:23.454848] [INFO ] [CONFIGURE ] FSM: Testing feature 9/29: add_mfi [2025-11-21T14:43:23.454891] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T14:43:23.711464] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:43:23.973910] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:24.235177] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:24.492381] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:24.755304] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:25.017757] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:25.284356] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:25.541199] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:43:25.812111] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:26.076702] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:26.076938] [INFO ] [CONFIGURE ] FSM: DISCARDED add_mfi (score: 40.00%) [2025-11-21T14:43:26.076998] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5774 tests [2025-11-21T14:43:26.077046] [INFO ] [CONFIGURE ] FSM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:43:26.077090] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:43:26.399596] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:26.726691] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:27.047032] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:27.369502] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:43:27.700210] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:43:28.068326] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:28.432731] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:43:28.803988] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:29.177020] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:29.529057] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:29.529248] [INFO ] [CONFIGURE ] FSM: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:43:29.529307] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5773 tests [2025-11-21T14:43:29.529354] [INFO ] [CONFIGURE ] FSM: Testing feature 11/29: add_obv_daily [2025-11-21T14:43:29.529398] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T14:43:29.821693] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:43:30.109342] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:30.402306] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:30.690908] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:30.983907] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:43:31.280015] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:31.561948] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:31.839196] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:32.114718] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:32.405768] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:32.405976] [INFO ] [CONFIGURE ] FSM: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:43:32.406034] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5772 tests [2025-11-21T14:43:32.406083] [INFO ] [CONFIGURE ] FSM: Testing feature 12/29: add_obv_interval [2025-11-21T14:43:32.406128] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T14:43:32.677573] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:43:32.945358] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:33.203620] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:33.464167] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:33.723615] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:33.986381] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:34.251989] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:34.519122] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:34.795277] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:35.073797] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:43:35.073977] [INFO ] [CONFIGURE ] FSM: KEPT add_obv_interval (score: 80.00%) [2025-11-21T14:43:35.074034] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5771 tests [2025-11-21T14:43:35.074081] [INFO ] [CONFIGURE ] FSM: Testing feature 13/29: add_opening_strength [2025-11-21T14:43:35.074126] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:43:35.372057] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:35.673057] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:35.986424] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:36.294701] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:43:36.607463] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:36.940947] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:37.299080] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:37.626225] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:37.942085] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:38.264340] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:43:38.264523] [INFO ] [CONFIGURE ] FSM: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T14:43:38.264585] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5770 tests [2025-11-21T14:43:38.264633] [INFO ] [CONFIGURE ] FSM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:43:38.264706] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T14:43:38.578098] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:43:38.888672] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:39.225021] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:39.680857] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:40.055627] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:43:40.349346] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:40.639573] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:40.927296] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:41.222289] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:41.514878] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:41.515045] [INFO ] [CONFIGURE ] FSM: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:43:41.515100] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5769 tests [2025-11-21T14:43:41.515147] [INFO ] [CONFIGURE ] FSM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:43:41.515189] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T14:43:41.769538] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:42.022169] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:42.272052] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:42.524599] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:42.792447] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:43:43.043158] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:43.310024] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:43:43.577638] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:43:43.851630] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:44.116442] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:44.116722] [INFO ] [CONFIGURE ] FSM: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:43:44.116795] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5768 tests [2025-11-21T14:43:44.116855] [INFO ] [CONFIGURE ] FSM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:43:44.116927] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T14:43:44.394037] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:44.669952] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:44.952786] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:45.234077] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:45.522631] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:45.816159] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:46.101726] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:46.389421] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:46.680959] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:46.966681] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:46.966857] [INFO ] [CONFIGURE ] FSM: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T14:43:46.966973] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5767 tests [2025-11-21T14:43:46.967030] [INFO ] [CONFIGURE ] FSM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:43:46.967075] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T14:43:47.248871] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:43:47.517765] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:47.789394] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:48.082969] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:48.376851] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:48.679587] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:48.975891] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:49.267527] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:49.545929] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:49.826026] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:49.826214] [INFO ] [CONFIGURE ] FSM: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:43:49.826272] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5766 tests [2025-11-21T14:43:49.826320] [INFO ] [CONFIGURE ] FSM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:43:49.826363] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T14:43:50.080559] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:50.331884] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:43:50.582964] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:50.831502] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:43:51.089286] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:51.342169] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:51.600435] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:51.863325] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:52.149541] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:52.406068] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:52.406239] [INFO ] [CONFIGURE ] FSM: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T14:43:52.406296] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5765 tests [2025-11-21T14:43:52.406340] [INFO ] [CONFIGURE ] FSM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:43:52.406383] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T14:43:52.662638] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:43:52.916626] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:53.172056] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:53.429516] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:53.699620] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:53.959450] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:43:54.216569] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:43:54.473176] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:43:54.744289] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:43:55.004415] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:55.004608] [INFO ] [CONFIGURE ] FSM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T14:43:55.004682] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5764 tests [2025-11-21T14:43:55.004729] [INFO ] [CONFIGURE ] FSM: Testing feature 20/29: add_price_rejection [2025-11-21T14:43:55.004771] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T14:43:55.267818] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:55.536715] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:55.807084] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:56.077045] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:56.349250] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:43:56.619665] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:56.889842] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:43:57.158076] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:43:57.436594] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:43:57.713900] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:43:57.714102] [INFO ] [CONFIGURE ] FSM: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T14:43:57.714160] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5763 tests [2025-11-21T14:43:57.714209] [INFO ] [CONFIGURE ] FSM: Testing feature 21/29: add_range_position [2025-11-21T14:43:57.714253] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position'] [2025-11-21T14:43:58.016300] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:43:58.317965] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:43:58.615007] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:43:58.910077] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:43:59.203310] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:43:59.496722] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:43:59.798849] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:44:00.103697] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:00.425058] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:44:00.744362] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:44:00.744545] [INFO ] [CONFIGURE ] FSM: DISCARDED add_range_position (score: 50.00%) [2025-11-21T14:44:00.744603] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5762 tests [2025-11-21T14:44:00.744674] [INFO ] [CONFIGURE ] FSM: Testing feature 22/29: add_realized_volatility [2025-11-21T14:44:00.744722] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T14:44:01.922542] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:02.335041] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:44:02.740730] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:44:03.150714] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:44:03.576009] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:03.992535] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:04.422137] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:04.842058] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:05.256414] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:05.674087] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:44:05.674302] [INFO ] [CONFIGURE ] FSM: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T14:44:05.674363] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5761 tests [2025-11-21T14:44:05.674414] [INFO ] [CONFIGURE ] FSM: Testing feature 23/29: add_recent_range_context [2025-11-21T14:44:05.674463] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T14:44:05.973486] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:44:06.276218] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:44:06.556316] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:44:06.840995] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:44:07.132028] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:07.430742] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:44:07.728747] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:08.021631] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:08.308949] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:08.597223] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:44:08.597402] [INFO ] [CONFIGURE ] FSM: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T14:44:08.597462] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5760 tests [2025-11-21T14:44:08.597513] [INFO ] [CONFIGURE ] FSM: Testing feature 24/29: add_rsi [2025-11-21T14:44:08.597562] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_rsi'] [2025-11-21T14:44:08.891080] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:44:09.173716] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:44:09.441227] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:44:09.710092] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:44:09.981403] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:10.251664] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:44:10.525216] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:44:10.799329] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:11.067726] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:11.337400] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:44:11.337568] [INFO ] [CONFIGURE ] FSM: DISCARDED add_rsi (score: 40.00%) [2025-11-21T14:44:11.337682] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5759 tests [2025-11-21T14:44:11.337732] [INFO ] [CONFIGURE ] FSM: Testing feature 25/29: add_tick_distribution [2025-11-21T14:44:11.337777] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T14:44:11.598769] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:11.858756] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:44:12.118443] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:44:12.393093] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:44:12.678112] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:12.946861] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:44:13.215756] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:13.488013] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:13.756809] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:44:14.024130] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:44:14.024297] [INFO ] [CONFIGURE ] FSM: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:44:14.024352] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5758 tests [2025-11-21T14:44:14.024397] [INFO ] [CONFIGURE ] FSM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:44:14.024440] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T14:44:14.296718] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:44:14.574747] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:44:14.855532] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:44:15.133241] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:44:15.412714] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:15.687809] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:44:15.959064] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:16.225488] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:44:16.495591] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:44:16.771319] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:44:16.771514] [INFO ] [CONFIGURE ] FSM: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T14:44:16.771570] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5757 tests [2025-11-21T14:44:16.771618] [INFO ] [CONFIGURE ] FSM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:44:16.771682] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T14:44:17.056140] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:17.339439] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:44:17.622026] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:44:17.910967] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:44:18.193957] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:18.479722] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:44:18.777575] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:44:19.060424] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:19.340508] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:44:19.621473] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:44:19.621677] [INFO ] [CONFIGURE ] FSM: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:44:19.621737] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5756 tests [2025-11-21T14:44:19.621785] [INFO ] [CONFIGURE ] FSM: Testing feature 28/29: add_volume_profile [2025-11-21T14:44:19.621825] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T14:44:19.912286] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:44:20.190324] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:44:20.463337] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:44:20.747193] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:44:21.028604] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:21.306355] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:21.585419] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:21.870808] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:22.163339] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:44:22.460803] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:44:22.460989] [INFO ] [CONFIGURE ] FSM: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T14:44:22.461049] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5755 tests [2025-11-21T14:44:22.461098] [INFO ] [CONFIGURE ] FSM: Testing feature 29/29: add_vwap [2025-11-21T14:44:22.461143] [INFO ] [CONFIGURE ] FSM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_vwap'] [2025-11-21T14:44:22.741241] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:44:23.019054] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:44:23.304539] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:44:23.588921] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:44:23.887109] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:24.164702] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:44:24.449934] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:24.732870] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:25.019115] [DEBUG] [FORECASTER] FSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:44:25.309312] [DEBUG] [FORECASTER] FSM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:44:25.309497] [INFO ] [CONFIGURE ] FSM: DISCARDED add_vwap (score: 50.00%) [2025-11-21T14:44:25.309554] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5754 tests [2025-11-21T14:44:25.309634] [INFO ] [CONFIGURE ] FSM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:44:25.309699] [INFO ] [CONFIGURE ] FSM: Best accuracy: 80.00% [2025-11-21T14:44:25.309742] [INFO ] [CONFIGURE ] FSM: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T14:44:25.309782] [INFO ] [CONFIGURE ] FSM: Improvement over baseline: 50.00% [2025-11-21T14:44:25.309819] [INFO ] [CONFIGURE ] FSM: Total time: 1.4 minutes [2025-11-21T14:44:25.309856] [INFO ] [CONFIGURE ] FSM: Average time per feature: 2.8 seconds [2025-11-21T14:44:25.309894] [INFO ] [CONFIGURE ] FSM: Average speed: 0.35 features/sec [2025-11-21T14:44:25.310192] [INFO ] [LOCAL ] Saved configuration for FSM: 3 features, 80.00% accuracy -> ./output/feature-sets/FSM.json [2025-11-21T14:44:25.310248] [INFO ] [CONFIGURE ] FSM: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T14:44:25.310294] [INFO ] [sig ] [530/723] Successfully configured FSM | 0.01 sym/s | Total: 12.2h | ETA: 4.4h [2025-11-21T14:44:25.310336] [INFO ] [sig ] [531/723] Configuring FSS... [2025-11-21T14:44:25.310375] [INFO ] [CONFIGURE ] FSS: Configurate test run. [2025-11-21T14:44:25.310414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-11-21T14:44:25.488819] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FSS'. [2025-11-21T14:44:25.489197] [INFO ] [CONFIGURE ] FSS: Testing with 29 available features [2025-11-21T14:44:25.489258] [INFO ] [CONFIGURE ] FSS: Establishing baseline with no features... [2025-11-21T14:44:25.653666] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:44:25.816892] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:44:25.977572] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:44:26.142141] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:44:26.320374] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:26.535336] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:26.796176] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:27.060000] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:44:27.264235] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:27.454792] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:27.454946] [INFO ] [CONFIGURE ] FSS: Baseline score (no features): 20.00% [2025-11-21T14:44:27.454994] [INFO ] [CONFIGURE ] FSS: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:44:27.455032] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:44:27.683220] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:44:27.904335] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:44:28.108473] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:28.318497] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:44:28.533921] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:28.741184] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:28.942182] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:29.153951] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:44:29.362848] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:29.576629] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:29.576824] [INFO ] [CONFIGURE ] FSS: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-21T14:44:29.576872] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5753 tests [2025-11-21T14:44:29.576926] [INFO ] [CONFIGURE ] FSS: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:44:29.576965] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:44:29.798151] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:30.024278] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:44:30.248133] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:30.457515] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:30.665497] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:30.876262] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:31.090439] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:31.305242] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:31.533662] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:31.746505] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:31.746840] [INFO ] [CONFIGURE ] FSS: KEPT add_cumulative_delta (score: 30.00%) [2025-11-21T14:44:31.746984] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5752 tests [2025-11-21T14:44:31.747044] [INFO ] [CONFIGURE ] FSS: Testing feature 3/29: add_daily_returns [2025-11-21T14:44:31.747130] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:44:31.971913] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:32.194803] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:44:32.408258] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:32.625157] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:32.837307] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:33.063722] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:33.289220] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:33.534204] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:33.767314] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:33.987324] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:33.987533] [INFO ] [CONFIGURE ] FSS: KEPT add_daily_returns (score: 50.00%) [2025-11-21T14:44:33.987745] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5751 tests [2025-11-21T14:44:33.987841] [INFO ] [CONFIGURE ] FSS: Testing feature 4/29: add_ema [2025-11-21T14:44:33.987916] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T14:44:34.240420] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:34.496898] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:44:34.761320] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:34.997069] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:35.246973] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:35.478491] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:35.732712] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:35.992135] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:44:36.258112] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:36.533318] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:36.533519] [INFO ] [CONFIGURE ] FSS: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:44:36.533575] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5750 tests [2025-11-21T14:44:36.533623] [INFO ] [CONFIGURE ] FSS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:44:36.533682] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:44:36.810180] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:37.089395] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:44:37.372274] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:37.651576] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:37.923657] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:38.198005] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:38.491584] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:38.776114] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:39.058307] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:39.362393] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:39.362581] [INFO ] [CONFIGURE ] FSS: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T14:44:39.362660] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5749 tests [2025-11-21T14:44:39.362710] [INFO ] [CONFIGURE ] FSS: Testing feature 6/29: add_failed_moves [2025-11-21T14:44:39.362754] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T14:44:39.634439] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:39.900300] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:44:40.170063] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:40.406819] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:40.652151] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:40.909595] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:41.157327] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:41.404824] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:41.643777] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:41.888406] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:41.888719] [INFO ] [CONFIGURE ] FSS: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:44:41.888868] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5748 tests [2025-11-21T14:44:41.888922] [INFO ] [CONFIGURE ] FSS: Testing feature 7/29: add_lag_shelf [2025-11-21T14:44:41.888966] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T14:44:42.107998] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:42.326820] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:44:42.556304] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:42.776824] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:43.000989] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:44:43.222144] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:43.460140] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:43.693338] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:43.932857] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:44.177087] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:44.177264] [INFO ] [CONFIGURE ] FSS: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:44:44.177319] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5747 tests [2025-11-21T14:44:44.177360] [INFO ] [CONFIGURE ] FSS: Testing feature 8/29: add_macd [2025-11-21T14:44:44.177397] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T14:44:44.490072] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:44.794760] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:44:45.106798] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:45.418265] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:45.728080] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:46.062784] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:46.389483] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:46.711090] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:47.033108] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:44:47.368694] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:44:47.368916] [INFO ] [CONFIGURE ] FSS: KEPT add_macd (score: 60.00%) [2025-11-21T14:44:47.368982] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5746 tests [2025-11-21T14:44:47.369031] [INFO ] [CONFIGURE ] FSS: Testing feature 9/29: add_mfi [2025-11-21T14:44:47.369077] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T14:44:47.710789] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:48.054117] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:44:48.405139] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:44:48.748029] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:49.091952] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:49.441415] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:49.787032] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:50.158390] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:50.531902] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:44:50.867049] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:50.867237] [INFO ] [CONFIGURE ] FSS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T14:44:50.867292] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5745 tests [2025-11-21T14:44:50.867339] [INFO ] [CONFIGURE ] FSS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:44:50.867382] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:44:51.287822] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:51.714931] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:44:52.174097] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:44:52.598039] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:53.014631] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:53.428105] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:53.849509] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:54.289792] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:54.714066] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:55.135949] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:44:55.136140] [INFO ] [CONFIGURE ] FSS: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:44:55.136197] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5744 tests [2025-11-21T14:44:55.136243] [INFO ] [CONFIGURE ] FSS: Testing feature 11/29: add_obv_daily [2025-11-21T14:44:55.136286] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T14:44:55.478730] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:55.820468] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:44:56.168467] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:44:56.529131] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:44:56.860052] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:44:57.194991] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:44:57.529372] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:44:57.865838] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:44:58.200333] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:44:58.540938] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:44:58.541135] [INFO ] [CONFIGURE ] FSS: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:44:58.541194] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5743 tests [2025-11-21T14:44:58.541243] [INFO ] [CONFIGURE ] FSS: Testing feature 12/29: add_obv_interval [2025-11-21T14:44:58.541351] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T14:44:58.886624] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:44:59.211281] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:44:59.533991] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:44:59.861022] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:00.193512] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:00.536280] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:00.869944] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:02.042783] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:02.384244] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:45:02.741148] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:45:02.741360] [INFO ] [CONFIGURE ] FSS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T14:45:02.741418] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5742 tests [2025-11-21T14:45:02.741469] [INFO ] [CONFIGURE ] FSS: Testing feature 13/29: add_opening_strength [2025-11-21T14:45:02.741513] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-21T14:45:03.094156] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:03.434320] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:03.772577] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:45:04.115784] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:04.460160] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:04.800075] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:05.142201] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:05.488757] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:05.837076] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:45:06.198037] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:06.198217] [INFO ] [CONFIGURE ] FSS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:45:06.198273] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5741 tests [2025-11-21T14:45:06.198319] [INFO ] [CONFIGURE ] FSS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:45:06.198361] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T14:45:06.540929] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:06.873048] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:07.197809] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:45:07.556531] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:07.883788] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:08.214467] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:08.543782] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:08.883222] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:09.222050] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:09.576572] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:45:09.576775] [INFO ] [CONFIGURE ] FSS: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T14:45:09.576838] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5740 tests [2025-11-21T14:45:09.576889] [INFO ] [CONFIGURE ] FSS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:45:09.576954] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T14:45:09.902673] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:10.236580] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:45:10.574077] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:45:10.906788] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:11.242506] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:11.577816] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:11.912233] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:12.248768] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:12.587611] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:12.924061] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:12.924248] [INFO ] [CONFIGURE ] FSS: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:45:12.924317] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5739 tests [2025-11-21T14:45:12.924367] [INFO ] [CONFIGURE ] FSS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:45:12.924413] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T14:45:13.266374] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:13.616340] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:13.992301] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:45:14.339090] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:14.684000] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:15.034250] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:15.380928] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:15.729812] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:16.074224] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:16.421826] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:16.422065] [INFO ] [CONFIGURE ] FSS: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T14:45:16.422129] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5738 tests [2025-11-21T14:45:16.422178] [INFO ] [CONFIGURE ] FSS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:45:16.422279] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T14:45:16.750637] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:17.079622] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:45:17.410855] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:45:17.743231] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:18.063630] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:18.385436] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:18.709122] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:19.034490] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:19.361917] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:19.698077] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:45:19.698286] [INFO ] [CONFIGURE ] FSS: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T14:45:19.698348] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5737 tests [2025-11-21T14:45:19.698398] [INFO ] [CONFIGURE ] FSS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:45:19.698443] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T14:45:20.024273] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:20.344626] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:45:20.698332] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:45:21.031277] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:21.361469] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:21.696821] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:22.033691] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:22.366404] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:22.695403] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:23.030952] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:23.031151] [INFO ] [CONFIGURE ] FSS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T14:45:23.031210] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5736 tests [2025-11-21T14:45:23.031258] [INFO ] [CONFIGURE ] FSS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:45:23.031304] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T14:45:23.347728] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:23.669805] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:23.988595] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:45:24.312798] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:24.640076] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:24.998825] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:25.351418] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:25.715614] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:26.064400] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:45:26.414492] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:26.414724] [INFO ] [CONFIGURE ] FSS: KEPT add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:45:26.414788] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5735 tests [2025-11-21T14:45:26.414838] [INFO ] [CONFIGURE ] FSS: Testing feature 20/29: add_price_rejection [2025-11-21T14:45:26.414881] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T14:45:26.791556] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:27.167862] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:27.539535] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:45:27.892452] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:28.251851] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:28.608178] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:28.956357] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:29.301099] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:29.659391] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:30.012349] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:45:30.012550] [INFO ] [CONFIGURE ] FSS: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T14:45:30.012608] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5734 tests [2025-11-21T14:45:30.012679] [INFO ] [CONFIGURE ] FSS: Testing feature 21/29: add_range_position [2025-11-21T14:45:30.012727] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T14:45:30.372547] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:30.725404] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:31.092630] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:45:31.450026] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:31.810534] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:32.181812] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:32.544919] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:32.911237] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:33.271969] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:33.659630] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:45:33.659860] [INFO ] [CONFIGURE ] FSS: DISCARDED add_range_position (score: 40.00%) [2025-11-21T14:45:33.659921] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5733 tests [2025-11-21T14:45:33.659971] [INFO ] [CONFIGURE ] FSS: Testing feature 22/29: add_realized_volatility [2025-11-21T14:45:33.660012] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T14:45:34.231161] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:34.815612] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:35.270188] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:45:35.713592] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:36.140047] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:36.594057] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:37.053421] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:37.517960] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:37.954670] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:45:38.397672] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:38.397860] [INFO ] [CONFIGURE ] FSS: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:45:38.397923] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5732 tests [2025-11-21T14:45:38.397981] [INFO ] [CONFIGURE ] FSS: Testing feature 23/29: add_recent_range_context [2025-11-21T14:45:38.398035] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T14:45:38.741219] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:39.081251] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:39.419300] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:45:39.757723] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:40.101466] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:40.452189] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:40.802163] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:41.147492] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:41.493292] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:41.841909] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:41.842082] [INFO ] [CONFIGURE ] FSS: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:45:41.842139] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5731 tests [2025-11-21T14:45:41.842188] [INFO ] [CONFIGURE ] FSS: Testing feature 24/29: add_rsi [2025-11-21T14:45:41.842233] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T14:45:42.224626] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:42.605125] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:45:42.980720] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:45:43.357748] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:43.742538] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:44.139714] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:44.529316] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:44.911369] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:45.297281] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:45:45.707605] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:45.707860] [INFO ] [CONFIGURE ] FSS: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:45:45.707924] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5730 tests [2025-11-21T14:45:45.708001] [INFO ] [CONFIGURE ] FSS: Testing feature 25/29: add_tick_distribution [2025-11-21T14:45:45.708053] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T14:45:46.052963] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:46.406334] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:46.755061] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:45:47.098095] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:47.440773] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:47.814947] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:48.191368] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:48.533661] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:48.876639] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:49.222680] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:45:49.222884] [INFO ] [CONFIGURE ] FSS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T14:45:49.222944] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5729 tests [2025-11-21T14:45:49.222994] [INFO ] [CONFIGURE ] FSS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:45:49.223040] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T14:45:49.580585] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:49.916713] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:45:50.266474] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:45:50.604078] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:50.956167] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:51.309987] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:45:51.647103] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:51.990740] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:52.341779] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:52.712421] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:45:52.712617] [INFO ] [CONFIGURE ] FSS: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:45:52.712698] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5728 tests [2025-11-21T14:45:52.712750] [INFO ] [CONFIGURE ] FSS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:45:52.712872] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T14:45:53.065311] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:53.423398] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:45:53.791884] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:45:54.154838] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:54.523285] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:54.887672] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:55.262333] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:55.620411] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:55.980170] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:45:56.357709] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:45:56.357907] [INFO ] [CONFIGURE ] FSS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:45:56.357965] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5727 tests [2025-11-21T14:45:56.358013] [INFO ] [CONFIGURE ] FSS: Testing feature 28/29: add_volume_profile [2025-11-21T14:45:56.358056] [INFO ] [CONFIGURE ] FSS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T14:45:56.724499] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:45:57.090277] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:45:57.450566] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:45:57.812696] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:45:58.174599] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:45:58.535360] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:45:58.882560] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:45:59.233079] [DEBUG] [FORECASTER] FSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:45:59.572043] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:45:59.917956] [DEBUG] [FORECASTER] FSS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:45:59.918165] [INFO ] [CONFIGURE ] FSS: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T14:45:59.918223] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5726 tests [2025-11-21T14:45:59.918271] [INFO ] [CONFIGURE ] FSS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:45:59.918312] [INFO ] [CONFIGURE ] FSS: Best accuracy: 70.00% [2025-11-21T14:45:59.918353] [INFO ] [CONFIGURE ] FSS: Best feature set (5 features): ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T14:45:59.918393] [INFO ] [CONFIGURE ] FSS: Improvement over baseline: 50.00% [2025-11-21T14:45:59.918429] [INFO ] [CONFIGURE ] FSS: Total time: 1.5 minutes [2025-11-21T14:45:59.918466] [INFO ] [CONFIGURE ] FSS: Average time per feature: 3.3 seconds [2025-11-21T14:45:59.918507] [INFO ] [CONFIGURE ] FSS: Average speed: 0.31 features/sec [2025-11-21T14:45:59.919004] [INFO ] [LOCAL ] Saved configuration for FSS: 5 features, 70.00% accuracy -> ./output/feature-sets/FSS.json [2025-11-21T14:45:59.919062] [INFO ] [CONFIGURE ] FSS: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-11-21T14:45:59.919118] [INFO ] [sig ] [531/723] Successfully configured FSS | 0.01 sym/s | Total: 12.2h | ETA: 4.4h [2025-11-21T14:45:59.919164] [INFO ] [sig ] [532/723] Configuring FUL... [2025-11-21T14:45:59.919203] [INFO ] [CONFIGURE ] FUL: Configurate test run. [2025-11-21T14:45:59.919247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-11-21T14:46:00.031911] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FUL'. [2025-11-21T14:46:00.032530] [INFO ] [CONFIGURE ] FUL: Testing with 29 available features [2025-11-21T14:46:00.032624] [INFO ] [CONFIGURE ] FUL: Establishing baseline with no features... [2025-11-21T14:46:00.240213] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:00.410397] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:00.582250] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:00.756071] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:00.933210] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:01.886899] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:46:02.196441] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:02.367670] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:46:02.539327] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:02.713425] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:46:02.713620] [INFO ] [CONFIGURE ] FUL: Baseline score (no features): 40.00% [2025-11-21T14:46:02.713706] [INFO ] [CONFIGURE ] FUL: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:46:02.713755] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:46:02.923775] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:03.124033] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:03.325363] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:03.532544] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:03.736165] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:03.941854] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:04.146447] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:04.353312] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:04.589098] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:04.817240] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:04.817637] [INFO ] [CONFIGURE ] FUL: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T14:46:04.817765] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5725 tests [2025-11-21T14:46:04.817852] [INFO ] [CONFIGURE ] FUL: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:46:04.817957] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:46:05.062625] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:05.306780] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:05.549698] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:05.792572] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:06.038173] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:46:06.278941] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:06.524193] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:06.769946] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:46:07.025967] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:07.287819] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:46:07.288020] [INFO ] [CONFIGURE ] FUL: DISCARDED add_cumulative_delta (score: 10.00%) [2025-11-21T14:46:07.288078] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5724 tests [2025-11-21T14:46:07.288123] [INFO ] [CONFIGURE ] FUL: Testing feature 3/29: add_daily_returns [2025-11-21T14:46:07.288167] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:46:07.500328] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:07.714698] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:07.937334] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:08.157206] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:08.371752] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:46:08.589576] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:08.811227] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:09.038342] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:46:09.273880] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:09.502704] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:46:09.503009] [INFO ] [CONFIGURE ] FUL: DISCARDED add_daily_returns (score: 10.00%) [2025-11-21T14:46:09.503112] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5723 tests [2025-11-21T14:46:09.503197] [INFO ] [CONFIGURE ] FUL: Testing feature 4/29: add_ema [2025-11-21T14:46:09.503271] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:46:09.754706] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:10.003222] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:10.258795] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:10.516553] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:46:10.777023] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:11.029234] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:11.281205] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:11.538075] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:46:11.795180] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:12.057888] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:46:12.058094] [INFO ] [CONFIGURE ] FUL: DISCARDED add_ema (score: 40.00%) [2025-11-21T14:46:12.058165] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5722 tests [2025-11-21T14:46:12.058207] [INFO ] [CONFIGURE ] FUL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:46:12.058250] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:46:12.314575] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:12.572007] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:12.828953] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:13.084784] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:13.340081] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:13.601198] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:13.858781] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:14.119033] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:46:14.380403] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:14.646809] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:14.647034] [INFO ] [CONFIGURE ] FUL: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:46:14.647097] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5721 tests [2025-11-21T14:46:14.647144] [INFO ] [CONFIGURE ] FUL: Testing feature 6/29: add_failed_moves [2025-11-21T14:46:14.647187] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T14:46:14.869585] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:15.099289] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:15.321182] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:15.551894] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:15.777952] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:16.003075] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:16.227867] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:16.456404] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:16.685759] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:16.911811] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:46:16.911993] [INFO ] [CONFIGURE ] FUL: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T14:46:16.912059] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5720 tests [2025-11-21T14:46:16.912120] [INFO ] [CONFIGURE ] FUL: Testing feature 7/29: add_lag_shelf [2025-11-21T14:46:16.912162] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T14:46:17.122442] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:17.326860] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:17.542990] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:17.753473] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:17.964482] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:18.181876] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:18.397861] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:18.629155] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:46:18.838341] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:19.052300] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:46:19.052473] [INFO ] [CONFIGURE ] FUL: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T14:46:19.052523] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5719 tests [2025-11-21T14:46:19.052562] [INFO ] [CONFIGURE ] FUL: Testing feature 8/29: add_macd [2025-11-21T14:46:19.052600] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T14:46:19.350820] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:19.646556] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:19.946923] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:20.239838] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:46:20.536545] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:20.828922] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:21.154843] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:21.548361] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:21.949076] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:46:22.279957] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:22.280165] [INFO ] [CONFIGURE ] FUL: KEPT add_macd (score: 60.00%) [2025-11-21T14:46:22.280227] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5718 tests [2025-11-21T14:46:22.280273] [INFO ] [CONFIGURE ] FUL: Testing feature 9/29: add_mfi [2025-11-21T14:46:22.280316] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T14:46:22.613545] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:22.926247] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:46:23.242588] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:23.557691] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:46:23.873598] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:24.195031] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:24.511348] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:24.826319] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:25.141487] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:46:25.455245] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:25.455437] [INFO ] [CONFIGURE ] FUL: KEPT add_mfi (score: 70.00%) [2025-11-21T14:46:25.455494] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5717 tests [2025-11-21T14:46:25.455536] [INFO ] [CONFIGURE ] FUL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:46:25.455574] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:46:25.879359] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:26.308530] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:26.740198] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:27.150444] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:27.561465] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:27.983718] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:28.411804] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:28.838521] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:29.293077] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:29.725826] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:29.726026] [INFO ] [CONFIGURE ] FUL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:46:29.726082] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5716 tests [2025-11-21T14:46:29.726131] [INFO ] [CONFIGURE ] FUL: Testing feature 11/29: add_obv_daily [2025-11-21T14:46:29.726173] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T14:46:30.073041] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:30.412933] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:30.752416] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:31.083410] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:46:31.425809] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:31.764972] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:32.102578] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:32.450691] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:32.782363] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:33.113275] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:46:33.113457] [INFO ] [CONFIGURE ] FUL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T14:46:33.113516] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5715 tests [2025-11-21T14:46:33.113564] [INFO ] [CONFIGURE ] FUL: Testing feature 12/29: add_obv_interval [2025-11-21T14:46:33.113608] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-11-21T14:46:33.414986] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:33.729499] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:34.057946] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:34.403099] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:46:34.731834] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:35.058675] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:35.389049] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:35.702213] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:36.019204] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:36.328635] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:46:36.328832] [INFO ] [CONFIGURE ] FUL: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:46:36.328888] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5714 tests [2025-11-21T14:46:36.328936] [INFO ] [CONFIGURE ] FUL: Testing feature 13/29: add_opening_strength [2025-11-21T14:46:36.328980] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:46:36.671693] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:37.014692] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:37.371024] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:37.725280] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:38.071970] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:38.423333] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:38.766965] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:39.115679] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:39.458549] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:46:39.807013] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:39.807199] [INFO ] [CONFIGURE ] FUL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:46:39.807256] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5713 tests [2025-11-21T14:46:39.807305] [INFO ] [CONFIGURE ] FUL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:46:39.807349] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T14:46:40.144754] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:40.480185] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:40.833500] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:46:41.162897] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:41.498550] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:41.836219] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:42.224291] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:42.567113] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:42.944961] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:43.291811] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:43.292013] [INFO ] [CONFIGURE ] FUL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:46:43.292075] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5712 tests [2025-11-21T14:46:43.292123] [INFO ] [CONFIGURE ] FUL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:46:43.292166] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T14:46:43.610153] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:43.938623] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:44.261944] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:44.592673] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:44.937433] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:46:45.262445] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:45.554024] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:45.875363] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:46.202296] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:46.521719] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:46.521901] [INFO ] [CONFIGURE ] FUL: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T14:46:46.521958] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5711 tests [2025-11-21T14:46:46.522004] [INFO ] [CONFIGURE ] FUL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:46:46.522047] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T14:46:46.866431] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:47.198931] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:47.544855] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:47.878226] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:48.238675] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:48.568774] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:48.897961] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:46:49.225704] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:49.554571] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:46:49.890331] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:49.890524] [INFO ] [CONFIGURE ] FUL: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T14:46:49.890580] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5710 tests [2025-11-21T14:46:49.890626] [INFO ] [CONFIGURE ] FUL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:46:49.890688] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T14:46:50.232481] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:50.568583] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:46:50.912427] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:51.248506] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:46:51.616278] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:51.981435] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:52.368483] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:52.738809] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:53.105426] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:53.465771] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:53.465978] [INFO ] [CONFIGURE ] FUL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:46:53.466037] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5709 tests [2025-11-21T14:46:53.466076] [INFO ] [CONFIGURE ] FUL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:46:53.466116] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T14:46:53.801875] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:54.123797] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:54.440355] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:54.810221] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:46:55.166493] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:55.486827] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:55.820632] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:56.147042] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:56.465527] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:56.796498] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:56.796694] [INFO ] [CONFIGURE ] FUL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T14:46:56.796755] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5708 tests [2025-11-21T14:46:56.796801] [INFO ] [CONFIGURE ] FUL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:46:56.796845] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T14:46:57.114416] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:46:57.432154] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:46:57.757154] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:46:58.075563] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:46:58.393673] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:46:58.719144] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:46:59.036948] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:46:59.356306] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:46:59.679366] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:46:59.996291] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:46:59.996460] [INFO ] [CONFIGURE ] FUL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T14:46:59.996517] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5707 tests [2025-11-21T14:46:59.996562] [INFO ] [CONFIGURE ] FUL: Testing feature 20/29: add_price_rejection [2025-11-21T14:46:59.996604] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection'] [2025-11-21T14:47:01.051536] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:47:01.383983] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:01.729421] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:02.081099] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:02.413338] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:02.756952] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:03.089499] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:03.422786] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:03.758788] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:04.098432] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:04.098614] [INFO ] [CONFIGURE ] FUL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:47:04.098692] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5706 tests [2025-11-21T14:47:04.098740] [INFO ] [CONFIGURE ] FUL: Testing feature 21/29: add_range_position [2025-11-21T14:47:04.098783] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_range_position'] [2025-11-21T14:47:04.444842] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:47:04.774882] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:05.106259] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:47:05.448395] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:05.793693] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:06.136426] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:06.490141] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:06.833223] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:07.178850] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:07.532829] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:07.533006] [INFO ] [CONFIGURE ] FUL: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:47:07.533064] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5705 tests [2025-11-21T14:47:07.533110] [INFO ] [CONFIGURE ] FUL: Testing feature 22/29: add_realized_volatility [2025-11-21T14:47:07.533152] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility'] [2025-11-21T14:47:07.951902] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:47:08.365433] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:08.774908] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:47:09.215429] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:47:09.642509] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:10.068239] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:10.487416] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:10.914552] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:11.337802] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:11.787532] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:11.787779] [INFO ] [CONFIGURE ] FUL: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T14:47:11.787842] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5704 tests [2025-11-21T14:47:11.787889] [INFO ] [CONFIGURE ] FUL: Testing feature 23/29: add_recent_range_context [2025-11-21T14:47:11.787938] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_recent_range_context'] [2025-11-21T14:47:12.112068] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:47:12.439773] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:12.766742] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:47:13.112021] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:47:13.511291] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:13.963893] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:14.387738] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:14.739450] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:15.089956] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:15.423015] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:15.423235] [INFO ] [CONFIGURE ] FUL: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T14:47:15.423297] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5703 tests [2025-11-21T14:47:15.423345] [INFO ] [CONFIGURE ] FUL: Testing feature 24/29: add_rsi [2025-11-21T14:47:15.423388] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T14:47:15.797438] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:47:16.171551] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:16.548535] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:16.932965] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:47:17.303894] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:17.681809] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:18.058405] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:18.436948] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:18.807671] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:19.191159] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:19.191359] [INFO ] [CONFIGURE ] FUL: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:47:19.191423] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5702 tests [2025-11-21T14:47:19.191476] [INFO ] [CONFIGURE ] FUL: Testing feature 25/29: add_tick_distribution [2025-11-21T14:47:19.191521] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_tick_distribution'] [2025-11-21T14:47:19.514971] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:47:19.847308] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:20.177788] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:47:20.502762] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:20.825538] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:21.151957] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:21.478034] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:21.803391] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:47:22.127829] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:22.478950] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:22.479170] [INFO ] [CONFIGURE ] FUL: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:47:22.479229] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5701 tests [2025-11-21T14:47:22.479276] [INFO ] [CONFIGURE ] FUL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:47:22.479336] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T14:47:22.836034] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:47:23.193329] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:23.548690] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:23.897041] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:24.242119] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:24.575355] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:24.894286] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:25.220322] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:47:25.549211] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:25.881701] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:25.881882] [INFO ] [CONFIGURE ] FUL: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T14:47:25.881939] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5700 tests [2025-11-21T14:47:25.881985] [INFO ] [CONFIGURE ] FUL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:47:25.882029] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T14:47:26.207843] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:47:26.534274] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:26.877183] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:27.221489] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:27.594577] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:27.988840] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:28.354344] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:28.722248] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:29.110959] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:29.480538] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:29.481716] [INFO ] [CONFIGURE ] FUL: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T14:47:29.481858] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5699 tests [2025-11-21T14:47:29.481914] [INFO ] [CONFIGURE ] FUL: Testing feature 28/29: add_volume_profile [2025-11-21T14:47:29.481960] [INFO ] [CONFIGURE ] FUL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_profile'] [2025-11-21T14:47:29.843787] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:47:30.225330] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:30.605585] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:30.997363] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:47:31.358372] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:47:31.722985] [DEBUG] [FORECASTER] FUL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:32.088222] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:32.462363] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:32.832848] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:33.205221] [DEBUG] [FORECASTER] FUL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:33.205475] [INFO ] [CONFIGURE ] FUL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:47:33.205564] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5698 tests [2025-11-21T14:47:33.205617] [INFO ] [CONFIGURE ] FUL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:47:33.205683] [INFO ] [CONFIGURE ] FUL: Best accuracy: 70.00% [2025-11-21T14:47:33.205730] [INFO ] [CONFIGURE ] FUL: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T14:47:33.205771] [INFO ] [CONFIGURE ] FUL: Improvement over baseline: 30.00% [2025-11-21T14:47:33.205810] [INFO ] [CONFIGURE ] FUL: Total time: 1.5 minutes [2025-11-21T14:47:33.205849] [INFO ] [CONFIGURE ] FUL: Average time per feature: 3.2 seconds [2025-11-21T14:47:33.205889] [INFO ] [CONFIGURE ] FUL: Average speed: 0.32 features/sec [2025-11-21T14:47:33.206386] [INFO ] [LOCAL ] Saved configuration for FUL: 4 features, 70.00% accuracy -> ./output/feature-sets/FUL.json [2025-11-21T14:47:33.206447] [INFO ] [CONFIGURE ] FUL: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T14:47:33.206498] [INFO ] [sig ] [532/723] Successfully configured FUL | 0.01 sym/s | Total: 12.2h | ETA: 4.4h [2025-11-21T14:47:33.206544] [INFO ] [sig ] [533/723] Configuring GDV... [2025-11-21T14:47:33.206585] [INFO ] [CONFIGURE ] GDV: Configurate test run. [2025-11-21T14:47:33.206626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'. [2025-11-21T14:47:33.285071] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GDV'. [2025-11-21T14:47:33.285579] [INFO ] [CONFIGURE ] GDV: Testing with 29 available features [2025-11-21T14:47:33.285671] [INFO ] [CONFIGURE ] GDV: Establishing baseline with no features... [2025-11-21T14:47:33.476321] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:47:33.676273] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:33.877935] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:34.084436] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:34.286584] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:34.488248] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:47:34.678060] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:34.870608] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:47:35.070938] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:35.268547] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:47:35.268724] [INFO ] [CONFIGURE ] GDV: Baseline score (no features): 60.00% [2025-11-21T14:47:35.268794] [INFO ] [CONFIGURE ] GDV: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:47:35.268869] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:47:35.490762] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:47:35.719775] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:35.953721] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:36.175098] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:36.395060] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:36.618615] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:36.841196] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:37.063010] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:37.290339] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:37.514403] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:37.514576] [INFO ] [CONFIGURE ] GDV: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T14:47:37.514623] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5697 tests [2025-11-21T14:47:37.514680] [INFO ] [CONFIGURE ] GDV: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:47:37.514738] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:47:37.739049] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:47:37.972160] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:38.205228] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:38.446268] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:47:38.682926] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:38.919547] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:39.157719] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:47:39.404477] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:47:39.648018] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:39.885806] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:39.886134] [INFO ] [CONFIGURE ] GDV: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T14:47:39.886237] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5696 tests [2025-11-21T14:47:39.886331] [INFO ] [CONFIGURE ] GDV: Testing feature 3/29: add_daily_returns [2025-11-21T14:47:39.886405] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_daily_returns'] [2025-11-21T14:47:40.087003] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:47:40.288822] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:40.493628] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:40.700728] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:47:40.899413] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:41.100611] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:41.313819] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:41.513521] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:41.713887] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:41.920679] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:41.920847] [INFO ] [CONFIGURE ] GDV: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T14:47:41.920894] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5695 tests [2025-11-21T14:47:41.920932] [INFO ] [CONFIGURE ] GDV: Testing feature 4/29: add_ema [2025-11-21T14:47:41.920966] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_ema'] [2025-11-21T14:47:42.146535] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:47:42.372962] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:42.603012] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:42.839390] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:43.076448] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:43.325183] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:43.570827] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:43.808980] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:47:44.056072] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:44.296350] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:44.296530] [INFO ] [CONFIGURE ] GDV: DISCARDED add_ema (score: 50.00%) [2025-11-21T14:47:44.296579] [INFO ] [CONFIGURE ] JOB ETA: 4.5h | Avg: 2.8s/test | Remaining: 5694 tests [2025-11-21T14:47:44.296619] [INFO ] [CONFIGURE ] GDV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:47:44.296675] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:47:44.533192] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:47:44.770548] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:45.011550] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:45.245836] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:45.490677] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:45.727393] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:45.962063] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:46.212677] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:46.441172] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:46.660132] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:46.660340] [INFO ] [CONFIGURE ] GDV: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T14:47:46.660398] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5693 tests [2025-11-21T14:47:46.660446] [INFO ] [CONFIGURE ] GDV: Testing feature 6/29: add_failed_moves [2025-11-21T14:47:46.660491] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:47:46.886331] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:47:47.117127] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:47.359731] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:47.610372] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:47.863912] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:48.112739] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:48.361961] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:48.613755] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:48.864891] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:49.115000] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:49.115183] [INFO ] [CONFIGURE ] GDV: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T14:47:49.115241] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5692 tests [2025-11-21T14:47:49.115289] [INFO ] [CONFIGURE ] GDV: Testing feature 7/29: add_lag_shelf [2025-11-21T14:47:49.115335] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T14:47:49.348578] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:47:49.582703] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:49.823263] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:50.061852] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:50.302696] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:50.542016] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:50.781602] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:51.021957] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:51.257635] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:51.499065] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:51.499300] [INFO ] [CONFIGURE ] GDV: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:47:51.499367] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5691 tests [2025-11-21T14:47:51.499416] [INFO ] [CONFIGURE ] GDV: Testing feature 8/29: add_macd [2025-11-21T14:47:51.499460] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T14:47:51.803023] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:47:52.110228] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:47:52.409685] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:52.730441] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:53.036369] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:53.338242] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:53.654804] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:47:53.966327] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:54.269028] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:47:54.575352] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:54.575540] [INFO ] [CONFIGURE ] GDV: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:47:54.575599] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5690 tests [2025-11-21T14:47:54.575664] [INFO ] [CONFIGURE ] GDV: Testing feature 9/29: add_mfi [2025-11-21T14:47:54.575714] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T14:47:54.818636] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:47:55.062948] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:55.305981] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:55.542405] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:55.788463] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:56.036037] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:56.284262] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:47:56.542922] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:47:56.784832] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:47:57.030981] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:47:57.031174] [INFO ] [CONFIGURE ] GDV: DISCARDED add_mfi (score: 60.00%) [2025-11-21T14:47:57.031234] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5689 tests [2025-11-21T14:47:57.031281] [INFO ] [CONFIGURE ] GDV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:47:57.031326] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:47:57.375266] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:47:57.717923] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:47:58.055866] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:47:58.394665] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:47:58.735893] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:47:59.061254] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:47:59.390024] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:47:59.732956] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:00.068511] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:48:01.332180] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:01.332405] [INFO ] [CONFIGURE ] GDV: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:48:01.332476] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5688 tests [2025-11-21T14:48:01.332556] [INFO ] [CONFIGURE ] GDV: Testing feature 11/29: add_obv_daily [2025-11-21T14:48:01.332601] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T14:48:01.734723] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:01.967431] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:02.197559] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:02.427918] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:02.661692] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:02.907740] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:03.142960] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:03.377226] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:03.614614] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:48:03.855994] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:03.856175] [INFO ] [CONFIGURE ] GDV: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:48:03.856228] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5687 tests [2025-11-21T14:48:03.856279] [INFO ] [CONFIGURE ] GDV: Testing feature 12/29: add_obv_interval [2025-11-21T14:48:03.856318] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T14:48:04.088489] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:04.326519] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:04.558765] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:04.790588] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:05.024439] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:05.260424] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:05.504401] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:05.740836] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:48:05.980001] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:48:06.217468] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:06.217690] [INFO ] [CONFIGURE ] GDV: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T14:48:06.217754] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5686 tests [2025-11-21T14:48:06.217803] [INFO ] [CONFIGURE ] GDV: Testing feature 13/29: add_opening_strength [2025-11-21T14:48:06.217849] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:48:06.480857] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:06.735029] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:06.991139] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:07.242616] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:07.492830] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:07.755309] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:08.012546] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:08.268276] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:08.529803] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:08.779232] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:48:08.779445] [INFO ] [CONFIGURE ] GDV: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:48:08.779503] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5685 tests [2025-11-21T14:48:08.779554] [INFO ] [CONFIGURE ] GDV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:48:08.779592] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T14:48:09.018815] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:09.264915] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:09.515259] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:09.766725] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:10.015846] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:10.270516] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:10.524128] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:10.791004] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:48:11.048536] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:11.301084] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:11.301283] [INFO ] [CONFIGURE ] GDV: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:48:11.301344] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5684 tests [2025-11-21T14:48:11.301392] [INFO ] [CONFIGURE ] GDV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:48:11.301437] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T14:48:11.525915] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:11.742265] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:11.954255] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:12.181090] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:12.394083] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:12.600587] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:12.825350] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:13.058353] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:13.277185] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:13.490976] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:13.491166] [INFO ] [CONFIGURE ] GDV: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:48:13.491245] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5683 tests [2025-11-21T14:48:13.491300] [INFO ] [CONFIGURE ] GDV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:48:13.491346] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T14:48:13.727769] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:13.966140] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:14.225690] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:14.472792] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:14.717422] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:14.959448] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:15.204433] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:15.448546] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:15.692980] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:15.933815] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:15.934044] [INFO ] [CONFIGURE ] GDV: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T14:48:15.934106] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5682 tests [2025-11-21T14:48:15.934158] [INFO ] [CONFIGURE ] GDV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:48:15.934206] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T14:48:16.178704] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:16.418563] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:16.655067] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:16.896887] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:48:17.142270] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:17.398205] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:17.671866] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:17.934154] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:48:18.197707] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:18.449638] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:18.449853] [INFO ] [CONFIGURE ] GDV: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T14:48:18.449917] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5681 tests [2025-11-21T14:48:18.449968] [INFO ] [CONFIGURE ] GDV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:48:18.450013] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T14:48:18.659303] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:18.880470] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:19.110401] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:19.339185] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:19.568196] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:19.801412] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:20.030076] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:20.265865] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:48:20.502461] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:48:20.758456] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:20.758629] [INFO ] [CONFIGURE ] GDV: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T14:48:20.758709] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5680 tests [2025-11-21T14:48:20.758759] [INFO ] [CONFIGURE ] GDV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:48:20.758804] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T14:48:20.994728] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:21.226349] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:21.462077] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:21.697521] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:21.925761] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:22.150713] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:22.385950] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:22.632230] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:22.879991] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:23.128279] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:48:23.128460] [INFO ] [CONFIGURE ] GDV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:48:23.128517] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5679 tests [2025-11-21T14:48:23.128564] [INFO ] [CONFIGURE ] GDV: Testing feature 20/29: add_price_rejection [2025-11-21T14:48:23.128610] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T14:48:23.384059] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:23.654989] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:23.920196] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:24.184827] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:24.441511] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:24.699082] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:24.957241] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:25.234917] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:25.501102] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:25.761890] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:25.762065] [INFO ] [CONFIGURE ] GDV: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T14:48:25.762126] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5678 tests [2025-11-21T14:48:25.762174] [INFO ] [CONFIGURE ] GDV: Testing feature 21/29: add_range_position [2025-11-21T14:48:25.762219] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T14:48:26.045251] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:26.328093] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:26.608848] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:26.889306] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:27.173879] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:27.465134] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:27.755832] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:28.036685] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:28.322488] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:28.604997] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:28.605200] [INFO ] [CONFIGURE ] GDV: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:48:28.605261] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5677 tests [2025-11-21T14:48:28.605311] [INFO ] [CONFIGURE ] GDV: Testing feature 22/29: add_realized_volatility [2025-11-21T14:48:28.605357] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T14:48:28.960420] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:29.326510] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:29.690506] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:30.056528] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:30.416732] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:30.790357] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:31.153315] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:31.537250] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:31.912016] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:32.270837] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:32.271050] [INFO ] [CONFIGURE ] GDV: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:48:32.271111] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5676 tests [2025-11-21T14:48:32.271160] [INFO ] [CONFIGURE ] GDV: Testing feature 23/29: add_recent_range_context [2025-11-21T14:48:32.271206] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T14:48:32.510108] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:32.756877] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:32.999482] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:33.223264] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:33.449524] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:33.674807] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:33.899499] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:34.127688] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:34.359397] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:34.586419] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:34.586586] [INFO ] [CONFIGURE ] GDV: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:48:34.586659] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5675 tests [2025-11-21T14:48:34.586710] [INFO ] [CONFIGURE ] GDV: Testing feature 24/29: add_rsi [2025-11-21T14:48:34.586755] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T14:48:34.864393] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:35.144312] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:35.419287] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:35.696125] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:35.967790] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:36.230610] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:36.502549] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:36.776188] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:48:37.049051] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:37.333539] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:37.333730] [INFO ] [CONFIGURE ] GDV: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:48:37.333788] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5674 tests [2025-11-21T14:48:37.333834] [INFO ] [CONFIGURE ] GDV: Testing feature 25/29: add_tick_distribution [2025-11-21T14:48:37.333874] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T14:48:37.607465] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:37.867638] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:38.122950] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:38.380798] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:38.633267] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:38.869636] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:39.100728] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:39.327010] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:39.554343] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:39.785677] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:39.785847] [INFO ] [CONFIGURE ] GDV: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:48:39.785905] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5673 tests [2025-11-21T14:48:39.785951] [INFO ] [CONFIGURE ] GDV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:48:39.785994] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T14:48:40.013219] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:40.243729] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:40.471302] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:40.702777] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:40.932562] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:41.163107] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:41.396694] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:48:41.632001] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:48:41.867394] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:42.100799] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:42.100968] [INFO ] [CONFIGURE ] GDV: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T14:48:42.101024] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5672 tests [2025-11-21T14:48:42.101070] [INFO ] [CONFIGURE ] GDV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:48:42.101113] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T14:48:42.338281] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:42.575510] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:42.813046] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:43.055726] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:43.293721] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:43.531256] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:43.772565] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:44.018797] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:44.262680] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:44.507929] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:48:44.508105] [INFO ] [CONFIGURE ] GDV: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T14:48:44.508164] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5671 tests [2025-11-21T14:48:44.508211] [INFO ] [CONFIGURE ] GDV: Testing feature 28/29: add_volume_profile [2025-11-21T14:48:44.508255] [INFO ] [CONFIGURE ] GDV: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T14:48:44.756849] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:44.992378] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:48:45.226362] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:48:45.466818] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:48:45.705116] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:45.948693] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:46.185304] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:46.428831] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:48:46.664838] [DEBUG] [FORECASTER] GDV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:46.904234] [DEBUG] [FORECASTER] GDV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:48:46.904413] [INFO ] [CONFIGURE ] GDV: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:48:46.904514] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5670 tests [2025-11-21T14:48:46.904576] [INFO ] [CONFIGURE ] GDV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:48:46.904622] [INFO ] [CONFIGURE ] GDV: Best accuracy: 70.00% [2025-11-21T14:48:46.904690] [INFO ] [CONFIGURE ] GDV: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:48:46.904736] [INFO ] [CONFIGURE ] GDV: Improvement over baseline: 10.00% [2025-11-21T14:48:46.904777] [INFO ] [CONFIGURE ] GDV: Total time: 1.2 minutes [2025-11-21T14:48:46.904816] [INFO ] [CONFIGURE ] GDV: Average time per feature: 2.6 seconds [2025-11-21T14:48:46.904855] [INFO ] [CONFIGURE ] GDV: Average speed: 0.40 features/sec [2025-11-21T14:48:46.905320] [INFO ] [LOCAL ] Saved configuration for GDV: 2 features, 70.00% accuracy -> ./output/feature-sets/GDV.json [2025-11-21T14:48:46.905378] [INFO ] [CONFIGURE ] GDV: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T14:48:46.905428] [INFO ] [sig ] [533/723] Successfully configured GDV | 0.01 sym/s | Total: 12.3h | ETA: 4.4h [2025-11-21T14:48:46.905472] [INFO ] [sig ] [534/723] Configuring GENI... [2025-11-21T14:48:46.905513] [INFO ] [CONFIGURE ] GENI: Configurate test run. [2025-11-21T14:48:46.905555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-11-21T14:48:46.952658] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GENI'. [2025-11-21T14:48:46.953046] [INFO ] [CONFIGURE ] GENI: Testing with 29 available features [2025-11-21T14:48:46.953109] [INFO ] [CONFIGURE ] GENI: Establishing baseline with no features... [2025-11-21T14:48:47.125205] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:47.301897] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:47.472096] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:48:47.641947] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:48:47.811235] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:47.989252] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:48.174763] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:48.355994] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:48:48.536636] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:48.708731] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:48:48.708891] [INFO ] [CONFIGURE ] GENI: Baseline score (no features): 30.00% [2025-11-21T14:48:48.708938] [INFO ] [CONFIGURE ] GENI: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:48:48.708975] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:48:48.913161] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:49.118021] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:49.316135] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:48:49.518067] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:48:49.718902] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:49.922897] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:48:50.128973] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:50.330849] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:50.537743] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:50.741695] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:48:50.741887] [INFO ] [CONFIGURE ] GENI: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T14:48:50.741937] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5669 tests [2025-11-21T14:48:50.741977] [INFO ] [CONFIGURE ] GENI: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:48:50.742013] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:48:50.978789] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:51.216828] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:51.459545] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:48:51.704317] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:48:51.945113] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:52.190960] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:52.430001] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:52.676023] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:52.926059] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:53.175881] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:48:53.176092] [INFO ] [CONFIGURE ] GENI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:48:53.176152] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5668 tests [2025-11-21T14:48:53.176203] [INFO ] [CONFIGURE ] GENI: Testing feature 3/29: add_daily_returns [2025-11-21T14:48:53.176248] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:48:53.389407] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:53.607613] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:53.824247] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:48:54.039480] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:48:54.257592] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:54.475848] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:54.697244] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:54.913233] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:55.129359] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:55.355049] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:48:55.355249] [INFO ] [CONFIGURE ] GENI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:48:55.355298] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5667 tests [2025-11-21T14:48:55.355336] [INFO ] [CONFIGURE ] GENI: Testing feature 4/29: add_ema [2025-11-21T14:48:55.355378] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:48:55.608733] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:48:55.857835] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:56.105325] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:48:56.356701] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:48:56.606956] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:56.852975] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:48:57.101114] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:57.348883] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:48:57.599244] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:48:57.851968] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:48:57.852228] [INFO ] [CONFIGURE ] GENI: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:48:57.852295] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5666 tests [2025-11-21T14:48:57.852346] [INFO ] [CONFIGURE ] GENI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:48:57.852391] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:48:58.112268] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:48:58.373662] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:48:58.627574] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:48:58.881840] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:48:59.138052] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:48:59.395256] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:48:59.657732] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:48:59.916283] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:00.176322] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:00.432995] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:00.433182] [INFO ] [CONFIGURE ] GENI: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T14:49:00.433241] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5665 tests [2025-11-21T14:49:00.433291] [INFO ] [CONFIGURE ] GENI: Testing feature 6/29: add_failed_moves [2025-11-21T14:49:00.433335] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T14:49:00.676668] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:01.453440] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:01.802420] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:02.036667] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:02.254578] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:02.467779] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:02.688116] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:02.902146] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:49:03.116478] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:03.332812] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:03.333014] [INFO ] [CONFIGURE ] GENI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T14:49:03.333064] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5664 tests [2025-11-21T14:49:03.333102] [INFO ] [CONFIGURE ] GENI: Testing feature 7/29: add_lag_shelf [2025-11-21T14:49:03.333137] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T14:49:03.535820] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:03.744055] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:03.960245] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:04.162265] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:04.366469] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:04.573855] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:04.780498] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:04.985925] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:49:05.189993] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:05.393343] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:05.393504] [INFO ] [CONFIGURE ] GENI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:49:05.393551] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5663 tests [2025-11-21T14:49:05.393588] [INFO ] [CONFIGURE ] GENI: Testing feature 8/29: add_macd [2025-11-21T14:49:05.393624] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T14:49:05.686122] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:49:05.976626] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:06.265821] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:06.555991] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:06.848463] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:07.176825] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:07.579542] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:07.993064] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:08.323611] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:08.627876] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:08.628072] [INFO ] [CONFIGURE ] GENI: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:49:08.628137] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5662 tests [2025-11-21T14:49:08.628196] [INFO ] [CONFIGURE ] GENI: Testing feature 9/29: add_mfi [2025-11-21T14:49:08.628240] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T14:49:08.841339] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:09.055837] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:09.280003] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:09.502578] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:09.729221] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:09.957069] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:49:10.174010] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:10.405940] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:10.643035] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:10.878311] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:10.878488] [INFO ] [CONFIGURE ] GENI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:49:10.878544] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5661 tests [2025-11-21T14:49:10.878590] [INFO ] [CONFIGURE ] GENI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:49:10.878634] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:49:11.202219] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:11.520605] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:11.843000] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:12.162187] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:12.478200] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:12.805797] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:13.129895] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:13.455077] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:49:13.778966] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:14.113939] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:14.114128] [INFO ] [CONFIGURE ] GENI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T14:49:14.114186] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5660 tests [2025-11-21T14:49:14.114238] [INFO ] [CONFIGURE ] GENI: Testing feature 11/29: add_obv_daily [2025-11-21T14:49:14.114281] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T14:49:14.354187] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:14.594118] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:14.833201] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:15.077188] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:49:15.317875] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:15.559431] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:49:15.801218] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:49:16.034163] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:49:16.257898] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:16.484486] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:16.484672] [INFO ] [CONFIGURE ] GENI: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T14:49:16.484742] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5659 tests [2025-11-21T14:49:16.484918] [INFO ] [CONFIGURE ] GENI: Testing feature 12/29: add_obv_interval [2025-11-21T14:49:16.485016] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T14:49:16.704572] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:16.940955] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:17.177900] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:17.412885] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:17.650272] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:17.894772] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:49:18.133081] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:18.375170] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:18.611160] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:18.851560] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:18.851776] [INFO ] [CONFIGURE ] GENI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T14:49:18.851835] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5658 tests [2025-11-21T14:49:18.851875] [INFO ] [CONFIGURE ] GENI: Testing feature 13/29: add_opening_strength [2025-11-21T14:49:18.851912] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:49:19.105477] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:49:19.352394] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:19.604684] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:19.858943] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:20.111821] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:20.363429] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:20.614436] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:20.873013] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:21.123154] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:21.379800] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:21.379966] [INFO ] [CONFIGURE ] GENI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:49:21.380015] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5657 tests [2025-11-21T14:49:21.380055] [INFO ] [CONFIGURE ] GENI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:49:21.380091] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T14:49:21.623549] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:21.866813] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:22.096202] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:22.331626] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:49:22.579029] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:22.834043] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:49:23.089356] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:23.353529] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:23.597559] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:23.832608] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:23.832786] [INFO ] [CONFIGURE ] GENI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:49:23.832841] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5656 tests [2025-11-21T14:49:23.832887] [INFO ] [CONFIGURE ] GENI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:49:23.832927] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T14:49:24.055534] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:24.277059] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:49:24.498726] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:24.717847] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:24.940273] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:25.161933] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:25.392155] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:25.616096] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:49:25.837782] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:26.064781] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:26.065124] [INFO ] [CONFIGURE ] GENI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T14:49:26.065249] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5655 tests [2025-11-21T14:49:26.065328] [INFO ] [CONFIGURE ] GENI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:49:26.065432] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T14:49:26.305951] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:26.545504] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:26.779821] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:27.014909] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:27.259266] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:27.504443] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:27.755041] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:49:28.005784] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:28.249202] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:28.488376] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:28.488557] [INFO ] [CONFIGURE ] GENI: KEPT add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:49:28.488609] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5654 tests [2025-11-21T14:49:28.488667] [INFO ] [CONFIGURE ] GENI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:49:28.488735] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T14:49:28.761897] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:49:29.028974] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:29.294003] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:29.560085] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:49:29.823963] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:30.094943] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:30.365950] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:30.637151] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:30.912212] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:31.179684] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:31.179878] [INFO ] [CONFIGURE ] GENI: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T14:49:31.179935] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5653 tests [2025-11-21T14:49:31.179982] [INFO ] [CONFIGURE ] GENI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:49:31.180019] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T14:49:31.431115] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:31.686986] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:31.941847] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:32.190298] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:49:32.444455] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:32.695066] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:32.947484] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:33.194908] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:33.445050] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:33.696361] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:33.696521] [INFO ] [CONFIGURE ] GENI: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T14:49:33.696569] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5652 tests [2025-11-21T14:49:33.696607] [INFO ] [CONFIGURE ] GENI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:49:33.696659] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T14:49:33.943821] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:34.176868] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:34.409363] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:34.642995] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:34.883696] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:35.126861] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:35.362180] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:35.598563] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:35.833187] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:36.071427] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:36.071583] [INFO ] [CONFIGURE ] GENI: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T14:49:36.071631] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5651 tests [2025-11-21T14:49:36.071692] [INFO ] [CONFIGURE ] GENI: Testing feature 20/29: add_price_rejection [2025-11-21T14:49:36.071751] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T14:49:36.345426] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:49:36.622209] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:36.890070] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:37.161917] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:49:37.438256] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:37.714987] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:37.995085] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:38.275493] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:38.557293] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:38.842442] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:38.842622] [INFO ] [CONFIGURE ] GENI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:49:38.842702] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5650 tests [2025-11-21T14:49:38.842750] [INFO ] [CONFIGURE ] GENI: Testing feature 21/29: add_range_position [2025-11-21T14:49:38.842785] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T14:49:39.145878] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:49:39.435504] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:39.733792] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:40.035136] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:40.340563] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:40.645996] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:40.946160] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:41.234068] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:41.527401] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:41.838275] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:41.838500] [INFO ] [CONFIGURE ] GENI: DISCARDED add_range_position (score: 70.00%) [2025-11-21T14:49:41.838558] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5649 tests [2025-11-21T14:49:41.838607] [INFO ] [CONFIGURE ] GENI: Testing feature 22/29: add_realized_volatility [2025-11-21T14:49:41.838672] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T14:49:42.232116] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:42.622925] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:43.022613] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:43.422051] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:49:43.820873] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:44.212525] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:44.599742] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:45.001746] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:45.388476] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:45.774746] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:45.774940] [INFO ] [CONFIGURE ] GENI: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:49:45.775003] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5648 tests [2025-11-21T14:49:45.775055] [INFO ] [CONFIGURE ] GENI: Testing feature 23/29: add_recent_range_context [2025-11-21T14:49:45.775103] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T14:49:46.059705] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:46.343466] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:46.632693] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:46.909025] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:49:47.201109] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:47.498726] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:47.794796] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:48.091487] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:48.385327] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:48.668701] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:48.668896] [INFO ] [CONFIGURE ] GENI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:49:48.668957] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5647 tests [2025-11-21T14:49:48.669013] [INFO ] [CONFIGURE ] GENI: Testing feature 24/29: add_rsi [2025-11-21T14:49:48.669068] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T14:49:48.995353] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:49.317775] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:49.647473] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:49:49.976895] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:50.317875] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:50.655720] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:50.987037] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:51.318000] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:51.623726] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:51.936402] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:51.936602] [INFO ] [CONFIGURE ] GENI: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:49:51.936681] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5646 tests [2025-11-21T14:49:51.936730] [INFO ] [CONFIGURE ] GENI: Testing feature 25/29: add_tick_distribution [2025-11-21T14:49:51.936772] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T14:49:52.187235] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:52.439165] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:52.691994] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:52.965725] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:49:53.233119] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:53.509730] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:53.778478] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:54.035528] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:54.298872] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:54.592331] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:54.592547] [INFO ] [CONFIGURE ] GENI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:49:54.592617] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5645 tests [2025-11-21T14:49:54.592827] [INFO ] [CONFIGURE ] GENI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:49:54.592880] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T14:49:54.931141] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:55.248292] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:55.518852] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:55.763504] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:56.008165] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:56.255402] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:56.497973] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:56.741759] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:56.983817] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:57.232294] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:57.232462] [INFO ] [CONFIGURE ] GENI: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T14:49:57.232517] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5644 tests [2025-11-21T14:49:57.232563] [INFO ] [CONFIGURE ] GENI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:49:57.232605] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T14:49:57.497566] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:49:57.769820] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:49:58.039485] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:49:58.312009] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:49:58.582565] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:49:58.845975] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:49:59.110001] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:49:59.373383] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:49:59.640895] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:49:59.906430] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:49:59.906628] [INFO ] [CONFIGURE ] GENI: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T14:49:59.906705] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5643 tests [2025-11-21T14:49:59.906753] [INFO ] [CONFIGURE ] GENI: Testing feature 28/29: add_volume_profile [2025-11-21T14:49:59.906798] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T14:50:00.186174] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:50:00.443631] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:00.697799] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:50:01.659802] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:50:02.027945] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:50:02.306477] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:50:02.573889] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:02.853054] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:50:03.124809] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:03.383742] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:03.383920] [INFO ] [CONFIGURE ] GENI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T14:50:03.383979] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5642 tests [2025-11-21T14:50:03.384029] [INFO ] [CONFIGURE ] GENI: Testing feature 29/29: add_vwap [2025-11-21T14:50:03.384076] [INFO ] [CONFIGURE ] GENI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T14:50:03.644897] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:50:03.916089] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:04.174496] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:50:04.432965] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:50:04.688798] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:50:04.941833] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:50:05.207585] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:05.474447] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:50:05.747167] [DEBUG] [FORECASTER] GENI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:06.009784] [DEBUG] [FORECASTER] GENI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:06.009955] [INFO ] [CONFIGURE ] GENI: DISCARDED add_vwap (score: 70.00%) [2025-11-21T14:50:06.010012] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5641 tests [2025-11-21T14:50:06.010059] [INFO ] [CONFIGURE ] GENI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:50:06.010100] [INFO ] [CONFIGURE ] GENI: Best accuracy: 80.00% [2025-11-21T14:50:06.010140] [INFO ] [CONFIGURE ] GENI: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T14:50:06.010180] [INFO ] [CONFIGURE ] GENI: Improvement over baseline: 50.00% [2025-11-21T14:50:06.010233] [INFO ] [CONFIGURE ] GENI: Total time: 1.3 minutes [2025-11-21T14:50:06.010280] [INFO ] [CONFIGURE ] GENI: Average time per feature: 2.7 seconds [2025-11-21T14:50:06.010318] [INFO ] [CONFIGURE ] GENI: Average speed: 0.38 features/sec [2025-11-21T14:50:06.010637] [INFO ] [LOCAL ] Saved configuration for GENI: 3 features, 80.00% accuracy -> ./output/feature-sets/GENI.json [2025-11-21T14:50:06.010713] [INFO ] [CONFIGURE ] GENI: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T14:50:06.010761] [INFO ] [sig ] [534/723] Successfully configured GENI | 0.01 sym/s | Total: 12.3h | ETA: 4.3h [2025-11-21T14:50:06.010804] [INFO ] [sig ] [535/723] Configuring GIL... [2025-11-21T14:50:06.010846] [INFO ] [CONFIGURE ] GIL: Configurate test run. [2025-11-21T14:50:06.010883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-11-21T14:50:06.054294] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GIL'. [2025-11-21T14:50:06.054628] [INFO ] [CONFIGURE ] GIL: Testing with 29 available features [2025-11-21T14:50:06.054725] [INFO ] [CONFIGURE ] GIL: Establishing baseline with no features... [2025-11-21T14:50:06.222635] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:50:06.390894] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:06.559679] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:06.734872] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:50:06.909224] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:07.081425] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:50:07.254855] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:07.431837] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:07.606300] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:50:07.784971] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:07.785132] [INFO ] [CONFIGURE ] GIL: Baseline score (no features): 20.00% [2025-11-21T14:50:07.785178] [INFO ] [CONFIGURE ] GIL: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:50:07.785215] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:50:07.991899] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:08.194970] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:08.397620] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:08.605168] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:08.820242] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:09.031880] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:09.236470] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:09.439672] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:09.645348] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:09.855108] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:09.855301] [INFO ] [CONFIGURE ] GIL: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T14:50:09.855361] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5640 tests [2025-11-21T14:50:09.855411] [INFO ] [CONFIGURE ] GIL: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:50:09.855458] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T14:50:10.092764] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:50:10.349128] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:50:10.617140] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:10.870371] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:11.127344] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:11.398154] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:11.661446] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:11.924890] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:12.184815] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:12.452354] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:12.452587] [INFO ] [CONFIGURE ] GIL: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:50:12.452694] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5639 tests [2025-11-21T14:50:12.452765] [INFO ] [CONFIGURE ] GIL: Testing feature 3/29: add_daily_returns [2025-11-21T14:50:12.452831] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T14:50:12.703155] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:12.945517] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:13.187768] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:13.433709] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:13.678866] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:13.947467] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:14.212141] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:14.449372] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:14.688264] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:14.928608] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:14.928803] [INFO ] [CONFIGURE ] GIL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:50:14.928851] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5638 tests [2025-11-21T14:50:14.928890] [INFO ] [CONFIGURE ] GIL: Testing feature 4/29: add_ema [2025-11-21T14:50:14.928975] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T14:50:15.198613] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:15.463961] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:50:15.743638] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:16.022024] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:16.294299] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:50:16.566348] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:16.857752] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:17.131434] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:17.413823] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:50:17.697689] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:17.697915] [INFO ] [CONFIGURE ] GIL: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:50:17.697980] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5637 tests [2025-11-21T14:50:17.698036] [INFO ] [CONFIGURE ] GIL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:50:17.698096] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:50:17.978002] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:18.259913] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:18.552009] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:50:18.824829] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:19.103472] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:19.392341] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:19.660620] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:19.907704] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:20.152827] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:20.430101] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:20.430312] [INFO ] [CONFIGURE ] GIL: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T14:50:20.430373] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5636 tests [2025-11-21T14:50:20.430421] [INFO ] [CONFIGURE ] GIL: Testing feature 6/29: add_failed_moves [2025-11-21T14:50:20.430467] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:50:20.723484] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:50:21.013415] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:21.282391] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:21.566634] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:21.855983] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:22.120582] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:22.402547] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:22.679910] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:22.954533] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:23.232772] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:23.232959] [INFO ] [CONFIGURE ] GIL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:50:23.233016] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5635 tests [2025-11-21T14:50:23.233062] [INFO ] [CONFIGURE ] GIL: Testing feature 7/29: add_lag_shelf [2025-11-21T14:50:23.233107] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T14:50:23.495326] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:50:23.764555] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:24.031064] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:50:24.302534] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:50:24.574566] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:24.845375] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:25.112689] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:25.376998] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:25.646628] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:25.918232] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:25.918436] [INFO ] [CONFIGURE ] GIL: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:50:25.918503] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5634 tests [2025-11-21T14:50:25.918569] [INFO ] [CONFIGURE ] GIL: Testing feature 8/29: add_macd [2025-11-21T14:50:25.918664] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T14:50:26.293441] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:50:26.624077] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:50:26.956478] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:27.283665] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:27.620694] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:50:27.949813] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:28.280197] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:28.622011] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:28.950072] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:29.281528] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:29.281739] [INFO ] [CONFIGURE ] GIL: DISCARDED add_macd (score: 60.00%) [2025-11-21T14:50:29.281803] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5633 tests [2025-11-21T14:50:29.281852] [INFO ] [CONFIGURE ] GIL: Testing feature 9/29: add_mfi [2025-11-21T14:50:29.281901] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T14:50:29.577416] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:29.869734] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:30.168161] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:50:30.446918] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:30.703751] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:30.962913] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:31.217370] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:31.471792] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:31.732933] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:32.039713] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:32.039944] [INFO ] [CONFIGURE ] GIL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:50:32.040002] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5632 tests [2025-11-21T14:50:32.040052] [INFO ] [CONFIGURE ] GIL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:50:32.040097] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:50:32.424475] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:32.812907] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:50:33.184531] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:33.554865] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:33.929604] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:50:34.281884] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:34.642943] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:35.003003] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:35.357194] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:35.712856] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:35.713038] [INFO ] [CONFIGURE ] GIL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:50:35.713094] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5631 tests [2025-11-21T14:50:35.713141] [INFO ] [CONFIGURE ] GIL: Testing feature 11/29: add_obv_daily [2025-11-21T14:50:35.713184] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T14:50:35.976821] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:36.242527] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:50:36.515819] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:36.794489] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:37.071916] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:37.346471] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:50:37.613336] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:37.897566] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:38.170106] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:38.440606] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:50:38.440804] [INFO ] [CONFIGURE ] GIL: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:50:38.440863] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5630 tests [2025-11-21T14:50:38.440911] [INFO ] [CONFIGURE ] GIL: Testing feature 12/29: add_obv_interval [2025-11-21T14:50:38.440954] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T14:50:38.707827] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:38.980150] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:39.247224] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:50:39.509220] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:39.771535] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:50:40.050995] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:40.337264] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:40.611623] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:40.893579] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:50:41.178000] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:41.178202] [INFO ] [CONFIGURE ] GIL: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T14:50:41.178263] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5629 tests [2025-11-21T14:50:41.178312] [INFO ] [CONFIGURE ] GIL: Testing feature 13/29: add_opening_strength [2025-11-21T14:50:41.178357] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:50:41.463361] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:41.772114] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:50:42.105702] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:50:42.389302] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:42.677359] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:42.964876] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:43.265602] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:43.544403] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:43.825782] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:44.127728] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:44.127914] [INFO ] [CONFIGURE ] GIL: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T14:50:44.127971] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5628 tests [2025-11-21T14:50:44.128018] [INFO ] [CONFIGURE ] GIL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:50:44.128064] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T14:50:44.407965] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:44.681731] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:44.973451] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:45.264393] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:45.553620] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:45.845806] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:46.137779] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:46.429109] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T14:50:46.724681] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:47.030234] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:47.030459] [INFO ] [CONFIGURE ] GIL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:50:47.030518] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5627 tests [2025-11-21T14:50:47.030565] [INFO ] [CONFIGURE ] GIL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:50:47.030609] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T14:50:47.356412] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:47.730567] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:48.063510] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:48.316952] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:48.574951] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:48.855706] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:49.122535] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:49.379549] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:49.630058] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:49.886517] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:49.886732] [INFO ] [CONFIGURE ] GIL: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T14:50:49.886791] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5626 tests [2025-11-21T14:50:49.886837] [INFO ] [CONFIGURE ] GIL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:50:49.886880] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T14:50:50.168946] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:50.444869] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:50:50.719665] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:50:51.037973] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:51.331453] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:51.626852] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:51.912377] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:52.191045] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:52.472216] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:52.751749] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:52.751946] [INFO ] [CONFIGURE ] GIL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T14:50:52.752005] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5625 tests [2025-11-21T14:50:52.752053] [INFO ] [CONFIGURE ] GIL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:50:52.752096] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T14:50:53.037856] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:53.319986] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:53.598990] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:50:53.874572] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:50:54.156304] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:50:54.440140] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:54.730762] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:50:55.012481] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:55.297275] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:55.593727] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:55.593951] [INFO ] [CONFIGURE ] GIL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T14:50:55.594013] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5624 tests [2025-11-21T14:50:55.594064] [INFO ] [CONFIGURE ] GIL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:50:55.594109] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T14:50:55.841885] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:56.090752] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:56.342895] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:50:56.595038] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:56.845634] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:57.103261] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:57.356565] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:50:57.606555] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:50:57.866522] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:50:58.115355] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:50:58.115532] [INFO ] [CONFIGURE ] GIL: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:50:58.115589] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5623 tests [2025-11-21T14:50:58.115635] [INFO ] [CONFIGURE ] GIL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:50:58.115711] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T14:50:58.375335] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:50:58.629407] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:50:58.887763] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:50:59.150815] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:50:59.410036] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:50:59.671738] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:50:59.934951] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:00.214370] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:00.472551] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:00.732169] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:00.732424] [INFO ] [CONFIGURE ] GIL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T14:51:00.732517] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5622 tests [2025-11-21T14:51:00.732573] [INFO ] [CONFIGURE ] GIL: Testing feature 20/29: add_price_rejection [2025-11-21T14:51:00.732624] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T14:51:01.736625] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:51:02.115245] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:02.377164] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:51:02.641121] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:02.913844] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:03.188289] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:03.451784] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:03.719544] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:03.983589] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:04.258864] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:04.259034] [INFO ] [CONFIGURE ] GIL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T14:51:04.259093] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5621 tests [2025-11-21T14:51:04.259142] [INFO ] [CONFIGURE ] GIL: Testing feature 21/29: add_range_position [2025-11-21T14:51:04.259187] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T14:51:04.566217] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:51:04.854896] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:05.177583] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:51:05.471443] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:05.763735] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:51:06.057372] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:06.348393] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:06.640066] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:06.940941] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:07.242900] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:07.243150] [INFO ] [CONFIGURE ] GIL: KEPT add_range_position (score: 70.00%) [2025-11-21T14:51:07.243213] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5620 tests [2025-11-21T14:51:07.243262] [INFO ] [CONFIGURE ] GIL: Testing feature 22/29: add_realized_volatility [2025-11-21T14:51:07.243305] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_realized_volatility'] [2025-11-21T14:51:07.654692] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:51:08.070536] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:08.489306] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:08.925947] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:09.368004] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:51:09.800261] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:10.214037] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:10.632046] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:11.055776] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:11.476940] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:11.477134] [INFO ] [CONFIGURE ] GIL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:51:11.477201] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5619 tests [2025-11-21T14:51:11.477255] [INFO ] [CONFIGURE ] GIL: Testing feature 23/29: add_recent_range_context [2025-11-21T14:51:11.477301] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_recent_range_context'] [2025-11-21T14:51:11.787505] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:51:12.102592] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:12.416019] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:51:12.727503] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:13.038781] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:51:13.348981] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:13.665852] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:13.978572] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:14.324940] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:14.673522] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:14.673730] [INFO ] [CONFIGURE ] GIL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:51:14.673790] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5618 tests [2025-11-21T14:51:14.673841] [INFO ] [CONFIGURE ] GIL: Testing feature 24/29: add_rsi [2025-11-21T14:51:14.673885] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T14:51:15.042016] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:51:15.408935] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:15.793778] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:51:16.178375] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:16.551135] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:51:16.939702] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:17.322579] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:17.688784] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:18.060094] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:18.416288] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:18.416512] [INFO ] [CONFIGURE ] GIL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:51:18.416572] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5617 tests [2025-11-21T14:51:18.416621] [INFO ] [CONFIGURE ] GIL: Testing feature 25/29: add_tick_distribution [2025-11-21T14:51:18.416826] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_tick_distribution'] [2025-11-21T14:51:18.709602] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:51:19.003688] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:19.329088] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:51:19.645572] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:19.971237] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:51:20.291266] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:20.620145] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:20.942580] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:21.264745] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:21.590185] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:21.590422] [INFO ] [CONFIGURE ] GIL: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:51:21.590484] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5616 tests [2025-11-21T14:51:21.590535] [INFO ] [CONFIGURE ] GIL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:51:21.590581] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T14:51:21.918087] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:51:22.247823] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:22.584180] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:22.917912] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:23.252224] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:51:23.590823] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:23.935739] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:24.284390] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:24.624132] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:24.963737] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:24.963971] [INFO ] [CONFIGURE ] GIL: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:51:24.964033] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5615 tests [2025-11-21T14:51:24.964085] [INFO ] [CONFIGURE ] GIL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:51:24.964129] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T14:51:25.309386] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:51:25.668068] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:26.019049] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:51:26.369334] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:26.715026] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:27.059339] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:27.413075] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:27.748116] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:28.113551] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:28.429763] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:28.429966] [INFO ] [CONFIGURE ] GIL: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T14:51:28.430025] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5614 tests [2025-11-21T14:51:28.430071] [INFO ] [CONFIGURE ] GIL: Testing feature 28/29: add_volume_profile [2025-11-21T14:51:28.430115] [INFO ] [CONFIGURE ] GIL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position', 'add_volume_profile'] [2025-11-21T14:51:28.730159] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:51:29.056792] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:29.359985] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:51:29.667030] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:51:29.965056] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:30.300913] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:51:30.634411] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:30.969755] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T14:51:31.305456] [DEBUG] [FORECASTER] GIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:51:31.646187] [DEBUG] [FORECASTER] GIL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:31.646427] [INFO ] [CONFIGURE ] GIL: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T14:51:31.646505] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5613 tests [2025-11-21T14:51:31.646568] [INFO ] [CONFIGURE ] GIL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:51:31.646625] [INFO ] [CONFIGURE ] GIL: Best accuracy: 70.00% [2025-11-21T14:51:31.646715] [INFO ] [CONFIGURE ] GIL: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T14:51:31.646782] [INFO ] [CONFIGURE ] GIL: Improvement over baseline: 50.00% [2025-11-21T14:51:31.646836] [INFO ] [CONFIGURE ] GIL: Total time: 1.4 minutes [2025-11-21T14:51:31.646958] [INFO ] [CONFIGURE ] GIL: Average time per feature: 3.0 seconds [2025-11-21T14:51:31.647021] [INFO ] [CONFIGURE ] GIL: Average speed: 0.35 features/sec [2025-11-21T14:51:31.647518] [INFO ] [LOCAL ] Saved configuration for GIL: 4 features, 70.00% accuracy -> ./output/feature-sets/GIL.json [2025-11-21T14:51:31.647586] [INFO ] [CONFIGURE ] GIL: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T14:51:31.647637] [INFO ] [sig ] [535/723] Successfully configured GIL | 0.01 sym/s | Total: 12.3h | ETA: 4.3h [2025-11-21T14:51:31.647730] [INFO ] [sig ] [536/723] Configuring GM... [2025-11-21T14:51:31.647793] [INFO ] [CONFIGURE ] GM: Configurate test run. [2025-11-21T14:51:31.647850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'. [2025-11-21T14:51:31.696157] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GM'. [2025-11-21T14:51:31.696638] [INFO ] [CONFIGURE ] GM: Testing with 29 available features [2025-11-21T14:51:31.696732] [INFO ] [CONFIGURE ] GM: Establishing baseline with no features... [2025-11-21T14:51:31.899935] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:32.090050] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:32.277561] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:32.464315] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:32.657246] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:32.848571] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:33.035256] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:33.224254] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:33.414710] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:51:33.608127] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:33.608289] [INFO ] [CONFIGURE ] GM: Baseline score (no features): 30.00% [2025-11-21T14:51:33.608336] [INFO ] [CONFIGURE ] GM: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:51:33.608373] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:51:33.834544] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:34.077819] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:34.328173] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:34.597824] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:34.929116] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:35.242201] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:35.495043] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:35.732105] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:35.972338] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:51:36.199186] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:51:36.199360] [INFO ] [CONFIGURE ] GM: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T14:51:36.199406] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5612 tests [2025-11-21T14:51:36.199444] [INFO ] [CONFIGURE ] GM: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:51:36.199485] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:51:36.431561] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:36.663345] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:36.905206] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:37.144095] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:37.386090] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:37.619878] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:37.854253] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:38.086305] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:38.328823] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:51:38.563693] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:51:38.563879] [INFO ] [CONFIGURE ] GM: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T14:51:38.563939] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5611 tests [2025-11-21T14:51:38.564008] [INFO ] [CONFIGURE ] GM: Testing feature 3/29: add_daily_returns [2025-11-21T14:51:38.564057] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T14:51:38.815962] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:39.075864] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:39.315833] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:39.561565] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:39.821315] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:40.067680] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:40.319311] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:40.562069] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:40.828189] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:51:41.081979] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:51:41.082173] [INFO ] [CONFIGURE ] GM: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:51:41.082221] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5610 tests [2025-11-21T14:51:41.082259] [INFO ] [CONFIGURE ] GM: Testing feature 4/29: add_ema [2025-11-21T14:51:41.082295] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T14:51:41.370354] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:41.679210] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:51:41.991154] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:42.300959] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:42.618200] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:42.919026] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:43.210133] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:43.500076] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:43.778425] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:51:44.054865] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:44.055055] [INFO ] [CONFIGURE ] GM: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:51:44.055116] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5609 tests [2025-11-21T14:51:44.055167] [INFO ] [CONFIGURE ] GM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:51:44.055212] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:51:44.295323] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:44.534020] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:44.776543] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:45.039086] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:45.286080] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:45.541502] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:45.791842] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:46.035238] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:46.278462] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:51:46.524506] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:51:46.524715] [INFO ] [CONFIGURE ] GM: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T14:51:46.524773] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5608 tests [2025-11-21T14:51:46.524820] [INFO ] [CONFIGURE ] GM: Testing feature 6/29: add_failed_moves [2025-11-21T14:51:46.524862] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T14:51:46.739740] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:46.957309] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:47.176343] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:47.392275] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:47.610950] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:47.828087] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:48.047845] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:48.283725] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:48.508842] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:51:48.739079] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:51:48.739258] [INFO ] [CONFIGURE ] GM: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T14:51:48.739318] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5607 tests [2025-11-21T14:51:48.739366] [INFO ] [CONFIGURE ] GM: Testing feature 7/29: add_lag_shelf [2025-11-21T14:51:48.739421] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T14:51:48.952973] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:49.166888] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:49.381037] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:49.599927] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:49.814596] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:50.032132] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:50.248911] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:50.456868] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:50.659268] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:51:50.874356] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:51:50.874518] [INFO ] [CONFIGURE ] GM: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T14:51:50.874566] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5606 tests [2025-11-21T14:51:50.874604] [INFO ] [CONFIGURE ] GM: Testing feature 8/29: add_macd [2025-11-21T14:51:50.874660] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T14:51:51.171639] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:51.486191] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:51.808936] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:52.125683] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:52.434995] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:52.752436] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:53.072449] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:51:53.387017] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:53.699732] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:51:54.014394] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:51:54.014607] [INFO ] [CONFIGURE ] GM: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:51:54.014685] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5605 tests [2025-11-21T14:51:54.014735] [INFO ] [CONFIGURE ] GM: Testing feature 9/29: add_mfi [2025-11-21T14:51:54.014781] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T14:51:54.259298] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:54.497094] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:54.732959] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:54.967337] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:55.201760] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:55.433261] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:55.669108] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:55.905237] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:56.147027] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:51:56.383805] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:51:56.384054] [INFO ] [CONFIGURE ] GM: DISCARDED add_mfi (score: 40.00%) [2025-11-21T14:51:56.384113] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5604 tests [2025-11-21T14:51:56.384162] [INFO ] [CONFIGURE ] GM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:51:56.384252] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:51:56.704615] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:51:57.014161] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:51:57.326477] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:51:57.656849] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:51:57.967136] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:51:58.294072] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:51:58.629225] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:51:58.966830] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:51:59.331945] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:51:59.689433] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:51:59.689624] [INFO ] [CONFIGURE ] GM: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T14:51:59.689709] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5603 tests [2025-11-21T14:51:59.689761] [INFO ] [CONFIGURE ] GM: Testing feature 11/29: add_obv_daily [2025-11-21T14:51:59.689807] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T14:51:59.976821] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:00.267073] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:52:00.557441] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:00.832756] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:01.949084] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:02.444389] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:02.734713] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:03.011159] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:03.286087] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:52:03.574567] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:03.574776] [INFO ] [CONFIGURE ] GM: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T14:52:03.574836] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5602 tests [2025-11-21T14:52:03.574886] [INFO ] [CONFIGURE ] GM: Testing feature 12/29: add_obv_interval [2025-11-21T14:52:03.574951] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T14:52:03.839689] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:04.098225] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:04.358129] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:04.617451] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:04.885177] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:05.145889] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:05.415160] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:05.681002] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:05.944348] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:52:06.213711] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:06.213903] [INFO ] [CONFIGURE ] GM: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T14:52:06.213960] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5601 tests [2025-11-21T14:52:06.214003] [INFO ] [CONFIGURE ] GM: Testing feature 13/29: add_opening_strength [2025-11-21T14:52:06.214046] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:52:06.504905] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:06.794487] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:07.080896] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:07.377361] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:07.668507] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:07.968402] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:08.270097] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:08.562510] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:08.822609] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:52:09.089454] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:09.089627] [INFO ] [CONFIGURE ] GM: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T14:52:09.089706] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5600 tests [2025-11-21T14:52:09.089752] [INFO ] [CONFIGURE ] GM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:52:09.089795] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T14:52:09.357892] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:09.620274] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:09.885549] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:10.153598] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:10.432349] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:10.698784] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:10.983798] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:52:11.247269] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:11.532879] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:11.810355] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:11.810577] [INFO ] [CONFIGURE ] GM: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:52:11.810636] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5599 tests [2025-11-21T14:52:11.810705] [INFO ] [CONFIGURE ] GM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:52:11.810754] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T14:52:12.067720] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:12.311550] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:12.554361] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:12.800269] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:13.048202] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:13.300041] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:13.548347] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:13.809039] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:14.063565] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:14.332371] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:14.332574] [INFO ] [CONFIGURE ] GM: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:52:14.332624] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5598 tests [2025-11-21T14:52:14.332684] [INFO ] [CONFIGURE ] GM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:52:14.332753] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T14:52:14.607256] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:14.874261] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:15.138541] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:15.404590] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:15.671882] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:15.957590] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:16.232818] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:16.504188] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:52:16.774286] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:17.038375] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:17.038599] [INFO ] [CONFIGURE ] GM: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T14:52:17.038683] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5597 tests [2025-11-21T14:52:17.038735] [INFO ] [CONFIGURE ] GM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:52:17.038780] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T14:52:17.296052] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:17.556052] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:17.817534] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:18.083482] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:52:18.342795] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:18.616708] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:18.888394] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:19.152172] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:19.411385] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:19.677149] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:19.677349] [INFO ] [CONFIGURE ] GM: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T14:52:19.677407] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5596 tests [2025-11-21T14:52:19.677453] [INFO ] [CONFIGURE ] GM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:52:19.677494] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T14:52:19.920470] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:20.166854] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:20.419754] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:20.666955] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:20.913753] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:21.166070] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:21.409426] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:52:21.655819] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:21.913589] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:52:22.172190] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:22.172539] [INFO ] [CONFIGURE ] GM: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T14:52:22.172610] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5595 tests [2025-11-21T14:52:22.172751] [INFO ] [CONFIGURE ] GM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:52:22.172829] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T14:52:22.417096] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:22.669579] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:22.925021] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:23.165112] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:23.405973] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:23.670173] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:23.925067] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:24.180318] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:24.429222] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:24.671146] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:24.671314] [INFO ] [CONFIGURE ] GM: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T14:52:24.671362] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5594 tests [2025-11-21T14:52:24.671401] [INFO ] [CONFIGURE ] GM: Testing feature 20/29: add_price_rejection [2025-11-21T14:52:24.671438] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T14:52:24.933842] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:25.192705] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:52:25.446541] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:25.708161] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:25.968496] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:26.246872] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:26.508418] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:26.769886] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:27.013544] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:27.255139] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:27.255327] [INFO ] [CONFIGURE ] GM: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T14:52:27.255386] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5593 tests [2025-11-21T14:52:27.255437] [INFO ] [CONFIGURE ] GM: Testing feature 21/29: add_range_position [2025-11-21T14:52:27.255482] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T14:52:27.512355] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:27.767804] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:52:28.026994] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:28.281637] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:28.535847] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:28.800799] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:29.061096] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:29.331826] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:29.594316] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:52:29.853630] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:29.853815] [INFO ] [CONFIGURE ] GM: DISCARDED add_range_position (score: 20.00%) [2025-11-21T14:52:29.853872] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5592 tests [2025-11-21T14:52:29.853919] [INFO ] [CONFIGURE ] GM: Testing feature 22/29: add_realized_volatility [2025-11-21T14:52:29.853964] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T14:52:30.202962] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:30.531771] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:52:30.862712] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:31.188135] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:31.518127] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:31.884227] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:32.246924] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:32.603786] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:32.954773] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:33.310807] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:52:33.310985] [INFO ] [CONFIGURE ] GM: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T14:52:33.311041] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5591 tests [2025-11-21T14:52:33.311188] [INFO ] [CONFIGURE ] GM: Testing feature 23/29: add_recent_range_context [2025-11-21T14:52:33.311237] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T14:52:33.555074] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:33.796088] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:34.056950] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:34.309046] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:34.559503] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:34.807059] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:35.054239] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:52:35.307608] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:35.559154] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:35.813608] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:35.813822] [INFO ] [CONFIGURE ] GM: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:52:35.813881] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5590 tests [2025-11-21T14:52:35.813930] [INFO ] [CONFIGURE ] GM: Testing feature 24/29: add_rsi [2025-11-21T14:52:35.813975] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T14:52:36.108217] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:36.402739] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:52:36.698521] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:36.991742] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:37.286962] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:37.579560] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:37.877411] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:38.177747] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:38.496936] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:52:38.825445] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:38.825620] [INFO ] [CONFIGURE ] GM: DISCARDED add_rsi (score: 20.00%) [2025-11-21T14:52:38.825699] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5589 tests [2025-11-21T14:52:38.825749] [INFO ] [CONFIGURE ] GM: Testing feature 25/29: add_tick_distribution [2025-11-21T14:52:38.825791] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T14:52:39.082785] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:39.341211] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:39.598943] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:39.852865] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:40.114795] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:40.363755] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:40.613118] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:52:40.877697] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:41.127312] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:41.399724] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:41.399948] [INFO ] [CONFIGURE ] GM: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:52:41.400017] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5588 tests [2025-11-21T14:52:41.400068] [INFO ] [CONFIGURE ] GM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:52:41.400112] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T14:52:41.750487] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:42.094232] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:42.367277] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:42.614793] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:42.852682] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:43.099296] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:43.344835] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:43.585327] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:43.833010] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:44.076967] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:44.077149] [INFO ] [CONFIGURE ] GM: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:52:44.077207] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5587 tests [2025-11-21T14:52:44.077274] [INFO ] [CONFIGURE ] GM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:52:44.077320] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T14:52:44.335966] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:44.609243] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:44.873787] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:45.134363] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:45.401307] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:45.669446] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:45.935115] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:52:46.209837] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:46.473538] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:46.738784] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:46.738963] [INFO ] [CONFIGURE ] GM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T14:52:46.739020] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5586 tests [2025-11-21T14:52:46.739066] [INFO ] [CONFIGURE ] GM: Testing feature 28/29: add_volume_profile [2025-11-21T14:52:46.739111] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T14:52:46.986329] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:47.233385] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:52:47.483048] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:47.735540] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:47.990904] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:48.237218] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:48.482823] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:52:48.727125] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:48.975416] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:49.220707] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:49.220874] [INFO ] [CONFIGURE ] GM: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T14:52:49.220933] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5585 tests [2025-11-21T14:52:49.220989] [INFO ] [CONFIGURE ] GM: Testing feature 29/29: add_vwap [2025-11-21T14:52:49.221041] [INFO ] [CONFIGURE ] GM: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T14:52:49.464444] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:52:49.711551] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:52:49.974522] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:50.243624] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:52:50.503887] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:52:50.760561] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:51.022679] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:52:51.291420] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:51.557484] [DEBUG] [FORECASTER] GM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:52:51.822102] [DEBUG] [FORECASTER] GM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:51.822292] [INFO ] [CONFIGURE ] GM: DISCARDED add_vwap (score: 40.00%) [2025-11-21T14:52:51.822351] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5584 tests [2025-11-21T14:52:51.822400] [INFO ] [CONFIGURE ] GM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:52:51.822442] [INFO ] [CONFIGURE ] GM: Best accuracy: 50.00% [2025-11-21T14:52:51.822485] [INFO ] [CONFIGURE ] GM: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T14:52:51.822527] [INFO ] [CONFIGURE ] GM: Improvement over baseline: 20.00% [2025-11-21T14:52:51.822564] [INFO ] [CONFIGURE ] GM: Total time: 1.3 minutes [2025-11-21T14:52:51.822601] [INFO ] [CONFIGURE ] GM: Average time per feature: 2.7 seconds [2025-11-21T14:52:51.822639] [INFO ] [CONFIGURE ] GM: Average speed: 0.37 features/sec [2025-11-21T14:52:51.823343] [INFO ] [LOCAL ] Saved configuration for GM: 1 features, 50.00% accuracy -> ./output/feature-sets/GM.json [2025-11-21T14:52:51.823402] [INFO ] [CONFIGURE ] GM: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T14:52:51.823452] [INFO ] [sig ] [536/723] Successfully configured GM | 0.01 sym/s | Total: 12.3h | ETA: 4.3h [2025-11-21T14:52:51.823497] [INFO ] [sig ] [537/723] Configuring GNL... [2025-11-21T14:52:51.823539] [INFO ] [CONFIGURE ] GNL: Configurate test run. [2025-11-21T14:52:51.823581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-11-21T14:52:51.901720] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNL'. [2025-11-21T14:52:51.902141] [INFO ] [CONFIGURE ] GNL: Testing with 29 available features [2025-11-21T14:52:51.902203] [INFO ] [CONFIGURE ] GNL: Establishing baseline with no features... [2025-11-21T14:52:52.087449] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:52:52.268259] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:52:52.448952] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:52.635123] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:52:52.820517] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:52:53.001021] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:53.183069] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:52:53.363094] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:53.543248] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:53.729126] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:53.729464] [INFO ] [CONFIGURE ] GNL: Baseline score (no features): 70.00% [2025-11-21T14:52:53.729580] [INFO ] [CONFIGURE ] GNL: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:52:53.729687] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:52:53.945691] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:52:54.162813] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:52:54.365444] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:54.567885] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:52:54.768135] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:52:54.978236] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:55.179183] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:52:55.383482] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:55.584298] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:55.787436] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:52:55.787603] [INFO ] [CONFIGURE ] GNL: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T14:52:55.787670] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5583 tests [2025-11-21T14:52:55.787744] [INFO ] [CONFIGURE ] GNL: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:52:55.787792] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:52:55.996921] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:52:56.207962] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:52:56.452591] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:56.662223] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:52:56.869172] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:52:57.076410] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:57.291875] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:52:57.501267] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:52:57.711292] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:57.921850] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:52:57.922023] [INFO ] [CONFIGURE ] GNL: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T14:52:57.922071] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5582 tests [2025-11-21T14:52:57.922110] [INFO ] [CONFIGURE ] GNL: Testing feature 3/29: add_daily_returns [2025-11-21T14:52:57.922147] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_daily_returns'] [2025-11-21T14:52:58.104706] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:52:58.308937] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:52:58.509356] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:52:58.705435] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:52:58.888811] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:52:59.071715] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:52:59.266011] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:52:59.460154] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:52:59.643346] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:52:59.837090] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:52:59.837258] [INFO ] [CONFIGURE ] GNL: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T14:52:59.837339] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5581 tests [2025-11-21T14:52:59.837379] [INFO ] [CONFIGURE ] GNL: Testing feature 4/29: add_ema [2025-11-21T14:52:59.837415] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_ema'] [2025-11-21T14:53:00.055499] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:00.272213] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:01.115703] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:01.414633] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:01.627410] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:01.845243] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:02.070225] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:02.294722] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:02.519963] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:02.748725] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:02.748911] [INFO ] [CONFIGURE ] GNL: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:53:02.748960] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5580 tests [2025-11-21T14:53:02.749002] [INFO ] [CONFIGURE ] GNL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:53:02.749039] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:53:02.984762] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:03.210562] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:03.450824] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:03.682455] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:53:03.920719] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:04.145004] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:53:04.368891] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:04.593697] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:04.816499] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:05.047318] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:05.047535] [INFO ] [CONFIGURE ] GNL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T14:53:05.047596] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5579 tests [2025-11-21T14:53:05.047665] [INFO ] [CONFIGURE ] GNL: Testing feature 6/29: add_failed_moves [2025-11-21T14:53:05.047714] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_failed_moves'] [2025-11-21T14:53:05.233742] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:05.419773] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:05.606329] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:05.798857] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:05.997812] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:06.184079] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:06.370050] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:53:06.559121] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:06.743866] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:06.928871] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:06.929041] [INFO ] [CONFIGURE ] GNL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T14:53:06.929089] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5578 tests [2025-11-21T14:53:06.929128] [INFO ] [CONFIGURE ] GNL: Testing feature 7/29: add_lag_shelf [2025-11-21T14:53:06.929163] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_lag_shelf'] [2025-11-21T14:53:07.101059] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:07.277323] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:07.446523] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:07.616802] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:07.788826] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:07.957262] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:08.126152] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:53:08.302856] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:08.482600] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:08.665666] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:08.665840] [INFO ] [CONFIGURE ] GNL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T14:53:08.665978] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5577 tests [2025-11-21T14:53:08.666049] [INFO ] [CONFIGURE ] GNL: Testing feature 8/29: add_macd [2025-11-21T14:53:08.666114] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T14:53:08.952114] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:09.208298] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:53:09.486254] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:09.764546] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:53:10.048534] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:10.324402] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:10.596618] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:10.873026] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:53:11.145984] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:11.423927] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:11.424109] [INFO ] [CONFIGURE ] GNL: DISCARDED add_macd (score: 60.00%) [2025-11-21T14:53:11.424166] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5576 tests [2025-11-21T14:53:11.424204] [INFO ] [CONFIGURE ] GNL: Testing feature 9/29: add_mfi [2025-11-21T14:53:11.424247] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi'] [2025-11-21T14:53:11.624599] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:11.826681] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:12.020340] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:12.212904] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:12.410623] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:12.615324] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:12.818197] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:13.019155] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:53:13.223128] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:13.424324] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:13.424700] [INFO ] [CONFIGURE ] GNL: KEPT add_mfi (score: 80.00%) [2025-11-21T14:53:13.424806] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5575 tests [2025-11-21T14:53:13.424892] [INFO ] [CONFIGURE ] GNL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:53:13.425016] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:53:13.753549] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:14.100825] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:14.490441] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:14.799886] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:15.108848] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:15.428956] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:15.741805] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:53:16.062908] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:16.384053] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:16.695592] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:16.695778] [INFO ] [CONFIGURE ] GNL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:53:16.695835] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5574 tests [2025-11-21T14:53:16.695882] [INFO ] [CONFIGURE ] GNL: Testing feature 11/29: add_obv_daily [2025-11-21T14:53:16.695926] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T14:53:16.926130] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:17.150971] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T14:53:17.373111] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:17.612583] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:17.851683] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:18.084759] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:18.322013] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:53:18.561039] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:53:18.800135] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:19.021735] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:19.021928] [INFO ] [CONFIGURE ] GNL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:53:19.021994] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5573 tests [2025-11-21T14:53:19.022053] [INFO ] [CONFIGURE ] GNL: Testing feature 12/29: add_obv_interval [2025-11-21T14:53:19.022098] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T14:53:19.224406] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:19.426862] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:19.634164] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:19.838119] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:20.041404] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:20.239136] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:20.451703] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:53:20.666123] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:20.865574] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:21.064204] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:21.064373] [INFO ] [CONFIGURE ] GNL: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T14:53:21.064428] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5572 tests [2025-11-21T14:53:21.064475] [INFO ] [CONFIGURE ] GNL: Testing feature 13/29: add_opening_strength [2025-11-21T14:53:21.064516] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:53:21.288570] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:21.519771] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:21.765576] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:22.006952] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:22.249491] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:22.486097] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:22.725441] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:22.959753] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:23.191120] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:23.440061] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:23.440234] [INFO ] [CONFIGURE ] GNL: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T14:53:23.440292] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5571 tests [2025-11-21T14:53:23.440340] [INFO ] [CONFIGURE ] GNL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:53:23.440385] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T14:53:23.667890] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:23.902109] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:24.134481] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:24.361054] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:24.600514] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:24.819516] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:25.042705] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:25.257046] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:25.470276] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:25.685830] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:25.685999] [INFO ] [CONFIGURE ] GNL: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T14:53:25.686057] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5570 tests [2025-11-21T14:53:25.686105] [INFO ] [CONFIGURE ] GNL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:53:25.686149] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T14:53:25.882004] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:26.080210] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:26.276313] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:26.471146] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:26.666423] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:26.860134] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:27.056685] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:27.255525] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:27.456226] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:27.652885] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:27.653077] [INFO ] [CONFIGURE ] GNL: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T14:53:27.653126] [INFO ] [CONFIGURE ] JOB ETA: 4.4h | Avg: 2.8s/test | Remaining: 5569 tests [2025-11-21T14:53:27.653164] [INFO ] [CONFIGURE ] GNL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:53:27.653198] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T14:53:27.866055] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:28.080336] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:28.295741] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:28.539987] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:28.850710] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:29.145474] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:29.397145] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:29.653963] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:29.884870] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:30.112337] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:30.112562] [INFO ] [CONFIGURE ] GNL: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T14:53:30.112693] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5568 tests [2025-11-21T14:53:30.112767] [INFO ] [CONFIGURE ] GNL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:53:30.112828] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T14:53:30.338308] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:30.552312] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:30.767083] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:30.980693] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:31.231360] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:31.477038] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:31.701765] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:31.921865] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:32.130873] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:32.345480] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:32.345668] [INFO ] [CONFIGURE ] GNL: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T14:53:32.345727] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5567 tests [2025-11-21T14:53:32.345773] [INFO ] [CONFIGURE ] GNL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:53:32.345818] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T14:53:32.554562] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:32.770692] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:32.982794] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:33.190528] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:33.398445] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:33.607544] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:33.815280] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:34.028623] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:53:34.230867] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:34.430676] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:34.430829] [INFO ] [CONFIGURE ] GNL: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-11-21T14:53:34.430878] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5566 tests [2025-11-21T14:53:34.430934] [INFO ] [CONFIGURE ] GNL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:53:34.430972] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T14:53:34.640444] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:34.858106] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:35.071320] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:35.280482] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:35.490850] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:35.704198] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:35.919553] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:36.134298] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:36.351792] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:36.569148] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:36.569348] [INFO ] [CONFIGURE ] GNL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T14:53:36.569409] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5565 tests [2025-11-21T14:53:36.569457] [INFO ] [CONFIGURE ] GNL: Testing feature 20/29: add_price_rejection [2025-11-21T14:53:36.569500] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T14:53:36.804036] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:37.031919] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:37.262493] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:37.479350] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:37.710849] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:37.934903] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:38.164449] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:53:38.378705] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:38.594768] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:38.810096] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:38.810277] [INFO ] [CONFIGURE ] GNL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T14:53:38.810336] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5564 tests [2025-11-21T14:53:38.810381] [INFO ] [CONFIGURE ] GNL: Testing feature 21/29: add_range_position [2025-11-21T14:53:38.810444] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T14:53:39.046850] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:39.286842] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:39.522910] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:39.758982] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:39.997817] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:40.235485] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:40.472952] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:40.715475] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:40.954565] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:53:41.195947] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:41.196124] [INFO ] [CONFIGURE ] GNL: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:53:41.196181] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5563 tests [2025-11-21T14:53:41.196229] [INFO ] [CONFIGURE ] GNL: Testing feature 22/29: add_realized_volatility [2025-11-21T14:53:41.196271] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T14:53:41.512165] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:41.838885] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:42.165242] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:42.493614] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:42.822372] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:43.141927] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:43.471560] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:43.807537] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:44.142332] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:44.479235] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:44.479451] [INFO ] [CONFIGURE ] GNL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:53:44.479512] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5562 tests [2025-11-21T14:53:44.479562] [INFO ] [CONFIGURE ] GNL: Testing feature 23/29: add_recent_range_context [2025-11-21T14:53:44.479607] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T14:53:44.686110] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:44.902621] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:45.113827] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:45.328266] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:45.539821] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:45.752388] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:45.961194] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:46.172269] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:46.377810] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:46.591134] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:46.591305] [INFO ] [CONFIGURE ] GNL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:53:46.591360] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5561 tests [2025-11-21T14:53:46.591406] [INFO ] [CONFIGURE ] GNL: Testing feature 24/29: add_rsi [2025-11-21T14:53:46.591449] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T14:53:46.836874] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:47.082360] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:47.329308] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:47.585785] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:47.839174] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:48.097007] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:48.375370] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:48.655813] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:48.914094] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:49.179335] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:49.179549] [INFO ] [CONFIGURE ] GNL: DISCARDED add_rsi (score: 70.00%) [2025-11-21T14:53:49.179620] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5560 tests [2025-11-21T14:53:49.179695] [INFO ] [CONFIGURE ] GNL: Testing feature 25/29: add_tick_distribution [2025-11-21T14:53:49.179758] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T14:53:49.393109] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:49.604819] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:49.818814] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:50.031347] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:50.259209] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:50.474605] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:50.705317] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:50.941141] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:51.174238] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:51.399304] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:51.399477] [INFO ] [CONFIGURE ] GNL: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:53:51.399528] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5559 tests [2025-11-21T14:53:51.399574] [INFO ] [CONFIGURE ] GNL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:53:51.399615] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T14:53:51.630871] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:51.862384] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:52.095807] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:52.326961] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:52.554251] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:52.781837] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:53.028257] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:53:53.255039] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:53.481376] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:53:53.705003] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:53.705200] [INFO ] [CONFIGURE ] GNL: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T14:53:53.705256] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5558 tests [2025-11-21T14:53:53.705301] [INFO ] [CONFIGURE ] GNL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:53:53.705343] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T14:53:53.941317] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:54.175439] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:54.432315] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:54.668229] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:54.905746] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:53:55.138859] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:53:55.374180] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:55.606450] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:55.843786] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:56.077280] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:53:56.077520] [INFO ] [CONFIGURE ] GNL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:53:56.077579] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5557 tests [2025-11-21T14:53:56.077626] [INFO ] [CONFIGURE ] GNL: Testing feature 28/29: add_volume_profile [2025-11-21T14:53:56.077692] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T14:53:56.301771] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:56.525442] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:56.752202] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:56.982468] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:53:57.214429] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:57.447108] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:53:57.676184] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:53:57.914918] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:53:58.157000] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:53:58.412881] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:53:58.413129] [INFO ] [CONFIGURE ] GNL: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T14:53:58.413203] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5556 tests [2025-11-21T14:53:58.413262] [INFO ] [CONFIGURE ] GNL: Testing feature 29/29: add_vwap [2025-11-21T14:53:58.413320] [INFO ] [CONFIGURE ] GNL: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T14:53:58.651264] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:53:58.877159] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T14:53:59.114363] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:53:59.345935] [DEBUG] [FORECASTER] GNL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:53:59.582365] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:53:59.816127] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:00.044806] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:54:00.274713] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:54:01.124408] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:01.430256] [DEBUG] [FORECASTER] GNL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:01.430548] [INFO ] [CONFIGURE ] GNL: DISCARDED add_vwap (score: 80.00%) [2025-11-21T14:54:01.430622] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5555 tests [2025-11-21T14:54:01.430696] [INFO ] [CONFIGURE ] GNL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:54:01.430742] [INFO ] [CONFIGURE ] GNL: Best accuracy: 90.00% [2025-11-21T14:54:01.430785] [INFO ] [CONFIGURE ] GNL: Best feature set (2 features): ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T14:54:01.430827] [INFO ] [CONFIGURE ] GNL: Improvement over baseline: 20.00% [2025-11-21T14:54:01.430873] [INFO ] [CONFIGURE ] GNL: Total time: 1.1 minutes [2025-11-21T14:54:01.430911] [INFO ] [CONFIGURE ] GNL: Average time per feature: 2.3 seconds [2025-11-21T14:54:01.430951] [INFO ] [CONFIGURE ] GNL: Average speed: 0.43 features/sec [2025-11-21T14:54:01.431266] [INFO ] [LOCAL ] Saved configuration for GNL: 2 features, 90.00% accuracy -> ./output/feature-sets/GNL.json [2025-11-21T14:54:01.431325] [INFO ] [CONFIGURE ] GNL: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T14:54:01.431375] [INFO ] [sig ] [537/723] Successfully configured GNL | 0.01 sym/s | Total: 12.3h | ETA: 4.3h [2025-11-21T14:54:01.431421] [INFO ] [sig ] [538/723] Configuring GNRC... [2025-11-21T14:54:01.431460] [INFO ] [CONFIGURE ] GNRC: Configurate test run. [2025-11-21T14:54:01.431501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-11-21T14:54:01.477961] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNRC'. [2025-11-21T14:54:01.478479] [INFO ] [CONFIGURE ] GNRC: Testing with 29 available features [2025-11-21T14:54:01.478544] [INFO ] [CONFIGURE ] GNRC: Establishing baseline with no features... [2025-11-21T14:54:01.678185] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:01.875408] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:02.078066] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:02.268683] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:02.461664] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:02.657965] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:02.852125] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:03.067346] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:03.260670] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:03.460439] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:54:03.460589] [INFO ] [CONFIGURE ] GNRC: Baseline score (no features): 80.00% [2025-11-21T14:54:03.460636] [INFO ] [CONFIGURE ] GNRC: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:54:03.460713] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:54:03.701199] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:03.930733] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:04.159024] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:04.390620] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:04.616016] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:04.841607] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:05.069754] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:05.296826] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:54:05.529022] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:05.764205] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:05.764538] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_bollinger_bands (score: 80.00%) [2025-11-21T14:54:05.764637] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5554 tests [2025-11-21T14:54:05.764742] [INFO ] [CONFIGURE ] GNRC: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:54:05.764860] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:54:05.992553] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:54:06.234609] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:06.465694] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:06.699984] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:06.936040] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:07.172015] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:07.406274] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:07.641141] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:07.881778] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:08.117436] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:08.117805] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T14:54:08.117912] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5553 tests [2025-11-21T14:54:08.117999] [INFO ] [CONFIGURE ] GNRC: Testing feature 3/29: add_daily_returns [2025-11-21T14:54:08.118120] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_daily_returns'] [2025-11-21T14:54:08.322177] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:08.525265] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:08.728135] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:54:08.938741] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:54:09.145101] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:09.344498] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:09.559401] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:54:09.766218] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:09.971777] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:10.181452] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:10.181802] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T14:54:10.181909] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5552 tests [2025-11-21T14:54:10.181994] [INFO ] [CONFIGURE ] GNRC: Testing feature 4/29: add_ema [2025-11-21T14:54:10.182045] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_ema'] [2025-11-21T14:54:10.417159] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:54:10.655049] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:10.896420] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:11.132711] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:54:11.365672] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:11.606114] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:11.845919] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:12.081013] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:12.323673] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:12.563967] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:12.564145] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:54:12.564192] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5551 tests [2025-11-21T14:54:12.564232] [INFO ] [CONFIGURE ] GNRC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:54:12.564267] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:54:12.807529] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:13.047617] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:13.285722] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:54:13.545945] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:54:13.786085] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:14.023241] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:14.262804] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:14.505557] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:14.752369] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:14.993877] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:14.994051] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T14:54:14.994105] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5550 tests [2025-11-21T14:54:14.994150] [INFO ] [CONFIGURE ] GNRC: Testing feature 6/29: add_failed_moves [2025-11-21T14:54:14.994185] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_failed_moves'] [2025-11-21T14:54:15.199820] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:15.398712] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:15.607277] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:15.811125] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:16.001265] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:16.191537] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:16.382618] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:16.571168] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:16.759679] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:16.949986] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:16.950159] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T14:54:16.950206] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5549 tests [2025-11-21T14:54:16.950243] [INFO ] [CONFIGURE ] GNRC: Testing feature 7/29: add_lag_shelf [2025-11-21T14:54:16.950278] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_lag_shelf'] [2025-11-21T14:54:17.127269] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:17.301136] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:17.475602] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:17.650884] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:17.834066] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:18.007032] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:18.180585] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:18.355941] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:18.534350] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:18.711714] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:54:18.711870] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T14:54:18.711916] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5548 tests [2025-11-21T14:54:18.711954] [INFO ] [CONFIGURE ] GNRC: Testing feature 8/29: add_macd [2025-11-21T14:54:18.711989] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T14:54:18.977081] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:54:19.241415] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:19.506708] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:54:19.773878] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:20.042729] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:20.308087] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:20.593365] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:54:20.934743] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:21.279030] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:21.609755] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:54:21.610169] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_macd (score: 10.00%) [2025-11-21T14:54:21.610231] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5547 tests [2025-11-21T14:54:21.610277] [INFO ] [CONFIGURE ] GNRC: Testing feature 9/29: add_mfi [2025-11-21T14:54:21.610318] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_mfi'] [2025-11-21T14:54:21.834046] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:22.023791] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:22.209479] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:22.396311] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:22.586162] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:22.775781] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:22.967917] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:23.170015] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:23.375304] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:23.580769] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:23.581208] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_mfi (score: 80.00%) [2025-11-21T14:54:23.581327] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5546 tests [2025-11-21T14:54:23.581413] [INFO ] [CONFIGURE ] GNRC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:54:23.581527] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:54:23.867431] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:24.156291] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:24.446709] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:24.737075] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:25.048985] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:25.371891] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:25.670613] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:25.968473] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:26.273461] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:26.571447] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:26.571664] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T14:54:26.571727] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5545 tests [2025-11-21T14:54:26.571834] [INFO ] [CONFIGURE ] GNRC: Testing feature 11/29: add_obv_daily [2025-11-21T14:54:26.571890] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_obv_daily'] [2025-11-21T14:54:26.793279] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:27.007946] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:27.223574] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:27.439614] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:27.658633] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:27.876436] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:28.094413] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:28.315615] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:28.539245] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:28.762490] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:54:28.762867] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T14:54:28.762979] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5544 tests [2025-11-21T14:54:28.763067] [INFO ] [CONFIGURE ] GNRC: Testing feature 12/29: add_obv_interval [2025-11-21T14:54:28.763193] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_obv_interval'] [2025-11-21T14:54:28.982103] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:29.196771] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:29.405903] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:29.614924] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:54:29.824352] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:30.036086] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:30.246067] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:30.457524] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:30.677268] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:30.901491] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:30.901685] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:54:30.901764] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5543 tests [2025-11-21T14:54:30.901818] [INFO ] [CONFIGURE ] GNRC: Testing feature 13/29: add_opening_strength [2025-11-21T14:54:30.901865] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:54:31.122418] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:31.329175] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:31.547697] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:54:31.774503] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:31.999577] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:32.222150] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:32.453581] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:32.674658] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:54:32.898510] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:33.125679] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:33.125856] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:54:33.125904] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5542 tests [2025-11-21T14:54:33.125947] [INFO ] [CONFIGURE ] GNRC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:54:33.125990] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T14:54:33.340174] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:54:33.556507] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:33.776621] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:33.995913] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:54:34.216441] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:34.438877] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:34.657711] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:34.876631] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:35.083894] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:35.289250] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:35.289442] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:54:35.289491] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5541 tests [2025-11-21T14:54:35.289530] [INFO ] [CONFIGURE ] GNRC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:54:35.289565] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T14:54:35.466201] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:35.658556] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:35.849585] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:36.047428] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:36.247276] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:36.439661] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:36.632885] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:36.824368] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:37.018692] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:37.219698] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:37.219907] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T14:54:37.219967] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5540 tests [2025-11-21T14:54:37.220019] [INFO ] [CONFIGURE ] GNRC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:54:37.220067] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T14:54:37.427026] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:37.639307] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:37.851023] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:38.057480] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:38.265870] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:38.477559] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:38.695452] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:54:38.905672] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:54:39.114149] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:39.323062] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:39.323252] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:54:39.323302] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5539 tests [2025-11-21T14:54:39.323343] [INFO ] [CONFIGURE ] GNRC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:54:39.323380] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_return_2d'] [2025-11-21T14:54:39.532325] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:54:39.748439] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:39.964818] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:54:40.165050] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:54:40.370365] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:40.574383] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:40.798939] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:41.022718] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:41.253489] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:41.502932] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:41.503289] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-11-21T14:54:41.503400] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5538 tests [2025-11-21T14:54:41.503489] [INFO ] [CONFIGURE ] GNRC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:54:41.503611] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T14:54:41.702117] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:41.886523] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:42.080024] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:42.278140] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:42.477924] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:42.685152] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:42.889422] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:43.102450] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:43.313496] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:43.518790] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:43.518970] [INFO ] [CONFIGURE ] GNRC: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-11-21T14:54:43.519021] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5537 tests [2025-11-21T14:54:43.519061] [INFO ] [CONFIGURE ] GNRC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:54:43.519099] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T14:54:43.755102] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:43.973494] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:44.184415] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:44.391363] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:44.595525] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:44.802395] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:45.006969] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:45.220673] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:45.436940] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:45.654613] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:45.654989] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:54:45.655057] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5536 tests [2025-11-21T14:54:45.655157] [INFO ] [CONFIGURE ] GNRC: Testing feature 20/29: add_price_rejection [2025-11-21T14:54:45.655256] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T14:54:45.903709] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:46.130269] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:46.359341] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:46.588523] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:46.817209] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:47.051785] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:47.283764] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:47.525082] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:54:47.767232] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:47.999844] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:48.000018] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T14:54:48.000066] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5535 tests [2025-11-21T14:54:48.000105] [INFO ] [CONFIGURE ] GNRC: Testing feature 21/29: add_range_position [2025-11-21T14:54:48.000139] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T14:54:48.266614] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:48.528324] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:48.776584] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:49.007180] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:49.237737] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:49.463997] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:49.695665] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:49.922050] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:50.153407] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:50.389161] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:50.389373] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_range_position (score: 80.00%) [2025-11-21T14:54:50.389444] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5534 tests [2025-11-21T14:54:50.389499] [INFO ] [CONFIGURE ] GNRC: Testing feature 22/29: add_realized_volatility [2025-11-21T14:54:50.389544] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T14:54:50.707479] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:51.018413] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:51.320181] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:51.674848] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:52.014134] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:52.332991] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:52.650069] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:52.963454] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:53.284587] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:53.602053] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:53.602247] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T14:54:53.602304] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5533 tests [2025-11-21T14:54:53.602351] [INFO ] [CONFIGURE ] GNRC: Testing feature 23/29: add_recent_range_context [2025-11-21T14:54:53.602394] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T14:54:53.815660] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:54.027044] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:54.241038] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:54.447989] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:54.657929] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:54:54.862819] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:55.066298] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:55.266211] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:55.473761] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:54:55.695544] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:55.695733] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:54:55.695809] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5532 tests [2025-11-21T14:54:55.695912] [INFO ] [CONFIGURE ] GNRC: Testing feature 24/29: add_rsi [2025-11-21T14:54:55.695968] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T14:54:55.964413] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:54:56.245033] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:54:56.515860] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:54:56.769754] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:54:57.011083] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:57.258599] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:54:57.499267] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:57.741597] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:54:57.989965] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:54:58.231263] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:54:58.231440] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_rsi (score: 40.00%) [2025-11-21T14:54:58.231495] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5531 tests [2025-11-21T14:54:58.231547] [INFO ] [CONFIGURE ] GNRC: Testing feature 25/29: add_tick_distribution [2025-11-21T14:54:58.231586] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T14:54:58.426863] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:54:58.625169] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:54:58.829820] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:54:59.030029] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:54:59.228710] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:54:59.431024] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:54:59.643545] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:54:59.857397] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:00.072777] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:00.367846] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:00.368040] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-21T14:55:00.368095] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5530 tests [2025-11-21T14:55:00.368142] [INFO ] [CONFIGURE ] GNRC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:55:00.368197] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T14:55:01.096434] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:55:01.446034] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:01.656041] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:01.874286] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:02.085887] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:55:02.283118] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:55:02.505597] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:55:02.710794] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:02.920904] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:55:03.133625] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:03.133859] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T14:55:03.133920] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5529 tests [2025-11-21T14:55:03.133971] [INFO ] [CONFIGURE ] GNRC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:55:03.134018] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T14:55:03.369175] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:55:03.604051] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:03.838909] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:04.073485] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:04.310365] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:55:04.539782] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:04.778291] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:55:05.014616] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:05.244909] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:55:05.499588] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:05.499866] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T14:55:05.499934] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5528 tests [2025-11-21T14:55:05.499982] [INFO ] [CONFIGURE ] GNRC: Testing feature 28/29: add_volume_profile [2025-11-21T14:55:05.500027] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T14:55:05.723578] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:55:05.949916] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:06.165938] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:06.378456] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:06.600553] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:55:06.823942] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:55:07.043172] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:55:07.262631] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:07.477593] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:07.698478] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:07.698876] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T14:55:07.698992] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5527 tests [2025-11-21T14:55:07.699081] [INFO ] [CONFIGURE ] GNRC: Testing feature 29/29: add_vwap [2025-11-21T14:55:07.699198] [INFO ] [CONFIGURE ] GNRC: Testing with features: ['add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T14:55:07.927171] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:55:08.200685] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:08.503862] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:08.803542] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:09.089122] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:55:09.308855] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:09.526982] [DEBUG] [FORECASTER] GNRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:55:09.747574] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:09.975883] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:55:10.198462] [DEBUG] [FORECASTER] GNRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:55:10.198834] [INFO ] [CONFIGURE ] GNRC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T14:55:10.198963] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5526 tests [2025-11-21T14:55:10.199049] [INFO ] [CONFIGURE ] GNRC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:55:10.199158] [INFO ] [CONFIGURE ] GNRC: Best accuracy: 90.00% [2025-11-21T14:55:10.199241] [INFO ] [CONFIGURE ] GNRC: Best feature set (1 features): ['add_pbf_volatility_5d'] [2025-11-21T14:55:10.199312] [INFO ] [CONFIGURE ] GNRC: Improvement over baseline: 10.00% [2025-11-21T14:55:10.199379] [INFO ] [CONFIGURE ] GNRC: Total time: 1.1 minutes [2025-11-21T14:55:10.199445] [INFO ] [CONFIGURE ] GNRC: Average time per feature: 2.3 seconds [2025-11-21T14:55:10.199512] [INFO ] [CONFIGURE ] GNRC: Average speed: 0.43 features/sec [2025-11-21T14:55:10.199875] [INFO ] [LOCAL ] Saved configuration for GNRC: 1 features, 90.00% accuracy -> ./output/feature-sets/GNRC.json [2025-11-21T14:55:10.200009] [INFO ] [CONFIGURE ] GNRC: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T14:55:10.200089] [INFO ] [sig ] [538/723] Successfully configured GNRC | 0.01 sym/s | Total: 12.4h | ETA: 4.2h [2025-11-21T14:55:10.200162] [INFO ] [sig ] [539/723] Configuring GNT... [2025-11-21T14:55:10.200232] [INFO ] [CONFIGURE ] GNT: Configurate test run. [2025-11-21T14:55:10.200300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'. [2025-11-21T14:55:10.382436] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNT'. [2025-11-21T14:55:10.382878] [INFO ] [CONFIGURE ] GNT: Testing with 29 available features [2025-11-21T14:55:10.382944] [INFO ] [CONFIGURE ] GNT: Establishing baseline with no features... [2025-11-21T14:55:10.558578] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:10.743189] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:10.929329] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:11.105091] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:11.282102] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:11.451760] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:11.621876] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:55:11.794250] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:11.967026] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:12.141324] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:12.141701] [INFO ] [CONFIGURE ] GNT: Baseline score (no features): 70.00% [2025-11-21T14:55:12.141817] [INFO ] [CONFIGURE ] GNT: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:55:12.141895] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:55:12.346541] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:12.555404] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:12.762459] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:12.964393] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:13.169019] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:13.374715] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:13.580574] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:13.786530] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:13.996948] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:55:14.203420] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:55:14.203582] [INFO ] [CONFIGURE ] GNT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T14:55:14.203630] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5525 tests [2025-11-21T14:55:14.203689] [INFO ] [CONFIGURE ] GNT: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:55:14.203751] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:55:14.410758] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:14.616283] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:14.822277] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:15.024739] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:15.226805] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:15.436515] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:15.663713] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:15.872925] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:16.094901] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:55:16.319885] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:55:16.320256] [INFO ] [CONFIGURE ] GNT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:55:16.320366] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5524 tests [2025-11-21T14:55:16.320454] [INFO ] [CONFIGURE ] GNT: Testing feature 3/29: add_daily_returns [2025-11-21T14:55:16.320574] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_daily_returns'] [2025-11-21T14:55:16.505362] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:55:16.680776] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:16.856237] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:17.037831] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:17.220561] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:17.411611] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:17.608452] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:17.792850] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:17.974053] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:55:18.157743] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:55:18.158093] [INFO ] [CONFIGURE ] GNT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T14:55:18.158198] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5523 tests [2025-11-21T14:55:18.158283] [INFO ] [CONFIGURE ] GNT: Testing feature 4/29: add_ema [2025-11-21T14:55:18.158396] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_ema'] [2025-11-21T14:55:18.369571] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:18.582255] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:18.794380] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:19.007814] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:19.221869] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:19.470934] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:19.713669] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:19.962373] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:20.200718] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:20.451091] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:20.451277] [INFO ] [CONFIGURE ] GNT: DISCARDED add_ema (score: 60.00%) [2025-11-21T14:55:20.451325] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5522 tests [2025-11-21T14:55:20.451364] [INFO ] [CONFIGURE ] GNT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:55:20.451398] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:55:20.697096] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:55:20.936524] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:21.181744] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:21.443824] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:55:21.698329] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:55:21.959773] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:55:22.216866] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:22.479327] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:22.733485] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:23.013623] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:55:23.013866] [INFO ] [CONFIGURE ] GNT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T14:55:23.013929] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5521 tests [2025-11-21T14:55:23.013980] [INFO ] [CONFIGURE ] GNT: Testing feature 6/29: add_failed_moves [2025-11-21T14:55:23.014025] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_failed_moves'] [2025-11-21T14:55:23.228885] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:23.454628] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:23.682078] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:23.904226] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:24.125839] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:24.327193] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:24.530841] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:24.745755] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:24.966086] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:25.190226] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:25.190402] [INFO ] [CONFIGURE ] GNT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T14:55:25.190452] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5520 tests [2025-11-21T14:55:25.190494] [INFO ] [CONFIGURE ] GNT: Testing feature 7/29: add_lag_shelf [2025-11-21T14:55:25.190531] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_lag_shelf'] [2025-11-21T14:55:25.382564] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:25.580905] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:25.770455] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:25.966887] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:26.158870] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:26.343362] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:26.534198] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:55:26.726843] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:26.923071] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:27.123558] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:27.123743] [INFO ] [CONFIGURE ] GNT: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T14:55:27.123831] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5519 tests [2025-11-21T14:55:27.123883] [INFO ] [CONFIGURE ] GNT: Testing feature 8/29: add_macd [2025-11-21T14:55:27.123931] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T14:55:27.413231] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:27.673247] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:55:27.926829] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:28.183856] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:28.457030] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:55:28.737492] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:55:29.003967] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:55:29.308029] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:29.587490] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:29.844360] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:55:29.844580] [INFO ] [CONFIGURE ] GNT: DISCARDED add_macd (score: 50.00%) [2025-11-21T14:55:29.844668] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5518 tests [2025-11-21T14:55:29.844721] [INFO ] [CONFIGURE ] GNT: Testing feature 9/29: add_mfi [2025-11-21T14:55:29.844766] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi'] [2025-11-21T14:55:30.026540] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:55:30.205514] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:30.380146] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:30.559874] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:30.742896] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:30.929791] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:55:31.114135] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:31.300386] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:31.483233] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:31.678619] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:31.678999] [INFO ] [CONFIGURE ] GNT: KEPT add_mfi (score: 80.00%) [2025-11-21T14:55:31.679065] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5517 tests [2025-11-21T14:55:31.679160] [INFO ] [CONFIGURE ] GNT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:55:31.679258] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:55:31.983016] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:32.282492] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:32.572038] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:55:32.865009] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:33.176933] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:33.493680] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:33.784754] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:34.074176] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:34.367691] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:34.661388] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:55:34.661601] [INFO ] [CONFIGURE ] GNT: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:55:34.661679] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5516 tests [2025-11-21T14:55:34.661729] [INFO ] [CONFIGURE ] GNT: Testing feature 11/29: add_obv_daily [2025-11-21T14:55:34.661773] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T14:55:34.873606] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:35.082949] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:35.290945] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:35.505537] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:35.732824] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:35.949033] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:36.165405] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:36.380282] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:36.616140] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:36.823629] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:36.823821] [INFO ] [CONFIGURE ] GNT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T14:55:36.823874] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5515 tests [2025-11-21T14:55:36.823912] [INFO ] [CONFIGURE ] GNT: Testing feature 12/29: add_obv_interval [2025-11-21T14:55:36.823953] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T14:55:37.020508] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:37.212480] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:37.406076] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:37.614944] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:37.808268] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:38.007460] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:38.224581] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:38.446536] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:38.692870] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:55:38.914867] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:38.915050] [INFO ] [CONFIGURE ] GNT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T14:55:38.915107] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5514 tests [2025-11-21T14:55:38.915154] [INFO ] [CONFIGURE ] GNT: Testing feature 13/29: add_opening_strength [2025-11-21T14:55:38.915196] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:55:39.162907] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:55:39.405184] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:39.632316] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:39.858375] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:55:40.091376] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:40.322926] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:40.558324] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:40.791191] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:41.033173] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:41.271427] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T14:55:41.271615] [INFO ] [CONFIGURE ] GNT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T14:55:41.271691] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5513 tests [2025-11-21T14:55:41.271739] [INFO ] [CONFIGURE ] GNT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:55:41.271829] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-21T14:55:41.483027] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:41.713921] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:41.935454] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:42.154438] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:42.402050] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:42.635862] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:42.852086] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:43.070029] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:43.308223] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:43.535488] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:43.535718] [INFO ] [CONFIGURE ] GNT: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:55:43.535780] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5512 tests [2025-11-21T14:55:43.535818] [INFO ] [CONFIGURE ] GNT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:55:43.535863] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T14:55:43.733871] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:43.943712] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:44.142123] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:44.347103] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:44.558195] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:44.756806] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:44.957098] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:45.168612] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:45.369892] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:45.563396] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:45.563558] [INFO ] [CONFIGURE ] GNT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T14:55:45.563606] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5511 tests [2025-11-21T14:55:45.563670] [INFO ] [CONFIGURE ] GNT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:55:45.563743] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T14:55:45.769951] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:45.975907] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:46.199910] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:46.427500] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:46.651490] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:46.888410] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:47.140925] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:55:47.418409] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:47.668343] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:47.912513] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:47.912714] [INFO ] [CONFIGURE ] GNT: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:55:47.912775] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5510 tests [2025-11-21T14:55:47.912822] [INFO ] [CONFIGURE ] GNT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:55:47.912865] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-21T14:55:48.169287] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:48.412983] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:48.647040] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:48.887374] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:49.121190] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:49.346266] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:49.578193] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:55:49.802477] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:50.042219] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:50.277157] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:50.277314] [INFO ] [CONFIGURE ] GNT: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T14:55:50.277372] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5509 tests [2025-11-21T14:55:50.277438] [INFO ] [CONFIGURE ] GNT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:55:50.277482] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T14:55:50.488192] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:55:50.698298] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:50.912853] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:51.127980] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:51.332718] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:51.542512] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:51.758727] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:55:51.971109] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:52.180827] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:52.373406] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:52.373557] [INFO ] [CONFIGURE ] GNT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T14:55:52.373604] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5508 tests [2025-11-21T14:55:52.373659] [INFO ] [CONFIGURE ] GNT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:55:52.373719] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T14:55:52.562326] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:55:52.753996] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:52.951079] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:53.149098] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:53.341174] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:53.526780] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:55:53.711092] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:53.896135] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:54.080852] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:54.267758] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:54.267929] [INFO ] [CONFIGURE ] GNT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:55:54.267982] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5507 tests [2025-11-21T14:55:54.268022] [INFO ] [CONFIGURE ] GNT: Testing feature 20/29: add_price_rejection [2025-11-21T14:55:54.268057] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-21T14:55:54.482194] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:55:54.694806] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:54.906850] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:55:55.115284] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:55:55.323441] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:55.543513] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:55:55.776523] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:56.001726] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:56.216023] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:56.430157] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:56.430337] [INFO ] [CONFIGURE ] GNT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T14:55:56.430394] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5506 tests [2025-11-21T14:55:56.430440] [INFO ] [CONFIGURE ] GNT: Testing feature 21/29: add_range_position [2025-11-21T14:55:56.430482] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-21T14:55:56.659758] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:55:56.889358] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:57.122775] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:57.354254] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T14:55:57.585007] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:55:57.818727] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:55:58.070371] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:55:58.302222] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:55:58.536136] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:55:58.770199] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:55:58.770364] [INFO ] [CONFIGURE ] GNT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T14:55:58.770450] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5505 tests [2025-11-21T14:55:58.770500] [INFO ] [CONFIGURE ] GNT: Testing feature 22/29: add_realized_volatility [2025-11-21T14:55:58.770543] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-21T14:55:59.073609] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:55:59.378716] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:55:59.687684] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:55:59.995126] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:56:00.318372] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:56:01.276989] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:56:01.589792] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:56:01.905363] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:02.222469] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:56:02.536715] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:56:02.536905] [INFO ] [CONFIGURE ] GNT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:56:02.536962] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5504 tests [2025-11-21T14:56:02.537010] [INFO ] [CONFIGURE ] GNT: Testing feature 23/29: add_recent_range_context [2025-11-21T14:56:02.537052] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-21T14:56:02.751384] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:56:02.955551] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:03.153754] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:56:03.352246] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:56:03.552863] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:56:03.750783] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:03.951715] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:56:04.159529] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:04.371550] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:04.608914] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:56:04.609091] [INFO ] [CONFIGURE ] GNT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T14:56:04.609151] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5503 tests [2025-11-21T14:56:04.609197] [INFO ] [CONFIGURE ] GNT: Testing feature 24/29: add_rsi [2025-11-21T14:56:04.609239] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T14:56:04.873730] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:56:05.146743] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:05.419017] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:56:05.688947] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:56:05.959573] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:56:06.225576] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:06.494893] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:56:06.785934] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:07.064008] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:07.357284] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:56:07.357520] [INFO ] [CONFIGURE ] GNT: DISCARDED add_rsi (score: 60.00%) [2025-11-21T14:56:07.357584] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5502 tests [2025-11-21T14:56:07.357633] [INFO ] [CONFIGURE ] GNT: Testing feature 25/29: add_tick_distribution [2025-11-21T14:56:07.357702] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-21T14:56:07.580418] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:56:07.811985] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:08.044776] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:56:08.281769] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:56:08.505078] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:56:08.734787] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:08.982516] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:56:09.204161] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:09.435037] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:09.662061] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:56:09.662258] [INFO ] [CONFIGURE ] GNT: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:56:09.662321] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5501 tests [2025-11-21T14:56:09.662371] [INFO ] [CONFIGURE ] GNT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:56:09.662413] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T14:56:09.884659] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:56:10.113332] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:10.341959] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:56:10.572383] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:56:10.801382] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:56:11.031954] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:11.257100] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:56:11.482224] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:56:11.707179] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:11.933883] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:56:11.934054] [INFO ] [CONFIGURE ] GNT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:56:11.934110] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5500 tests [2025-11-21T14:56:11.934157] [INFO ] [CONFIGURE ] GNT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:56:11.934202] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_volume_price_divergence'] [2025-11-21T14:56:12.181178] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:56:12.424661] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:12.669503] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:56:12.918184] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:56:13.163939] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:56:13.407042] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:56:13.644701] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T14:56:13.891902] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:14.139334] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:56:14.389637] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:56:14.389838] [INFO ] [CONFIGURE ] GNT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:56:14.389898] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5499 tests [2025-11-21T14:56:14.389946] [INFO ] [CONFIGURE ] GNT: Testing feature 28/29: add_volume_profile [2025-11-21T14:56:14.389990] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_volume_profile'] [2025-11-21T14:56:14.624534] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:56:14.871255] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:15.121624] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:56:15.408308] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:56:15.740504] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T14:56:16.032969] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:16.292237] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:56:16.519304] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:16.740124] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:16.963044] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:56:16.963234] [INFO ] [CONFIGURE ] GNT: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T14:56:16.963296] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5498 tests [2025-11-21T14:56:16.963344] [INFO ] [CONFIGURE ] GNT: Testing feature 29/29: add_vwap [2025-11-21T14:56:16.963386] [INFO ] [CONFIGURE ] GNT: Testing with features: ['add_mfi', 'add_vwap'] [2025-11-21T14:56:17.191640] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T14:56:17.414070] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:17.635020] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:56:17.855742] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T14:56:18.082288] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:56:18.306974] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:56:18.527201] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T14:56:18.755764] [DEBUG] [FORECASTER] GNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:18.982395] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:19.207847] [DEBUG] [FORECASTER] GNT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T14:56:19.208025] [INFO ] [CONFIGURE ] GNT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T14:56:19.208084] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5497 tests [2025-11-21T14:56:19.208133] [INFO ] [CONFIGURE ] GNT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:56:19.208177] [INFO ] [CONFIGURE ] GNT: Best accuracy: 80.00% [2025-11-21T14:56:19.208222] [INFO ] [CONFIGURE ] GNT: Best feature set (1 features): ['add_mfi'] [2025-11-21T14:56:19.208263] [INFO ] [CONFIGURE ] GNT: Improvement over baseline: 10.00% [2025-11-21T14:56:19.208305] [INFO ] [CONFIGURE ] GNT: Total time: 1.1 minutes [2025-11-21T14:56:19.208358] [INFO ] [CONFIGURE ] GNT: Average time per feature: 2.3 seconds [2025-11-21T14:56:19.208400] [INFO ] [CONFIGURE ] GNT: Average speed: 0.43 features/sec [2025-11-21T14:56:19.208845] [INFO ] [LOCAL ] Saved configuration for GNT: 1 features, 80.00% accuracy -> ./output/feature-sets/GNT.json [2025-11-21T14:56:19.208905] [INFO ] [CONFIGURE ] GNT: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T14:56:19.208957] [INFO ] [sig ] [539/723] Successfully configured GNT | 0.01 sym/s | Total: 12.4h | ETA: 4.2h [2025-11-21T14:56:19.209002] [INFO ] [sig ] [540/723] Configuring GNW... [2025-11-21T14:56:19.209043] [INFO ] [CONFIGURE ] GNW: Configurate test run. [2025-11-21T14:56:19.209097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'. [2025-11-21T14:56:19.283742] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNW'. [2025-11-21T14:56:19.284142] [INFO ] [CONFIGURE ] GNW: Testing with 29 available features [2025-11-21T14:56:19.284208] [INFO ] [CONFIGURE ] GNW: Establishing baseline with no features... [2025-11-21T14:56:19.483882] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:19.680675] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:19.858249] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:20.035625] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:20.217255] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:20.395127] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:20.578204] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:20.762046] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:20.949981] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:21.132572] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:21.132755] [INFO ] [CONFIGURE ] GNW: Baseline score (no features): 40.00% [2025-11-21T14:56:21.132833] [INFO ] [CONFIGURE ] GNW: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:56:21.132893] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:56:21.347121] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:56:21.564263] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:21.781144] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:21.993187] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:22.203132] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:22.414664] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:22.628246] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:22.838341] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:23.046522] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:23.253679] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:56:23.253850] [INFO ] [CONFIGURE ] GNW: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T14:56:23.253900] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5496 tests [2025-11-21T14:56:23.253938] [INFO ] [CONFIGURE ] GNW: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:56:23.253972] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:56:23.465410] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:23.675350] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:23.883229] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:24.095027] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:56:24.305346] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:24.520162] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:24.733938] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:24.945561] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:25.171413] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:25.411377] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:56:25.411753] [INFO ] [CONFIGURE ] GNW: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T14:56:25.411874] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5495 tests [2025-11-21T14:56:25.411962] [INFO ] [CONFIGURE ] GNW: Testing feature 3/29: add_daily_returns [2025-11-21T14:56:25.412073] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns'] [2025-11-21T14:56:25.604567] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:25.787893] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:25.973629] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:26.161755] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:26.353216] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:26.542721] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:26.728216] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:26.912561] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:27.103472] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:27.303029] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:27.303194] [INFO ] [CONFIGURE ] GNW: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:56:27.303242] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5494 tests [2025-11-21T14:56:27.303280] [INFO ] [CONFIGURE ] GNW: Testing feature 4/29: add_ema [2025-11-21T14:56:27.303315] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_ema'] [2025-11-21T14:56:27.522544] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:56:27.740783] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:27.960209] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:28.187195] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:28.408352] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:28.630708] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:28.851308] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:29.078269] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:29.299282] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:29.520374] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:29.520547] [INFO ] [CONFIGURE ] GNW: DISCARDED add_ema (score: 30.00%) [2025-11-21T14:56:29.520595] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5493 tests [2025-11-21T14:56:29.520635] [INFO ] [CONFIGURE ] GNW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:56:29.520692] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:56:29.744800] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:56:29.970071] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:30.189083] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:30.413605] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:30.636604] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:30.860859] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:31.080601] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:31.307371] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:31.535536] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:31.762154] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:31.762341] [INFO ] [CONFIGURE ] GNW: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T14:56:31.762397] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5492 tests [2025-11-21T14:56:31.762452] [INFO ] [CONFIGURE ] GNW: Testing feature 6/29: add_failed_moves [2025-11-21T14:56:31.762503] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_failed_moves'] [2025-11-21T14:56:31.947799] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:56:32.130821] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:32.315046] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:32.502469] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:32.693564] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:32.879138] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:33.071896] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:33.253902] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:33.445115] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:33.635948] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:33.636111] [INFO ] [CONFIGURE ] GNW: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T14:56:33.636157] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5491 tests [2025-11-21T14:56:33.636194] [INFO ] [CONFIGURE ] GNW: Testing feature 7/29: add_lag_shelf [2025-11-21T14:56:33.636230] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_lag_shelf'] [2025-11-21T14:56:33.814600] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:33.993531] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:34.170629] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:34.344277] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:34.523994] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:34.707776] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:34.885382] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:35.073177] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:35.269190] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:35.470955] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:35.471487] [INFO ] [CONFIGURE ] GNW: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T14:56:35.471608] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5490 tests [2025-11-21T14:56:35.471737] [INFO ] [CONFIGURE ] GNW: Testing feature 8/29: add_macd [2025-11-21T14:56:35.471855] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T14:56:35.749515] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:36.040555] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:36.320681] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:36.599490] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:36.908825] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:37.211212] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:37.478472] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:37.742846] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:38.037616] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:38.338986] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:56:38.339175] [INFO ] [CONFIGURE ] GNW: DISCARDED add_macd (score: 30.00%) [2025-11-21T14:56:38.339229] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5489 tests [2025-11-21T14:56:38.339279] [INFO ] [CONFIGURE ] GNW: Testing feature 9/29: add_mfi [2025-11-21T14:56:38.339315] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_mfi'] [2025-11-21T14:56:38.543543] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:56:38.742494] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:38.925363] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:39.108496] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:39.289042] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:39.472852] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:39.657605] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:39.843387] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:40.032441] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:40.214925] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:40.215124] [INFO ] [CONFIGURE ] GNW: DISCARDED add_mfi (score: 30.00%) [2025-11-21T14:56:40.215175] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5488 tests [2025-11-21T14:56:40.215214] [INFO ] [CONFIGURE ] GNW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:56:40.215250] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:56:40.478114] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:56:40.748096] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:41.029205] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:56:41.310250] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:41.617234] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:41.921356] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:42.224604] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:42.526973] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:42.816576] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:43.111638] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:43.111838] [INFO ] [CONFIGURE ] GNW: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T14:56:43.111902] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5487 tests [2025-11-21T14:56:43.111950] [INFO ] [CONFIGURE ] GNW: Testing feature 11/29: add_obv_daily [2025-11-21T14:56:43.111995] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_obv_daily'] [2025-11-21T14:56:43.334262] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:43.549342] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:56:43.762215] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:43.980090] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:44.195981] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:44.411719] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:44.628899] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:44.868363] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:45.096837] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:45.315052] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:56:45.315236] [INFO ] [CONFIGURE ] GNW: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T14:56:45.315286] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5486 tests [2025-11-21T14:56:45.315325] [INFO ] [CONFIGURE ] GNW: Testing feature 12/29: add_obv_interval [2025-11-21T14:56:45.315411] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_obv_interval'] [2025-11-21T14:56:45.526316] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:56:45.742861] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:45.975757] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T14:56:46.195067] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:46.413515] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:56:46.623762] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:46.834980] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:47.050109] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:47.268448] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:47.476093] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:56:47.476255] [INFO ] [CONFIGURE ] GNW: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:56:47.476302] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5485 tests [2025-11-21T14:56:47.476340] [INFO ] [CONFIGURE ] GNW: Testing feature 13/29: add_opening_strength [2025-11-21T14:56:47.476375] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:56:47.684571] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:47.890918] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:48.105233] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:48.320337] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:56:48.560415] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:48.796073] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:49.032979] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:49.268857] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:49.509379] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:49.752323] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:49.752715] [INFO ] [CONFIGURE ] GNW: KEPT add_opening_strength (score: 50.00%) [2025-11-21T14:56:49.752825] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5484 tests [2025-11-21T14:56:49.752912] [INFO ] [CONFIGURE ] GNW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:56:49.753035] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T14:56:50.021812] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:50.307635] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:50.575385] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:50.834509] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:56:51.092595] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:51.347554] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:51.603962] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:51.866415] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:52.135557] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:56:52.400467] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:56:52.400639] [INFO ] [CONFIGURE ] GNW: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T14:56:52.400720] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5483 tests [2025-11-21T14:56:52.400787] [INFO ] [CONFIGURE ] GNW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:56:52.400834] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T14:56:52.660275] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:52.910093] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:53.148088] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:53.396143] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:56:53.653774] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:53.905503] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:54.153689] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:54.416155] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:54.650213] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:54.886110] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:56:54.886465] [INFO ] [CONFIGURE ] GNW: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:56:54.886564] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5482 tests [2025-11-21T14:56:54.886666] [INFO ] [CONFIGURE ] GNW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:56:54.886778] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T14:56:55.146726] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:55.393800] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:55.645457] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:55.901677] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:56:56.158427] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:56.408180] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:56.663846] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:56.917516] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:57.172996] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:57.430273] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:56:57.430449] [INFO ] [CONFIGURE ] GNW: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T14:56:57.430497] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5481 tests [2025-11-21T14:56:57.430534] [INFO ] [CONFIGURE ] GNW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:56:57.430569] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T14:56:57.669087] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:56:57.912414] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:56:58.155211] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:56:58.396065] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:56:58.641660] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:56:58.887333] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:56:59.154292] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:56:59.406496] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:56:59.684612] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:56:59.952300] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:56:59.952496] [INFO ] [CONFIGURE ] GNW: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T14:56:59.952584] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5480 tests [2025-11-21T14:56:59.952949] [INFO ] [CONFIGURE ] GNW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:56:59.953021] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T14:57:00.198418] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:00.476137] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:01.322052] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:01.717557] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:01.952094] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:02.185563] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:02.455517] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:02.790858] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:03.099743] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:03.409178] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:03.409386] [INFO ] [CONFIGURE ] GNW: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T14:57:03.409599] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5479 tests [2025-11-21T14:57:03.409716] [INFO ] [CONFIGURE ] GNW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:57:03.409770] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T14:57:03.643521] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:03.882153] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:04.115897] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:04.365195] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:04.597538] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:04.829825] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:05.050067] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:05.268091] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:05.491670] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:05.723742] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:05.723911] [INFO ] [CONFIGURE ] GNW: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T14:57:05.723961] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5478 tests [2025-11-21T14:57:05.724002] [INFO ] [CONFIGURE ] GNW: Testing feature 20/29: add_price_rejection [2025-11-21T14:57:05.724039] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T14:57:05.977011] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:57:06.234503] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:06.474475] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:06.714308] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:06.963178] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:07.215034] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:07.458239] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:07.710834] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:07.963331] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:08.215066] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:08.215302] [INFO ] [CONFIGURE ] GNW: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T14:57:08.215362] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5477 tests [2025-11-21T14:57:08.215409] [INFO ] [CONFIGURE ] GNW: Testing feature 21/29: add_range_position [2025-11-21T14:57:08.215452] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T14:57:08.481216] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:08.753427] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:09.006033] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:09.257737] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:09.509835] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:09.774210] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:10.036486] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:10.289287] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:10.541667] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T14:57:10.796197] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:10.796385] [INFO ] [CONFIGURE ] GNW: DISCARDED add_range_position (score: 40.00%) [2025-11-21T14:57:10.796444] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5476 tests [2025-11-21T14:57:10.796491] [INFO ] [CONFIGURE ] GNW: Testing feature 22/29: add_realized_volatility [2025-11-21T14:57:10.796534] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T14:57:11.143122] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:11.485288] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:11.826780] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:12.160317] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:12.500065] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:12.837247] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:13.173228] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:13.521335] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:13.874212] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:14.231761] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:14.231960] [INFO ] [CONFIGURE ] GNW: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T14:57:14.232019] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5475 tests [2025-11-21T14:57:14.232066] [INFO ] [CONFIGURE ] GNW: Testing feature 23/29: add_recent_range_context [2025-11-21T14:57:14.232108] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T14:57:14.473589] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:14.721050] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:14.954085] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:15.185476] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:15.420960] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:15.656193] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:15.891341] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:16.134883] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:16.381771] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:16.634121] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:16.634334] [INFO ] [CONFIGURE ] GNW: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T14:57:16.634394] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5474 tests [2025-11-21T14:57:16.634443] [INFO ] [CONFIGURE ] GNW: Testing feature 24/29: add_rsi [2025-11-21T14:57:16.634488] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T14:57:16.922279] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:17.216285] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:17.500667] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:17.787998] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:18.086104] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:18.392404] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:18.693526] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:18.987102] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:19.284465] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:19.572496] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:19.572756] [INFO ] [CONFIGURE ] GNW: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:57:19.572818] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5473 tests [2025-11-21T14:57:19.572865] [INFO ] [CONFIGURE ] GNW: Testing feature 25/29: add_tick_distribution [2025-11-21T14:57:19.572909] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T14:57:19.803938] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:20.044693] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:20.284193] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:20.528705] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:20.768519] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:21.003550] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:21.237782] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:21.488358] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:21.742590] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:21.988268] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:21.988462] [INFO ] [CONFIGURE ] GNW: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T14:57:21.988735] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5472 tests [2025-11-21T14:57:21.988794] [INFO ] [CONFIGURE ] GNW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:57:21.988888] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T14:57:22.220559] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:57:22.452756] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:22.708105] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:22.942218] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:23.177167] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:23.412002] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:57:23.651004] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:23.880445] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:24.111274] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:24.344748] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:57:24.344945] [INFO ] [CONFIGURE ] GNW: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T14:57:24.345003] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5471 tests [2025-11-21T14:57:24.345053] [INFO ] [CONFIGURE ] GNW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:57:24.345099] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T14:57:24.609099] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:24.883122] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:25.145059] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:25.405199] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:25.672049] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:25.949281] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:26.215128] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:26.478776] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:26.740858] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:27.009165] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:27.009334] [INFO ] [CONFIGURE ] GNW: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:57:27.009385] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5470 tests [2025-11-21T14:57:27.009426] [INFO ] [CONFIGURE ] GNW: Testing feature 28/29: add_volume_profile [2025-11-21T14:57:27.009471] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T14:57:27.253818] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:27.496579] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:27.755129] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:28.011319] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:57:28.263445] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:28.512333] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:28.759922] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:29.007425] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:29.257705] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:29.507906] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:29.508080] [INFO ] [CONFIGURE ] GNW: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T14:57:29.508136] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5469 tests [2025-11-21T14:57:29.508182] [INFO ] [CONFIGURE ] GNW: Testing feature 29/29: add_vwap [2025-11-21T14:57:29.508224] [INFO ] [CONFIGURE ] GNW: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T14:57:29.760663] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:30.017997] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:30.289857] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T14:57:30.541687] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:30.791041] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:31.042024] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:57:31.297074] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:31.548984] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:31.793237] [DEBUG] [FORECASTER] GNW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:57:32.039251] [DEBUG] [FORECASTER] GNW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:57:32.039430] [INFO ] [CONFIGURE ] GNW: DISCARDED add_vwap (score: 40.00%) [2025-11-21T14:57:32.039487] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5468 tests [2025-11-21T14:57:32.039561] [INFO ] [CONFIGURE ] GNW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:57:32.039607] [INFO ] [CONFIGURE ] GNW: Best accuracy: 50.00% [2025-11-21T14:57:32.039668] [INFO ] [CONFIGURE ] GNW: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength'] [2025-11-21T14:57:32.039712] [INFO ] [CONFIGURE ] GNW: Improvement over baseline: 10.00% [2025-11-21T14:57:32.039749] [INFO ] [CONFIGURE ] GNW: Total time: 1.2 minutes [2025-11-21T14:57:32.039784] [INFO ] [CONFIGURE ] GNW: Average time per feature: 2.4 seconds [2025-11-21T14:57:32.039821] [INFO ] [CONFIGURE ] GNW: Average speed: 0.41 features/sec [2025-11-21T14:57:32.040168] [INFO ] [LOCAL ] Saved configuration for GNW: 2 features, 50.00% accuracy -> ./output/feature-sets/GNW.json [2025-11-21T14:57:32.040225] [INFO ] [CONFIGURE ] GNW: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-11-21T14:57:32.040272] [INFO ] [sig ] [540/723] Successfully configured GNW | 0.01 sym/s | Total: 12.4h | ETA: 4.2h [2025-11-21T14:57:32.040316] [INFO ] [sig ] [541/723] Configuring GOF... [2025-11-21T14:57:32.040355] [INFO ] [CONFIGURE ] GOF: Configurate test run. [2025-11-21T14:57:32.040395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-11-21T14:57:32.085464] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GOF'. [2025-11-21T14:57:32.085825] [INFO ] [CONFIGURE ] GOF: Testing with 29 available features [2025-11-21T14:57:32.085888] [INFO ] [CONFIGURE ] GOF: Establishing baseline with no features... [2025-11-21T14:57:32.256507] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:32.432477] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:32.610977] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:32.783864] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:57:32.961513] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:33.133247] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:57:33.305984] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:33.478475] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:33.655841] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:57:33.831146] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:33.831298] [INFO ] [CONFIGURE ] GOF: Baseline score (no features): 50.00% [2025-11-21T14:57:33.831345] [INFO ] [CONFIGURE ] GOF: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:57:33.831382] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:57:34.041221] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:34.250818] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:34.456033] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:34.669773] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:57:34.887313] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:35.095149] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:57:35.304404] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:35.518294] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:35.732381] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:57:35.950395] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:57:35.950565] [INFO ] [CONFIGURE ] GOF: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T14:57:35.950611] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5467 tests [2025-11-21T14:57:35.950668] [INFO ] [CONFIGURE ] GOF: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:57:35.950728] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:57:36.159686] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:36.368993] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:57:36.578862] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:36.794088] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:57:37.006103] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:37.221221] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:57:37.441028] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:37.668350] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:37.889336] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:57:38.121478] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:38.121678] [INFO ] [CONFIGURE ] GOF: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T14:57:38.121755] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5466 tests [2025-11-21T14:57:38.121805] [INFO ] [CONFIGURE ] GOF: Testing feature 3/29: add_daily_returns [2025-11-21T14:57:38.121852] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_daily_returns'] [2025-11-21T14:57:38.319266] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:57:38.517724] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:38.719850] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:38.921005] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:57:39.120849] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:39.320404] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:57:39.515015] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:39.713596] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:39.913151] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:57:40.115134] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:40.115297] [INFO ] [CONFIGURE ] GOF: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T14:57:40.115344] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5465 tests [2025-11-21T14:57:40.115380] [INFO ] [CONFIGURE ] GOF: Testing feature 4/29: add_ema [2025-11-21T14:57:40.115414] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_ema'] [2025-11-21T14:57:40.348387] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:40.576787] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:40.803355] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:41.031999] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:57:41.251508] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:41.473160] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:57:41.697700] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:41.916913] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:42.135356] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:57:42.351817] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:57:42.351994] [INFO ] [CONFIGURE ] GOF: DISCARDED add_ema (score: 40.00%) [2025-11-21T14:57:42.352042] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5464 tests [2025-11-21T14:57:42.352081] [INFO ] [CONFIGURE ] GOF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:57:42.352120] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:57:42.586571] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:57:42.830588] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:43.085490] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:43.326366] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:43.564482] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:43.808971] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:57:44.047944] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:44.287425] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:44.520479] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:57:44.756189] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:44.756369] [INFO ] [CONFIGURE ] GOF: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T14:57:44.756424] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5463 tests [2025-11-21T14:57:44.756473] [INFO ] [CONFIGURE ] GOF: Testing feature 6/29: add_failed_moves [2025-11-21T14:57:44.756514] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:57:45.013551] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:45.253406] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:45.494924] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:45.743138] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:45.988155] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:46.248876] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:57:46.504671] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:46.750656] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:46.992105] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:57:47.242596] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:47.242801] [INFO ] [CONFIGURE ] GOF: KEPT add_failed_moves (score: 70.00%) [2025-11-21T14:57:47.242858] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5462 tests [2025-11-21T14:57:47.242956] [INFO ] [CONFIGURE ] GOF: Testing feature 7/29: add_lag_shelf [2025-11-21T14:57:47.243004] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T14:57:47.484481] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:47.728956] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:47.973521] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:48.218559] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:48.462915] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:48.700875] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:57:48.942262] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:49.177277] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:49.406960] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:57:49.650236] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:49.650422] [INFO ] [CONFIGURE ] GOF: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T14:57:49.650477] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5461 tests [2025-11-21T14:57:49.650530] [INFO ] [CONFIGURE ] GOF: Testing feature 8/29: add_macd [2025-11-21T14:57:49.650573] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T14:57:49.938832] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:57:50.227054] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:57:50.519329] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:57:50.815396] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:51.127158] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:57:51.448507] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:57:51.764434] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:52.087431] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:52.404390] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:57:52.728987] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:57:52.729195] [INFO ] [CONFIGURE ] GOF: DISCARDED add_macd (score: 40.00%) [2025-11-21T14:57:52.729252] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5460 tests [2025-11-21T14:57:52.729304] [INFO ] [CONFIGURE ] GOF: Testing feature 9/29: add_mfi [2025-11-21T14:57:52.729348] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T14:57:53.003245] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:57:53.271838] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:53.555416] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:53.819938] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:57:54.099323] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:57:54.364317] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:57:54.619354] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:54.931968] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:55.284666] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:57:55.612875] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:55.613174] [INFO ] [CONFIGURE ] GOF: DISCARDED add_mfi (score: 50.00%) [2025-11-21T14:57:55.613257] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5459 tests [2025-11-21T14:57:55.613314] [INFO ] [CONFIGURE ] GOF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:57:55.613380] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:57:55.955456] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:57:56.280927] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:56.604090] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:57:56.946889] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:57:57.291298] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:57:57.641293] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:57:57.985780] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:57:58.358591] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:57:58.694885] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:57:59.025356] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:57:59.025536] [INFO ] [CONFIGURE ] GOF: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T14:57:59.025592] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5458 tests [2025-11-21T14:57:59.025664] [INFO ] [CONFIGURE ] GOF: Testing feature 11/29: add_obv_daily [2025-11-21T14:57:59.025713] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T14:57:59.267740] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:57:59.508164] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:57:59.749381] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:57:59.993939] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:00.247831] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:00.498708] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:01.433810] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:58:01.790248] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:02.032296] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:02.302137] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:58:02.302363] [INFO ] [CONFIGURE ] GOF: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T14:58:02.302423] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5457 tests [2025-11-21T14:58:02.302473] [INFO ] [CONFIGURE ] GOF: Testing feature 12/29: add_obv_interval [2025-11-21T14:58:02.302519] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T14:58:02.554988] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:02.805395] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:03.049297] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:03.309353] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:03.567605] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:03.833900] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:04.099929] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:04.382233] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:04.657880] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:04.918730] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:04.918930] [INFO ] [CONFIGURE ] GOF: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T14:58:04.918990] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5456 tests [2025-11-21T14:58:04.919039] [INFO ] [CONFIGURE ] GOF: Testing feature 13/29: add_opening_strength [2025-11-21T14:58:04.919085] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:58:05.171867] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:05.436460] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:05.693547] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:05.949839] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:06.200896] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:58:06.455493] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:06.706557] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:06.966395] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:07.222710] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:07.502014] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:07.502253] [INFO ] [CONFIGURE ] GOF: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T14:58:07.502312] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5455 tests [2025-11-21T14:58:07.502361] [INFO ] [CONFIGURE ] GOF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:58:07.502405] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T14:58:07.778636] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:58:08.036327] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:08.296244] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:08.560481] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:08.826700] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:09.114996] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:09.399371] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:09.689885] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:09.986700] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:10.296677] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:10.296915] [INFO ] [CONFIGURE ] GOF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T14:58:10.296975] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5454 tests [2025-11-21T14:58:10.297021] [INFO ] [CONFIGURE ] GOF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:58:10.297063] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T14:58:10.545828] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:10.799500] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:11.051027] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:58:11.303814] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:11.556148] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:11.813146] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:12.061541] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:12.290104] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:12.536271] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:58:12.794094] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:12.794291] [INFO ] [CONFIGURE ] GOF: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T14:58:12.794350] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5453 tests [2025-11-21T14:58:12.794395] [INFO ] [CONFIGURE ] GOF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:58:12.794437] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T14:58:13.077748] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:58:13.330038] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:13.589683] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:13.851482] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:14.103844] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:14.362506] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:14.623552] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:14.884444] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:15.141685] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:15.402609] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:15.402825] [INFO ] [CONFIGURE ] GOF: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T14:58:15.402883] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5452 tests [2025-11-21T14:58:15.402928] [INFO ] [CONFIGURE ] GOF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:58:15.402973] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T14:58:15.658439] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:15.916986] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:16.172535] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:16.428557] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:16.682693] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:16.942218] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:17.200477] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:17.467592] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:17.733015] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:17.996371] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:17.996569] [INFO ] [CONFIGURE ] GOF: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T14:58:17.996626] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5451 tests [2025-11-21T14:58:17.996696] [INFO ] [CONFIGURE ] GOF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:58:17.996741] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T14:58:18.225880] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:18.462159] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:18.699702] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:18.928045] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:19.184250] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:19.411908] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:19.643779] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:19.879432] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:20.118901] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:20.353937] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:20.354122] [INFO ] [CONFIGURE ] GOF: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T14:58:20.354181] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5450 tests [2025-11-21T14:58:20.354231] [INFO ] [CONFIGURE ] GOF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:58:20.354276] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T14:58:20.598499] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:58:20.846862] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:21.092687] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:21.337755] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:21.589463] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:21.835388] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:22.083729] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:22.319891] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:22.563528] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:58:22.799315] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:22.799489] [INFO ] [CONFIGURE ] GOF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T14:58:22.799547] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5449 tests [2025-11-21T14:58:22.799592] [INFO ] [CONFIGURE ] GOF: Testing feature 20/29: add_price_rejection [2025-11-21T14:58:22.799634] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T14:58:23.040612] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:23.290140] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:23.552026] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:23.808207] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:24.054186] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:58:24.305741] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:24.560670] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:58:24.821819] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:25.069049] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:25.330926] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:58:25.331112] [INFO ] [CONFIGURE ] GOF: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T14:58:25.331177] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5448 tests [2025-11-21T14:58:25.331233] [INFO ] [CONFIGURE ] GOF: Testing feature 21/29: add_range_position [2025-11-21T14:58:25.331278] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T14:58:25.617723] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:25.891098] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:26.180507] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:26.465884] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:26.765985] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:27.053036] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:27.348774] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:27.651326] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:27.939812] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:28.216335] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:58:28.216510] [INFO ] [CONFIGURE ] GOF: DISCARDED add_range_position (score: 20.00%) [2025-11-21T14:58:28.216566] [INFO ] [CONFIGURE ] JOB ETA: 4.3h | Avg: 2.8s/test | Remaining: 5447 tests [2025-11-21T14:58:28.216612] [INFO ] [CONFIGURE ] GOF: Testing feature 22/29: add_realized_volatility [2025-11-21T14:58:28.216674] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T14:58:28.572382] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:58:28.927205] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:29.276577] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:29.619624] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:30.000085] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:30.379525] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:30.754334] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:31.130658] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:31.513142] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:58:31.894133] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:58:31.894319] [INFO ] [CONFIGURE ] GOF: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T14:58:31.894378] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5446 tests [2025-11-21T14:58:31.894425] [INFO ] [CONFIGURE ] GOF: Testing feature 23/29: add_recent_range_context [2025-11-21T14:58:31.894468] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T14:58:32.162232] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:58:32.424555] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:32.690020] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:32.957360] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:33.239842] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:33.515540] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:33.787103] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:34.059135] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:34.333455] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:58:34.609811] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:34.609991] [INFO ] [CONFIGURE ] GOF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:58:34.610051] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5445 tests [2025-11-21T14:58:34.610101] [INFO ] [CONFIGURE ] GOF: Testing feature 24/29: add_rsi [2025-11-21T14:58:34.610148] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T14:58:34.922419] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:35.274934] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:35.574411] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:35.882599] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:36.188727] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:58:36.504466] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:36.807525] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:37.103526] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:37.413550] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:58:37.730514] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:58:37.730715] [INFO ] [CONFIGURE ] GOF: DISCARDED add_rsi (score: 50.00%) [2025-11-21T14:58:37.730774] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5444 tests [2025-11-21T14:58:37.730823] [INFO ] [CONFIGURE ] GOF: Testing feature 25/29: add_tick_distribution [2025-11-21T14:58:37.730866] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T14:58:37.999364] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:58:38.274176] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:38.536399] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:38.800613] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:39.074535] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:39.374861] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:39.656032] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:39.918707] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:40.177463] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:58:40.437897] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:40.438069] [INFO ] [CONFIGURE ] GOF: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T14:58:40.438124] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5443 tests [2025-11-21T14:58:40.438170] [INFO ] [CONFIGURE ] GOF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:58:40.438213] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T14:58:40.702546] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:58:40.973134] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:41.240722] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:41.509857] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:41.783235] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:58:42.132377] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:42.505082] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:42.823467] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:43.115865] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T14:58:43.395932] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:43.396130] [INFO ] [CONFIGURE ] GOF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:58:43.396196] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5442 tests [2025-11-21T14:58:43.396247] [INFO ] [CONFIGURE ] GOF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:58:43.396292] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T14:58:43.680205] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T14:58:43.980938] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:44.267411] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:44.550239] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:44.855549] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T14:58:45.147425] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T14:58:45.436361] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:45.716864] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:46.004572] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:58:46.265963] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:46.266150] [INFO ] [CONFIGURE ] GOF: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T14:58:46.266207] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5441 tests [2025-11-21T14:58:46.266253] [INFO ] [CONFIGURE ] GOF: Testing feature 28/29: add_volume_profile [2025-11-21T14:58:46.266297] [INFO ] [CONFIGURE ] GOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T14:58:46.520313] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T14:58:46.812604] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:47.095094] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:47.367187] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:58:47.654509] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T14:58:47.924307] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T14:58:48.214816] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:58:48.503552] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:48.788687] [DEBUG] [FORECASTER] GOF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T14:58:49.087356] [DEBUG] [FORECASTER] GOF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:58:49.087591] [INFO ] [CONFIGURE ] GOF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T14:58:49.087673] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5440 tests [2025-11-21T14:58:49.087726] [INFO ] [CONFIGURE ] GOF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T14:58:49.087769] [INFO ] [CONFIGURE ] GOF: Best accuracy: 70.00% [2025-11-21T14:58:49.087812] [INFO ] [CONFIGURE ] GOF: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:58:49.087853] [INFO ] [CONFIGURE ] GOF: Improvement over baseline: 20.00% [2025-11-21T14:58:49.087890] [INFO ] [CONFIGURE ] GOF: Total time: 1.3 minutes [2025-11-21T14:58:49.087927] [INFO ] [CONFIGURE ] GOF: Average time per feature: 2.7 seconds [2025-11-21T14:58:49.087965] [INFO ] [CONFIGURE ] GOF: Average speed: 0.39 features/sec [2025-11-21T14:58:49.088446] [INFO ] [LOCAL ] Saved configuration for GOF: 3 features, 70.00% accuracy -> ./output/feature-sets/GOF.json [2025-11-21T14:58:49.088505] [INFO ] [CONFIGURE ] GOF: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T14:58:49.088555] [INFO ] [sig ] [541/723] Successfully configured GOF | 0.01 sym/s | Total: 12.4h | ETA: 4.2h [2025-11-21T14:58:49.088601] [INFO ] [sig ] [542/723] Configuring GOLF... [2025-11-21T14:58:49.088693] [INFO ] [CONFIGURE ] GOLF: Configurate test run. [2025-11-21T14:58:49.088741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-11-21T14:58:49.166102] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GOLF'. [2025-11-21T14:58:49.166515] [INFO ] [CONFIGURE ] GOLF: Testing with 29 available features [2025-11-21T14:58:49.166578] [INFO ] [CONFIGURE ] GOLF: Establishing baseline with no features... [2025-11-21T14:58:49.354226] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:58:49.547708] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:58:49.745396] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:49.933912] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:50.105854] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:58:50.278662] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:58:50.454705] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:58:50.630224] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:58:50.809848] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:58:50.979741] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:50.979903] [INFO ] [CONFIGURE ] GOLF: Baseline score (no features): 70.00% [2025-11-21T14:58:50.979950] [INFO ] [CONFIGURE ] GOLF: Testing feature 1/29: add_bollinger_bands [2025-11-21T14:58:50.979987] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_bollinger_bands'] [2025-11-21T14:58:51.179631] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:58:51.384754] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:58:51.597194] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:51.804283] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:52.010517] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:58:52.227687] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:58:52.435050] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:58:52.646315] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:58:52.852915] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:58:53.061033] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:53.061236] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T14:58:53.061285] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5439 tests [2025-11-21T14:58:53.061322] [INFO ] [CONFIGURE ] GOLF: Testing feature 2/29: add_cumulative_delta [2025-11-21T14:58:53.061355] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_cumulative_delta'] [2025-11-21T14:58:53.271207] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:58:53.484221] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:58:53.735096] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:53.993183] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:54.232377] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:58:54.475120] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:58:54.717374] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:58:54.975306] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:58:55.225782] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:58:55.475200] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:55.475587] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T14:58:55.475744] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5438 tests [2025-11-21T14:58:55.475877] [INFO ] [CONFIGURE ] GOLF: Testing feature 3/29: add_daily_returns [2025-11-21T14:58:55.475960] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_daily_returns'] [2025-11-21T14:58:55.683256] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:58:55.897288] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:58:56.104361] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:58:56.312771] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:56.519994] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:58:56.725938] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:58:56.937830] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:58:57.145539] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:58:57.358939] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:58:57.571555] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:58:57.571747] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T14:58:57.571939] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5437 tests [2025-11-21T14:58:57.572027] [INFO ] [CONFIGURE ] GOLF: Testing feature 4/29: add_ema [2025-11-21T14:58:57.572105] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_ema'] [2025-11-21T14:58:57.821605] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:58:58.068588] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:58:58.337163] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:58:58.580409] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:58:58.821737] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:58:59.065978] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:58:59.306941] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:58:59.548211] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:58:59.793436] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:00.053102] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:00.053267] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_ema (score: 50.00%) [2025-11-21T14:59:00.053317] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5436 tests [2025-11-21T14:59:00.053356] [INFO ] [CONFIGURE ] GOLF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T14:59:00.053389] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T14:59:00.303498] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:00.523027] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:01.439917] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:01.816198] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:02.050684] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:02.278333] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:02.500591] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:02.726794] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:02.972544] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:03.200439] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:03.200626] [INFO ] [CONFIGURE ] GOLF: KEPT add_exhaustion_signals (score: 90.00%) [2025-11-21T14:59:03.200720] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5435 tests [2025-11-21T14:59:03.200771] [INFO ] [CONFIGURE ] GOLF: Testing feature 6/29: add_failed_moves [2025-11-21T14:59:03.200815] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T14:59:03.429524] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:03.661218] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:03.897665] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:04.135446] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:04.370593] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:04.604788] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:04.827013] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:05.052745] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:05.288904] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:05.522362] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:05.522584] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T14:59:05.522661] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5434 tests [2025-11-21T14:59:05.522714] [INFO ] [CONFIGURE ] GOLF: Testing feature 7/29: add_lag_shelf [2025-11-21T14:59:05.522759] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T14:59:05.743880] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:05.964142] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:06.191954] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:06.412162] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:06.630508] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:06.849740] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:59:07.069091] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:07.290989] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:59:07.513370] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:07.737059] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:07.737243] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T14:59:07.737300] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5433 tests [2025-11-21T14:59:07.737339] [INFO ] [CONFIGURE ] GOLF: Testing feature 8/29: add_macd [2025-11-21T14:59:07.737382] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T14:59:08.023298] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:08.309138] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:08.598359] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:08.880075] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:09.167078] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:09.440888] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:09.725271] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:10.013136] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:59:10.300341] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:10.588749] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:10.588941] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_macd (score: 80.00%) [2025-11-21T14:59:10.588999] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5432 tests [2025-11-21T14:59:10.589047] [INFO ] [CONFIGURE ] GOLF: Testing feature 9/29: add_mfi [2025-11-21T14:59:10.589088] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T14:59:10.815399] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:11.047098] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:11.275330] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:11.511304] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:11.752214] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:11.985022] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:12.215689] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:12.446196] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:12.702975] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:12.951349] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:12.951557] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_mfi (score: 90.00%) [2025-11-21T14:59:12.951619] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5431 tests [2025-11-21T14:59:12.951693] [INFO ] [CONFIGURE ] GOLF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T14:59:12.951749] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T14:59:13.283979] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:13.631994] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:13.995673] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:14.340463] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:14.680661] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:15.010332] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:15.348141] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:15.671455] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:59:15.990042] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:16.317582] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T14:59:16.317785] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T14:59:16.317842] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5430 tests [2025-11-21T14:59:16.317889] [INFO ] [CONFIGURE ] GOLF: Testing feature 11/29: add_obv_daily [2025-11-21T14:59:16.317930] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T14:59:16.579857] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:16.824270] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:17.059582] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:17.294986] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:17.532523] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:17.768723] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:59:18.002934] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:18.263449] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:59:18.503918] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:18.757818] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:18.758005] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T14:59:18.758062] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5429 tests [2025-11-21T14:59:18.758109] [INFO ] [CONFIGURE ] GOLF: Testing feature 12/29: add_obv_interval [2025-11-21T14:59:18.758151] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T14:59:19.016401] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:19.275400] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:19.531142] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:19.797486] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:20.058995] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:20.297914] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:20.539949] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:20.778075] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:21.015985] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:21.254162] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:21.254355] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T14:59:21.254413] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5428 tests [2025-11-21T14:59:21.254508] [INFO ] [CONFIGURE ] GOLF: Testing feature 13/29: add_opening_strength [2025-11-21T14:59:21.254556] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T14:59:21.505724] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:21.752943] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:22.000999] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:59:22.255389] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:22.513629] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:22.770496] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:23.035602] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:23.297695] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:23.557507] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:23.820708] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:23.820892] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T14:59:23.820949] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5427 tests [2025-11-21T14:59:23.820998] [INFO ] [CONFIGURE ] GOLF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T14:59:23.821040] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T14:59:24.084691] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:24.344992] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:24.603183] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:24.867308] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:25.123370] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:25.378519] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:25.637371] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:25.896000] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:59:26.151864] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:26.423878] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:26.424550] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T14:59:26.424610] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5426 tests [2025-11-21T14:59:26.424685] [INFO ] [CONFIGURE ] GOLF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T14:59:26.424732] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T14:59:26.639103] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:26.878025] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:27.126055] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:27.366014] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:27.613785] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:27.862446] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:28.116732] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:28.365713] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:28.610962] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:28.863889] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:28.864068] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T14:59:28.864127] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5425 tests [2025-11-21T14:59:28.864178] [INFO ] [CONFIGURE ] GOLF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T14:59:28.864221] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T14:59:29.144208] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:29.422921] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:29.710553] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:29.969610] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:30.240774] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:30.494781] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:59:30.735679] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:30.980033] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:31.223490] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:31.481410] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:31.481621] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T14:59:31.481702] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5424 tests [2025-11-21T14:59:31.481750] [INFO ] [CONFIGURE ] GOLF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T14:59:31.481794] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T14:59:31.747497] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:32.024905] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:32.290405] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:32.562672] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:32.820313] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:33.066550] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:33.316784] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:33.566683] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:33.814918] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:34.080183] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:34.080372] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T14:59:34.080429] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5423 tests [2025-11-21T14:59:34.080474] [INFO ] [CONFIGURE ] GOLF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T14:59:34.080558] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T14:59:34.300116] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:34.522581] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:34.757437] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:59:34.998993] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:35.240731] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:35.483668] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:35.725039] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:35.966963] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:59:36.205301] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:36.429089] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:36.429253] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T14:59:36.429310] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5422 tests [2025-11-21T14:59:36.429357] [INFO ] [CONFIGURE ] GOLF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T14:59:36.429399] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T14:59:36.656375] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:36.878593] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:37.101938] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:37.325926] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:37.551230] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:37.782978] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:59:38.013628] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:38.259133] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:59:38.487027] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:38.711034] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:38.711208] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T14:59:38.711266] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5421 tests [2025-11-21T14:59:38.711313] [INFO ] [CONFIGURE ] GOLF: Testing feature 20/29: add_price_rejection [2025-11-21T14:59:38.711357] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T14:59:38.945946] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:39.181175] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:39.417523] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:39.662120] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:39.902929] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:40.167306] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:40.438483] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:40.696279] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:40.959175] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:41.223492] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:41.223711] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T14:59:41.223774] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5420 tests [2025-11-21T14:59:41.223822] [INFO ] [CONFIGURE ] GOLF: Testing feature 21/29: add_range_position [2025-11-21T14:59:41.223870] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T14:59:41.515074] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:41.815228] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:42.100159] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:42.381579] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:42.667507] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:42.956965] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:43.243587] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T14:59:43.525975] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T14:59:43.812148] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:44.102098] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:44.102300] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_range_position (score: 60.00%) [2025-11-21T14:59:44.102360] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5419 tests [2025-11-21T14:59:44.102411] [INFO ] [CONFIGURE ] GOLF: Testing feature 22/29: add_realized_volatility [2025-11-21T14:59:44.102455] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T14:59:44.482360] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:44.855627] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:45.243508] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:45.607518] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:45.973682] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:46.347059] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:46.712573] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:47.100010] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:47.496741] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:47.871787] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:47.872020] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T14:59:47.872082] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5418 tests [2025-11-21T14:59:47.872134] [INFO ] [CONFIGURE ] GOLF: Testing feature 23/29: add_recent_range_context [2025-11-21T14:59:47.872179] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T14:59:48.131484] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:48.388303] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:48.641256] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:48.900856] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:49.155170] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:49.413292] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T14:59:49.656277] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:49.899865] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:50.140759] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:50.383812] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:50.383966] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T14:59:50.384025] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5417 tests [2025-11-21T14:59:50.384073] [INFO ] [CONFIGURE ] GOLF: Testing feature 24/29: add_rsi [2025-11-21T14:59:50.384117] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T14:59:50.681381] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:51.054757] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:51.469180] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:51.785367] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:52.099207] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:52.398333] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:52.699920] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:53.000558] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:53.327822] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:53.649315] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:53.649523] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_rsi (score: 80.00%) [2025-11-21T14:59:53.649583] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5416 tests [2025-11-21T14:59:53.649635] [INFO ] [CONFIGURE ] GOLF: Testing feature 25/29: add_tick_distribution [2025-11-21T14:59:53.649701] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T14:59:53.906026] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:54.181183] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T14:59:54.447337] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:54.701805] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T14:59:54.973518] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:55.225378] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:55.490910] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:55.752483] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:55.999807] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:56.261274] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:56.261459] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T14:59:56.261520] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5415 tests [2025-11-21T14:59:56.261572] [INFO ] [CONFIGURE ] GOLF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T14:59:56.261617] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T14:59:56.516977] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:56.769751] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:57.029293] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T14:59:57.283207] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T14:59:57.544724] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T14:59:57.811014] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T14:59:58.080185] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T14:59:58.349570] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T14:59:58.621155] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T14:59:58.904479] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T14:59:58.904685] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T14:59:58.904745] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5414 tests [2025-11-21T14:59:58.904791] [INFO ] [CONFIGURE ] GOLF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T14:59:58.904833] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T14:59:59.178219] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T14:59:59.447121] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T14:59:59.700512] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T14:59:59.944945] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:00:00.197037] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:00.451710] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:00.709230] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:00:01.307839] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:01.822436] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:00:02.283432] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:00:02.283619] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:00:02.283695] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5413 tests [2025-11-21T15:00:02.283742] [INFO ] [CONFIGURE ] GOLF: Testing feature 28/29: add_volume_profile [2025-11-21T15:00:02.283783] [INFO ] [CONFIGURE ] GOLF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T15:00:02.536299] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:00:02.784152] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:03.054682] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:00:03.330663] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:00:03.586546] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:03.838798] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:04.104617] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:00:04.383476] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:00:04.632090] [DEBUG] [FORECASTER] GOLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:00:04.888482] [DEBUG] [FORECASTER] GOLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:00:04.888662] [INFO ] [CONFIGURE ] GOLF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:00:04.888721] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5412 tests [2025-11-21T15:00:04.888769] [INFO ] [CONFIGURE ] GOLF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:00:04.888810] [INFO ] [CONFIGURE ] GOLF: Best accuracy: 90.00% [2025-11-21T15:00:04.888851] [INFO ] [CONFIGURE ] GOLF: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:00:04.888890] [INFO ] [CONFIGURE ] GOLF: Improvement over baseline: 20.00% [2025-11-21T15:00:04.888926] [INFO ] [CONFIGURE ] GOLF: Total time: 1.2 minutes [2025-11-21T15:00:04.888964] [INFO ] [CONFIGURE ] GOLF: Average time per feature: 2.6 seconds [2025-11-21T15:00:04.889001] [INFO ] [CONFIGURE ] GOLF: Average speed: 0.39 features/sec [2025-11-21T15:00:04.889299] [INFO ] [LOCAL ] Saved configuration for GOLF: 2 features, 90.00% accuracy -> ./output/feature-sets/GOLF.json [2025-11-21T15:00:04.889354] [INFO ] [CONFIGURE ] GOLF: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T15:00:04.889401] [INFO ] [sig ] [542/723] Successfully configured GOLF | 0.01 sym/s | Total: 12.4h | ETA: 4.2h [2025-11-21T15:00:04.889444] [INFO ] [sig ] [543/723] Configuring GOOS... [2025-11-21T15:00:04.889483] [INFO ] [CONFIGURE ] GOOS: Configurate test run. [2025-11-21T15:00:04.889522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-11-21T15:00:04.961312] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GOOS'. [2025-11-21T15:00:04.961635] [INFO ] [CONFIGURE ] GOOS: Testing with 29 available features [2025-11-21T15:00:04.961716] [INFO ] [CONFIGURE ] GOOS: Establishing baseline with no features... [2025-11-21T15:00:05.141996] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:05.330164] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:05.507065] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:05.702567] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:05.896506] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:06.084335] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:06.273340] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:00:06.471709] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:06.670777] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:00:06.866048] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:06.866219] [INFO ] [CONFIGURE ] GOOS: Baseline score (no features): 50.00% [2025-11-21T15:00:06.866287] [INFO ] [CONFIGURE ] GOOS: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:00:06.866327] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:00:07.095491] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:07.330092] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:07.554140] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:07.783888] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:00:08.014186] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:08.253680] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:08.478860] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:08.712500] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:08.935164] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:09.169157] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:09.169345] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:00:09.169395] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5411 tests [2025-11-21T15:00:09.169437] [INFO ] [CONFIGURE ] GOOS: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:00:09.169473] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:00:09.401089] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:09.629176] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:09.861270] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:10.104556] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:10.329411] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:10.563008] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:10.796740] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:00:11.028049] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:11.265554] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:00:11.509068] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:11.509244] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:00:11.509293] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5410 tests [2025-11-21T15:00:11.509331] [INFO ] [CONFIGURE ] GOOS: Testing feature 3/29: add_daily_returns [2025-11-21T15:00:11.509366] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns'] [2025-11-21T15:00:11.720102] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:11.934300] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:12.135888] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:12.331843] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:12.533557] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:12.730414] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:12.927747] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:13.125523] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:13.325200] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:13.520260] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:13.520433] [INFO ] [CONFIGURE ] GOOS: KEPT add_daily_returns (score: 60.00%) [2025-11-21T15:00:13.520481] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5409 tests [2025-11-21T15:00:13.520519] [INFO ] [CONFIGURE ] GOOS: Testing feature 4/29: add_ema [2025-11-21T15:00:13.520554] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T15:00:13.758328] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:14.009217] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:00:14.263267] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:14.503955] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:14.750588] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:14.994636] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:15.236226] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:15.484971] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:15.726943] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:15.978440] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:15.978684] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:00:15.978823] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5408 tests [2025-11-21T15:00:15.978867] [INFO ] [CONFIGURE ] GOOS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:00:15.978903] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:00:16.232846] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:16.489174] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:16.746507] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:16.995982] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:17.243604] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:17.502293] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:17.758872] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:18.015145] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:00:18.267941] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:18.521342] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:18.521524] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:00:18.521581] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5407 tests [2025-11-21T15:00:18.521628] [INFO ] [CONFIGURE ] GOOS: Testing feature 6/29: add_failed_moves [2025-11-21T15:00:18.521697] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T15:00:18.732584] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:18.939739] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:19.146627] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:19.353912] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:19.563523] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:19.774439] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:19.990212] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:20.226504] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:20.460919] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:20.686872] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:20.687219] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:00:20.687332] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5406 tests [2025-11-21T15:00:20.687425] [INFO ] [CONFIGURE ] GOOS: Testing feature 7/29: add_lag_shelf [2025-11-21T15:00:20.687528] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T15:00:20.890458] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:21.088505] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:21.284974] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:21.505934] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:21.704838] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:21.899121] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:22.096443] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:22.299175] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:22.497985] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:22.699421] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:22.699790] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:00:22.699898] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5405 tests [2025-11-21T15:00:22.699984] [INFO ] [CONFIGURE ] GOOS: Testing feature 8/29: add_macd [2025-11-21T15:00:22.700086] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T15:00:23.009523] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:23.306447] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:00:23.606278] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:23.917130] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:24.222735] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:24.535183] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:24.831042] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:25.147419] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:25.460157] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:25.758456] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:00:25.758696] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_macd (score: 20.00%) [2025-11-21T15:00:25.758760] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5404 tests [2025-11-21T15:00:25.758817] [INFO ] [CONFIGURE ] GOOS: Testing feature 9/29: add_mfi [2025-11-21T15:00:25.758868] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T15:00:25.968838] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:00:26.181903] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:26.396785] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:26.623241] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:26.839493] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:27.042946] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:27.250481] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:27.468415] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:27.686336] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:27.906968] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:27.907213] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:00:27.907280] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5403 tests [2025-11-21T15:00:27.907344] [INFO ] [CONFIGURE ] GOOS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:00:27.907405] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:00:28.212544] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:28.511926] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:28.818596] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:29.115914] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:29.421404] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:29.728926] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:30.036099] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:30.327253] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:00:30.630714] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:30.951097] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:30.951299] [INFO ] [CONFIGURE ] GOOS: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T15:00:30.951359] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5402 tests [2025-11-21T15:00:30.951408] [INFO ] [CONFIGURE ] GOOS: Testing feature 11/29: add_obv_daily [2025-11-21T15:00:30.951453] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T15:00:31.274091] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:00:31.583639] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:31.898997] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:32.205273] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:32.520867] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:32.836852] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:33.154697] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:33.491406] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:33.838943] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:34.187229] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:34.187424] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T15:00:34.187481] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5401 tests [2025-11-21T15:00:34.187531] [INFO ] [CONFIGURE ] GOOS: Testing feature 12/29: add_obv_interval [2025-11-21T15:00:34.187617] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T15:00:34.526334] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:34.857531] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:35.189264] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:35.519179] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:00:35.848487] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:36.170982] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:36.480437] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:36.795243] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:00:37.107551] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:37.416485] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:37.416699] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:00:37.416757] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5400 tests [2025-11-21T15:00:37.416805] [INFO ] [CONFIGURE ] GOOS: Testing feature 13/29: add_opening_strength [2025-11-21T15:00:37.416848] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T15:00:37.767047] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:38.152073] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:38.625711] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:38.992768] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:39.316314] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:39.639745] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:39.970813] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:40.309296] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:40.653731] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:40.993102] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:40.993337] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:00:40.993400] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5399 tests [2025-11-21T15:00:40.993450] [INFO ] [CONFIGURE ] GOOS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:00:40.993496] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T15:00:41.317076] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:41.634581] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:41.978042] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:42.321256] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:42.654772] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:43.017759] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:43.352829] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:43.682770] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:44.044358] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:00:44.385043] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:44.385225] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:00:44.385283] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5398 tests [2025-11-21T15:00:44.385332] [INFO ] [CONFIGURE ] GOOS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:00:44.385377] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T15:00:44.716065] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:45.044515] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:45.371331] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:45.686799] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:46.017990] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:00:46.353052] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:46.678225] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:46.996038] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:00:47.322171] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:00:47.646974] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:47.647169] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:00:47.647226] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5397 tests [2025-11-21T15:00:47.647273] [INFO ] [CONFIGURE ] GOOS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:00:47.647316] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T15:00:47.988521] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:48.308051] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:48.645101] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:48.984699] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:49.312383] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:49.642743] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:49.980559] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:50.320612] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:50.665686] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:51.009436] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:51.009632] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:00:51.009708] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5396 tests [2025-11-21T15:00:51.009757] [INFO ] [CONFIGURE ] GOOS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:00:51.009803] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T15:00:51.321889] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:51.628934] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:00:51.945152] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:52.243911] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:52.562174] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:52.870499] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:00:53.175843] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:53.483990] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:00:53.800509] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:54.089561] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:54.089775] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:00:54.089832] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5395 tests [2025-11-21T15:00:54.089879] [INFO ] [CONFIGURE ] GOOS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:00:54.089921] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T15:00:54.380491] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:54.685080] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:54.974431] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:55.273213] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:55.575536] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:55.869793] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:56.166697] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:56.461038] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:00:56.755047] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:00:57.050016] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:00:57.050235] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:00:57.050293] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5394 tests [2025-11-21T15:00:57.050341] [INFO ] [CONFIGURE ] GOOS: Testing feature 20/29: add_price_rejection [2025-11-21T15:00:57.050385] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T15:00:57.385174] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:00:57.702761] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:00:58.021441] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:00:58.344422] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:00:58.650430] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:00:58.972756] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:00:59.291261] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:00:59.607847] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:00:59.931564] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:00.339937] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:00.340168] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:01:00.340229] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5393 tests [2025-11-21T15:01:00.340279] [INFO ] [CONFIGURE ] GOOS: Testing feature 21/29: add_range_position [2025-11-21T15:01:00.340323] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T15:01:01.145682] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:01.607608] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:01:01.937950] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:01:02.268085] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:01:02.641694] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:01:03.001889] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:03.337123] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:03.699844] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:04.066783] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:04.455962] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:04.456169] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:01:04.456232] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5392 tests [2025-11-21T15:01:04.456282] [INFO ] [CONFIGURE ] GOOS: Testing feature 22/29: add_realized_volatility [2025-11-21T15:01:04.456328] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T15:01:04.913020] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:05.364011] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:01:05.830599] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:01:06.275255] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:01:06.737779] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:07.170887] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:01:07.602552] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:08.033730] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:08.482435] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:08.918599] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:08.918845] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:01:08.918908] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5391 tests [2025-11-21T15:01:08.918960] [INFO ] [CONFIGURE ] GOOS: Testing feature 23/29: add_recent_range_context [2025-11-21T15:01:08.919006] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T15:01:09.227657] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:09.531892] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:01:09.836514] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:01:10.166169] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:01:10.481061] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:10.794829] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:11.128026] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:11.457702] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:11.796410] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:12.150108] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:12.150315] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:01:12.150375] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5390 tests [2025-11-21T15:01:12.150425] [INFO ] [CONFIGURE ] GOOS: Testing feature 24/29: add_rsi [2025-11-21T15:01:12.150472] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T15:01:12.534835] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:12.921367] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:01:13.278887] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:01:13.641591] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:01:14.004453] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:14.372273] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:14.729963] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:15.097871] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:15.454822] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:15.811884] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:15.812080] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:01:15.812141] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5389 tests [2025-11-21T15:01:15.812211] [INFO ] [CONFIGURE ] GOOS: Testing feature 25/29: add_tick_distribution [2025-11-21T15:01:15.812260] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T15:01:16.114612] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:16.427110] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:01:16.730315] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:01:17.033950] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:01:17.341076] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:17.662152] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:01:17.977117] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:18.297672] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:18.604667] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:18.914728] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:18.914925] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:01:18.914988] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5388 tests [2025-11-21T15:01:18.915038] [INFO ] [CONFIGURE ] GOOS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:01:18.915084] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T15:01:19.232185] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:19.549077] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:19.858729] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:01:20.197129] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:01:20.515508] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:01:20.831996] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:21.131209] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:21.459458] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:01:21.777440] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:22.088214] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:22.088426] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:01:22.088483] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5387 tests [2025-11-21T15:01:22.088530] [INFO ] [CONFIGURE ] GOOS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:01:22.088573] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T15:01:22.397916] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:22.709502] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:01:23.024025] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:01:23.351675] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:01:23.676783] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:23.998593] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:01:24.317692] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:24.635940] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:24.953438] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:25.273710] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:25.273914] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:01:25.273986] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5386 tests [2025-11-21T15:01:25.274047] [INFO ] [CONFIGURE ] GOOS: Testing feature 28/29: add_volume_profile [2025-11-21T15:01:25.274091] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T15:01:25.584608] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:25.894077] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:01:26.204757] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:01:26.515855] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:01:26.835665] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:27.144460] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:01:27.453530] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:27.762086] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:28.092512] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:01:28.425497] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:28.425721] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:01:28.425799] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5385 tests [2025-11-21T15:01:28.425869] [INFO ] [CONFIGURE ] GOOS: Testing feature 29/29: add_vwap [2025-11-21T15:01:28.425945] [INFO ] [CONFIGURE ] GOOS: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T15:01:28.751899] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:01:29.069296] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:01:29.376814] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:01:29.690834] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:01:30.040585] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:30.495300] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:01:30.919194] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:01:31.228067] [DEBUG] [FORECASTER] GOOS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:31.546749] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:01:31.862043] [DEBUG] [FORECASTER] GOOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:01:31.862225] [INFO ] [CONFIGURE ] GOOS: DISCARDED add_vwap (score: 50.00%) [2025-11-21T15:01:31.862282] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5384 tests [2025-11-21T15:01:31.862330] [INFO ] [CONFIGURE ] GOOS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:01:31.862371] [INFO ] [CONFIGURE ] GOOS: Best accuracy: 70.00% [2025-11-21T15:01:31.862410] [INFO ] [CONFIGURE ] GOOS: Best feature set (3 features): ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:01:31.862447] [INFO ] [CONFIGURE ] GOOS: Improvement over baseline: 20.00% [2025-11-21T15:01:31.862482] [INFO ] [CONFIGURE ] GOOS: Total time: 1.4 minutes [2025-11-21T15:01:31.862517] [INFO ] [CONFIGURE ] GOOS: Average time per feature: 3.0 seconds [2025-11-21T15:01:31.862553] [INFO ] [CONFIGURE ] GOOS: Average speed: 0.34 features/sec [2025-11-21T15:01:31.862896] [INFO ] [LOCAL ] Saved configuration for GOOS: 3 features, 70.00% accuracy -> ./output/feature-sets/GOOS.json [2025-11-21T15:01:31.862953] [INFO ] [CONFIGURE ] GOOS: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T15:01:31.863002] [INFO ] [sig ] [543/723] Successfully configured GOOS | 0.01 sym/s | Total: 12.5h | ETA: 4.1h [2025-11-21T15:01:31.863050] [INFO ] [sig ] [544/723] Configuring GOTU... [2025-11-21T15:01:31.863088] [INFO ] [CONFIGURE ] GOTU: Configurate test run. [2025-11-21T15:01:31.863125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'. [2025-11-21T15:01:31.937857] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GOTU'. [2025-11-21T15:01:31.938162] [INFO ] [CONFIGURE ] GOTU: Testing with 29 available features [2025-11-21T15:01:31.938229] [INFO ] [CONFIGURE ] GOTU: Establishing baseline with no features... [2025-11-21T15:01:32.111473] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:32.276373] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:32.448221] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:01:32.620722] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:01:32.792057] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:01:32.961137] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:33.135196] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:33.317530] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:01:33.487542] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:33.657834] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:33.657963] [INFO ] [CONFIGURE ] GOTU: Baseline score (no features): 40.00% [2025-11-21T15:01:33.658009] [INFO ] [CONFIGURE ] GOTU: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:01:33.658048] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:01:33.861714] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:34.072133] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:34.288823] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:01:34.498759] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:01:34.712241] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:01:34.915171] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:35.117987] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:35.323905] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:01:35.527116] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:35.728665] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:35.728826] [INFO ] [CONFIGURE ] GOTU: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T15:01:35.728874] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5383 tests [2025-11-21T15:01:35.728910] [INFO ] [CONFIGURE ] GOTU: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:01:35.728944] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:01:35.963242] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:36.195400] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:36.435764] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:01:36.667387] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:01:36.903627] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:37.142333] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:37.383069] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:37.624690] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:01:37.863114] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:38.102056] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:38.102259] [INFO ] [CONFIGURE ] GOTU: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T15:01:38.102318] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5382 tests [2025-11-21T15:01:38.102362] [INFO ] [CONFIGURE ] GOTU: Testing feature 3/29: add_daily_returns [2025-11-21T15:01:38.102405] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:01:38.348177] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:38.595065] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:38.854028] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:01:39.115946] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:01:39.379314] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:39.643886] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:39.910039] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:40.180838] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:01:40.450973] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:40.723241] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:40.723450] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T15:01:40.723511] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5381 tests [2025-11-21T15:01:40.723564] [INFO ] [CONFIGURE ] GOTU: Testing feature 4/29: add_ema [2025-11-21T15:01:40.723674] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T15:01:41.024396] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:01:41.322194] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:41.617843] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:01:41.923076] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:01:42.225369] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:42.534377] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:42.878293] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:43.183687] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:01:43.509695] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:43.857472] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:43.857709] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:01:43.857775] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5380 tests [2025-11-21T15:01:43.857825] [INFO ] [CONFIGURE ] GOTU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:01:43.857870] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:01:44.153053] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:01:44.453056] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:44.752447] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:01:45.048707] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:01:45.342660] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:45.633407] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:45.932090] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:46.231605] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:01:46.539266] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:46.838201] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:46.838404] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:01:46.838464] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5379 tests [2025-11-21T15:01:46.838513] [INFO ] [CONFIGURE ] GOTU: Testing feature 6/29: add_failed_moves [2025-11-21T15:01:46.838555] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:01:47.102127] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:47.360680] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:47.632984] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:01:47.886553] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:01:48.145443] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:48.396505] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:48.685229] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:48.942087] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:01:49.189973] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:49.445541] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:49.445740] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T15:01:49.445800] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5378 tests [2025-11-21T15:01:49.445850] [INFO ] [CONFIGURE ] GOTU: Testing feature 7/29: add_lag_shelf [2025-11-21T15:01:49.445898] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T15:01:49.706267] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:49.954256] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:50.206079] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:01:50.486597] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:01:50.760109] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:51.044206] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:51.332572] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:51.615925] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:51.872204] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:52.125407] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:52.125594] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:01:52.125668] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5377 tests [2025-11-21T15:01:52.125720] [INFO ] [CONFIGURE ] GOTU: Testing feature 8/29: add_macd [2025-11-21T15:01:52.125763] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T15:01:52.463294] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:52.809818] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:53.164692] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:01:53.524845] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:01:53.876288] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:54.219702] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:54.573220] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:54.956008] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:55.335135] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:55.696916] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:55.697368] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:01:55.697433] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5376 tests [2025-11-21T15:01:55.697482] [INFO ] [CONFIGURE ] GOTU: Testing feature 9/29: add_mfi [2025-11-21T15:01:55.697528] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T15:01:55.970241] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:56.242944] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:56.520299] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:01:56.814637] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:01:57.126228] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:01:57.415443] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:01:57.685202] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:01:57.957819] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:01:58.240750] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:01:58.512685] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:01:58.512879] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_mfi (score: 40.00%) [2025-11-21T15:01:58.512935] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5375 tests [2025-11-21T15:01:58.512983] [INFO ] [CONFIGURE ] GOTU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:01:58.513025] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:01:58.874921] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:01:59.246714] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:01:59.613149] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:01:59.973853] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:00.363112] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:01.513451] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:01.890323] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:02.269497] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:02.643865] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:03.021274] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:03.021471] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T15:02:03.021530] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5374 tests [2025-11-21T15:02:03.021600] [INFO ] [CONFIGURE ] GOTU: Testing feature 11/29: add_obv_daily [2025-11-21T15:02:03.021667] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T15:02:03.304835] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:02:03.599590] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:03.889466] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:04.182721] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:04.466413] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:04.747244] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:05.044298] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:05.319078] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:05.599036] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:05.876193] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:05.876392] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:02:05.876451] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5373 tests [2025-11-21T15:02:05.876498] [INFO ] [CONFIGURE ] GOTU: Testing feature 12/29: add_obv_interval [2025-11-21T15:02:05.876540] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T15:02:06.140128] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:02:06.402885] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:06.660946] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:06.936097] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:07.193844] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:07.460768] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:07.721398] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:07.985126] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:08.266019] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:08.550740] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:08.550939] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:02:08.551000] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5372 tests [2025-11-21T15:02:08.551047] [INFO ] [CONFIGURE ] GOTU: Testing feature 13/29: add_opening_strength [2025-11-21T15:02:08.551090] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:02:08.864582] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:02:09.168754] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:09.453347] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:09.739378] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:02:10.053022] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:10.362506] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:10.672488] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:10.976540] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:02:11.268543] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:11.556918] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:11.557108] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:02:11.557166] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5371 tests [2025-11-21T15:02:11.557214] [INFO ] [CONFIGURE ] GOTU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:02:11.557258] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T15:02:11.827487] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:12.098917] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:12.367147] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:12.636459] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:12.906884] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:13.172862] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:13.440080] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:13.726959] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:14.009421] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:14.283576] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:14.283839] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:02:14.283901] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5370 tests [2025-11-21T15:02:14.283958] [INFO ] [CONFIGURE ] GOTU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:02:14.284004] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T15:02:14.559211] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:14.821710] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:15.084470] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:15.344785] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:15.623320] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:15.911781] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:16.177987] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:16.445638] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:02:16.704796] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:16.966558] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:16.966821] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:02:16.966911] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5369 tests [2025-11-21T15:02:16.966989] [INFO ] [CONFIGURE ] GOTU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:02:16.967056] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T15:02:17.370143] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:02:17.743509] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:18.046086] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:18.333665] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:18.580296] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:18.858595] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:19.173221] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:19.480778] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:19.764877] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:20.055057] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:20.055260] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:02:20.055317] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5368 tests [2025-11-21T15:02:20.055363] [INFO ] [CONFIGURE ] GOTU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:02:20.055405] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T15:02:20.318886] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:20.584638] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:20.856110] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:21.125544] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:21.390496] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:21.708661] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:21.983510] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:22.248996] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:22.535638] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:22.823757] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:22.823963] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T15:02:22.824022] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5367 tests [2025-11-21T15:02:22.824068] [INFO ] [CONFIGURE ] GOTU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:02:22.824112] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T15:02:23.104317] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:23.358146] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:23.669996] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:23.984404] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:24.288211] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:24.564149] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:24.842838] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:25.139459] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:02:25.416349] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:25.690935] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:25.691116] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:02:25.691177] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5366 tests [2025-11-21T15:02:25.691225] [INFO ] [CONFIGURE ] GOTU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:02:25.691269] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T15:02:25.973818] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:26.227325] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:26.498023] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:26.756242] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:02:27.032529] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:27.310736] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:27.586741] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:27.863770] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:28.128011] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:28.393516] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:28.393721] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:02:28.393779] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5365 tests [2025-11-21T15:02:28.393827] [INFO ] [CONFIGURE ] GOTU: Testing feature 20/29: add_price_rejection [2025-11-21T15:02:28.393868] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T15:02:28.670057] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:28.946230] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:29.214631] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:29.486977] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:29.789865] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:30.097493] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:30.381448] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:30.676755] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:02:30.972465] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:31.275857] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:31.276052] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:02:31.276111] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5364 tests [2025-11-21T15:02:31.276159] [INFO ] [CONFIGURE ] GOTU: Testing feature 21/29: add_range_position [2025-11-21T15:02:31.276202] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T15:02:31.620458] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:02:31.975603] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:32.306892] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:32.627215] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:32.961512] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:33.288540] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:33.606850] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:33.899492] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:34.191931] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:34.491709] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:34.491906] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:02:34.491963] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5363 tests [2025-11-21T15:02:34.492011] [INFO ] [CONFIGURE ] GOTU: Testing feature 22/29: add_realized_volatility [2025-11-21T15:02:34.492054] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T15:02:34.868903] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:02:35.264030] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:35.666744] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:36.040303] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:36.405542] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:02:36.775562] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:37.158823] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:37.537931] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:37.901277] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:38.285717] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:38.285933] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:02:38.286010] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5362 tests [2025-11-21T15:02:38.286068] [INFO ] [CONFIGURE ] GOTU: Testing feature 23/29: add_recent_range_context [2025-11-21T15:02:38.286114] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T15:02:38.559623] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:38.845524] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:39.114482] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:39.386101] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:39.666755] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:39.938045] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:40.234443] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:40.518364] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:40.795300] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:41.072913] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:41.073088] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:02:41.073144] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5361 tests [2025-11-21T15:02:41.073190] [INFO ] [CONFIGURE ] GOTU: Testing feature 24/29: add_rsi [2025-11-21T15:02:41.073233] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T15:02:41.389886] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:41.720836] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:42.050236] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:42.357984] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:02:42.682286] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:43.022797] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:43.357391] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:43.677338] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:43.996323] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:44.315513] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:44.315731] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:02:44.315794] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5360 tests [2025-11-21T15:02:44.315864] [INFO ] [CONFIGURE ] GOTU: Testing feature 25/29: add_tick_distribution [2025-11-21T15:02:44.315911] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T15:02:44.585926] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:44.862736] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:45.121338] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:45.378921] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:45.643461] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:45.905540] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:46.164144] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:46.423711] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:46.687114] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:46.952527] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:46.952745] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T15:02:46.952803] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5359 tests [2025-11-21T15:02:46.952848] [INFO ] [CONFIGURE ] GOTU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:02:46.952889] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T15:02:47.212736] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:47.467621] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:47.726283] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:47.993167] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:48.251948] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:48.500148] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:48.755775] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:49.015899] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:49.293388] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:49.572135] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:49.572360] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:02:49.572419] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5358 tests [2025-11-21T15:02:49.572467] [INFO ] [CONFIGURE ] GOTU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:02:49.572511] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T15:02:49.875256] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:02:50.186846] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:50.490848] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:02:50.803107] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:02:51.112753] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:51.435153] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:51.735303] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:52.038713] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:02:52.338498] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:52.642507] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:52.642710] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T15:02:52.642769] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5357 tests [2025-11-21T15:02:52.642817] [INFO ] [CONFIGURE ] GOTU: Testing feature 28/29: add_volume_profile [2025-11-21T15:02:52.642861] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T15:02:52.930929] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:02:53.239657] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:53.549224] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:53.849773] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:54.174985] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:54.480354] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:54.777166] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:55.065425] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:02:55.351588] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:55.653254] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:55.653485] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T15:02:55.653541] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5356 tests [2025-11-21T15:02:55.653589] [INFO ] [CONFIGURE ] GOTU: Testing feature 29/29: add_vwap [2025-11-21T15:02:55.653633] [INFO ] [CONFIGURE ] GOTU: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T15:02:55.945011] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:02:56.240770] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:02:56.532236] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:02:56.825775] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:02:57.134672] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:57.426255] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:02:57.718800] [DEBUG] [FORECASTER] GOTU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:02:58.042486] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:02:58.361011] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:02:58.674351] [DEBUG] [FORECASTER] GOTU: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:02:58.674544] [INFO ] [CONFIGURE ] GOTU: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:02:58.674604] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5355 tests [2025-11-21T15:02:58.674676] [INFO ] [CONFIGURE ] GOTU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:02:58.674723] [INFO ] [CONFIGURE ] GOTU: Best accuracy: 70.00% [2025-11-21T15:02:58.674767] [INFO ] [CONFIGURE ] GOTU: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:02:58.674808] [INFO ] [CONFIGURE ] GOTU: Improvement over baseline: 30.00% [2025-11-21T15:02:58.674848] [INFO ] [CONFIGURE ] GOTU: Total time: 1.4 minutes [2025-11-21T15:02:58.674886] [INFO ] [CONFIGURE ] GOTU: Average time per feature: 2.9 seconds [2025-11-21T15:02:58.674926] [INFO ] [CONFIGURE ] GOTU: Average speed: 0.34 features/sec [2025-11-21T15:02:58.675459] [INFO ] [LOCAL ] Saved configuration for GOTU: 2 features, 70.00% accuracy -> ./output/feature-sets/GOTU.json [2025-11-21T15:02:58.675519] [INFO ] [CONFIGURE ] GOTU: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T15:02:58.675577] [INFO ] [sig ] [544/723] Successfully configured GOTU | 0.01 sym/s | Total: 12.5h | ETA: 4.1h [2025-11-21T15:02:58.675626] [INFO ] [sig ] [545/723] Configuring GPC... [2025-11-21T15:02:58.675688] [INFO ] [CONFIGURE ] GPC: Configurate test run. [2025-11-21T15:02:58.675732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-11-21T15:02:58.726319] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPC'. [2025-11-21T15:02:58.726812] [INFO ] [CONFIGURE ] GPC: Testing with 29 available features [2025-11-21T15:02:58.726876] [INFO ] [CONFIGURE ] GPC: Establishing baseline with no features... [2025-11-21T15:02:58.919741] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:02:59.112764] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:02:59.289716] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:02:59.466032] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:02:59.639585] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:02:59.832773] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:00.041186] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:00.231440] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:00.416849] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:00.597842] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:00.598000] [INFO ] [CONFIGURE ] GPC: Baseline score (no features): 60.00% [2025-11-21T15:03:00.598048] [INFO ] [CONFIGURE ] GPC: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:03:00.598087] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:03:01.467346] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:01.764899] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:01.985285] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:03:02.200092] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:02.412737] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:02.648337] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:02.868789] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:03.092171] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:03:03.320013] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:03.540067] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:03:03.540280] [INFO ] [CONFIGURE ] GPC: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T15:03:03.540344] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5354 tests [2025-11-21T15:03:03.540385] [INFO ] [CONFIGURE ] GPC: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:03:03.540421] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:03:03.780143] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:04.000476] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:04.252936] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:04.485951] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:04.699921] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:04.917287] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:05.131054] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:05.345199] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:03:05.562806] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:05.780280] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:03:05.780638] [INFO ] [CONFIGURE ] GPC: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:03:05.780759] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5353 tests [2025-11-21T15:03:05.780846] [INFO ] [CONFIGURE ] GPC: Testing feature 3/29: add_daily_returns [2025-11-21T15:03:05.780964] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_daily_returns'] [2025-11-21T15:03:05.972909] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:06.160860] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:06.350473] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:06.538748] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:06.723337] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:06.904240] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:07.091324] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:07.284324] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:07.477730] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:07.671374] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:03:07.671555] [INFO ] [CONFIGURE ] GPC: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:03:07.671604] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5352 tests [2025-11-21T15:03:07.671677] [INFO ] [CONFIGURE ] GPC: Testing feature 4/29: add_ema [2025-11-21T15:03:07.671765] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_ema'] [2025-11-21T15:03:07.896667] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:08.125281] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:08.352482] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:08.582404] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:08.809964] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:09.035182] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:09.270716] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:09.499789] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:03:09.724799] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:09.954085] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:03:09.954444] [INFO ] [CONFIGURE ] GPC: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:03:09.954548] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5351 tests [2025-11-21T15:03:09.954638] [INFO ] [CONFIGURE ] GPC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:03:09.954771] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:03:10.190427] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:10.414670] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:10.636966] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:03:10.862950] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:11.084292] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:11.305317] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:11.527987] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:11.756226] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:03:11.985854] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:12.210625] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:03:12.210865] [INFO ] [CONFIGURE ] GPC: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T15:03:12.210924] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5350 tests [2025-11-21T15:03:12.210970] [INFO ] [CONFIGURE ] GPC: Testing feature 6/29: add_failed_moves [2025-11-21T15:03:12.211013] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_failed_moves'] [2025-11-21T15:03:12.398659] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:12.605265] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:12.809997] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:13.010305] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:13.197592] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:13.386124] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:13.578690] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:13.772852] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:13.975806] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:14.175898] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:03:14.176097] [INFO ] [CONFIGURE ] GPC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:03:14.176158] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5349 tests [2025-11-21T15:03:14.176207] [INFO ] [CONFIGURE ] GPC: Testing feature 7/29: add_lag_shelf [2025-11-21T15:03:14.176251] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_lag_shelf'] [2025-11-21T15:03:14.353434] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:14.527957] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:14.701575] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:14.876759] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:15.045832] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:15.221759] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:15.412529] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:15.586936] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:15.762261] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:15.944142] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:15.944295] [INFO ] [CONFIGURE ] GPC: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:03:15.944341] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5348 tests [2025-11-21T15:03:15.944378] [INFO ] [CONFIGURE ] GPC: Testing feature 8/29: add_macd [2025-11-21T15:03:15.944412] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T15:03:16.224961] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:16.491120] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:16.749588] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:17.012322] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:17.297675] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:17.566936] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:17.849239] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:18.128284] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:03:18.401579] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:18.686638] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:18.686881] [INFO ] [CONFIGURE ] GPC: KEPT add_macd (score: 70.00%) [2025-11-21T15:03:18.686941] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5347 tests [2025-11-21T15:03:18.686991] [INFO ] [CONFIGURE ] GPC: Testing feature 9/29: add_mfi [2025-11-21T15:03:18.687029] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T15:03:18.995504] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:03:19.284154] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:19.576742] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:19.870872] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:20.170829] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:20.483970] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:20.797785] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:21.113898] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:21.439575] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:21.754389] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:21.754635] [INFO ] [CONFIGURE ] GPC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:03:21.754717] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5346 tests [2025-11-21T15:03:21.754764] [INFO ] [CONFIGURE ] GPC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:03:21.754810] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:03:22.137295] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:22.522661] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:22.905045] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:23.305924] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:23.680710] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:24.101735] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:24.604531] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:25.082494] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:03:25.477195] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:25.873272] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:25.873511] [INFO ] [CONFIGURE ] GPC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T15:03:25.873586] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5345 tests [2025-11-21T15:03:25.873681] [INFO ] [CONFIGURE ] GPC: Testing feature 11/29: add_obv_daily [2025-11-21T15:03:25.873736] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T15:03:26.210889] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:26.536719] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:26.863983] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:27.191058] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:27.521256] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:27.850878] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:28.176959] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:28.507539] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:28.839690] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:29.166913] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:29.167090] [INFO ] [CONFIGURE ] GPC: KEPT add_obv_daily (score: 80.00%) [2025-11-21T15:03:29.167146] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5344 tests [2025-11-21T15:03:29.167195] [INFO ] [CONFIGURE ] GPC: Testing feature 12/29: add_obv_interval [2025-11-21T15:03:29.167241] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T15:03:29.486931] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:29.813859] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:30.145591] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:30.479394] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:03:30.803052] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:31.133500] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:31.458627] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:03:31.795009] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:03:32.127879] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:32.457432] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:32.457629] [INFO ] [CONFIGURE ] GPC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:03:32.457712] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5343 tests [2025-11-21T15:03:32.457766] [INFO ] [CONFIGURE ] GPC: Testing feature 13/29: add_opening_strength [2025-11-21T15:03:32.457808] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:03:32.825896] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:33.185088] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:33.552187] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:33.910191] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:34.269974] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:03:34.615720] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:34.973013] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:35.326632] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:35.680467] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:36.030330] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:03:36.030505] [INFO ] [CONFIGURE ] GPC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T15:03:36.030562] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5342 tests [2025-11-21T15:03:36.030611] [INFO ] [CONFIGURE ] GPC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:03:36.030674] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T15:03:36.359252] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:36.698850] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:37.039541] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:37.382860] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:37.750550] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:38.126894] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:38.489251] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:38.872206] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:39.228387] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:39.579126] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:39.579316] [INFO ] [CONFIGURE ] GPC: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T15:03:39.579374] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5341 tests [2025-11-21T15:03:39.579421] [INFO ] [CONFIGURE ] GPC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:03:39.579465] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T15:03:39.902152] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:40.238307] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:40.584831] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:40.905304] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:03:41.236316] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:41.568858] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:03:41.887149] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:42.219008] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:42.565423] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:42.916357] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:03:42.916555] [INFO ] [CONFIGURE ] GPC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T15:03:42.916620] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5340 tests [2025-11-21T15:03:42.916700] [INFO ] [CONFIGURE ] GPC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:03:42.916751] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T15:03:43.265957] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:43.639676] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:44.022510] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:44.377284] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:44.711221] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:45.048918] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:45.394007] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:45.742206] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:46.082078] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:46.413605] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:46.413805] [INFO ] [CONFIGURE ] GPC: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T15:03:46.413865] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5339 tests [2025-11-21T15:03:46.413915] [INFO ] [CONFIGURE ] GPC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:03:46.413960] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T15:03:46.754593] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:47.097807] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:47.448176] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:47.797791] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:03:48.147490] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:48.507356] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:48.862365] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:49.204851] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:49.555235] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:49.906219] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:49.906396] [INFO ] [CONFIGURE ] GPC: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T15:03:49.906456] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5338 tests [2025-11-21T15:03:49.906504] [INFO ] [CONFIGURE ] GPC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:03:49.906549] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T15:03:50.220445] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:50.536187] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:50.866978] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:51.199748] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:03:51.532063] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:51.843318] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:52.138593] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:52.441610] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:52.746049] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:53.054748] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:53.054945] [INFO ] [CONFIGURE ] GPC: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-11-21T15:03:53.055005] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5337 tests [2025-11-21T15:03:53.055055] [INFO ] [CONFIGURE ] GPC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:03:53.055106] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T15:03:53.345690] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:53.631604] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:53.943173] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:54.283189] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:03:54.616833] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:54.948969] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:55.256035] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:55.558725] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:55.859857] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:56.158527] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:56.158732] [INFO ] [CONFIGURE ] GPC: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T15:03:56.158792] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5336 tests [2025-11-21T15:03:56.158842] [INFO ] [CONFIGURE ] GPC: Testing feature 20/29: add_price_rejection [2025-11-21T15:03:56.158888] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T15:03:56.503788] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:03:56.836871] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:03:57.160095] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:03:57.494938] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:03:57.828889] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:03:58.156079] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:03:58.489573] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:03:58.829783] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:03:59.158460] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:03:59.489418] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:03:59.489598] [INFO ] [CONFIGURE ] GPC: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T15:03:59.489674] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5335 tests [2025-11-21T15:03:59.489727] [INFO ] [CONFIGURE ] GPC: Testing feature 21/29: add_range_position [2025-11-21T15:03:59.489771] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T15:03:59.812741] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:04:00.165762] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:00.476797] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:04:01.560933] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:02.046246] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:04:02.403037] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:02.758453] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:04:03.109389] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:04:03.451495] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:04:03.806841] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:04:03.807046] [INFO ] [CONFIGURE ] GPC: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:04:03.807152] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5334 tests [2025-11-21T15:04:03.807206] [INFO ] [CONFIGURE ] GPC: Testing feature 22/29: add_realized_volatility [2025-11-21T15:04:03.807251] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T15:04:04.268161] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:04:04.721941] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:05.175975] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:04:05.639478] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:04:06.116789] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:04:06.603089] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:07.062949] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:07.530638] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:04:08.001730] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:04:08.461949] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:04:08.462152] [INFO ] [CONFIGURE ] GPC: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T15:04:08.462212] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5333 tests [2025-11-21T15:04:08.462259] [INFO ] [CONFIGURE ] GPC: Testing feature 23/29: add_recent_range_context [2025-11-21T15:04:08.462302] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T15:04:08.829255] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:04:09.149022] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:09.511155] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:04:09.890089] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:10.255853] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:04:10.605508] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:10.968666] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:11.341256] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:04:11.795536] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:04:12.265122] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:04:12.265370] [INFO ] [CONFIGURE ] GPC: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T15:04:12.265454] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5332 tests [2025-11-21T15:04:12.265525] [INFO ] [CONFIGURE ] GPC: Testing feature 24/29: add_rsi [2025-11-21T15:04:12.265593] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T15:04:12.662386] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:04:13.034696] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:13.396990] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:04:13.768929] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:14.133542] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:04:14.502713] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:14.869131] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:15.241784] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:04:15.611215] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:04:15.980955] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:04:15.981189] [INFO ] [CONFIGURE ] GPC: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:04:15.981252] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5331 tests [2025-11-21T15:04:15.981302] [INFO ] [CONFIGURE ] GPC: Testing feature 25/29: add_tick_distribution [2025-11-21T15:04:15.981350] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T15:04:16.314240] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:04:16.635351] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:16.960634] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:04:17.297079] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:04:17.648309] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:04:17.985221] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:18.318852] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:18.654628] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:04:18.991242] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:04:19.329889] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:04:19.330089] [INFO ] [CONFIGURE ] GPC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T15:04:19.330151] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5330 tests [2025-11-21T15:04:19.330200] [INFO ] [CONFIGURE ] GPC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:04:19.330245] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T15:04:19.679815] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:04:20.065894] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:20.444447] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:04:20.805294] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:04:21.166721] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:04:21.525200] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:21.893313] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:22.242515] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:04:22.618099] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:04:22.987477] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:04:22.987718] [INFO ] [CONFIGURE ] GPC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:04:22.987853] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5329 tests [2025-11-21T15:04:22.987908] [INFO ] [CONFIGURE ] GPC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:04:22.987955] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T15:04:23.364913] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:04:23.724844] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:24.070128] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:04:24.419589] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:24.778996] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:04:25.132685] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:25.491433] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:25.851163] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:04:26.205289] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:04:26.565277] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:04:26.565454] [INFO ] [CONFIGURE ] GPC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T15:04:26.565511] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5328 tests [2025-11-21T15:04:26.565558] [INFO ] [CONFIGURE ] GPC: Testing feature 28/29: add_volume_profile [2025-11-21T15:04:26.565601] [INFO ] [CONFIGURE ] GPC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T15:04:26.893175] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:04:27.228683] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:27.568219] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:04:27.911575] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:28.244188] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:04:28.578395] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:28.914075] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:29.249189] [DEBUG] [FORECASTER] GPC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:04:29.585151] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:04:29.932960] [DEBUG] [FORECASTER] GPC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:04:29.933157] [INFO ] [CONFIGURE ] GPC: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T15:04:29.933217] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5327 tests [2025-11-21T15:04:29.933268] [INFO ] [CONFIGURE ] GPC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:04:29.933311] [INFO ] [CONFIGURE ] GPC: Best accuracy: 90.00% [2025-11-21T15:04:29.933354] [INFO ] [CONFIGURE ] GPC: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T15:04:29.933398] [INFO ] [CONFIGURE ] GPC: Improvement over baseline: 30.00% [2025-11-21T15:04:29.933436] [INFO ] [CONFIGURE ] GPC: Total time: 1.5 minutes [2025-11-21T15:04:29.933476] [INFO ] [CONFIGURE ] GPC: Average time per feature: 3.2 seconds [2025-11-21T15:04:29.933516] [INFO ] [CONFIGURE ] GPC: Average speed: 0.32 features/sec [2025-11-21T15:04:29.933922] [INFO ] [LOCAL ] Saved configuration for GPC: 4 features, 90.00% accuracy -> ./output/feature-sets/GPC.json [2025-11-21T15:04:29.933993] [INFO ] [CONFIGURE ] GPC: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T15:04:29.934046] [INFO ] [sig ] [545/723] Successfully configured GPC | 0.01 sym/s | Total: 12.5h | ETA: 4.1h [2025-11-21T15:04:29.934092] [INFO ] [sig ] [546/723] Configuring GPI... [2025-11-21T15:04:29.934135] [INFO ] [CONFIGURE ] GPI: Configurate test run. [2025-11-21T15:04:29.934177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-11-21T15:04:29.980029] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPI'. [2025-11-21T15:04:29.980386] [INFO ] [CONFIGURE ] GPI: Testing with 29 available features [2025-11-21T15:04:29.980448] [INFO ] [CONFIGURE ] GPI: Establishing baseline with no features... [2025-11-21T15:04:30.167230] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:04:30.354606] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:30.547998] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:30.736687] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:30.933501] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:04:31.130298] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:31.330208] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:31.527095] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:31.733229] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:31.923093] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:04:31.923269] [INFO ] [CONFIGURE ] GPI: Baseline score (no features): 60.00% [2025-11-21T15:04:31.923317] [INFO ] [CONFIGURE ] GPI: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:04:31.923354] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:04:32.149292] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:04:32.378936] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:32.602455] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:32.832444] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:33.058093] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:04:33.281232] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:33.508176] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:04:33.737785] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:33.974930] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:34.213196] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:34.213553] [INFO ] [CONFIGURE ] GPI: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T15:04:34.213690] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5326 tests [2025-11-21T15:04:34.213779] [INFO ] [CONFIGURE ] GPI: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:04:34.213893] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:04:34.440911] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:04:34.669435] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:34.904099] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:35.131462] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:35.361869] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:04:35.588368] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:35.813391] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:04:36.036753] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:04:36.265359] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:36.489730] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:36.490067] [INFO ] [CONFIGURE ] GPI: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T15:04:36.490194] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5325 tests [2025-11-21T15:04:36.490279] [INFO ] [CONFIGURE ] GPI: Testing feature 3/29: add_daily_returns [2025-11-21T15:04:36.490397] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns'] [2025-11-21T15:04:36.691850] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:04:36.895746] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:37.098911] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:37.309268] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:37.510446] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:04:37.711756] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:37.917301] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:38.126778] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:38.337621] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:38.548201] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:38.548506] [INFO ] [CONFIGURE ] GPI: KEPT add_daily_returns (score: 70.00%) [2025-11-21T15:04:38.548607] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5324 tests [2025-11-21T15:04:38.548734] [INFO ] [CONFIGURE ] GPI: Testing feature 4/29: add_ema [2025-11-21T15:04:38.548856] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T15:04:38.820774] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:04:39.075970] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:39.331418] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:39.580425] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:39.834696] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:04:40.086816] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:40.333563] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:04:40.564772] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:40.807388] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:41.039946] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:41.040125] [INFO ] [CONFIGURE ] GPI: DISCARDED add_ema (score: 30.00%) [2025-11-21T15:04:41.040222] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5323 tests [2025-11-21T15:04:41.040266] [INFO ] [CONFIGURE ] GPI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:04:41.040301] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:04:41.274328] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:04:41.506500] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:04:41.743442] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:04:41.973709] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:42.203379] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:04:42.433018] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:42.674329] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:42.913123] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:04:43.165557] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:04:43.401657] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:43.401833] [INFO ] [CONFIGURE ] GPI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:04:43.401888] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5322 tests [2025-11-21T15:04:43.401935] [INFO ] [CONFIGURE ] GPI: Testing feature 6/29: add_failed_moves [2025-11-21T15:04:43.401982] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T15:04:43.598510] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:04:43.790948] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:43.983749] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:44.182345] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:44.380849] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:04:44.578771] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:44.774522] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:44.971963] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:45.174773] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:45.381538] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:45.381782] [INFO ] [CONFIGURE ] GPI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:04:45.381845] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5321 tests [2025-11-21T15:04:45.381887] [INFO ] [CONFIGURE ] GPI: Testing feature 7/29: add_lag_shelf [2025-11-21T15:04:45.381939] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T15:04:45.568866] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:04:45.757898] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:45.941366] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:46.124179] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:46.310874] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:04:46.493798] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:04:46.676925] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:46.859554] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:47.044378] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:47.234361] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:47.234963] [INFO ] [CONFIGURE ] GPI: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T15:04:47.235020] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5320 tests [2025-11-21T15:04:47.235058] [INFO ] [CONFIGURE ] GPI: Testing feature 8/29: add_macd [2025-11-21T15:04:47.235094] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T15:04:47.513134] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:04:47.784770] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:04:48.057195] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:48.327999] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:48.617468] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:04:48.891169] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:49.176594] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:04:49.466309] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:49.766044] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:50.057542] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:50.057785] [INFO ] [CONFIGURE ] GPI: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:04:50.057845] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5319 tests [2025-11-21T15:04:50.057890] [INFO ] [CONFIGURE ] GPI: Testing feature 9/29: add_mfi [2025-11-21T15:04:50.057935] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T15:04:50.272037] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:04:50.488097] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:50.698416] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:50.910824] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:51.134075] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:04:51.351608] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:51.568357] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:51.779938] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:51.981857] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:52.182917] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:52.183106] [INFO ] [CONFIGURE ] GPI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:04:52.183155] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5318 tests [2025-11-21T15:04:52.183192] [INFO ] [CONFIGURE ] GPI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:04:52.183227] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:04:52.488380] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:04:52.786928] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:53.096215] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:53.392781] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:53.715956] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:04:54.003207] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:54.304283] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:54.623626] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:54.939159] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:04:55.249246] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:55.249431] [INFO ] [CONFIGURE ] GPI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:04:55.249490] [INFO ] [CONFIGURE ] JOB ETA: 4.2h | Avg: 2.8s/test | Remaining: 5317 tests [2025-11-21T15:04:55.249557] [INFO ] [CONFIGURE ] GPI: Testing feature 11/29: add_obv_daily [2025-11-21T15:04:55.249602] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T15:04:55.477411] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:04:55.711211] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:55.947470] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:56.185711] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:56.421012] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:04:56.665280] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:56.898081] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:04:57.128565] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:57.365583] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:57.587731] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:57.588056] [INFO ] [CONFIGURE ] GPI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:04:57.588161] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5316 tests [2025-11-21T15:04:57.588247] [INFO ] [CONFIGURE ] GPI: Testing feature 12/29: add_obv_interval [2025-11-21T15:04:57.588322] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T15:04:57.792615] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:04:57.993222] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:04:58.184902] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:04:58.377737] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:04:58.566719] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:04:58.772246] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:04:58.977929] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:04:59.184490] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:04:59.393574] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:04:59.599909] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:04:59.600088] [INFO ] [CONFIGURE ] GPI: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T15:04:59.600136] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5315 tests [2025-11-21T15:04:59.600174] [INFO ] [CONFIGURE ] GPI: Testing feature 13/29: add_opening_strength [2025-11-21T15:04:59.600208] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T15:04:59.813768] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:00.042665] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:00.261353] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:00.485038] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:00.714513] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:01.643808] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:02.039372] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:02.276659] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:05:02.521432] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:02.770733] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:02.771002] [INFO ] [CONFIGURE ] GPI: KEPT add_opening_strength (score: 80.00%) [2025-11-21T15:05:02.771057] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5314 tests [2025-11-21T15:05:02.771100] [INFO ] [CONFIGURE ] GPI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:05:02.771138] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T15:05:03.048720] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:05:03.307162] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:03.581422] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:03.938606] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:04.312049] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:04.641091] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:04.912412] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:05.161674] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:05.396300] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:05.633550] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:05.633805] [INFO ] [CONFIGURE ] GPI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T15:05:05.633864] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5313 tests [2025-11-21T15:05:05.633912] [INFO ] [CONFIGURE ] GPI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:05:05.633956] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T15:05:05.862735] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:06.082255] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:06.318003] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:06.546693] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:06.780970] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:07.015935] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:07.253185] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:07.487281] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:05:07.732164] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:07.972361] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:07.972690] [INFO ] [CONFIGURE ] GPI: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T15:05:07.972794] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5312 tests [2025-11-21T15:05:07.972872] [INFO ] [CONFIGURE ] GPI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:05:07.972972] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T15:05:08.222021] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:08.459214] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:08.697261] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:08.945241] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:09.192297] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:09.460474] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:09.700687] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:09.966633] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:10.229498] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:10.493433] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:10.493672] [INFO ] [CONFIGURE ] GPI: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:05:10.493735] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5311 tests [2025-11-21T15:05:10.493782] [INFO ] [CONFIGURE ] GPI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:05:10.493826] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T15:05:10.741477] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:11.011390] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:11.266879] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:11.527542] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:11.779778] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:12.019415] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:12.247128] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:12.469937] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:12.706516] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:12.935333] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:12.935535] [INFO ] [CONFIGURE ] GPI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T15:05:12.935594] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5310 tests [2025-11-21T15:05:12.935658] [INFO ] [CONFIGURE ] GPI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:05:12.935706] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T15:05:13.145674] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:13.358051] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:13.573747] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:13.796246] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:14.012079] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:14.229410] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:14.443827] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:14.674214] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:14.899128] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:15.116425] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:15.116586] [INFO ] [CONFIGURE ] GPI: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:05:15.116633] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5309 tests [2025-11-21T15:05:15.116709] [INFO ] [CONFIGURE ] GPI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:05:15.116757] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T15:05:15.330426] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:15.548580] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:15.771145] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:15.991509] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:16.214805] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:16.437864] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:16.661479] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:16.893060] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:05:17.117080] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:17.346005] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:17.346181] [INFO ] [CONFIGURE ] GPI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T15:05:17.346232] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5308 tests [2025-11-21T15:05:17.346274] [INFO ] [CONFIGURE ] GPI: Testing feature 20/29: add_price_rejection [2025-11-21T15:05:17.346323] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T15:05:17.586119] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:17.826953] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:18.061120] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:18.298577] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:18.533726] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:18.790538] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:19.044713] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:19.275327] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:19.508958] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:19.741806] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:19.741978] [INFO ] [CONFIGURE ] GPI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T15:05:19.742033] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5307 tests [2025-11-21T15:05:19.742078] [INFO ] [CONFIGURE ] GPI: Testing feature 21/29: add_range_position [2025-11-21T15:05:19.742120] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T15:05:19.997743] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:20.248044] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:20.502393] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:20.775862] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:21.051983] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:21.323509] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:21.593151] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:21.865670] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:05:22.149101] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:22.422214] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:22.422394] [INFO ] [CONFIGURE ] GPI: KEPT add_range_position (score: 90.00%) [2025-11-21T15:05:22.422451] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5306 tests [2025-11-21T15:05:22.422497] [INFO ] [CONFIGURE ] GPI: Testing feature 22/29: add_realized_volatility [2025-11-21T15:05:22.422539] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_realized_volatility'] [2025-11-21T15:05:22.823772] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:23.215092] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:23.594413] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:23.968863] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:24.361536] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:24.727617] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:25.141868] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:25.531636] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:25.919083] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:26.306769] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:26.306973] [INFO ] [CONFIGURE ] GPI: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T15:05:26.307033] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5305 tests [2025-11-21T15:05:26.307127] [INFO ] [CONFIGURE ] GPI: Testing feature 23/29: add_recent_range_context [2025-11-21T15:05:26.307175] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_recent_range_context'] [2025-11-21T15:05:26.593426] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:26.860144] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:27.156595] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:27.436612] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:27.710756] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:27.982751] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:28.253346] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:05:28.538763] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:28.837189] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:29.128312] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:29.128493] [INFO ] [CONFIGURE ] GPI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T15:05:29.128550] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5304 tests [2025-11-21T15:05:29.128598] [INFO ] [CONFIGURE ] GPI: Testing feature 24/29: add_rsi [2025-11-21T15:05:29.128661] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T15:05:29.500554] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:29.849179] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:30.208460] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:30.561253] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:30.904227] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:31.238897] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:31.582202] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:05:31.926077] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:32.267969] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:05:32.595788] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:32.595976] [INFO ] [CONFIGURE ] GPI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:05:32.596032] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5303 tests [2025-11-21T15:05:32.596077] [INFO ] [CONFIGURE ] GPI: Testing feature 25/29: add_tick_distribution [2025-11-21T15:05:32.596117] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_tick_distribution'] [2025-11-21T15:05:32.875399] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:05:33.162994] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:33.462618] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:33.760456] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:34.080299] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:34.374816] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:34.666263] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:34.982908] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:35.272848] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:35.564246] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:35.564429] [INFO ] [CONFIGURE ] GPI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T15:05:35.564485] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5302 tests [2025-11-21T15:05:35.564546] [INFO ] [CONFIGURE ] GPI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:05:35.564591] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T15:05:35.852154] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:05:36.124389] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:36.400899] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:36.672611] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:36.943929] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:05:37.216610] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:37.493570] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:05:37.782084] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:38.061418] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:05:38.348919] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:38.349162] [INFO ] [CONFIGURE ] GPI: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T15:05:38.349224] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5301 tests [2025-11-21T15:05:38.349274] [INFO ] [CONFIGURE ] GPI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:05:38.349319] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T15:05:38.660459] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:38.945993] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:39.250071] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:39.573968] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:39.895237] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:40.216165] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:40.526496] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:05:40.838563] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:05:41.150571] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:41.470509] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:41.470768] [INFO ] [CONFIGURE ] GPI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T15:05:41.470831] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5300 tests [2025-11-21T15:05:41.470902] [INFO ] [CONFIGURE ] GPI: Testing feature 28/29: add_volume_profile [2025-11-21T15:05:41.470950] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_volume_profile'] [2025-11-21T15:05:41.774202] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:05:42.075875] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:42.371658] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:42.688087] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:42.981175] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:43.284853] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:43.576667] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:05:43.881227] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:05:44.172139] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:44.464637] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:44.464835] [INFO ] [CONFIGURE ] GPI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:05:44.464899] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5299 tests [2025-11-21T15:05:44.464991] [INFO ] [CONFIGURE ] GPI: Testing feature 29/29: add_vwap [2025-11-21T15:05:44.465040] [INFO ] [CONFIGURE ] GPI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position', 'add_vwap'] [2025-11-21T15:05:44.764946] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:05:45.047257] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:05:45.342759] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:05:45.623186] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:45.917100] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:46.205287] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:46.507125] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:05:46.787847] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:05:47.066192] [DEBUG] [FORECASTER] GPI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:05:47.349910] [DEBUG] [FORECASTER] GPI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:05:47.350142] [INFO ] [CONFIGURE ] GPI: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:05:47.350200] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5298 tests [2025-11-21T15:05:47.350247] [INFO ] [CONFIGURE ] GPI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:05:47.350289] [INFO ] [CONFIGURE ] GPI: Best accuracy: 90.00% [2025-11-21T15:05:47.350332] [INFO ] [CONFIGURE ] GPI: Best feature set (3 features): ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T15:05:47.350372] [INFO ] [CONFIGURE ] GPI: Improvement over baseline: 30.00% [2025-11-21T15:05:47.350410] [INFO ] [CONFIGURE ] GPI: Total time: 1.3 minutes [2025-11-21T15:05:47.350447] [INFO ] [CONFIGURE ] GPI: Average time per feature: 2.6 seconds [2025-11-21T15:05:47.350485] [INFO ] [CONFIGURE ] GPI: Average speed: 0.38 features/sec [2025-11-21T15:05:47.350977] [INFO ] [LOCAL ] Saved configuration for GPI: 3 features, 90.00% accuracy -> ./output/feature-sets/GPI.json [2025-11-21T15:05:47.351040] [INFO ] [CONFIGURE ] GPI: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T15:05:47.351099] [INFO ] [sig ] [546/723] Successfully configured GPI | 0.01 sym/s | Total: 12.5h | ETA: 4.1h [2025-11-21T15:05:47.351145] [INFO ] [sig ] [547/723] Configuring GPJA... [2025-11-21T15:05:47.351185] [INFO ] [CONFIGURE ] GPJA: Configurate test run. [2025-11-21T15:05:47.351225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-11-21T15:05:47.457987] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPJA'. [2025-11-21T15:05:47.458349] [INFO ] [CONFIGURE ] GPJA: Testing with 29 available features [2025-11-21T15:05:47.458410] [INFO ] [CONFIGURE ] GPJA: Establishing baseline with no features... [2025-11-21T15:05:47.625281] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:05:47.791606] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:05:47.960806] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:05:48.128879] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:05:48.297175] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:48.470787] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:48.639948] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:05:48.810958] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:05:48.984201] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:05:49.152897] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:05:49.153063] [INFO ] [CONFIGURE ] GPJA: Baseline score (no features): 50.00% [2025-11-21T15:05:49.153112] [INFO ] [CONFIGURE ] GPJA: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:05:49.153149] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:05:49.353693] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:49.561893] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:05:49.765438] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:05:49.964200] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:05:50.166331] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:50.368723] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:50.586617] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:05:50.794584] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:05:51.024179] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:05:51.316701] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:05:51.316955] [INFO ] [CONFIGURE ] GPJA: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T15:05:51.317032] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5297 tests [2025-11-21T15:05:51.317099] [INFO ] [CONFIGURE ] GPJA: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:05:51.317159] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:05:51.645809] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:51.925700] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:05:52.164442] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:05:52.396120] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:05:52.627246] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:52.871024] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:53.111952] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:05:53.354959] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:05:53.600197] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:05:53.848334] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:05:53.848549] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T15:05:53.848611] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5296 tests [2025-11-21T15:05:53.848709] [INFO ] [CONFIGURE ] GPJA: Testing feature 3/29: add_daily_returns [2025-11-21T15:05:53.848763] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:05:54.080096] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:54.301630] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:05:54.523361] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:05:54.747160] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:54.969638] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:55.183987] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:05:55.399590] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:05:55.620248] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:05:55.834797] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:05:56.055156] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:05:56.055324] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:05:56.055371] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5295 tests [2025-11-21T15:05:56.055409] [INFO ] [CONFIGURE ] GPJA: Testing feature 4/29: add_ema [2025-11-21T15:05:56.055443] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:05:56.301074] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:56.543441] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:05:56.784819] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:05:57.027363] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:57.272341] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:05:57.521618] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:05:57.767739] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:05:58.016109] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:05:58.264022] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:05:58.510698] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:05:58.510869] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_ema (score: 70.00%) [2025-11-21T15:05:58.510961] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5294 tests [2025-11-21T15:05:58.511003] [INFO ] [CONFIGURE ] GPJA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:05:58.511039] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:05:58.757805] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:05:59.007014] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:05:59.255464] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:05:59.502770] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:05:59.758631] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:00.009063] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:00.257163] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:00.507602] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:00.760992] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:06:01.181301] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:01.181534] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T15:06:01.181596] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5293 tests [2025-11-21T15:06:01.181675] [INFO ] [CONFIGURE ] GPJA: Testing feature 6/29: add_failed_moves [2025-11-21T15:06:01.181739] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:06:01.800674] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:02.187168] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:02.402586] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:02.623366] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:02.845208] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:03.062757] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:03.280750] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:03.495539] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:06:03.708373] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:06:03.925567] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:03.925728] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T15:06:03.925806] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5292 tests [2025-11-21T15:06:03.925858] [INFO ] [CONFIGURE ] GPJA: Testing feature 7/29: add_lag_shelf [2025-11-21T15:06:03.925905] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:06:04.124270] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:04.331227] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:04.526814] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:06:04.724256] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:04.924472] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:05.126580] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:05.327403] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:05.527976] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:06:05.734495] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:06:05.941150] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:05.941288] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:06:05.941335] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5291 tests [2025-11-21T15:06:05.941374] [INFO ] [CONFIGURE ] GPJA: Testing feature 8/29: add_macd [2025-11-21T15:06:05.941409] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:06:06.227845] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:06.526631] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:06.812321] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:07.100276] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:07.388286] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:07.678596] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:06:07.967400] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:08.267885] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:08.579073] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:08.885540] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:08.885763] [INFO ] [CONFIGURE ] GPJA: KEPT add_macd (score: 80.00%) [2025-11-21T15:06:08.885819] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5290 tests [2025-11-21T15:06:08.885868] [INFO ] [CONFIGURE ] GPJA: Testing feature 9/29: add_mfi [2025-11-21T15:06:08.885919] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T15:06:09.221034] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:09.541741] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:09.873861] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:10.205119] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:10.535755] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:10.908369] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:11.235360] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:11.551921] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:11.865922] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:12.181315] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:12.181512] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:06:12.181571] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5289 tests [2025-11-21T15:06:12.181623] [INFO ] [CONFIGURE ] GPJA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:06:12.181689] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:06:12.565211] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:12.948464] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:13.358535] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:06:13.761238] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:06:14.174451] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:14.582329] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:14.961958] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:15.333496] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:06:15.705984] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:16.080958] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:16.081137] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:06:16.081196] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5288 tests [2025-11-21T15:06:16.081244] [INFO ] [CONFIGURE ] GPJA: Testing feature 11/29: add_obv_daily [2025-11-21T15:06:16.081289] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T15:06:16.402200] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:16.719308] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:17.034991] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:17.356519] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:17.691335] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:18.027432] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:18.347474] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:18.671792] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:18.991696] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:19.321122] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:19.321336] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T15:06:19.321391] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5287 tests [2025-11-21T15:06:19.321442] [INFO ] [CONFIGURE ] GPJA: Testing feature 12/29: add_obv_interval [2025-11-21T15:06:19.321487] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T15:06:19.643955] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:19.964142] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:20.274040] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:20.581560] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:06:20.891125] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:21.201723] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:21.514240] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:21.827996] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:22.139429] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:22.449123] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:22.449319] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:06:22.449377] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5286 tests [2025-11-21T15:06:22.449423] [INFO ] [CONFIGURE ] GPJA: Testing feature 13/29: add_opening_strength [2025-11-21T15:06:22.449464] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:06:22.778805] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:23.117786] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:23.450043] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:06:23.782762] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:24.118152] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:24.455305] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:24.820453] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:25.169579] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:25.510139] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:06:25.854331] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:25.854499] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T15:06:25.854556] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5285 tests [2025-11-21T15:06:25.854596] [INFO ] [CONFIGURE ] GPJA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:06:25.854659] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T15:06:26.172082] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:26.494724] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:26.810692] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:27.122629] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:06:27.432852] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:06:27.744401] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:28.058786] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:28.373160] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:28.685538] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:29.001189] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:29.001381] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:06:29.001439] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5284 tests [2025-11-21T15:06:29.001484] [INFO ] [CONFIGURE ] GPJA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:06:29.001526] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T15:06:29.296760] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:29.589315] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:29.888298] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:30.182932] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:06:30.481313] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:30.790940] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:06:31.094526] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:31.397026] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:06:31.698942] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:32.007221] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:32.007408] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:06:32.007467] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5283 tests [2025-11-21T15:06:32.007513] [INFO ] [CONFIGURE ] GPJA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:06:32.007575] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T15:06:32.302067] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:32.601196] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:32.899906] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:33.190406] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:33.498518] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:33.813949] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:34.136327] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:34.458262] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:34.778337] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:35.099480] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:35.099718] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:06:35.099778] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5282 tests [2025-11-21T15:06:35.099824] [INFO ] [CONFIGURE ] GPJA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:06:35.099866] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T15:06:35.428625] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:35.759840] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:36.096587] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:36.437255] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:36.782329] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:37.120530] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:37.473344] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:37.807626] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:38.166835] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:38.519015] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:38.519189] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T15:06:38.519243] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5281 tests [2025-11-21T15:06:38.519287] [INFO ] [CONFIGURE ] GPJA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:06:38.519329] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T15:06:38.863459] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:39.215949] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:39.538077] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:39.864035] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:40.192370] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:40.539090] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:06:40.881994] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:41.241569] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:06:41.586084] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:41.936812] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:41.937022] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:06:41.937094] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5280 tests [2025-11-21T15:06:41.937146] [INFO ] [CONFIGURE ] GPJA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:06:41.937183] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T15:06:42.258781] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:42.580066] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:42.916542] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:43.220317] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:43.529176] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:43.837573] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:06:44.160219] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:44.468662] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:44.779032] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:06:45.088162] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:45.088327] [INFO ] [CONFIGURE ] GPJA: KEPT add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T15:06:45.088381] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5279 tests [2025-11-21T15:06:45.088427] [INFO ] [CONFIGURE ] GPJA: Testing feature 20/29: add_price_rejection [2025-11-21T15:06:45.088471] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T15:06:45.429310] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:45.769980] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:46.116748] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:46.463757] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:46.809589] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:47.155146] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:06:47.500060] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:47.853081] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:48.190407] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:48.524028] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:48.524195] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T15:06:48.524250] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5278 tests [2025-11-21T15:06:48.524297] [INFO ] [CONFIGURE ] GPJA: Testing feature 21/29: add_range_position [2025-11-21T15:06:48.524343] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T15:06:48.870682] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:49.211333] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:49.548766] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:49.887884] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:50.235493] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:50.574013] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:06:50.921024] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:51.261457] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:51.592254] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:51.938530] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:51.938761] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_range_position (score: 80.00%) [2025-11-21T15:06:51.938822] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5277 tests [2025-11-21T15:06:51.938870] [INFO ] [CONFIGURE ] GPJA: Testing feature 22/29: add_realized_volatility [2025-11-21T15:06:51.938917] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T15:06:52.349593] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:52.759477] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:53.168211] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:53.582530] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:06:53.996009] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:54.411305] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:54.860422] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:06:55.305950] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:55.725922] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:56.147328] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:56.147546] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T15:06:56.147626] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5276 tests [2025-11-21T15:06:56.147698] [INFO ] [CONFIGURE ] GPJA: Testing feature 23/29: add_recent_range_context [2025-11-21T15:06:56.147744] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T15:06:56.456228] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:06:56.770168] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:06:57.086282] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:06:57.411250] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:06:57.762086] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:06:58.214608] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:06:58.617263] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:06:58.934833] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:06:59.255253] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:06:59.571705] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:06:59.571910] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:06:59.571969] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5275 tests [2025-11-21T15:06:59.572015] [INFO ] [CONFIGURE ] GPJA: Testing feature 24/29: add_rsi [2025-11-21T15:06:59.572059] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T15:06:59.930989] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:01.008191] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:07:01.374200] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:07:01.737114] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:07:02.080536] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:07:02.427839] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:02.776639] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:07:03.132987] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:07:03.490077] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:07:03.850934] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:07:03.851173] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:07:03.851233] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5274 tests [2025-11-21T15:07:03.851280] [INFO ] [CONFIGURE ] GPJA: Testing feature 25/29: add_tick_distribution [2025-11-21T15:07:03.851324] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T15:07:04.160162] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:04.465045] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:07:04.772753] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:07:05.079460] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:07:05.391905] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:07:05.708626] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:07:06.024298] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:07:06.347909] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:06.660908] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:07:06.977091] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:07:06.977277] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:07:06.977337] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5273 tests [2025-11-21T15:07:06.977387] [INFO ] [CONFIGURE ] GPJA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:07:06.977434] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T15:07:07.277924] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:07.575780] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:07:07.872953] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:07:08.198243] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:07:08.497027] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:07:08.795939] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:09.094367] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:07:09.396937] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:09.695154] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:07:10.034638] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:07:10.034829] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:07:10.034886] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5272 tests [2025-11-21T15:07:10.034935] [INFO ] [CONFIGURE ] GPJA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:07:10.034978] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T15:07:10.156671] [FATAL] [FORECASTER] Failed to test lookback=11: [15:07:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:10.279790] [FATAL] [FORECASTER] Failed to test lookback=10: [15:07:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:10.403194] [FATAL] [FORECASTER] Failed to test lookback=9: [15:07:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:10.527879] [FATAL] [FORECASTER] Failed to test lookback=8: [15:07:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:10.652508] [FATAL] [FORECASTER] Failed to test lookback=7: [15:07:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:10.779202] [FATAL] [FORECASTER] Failed to test lookback=6: [15:07:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:10.908068] [FATAL] [FORECASTER] Failed to test lookback=5: [15:07:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:11.034367] [FATAL] [FORECASTER] Failed to test lookback=4: [15:07:11] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:11.160512] [FATAL] [FORECASTER] Failed to test lookback=3: [15:07:11] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:11.286779] [FATAL] [FORECASTER] Failed to test lookback=2: [15:07:11] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T15:07:11.287033] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T15:07:11.287088] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5271 tests [2025-11-21T15:07:11.287128] [INFO ] [CONFIGURE ] GPJA: Testing feature 28/29: add_volume_profile [2025-11-21T15:07:11.287164] [INFO ] [CONFIGURE ] GPJA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T15:07:11.625047] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:11.951882] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:07:12.275175] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:07:12.595747] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:07:12.925862] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:07:13.246251] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:13.570422] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:07:13.889220] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:14.224500] [DEBUG] [FORECASTER] GPJA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:07:14.550598] [DEBUG] [FORECASTER] GPJA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:07:14.550827] [INFO ] [CONFIGURE ] GPJA: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:07:14.550888] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5270 tests [2025-11-21T15:07:14.550937] [INFO ] [CONFIGURE ] GPJA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:07:14.550980] [INFO ] [CONFIGURE ] GPJA: Best accuracy: 90.00% [2025-11-21T15:07:14.551023] [INFO ] [CONFIGURE ] GPJA: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T15:07:14.551062] [INFO ] [CONFIGURE ] GPJA: Improvement over baseline: 40.00% [2025-11-21T15:07:14.551142] [INFO ] [CONFIGURE ] GPJA: Total time: 1.4 minutes [2025-11-21T15:07:14.551187] [INFO ] [CONFIGURE ] GPJA: Average time per feature: 3.0 seconds [2025-11-21T15:07:14.551226] [INFO ] [CONFIGURE ] GPJA: Average speed: 0.34 features/sec [2025-11-21T15:07:14.551543] [INFO ] [LOCAL ] Saved configuration for GPJA: 4 features, 90.00% accuracy -> ./output/feature-sets/GPJA.json [2025-11-21T15:07:14.551601] [INFO ] [CONFIGURE ] GPJA: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T15:07:14.551670] [INFO ] [sig ] [547/723] Successfully configured GPJA | 0.01 sym/s | Total: 12.6h | ETA: 4.0h [2025-11-21T15:07:14.551719] [INFO ] [sig ] [548/723] Configuring GPK... [2025-11-21T15:07:14.551761] [INFO ] [CONFIGURE ] GPK: Configurate test run. [2025-11-21T15:07:14.551802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-11-21T15:07:14.764063] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPK'. [2025-11-21T15:07:14.764460] [INFO ] [CONFIGURE ] GPK: Testing with 29 available features [2025-11-21T15:07:14.764525] [INFO ] [CONFIGURE ] GPK: Establishing baseline with no features... [2025-11-21T15:07:14.937488] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:07:15.114530] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:15.290134] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:15.462073] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:15.634606] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:15.812942] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:15.987881] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:16.161355] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:16.335079] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:16.518453] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:16.518631] [INFO ] [CONFIGURE ] GPK: Baseline score (no features): 60.00% [2025-11-21T15:07:16.518724] [INFO ] [CONFIGURE ] GPK: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:07:16.518776] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:07:16.720466] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:16.923481] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:17.127131] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:17.335673] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:07:17.554916] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:07:17.765117] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:17.975171] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:18.179062] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:18.382852] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:07:18.586119] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:18.586293] [INFO ] [CONFIGURE ] GPK: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T15:07:18.586340] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5269 tests [2025-11-21T15:07:18.586378] [INFO ] [CONFIGURE ] GPK: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:07:18.586455] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:07:18.797266] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:07:19.007968] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:19.216265] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:19.425882] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:19.637747] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:19.850174] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:20.062417] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:20.277681] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:20.490161] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:07:20.706018] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:20.706323] [INFO ] [CONFIGURE ] GPK: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:07:20.706458] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5268 tests [2025-11-21T15:07:20.706545] [INFO ] [CONFIGURE ] GPK: Testing feature 3/29: add_daily_returns [2025-11-21T15:07:20.706676] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_daily_returns'] [2025-11-21T15:07:20.908582] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:07:21.095242] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:21.287936] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:21.490813] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:21.685633] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:21.875622] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:22.065778] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:22.252721] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:22.444038] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:22.635693] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:22.635863] [INFO ] [CONFIGURE ] GPK: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:07:22.635911] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5267 tests [2025-11-21T15:07:22.635950] [INFO ] [CONFIGURE ] GPK: Testing feature 4/29: add_ema [2025-11-21T15:07:22.635986] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_ema'] [2025-11-21T15:07:22.858907] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:07:23.078780] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:23.294897] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:23.511818] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:23.742555] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:23.955763] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:24.166521] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:24.384272] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:24.603981] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:07:24.821605] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:24.821807] [INFO ] [CONFIGURE ] GPK: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:07:24.821857] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5266 tests [2025-11-21T15:07:24.821894] [INFO ] [CONFIGURE ] GPK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:07:24.821928] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:07:25.039077] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:07:25.259155] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:25.479367] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:25.701054] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:25.922372] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:26.150177] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:26.380187] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:26.602766] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:26.827744] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:27.060009] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:27.060233] [INFO ] [CONFIGURE ] GPK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:07:27.060299] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5265 tests [2025-11-21T15:07:27.060346] [INFO ] [CONFIGURE ] GPK: Testing feature 6/29: add_failed_moves [2025-11-21T15:07:27.060389] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_failed_moves'] [2025-11-21T15:07:27.254367] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:07:27.449997] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:27.639285] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:27.825795] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:28.018338] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:28.207069] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:28.394040] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:28.578629] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:28.763491] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:28.947949] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:28.948250] [INFO ] [CONFIGURE ] GPK: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:07:28.948375] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5264 tests [2025-11-21T15:07:28.948462] [INFO ] [CONFIGURE ] GPK: Testing feature 7/29: add_lag_shelf [2025-11-21T15:07:28.948590] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_lag_shelf'] [2025-11-21T15:07:29.121425] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:07:29.296163] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:29.467241] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:29.637929] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:29.804299] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:29.968750] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:30.134496] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:30.300571] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:30.475118] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:30.646441] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:30.646601] [INFO ] [CONFIGURE ] GPK: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:07:30.646664] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5263 tests [2025-11-21T15:07:30.646725] [INFO ] [CONFIGURE ] GPK: Testing feature 8/29: add_macd [2025-11-21T15:07:30.646773] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T15:07:30.906217] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:31.174422] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:31.439000] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:31.710838] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:31.978040] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:32.237095] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:32.497324] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:32.757322] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:33.021441] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:33.285158] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:33.285368] [INFO ] [CONFIGURE ] GPK: KEPT add_macd (score: 70.00%) [2025-11-21T15:07:33.285426] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5262 tests [2025-11-21T15:07:33.285476] [INFO ] [CONFIGURE ] GPK: Testing feature 9/29: add_mfi [2025-11-21T15:07:33.285522] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T15:07:33.569358] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:33.852449] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:34.154555] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:34.437230] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:34.724739] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:35.019351] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:35.303797] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:35.591379] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:35.875130] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:36.162132] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:36.162328] [INFO ] [CONFIGURE ] GPK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:07:36.162386] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5261 tests [2025-11-21T15:07:36.162466] [INFO ] [CONFIGURE ] GPK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:07:36.162513] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:07:36.522887] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:36.899120] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:37.254554] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:37.618756] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:37.980176] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:38.345088] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:38.706928] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:39.072849] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:39.438322] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:39.815631] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:39.815870] [INFO ] [CONFIGURE ] GPK: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T15:07:39.815944] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5260 tests [2025-11-21T15:07:39.816004] [INFO ] [CONFIGURE ] GPK: Testing feature 11/29: add_obv_daily [2025-11-21T15:07:39.816047] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T15:07:40.115440] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:40.422980] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:40.724849] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:41.015365] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:41.300927] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:41.586244] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:41.901373] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:42.201988] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:42.493802] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:42.789435] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:42.789620] [INFO ] [CONFIGURE ] GPK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T15:07:42.789701] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5259 tests [2025-11-21T15:07:42.789757] [INFO ] [CONFIGURE ] GPK: Testing feature 12/29: add_obv_interval [2025-11-21T15:07:42.789804] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T15:07:43.076928] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:43.367614] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:43.651188] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:43.924470] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:44.201308] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:44.484404] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:44.811341] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:45.186603] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:45.524528] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:45.836127] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:45.836360] [INFO ] [CONFIGURE ] GPK: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T15:07:45.836428] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5258 tests [2025-11-21T15:07:45.836479] [INFO ] [CONFIGURE ] GPK: Testing feature 13/29: add_opening_strength [2025-11-21T15:07:45.836522] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:07:46.158216] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:46.479764] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:46.799381] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:47.106438] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:47.431353] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:47.781021] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:48.113895] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:07:48.435078] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:48.737435] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:49.041248] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:49.041411] [INFO ] [CONFIGURE ] GPK: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T15:07:49.041466] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5257 tests [2025-11-21T15:07:49.041512] [INFO ] [CONFIGURE ] GPK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:07:49.041555] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T15:07:49.324788] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:49.616540] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:49.908631] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:50.207493] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:50.500098] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:50.796474] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:51.095849] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:51.384902] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:51.672210] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:51.963302] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:51.963466] [INFO ] [CONFIGURE ] GPK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:07:51.963524] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5256 tests [2025-11-21T15:07:51.963571] [INFO ] [CONFIGURE ] GPK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:07:51.963615] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T15:07:52.252836] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:52.514747] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:52.802882] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:53.093438] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:53.392738] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:53.698174] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:53.987663] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:54.289540] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:54.585113] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:54.877142] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:54.877331] [INFO ] [CONFIGURE ] GPK: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T15:07:54.877396] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5255 tests [2025-11-21T15:07:54.877443] [INFO ] [CONFIGURE ] GPK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:07:54.877485] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T15:07:55.158763] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:55.445349] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:55.732722] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:56.021093] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:56.304870] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:56.583099] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:56.878879] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:07:57.183358] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:07:57.474785] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:07:57.760578] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:07:57.760779] [INFO ] [CONFIGURE ] GPK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:07:57.760836] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5254 tests [2025-11-21T15:07:57.760887] [INFO ] [CONFIGURE ] GPK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:07:57.760933] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T15:07:58.062304] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:07:58.386468] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:07:58.698994] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:07:59.012833] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:07:59.323767] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:07:59.642544] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:07:59.966353] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:01.029486] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:01.575315] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:01.894357] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:01.894561] [INFO ] [CONFIGURE ] GPK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T15:08:01.894618] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5253 tests [2025-11-21T15:08:01.894687] [INFO ] [CONFIGURE ] GPK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:08:01.894733] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T15:08:02.188326] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:02.493293] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:02.791193] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:03.092724] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:03.387666] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:03.691958] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:03.990361] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:04.289232] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:04.585922] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:04.884742] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:04.884942] [INFO ] [CONFIGURE ] GPK: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:08:04.885003] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5252 tests [2025-11-21T15:08:04.885050] [INFO ] [CONFIGURE ] GPK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:08:04.885093] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T15:08:05.161512] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:05.441900] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:05.731175] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:06.008540] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:06.282280] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:06.564896] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:06.849920] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:07.148190] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:07.432385] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:07.732147] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:07.732329] [INFO ] [CONFIGURE ] GPK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T15:08:07.732396] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5251 tests [2025-11-21T15:08:07.732445] [INFO ] [CONFIGURE ] GPK: Testing feature 20/29: add_price_rejection [2025-11-21T15:08:07.732489] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T15:08:08.057901] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:08.381031] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:08.705713] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:09.045276] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:09.364807] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:09.661420] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:09.980967] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:10.293572] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:10.599548] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:10.916923] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:10.917127] [INFO ] [CONFIGURE ] GPK: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T15:08:10.917188] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5250 tests [2025-11-21T15:08:10.917236] [INFO ] [CONFIGURE ] GPK: Testing feature 21/29: add_range_position [2025-11-21T15:08:10.917280] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T15:08:11.222927] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:11.542611] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:11.854103] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:12.165129] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:12.485619] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:12.800491] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:13.120872] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:13.442812] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:13.760906] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:14.097872] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:14.098075] [INFO ] [CONFIGURE ] GPK: DISCARDED add_range_position (score: 70.00%) [2025-11-21T15:08:14.098132] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5249 tests [2025-11-21T15:08:14.098180] [INFO ] [CONFIGURE ] GPK: Testing feature 22/29: add_realized_volatility [2025-11-21T15:08:14.098245] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T15:08:14.514717] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:14.934680] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:15.341880] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:15.748378] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:16.124723] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:16.502064] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:16.909776] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:17.310272] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:17.693410] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:18.122471] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:18.122735] [INFO ] [CONFIGURE ] GPK: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T15:08:18.122848] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5248 tests [2025-11-21T15:08:18.122900] [INFO ] [CONFIGURE ] GPK: Testing feature 23/29: add_recent_range_context [2025-11-21T15:08:18.122946] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T15:08:18.440314] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:18.742546] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:19.051302] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:19.353033] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:19.657705] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:19.948121] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:20.234534] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:20.521583] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:20.818707] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:21.113169] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:21.113386] [INFO ] [CONFIGURE ] GPK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T15:08:21.113454] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5247 tests [2025-11-21T15:08:21.113504] [INFO ] [CONFIGURE ] GPK: Testing feature 24/29: add_rsi [2025-11-21T15:08:21.113551] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T15:08:21.415828] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:21.723502] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:22.031981] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:22.336791] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:22.638223] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:22.946390] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:23.262264] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:23.586919] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:23.902044] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:24.205865] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:24.206042] [INFO ] [CONFIGURE ] GPK: DISCARDED add_rsi (score: 70.00%) [2025-11-21T15:08:24.206100] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5246 tests [2025-11-21T15:08:24.206150] [INFO ] [CONFIGURE ] GPK: Testing feature 25/29: add_tick_distribution [2025-11-21T15:08:24.206194] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T15:08:24.465943] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:24.726400] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:24.988435] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:25.248984] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:25.512569] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:25.778951] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:26.054049] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:26.328676] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:26.596174] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:26.865795] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:08:26.865980] [INFO ] [CONFIGURE ] GPK: KEPT add_tick_distribution (score: 80.00%) [2025-11-21T15:08:26.866039] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5245 tests [2025-11-21T15:08:26.866086] [INFO ] [CONFIGURE ] GPK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:08:26.866128] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T15:08:27.161676] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:27.457317] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:27.742509] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:28.026335] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:28.315588] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:28.601700] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:28.882444] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:29.167164] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:29.449757] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:29.741694] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:29.741921] [INFO ] [CONFIGURE ] GPK: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T15:08:29.741992] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5244 tests [2025-11-21T15:08:29.742042] [INFO ] [CONFIGURE ] GPK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:08:29.742088] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T15:08:30.057477] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:30.375586] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:30.679541] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:30.982587] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:31.315884] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:31.645335] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:32.002373] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:32.330436] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:32.665350] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:33.000094] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:33.000273] [INFO ] [CONFIGURE ] GPK: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T15:08:33.000335] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5243 tests [2025-11-21T15:08:33.000384] [INFO ] [CONFIGURE ] GPK: Testing feature 28/29: add_volume_profile [2025-11-21T15:08:33.000501] [INFO ] [CONFIGURE ] GPK: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T15:08:33.322233] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:33.644268] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:33.970801] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:34.267003] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:34.562469] [DEBUG] [FORECASTER] GPK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:08:34.861223] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:35.160447] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:08:35.480555] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:35.810195] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:08:36.136285] [DEBUG] [FORECASTER] GPK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:08:36.136456] [INFO ] [CONFIGURE ] GPK: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T15:08:36.136513] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5242 tests [2025-11-21T15:08:36.136559] [INFO ] [CONFIGURE ] GPK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:08:36.136602] [INFO ] [CONFIGURE ] GPK: Best accuracy: 80.00% [2025-11-21T15:08:36.136661] [INFO ] [CONFIGURE ] GPK: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T15:08:36.136706] [INFO ] [CONFIGURE ] GPK: Improvement over baseline: 20.00% [2025-11-21T15:08:36.136744] [INFO ] [CONFIGURE ] GPK: Total time: 1.3 minutes [2025-11-21T15:08:36.136781] [INFO ] [CONFIGURE ] GPK: Average time per feature: 2.8 seconds [2025-11-21T15:08:36.136819] [INFO ] [CONFIGURE ] GPK: Average speed: 0.36 features/sec [2025-11-21T15:08:36.137281] [INFO ] [LOCAL ] Saved configuration for GPK: 3 features, 80.00% accuracy -> ./output/feature-sets/GPK.json [2025-11-21T15:08:36.137338] [INFO ] [CONFIGURE ] GPK: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T15:08:36.137386] [INFO ] [sig ] [548/723] Successfully configured GPK | 0.01 sym/s | Total: 12.6h | ETA: 4.0h [2025-11-21T15:08:36.137431] [INFO ] [sig ] [549/723] Configuring GPMT... [2025-11-21T15:08:36.137471] [INFO ] [CONFIGURE ] GPMT: Configurate test run. [2025-11-21T15:08:36.137509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'. [2025-11-21T15:08:36.354623] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPMT'. [2025-11-21T15:08:36.354996] [INFO ] [CONFIGURE ] GPMT: Testing with 29 available features [2025-11-21T15:08:36.355057] [INFO ] [CONFIGURE ] GPMT: Establishing baseline with no features... [2025-11-21T15:08:36.526935] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:36.694780] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:08:36.860250] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:37.030090] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:37.201996] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:37.371881] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:37.558457] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:37.825903] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:38.067150] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:38.247619] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:38.247974] [INFO ] [CONFIGURE ] GPMT: Baseline score (no features): 40.00% [2025-11-21T15:08:38.248105] [INFO ] [CONFIGURE ] GPMT: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:08:38.248187] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:08:38.469274] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:38.682439] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:08:38.895591] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:39.108171] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:08:39.312495] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:39.520881] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:39.729621] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:39.945501] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:40.176110] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:40.385815] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:40.385985] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T15:08:40.386035] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5241 tests [2025-11-21T15:08:40.386075] [INFO ] [CONFIGURE ] GPMT: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:08:40.386111] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:08:40.603837] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:40.821526] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:08:41.032487] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:41.250325] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:41.465409] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:41.682774] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:41.897529] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:42.114298] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:42.333440] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:42.554265] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:42.554608] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:08:42.554693] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5240 tests [2025-11-21T15:08:42.554802] [INFO ] [CONFIGURE ] GPMT: Testing feature 3/29: add_daily_returns [2025-11-21T15:08:42.554879] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_daily_returns'] [2025-11-21T15:08:42.740055] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:42.932102] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:43.118676] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:43.311913] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:08:43.502494] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:43.684446] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:43.869768] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:44.055214] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:44.245704] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:44.437006] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:44.437179] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:08:44.437233] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5239 tests [2025-11-21T15:08:44.437273] [INFO ] [CONFIGURE ] GPMT: Testing feature 4/29: add_ema [2025-11-21T15:08:44.437309] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema'] [2025-11-21T15:08:44.664041] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:44.893373] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:45.113144] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:45.341863] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:45.570065] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:45.790568] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:46.016470] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:46.245882] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:46.479294] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:46.711000] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:08:46.711190] [INFO ] [CONFIGURE ] GPMT: KEPT add_ema (score: 60.00%) [2025-11-21T15:08:46.711240] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5238 tests [2025-11-21T15:08:46.711279] [INFO ] [CONFIGURE ] GPMT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:08:46.711314] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:08:46.978732] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:47.259907] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:08:47.520850] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:47.781710] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:48.040096] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:48.302551] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:48.565604] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:48.850616] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:49.138312] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:49.430380] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:08:49.430596] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:08:49.430674] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5237 tests [2025-11-21T15:08:49.430723] [INFO ] [CONFIGURE ] GPMT: Testing feature 6/29: add_failed_moves [2025-11-21T15:08:49.430794] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T15:08:49.670235] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:49.900088] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:50.127520] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:50.377133] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:50.629792] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:50.896540] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:08:51.145101] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:51.401400] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:51.649130] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:51.901034] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:51.901262] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:08:51.901322] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5236 tests [2025-11-21T15:08:51.901396] [INFO ] [CONFIGURE ] GPMT: Testing feature 7/29: add_lag_shelf [2025-11-21T15:08:51.901448] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T15:08:52.136847] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:52.372724] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:52.606309] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:52.845064] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:53.074461] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:53.308780] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:53.552315] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:53.769001] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:53.985230] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:54.203418] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:08:54.203779] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:08:54.203887] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5235 tests [2025-11-21T15:08:54.203975] [INFO ] [CONFIGURE ] GPMT: Testing feature 8/29: add_macd [2025-11-21T15:08:54.204054] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T15:08:54.531291] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:08:54.843923] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:08:55.160073] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:55.479874] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:55.803203] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:56.128155] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:56.447204] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:56.743452] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:57.057634] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:57.373078] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:57.373275] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_macd (score: 30.00%) [2025-11-21T15:08:57.373332] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5234 tests [2025-11-21T15:08:57.373371] [INFO ] [CONFIGURE ] GPMT: Testing feature 9/29: add_mfi [2025-11-21T15:08:57.373416] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T15:08:57.625681] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:08:57.887798] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:08:58.139787] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:08:58.396953] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:08:58.652466] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:08:58.907502] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:08:59.160170] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:08:59.413602] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:08:59.669747] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:08:59.924397] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:08:59.924595] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:08:59.924676] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5233 tests [2025-11-21T15:08:59.924726] [INFO ] [CONFIGURE ] GPMT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:08:59.924769] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:09:00.253548] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:01.288049] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:09:01.656151] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:01.990027] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:02.319233] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:02.664144] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:02.989953] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:03.327161] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:03.664185] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:03.996820] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:03.997009] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T15:09:03.997067] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5232 tests [2025-11-21T15:09:03.997114] [INFO ] [CONFIGURE ] GPMT: Testing feature 11/29: add_obv_daily [2025-11-21T15:09:03.997154] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T15:09:04.259403] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:09:04.527234] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:04.787933] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:05.029590] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:09:05.269335] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:05.508783] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:05.741255] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:05.978156] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:06.213776] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:09:06.456947] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:06.457274] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T15:09:06.457374] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5231 tests [2025-11-21T15:09:06.457460] [INFO ] [CONFIGURE ] GPMT: Testing feature 12/29: add_obv_interval [2025-11-21T15:09:06.457536] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T15:09:06.690274] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:09:06.917683] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:09:07.149737] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:07.379016] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:07.607375] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:07.837087] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:08.065093] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:08.293588] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:08.522741] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:08.753102] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:08.753322] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:09:08.753371] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5230 tests [2025-11-21T15:09:08.753410] [INFO ] [CONFIGURE ] GPMT: Testing feature 13/29: add_opening_strength [2025-11-21T15:09:08.753445] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:09:09.005891] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:09.265797] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:09.519329] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:09.775604] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:10.037967] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:10.298635] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:09:10.554794] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:10.817602] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:11.081740] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:09:11.346068] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:11.346333] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T15:09:11.346394] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5229 tests [2025-11-21T15:09:11.346440] [INFO ] [CONFIGURE ] GPMT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:09:11.346483] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T15:09:11.615696] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:11.880397] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:09:12.153882] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:12.398487] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:12.647779] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:12.892455] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:13.135940] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:13.381509] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:13.627347] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:13.879480] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:13.879674] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T15:09:13.879732] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5228 tests [2025-11-21T15:09:13.879777] [INFO ] [CONFIGURE ] GPMT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:09:13.879819] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T15:09:14.115496] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:14.343149] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:14.570595] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:14.799327] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:15.026555] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:15.256628] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:15.496429] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:09:15.732291] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:15.966407] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:16.208495] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:16.208860] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:09:16.208971] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5227 tests [2025-11-21T15:09:16.209054] [INFO ] [CONFIGURE ] GPMT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:09:16.209138] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T15:09:16.452871] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:16.694511] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:16.932736] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:17.172609] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:17.399263] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:17.631915] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:17.861838] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:09:18.093909] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:18.327489] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:18.559370] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:18.559572] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:09:18.559633] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5226 tests [2025-11-21T15:09:18.559704] [INFO ] [CONFIGURE ] GPMT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:09:18.559751] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T15:09:18.798933] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:19.037267] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:19.280991] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:19.519429] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:19.755576] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:19.990374] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:20.247737] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:20.484550] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:20.726455] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:20.963779] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:20.963942] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:09:20.963999] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5225 tests [2025-11-21T15:09:20.964044] [INFO ] [CONFIGURE ] GPMT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:09:20.964085] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T15:09:21.182591] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:09:21.400004] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:09:21.623313] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:21.845629] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:22.070594] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:22.337620] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:22.583397] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:22.826251] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:23.066596] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:23.308539] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:23.308903] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T15:09:23.309011] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5224 tests [2025-11-21T15:09:23.309142] [INFO ] [CONFIGURE ] GPMT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:09:23.309222] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T15:09:23.536260] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:23.765510] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:23.985780] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:24.198613] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:24.409297] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:24.644283] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:24.953964] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:25.265356] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:25.511263] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:25.746425] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:25.746611] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:09:25.746681] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5223 tests [2025-11-21T15:09:25.746752] [INFO ] [CONFIGURE ] GPMT: Testing feature 20/29: add_price_rejection [2025-11-21T15:09:25.746803] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T15:09:25.991552] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:26.228941] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:26.463572] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:26.704166] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:26.942086] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:27.179061] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:09:27.419863] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:27.690445] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:27.939198] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:28.198891] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:28.199104] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:09:28.199158] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5222 tests [2025-11-21T15:09:28.199206] [INFO ] [CONFIGURE ] GPMT: Testing feature 21/29: add_range_position [2025-11-21T15:09:28.199252] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T15:09:28.451548] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:28.705037] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:28.950490] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:29.198380] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:09:29.444477] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:29.696687] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:09:29.948149] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:30.215745] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:30.479786] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:30.751508] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:30.751728] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:09:30.751790] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5221 tests [2025-11-21T15:09:30.751840] [INFO ] [CONFIGURE ] GPMT: Testing feature 22/29: add_realized_volatility [2025-11-21T15:09:30.751885] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T15:09:31.111705] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:31.469389] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:31.825172] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:32.196281] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:32.574854] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:32.951247] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:33.300285] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:33.654202] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:34.014238] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:34.362678] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:34.362887] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:09:34.362950] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5220 tests [2025-11-21T15:09:34.363000] [INFO ] [CONFIGURE ] GPMT: Testing feature 23/29: add_recent_range_context [2025-11-21T15:09:34.363044] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T15:09:34.612776] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:34.863021] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:35.108826] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:09:35.348427] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:35.589987] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:35.825398] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:36.061692] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:36.300256] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:36.537119] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:36.775792] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:36.775993] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:09:36.776049] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5219 tests [2025-11-21T15:09:36.776094] [INFO ] [CONFIGURE ] GPMT: Testing feature 24/29: add_rsi [2025-11-21T15:09:36.776137] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T15:09:37.008690] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:37.260224] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:37.517497] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:37.771565] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:38.029718] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:38.301870] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:38.562785] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:38.823244] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:39.091910] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:39.352870] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:39.353067] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:09:39.353126] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5218 tests [2025-11-21T15:09:39.353176] [INFO ] [CONFIGURE ] GPMT: Testing feature 25/29: add_tick_distribution [2025-11-21T15:09:39.353219] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T15:09:39.588303] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:39.823007] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:09:40.060074] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:40.297479] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:40.537069] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:40.778401] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:41.013440] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:41.246229] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:41.481434] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:41.716576] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:41.717003] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:09:41.717077] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5217 tests [2025-11-21T15:09:41.717172] [INFO ] [CONFIGURE ] GPMT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:09:41.717247] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T15:09:41.966193] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:42.208171] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:09:42.456695] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:42.706418] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:42.959584] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:43.208795] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:43.460861] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:43.710495] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:43.965847] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:44.224130] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:44.224292] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:09:44.224350] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5216 tests [2025-11-21T15:09:44.224397] [INFO ] [CONFIGURE ] GPMT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:09:44.224439] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T15:09:44.500938] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:09:44.770053] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:45.055186] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:45.333707] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:45.606541] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:45.881872] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:46.147581] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:46.419750] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:46.698836] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:46.957602] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:46.957850] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T15:09:46.957912] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5215 tests [2025-11-21T15:09:46.957962] [INFO ] [CONFIGURE ] GPMT: Testing feature 28/29: add_volume_profile [2025-11-21T15:09:46.958008] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-21T15:09:47.186350] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:09:47.415206] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:09:47.647886] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:47.885634] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:48.118452] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:48.350309] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:48.585218] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:48.817929] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:49.061325] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:09:49.290460] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:49.290657] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:09:49.290738] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5214 tests [2025-11-21T15:09:49.290791] [INFO ] [CONFIGURE ] GPMT: Testing feature 29/29: add_vwap [2025-11-21T15:09:49.290838] [INFO ] [CONFIGURE ] GPMT: Testing with features: ['add_ema', 'add_vwap'] [2025-11-21T15:09:49.544102] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:49.794441] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:09:50.029925] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:50.272821] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:09:50.513784] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:09:50.757487] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:50.997433] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:09:51.227771] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:51.451556] [DEBUG] [FORECASTER] GPMT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:51.706907] [DEBUG] [FORECASTER] GPMT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:51.707088] [INFO ] [CONFIGURE ] GPMT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:09:51.707147] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5213 tests [2025-11-21T15:09:51.707196] [INFO ] [CONFIGURE ] GPMT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:09:51.707239] [INFO ] [CONFIGURE ] GPMT: Best accuracy: 60.00% [2025-11-21T15:09:51.707282] [INFO ] [CONFIGURE ] GPMT: Best feature set (1 features): ['add_ema'] [2025-11-21T15:09:51.707322] [INFO ] [CONFIGURE ] GPMT: Improvement over baseline: 20.00% [2025-11-21T15:09:51.707361] [INFO ] [CONFIGURE ] GPMT: Total time: 1.2 minutes [2025-11-21T15:09:51.707399] [INFO ] [CONFIGURE ] GPMT: Average time per feature: 2.5 seconds [2025-11-21T15:09:51.707437] [INFO ] [CONFIGURE ] GPMT: Average speed: 0.39 features/sec [2025-11-21T15:09:51.707988] [INFO ] [LOCAL ] Saved configuration for GPMT: 1 features, 60.00% accuracy -> ./output/feature-sets/GPMT.json [2025-11-21T15:09:51.708048] [INFO ] [CONFIGURE ] GPMT: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T15:09:51.708098] [INFO ] [sig ] [549/723] Successfully configured GPMT | 0.01 sym/s | Total: 12.6h | ETA: 4.0h [2025-11-21T15:09:51.708144] [INFO ] [sig ] [550/723] Configuring GPN... [2025-11-21T15:09:51.708186] [INFO ] [CONFIGURE ] GPN: Configurate test run. [2025-11-21T15:09:51.708227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-11-21T15:09:51.861195] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPN'. [2025-11-21T15:09:51.861580] [INFO ] [CONFIGURE ] GPN: Testing with 29 available features [2025-11-21T15:09:51.861667] [INFO ] [CONFIGURE ] GPN: Establishing baseline with no features... [2025-11-21T15:09:52.053054] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:52.246184] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:52.432134] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:52.620674] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:09:52.813565] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:09:53.003181] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:53.194332] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:09:53.382832] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:09:53.580274] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:09:53.772660] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:53.772982] [INFO ] [CONFIGURE ] GPN: Baseline score (no features): 40.00% [2025-11-21T15:09:53.773086] [INFO ] [CONFIGURE ] GPN: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:09:53.773163] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:09:54.009975] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:54.242708] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:54.478351] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:54.705326] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:09:54.931737] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:09:55.158248] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:55.385484] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:09:55.617199] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:09:55.847523] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:56.076439] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:09:56.076607] [INFO ] [CONFIGURE ] GPN: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T15:09:56.076673] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5212 tests [2025-11-21T15:09:56.076737] [INFO ] [CONFIGURE ] GPN: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:09:56.076794] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:09:56.303234] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:56.531450] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:56.763694] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:56.996859] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:09:57.229173] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:09:57.457658] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:57.686472] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:09:57.922308] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:09:58.154951] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:09:58.386604] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:09:58.386956] [INFO ] [CONFIGURE ] GPN: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T15:09:58.387053] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5211 tests [2025-11-21T15:09:58.387132] [INFO ] [CONFIGURE ] GPN: Testing feature 3/29: add_daily_returns [2025-11-21T15:09:58.387202] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_daily_returns'] [2025-11-21T15:09:58.590116] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:09:58.798203] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:09:59.004288] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:09:59.202098] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:09:59.403628] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:09:59.611759] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:09:59.812703] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:00.016601] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:00.220304] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:00.429467] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:00.429627] [INFO ] [CONFIGURE ] GPN: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T15:10:00.429702] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5210 tests [2025-11-21T15:10:00.429776] [INFO ] [CONFIGURE ] GPN: Testing feature 4/29: add_ema [2025-11-21T15:10:00.429822] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_ema'] [2025-11-21T15:10:01.414159] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:10:01.869955] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:02.108939] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:02.375311] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:02.608486] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:02.846173] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:03.082605] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:03.316917] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:03.556895] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:03.792406] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:03.792729] [INFO ] [CONFIGURE ] GPN: DISCARDED add_ema (score: 20.00%) [2025-11-21T15:10:03.792835] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5209 tests [2025-11-21T15:10:03.792921] [INFO ] [CONFIGURE ] GPN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:10:03.792995] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:10:04.025138] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:10:04.268317] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:04.518712] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:04.769985] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:05.016896] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:05.255907] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:05.491901] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:05.752937] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:06.005537] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:06.245546] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:10:06.245759] [INFO ] [CONFIGURE ] GPN: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T15:10:06.245822] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5208 tests [2025-11-21T15:10:06.245869] [INFO ] [CONFIGURE ] GPN: Testing feature 6/29: add_failed_moves [2025-11-21T15:10:06.245914] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_failed_moves'] [2025-11-21T15:10:06.443075] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:10:06.640942] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:06.825585] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:07.013213] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:07.205697] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:07.403346] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:07.601245] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:07.803004] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:08.004506] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:08.196203] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:08.196375] [INFO ] [CONFIGURE ] GPN: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T15:10:08.196422] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5207 tests [2025-11-21T15:10:08.196459] [INFO ] [CONFIGURE ] GPN: Testing feature 7/29: add_lag_shelf [2025-11-21T15:10:08.196493] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_lag_shelf'] [2025-11-21T15:10:08.368983] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:10:08.541211] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:08.727716] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:08.916390] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:09.105139] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:09.293493] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:09.485177] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:09.674342] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:09.879510] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:10.120725] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:10.121074] [INFO ] [CONFIGURE ] GPN: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T15:10:10.121184] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5206 tests [2025-11-21T15:10:10.121272] [INFO ] [CONFIGURE ] GPN: Testing feature 8/29: add_macd [2025-11-21T15:10:10.121351] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T15:10:10.423356] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:10:10.710776] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:10.994293] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:11.280905] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:11.568299] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:11.857538] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:12.140480] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:12.431023] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:12.715621] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:13.009917] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:13.010119] [INFO ] [CONFIGURE ] GPN: DISCARDED add_macd (score: 30.00%) [2025-11-21T15:10:13.010179] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5205 tests [2025-11-21T15:10:13.010219] [INFO ] [CONFIGURE ] GPN: Testing feature 9/29: add_mfi [2025-11-21T15:10:13.010327] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_mfi'] [2025-11-21T15:10:13.206409] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:10:13.402714] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:13.607439] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:13.822857] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:14.019788] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:14.222064] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:14.419533] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:14.622122] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:14.825563] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:15.029082] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:15.029265] [INFO ] [CONFIGURE ] GPN: DISCARDED add_mfi (score: 30.00%) [2025-11-21T15:10:15.029314] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5204 tests [2025-11-21T15:10:15.029356] [INFO ] [CONFIGURE ] GPN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:10:15.029391] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:10:15.320244] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:15.606628] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:15.907849] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:16.200455] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:16.495691] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:16.791387] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:17.087258] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:17.389502] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:17.682632] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:17.981704] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:10:17.981907] [INFO ] [CONFIGURE ] GPN: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T15:10:17.981964] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5203 tests [2025-11-21T15:10:17.982013] [INFO ] [CONFIGURE ] GPN: Testing feature 11/29: add_obv_daily [2025-11-21T15:10:17.982058] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily'] [2025-11-21T15:10:18.191854] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:18.400786] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:10:18.613354] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:18.823227] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:19.029063] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:19.237316] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:19.447608] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:19.654057] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:19.863968] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:20.086860] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:20.087048] [INFO ] [CONFIGURE ] GPN: KEPT add_obv_daily (score: 60.00%) [2025-11-21T15:10:20.087114] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5202 tests [2025-11-21T15:10:20.087173] [INFO ] [CONFIGURE ] GPN: Testing feature 12/29: add_obv_interval [2025-11-21T15:10:20.087223] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T15:10:20.322518] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:10:20.554635] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:20.778553] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:21.003592] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:21.238983] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:21.475250] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:21.716212] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:21.950472] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:22.179746] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:22.436732] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:22.436921] [INFO ] [CONFIGURE ] GPN: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T15:10:22.436972] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5201 tests [2025-11-21T15:10:22.437012] [INFO ] [CONFIGURE ] GPN: Testing feature 13/29: add_opening_strength [2025-11-21T15:10:22.437049] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:10:22.702971] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:22.975931] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:23.254353] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:23.539512] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:23.820607] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:24.102353] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:24.371252] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:24.644134] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:24.924172] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:25.196733] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:25.196930] [INFO ] [CONFIGURE ] GPN: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T15:10:25.196995] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5200 tests [2025-11-21T15:10:25.197050] [INFO ] [CONFIGURE ] GPN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:10:25.197100] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T15:10:25.439888] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:25.691781] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:25.939349] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:26.186852] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:26.439359] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:26.707901] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:26.958080] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:27.218702] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:27.469635] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:27.722042] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:27.722235] [INFO ] [CONFIGURE ] GPN: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:10:27.722290] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5199 tests [2025-11-21T15:10:27.722338] [INFO ] [CONFIGURE ] GPN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:10:27.722385] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T15:10:27.950762] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:28.186841] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:28.422084] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:28.650525] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:28.871444] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:29.100149] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:29.325690] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:29.560214] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:29.785623] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:30.024109] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:30.024409] [INFO ] [CONFIGURE ] GPN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:10:30.024508] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5198 tests [2025-11-21T15:10:30.024585] [INFO ] [CONFIGURE ] GPN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:10:30.024682] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T15:10:30.264687] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:30.516076] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:30.757146] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:30.999710] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:31.254108] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:31.540599] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:31.817350] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:32.159740] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:32.410114] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:32.653672] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:32.653899] [INFO ] [CONFIGURE ] GPN: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:10:32.653950] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5197 tests [2025-11-21T15:10:32.653989] [INFO ] [CONFIGURE ] GPN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:10:32.654025] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T15:10:32.891993] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:33.131505] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:33.365945] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:33.607049] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:33.831245] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:34.074090] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:34.312110] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:34.558223] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:34.814566] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:35.071631] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:35.071854] [INFO ] [CONFIGURE ] GPN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T15:10:35.071922] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5196 tests [2025-11-21T15:10:35.071970] [INFO ] [CONFIGURE ] GPN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:10:35.072015] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T15:10:35.302070] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:35.528697] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:10:35.758299] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:35.984388] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:36.210300] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:36.437877] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:36.665278] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:36.897506] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:37.128351] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:37.361426] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:37.361787] [INFO ] [CONFIGURE ] GPN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:10:37.361923] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5195 tests [2025-11-21T15:10:37.362010] [INFO ] [CONFIGURE ] GPN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:10:37.362089] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T15:10:37.592143] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:37.823399] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:10:38.055500] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:38.289664] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:38.524387] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:38.767258] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:39.008160] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:39.242900] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:39.460392] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:39.677610] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:39.677986] [INFO ] [CONFIGURE ] GPN: KEPT add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T15:10:39.678134] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5194 tests [2025-11-21T15:10:39.678226] [INFO ] [CONFIGURE ] GPN: Testing feature 20/29: add_price_rejection [2025-11-21T15:10:39.678305] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T15:10:39.913383] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:40.149727] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:40.386701] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:40.626793] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:40.876385] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:41.130802] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:41.367922] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:41.604546] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:41.832360] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:42.071487] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:42.071686] [INFO ] [CONFIGURE ] GPN: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T15:10:42.071745] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5193 tests [2025-11-21T15:10:42.071793] [INFO ] [CONFIGURE ] GPN: Testing feature 21/29: add_range_position [2025-11-21T15:10:42.071835] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T15:10:42.326206] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:42.568783] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:42.811333] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:43.062531] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:43.327773] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:43.608401] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:43.883045] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:10:44.150584] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:44.413833] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:44.677937] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:44.678123] [INFO ] [CONFIGURE ] GPN: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:10:44.678183] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5192 tests [2025-11-21T15:10:44.678234] [INFO ] [CONFIGURE ] GPN: Testing feature 22/29: add_realized_volatility [2025-11-21T15:10:44.678310] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T15:10:45.016310] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:45.357353] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:45.700540] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:46.036755] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:46.371039] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:46.691911] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:47.022050] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:47.349428] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:47.688053] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:48.024056] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:10:48.024268] [INFO ] [CONFIGURE ] GPN: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T15:10:48.024355] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5191 tests [2025-11-21T15:10:48.024415] [INFO ] [CONFIGURE ] GPN: Testing feature 23/29: add_recent_range_context [2025-11-21T15:10:48.024461] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T15:10:48.273611] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:48.504172] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:48.734151] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:10:48.962459] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:49.190202] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:49.422850] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:49.652783] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:49.885961] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:50.124113] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:50.364093] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:50.364301] [INFO ] [CONFIGURE ] GPN: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:10:50.364530] [INFO ] [CONFIGURE ] JOB ETA: 4.1h | Avg: 2.8s/test | Remaining: 5190 tests [2025-11-21T15:10:50.364621] [INFO ] [CONFIGURE ] GPN: Testing feature 24/29: add_rsi [2025-11-21T15:10:50.364696] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T15:10:50.648758] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:50.938273] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:51.212479] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:51.486232] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:51.770424] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:52.049827] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:52.332613] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:52.614352] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:52.904624] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:53.184026] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:53.184228] [INFO ] [CONFIGURE ] GPN: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:10:53.184287] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5189 tests [2025-11-21T15:10:53.184334] [INFO ] [CONFIGURE ] GPN: Testing feature 25/29: add_tick_distribution [2025-11-21T15:10:53.184376] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T15:10:53.397378] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:53.609212] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:53.823271] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:54.044027] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:54.263348] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:54.483879] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:10:54.702277] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:54.926869] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:10:55.151599] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:10:55.371609] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:55.371807] [INFO ] [CONFIGURE ] GPN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:10:55.371864] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5188 tests [2025-11-21T15:10:55.371905] [INFO ] [CONFIGURE ] GPN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:10:55.371942] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T15:10:55.594199] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:55.829316] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:10:56.060870] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:56.283745] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:10:56.511458] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:10:56.737487] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:56.961209] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:57.184700] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:10:57.412260] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:10:57.667732] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:10:57.667973] [INFO ] [CONFIGURE ] GPN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:10:57.668049] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5187 tests [2025-11-21T15:10:57.668110] [INFO ] [CONFIGURE ] GPN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:10:57.668166] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T15:10:57.935308] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:10:58.180918] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:10:58.430801] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:10:58.697320] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:10:58.959974] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:10:59.227773] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:10:59.489453] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:10:59.753281] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:00.013266] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:11:00.266198] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:11:00.266387] [INFO ] [CONFIGURE ] GPN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T15:11:00.266459] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5186 tests [2025-11-21T15:11:00.266518] [INFO ] [CONFIGURE ] GPN: Testing feature 28/29: add_volume_profile [2025-11-21T15:11:00.266567] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T15:11:00.508569] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:00.792753] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:11:01.656284] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:11:01.984996] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:02.210102] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:02.436263] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:11:02.669933] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:02.900915] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:03.138531] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:11:03.363969] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:11:03.364152] [INFO ] [CONFIGURE ] GPN: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:11:03.364204] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5185 tests [2025-11-21T15:11:03.364243] [INFO ] [CONFIGURE ] GPN: Testing feature 29/29: add_vwap [2025-11-21T15:11:03.364281] [INFO ] [CONFIGURE ] GPN: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T15:11:03.591025] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:03.822385] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:11:04.049780] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:11:04.298063] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:04.525296] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:04.760890] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:11:04.993303] [DEBUG] [FORECASTER] GPN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:05.232673] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:05.470092] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:11:05.714017] [DEBUG] [FORECASTER] GPN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:11:05.714200] [INFO ] [CONFIGURE ] GPN: DISCARDED add_vwap (score: 50.00%) [2025-11-21T15:11:05.714259] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5184 tests [2025-11-21T15:11:05.714339] [INFO ] [CONFIGURE ] GPN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:11:05.714383] [INFO ] [CONFIGURE ] GPN: Best accuracy: 70.00% [2025-11-21T15:11:05.714426] [INFO ] [CONFIGURE ] GPN: Best feature set (2 features): ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T15:11:05.714468] [INFO ] [CONFIGURE ] GPN: Improvement over baseline: 30.00% [2025-11-21T15:11:05.714507] [INFO ] [CONFIGURE ] GPN: Total time: 1.2 minutes [2025-11-21T15:11:05.714547] [INFO ] [CONFIGURE ] GPN: Average time per feature: 2.5 seconds [2025-11-21T15:11:05.714587] [INFO ] [CONFIGURE ] GPN: Average speed: 0.40 features/sec [2025-11-21T15:11:05.714908] [INFO ] [LOCAL ] Saved configuration for GPN: 2 features, 70.00% accuracy -> ./output/feature-sets/GPN.json [2025-11-21T15:11:05.714968] [INFO ] [CONFIGURE ] GPN: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T15:11:05.715016] [INFO ] [sig ] [550/723] Successfully configured GPN | 0.01 sym/s | Total: 12.6h | ETA: 4.0h [2025-11-21T15:11:05.715062] [INFO ] [sig ] [551/723] Configuring GRMN... [2025-11-21T15:11:05.715103] [INFO ] [CONFIGURE ] GRMN: Configurate test run. [2025-11-21T15:11:05.715144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-11-21T15:11:05.794997] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRMN'. [2025-11-21T15:11:05.795521] [INFO ] [CONFIGURE ] GRMN: Testing with 29 available features [2025-11-21T15:11:05.795594] [INFO ] [CONFIGURE ] GRMN: Establishing baseline with no features... [2025-11-21T15:11:05.974959] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:06.153342] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:06.330136] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:11:06.507994] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:06.683918] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:06.855574] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:07.028734] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:07.201617] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:07.369901] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:07.540270] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:07.540420] [INFO ] [CONFIGURE ] GRMN: Baseline score (no features): 50.00% [2025-11-21T15:11:07.540467] [INFO ] [CONFIGURE ] GRMN: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:11:07.540504] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:11:07.755475] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:07.971583] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:11:08.184561] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:08.403212] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:08.610629] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:08.822507] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:09.040237] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:09.249638] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:09.460889] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:09.674664] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:09.674832] [INFO ] [CONFIGURE ] GRMN: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T15:11:09.674880] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5183 tests [2025-11-21T15:11:09.674917] [INFO ] [CONFIGURE ] GRMN: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:11:09.674952] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:11:09.923496] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:10.163545] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:10.402730] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:11:10.645465] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:10.922080] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:11.159461] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:11.398476] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:11.638298] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:11.881525] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:12.123356] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:12.123528] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T15:11:12.123584] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5182 tests [2025-11-21T15:11:12.123630] [INFO ] [CONFIGURE ] GRMN: Testing feature 3/29: add_daily_returns [2025-11-21T15:11:12.123703] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:11:12.341308] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:12.572900] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:12.794071] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:13.016583] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:11:13.251045] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:13.471191] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:13.693625] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:13.915829] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:14.134952] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:14.355351] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:14.355526] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T15:11:14.355575] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5181 tests [2025-11-21T15:11:14.355612] [INFO ] [CONFIGURE ] GRMN: Testing feature 4/29: add_ema [2025-11-21T15:11:14.355666] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:11:14.605958] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:14.856485] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:15.124388] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:15.391786] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:15.662858] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:15.932951] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:16.199106] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:16.475597] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:16.757156] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:11:17.044703] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:17.044940] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:11:17.045165] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5180 tests [2025-11-21T15:11:17.045245] [INFO ] [CONFIGURE ] GRMN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:11:17.045297] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:11:17.315841] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:17.588793] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:11:17.862750] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:18.130154] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:11:18.408222] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:18.702670] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:19.015799] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:19.358049] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:19.693799] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:19.960833] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:19.961021] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T15:11:19.961078] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5179 tests [2025-11-21T15:11:19.961125] [INFO ] [CONFIGURE ] GRMN: Testing feature 6/29: add_failed_moves [2025-11-21T15:11:19.961169] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:11:20.176547] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:20.394389] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:11:20.610633] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:20.828866] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:21.050180] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:21.275495] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:21.496343] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:21.718411] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:21.941458] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:22.160730] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:22.161077] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:11:22.161192] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5178 tests [2025-11-21T15:11:22.161277] [INFO ] [CONFIGURE ] GRMN: Testing feature 7/29: add_lag_shelf [2025-11-21T15:11:22.161353] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:11:22.363974] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:22.574796] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:22.784286] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:22.988829] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:11:23.195664] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:23.399911] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:23.609047] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:23.821659] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:24.034586] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:24.249289] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:24.249473] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:11:24.249522] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5177 tests [2025-11-21T15:11:24.249562] [INFO ] [CONFIGURE ] GRMN: Testing feature 8/29: add_macd [2025-11-21T15:11:24.249599] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:11:24.554010] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:24.865393] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:25.202787] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:25.518780] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:11:25.818515] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:26.111566] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:11:26.405966] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:26.704915] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:27.001737] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:27.314319] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:27.314515] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:11:27.314573] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5176 tests [2025-11-21T15:11:27.314621] [INFO ] [CONFIGURE ] GRMN: Testing feature 9/29: add_mfi [2025-11-21T15:11:27.314687] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:11:27.527278] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:27.741081] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:27.954446] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:28.169702] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:28.386936] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:28.607565] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:28.828925] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:29.046926] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:29.261312] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:29.481060] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:29.481253] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_mfi (score: 40.00%) [2025-11-21T15:11:29.481307] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5175 tests [2025-11-21T15:11:29.481354] [INFO ] [CONFIGURE ] GRMN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:11:29.481396] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:11:29.779116] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:30.081849] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:30.383673] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:30.686531] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:30.989182] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:31.296223] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:31.594331] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:31.898103] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:32.204740] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:32.513075] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:32.513273] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:11:32.513331] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5174 tests [2025-11-21T15:11:32.513377] [INFO ] [CONFIGURE ] GRMN: Testing feature 11/29: add_obv_daily [2025-11-21T15:11:32.513426] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T15:11:32.741227] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:32.966730] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:33.189427] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:33.413315] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:33.637452] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:33.864717] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:34.082165] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:34.307172] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:34.531852] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:11:34.754371] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:34.754595] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T15:11:34.754663] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5173 tests [2025-11-21T15:11:34.754730] [INFO ] [CONFIGURE ] GRMN: Testing feature 12/29: add_obv_interval [2025-11-21T15:11:34.754780] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T15:11:34.976422] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:35.191376] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:35.416296] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:35.638382] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:35.861400] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:36.091274] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:36.316614] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:36.540199] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:36.767506] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:37.001432] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:37.001610] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T15:11:37.001680] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5172 tests [2025-11-21T15:11:37.001753] [INFO ] [CONFIGURE ] GRMN: Testing feature 13/29: add_opening_strength [2025-11-21T15:11:37.001812] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:11:37.258254] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:37.516587] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:37.765127] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:11:38.000127] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:11:38.236746] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:38.474817] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:38.719704] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:38.960207] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:39.201141] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:39.441231] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:39.441405] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:11:39.441467] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5171 tests [2025-11-21T15:11:39.441526] [INFO ] [CONFIGURE ] GRMN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:11:39.441574] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T15:11:39.677044] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:39.913627] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:11:40.147236] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:40.393787] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:40.639728] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:40.887589] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:41.140669] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:41.392497] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:41.634408] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:41.870756] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:41.870925] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:11:41.870978] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5170 tests [2025-11-21T15:11:41.871025] [INFO ] [CONFIGURE ] GRMN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:11:41.871061] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T15:11:42.077133] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:42.282280] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:42.493704] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:42.693321] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:11:42.942150] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:43.166451] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:43.375976] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:43.592857] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:43.801685] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:44.013204] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:44.013374] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:11:44.013427] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5169 tests [2025-11-21T15:11:44.013469] [INFO ] [CONFIGURE ] GRMN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:11:44.013506] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T15:11:44.247588] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:44.481844] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:44.726312] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:44.956697] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:45.184127] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:45.411001] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:45.643581] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:45.890601] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:46.144716] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:11:46.371814] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:46.371970] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:11:46.372019] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5168 tests [2025-11-21T15:11:46.372094] [INFO ] [CONFIGURE ] GRMN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:11:46.372134] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T15:11:46.602941] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:46.832910] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:47.062988] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:47.316631] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:11:47.562768] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:47.810018] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:48.061390] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:48.321146] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:48.570293] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:11:48.809010] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:48.809187] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:11:48.809242] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5167 tests [2025-11-21T15:11:48.809286] [INFO ] [CONFIGURE ] GRMN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:11:48.809327] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T15:11:49.014820] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:49.216960] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:49.419143] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:49.624075] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:49.830248] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:11:50.035807] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:50.241364] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:50.450630] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:50.657946] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:50.864585] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:50.864775] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T15:11:50.864972] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5166 tests [2025-11-21T15:11:50.865059] [INFO ] [CONFIGURE ] GRMN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:11:50.865138] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T15:11:51.080677] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:51.299091] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:51.512233] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:51.720363] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:51.932021] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:52.144087] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:52.371149] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:11:52.597050] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:52.827416] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:53.044482] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:53.044679] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T15:11:53.044754] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5165 tests [2025-11-21T15:11:53.044806] [INFO ] [CONFIGURE ] GRMN: Testing feature 20/29: add_price_rejection [2025-11-21T15:11:53.044861] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T15:11:53.264735] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:53.502275] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:53.739730] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:11:53.958182] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:54.180636] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:54.411976] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:54.641962] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:54.869455] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:11:55.103529] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:11:55.333756] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:55.333941] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T15:11:55.333990] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5164 tests [2025-11-21T15:11:55.334030] [INFO ] [CONFIGURE ] GRMN: Testing feature 21/29: add_range_position [2025-11-21T15:11:55.334065] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T15:11:55.599135] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:55.852206] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:11:56.102332] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:11:56.349119] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:56.597673] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:56.846794] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:11:57.102292] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:11:57.364996] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:11:57.619144] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:11:57.894201] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:11:57.894370] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:11:57.894428] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5163 tests [2025-11-21T15:11:57.894476] [INFO ] [CONFIGURE ] GRMN: Testing feature 22/29: add_realized_volatility [2025-11-21T15:11:57.894522] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T15:11:58.227104] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:11:58.552065] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:11:58.883775] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:11:59.213317] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:11:59.544633] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:11:59.872592] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:00.204833] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:12:00.575345] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:01.644472] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:01.975534] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:12:01.975720] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T15:12:01.975792] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5162 tests [2025-11-21T15:12:01.975856] [INFO ] [CONFIGURE ] GRMN: Testing feature 23/29: add_recent_range_context [2025-11-21T15:12:01.975911] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T15:12:02.218225] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:12:02.444764] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:12:02.692741] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:02.919218] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:12:03.165432] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:03.402327] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:03.649091] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:12:03.883518] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:04.125807] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:12:04.383304] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:12:04.383498] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T15:12:04.383547] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5161 tests [2025-11-21T15:12:04.383586] [INFO ] [CONFIGURE ] GRMN: Testing feature 24/29: add_rsi [2025-11-21T15:12:04.383622] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T15:12:04.680192] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:12:04.971382] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:05.261293] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:05.553978] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:12:05.864911] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:06.162211] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:06.468993] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:06.757828] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:07.057092] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:12:07.366336] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:12:07.366511] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:12:07.366568] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5160 tests [2025-11-21T15:12:07.366615] [INFO ] [CONFIGURE ] GRMN: Testing feature 25/29: add_tick_distribution [2025-11-21T15:12:07.366678] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T15:12:07.606776] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:12:07.849621] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:12:08.085695] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:08.308538] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:12:08.532088] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:12:08.764152] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:09.004368] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:09.220763] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:09.464136] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:12:09.709241] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:12:09.709602] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T15:12:09.709749] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5159 tests [2025-11-21T15:12:09.709835] [INFO ] [CONFIGURE ] GRMN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:12:09.709910] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T15:12:09.951010] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:12:10.195225] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:12:10.439925] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:10.699273] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:12:10.991137] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:12:11.314906] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:11.598406] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:11.854035] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:12.102027] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:12:12.344965] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:12:12.345169] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:12:12.345381] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5158 tests [2025-11-21T15:12:12.345479] [INFO ] [CONFIGURE ] GRMN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:12:12.345557] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T15:12:12.606686] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:12:12.871558] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:12:13.165424] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:13.429525] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:12:13.688450] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:13.945465] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:14.205554] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:12:14.462882] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:14.716896] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:12:14.976197] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:12:14.976396] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T15:12:14.976453] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5157 tests [2025-11-21T15:12:14.976500] [INFO ] [CONFIGURE ] GRMN: Testing feature 28/29: add_volume_profile [2025-11-21T15:12:14.976537] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T15:12:15.230381] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:12:15.477588] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:12:15.726546] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:15.975952] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:12:16.223938] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:16.478336] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:16.745172] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:12:16.995437] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:17.245394] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:12:17.498583] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:12:17.498772] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:12:17.498826] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5156 tests [2025-11-21T15:12:17.498865] [INFO ] [CONFIGURE ] GRMN: Testing feature 29/29: add_vwap [2025-11-21T15:12:17.498899] [INFO ] [CONFIGURE ] GRMN: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T15:12:17.757183] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:12:18.002479] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:12:18.254038] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:18.506048] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:12:18.751350] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:18.999919] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:19.247203] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:12:19.497344] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:19.750120] [DEBUG] [FORECASTER] GRMN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:12:20.001760] [DEBUG] [FORECASTER] GRMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:12:20.001987] [INFO ] [CONFIGURE ] GRMN: DISCARDED add_vwap (score: 30.00%) [2025-11-21T15:12:20.002045] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5155 tests [2025-11-21T15:12:20.002091] [INFO ] [CONFIGURE ] GRMN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:12:20.002131] [INFO ] [CONFIGURE ] GRMN: Best accuracy: 70.00% [2025-11-21T15:12:20.002172] [INFO ] [CONFIGURE ] GRMN: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T15:12:20.002211] [INFO ] [CONFIGURE ] GRMN: Improvement over baseline: 20.00% [2025-11-21T15:12:20.002248] [INFO ] [CONFIGURE ] GRMN: Total time: 1.2 minutes [2025-11-21T15:12:20.002285] [INFO ] [CONFIGURE ] GRMN: Average time per feature: 2.5 seconds [2025-11-21T15:12:20.002323] [INFO ] [CONFIGURE ] GRMN: Average speed: 0.40 features/sec [2025-11-21T15:12:20.002813] [INFO ] [LOCAL ] Saved configuration for GRMN: 1 features, 70.00% accuracy -> ./output/feature-sets/GRMN.json [2025-11-21T15:12:20.002872] [INFO ] [CONFIGURE ] GRMN: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T15:12:20.002921] [INFO ] [sig ] [551/723] Successfully configured GRMN | 0.01 sym/s | Total: 12.6h | ETA: 3.9h [2025-11-21T15:12:20.002965] [INFO ] [sig ] [552/723] Configuring GRND... [2025-11-21T15:12:20.003005] [INFO ] [CONFIGURE ] GRND: Configurate test run. [2025-11-21T15:12:20.003044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-11-21T15:12:20.218441] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRND'. [2025-11-21T15:12:20.218847] [INFO ] [CONFIGURE ] GRND: Testing with 29 available features [2025-11-21T15:12:20.218910] [INFO ] [CONFIGURE ] GRND: Establishing baseline with no features... [2025-11-21T15:12:20.415333] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:20.599842] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:20.782929] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:20.965776] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:21.146906] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:21.328594] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:21.514071] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:21.699039] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:21.883905] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:22.068259] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:22.068412] [INFO ] [CONFIGURE ] GRND: Baseline score (no features): 60.00% [2025-11-21T15:12:22.068464] [INFO ] [CONFIGURE ] GRND: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:12:22.068498] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:12:22.327284] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:12:22.547889] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:22.764911] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:22.985001] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:23.209206] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:23.424314] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:23.651097] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:23.874202] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:24.094090] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:24.327455] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:24.327639] [INFO ] [CONFIGURE ] GRND: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T15:12:24.327714] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5154 tests [2025-11-21T15:12:24.327781] [INFO ] [CONFIGURE ] GRND: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:12:24.327829] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:12:24.541778] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:24.750254] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:12:24.967039] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:25.182773] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:12:25.391441] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:12:25.605498] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:12:25.823881] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:26.032708] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:26.242827] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:26.458617] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:26.458926] [INFO ] [CONFIGURE ] GRND: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:12:26.459033] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5153 tests [2025-11-21T15:12:26.459118] [INFO ] [CONFIGURE ] GRND: Testing feature 3/29: add_daily_returns [2025-11-21T15:12:26.459192] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_daily_returns'] [2025-11-21T15:12:26.645570] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:26.830446] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:27.016880] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:27.209890] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:27.395956] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:12:27.583915] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:27.776629] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:27.963743] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:28.150140] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:28.338697] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:12:28.339023] [INFO ] [CONFIGURE ] GRND: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:12:28.339071] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5152 tests [2025-11-21T15:12:28.339108] [INFO ] [CONFIGURE ] GRND: Testing feature 4/29: add_ema [2025-11-21T15:12:28.339142] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_ema'] [2025-11-21T15:12:28.555315] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:28.774023] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:28.989593] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:29.219893] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:29.436323] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:29.656215] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:29.876429] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:30.095627] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:30.317955] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:30.536764] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:30.536914] [INFO ] [CONFIGURE ] GRND: DISCARDED add_ema (score: 60.00%) [2025-11-21T15:12:30.536962] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5151 tests [2025-11-21T15:12:30.537000] [INFO ] [CONFIGURE ] GRND: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:12:30.537034] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:12:30.759163] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:12:30.988027] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:31.207916] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:31.431787] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:31.669679] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:31.892122] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:32.122905] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:32.358000] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:32.582892] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:32.812492] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:12:32.812713] [INFO ] [CONFIGURE ] GRND: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:12:32.812773] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5150 tests [2025-11-21T15:12:32.812819] [INFO ] [CONFIGURE ] GRND: Testing feature 6/29: add_failed_moves [2025-11-21T15:12:32.812862] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_failed_moves'] [2025-11-21T15:12:32.999023] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:33.186233] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:33.374061] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:33.567195] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:33.758303] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:33.946629] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:34.142379] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:34.333014] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:34.519796] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:34.712182] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:34.712346] [INFO ] [CONFIGURE ] GRND: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:12:34.712408] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5149 tests [2025-11-21T15:12:34.712449] [INFO ] [CONFIGURE ] GRND: Testing feature 7/29: add_lag_shelf [2025-11-21T15:12:34.712485] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_lag_shelf'] [2025-11-21T15:12:34.883439] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:35.068801] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:35.248016] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:35.423917] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:35.594132] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:35.768301] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:35.940570] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:36.111949] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:36.283153] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:36.459046] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:36.459214] [INFO ] [CONFIGURE ] GRND: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:12:36.459262] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5148 tests [2025-11-21T15:12:36.459300] [INFO ] [CONFIGURE ] GRND: Testing feature 8/29: add_macd [2025-11-21T15:12:36.459335] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T15:12:36.724161] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:12:36.992250] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:37.258924] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:37.523279] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:37.789880] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:38.057397] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:38.332079] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:38.598594] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:38.869470] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:39.139660] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:12:39.139924] [INFO ] [CONFIGURE ] GRND: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:12:39.139985] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5147 tests [2025-11-21T15:12:39.140032] [INFO ] [CONFIGURE ] GRND: Testing feature 9/29: add_mfi [2025-11-21T15:12:39.140075] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_mfi'] [2025-11-21T15:12:39.324579] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:39.508755] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:39.694714] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:39.878253] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:40.063623] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:40.247368] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:40.433824] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:40.620038] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:40.809681] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:40.999306] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:12:40.999553] [INFO ] [CONFIGURE ] GRND: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:12:40.999603] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5146 tests [2025-11-21T15:12:40.999663] [INFO ] [CONFIGURE ] GRND: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:12:40.999715] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:12:41.273586] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:41.567634] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:41.843729] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:42.117466] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:12:42.407581] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:42.701822] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:12:42.980762] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:43.256407] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:43.533521] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:43.814450] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:12:43.814683] [INFO ] [CONFIGURE ] GRND: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:12:43.814745] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5145 tests [2025-11-21T15:12:43.814793] [INFO ] [CONFIGURE ] GRND: Testing feature 11/29: add_obv_daily [2025-11-21T15:12:43.814837] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_obv_daily'] [2025-11-21T15:12:44.010987] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:12:44.221349] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:44.421363] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:44.616038] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:44.814591] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:45.014137] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:12:45.210906] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:45.405833] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:45.602416] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:45.799637] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:45.799829] [INFO ] [CONFIGURE ] GRND: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T15:12:45.799878] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5144 tests [2025-11-21T15:12:45.799920] [INFO ] [CONFIGURE ] GRND: Testing feature 12/29: add_obv_interval [2025-11-21T15:12:45.800001] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_obv_interval'] [2025-11-21T15:12:45.990090] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:46.178921] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:46.369575] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:46.557172] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:46.754586] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:46.945202] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:47.141876] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:47.339238] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:47.531979] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:47.720001] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:12:47.720173] [INFO ] [CONFIGURE ] GRND: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:12:47.720222] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5143 tests [2025-11-21T15:12:47.720259] [INFO ] [CONFIGURE ] GRND: Testing feature 13/29: add_opening_strength [2025-11-21T15:12:47.720294] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T15:12:47.927326] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:48.137214] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:48.352529] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:48.570850] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:48.789245] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:49.003228] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:49.218141] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:49.431215] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:49.645544] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:49.862859] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:12:49.863201] [INFO ] [CONFIGURE ] GRND: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:12:49.863322] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5142 tests [2025-11-21T15:12:49.863408] [INFO ] [CONFIGURE ] GRND: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:12:49.863482] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T15:12:50.066219] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:50.273951] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:12:50.481280] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:50.697211] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:12:50.916413] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:51.121823] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:51.324889] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:51.528789] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:51.735014] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:51.942857] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:51.943018] [INFO ] [CONFIGURE ] GRND: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:12:51.943065] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5141 tests [2025-11-21T15:12:51.943107] [INFO ] [CONFIGURE ] GRND: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:12:51.943142] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T15:12:52.117720] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:52.291469] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:52.469015] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:52.649350] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:52.824508] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:53.000841] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:12:53.181027] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:53.361470] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:12:53.552018] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:53.748127] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:53.748490] [INFO ] [CONFIGURE ] GRND: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T15:12:53.748603] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5140 tests [2025-11-21T15:12:53.748708] [INFO ] [CONFIGURE ] GRND: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:12:53.748794] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T15:12:53.943849] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:12:54.138563] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:54.337045] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:12:54.531890] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:54.729090] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:54.929328] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:55.124525] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:55.318618] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:55.523474] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:55.726471] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:12:55.726609] [INFO ] [CONFIGURE ] GRND: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:12:55.726674] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5139 tests [2025-11-21T15:12:55.726734] [INFO ] [CONFIGURE ] GRND: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:12:55.726780] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_pbf_return_2d'] [2025-11-21T15:12:55.926700] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:12:56.132624] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:56.333807] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:56.530240] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:56.732132] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:56.934723] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:57.134834] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:57.337673] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:57.540122] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:57.744533] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:57.744727] [INFO ] [CONFIGURE ] GRND: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T15:12:57.744803] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5138 tests [2025-11-21T15:12:57.744861] [INFO ] [CONFIGURE ] GRND: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:12:57.744908] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T15:12:57.924150] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:12:58.113078] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:12:58.325814] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:12:58.570218] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:12:58.793130] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:12:59.009467] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:12:59.195221] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:12:59.374913] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:12:59.547001] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:12:59.716129] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:12:59.716286] [INFO ] [CONFIGURE ] GRND: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:12:59.716338] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5137 tests [2025-11-21T15:12:59.716378] [INFO ] [CONFIGURE ] GRND: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:12:59.716418] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T15:12:59.900315] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:13:00.105605] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:00.919639] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:13:01.100818] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:01.440621] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:01.627490] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:01.819356] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:02.009565] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:02.202796] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:02.391616] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:02.391845] [INFO ] [CONFIGURE ] GRND: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:13:02.391908] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5136 tests [2025-11-21T15:13:02.391958] [INFO ] [CONFIGURE ] GRND: Testing feature 20/29: add_price_rejection [2025-11-21T15:13:02.392006] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_price_rejection'] [2025-11-21T15:13:02.590741] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:13:02.780939] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:02.984620] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:13:03.176814] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:03.368844] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:03.566859] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:03.764768] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:03.958588] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:04.152749] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:04.364902] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:04.365067] [INFO ] [CONFIGURE ] GRND: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:13:04.365115] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5135 tests [2025-11-21T15:13:04.365153] [INFO ] [CONFIGURE ] GRND: Testing feature 21/29: add_range_position [2025-11-21T15:13:04.365188] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_range_position'] [2025-11-21T15:13:04.590889] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:13:04.809690] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:05.031310] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:13:05.249935] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:05.468512] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:05.698734] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:05.945849] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:06.169082] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:06.399088] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:06.628363] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:06.628557] [INFO ] [CONFIGURE ] GRND: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:13:06.628605] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5134 tests [2025-11-21T15:13:06.628662] [INFO ] [CONFIGURE ] GRND: Testing feature 22/29: add_realized_volatility [2025-11-21T15:13:06.628711] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_realized_volatility'] [2025-11-21T15:13:06.920510] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:13:07.230893] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:07.539489] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:13:07.847882] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:08.153826] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:08.466964] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:08.775865] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:09.089973] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:09.397829] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:09.698188] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:09.698382] [INFO ] [CONFIGURE ] GRND: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T15:13:09.698447] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5133 tests [2025-11-21T15:13:09.698504] [INFO ] [CONFIGURE ] GRND: Testing feature 23/29: add_recent_range_context [2025-11-21T15:13:09.698557] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_recent_range_context'] [2025-11-21T15:13:09.881047] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:13:10.065697] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:10.248923] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:13:10.432505] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:10.617321] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:13:10.807558] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:10.994506] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:11.180739] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:11.366459] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:11.563107] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:13:11.563286] [INFO ] [CONFIGURE ] GRND: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:13:11.563333] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5132 tests [2025-11-21T15:13:11.563371] [INFO ] [CONFIGURE ] GRND: Testing feature 24/29: add_rsi [2025-11-21T15:13:11.563407] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T15:13:11.800287] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:13:12.036349] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:12.275311] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:13:12.519572] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:12.769010] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:13.003161] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:13.240021] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:13.483845] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:13.726163] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:13.966934] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:13.967113] [INFO ] [CONFIGURE ] GRND: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:13:13.967167] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5131 tests [2025-11-21T15:13:13.967211] [INFO ] [CONFIGURE ] GRND: Testing feature 25/29: add_tick_distribution [2025-11-21T15:13:13.967252] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_tick_distribution'] [2025-11-21T15:13:14.155477] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:13:14.341862] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:14.527871] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:13:14.718276] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:14.908833] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:15.104823] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:15.297481] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:15.487346] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:15.677459] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:15.870505] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:15.870694] [INFO ] [CONFIGURE ] GRND: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:13:15.870943] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5130 tests [2025-11-21T15:13:15.871036] [INFO ] [CONFIGURE ] GRND: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:13:15.871115] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T15:13:16.059463] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:13:16.244328] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:16.430860] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:13:16.616365] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:16.806218] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:16.995786] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:17.188264] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:17.373799] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:17.560587] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:17.748359] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:17.748533] [INFO ] [CONFIGURE ] GRND: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:13:17.748581] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5129 tests [2025-11-21T15:13:17.748620] [INFO ] [CONFIGURE ] GRND: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:13:17.748676] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_volume_price_divergence'] [2025-11-21T15:13:17.943772] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:13:18.141537] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:18.335326] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:13:18.529382] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:18.742768] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:18.982771] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:19.218843] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:19.428272] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:19.632257] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:19.836927] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:19.837097] [INFO ] [CONFIGURE ] GRND: KEPT add_volume_price_divergence (score: 70.00%) [2025-11-21T15:13:19.837146] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5128 tests [2025-11-21T15:13:19.837184] [INFO ] [CONFIGURE ] GRND: Testing feature 28/29: add_volume_profile [2025-11-21T15:13:19.837220] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T15:13:20.076401] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:13:20.317588] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:20.553500] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:13:20.787463] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:21.020916] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:13:21.252853] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:13:21.491614] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:13:21.731342] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:21.969524] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:22.207148] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:13:22.207308] [INFO ] [CONFIGURE ] GRND: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:13:22.207362] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5127 tests [2025-11-21T15:13:22.207410] [INFO ] [CONFIGURE ] GRND: Testing feature 29/29: add_vwap [2025-11-21T15:13:22.207451] [INFO ] [CONFIGURE ] GRND: Testing with features: ['add_volume_price_divergence', 'add_vwap'] [2025-11-21T15:13:22.448094] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:13:22.689992] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:22.928897] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:13:23.167503] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:23.413243] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:13:23.657508] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:23.912363] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:13:24.155122] [DEBUG] [FORECASTER] GRND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:24.406179] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:13:24.661011] [DEBUG] [FORECASTER] GRND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:13:24.661196] [INFO ] [CONFIGURE ] GRND: DISCARDED add_vwap (score: 40.00%) [2025-11-21T15:13:24.661252] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5126 tests [2025-11-21T15:13:24.661298] [INFO ] [CONFIGURE ] GRND: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:13:24.661339] [INFO ] [CONFIGURE ] GRND: Best accuracy: 70.00% [2025-11-21T15:13:24.661374] [INFO ] [CONFIGURE ] GRND: Best feature set (1 features): ['add_volume_price_divergence'] [2025-11-21T15:13:24.661415] [INFO ] [CONFIGURE ] GRND: Improvement over baseline: 10.00% [2025-11-21T15:13:24.661448] [INFO ] [CONFIGURE ] GRND: Total time: 1.0 minutes [2025-11-21T15:13:24.661504] [INFO ] [CONFIGURE ] GRND: Average time per feature: 2.2 seconds [2025-11-21T15:13:24.661546] [INFO ] [CONFIGURE ] GRND: Average speed: 0.46 features/sec [2025-11-21T15:13:24.661928] [INFO ] [LOCAL ] Saved configuration for GRND: 1 features, 70.00% accuracy -> ./output/feature-sets/GRND.json [2025-11-21T15:13:24.661984] [INFO ] [CONFIGURE ] GRND: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T15:13:24.662032] [INFO ] [sig ] [552/723] Successfully configured GRND | 0.01 sym/s | Total: 12.7h | ETA: 3.9h [2025-11-21T15:13:24.662074] [INFO ] [sig ] [553/723] Configuring GRNT... [2025-11-21T15:13:24.662113] [INFO ] [CONFIGURE ] GRNT: Configurate test run. [2025-11-21T15:13:24.662151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'. [2025-11-21T15:13:24.769524] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRNT'. [2025-11-21T15:13:24.769950] [INFO ] [CONFIGURE ] GRNT: Testing with 29 available features [2025-11-21T15:13:24.770015] [INFO ] [CONFIGURE ] GRNT: Establishing baseline with no features... [2025-11-21T15:13:24.958267] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:13:25.143031] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:13:25.326716] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:25.512928] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:25.701767] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:13:25.890940] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:26.082360] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:13:26.276588] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:26.463929] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:13:26.652853] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:13:26.653032] [INFO ] [CONFIGURE ] GRNT: Baseline score (no features): 20.00% [2025-11-21T15:13:26.653086] [INFO ] [CONFIGURE ] GRNT: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:13:26.653128] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:13:26.878567] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:27.101068] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:27.332667] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:27.546037] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:27.769514] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:27.984566] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:28.197530] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:28.411537] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:28.618099] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:28.824683] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:13:28.824847] [INFO ] [CONFIGURE ] GRNT: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T15:13:28.824900] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5125 tests [2025-11-21T15:13:28.824975] [INFO ] [CONFIGURE ] GRNT: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:13:28.825014] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:13:29.069419] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:29.308764] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:29.549508] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:13:29.793101] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:30.034673] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:13:30.277074] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:30.522146] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:30.768611] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:31.021005] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:31.256912] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:13:31.257089] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:13:31.257143] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5124 tests [2025-11-21T15:13:31.257215] [INFO ] [CONFIGURE ] GRNT: Testing feature 3/29: add_daily_returns [2025-11-21T15:13:31.257261] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:13:31.474830] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:31.697394] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:31.918057] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:13:32.143159] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:32.369576] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:32.590442] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:32.804872] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:33.023806] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:33.240242] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:33.454930] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:13:33.455260] [INFO ] [CONFIGURE ] GRNT: KEPT add_daily_returns (score: 60.00%) [2025-11-21T15:13:33.455383] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5123 tests [2025-11-21T15:13:33.455470] [INFO ] [CONFIGURE ] GRNT: Testing feature 4/29: add_ema [2025-11-21T15:13:33.455547] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T15:13:33.716106] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:33.983447] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:13:34.246778] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:34.519125] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:34.783912] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:35.046353] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:35.315559] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:35.579128] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:35.850011] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:36.113010] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:13:36.113204] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_ema (score: 30.00%) [2025-11-21T15:13:36.113265] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5122 tests [2025-11-21T15:13:36.113313] [INFO ] [CONFIGURE ] GRNT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:13:36.113358] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:13:36.383697] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:36.647523] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:13:36.925351] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:37.199087] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:37.470449] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:37.744975] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:38.040749] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:38.310045] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:38.578000] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:38.843498] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:13:38.843710] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:13:38.843769] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5121 tests [2025-11-21T15:13:38.843814] [INFO ] [CONFIGURE ] GRNT: Testing feature 6/29: add_failed_moves [2025-11-21T15:13:38.843851] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T15:13:39.073298] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:39.303266] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:39.529093] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:13:39.757053] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:39.986366] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:40.218307] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:40.452897] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:40.686754] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:40.919910] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:41.155684] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:13:41.155897] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:13:41.156088] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5120 tests [2025-11-21T15:13:41.156171] [INFO ] [CONFIGURE ] GRNT: Testing feature 7/29: add_lag_shelf [2025-11-21T15:13:41.156220] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T15:13:41.382175] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:41.601589] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:41.826185] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:42.044532] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:42.263222] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:42.486838] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:42.715478] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:42.936704] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:43.147825] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:43.365582] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:13:43.365759] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T15:13:43.365814] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5119 tests [2025-11-21T15:13:43.365853] [INFO ] [CONFIGURE ] GRNT: Testing feature 8/29: add_macd [2025-11-21T15:13:43.365890] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T15:13:43.671419] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:43.986075] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:13:44.295470] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:44.602709] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:44.917632] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:45.226082] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:45.539034] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:45.853384] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:46.162923] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:46.473133] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:13:46.473325] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:13:46.473384] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5118 tests [2025-11-21T15:13:46.473430] [INFO ] [CONFIGURE ] GRNT: Testing feature 9/29: add_mfi [2025-11-21T15:13:46.473474] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T15:13:46.706530] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:46.934967] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:47.165214] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:47.411675] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:47.648043] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:47.884102] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:48.117779] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:48.356455] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:48.589634] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:48.819474] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:13:48.819696] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:13:48.819756] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5117 tests [2025-11-21T15:13:48.819800] [INFO ] [CONFIGURE ] GRNT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:13:48.819842] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:13:49.131243] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:13:49.446399] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:49.758798] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:13:50.080527] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:50.394693] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:50.720817] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:51.040141] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:51.358290] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:51.690328] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:52.052544] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:13:52.052816] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T15:13:52.052877] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5116 tests [2025-11-21T15:13:52.052927] [INFO ] [CONFIGURE ] GRNT: Testing feature 11/29: add_obv_daily [2025-11-21T15:13:52.052972] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T15:13:52.320521] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:52.581625] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:13:52.823515] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:53.066317] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:13:53.306445] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:53.547408] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:53.781729] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:54.044535] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:54.307074] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:54.553732] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:13:54.554058] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T15:13:54.554163] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5115 tests [2025-11-21T15:13:54.554247] [INFO ] [CONFIGURE ] GRNT: Testing feature 12/29: add_obv_interval [2025-11-21T15:13:54.554322] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T15:13:54.784004] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:13:55.006475] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:13:55.227753] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:55.449308] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:55.675273] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:55.902753] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:56.132442] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:56.358575] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:13:56.584164] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:56.812713] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:13:56.812902] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:13:56.812951] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5114 tests [2025-11-21T15:13:56.812989] [INFO ] [CONFIGURE ] GRNT: Testing feature 13/29: add_opening_strength [2025-11-21T15:13:56.813026] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:13:57.046984] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:13:57.281572] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:13:57.521837] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:13:57.761833] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:13:57.999824] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:13:58.236082] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:13:58.476479] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:13:58.719993] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:13:58.964339] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:13:59.198948] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:13:59.199111] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T15:13:59.199166] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5113 tests [2025-11-21T15:13:59.199210] [INFO ] [CONFIGURE ] GRNT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:13:59.199246] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T15:13:59.441951] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:13:59.686629] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:13:59.933320] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:00.193344] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:14:01.162912] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:14:01.408383] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:01.748931] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:02.022080] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:02.284982] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:02.568325] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:02.568505] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T15:14:02.568561] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5112 tests [2025-11-21T15:14:02.568600] [INFO ] [CONFIGURE ] GRNT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:14:02.568697] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T15:14:02.821346] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:03.067845] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:03.316904] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:14:03.564213] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:14:03.817752] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:04.067907] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:04.318965] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:04.550762] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:04.780632] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:05.011005] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:14:05.011182] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T15:14:05.011230] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5111 tests [2025-11-21T15:14:05.011269] [INFO ] [CONFIGURE ] GRNT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:14:05.011304] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T15:14:05.273570] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:05.614558] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:05.931076] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:06.233125] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:06.521275] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:06.800026] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:07.073674] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:07.315170] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:07.550498] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:07.784518] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:14:07.784735] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:14:07.784802] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5110 tests [2025-11-21T15:14:07.784849] [INFO ] [CONFIGURE ] GRNT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:14:07.784894] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T15:14:08.022778] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:08.281805] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:08.556104] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:08.820582] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:09.082911] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:09.345074] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:09.598191] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:09.842988] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:10.090825] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:10.354907] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:10.355098] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:14:10.355157] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5109 tests [2025-11-21T15:14:10.355203] [INFO ] [CONFIGURE ] GRNT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:14:10.355246] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T15:14:10.572714] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:10.798097] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:11.025056] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:11.243386] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:11.475386] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:14:11.698425] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:11.925544] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:12.147838] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:12.371166] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:12.597246] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:12.597420] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T15:14:12.597467] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5108 tests [2025-11-21T15:14:12.597504] [INFO ] [CONFIGURE ] GRNT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:14:12.597561] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T15:14:12.823060] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:13.040479] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:13.257297] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:13.478777] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:13.703410] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:13.928025] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:14.155967] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:14.384421] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:14.609427] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:14.834564] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:14.834988] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:14:14.835057] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5107 tests [2025-11-21T15:14:14.835155] [INFO ] [CONFIGURE ] GRNT: Testing feature 20/29: add_price_rejection [2025-11-21T15:14:14.835232] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T15:14:15.079765] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:15.322185] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:15.569898] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:15.812329] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:16.052149] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:16.298381] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:16.575589] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:16.841376] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:17.098202] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:17.345950] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:17.346118] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T15:14:17.346173] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5106 tests [2025-11-21T15:14:17.346216] [INFO ] [CONFIGURE ] GRNT: Testing feature 21/29: add_range_position [2025-11-21T15:14:17.346264] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T15:14:17.611802] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:17.874371] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:18.123712] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:18.371607] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:18.620904] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:18.875351] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:19.132556] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:19.381298] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:19.663363] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:19.929487] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:19.929715] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:14:19.929776] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5105 tests [2025-11-21T15:14:19.929822] [INFO ] [CONFIGURE ] GRNT: Testing feature 22/29: add_realized_volatility [2025-11-21T15:14:19.929857] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T15:14:20.257305] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:20.586417] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:20.930787] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:21.266076] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:21.599477] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:21.937743] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:22.276214] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:22.634254] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:22.976413] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:14:23.332158] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:23.332358] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:14:23.332415] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5104 tests [2025-11-21T15:14:23.332463] [INFO ] [CONFIGURE ] GRNT: Testing feature 23/29: add_recent_range_context [2025-11-21T15:14:23.332504] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T15:14:23.570743] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:23.813960] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:24.069357] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:24.314144] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:14:24.562993] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:24.806289] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:25.045921] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:25.285755] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:25.521044] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:25.758685] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:25.758878] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T15:14:25.758935] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5103 tests [2025-11-21T15:14:25.758982] [INFO ] [CONFIGURE ] GRNT: Testing feature 24/29: add_rsi [2025-11-21T15:14:25.759024] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T15:14:26.038626] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:26.357570] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:26.673367] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:26.964005] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:27.245011] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:27.526774] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:27.809084] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:28.092011] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:28.377949] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:28.662511] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:28.662737] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_rsi (score: 40.00%) [2025-11-21T15:14:28.662818] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5102 tests [2025-11-21T15:14:28.662865] [INFO ] [CONFIGURE ] GRNT: Testing feature 25/29: add_tick_distribution [2025-11-21T15:14:28.662909] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T15:14:28.893211] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:29.121878] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:29.352939] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:29.586864] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:29.820896] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:30.077222] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:30.330882] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:30.567203] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:30.798163] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:31.028746] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:31.028949] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:14:31.028999] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5101 tests [2025-11-21T15:14:31.029039] [INFO ] [CONFIGURE ] GRNT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:14:31.029077] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T15:14:31.260828] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:14:31.493725] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:31.724160] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:31.973072] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:32.208401] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:32.448271] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:32.693958] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:32.934026] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:33.208138] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:14:33.459512] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:14:33.459706] [INFO ] [CONFIGURE ] GRNT: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T15:14:33.459763] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5100 tests [2025-11-21T15:14:33.459813] [INFO ] [CONFIGURE ] GRNT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:14:33.459861] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T15:14:33.730151] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:33.993019] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:34.260409] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:34.528429] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:14:34.799450] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:35.072126] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:35.344437] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:35.614558] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:35.889047] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:36.159504] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:14:36.159702] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:14:36.159759] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5099 tests [2025-11-21T15:14:36.159807] [INFO ] [CONFIGURE ] GRNT: Testing feature 28/29: add_volume_profile [2025-11-21T15:14:36.159851] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T15:14:36.413246] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:36.677110] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:36.935192] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:37.191423] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:37.445782] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:37.710847] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:37.983248] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:38.239514] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:38.496123] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:38.758411] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:38.758605] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:14:38.758685] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5098 tests [2025-11-21T15:14:38.758737] [INFO ] [CONFIGURE ] GRNT: Testing feature 29/29: add_vwap [2025-11-21T15:14:38.758783] [INFO ] [CONFIGURE ] GRNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T15:14:39.033396] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:39.301372] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:39.563228] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:14:39.830684] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:14:40.105437] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:40.377012] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:14:40.655244] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:14:40.919954] [DEBUG] [FORECASTER] GRNT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:41.178634] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:41.440426] [DEBUG] [FORECASTER] GRNT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:41.440609] [INFO ] [CONFIGURE ] GRNT: DISCARDED add_vwap (score: 40.00%) [2025-11-21T15:14:41.440740] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5097 tests [2025-11-21T15:14:41.440794] [INFO ] [CONFIGURE ] GRNT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:14:41.440835] [INFO ] [CONFIGURE ] GRNT: Best accuracy: 70.00% [2025-11-21T15:14:41.440878] [INFO ] [CONFIGURE ] GRNT: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T15:14:41.440917] [INFO ] [CONFIGURE ] GRNT: Improvement over baseline: 50.00% [2025-11-21T15:14:41.440953] [INFO ] [CONFIGURE ] GRNT: Total time: 1.2 minutes [2025-11-21T15:14:41.440988] [INFO ] [CONFIGURE ] GRNT: Average time per feature: 2.6 seconds [2025-11-21T15:14:41.441025] [INFO ] [CONFIGURE ] GRNT: Average speed: 0.39 features/sec [2025-11-21T15:14:41.441465] [INFO ] [LOCAL ] Saved configuration for GRNT: 3 features, 70.00% accuracy -> ./output/feature-sets/GRNT.json [2025-11-21T15:14:41.441521] [INFO ] [CONFIGURE ] GRNT: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T15:14:41.441570] [INFO ] [sig ] [553/723] Successfully configured GRNT | 0.01 sym/s | Total: 12.7h | ETA: 3.9h [2025-11-21T15:14:41.441614] [INFO ] [sig ] [554/723] Configuring GROV... [2025-11-21T15:14:41.441671] [INFO ] [CONFIGURE ] GROV: Configurate test run. [2025-11-21T15:14:41.441714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'. [2025-11-21T15:14:41.619327] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GROV'. [2025-11-21T15:14:41.619713] [INFO ] [CONFIGURE ] GROV: Testing with 29 available features [2025-11-21T15:14:41.619779] [INFO ] [CONFIGURE ] GROV: Establishing baseline with no features... [2025-11-21T15:14:41.795534] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:14:41.966478] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:42.130682] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:14:42.292914] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:14:42.460332] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:14:42.634324] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:14:42.805813] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:14:42.975966] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:43.142943] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:43.307408] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:43.307581] [INFO ] [CONFIGURE ] GROV: Baseline score (no features): 50.00% [2025-11-21T15:14:43.307631] [INFO ] [CONFIGURE ] GROV: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:14:43.307701] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:14:43.511290] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:14:43.711756] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:43.911201] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:14:44.114373] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:14:44.320749] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:14:44.540480] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:14:44.754493] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:14:44.966283] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:45.178040] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:45.381261] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:14:45.381607] [INFO ] [CONFIGURE ] GROV: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T15:14:45.381741] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5096 tests [2025-11-21T15:14:45.381832] [INFO ] [CONFIGURE ] GROV: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:14:45.381909] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:14:45.619063] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:45.856333] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:46.092482] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:14:46.337159] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:14:46.577735] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:46.821152] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:14:47.063795] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:14:47.317391] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:47.575079] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:47.816957] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:47.817128] [INFO ] [CONFIGURE ] GROV: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:14:47.817184] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5095 tests [2025-11-21T15:14:47.817231] [INFO ] [CONFIGURE ] GROV: Testing feature 3/29: add_daily_returns [2025-11-21T15:14:47.817274] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:14:48.032895] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:14:48.242848] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:48.458540] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:14:48.675156] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:14:48.893877] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:49.121071] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:14:49.331969] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:14:49.544782] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:49.774802] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:49.986768] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:14:49.986953] [INFO ] [CONFIGURE ] GROV: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T15:14:49.987013] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5094 tests [2025-11-21T15:14:49.987062] [INFO ] [CONFIGURE ] GROV: Testing feature 4/29: add_ema [2025-11-21T15:14:49.987107] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:14:50.238622] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:50.480663] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:14:50.737963] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:14:50.995886] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:14:51.256943] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:51.520215] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:14:51.790214] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:14:52.049158] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:52.316587] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:52.622429] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:52.622704] [INFO ] [CONFIGURE ] GROV: DISCARDED add_ema (score: 60.00%) [2025-11-21T15:14:52.622773] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5093 tests [2025-11-21T15:14:52.622823] [INFO ] [CONFIGURE ] GROV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:14:52.622866] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:14:52.968944] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:14:53.243349] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:53.501419] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:14:53.764323] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:14:54.017190] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:14:54.276459] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:14:54.532966] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:14:54.779346] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:55.038125] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:55.298055] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:14:55.298253] [INFO ] [CONFIGURE ] GROV: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:14:55.298314] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5092 tests [2025-11-21T15:14:55.298364] [INFO ] [CONFIGURE ] GROV: Testing feature 6/29: add_failed_moves [2025-11-21T15:14:55.298401] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:14:55.521089] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:14:55.734242] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:55.946794] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:14:56.162321] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:14:56.379584] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:56.588830] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:14:56.801793] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:14:57.014079] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:14:57.230357] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:57.441798] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:57.441985] [INFO ] [CONFIGURE ] GROV: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T15:14:57.442033] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5091 tests [2025-11-21T15:14:57.442071] [INFO ] [CONFIGURE ] GROV: Testing feature 7/29: add_lag_shelf [2025-11-21T15:14:57.442106] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:14:57.638771] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:14:57.833363] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:14:58.028210] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:14:58.227835] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:14:58.430050] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:14:58.632743] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:14:58.834931] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:14:59.035517] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:14:59.236386] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:14:59.434920] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:14:59.435097] [INFO ] [CONFIGURE ] GROV: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T15:14:59.435145] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5090 tests [2025-11-21T15:14:59.435184] [INFO ] [CONFIGURE ] GROV: Testing feature 8/29: add_macd [2025-11-21T15:14:59.435220] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:14:59.716298] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:14:59.996366] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:00.303620] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:00.633084] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:01.548561] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:15:01.882031] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:15:02.217899] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:02.515352] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:15:02.813061] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:03.108095] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:03.108300] [INFO ] [CONFIGURE ] GROV: DISCARDED add_macd (score: 30.00%) [2025-11-21T15:15:03.108357] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5089 tests [2025-11-21T15:15:03.108405] [INFO ] [CONFIGURE ] GROV: Testing feature 9/29: add_mfi [2025-11-21T15:15:03.108450] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:15:03.315272] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:03.521675] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:03.745045] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:03.951988] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:04.170161] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:04.395495] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:04.620542] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:04.838623] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:15:05.054398] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:05.268409] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:15:05.268666] [INFO ] [CONFIGURE ] GROV: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:15:05.268728] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5088 tests [2025-11-21T15:15:05.268777] [INFO ] [CONFIGURE ] GROV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:15:05.268825] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:15:05.571181] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:05.873938] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:06.175850] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:06.489183] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:06.800993] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:07.112155] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:15:07.430356] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:07.749324] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:08.080084] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:15:08.395609] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:08.395812] [INFO ] [CONFIGURE ] GROV: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T15:15:08.395871] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5087 tests [2025-11-21T15:15:08.395921] [INFO ] [CONFIGURE ] GROV: Testing feature 11/29: add_obv_daily [2025-11-21T15:15:08.395965] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T15:15:08.611234] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:15:08.831314] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:09.056785] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:09.276125] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:09.494969] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:09.720398] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:09.948820] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:10.166672] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:15:10.393123] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:15:10.627928] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:10.628133] [INFO ] [CONFIGURE ] GROV: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T15:15:10.628184] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5086 tests [2025-11-21T15:15:10.628254] [INFO ] [CONFIGURE ] GROV: Testing feature 12/29: add_obv_interval [2025-11-21T15:15:10.628302] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T15:15:10.863557] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:11.112830] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:11.366785] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:15:11.619711] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:11.856123] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:15:12.099384] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:12.336405] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:12.577600] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:12.814072] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:13.051468] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:13.051814] [INFO ] [CONFIGURE ] GROV: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:15:13.051921] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5085 tests [2025-11-21T15:15:13.052007] [INFO ] [CONFIGURE ] GROV: Testing feature 13/29: add_opening_strength [2025-11-21T15:15:13.052084] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:15:13.304846] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:13.545771] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:13.775228] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:15:14.019257] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:14.258268] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:14.508412] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:14.764179] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:15.024950] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:15:15.288491] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:15.553375] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:15.553563] [INFO ] [CONFIGURE ] GROV: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:15:15.553618] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5084 tests [2025-11-21T15:15:15.553755] [INFO ] [CONFIGURE ] GROV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:15:15.553812] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T15:15:15.808033] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:16.058283] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:16.306659] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:16.558996] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:16.815309] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:17.066327] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:17.315505] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:17.567705] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:17.815269] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:18.067443] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:18.067681] [INFO ] [CONFIGURE ] GROV: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:15:18.067745] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5083 tests [2025-11-21T15:15:18.067793] [INFO ] [CONFIGURE ] GROV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:15:18.067837] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T15:15:18.292692] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:18.512565] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:18.736609] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:18.986711] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:19.200745] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:19.407002] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:19.611036] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:19.818816] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:20.020830] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:15:20.222024] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:20.222192] [INFO ] [CONFIGURE ] GROV: KEPT add_pbf_morning_momentum (score: 90.00%) [2025-11-21T15:15:20.222241] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5082 tests [2025-11-21T15:15:20.222280] [INFO ] [CONFIGURE ] GROV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:15:20.222317] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T15:15:20.457561] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:20.689900] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:20.921374] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:21.164339] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:21.396967] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:21.627337] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:21.862858] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:22.098233] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:22.342562] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:22.579385] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:22.579620] [INFO ] [CONFIGURE ] GROV: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:15:22.579704] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5081 tests [2025-11-21T15:15:22.579763] [INFO ] [CONFIGURE ] GROV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:15:22.579811] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T15:15:22.810376] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:23.039840] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:23.266431] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:23.503302] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:23.736187] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:23.972348] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:15:24.204822] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:24.436481] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:24.667106] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:24.902611] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:24.902826] [INFO ] [CONFIGURE ] GROV: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T15:15:24.902882] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5080 tests [2025-11-21T15:15:24.902931] [INFO ] [CONFIGURE ] GROV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:15:24.902968] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T15:15:25.117516] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:25.343664] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:25.572961] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:25.797280] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:26.022088] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:26.254654] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:26.484230] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:26.713433] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:15:26.952948] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:27.177900] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:15:27.178064] [INFO ] [CONFIGURE ] GROV: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:15:27.178111] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5079 tests [2025-11-21T15:15:27.178147] [INFO ] [CONFIGURE ] GROV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:15:27.178182] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T15:15:27.411697] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:15:27.640540] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:27.875624] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:28.111125] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:28.337326] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:28.561184] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:28.786772] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:29.008635] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:15:29.220232] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:15:29.442516] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:29.442714] [INFO ] [CONFIGURE ] GROV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T15:15:29.442804] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5078 tests [2025-11-21T15:15:29.442870] [INFO ] [CONFIGURE ] GROV: Testing feature 20/29: add_price_rejection [2025-11-21T15:15:29.442920] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T15:15:29.673995] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:29.904299] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:30.133920] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:30.362395] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:15:30.592452] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:30.825510] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:15:31.054974] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:31.283329] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:31.513466] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:31.745865] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:31.746031] [INFO ] [CONFIGURE ] GROV: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T15:15:31.746087] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5077 tests [2025-11-21T15:15:31.746128] [INFO ] [CONFIGURE ] GROV: Testing feature 21/29: add_range_position [2025-11-21T15:15:31.746171] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T15:15:31.996620] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:32.243152] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:32.496834] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:32.745954] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:33.003777] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:33.253822] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:15:33.500418] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:33.752158] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:34.007528] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:34.254482] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:34.254666] [INFO ] [CONFIGURE ] GROV: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:15:34.254723] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5076 tests [2025-11-21T15:15:34.254772] [INFO ] [CONFIGURE ] GROV: Testing feature 22/29: add_realized_volatility [2025-11-21T15:15:34.254816] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T15:15:34.583797] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:34.920959] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:35.285980] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:35.625348] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:35.957783] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:36.287188] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:15:36.611239] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:36.940297] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:37.285601] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:37.631529] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:37.631756] [INFO ] [CONFIGURE ] GROV: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T15:15:37.631835] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5075 tests [2025-11-21T15:15:37.631897] [INFO ] [CONFIGURE ] GROV: Testing feature 23/29: add_recent_range_context [2025-11-21T15:15:37.631945] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T15:15:37.863709] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:38.098368] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:38.337912] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:38.568669] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:38.797765] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:15:39.034206] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:39.258840] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:39.484936] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:39.708001] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:39.931492] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:15:39.931677] [INFO ] [CONFIGURE ] GROV: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:15:39.931734] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5074 tests [2025-11-21T15:15:39.931780] [INFO ] [CONFIGURE ] GROV: Testing feature 24/29: add_rsi [2025-11-21T15:15:39.931822] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T15:15:40.197778] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:40.470445] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:40.749588] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:41.020610] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:41.292287] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:41.560892] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:41.845077] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:42.125771] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:42.405722] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:15:42.685883] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:15:42.686077] [INFO ] [CONFIGURE ] GROV: DISCARDED add_rsi (score: 80.00%) [2025-11-21T15:15:42.686138] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5073 tests [2025-11-21T15:15:42.686187] [INFO ] [CONFIGURE ] GROV: Testing feature 25/29: add_tick_distribution [2025-11-21T15:15:42.686233] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T15:15:42.919271] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:43.146539] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:43.374571] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:43.608485] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:43.851996] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:44.102289] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:44.330357] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:44.577519] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:44.842819] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:45.151111] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:45.151321] [INFO ] [CONFIGURE ] GROV: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T15:15:45.151377] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5072 tests [2025-11-21T15:15:45.151428] [INFO ] [CONFIGURE ] GROV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:15:45.151475] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T15:15:45.408822] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:45.650552] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:45.870038] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:46.089477] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:46.307108] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:46.532746] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:46.754738] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:46.975922] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:15:47.200299] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:47.417965] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:47.418159] [INFO ] [CONFIGURE ] GROV: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:15:47.418216] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5071 tests [2025-11-21T15:15:47.418265] [INFO ] [CONFIGURE ] GROV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:15:47.418309] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T15:15:47.665542] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:47.910503] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:48.151834] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:48.400290] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:48.654622] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:48.913021] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:15:49.167320] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:49.415816] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:49.667848] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:49.920664] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:49.920864] [INFO ] [CONFIGURE ] GROV: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T15:15:49.920923] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5070 tests [2025-11-21T15:15:49.920969] [INFO ] [CONFIGURE ] GROV: Testing feature 28/29: add_volume_profile [2025-11-21T15:15:49.921018] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T15:15:50.159244] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:50.398633] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:15:50.640110] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:15:50.882213] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:51.131124] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:51.377339] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:15:51.618446] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:15:51.881207] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:52.121157] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:15:52.356628] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:52.356826] [INFO ] [CONFIGURE ] GROV: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:15:52.356876] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5069 tests [2025-11-21T15:15:52.356915] [INFO ] [CONFIGURE ] GROV: Testing feature 29/29: add_vwap [2025-11-21T15:15:52.356951] [INFO ] [CONFIGURE ] GROV: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_vwap'] [2025-11-21T15:15:52.596790] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:52.846913] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:53.103896] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:15:53.345052] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:53.588392] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:15:53.833491] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:15:54.082767] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:15:54.326073] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:54.564175] [DEBUG] [FORECASTER] GROV: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:54.803128] [DEBUG] [FORECASTER] GROV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:15:54.803299] [INFO ] [CONFIGURE ] GROV: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:15:54.803353] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5068 tests [2025-11-21T15:15:54.803400] [INFO ] [CONFIGURE ] GROV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:15:54.803438] [INFO ] [CONFIGURE ] GROV: Best accuracy: 90.00% [2025-11-21T15:15:54.803478] [INFO ] [CONFIGURE ] GROV: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T15:15:54.803519] [INFO ] [CONFIGURE ] GROV: Improvement over baseline: 40.00% [2025-11-21T15:15:54.803555] [INFO ] [CONFIGURE ] GROV: Total time: 1.2 minutes [2025-11-21T15:15:54.803591] [INFO ] [CONFIGURE ] GROV: Average time per feature: 2.5 seconds [2025-11-21T15:15:54.803628] [INFO ] [CONFIGURE ] GROV: Average speed: 0.41 features/sec [2025-11-21T15:15:54.804134] [INFO ] [LOCAL ] Saved configuration for GROV: 2 features, 90.00% accuracy -> ./output/feature-sets/GROV.json [2025-11-21T15:15:54.804197] [INFO ] [CONFIGURE ] GROV: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T15:15:54.804257] [INFO ] [sig ] [554/723] Successfully configured GROV | 0.01 sym/s | Total: 12.7h | ETA: 3.9h [2025-11-21T15:15:54.804305] [INFO ] [sig ] [555/723] Configuring GRX... [2025-11-21T15:15:54.804344] [INFO ] [CONFIGURE ] GRX: Configurate test run. [2025-11-21T15:15:54.804382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-11-21T15:15:54.880566] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRX'. [2025-11-21T15:15:54.880960] [INFO ] [CONFIGURE ] GRX: Testing with 29 available features [2025-11-21T15:15:54.881022] [INFO ] [CONFIGURE ] GRX: Establishing baseline with no features... [2025-11-21T15:15:55.051917] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:55.219505] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:55.386970] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:15:55.558380] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:55.729774] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:15:55.897088] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:15:56.064892] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:15:56.235117] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:56.413009] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:56.591116] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:56.591275] [INFO ] [CONFIGURE ] GRX: Baseline score (no features): 40.00% [2025-11-21T15:15:56.591321] [INFO ] [CONFIGURE ] GRX: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:15:56.591358] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:15:56.786316] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:15:56.989113] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:57.191151] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:15:57.395176] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:57.594058] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:15:57.793360] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:15:57.994849] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:15:58.206960] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:15:58.409432] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:15:58.611799] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:15:58.611998] [INFO ] [CONFIGURE ] GRX: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T15:15:58.612047] [INFO ] [CONFIGURE ] JOB ETA: 4.0h | Avg: 2.8s/test | Remaining: 5067 tests [2025-11-21T15:15:58.612085] [INFO ] [CONFIGURE ] GRX: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:15:58.612120] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:15:58.816758] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:15:59.025540] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:15:59.236918] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:15:59.446003] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:15:59.655246] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:15:59.859453] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:00.068815] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:16:00.278080] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:00.486382] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:16:00.768059] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:00.768394] [INFO ] [CONFIGURE ] GRX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:16:00.768496] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5066 tests [2025-11-21T15:16:00.768587] [INFO ] [CONFIGURE ] GRX: Testing feature 3/29: add_daily_returns [2025-11-21T15:16:00.768823] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_daily_returns'] [2025-11-21T15:16:01.479307] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:01.801833] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:16:01.983081] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:02.166223] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:02.353228] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:02.562549] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:02.744007] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:16:02.924191] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:16:03.110977] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:03.295345] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:03.295528] [INFO ] [CONFIGURE ] GRX: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:16:03.295577] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5065 tests [2025-11-21T15:16:03.295616] [INFO ] [CONFIGURE ] GRX: Testing feature 4/29: add_ema [2025-11-21T15:16:03.295672] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema'] [2025-11-21T15:16:03.508363] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:16:03.722819] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:16:03.930162] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:04.142065] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:04.353169] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:04.566774] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:04.782178] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:05.003227] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:05.218124] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:05.424051] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:05.424230] [INFO ] [CONFIGURE ] GRX: KEPT add_ema (score: 50.00%) [2025-11-21T15:16:05.424278] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5064 tests [2025-11-21T15:16:05.424317] [INFO ] [CONFIGURE ] GRX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:16:05.424353] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:16:05.669486] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:16:05.923724] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:06.174811] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:06.428919] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:06.679545] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:06.935110] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:07.188790] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:07.442962] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:07.699101] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:07.958633] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:07.958839] [INFO ] [CONFIGURE ] GRX: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T15:16:07.958898] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5063 tests [2025-11-21T15:16:07.958944] [INFO ] [CONFIGURE ] GRX: Testing feature 6/29: add_failed_moves [2025-11-21T15:16:07.958987] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T15:16:08.225825] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:08.493830] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:08.759780] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:09.024222] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:09.279832] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:09.537990] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:09.795438] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:10.061931] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:10.328003] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:10.592452] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:10.592627] [INFO ] [CONFIGURE ] GRX: KEPT add_failed_moves (score: 80.00%) [2025-11-21T15:16:10.592707] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5062 tests [2025-11-21T15:16:10.592757] [INFO ] [CONFIGURE ] GRX: Testing feature 7/29: add_lag_shelf [2025-11-21T15:16:10.592802] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T15:16:10.847153] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:11.097919] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:11.343609] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:11.590159] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:11.855918] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:12.112005] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:12.361311] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:12.615457] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:12.868624] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:13.123378] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:13.123572] [INFO ] [CONFIGURE ] GRX: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T15:16:13.123638] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5061 tests [2025-11-21T15:16:13.123707] [INFO ] [CONFIGURE ] GRX: Testing feature 8/29: add_macd [2025-11-21T15:16:13.123760] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T15:16:13.442221] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:13.769326] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:14.110585] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:14.439196] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:14.753632] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:15.071083] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:15.393476] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:16:15.718763] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:16:16.035691] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:16.356967] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:16.357270] [INFO ] [CONFIGURE ] GRX: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:16:16.357359] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5060 tests [2025-11-21T15:16:16.357431] [INFO ] [CONFIGURE ] GRX: Testing feature 9/29: add_mfi [2025-11-21T15:16:16.357501] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T15:16:16.628312] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:16.899279] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:17.175770] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:17.461997] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:17.734053] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:18.010460] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:18.285173] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:18.561049] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:16:18.833974] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:19.120108] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:19.120341] [INFO ] [CONFIGURE ] GRX: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:16:19.120424] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5059 tests [2025-11-21T15:16:19.120496] [INFO ] [CONFIGURE ] GRX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:16:19.120569] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:16:19.467658] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:19.809431] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:16:20.156856] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:20.515068] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:20.863858] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:16:21.205574] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:21.578802] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:16:21.935412] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:22.283295] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:22.666966] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:22.667188] [INFO ] [CONFIGURE ] GRX: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T15:16:22.667260] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5058 tests [2025-11-21T15:16:22.667310] [INFO ] [CONFIGURE ] GRX: Testing feature 11/29: add_obv_daily [2025-11-21T15:16:22.667355] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T15:16:22.985711] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:16:23.286193] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:23.560546] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:23.844083] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:24.134245] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:24.436734] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:24.726622] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:16:25.012916] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:25.307420] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:25.615222] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:25.615793] [INFO ] [CONFIGURE ] GRX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T15:16:25.615859] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5057 tests [2025-11-21T15:16:25.615910] [INFO ] [CONFIGURE ] GRX: Testing feature 12/29: add_obv_interval [2025-11-21T15:16:25.615955] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T15:16:25.904980] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:26.173849] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:26.446725] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:16:26.719478] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:26.995110] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:27.287815] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:27.572871] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:27.866468] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:16:28.155905] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:28.455616] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:28.455842] [INFO ] [CONFIGURE ] GRX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:16:28.455901] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5056 tests [2025-11-21T15:16:28.455947] [INFO ] [CONFIGURE ] GRX: Testing feature 13/29: add_opening_strength [2025-11-21T15:16:28.455990] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:16:28.764403] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:29.088564] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:29.393724] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:29.707212] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:30.010458] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:30.323540] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:30.646351] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:30.965601] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:31.272204] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:31.601851] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:31.602076] [INFO ] [CONFIGURE ] GRX: KEPT add_opening_strength (score: 90.00%) [2025-11-21T15:16:31.602138] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5055 tests [2025-11-21T15:16:31.602188] [INFO ] [CONFIGURE ] GRX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:16:31.602233] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T15:16:32.066630] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:32.540362] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:32.902784] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:33.239162] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:33.605044] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:33.941534] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:34.271748] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:34.600731] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:34.969725] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:35.309380] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:35.309563] [INFO ] [CONFIGURE ] GRX: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T15:16:35.309621] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5054 tests [2025-11-21T15:16:35.309688] [INFO ] [CONFIGURE ] GRX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:16:35.309735] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T15:16:35.627132] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:16:35.948315] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:36.259785] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:16:36.578052] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:36.884826] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:16:37.201032] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:37.514995] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:16:37.822608] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:38.131714] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:38.451871] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:16:38.452087] [INFO ] [CONFIGURE ] GRX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T15:16:38.452148] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5053 tests [2025-11-21T15:16:38.452196] [INFO ] [CONFIGURE ] GRX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:16:38.452242] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T15:16:38.766762] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:39.094345] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:16:39.420038] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:39.743046] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:40.063832] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:16:40.387385] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:40.714715] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:41.038040] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:16:41.359084] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:41.683771] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:41.683991] [INFO ] [CONFIGURE ] GRX: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T15:16:41.684054] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5052 tests [2025-11-21T15:16:41.684100] [INFO ] [CONFIGURE ] GRX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:16:41.684143] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T15:16:42.053151] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:16:42.378958] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:16:42.699901] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:43.024268] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:43.343509] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:16:43.671370] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:44.006353] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:44.378594] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:44.739338] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:45.064979] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:45.065153] [INFO ] [CONFIGURE ] GRX: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T15:16:45.065212] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5051 tests [2025-11-21T15:16:45.065258] [INFO ] [CONFIGURE ] GRX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:16:45.065302] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T15:16:45.367426] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:45.663428] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:16:45.960452] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:16:46.263871] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:46.559516] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:16:46.853777] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:47.182065] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:16:47.532285] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:47.862994] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:48.168610] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:48.168802] [INFO ] [CONFIGURE ] GRX: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:16:48.168859] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5050 tests [2025-11-21T15:16:48.168904] [INFO ] [CONFIGURE ] GRX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:16:48.168968] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T15:16:48.471057] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:48.762001] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:49.068685] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:49.371609] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:49.682106] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:49.989277] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:50.295146] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:50.592979] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:50.890237] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:51.187953] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:51.188149] [INFO ] [CONFIGURE ] GRX: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T15:16:51.188208] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5049 tests [2025-11-21T15:16:51.188256] [INFO ] [CONFIGURE ] GRX: Testing feature 20/29: add_price_rejection [2025-11-21T15:16:51.188299] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T15:16:51.506535] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:16:51.830599] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:52.154074] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:52.488862] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:52.838219] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:16:53.177112] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:16:53.513190] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:16:53.893496] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:16:54.227445] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:54.562332] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:54.562552] [INFO ] [CONFIGURE ] GRX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:16:54.562613] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5048 tests [2025-11-21T15:16:54.562682] [INFO ] [CONFIGURE ] GRX: Testing feature 21/29: add_range_position [2025-11-21T15:16:54.562729] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T15:16:54.929214] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:16:55.261593] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:16:55.600604] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:55.936567] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:16:56.304876] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:16:56.653928] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:16:57.002976] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:16:57.345468] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:16:57.691192] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:16:58.043003] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:16:58.043214] [INFO ] [CONFIGURE ] GRX: DISCARDED add_range_position (score: 90.00%) [2025-11-21T15:16:58.043277] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5047 tests [2025-11-21T15:16:58.043327] [INFO ] [CONFIGURE ] GRX: Testing feature 22/29: add_realized_volatility [2025-11-21T15:16:58.043372] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T15:16:58.476159] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:16:58.893372] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:16:59.300531] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:16:59.701415] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:00.145328] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:17:00.550566] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:01.675773] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:17:02.100183] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:17:02.509178] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:17:02.951154] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:02.951373] [INFO ] [CONFIGURE ] GRX: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:17:02.951432] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5046 tests [2025-11-21T15:17:02.951479] [INFO ] [CONFIGURE ] GRX: Testing feature 23/29: add_recent_range_context [2025-11-21T15:17:02.951522] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T15:17:03.262730] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:03.577305] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:17:03.890847] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:04.202022] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:04.520304] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:17:04.842165] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:05.156840] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:17:05.476466] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:17:05.797718] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:17:06.130057] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:06.130257] [INFO ] [CONFIGURE ] GRX: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:17:06.130317] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5045 tests [2025-11-21T15:17:06.130361] [INFO ] [CONFIGURE ] GRX: Testing feature 24/29: add_rsi [2025-11-21T15:17:06.130408] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_rsi'] [2025-11-21T15:17:06.442382] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:17:06.751708] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:17:07.067125] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:17:07.383625] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:07.695378] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:17:08.009269] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:08.326141] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:17:08.642001] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:17:08.958269] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:17:09.281880] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:17:09.282069] [INFO ] [CONFIGURE ] GRX: DISCARDED add_rsi (score: 70.00%) [2025-11-21T15:17:09.282127] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5044 tests [2025-11-21T15:17:09.282175] [INFO ] [CONFIGURE ] GRX: Testing feature 25/29: add_tick_distribution [2025-11-21T15:17:09.282217] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T15:17:09.621431] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:09.959883] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:10.291517] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:17:10.632781] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:10.973426] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:17:11.317258] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:11.654590] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:17:11.986755] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:12.299814] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:17:12.634789] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:12.634959] [INFO ] [CONFIGURE ] GRX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:17:12.635016] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5043 tests [2025-11-21T15:17:12.635062] [INFO ] [CONFIGURE ] GRX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:17:12.635105] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T15:17:12.980341] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:13.318263] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:17:13.666377] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:14.018721] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:14.367256] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:17:14.711064] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:15.069077] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:17:15.428933] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:17:15.792594] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:17:16.137354] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:16.137763] [INFO ] [CONFIGURE ] GRX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:17:16.137826] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5042 tests [2025-11-21T15:17:16.137873] [INFO ] [CONFIGURE ] GRX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:17:16.137920] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T15:17:16.519919] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:16.881056] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:17:17.244300] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:17:17.630429] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:18.002957] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:17:18.369568] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:18.744085] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:17:19.121006] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:19.486155] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:17:19.856169] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:19.856403] [INFO ] [CONFIGURE ] GRX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T15:17:19.856467] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5041 tests [2025-11-21T15:17:19.856513] [INFO ] [CONFIGURE ] GRX: Testing feature 28/29: add_volume_profile [2025-11-21T15:17:19.856558] [INFO ] [CONFIGURE ] GRX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T15:17:20.204890] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:17:20.551192] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:17:20.948601] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:21.316614] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:21.672256] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:17:22.040226] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:22.387228] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:17:22.737983] [DEBUG] [FORECASTER] GRX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:17:23.085323] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:17:23.436848] [DEBUG] [FORECASTER] GRX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:23.437028] [INFO ] [CONFIGURE ] GRX: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:17:23.437087] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5040 tests [2025-11-21T15:17:23.437135] [INFO ] [CONFIGURE ] GRX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:17:23.437176] [INFO ] [CONFIGURE ] GRX: Best accuracy: 90.00% [2025-11-21T15:17:23.437267] [INFO ] [CONFIGURE ] GRX: Best feature set (6 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:17:23.437314] [INFO ] [CONFIGURE ] GRX: Improvement over baseline: 50.00% [2025-11-21T15:17:23.437360] [INFO ] [CONFIGURE ] GRX: Total time: 1.4 minutes [2025-11-21T15:17:23.437406] [INFO ] [CONFIGURE ] GRX: Average time per feature: 3.1 seconds [2025-11-21T15:17:23.437452] [INFO ] [CONFIGURE ] GRX: Average speed: 0.33 features/sec [2025-11-21T15:17:23.437946] [INFO ] [LOCAL ] Saved configuration for GRX: 6 features, 90.00% accuracy -> ./output/feature-sets/GRX.json [2025-11-21T15:17:23.438003] [INFO ] [CONFIGURE ] GRX: Configuration saved successfully: 6 features, 90.00% accuracy. [2025-11-21T15:17:23.438053] [INFO ] [sig ] [555/723] Successfully configured GRX | 0.01 sym/s | Total: 12.7h | ETA: 3.9h [2025-11-21T15:17:23.438097] [INFO ] [sig ] [556/723] Configuring GS... [2025-11-21T15:17:23.438137] [INFO ] [CONFIGURE ] GS: Configurate test run. [2025-11-21T15:17:23.438177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-11-21T15:17:23.653979] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GS'. [2025-11-21T15:17:23.654453] [INFO ] [CONFIGURE ] GS: Testing with 29 available features [2025-11-21T15:17:23.654530] [INFO ] [CONFIGURE ] GS: Establishing baseline with no features... [2025-11-21T15:17:23.853382] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:24.050028] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:24.227004] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:24.399825] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:17:24.574451] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:24.751225] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:24.930505] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:25.107932] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:25.283925] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:25.457906] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:17:25.458062] [INFO ] [CONFIGURE ] GS: Baseline score (no features): 40.00% [2025-11-21T15:17:25.458128] [INFO ] [CONFIGURE ] GS: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:17:25.458168] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:17:25.666875] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:25.879313] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:26.093134] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:26.300373] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:26.507868] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:26.716639] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:26.929193] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:27.139204] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:27.352799] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:27.568216] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:17:27.568413] [INFO ] [CONFIGURE ] GS: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T15:17:27.568470] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5039 tests [2025-11-21T15:17:27.568516] [INFO ] [CONFIGURE ] GS: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:17:27.568560] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:17:27.809107] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:28.054542] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:28.316206] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:17:28.571332] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:28.830773] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:29.087808] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:29.330799] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:29.575950] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:29.831157] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:30.080792] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:17:30.080984] [INFO ] [CONFIGURE ] GS: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T15:17:30.081041] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5038 tests [2025-11-21T15:17:30.081088] [INFO ] [CONFIGURE ] GS: Testing feature 3/29: add_daily_returns [2025-11-21T15:17:30.081122] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:17:30.296327] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:30.512632] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:30.727985] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:30.944315] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:31.161773] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:31.388385] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:31.608588] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:31.835559] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:32.059106] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:32.279157] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:32.279488] [INFO ] [CONFIGURE ] GS: KEPT add_daily_returns (score: 60.00%) [2025-11-21T15:17:32.279613] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5037 tests [2025-11-21T15:17:32.279720] [INFO ] [CONFIGURE ] GS: Testing feature 4/29: add_ema [2025-11-21T15:17:32.279797] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T15:17:32.537331] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:32.795104] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:33.059701] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:33.317562] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:33.580535] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:33.843201] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:34.113978] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:34.390392] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:34.656357] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:34.924339] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:34.924521] [INFO ] [CONFIGURE ] GS: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:17:34.924577] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5036 tests [2025-11-21T15:17:34.924629] [INFO ] [CONFIGURE ] GS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:17:34.924690] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:17:35.185504] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:35.444966] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:35.705853] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:35.967795] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:36.239391] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:36.538207] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:36.826979] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:17:37.112638] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:37.418659] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:37.709848] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:37.710042] [INFO ] [CONFIGURE ] GS: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:17:37.710105] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5035 tests [2025-11-21T15:17:37.710145] [INFO ] [CONFIGURE ] GS: Testing feature 6/29: add_failed_moves [2025-11-21T15:17:37.710193] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T15:17:37.955440] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:38.203299] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:38.449708] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:38.681994] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:38.905509] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:39.132928] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:39.358559] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:39.589491] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:39.818047] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:40.052374] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:40.052571] [INFO ] [CONFIGURE ] GS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:17:40.052628] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5034 tests [2025-11-21T15:17:40.052704] [INFO ] [CONFIGURE ] GS: Testing feature 7/29: add_lag_shelf [2025-11-21T15:17:40.052788] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T15:17:40.324313] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:40.605973] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:40.864166] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:41.090580] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:41.318379] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:41.549521] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:41.766799] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:41.984330] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:42.200692] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:42.416593] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:17:42.416779] [INFO ] [CONFIGURE ] GS: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T15:17:42.416845] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5033 tests [2025-11-21T15:17:42.416895] [INFO ] [CONFIGURE ] GS: Testing feature 8/29: add_macd [2025-11-21T15:17:42.416942] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T15:17:42.716939] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:43.027192] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:43.356733] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:43.687822] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:44.034262] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:44.373169] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:44.706053] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:17:45.047609] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:45.379779] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:45.700447] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:45.700662] [INFO ] [CONFIGURE ] GS: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:17:45.700723] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5032 tests [2025-11-21T15:17:45.700772] [INFO ] [CONFIGURE ] GS: Testing feature 9/29: add_mfi [2025-11-21T15:17:45.700820] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T15:17:45.933224] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:46.167018] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:46.407131] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:46.644175] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:46.884195] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:47.124398] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:47.359893] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:47.591583] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:47.834727] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:48.079705] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:48.079884] [INFO ] [CONFIGURE ] GS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:17:48.079938] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5031 tests [2025-11-21T15:17:48.079990] [INFO ] [CONFIGURE ] GS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:17:48.080033] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:17:48.411987] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:48.730301] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:49.063318] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:49.396117] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:49.719696] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:50.042552] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:17:50.366831] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:17:50.696416] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:51.026886] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:51.348675] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:51.348874] [INFO ] [CONFIGURE ] GS: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T15:17:51.348933] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5030 tests [2025-11-21T15:17:51.348982] [INFO ] [CONFIGURE ] GS: Testing feature 11/29: add_obv_daily [2025-11-21T15:17:51.349028] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T15:17:51.684192] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:52.011310] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:52.354558] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:52.709280] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:53.064469] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:53.421036] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:53.778635] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:17:54.142912] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:54.484157] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:54.841666] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:54.841858] [INFO ] [CONFIGURE ] GS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T15:17:54.841914] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5029 tests [2025-11-21T15:17:54.841963] [INFO ] [CONFIGURE ] GS: Testing feature 12/29: add_obv_interval [2025-11-21T15:17:54.842005] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T15:17:55.197881] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:55.549417] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:55.910553] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:56.271723] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:17:56.644093] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:17:57.011367] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:17:57.373434] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:17:57.742987] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:17:58.123481] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:17:58.491826] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:17:58.492005] [INFO ] [CONFIGURE ] GS: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:17:58.492061] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5028 tests [2025-11-21T15:17:58.492108] [INFO ] [CONFIGURE ] GS: Testing feature 13/29: add_opening_strength [2025-11-21T15:17:58.492150] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength'] [2025-11-21T15:17:58.871799] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:17:59.245064] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:17:59.624239] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:17:59.998045] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:00.370724] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:00.740872] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:01.825364] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:02.235047] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:02.654956] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:03.051332] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:03.051663] [INFO ] [CONFIGURE ] GS: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:18:03.051733] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5027 tests [2025-11-21T15:18:03.051785] [INFO ] [CONFIGURE ] GS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:18:03.051827] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T15:18:03.449861] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:03.860136] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:04.260835] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:04.647290] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:05.035851] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:05.424449] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:18:05.819576] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:06.225274] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:06.647266] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:07.066036] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:07.066365] [INFO ] [CONFIGURE ] GS: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T15:18:07.066437] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5026 tests [2025-11-21T15:18:07.066493] [INFO ] [CONFIGURE ] GS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:18:07.066552] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T15:18:07.495935] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:07.896854] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:08.279204] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:08.663525] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:09.065143] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:09.474108] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:18:09.888125] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:18:10.275070] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:10.682029] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:11.068818] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:11.069100] [INFO ] [CONFIGURE ] GS: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:18:11.069168] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5025 tests [2025-11-21T15:18:11.069222] [INFO ] [CONFIGURE ] GS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:18:11.069270] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T15:18:11.458100] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:11.851339] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:12.246418] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:12.621145] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:13.019400] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:13.403087] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:13.792852] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:18:14.183510] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:14.581675] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:14.971189] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:14.971513] [INFO ] [CONFIGURE ] GS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:18:14.971584] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5024 tests [2025-11-21T15:18:14.971637] [INFO ] [CONFIGURE ] GS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:18:14.971714] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T15:18:15.309420] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:15.643220] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:15.966363] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:16.292170] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:16.616025] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:16.943612] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:17.275811] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:17.604167] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:17.935158] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:18.265018] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:18.265184] [INFO ] [CONFIGURE ] GS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:18:18.265241] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5023 tests [2025-11-21T15:18:18.265287] [INFO ] [CONFIGURE ] GS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:18:18.265331] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T15:18:18.594919] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:18.930749] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:19.262791] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:19.599186] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:18:19.935378] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:20.288906] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:20.633159] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:18:20.976395] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:21.322918] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:21.679938] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:21.680136] [INFO ] [CONFIGURE ] GS: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:18:21.680195] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5022 tests [2025-11-21T15:18:21.680236] [INFO ] [CONFIGURE ] GS: Testing feature 20/29: add_price_rejection [2025-11-21T15:18:21.680286] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T15:18:22.034469] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:22.380340] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:22.734848] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:23.080944] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:23.410138] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:23.748847] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:24.078003] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:18:24.435011] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:24.775015] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:25.111287] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:25.111467] [INFO ] [CONFIGURE ] GS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:18:25.111524] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5021 tests [2025-11-21T15:18:25.111571] [INFO ] [CONFIGURE ] GS: Testing feature 21/29: add_range_position [2025-11-21T15:18:25.111614] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T15:18:25.487506] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:25.863584] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:26.248041] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:26.631976] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:27.019486] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:27.509434] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:27.992628] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:28.410314] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:28.815185] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:29.206446] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:29.206629] [INFO ] [CONFIGURE ] GS: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:18:29.206706] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5020 tests [2025-11-21T15:18:29.206757] [INFO ] [CONFIGURE ] GS: Testing feature 22/29: add_realized_volatility [2025-11-21T15:18:29.206804] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T15:18:29.667474] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:30.101915] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:30.534204] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:30.993971] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:31.453231] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:31.921348] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:32.381353] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:32.853888] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:33.331612] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:33.799753] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:33.799973] [INFO ] [CONFIGURE ] GS: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:18:33.800034] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5019 tests [2025-11-21T15:18:33.800087] [INFO ] [CONFIGURE ] GS: Testing feature 23/29: add_recent_range_context [2025-11-21T15:18:33.800131] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T15:18:34.159330] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:34.513989] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:34.886297] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:35.254435] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:35.616157] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:35.971088] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:18:36.316576] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:36.673689] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:37.021477] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:37.372630] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:37.372804] [INFO ] [CONFIGURE ] GS: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:18:37.372865] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5018 tests [2025-11-21T15:18:37.372912] [INFO ] [CONFIGURE ] GS: Testing feature 24/29: add_rsi [2025-11-21T15:18:37.372956] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T15:18:37.777664] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:38.190340] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:38.589793] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:38.975877] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:39.374672] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:39.776409] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:40.192832] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:18:40.593829] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:41.017915] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:41.429530] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:41.429775] [INFO ] [CONFIGURE ] GS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:18:41.429836] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5017 tests [2025-11-21T15:18:41.429886] [INFO ] [CONFIGURE ] GS: Testing feature 25/29: add_tick_distribution [2025-11-21T15:18:41.429930] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T15:18:41.791679] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:42.152437] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:42.509812] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:42.877953] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:43.240114] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:43.584414] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:43.923940] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:44.255923] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:44.585852] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:44.925353] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:44.925591] [INFO ] [CONFIGURE ] GS: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:18:44.925670] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5016 tests [2025-11-21T15:18:44.925723] [INFO ] [CONFIGURE ] GS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:18:44.925765] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T15:18:45.302366] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:45.669985] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:46.036488] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:46.401220] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:46.773631] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:47.134131] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:47.504405] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:18:47.863339] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:48.221168] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:48.590583] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:18:48.590839] [INFO ] [CONFIGURE ] GS: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:18:48.590910] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5015 tests [2025-11-21T15:18:48.590958] [INFO ] [CONFIGURE ] GS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:18:48.591004] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T15:18:48.960484] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:49.324327] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:49.686701] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:50.065788] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:50.454791] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:50.833391] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:51.209211] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:51.576063] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:51.947875] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:52.311697] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:52.311893] [INFO ] [CONFIGURE ] GS: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:18:52.311955] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5014 tests [2025-11-21T15:18:52.312004] [INFO ] [CONFIGURE ] GS: Testing feature 28/29: add_volume_profile [2025-11-21T15:18:52.312050] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T15:18:52.672822] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:53.036282] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:53.394610] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:53.756204] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:54.112207] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:54.467384] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:54.827282] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:18:55.196327] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:55.563126] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:55.932202] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:18:55.932398] [INFO ] [CONFIGURE ] GS: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:18:55.932481] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5013 tests [2025-11-21T15:18:55.932529] [INFO ] [CONFIGURE ] GS: Testing feature 29/29: add_vwap [2025-11-21T15:18:55.932578] [INFO ] [CONFIGURE ] GS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T15:18:56.298248] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:18:56.659786] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:18:57.017988] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:18:57.371314] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:18:57.742196] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:18:58.112461] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:18:58.484290] [DEBUG] [FORECASTER] GS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:18:58.859004] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:18:59.225013] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:18:59.598749] [DEBUG] [FORECASTER] GS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:18:59.598961] [INFO ] [CONFIGURE ] GS: DISCARDED add_vwap (score: 50.00%) [2025-11-21T15:18:59.599020] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5012 tests [2025-11-21T15:18:59.599069] [INFO ] [CONFIGURE ] GS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:18:59.599111] [INFO ] [CONFIGURE ] GS: Best accuracy: 70.00% [2025-11-21T15:18:59.599152] [INFO ] [CONFIGURE ] GS: Best feature set (4 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:18:59.599193] [INFO ] [CONFIGURE ] GS: Improvement over baseline: 30.00% [2025-11-21T15:18:59.599229] [INFO ] [CONFIGURE ] GS: Total time: 1.6 minutes [2025-11-21T15:18:59.599268] [INFO ] [CONFIGURE ] GS: Average time per feature: 3.4 seconds [2025-11-21T15:18:59.599305] [INFO ] [CONFIGURE ] GS: Average speed: 0.31 features/sec [2025-11-21T15:18:59.599858] [INFO ] [LOCAL ] Saved configuration for GS: 4 features, 70.00% accuracy -> ./output/feature-sets/GS.json [2025-11-21T15:18:59.599916] [INFO ] [CONFIGURE ] GS: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T15:18:59.599965] [INFO ] [sig ] [556/723] Successfully configured GS | 0.01 sym/s | Total: 12.8h | ETA: 3.8h [2025-11-21T15:18:59.600030] [INFO ] [sig ] [557/723] Configuring GSBD... [2025-11-21T15:18:59.600073] [INFO ] [CONFIGURE ] GSBD: Configurate test run. [2025-11-21T15:18:59.600114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-11-21T15:18:59.679422] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GSBD'. [2025-11-21T15:18:59.680005] [INFO ] [CONFIGURE ] GSBD: Testing with 29 available features [2025-11-21T15:18:59.680077] [INFO ] [CONFIGURE ] GSBD: Establishing baseline with no features... [2025-11-21T15:18:59.886889] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:19:00.088122] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:00.290921] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:00.489455] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:19:00.684955] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:00.887071] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:01.861256] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:02.200409] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:02.387195] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:02.578782] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:19:02.579077] [INFO ] [CONFIGURE ] GSBD: Baseline score (no features): 30.00% [2025-11-21T15:19:02.579194] [INFO ] [CONFIGURE ] GSBD: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:19:02.579270] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:19:02.799784] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:03.027721] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:03.255410] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:03.477125] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:19:03.699587] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:03.927379] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:04.153913] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:04.379618] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:04.606803] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:04.835972] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:19:04.836305] [INFO ] [CONFIGURE ] GSBD: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T15:19:04.836406] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5011 tests [2025-11-21T15:19:04.836490] [INFO ] [CONFIGURE ] GSBD: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:19:04.836564] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:19:05.101439] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:05.366475] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:05.633045] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:05.903531] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:06.179015] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:06.451665] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:06.723038] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:06.988671] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:19:07.259624] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:07.530560] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:19:07.530763] [INFO ] [CONFIGURE ] GSBD: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T15:19:07.530823] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5010 tests [2025-11-21T15:19:07.530874] [INFO ] [CONFIGURE ] GSBD: Testing feature 3/29: add_daily_returns [2025-11-21T15:19:07.530916] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:19:07.820714] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:08.107031] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:08.397464] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:08.680889] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:08.980192] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:09.267284] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:09.551227] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:09.831305] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:10.109408] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:10.389219] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:19:10.389404] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T15:19:10.389461] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5009 tests [2025-11-21T15:19:10.389508] [INFO ] [CONFIGURE ] GSBD: Testing feature 4/29: add_ema [2025-11-21T15:19:10.389558] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T15:19:10.702472] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:11.013127] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:11.326216] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:11.627071] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:11.962177] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:12.286188] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:12.619928] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:12.949056] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:19:13.270966] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:13.583391] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:19:13.583602] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_ema (score: 60.00%) [2025-11-21T15:19:13.583683] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5008 tests [2025-11-21T15:19:13.583770] [INFO ] [CONFIGURE ] GSBD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:19:13.583827] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:19:13.892443] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:14.211443] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:14.513284] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:14.825336] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:19:15.122526] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:15.415348] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:15.725812] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:16.026751] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:16.333170] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:16.638003] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:16.638185] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:19:16.638241] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5007 tests [2025-11-21T15:19:16.638288] [INFO ] [CONFIGURE ] GSBD: Testing feature 6/29: add_failed_moves [2025-11-21T15:19:16.638330] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:19:16.904901] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:17.169284] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:17.415982] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:17.659338] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:17.902948] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:18.156972] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:18.418085] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:18.685075] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:19:18.958375] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:19.227429] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:19:19.227701] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:19:19.227800] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5006 tests [2025-11-21T15:19:19.227869] [INFO ] [CONFIGURE ] GSBD: Testing feature 7/29: add_lag_shelf [2025-11-21T15:19:19.227915] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T15:19:19.541942] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:19.905571] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:20.247978] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:20.523108] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:20.785597] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:21.041427] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:21.312403] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:21.600150] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:21.895243] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:22.174534] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:22.174774] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:19:22.174835] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5005 tests [2025-11-21T15:19:22.174885] [INFO ] [CONFIGURE ] GSBD: Testing feature 8/29: add_macd [2025-11-21T15:19:22.174931] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T15:19:22.528825] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:22.887360] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:23.253472] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:23.619149] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:23.994242] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:24.365099] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:24.731037] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:19:25.098834] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:19:25.471283] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:19:25.845687] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:25.845878] [INFO ] [CONFIGURE ] GSBD: KEPT add_macd (score: 80.00%) [2025-11-21T15:19:25.845938] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5004 tests [2025-11-21T15:19:25.845987] [INFO ] [CONFIGURE ] GSBD: Testing feature 9/29: add_mfi [2025-11-21T15:19:25.846030] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T15:19:26.234370] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:26.623912] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:27.011460] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:27.387518] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:27.761558] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:28.159821] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:28.553182] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:19:28.934329] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:29.312025] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:19:29.695952] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:29.696163] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:19:29.696223] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5003 tests [2025-11-21T15:19:29.696270] [INFO ] [CONFIGURE ] GSBD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:19:29.696357] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:19:30.150053] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:30.604706] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:31.064201] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:31.523550] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:31.987085] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:32.433472] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:19:32.899872] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:33.346084] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:33.805818] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:19:34.272448] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:34.272690] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:19:34.272752] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5002 tests [2025-11-21T15:19:34.272800] [INFO ] [CONFIGURE ] GSBD: Testing feature 11/29: add_obv_daily [2025-11-21T15:19:34.272846] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T15:19:34.652715] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:35.025330] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:35.403164] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:35.794040] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:36.171901] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:36.554842] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:36.965540] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:19:37.350274] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:37.741545] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:38.143051] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:19:38.143236] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T15:19:38.143294] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5001 tests [2025-11-21T15:19:38.143341] [INFO ] [CONFIGURE ] GSBD: Testing feature 12/29: add_obv_interval [2025-11-21T15:19:38.143385] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T15:19:38.502256] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:38.874483] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:39.233918] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:19:39.588382] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:39.945170] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:40.314118] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:40.676782] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:19:41.059380] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:41.419402] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:41.798316] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:41.798531] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T15:19:41.798591] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 5000 tests [2025-11-21T15:19:41.798671] [INFO ] [CONFIGURE ] GSBD: Testing feature 13/29: add_opening_strength [2025-11-21T15:19:41.798729] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:19:42.190183] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:42.589250] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:19:42.984519] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:19:43.384074] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:43.795894] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:44.199977] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:19:44.614920] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:19:45.018541] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:19:45.422158] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:45.828150] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:45.828345] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T15:19:45.828402] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4999 tests [2025-11-21T15:19:45.828448] [INFO ] [CONFIGURE ] GSBD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:19:45.828506] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T15:19:46.220817] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:46.603959] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:46.994278] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:47.393114] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:47.791244] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:48.187438] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:48.594606] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:19:48.980458] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:49.389264] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:19:49.800343] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:49.800522] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T15:19:49.800580] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4998 tests [2025-11-21T15:19:49.800627] [INFO ] [CONFIGURE ] GSBD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:19:49.800740] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T15:19:50.153735] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:50.507059] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:50.866951] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:51.234799] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:51.598860] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:19:51.982249] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:19:52.347938] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:19:52.712555] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:19:53.088431] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:19:53.470338] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:53.470564] [INFO ] [CONFIGURE ] GSBD: KEPT add_pbf_morning_momentum (score: 90.00%) [2025-11-21T15:19:53.470625] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4997 tests [2025-11-21T15:19:53.470693] [INFO ] [CONFIGURE ] GSBD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:19:53.470739] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-21T15:19:53.902469] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:54.297777] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:54.697058] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:55.091086] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:55.457467] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:55.833228] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:19:56.200577] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:19:56.577396] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:19:56.951797] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:19:57.347458] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:19:57.347715] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:19:57.347779] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4996 tests [2025-11-21T15:19:57.347827] [INFO ] [CONFIGURE ] GSBD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:19:57.347872] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-21T15:19:57.753108] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:19:58.159548] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:19:58.561415] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:19:58.977152] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:19:59.383466] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:19:59.784443] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:01.033078] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:20:01.619414] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:02.045662] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:20:02.477054] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:20:02.477261] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T15:20:02.477320] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4995 tests [2025-11-21T15:20:02.477383] [INFO ] [CONFIGURE ] GSBD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:20:02.477453] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-21T15:20:02.866076] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:03.288875] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:03.690704] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:04.104444] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:04.496843] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:20:04.899371] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:20:05.286581] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:20:05.684287] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:20:06.080838] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:20:06.491063] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:20:06.491317] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T15:20:06.491405] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4994 tests [2025-11-21T15:20:06.491474] [INFO ] [CONFIGURE ] GSBD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:20:06.491540] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-21T15:20:06.977323] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:07.440216] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:07.831269] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:08.213540] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:08.582090] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:20:08.951726] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:09.328597] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:20:09.683857] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:10.044396] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:20:10.417664] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:20:10.417874] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T15:20:10.417942] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4993 tests [2025-11-21T15:20:10.418032] [INFO ] [CONFIGURE ] GSBD: Testing feature 20/29: add_price_rejection [2025-11-21T15:20:10.418080] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-21T15:20:10.820024] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:11.230956] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:11.639067] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:20:12.052585] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:12.470606] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:12.901625] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:13.321307] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:20:13.761209] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:14.221446] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:20:14.663700] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:20:14.663891] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T15:20:14.663950] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4992 tests [2025-11-21T15:20:14.663996] [INFO ] [CONFIGURE ] GSBD: Testing feature 21/29: add_range_position [2025-11-21T15:20:14.664038] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-21T15:20:15.059623] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:15.478715] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:15.901892] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:16.306663] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:16.721568] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:17.124308] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:20:17.527413] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:20:17.940067] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:18.337735] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:20:18.724201] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:20:18.724411] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:20:18.724471] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4991 tests [2025-11-21T15:20:18.724512] [INFO ] [CONFIGURE ] GSBD: Testing feature 22/29: add_realized_volatility [2025-11-21T15:20:18.724557] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-21T15:20:19.228347] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:19.731390] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:20.252802] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:20:20.782510] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:20:21.286280] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:21.786896] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:22.286771] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:20:22.804102] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:23.319472] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:20:23.840568] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:20:23.840813] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:20:23.840873] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4990 tests [2025-11-21T15:20:23.840919] [INFO ] [CONFIGURE ] GSBD: Testing feature 23/29: add_recent_range_context [2025-11-21T15:20:23.840962] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-21T15:20:24.205377] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:24.617115] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:25.010994] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:25.404880] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:25.809493] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:26.216027] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:26.613458] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:20:27.010478] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:27.399677] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:20:27.790258] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:20:27.790480] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T15:20:27.790541] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4989 tests [2025-11-21T15:20:27.790589] [INFO ] [CONFIGURE ] GSBD: Testing feature 24/29: add_rsi [2025-11-21T15:20:27.790634] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-21T15:20:28.216737] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:28.651009] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:29.099203] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:20:29.532112] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:20:29.962875] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:30.384318] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:30.798258] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:20:31.231587] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:31.670615] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:20:32.086924] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:20:32.087138] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:20:32.087200] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4988 tests [2025-11-21T15:20:32.087249] [INFO ] [CONFIGURE ] GSBD: Testing feature 25/29: add_tick_distribution [2025-11-21T15:20:32.087292] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-21T15:20:32.451463] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:32.827118] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:33.201035] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:33.567417] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:33.947999] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:34.337624] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:34.720229] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:20:35.108493] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:20:35.490489] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:20:35.875594] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:20:35.875816] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:20:35.875877] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4987 tests [2025-11-21T15:20:35.875936] [INFO ] [CONFIGURE ] GSBD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:20:35.875990] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-21T15:20:36.281916] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:36.667211] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:37.037813] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:37.421600] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:37.802736] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:38.179447] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:38.554604] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:20:38.941386] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:20:39.326386] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:20:39.698530] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:20:39.698746] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T15:20:39.698807] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4986 tests [2025-11-21T15:20:39.698857] [INFO ] [CONFIGURE ] GSBD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:20:39.698905] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-21T15:20:40.080879] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:40.494431] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:40.902824] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:20:41.290461] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:41.680588] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:42.078196] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:42.468227] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:20:42.847798] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:43.233935] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:20:43.635318] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:20:43.635510] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:20:43.635569] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4985 tests [2025-11-21T15:20:43.635616] [INFO ] [CONFIGURE ] GSBD: Testing feature 28/29: add_volume_profile [2025-11-21T15:20:43.635681] [INFO ] [CONFIGURE ] GSBD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-21T15:20:43.989822] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:20:44.343563] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:20:44.698872] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:45.058396] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:20:45.423657] [DEBUG] [FORECASTER] GSBD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:20:45.784861] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:46.140783] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:20:46.515048] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:46.874851] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:20:47.233977] [DEBUG] [FORECASTER] GSBD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:20:47.234161] [INFO ] [CONFIGURE ] GSBD: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T15:20:47.234225] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4984 tests [2025-11-21T15:20:47.234277] [INFO ] [CONFIGURE ] GSBD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:20:47.234322] [INFO ] [CONFIGURE ] GSBD: Best accuracy: 90.00% [2025-11-21T15:20:47.234368] [INFO ] [CONFIGURE ] GSBD: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T15:20:47.234411] [INFO ] [CONFIGURE ] GSBD: Improvement over baseline: 60.00% [2025-11-21T15:20:47.234452] [INFO ] [CONFIGURE ] GSBD: Total time: 1.7 minutes [2025-11-21T15:20:47.234493] [INFO ] [CONFIGURE ] GSBD: Average time per feature: 3.7 seconds [2025-11-21T15:20:47.234548] [INFO ] [CONFIGURE ] GSBD: Average speed: 0.28 features/sec [2025-11-21T15:20:47.235011] [INFO ] [LOCAL ] Saved configuration for GSBD: 5 features, 90.00% accuracy -> ./output/feature-sets/GSBD.json [2025-11-21T15:20:47.235074] [INFO ] [CONFIGURE ] GSBD: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T15:20:47.235134] [INFO ] [sig ] [557/723] Successfully configured GSBD | 0.01 sym/s | Total: 12.8h | ETA: 3.8h [2025-11-21T15:20:47.235185] [INFO ] [sig ] [558/723] Configuring GSK... [2025-11-21T15:20:47.235232] [INFO ] [CONFIGURE ] GSK: Configurate test run. [2025-11-21T15:20:47.235297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-11-21T15:20:47.418687] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GSK'. [2025-11-21T15:20:47.419041] [INFO ] [CONFIGURE ] GSK: Testing with 29 available features [2025-11-21T15:20:47.419104] [INFO ] [CONFIGURE ] GSK: Establishing baseline with no features... [2025-11-21T15:20:47.588763] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:20:47.777310] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:20:47.960375] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:48.142191] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:20:48.316940] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:20:48.491195] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:48.664198] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:20:48.839709] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:20:49.013276] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:20:49.188410] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:20:49.188567] [INFO ] [CONFIGURE ] GSK: Baseline score (no features): 60.00% [2025-11-21T15:20:49.188614] [INFO ] [CONFIGURE ] GSK: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:20:49.188671] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:20:49.396822] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:20:49.610668] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:20:49.824961] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:50.041723] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:20:50.257600] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:20:50.468130] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:20:50.678444] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:20:50.889826] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:20:51.106403] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:20:51.322124] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:20:51.322293] [INFO ] [CONFIGURE ] GSK: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:20:51.322340] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4983 tests [2025-11-21T15:20:51.322379] [INFO ] [CONFIGURE ] GSK: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:20:51.322415] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:20:51.551705] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:20:51.766117] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:20:51.999333] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:52.220544] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:20:52.431972] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:20:52.643774] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:52.855338] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:20:53.080865] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:53.314385] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:20:53.529019] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:20:53.529197] [INFO ] [CONFIGURE ] GSK: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T15:20:53.529245] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4982 tests [2025-11-21T15:20:53.529283] [INFO ] [CONFIGURE ] GSK: Testing feature 3/29: add_daily_returns [2025-11-21T15:20:53.529319] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:20:53.754076] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:20:53.990219] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:20:54.222386] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:54.463375] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:20:54.692292] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:20:54.913919] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:20:55.134668] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:20:55.359394] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:55.584211] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:20:55.809334] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:20:55.809489] [INFO ] [CONFIGURE ] GSK: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:20:55.809536] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4981 tests [2025-11-21T15:20:55.809575] [INFO ] [CONFIGURE ] GSK: Testing feature 4/29: add_ema [2025-11-21T15:20:55.809611] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:20:56.072063] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:20:56.344863] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:20:56.611824] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:56.881424] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:20:57.150564] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:20:57.425191] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:20:57.698010] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:20:57.967311] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:20:58.240613] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:20:58.522979] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:20:58.523177] [INFO ] [CONFIGURE ] GSK: DISCARDED add_ema (score: 60.00%) [2025-11-21T15:20:58.523234] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4980 tests [2025-11-21T15:20:58.523278] [INFO ] [CONFIGURE ] GSK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:20:58.523319] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:20:58.790712] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:20:59.048496] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:20:59.305101] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:20:59.567069] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:20:59.826436] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:21:00.082320] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:00.334409] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:01.278235] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:01.569411] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:01.844790] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:21:01.845020] [INFO ] [CONFIGURE ] GSK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:21:01.845084] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4979 tests [2025-11-21T15:21:01.845134] [INFO ] [CONFIGURE ] GSK: Testing feature 6/29: add_failed_moves [2025-11-21T15:21:01.845192] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:21:02.071065] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:02.297154] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:02.541222] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:02.760003] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:02.975896] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:03.186440] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:03.403264] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:03.612984] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:03.850664] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:04.097878] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:04.098055] [INFO ] [CONFIGURE ] GSK: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T15:21:04.098112] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4978 tests [2025-11-21T15:21:04.098160] [INFO ] [CONFIGURE ] GSK: Testing feature 7/29: add_lag_shelf [2025-11-21T15:21:04.098203] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T15:21:04.314596] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:04.542498] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:04.766405] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:04.971433] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:05.174825] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:05.381978] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:05.591230] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:05.809258] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:06.023524] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:06.240048] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:06.240220] [INFO ] [CONFIGURE ] GSK: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T15:21:06.240269] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4977 tests [2025-11-21T15:21:06.240306] [INFO ] [CONFIGURE ] GSK: Testing feature 8/29: add_macd [2025-11-21T15:21:06.240339] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T15:21:06.563280] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:06.875577] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:07.195705] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:07.513747] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:07.827336] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:21:08.144825] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:08.450185] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:08.752550] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:09.064291] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:09.374902] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:21:09.375085] [INFO ] [CONFIGURE ] GSK: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:21:09.375144] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4976 tests [2025-11-21T15:21:09.375190] [INFO ] [CONFIGURE ] GSK: Testing feature 9/29: add_mfi [2025-11-21T15:21:09.375232] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T15:21:09.595824] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:09.823107] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:10.066136] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:10.324499] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:10.578247] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:10.827287] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:21:11.079368] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:11.324551] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:11.578390] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:11.839070] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:11.839285] [INFO ] [CONFIGURE ] GSK: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:21:11.839349] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4975 tests [2025-11-21T15:21:11.839398] [INFO ] [CONFIGURE ] GSK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:21:11.839472] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:21:12.172870] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:12.533843] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:12.882750] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:13.227470] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:13.601164] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:14.055627] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:14.491602] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:14.862452] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:15.206552] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:15.543215] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:15.543412] [INFO ] [CONFIGURE ] GSK: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T15:21:15.543473] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4974 tests [2025-11-21T15:21:15.543526] [INFO ] [CONFIGURE ] GSK: Testing feature 11/29: add_obv_daily [2025-11-21T15:21:15.543574] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T15:21:15.801243] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:21:16.067423] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:16.327495] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:16.588916] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:16.837253] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:17.103544] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:17.359684] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:17.630127] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:17.886351] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:18.145507] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:21:18.145710] [INFO ] [CONFIGURE ] GSK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T15:21:18.145773] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4973 tests [2025-11-21T15:21:18.145824] [INFO ] [CONFIGURE ] GSK: Testing feature 12/29: add_obv_interval [2025-11-21T15:21:18.145870] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T15:21:18.381525] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:18.613803] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:18.852028] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:19.092005] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:19.324891] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:19.565175] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:19.808677] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:20.052551] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:20.292708] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:20.533011] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:20.533190] [INFO ] [CONFIGURE ] GSK: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T15:21:20.533250] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4972 tests [2025-11-21T15:21:20.533300] [INFO ] [CONFIGURE ] GSK: Testing feature 13/29: add_opening_strength [2025-11-21T15:21:20.533390] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:21:20.795220] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:21.050541] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:21.309454] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:21.568845] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:21.850496] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:22.113141] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:21:22.407334] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:22.689199] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:22.975501] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:23.260550] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:23.260747] [INFO ] [CONFIGURE ] GSK: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T15:21:23.260807] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4971 tests [2025-11-21T15:21:23.260856] [INFO ] [CONFIGURE ] GSK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:21:23.260899] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T15:21:23.541235] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:23.806159] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:24.070341] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:24.324061] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:24.588846] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:24.857373] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:25.107089] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:25.351700] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:25.599677] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:25.849375] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:25.849555] [INFO ] [CONFIGURE ] GSK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:21:25.849615] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4970 tests [2025-11-21T15:21:25.849683] [INFO ] [CONFIGURE ] GSK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:21:25.849732] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T15:21:26.081058] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:26.307971] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:26.532189] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:26.754042] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:26.979736] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:27.205540] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:27.432262] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:27.663061] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:27.895438] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:28.127887] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:28.128064] [INFO ] [CONFIGURE ] GSK: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T15:21:28.128120] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4969 tests [2025-11-21T15:21:28.128165] [INFO ] [CONFIGURE ] GSK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:21:28.128206] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T15:21:28.379803] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:28.643535] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:28.886298] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:29.141464] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:29.389224] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:29.643783] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:29.892189] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:30.141265] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:30.381739] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:30.621596] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:30.621797] [INFO ] [CONFIGURE ] GSK: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T15:21:30.621854] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4968 tests [2025-11-21T15:21:30.621904] [INFO ] [CONFIGURE ] GSK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:21:30.621941] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T15:21:30.850993] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:31.080435] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:31.304897] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:31.534480] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:31.769100] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:21:32.017170] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:32.249568] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:32.484628] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:32.715693] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:32.949687] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:32.949920] [INFO ] [CONFIGURE ] GSK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T15:21:32.950005] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4967 tests [2025-11-21T15:21:32.950082] [INFO ] [CONFIGURE ] GSK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:21:32.950162] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T15:21:33.177903] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:33.399228] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:33.620370] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:33.845355] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:34.067992] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:34.297057] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:21:34.519857] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:34.742838] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:34.989887] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:35.226930] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:35.227109] [INFO ] [CONFIGURE ] GSK: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:21:35.227157] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4966 tests [2025-11-21T15:21:35.227195] [INFO ] [CONFIGURE ] GSK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:21:35.227229] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T15:21:35.462822] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:35.698715] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:35.933403] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:36.158089] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:36.385821] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:36.608077] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:36.837665] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:37.065135] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:37.296375] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:37.536290] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:37.536531] [INFO ] [CONFIGURE ] GSK: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T15:21:37.536592] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4965 tests [2025-11-21T15:21:37.536678] [INFO ] [CONFIGURE ] GSK: Testing feature 20/29: add_price_rejection [2025-11-21T15:21:37.536729] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T15:21:37.787523] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:38.033582] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:38.284662] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:38.541639] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:38.778616] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:21:39.017518] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:39.261727] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:39.501488] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:39.741417] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:39.986449] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:39.986636] [INFO ] [CONFIGURE ] GSK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:21:39.986714] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4964 tests [2025-11-21T15:21:39.986762] [INFO ] [CONFIGURE ] GSK: Testing feature 21/29: add_range_position [2025-11-21T15:21:39.986803] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T15:21:40.248883] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:40.506704] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:40.764050] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:41.027045] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:41.285048] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:41.549025] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:21:41.806916] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:42.072593] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:42.350011] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:42.637773] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:42.637980] [INFO ] [CONFIGURE ] GSK: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:21:42.638039] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4963 tests [2025-11-21T15:21:42.638088] [INFO ] [CONFIGURE ] GSK: Testing feature 22/29: add_realized_volatility [2025-11-21T15:21:42.638132] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T15:21:42.987184] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:43.325221] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:43.664972] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:44.004865] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:44.353313] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:44.706227] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:45.061462] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:45.406035] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:45.763995] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:46.119568] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:46.119802] [INFO ] [CONFIGURE ] GSK: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T15:21:46.119865] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4962 tests [2025-11-21T15:21:46.119919] [INFO ] [CONFIGURE ] GSK: Testing feature 23/29: add_recent_range_context [2025-11-21T15:21:46.120156] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T15:21:46.366932] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:46.596479] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:46.834879] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:47.071621] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:47.316429] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:47.556851] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:47.809227] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:48.042680] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:48.275744] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:48.513856] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:48.514030] [INFO ] [CONFIGURE ] GSK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T15:21:48.514112] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4961 tests [2025-11-21T15:21:48.514163] [INFO ] [CONFIGURE ] GSK: Testing feature 24/29: add_rsi [2025-11-21T15:21:48.514206] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T15:21:48.802850] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:49.086075] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:49.371736] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:49.667196] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:49.955526] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:50.253127] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:50.536551] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:21:50.836761] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:51.124208] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:51.407062] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:21:51.407252] [INFO ] [CONFIGURE ] GSK: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:21:51.407316] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4960 tests [2025-11-21T15:21:51.407374] [INFO ] [CONFIGURE ] GSK: Testing feature 25/29: add_tick_distribution [2025-11-21T15:21:51.407422] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T15:21:51.643848] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:51.882506] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:52.111274] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:52.338701] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:52.567037] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:52.800633] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:21:53.042958] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:53.290801] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:53.535667] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:21:53.770530] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:53.770723] [INFO ] [CONFIGURE ] GSK: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:21:53.770785] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4959 tests [2025-11-21T15:21:53.770986] [INFO ] [CONFIGURE ] GSK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:21:53.771040] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T15:21:54.003296] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:54.242524] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:54.478216] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:54.713918] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:54.953592] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:55.214715] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:55.455705] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:55.694268] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:55.921025] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:56.155492] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:21:56.155696] [INFO ] [CONFIGURE ] GSK: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:21:56.155755] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4958 tests [2025-11-21T15:21:56.155801] [INFO ] [CONFIGURE ] GSK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:21:56.155842] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T15:21:56.410856] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:56.668035] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:56.926187] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:57.179553] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:21:57.449453] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:21:57.713564] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:21:57.981015] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:21:58.266611] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:21:58.524866] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:21:58.782125] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:21:58.782327] [INFO ] [CONFIGURE ] GSK: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:21:58.782388] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4957 tests [2025-11-21T15:21:58.782442] [INFO ] [CONFIGURE ] GSK: Testing feature 28/29: add_volume_profile [2025-11-21T15:21:58.782488] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T15:21:59.034803] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:21:59.278548] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:21:59.523466] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:21:59.770266] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:22:00.010862] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:00.267955] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:22:01.369573] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:22:01.894879] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:22:02.200123] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:22:02.452818] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:02.452994] [INFO ] [CONFIGURE ] GSK: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:22:02.453060] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4956 tests [2025-11-21T15:22:02.453124] [INFO ] [CONFIGURE ] GSK: Testing feature 29/29: add_vwap [2025-11-21T15:22:02.453182] [INFO ] [CONFIGURE ] GSK: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T15:22:02.696621] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:22:02.941286] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:22:03.209500] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:22:03.461215] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:22:03.720028] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:22:03.987998] [DEBUG] [FORECASTER] GSK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:22:04.252570] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:04.529930] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:22:04.789731] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:22:05.066807] [DEBUG] [FORECASTER] GSK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:05.067003] [INFO ] [CONFIGURE ] GSK: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:22:05.067086] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4955 tests [2025-11-21T15:22:05.067155] [INFO ] [CONFIGURE ] GSK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:22:05.067205] [INFO ] [CONFIGURE ] GSK: Best accuracy: 80.00% [2025-11-21T15:22:05.067249] [INFO ] [CONFIGURE ] GSK: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T15:22:05.067290] [INFO ] [CONFIGURE ] GSK: Improvement over baseline: 20.00% [2025-11-21T15:22:05.067329] [INFO ] [CONFIGURE ] GSK: Total time: 1.3 minutes [2025-11-21T15:22:05.067368] [INFO ] [CONFIGURE ] GSK: Average time per feature: 2.6 seconds [2025-11-21T15:22:05.067424] [INFO ] [CONFIGURE ] GSK: Average speed: 0.38 features/sec [2025-11-21T15:22:05.067809] [INFO ] [LOCAL ] Saved configuration for GSK: 1 features, 80.00% accuracy -> ./output/feature-sets/GSK.json [2025-11-21T15:22:05.067879] [INFO ] [CONFIGURE ] GSK: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T15:22:05.067955] [INFO ] [sig ] [558/723] Successfully configured GSK | 0.01 sym/s | Total: 12.8h | ETA: 3.8h [2025-11-21T15:22:05.068027] [INFO ] [sig ] [559/723] Configuring GSL... [2025-11-21T15:22:05.068084] [INFO ] [CONFIGURE ] GSL: Configurate test run. [2025-11-21T15:22:05.068129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-11-21T15:22:05.177664] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GSL'. [2025-11-21T15:22:05.178053] [INFO ] [CONFIGURE ] GSL: Testing with 29 available features [2025-11-21T15:22:05.178118] [INFO ] [CONFIGURE ] GSL: Establishing baseline with no features... [2025-11-21T15:22:05.368490] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:05.540308] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:05.710639] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:05.883381] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:06.055283] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:06.235114] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:22:06.418111] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:06.598177] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:22:06.778296] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:06.955753] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:06.955924] [INFO ] [CONFIGURE ] GSL: Baseline score (no features): 50.00% [2025-11-21T15:22:06.955971] [INFO ] [CONFIGURE ] GSL: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:22:06.956008] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:22:07.169555] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:22:07.378457] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:07.581619] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:07.791850] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:08.004979] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:08.220479] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:08.436922] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:08.642379] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:22:08.853383] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:09.060286] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:09.060458] [INFO ] [CONFIGURE ] GSL: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T15:22:09.060509] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4954 tests [2025-11-21T15:22:09.060548] [INFO ] [CONFIGURE ] GSL: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:22:09.060586] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:22:09.298381] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:09.531064] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:09.758003] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:09.990503] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:10.234879] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:10.474524] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:10.718567] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:10.967050] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:11.204430] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:11.443719] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:11.443895] [INFO ] [CONFIGURE ] GSL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:22:11.443977] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4953 tests [2025-11-21T15:22:11.444026] [INFO ] [CONFIGURE ] GSL: Testing feature 3/29: add_daily_returns [2025-11-21T15:22:11.444072] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:22:11.660740] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:22:11.878036] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:12.097864] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:12.313589] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:12.540268] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:12.764825] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:12.985547] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:13.211394] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:13.432665] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:13.652508] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:13.652718] [INFO ] [CONFIGURE ] GSL: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:22:13.652801] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4952 tests [2025-11-21T15:22:13.652861] [INFO ] [CONFIGURE ] GSL: Testing feature 4/29: add_ema [2025-11-21T15:22:13.652911] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:22:13.909442] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:14.163966] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:14.416492] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:14.667105] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:14.921487] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:15.190883] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:15.449620] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:15.702402] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:15.959396] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:22:16.217793] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:16.218004] [INFO ] [CONFIGURE ] GSL: DISCARDED add_ema (score: 70.00%) [2025-11-21T15:22:16.218071] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4951 tests [2025-11-21T15:22:16.218126] [INFO ] [CONFIGURE ] GSL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:22:16.218191] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:22:16.481832] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:16.763782] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:17.048487] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:17.355068] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:17.650851] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:17.929538] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:18.212042] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:22:18.494441] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:18.771798] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:22:19.051313] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:19.051517] [INFO ] [CONFIGURE ] GSL: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:22:19.051573] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4950 tests [2025-11-21T15:22:19.051620] [INFO ] [CONFIGURE ] GSL: Testing feature 6/29: add_failed_moves [2025-11-21T15:22:19.051684] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:22:19.286095] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:19.513558] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:19.757369] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:20.010441] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:20.254548] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:20.486921] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:20.738326] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:20.990866] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:21.231220] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:21.467701] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:21.468049] [INFO ] [CONFIGURE ] GSL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:22:21.468214] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4949 tests [2025-11-21T15:22:21.468303] [INFO ] [CONFIGURE ] GSL: Testing feature 7/29: add_lag_shelf [2025-11-21T15:22:21.468383] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:22:21.708901] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:22:21.951052] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:22.189413] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:22.416138] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:22.661106] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:22:22.891398] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:23.129809] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:23.369925] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:23.609217] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:23.843384] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:22:23.843598] [INFO ] [CONFIGURE ] GSL: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T15:22:23.843675] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4948 tests [2025-11-21T15:22:23.843747] [INFO ] [CONFIGURE ] GSL: Testing feature 8/29: add_macd [2025-11-21T15:22:23.843795] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:22:24.162875] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:24.486411] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:24.821558] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:25.171154] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:25.526016] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:25.862910] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:26.232306] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:26.572486] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:26.906053] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:27.248027] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:22:27.248228] [INFO ] [CONFIGURE ] GSL: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:22:27.248286] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4947 tests [2025-11-21T15:22:27.248335] [INFO ] [CONFIGURE ] GSL: Testing feature 9/29: add_mfi [2025-11-21T15:22:27.248381] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:22:27.480837] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:22:27.720399] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:27.959239] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:28.217017] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:28.478174] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:28.712060] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:28.936083] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:29.170507] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:22:29.410382] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:29.654759] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:29.654961] [INFO ] [CONFIGURE ] GSL: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:22:29.655021] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4946 tests [2025-11-21T15:22:29.655071] [INFO ] [CONFIGURE ] GSL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:22:29.655116] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:22:29.970770] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:30.280595] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:30.604174] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:30.905997] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:31.205475] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:22:31.520507] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:31.836019] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:32.153852] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:32.460559] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:32.786068] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:32.786251] [INFO ] [CONFIGURE ] GSL: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:22:32.786312] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4945 tests [2025-11-21T15:22:32.786357] [INFO ] [CONFIGURE ] GSL: Testing feature 11/29: add_obv_daily [2025-11-21T15:22:32.786404] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T15:22:33.015594] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:33.240395] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:33.455981] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:33.675790] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:33.897661] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:34.129014] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:34.357362] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:34.581969] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:34.806342] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:35.036413] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:35.036591] [INFO ] [CONFIGURE ] GSL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T15:22:35.036638] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4944 tests [2025-11-21T15:22:35.036721] [INFO ] [CONFIGURE ] GSL: Testing feature 12/29: add_obv_interval [2025-11-21T15:22:35.036964] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T15:22:35.256149] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:35.482377] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:35.700433] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:35.923826] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:36.165676] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:36.386486] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:36.606854] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:22:36.830691] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:37.057990] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:22:37.310410] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:37.310799] [INFO ] [CONFIGURE ] GSL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:22:37.310907] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4943 tests [2025-11-21T15:22:37.310993] [INFO ] [CONFIGURE ] GSL: Testing feature 13/29: add_opening_strength [2025-11-21T15:22:37.311069] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:22:37.566396] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:22:37.819908] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:38.084942] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:38.350994] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:38.617910] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:22:38.876174] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:22:39.124817] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:39.355165] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:39.592269] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:39.830429] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:39.830600] [INFO ] [CONFIGURE ] GSL: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:22:39.830673] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4942 tests [2025-11-21T15:22:39.830747] [INFO ] [CONFIGURE ] GSL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:22:39.830793] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T15:22:40.069464] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:40.299347] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:40.529208] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:40.760214] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:40.994340] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:41.224945] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:41.456570] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:41.690364] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:22:41.925755] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:42.172942] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:22:42.173101] [INFO ] [CONFIGURE ] GSL: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:22:42.173155] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4941 tests [2025-11-21T15:22:42.173201] [INFO ] [CONFIGURE ] GSL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:22:42.173265] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T15:22:42.371339] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:22:42.584080] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:42.797371] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:43.018109] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:43.237171] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:43.453160] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:43.658667] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:43.865378] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:44.072140] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:44.275137] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:44.275299] [INFO ] [CONFIGURE ] GSL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:22:44.275388] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4940 tests [2025-11-21T15:22:44.275429] [INFO ] [CONFIGURE ] GSL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:22:44.275465] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T15:22:44.497659] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:44.721609] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:44.979216] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:45.215778] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:45.443551] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:45.671183] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:45.905055] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:46.134732] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:46.368759] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:46.600956] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:46.601323] [INFO ] [CONFIGURE ] GSL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:22:46.601424] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4939 tests [2025-11-21T15:22:46.601511] [INFO ] [CONFIGURE ] GSL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:22:46.601586] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T15:22:46.834760] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:47.069906] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:47.299825] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:47.555207] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:47.791022] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:48.047700] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:48.303234] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:48.568478] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:48.841732] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:49.108413] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:49.108583] [INFO ] [CONFIGURE ] GSL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:22:49.108637] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4938 tests [2025-11-21T15:22:49.108709] [INFO ] [CONFIGURE ] GSL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:22:49.108776] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T15:22:49.326673] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:49.556000] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:49.796428] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:50.027509] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:50.257498] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:50.486906] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:50.713530] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:50.945805] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:51.182270] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:51.414112] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:22:51.414496] [INFO ] [CONFIGURE ] GSL: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:22:51.414598] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4937 tests [2025-11-21T15:22:51.414707] [INFO ] [CONFIGURE ] GSL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:22:51.414786] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T15:22:51.639461] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:22:51.863895] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:22:52.092047] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:22:52.329892] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:22:52.556715] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:52.790071] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:53.037017] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:22:53.268128] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:53.550369] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:22:53.881026] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:53.881298] [INFO ] [CONFIGURE ] GSL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:22:53.881372] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4936 tests [2025-11-21T15:22:53.881435] [INFO ] [CONFIGURE ] GSL: Testing feature 20/29: add_price_rejection [2025-11-21T15:22:53.881505] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T15:22:54.204525] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:54.484319] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:54.723855] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:54.941845] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:55.160953] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:55.406200] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:55.645159] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:22:55.882903] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:56.128663] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:22:56.372077] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:22:56.372287] [INFO ] [CONFIGURE ] GSL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:22:56.372347] [INFO ] [CONFIGURE ] JOB ETA: 3.9h | Avg: 2.8s/test | Remaining: 4935 tests [2025-11-21T15:22:56.372397] [INFO ] [CONFIGURE ] GSL: Testing feature 21/29: add_range_position [2025-11-21T15:22:56.372441] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T15:22:56.658568] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:56.941422] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:22:57.224057] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:22:57.485242] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:22:57.746502] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:22:58.009408] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:22:58.258305] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:22:58.522113] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:22:58.779245] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:22:59.027265] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:22:59.027448] [INFO ] [CONFIGURE ] GSL: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:22:59.027505] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4934 tests [2025-11-21T15:22:59.027574] [INFO ] [CONFIGURE ] GSL: Testing feature 22/29: add_realized_volatility [2025-11-21T15:22:59.027620] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T15:22:59.350818] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:22:59.676344] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:00.007284] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:23:00.346495] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:23:00.674393] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:23:01.639928] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:23:01.970308] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:23:02.308671] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:23:02.669224] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:23:02.993956] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:23:02.994153] [INFO ] [CONFIGURE ] GSL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:23:02.994208] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4933 tests [2025-11-21T15:23:02.994255] [INFO ] [CONFIGURE ] GSL: Testing feature 23/29: add_recent_range_context [2025-11-21T15:23:02.994296] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T15:23:03.205052] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:03.414673] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:23:03.621365] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:23:03.836398] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:04.054273] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:23:04.267616] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:04.484212] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:23:04.700004] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:23:04.915086] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:23:05.135100] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:23:05.135262] [INFO ] [CONFIGURE ] GSL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T15:23:05.135311] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4932 tests [2025-11-21T15:23:05.135350] [INFO ] [CONFIGURE ] GSL: Testing feature 24/29: add_rsi [2025-11-21T15:23:05.135386] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T15:23:05.407230] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:05.669718] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:05.932752] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:23:06.198797] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:23:06.460638] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:23:06.725770] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:06.992585] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:23:07.256995] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:23:07.524014] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:07.793495] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:23:07.793679] [INFO ] [CONFIGURE ] GSL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:23:07.793740] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4931 tests [2025-11-21T15:23:07.793787] [INFO ] [CONFIGURE ] GSL: Testing feature 25/29: add_tick_distribution [2025-11-21T15:23:07.793827] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T15:23:08.012196] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:08.227806] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:08.445227] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:23:08.666008] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:08.885768] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:23:09.106026] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:09.326573] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:23:09.549979] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:23:09.768519] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:09.992568] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:23:09.992756] [INFO ] [CONFIGURE ] GSL: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:23:09.992963] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4930 tests [2025-11-21T15:23:09.993052] [INFO ] [CONFIGURE ] GSL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:23:09.993130] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T15:23:10.212546] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:10.428024] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:10.644743] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:23:10.870224] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:11.092911] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:23:11.312756] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:11.537083] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:23:11.758215] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:23:11.984215] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:23:12.230531] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:23:12.230729] [INFO ] [CONFIGURE ] GSL: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T15:23:12.230921] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4929 tests [2025-11-21T15:23:12.231013] [INFO ] [CONFIGURE ] GSL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:23:12.231088] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T15:23:12.478224] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:12.735288] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:13.005494] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:23:13.255015] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:23:13.506060] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:23:13.771904] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:14.038365] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:23:14.305009] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:23:14.574974] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:14.845437] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:23:14.845629] [INFO ] [CONFIGURE ] GSL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:23:14.845713] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4928 tests [2025-11-21T15:23:14.845753] [INFO ] [CONFIGURE ] GSL: Testing feature 28/29: add_volume_profile [2025-11-21T15:23:14.845798] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T15:23:15.101029] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:15.345626] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:23:15.572281] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:23:15.800819] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:16.026290] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:23:16.272921] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:23:16.504030] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:23:16.737979] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:23:16.969660] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:17.198988] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:23:17.199197] [INFO ] [CONFIGURE ] GSL: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:23:17.199246] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4927 tests [2025-11-21T15:23:17.199284] [INFO ] [CONFIGURE ] GSL: Testing feature 29/29: add_vwap [2025-11-21T15:23:17.199319] [INFO ] [CONFIGURE ] GSL: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T15:23:17.428639] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:17.663787] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:17.902858] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:23:18.150275] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:18.385826] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:23:18.620726] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:18.868761] [DEBUG] [FORECASTER] GSL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:23:19.107511] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:23:19.346050] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:19.583581] [DEBUG] [FORECASTER] GSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:23:19.583791] [INFO ] [CONFIGURE ] GSL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:23:19.583859] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4926 tests [2025-11-21T15:23:19.583910] [INFO ] [CONFIGURE ] GSL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:23:19.583954] [INFO ] [CONFIGURE ] GSL: Best accuracy: 80.00% [2025-11-21T15:23:19.583997] [INFO ] [CONFIGURE ] GSL: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T15:23:19.584038] [INFO ] [CONFIGURE ] GSL: Improvement over baseline: 30.00% [2025-11-21T15:23:19.584076] [INFO ] [CONFIGURE ] GSL: Total time: 1.2 minutes [2025-11-21T15:23:19.584114] [INFO ] [CONFIGURE ] GSL: Average time per feature: 2.5 seconds [2025-11-21T15:23:19.584153] [INFO ] [CONFIGURE ] GSL: Average speed: 0.40 features/sec [2025-11-21T15:23:19.584699] [INFO ] [LOCAL ] Saved configuration for GSL: 1 features, 80.00% accuracy -> ./output/feature-sets/GSL.json [2025-11-21T15:23:19.584762] [INFO ] [CONFIGURE ] GSL: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T15:23:19.584813] [INFO ] [sig ] [559/723] Successfully configured GSL | 0.01 sym/s | Total: 12.8h | ETA: 3.8h [2025-11-21T15:23:19.584858] [INFO ] [sig ] [560/723] Configuring GTES... [2025-11-21T15:23:19.584899] [INFO ] [CONFIGURE ] GTES: Configurate test run. [2025-11-21T15:23:19.584939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-11-21T15:23:19.630404] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GTES'. [2025-11-21T15:23:19.630876] [INFO ] [CONFIGURE ] GTES: Testing with 29 available features [2025-11-21T15:23:19.630941] [INFO ] [CONFIGURE ] GTES: Establishing baseline with no features... [2025-11-21T15:23:19.806491] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:19.982043] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:23:20.169671] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:20.349035] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:20.540061] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:23:20.711614] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:20.886053] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:21.057165] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:23:21.228373] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:21.402633] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:21.402820] [INFO ] [CONFIGURE ] GTES: Baseline score (no features): 30.00% [2025-11-21T15:23:21.402868] [INFO ] [CONFIGURE ] GTES: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:23:21.402905] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:23:21.623851] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:21.841921] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:22.069433] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:22.293160] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:22.521076] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:22.746373] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:22.974637] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:23.206630] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:23.440630] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:23.671092] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:23.671419] [INFO ] [CONFIGURE ] GTES: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T15:23:23.671518] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4925 tests [2025-11-21T15:23:23.671603] [INFO ] [CONFIGURE ] GTES: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:23:23.671699] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:23:23.932548] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:24.175745] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:24.412323] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:24.671505] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:24.929274] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:23:25.166798] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:23:25.397995] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:25.656309] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:25.912823] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:26.160025] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:26.160238] [INFO ] [CONFIGURE ] GTES: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:23:26.160297] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4924 tests [2025-11-21T15:23:26.160347] [INFO ] [CONFIGURE ] GTES: Testing feature 3/29: add_daily_returns [2025-11-21T15:23:26.160391] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:23:26.385856] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:26.601499] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:26.814770] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:27.034381] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:27.250406] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:27.469612] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:27.692118] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:27.944789] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:28.171324] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:28.392045] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:28.392229] [INFO ] [CONFIGURE ] GTES: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T15:23:28.392276] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4923 tests [2025-11-21T15:23:28.392314] [INFO ] [CONFIGURE ] GTES: Testing feature 4/29: add_ema [2025-11-21T15:23:28.392350] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:23:28.648570] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:28.914862] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:29.172377] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:29.423337] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:29.673344] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:29.923696] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:30.178904] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:30.427710] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:30.681598] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:30.955533] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:30.955746] [INFO ] [CONFIGURE ] GTES: DISCARDED add_ema (score: 60.00%) [2025-11-21T15:23:30.955937] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4922 tests [2025-11-21T15:23:30.956050] [INFO ] [CONFIGURE ] GTES: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:23:30.956129] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:23:31.229878] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:31.498707] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:31.782575] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:32.068455] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:32.339447] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:32.589122] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:32.842521] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:33.097398] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:33.378058] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:33.665702] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:33.665930] [INFO ] [CONFIGURE ] GTES: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:23:33.665989] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4921 tests [2025-11-21T15:23:33.666042] [INFO ] [CONFIGURE ] GTES: Testing feature 6/29: add_failed_moves [2025-11-21T15:23:33.666088] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:23:33.903469] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:34.143035] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:34.377093] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:34.596043] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:34.813456] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:35.031461] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:35.250232] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:35.466020] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:35.681884] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:35.917385] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:35.917583] [INFO ] [CONFIGURE ] GTES: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T15:23:35.917809] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4920 tests [2025-11-21T15:23:35.917901] [INFO ] [CONFIGURE ] GTES: Testing feature 7/29: add_lag_shelf [2025-11-21T15:23:35.917976] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:23:36.128827] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:36.333423] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:36.535618] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:36.741190] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:36.952142] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:37.149211] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:37.354862] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:23:37.557322] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:37.767323] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:37.973063] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:37.973229] [INFO ] [CONFIGURE ] GTES: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:23:37.973278] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4919 tests [2025-11-21T15:23:37.973316] [INFO ] [CONFIGURE ] GTES: Testing feature 8/29: add_macd [2025-11-21T15:23:37.973352] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:23:38.270345] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:38.583881] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:23:38.878887] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:39.175791] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:39.472427] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:39.767751] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:40.064366] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:40.414558] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:23:40.838072] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:41.236495] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:23:41.236822] [INFO ] [CONFIGURE ] GTES: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:23:41.236893] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4918 tests [2025-11-21T15:23:41.236954] [INFO ] [CONFIGURE ] GTES: Testing feature 9/29: add_mfi [2025-11-21T15:23:41.237005] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:23:41.494439] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:41.743367] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:41.953428] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:42.166301] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:42.399526] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:42.625325] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:42.861789] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:43.106884] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:23:43.356833] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:43.600291] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:43.600522] [INFO ] [CONFIGURE ] GTES: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:23:43.600581] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4917 tests [2025-11-21T15:23:43.600662] [INFO ] [CONFIGURE ] GTES: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:23:43.600734] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:23:43.913848] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:44.242237] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:44.567600] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:44.905324] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:45.282943] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:45.618663] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:45.946086] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:23:46.275832] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:23:46.606578] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:46.942113] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:46.942299] [INFO ] [CONFIGURE ] GTES: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:23:46.942356] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4916 tests [2025-11-21T15:23:46.942397] [INFO ] [CONFIGURE ] GTES: Testing feature 11/29: add_obv_daily [2025-11-21T15:23:46.942488] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T15:23:47.161840] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:23:47.381737] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:23:47.614104] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:47.830578] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:48.046170] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:48.285434] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:48.523218] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:48.766823] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:23:48.981232] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:49.216929] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:49.217117] [INFO ] [CONFIGURE ] GTES: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T15:23:49.217165] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4915 tests [2025-11-21T15:23:49.217205] [INFO ] [CONFIGURE ] GTES: Testing feature 12/29: add_obv_interval [2025-11-21T15:23:49.217241] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T15:23:49.434913] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:49.652038] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:49.870917] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:50.095778] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:50.315018] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:50.535854] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:50.757019] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:50.977717] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:51.198303] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:51.421464] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:51.421711] [INFO ] [CONFIGURE ] GTES: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T15:23:51.421788] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4914 tests [2025-11-21T15:23:51.421850] [INFO ] [CONFIGURE ] GTES: Testing feature 13/29: add_opening_strength [2025-11-21T15:23:51.421904] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:23:51.657360] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:51.892835] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:23:52.127541] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:52.359253] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:23:52.593732] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:52.831143] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:53.076031] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:53.327574] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:53.563804] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:53.806581] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:53.806786] [INFO ] [CONFIGURE ] GTES: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:23:53.806870] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4913 tests [2025-11-21T15:23:53.806931] [INFO ] [CONFIGURE ] GTES: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:23:53.806986] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T15:23:54.045669] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:54.272246] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:54.495494] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:54.715329] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:54.936938] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:55.160820] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:23:55.384560] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:55.608482] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:23:55.835552] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:56.072588] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:56.072775] [INFO ] [CONFIGURE ] GTES: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T15:23:56.072831] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4912 tests [2025-11-21T15:23:56.072880] [INFO ] [CONFIGURE ] GTES: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:23:56.072924] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T15:23:56.280595] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:56.482203] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:56.687618] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:56.888833] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:57.091667] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:23:57.310129] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:57.514579] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:23:57.730753] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:23:57.936862] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:23:58.142878] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:23:58.143060] [INFO ] [CONFIGURE ] GTES: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:23:58.143110] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4911 tests [2025-11-21T15:23:58.143150] [INFO ] [CONFIGURE ] GTES: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:23:58.143187] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T15:23:58.373182] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:23:58.603861] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:23:58.835537] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:23:59.091462] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:23:59.343423] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:23:59.613091] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:23:59.858945] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:00.095163] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:00.341872] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:00.598226] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:00.599069] [INFO ] [CONFIGURE ] GTES: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:24:00.599158] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4910 tests [2025-11-21T15:24:00.599200] [INFO ] [CONFIGURE ] GTES: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:24:00.599235] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T15:24:01.270241] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:01.700171] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:02.102715] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:02.345390] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:02.591891] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:02.844454] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:03.091454] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:03.331746] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:03.578084] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:03.826539] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:03.826728] [INFO ] [CONFIGURE ] GTES: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T15:24:03.826784] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4909 tests [2025-11-21T15:24:03.826834] [INFO ] [CONFIGURE ] GTES: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:24:03.826877] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T15:24:04.045701] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:04.272232] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:04.492043] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:04.710769] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:04.948475] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:05.167102] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:05.379397] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:05.606431] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:05.826419] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:06.046742] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:06.047096] [INFO ] [CONFIGURE ] GTES: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:24:06.047162] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4908 tests [2025-11-21T15:24:06.047274] [INFO ] [CONFIGURE ] GTES: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:24:06.047351] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T15:24:06.253557] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:06.465976] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:24:06.674284] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:06.880748] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:24:07.096298] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:07.352040] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:07.560876] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:07.768776] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:07.979757] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:08.206206] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:08.206428] [INFO ] [CONFIGURE ] GTES: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:24:08.206482] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4907 tests [2025-11-21T15:24:08.206522] [INFO ] [CONFIGURE ] GTES: Testing feature 20/29: add_price_rejection [2025-11-21T15:24:08.206560] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T15:24:08.457718] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:08.689178] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:08.919423] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:09.149036] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:09.377709] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:09.613056] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:09.843516] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:10.073596] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:10.305118] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:10.536324] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:10.536504] [INFO ] [CONFIGURE ] GTES: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T15:24:10.536561] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4906 tests [2025-11-21T15:24:10.536609] [INFO ] [CONFIGURE ] GTES: Testing feature 21/29: add_range_position [2025-11-21T15:24:10.536666] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T15:24:10.778711] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:11.035791] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:11.283595] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:11.527359] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:11.780679] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:12.028888] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:12.279118] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:12.535398] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:12.810740] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:13.076460] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:13.076659] [INFO ] [CONFIGURE ] GTES: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:24:13.076718] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4905 tests [2025-11-21T15:24:13.076767] [INFO ] [CONFIGURE ] GTES: Testing feature 22/29: add_realized_volatility [2025-11-21T15:24:13.076810] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T15:24:13.421778] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:13.772511] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:14.140855] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:14.478841] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:24:14.808867] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:15.152946] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:15.487266] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:15.810387] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:16.131245] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:16.453442] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:16.453632] [INFO ] [CONFIGURE ] GTES: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:24:16.453711] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4904 tests [2025-11-21T15:24:16.453763] [INFO ] [CONFIGURE ] GTES: Testing feature 23/29: add_recent_range_context [2025-11-21T15:24:16.453808] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T15:24:16.665758] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:16.878876] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:17.092150] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:17.307048] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:17.531156] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:17.741173] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:17.953176] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:18.188844] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:18.402776] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:18.615033] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:18.615244] [INFO ] [CONFIGURE ] GTES: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T15:24:18.615469] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4903 tests [2025-11-21T15:24:18.615562] [INFO ] [CONFIGURE ] GTES: Testing feature 24/29: add_rsi [2025-11-21T15:24:18.615636] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T15:24:18.893176] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:19.161730] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:19.434405] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:19.693373] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:19.956065] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:20.212382] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:20.472564] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:20.732900] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:21.024331] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:21.307288] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:21.307462] [INFO ] [CONFIGURE ] GTES: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:24:21.307538] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4902 tests [2025-11-21T15:24:21.307596] [INFO ] [CONFIGURE ] GTES: Testing feature 25/29: add_tick_distribution [2025-11-21T15:24:21.307658] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T15:24:21.542814] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:21.771786] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:21.997705] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:22.241179] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:22.479867] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:22.720602] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:22.961545] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:24:23.212174] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:23.468347] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:23.720969] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:23.721163] [INFO ] [CONFIGURE ] GTES: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:24:23.721213] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4901 tests [2025-11-21T15:24:23.721252] [INFO ] [CONFIGURE ] GTES: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:24:23.721286] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T15:24:23.948449] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:24.175183] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:24.397277] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:24.620776] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:24.843456] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:25.066387] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:25.302555] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:24:25.519799] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:25.741875] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:25.972928] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:25.973122] [INFO ] [CONFIGURE ] GTES: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T15:24:25.973208] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4900 tests [2025-11-21T15:24:25.973261] [INFO ] [CONFIGURE ] GTES: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:24:25.973310] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T15:24:26.209871] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:26.447360] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:26.680916] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:26.909377] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:27.143253] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:27.377163] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:27.621477] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:27.850438] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:28.092171] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:28.335461] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:28.335662] [INFO ] [CONFIGURE ] GTES: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T15:24:28.335725] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4899 tests [2025-11-21T15:24:28.335775] [INFO ] [CONFIGURE ] GTES: Testing feature 28/29: add_volume_profile [2025-11-21T15:24:28.335818] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T15:24:28.569351] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:28.800985] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:24:29.034868] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:29.267024] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:29.501025] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:29.739447] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:29.973201] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:30.208282] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:30.443127] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:30.679910] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:30.680081] [INFO ] [CONFIGURE ] GTES: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T15:24:30.680139] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4898 tests [2025-11-21T15:24:30.680219] [INFO ] [CONFIGURE ] GTES: Testing feature 29/29: add_vwap [2025-11-21T15:24:30.680271] [INFO ] [CONFIGURE ] GTES: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T15:24:30.914049] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:24:31.147829] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:31.374528] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:24:31.606068] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:31.836477] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:24:32.065733] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:24:32.295786] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:24:32.523977] [DEBUG] [FORECASTER] GTES: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:32.756290] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:32.988835] [DEBUG] [FORECASTER] GTES: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:24:32.989029] [INFO ] [CONFIGURE ] GTES: DISCARDED add_vwap (score: 70.00%) [2025-11-21T15:24:32.989092] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4897 tests [2025-11-21T15:24:32.989141] [INFO ] [CONFIGURE ] GTES: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:24:32.989188] [INFO ] [CONFIGURE ] GTES: Best accuracy: 70.00% [2025-11-21T15:24:32.989230] [INFO ] [CONFIGURE ] GTES: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T15:24:32.989269] [INFO ] [CONFIGURE ] GTES: Improvement over baseline: 40.00% [2025-11-21T15:24:32.989307] [INFO ] [CONFIGURE ] GTES: Total time: 1.2 minutes [2025-11-21T15:24:32.989345] [INFO ] [CONFIGURE ] GTES: Average time per feature: 2.5 seconds [2025-11-21T15:24:32.989382] [INFO ] [CONFIGURE ] GTES: Average speed: 0.41 features/sec [2025-11-21T15:24:32.989749] [INFO ] [LOCAL ] Saved configuration for GTES: 1 features, 70.00% accuracy -> ./output/feature-sets/GTES.json [2025-11-21T15:24:32.989808] [INFO ] [CONFIGURE ] GTES: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T15:24:32.989856] [INFO ] [sig ] [560/723] Successfully configured GTES | 0.01 sym/s | Total: 12.8h | ETA: 3.7h [2025-11-21T15:24:32.989901] [INFO ] [sig ] [561/723] Configuring GTLS... [2025-11-21T15:24:32.989950] [INFO ] [CONFIGURE ] GTLS: Configurate test run. [2025-11-21T15:24:32.989991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-11-21T15:24:33.035436] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GTLS'. [2025-11-21T15:24:33.035850] [INFO ] [CONFIGURE ] GTLS: Testing with 29 available features [2025-11-21T15:24:33.035916] [INFO ] [CONFIGURE ] GTLS: Establishing baseline with no features... [2025-11-21T15:24:33.235530] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:33.429711] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:24:33.625227] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:33.824965] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:34.026316] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:34.225137] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:34.422817] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:24:34.615976] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:34.811781] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:35.009845] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:24:35.010171] [INFO ] [CONFIGURE ] GTLS: Baseline score (no features): 40.00% [2025-11-21T15:24:35.010278] [INFO ] [CONFIGURE ] GTLS: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:24:35.010357] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:24:35.227151] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:35.440123] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:24:35.653955] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:35.866280] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:36.074277] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:36.288934] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:36.499564] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:24:36.717915] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:36.931275] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:24:37.152595] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:24:37.152795] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:24:37.152882] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4896 tests [2025-11-21T15:24:37.152937] [INFO ] [CONFIGURE ] GTLS: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:24:37.152991] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:24:37.370529] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:37.586672] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:24:37.801477] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:38.008925] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:38.226256] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:38.434629] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:38.646940] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:24:38.860628] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:39.071445] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:24:39.284051] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:24:39.284228] [INFO ] [CONFIGURE ] GTLS: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T15:24:39.284275] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4895 tests [2025-11-21T15:24:39.284313] [INFO ] [CONFIGURE ] GTLS: Testing feature 3/29: add_daily_returns [2025-11-21T15:24:39.284348] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:24:39.511915] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:39.734125] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:24:39.960686] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:40.182808] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:40.407861] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:40.632440] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:40.878564] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:24:41.125535] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:41.373756] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:24:41.623622] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:24:41.623822] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T15:24:41.623871] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4894 tests [2025-11-21T15:24:41.623909] [INFO ] [CONFIGURE ] GTLS: Testing feature 4/29: add_ema [2025-11-21T15:24:41.623944] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:24:41.928074] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:42.215463] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:42.501668] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:42.787960] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:43.077909] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:43.370263] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:43.667836] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:24:43.969289] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:44.273389] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:24:44.569581] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:24:44.569854] [INFO ] [CONFIGURE ] GTLS: KEPT add_ema (score: 60.00%) [2025-11-21T15:24:44.569917] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4893 tests [2025-11-21T15:24:44.569965] [INFO ] [CONFIGURE ] GTLS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:24:44.570009] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:24:44.908961] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:45.258630] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:45.602673] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:45.949663] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:46.283550] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:46.611854] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:24:46.933285] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:24:47.253339] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:47.610053] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:24:48.072836] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:24:48.073067] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:24:48.073150] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4892 tests [2025-11-21T15:24:48.073293] [INFO ] [CONFIGURE ] GTLS: Testing feature 6/29: add_failed_moves [2025-11-21T15:24:48.073354] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T15:24:48.377732] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:48.651086] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:24:48.928070] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:49.199799] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:49.471281] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:49.762132] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:50.036396] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:24:50.306262] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:50.576819] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:24:50.841155] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:24:50.841328] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:24:50.841384] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4891 tests [2025-11-21T15:24:50.841432] [INFO ] [CONFIGURE ] GTLS: Testing feature 7/29: add_lag_shelf [2025-11-21T15:24:50.841477] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T15:24:51.093851] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:51.346449] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:51.606797] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:51.862843] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:52.118126] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:52.371215] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:52.630788] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:24:52.892959] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:53.151522] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:24:53.416727] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:24:53.416889] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:24:53.416945] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4890 tests [2025-11-21T15:24:53.416992] [INFO ] [CONFIGURE ] GTLS: Testing feature 8/29: add_macd [2025-11-21T15:24:53.417036] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T15:24:53.773683] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:54.130539] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:54.479889] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:54.865538] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:24:55.236258] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:55.613936] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:55.980500] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:24:56.345476] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:24:56.712614] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:24:57.096800] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:24:57.096986] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:24:57.097043] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4889 tests [2025-11-21T15:24:57.097096] [INFO ] [CONFIGURE ] GTLS: Testing feature 9/29: add_mfi [2025-11-21T15:24:57.097139] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T15:24:57.387604] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:24:57.673397] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:24:57.978286] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:24:58.272799] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:24:58.567358] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:24:58.862804] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:24:59.155544] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:24:59.452468] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:24:59.748931] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:00.049357] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:00.049636] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:25:00.049741] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4888 tests [2025-11-21T15:25:00.049811] [INFO ] [CONFIGURE ] GTLS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:25:00.049864] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:25:00.419607] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:00.778228] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:25:01.920141] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:02.464796] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:02.835621] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:03.220714] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:25:03.585358] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:03.963363] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:04.367540] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:04.751569] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:04.751783] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:25:04.751842] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4887 tests [2025-11-21T15:25:04.751890] [INFO ] [CONFIGURE ] GTLS: Testing feature 11/29: add_obv_daily [2025-11-21T15:25:04.751935] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T15:25:05.041721] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:05.334935] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:05.627836] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:05.924185] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:06.202229] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:06.484153] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:25:06.758842] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:07.051867] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:25:07.319441] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:07.611116] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:07.611283] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T15:25:07.611340] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4886 tests [2025-11-21T15:25:07.611387] [INFO ] [CONFIGURE ] GTLS: Testing feature 12/29: add_obv_interval [2025-11-21T15:25:07.611433] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T15:25:07.871439] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:08.135971] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:25:08.400958] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:08.665959] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:08.921001] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:09.170909] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:09.423017] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:09.673659] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:25:09.924436] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:10.182142] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:10.182329] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T15:25:10.182386] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4885 tests [2025-11-21T15:25:10.182433] [INFO ] [CONFIGURE ] GTLS: Testing feature 13/29: add_opening_strength [2025-11-21T15:25:10.182475] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:25:10.460225] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:10.748438] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:11.026694] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:11.306982] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:11.589177] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:25:11.872896] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:25:12.158947] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:12.441195] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:12.722073] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:13.005270] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:13.005446] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T15:25:13.005502] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4884 tests [2025-11-21T15:25:13.005548] [INFO ] [CONFIGURE ] GTLS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:25:13.005591] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T15:25:13.281569] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:13.555731] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:25:13.831560] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:14.134315] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:14.425621] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:25:14.721360] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:15.021100] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:15.318364] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:25:15.633519] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:15.926018] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:15.926195] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:25:15.926252] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4883 tests [2025-11-21T15:25:15.926301] [INFO ] [CONFIGURE ] GTLS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:25:15.926345] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T15:25:16.195066] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:16.459506] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:16.737296] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:17.023553] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:17.301729] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:17.564498] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:17.819049] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:18.079555] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:25:18.349861] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:18.616154] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:25:18.616322] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:25:18.616378] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4882 tests [2025-11-21T15:25:18.616423] [INFO ] [CONFIGURE ] GTLS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:25:18.616466] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T15:25:18.892262] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:19.183828] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:19.471967] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:19.768330] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:25:20.085976] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:20.370325] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:20.650003] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:20.924677] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:21.210971] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:21.508097] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:21.508296] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:25:21.508355] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4881 tests [2025-11-21T15:25:21.508404] [INFO ] [CONFIGURE ] GTLS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:25:21.508452] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T15:25:21.808626] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:22.106136] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:22.402434] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:22.712112] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:23.007627] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:25:23.306509] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:25:23.607469] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:23.912537] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:24.208558] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:24.506366] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:24.506593] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:25:24.506672] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4880 tests [2025-11-21T15:25:24.506728] [INFO ] [CONFIGURE ] GTLS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:25:24.506774] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T15:25:24.813619] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:25.097120] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:25.372024] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:25.641958] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:25.921786] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:26.221289] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:25:26.517264] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:26.793178] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:27.070267] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:27.356477] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:27.356720] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:25:27.356782] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4879 tests [2025-11-21T15:25:27.356830] [INFO ] [CONFIGURE ] GTLS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:25:27.356873] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T15:25:27.643130] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:27.916349] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:28.182663] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:28.455570] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:28.724695] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:29.003155] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:29.269838] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:29.542983] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:29.811634] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:30.079220] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:30.079418] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:25:30.079477] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4878 tests [2025-11-21T15:25:30.079525] [INFO ] [CONFIGURE ] GTLS: Testing feature 20/29: add_price_rejection [2025-11-21T15:25:30.079569] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T15:25:30.361114] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:30.647834] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:30.921617] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:31.204185] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:31.485049] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:31.781304] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:25:32.074537] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:32.384602] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:32.686306] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:32.988859] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:32.989169] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T15:25:32.989226] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4877 tests [2025-11-21T15:25:32.989265] [INFO ] [CONFIGURE ] GTLS: Testing feature 21/29: add_range_position [2025-11-21T15:25:32.989316] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T15:25:33.284680] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:33.578192] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:33.875453] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:34.193401] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:34.489989] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:34.946968] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:35.383068] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:35.734565] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:36.054603] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:36.350248] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:36.350428] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:25:36.350483] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4876 tests [2025-11-21T15:25:36.350529] [INFO ] [CONFIGURE ] GTLS: Testing feature 22/29: add_realized_volatility [2025-11-21T15:25:36.350565] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T15:25:36.728176] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:37.088977] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:25:37.452567] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:37.837443] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:25:38.192094] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:38.541999] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:38.903729] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:39.259235] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:25:39.616609] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:40.018259] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:40.018951] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T15:25:40.019015] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4875 tests [2025-11-21T15:25:40.019063] [INFO ] [CONFIGURE ] GTLS: Testing feature 23/29: add_recent_range_context [2025-11-21T15:25:40.019114] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T15:25:40.315768] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:40.594288] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:25:40.877700] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:41.163390] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:41.430610] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:41.719153] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:42.021043] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:42.329814] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:42.642961] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:42.952686] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:42.952957] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:25:42.953020] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4874 tests [2025-11-21T15:25:42.953072] [INFO ] [CONFIGURE ] GTLS: Testing feature 24/29: add_rsi [2025-11-21T15:25:42.953132] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T15:25:43.260223] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:43.562669] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:43.855696] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:44.148777] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:44.436462] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:44.727618] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:45.014003] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:45.303069] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:45.591934] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:45.884752] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:45.884903] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:25:45.884961] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4873 tests [2025-11-21T15:25:45.885007] [INFO ] [CONFIGURE ] GTLS: Testing feature 25/29: add_tick_distribution [2025-11-21T15:25:45.885049] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T15:25:46.168372] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:46.460255] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:46.748742] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:47.037959] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:47.318807] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:47.608084] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:47.885076] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:48.158157] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:48.427072] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:48.698157] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:48.698354] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:25:48.698414] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4872 tests [2025-11-21T15:25:48.698463] [INFO ] [CONFIGURE ] GTLS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:25:48.698506] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T15:25:48.967634] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:49.238250] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:25:49.505615] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:49.769271] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:50.033560] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:50.301405] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:50.586597] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:50.859927] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:25:51.131429] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:51.399139] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:51.399291] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T15:25:51.399343] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4871 tests [2025-11-21T15:25:51.399388] [INFO ] [CONFIGURE ] GTLS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:25:51.399432] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T15:25:51.689749] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:51.970160] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:52.261869] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:52.545315] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:52.834502] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:53.119560] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:53.424776] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:53.730838] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:54.035428] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:54.323119] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:54.323276] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T15:25:54.323334] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4870 tests [2025-11-21T15:25:54.323381] [INFO ] [CONFIGURE ] GTLS: Testing feature 28/29: add_volume_profile [2025-11-21T15:25:54.323423] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T15:25:54.597453] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:54.880502] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:55.165540] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:55.445629] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:55.739354] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:56.040665] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:25:56.344077] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:56.645550] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:56.944683] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:25:57.246490] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:25:57.246724] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:25:57.246830] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4869 tests [2025-11-21T15:25:57.246883] [INFO ] [CONFIGURE ] GTLS: Testing feature 29/29: add_vwap [2025-11-21T15:25:57.246931] [INFO ] [CONFIGURE ] GTLS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T15:25:57.557798] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:25:57.866473] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:25:58.165710] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:25:58.464858] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:25:58.775152] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:25:59.075097] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:25:59.371573] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:25:59.676679] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:25:59.977954] [DEBUG] [FORECASTER] GTLS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:26:00.262022] [DEBUG] [FORECASTER] GTLS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:00.262194] [INFO ] [CONFIGURE ] GTLS: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:26:00.262248] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4868 tests [2025-11-21T15:26:00.262290] [INFO ] [CONFIGURE ] GTLS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:26:00.262329] [INFO ] [CONFIGURE ] GTLS: Best accuracy: 60.00% [2025-11-21T15:26:00.262374] [INFO ] [CONFIGURE ] GTLS: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:26:00.262413] [INFO ] [CONFIGURE ] GTLS: Improvement over baseline: 20.00% [2025-11-21T15:26:00.262451] [INFO ] [CONFIGURE ] GTLS: Total time: 1.4 minutes [2025-11-21T15:26:00.262488] [INFO ] [CONFIGURE ] GTLS: Average time per feature: 2.9 seconds [2025-11-21T15:26:00.262522] [INFO ] [CONFIGURE ] GTLS: Average speed: 0.34 features/sec [2025-11-21T15:26:00.263070] [INFO ] [LOCAL ] Saved configuration for GTLS: 2 features, 60.00% accuracy -> ./output/feature-sets/GTLS.json [2025-11-21T15:26:00.263130] [INFO ] [CONFIGURE ] GTLS: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T15:26:00.263177] [INFO ] [sig ] [561/723] Successfully configured GTLS | 0.01 sym/s | Total: 12.9h | ETA: 3.7h [2025-11-21T15:26:00.263219] [INFO ] [sig ] [562/723] Configuring GTN... [2025-11-21T15:26:00.263258] [INFO ] [CONFIGURE ] GTN: Configurate test run. [2025-11-21T15:26:00.263296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-11-21T15:26:00.309695] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GTN'. [2025-11-21T15:26:00.310127] [INFO ] [CONFIGURE ] GTN: Testing with 29 available features [2025-11-21T15:26:00.310191] [INFO ] [CONFIGURE ] GTN: Establishing baseline with no features... [2025-11-21T15:26:01.205296] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:01.501295] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:01.670988] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:01.844769] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:02.020381] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:02.201441] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:02.376053] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:02.554072] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:02.727932] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:02.902925] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:02.903092] [INFO ] [CONFIGURE ] GTN: Baseline score (no features): 60.00% [2025-11-21T15:26:02.903141] [INFO ] [CONFIGURE ] GTN: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:26:02.903179] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:26:03.110515] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:03.313325] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:03.517245] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:03.722968] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:26:03.925735] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:04.131610] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:04.341285] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:04.555558] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:04.762787] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:04.966685] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:04.966852] [INFO ] [CONFIGURE ] GTN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:26:04.966900] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4867 tests [2025-11-21T15:26:04.966937] [INFO ] [CONFIGURE ] GTN: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:26:04.966972] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:26:05.172273] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:05.393103] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:05.614957] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:05.834332] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:06.059107] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:06.286545] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:06.512040] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:26:06.741827] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:06.971455] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:07.193900] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:07.194074] [INFO ] [CONFIGURE ] GTN: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T15:26:07.194121] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4866 tests [2025-11-21T15:26:07.194158] [INFO ] [CONFIGURE ] GTN: Testing feature 3/29: add_daily_returns [2025-11-21T15:26:07.194193] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_daily_returns'] [2025-11-21T15:26:07.382052] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:07.587847] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:07.770664] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:07.955016] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:08.141955] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:26:08.329931] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:08.516254] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:08.704936] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:08.893679] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:09.085865] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:09.086033] [INFO ] [CONFIGURE ] GTN: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:26:09.086081] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4865 tests [2025-11-21T15:26:09.086120] [INFO ] [CONFIGURE ] GTN: Testing feature 4/29: add_ema [2025-11-21T15:26:09.086155] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema'] [2025-11-21T15:26:09.297710] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:09.513384] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:09.732328] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:09.950364] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:10.169504] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:10.402942] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:10.628351] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:10.843450] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:11.057958] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:11.271503] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:26:11.271850] [INFO ] [CONFIGURE ] GTN: KEPT add_ema (score: 70.00%) [2025-11-21T15:26:11.271955] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4864 tests [2025-11-21T15:26:11.272041] [INFO ] [CONFIGURE ] GTN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:26:11.272157] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:26:11.525474] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:11.785138] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:12.049409] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:12.320071] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:12.603134] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:12.889491] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:13.155995] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:13.423151] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:13.701577] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:13.986688] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:13.986914] [INFO ] [CONFIGURE ] GTN: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:26:13.986992] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4863 tests [2025-11-21T15:26:13.987067] [INFO ] [CONFIGURE ] GTN: Testing feature 6/29: add_failed_moves [2025-11-21T15:26:13.987114] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T15:26:14.227945] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:14.449466] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:14.673959] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:14.934209] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:15.169620] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:15.410213] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:15.634207] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:15.859117] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:16.083613] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:16.315081] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:26:16.315281] [INFO ] [CONFIGURE ] GTN: KEPT add_failed_moves (score: 80.00%) [2025-11-21T15:26:16.315344] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4862 tests [2025-11-21T15:26:16.315395] [INFO ] [CONFIGURE ] GTN: Testing feature 7/29: add_lag_shelf [2025-11-21T15:26:16.315443] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T15:26:16.549553] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:16.770134] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:16.990623] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:17.212526] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:17.436034] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:17.661834] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:17.889348] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:18.115413] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:18.351813] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:18.584468] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:26:18.584843] [INFO ] [CONFIGURE ] GTN: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T15:26:18.584948] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4861 tests [2025-11-21T15:26:18.585033] [INFO ] [CONFIGURE ] GTN: Testing feature 8/29: add_macd [2025-11-21T15:26:18.585149] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T15:26:18.912860] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:19.229147] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:19.546684] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:26:19.867614] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:26:20.198182] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:26:20.515329] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:20.851861] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:26:21.203961] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:21.541186] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:21.865536] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:26:21.865765] [INFO ] [CONFIGURE ] GTN: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:26:21.865828] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4860 tests [2025-11-21T15:26:21.865879] [INFO ] [CONFIGURE ] GTN: Testing feature 9/29: add_mfi [2025-11-21T15:26:21.865931] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_mfi'] [2025-11-21T15:26:22.113584] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:22.359077] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:22.595966] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:22.834780] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:23.074485] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:23.323491] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:23.573698] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:23.823748] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:24.065434] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:24.316522] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:26:24.316707] [INFO ] [CONFIGURE ] GTN: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:26:24.316766] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4859 tests [2025-11-21T15:26:24.316816] [INFO ] [CONFIGURE ] GTN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:26:24.316860] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:26:24.623983] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:24.927778] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:25.239858] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:25.562766] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:25.871327] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:26.180435] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:26.518144] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:26.820924] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:27.215384] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:27.655602] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:27.655874] [INFO ] [CONFIGURE ] GTN: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T15:26:27.655940] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4858 tests [2025-11-21T15:26:27.655990] [INFO ] [CONFIGURE ] GTN: Testing feature 11/29: add_obv_daily [2025-11-21T15:26:27.656042] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T15:26:27.912815] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:28.161892] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:28.413114] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:28.664108] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:28.915206] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:26:29.176397] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:29.430848] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:29.683605] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:29.932503] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:30.185350] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:30.185541] [INFO ] [CONFIGURE ] GTN: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T15:26:30.185599] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4857 tests [2025-11-21T15:26:30.185662] [INFO ] [CONFIGURE ] GTN: Testing feature 12/29: add_obv_interval [2025-11-21T15:26:30.185709] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T15:26:30.424883] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:30.664208] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:30.904596] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:31.162280] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:31.421722] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:26:31.674972] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:31.926072] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:32.179704] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:32.430882] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:32.689600] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:32.689800] [INFO ] [CONFIGURE ] GTN: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T15:26:32.689858] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4856 tests [2025-11-21T15:26:32.689907] [INFO ] [CONFIGURE ] GTN: Testing feature 13/29: add_opening_strength [2025-11-21T15:26:32.689950] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:26:32.962826] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:33.223553] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:33.493938] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:33.763320] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:34.033211] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:26:34.310347] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:34.595353] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:34.876829] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:35.148540] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:35.420680] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:26:35.420896] [INFO ] [CONFIGURE ] GTN: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:26:35.420954] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4855 tests [2025-11-21T15:26:35.421013] [INFO ] [CONFIGURE ] GTN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:26:35.421060] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T15:26:35.682691] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:35.935611] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:36.187565] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:36.439867] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:36.695815] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:36.951911] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:37.205765] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:26:37.460498] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:37.717019] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:37.974184] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:37.974377] [INFO ] [CONFIGURE ] GTN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:26:37.974433] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4854 tests [2025-11-21T15:26:37.974481] [INFO ] [CONFIGURE ] GTN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:26:37.974523] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T15:26:38.205727] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:38.439512] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:38.679770] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:38.921133] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:39.160688] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:26:39.403376] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:39.647176] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:26:39.892169] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:40.130873] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:40.377460] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:40.377675] [INFO ] [CONFIGURE ] GTN: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T15:26:40.377732] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4853 tests [2025-11-21T15:26:40.377779] [INFO ] [CONFIGURE ] GTN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:26:40.377821] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T15:26:40.612232] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:40.844046] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:41.079190] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:41.319052] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:41.605982] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:41.854118] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:42.102495] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:42.349455] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:42.600264] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:42.866757] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:42.866934] [INFO ] [CONFIGURE ] GTN: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:26:42.867001] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4852 tests [2025-11-21T15:26:42.867050] [INFO ] [CONFIGURE ] GTN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:26:42.867093] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T15:26:43.131406] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:43.391930] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:43.658741] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:43.931203] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:44.215703] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:26:44.486896] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:44.765060] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:45.039108] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:45.307316] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:45.577897] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:45.578086] [INFO ] [CONFIGURE ] GTN: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:26:45.578145] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4851 tests [2025-11-21T15:26:45.578196] [INFO ] [CONFIGURE ] GTN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:26:45.578244] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T15:26:45.834368] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:46.084199] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:46.342255] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:46.597611] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:46.856362] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:47.111908] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:47.382145] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:47.641221] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:47.899096] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:48.158799] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:26:48.159025] [INFO ] [CONFIGURE ] GTN: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:26:48.159084] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4850 tests [2025-11-21T15:26:48.159131] [INFO ] [CONFIGURE ] GTN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:26:48.159173] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T15:26:48.401457] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:48.646977] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:48.884179] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:49.116322] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:49.338898] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:49.564790] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:49.788881] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:50.012176] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:50.243985] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:50.488786] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:26:50.489004] [INFO ] [CONFIGURE ] GTN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T15:26:50.489066] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4849 tests [2025-11-21T15:26:50.489116] [INFO ] [CONFIGURE ] GTN: Testing feature 20/29: add_price_rejection [2025-11-21T15:26:50.489162] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T15:26:50.795393] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:51.066889] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:26:51.341671] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:51.613286] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:26:51.874171] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:52.133284] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:52.388430] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:52.653891] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:52.920814] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:26:53.191639] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:53.191844] [INFO ] [CONFIGURE ] GTN: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T15:26:53.191902] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4848 tests [2025-11-21T15:26:53.191948] [INFO ] [CONFIGURE ] GTN: Testing feature 21/29: add_range_position [2025-11-21T15:26:53.191990] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_range_position'] [2025-11-21T15:26:53.467816] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:26:53.745020] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:54.018850] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:26:54.271248] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:26:54.526788] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:54.793551] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:55.051611] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:55.300541] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:26:55.550402] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:55.801431] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:55.801608] [INFO ] [CONFIGURE ] GTN: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:26:55.801688] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4847 tests [2025-11-21T15:26:55.801737] [INFO ] [CONFIGURE ] GTN: Testing feature 22/29: add_realized_volatility [2025-11-21T15:26:55.801780] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T15:26:56.148616] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:56.492554] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:26:56.837343] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:26:57.178078] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:26:57.532867] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:26:57.878386] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:26:58.226974] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:26:58.602460] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:26:58.965283] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:26:59.319364] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:26:59.319550] [INFO ] [CONFIGURE ] GTN: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:26:59.319607] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4846 tests [2025-11-21T15:26:59.319681] [INFO ] [CONFIGURE ] GTN: Testing feature 23/29: add_recent_range_context [2025-11-21T15:26:59.319722] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T15:26:59.558603] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:26:59.804587] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:27:00.045932] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:27:00.290204] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:27:01.237553] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:27:01.518223] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:27:01.767554] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:27:02.012071] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:27:02.259442] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:27:02.503928] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:02.504096] [INFO ] [CONFIGURE ] GTN: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T15:27:02.504151] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4845 tests [2025-11-21T15:27:02.504198] [INFO ] [CONFIGURE ] GTN: Testing feature 24/29: add_rsi [2025-11-21T15:27:02.504268] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_rsi'] [2025-11-21T15:27:02.741990] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:02.982675] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:27:03.229906] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:03.472242] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:27:03.712463] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:03.958167] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:27:04.200469] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:27:04.443246] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:27:04.690670] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:27:04.933209] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:04.933383] [INFO ] [CONFIGURE ] GTN: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:27:04.933440] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4844 tests [2025-11-21T15:27:04.933488] [INFO ] [CONFIGURE ] GTN: Testing feature 25/29: add_tick_distribution [2025-11-21T15:27:04.933530] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T15:27:05.155937] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:05.385040] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:27:05.610751] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:27:05.836242] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:06.063240] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:06.291423] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:27:06.520936] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:27:06.750549] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:27:06.980246] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:27:07.211497] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:07.211709] [INFO ] [CONFIGURE ] GTN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:27:07.211768] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4843 tests [2025-11-21T15:27:07.211814] [INFO ] [CONFIGURE ] GTN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:27:07.211856] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T15:27:07.450277] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:07.694476] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:27:07.933696] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:08.176561] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:27:08.418138] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:08.660453] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:27:08.906350] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:27:09.147753] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:27:09.389466] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:27:09.632958] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:09.633137] [INFO ] [CONFIGURE ] GTN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:27:09.633196] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4842 tests [2025-11-21T15:27:09.633245] [INFO ] [CONFIGURE ] GTN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:27:09.633289] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T15:27:09.890495] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:10.164471] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:27:10.435278] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:10.706005] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:10.975896] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:27:11.248777] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:27:11.523163] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:27:11.800070] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:27:12.069213] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:27:12.336698] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:12.336874] [INFO ] [CONFIGURE ] GTN: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T15:27:12.336931] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4841 tests [2025-11-21T15:27:12.336978] [INFO ] [CONFIGURE ] GTN: Testing feature 28/29: add_volume_profile [2025-11-21T15:27:12.337018] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T15:27:12.581439] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:12.831386] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:27:13.080346] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:13.329532] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:27:13.587308] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:27:13.825757] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:27:14.129775] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:27:14.498834] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:27:14.780588] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:27:15.041363] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:15.041551] [INFO ] [CONFIGURE ] GTN: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T15:27:15.041608] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4840 tests [2025-11-21T15:27:15.041684] [INFO ] [CONFIGURE ] GTN: Testing feature 29/29: add_vwap [2025-11-21T15:27:15.041733] [INFO ] [CONFIGURE ] GTN: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap'] [2025-11-21T15:27:15.282616] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:15.520550] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:27:15.767581] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:16.032878] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:27:16.297774] [DEBUG] [FORECASTER] GTN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:16.544407] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:27:16.771046] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:27:17.000374] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:27:17.253539] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:27:17.501156] [DEBUG] [FORECASTER] GTN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:17.501330] [INFO ] [CONFIGURE ] GTN: DISCARDED add_vwap (score: 30.00%) [2025-11-21T15:27:17.501396] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4839 tests [2025-11-21T15:27:17.501453] [INFO ] [CONFIGURE ] GTN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:27:17.501502] [INFO ] [CONFIGURE ] GTN: Best accuracy: 80.00% [2025-11-21T15:27:17.501542] [INFO ] [CONFIGURE ] GTN: Best feature set (2 features): ['add_ema', 'add_failed_moves'] [2025-11-21T15:27:17.501579] [INFO ] [CONFIGURE ] GTN: Improvement over baseline: 20.00% [2025-11-21T15:27:17.501615] [INFO ] [CONFIGURE ] GTN: Total time: 1.2 minutes [2025-11-21T15:27:17.501673] [INFO ] [CONFIGURE ] GTN: Average time per feature: 2.6 seconds [2025-11-21T15:27:17.501714] [INFO ] [CONFIGURE ] GTN: Average speed: 0.39 features/sec [2025-11-21T15:27:17.502028] [INFO ] [LOCAL ] Saved configuration for GTN: 2 features, 80.00% accuracy -> ./output/feature-sets/GTN.json [2025-11-21T15:27:17.502085] [INFO ] [CONFIGURE ] GTN: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T15:27:17.502133] [INFO ] [sig ] [562/723] Successfully configured GTN | 0.01 sym/s | Total: 12.9h | ETA: 3.7h [2025-11-21T15:27:17.502176] [INFO ] [sig ] [563/723] Configuring GTY... [2025-11-21T15:27:17.502216] [INFO ] [CONFIGURE ] GTY: Configurate test run. [2025-11-21T15:27:17.502255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-11-21T15:27:17.605562] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GTY'. [2025-11-21T15:27:17.606014] [INFO ] [CONFIGURE ] GTY: Testing with 29 available features [2025-11-21T15:27:17.606077] [INFO ] [CONFIGURE ] GTY: Establishing baseline with no features... [2025-11-21T15:27:17.774002] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:17.941112] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:18.112624] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:18.282200] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:18.452316] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:18.622406] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:18.793496] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:18.965407] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:19.135236] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:19.305286] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:19.305479] [INFO ] [CONFIGURE ] GTY: Baseline score (no features): 60.00% [2025-11-21T15:27:19.305527] [INFO ] [CONFIGURE ] GTY: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:27:19.305562] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:27:19.504620] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:19.704304] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:19.913367] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:20.124043] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:20.329344] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:20.527328] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:20.735943] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:20.943268] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:21.162301] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:21.378194] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:21.378373] [INFO ] [CONFIGURE ] GTY: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T15:27:21.378421] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4838 tests [2025-11-21T15:27:21.378461] [INFO ] [CONFIGURE ] GTY: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:27:21.378499] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:27:21.589818] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:21.802988] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:22.012352] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:22.227926] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:22.442975] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:22.658896] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:22.872468] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:23.087022] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:23.298065] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:23.517546] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:23.517757] [INFO ] [CONFIGURE ] GTY: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T15:27:23.517832] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4837 tests [2025-11-21T15:27:23.517891] [INFO ] [CONFIGURE ] GTY: Testing feature 3/29: add_daily_returns [2025-11-21T15:27:23.517943] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_daily_returns'] [2025-11-21T15:27:23.700446] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:23.882247] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:24.062935] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:24.251045] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:24.437481] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:24.624793] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:24.809192] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:24.998859] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:25.183859] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:25.369828] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:25.369996] [INFO ] [CONFIGURE ] GTY: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T15:27:25.370044] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4836 tests [2025-11-21T15:27:25.370084] [INFO ] [CONFIGURE ] GTY: Testing feature 4/29: add_ema [2025-11-21T15:27:25.370119] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema'] [2025-11-21T15:27:25.585369] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:25.801808] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:26.017876] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:26.231775] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:26.444888] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:26.661066] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:26.877116] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:27.092087] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:27.309363] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:27.525528] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:27.525752] [INFO ] [CONFIGURE ] GTY: KEPT add_ema (score: 70.00%) [2025-11-21T15:27:27.525907] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4835 tests [2025-11-21T15:27:27.526015] [INFO ] [CONFIGURE ] GTY: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:27:27.526092] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:27:27.791423] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:28.056759] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:28.336704] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:28.595223] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:28.852922] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:29.116637] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:29.379483] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:29.643584] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:27:29.923743] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:30.195971] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:30.196201] [INFO ] [CONFIGURE ] GTY: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:27:30.196280] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4834 tests [2025-11-21T15:27:30.196334] [INFO ] [CONFIGURE ] GTY: Testing feature 6/29: add_failed_moves [2025-11-21T15:27:30.196379] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T15:27:30.419382] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:30.644397] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:30.865325] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:31.094978] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:31.329599] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:31.554361] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:31.780464] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:32.009797] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:27:32.231717] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:32.461400] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:32.461570] [INFO ] [CONFIGURE ] GTY: KEPT add_failed_moves (score: 80.00%) [2025-11-21T15:27:32.461619] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4833 tests [2025-11-21T15:27:32.461677] [INFO ] [CONFIGURE ] GTY: Testing feature 7/29: add_lag_shelf [2025-11-21T15:27:32.461742] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T15:27:32.680686] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:32.911122] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:33.127344] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:33.348225] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:33.573942] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:33.791254] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:34.007691] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:34.231248] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:27:34.451866] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:34.668383] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:34.668541] [INFO ] [CONFIGURE ] GTY: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T15:27:34.668587] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4832 tests [2025-11-21T15:27:34.668625] [INFO ] [CONFIGURE ] GTY: Testing feature 8/29: add_macd [2025-11-21T15:27:34.668681] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T15:27:34.953228] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:35.244597] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:35.535809] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:35.834908] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:36.148094] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:36.460188] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:36.780341] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:37.097423] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:37.407197] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:37.728070] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:37.728332] [INFO ] [CONFIGURE ] GTY: DISCARDED add_macd (score: 50.00%) [2025-11-21T15:27:37.728394] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4831 tests [2025-11-21T15:27:37.728442] [INFO ] [CONFIGURE ] GTY: Testing feature 9/29: add_mfi [2025-11-21T15:27:37.728485] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_mfi'] [2025-11-21T15:27:37.974546] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:38.231916] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:38.492744] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:38.749513] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:38.988940] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:39.232363] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:39.472559] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:39.720094] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:39.969771] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:40.212549] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:40.212804] [INFO ] [CONFIGURE ] GTY: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:27:40.212867] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4830 tests [2025-11-21T15:27:40.212918] [INFO ] [CONFIGURE ] GTY: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:27:40.212965] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:27:40.533291] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:40.821685] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:41.112866] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:41.418764] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:41.743017] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:42.066289] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:42.392631] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:42.747046] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:43.093942] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:27:43.426225] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:43.426427] [INFO ] [CONFIGURE ] GTY: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:27:43.426505] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4829 tests [2025-11-21T15:27:43.426555] [INFO ] [CONFIGURE ] GTY: Testing feature 11/29: add_obv_daily [2025-11-21T15:27:43.426600] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T15:27:43.704391] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:27:43.974680] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:27:44.243116] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:44.505836] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:44.752319] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:44.999445] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:45.247732] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:45.492270] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:27:45.745191] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:46.002349] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:46.002544] [INFO ] [CONFIGURE ] GTY: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T15:27:46.002602] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4828 tests [2025-11-21T15:27:46.002676] [INFO ] [CONFIGURE ] GTY: Testing feature 12/29: add_obv_interval [2025-11-21T15:27:46.002724] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T15:27:46.236212] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:46.485457] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:46.718894] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:46.951375] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:47.185377] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:47.423371] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:47.661050] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:47.898229] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:48.138391] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:48.377693] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:48.377868] [INFO ] [CONFIGURE ] GTY: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T15:27:48.377926] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4827 tests [2025-11-21T15:27:48.377971] [INFO ] [CONFIGURE ] GTY: Testing feature 13/29: add_opening_strength [2025-11-21T15:27:48.378013] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:27:48.641573] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:48.906514] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:49.167762] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:49.428552] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:49.691242] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:49.952006] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:50.219957] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:50.481741] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:27:50.759475] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:51.029535] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:51.029727] [INFO ] [CONFIGURE ] GTY: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T15:27:51.029788] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4826 tests [2025-11-21T15:27:51.029836] [INFO ] [CONFIGURE ] GTY: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:27:51.029919] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T15:27:51.280155] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:51.534801] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:51.787906] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:52.036104] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:52.293067] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:52.557162] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:52.822465] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:53.087864] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:27:53.351539] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:27:53.615160] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:53.615353] [INFO ] [CONFIGURE ] GTY: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:27:53.615414] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4825 tests [2025-11-21T15:27:53.615465] [INFO ] [CONFIGURE ] GTY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:27:53.615513] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T15:27:53.872966] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:54.108784] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:54.352088] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:54.586769] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:54.830111] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:55.067815] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:55.299956] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:55.536404] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:27:55.769258] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:56.001345] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:27:56.001537] [INFO ] [CONFIGURE ] GTY: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T15:27:56.001595] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4824 tests [2025-11-21T15:27:56.001662] [INFO ] [CONFIGURE ] GTY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:27:56.001725] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T15:27:56.237262] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:56.474127] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:56.707142] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:56.951683] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:57.188624] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:27:57.425217] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:27:57.678112] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:27:57.934591] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:27:58.193253] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:27:58.445245] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:27:58.445416] [INFO ] [CONFIGURE ] GTY: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:27:58.445474] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4823 tests [2025-11-21T15:27:58.445521] [INFO ] [CONFIGURE ] GTY: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:27:58.445566] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T15:27:58.710778] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:27:58.981112] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:27:59.246438] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:27:59.516334] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:27:59.791578] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:00.065768] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:00.338125] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:00.609517] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:28:01.464016] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:28:01.794594] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:28:01.794906] [INFO ] [CONFIGURE ] GTY: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T15:28:01.794982] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4822 tests [2025-11-21T15:28:01.795045] [INFO ] [CONFIGURE ] GTY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:28:01.795101] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T15:28:02.059413] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:02.312381] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:02.568272] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:02.829608] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:03.096113] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:03.356084] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:03.618343] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:03.871908] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:28:04.129047] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:04.387485] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:28:04.387704] [INFO ] [CONFIGURE ] GTY: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:28:04.387763] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4821 tests [2025-11-21T15:28:04.387809] [INFO ] [CONFIGURE ] GTY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:28:04.387852] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T15:28:04.629910] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:04.878131] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:05.123396] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:05.361596] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:05.601818] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:05.858207] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:06.106774] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:06.352814] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:28:06.602672] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:28:06.844090] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:28:06.844307] [INFO ] [CONFIGURE ] GTY: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:28:06.844369] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4820 tests [2025-11-21T15:28:06.844420] [INFO ] [CONFIGURE ] GTY: Testing feature 20/29: add_price_rejection [2025-11-21T15:28:06.844467] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T15:28:07.120223] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:07.400520] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:07.677550] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:07.963887] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:08.239033] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:08.509728] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:08.803333] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:09.063085] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:28:09.318749] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:09.565172] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:28:09.565340] [INFO ] [CONFIGURE ] GTY: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:28:09.565395] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4819 tests [2025-11-21T15:28:09.565439] [INFO ] [CONFIGURE ] GTY: Testing feature 21/29: add_range_position [2025-11-21T15:28:09.565480] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_range_position'] [2025-11-21T15:28:09.835617] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:10.112602] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:10.372430] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:10.633316] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:10.887602] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:11.141365] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:11.399696] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:11.650526] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:28:11.919526] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:12.185025] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:28:12.185188] [INFO ] [CONFIGURE ] GTY: DISCARDED add_range_position (score: 80.00%) [2025-11-21T15:28:12.185244] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4818 tests [2025-11-21T15:28:12.185290] [INFO ] [CONFIGURE ] GTY: Testing feature 22/29: add_realized_volatility [2025-11-21T15:28:12.185333] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T15:28:12.534304] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:12.884678] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:13.242306] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:13.591425] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:13.941385] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:14.293952] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:14.651849] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:15.030565] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:28:15.380292] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:15.729269] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:28:15.729457] [INFO ] [CONFIGURE ] GTY: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T15:28:15.729519] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4817 tests [2025-11-21T15:28:15.729565] [INFO ] [CONFIGURE ] GTY: Testing feature 23/29: add_recent_range_context [2025-11-21T15:28:15.729609] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T15:28:15.966429] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:28:16.207333] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:16.452045] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:16.697848] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:16.939982] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:17.186150] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:17.432206] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:17.687902] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:28:17.931994] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:18.177195] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:28:18.177404] [INFO ] [CONFIGURE ] GTY: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:28:18.177462] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4816 tests [2025-11-21T15:28:18.177522] [INFO ] [CONFIGURE ] GTY: Testing feature 24/29: add_rsi [2025-11-21T15:28:18.177575] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_rsi'] [2025-11-21T15:28:18.434723] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:18.699270] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:18.956196] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:19.230348] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:19.496270] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:19.759816] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:20.024029] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:20.284042] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:28:20.542409] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:20.871827] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:28:20.872132] [INFO ] [CONFIGURE ] GTY: DISCARDED add_rsi (score: 70.00%) [2025-11-21T15:28:20.872214] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4815 tests [2025-11-21T15:28:20.872283] [INFO ] [CONFIGURE ] GTY: Testing feature 25/29: add_tick_distribution [2025-11-21T15:28:20.872348] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T15:28:21.220557] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:21.531867] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:21.769922] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:21.998298] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:22.234475] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:22.474711] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:22.704060] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:22.926258] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:28:23.150962] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:23.398522] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:28:23.398728] [INFO ] [CONFIGURE ] GTY: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:28:23.398790] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4814 tests [2025-11-21T15:28:23.398838] [INFO ] [CONFIGURE ] GTY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:28:23.398881] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T15:28:23.664203] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:28:23.934910] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:24.186687] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:24.423259] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:24.667207] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:24.928024] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:25.183757] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:25.438881] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:28:25.691912] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:25.940841] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:28:25.941023] [INFO ] [CONFIGURE ] GTY: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:28:25.941102] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4813 tests [2025-11-21T15:28:25.941151] [INFO ] [CONFIGURE ] GTY: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:28:25.941186] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T15:28:26.207758] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:26.489266] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:26.779191] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:27.058021] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:27.344589] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:27.640350] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:27.929016] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:28.229769] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:28:28.528683] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:28.814951] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:28:28.815219] [INFO ] [CONFIGURE ] GTY: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T15:28:28.815282] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4812 tests [2025-11-21T15:28:28.815336] [INFO ] [CONFIGURE ] GTY: Testing feature 28/29: add_volume_profile [2025-11-21T15:28:28.815385] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T15:28:29.082446] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:29.344977] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:29.613084] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:29.874606] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:30.139713] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:30.401920] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:30.663247] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:30.953097] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:28:31.233746] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:31.504539] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:28:31.505044] [INFO ] [CONFIGURE ] GTY: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:28:31.505115] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4811 tests [2025-11-21T15:28:31.505171] [INFO ] [CONFIGURE ] GTY: Testing feature 29/29: add_vwap [2025-11-21T15:28:31.505219] [INFO ] [CONFIGURE ] GTY: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap'] [2025-11-21T15:28:31.780222] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:28:32.049675] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:32.314666] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:32.567583] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:32.821310] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:33.065669] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:28:33.305361] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:28:33.544573] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:28:33.788459] [DEBUG] [FORECASTER] GTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:28:34.024860] [DEBUG] [FORECASTER] GTY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:28:34.025025] [INFO ] [CONFIGURE ] GTY: DISCARDED add_vwap (score: 70.00%) [2025-11-21T15:28:34.025081] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4810 tests [2025-11-21T15:28:34.025128] [INFO ] [CONFIGURE ] GTY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:28:34.025168] [INFO ] [CONFIGURE ] GTY: Best accuracy: 80.00% [2025-11-21T15:28:34.025209] [INFO ] [CONFIGURE ] GTY: Best feature set (2 features): ['add_ema', 'add_failed_moves'] [2025-11-21T15:28:34.025249] [INFO ] [CONFIGURE ] GTY: Improvement over baseline: 20.00% [2025-11-21T15:28:34.025287] [INFO ] [CONFIGURE ] GTY: Total time: 1.2 minutes [2025-11-21T15:28:34.025324] [INFO ] [CONFIGURE ] GTY: Average time per feature: 2.6 seconds [2025-11-21T15:28:34.025361] [INFO ] [CONFIGURE ] GTY: Average speed: 0.39 features/sec [2025-11-21T15:28:34.025801] [INFO ] [LOCAL ] Saved configuration for GTY: 2 features, 80.00% accuracy -> ./output/feature-sets/GTY.json [2025-11-21T15:28:34.025858] [INFO ] [CONFIGURE ] GTY: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T15:28:34.025914] [INFO ] [sig ] [563/723] Successfully configured GTY | 0.01 sym/s | Total: 12.9h | ETA: 3.7h [2025-11-21T15:28:34.025960] [INFO ] [sig ] [564/723] Configuring GWW... [2025-11-21T15:28:34.026000] [INFO ] [CONFIGURE ] GWW: Configurate test run. [2025-11-21T15:28:34.026039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'. [2025-11-21T15:28:34.104177] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GWW'. [2025-11-21T15:28:34.104559] [INFO ] [CONFIGURE ] GWW: Testing with 29 available features [2025-11-21T15:28:34.104621] [INFO ] [CONFIGURE ] GWW: Establishing baseline with no features... [2025-11-21T15:28:34.275584] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:28:34.449560] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:34.616336] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:34.782445] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:34.952359] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:28:35.119952] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:28:35.292736] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:35.461814] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:35.635969] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:35.808541] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:35.808692] [INFO ] [CONFIGURE ] GWW: Baseline score (no features): 50.00% [2025-11-21T15:28:35.808761] [INFO ] [CONFIGURE ] GWW: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:28:35.808809] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:28:36.005954] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:28:36.203829] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:36.403434] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:36.605012] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:36.802226] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:36.995425] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:28:37.196299] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:37.399519] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:37.602024] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:37.801835] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:37.801980] [INFO ] [CONFIGURE ] GWW: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:28:37.802027] [INFO ] [CONFIGURE ] JOB ETA: 3.8h | Avg: 2.8s/test | Remaining: 4809 tests [2025-11-21T15:28:37.802065] [INFO ] [CONFIGURE ] GWW: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:28:37.802098] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:28:38.006498] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:28:38.210926] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:38.417933] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:38.625127] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:38.831226] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:39.038419] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:28:39.246585] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:39.453215] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:39.668836] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:39.888818] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:39.888983] [INFO ] [CONFIGURE ] GWW: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T15:28:39.889033] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4808 tests [2025-11-21T15:28:39.889072] [INFO ] [CONFIGURE ] GWW: Testing feature 3/29: add_daily_returns [2025-11-21T15:28:39.889108] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_daily_returns'] [2025-11-21T15:28:40.082945] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:28:40.278115] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:40.469173] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:40.660528] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:40.850849] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:41.038892] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:28:41.219168] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:41.398768] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:41.579218] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:41.761595] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:41.761752] [INFO ] [CONFIGURE ] GWW: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:28:41.761849] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4807 tests [2025-11-21T15:28:41.761913] [INFO ] [CONFIGURE ] GWW: Testing feature 4/29: add_ema [2025-11-21T15:28:41.761961] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_ema'] [2025-11-21T15:28:41.979377] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:28:42.190988] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:42.400761] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:42.610964] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:42.830569] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:43.062864] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:28:43.289526] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:43.517863] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:43.738077] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:43.964120] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:43.964307] [INFO ] [CONFIGURE ] GWW: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:28:43.964356] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4806 tests [2025-11-21T15:28:43.964398] [INFO ] [CONFIGURE ] GWW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:28:43.964432] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:28:44.187319] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:28:44.407912] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:44.627199] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:44.849983] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:45.072692] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:45.290596] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:28:45.513118] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:45.737625] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:45.970016] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:46.189027] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:46.189203] [INFO ] [CONFIGURE ] GWW: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:28:46.189257] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4805 tests [2025-11-21T15:28:46.189303] [INFO ] [CONFIGURE ] GWW: Testing feature 6/29: add_failed_moves [2025-11-21T15:28:46.189338] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves'] [2025-11-21T15:28:46.366538] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:28:46.548973] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:46.732102] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:46.914818] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:47.097480] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:47.278314] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:28:47.467977] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:47.653523] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:47.844053] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:48.034264] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:48.034437] [INFO ] [CONFIGURE ] GWW: KEPT add_failed_moves (score: 60.00%) [2025-11-21T15:28:48.034486] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4804 tests [2025-11-21T15:28:48.034525] [INFO ] [CONFIGURE ] GWW: Testing feature 7/29: add_lag_shelf [2025-11-21T15:28:48.034563] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T15:28:48.220838] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:28:48.413823] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:48.592712] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:48.774856] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:48.952270] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:49.130824] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:28:49.309538] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:49.491595] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:49.683557] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:49.866085] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:49.866241] [INFO ] [CONFIGURE ] GWW: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:28:49.866288] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4803 tests [2025-11-21T15:28:49.866325] [INFO ] [CONFIGURE ] GWW: Testing feature 8/29: add_macd [2025-11-21T15:28:49.866361] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T15:28:50.134349] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:28:50.402267] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:50.671774] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:50.942271] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:51.236018] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:51.534697] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:28:51.818378] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:52.094673] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:52.359301] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:52.632837] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:52.633028] [INFO ] [CONFIGURE ] GWW: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:28:52.633089] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4802 tests [2025-11-21T15:28:52.633138] [INFO ] [CONFIGURE ] GWW: Testing feature 9/29: add_mfi [2025-11-21T15:28:52.633180] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T15:28:52.823013] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:28:53.016229] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:53.214783] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:53.418328] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:53.636055] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:53.847711] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:28:54.064791] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:54.276803] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:54.478334] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:54.674795] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:54.674968] [INFO ] [CONFIGURE ] GWW: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:28:54.675024] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4801 tests [2025-11-21T15:28:54.675071] [INFO ] [CONFIGURE ] GWW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:28:54.675112] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:28:54.957467] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:28:55.232054] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:28:55.515293] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:55.810622] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:56.093615] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:56.379574] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:28:56.661977] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:56.942188] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:57.226786] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:57.517449] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:28:57.517639] [INFO ] [CONFIGURE ] GWW: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:28:57.517718] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4800 tests [2025-11-21T15:28:57.517768] [INFO ] [CONFIGURE ] GWW: Testing feature 11/29: add_obv_daily [2025-11-21T15:28:57.517814] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T15:28:57.721725] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:28:57.926568] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:28:58.132512] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:28:58.342259] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:28:58.554402] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:28:58.760998] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:28:58.966843] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:28:59.170036] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:28:59.372786] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:28:59.573705] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:28:59.573912] [INFO ] [CONFIGURE ] GWW: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T15:28:59.573962] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4799 tests [2025-11-21T15:28:59.574001] [INFO ] [CONFIGURE ] GWW: Testing feature 12/29: add_obv_interval [2025-11-21T15:28:59.574036] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T15:28:59.768254] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:28:59.962230] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:00.156517] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:00.350674] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:00.553200] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:01.408088] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:01.723839] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:01.934456] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:02.145807] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:02.343774] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:02.344216] [INFO ] [CONFIGURE ] GWW: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:29:02.344795] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4798 tests [2025-11-21T15:29:02.344872] [INFO ] [CONFIGURE ] GWW: Testing feature 13/29: add_opening_strength [2025-11-21T15:29:02.344921] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:29:02.560104] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:29:02.772404] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:29:02.988152] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:03.202702] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:03.417381] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:03.635303] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:03.853690] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:04.073317] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:04.298315] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:04.547914] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:29:04.548187] [INFO ] [CONFIGURE ] GWW: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T15:29:04.548252] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4797 tests [2025-11-21T15:29:04.548304] [INFO ] [CONFIGURE ] GWW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:29:04.548351] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T15:29:04.782130] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:04.995714] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:29:05.227660] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:05.473463] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:05.722104] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:05.970570] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:06.223566] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:06.468284] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:06.705201] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:06.940256] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:06.940524] [INFO ] [CONFIGURE ] GWW: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:29:06.940587] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4796 tests [2025-11-21T15:29:06.940637] [INFO ] [CONFIGURE ] GWW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:29:06.940712] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T15:29:07.144317] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:07.353270] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:07.591038] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:07.856506] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:08.133481] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:08.367811] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:08.558667] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:08.755472] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:08.945412] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:09.135974] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:09.136165] [INFO ] [CONFIGURE ] GWW: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T15:29:09.136215] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4795 tests [2025-11-21T15:29:09.136254] [INFO ] [CONFIGURE ] GWW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:29:09.136290] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T15:29:09.340379] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:29:09.543990] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:09.742463] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:09.941713] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:10.144071] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:10.347127] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:10.548958] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:10.751309] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:10.969174] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:11.177303] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:11.177478] [INFO ] [CONFIGURE ] GWW: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:29:11.177553] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4794 tests [2025-11-21T15:29:11.177722] [INFO ] [CONFIGURE ] GWW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:29:11.177971] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T15:29:11.380560] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:11.580915] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:29:11.789849] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:12.012996] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:12.217931] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:12.425598] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:12.641177] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:12.845858] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:13.050084] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:13.255994] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:13.256171] [INFO ] [CONFIGURE ] GWW: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T15:29:13.256227] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4793 tests [2025-11-21T15:29:13.256275] [INFO ] [CONFIGURE ] GWW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:29:13.256317] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T15:29:13.430808] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:29:13.608582] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:13.784366] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:13.969852] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:14.148841] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:14.334379] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:14.527907] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:14.710012] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:14.891254] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:15.070327] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:15.070718] [INFO ] [CONFIGURE ] GWW: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:29:15.070782] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4792 tests [2025-11-21T15:29:15.070875] [INFO ] [CONFIGURE ] GWW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:29:15.070951] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T15:29:15.266346] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:29:15.459157] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:15.655146] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:15.848909] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:16.040139] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:16.234696] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:16.430314] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:16.626941] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:16.820196] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:17.008792] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:17.008965] [INFO ] [CONFIGURE ] GWW: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:29:17.009013] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4791 tests [2025-11-21T15:29:17.009052] [INFO ] [CONFIGURE ] GWW: Testing feature 20/29: add_price_rejection [2025-11-21T15:29:17.009087] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-21T15:29:17.212337] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:17.418484] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:17.627532] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:17.834484] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:18.050487] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:18.271537] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:18.481946] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:18.698251] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:18.909009] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:19.118442] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:19.118588] [INFO ] [CONFIGURE ] GWW: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T15:29:19.118635] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4790 tests [2025-11-21T15:29:19.118703] [INFO ] [CONFIGURE ] GWW: Testing feature 21/29: add_range_position [2025-11-21T15:29:19.118761] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-21T15:29:19.350852] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:19.576092] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:19.807495] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:20.037041] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:20.265554] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:29:20.495358] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:20.728170] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:20.955754] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:21.196145] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:21.432890] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:21.433074] [INFO ] [CONFIGURE ] GWW: DISCARDED add_range_position (score: 30.00%) [2025-11-21T15:29:21.433135] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4789 tests [2025-11-21T15:29:21.433180] [INFO ] [CONFIGURE ] GWW: Testing feature 22/29: add_realized_volatility [2025-11-21T15:29:21.433221] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-21T15:29:21.742607] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:22.060561] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:22.374368] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:22.693981] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:23.014825] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:23.333694] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:23.657978] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:23.973378] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:24.285671] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:24.613923] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:24.614138] [INFO ] [CONFIGURE ] GWW: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:29:24.614198] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4788 tests [2025-11-21T15:29:24.614246] [INFO ] [CONFIGURE ] GWW: Testing feature 23/29: add_recent_range_context [2025-11-21T15:29:24.614292] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-21T15:29:24.826417] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:29:25.042785] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:25.251623] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:25.464355] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:25.676477] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:25.889853] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:26.099097] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:26.317542] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:26.531580] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:26.749352] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:26.749527] [INFO ] [CONFIGURE ] GWW: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:29:26.749576] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4787 tests [2025-11-21T15:29:26.749616] [INFO ] [CONFIGURE ] GWW: Testing feature 24/29: add_rsi [2025-11-21T15:29:26.749673] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T15:29:27.007203] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:27.257525] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:29:27.508161] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:27.770614] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:28.026980] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:28.296307] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:28.565357] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:28.830395] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:29.093618] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:29.356757] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:29.356941] [INFO ] [CONFIGURE ] GWW: DISCARDED add_rsi (score: 30.00%) [2025-11-21T15:29:29.356998] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4786 tests [2025-11-21T15:29:29.357037] [INFO ] [CONFIGURE ] GWW: Testing feature 25/29: add_tick_distribution [2025-11-21T15:29:29.357082] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-21T15:29:29.576899] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:29.792541] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:30.005373] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:30.222555] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:30.444725] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:30.658069] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:30.877121] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:31.092023] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:31.309829] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:31.525587] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:31.525929] [INFO ] [CONFIGURE ] GWW: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:29:31.526052] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4785 tests [2025-11-21T15:29:31.526138] [INFO ] [CONFIGURE ] GWW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:29:31.526250] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T15:29:31.744350] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:29:31.963312] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:32.183132] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:32.402240] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:32.622289] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:32.847847] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:33.067706] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:33.287664] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:33.514345] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:33.744751] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:33.744928] [INFO ] [CONFIGURE ] GWW: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:29:33.744975] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4784 tests [2025-11-21T15:29:33.745013] [INFO ] [CONFIGURE ] GWW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:29:33.745049] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T15:29:33.984049] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:34.251504] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:34.482676] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:34.715354] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:34.943156] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:35.175341] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:35.401086] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:35.631784] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:35.865786] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:36.102790] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:36.102970] [INFO ] [CONFIGURE ] GWW: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:29:36.103031] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4783 tests [2025-11-21T15:29:36.103084] [INFO ] [CONFIGURE ] GWW: Testing feature 28/29: add_volume_profile [2025-11-21T15:29:36.103131] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-21T15:29:36.320664] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:29:36.543304] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:29:36.760262] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:36.975049] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:37.193521] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:37.409852] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:37.627827] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:37.852732] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:38.081789] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:38.309192] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:38.309371] [INFO ] [CONFIGURE ] GWW: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:29:38.309419] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4782 tests [2025-11-21T15:29:38.309458] [INFO ] [CONFIGURE ] GWW: Testing feature 29/29: add_vwap [2025-11-21T15:29:38.309495] [INFO ] [CONFIGURE ] GWW: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-21T15:29:38.527354] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:29:38.740835] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:29:38.955770] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:39.172339] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:29:39.391900] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:29:39.608459] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:39.828528] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:29:40.063831] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:29:40.286172] [DEBUG] [FORECASTER] GWW: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:29:40.503271] [DEBUG] [FORECASTER] GWW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:29:40.503436] [INFO ] [CONFIGURE ] GWW: DISCARDED add_vwap (score: 40.00%) [2025-11-21T15:29:40.503486] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4781 tests [2025-11-21T15:29:40.503603] [INFO ] [CONFIGURE ] GWW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:29:40.503661] [INFO ] [CONFIGURE ] GWW: Best accuracy: 60.00% [2025-11-21T15:29:40.503729] [INFO ] [CONFIGURE ] GWW: Best feature set (1 features): ['add_failed_moves'] [2025-11-21T15:29:40.503780] [INFO ] [CONFIGURE ] GWW: Improvement over baseline: 10.00% [2025-11-21T15:29:40.503823] [INFO ] [CONFIGURE ] GWW: Total time: 1.1 minutes [2025-11-21T15:29:40.503865] [INFO ] [CONFIGURE ] GWW: Average time per feature: 2.2 seconds [2025-11-21T15:29:40.503908] [INFO ] [CONFIGURE ] GWW: Average speed: 0.45 features/sec [2025-11-21T15:29:40.504391] [INFO ] [LOCAL ] Saved configuration for GWW: 1 features, 60.00% accuracy -> ./output/feature-sets/GWW.json [2025-11-21T15:29:40.504467] [INFO ] [CONFIGURE ] GWW: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T15:29:40.504523] [INFO ] [sig ] [564/723] Successfully configured GWW | 0.01 sym/s | Total: 12.9h | ETA: 3.6h [2025-11-21T15:29:40.504581] [INFO ] [sig ] [565/723] Configuring HASI... [2025-11-21T15:29:40.504634] [INFO ] [CONFIGURE ] HASI: Configurate test run. [2025-11-21T15:29:40.504712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-11-21T15:29:40.582202] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HASI'. [2025-11-21T15:29:40.582530] [INFO ] [CONFIGURE ] HASI: Testing with 29 available features [2025-11-21T15:29:40.582595] [INFO ] [CONFIGURE ] HASI: Establishing baseline with no features... [2025-11-21T15:29:40.761867] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:29:40.941312] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:29:41.124183] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:29:41.306300] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:29:41.483149] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:29:41.669901] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:41.840421] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:29:42.011835] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:42.183277] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:29:42.356674] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:29:42.356838] [INFO ] [CONFIGURE ] HASI: Baseline score (no features): 30.00% [2025-11-21T15:29:42.356885] [INFO ] [CONFIGURE ] HASI: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:29:42.356922] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:29:42.558922] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:29:42.767632] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:29:42.967464] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:43.170334] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:29:43.377455] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:29:43.586485] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:43.807460] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:29:44.013867] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:44.225756] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:29:44.436563] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:29:44.436765] [INFO ] [CONFIGURE ] HASI: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T15:29:44.436843] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4780 tests [2025-11-21T15:29:44.436904] [INFO ] [CONFIGURE ] HASI: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:29:44.436952] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:29:44.684976] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:29:44.935523] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:29:45.185102] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:29:45.429262] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:29:45.675422] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:29:45.919911] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:46.164934] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:29:46.413027] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:46.656228] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:29:46.904768] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:29:46.904971] [INFO ] [CONFIGURE ] HASI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:29:46.905031] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4779 tests [2025-11-21T15:29:46.905081] [INFO ] [CONFIGURE ] HASI: Testing feature 3/29: add_daily_returns [2025-11-21T15:29:46.905126] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:29:47.121589] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:29:47.341261] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:29:47.572838] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:29:47.803265] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:29:48.018814] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:29:48.242122] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:48.475940] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:29:48.699449] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:48.928893] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:29:49.159912] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:29:49.160087] [INFO ] [CONFIGURE ] HASI: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T15:29:49.160137] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4778 tests [2025-11-21T15:29:49.160177] [INFO ] [CONFIGURE ] HASI: Testing feature 4/29: add_ema [2025-11-21T15:29:49.160214] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:29:49.412150] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:29:49.660417] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:29:49.931721] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:50.199592] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:29:50.469086] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:29:50.728024] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:29:50.985202] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:29:51.236190] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:51.488572] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:29:51.747725] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:29:51.747913] [INFO ] [CONFIGURE ] HASI: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:29:51.747980] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4777 tests [2025-11-21T15:29:51.748035] [INFO ] [CONFIGURE ] HASI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:29:51.748078] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:29:52.024603] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:29:52.281408] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:29:52.538915] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:52.803037] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:29:53.066100] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:29:53.334499] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:53.594105] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:29:53.866862] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:54.123311] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:29:54.375638] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:29:54.375824] [INFO ] [CONFIGURE ] HASI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:29:54.375879] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4776 tests [2025-11-21T15:29:54.375918] [INFO ] [CONFIGURE ] HASI: Testing feature 6/29: add_failed_moves [2025-11-21T15:29:54.375961] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:29:54.583823] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:29:54.801505] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:29:55.010434] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:55.217334] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:29:55.427815] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:29:55.636157] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:55.848635] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:29:56.070218] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:56.310046] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:29:56.542806] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:29:56.543029] [INFO ] [CONFIGURE ] HASI: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T15:29:56.543079] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4775 tests [2025-11-21T15:29:56.543118] [INFO ] [CONFIGURE ] HASI: Testing feature 7/29: add_lag_shelf [2025-11-21T15:29:56.543154] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:29:56.745302] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:29:56.948478] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:29:57.151867] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:29:57.407440] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:29:57.640497] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:29:57.873858] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:29:58.111308] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:29:58.348475] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:29:58.576976] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:29:58.812140] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:29:58.812300] [INFO ] [CONFIGURE ] HASI: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T15:29:58.812356] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4774 tests [2025-11-21T15:29:58.812395] [INFO ] [CONFIGURE ] HASI: Testing feature 8/29: add_macd [2025-11-21T15:29:58.812432] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:29:59.147176] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:29:59.490722] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:29:59.942822] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:30:00.389182] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:01.465626] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:01.918759] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:02.271293] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:30:02.587593] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:02.909573] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:30:03.239905] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:30:03.240106] [INFO ] [CONFIGURE ] HASI: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:30:03.240165] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4773 tests [2025-11-21T15:30:03.240214] [INFO ] [CONFIGURE ] HASI: Testing feature 9/29: add_mfi [2025-11-21T15:30:03.240259] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:30:03.446956] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:03.664792] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:03.870379] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:04.078365] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:04.288814] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:04.519173] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:04.747420] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:04.984233] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:05.214924] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:30:05.449968] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:05.450164] [INFO ] [CONFIGURE ] HASI: DISCARDED add_mfi (score: 40.00%) [2025-11-21T15:30:05.450226] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4772 tests [2025-11-21T15:30:05.450276] [INFO ] [CONFIGURE ] HASI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:30:05.450326] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:30:05.763392] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:06.086892] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:30:06.401347] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:06.711450] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:07.014620] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:07.315582] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:07.626595] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:07.949304] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:08.276869] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:08.607500] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:08.607785] [INFO ] [CONFIGURE ] HASI: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-21T15:30:08.607861] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4771 tests [2025-11-21T15:30:08.607924] [INFO ] [CONFIGURE ] HASI: Testing feature 11/29: add_obv_daily [2025-11-21T15:30:08.607989] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T15:30:08.946798] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:30:09.277061] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:09.628895] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:30:09.965051] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:30:10.291955] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:10.623880] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:10.975400] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:11.303866] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:11.634944] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:11.973211] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:11.973397] [INFO ] [CONFIGURE ] HASI: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T15:30:11.973453] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4770 tests [2025-11-21T15:30:11.973501] [INFO ] [CONFIGURE ] HASI: Testing feature 12/29: add_obv_interval [2025-11-21T15:30:11.973590] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T15:30:12.290506] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:12.604168] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:30:12.916578] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:13.244809] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:30:13.593062] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:13.910421] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:14.226675] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:14.549259] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:14.871584] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:15.265418] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:15.265632] [INFO ] [CONFIGURE ] HASI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:30:15.265716] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4769 tests [2025-11-21T15:30:15.265765] [INFO ] [CONFIGURE ] HASI: Testing feature 13/29: add_opening_strength [2025-11-21T15:30:15.265808] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:30:15.641972] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:30:16.000315] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:30:16.348047] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:16.745855] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:30:17.122377] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:17.504788] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:17.886986] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:18.262040] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:18.647691] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:30:19.035544] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:19.035801] [INFO ] [CONFIGURE ] HASI: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T15:30:19.035866] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4768 tests [2025-11-21T15:30:19.035914] [INFO ] [CONFIGURE ] HASI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:30:19.035957] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T15:30:19.387962] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:30:19.756226] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:20.120803] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:20.488347] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:20.856183] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:21.222754] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:21.597301] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:21.982316] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:22.351825] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:22.726060] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:22.726274] [INFO ] [CONFIGURE ] HASI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:30:22.726333] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4767 tests [2025-11-21T15:30:22.726382] [INFO ] [CONFIGURE ] HASI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:30:22.726429] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T15:30:23.076815] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:23.428704] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:23.785004] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:30:24.137307] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:24.486360] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:24.841334] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:25.199615] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:25.542884] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:25.900281] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:26.252329] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:26.252504] [INFO ] [CONFIGURE ] HASI: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:30:26.252562] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4766 tests [2025-11-21T15:30:26.252611] [INFO ] [CONFIGURE ] HASI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:30:26.252675] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T15:30:26.602895] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:26.962080] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:27.316093] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:27.674495] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:28.037233] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:28.399510] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:28.759717] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:29.117583] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:29.478250] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:30:29.836834] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:29.837003] [INFO ] [CONFIGURE ] HASI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:30:29.837061] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4765 tests [2025-11-21T15:30:29.837130] [INFO ] [CONFIGURE ] HASI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:30:29.837176] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T15:30:30.179735] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:30.512867] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:30:30.846124] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:31.182463] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:31.520470] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:31.856000] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:32.188314] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:32.521773] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:32.874700] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:33.183782] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:33.183991] [INFO ] [CONFIGURE ] HASI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:30:33.184053] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4764 tests [2025-11-21T15:30:33.184103] [INFO ] [CONFIGURE ] HASI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:30:33.184149] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T15:30:33.507624] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:30:33.833348] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:34.148250] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:30:34.475006] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:30:34.796542] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:35.108609] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:35.425093] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:35.750408] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:36.076420] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:36.399034] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:36.399226] [INFO ] [CONFIGURE ] HASI: DISCARDED add_pbf_vs_sma_5 (score: 20.00%) [2025-11-21T15:30:36.399286] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4763 tests [2025-11-21T15:30:36.399336] [INFO ] [CONFIGURE ] HASI: Testing feature 20/29: add_price_rejection [2025-11-21T15:30:36.399379] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T15:30:36.746983] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:37.102337] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:30:37.443698] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:37.829175] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:38.169013] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:38.498355] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:38.851382] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:39.187489] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:39.527577] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:39.865425] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:39.865598] [INFO ] [CONFIGURE ] HASI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:30:39.865676] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4762 tests [2025-11-21T15:30:39.865728] [INFO ] [CONFIGURE ] HASI: Testing feature 21/29: add_range_position [2025-11-21T15:30:39.865771] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T15:30:40.201165] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:30:40.532094] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:40.866353] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:30:41.203666] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:30:41.556682] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:41.896361] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:42.230474] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:42.590234] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:42.980440] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:43.338743] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:43.338951] [INFO ] [CONFIGURE ] HASI: DISCARDED add_range_position (score: 20.00%) [2025-11-21T15:30:43.339014] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4761 tests [2025-11-21T15:30:43.339066] [INFO ] [CONFIGURE ] HASI: Testing feature 22/29: add_realized_volatility [2025-11-21T15:30:43.339112] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T15:30:43.825061] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:30:44.339101] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:30:44.817942] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:45.277625] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:45.739542] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:46.210306] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:46.672596] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:47.179433] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:47.859030] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:48.390827] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:48.391078] [INFO ] [CONFIGURE ] HASI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:30:48.391235] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4760 tests [2025-11-21T15:30:48.391308] [INFO ] [CONFIGURE ] HASI: Testing feature 23/29: add_recent_range_context [2025-11-21T15:30:48.391370] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T15:30:48.734157] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:49.076354] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:30:49.402383] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:49.743699] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:50.071725] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:50.426234] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:50.761979] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:51.081707] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:51.401271] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:51.726499] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:51.726690] [INFO ] [CONFIGURE ] HASI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:30:51.726749] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4759 tests [2025-11-21T15:30:51.726797] [INFO ] [CONFIGURE ] HASI: Testing feature 24/29: add_rsi [2025-11-21T15:30:51.726841] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T15:30:52.081629] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:30:52.430357] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:52.798955] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:30:53.170477] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:53.535329] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:53.895851] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:54.246320] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:54.603073] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:54.954870] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:55.317135] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:55.317308] [INFO ] [CONFIGURE ] HASI: DISCARDED add_rsi (score: 40.00%) [2025-11-21T15:30:55.317384] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4758 tests [2025-11-21T15:30:55.317433] [INFO ] [CONFIGURE ] HASI: Testing feature 25/29: add_tick_distribution [2025-11-21T15:30:55.317475] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T15:30:55.624610] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:30:55.938327] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:56.244438] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:30:56.542943] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:30:56.842691] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:30:57.161815] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:30:57.474596] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:30:57.792330] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:30:58.107844] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:30:58.425164] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:30:58.425359] [INFO ] [CONFIGURE ] HASI: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T15:30:58.425416] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4757 tests [2025-11-21T15:30:58.425464] [INFO ] [CONFIGURE ] HASI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:30:58.425507] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T15:30:58.752146] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:30:59.079508] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:30:59.396339] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:30:59.716615] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:31:00.046877] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:31:00.388173] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:31:00.720072] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:31:01.638138] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:31:01.984335] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:31:02.322017] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:02.322211] [INFO ] [CONFIGURE ] HASI: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T15:31:02.322269] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4756 tests [2025-11-21T15:31:02.322320] [INFO ] [CONFIGURE ] HASI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:31:02.322364] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T15:31:02.664169] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:31:03.013530] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:31:03.349449] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:31:03.690183] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:31:04.046328] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:31:04.402691] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:31:04.742186] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:31:05.085758] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:31:05.440235] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:31:05.803386] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:05.803633] [INFO ] [CONFIGURE ] HASI: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T15:31:05.803716] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4755 tests [2025-11-21T15:31:05.803772] [INFO ] [CONFIGURE ] HASI: Testing feature 28/29: add_volume_profile [2025-11-21T15:31:05.803820] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T15:31:06.124592] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:31:06.445699] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:31:06.766321] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:07.085932] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:31:07.412612] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:31:07.753026] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:31:08.088611] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:31:08.429136] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:31:08.771711] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:31:09.108031] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:09.108227] [INFO ] [CONFIGURE ] HASI: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:31:09.108287] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4754 tests [2025-11-21T15:31:09.108339] [INFO ] [CONFIGURE ] HASI: Testing feature 29/29: add_vwap [2025-11-21T15:31:09.108385] [INFO ] [CONFIGURE ] HASI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T15:31:09.445903] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:31:09.778381] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:31:10.096489] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:10.425733] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:31:10.746123] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:31:11.082178] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:31:11.403199] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:31:11.723587] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:31:12.050517] [DEBUG] [FORECASTER] HASI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:31:12.378610] [DEBUG] [FORECASTER] HASI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:12.378838] [INFO ] [CONFIGURE ] HASI: DISCARDED add_vwap (score: 40.00%) [2025-11-21T15:31:12.378897] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4753 tests [2025-11-21T15:31:12.378946] [INFO ] [CONFIGURE ] HASI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:31:12.378986] [INFO ] [CONFIGURE ] HASI: Best accuracy: 60.00% [2025-11-21T15:31:12.379028] [INFO ] [CONFIGURE ] HASI: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:31:12.379069] [INFO ] [CONFIGURE ] HASI: Improvement over baseline: 30.00% [2025-11-21T15:31:12.379108] [INFO ] [CONFIGURE ] HASI: Total time: 1.5 minutes [2025-11-21T15:31:12.379146] [INFO ] [CONFIGURE ] HASI: Average time per feature: 3.2 seconds [2025-11-21T15:31:12.379205] [INFO ] [CONFIGURE ] HASI: Average speed: 0.32 features/sec [2025-11-21T15:31:12.379545] [INFO ] [LOCAL ] Saved configuration for HASI: 3 features, 60.00% accuracy -> ./output/feature-sets/HASI.json [2025-11-21T15:31:12.379602] [INFO ] [CONFIGURE ] HASI: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T15:31:12.379670] [INFO ] [sig ] [565/723] Successfully configured HASI | 0.01 sym/s | Total: 13.0h | ETA: 3.6h [2025-11-21T15:31:12.379717] [INFO ] [sig ] [566/723] Configuring HBI... [2025-11-21T15:31:12.379757] [INFO ] [CONFIGURE ] HBI: Configurate test run. [2025-11-21T15:31:12.379798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'. [2025-11-21T15:31:12.591490] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HBI'. [2025-11-21T15:31:12.592029] [INFO ] [CONFIGURE ] HBI: Testing with 29 available features [2025-11-21T15:31:12.592093] [INFO ] [CONFIGURE ] HBI: Establishing baseline with no features... [2025-11-21T15:31:12.775515] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:12.949051] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:31:13.122526] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:31:13.294186] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:13.462860] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:13.633560] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:13.811435] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:13.986491] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:31:14.164336] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:14.341673] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:14.341839] [INFO ] [CONFIGURE ] HBI: Baseline score (no features): 40.00% [2025-11-21T15:31:14.341889] [INFO ] [CONFIGURE ] HBI: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:31:14.341928] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:31:14.553377] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:31:14.767986] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:31:14.982403] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:15.210168] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:31:15.421385] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:15.621471] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:31:15.819707] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:16.024743] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:16.226245] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:16.444030] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:16.444210] [INFO ] [CONFIGURE ] HBI: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-21T15:31:16.444257] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4752 tests [2025-11-21T15:31:16.444296] [INFO ] [CONFIGURE ] HBI: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:31:16.444331] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:31:16.654862] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:16.863268] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:17.076721] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:17.286272] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:17.502289] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:17.719270] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:17.939561] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:18.154495] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:18.369408] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:18.584670] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:18.584828] [INFO ] [CONFIGURE ] HBI: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T15:31:18.584876] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4751 tests [2025-11-21T15:31:18.584914] [INFO ] [CONFIGURE ] HBI: Testing feature 3/29: add_daily_returns [2025-11-21T15:31:18.584950] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:31:18.810549] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:19.038287] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:19.264738] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:19.489483] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:19.742053] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:19.981814] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:31:20.218803] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:20.443393] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:20.670396] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:20.898967] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:20.899134] [INFO ] [CONFIGURE ] HBI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:31:20.899182] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4750 tests [2025-11-21T15:31:20.899221] [INFO ] [CONFIGURE ] HBI: Testing feature 4/29: add_ema [2025-11-21T15:31:20.899257] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:31:21.176203] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:21.444602] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:21.709918] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:21.964671] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:22.217995] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:22.520212] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:22.836470] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:23.129020] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:23.425487] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:23.722096] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:23.722305] [INFO ] [CONFIGURE ] HBI: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:31:23.722364] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4749 tests [2025-11-21T15:31:23.722411] [INFO ] [CONFIGURE ] HBI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:31:23.722451] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:31:24.008848] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:24.289428] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:24.549823] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:31:24.830040] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:25.085156] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:25.344305] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:31:25.613288] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:25.881420] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:31:26.135549] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:31:26.395026] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:26.395231] [INFO ] [CONFIGURE ] HBI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:31:26.395286] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4748 tests [2025-11-21T15:31:26.395339] [INFO ] [CONFIGURE ] HBI: Testing feature 6/29: add_failed_moves [2025-11-21T15:31:26.395375] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:31:26.612083] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:26.842607] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:27.084006] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:27.302363] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:27.516351] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:27.735890] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:27.969449] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:28.203704] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:28.445914] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:31:28.702038] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:28.702235] [INFO ] [CONFIGURE ] HBI: KEPT add_failed_moves (score: 60.00%) [2025-11-21T15:31:28.702295] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4747 tests [2025-11-21T15:31:28.702345] [INFO ] [CONFIGURE ] HBI: Testing feature 7/29: add_lag_shelf [2025-11-21T15:31:28.702389] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T15:31:28.930593] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:29.153534] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:29.369733] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:29.585417] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:29.812482] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:30.038309] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:30.269818] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:30.497050] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:30.734130] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:31:31.006529] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:31.006739] [INFO ] [CONFIGURE ] HBI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:31:31.006796] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4746 tests [2025-11-21T15:31:31.006845] [INFO ] [CONFIGURE ] HBI: Testing feature 8/29: add_macd [2025-11-21T15:31:31.006889] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T15:31:31.350341] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:31:31.668408] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:31.991599] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:32.311547] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:32.631026] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:32.951540] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:31:33.286186] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:33.618208] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:33.947770] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:31:34.290994] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:34.291194] [INFO ] [CONFIGURE ] HBI: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:31:34.291253] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4745 tests [2025-11-21T15:31:34.291301] [INFO ] [CONFIGURE ] HBI: Testing feature 9/29: add_mfi [2025-11-21T15:31:34.291345] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_mfi'] [2025-11-21T15:31:34.537261] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:34.804929] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:35.057822] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:35.299108] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:35.557913] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:35.815587] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:36.066591] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:36.348971] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:36.630157] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:36.897183] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:36.897389] [INFO ] [CONFIGURE ] HBI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:31:36.897491] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4744 tests [2025-11-21T15:31:36.897578] [INFO ] [CONFIGURE ] HBI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:31:36.897628] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:31:37.238556] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:37.574037] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:37.906795] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:38.234494] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:38.571147] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:38.933026] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:31:39.305482] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:39.660238] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:40.055990] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:31:40.435338] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:40.435540] [INFO ] [CONFIGURE ] HBI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:31:40.435599] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4743 tests [2025-11-21T15:31:40.435669] [INFO ] [CONFIGURE ] HBI: Testing feature 11/29: add_obv_daily [2025-11-21T15:31:40.435721] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T15:31:40.731595] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:31:41.020595] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:31:41.298834] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:41.560621] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:41.825144] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:42.097416] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:42.364748] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:42.659418] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:31:42.914530] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:31:43.182665] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:43.182862] [INFO ] [CONFIGURE ] HBI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:31:43.182921] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4742 tests [2025-11-21T15:31:43.182970] [INFO ] [CONFIGURE ] HBI: Testing feature 12/29: add_obv_interval [2025-11-21T15:31:43.183016] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T15:31:43.433336] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:43.681363] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:43.922670] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:44.181462] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:44.435133] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:44.682828] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:44.936295] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:45.209476] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:31:45.483621] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:45.746528] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:45.746746] [INFO ] [CONFIGURE ] HBI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:31:45.746805] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4741 tests [2025-11-21T15:31:45.746852] [INFO ] [CONFIGURE ] HBI: Testing feature 13/29: add_opening_strength [2025-11-21T15:31:45.746897] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:31:46.067147] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:46.371469] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:31:46.644629] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:46.927066] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:47.198916] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:47.467035] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:31:47.742812] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:48.005489] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:48.283368] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:31:48.549633] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:48.549821] [INFO ] [CONFIGURE ] HBI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:31:48.549877] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4740 tests [2025-11-21T15:31:48.549923] [INFO ] [CONFIGURE ] HBI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:31:48.549965] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T15:31:48.802151] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:49.052001] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:31:49.306039] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:49.561325] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:31:49.808062] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:50.054062] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:50.301198] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:50.561334] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:31:50.814993] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:51.069778] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:51.069992] [INFO ] [CONFIGURE ] HBI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:31:51.070053] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4739 tests [2025-11-21T15:31:51.070102] [INFO ] [CONFIGURE ] HBI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:31:51.070187] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T15:31:51.305622] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:51.551100] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:51.793008] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:52.035450] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:52.279338] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:52.544147] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:31:52.823243] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:53.100448] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:31:53.361138] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:53.625834] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:53.626040] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T15:31:53.626126] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4738 tests [2025-11-21T15:31:53.626193] [INFO ] [CONFIGURE ] HBI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:31:53.626255] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T15:31:53.897953] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:54.212214] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:54.576940] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:54.905824] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:55.198371] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:55.484525] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:31:55.751695] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:56.022794] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:31:56.268526] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:56.519850] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:56.520057] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T15:31:56.520118] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4737 tests [2025-11-21T15:31:56.520168] [INFO ] [CONFIGURE ] HBI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:31:56.520209] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T15:31:56.761035] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:57.004212] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:57.255033] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:57.520238] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:31:57.773046] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:31:58.014298] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:31:58.253716] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:31:58.494775] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:31:58.734715] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:31:58.980038] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:31:58.980219] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T15:31:58.980278] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4736 tests [2025-11-21T15:31:58.980325] [INFO ] [CONFIGURE ] HBI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:31:58.980366] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T15:31:59.208633] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:31:59.438786] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:31:59.694813] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:31:59.941066] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:00.203696] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:00.454037] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:00.701079] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:01.714023] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:32:02.003088] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:02.252207] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:02.252413] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:32:02.252474] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4735 tests [2025-11-21T15:32:02.252535] [INFO ] [CONFIGURE ] HBI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:32:02.252599] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T15:32:02.513693] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:02.771194] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:03.030392] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:32:03.258187] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:03.502619] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:03.744135] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:03.983801] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:04.232074] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:32:04.480408] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:04.717369] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:04.717572] [INFO ] [CONFIGURE ] HBI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:32:04.717629] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4734 tests [2025-11-21T15:32:04.717700] [INFO ] [CONFIGURE ] HBI: Testing feature 20/29: add_price_rejection [2025-11-21T15:32:04.717744] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T15:32:04.963856] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:05.231913] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:05.493009] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:32:05.760440] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:06.011918] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:06.281753] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:06.537073] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:06.805527] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:32:07.071367] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:07.338977] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:07.339165] [INFO ] [CONFIGURE ] HBI: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T15:32:07.339223] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4733 tests [2025-11-21T15:32:07.339272] [INFO ] [CONFIGURE ] HBI: Testing feature 21/29: add_range_position [2025-11-21T15:32:07.339316] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_range_position'] [2025-11-21T15:32:07.618669] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:07.896176] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:08.174608] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:32:08.473289] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:08.752115] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:09.035823] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:09.344245] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:09.617755] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:32:09.899227] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:10.172614] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:10.172860] [INFO ] [CONFIGURE ] HBI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:32:10.172917] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4732 tests [2025-11-21T15:32:10.172958] [INFO ] [CONFIGURE ] HBI: Testing feature 22/29: add_realized_volatility [2025-11-21T15:32:10.173002] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T15:32:10.551900] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:10.920104] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:32:11.277195] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:32:11.626621] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:11.987829] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:12.352002] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:12.722247] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:13.092267] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:32:13.485469] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:13.852317] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:13.852580] [INFO ] [CONFIGURE ] HBI: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T15:32:13.852684] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4731 tests [2025-11-21T15:32:13.852753] [INFO ] [CONFIGURE ] HBI: Testing feature 23/29: add_recent_range_context [2025-11-21T15:32:13.852817] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T15:32:14.146286] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:14.431591] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:14.706840] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:32:14.972897] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:15.227933] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:15.491086] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:15.749571] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:16.006808] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:32:16.254966] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:16.500555] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:16.500749] [INFO ] [CONFIGURE ] HBI: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:32:16.500807] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4730 tests [2025-11-21T15:32:16.500852] [INFO ] [CONFIGURE ] HBI: Testing feature 24/29: add_rsi [2025-11-21T15:32:16.500896] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T15:32:16.796616] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:17.091402] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:17.418148] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:32:17.749038] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:18.062628] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:18.351190] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:18.635373] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:18.926387] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:32:19.233193] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:19.526048] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:19.526235] [INFO ] [CONFIGURE ] HBI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:32:19.526295] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4729 tests [2025-11-21T15:32:19.526344] [INFO ] [CONFIGURE ] HBI: Testing feature 25/29: add_tick_distribution [2025-11-21T15:32:19.526395] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T15:32:19.771913] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:20.009699] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:20.248525] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:32:20.487064] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:20.735401] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:20.984020] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:21.223321] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:21.458351] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:32:21.712072] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:21.969622] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:21.969816] [INFO ] [CONFIGURE ] HBI: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:32:21.969874] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4728 tests [2025-11-21T15:32:21.969923] [INFO ] [CONFIGURE ] HBI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:32:21.969969] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T15:32:22.203731] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:22.487440] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:22.715967] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:32:22.939434] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:23.172659] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:23.434710] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:23.715415] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:23.974186] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:32:24.223408] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:24.485149] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:24.485322] [INFO ] [CONFIGURE ] HBI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:32:24.485382] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4727 tests [2025-11-21T15:32:24.485428] [INFO ] [CONFIGURE ] HBI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:32:24.485469] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T15:32:24.783057] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:25.073280] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:25.359749] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:32:25.623278] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:25.891205] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:26.146235] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:26.399180] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:26.660710] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:32:26.927377] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:27.190542] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:27.190747] [INFO ] [CONFIGURE ] HBI: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:32:27.190805] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4726 tests [2025-11-21T15:32:27.190852] [INFO ] [CONFIGURE ] HBI: Testing feature 28/29: add_volume_profile [2025-11-21T15:32:27.190895] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T15:32:27.450850] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:27.715586] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:27.981405] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:32:28.242202] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:32:28.500971] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:28.754979] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:29.019098] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:29.271061] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:32:29.520176] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:29.778785] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:29.778972] [INFO ] [CONFIGURE ] HBI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:32:29.779028] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4725 tests [2025-11-21T15:32:29.779074] [INFO ] [CONFIGURE ] HBI: Testing feature 29/29: add_vwap [2025-11-21T15:32:29.779117] [INFO ] [CONFIGURE ] HBI: Testing with features: ['add_cumulative_delta', 'add_failed_moves', 'add_vwap'] [2025-11-21T15:32:30.029688] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:30.331977] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:30.606247] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:32:30.880222] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:32:31.149618] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:32:31.419761] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:31.693512] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:31.974152] [DEBUG] [FORECASTER] HBI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:32:32.239206] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:32.503308] [DEBUG] [FORECASTER] HBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:32:32.503488] [INFO ] [CONFIGURE ] HBI: DISCARDED add_vwap (score: 30.00%) [2025-11-21T15:32:32.503547] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4724 tests [2025-11-21T15:32:32.503596] [INFO ] [CONFIGURE ] HBI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:32:32.503638] [INFO ] [CONFIGURE ] HBI: Best accuracy: 60.00% [2025-11-21T15:32:32.503705] [INFO ] [CONFIGURE ] HBI: Best feature set (2 features): ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:32:32.503747] [INFO ] [CONFIGURE ] HBI: Improvement over baseline: 20.00% [2025-11-21T15:32:32.503786] [INFO ] [CONFIGURE ] HBI: Total time: 1.3 minutes [2025-11-21T15:32:32.503825] [INFO ] [CONFIGURE ] HBI: Average time per feature: 2.7 seconds [2025-11-21T15:32:32.503886] [INFO ] [CONFIGURE ] HBI: Average speed: 0.37 features/sec [2025-11-21T15:32:32.504211] [INFO ] [LOCAL ] Saved configuration for HBI: 2 features, 60.00% accuracy -> ./output/feature-sets/HBI.json [2025-11-21T15:32:32.504269] [INFO ] [CONFIGURE ] HBI: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T15:32:32.504319] [INFO ] [sig ] [566/723] Successfully configured HBI | 0.01 sym/s | Total: 13.0h | ETA: 3.6h [2025-11-21T15:32:32.504365] [INFO ] [sig ] [567/723] Configuring HFRO... [2025-11-21T15:32:32.504406] [INFO ] [CONFIGURE ] HFRO: Configurate test run. [2025-11-21T15:32:32.504447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-11-21T15:32:32.720229] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HFRO'. [2025-11-21T15:32:32.720598] [INFO ] [CONFIGURE ] HFRO: Testing with 29 available features [2025-11-21T15:32:32.720684] [INFO ] [CONFIGURE ] HFRO: Establishing baseline with no features... [2025-11-21T15:32:32.898738] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:32:33.081705] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:33.253812] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:32:33.426255] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:32:33.603294] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:32:33.783183] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:33.956067] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:34.130065] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:32:34.303369] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:34.480852] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:32:34.481017] [INFO ] [CONFIGURE ] HFRO: Baseline score (no features): 50.00% [2025-11-21T15:32:34.481065] [INFO ] [CONFIGURE ] HFRO: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:32:34.481104] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:32:34.691446] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:34.895959] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:35.103765] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:32:35.307292] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:32:35.512950] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:32:35.719165] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:35.925280] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:36.136211] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:32:36.347132] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:36.561555] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:32:36.561758] [INFO ] [CONFIGURE ] HFRO: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T15:32:36.561850] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4723 tests [2025-11-21T15:32:36.561907] [INFO ] [CONFIGURE ] HFRO: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:32:36.561964] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:32:36.802485] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:37.044571] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:37.281873] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:32:37.522572] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:32:37.765806] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:32:38.006985] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:38.245530] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:38.510460] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:32:38.777766] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:39.060867] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:32:39.061060] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T15:32:39.061118] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4722 tests [2025-11-21T15:32:39.061196] [INFO ] [CONFIGURE ] HFRO: Testing feature 3/29: add_daily_returns [2025-11-21T15:32:39.061246] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:32:39.295061] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:39.540484] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:39.779818] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:32:40.027167] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:32:40.279633] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:32:40.522185] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:40.754721] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:40.994204] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:32:41.254044] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:41.532614] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:32:41.532860] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:32:41.532920] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4721 tests [2025-11-21T15:32:41.532979] [INFO ] [CONFIGURE ] HFRO: Testing feature 4/29: add_ema [2025-11-21T15:32:41.533027] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:32:41.873166] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:32:42.194013] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:42.457999] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:32:42.715301] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:32:43.001201] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:32:43.281488] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:43.563502] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:43.841414] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:32:44.095818] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:44.369081] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:32:44.369273] [INFO ] [CONFIGURE ] HFRO: KEPT add_ema (score: 80.00%) [2025-11-21T15:32:44.369324] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4720 tests [2025-11-21T15:32:44.369363] [INFO ] [CONFIGURE ] HFRO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:32:44.369409] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:32:44.673229] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:44.988716] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:45.318964] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:32:45.655662] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:32:45.982941] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:32:46.290387] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:46.588963] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:46.889849] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:32:47.186419] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:32:47.496261] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:32:47.496435] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:32:47.496491] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4719 tests [2025-11-21T15:32:47.496538] [INFO ] [CONFIGURE ] HFRO: Testing feature 6/29: add_failed_moves [2025-11-21T15:32:47.496580] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T15:32:47.749315] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:48.013224] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:48.267758] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:32:48.523300] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:32:48.779752] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:32:49.041565] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:49.298978] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:49.556787] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:32:49.818557] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:50.082781] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:32:50.082996] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T15:32:50.083067] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4718 tests [2025-11-21T15:32:50.083117] [INFO ] [CONFIGURE ] HFRO: Testing feature 7/29: add_lag_shelf [2025-11-21T15:32:50.083162] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T15:32:50.326094] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:32:50.561026] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:50.795063] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:32:51.033123] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:32:51.271593] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:32:51.507525] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:51.749818] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:52.006631] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:32:52.248432] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:52.488554] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:32:52.488757] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T15:32:52.488820] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4717 tests [2025-11-21T15:32:52.488868] [INFO ] [CONFIGURE ] HFRO: Testing feature 8/29: add_macd [2025-11-21T15:32:52.488912] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T15:32:52.800957] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:32:53.111996] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:53.422076] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:32:53.742509] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:32:54.054157] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:32:54.375597] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:32:54.705188] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:55.036270] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:32:55.358700] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:55.690874] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:32:55.691086] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_macd (score: 30.00%) [2025-11-21T15:32:55.691145] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4716 tests [2025-11-21T15:32:55.691193] [INFO ] [CONFIGURE ] HFRO: Testing feature 9/29: add_mfi [2025-11-21T15:32:55.691238] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T15:32:55.961324] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:56.230514] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:56.507983] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:32:56.774661] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:32:57.050243] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:32:57.317422] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:32:57.584222] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:32:57.854389] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:32:58.116048] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:32:58.384467] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:32:58.384750] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:32:58.384813] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4715 tests [2025-11-21T15:32:58.384862] [INFO ] [CONFIGURE ] HFRO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:32:58.384907] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:32:58.720519] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:32:59.056785] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:32:59.399549] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:32:59.733198] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:00.064314] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:00.408438] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:33:00.742719] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:01.491855] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:01.936442] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:02.429550] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:02.429813] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:33:02.429870] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4714 tests [2025-11-21T15:33:02.429920] [INFO ] [CONFIGURE ] HFRO: Testing feature 11/29: add_obv_daily [2025-11-21T15:33:02.429963] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T15:33:02.734552] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:03.024434] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:03.302413] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:03.583094] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:03.855934] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:04.128657] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:04.414326] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:04.687107] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:04.964772] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:33:05.242840] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:05.243013] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T15:33:05.243072] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4713 tests [2025-11-21T15:33:05.243121] [INFO ] [CONFIGURE ] HFRO: Testing feature 12/29: add_obv_interval [2025-11-21T15:33:05.243166] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T15:33:05.506102] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:33:05.765099] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:06.021237] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:06.281728] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:06.546672] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:06.803082] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:33:07.060684] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:07.320403] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:33:07.593919] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:07.872905] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:07.873093] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:33:07.873151] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4712 tests [2025-11-21T15:33:07.873199] [INFO ] [CONFIGURE ] HFRO: Testing feature 13/29: add_opening_strength [2025-11-21T15:33:07.873241] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:33:08.158791] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:08.446176] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:08.735429] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:09.032079] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:09.318467] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:09.606621] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:09.899128] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:10.189622] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:33:10.480253] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:10.778105] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:10.778294] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T15:33:10.778352] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4711 tests [2025-11-21T15:33:10.778399] [INFO ] [CONFIGURE ] HFRO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:33:10.778443] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T15:33:11.095229] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:11.390791] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:11.691207] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:11.961702] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:12.230723] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:12.520874] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:12.802370] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:13.088768] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:33:13.364506] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:13.640749] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:13.640951] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:33:13.641009] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4710 tests [2025-11-21T15:33:13.641078] [INFO ] [CONFIGURE ] HFRO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:33:13.641123] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T15:33:13.908337] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:14.177572] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:14.440685] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:14.706959] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:14.977686] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:15.246140] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:15.514592] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:15.784884] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:16.052826] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:33:16.324110] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:16.324289] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:33:16.324347] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4709 tests [2025-11-21T15:33:16.324395] [INFO ] [CONFIGURE ] HFRO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:33:16.324438] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T15:33:16.591950] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:33:16.861608] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:17.129144] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:17.401507] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:33:17.673702] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:17.943562] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:18.216484] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:18.488913] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:18.761023] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:33:19.039380] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:19.039567] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:33:19.039627] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4708 tests [2025-11-21T15:33:19.039696] [INFO ] [CONFIGURE ] HFRO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:33:19.039742] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T15:33:19.324930] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:33:19.607976] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:19.893427] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:20.192392] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:20.477593] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:20.764213] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:33:21.050110] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:21.336165] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:21.624019] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:33:21.915299] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:21.915476] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:33:21.915533] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4707 tests [2025-11-21T15:33:21.915581] [INFO ] [CONFIGURE ] HFRO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:33:21.915624] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T15:33:22.193250] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:33:22.456028] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:22.720061] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:22.987206] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:23.263021] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:23.544192] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:23.816761] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:24.100670] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:24.366362] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:33:24.626042] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:24.626226] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:33:24.626284] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4706 tests [2025-11-21T15:33:24.626329] [INFO ] [CONFIGURE ] HFRO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:33:24.626373] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T15:33:24.865284] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:25.105400] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:25.344177] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:25.617158] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:25.866501] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:26.115032] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:26.365803] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:26.623214] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:33:26.869376] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:27.121814] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:27.122001] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T15:33:27.122057] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4705 tests [2025-11-21T15:33:27.122109] [INFO ] [CONFIGURE ] HFRO: Testing feature 20/29: add_price_rejection [2025-11-21T15:33:27.122172] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T15:33:27.394497] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:27.673568] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:27.966397] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:28.262292] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:28.556965] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:28.850775] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:33:29.140424] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:29.428681] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:33:29.711542] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:30.006895] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:30.007086] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:33:30.007147] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4704 tests [2025-11-21T15:33:30.007194] [INFO ] [CONFIGURE ] HFRO: Testing feature 21/29: add_range_position [2025-11-21T15:33:30.007236] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T15:33:30.286521] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:30.556690] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:30.829132] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:31.108170] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:31.386376] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:31.663629] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:33:31.946044] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:32.225635] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:32.504550] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:32.779012] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:32.779217] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:33:32.779275] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4703 tests [2025-11-21T15:33:32.779323] [INFO ] [CONFIGURE ] HFRO: Testing feature 22/29: add_realized_volatility [2025-11-21T15:33:32.779365] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T15:33:33.161238] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:33.596995] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:34.137025] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:33:34.599493] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:34.994121] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:35.385244] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:35.775481] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:36.168205] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:36.556545] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:33:36.948152] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:36.948377] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:33:36.948439] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4702 tests [2025-11-21T15:33:36.948488] [INFO ] [CONFIGURE ] HFRO: Testing feature 23/29: add_recent_range_context [2025-11-21T15:33:36.948532] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T15:33:37.236098] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:37.526140] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:37.825354] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:38.122474] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:38.413801] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:38.707844] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:33:39.003986] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:39.297359] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:39.586381] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:39.877919] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:39.878089] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:33:39.878145] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4701 tests [2025-11-21T15:33:39.878191] [INFO ] [CONFIGURE ] HFRO: Testing feature 24/29: add_rsi [2025-11-21T15:33:39.878234] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T15:33:40.177849] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:33:40.470918] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:40.770559] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:41.058784] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:41.355358] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:41.651980] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:41.947948] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:42.243584] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:33:42.531025] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:33:42.798841] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:33:42.799002] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:33:42.799059] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4700 tests [2025-11-21T15:33:42.799106] [INFO ] [CONFIGURE ] HFRO: Testing feature 25/29: add_tick_distribution [2025-11-21T15:33:42.799147] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T15:33:43.042535] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:43.305595] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:43.565964] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:43.838113] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:44.101923] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:44.374438] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:44.639256] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:44.898585] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:33:45.185415] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:45.459437] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:45.459685] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T15:33:45.459744] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4699 tests [2025-11-21T15:33:45.459791] [INFO ] [CONFIGURE ] HFRO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:33:45.459833] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T15:33:45.751109] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:33:46.043479] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:46.345115] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:46.643041] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:46.919546] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:47.212299] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:33:47.484725] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:47.752193] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:48.016788] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:48.301741] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:48.301944] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:33:48.302001] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4698 tests [2025-11-21T15:33:48.302049] [INFO ] [CONFIGURE ] HFRO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:33:48.302110] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T15:33:48.615273] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:33:48.937057] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:49.231998] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:49.536500] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:49.841542] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:50.125782] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:50.425335] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:50.724947] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:51.019014] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:51.313786] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:51.313985] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:33:51.314042] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4697 tests [2025-11-21T15:33:51.314094] [INFO ] [CONFIGURE ] HFRO: Testing feature 28/29: add_volume_profile [2025-11-21T15:33:51.314136] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-21T15:33:51.582119] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:51.841431] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:52.096921] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:52.349687] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:52.614224] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:52.893525] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:33:53.197323] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:53.495393] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:53.797267] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:33:54.093626] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:54.093855] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:33:54.093923] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4696 tests [2025-11-21T15:33:54.093985] [INFO ] [CONFIGURE ] HFRO: Testing feature 29/29: add_vwap [2025-11-21T15:33:54.094047] [INFO ] [CONFIGURE ] HFRO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T15:33:54.425495] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:33:54.760665] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:55.066010] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:33:55.355662] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:55.641836] [DEBUG] [FORECASTER] HFRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:33:55.929553] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:33:56.215221] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:56.499136] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:56.784556] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:33:57.052238] [DEBUG] [FORECASTER] HFRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:57.052413] [INFO ] [CONFIGURE ] HFRO: DISCARDED add_vwap (score: 50.00%) [2025-11-21T15:33:57.052469] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4695 tests [2025-11-21T15:33:57.052511] [INFO ] [CONFIGURE ] HFRO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:33:57.052553] [INFO ] [CONFIGURE ] HFRO: Best accuracy: 80.00% [2025-11-21T15:33:57.052594] [INFO ] [CONFIGURE ] HFRO: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:33:57.052634] [INFO ] [CONFIGURE ] HFRO: Improvement over baseline: 30.00% [2025-11-21T15:33:57.052692] [INFO ] [CONFIGURE ] HFRO: Total time: 1.4 minutes [2025-11-21T15:33:57.052831] [INFO ] [CONFIGURE ] HFRO: Average time per feature: 2.8 seconds [2025-11-21T15:33:57.052874] [INFO ] [CONFIGURE ] HFRO: Average speed: 0.35 features/sec [2025-11-21T15:33:57.053370] [INFO ] [LOCAL ] Saved configuration for HFRO: 2 features, 80.00% accuracy -> ./output/feature-sets/HFRO.json [2025-11-21T15:33:57.053427] [INFO ] [CONFIGURE ] HFRO: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T15:33:57.053475] [INFO ] [sig ] [567/723] Successfully configured HFRO | 0.01 sym/s | Total: 13.0h | ETA: 3.6h [2025-11-21T15:33:57.053519] [INFO ] [sig ] [568/723] Configuring HHH... [2025-11-21T15:33:57.053559] [INFO ] [CONFIGURE ] HHH: Configurate test run. [2025-11-21T15:33:57.053599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-11-21T15:33:57.130277] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HHH'. [2025-11-21T15:33:57.130669] [INFO ] [CONFIGURE ] HHH: Testing with 29 available features [2025-11-21T15:33:57.130734] [INFO ] [CONFIGURE ] HHH: Establishing baseline with no features... [2025-11-21T15:33:57.307597] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:33:57.486722] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:57.664008] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:33:57.838793] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:58.010996] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:33:58.187155] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:33:58.364805] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:33:58.538562] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:33:58.717320] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:33:58.915409] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:33:58.915563] [INFO ] [CONFIGURE ] HHH: Baseline score (no features): 40.00% [2025-11-21T15:33:58.915610] [INFO ] [CONFIGURE ] HHH: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:33:58.915670] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:33:59.128731] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:33:59.336374] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:33:59.545033] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:33:59.753211] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:33:59.965265] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:00.173081] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:01.045635] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:34:01.398624] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:01.617889] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:01.823458] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:01.823638] [INFO ] [CONFIGURE ] HHH: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:34:01.823711] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4694 tests [2025-11-21T15:34:01.823754] [INFO ] [CONFIGURE ] HHH: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:34:01.823814] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:34:02.035123] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:02.243477] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:02.448052] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:02.657320] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:02.866777] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:03.076012] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:03.288105] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:03.510408] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:34:03.728384] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:03.947410] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:03.947696] [INFO ] [CONFIGURE ] HHH: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T15:34:03.947778] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4693 tests [2025-11-21T15:34:03.947833] [INFO ] [CONFIGURE ] HHH: Testing feature 3/29: add_daily_returns [2025-11-21T15:34:03.947938] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_daily_returns'] [2025-11-21T15:34:04.137721] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:04.318618] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:04.505561] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:04.686161] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:04.869916] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:05.056673] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:05.241600] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:05.434369] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:05.624317] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:05.818254] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:05.818434] [INFO ] [CONFIGURE ] HHH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T15:34:05.818485] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4692 tests [2025-11-21T15:34:05.818524] [INFO ] [CONFIGURE ] HHH: Testing feature 4/29: add_ema [2025-11-21T15:34:05.818561] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_ema'] [2025-11-21T15:34:06.049317] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:06.276970] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:34:06.510519] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:06.739836] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:06.972707] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:07.203768] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:07.424134] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:07.654347] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:34:07.875214] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:08.101049] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:08.101266] [INFO ] [CONFIGURE ] HHH: DISCARDED add_ema (score: 30.00%) [2025-11-21T15:34:08.101321] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4691 tests [2025-11-21T15:34:08.101378] [INFO ] [CONFIGURE ] HHH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:34:08.101418] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:34:08.334677] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:08.563835] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:08.787984] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:09.014638] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:09.255888] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:34:09.488906] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:09.720867] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:09.955472] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:10.187320] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:10.420492] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:10.420695] [INFO ] [CONFIGURE ] HHH: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T15:34:10.420756] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4690 tests [2025-11-21T15:34:10.420805] [INFO ] [CONFIGURE ] HHH: Testing feature 6/29: add_failed_moves [2025-11-21T15:34:10.420850] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T15:34:10.656479] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:10.898859] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:11.140430] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:11.377002] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:11.614528] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:34:11.854327] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:12.090802] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:12.326059] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:12.574936] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:34:12.815116] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:12.815310] [INFO ] [CONFIGURE ] HHH: KEPT add_failed_moves (score: 60.00%) [2025-11-21T15:34:12.815369] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4689 tests [2025-11-21T15:34:12.815421] [INFO ] [CONFIGURE ] HHH: Testing feature 7/29: add_lag_shelf [2025-11-21T15:34:12.815463] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T15:34:13.070604] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:13.315125] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:13.551633] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:13.790038] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:14.054492] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:14.280432] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:14.508003] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:14.736082] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:14.964263] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:15.200340] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:15.200526] [INFO ] [CONFIGURE ] HHH: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T15:34:15.200581] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4688 tests [2025-11-21T15:34:15.200628] [INFO ] [CONFIGURE ] HHH: Testing feature 8/29: add_macd [2025-11-21T15:34:15.200694] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T15:34:15.482519] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:15.769798] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:16.051038] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:16.334232] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:16.617525] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:34:16.906371] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:17.209132] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:17.501856] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:17.796938] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:18.091597] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:18.091822] [INFO ] [CONFIGURE ] HHH: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:34:18.091883] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4687 tests [2025-11-21T15:34:18.091929] [INFO ] [CONFIGURE ] HHH: Testing feature 9/29: add_mfi [2025-11-21T15:34:18.091973] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T15:34:18.324896] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:18.555335] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:18.791022] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:19.044708] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:19.282539] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:19.519193] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:19.759607] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:20.008495] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:20.258086] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:34:20.503939] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:20.504227] [INFO ] [CONFIGURE ] HHH: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:34:20.504294] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4686 tests [2025-11-21T15:34:20.504342] [INFO ] [CONFIGURE ] HHH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:34:20.504385] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:34:20.928360] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:21.357885] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:21.727198] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:22.088286] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:22.435106] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:34:22.787249] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:23.129973] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:23.471118] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:23.799162] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:24.136959] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:24.137162] [INFO ] [CONFIGURE ] HHH: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:34:24.137219] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4685 tests [2025-11-21T15:34:24.137331] [INFO ] [CONFIGURE ] HHH: Testing feature 11/29: add_obv_daily [2025-11-21T15:34:24.137379] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T15:34:24.403546] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:24.648243] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:24.886929] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:25.140204] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:25.383531] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:25.630507] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:25.893300] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:26.156167] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:26.412371] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:34:26.684929] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:26.685113] [INFO ] [CONFIGURE ] HHH: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:34:26.685173] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4684 tests [2025-11-21T15:34:26.685221] [INFO ] [CONFIGURE ] HHH: Testing feature 12/29: add_obv_interval [2025-11-21T15:34:26.685265] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T15:34:26.950689] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:27.211120] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:27.470128] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:27.734954] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:27.995744] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:28.260323] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:28.523025] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:28.782147] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:29.044708] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:29.306293] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:29.306486] [INFO ] [CONFIGURE ] HHH: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T15:34:29.306549] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4683 tests [2025-11-21T15:34:29.306597] [INFO ] [CONFIGURE ] HHH: Testing feature 13/29: add_opening_strength [2025-11-21T15:34:29.306659] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:34:29.578964] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:29.858563] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:30.139106] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:30.418319] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:30.711498] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:34:30.988275] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:31.258813] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:31.521225] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:31.808151] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:32.108230] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:32.108442] [INFO ] [CONFIGURE ] HHH: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:34:32.108505] [INFO ] [CONFIGURE ] JOB ETA: 3.7h | Avg: 2.8s/test | Remaining: 4682 tests [2025-11-21T15:34:32.108556] [INFO ] [CONFIGURE ] HHH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:34:32.108601] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T15:34:32.401573] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:32.683486] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:32.945001] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:33.204143] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:33.483779] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:33.769230] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:34.048486] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:34.334386] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:34.586852] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:34:34.844130] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:34.844454] [INFO ] [CONFIGURE ] HHH: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:34:34.844572] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4681 tests [2025-11-21T15:34:34.844623] [INFO ] [CONFIGURE ] HHH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:34:34.844685] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T15:34:35.064794] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:35.308352] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:35.551599] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:35.799529] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:36.047483] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:36.292621] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:36.535343] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:36.785117] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:37.027743] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:37.269259] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:37.269463] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T15:34:37.269523] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4680 tests [2025-11-21T15:34:37.269673] [INFO ] [CONFIGURE ] HHH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:34:37.269729] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T15:34:37.535203] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:37.802419] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:38.067736] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:38.340926] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:38.621827] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:38.912623] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:39.187526] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:39.464474] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:39.736023] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:40.012422] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:40.012630] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:34:40.012715] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4679 tests [2025-11-21T15:34:40.012769] [INFO ] [CONFIGURE ] HHH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:34:40.012818] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T15:34:40.295097] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:40.563694] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:40.831497] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:41.098256] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:41.363241] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:41.623697] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:34:41.890467] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:42.156272] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:42.430871] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:42.705712] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:42.705897] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:34:42.705955] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4678 tests [2025-11-21T15:34:42.706004] [INFO ] [CONFIGURE ] HHH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:34:42.706049] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T15:34:42.930990] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:43.162390] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:43.399744] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:43.635831] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:43.864127] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:44.093803] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:44.330028] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:44.568974] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:44.804557] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:34:45.039689] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:45.039859] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:34:45.039915] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4677 tests [2025-11-21T15:34:45.039959] [INFO ] [CONFIGURE ] HHH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:34:45.040001] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T15:34:45.293379] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:45.527959] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:45.760099] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:45.992946] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:46.234985] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:34:46.474756] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:46.710892] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:46.950344] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:47.195781] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:34:47.433872] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:47.434038] [INFO ] [CONFIGURE ] HHH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:34:47.434096] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4676 tests [2025-11-21T15:34:47.434256] [INFO ] [CONFIGURE ] HHH: Testing feature 20/29: add_price_rejection [2025-11-21T15:34:47.434334] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T15:34:47.675244] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:47.911167] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:48.150797] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:48.391609] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:48.632261] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:48.870225] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:49.117088] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:49.359341] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:34:49.600977] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:49.845763] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:49.845955] [INFO ] [CONFIGURE ] HHH: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T15:34:49.846013] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4675 tests [2025-11-21T15:34:49.846063] [INFO ] [CONFIGURE ] HHH: Testing feature 21/29: add_range_position [2025-11-21T15:34:49.846173] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T15:34:50.114748] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:50.392155] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:50.670159] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:50.951450] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:51.229986] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:51.515413] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:51.799447] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:52.086553] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:34:52.374880] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:52.661595] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:52.661894] [INFO ] [CONFIGURE ] HHH: DISCARDED add_range_position (score: 30.00%) [2025-11-21T15:34:52.661957] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4674 tests [2025-11-21T15:34:52.662005] [INFO ] [CONFIGURE ] HHH: Testing feature 22/29: add_realized_volatility [2025-11-21T15:34:52.662048] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T15:34:53.047250] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:34:53.423579] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:53.792912] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:54.177243] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:54.558145] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:54.973311] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:55.358012] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:55.743719] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:56.127439] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:34:56.513761] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:56.513958] [INFO ] [CONFIGURE ] HHH: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:34:56.514018] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4673 tests [2025-11-21T15:34:56.514068] [INFO ] [CONFIGURE ] HHH: Testing feature 23/29: add_recent_range_context [2025-11-21T15:34:56.514137] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T15:34:56.774280] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:57.025297] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:57.271897] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:34:57.521637] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:34:57.774018] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:34:58.020933] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:34:58.270139] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:34:58.532037] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:34:58.787769] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:34:59.040970] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:34:59.041142] [INFO ] [CONFIGURE ] HHH: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T15:34:59.041198] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4672 tests [2025-11-21T15:34:59.041243] [INFO ] [CONFIGURE ] HHH: Testing feature 24/29: add_rsi [2025-11-21T15:34:59.041285] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T15:34:59.337156] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:34:59.636755] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:34:59.932788] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:35:00.240793] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:35:01.224452] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:35:01.683627] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:02.007427] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:02.336218] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:35:02.656924] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:02.969576] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:02.969793] [INFO ] [CONFIGURE ] HHH: DISCARDED add_rsi (score: 30.00%) [2025-11-21T15:35:02.969854] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4671 tests [2025-11-21T15:35:02.969903] [INFO ] [CONFIGURE ] HHH: Testing feature 25/29: add_tick_distribution [2025-11-21T15:35:02.969995] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T15:35:03.242789] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:35:03.504103] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:35:03.765869] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:35:04.040661] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:35:04.304942] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:35:04.561862] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:04.822513] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:05.087728] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:35:05.346411] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:35:05.602257] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:05.602450] [INFO ] [CONFIGURE ] HHH: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T15:35:05.602507] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4670 tests [2025-11-21T15:35:05.602553] [INFO ] [CONFIGURE ] HHH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:35:05.602596] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T15:35:05.869802] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:35:06.131875] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:35:06.399254] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:35:06.683513] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:35:06.963003] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:35:07.238279] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:07.519804] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:07.777010] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:35:08.058891] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:35:08.326035] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:08.326212] [INFO ] [CONFIGURE ] HHH: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T15:35:08.326270] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4669 tests [2025-11-21T15:35:08.326317] [INFO ] [CONFIGURE ] HHH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:35:08.326361] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T15:35:08.593156] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:35:08.847441] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:35:09.099753] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:35:09.348526] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:35:09.603958] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:35:09.864933] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:10.123982] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:10.381052] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:35:10.646530] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:35:10.913969] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:10.914152] [INFO ] [CONFIGURE ] HHH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:35:10.914211] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4668 tests [2025-11-21T15:35:10.914259] [INFO ] [CONFIGURE ] HHH: Testing feature 28/29: add_volume_profile [2025-11-21T15:35:10.914303] [INFO ] [CONFIGURE ] HHH: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T15:35:11.177266] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:35:11.446903] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:35:11.714260] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:35:11.988042] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:35:12.253170] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:35:12.520794] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:12.788074] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:13.063058] [DEBUG] [FORECASTER] HHH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:35:13.328855] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:13.593752] [DEBUG] [FORECASTER] HHH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:13.593925] [INFO ] [CONFIGURE ] HHH: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T15:35:13.593983] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4667 tests [2025-11-21T15:35:13.594030] [INFO ] [CONFIGURE ] HHH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:35:13.594071] [INFO ] [CONFIGURE ] HHH: Best accuracy: 60.00% [2025-11-21T15:35:13.594113] [INFO ] [CONFIGURE ] HHH: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T15:35:13.594153] [INFO ] [CONFIGURE ] HHH: Improvement over baseline: 20.00% [2025-11-21T15:35:13.594192] [INFO ] [CONFIGURE ] HHH: Total time: 1.2 minutes [2025-11-21T15:35:13.594229] [INFO ] [CONFIGURE ] HHH: Average time per feature: 2.7 seconds [2025-11-21T15:35:13.594267] [INFO ] [CONFIGURE ] HHH: Average speed: 0.39 features/sec [2025-11-21T15:35:13.594694] [INFO ] [LOCAL ] Saved configuration for HHH: 3 features, 60.00% accuracy -> ./output/feature-sets/HHH.json [2025-11-21T15:35:13.594754] [INFO ] [CONFIGURE ] HHH: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T15:35:13.594802] [INFO ] [sig ] [568/723] Successfully configured HHH | 0.01 sym/s | Total: 13.0h | ETA: 3.6h [2025-11-21T15:35:13.594846] [INFO ] [sig ] [569/723] Configuring HIPO... [2025-11-21T15:35:13.594884] [INFO ] [CONFIGURE ] HIPO: Configurate test run. [2025-11-21T15:35:13.594924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-11-21T15:35:13.701123] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HIPO'. [2025-11-21T15:35:13.701801] [INFO ] [CONFIGURE ] HIPO: Testing with 29 available features [2025-11-21T15:35:13.701874] [INFO ] [CONFIGURE ] HIPO: Establishing baseline with no features... [2025-11-21T15:35:13.891188] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:35:14.082423] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:14.271027] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:14.462620] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:35:14.658243] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:35:14.862929] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:15.073965] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:35:15.272459] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:35:15.470144] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:15.667810] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:15.668112] [INFO ] [CONFIGURE ] HIPO: Baseline score (no features): 40.00% [2025-11-21T15:35:15.668240] [INFO ] [CONFIGURE ] HIPO: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:35:15.668320] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:35:15.907142] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:16.143483] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:16.372552] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:16.584671] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:35:16.795306] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:17.010829] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:17.227194] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:35:17.439346] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:17.651834] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:17.858819] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:17.859002] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T15:35:17.859049] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4666 tests [2025-11-21T15:35:17.859088] [INFO ] [CONFIGURE ] HIPO: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:35:17.859122] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:35:18.072781] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:18.290485] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:18.505296] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:18.718565] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:18.932398] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:19.144030] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:19.369458] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:19.580755] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:35:19.794616] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:20.014416] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:20.014823] [INFO ] [CONFIGURE ] HIPO: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T15:35:20.014930] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4665 tests [2025-11-21T15:35:20.015016] [INFO ] [CONFIGURE ] HIPO: Testing feature 3/29: add_daily_returns [2025-11-21T15:35:20.015121] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:35:20.243606] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:20.465271] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:20.689442] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:20.931776] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:21.159354] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:21.386884] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:35:21.605537] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:21.830043] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:22.078903] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:22.309929] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:22.310187] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:35:22.310261] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4664 tests [2025-11-21T15:35:22.310323] [INFO ] [CONFIGURE ] HIPO: Testing feature 4/29: add_ema [2025-11-21T15:35:22.310378] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:35:22.604408] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:22.875171] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:23.146843] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:23.427697] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:35:23.694714] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:23.961940] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:24.229753] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:35:24.498709] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:24.771517] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:25.053390] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:25.053591] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_ema (score: 30.00%) [2025-11-21T15:35:25.053670] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4663 tests [2025-11-21T15:35:25.053719] [INFO ] [CONFIGURE ] HIPO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:35:25.053770] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:35:25.302658] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:35:25.551045] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:25.801960] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:26.050756] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:26.297111] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:35:26.549847] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:35:26.799546] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:27.057902] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:27.312990] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:27.567949] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:27.568136] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:35:27.568192] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4662 tests [2025-11-21T15:35:27.568237] [INFO ] [CONFIGURE ] HIPO: Testing feature 6/29: add_failed_moves [2025-11-21T15:35:27.568281] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:35:27.786034] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:27.999715] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:28.217803] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:28.433179] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:28.648355] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:28.864588] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:29.085310] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:29.318911] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:35:29.641710] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:29.956955] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:29.957198] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:35:29.957270] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4661 tests [2025-11-21T15:35:29.957327] [INFO ] [CONFIGURE ] HIPO: Testing feature 7/29: add_lag_shelf [2025-11-21T15:35:29.957385] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T15:35:30.240310] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:30.459481] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:30.668046] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:30.878721] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:31.094142] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:31.303577] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:31.514567] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:31.723979] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:35:31.939265] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:32.149604] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:32.149793] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:35:32.149841] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4660 tests [2025-11-21T15:35:32.149879] [INFO ] [CONFIGURE ] HIPO: Testing feature 8/29: add_macd [2025-11-21T15:35:32.149937] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T15:35:32.456794] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:35:32.786345] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:33.108743] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:33.421730] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:33.742514] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:35:34.073617] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:34.384194] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:34.693910] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:35:35.026970] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:35.344658] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:35.344850] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:35:35.344906] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4659 tests [2025-11-21T15:35:35.345012] [INFO ] [CONFIGURE ] HIPO: Testing feature 9/29: add_mfi [2025-11-21T15:35:35.345060] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T15:35:35.578555] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:35:35.814360] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:36.053453] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:36.293175] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:36.543390] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:36.785668] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:37.025396] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:37.270545] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:37.517525] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:37.757152] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:37.757347] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_mfi (score: 60.00%) [2025-11-21T15:35:37.757464] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4658 tests [2025-11-21T15:35:37.757546] [INFO ] [CONFIGURE ] HIPO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:35:37.757593] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:35:38.078261] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:38.403178] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:35:38.734244] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:39.063453] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:39.386543] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:39.708071] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:40.028900] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:40.384468] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:35:40.704453] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:41.028017] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:41.028225] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:35:41.028284] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4657 tests [2025-11-21T15:35:41.028331] [INFO ] [CONFIGURE ] HIPO: Testing feature 11/29: add_obv_daily [2025-11-21T15:35:41.028374] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T15:35:41.274475] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:41.513258] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:35:41.757124] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:42.002108] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:42.241999] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:42.486618] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:35:42.732748] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:35:42.980886] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:35:43.220989] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:43.459317] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:43.459521] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:35:43.459578] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4656 tests [2025-11-21T15:35:43.459628] [INFO ] [CONFIGURE ] HIPO: Testing feature 12/29: add_obv_interval [2025-11-21T15:35:43.459720] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T15:35:43.693861] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:43.936210] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:35:44.167463] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:44.401746] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:35:44.629625] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:44.858893] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:45.093832] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:35:45.327782] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:45.557818] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:45.785976] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:45.786175] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_obv_interval (score: 20.00%) [2025-11-21T15:35:45.786237] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4655 tests [2025-11-21T15:35:45.786283] [INFO ] [CONFIGURE ] HIPO: Testing feature 13/29: add_opening_strength [2025-11-21T15:35:45.786351] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:35:46.039724] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:35:46.298996] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:46.552051] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:46.808888] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:47.066670] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:47.338967] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:35:47.604394] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:35:47.882716] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:48.159424] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:48.423019] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:48.423200] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T15:35:48.423255] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4654 tests [2025-11-21T15:35:48.423376] [INFO ] [CONFIGURE ] HIPO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:35:48.423433] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T15:35:48.672840] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:48.912863] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:35:49.148227] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:49.382969] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:35:49.628662] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:49.872601] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:35:50.117935] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:35:50.368165] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:50.617157] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:50.870570] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:50.871195] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T15:35:50.871262] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4653 tests [2025-11-21T15:35:50.871311] [INFO ] [CONFIGURE ] HIPO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:35:50.871357] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T15:35:51.101398] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:35:51.329960] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:35:51.558102] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:51.791350] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:52.016802] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:52.242949] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:52.472178] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:52.697035] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:52.940850] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:53.167974] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:53.168161] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T15:35:53.168211] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4652 tests [2025-11-21T15:35:53.168251] [INFO ] [CONFIGURE ] HIPO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:35:53.168288] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T15:35:53.411410] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:35:53.652795] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:53.894202] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:54.143826] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:54.387866] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:54.628486] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:35:54.885200] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:35:55.128671] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:55.374133] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:55.618300] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:55.618475] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T15:35:55.618531] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4651 tests [2025-11-21T15:35:55.618607] [INFO ] [CONFIGURE ] HIPO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:35:55.618676] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T15:35:55.854431] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:35:56.093535] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:35:56.342314] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:56.575243] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:35:56.823720] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:57.074332] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:35:57.334221] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:35:57.587246] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:35:57.836592] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:35:58.093174] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:35:58.093347] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:35:58.093403] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4650 tests [2025-11-21T15:35:58.093471] [INFO ] [CONFIGURE ] HIPO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:35:58.093515] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T15:35:58.347639] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:35:58.586050] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:35:58.830339] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:35:59.068503] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:35:59.310512] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:35:59.554165] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:35:59.799792] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:36:00.048028] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:00.298133] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:01.318367] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:01.318604] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T15:36:01.318825] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4649 tests [2025-11-21T15:36:01.318942] [INFO ] [CONFIGURE ] HIPO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:36:01.319001] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T15:36:01.702585] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:01.968637] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:36:02.222954] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:02.484685] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:02.735620] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:02.992203] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:03.244255] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:36:03.489161] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:03.738020] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:03.983547] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:03.983757] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:36:03.983969] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4648 tests [2025-11-21T15:36:03.984058] [INFO ] [CONFIGURE ] HIPO: Testing feature 20/29: add_price_rejection [2025-11-21T15:36:03.984136] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T15:36:04.254123] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:04.525055] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:36:04.798196] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:05.091547] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:05.362345] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:05.641724] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:05.920249] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:36:06.198635] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:06.456987] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:06.724235] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:06.724433] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T15:36:06.724535] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4647 tests [2025-11-21T15:36:06.724622] [INFO ] [CONFIGURE ] HIPO: Testing feature 21/29: add_range_position [2025-11-21T15:36:06.724693] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T15:36:07.001195] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:07.280002] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:36:07.553599] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:07.827814] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:08.102734] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:08.375559] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:08.646920] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:08.926772] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:09.224619] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:36:09.497003] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:09.497185] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:36:09.497244] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4646 tests [2025-11-21T15:36:09.497292] [INFO ] [CONFIGURE ] HIPO: Testing feature 22/29: add_realized_volatility [2025-11-21T15:36:09.497336] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T15:36:09.846556] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:10.215571] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:36:10.571790] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:10.927960] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:11.283277] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:11.630022] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:11.973305] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:12.319044] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:12.671217] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:36:13.017589] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:13.017816] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T15:36:13.017877] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4645 tests [2025-11-21T15:36:13.017925] [INFO ] [CONFIGURE ] HIPO: Testing feature 23/29: add_recent_range_context [2025-11-21T15:36:13.017974] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T15:36:13.264613] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:13.515678] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:36:13.773049] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:14.012022] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:14.249826] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:14.486042] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:14.721780] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:36:14.957609] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:15.194421] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:15.430460] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:15.430632] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T15:36:15.430708] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4644 tests [2025-11-21T15:36:15.430754] [INFO ] [CONFIGURE ] HIPO: Testing feature 24/29: add_rsi [2025-11-21T15:36:15.430796] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T15:36:15.708773] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:15.987474] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:36:16.272242] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:16.616862] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:16.991582] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:17.328009] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:17.632010] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:17.940474] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:18.261433] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:18.567432] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:18.567630] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:36:18.567707] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4643 tests [2025-11-21T15:36:18.567753] [INFO ] [CONFIGURE ] HIPO: Testing feature 25/29: add_tick_distribution [2025-11-21T15:36:18.567793] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T15:36:18.803375] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:19.043612] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:36:19.273283] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:19.503788] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:19.737964] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:19.971054] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:20.208213] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:36:20.441744] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:20.684270] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:20.916449] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:20.916624] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T15:36:20.916711] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4642 tests [2025-11-21T15:36:20.916760] [INFO ] [CONFIGURE ] HIPO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:36:20.916848] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T15:36:21.150025] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:21.376223] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:36:21.601617] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:21.829228] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:22.054188] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:22.278602] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:22.505962] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:22.741529] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:22.969768] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:23.198094] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:23.198283] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T15:36:23.198343] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4641 tests [2025-11-21T15:36:23.198391] [INFO ] [CONFIGURE ] HIPO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:36:23.198436] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T15:36:23.442731] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:23.690763] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:36:23.937127] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:24.189674] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:24.434297] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:24.672162] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:24.958836] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:25.224892] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:25.480420] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:25.738863] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:25.739062] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T15:36:25.739122] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4640 tests [2025-11-21T15:36:25.739171] [INFO ] [CONFIGURE ] HIPO: Testing feature 28/29: add_volume_profile [2025-11-21T15:36:25.739220] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T15:36:25.980899] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:36:26.216529] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:36:26.468046] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:26.733251] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:26.958545] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:36:27.187991] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:27.436557] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:27.676840] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:27.920432] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:28.174466] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:28.174663] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:36:28.174722] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4639 tests [2025-11-21T15:36:28.174770] [INFO ] [CONFIGURE ] HIPO: Testing feature 29/29: add_vwap [2025-11-21T15:36:28.174808] [INFO ] [CONFIGURE ] HIPO: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T15:36:28.419100] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:36:28.670335] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:36:28.917192] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:29.157369] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:29.397450] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:29.652087] [DEBUG] [FORECASTER] HIPO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:29.888599] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:36:30.128381] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:30.369956] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:36:30.642606] [DEBUG] [FORECASTER] HIPO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:30.642854] [INFO ] [CONFIGURE ] HIPO: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:36:30.642912] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4638 tests [2025-11-21T15:36:30.642960] [INFO ] [CONFIGURE ] HIPO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:36:30.643001] [INFO ] [CONFIGURE ] HIPO: Best accuracy: 60.00% [2025-11-21T15:36:30.643044] [INFO ] [CONFIGURE ] HIPO: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T15:36:30.643083] [INFO ] [CONFIGURE ] HIPO: Improvement over baseline: 20.00% [2025-11-21T15:36:30.643121] [INFO ] [CONFIGURE ] HIPO: Total time: 1.2 minutes [2025-11-21T15:36:30.643158] [INFO ] [CONFIGURE ] HIPO: Average time per feature: 2.6 seconds [2025-11-21T15:36:30.643195] [INFO ] [CONFIGURE ] HIPO: Average speed: 0.39 features/sec [2025-11-21T15:36:30.643624] [INFO ] [LOCAL ] Saved configuration for HIPO: 1 features, 60.00% accuracy -> ./output/feature-sets/HIPO.json [2025-11-21T15:36:30.643718] [INFO ] [CONFIGURE ] HIPO: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T15:36:30.643768] [INFO ] [sig ] [569/723] Successfully configured HIPO | 0.01 sym/s | Total: 13.0h | ETA: 3.5h [2025-11-21T15:36:30.643812] [INFO ] [sig ] [570/723] Configuring HLT... [2025-11-21T15:36:30.643852] [INFO ] [CONFIGURE ] HLT: Configurate test run. [2025-11-21T15:36:30.643893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'. [2025-11-21T15:36:30.833403] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLT'. [2025-11-21T15:36:30.833893] [INFO ] [CONFIGURE ] HLT: Testing with 29 available features [2025-11-21T15:36:30.833982] [INFO ] [CONFIGURE ] HLT: Establishing baseline with no features... [2025-11-21T15:36:31.020445] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:36:31.193735] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:31.364409] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:31.535977] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:31.709135] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:31.882467] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:32.051108] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:32.219152] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:32.388578] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:36:32.561196] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:36:32.561363] [INFO ] [CONFIGURE ] HLT: Baseline score (no features): 70.00% [2025-11-21T15:36:32.561410] [INFO ] [CONFIGURE ] HLT: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:36:32.561450] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:36:32.772568] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:32.983413] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:33.191096] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:33.394041] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:33.606190] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:33.817277] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:34.024666] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:34.233970] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:34.442049] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:36:34.649051] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:36:34.649362] [INFO ] [CONFIGURE ] HLT: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T15:36:34.649502] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4637 tests [2025-11-21T15:36:34.649607] [INFO ] [CONFIGURE ] HLT: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:36:34.649719] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:36:34.858184] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:35.067825] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:35.288042] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:36:35.498611] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:35.711321] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:35.926133] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:36.141011] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:36.355144] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:36.581614] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:36:36.809216] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:36:36.809400] [INFO ] [CONFIGURE ] HLT: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:36:36.809596] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4636 tests [2025-11-21T15:36:36.809769] [INFO ] [CONFIGURE ] HLT: Testing feature 3/29: add_daily_returns [2025-11-21T15:36:36.809828] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns'] [2025-11-21T15:36:37.016724] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:37.209089] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:37.401072] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:37.597702] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:37.786147] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:37.973442] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:38.163632] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:38.353289] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:38.545100] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:36:38.739409] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:38.739583] [INFO ] [CONFIGURE ] HLT: KEPT add_daily_returns (score: 80.00%) [2025-11-21T15:36:38.739661] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4635 tests [2025-11-21T15:36:38.739729] [INFO ] [CONFIGURE ] HLT: Testing feature 4/29: add_ema [2025-11-21T15:36:38.739776] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T15:36:38.978248] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:39.210359] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:39.443308] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:39.678767] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:39.919356] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:36:40.163688] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:40.395884] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:36:40.648481] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:40.887630] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:36:41.126368] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:41.126738] [INFO ] [CONFIGURE ] HLT: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:36:41.126844] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4634 tests [2025-11-21T15:36:41.126933] [INFO ] [CONFIGURE ] HLT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:36:41.127032] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:36:41.359132] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:41.590461] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:41.865008] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:42.114254] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:36:42.343661] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:36:42.574110] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:42.851610] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:43.091817] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:43.329845] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:36:43.570421] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:36:43.570572] [INFO ] [CONFIGURE ] HLT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:36:43.570625] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4633 tests [2025-11-21T15:36:43.570685] [INFO ] [CONFIGURE ] HLT: Testing feature 6/29: add_failed_moves [2025-11-21T15:36:43.570728] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T15:36:43.766507] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:43.962158] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:44.161535] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:44.356198] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:44.551272] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:44.745775] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:44.950962] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:45.152503] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:45.357261] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:36:45.554772] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:36:45.554935] [INFO ] [CONFIGURE ] HLT: KEPT add_failed_moves (score: 90.00%) [2025-11-21T15:36:45.554982] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4632 tests [2025-11-21T15:36:45.555020] [INFO ] [CONFIGURE ] HLT: Testing feature 7/29: add_lag_shelf [2025-11-21T15:36:45.555056] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T15:36:45.758717] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:45.964263] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:46.163195] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:46.365146] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:46.559715] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:46.761893] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:46.964838] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:47.169568] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:47.373137] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:36:47.582352] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:36:47.582534] [INFO ] [CONFIGURE ] HLT: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T15:36:47.582585] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4631 tests [2025-11-21T15:36:47.582625] [INFO ] [CONFIGURE ] HLT: Testing feature 8/29: add_macd [2025-11-21T15:36:47.582684] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T15:36:47.885923] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:48.177337] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:48.487242] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:48.781731] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:49.074985] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:36:49.365094] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:49.659855] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:49.955204] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:50.250071] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:36:50.547132] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:50.547346] [INFO ] [CONFIGURE ] HLT: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:36:50.547407] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4630 tests [2025-11-21T15:36:50.547455] [INFO ] [CONFIGURE ] HLT: Testing feature 9/29: add_mfi [2025-11-21T15:36:50.547544] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_mfi'] [2025-11-21T15:36:50.762963] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:50.973666] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:51.186196] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:51.396793] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:51.611057] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:36:51.837718] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:52.048699] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:52.265208] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:52.478068] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:36:52.691529] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:52.691756] [INFO ] [CONFIGURE ] HLT: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:36:52.691817] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4629 tests [2025-11-21T15:36:52.691863] [INFO ] [CONFIGURE ] HLT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:36:52.691906] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:36:52.981777] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:53.269304] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:53.559864] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:36:53.850327] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:54.145515] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:36:54.438392] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:54.729423] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:55.029660] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:36:55.323503] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:36:55.619486] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:55.619721] [INFO ] [CONFIGURE ] HLT: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:36:55.619783] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4628 tests [2025-11-21T15:36:55.619831] [INFO ] [CONFIGURE ] HLT: Testing feature 11/29: add_obv_daily [2025-11-21T15:36:55.619876] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T15:36:55.846422] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:56.071755] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:36:56.300008] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:56.521171] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:56.744426] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:36:56.963862] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:36:57.179913] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:36:57.398634] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:57.617735] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:36:57.838446] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:57.838622] [INFO ] [CONFIGURE ] HLT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T15:36:57.838691] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4627 tests [2025-11-21T15:36:57.838759] [INFO ] [CONFIGURE ] HLT: Testing feature 12/29: add_obv_interval [2025-11-21T15:36:57.838815] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T15:36:58.039788] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:36:58.244864] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:36:58.445205] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:36:58.652050] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:36:58.857448] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:36:59.068241] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:36:59.273463] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:36:59.480795] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:36:59.688187] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:36:59.900316] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:36:59.900495] [INFO ] [CONFIGURE ] HLT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:36:59.900544] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4626 tests [2025-11-21T15:36:59.900583] [INFO ] [CONFIGURE ] HLT: Testing feature 13/29: add_opening_strength [2025-11-21T15:36:59.900620] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_opening_strength'] [2025-11-21T15:37:00.113868] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:00.330961] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:37:00.547120] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:01.475763] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:01.705234] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:01.970761] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:02.197071] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:02.433275] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:02.659657] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:02.890030] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:02.890247] [INFO ] [CONFIGURE ] HLT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:37:02.890459] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4625 tests [2025-11-21T15:37:02.890557] [INFO ] [CONFIGURE ] HLT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:37:02.890633] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T15:37:03.125965] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:03.362039] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:03.604459] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:37:03.857702] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:04.133753] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:37:04.387092] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:04.635780] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:37:04.868669] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:05.103418] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:05.340476] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:05.340677] [INFO ] [CONFIGURE ] HLT: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:37:05.340739] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4624 tests [2025-11-21T15:37:05.340788] [INFO ] [CONFIGURE ] HLT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:37:05.340826] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T15:37:05.541749] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:05.751241] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:05.952913] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:06.157861] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:06.363929] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:37:06.569326] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:06.771719] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:06.975978] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:37:07.176918] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:07.381940] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:07.382139] [INFO ] [CONFIGURE ] HLT: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T15:37:07.382254] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4623 tests [2025-11-21T15:37:07.382298] [INFO ] [CONFIGURE ] HLT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:37:07.382336] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T15:37:07.608081] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:07.827912] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:37:08.048083] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:08.272820] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:08.510281] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:08.835343] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:09.152703] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:09.416446] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:09.657883] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:09.885593] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:09.885962] [INFO ] [CONFIGURE ] HLT: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:37:09.886028] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4622 tests [2025-11-21T15:37:09.886125] [INFO ] [CONFIGURE ] HLT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:37:09.886201] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T15:37:10.115501] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:10.344936] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:10.574939] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:10.803119] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:11.024181] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:11.246052] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:11.487704] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:11.730299] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:37:12.015271] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:12.287184] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:37:12.287390] [INFO ] [CONFIGURE ] HLT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:37:12.287455] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4621 tests [2025-11-21T15:37:12.287592] [INFO ] [CONFIGURE ] HLT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:37:12.287669] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T15:37:12.522952] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:12.745128] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:12.964909] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:37:13.184888] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:13.406631] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:13.630740] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:13.863892] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:14.095078] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:14.323952] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:14.540802] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:37:14.540970] [INFO ] [CONFIGURE ] HLT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T15:37:14.541018] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4620 tests [2025-11-21T15:37:14.541055] [INFO ] [CONFIGURE ] HLT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:37:14.541090] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T15:37:14.754579] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:14.962222] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:15.160776] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:37:15.361469] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:15.569929] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:15.767536] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:15.968159] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:16.174594] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:16.388324] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:16.603327] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:16.603519] [INFO ] [CONFIGURE ] HLT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T15:37:16.603602] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4619 tests [2025-11-21T15:37:16.603672] [INFO ] [CONFIGURE ] HLT: Testing feature 20/29: add_price_rejection [2025-11-21T15:37:16.603731] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T15:37:16.834831] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:17.073708] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:17.320028] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:17.573681] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:17.816319] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:37:18.054362] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:18.294976] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:18.532295] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:18.775030] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:19.016085] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:19.016287] [INFO ] [CONFIGURE ] HLT: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T15:37:19.016346] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4618 tests [2025-11-21T15:37:19.016394] [INFO ] [CONFIGURE ] HLT: Testing feature 21/29: add_range_position [2025-11-21T15:37:19.016505] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_range_position'] [2025-11-21T15:37:19.267433] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:19.523446] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:19.780543] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:20.033269] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:37:20.296195] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:20.560082] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:20.823991] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:21.089490] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:37:21.362128] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:21.639760] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:21.639963] [INFO ] [CONFIGURE ] HLT: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:37:21.640021] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4617 tests [2025-11-21T15:37:21.640070] [INFO ] [CONFIGURE ] HLT: Testing feature 22/29: add_realized_volatility [2025-11-21T15:37:21.640115] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T15:37:22.004455] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:22.347793] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:22.682331] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:23.033306] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:37:23.371450] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:37:23.721457] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:24.064475] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:24.414340] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:24.759876] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:25.103249] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:25.103468] [INFO ] [CONFIGURE ] HLT: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:37:25.103528] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4616 tests [2025-11-21T15:37:25.103577] [INFO ] [CONFIGURE ] HLT: Testing feature 23/29: add_recent_range_context [2025-11-21T15:37:25.103622] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T15:37:25.347052] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:25.589854] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:25.846469] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:37:26.084710] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:26.323359] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:26.559913] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:26.811460] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:37:27.053796] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:37:27.292503] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:27.534503] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:27.534689] [INFO ] [CONFIGURE ] HLT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:37:27.534773] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4615 tests [2025-11-21T15:37:27.534824] [INFO ] [CONFIGURE ] HLT: Testing feature 24/29: add_rsi [2025-11-21T15:37:27.534872] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T15:37:27.819004] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:28.100954] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:28.385495] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:28.664660] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:28.943876] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:37:29.233930] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:29.530524] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:29.819778] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:37:30.108296] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:30.400488] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:30.400721] [INFO ] [CONFIGURE ] HLT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:37:30.400787] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4614 tests [2025-11-21T15:37:30.400839] [INFO ] [CONFIGURE ] HLT: Testing feature 25/29: add_tick_distribution [2025-11-21T15:37:30.400886] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T15:37:30.647810] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:30.891330] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:31.128916] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:37:31.360870] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:31.606151] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:31.838464] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:32.062010] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:32.287559] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:32.521206] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:32.753766] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:32.753952] [INFO ] [CONFIGURE ] HLT: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T15:37:32.754003] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4613 tests [2025-11-21T15:37:32.754042] [INFO ] [CONFIGURE ] HLT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:37:32.754079] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T15:37:32.986796] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:33.221237] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:37:33.454126] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:37:33.682914] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:33.916598] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:34.146933] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:34.379412] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:34.615844] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:34.848622] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:35.088824] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:35.089001] [INFO ] [CONFIGURE ] HLT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:37:35.089060] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4612 tests [2025-11-21T15:37:35.089107] [INFO ] [CONFIGURE ] HLT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:37:35.089149] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T15:37:35.338514] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:35.589122] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:35.836142] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:37:36.100997] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:36.352272] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:36.605130] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:36.865488] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:37.131251] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:37.391696] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:37.660511] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:37.660718] [INFO ] [CONFIGURE ] HLT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T15:37:37.660780] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4611 tests [2025-11-21T15:37:37.660828] [INFO ] [CONFIGURE ] HLT: Testing feature 28/29: add_volume_profile [2025-11-21T15:37:37.660873] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T15:37:37.900380] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:37:38.131785] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:38.370453] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:37:38.611036] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:37:38.862118] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:39.103021] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:39.345275] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:37:39.584314] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:39.822256] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:40.070238] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:40.070423] [INFO ] [CONFIGURE ] HLT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T15:37:40.070474] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4610 tests [2025-11-21T15:37:40.070513] [INFO ] [CONFIGURE ] HLT: Testing feature 29/29: add_vwap [2025-11-21T15:37:40.070549] [INFO ] [CONFIGURE ] HLT: Testing with features: ['add_daily_returns', 'add_failed_moves', 'add_vwap'] [2025-11-21T15:37:40.306477] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:37:40.546719] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:40.784685] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:37:41.033122] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:37:41.281301] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:37:41.522140] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:37:41.766669] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:42.024485] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:37:42.269620] [DEBUG] [FORECASTER] HLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:42.517242] [DEBUG] [FORECASTER] HLT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:37:42.517427] [INFO ] [CONFIGURE ] HLT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:37:42.517506] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4609 tests [2025-11-21T15:37:42.517636] [INFO ] [CONFIGURE ] HLT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:37:42.517710] [INFO ] [CONFIGURE ] HLT: Best accuracy: 90.00% [2025-11-21T15:37:42.517757] [INFO ] [CONFIGURE ] HLT: Best feature set (2 features): ['add_daily_returns', 'add_failed_moves'] [2025-11-21T15:37:42.517800] [INFO ] [CONFIGURE ] HLT: Improvement over baseline: 20.00% [2025-11-21T15:37:42.517841] [INFO ] [CONFIGURE ] HLT: Total time: 1.2 minutes [2025-11-21T15:37:42.517881] [INFO ] [CONFIGURE ] HLT: Average time per feature: 2.4 seconds [2025-11-21T15:37:42.517956] [INFO ] [CONFIGURE ] HLT: Average speed: 0.41 features/sec [2025-11-21T15:37:42.518422] [INFO ] [LOCAL ] Saved configuration for HLT: 2 features, 90.00% accuracy -> ./output/feature-sets/HLT.json [2025-11-21T15:37:42.518498] [INFO ] [CONFIGURE ] HLT: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T15:37:42.518553] [INFO ] [sig ] [570/723] Successfully configured HLT | 0.01 sym/s | Total: 13.1h | ETA: 3.5h [2025-11-21T15:37:42.518619] [INFO ] [sig ] [571/723] Configuring HLX... [2025-11-21T15:37:42.518693] [INFO ] [CONFIGURE ] HLX: Configurate test run. [2025-11-21T15:37:42.518771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-11-21T15:37:42.620821] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLX'. [2025-11-21T15:37:42.621260] [INFO ] [CONFIGURE ] HLX: Testing with 29 available features [2025-11-21T15:37:42.621324] [INFO ] [CONFIGURE ] HLX: Establishing baseline with no features... [2025-11-21T15:37:42.813735] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:37:43.008250] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:37:43.197389] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:37:43.386072] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:37:43.579325] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:37:43.767220] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:43.954086] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:37:44.139572] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:37:44.326596] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:44.512839] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:44.512994] [INFO ] [CONFIGURE ] HLX: Baseline score (no features): 40.00% [2025-11-21T15:37:44.513042] [INFO ] [CONFIGURE ] HLX: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:37:44.513085] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:37:44.741014] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:37:44.967032] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:37:45.197103] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:37:45.424915] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:37:45.650583] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:45.878307] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:46.101882] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:46.330406] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:37:46.574247] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:46.810493] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:46.810852] [INFO ] [CONFIGURE ] HLX: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T15:37:46.810976] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4608 tests [2025-11-21T15:37:46.811031] [INFO ] [CONFIGURE ] HLX: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:37:46.811140] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:37:47.072340] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:37:47.351175] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:37:47.610275] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:37:47.864207] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:37:48.119749] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:48.388906] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:48.651594] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:48.922541] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:37:49.193023] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:49.452257] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:49.452457] [INFO ] [CONFIGURE ] HLX: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T15:37:49.452516] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4607 tests [2025-11-21T15:37:49.452565] [INFO ] [CONFIGURE ] HLX: Testing feature 3/29: add_daily_returns [2025-11-21T15:37:49.452600] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:37:49.688564] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:37:49.919708] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:37:50.152171] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:37:50.385473] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:37:50.628217] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:50.864540] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:51.100752] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:37:51.333271] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:37:51.570631] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:51.823139] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:51.823381] [INFO ] [CONFIGURE ] HLX: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T15:37:51.823448] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4606 tests [2025-11-21T15:37:51.823498] [INFO ] [CONFIGURE ] HLX: Testing feature 4/29: add_ema [2025-11-21T15:37:51.823543] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:37:52.097910] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:37:52.363087] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:52.628404] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:37:52.896862] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:37:53.164297] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:53.434817] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:53.706744] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:37:53.971550] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:37:54.249756] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:37:54.516047] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:54.516262] [INFO ] [CONFIGURE ] HLX: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:37:54.516463] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4605 tests [2025-11-21T15:37:54.516556] [INFO ] [CONFIGURE ] HLX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:37:54.516631] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:37:54.786557] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:37:55.056487] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:37:55.321018] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:37:55.623344] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:37:56.018476] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:56.412074] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:56.724877] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:37:57.016007] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:37:57.309300] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:57.589698] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:57.589883] [INFO ] [CONFIGURE ] HLX: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T15:37:57.589940] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4604 tests [2025-11-21T15:37:57.589990] [INFO ] [CONFIGURE ] HLX: Testing feature 6/29: add_failed_moves [2025-11-21T15:37:57.590028] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:37:57.827170] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:37:58.058471] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:37:58.298407] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:37:58.525545] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:37:58.754297] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:37:58.994505] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:37:59.221811] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:37:59.440222] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:37:59.658223] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:37:59.885892] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:37:59.886228] [INFO ] [CONFIGURE ] HLX: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:37:59.886332] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4603 tests [2025-11-21T15:37:59.886418] [INFO ] [CONFIGURE ] HLX: Testing feature 7/29: add_lag_shelf [2025-11-21T15:37:59.886491] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:38:00.098433] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:00.307408] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:00.512570] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:00.718325] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:01.649812] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:02.033097] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:02.244975] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:38:02.457683] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:02.667226] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:02.880457] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:02.880935] [INFO ] [CONFIGURE ] HLX: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T15:38:02.881103] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4602 tests [2025-11-21T15:38:02.881202] [INFO ] [CONFIGURE ] HLX: Testing feature 8/29: add_macd [2025-11-21T15:38:02.881282] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:38:03.194558] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:03.512224] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:03.845544] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:38:04.184228] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:04.517956] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:04.859006] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:05.201473] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:38:05.555278] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:05.916453] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:06.264007] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:06.264240] [INFO ] [CONFIGURE ] HLX: DISCARDED add_macd (score: 30.00%) [2025-11-21T15:38:06.264320] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4601 tests [2025-11-21T15:38:06.264376] [INFO ] [CONFIGURE ] HLX: Testing feature 9/29: add_mfi [2025-11-21T15:38:06.264424] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:38:06.527982] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:06.786745] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:38:07.052707] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:07.326874] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:07.581490] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:07.825535] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:08.080996] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:08.344970] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:08.614065] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:08.874580] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:38:08.874802] [INFO ] [CONFIGURE ] HLX: KEPT add_mfi (score: 80.00%) [2025-11-21T15:38:08.874862] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4600 tests [2025-11-21T15:38:08.874902] [INFO ] [CONFIGURE ] HLX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:38:08.874951] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:38:09.249198] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:09.615153] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:09.954600] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:10.320041] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:10.675891] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:11.036844] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:11.392797] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:11.748145] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:12.105428] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:12.471065] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:38:12.471282] [INFO ] [CONFIGURE ] HLX: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:38:12.471361] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4599 tests [2025-11-21T15:38:12.471412] [INFO ] [CONFIGURE ] HLX: Testing feature 11/29: add_obv_daily [2025-11-21T15:38:12.471456] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily'] [2025-11-21T15:38:12.741431] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:13.015133] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:13.289216] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:38:13.568482] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:13.843280] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:14.115992] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:14.400386] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:14.677753] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:14.966797] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:15.251144] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:38:15.251349] [INFO ] [CONFIGURE ] HLX: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:38:15.251411] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4598 tests [2025-11-21T15:38:15.251473] [INFO ] [CONFIGURE ] HLX: Testing feature 12/29: add_obv_interval [2025-11-21T15:38:15.251521] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval'] [2025-11-21T15:38:15.517501] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:15.781581] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:16.051766] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:16.318032] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:16.583636] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:16.832537] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:17.080729] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:17.316249] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:17.566137] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:17.809764] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:38:17.809981] [INFO ] [CONFIGURE ] HLX: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T15:38:17.810045] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4597 tests [2025-11-21T15:38:17.810092] [INFO ] [CONFIGURE ] HLX: Testing feature 13/29: add_opening_strength [2025-11-21T15:38:17.810135] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:38:18.073265] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:18.337168] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:18.605470] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:18.887451] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:19.173336] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:19.450405] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:19.722736] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:19.992397] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:20.263775] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:20.533196] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:20.533403] [INFO ] [CONFIGURE ] HLX: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:38:20.533496] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4596 tests [2025-11-21T15:38:20.533563] [INFO ] [CONFIGURE ] HLX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:38:20.533615] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T15:38:20.789418] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:21.054691] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:38:21.324106] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:21.602077] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:38:21.880516] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:22.152179] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:22.420884] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:22.691039] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:22.973668] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:23.245153] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:38:23.245350] [INFO ] [CONFIGURE ] HLX: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:38:23.245409] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4595 tests [2025-11-21T15:38:23.245458] [INFO ] [CONFIGURE ] HLX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:38:23.245504] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T15:38:23.506342] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:23.797899] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:24.062445] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:24.331806] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:24.625751] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:24.894824] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:25.162423] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:25.426309] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:25.694444] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:25.960972] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:38:25.961215] [INFO ] [CONFIGURE ] HLX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T15:38:25.961279] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4594 tests [2025-11-21T15:38:25.961330] [INFO ] [CONFIGURE ] HLX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:38:25.961426] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T15:38:26.241547] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:26.532763] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:26.820428] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:27.094181] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:27.364911] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:27.643134] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:27.917161] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:28.201879] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:28.488371] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:28.772795] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:28.773039] [INFO ] [CONFIGURE ] HLX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:38:28.773116] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4593 tests [2025-11-21T15:38:28.773186] [INFO ] [CONFIGURE ] HLX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:38:28.773245] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T15:38:29.045160] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:29.285282] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:29.526084] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:29.770346] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:30.018872] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:30.267316] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:30.541477] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:38:30.810871] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:31.073491] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:31.336811] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:31.336978] [INFO ] [CONFIGURE ] HLX: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:38:31.337036] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4592 tests [2025-11-21T15:38:31.337136] [INFO ] [CONFIGURE ] HLX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:38:31.337184] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T15:38:31.590243] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:31.833159] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:32.062394] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:32.294037] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:32.545840] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:32.803520] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:33.060965] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:38:33.318843] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:33.572348] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:33.828566] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:33.828749] [INFO ] [CONFIGURE ] HLX: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T15:38:33.828808] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4591 tests [2025-11-21T15:38:33.828854] [INFO ] [CONFIGURE ] HLX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:38:33.828953] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T15:38:34.073725] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:34.333988] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:38:34.581408] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:34.831977] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:35.094221] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:35.354858] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:35.605232] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:38:35.850841] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:36.097549] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:36.353676] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:36.353854] [INFO ] [CONFIGURE ] HLX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:38:36.353913] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4590 tests [2025-11-21T15:38:36.353959] [INFO ] [CONFIGURE ] HLX: Testing feature 20/29: add_price_rejection [2025-11-21T15:38:36.354002] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_price_rejection'] [2025-11-21T15:38:36.620112] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:36.891236] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:37.159074] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:37.423490] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:37.690678] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:37.966916] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:38.235208] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:38:38.508613] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:38.782858] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:39.057897] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:39.058098] [INFO ] [CONFIGURE ] HLX: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T15:38:39.058158] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4589 tests [2025-11-21T15:38:39.058204] [INFO ] [CONFIGURE ] HLX: Testing feature 21/29: add_range_position [2025-11-21T15:38:39.058246] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_range_position'] [2025-11-21T15:38:39.341415] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:39.626155] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:38:39.891833] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:40.151762] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:40.426730] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:40.691303] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:40.978054] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:41.244952] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:41.518610] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:41.808262] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:41.808463] [INFO ] [CONFIGURE ] HLX: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:38:41.808524] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4588 tests [2025-11-21T15:38:41.808574] [INFO ] [CONFIGURE ] HLX: Testing feature 22/29: add_realized_volatility [2025-11-21T15:38:41.808618] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_realized_volatility'] [2025-11-21T15:38:42.171879] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:42.520198] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:38:42.872086] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:38:43.238777] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:43.593976] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:38:43.947368] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:44.301184] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:44.661110] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:45.032024] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:45.406982] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:45.407180] [INFO ] [CONFIGURE ] HLX: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T15:38:45.407240] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4587 tests [2025-11-21T15:38:45.407289] [INFO ] [CONFIGURE ] HLX: Testing feature 23/29: add_recent_range_context [2025-11-21T15:38:45.407334] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_recent_range_context'] [2025-11-21T15:38:45.670800] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:45.933424] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:46.195194] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:46.463616] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:46.724603] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:46.995056] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:47.264822] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:47.531620] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:47.804885] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:48.081091] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:48.081284] [INFO ] [CONFIGURE ] HLX: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:38:48.081368] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4586 tests [2025-11-21T15:38:48.081422] [INFO ] [CONFIGURE ] HLX: Testing feature 24/29: add_rsi [2025-11-21T15:38:48.081504] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T15:38:48.391453] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:48.700070] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:49.022941] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:49.351116] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:38:49.677982] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:49.994386] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:50.307082] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:38:50.618931] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:50.930125] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:51.234114] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:51.234316] [INFO ] [CONFIGURE ] HLX: DISCARDED add_rsi (score: 40.00%) [2025-11-21T15:38:51.234378] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4585 tests [2025-11-21T15:38:51.234504] [INFO ] [CONFIGURE ] HLX: Testing feature 25/29: add_tick_distribution [2025-11-21T15:38:51.234557] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_tick_distribution'] [2025-11-21T15:38:51.473291] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:51.713944] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:51.977182] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:52.248346] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:52.509166] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:52.773037] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:53.035173] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:53.300049] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:53.565536] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:38:53.834080] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:53.834283] [INFO ] [CONFIGURE ] HLX: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T15:38:53.834344] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4584 tests [2025-11-21T15:38:53.834392] [INFO ] [CONFIGURE ] HLX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:38:53.834436] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T15:38:54.108042] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:54.374714] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:54.638461] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:54.908668] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:55.180354] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:55.447213] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:55.708578] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:55.968361] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:38:56.226089] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:56.486821] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:56.486995] [INFO ] [CONFIGURE ] HLX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:38:56.487052] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4583 tests [2025-11-21T15:38:56.487101] [INFO ] [CONFIGURE ] HLX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:38:56.487172] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T15:38:56.767783] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:38:57.050952] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:38:57.349837] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:38:57.651251] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:38:57.953843] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:38:58.241559] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:38:58.533297] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:38:58.827291] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:38:59.123038] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:38:59.411897] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:38:59.412088] [INFO ] [CONFIGURE ] HLX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:38:59.412148] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4582 tests [2025-11-21T15:38:59.412289] [INFO ] [CONFIGURE ] HLX: Testing feature 28/29: add_volume_profile [2025-11-21T15:38:59.412335] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_volume_profile'] [2025-11-21T15:38:59.692794] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:38:59.976524] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:39:00.272469] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:00.550060] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:39:00.826629] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:39:01.824569] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:02.315345] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:39:02.623105] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:02.967880] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:39:03.406976] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:03.407334] [INFO ] [CONFIGURE ] HLX: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T15:39:03.407435] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4581 tests [2025-11-21T15:39:03.407538] [INFO ] [CONFIGURE ] HLX: Testing feature 29/29: add_vwap [2025-11-21T15:39:03.407617] [INFO ] [CONFIGURE ] HLX: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_vwap'] [2025-11-21T15:39:03.762784] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:04.042395] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:39:04.329514] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:04.607941] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:39:04.908525] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:39:05.185953] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:05.462545] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:39:05.755796] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:06.041753] [DEBUG] [FORECASTER] HLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:39:06.325372] [DEBUG] [FORECASTER] HLX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:06.325560] [INFO ] [CONFIGURE ] HLX: DISCARDED add_vwap (score: 30.00%) [2025-11-21T15:39:06.325619] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4580 tests [2025-11-21T15:39:06.325686] [INFO ] [CONFIGURE ] HLX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:39:06.325732] [INFO ] [CONFIGURE ] HLX: Best accuracy: 80.00% [2025-11-21T15:39:06.325774] [INFO ] [CONFIGURE ] HLX: Best feature set (2 features): ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:39:06.325814] [INFO ] [CONFIGURE ] HLX: Improvement over baseline: 40.00% [2025-11-21T15:39:06.325852] [INFO ] [CONFIGURE ] HLX: Total time: 1.4 minutes [2025-11-21T15:39:06.325889] [INFO ] [CONFIGURE ] HLX: Average time per feature: 2.8 seconds [2025-11-21T15:39:06.325927] [INFO ] [CONFIGURE ] HLX: Average speed: 0.35 features/sec [2025-11-21T15:39:06.326232] [INFO ] [LOCAL ] Saved configuration for HLX: 2 features, 80.00% accuracy -> ./output/feature-sets/HLX.json [2025-11-21T15:39:06.326289] [INFO ] [CONFIGURE ] HLX: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T15:39:06.326339] [INFO ] [sig ] [571/723] Successfully configured HLX | 0.01 sym/s | Total: 13.1h | ETA: 3.5h [2025-11-21T15:39:06.326386] [INFO ] [sig ] [572/723] Configuring HQH... [2025-11-21T15:39:06.326433] [INFO ] [CONFIGURE ] HQH: Configurate test run. [2025-11-21T15:39:06.326474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'. [2025-11-21T15:39:06.374718] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HQH'. [2025-11-21T15:39:06.375294] [INFO ] [CONFIGURE ] HQH: Testing with 29 available features [2025-11-21T15:39:06.375363] [INFO ] [CONFIGURE ] HQH: Establishing baseline with no features... [2025-11-21T15:39:06.573843] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:06.774427] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:06.969379] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:07.171846] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:07.379118] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:07.612075] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:07.826739] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:39:08.025405] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:39:08.224691] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:08.423109] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:08.423334] [INFO ] [CONFIGURE ] HQH: Baseline score (no features): 40.00% [2025-11-21T15:39:08.423386] [INFO ] [CONFIGURE ] HQH: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:39:08.423425] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:39:08.659427] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:08.897037] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:09.129745] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:09.371074] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:09.603439] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:09.844598] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:10.082167] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:39:10.319971] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:10.550464] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:10.784244] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:10.784508] [INFO ] [CONFIGURE ] HQH: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T15:39:10.784562] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4579 tests [2025-11-21T15:39:10.784601] [INFO ] [CONFIGURE ] HQH: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:39:10.784638] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:39:11.054920] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:11.329717] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:11.612038] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:11.899101] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:12.177755] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:12.452449] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:12.723207] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:12.997828] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:13.270282] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:13.557363] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:39:13.557677] [INFO ] [CONFIGURE ] HQH: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T15:39:13.557744] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4578 tests [2025-11-21T15:39:13.557798] [INFO ] [CONFIGURE ] HQH: Testing feature 3/29: add_daily_returns [2025-11-21T15:39:13.557844] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:39:13.801591] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:14.049743] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:14.296334] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:14.565913] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:14.812961] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:15.061569] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:15.306522] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:39:15.552169] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:15.788914] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:16.022349] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:16.022691] [INFO ] [CONFIGURE ] HQH: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:39:16.022799] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4577 tests [2025-11-21T15:39:16.022888] [INFO ] [CONFIGURE ] HQH: Testing feature 4/29: add_ema [2025-11-21T15:39:16.022999] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:39:16.295799] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:16.567193] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:16.834620] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:17.099964] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:17.369102] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:17.635293] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:17.899913] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:18.174383] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:39:18.443493] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:18.724096] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:18.724284] [INFO ] [CONFIGURE ] HQH: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:39:18.724335] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4576 tests [2025-11-21T15:39:18.724375] [INFO ] [CONFIGURE ] HQH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:39:18.724411] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:39:19.003280] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:19.286081] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:19.567569] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:19.853627] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:20.169271] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:20.453573] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:20.742765] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:21.028326] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:21.309671] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:21.593242] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:21.593448] [INFO ] [CONFIGURE ] HQH: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T15:39:21.593511] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4575 tests [2025-11-21T15:39:21.593560] [INFO ] [CONFIGURE ] HQH: Testing feature 6/29: add_failed_moves [2025-11-21T15:39:21.593606] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:39:21.837898] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:22.072436] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:22.309608] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:22.548598] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:22.784904] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:23.027013] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:23.278372] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:39:23.516917] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:23.754633] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:23.989850] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:23.990034] [INFO ] [CONFIGURE ] HQH: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:39:23.990083] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4574 tests [2025-11-21T15:39:23.990121] [INFO ] [CONFIGURE ] HQH: Testing feature 7/29: add_lag_shelf [2025-11-21T15:39:23.990156] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:39:24.222100] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:24.458788] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:24.690073] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:24.913344] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:25.148792] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:25.388341] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:25.620485] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:25.855203] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:26.090780] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:26.321794] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:26.322141] [INFO ] [CONFIGURE ] HQH: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T15:39:26.322252] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4573 tests [2025-11-21T15:39:26.322343] [INFO ] [CONFIGURE ] HQH: Testing feature 8/29: add_macd [2025-11-21T15:39:26.322455] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:39:26.650432] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:26.972821] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:27.298879] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:27.623219] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:27.939006] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:39:28.238363] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:28.537841] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:28.857248] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:29.171342] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:29.490241] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:39:29.490553] [INFO ] [CONFIGURE ] HQH: DISCARDED add_macd (score: 50.00%) [2025-11-21T15:39:29.490624] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4572 tests [2025-11-21T15:39:29.490685] [INFO ] [CONFIGURE ] HQH: Testing feature 9/29: add_mfi [2025-11-21T15:39:29.490751] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:39:29.725164] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:29.966200] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:30.215743] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:30.443776] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:30.680726] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:30.918670] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:31.153039] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:39:31.388219] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:31.645063] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:31.873258] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:31.873452] [INFO ] [CONFIGURE ] HQH: DISCARDED add_mfi (score: 40.00%) [2025-11-21T15:39:31.873512] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4571 tests [2025-11-21T15:39:31.873560] [INFO ] [CONFIGURE ] HQH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:39:31.873604] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:39:32.194491] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:32.513755] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:32.849540] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:33.160350] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:33.474683] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:33.767850] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:34.063729] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:34.361195] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:34.662052] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:34.966748] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:34.966946] [INFO ] [CONFIGURE ] HQH: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:39:34.967006] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4570 tests [2025-11-21T15:39:34.967058] [INFO ] [CONFIGURE ] HQH: Testing feature 11/29: add_obv_daily [2025-11-21T15:39:34.967167] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T15:39:35.182734] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:35.399562] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:35.622251] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:35.841257] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:36.055540] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:36.276920] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:36.493397] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:36.708143] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:36.925749] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:37.152925] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:39:37.153117] [INFO ] [CONFIGURE ] HQH: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:39:37.153167] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4569 tests [2025-11-21T15:39:37.153207] [INFO ] [CONFIGURE ] HQH: Testing feature 12/29: add_obv_interval [2025-11-21T15:39:37.153243] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T15:39:37.372213] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:37.589718] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:37.814278] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:38.039873] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:38.266154] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:38.489948] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:38.709981] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:38.932999] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:39.162777] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:39.379808] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:39.379990] [INFO ] [CONFIGURE ] HQH: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T15:39:39.380041] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4568 tests [2025-11-21T15:39:39.380081] [INFO ] [CONFIGURE ] HQH: Testing feature 13/29: add_opening_strength [2025-11-21T15:39:39.380116] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:39:39.624329] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:39.877945] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:40.132755] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:40.380370] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:40.634544] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:40.888826] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:41.145342] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:41.401421] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:41.651178] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:41.905686] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:41.905896] [INFO ] [CONFIGURE ] HQH: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T15:39:41.906092] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4567 tests [2025-11-21T15:39:41.906159] [INFO ] [CONFIGURE ] HQH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:39:41.906207] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T15:39:42.145839] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:42.384034] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:42.639810] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:42.901699] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:43.167815] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:43.428023] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:43.686710] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:39:43.960381] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:44.231464] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:44.490517] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:44.490732] [INFO ] [CONFIGURE ] HQH: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T15:39:44.490792] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4566 tests [2025-11-21T15:39:44.490840] [INFO ] [CONFIGURE ] HQH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:39:44.490887] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T15:39:44.719916] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:44.941094] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:45.162940] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:45.386997] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:45.617616] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:39:45.839597] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:46.064900] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:46.289888] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:46.514901] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:46.743209] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:46.743536] [INFO ] [CONFIGURE ] HQH: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T15:39:46.743635] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4565 tests [2025-11-21T15:39:46.743736] [INFO ] [CONFIGURE ] HQH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:39:46.743848] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T15:39:46.992856] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:47.237017] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:47.496301] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:39:47.744064] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:47.990012] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:48.230897] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:48.478190] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:48.725246] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:48.976268] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:49.218795] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:49.218975] [INFO ] [CONFIGURE ] HQH: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T15:39:49.219024] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4564 tests [2025-11-21T15:39:49.219063] [INFO ] [CONFIGURE ] HQH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:39:49.219098] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T15:39:49.461327] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:49.703542] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:49.949267] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:50.220167] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:50.543371] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:39:50.869518] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:51.125990] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:51.371934] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:51.609715] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:51.851398] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:51.851570] [INFO ] [CONFIGURE ] HQH: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:39:51.851626] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4563 tests [2025-11-21T15:39:51.851698] [INFO ] [CONFIGURE ] HQH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:39:51.851744] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T15:39:52.041944] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:52.233390] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:52.423697] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:52.619293] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:52.815557] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:53.026084] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:53.220431] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:53.414703] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:53.617149] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:39:53.818023] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:53.818203] [INFO ] [CONFIGURE ] HQH: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:39:53.818262] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4562 tests [2025-11-21T15:39:53.818305] [INFO ] [CONFIGURE ] HQH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:39:53.818339] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T15:39:54.018063] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:54.217894] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:54.419982] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:54.614511] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:39:54.815036] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:55.019420] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:39:55.222699] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:39:55.422442] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:55.621132] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:55.827707] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:55.827885] [INFO ] [CONFIGURE ] HQH: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T15:39:55.827936] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4561 tests [2025-11-21T15:39:55.827975] [INFO ] [CONFIGURE ] HQH: Testing feature 20/29: add_price_rejection [2025-11-21T15:39:55.828011] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T15:39:56.033571] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:56.243463] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:56.480345] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:56.711163] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:56.945584] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:57.185563] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:57.429427] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:39:57.672078] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:39:57.928535] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:39:58.169783] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:39:58.169951] [INFO ] [CONFIGURE ] HQH: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T15:39:58.169999] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4560 tests [2025-11-21T15:39:58.170038] [INFO ] [CONFIGURE ] HQH: Testing feature 21/29: add_range_position [2025-11-21T15:39:58.170073] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T15:39:58.402239] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:39:58.692320] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:39:58.936619] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:39:59.173536] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:39:59.439952] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:39:59.706054] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:39:59.985806] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:40:00.968112] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:01.339884] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:40:01.634540] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:01.634765] [INFO ] [CONFIGURE ] HQH: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:40:01.634825] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4559 tests [2025-11-21T15:40:01.634874] [INFO ] [CONFIGURE ] HQH: Testing feature 22/29: add_realized_volatility [2025-11-21T15:40:01.634919] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T15:40:01.981725] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:02.342576] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:02.717786] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:03.106547] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:03.460311] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:03.799199] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:40:04.153267] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:40:04.504022] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:04.829914] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:40:05.181049] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:05.181246] [INFO ] [CONFIGURE ] HQH: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:40:05.181304] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4558 tests [2025-11-21T15:40:05.181350] [INFO ] [CONFIGURE ] HQH: Testing feature 23/29: add_recent_range_context [2025-11-21T15:40:05.181395] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T15:40:05.387555] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:05.600863] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:05.816380] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:06.056879] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:40:06.294591] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:06.522394] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:06.754146] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:40:06.993280] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:07.229066] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:07.482167] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:07.482400] [INFO ] [CONFIGURE ] HQH: DISCARDED add_recent_range_context (score: 20.00%) [2025-11-21T15:40:07.482473] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4557 tests [2025-11-21T15:40:07.482617] [INFO ] [CONFIGURE ] HQH: Testing feature 24/29: add_rsi [2025-11-21T15:40:07.482717] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T15:40:07.785822] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:08.097309] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:08.370319] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:08.629849] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:40:08.888580] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:09.145722] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:09.405113] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:40:09.670971] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:40:09.929605] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:40:10.190869] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:10.191058] [INFO ] [CONFIGURE ] HQH: DISCARDED add_rsi (score: 40.00%) [2025-11-21T15:40:10.191117] [INFO ] [CONFIGURE ] JOB ETA: 3.6h | Avg: 2.8s/test | Remaining: 4556 tests [2025-11-21T15:40:10.191165] [INFO ] [CONFIGURE ] HQH: Testing feature 25/29: add_tick_distribution [2025-11-21T15:40:10.191209] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T15:40:10.400706] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:10.642908] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:10.887903] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:11.123120] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:40:11.357909] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:11.593382] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:40:11.832833] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:40:12.070854] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:12.308746] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:12.562084] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:12.562312] [INFO ] [CONFIGURE ] HQH: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T15:40:12.562365] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4555 tests [2025-11-21T15:40:12.562403] [INFO ] [CONFIGURE ] HQH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:40:12.562438] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T15:40:12.824273] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:13.092236] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:13.333542] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:13.575946] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:13.819751] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:14.037688] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:40:14.263061] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:40:14.482090] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:14.703031] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:40:14.947890] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:14.948062] [INFO ] [CONFIGURE ] HQH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:40:14.948111] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4554 tests [2025-11-21T15:40:14.948158] [INFO ] [CONFIGURE ] HQH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:40:14.948208] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T15:40:15.209306] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:15.457673] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:15.709200] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:15.960479] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:16.213384] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:16.477714] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:16.738735] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:40:16.995814] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:17.245684] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:40:17.494102] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:17.494307] [INFO ] [CONFIGURE ] HQH: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T15:40:17.494391] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4553 tests [2025-11-21T15:40:17.494445] [INFO ] [CONFIGURE ] HQH: Testing feature 28/29: add_volume_profile [2025-11-21T15:40:17.494491] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T15:40:17.733724] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:17.959495] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:18.186261] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:18.410801] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:18.630011] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:18.850357] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:19.071256] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:40:19.321402] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:19.574074] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:40:19.825688] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:19.826046] [INFO ] [CONFIGURE ] HQH: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:40:19.826151] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4552 tests [2025-11-21T15:40:19.826238] [INFO ] [CONFIGURE ] HQH: Testing feature 29/29: add_vwap [2025-11-21T15:40:19.826344] [INFO ] [CONFIGURE ] HQH: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T15:40:20.078268] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:20.326256] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:20.581265] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:20.827615] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:40:21.100787] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:21.352336] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:21.608483] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:40:21.861699] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:22.113113] [DEBUG] [FORECASTER] HQH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:40:22.373702] [DEBUG] [FORECASTER] HQH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:40:22.373890] [INFO ] [CONFIGURE ] HQH: DISCARDED add_vwap (score: 30.00%) [2025-11-21T15:40:22.373944] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4551 tests [2025-11-21T15:40:22.374006] [INFO ] [CONFIGURE ] HQH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:40:22.374050] [INFO ] [CONFIGURE ] HQH: Best accuracy: 50.00% [2025-11-21T15:40:22.374092] [INFO ] [CONFIGURE ] HQH: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T15:40:22.374132] [INFO ] [CONFIGURE ] HQH: Improvement over baseline: 10.00% [2025-11-21T15:40:22.374171] [INFO ] [CONFIGURE ] HQH: Total time: 1.2 minutes [2025-11-21T15:40:22.374208] [INFO ] [CONFIGURE ] HQH: Average time per feature: 2.5 seconds [2025-11-21T15:40:22.374245] [INFO ] [CONFIGURE ] HQH: Average speed: 0.39 features/sec [2025-11-21T15:40:22.374731] [INFO ] [LOCAL ] Saved configuration for HQH: 1 features, 50.00% accuracy -> ./output/feature-sets/HQH.json [2025-11-21T15:40:22.374789] [INFO ] [CONFIGURE ] HQH: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T15:40:22.374839] [INFO ] [sig ] [572/723] Successfully configured HQH | 0.01 sym/s | Total: 13.1h | ETA: 3.5h [2025-11-21T15:40:22.374883] [INFO ] [sig ] [573/723] Configuring HTH... [2025-11-21T15:40:22.374923] [INFO ] [CONFIGURE ] HTH: Configurate test run. [2025-11-21T15:40:22.374964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-11-21T15:40:22.496560] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HTH'. [2025-11-21T15:40:22.497070] [INFO ] [CONFIGURE ] HTH: Testing with 29 available features [2025-11-21T15:40:22.497141] [INFO ] [CONFIGURE ] HTH: Establishing baseline with no features... [2025-11-21T15:40:22.681334] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:22.863929] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:23.054378] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:23.238387] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:23.425234] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:23.618728] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:23.811899] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:23.999379] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:24.176123] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:24.349328] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:24.349524] [INFO ] [CONFIGURE ] HTH: Baseline score (no features): 50.00% [2025-11-21T15:40:24.349580] [INFO ] [CONFIGURE ] HTH: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:40:24.349619] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:40:24.554394] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:24.757903] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:24.961145] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:25.167235] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:25.367533] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:25.574052] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:25.779530] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:25.979994] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:26.184060] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:26.386404] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:26.386805] [INFO ] [CONFIGURE ] HTH: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T15:40:26.386913] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4550 tests [2025-11-21T15:40:26.387032] [INFO ] [CONFIGURE ] HTH: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:40:26.387112] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:40:26.591753] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:26.809844] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:27.022274] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:27.238971] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:27.454244] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:27.672981] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:27.891721] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:28.126569] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:28.354684] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:40:28.586679] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:28.586952] [INFO ] [CONFIGURE ] HTH: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:40:28.587018] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4549 tests [2025-11-21T15:40:28.587070] [INFO ] [CONFIGURE ] HTH: Testing feature 3/29: add_daily_returns [2025-11-21T15:40:28.587119] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_daily_returns'] [2025-11-21T15:40:28.789588] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:28.995350] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:29.197011] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:29.400757] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:29.604468] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:29.803147] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:29.997566] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:30.196759] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:30.410045] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:30.605223] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:30.605397] [INFO ] [CONFIGURE ] HTH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T15:40:30.605443] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4548 tests [2025-11-21T15:40:30.605481] [INFO ] [CONFIGURE ] HTH: Testing feature 4/29: add_ema [2025-11-21T15:40:30.605514] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_ema'] [2025-11-21T15:40:30.825688] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:31.048465] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:31.282063] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:31.514287] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:31.753023] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:40:31.990665] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:32.226107] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:32.460862] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:32.695541] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:32.935886] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:32.936072] [INFO ] [CONFIGURE ] HTH: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:40:32.936120] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4547 tests [2025-11-21T15:40:32.936159] [INFO ] [CONFIGURE ] HTH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:40:32.936194] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:40:33.162105] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:33.393920] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:33.621420] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:33.850499] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:34.074995] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:40:34.319396] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:34.558182] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:34.811530] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:35.048978] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:35.287971] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:35.288177] [INFO ] [CONFIGURE ] HTH: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:40:35.288237] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4546 tests [2025-11-21T15:40:35.288274] [INFO ] [CONFIGURE ] HTH: Testing feature 6/29: add_failed_moves [2025-11-21T15:40:35.288356] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_failed_moves'] [2025-11-21T15:40:35.484732] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:35.681035] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:35.884307] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:36.087034] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:36.291574] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:40:36.492980] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:36.682143] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:36.870297] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:37.063522] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:37.255711] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:37.255883] [INFO ] [CONFIGURE ] HTH: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T15:40:37.255933] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4545 tests [2025-11-21T15:40:37.255985] [INFO ] [CONFIGURE ] HTH: Testing feature 7/29: add_lag_shelf [2025-11-21T15:40:37.256036] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_lag_shelf'] [2025-11-21T15:40:37.429839] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:37.602464] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:37.784009] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:37.971567] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:38.153134] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:38.332595] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:38.515830] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:38.694197] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:38.873660] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:39.054421] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:39.054567] [INFO ] [CONFIGURE ] HTH: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T15:40:39.054614] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4544 tests [2025-11-21T15:40:39.054673] [INFO ] [CONFIGURE ] HTH: Testing feature 8/29: add_macd [2025-11-21T15:40:39.054740] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T15:40:39.353110] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:39.629223] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:39.901034] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:40.181196] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:40.460471] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:40.740716] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:41.018054] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:41.289134] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:40:41.566753] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:41.845498] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:41.845791] [INFO ] [CONFIGURE ] HTH: DISCARDED add_macd (score: 50.00%) [2025-11-21T15:40:41.845856] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4543 tests [2025-11-21T15:40:41.845984] [INFO ] [CONFIGURE ] HTH: Testing feature 9/29: add_mfi [2025-11-21T15:40:41.846036] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_mfi'] [2025-11-21T15:40:42.040207] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:42.232784] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:42.409387] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:42.650679] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:42.933983] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:43.190576] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:43.435308] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:43.637979] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:43.834743] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:44.037493] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:44.037725] [INFO ] [CONFIGURE ] HTH: DISCARDED add_mfi (score: 40.00%) [2025-11-21T15:40:44.037811] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4542 tests [2025-11-21T15:40:44.037864] [INFO ] [CONFIGURE ] HTH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:40:44.037912] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:40:44.329013] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:44.642809] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:44.961334] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:45.256594] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:45.549500] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:45.841604] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:46.162008] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:46.486237] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:46.812037] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:47.127632] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:47.127947] [INFO ] [CONFIGURE ] HTH: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:40:47.128014] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4541 tests [2025-11-21T15:40:47.128067] [INFO ] [CONFIGURE ] HTH: Testing feature 11/29: add_obv_daily [2025-11-21T15:40:47.128116] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_obv_daily'] [2025-11-21T15:40:47.382731] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:47.636598] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:47.891367] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:48.126058] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:48.370064] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:48.610615] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:48.822541] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:49.035114] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:49.230293] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:49.424635] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:49.424828] [INFO ] [CONFIGURE ] HTH: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T15:40:49.424878] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4540 tests [2025-11-21T15:40:49.424918] [INFO ] [CONFIGURE ] HTH: Testing feature 12/29: add_obv_interval [2025-11-21T15:40:49.424954] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_obv_interval'] [2025-11-21T15:40:49.614811] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:49.800263] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:49.986670] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:50.175263] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:50.366407] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:40:50.558776] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:50.752161] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:50.944535] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:40:51.132508] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:51.316427] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:51.316607] [INFO ] [CONFIGURE ] HTH: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:40:51.316674] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4539 tests [2025-11-21T15:40:51.316747] [INFO ] [CONFIGURE ] HTH: Testing feature 13/29: add_opening_strength [2025-11-21T15:40:51.316795] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T15:40:51.527829] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:40:51.738926] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:51.950213] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:52.171141] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:52.379374] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:52.586207] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:52.796864] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:53.007298] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:53.216638] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:53.438222] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:53.438475] [INFO ] [CONFIGURE ] HTH: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:40:53.438535] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4538 tests [2025-11-21T15:40:53.438584] [INFO ] [CONFIGURE ] HTH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:40:53.438627] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T15:40:53.641918] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:53.843580] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:40:54.049999] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:54.259506] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:54.478686] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:54.693129] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:54.900201] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:55.111167] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:55.326484] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:55.534932] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:55.535110] [INFO ] [CONFIGURE ] HTH: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:40:55.535159] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4537 tests [2025-11-21T15:40:55.535196] [INFO ] [CONFIGURE ] HTH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:40:55.535229] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T15:40:55.711871] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:55.889214] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:56.067131] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:40:56.241964] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:56.417509] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:56.596304] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:56.775711] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:56.947688] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:57.121292] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:57.300154] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:57.300340] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T15:40:57.300402] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4536 tests [2025-11-21T15:40:57.300442] [INFO ] [CONFIGURE ] HTH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:40:57.300478] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T15:40:57.491854] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:57.685966] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:57.887701] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:40:58.083792] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:40:58.277695] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:40:58.477122] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:40:58.673277] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:40:58.868199] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:40:59.066522] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:40:59.267344] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:40:59.267563] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:40:59.267615] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4535 tests [2025-11-21T15:40:59.267692] [INFO ] [CONFIGURE ] HTH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:40:59.267756] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d'] [2025-11-21T15:40:59.464512] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:40:59.666546] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:40:59.866296] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:00.071032] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:00.973400] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:41:01.177403] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:01.518199] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:01.737241] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:01.956538] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:02.168363] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:02.168589] [INFO ] [CONFIGURE ] HTH: KEPT add_pbf_return_2d (score: 60.00%) [2025-11-21T15:41:02.168669] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4534 tests [2025-11-21T15:41:02.168760] [INFO ] [CONFIGURE ] HTH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:41:02.168817] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T15:41:02.375222] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:02.580907] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:41:02.789374] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:02.997098] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:03.211517] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:03.417283] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:03.630699] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:03.853042] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:41:04.066608] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:04.281719] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:04.281885] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T15:41:04.281932] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4533 tests [2025-11-21T15:41:04.281970] [INFO ] [CONFIGURE ] HTH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:41:04.282005] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T15:41:04.490451] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:04.710363] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:04.918573] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:05.130394] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:05.350511] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:05.566968] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:05.782916] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:06.009948] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:06.232622] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:06.442390] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:06.442725] [INFO ] [CONFIGURE ] HTH: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:41:06.442814] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4532 tests [2025-11-21T15:41:06.442877] [INFO ] [CONFIGURE ] HTH: Testing feature 20/29: add_price_rejection [2025-11-21T15:41:06.442932] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T15:41:06.648287] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:06.856942] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:41:07.080457] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:41:07.299332] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:07.523411] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:07.748683] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:07.988244] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:08.216541] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:41:08.463087] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:41:08.711903] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:08.712083] [INFO ] [CONFIGURE ] HTH: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T15:41:08.712143] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4531 tests [2025-11-21T15:41:08.712192] [INFO ] [CONFIGURE ] HTH: Testing feature 21/29: add_range_position [2025-11-21T15:41:08.712236] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position'] [2025-11-21T15:41:08.974487] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:09.236137] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:09.492063] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:41:09.751106] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:10.012683] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:10.275197] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:41:10.533527] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:10.794109] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:11.054666] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:11.317621] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:11.317850] [INFO ] [CONFIGURE ] HTH: KEPT add_range_position (score: 70.00%) [2025-11-21T15:41:11.317928] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4530 tests [2025-11-21T15:41:11.318031] [INFO ] [CONFIGURE ] HTH: Testing feature 22/29: add_realized_volatility [2025-11-21T15:41:11.318085] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position', 'add_realized_volatility'] [2025-11-21T15:41:11.694955] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:12.088093] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:12.474531] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:12.850210] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:13.229669] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:13.612310] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:13.995696] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:14.380472] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:14.765480] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:41:15.154080] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:15.154294] [INFO ] [CONFIGURE ] HTH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T15:41:15.154353] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4529 tests [2025-11-21T15:41:15.154403] [INFO ] [CONFIGURE ] HTH: Testing feature 23/29: add_recent_range_context [2025-11-21T15:41:15.154443] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position', 'add_recent_range_context'] [2025-11-21T15:41:15.431262] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:15.708285] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:15.961116] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:41:16.216636] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:16.480716] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:16.733168] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:41:16.988447] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:17.250803] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:41:17.532112] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:17.798892] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:17.799141] [INFO ] [CONFIGURE ] HTH: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:41:17.799214] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4528 tests [2025-11-21T15:41:17.799279] [INFO ] [CONFIGURE ] HTH: Testing feature 24/29: add_rsi [2025-11-21T15:41:17.799332] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-21T15:41:18.079770] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:18.375933] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:18.664394] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:41:18.955945] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:19.243989] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:19.544605] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:41:19.849342] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:20.143283] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:20.439000] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:20.725842] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:20.726048] [INFO ] [CONFIGURE ] HTH: DISCARDED add_rsi (score: 70.00%) [2025-11-21T15:41:20.726108] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4527 tests [2025-11-21T15:41:20.726157] [INFO ] [CONFIGURE ] HTH: Testing feature 25/29: add_tick_distribution [2025-11-21T15:41:20.726204] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position', 'add_tick_distribution'] [2025-11-21T15:41:20.976282] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:21.226793] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:21.469607] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:41:21.714482] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:21.955031] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:22.194955] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:41:22.462879] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:22.728025] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:41:22.995757] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:23.254741] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:23.254919] [INFO ] [CONFIGURE ] HTH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:41:23.254977] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4526 tests [2025-11-21T15:41:23.255025] [INFO ] [CONFIGURE ] HTH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:41:23.255070] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T15:41:23.518323] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:23.789268] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:24.071574] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:41:24.345544] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:24.613828] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:24.901161] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:41:25.180245] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:25.454233] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:25.734761] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:26.014999] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:26.015202] [INFO ] [CONFIGURE ] HTH: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T15:41:26.015260] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4525 tests [2025-11-21T15:41:26.015307] [INFO ] [CONFIGURE ] HTH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:41:26.015454] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T15:41:26.299730] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:26.581728] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:26.873479] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:27.191566] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:27.491590] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:27.786029] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:28.080257] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:28.394553] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:41:28.692928] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:41:29.012735] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:29.012921] [INFO ] [CONFIGURE ] HTH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:41:29.012981] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4524 tests [2025-11-21T15:41:29.013030] [INFO ] [CONFIGURE ] HTH: Testing feature 28/29: add_volume_profile [2025-11-21T15:41:29.013073] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position', 'add_volume_profile'] [2025-11-21T15:41:29.302567] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:29.626950] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:29.975155] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:30.353848] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:30.631250] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:30.895838] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:31.186994] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:31.456317] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:31.713563] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:31.980124] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:31.980327] [INFO ] [CONFIGURE ] HTH: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:41:31.980388] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4523 tests [2025-11-21T15:41:31.980452] [INFO ] [CONFIGURE ] HTH: Testing feature 29/29: add_vwap [2025-11-21T15:41:31.980506] [INFO ] [CONFIGURE ] HTH: Testing with features: ['add_pbf_return_2d', 'add_range_position', 'add_vwap'] [2025-11-21T15:41:32.238338] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:41:32.498613] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:32.753894] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:33.003335] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:41:33.253338] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:41:33.503694] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:41:33.752606] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:41:34.009066] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:34.270539] [DEBUG] [FORECASTER] HTH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:34.527991] [DEBUG] [FORECASTER] HTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:34.528189] [INFO ] [CONFIGURE ] HTH: DISCARDED add_vwap (score: 40.00%) [2025-11-21T15:41:34.528249] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4522 tests [2025-11-21T15:41:34.528296] [INFO ] [CONFIGURE ] HTH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:41:34.528336] [INFO ] [CONFIGURE ] HTH: Best accuracy: 70.00% [2025-11-21T15:41:34.528377] [INFO ] [CONFIGURE ] HTH: Best feature set (2 features): ['add_pbf_return_2d', 'add_range_position'] [2025-11-21T15:41:34.528417] [INFO ] [CONFIGURE ] HTH: Improvement over baseline: 20.00% [2025-11-21T15:41:34.528455] [INFO ] [CONFIGURE ] HTH: Total time: 1.2 minutes [2025-11-21T15:41:34.528493] [INFO ] [CONFIGURE ] HTH: Average time per feature: 2.4 seconds [2025-11-21T15:41:34.528538] [INFO ] [CONFIGURE ] HTH: Average speed: 0.41 features/sec [2025-11-21T15:41:34.529093] [INFO ] [LOCAL ] Saved configuration for HTH: 2 features, 70.00% accuracy -> ./output/feature-sets/HTH.json [2025-11-21T15:41:34.529152] [INFO ] [CONFIGURE ] HTH: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T15:41:34.529200] [INFO ] [sig ] [573/723] Successfully configured HTH | 0.01 sym/s | Total: 13.1h | ETA: 3.4h [2025-11-21T15:41:34.529243] [INFO ] [sig ] [574/723] Configuring HVT... [2025-11-21T15:41:34.529282] [INFO ] [CONFIGURE ] HVT: Configurate test run. [2025-11-21T15:41:34.529320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'. [2025-11-21T15:41:34.605428] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HVT'. [2025-11-21T15:41:34.605795] [INFO ] [CONFIGURE ] HVT: Testing with 29 available features [2025-11-21T15:41:34.605858] [INFO ] [CONFIGURE ] HVT: Establishing baseline with no features... [2025-11-21T15:41:34.763465] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:41:34.932204] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:35.099269] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:35.269249] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:41:35.440779] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:41:35.618995] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:35.792017] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:35.965117] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:36.136908] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:36.313727] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:36.313885] [INFO ] [CONFIGURE ] HVT: Baseline score (no features): 50.00% [2025-11-21T15:41:36.313933] [INFO ] [CONFIGURE ] HVT: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:41:36.313974] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:41:36.510678] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:36.711229] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:36.912539] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:37.115891] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:41:37.324959] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:41:37.529876] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:37.759165] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:37.985783] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:38.206751] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:38.445194] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:38.445382] [INFO ] [CONFIGURE ] HVT: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T15:41:38.445438] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4521 tests [2025-11-21T15:41:38.445477] [INFO ] [CONFIGURE ] HVT: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:41:38.445512] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:41:38.714017] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:41:38.970995] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:41:39.218340] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:39.458229] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:39.696378] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:41:39.930893] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:40.183939] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:40.439084] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:40.695446] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:40.935473] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:40.935675] [INFO ] [CONFIGURE ] HVT: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:41:40.935747] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4520 tests [2025-11-21T15:41:40.935800] [INFO ] [CONFIGURE ] HVT: Testing feature 3/29: add_daily_returns [2025-11-21T15:41:40.935840] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:41:41.155142] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:41.376358] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:41.599822] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:41.834847] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:41:42.054749] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:41:42.275028] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:42.494792] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:42.720926] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:42.939191] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:43.157003] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:43.157282] [INFO ] [CONFIGURE ] HVT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T15:41:43.157382] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4519 tests [2025-11-21T15:41:43.157517] [INFO ] [CONFIGURE ] HVT: Testing feature 4/29: add_ema [2025-11-21T15:41:43.157630] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:41:43.402562] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:43.652215] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:41:43.913953] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:44.174883] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:41:44.431272] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:41:44.684659] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:44.949923] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:45.199306] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:45.453159] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:45.713594] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:45.713849] [INFO ] [CONFIGURE ] HVT: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:41:45.713910] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4518 tests [2025-11-21T15:41:45.713952] [INFO ] [CONFIGURE ] HVT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:41:45.713988] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:41:45.988662] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:41:46.247117] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:41:46.535100] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:46.793816] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:47.054851] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:41:47.310867] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:47.569979] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:47.835587] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:48.093524] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:48.356861] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:48.357058] [INFO ] [CONFIGURE ] HVT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:41:48.357116] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4517 tests [2025-11-21T15:41:48.357220] [INFO ] [CONFIGURE ] HVT: Testing feature 6/29: add_failed_moves [2025-11-21T15:41:48.357267] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:41:48.585686] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:48.805455] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:41:49.031786] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:49.272074] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:49.496621] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:41:49.715238] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:49.928114] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:50.155114] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:50.391512] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:50.617138] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:50.617496] [INFO ] [CONFIGURE ] HVT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:41:50.617600] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4516 tests [2025-11-21T15:41:50.617739] [INFO ] [CONFIGURE ] HVT: Testing feature 7/29: add_lag_shelf [2025-11-21T15:41:50.617823] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:41:50.823356] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:41:51.025436] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:41:51.227729] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:41:51.431427] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:41:51.637679] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:41:51.846180] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:52.042287] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:52.239063] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:52.433961] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:52.631031] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:52.631194] [INFO ] [CONFIGURE ] HVT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T15:41:52.631241] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4515 tests [2025-11-21T15:41:52.631279] [INFO ] [CONFIGURE ] HVT: Testing feature 8/29: add_macd [2025-11-21T15:41:52.631314] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:41:52.913976] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:41:53.209700] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:53.503314] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:41:53.804272] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:54.108793] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:41:54.410877] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:54.713570] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:55.013290] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:55.298419] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:55.587660] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:55.587854] [INFO ] [CONFIGURE ] HVT: KEPT add_macd (score: 70.00%) [2025-11-21T15:41:55.587911] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4514 tests [2025-11-21T15:41:55.587960] [INFO ] [CONFIGURE ] HVT: Testing feature 9/29: add_mfi [2025-11-21T15:41:55.588002] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T15:41:55.896774] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:41:56.204385] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:56.521309] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:41:56.828600] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:41:57.147237] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:41:57.477366] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:41:57.794727] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:41:58.106598] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:41:58.440377] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:41:58.743134] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:41:58.743523] [INFO ] [CONFIGURE ] HVT: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:41:58.743582] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4513 tests [2025-11-21T15:41:58.743624] [INFO ] [CONFIGURE ] HVT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:41:58.743695] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:41:59.110626] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:41:59.472834] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:41:59.849256] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:00.212214] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:00.726581] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:01.392159] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:01.785960] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:02.173639] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:02.565453] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:02.958256] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:02.958477] [INFO ] [CONFIGURE ] HVT: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T15:42:02.958549] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4512 tests [2025-11-21T15:42:02.958609] [INFO ] [CONFIGURE ] HVT: Testing feature 11/29: add_obv_daily [2025-11-21T15:42:02.958692] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T15:42:03.305402] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:42:03.618273] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:03.934747] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:04.250416] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:04.579429] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:04.891831] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:05.209517] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:05.534428] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:05.871341] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:06.195092] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:06.195292] [INFO ] [CONFIGURE ] HVT: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T15:42:06.195348] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4511 tests [2025-11-21T15:42:06.195397] [INFO ] [CONFIGURE ] HVT: Testing feature 12/29: add_obv_interval [2025-11-21T15:42:06.195439] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T15:42:06.540542] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:06.880448] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:07.215922] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:07.553264] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:07.906941] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:08.242714] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:08.587359] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:08.930785] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:09.291147] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:09.650010] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:09.650741] [INFO ] [CONFIGURE ] HVT: KEPT add_obv_interval (score: 80.00%) [2025-11-21T15:42:09.650808] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4510 tests [2025-11-21T15:42:09.650856] [INFO ] [CONFIGURE ] HVT: Testing feature 13/29: add_opening_strength [2025-11-21T15:42:09.650900] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:42:10.014269] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:10.376309] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:10.732367] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:11.095129] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:11.442581] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:42:11.771321] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:42:12.102843] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:12.431808] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:12.770060] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:13.105708] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:13.105876] [INFO ] [CONFIGURE ] HVT: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T15:42:13.105934] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4509 tests [2025-11-21T15:42:13.105980] [INFO ] [CONFIGURE ] HVT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:42:13.106022] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T15:42:13.434080] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:13.761196] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:14.096373] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:14.433779] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:42:14.772292] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:15.108661] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:15.457454] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:15.802215] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:16.134095] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:16.477192] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:16.477405] [INFO ] [CONFIGURE ] HVT: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T15:42:16.477461] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4508 tests [2025-11-21T15:42:16.477542] [INFO ] [CONFIGURE ] HVT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:42:16.477587] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T15:42:16.766954] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:17.053807] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:17.342515] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:17.634048] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:17.933784] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:18.228337] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:18.525583] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:18.825942] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:19.125253] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:19.423786] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:19.423956] [INFO ] [CONFIGURE ] HVT: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T15:42:19.424011] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4507 tests [2025-11-21T15:42:19.424058] [INFO ] [CONFIGURE ] HVT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:42:19.424100] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T15:42:19.754826] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:20.082417] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:20.409977] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:20.740217] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:21.071069] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:21.400132] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:42:21.728878] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:22.063409] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:22.422943] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:22.788099] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:22.788372] [INFO ] [CONFIGURE ] HVT: KEPT add_pbf_overnight_gap (score: 90.00%) [2025-11-21T15:42:22.788440] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4506 tests [2025-11-21T15:42:22.788488] [INFO ] [CONFIGURE ] HVT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:42:22.788531] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T15:42:23.181771] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:23.550806] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:23.953248] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:24.361532] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:24.728571] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:25.098874] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:42:25.469270] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:25.833398] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:26.200678] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:26.572844] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:26.573040] [INFO ] [CONFIGURE ] HVT: DISCARDED add_pbf_return_2d (score: 90.00%) [2025-11-21T15:42:26.573100] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4505 tests [2025-11-21T15:42:26.573151] [INFO ] [CONFIGURE ] HVT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:42:26.573196] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T15:42:26.928286] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:27.291422] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:27.657537] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:28.024496] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:28.378184] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:28.734428] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:29.093053] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:29.450051] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:29.812948] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:30.188939] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:30.189127] [INFO ] [CONFIGURE ] HVT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T15:42:30.189188] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4504 tests [2025-11-21T15:42:30.189237] [INFO ] [CONFIGURE ] HVT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:42:30.189284] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T15:42:30.543065] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:30.890466] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:31.226314] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:31.581536] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:31.927954] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:32.270232] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:42:32.614190] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:32.977134] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:33.306285] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:33.652981] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:33.653187] [INFO ] [CONFIGURE ] HVT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T15:42:33.653249] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4503 tests [2025-11-21T15:42:33.653297] [INFO ] [CONFIGURE ] HVT: Testing feature 20/29: add_price_rejection [2025-11-21T15:42:33.653343] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T15:42:34.032452] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:34.404774] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:34.758833] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:35.113450] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:35.462864] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:35.813811] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:36.170225] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:36.589785] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:37.106548] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:37.483501] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:37.483708] [INFO ] [CONFIGURE ] HVT: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T15:42:37.483769] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4502 tests [2025-11-21T15:42:37.483819] [INFO ] [CONFIGURE ] HVT: Testing feature 21/29: add_range_position [2025-11-21T15:42:37.483865] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T15:42:37.836994] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:38.184972] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:38.521359] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:38.855942] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:39.194412] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:39.525054] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:42:39.859762] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:40.179141] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:40.482972] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:40.807627] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:40.807857] [INFO ] [CONFIGURE ] HVT: DISCARDED add_range_position (score: 90.00%) [2025-11-21T15:42:40.807918] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4501 tests [2025-11-21T15:42:40.807964] [INFO ] [CONFIGURE ] HVT: Testing feature 22/29: add_realized_volatility [2025-11-21T15:42:40.808009] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T15:42:41.261227] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:41.698310] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:42.168250] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:42.639708] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:43.097417] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:43.594136] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:44.095901] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:44.546841] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:44.991392] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:45.434634] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:45.434840] [INFO ] [CONFIGURE ] HVT: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T15:42:45.434900] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4500 tests [2025-11-21T15:42:45.434950] [INFO ] [CONFIGURE ] HVT: Testing feature 23/29: add_recent_range_context [2025-11-21T15:42:45.434995] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T15:42:45.770409] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:46.108567] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:46.446916] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:46.779363] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:47.113139] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:47.461820] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:47.799087] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:48.139259] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:48.479518] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:48.853827] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:48.854208] [INFO ] [CONFIGURE ] HVT: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T15:42:48.854276] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4499 tests [2025-11-21T15:42:48.854325] [INFO ] [CONFIGURE ] HVT: Testing feature 24/29: add_rsi [2025-11-21T15:42:48.854369] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T15:42:49.238004] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:42:49.629712] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:49.991559] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:50.376432] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:50.746010] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:42:51.098720] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:51.458545] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:51.814494] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:52.226421] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:52.579906] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:52.580100] [INFO ] [CONFIGURE ] HVT: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:42:52.580160] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4498 tests [2025-11-21T15:42:52.580211] [INFO ] [CONFIGURE ] HVT: Testing feature 25/29: add_tick_distribution [2025-11-21T15:42:52.580257] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T15:42:52.899252] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:53.242131] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:53.584200] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:53.946368] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:54.268358] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:54.581906] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:54.896151] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:55.213447] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:55.533718] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:55.856785] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:55.857003] [INFO ] [CONFIGURE ] HVT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T15:42:55.857065] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4497 tests [2025-11-21T15:42:55.857124] [INFO ] [CONFIGURE ] HVT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:42:55.857178] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T15:42:56.204956] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:56.553489] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:42:56.896869] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:42:57.235508] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:42:57.573234] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:42:57.913847] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:42:58.251568] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:42:58.593796] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:42:58.939127] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:42:59.278029] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:42:59.278256] [INFO ] [CONFIGURE ] HVT: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T15:42:59.278318] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4496 tests [2025-11-21T15:42:59.278366] [INFO ] [CONFIGURE ] HVT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:42:59.278409] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T15:42:59.630262] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:42:59.993665] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:43:00.363057] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:43:01.406778] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:43:01.761763] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:43:02.114013] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:02.463232] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:43:02.812591] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:03.163251] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:03.522801] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:03.523003] [INFO ] [CONFIGURE ] HVT: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T15:43:03.523065] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4495 tests [2025-11-21T15:43:03.523175] [INFO ] [CONFIGURE ] HVT: Testing feature 28/29: add_volume_profile [2025-11-21T15:43:03.523226] [INFO ] [CONFIGURE ] HVT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T15:43:03.856263] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:43:04.191246] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:43:04.515477] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:43:04.837541] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:43:05.159204] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:43:05.477453] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:05.801372] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:43:06.133162] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:06.455506] [DEBUG] [FORECASTER] HVT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:06.778309] [DEBUG] [FORECASTER] HVT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:06.778510] [INFO ] [CONFIGURE ] HVT: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T15:43:06.778578] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4494 tests [2025-11-21T15:43:06.778637] [INFO ] [CONFIGURE ] HVT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:43:06.778714] [INFO ] [CONFIGURE ] HVT: Best accuracy: 90.00% [2025-11-21T15:43:06.778762] [INFO ] [CONFIGURE ] HVT: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T15:43:06.778801] [INFO ] [CONFIGURE ] HVT: Improvement over baseline: 40.00% [2025-11-21T15:43:06.778837] [INFO ] [CONFIGURE ] HVT: Total time: 1.5 minutes [2025-11-21T15:43:06.778907] [INFO ] [CONFIGURE ] HVT: Average time per feature: 3.2 seconds [2025-11-21T15:43:06.778956] [INFO ] [CONFIGURE ] HVT: Average speed: 0.32 features/sec [2025-11-21T15:43:06.779242] [INFO ] [LOCAL ] Saved configuration for HVT: 5 features, 90.00% accuracy -> ./output/feature-sets/HVT.json [2025-11-21T15:43:06.779300] [INFO ] [CONFIGURE ] HVT: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-21T15:43:06.779349] [INFO ] [sig ] [574/723] Successfully configured HVT | 0.01 sym/s | Total: 13.2h | ETA: 3.4h [2025-11-21T15:43:06.779394] [INFO ] [sig ] [575/723] Configuring IAE... [2025-11-21T15:43:06.779435] [INFO ] [CONFIGURE ] IAE: Configurate test run. [2025-11-21T15:43:06.779475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-11-21T15:43:06.878504] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IAE'. [2025-11-21T15:43:06.878890] [INFO ] [CONFIGURE ] IAE: Testing with 29 available features [2025-11-21T15:43:06.878957] [INFO ] [CONFIGURE ] IAE: Establishing baseline with no features... [2025-11-21T15:43:07.036855] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:07.198743] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:07.358151] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:43:07.523908] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:43:07.683341] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:07.848045] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:08.010509] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:08.186311] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:08.355319] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:08.530589] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:08.530865] [INFO ] [CONFIGURE ] IAE: Baseline score (no features): 30.00% [2025-11-21T15:43:08.531067] [INFO ] [CONFIGURE ] IAE: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:43:08.531155] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:43:08.728025] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:08.925484] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:09.127915] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:43:09.339206] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:43:09.541120] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:09.764816] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:09.971756] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:10.175549] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:10.389957] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:10.619658] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:10.619858] [INFO ] [CONFIGURE ] IAE: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T15:43:10.619908] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4493 tests [2025-11-21T15:43:10.619946] [INFO ] [CONFIGURE ] IAE: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:43:10.620012] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:43:10.826100] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:11.033599] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:11.246844] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:43:11.453182] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:43:11.663516] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:11.872180] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:12.085356] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:12.293027] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:12.503375] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:12.728947] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:12.729143] [INFO ] [CONFIGURE ] IAE: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T15:43:12.729192] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4492 tests [2025-11-21T15:43:12.729231] [INFO ] [CONFIGURE ] IAE: Testing feature 3/29: add_daily_returns [2025-11-21T15:43:12.729266] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_daily_returns'] [2025-11-21T15:43:12.909790] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:13.096060] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:13.291562] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:43:13.475366] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:43:13.659717] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:13.839665] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:14.027184] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:14.212733] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:14.393559] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:14.570994] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:14.571156] [INFO ] [CONFIGURE ] IAE: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T15:43:14.571204] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4491 tests [2025-11-21T15:43:14.571243] [INFO ] [CONFIGURE ] IAE: Testing feature 4/29: add_ema [2025-11-21T15:43:14.571278] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema'] [2025-11-21T15:43:14.775633] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:14.983175] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:15.206338] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:15.412985] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:15.624021] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:15.840618] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:16.055489] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:16.264820] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:16.474281] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:16.684922] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:16.685107] [INFO ] [CONFIGURE ] IAE: KEPT add_ema (score: 50.00%) [2025-11-21T15:43:16.685156] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4490 tests [2025-11-21T15:43:16.685196] [INFO ] [CONFIGURE ] IAE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:43:16.685232] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:43:16.939806] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:17.196659] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:17.456804] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:17.710238] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:43:17.970013] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:18.227968] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:18.499025] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:18.758303] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:19.012352] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:19.268622] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:19.268809] [INFO ] [CONFIGURE ] IAE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:43:19.268862] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4489 tests [2025-11-21T15:43:19.268933] [INFO ] [CONFIGURE ] IAE: Testing feature 6/29: add_failed_moves [2025-11-21T15:43:19.268982] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T15:43:19.487449] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:19.722432] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:19.957639] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:20.189846] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:20.427934] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:20.649413] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:20.870866] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:21.089782] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:21.316177] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:21.535089] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:21.535310] [INFO ] [CONFIGURE ] IAE: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:43:21.535360] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4488 tests [2025-11-21T15:43:21.535398] [INFO ] [CONFIGURE ] IAE: Testing feature 7/29: add_lag_shelf [2025-11-21T15:43:21.535434] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T15:43:21.740570] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:21.945612] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:22.155284] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:22.363793] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:22.583261] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:22.781685] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:22.978581] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:23.185374] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:23.402829] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:23.658938] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:23.659205] [INFO ] [CONFIGURE ] IAE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T15:43:23.659285] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4487 tests [2025-11-21T15:43:23.659352] [INFO ] [CONFIGURE ] IAE: Testing feature 8/29: add_macd [2025-11-21T15:43:23.659416] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T15:43:24.064420] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:24.449958] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:24.744014] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:43:25.030175] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:25.313586] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:25.603457] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:25.892426] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:26.191424] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:26.516342] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:26.793401] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:26.793591] [INFO ] [CONFIGURE ] IAE: DISCARDED add_macd (score: 30.00%) [2025-11-21T15:43:26.793675] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4486 tests [2025-11-21T15:43:26.793721] [INFO ] [CONFIGURE ] IAE: Testing feature 9/29: add_mfi [2025-11-21T15:43:26.793763] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T15:43:27.007571] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:27.221094] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:27.440395] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:27.671088] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:27.898410] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:28.114423] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:28.341611] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:28.580908] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:28.816988] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:29.047224] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:29.047411] [INFO ] [CONFIGURE ] IAE: DISCARDED add_mfi (score: 40.00%) [2025-11-21T15:43:29.047530] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4485 tests [2025-11-21T15:43:29.047601] [INFO ] [CONFIGURE ] IAE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:43:29.047662] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:43:29.342674] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:29.641747] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:29.944753] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:43:30.252507] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:30.555907] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:30.853518] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:31.148489] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:43:31.449993] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:31.746075] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:32.043945] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:32.044128] [INFO ] [CONFIGURE ] IAE: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:43:32.044187] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4484 tests [2025-11-21T15:43:32.044234] [INFO ] [CONFIGURE ] IAE: Testing feature 11/29: add_obv_daily [2025-11-21T15:43:32.044277] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T15:43:32.274583] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:43:32.511437] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:43:32.743561] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:32.986965] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:33.216250] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:33.447194] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:33.689720] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:33.930435] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:34.164326] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:34.396899] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:34.397068] [INFO ] [CONFIGURE ] IAE: KEPT add_obv_daily (score: 60.00%) [2025-11-21T15:43:34.397117] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4483 tests [2025-11-21T15:43:34.397156] [INFO ] [CONFIGURE ] IAE: Testing feature 12/29: add_obv_interval [2025-11-21T15:43:34.397191] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T15:43:34.637939] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:34.870057] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:43:35.105462] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:35.340921] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:35.589794] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:35.827116] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:36.063188] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:36.301765] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:36.544939] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:36.785860] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:36.786042] [INFO ] [CONFIGURE ] IAE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:43:36.786102] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4482 tests [2025-11-21T15:43:36.786151] [INFO ] [CONFIGURE ] IAE: Testing feature 13/29: add_opening_strength [2025-11-21T15:43:36.786196] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:43:37.055998] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:43:37.339843] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:37.624950] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:37.898901] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:43:38.175172] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:38.451918] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:38.720763] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:38.986393] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:39.271136] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:39.538043] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:39.538226] [INFO ] [CONFIGURE ] IAE: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T15:43:39.538301] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4481 tests [2025-11-21T15:43:39.538366] [INFO ] [CONFIGURE ] IAE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:43:39.538436] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T15:43:39.798192] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:43:40.065310] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:40.332694] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:40.599535] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:40.867987] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:41.132795] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:41.403600] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:41.661940] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:41.920007] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:42.186873] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:42.187047] [INFO ] [CONFIGURE ] IAE: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:43:42.187105] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4480 tests [2025-11-21T15:43:42.187154] [INFO ] [CONFIGURE ] IAE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:43:42.187198] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T15:43:42.424360] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:42.665415] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:42.900856] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:43.151141] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:43.391056] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:43.636435] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:43.888058] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:44.152863] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:44.398557] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:44.641418] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:44.641604] [INFO ] [CONFIGURE ] IAE: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T15:43:44.641709] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4479 tests [2025-11-21T15:43:44.641762] [INFO ] [CONFIGURE ] IAE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:43:44.641799] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T15:43:44.897017] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:43:45.190422] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:45.476961] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:45.725431] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:45.983883] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:46.236370] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:46.489962] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:46.737258] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:46.987583] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:47.240526] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:43:47.240743] [INFO ] [CONFIGURE ] IAE: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:43:47.240804] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4478 tests [2025-11-21T15:43:47.240889] [INFO ] [CONFIGURE ] IAE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:43:47.240934] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T15:43:47.492221] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:47.739386] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:43:48.010092] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:48.258105] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:48.510670] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:48.779200] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:49.034845] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:49.291661] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:49.547996] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:49.809090] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:49.809274] [INFO ] [CONFIGURE ] IAE: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:43:49.809389] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4477 tests [2025-11-21T15:43:49.809439] [INFO ] [CONFIGURE ] IAE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:43:49.809478] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T15:43:50.046533] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:50.285266] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:50.523636] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:50.767675] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:51.016373] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:51.269746] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:51.515051] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:51.756663] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:52.005507] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:52.255049] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:52.255230] [INFO ] [CONFIGURE ] IAE: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T15:43:52.255345] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4476 tests [2025-11-21T15:43:52.255398] [INFO ] [CONFIGURE ] IAE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:43:52.255440] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T15:43:52.489804] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:43:52.723456] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:52.966328] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:53.209958] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:53.445493] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:53.682278] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:53.918156] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:54.158553] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:54.396030] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:54.632869] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:54.633037] [INFO ] [CONFIGURE ] IAE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:43:54.633087] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4475 tests [2025-11-21T15:43:54.633143] [INFO ] [CONFIGURE ] IAE: Testing feature 20/29: add_price_rejection [2025-11-21T15:43:54.633187] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T15:43:54.885729] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:55.144038] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:55.400751] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:55.656556] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:55.911114] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:56.176535] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:43:56.438350] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:56.698950] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:43:56.960800] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:57.220420] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:57.220623] [INFO ] [CONFIGURE ] IAE: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T15:43:57.220711] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4474 tests [2025-11-21T15:43:57.220761] [INFO ] [CONFIGURE ] IAE: Testing feature 21/29: add_range_position [2025-11-21T15:43:57.220804] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_range_position'] [2025-11-21T15:43:57.492149] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:43:57.761675] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:43:58.029612] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:43:58.310684] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:43:58.591596] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:43:58.864089] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:43:59.141791] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:43:59.427063] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:43:59.699099] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:43:59.986729] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:43:59.986909] [INFO ] [CONFIGURE ] IAE: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:43:59.986973] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4473 tests [2025-11-21T15:43:59.987021] [INFO ] [CONFIGURE ] IAE: Testing feature 22/29: add_realized_volatility [2025-11-21T15:43:59.987064] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T15:44:00.334941] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:44:01.402878] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:44:01.901537] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:44:02.264887] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:44:02.638321] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:02.995969] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:03.355280] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:44:03.710295] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:44:04.053449] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:04.428527] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:44:04.428762] [INFO ] [CONFIGURE ] IAE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:44:04.428823] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4472 tests [2025-11-21T15:44:04.428870] [INFO ] [CONFIGURE ] IAE: Testing feature 23/29: add_recent_range_context [2025-11-21T15:44:04.428915] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T15:44:04.673012] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:44:04.918440] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:44:05.168251] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:44:05.420126] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:44:05.673157] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:05.926633] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:06.182054] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:44:06.435408] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:44:06.690188] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:06.940793] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:44:06.940963] [INFO ] [CONFIGURE ] IAE: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:44:06.941019] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4471 tests [2025-11-21T15:44:06.941066] [INFO ] [CONFIGURE ] IAE: Testing feature 24/29: add_rsi [2025-11-21T15:44:06.941109] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_rsi'] [2025-11-21T15:44:07.190338] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:44:07.441605] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:07.707981] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:44:07.958160] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:44:08.211905] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:08.464739] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:08.727082] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:44:08.983824] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:44:09.238276] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:09.488417] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:44:09.488615] [INFO ] [CONFIGURE ] IAE: DISCARDED add_rsi (score: 40.00%) [2025-11-21T15:44:09.488694] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4470 tests [2025-11-21T15:44:09.488743] [INFO ] [CONFIGURE ] IAE: Testing feature 25/29: add_tick_distribution [2025-11-21T15:44:09.488788] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T15:44:09.732458] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:44:09.973580] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:44:10.220747] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:44:10.468494] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:44:10.714600] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:10.960692] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:11.218507] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:44:11.473734] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:44:11.722678] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:11.973082] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:44:11.973285] [INFO ] [CONFIGURE ] IAE: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T15:44:11.973534] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4469 tests [2025-11-21T15:44:11.973581] [INFO ] [CONFIGURE ] IAE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:44:11.973622] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T15:44:12.216223] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:44:12.456188] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:12.701409] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:44:12.950942] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:44:13.209939] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:13.468344] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:13.714913] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:44:13.966090] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:44:14.220960] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:14.471146] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:44:14.471340] [INFO ] [CONFIGURE ] IAE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T15:44:14.471397] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4468 tests [2025-11-21T15:44:14.471442] [INFO ] [CONFIGURE ] IAE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:44:14.471487] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T15:44:14.737531] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:44:14.999740] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:44:15.262455] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:44:15.525146] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:44:15.794783] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:16.146436] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:16.553544] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:44:16.922792] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:44:17.202197] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:17.488097] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:44:17.488356] [INFO ] [CONFIGURE ] IAE: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:44:17.488435] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4467 tests [2025-11-21T15:44:17.488588] [INFO ] [CONFIGURE ] IAE: Testing feature 28/29: add_volume_profile [2025-11-21T15:44:17.488792] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T15:44:17.755418] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:44:18.028538] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:44:18.305443] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:44:18.555809] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:44:18.804733] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:19.057272] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:19.311466] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:44:19.566996] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:44:19.829580] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:20.097925] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:44:20.098104] [INFO ] [CONFIGURE ] IAE: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:44:20.098161] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4466 tests [2025-11-21T15:44:20.098206] [INFO ] [CONFIGURE ] IAE: Testing feature 29/29: add_vwap [2025-11-21T15:44:20.098249] [INFO ] [CONFIGURE ] IAE: Testing with features: ['add_ema', 'add_obv_daily', 'add_vwap'] [2025-11-21T15:44:20.356679] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:44:20.618797] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:44:20.882177] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:44:21.148882] [DEBUG] [FORECASTER] IAE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:44:21.403428] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:21.662419] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:44:21.923203] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:44:22.180492] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:44:22.445286] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:22.702149] [DEBUG] [FORECASTER] IAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:44:22.702315] [INFO ] [CONFIGURE ] IAE: DISCARDED add_vwap (score: 20.00%) [2025-11-21T15:44:22.702372] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4465 tests [2025-11-21T15:44:22.702421] [INFO ] [CONFIGURE ] IAE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:44:22.702468] [INFO ] [CONFIGURE ] IAE: Best accuracy: 60.00% [2025-11-21T15:44:22.702511] [INFO ] [CONFIGURE ] IAE: Best feature set (2 features): ['add_ema', 'add_obv_daily'] [2025-11-21T15:44:22.702550] [INFO ] [CONFIGURE ] IAE: Improvement over baseline: 30.00% [2025-11-21T15:44:22.702588] [INFO ] [CONFIGURE ] IAE: Total time: 1.2 minutes [2025-11-21T15:44:22.702634] [INFO ] [CONFIGURE ] IAE: Average time per feature: 2.6 seconds [2025-11-21T15:44:22.702695] [INFO ] [CONFIGURE ] IAE: Average speed: 0.39 features/sec [2025-11-21T15:44:22.703055] [INFO ] [LOCAL ] Saved configuration for IAE: 2 features, 60.00% accuracy -> ./output/feature-sets/IAE.json [2025-11-21T15:44:22.703113] [INFO ] [CONFIGURE ] IAE: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T15:44:22.703161] [INFO ] [sig ] [575/723] Successfully configured IAE | 0.01 sym/s | Total: 13.2h | ETA: 3.4h [2025-11-21T15:44:22.703214] [INFO ] [sig ] [576/723] Configuring ICE... [2025-11-21T15:44:22.703258] [INFO ] [CONFIGURE ] ICE: Configurate test run. [2025-11-21T15:44:22.703298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-11-21T15:44:22.778317] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ICE'. [2025-11-21T15:44:22.778731] [INFO ] [CONFIGURE ] ICE: Testing with 29 available features [2025-11-21T15:44:22.778795] [INFO ] [CONFIGURE ] ICE: Establishing baseline with no features... [2025-11-21T15:44:22.962197] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:23.148290] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:44:23.344905] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:44:23.534410] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:23.704211] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:23.887747] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:24.059894] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:44:24.237270] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:24.409950] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:24.581855] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:44:24.582009] [INFO ] [CONFIGURE ] ICE: Baseline score (no features): 50.00% [2025-11-21T15:44:24.582057] [INFO ] [CONFIGURE ] ICE: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:44:24.582096] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:44:24.786780] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:24.998766] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:25.209891] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:44:25.417705] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:25.635154] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:25.842554] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:26.049708] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:26.256467] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:26.467069] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:26.674026] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:44:26.674209] [INFO ] [CONFIGURE ] ICE: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T15:44:26.674260] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4464 tests [2025-11-21T15:44:26.674303] [INFO ] [CONFIGURE ] ICE: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:44:26.674342] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:44:26.918754] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:27.156529] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:27.398220] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:44:27.634976] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:27.873225] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:28.113740] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:28.359109] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:28.603978] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:28.848693] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:44:29.091100] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:44:29.091277] [INFO ] [CONFIGURE ] ICE: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T15:44:29.091333] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4463 tests [2025-11-21T15:44:29.091380] [INFO ] [CONFIGURE ] ICE: Testing feature 3/29: add_daily_returns [2025-11-21T15:44:29.091422] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:44:29.303977] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:29.530382] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:29.753455] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:44:29.980429] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:30.210165] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:30.434927] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:30.660285] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:30.879817] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:31.104289] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:31.324417] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:44:31.324783] [INFO ] [CONFIGURE ] ICE: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T15:44:31.324898] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4462 tests [2025-11-21T15:44:31.325013] [INFO ] [CONFIGURE ] ICE: Testing feature 4/29: add_ema [2025-11-21T15:44:31.325108] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:44:31.575774] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:31.825413] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:32.074425] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:44:32.325962] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:32.584714] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:32.832851] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:33.083954] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:33.337986] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:44:33.580304] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:44:33.826312] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:44:33.826507] [INFO ] [CONFIGURE ] ICE: KEPT add_ema (score: 70.00%) [2025-11-21T15:44:33.826556] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4461 tests [2025-11-21T15:44:33.826618] [INFO ] [CONFIGURE ] ICE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:44:33.826677] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:44:34.113779] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:44:34.398441] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:44:34.685636] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:44:34.975579] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:35.261614] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:35.548850] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:35.837690] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:36.125835] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:36.420015] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:44:36.717894] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:44:36.718094] [INFO ] [CONFIGURE ] ICE: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:44:36.718151] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4460 tests [2025-11-21T15:44:36.718194] [INFO ] [CONFIGURE ] ICE: Testing feature 6/29: add_failed_moves [2025-11-21T15:44:36.718237] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T15:44:36.986828] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:37.252634] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:37.511590] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:44:37.769698] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:38.034363] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:38.298164] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:38.575087] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:38.832114] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:44:39.108058] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:44:39.363538] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:44:39.363732] [INFO ] [CONFIGURE ] ICE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T15:44:39.363793] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4459 tests [2025-11-21T15:44:39.363846] [INFO ] [CONFIGURE ] ICE: Testing feature 7/29: add_lag_shelf [2025-11-21T15:44:39.363886] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T15:44:39.595140] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:39.828465] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:40.069178] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:44:40.301427] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:44:40.538012] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:44:40.776547] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:41.012846] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:41.248437] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:44:41.485436] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:44:41.723213] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:44:41.723405] [INFO ] [CONFIGURE ] ICE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T15:44:41.723452] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4458 tests [2025-11-21T15:44:41.723505] [INFO ] [CONFIGURE ] ICE: Testing feature 8/29: add_macd [2025-11-21T15:44:41.723548] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T15:44:42.035025] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:42.348992] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:42.665799] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:44:42.996309] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:43.322275] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:44:43.662698] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:44:43.985596] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:44.343778] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:44.665957] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:45.001814] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:44:45.002394] [INFO ] [CONFIGURE ] ICE: DISCARDED add_macd (score: 70.00%) [2025-11-21T15:44:45.002458] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4457 tests [2025-11-21T15:44:45.002507] [INFO ] [CONFIGURE ] ICE: Testing feature 9/29: add_mfi [2025-11-21T15:44:45.002552] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T15:44:45.276683] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:45.566600] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:45.858076] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:44:46.142271] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:46.429169] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:46.701036] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:46.976469] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:47.259828] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:44:47.563000] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:44:47.848773] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:44:47.848987] [INFO ] [CONFIGURE ] ICE: DISCARDED add_mfi (score: 70.00%) [2025-11-21T15:44:47.849055] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4456 tests [2025-11-21T15:44:47.849104] [INFO ] [CONFIGURE ] ICE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:44:47.849151] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:44:48.208432] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:48.541804] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:48.902084] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:44:49.256093] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:49.610179] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:44:49.976589] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:50.350385] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:50.711338] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:44:51.087287] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:51.464704] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:44:51.464916] [INFO ] [CONFIGURE ] ICE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T15:44:51.464977] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4455 tests [2025-11-21T15:44:51.465027] [INFO ] [CONFIGURE ] ICE: Testing feature 11/29: add_obv_daily [2025-11-21T15:44:51.465074] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T15:44:51.781050] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:52.069945] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:52.351986] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:44:52.636963] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:52.923390] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:53.206752] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:53.518403] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:53.792980] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:54.076197] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:44:54.360000] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:44:54.360178] [INFO ] [CONFIGURE ] ICE: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T15:44:54.360233] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4454 tests [2025-11-21T15:44:54.360281] [INFO ] [CONFIGURE ] ICE: Testing feature 12/29: add_obv_interval [2025-11-21T15:44:54.360316] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T15:44:54.624817] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:54.885087] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:55.153163] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:44:55.423214] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:44:55.695898] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:44:55.969016] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:44:56.228108] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:56.485834] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:56.738913] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:44:56.997912] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:44:56.998089] [INFO ] [CONFIGURE ] ICE: KEPT add_obv_interval (score: 80.00%) [2025-11-21T15:44:56.998145] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4453 tests [2025-11-21T15:44:56.998190] [INFO ] [CONFIGURE ] ICE: Testing feature 13/29: add_opening_strength [2025-11-21T15:44:56.998232] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:44:57.275256] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:44:57.558827] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:44:57.840115] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:44:58.120103] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:44:58.403812] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:44:58.685098] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:44:58.968502] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:44:59.250169] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:44:59.530173] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:44:59.807407] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:44:59.807593] [INFO ] [CONFIGURE ] ICE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:44:59.807668] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4452 tests [2025-11-21T15:44:59.807717] [INFO ] [CONFIGURE ] ICE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:44:59.807761] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T15:45:00.111617] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:00.407782] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:00.694291] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:01.623821] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:01.962488] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:45:02.283863] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:02.575619] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:02.896369] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:03.207088] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:03.631582] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:03.631844] [INFO ] [CONFIGURE ] ICE: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T15:45:03.631903] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4451 tests [2025-11-21T15:45:03.631951] [INFO ] [CONFIGURE ] ICE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:45:03.631988] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T15:45:03.962372] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:04.229168] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:04.514903] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:04.798747] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:05.084103] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:05.374546] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:05.666668] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:05.948440] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:06.198372] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:06.446769] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:06.446946] [INFO ] [CONFIGURE ] ICE: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T15:45:06.447002] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4450 tests [2025-11-21T15:45:06.447063] [INFO ] [CONFIGURE ] ICE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:45:06.447109] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T15:45:06.763394] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:07.069630] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:07.393462] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:07.697009] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:45:07.998867] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:08.319661] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:08.646334] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:08.975869] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:09.274608] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:09.584325] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:45:09.584538] [INFO ] [CONFIGURE ] ICE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:45:09.584597] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4449 tests [2025-11-21T15:45:09.584664] [INFO ] [CONFIGURE ] ICE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:45:09.584713] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T15:45:09.876269] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:10.164324] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:10.456540] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:10.743405] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:11.041187] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:11.338209] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:11.631120] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:11.926831] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:12.222860] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:12.515110] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:45:12.515373] [INFO ] [CONFIGURE ] ICE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T15:45:12.515450] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4448 tests [2025-11-21T15:45:12.515499] [INFO ] [CONFIGURE ] ICE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:45:12.515544] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T15:45:12.782207] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:13.042625] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:13.300040] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:13.583951] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:13.870735] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:14.163735] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:14.425066] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:14.691043] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:45:14.958100] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:15.212703] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:45:15.212918] [INFO ] [CONFIGURE ] ICE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T15:45:15.212991] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4447 tests [2025-11-21T15:45:15.213041] [INFO ] [CONFIGURE ] ICE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:45:15.213086] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T15:45:15.492309] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:15.777970] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:16.059352] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:16.340565] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:16.628565] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:16.891385] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:17.156307] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:17.445017] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:17.707457] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:45:17.976057] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:17.976232] [INFO ] [CONFIGURE ] ICE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T15:45:17.976305] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4446 tests [2025-11-21T15:45:17.976357] [INFO ] [CONFIGURE ] ICE: Testing feature 20/29: add_price_rejection [2025-11-21T15:45:17.976433] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T15:45:18.246675] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:18.526875] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:18.810023] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:19.075001] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:19.355892] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:19.635455] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:19.920592] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:20.215354] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:20.485273] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:20.787843] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:45:20.788041] [INFO ] [CONFIGURE ] ICE: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T15:45:20.788103] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4445 tests [2025-11-21T15:45:20.788153] [INFO ] [CONFIGURE ] ICE: Testing feature 21/29: add_range_position [2025-11-21T15:45:20.788241] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position'] [2025-11-21T15:45:21.119296] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:21.449038] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:21.776618] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:22.081751] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:22.389223] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:22.695440] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:23.007233] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:23.321117] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:23.648785] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:23.971378] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:23.971591] [INFO ] [CONFIGURE ] ICE: KEPT add_range_position (score: 90.00%) [2025-11-21T15:45:23.971671] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4444 tests [2025-11-21T15:45:23.971725] [INFO ] [CONFIGURE ] ICE: Testing feature 22/29: add_realized_volatility [2025-11-21T15:45:23.971769] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position', 'add_realized_volatility'] [2025-11-21T15:45:24.414863] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:24.835847] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:25.264563] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:25.725323] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:45:26.173448] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:45:26.611841] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:27.031717] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:27.459884] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T15:45:27.885457] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:28.326967] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:28.327175] [INFO ] [CONFIGURE ] ICE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:45:28.327255] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4443 tests [2025-11-21T15:45:28.327370] [INFO ] [CONFIGURE ] ICE: Testing feature 23/29: add_recent_range_context [2025-11-21T15:45:28.327415] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position', 'add_recent_range_context'] [2025-11-21T15:45:28.656258] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:28.975884] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:29.289497] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:29.607494] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:29.928432] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:30.248449] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:30.568500] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:30.919144] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:31.242917] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:31.567195] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:31.567373] [INFO ] [CONFIGURE ] ICE: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T15:45:31.567430] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4442 tests [2025-11-21T15:45:31.567553] [INFO ] [CONFIGURE ] ICE: Testing feature 24/29: add_rsi [2025-11-21T15:45:31.567601] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position', 'add_rsi'] [2025-11-21T15:45:31.901369] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:32.231900] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:32.552891] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:32.892752] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:33.229214] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:33.570545] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:33.938410] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:34.274495] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:34.614017] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:34.959583] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:34.959810] [INFO ] [CONFIGURE ] ICE: DISCARDED add_rsi (score: 80.00%) [2025-11-21T15:45:34.959913] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4441 tests [2025-11-21T15:45:34.959967] [INFO ] [CONFIGURE ] ICE: Testing feature 25/29: add_tick_distribution [2025-11-21T15:45:34.960012] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position', 'add_tick_distribution'] [2025-11-21T15:45:35.267857] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:35.568559] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:35.877781] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:36.187567] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:36.491173] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:36.803291] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:37.116483] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:37.431991] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:37.737783] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:38.047773] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:38.047986] [INFO ] [CONFIGURE ] ICE: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T15:45:38.048045] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4440 tests [2025-11-21T15:45:38.048091] [INFO ] [CONFIGURE ] ICE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:45:38.048134] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-21T15:45:38.364707] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:38.686042] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:39.009064] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:39.331191] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:39.638965] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:39.952542] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:40.286138] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:40.609453] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:40.940857] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:41.304920] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:41.305128] [INFO ] [CONFIGURE ] ICE: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T15:45:41.305187] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4439 tests [2025-11-21T15:45:41.305236] [INFO ] [CONFIGURE ] ICE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:45:41.305279] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position', 'add_volume_price_divergence'] [2025-11-21T15:45:41.675933] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:42.046673] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:42.416383] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:42.792255] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:45:43.147169] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:45:43.471171] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:43.803227] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:44.161823] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:44.519537] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:45:44.877355] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:44.877591] [INFO ] [CONFIGURE ] ICE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T15:45:44.877693] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4438 tests [2025-11-21T15:45:44.877829] [INFO ] [CONFIGURE ] ICE: Testing feature 28/29: add_volume_profile [2025-11-21T15:45:44.877878] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position', 'add_volume_profile'] [2025-11-21T15:45:45.229981] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:45.587484] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:45.958022] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:46.306355] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:46.658154] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:45:46.984019] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:47.338378] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:47.679842] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:48.061844] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:48.423071] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:45:48.423271] [INFO ] [CONFIGURE ] ICE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:45:48.423328] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4437 tests [2025-11-21T15:45:48.423439] [INFO ] [CONFIGURE ] ICE: Testing feature 29/29: add_vwap [2025-11-21T15:45:48.423487] [INFO ] [CONFIGURE ] ICE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position', 'add_vwap'] [2025-11-21T15:45:48.781279] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:45:49.121188] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:45:49.452953] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:49.809542] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:50.155457] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:45:50.491981] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:50.842291] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:45:51.204384] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T15:45:51.561551] [DEBUG] [FORECASTER] ICE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:45:51.909865] [DEBUG] [FORECASTER] ICE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:45:51.910063] [INFO ] [CONFIGURE ] ICE: DISCARDED add_vwap (score: 70.00%) [2025-11-21T15:45:51.910119] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4436 tests [2025-11-21T15:45:51.910163] [INFO ] [CONFIGURE ] ICE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:45:51.910263] [INFO ] [CONFIGURE ] ICE: Best accuracy: 90.00% [2025-11-21T15:45:51.910311] [INFO ] [CONFIGURE ] ICE: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_obv_interval', 'add_range_position'] [2025-11-21T15:45:51.910350] [INFO ] [CONFIGURE ] ICE: Improvement over baseline: 40.00% [2025-11-21T15:45:51.910386] [INFO ] [CONFIGURE ] ICE: Total time: 1.5 minutes [2025-11-21T15:45:51.910423] [INFO ] [CONFIGURE ] ICE: Average time per feature: 3.0 seconds [2025-11-21T15:45:51.910460] [INFO ] [CONFIGURE ] ICE: Average speed: 0.33 features/sec [2025-11-21T15:45:51.910998] [INFO ] [LOCAL ] Saved configuration for ICE: 4 features, 90.00% accuracy -> ./output/feature-sets/ICE.json [2025-11-21T15:45:51.911065] [INFO ] [CONFIGURE ] ICE: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T15:45:51.911114] [INFO ] [sig ] [576/723] Successfully configured ICE | 0.01 sym/s | Total: 13.2h | ETA: 3.4h [2025-11-21T15:45:51.911156] [INFO ] [sig ] [577/723] Configuring IDA... [2025-11-21T15:45:51.911196] [INFO ] [CONFIGURE ] IDA: Configurate test run. [2025-11-21T15:45:51.911234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-11-21T15:45:52.171669] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IDA'. [2025-11-21T15:45:52.172128] [INFO ] [CONFIGURE ] IDA: Testing with 29 available features [2025-11-21T15:45:52.172193] [INFO ] [CONFIGURE ] IDA: Establishing baseline with no features... [2025-11-21T15:45:52.361322] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:45:52.544235] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:45:52.725685] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:52.909375] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:45:53.087366] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:45:53.265606] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:45:53.445547] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:45:53.639582] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:45:53.838293] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:45:54.033021] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:45:54.033208] [INFO ] [CONFIGURE ] IDA: Baseline score (no features): 40.00% [2025-11-21T15:45:54.033268] [INFO ] [CONFIGURE ] IDA: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:45:54.033317] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:45:54.257160] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:45:54.482043] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:45:54.714604] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:54.960739] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:45:55.180924] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:45:55.403186] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:45:55.642340] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:45:55.860974] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:45:56.080492] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:45:56.304565] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:45:56.304893] [INFO ] [CONFIGURE ] IDA: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:45:56.304997] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4435 tests [2025-11-21T15:45:56.305082] [INFO ] [CONFIGURE ] IDA: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:45:56.305180] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:45:56.536228] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:45:56.767685] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:45:57.001665] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:45:57.236796] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:57.450910] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:45:57.673680] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:45:57.883815] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:45:58.096356] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:45:58.308409] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:45:58.518472] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:45:58.518659] [INFO ] [CONFIGURE ] IDA: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:45:58.518728] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4434 tests [2025-11-21T15:45:58.518802] [INFO ] [CONFIGURE ] IDA: Testing feature 3/29: add_daily_returns [2025-11-21T15:45:58.518858] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_daily_returns'] [2025-11-21T15:45:58.705870] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:45:58.887383] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:45:59.070630] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:45:59.260472] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:45:59.445375] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:45:59.627301] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:45:59.809601] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:45:59.993631] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:00.180924] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:00.374824] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:00.375001] [INFO ] [CONFIGURE ] IDA: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:46:00.375052] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4433 tests [2025-11-21T15:46:00.375091] [INFO ] [CONFIGURE ] IDA: Testing feature 4/29: add_ema [2025-11-21T15:46:00.375127] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_ema'] [2025-11-21T15:46:00.591063] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:01.260072] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:01.637892] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:02.022142] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:02.248665] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:02.471576] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:02.692595] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:02.915430] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:03.161448] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:03.422781] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:03.423146] [INFO ] [CONFIGURE ] IDA: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:46:03.423278] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4432 tests [2025-11-21T15:46:03.423393] [INFO ] [CONFIGURE ] IDA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:46:03.423478] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:46:03.677826] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:03.938635] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:04.207735] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:04.472146] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:04.738028] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:04.999752] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:05.266983] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:05.530315] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:05.805869] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:06.078041] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:06.078228] [INFO ] [CONFIGURE ] IDA: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T15:46:06.078347] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4431 tests [2025-11-21T15:46:06.078399] [INFO ] [CONFIGURE ] IDA: Testing feature 6/29: add_failed_moves [2025-11-21T15:46:06.078438] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T15:46:06.333528] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:06.584790] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:06.848711] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:07.096998] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:07.350709] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:07.617041] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:07.869864] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:08.123026] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:08.383299] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:08.639755] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:08.639941] [INFO ] [CONFIGURE ] IDA: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:46:08.639996] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4430 tests [2025-11-21T15:46:08.640043] [INFO ] [CONFIGURE ] IDA: Testing feature 7/29: add_lag_shelf [2025-11-21T15:46:08.640149] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T15:46:08.878372] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:09.114994] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:09.353606] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:09.595385] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:09.843315] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:10.133338] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:10.473921] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:10.783367] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:11.045992] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:11.280281] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:11.280487] [INFO ] [CONFIGURE ] IDA: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T15:46:11.280578] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4429 tests [2025-11-21T15:46:11.280630] [INFO ] [CONFIGURE ] IDA: Testing feature 8/29: add_macd [2025-11-21T15:46:11.280740] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T15:46:11.605437] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:11.922718] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:12.226202] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:12.548934] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:12.867799] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:46:13.186488] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:13.507780] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:13.828582] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:14.150445] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:14.463576] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:14.463779] [INFO ] [CONFIGURE ] IDA: DISCARDED add_macd (score: 50.00%) [2025-11-21T15:46:14.463837] [INFO ] [CONFIGURE ] JOB ETA: 3.5h | Avg: 2.8s/test | Remaining: 4428 tests [2025-11-21T15:46:14.463953] [INFO ] [CONFIGURE ] IDA: Testing feature 9/29: add_mfi [2025-11-21T15:46:14.464000] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T15:46:14.708605] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:14.966812] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:15.222987] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:15.472567] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:15.711768] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:15.941500] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:16.169315] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:16.399181] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:16.624941] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:16.853001] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:16.853213] [INFO ] [CONFIGURE ] IDA: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:46:16.853273] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4427 tests [2025-11-21T15:46:16.853389] [INFO ] [CONFIGURE ] IDA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:46:16.853434] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:46:17.188236] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:17.521229] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:17.835082] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:18.156084] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:18.498940] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:18.855290] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:19.203932] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:19.563379] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:19.902281] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:46:20.232809] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:20.232988] [INFO ] [CONFIGURE ] IDA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:46:20.233047] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4426 tests [2025-11-21T15:46:20.233150] [INFO ] [CONFIGURE ] IDA: Testing feature 11/29: add_obv_daily [2025-11-21T15:46:20.233201] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T15:46:20.475477] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:20.728613] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:20.965398] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:21.204877] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:21.440681] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:21.676109] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:21.920260] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:22.164294] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:22.411379] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:22.648962] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:22.649147] [INFO ] [CONFIGURE ] IDA: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T15:46:22.649204] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4425 tests [2025-11-21T15:46:22.649252] [INFO ] [CONFIGURE ] IDA: Testing feature 12/29: add_obv_interval [2025-11-21T15:46:22.649294] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T15:46:22.898348] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:23.182610] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:23.440890] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:23.684218] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:23.920457] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:24.148854] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:24.386496] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:24.642008] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:24.894481] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:46:25.158224] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:46:25.158415] [INFO ] [CONFIGURE ] IDA: KEPT add_obv_interval (score: 70.00%) [2025-11-21T15:46:25.158483] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4424 tests [2025-11-21T15:46:25.158530] [INFO ] [CONFIGURE ] IDA: Testing feature 13/29: add_opening_strength [2025-11-21T15:46:25.158573] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:46:25.447873] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:25.740442] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:26.034257] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:26.327220] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:26.634575] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:26.937674] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:27.236943] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:27.533220] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:46:27.862850] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:28.156129] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:28.156309] [INFO ] [CONFIGURE ] IDA: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T15:46:28.156366] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4423 tests [2025-11-21T15:46:28.156415] [INFO ] [CONFIGURE ] IDA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:46:28.156460] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T15:46:28.440091] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:28.726472] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:29.010446] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:29.294468] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:29.582439] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:46:29.872931] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:30.172936] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:30.465924] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:30.764227] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:31.060808] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:31.060990] [INFO ] [CONFIGURE ] IDA: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:46:31.061049] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4422 tests [2025-11-21T15:46:31.061100] [INFO ] [CONFIGURE ] IDA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:46:31.061146] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T15:46:31.318516] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:31.583862] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:31.850904] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:32.110668] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:32.367555] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:32.629291] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:32.904527] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:33.181034] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:33.444816] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:33.716552] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:46:33.716760] [INFO ] [CONFIGURE ] IDA: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T15:46:33.716822] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4421 tests [2025-11-21T15:46:33.716870] [INFO ] [CONFIGURE ] IDA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:46:33.716912] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T15:46:33.998698] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:34.291035] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:34.564674] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:34.837149] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:35.105577] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:35.368912] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:46:35.632693] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:35.912814] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:36.185525] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:36.478848] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:36.479055] [INFO ] [CONFIGURE ] IDA: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T15:46:36.479114] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4420 tests [2025-11-21T15:46:36.479164] [INFO ] [CONFIGURE ] IDA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:46:36.479282] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T15:46:36.771412] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:37.049280] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:37.326851] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:37.600175] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:37.885998] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:38.168898] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:38.447300] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:38.710639] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:38.977587] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:39.256221] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:46:39.256392] [INFO ] [CONFIGURE ] IDA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T15:46:39.256448] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4419 tests [2025-11-21T15:46:39.256494] [INFO ] [CONFIGURE ] IDA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:46:39.256564] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T15:46:39.495812] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:39.731239] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:39.972014] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:40.205263] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:40.452314] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:46:40.707310] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:40.950906] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:41.191741] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:41.431852] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:41.675424] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:41.675615] [INFO ] [CONFIGURE ] IDA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:46:41.675767] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4418 tests [2025-11-21T15:46:41.675832] [INFO ] [CONFIGURE ] IDA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:46:41.675880] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T15:46:41.906633] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:42.134964] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:42.376573] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:42.631445] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:42.872989] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:43.126584] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:43.367855] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:43.610638] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:43.853134] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:44.102348] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:46:44.102777] [INFO ] [CONFIGURE ] IDA: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:46:44.102849] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4417 tests [2025-11-21T15:46:44.102904] [INFO ] [CONFIGURE ] IDA: Testing feature 20/29: add_price_rejection [2025-11-21T15:46:44.102946] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T15:46:44.363864] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:46:44.626994] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:44.895451] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:45.156422] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:45.416287] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:45.674592] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:45.933347] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:46.203498] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:46.466310] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:46:46.725535] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:46:46.725732] [INFO ] [CONFIGURE ] IDA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:46:46.725791] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4416 tests [2025-11-21T15:46:46.725910] [INFO ] [CONFIGURE ] IDA: Testing feature 21/29: add_range_position [2025-11-21T15:46:46.725954] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_range_position'] [2025-11-21T15:46:46.995796] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:47.265076] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:47.537132] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:47.821471] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:46:48.092811] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:46:48.361452] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:48.633610] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:48.924419] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:49.205072] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:49.489462] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:46:49.489675] [INFO ] [CONFIGURE ] IDA: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:46:49.489739] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4415 tests [2025-11-21T15:46:49.489791] [INFO ] [CONFIGURE ] IDA: Testing feature 22/29: add_realized_volatility [2025-11-21T15:46:49.489837] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T15:46:49.850797] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:50.238702] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:50.611698] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:50.972071] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:51.328884] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:51.696262] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:52.057194] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:52.416329] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:52.801761] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:53.189371] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:46:53.189701] [INFO ] [CONFIGURE ] IDA: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:46:53.189769] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4414 tests [2025-11-21T15:46:53.189819] [INFO ] [CONFIGURE ] IDA: Testing feature 23/29: add_recent_range_context [2025-11-21T15:46:53.189888] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T15:46:53.458584] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:53.721285] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:53.979080] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:46:54.239458] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:54.500175] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:54.762697] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:55.031975] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:55.304819] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:55.574060] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:55.834536] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:46:55.834731] [INFO ] [CONFIGURE ] IDA: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:46:55.834790] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4413 tests [2025-11-21T15:46:55.834903] [INFO ] [CONFIGURE ] IDA: Testing feature 24/29: add_rsi [2025-11-21T15:46:55.834949] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T15:46:56.132275] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:56.437693] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:56.751682] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:46:57.113495] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:46:57.531590] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:46:57.948031] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:46:58.266411] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:46:58.586152] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:46:58.889981] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:46:59.196107] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:46:59.196292] [INFO ] [CONFIGURE ] IDA: DISCARDED add_rsi (score: 30.00%) [2025-11-21T15:46:59.196353] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4412 tests [2025-11-21T15:46:59.196402] [INFO ] [CONFIGURE ] IDA: Testing feature 25/29: add_tick_distribution [2025-11-21T15:46:59.196448] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T15:46:59.452434] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:46:59.713894] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:46:59.962488] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:47:00.219203] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:47:00.487896] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:47:00.748454] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:47:01.043431] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:47:01.886408] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:47:02.236639] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:47:02.494981] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:02.495148] [INFO ] [CONFIGURE ] IDA: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T15:47:02.495204] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4411 tests [2025-11-21T15:47:02.495250] [INFO ] [CONFIGURE ] IDA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:47:02.495355] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T15:47:02.747035] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:03.000269] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:47:03.248340] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:47:03.497388] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:03.750512] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:47:04.005137] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:47:04.281185] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:47:04.538257] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:47:04.800358] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:47:05.063541] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:05.063736] [INFO ] [CONFIGURE ] IDA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:47:05.063857] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4410 tests [2025-11-21T15:47:05.063909] [INFO ] [CONFIGURE ] IDA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:47:05.063955] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T15:47:05.337110] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:05.604909] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:47:05.891257] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:47:06.158316] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:47:06.432178] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:47:06.702769] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:47:06.985469] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:47:07.265049] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:47:07.549825] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:47:07.830716] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:07.830926] [INFO ] [CONFIGURE ] IDA: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T15:47:07.830986] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4409 tests [2025-11-21T15:47:07.831034] [INFO ] [CONFIGURE ] IDA: Testing feature 28/29: add_volume_profile [2025-11-21T15:47:07.831108] [INFO ] [CONFIGURE ] IDA: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T15:47:08.104132] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:08.388335] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T15:47:08.678139] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:47:08.973219] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:47:09.262478] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:47:09.545783] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:47:09.829658] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:47:10.122882] [DEBUG] [FORECASTER] IDA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:47:10.410036] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:47:10.699736] [DEBUG] [FORECASTER] IDA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:47:10.699958] [INFO ] [CONFIGURE ] IDA: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:47:10.700023] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4408 tests [2025-11-21T15:47:10.700073] [INFO ] [CONFIGURE ] IDA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:47:10.700116] [INFO ] [CONFIGURE ] IDA: Best accuracy: 70.00% [2025-11-21T15:47:10.700189] [INFO ] [CONFIGURE ] IDA: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T15:47:10.700237] [INFO ] [CONFIGURE ] IDA: Improvement over baseline: 30.00% [2025-11-21T15:47:10.700288] [INFO ] [CONFIGURE ] IDA: Total time: 1.3 minutes [2025-11-21T15:47:10.700332] [INFO ] [CONFIGURE ] IDA: Average time per feature: 2.7 seconds [2025-11-21T15:47:10.700376] [INFO ] [CONFIGURE ] IDA: Average speed: 0.38 features/sec [2025-11-21T15:47:10.700830] [INFO ] [LOCAL ] Saved configuration for IDA: 3 features, 70.00% accuracy -> ./output/feature-sets/IDA.json [2025-11-21T15:47:10.700909] [INFO ] [CONFIGURE ] IDA: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T15:47:10.700982] [INFO ] [sig ] [577/723] Successfully configured IDA | 0.01 sym/s | Total: 13.2h | ETA: 3.3h [2025-11-21T15:47:10.701039] [INFO ] [sig ] [578/723] Configuring IDE... [2025-11-21T15:47:10.701081] [INFO ] [CONFIGURE ] IDE: Configurate test run. [2025-11-21T15:47:10.701133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-11-21T15:47:10.806990] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IDE'. [2025-11-21T15:47:10.807430] [INFO ] [CONFIGURE ] IDE: Testing with 29 available features [2025-11-21T15:47:10.807543] [INFO ] [CONFIGURE ] IDE: Establishing baseline with no features... [2025-11-21T15:47:10.989330] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:11.162257] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:11.338717] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:47:11.517717] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:11.710756] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:11.886143] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:47:12.052295] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:47:12.218035] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:12.383328] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:12.554583] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:12.554761] [INFO ] [CONFIGURE ] IDE: Baseline score (no features): 50.00% [2025-11-21T15:47:12.554844] [INFO ] [CONFIGURE ] IDE: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:47:12.554893] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:47:12.754526] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:12.957200] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:13.158738] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:47:13.360033] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:13.562513] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:13.765686] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:13.974135] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:14.180421] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:14.387928] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:47:14.614672] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:14.614997] [INFO ] [CONFIGURE ] IDE: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T15:47:14.615106] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4407 tests [2025-11-21T15:47:14.615194] [INFO ] [CONFIGURE ] IDE: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:47:14.615299] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:47:14.836331] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:15.043230] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:15.259682] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:15.467102] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:15.678783] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:15.889906] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:16.109687] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:16.315502] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:16.525259] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:16.751844] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:16.752036] [INFO ] [CONFIGURE ] IDE: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T15:47:16.752088] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4406 tests [2025-11-21T15:47:16.752128] [INFO ] [CONFIGURE ] IDE: Testing feature 3/29: add_daily_returns [2025-11-21T15:47:16.752165] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:47:16.972786] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:17.193581] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:17.418982] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:17.642445] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:17.864904] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:18.093001] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:47:18.317365] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:18.544219] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:18.772162] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:19.009696] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:19.010024] [INFO ] [CONFIGURE ] IDE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:47:19.010128] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4405 tests [2025-11-21T15:47:19.010214] [INFO ] [CONFIGURE ] IDE: Testing feature 4/29: add_ema [2025-11-21T15:47:19.010318] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:47:19.279925] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:19.555939] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:19.830163] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:20.103575] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:20.377198] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:20.651928] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:47:20.921114] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:21.196227] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:21.466098] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:47:21.741228] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:21.741410] [INFO ] [CONFIGURE ] IDE: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:47:21.741463] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4404 tests [2025-11-21T15:47:21.741601] [INFO ] [CONFIGURE ] IDE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:47:21.741665] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:47:22.015977] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:22.274831] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:22.547580] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:22.826707] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:23.091431] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:23.349807] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:47:23.611826] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:23.900734] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:24.173703] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:24.439232] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:24.439428] [INFO ] [CONFIGURE ] IDE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:47:24.439488] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4403 tests [2025-11-21T15:47:24.439592] [INFO ] [CONFIGURE ] IDE: Testing feature 6/29: add_failed_moves [2025-11-21T15:47:24.439637] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:47:24.663763] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:24.892331] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:25.121022] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:25.347279] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:25.575785] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:25.795154] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:26.019054] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:26.239332] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:26.462773] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:26.690591] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:26.690790] [INFO ] [CONFIGURE ] IDE: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T15:47:26.690849] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4402 tests [2025-11-21T15:47:26.690914] [INFO ] [CONFIGURE ] IDE: Testing feature 7/29: add_lag_shelf [2025-11-21T15:47:26.690961] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T15:47:26.900437] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:27.114348] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:27.333823] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:27.549393] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:27.761935] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:27.975296] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:28.190796] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:28.405822] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:28.631510] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:28.843583] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:28.843893] [INFO ] [CONFIGURE ] IDE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:47:28.843996] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4401 tests [2025-11-21T15:47:28.844082] [INFO ] [CONFIGURE ] IDE: Testing feature 8/29: add_macd [2025-11-21T15:47:28.844180] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T15:47:29.155629] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:29.464338] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:29.790733] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:47:30.121029] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:30.454320] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:30.786824] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:31.110675] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:31.434703] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:31.777368] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:32.132580] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:32.132815] [INFO ] [CONFIGURE ] IDE: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:47:32.132880] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4400 tests [2025-11-21T15:47:32.133022] [INFO ] [CONFIGURE ] IDE: Testing feature 9/29: add_mfi [2025-11-21T15:47:32.133094] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T15:47:32.392669] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:32.649196] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:32.911739] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:33.170409] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:33.429887] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:33.685052] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:33.946999] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:34.200365] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:34.453824] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:34.699215] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:34.699403] [INFO ] [CONFIGURE ] IDE: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:47:34.699460] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4399 tests [2025-11-21T15:47:34.699500] [INFO ] [CONFIGURE ] IDE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:47:34.699570] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:47:35.030449] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:35.361369] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:35.691921] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:47:36.030873] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:36.378418] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:36.729844] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:47:37.064434] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:37.399317] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:37.735457] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:38.064793] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:38.064976] [INFO ] [CONFIGURE ] IDE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:47:38.065036] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4398 tests [2025-11-21T15:47:38.065084] [INFO ] [CONFIGURE ] IDE: Testing feature 11/29: add_obv_daily [2025-11-21T15:47:38.065158] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T15:47:38.311048] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:38.551798] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:38.796883] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:39.044879] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:39.290138] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:39.536248] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:39.788596] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:40.036996] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:40.304810] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:40.563307] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:40.563494] [INFO ] [CONFIGURE ] IDE: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T15:47:40.563553] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4397 tests [2025-11-21T15:47:40.563623] [INFO ] [CONFIGURE ] IDE: Testing feature 12/29: add_obv_interval [2025-11-21T15:47:40.563697] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T15:47:40.810603] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:41.053900] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:41.291688] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:41.529372] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:41.771316] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:42.015439] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:42.253987] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:42.498522] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:42.745625] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:43.014901] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:43.015111] [INFO ] [CONFIGURE ] IDE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:47:43.015169] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4396 tests [2025-11-21T15:47:43.015216] [INFO ] [CONFIGURE ] IDE: Testing feature 13/29: add_opening_strength [2025-11-21T15:47:43.015260] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:47:43.300975] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:43.568752] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:43.836941] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:44.124413] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:44.407328] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:44.699857] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:44.983276] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:45.257892] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:45.537138] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:45.814856] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:45.815030] [INFO ] [CONFIGURE ] IDE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:47:45.815088] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4395 tests [2025-11-21T15:47:45.815137] [INFO ] [CONFIGURE ] IDE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:47:45.815183] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T15:47:46.067245] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:46.330826] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:46.593845] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:46.865327] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:47.121197] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:47.378859] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:47.645407] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:47.918226] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:48.179607] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:48.439946] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:48.440161] [INFO ] [CONFIGURE ] IDE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:47:48.440221] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4394 tests [2025-11-21T15:47:48.440272] [INFO ] [CONFIGURE ] IDE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:47:48.440322] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T15:47:48.680758] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:48.920470] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:49.157427] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:49.452822] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:49.771447] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:50.083803] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:50.322531] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:50.556542] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:50.797368] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:51.019551] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:51.019774] [INFO ] [CONFIGURE ] IDE: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:47:51.019853] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4393 tests [2025-11-21T15:47:51.019914] [INFO ] [CONFIGURE ] IDE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:47:51.019963] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T15:47:51.254830] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:51.494410] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:47:51.722821] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:51.951430] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:52.195620] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:52.449857] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:52.702987] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:52.954145] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:53.210521] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:53.466031] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:53.466210] [INFO ] [CONFIGURE ] IDE: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T15:47:53.466267] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4392 tests [2025-11-21T15:47:53.466313] [INFO ] [CONFIGURE ] IDE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:47:53.466355] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T15:47:53.712048] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:53.960756] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:54.215713] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:54.480370] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:54.731386] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:54.986594] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:47:55.232495] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:55.480149] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:55.727726] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:47:55.979937] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:55.980104] [INFO ] [CONFIGURE ] IDE: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T15:47:55.980158] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4391 tests [2025-11-21T15:47:55.980205] [INFO ] [CONFIGURE ] IDE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:47:55.980248] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T15:47:56.210865] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:47:56.443911] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:56.674508] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:56.909399] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:57.144451] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:57.378695] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:47:57.612074] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:47:57.851960] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:47:58.102096] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:47:58.352970] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:47:58.353192] [INFO ] [CONFIGURE ] IDE: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:47:58.353395] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4390 tests [2025-11-21T15:47:58.353486] [INFO ] [CONFIGURE ] IDE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:47:58.353561] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T15:47:58.588253] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:47:58.821061] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:47:59.054161] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:47:59.285815] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:47:59.517133] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:47:59.750154] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:47:59.981764] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:01.004274] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:01.489090] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:48:01.731477] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:01.731850] [INFO ] [CONFIGURE ] IDE: DISCARDED add_pbf_vs_sma_5 (score: 20.00%) [2025-11-21T15:48:01.731926] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4389 tests [2025-11-21T15:48:01.732022] [INFO ] [CONFIGURE ] IDE: Testing feature 20/29: add_price_rejection [2025-11-21T15:48:01.732073] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T15:48:01.988789] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:02.281272] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:02.558640] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:02.810738] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:03.066226] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:03.318700] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:48:03.572982] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:03.824834] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:04.079711] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:48:04.346281] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:04.346466] [INFO ] [CONFIGURE ] IDE: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T15:48:04.346526] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4388 tests [2025-11-21T15:48:04.346574] [INFO ] [CONFIGURE ] IDE: Testing feature 21/29: add_range_position [2025-11-21T15:48:04.346619] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T15:48:04.624851] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:04.907316] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:48:05.198405] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:48:05.465723] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:05.738576] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:06.001035] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:48:06.264354] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:06.536392] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:06.803765] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:48:07.075270] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:07.075443] [INFO ] [CONFIGURE ] IDE: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:48:07.075500] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4387 tests [2025-11-21T15:48:07.075544] [INFO ] [CONFIGURE ] IDE: Testing feature 22/29: add_realized_volatility [2025-11-21T15:48:07.075588] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T15:48:07.402052] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:07.726513] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:08.062307] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:08.390782] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:08.722161] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:09.072801] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:48:09.418367] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:09.774893] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:10.130098] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:48:10.492266] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:10.492485] [INFO ] [CONFIGURE ] IDE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:48:10.492570] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4386 tests [2025-11-21T15:48:10.492626] [INFO ] [CONFIGURE ] IDE: Testing feature 23/29: add_recent_range_context [2025-11-21T15:48:10.492705] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T15:48:10.734214] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:10.973379] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:48:11.210222] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:11.450058] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:11.685436] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:11.937332] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:48:12.181093] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:12.423500] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:12.670458] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:48:12.907586] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:12.907803] [INFO ] [CONFIGURE ] IDE: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T15:48:12.907898] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4385 tests [2025-11-21T15:48:12.907959] [INFO ] [CONFIGURE ] IDE: Testing feature 24/29: add_rsi [2025-11-21T15:48:12.908010] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T15:48:13.186705] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:13.461800] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:13.742003] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:14.029776] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:14.302991] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:14.573362] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:48:14.847994] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:15.132284] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:15.415334] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:48:15.688983] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:15.689158] [INFO ] [CONFIGURE ] IDE: DISCARDED add_rsi (score: 50.00%) [2025-11-21T15:48:15.689214] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4384 tests [2025-11-21T15:48:15.689258] [INFO ] [CONFIGURE ] IDE: Testing feature 25/29: add_tick_distribution [2025-11-21T15:48:15.689299] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T15:48:15.908911] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:48:16.131105] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:48:16.355529] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:16.603313] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:16.839812] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:17.076426] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:48:17.318961] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:17.571846] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:17.819599] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:48:18.061481] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:18.061716] [INFO ] [CONFIGURE ] IDE: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T15:48:18.061781] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4383 tests [2025-11-21T15:48:18.061828] [INFO ] [CONFIGURE ] IDE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:48:18.061873] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T15:48:18.308289] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:48:18.551626] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:48:18.788684] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:19.019776] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:19.239568] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:19.453292] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:48:19.673302] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:19.901228] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:20.124198] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:48:20.343909] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:20.344079] [INFO ] [CONFIGURE ] IDE: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T15:48:20.344136] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4382 tests [2025-11-21T15:48:20.344184] [INFO ] [CONFIGURE ] IDE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:48:20.344228] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T15:48:20.589166] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:20.827754] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:21.079633] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:21.321705] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:21.564985] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:21.817049] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:48:22.067937] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:22.322922] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:22.573665] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:48:22.820171] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:22.820370] [INFO ] [CONFIGURE ] IDE: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T15:48:22.820430] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4381 tests [2025-11-21T15:48:22.820477] [INFO ] [CONFIGURE ] IDE: Testing feature 28/29: add_volume_profile [2025-11-21T15:48:22.820520] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T15:48:23.050749] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:48:23.283512] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:23.515489] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:23.748770] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:23.982156] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:24.218807] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T15:48:24.458596] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:24.691604] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:24.921702] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:48:25.163162] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:25.163346] [INFO ] [CONFIGURE ] IDE: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:48:25.163405] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4380 tests [2025-11-21T15:48:25.163464] [INFO ] [CONFIGURE ] IDE: Testing feature 29/29: add_vwap [2025-11-21T15:48:25.163516] [INFO ] [CONFIGURE ] IDE: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T15:48:25.406272] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:48:25.644327] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:25.894959] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:48:26.140232] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:48:26.384284] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:26.631391] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:48:26.873150] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:48:27.114111] [DEBUG] [FORECASTER] IDE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:27.344386] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:48:27.581923] [DEBUG] [FORECASTER] IDE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:48:27.582099] [INFO ] [CONFIGURE ] IDE: DISCARDED add_vwap (score: 40.00%) [2025-11-21T15:48:27.582158] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4379 tests [2025-11-21T15:48:27.582210] [INFO ] [CONFIGURE ] IDE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:48:27.582254] [INFO ] [CONFIGURE ] IDE: Best accuracy: 60.00% [2025-11-21T15:48:27.582294] [INFO ] [CONFIGURE ] IDE: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T15:48:27.582331] [INFO ] [CONFIGURE ] IDE: Improvement over baseline: 10.00% [2025-11-21T15:48:27.582366] [INFO ] [CONFIGURE ] IDE: Total time: 1.3 minutes [2025-11-21T15:48:27.582401] [INFO ] [CONFIGURE ] IDE: Average time per feature: 2.6 seconds [2025-11-21T15:48:27.582437] [INFO ] [CONFIGURE ] IDE: Average speed: 0.39 features/sec [2025-11-21T15:48:27.582753] [INFO ] [LOCAL ] Saved configuration for IDE: 1 features, 60.00% accuracy -> ./output/feature-sets/IDE.json [2025-11-21T15:48:27.582810] [INFO ] [CONFIGURE ] IDE: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T15:48:27.582858] [INFO ] [sig ] [578/723] Successfully configured IDE | 0.01 sym/s | Total: 13.2h | ETA: 3.3h [2025-11-21T15:48:27.582903] [INFO ] [sig ] [579/723] Configuring IDT... [2025-11-21T15:48:27.582941] [INFO ] [CONFIGURE ] IDT: Configurate test run. [2025-11-21T15:48:27.582980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'. [2025-11-21T15:48:27.659425] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IDT'. [2025-11-21T15:48:27.659939] [INFO ] [CONFIGURE ] IDT: Testing with 29 available features [2025-11-21T15:48:27.660007] [INFO ] [CONFIGURE ] IDT: Establishing baseline with no features... [2025-11-21T15:48:27.828599] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:28.000680] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:28.171698] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:48:28.342196] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:28.511480] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:28.680534] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:28.850208] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:29.021882] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:29.192559] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:48:29.362177] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:29.362381] [INFO ] [CONFIGURE ] IDT: Baseline score (no features): 30.00% [2025-11-21T15:48:29.362431] [INFO ] [CONFIGURE ] IDT: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:48:29.362469] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:48:29.569333] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:29.772339] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:29.978757] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:48:30.188239] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:30.395107] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:30.602105] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:30.811562] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:31.015453] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:31.221974] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:48:31.429038] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:31.429227] [INFO ] [CONFIGURE ] IDT: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T15:48:31.429280] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4378 tests [2025-11-21T15:48:31.429319] [INFO ] [CONFIGURE ] IDT: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:48:31.429355] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:48:31.669945] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:31.917605] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:32.160128] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:48:32.403572] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:32.648269] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:32.886450] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:33.124528] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:33.361412] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:33.600245] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:48:33.846433] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:33.846695] [INFO ] [CONFIGURE ] IDT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:48:33.846761] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4377 tests [2025-11-21T15:48:33.846810] [INFO ] [CONFIGURE ] IDT: Testing feature 3/29: add_daily_returns [2025-11-21T15:48:33.846856] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:48:34.075228] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:48:34.282320] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:34.498561] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:48:34.716049] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:34.937596] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:35.158998] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:35.383882] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:35.607322] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:35.825150] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:48:36.043383] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:36.043569] [INFO ] [CONFIGURE ] IDT: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T15:48:36.043618] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4376 tests [2025-11-21T15:48:36.043676] [INFO ] [CONFIGURE ] IDT: Testing feature 4/29: add_ema [2025-11-21T15:48:36.043738] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:48:36.296165] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:36.557024] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:36.880588] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:48:37.220115] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:37.525602] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:37.800631] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:38.055696] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:38.307749] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:48:38.561686] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:48:38.820062] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:38.820294] [INFO ] [CONFIGURE ] IDT: KEPT add_ema (score: 50.00%) [2025-11-21T15:48:38.820379] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4375 tests [2025-11-21T15:48:38.820427] [INFO ] [CONFIGURE ] IDT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:48:38.820472] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:48:39.136672] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:48:39.436372] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:39.740203] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:48:40.057848] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:40.352300] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:40.641166] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:40.933831] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:41.236748] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:48:41.551888] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:48:41.872063] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:41.872249] [INFO ] [CONFIGURE ] IDT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:48:41.872303] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4374 tests [2025-11-21T15:48:41.872395] [INFO ] [CONFIGURE ] IDT: Testing feature 6/29: add_failed_moves [2025-11-21T15:48:41.872441] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T15:48:42.143306] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:42.428972] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:42.725372] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:48:43.023312] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:43.319670] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:43.611764] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:43.896983] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:44.183162] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:48:44.466682] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:48:44.784345] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:44.784518] [INFO ] [CONFIGURE ] IDT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:48:44.784572] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4373 tests [2025-11-21T15:48:44.784728] [INFO ] [CONFIGURE ] IDT: Testing feature 7/29: add_lag_shelf [2025-11-21T15:48:44.784775] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T15:48:45.038551] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:45.290828] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:45.549854] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:48:45.810767] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:46.071573] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:46.341354] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:46.620804] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:46.902218] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:47.164571] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:48:47.428478] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:47.428674] [INFO ] [CONFIGURE ] IDT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T15:48:47.428733] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4372 tests [2025-11-21T15:48:47.428781] [INFO ] [CONFIGURE ] IDT: Testing feature 8/29: add_macd [2025-11-21T15:48:47.428856] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T15:48:47.782319] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:48.139697] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:48.483480] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:48:48.830522] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:49.180910] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:49.541114] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:48:49.903772] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:48:50.271225] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:50.637161] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:48:50.978243] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:50.978452] [INFO ] [CONFIGURE ] IDT: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:48:50.978511] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4371 tests [2025-11-21T15:48:50.978558] [INFO ] [CONFIGURE ] IDT: Testing feature 9/29: add_mfi [2025-11-21T15:48:50.978603] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T15:48:51.276584] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:48:51.566734] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:51.859961] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:48:52.156373] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:52.456120] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:52.768298] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:53.057964] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:48:53.348255] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:53.641658] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:48:53.912559] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:53.912804] [INFO ] [CONFIGURE ] IDT: DISCARDED add_mfi (score: 30.00%) [2025-11-21T15:48:53.912906] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4370 tests [2025-11-21T15:48:53.912964] [INFO ] [CONFIGURE ] IDT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:48:53.913014] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:48:54.248329] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:48:54.596024] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:54.941264] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:48:55.284578] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:55.620553] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:55.965540] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:56.314956] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:48:56.660835] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:48:56.991108] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:48:57.324600] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:48:57.324806] [INFO ] [CONFIGURE ] IDT: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:48:57.324863] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4369 tests [2025-11-21T15:48:57.324911] [INFO ] [CONFIGURE ] IDT: Testing feature 11/29: add_obv_daily [2025-11-21T15:48:57.324982] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T15:48:57.594064] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:48:57.865663] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:48:58.145830] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:48:58.420118] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:48:58.693510] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:48:58.969028] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:48:59.249004] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:48:59.562501] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:48:59.867685] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:00.182388] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:00.182589] [INFO ] [CONFIGURE ] IDT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:49:00.182670] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4368 tests [2025-11-21T15:49:00.182724] [INFO ] [CONFIGURE ] IDT: Testing feature 12/29: add_obv_interval [2025-11-21T15:49:00.182833] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T15:49:01.209411] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:01.640962] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:01.930431] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:02.220392] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:02.518305] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:02.796627] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:03.081953] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:03.344881] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:03.636423] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:03.936047] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:03.936241] [INFO ] [CONFIGURE ] IDT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T15:49:03.936300] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4367 tests [2025-11-21T15:49:03.936348] [INFO ] [CONFIGURE ] IDT: Testing feature 13/29: add_opening_strength [2025-11-21T15:49:03.936391] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:49:04.251166] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:04.564377] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:49:04.880159] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:05.205171] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:05.527633] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:05.854475] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:06.183154] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:06.499831] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:06.829527] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:49:07.152960] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:07.153201] [INFO ] [CONFIGURE ] IDT: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T15:49:07.153260] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4366 tests [2025-11-21T15:49:07.153306] [INFO ] [CONFIGURE ] IDT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:49:07.153348] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T15:49:07.462539] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:07.776296] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:08.073461] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:08.368500] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:08.697802] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:09.016156] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:09.333481] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:09.633057] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:09.936251] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:10.244043] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:10.244222] [INFO ] [CONFIGURE ] IDT: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T15:49:10.244278] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4365 tests [2025-11-21T15:49:10.244324] [INFO ] [CONFIGURE ] IDT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:49:10.244365] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T15:49:10.532134] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:10.812684] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:11.096880] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:11.380121] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:11.648338] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:11.905000] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:12.187264] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:12.468230] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:12.758009] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:13.040098] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:13.040283] [INFO ] [CONFIGURE ] IDT: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T15:49:13.040352] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4364 tests [2025-11-21T15:49:13.040398] [INFO ] [CONFIGURE ] IDT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:49:13.040440] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T15:49:13.318892] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:49:13.597062] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:49:13.874344] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:14.155877] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:14.435870] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:14.714415] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:14.999570] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:15.285059] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:49:15.563217] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:15.842570] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:15.842759] [INFO ] [CONFIGURE ] IDT: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T15:49:15.842815] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4363 tests [2025-11-21T15:49:15.842887] [INFO ] [CONFIGURE ] IDT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:49:15.842934] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T15:49:16.135501] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:49:16.431969] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:16.723869] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:17.016386] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:17.309154] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:17.609120] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:17.889550] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:18.168532] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:18.450863] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:18.733072] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:18.733256] [INFO ] [CONFIGURE ] IDT: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T15:49:18.733312] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4362 tests [2025-11-21T15:49:18.733355] [INFO ] [CONFIGURE ] IDT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:49:18.733406] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T15:49:18.989859] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:19.252856] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:19.515246] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:19.779701] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:20.053313] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:20.322215] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:20.589206] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:20.853533] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:21.123842] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:21.397192] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:21.397363] [INFO ] [CONFIGURE ] IDT: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T15:49:21.397418] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4361 tests [2025-11-21T15:49:21.397506] [INFO ] [CONFIGURE ] IDT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:49:21.397592] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T15:49:21.662387] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:21.927142] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:22.180918] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:22.435424] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:22.688425] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:22.946778] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:23.198530] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:23.451782] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:49:23.709008] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:23.961537] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:23.961730] [INFO ] [CONFIGURE ] IDT: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:49:23.961788] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4360 tests [2025-11-21T15:49:23.961833] [INFO ] [CONFIGURE ] IDT: Testing feature 20/29: add_price_rejection [2025-11-21T15:49:23.961875] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T15:49:24.274901] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:24.572875] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:24.878222] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:25.166057] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:25.455685] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:25.749943] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:26.036534] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:26.317422] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:26.618904] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:26.939028] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:26.939200] [INFO ] [CONFIGURE ] IDT: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T15:49:26.939257] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4359 tests [2025-11-21T15:49:26.939303] [INFO ] [CONFIGURE ] IDT: Testing feature 21/29: add_range_position [2025-11-21T15:49:26.939346] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T15:49:27.241147] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:49:27.525864] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:27.818636] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:28.115409] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:28.426256] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:28.724878] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:29.024354] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:29.331094] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:29.641394] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:29.958702] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:29.958881] [INFO ] [CONFIGURE ] IDT: DISCARDED add_range_position (score: 30.00%) [2025-11-21T15:49:29.958942] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4358 tests [2025-11-21T15:49:29.958991] [INFO ] [CONFIGURE ] IDT: Testing feature 22/29: add_realized_volatility [2025-11-21T15:49:29.959036] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T15:49:30.357868] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:30.762585] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:31.169011] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:31.567370] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:31.981999] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:32.405185] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:32.806462] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:33.234941] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:33.643322] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:34.044717] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:34.044932] [INFO ] [CONFIGURE ] IDT: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:49:34.044992] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4357 tests [2025-11-21T15:49:34.045041] [INFO ] [CONFIGURE ] IDT: Testing feature 23/29: add_recent_range_context [2025-11-21T15:49:34.045087] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T15:49:34.341880] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:34.637207] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:34.938940] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:35.237625] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:35.538930] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:35.835830] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:36.142552] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:36.448827] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:36.747746] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:37.041868] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:37.042062] [INFO ] [CONFIGURE ] IDT: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T15:49:37.042122] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4356 tests [2025-11-21T15:49:37.042171] [INFO ] [CONFIGURE ] IDT: Testing feature 24/29: add_rsi [2025-11-21T15:49:37.042215] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T15:49:37.338571] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:49:37.629007] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:49:37.948450] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:38.247480] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:49:38.549996] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:38.855265] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:39.161453] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:39.461379] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:39.771191] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:49:40.083205] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:40.083415] [INFO ] [CONFIGURE ] IDT: DISCARDED add_rsi (score: 30.00%) [2025-11-21T15:49:40.083479] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4355 tests [2025-11-21T15:49:40.083530] [INFO ] [CONFIGURE ] IDT: Testing feature 25/29: add_tick_distribution [2025-11-21T15:49:40.083584] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T15:49:40.363663] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:40.646371] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:40.929487] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:41.208705] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:41.483342] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:41.757935] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:42.044872] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:42.319340] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:42.574715] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:42.847239] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:42.847484] [INFO ] [CONFIGURE ] IDT: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T15:49:42.847565] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4354 tests [2025-11-21T15:49:42.847621] [INFO ] [CONFIGURE ] IDT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:49:42.847696] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T15:49:43.132907] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:49:43.428415] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:43.770011] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:44.115141] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:44.380498] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:44.646673] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:44.924310] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:45.203244] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:45.482580] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:49:45.759829] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:45.760027] [INFO ] [CONFIGURE ] IDT: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T15:49:45.760084] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4353 tests [2025-11-21T15:49:45.760131] [INFO ] [CONFIGURE ] IDT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:49:45.760175] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T15:49:46.055922] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:46.349581] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:46.656031] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:46.941196] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:47.232173] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:47.519058] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:47.803630] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:48.093361] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:48.412193] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:48.731371] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:48.731571] [INFO ] [CONFIGURE ] IDT: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T15:49:48.731629] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4352 tests [2025-11-21T15:49:48.731704] [INFO ] [CONFIGURE ] IDT: Testing feature 28/29: add_volume_profile [2025-11-21T15:49:48.731749] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-21T15:49:48.987098] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:49.268332] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:49:49.549582] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:49:49.806575] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:50.081521] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:50.358040] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:49:50.642524] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:50.930996] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:51.192205] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:49:51.449255] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:51.449448] [INFO ] [CONFIGURE ] IDT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T15:49:51.449508] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4351 tests [2025-11-21T15:49:51.449557] [INFO ] [CONFIGURE ] IDT: Testing feature 29/29: add_vwap [2025-11-21T15:49:51.449601] [INFO ] [CONFIGURE ] IDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T15:49:51.712799] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:51.976659] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:49:52.237442] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:52.495810] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:52.773522] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:49:53.031984] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:49:53.293414] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:49:53.557925] [DEBUG] [FORECASTER] IDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:49:53.823007] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:49:54.085019] [DEBUG] [FORECASTER] IDT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:49:54.085192] [INFO ] [CONFIGURE ] IDT: DISCARDED add_vwap (score: 20.00%) [2025-11-21T15:49:54.085262] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4350 tests [2025-11-21T15:49:54.085319] [INFO ] [CONFIGURE ] IDT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:49:54.085370] [INFO ] [CONFIGURE ] IDT: Best accuracy: 50.00% [2025-11-21T15:49:54.085415] [INFO ] [CONFIGURE ] IDT: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:49:54.085455] [INFO ] [CONFIGURE ] IDT: Improvement over baseline: 20.00% [2025-11-21T15:49:54.085493] [INFO ] [CONFIGURE ] IDT: Total time: 1.4 minutes [2025-11-21T15:49:54.085530] [INFO ] [CONFIGURE ] IDT: Average time per feature: 2.9 seconds [2025-11-21T15:49:54.085569] [INFO ] [CONFIGURE ] IDT: Average speed: 0.34 features/sec [2025-11-21T15:49:54.086062] [INFO ] [LOCAL ] Saved configuration for IDT: 2 features, 50.00% accuracy -> ./output/feature-sets/IDT.json [2025-11-21T15:49:54.086122] [INFO ] [CONFIGURE ] IDT: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-11-21T15:49:54.086170] [INFO ] [sig ] [579/723] Successfully configured IDT | 0.01 sym/s | Total: 13.3h | ETA: 3.3h [2025-11-21T15:49:54.086216] [INFO ] [sig ] [580/723] Configuring IFF... [2025-11-21T15:49:54.086260] [INFO ] [CONFIGURE ] IFF: Configurate test run. [2025-11-21T15:49:54.086301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-11-21T15:49:54.194140] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IFF'. [2025-11-21T15:49:54.194497] [INFO ] [CONFIGURE ] IFF: Testing with 29 available features [2025-11-21T15:49:54.194563] [INFO ] [CONFIGURE ] IFF: Establishing baseline with no features... [2025-11-21T15:49:54.366526] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:49:54.539382] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:49:54.712094] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:54.885912] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:55.058833] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:49:55.233753] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:49:55.411023] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:49:55.588208] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:55.762824] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:49:55.944980] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:49:55.945158] [INFO ] [CONFIGURE ] IFF: Baseline score (no features): 30.00% [2025-11-21T15:49:55.945241] [INFO ] [CONFIGURE ] IFF: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:49:55.945290] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:49:56.157166] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:49:56.368079] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:49:56.573977] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:56.786769] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:49:57.001189] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:49:57.210922] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:49:57.428535] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:49:57.639496] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:49:57.850548] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:49:58.065568] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:49:58.065785] [INFO ] [CONFIGURE ] IFF: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T15:49:58.065989] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4349 tests [2025-11-21T15:49:58.066080] [INFO ] [CONFIGURE ] IFF: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:49:58.066169] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:49:58.301620] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:49:58.528419] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:49:58.749659] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:49:58.971313] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:49:59.190578] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:49:59.413623] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:49:59.654256] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:49:59.885080] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:00.096748] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:00.315860] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:00.316045] [INFO ] [CONFIGURE ] IFF: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T15:50:00.316093] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4348 tests [2025-11-21T15:50:00.316129] [INFO ] [CONFIGURE ] IFF: Testing feature 3/29: add_daily_returns [2025-11-21T15:50:00.316164] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:50:00.620211] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:01.363538] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:01.645769] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:01.889445] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:02.123812] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:02.354673] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:02.586149] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:02.820429] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:50:03.043535] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:03.264714] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:03.264884] [INFO ] [CONFIGURE ] IFF: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T15:50:03.264932] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4347 tests [2025-11-21T15:50:03.264970] [INFO ] [CONFIGURE ] IFF: Testing feature 4/29: add_ema [2025-11-21T15:50:03.265004] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:50:03.520679] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:03.780520] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:04.061730] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:04.348057] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:04.634083] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:04.928730] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:05.211219] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:05.484662] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:05.770125] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:06.058541] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:06.058752] [INFO ] [CONFIGURE ] IFF: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:50:06.058812] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4346 tests [2025-11-21T15:50:06.058859] [INFO ] [CONFIGURE ] IFF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:50:06.058902] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:50:06.323865] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:06.591987] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:06.855482] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:07.136833] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:07.407333] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:07.671589] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:07.925522] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:08.185945] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:08.448863] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:08.712344] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:08.712529] [INFO ] [CONFIGURE ] IFF: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:50:08.712587] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4345 tests [2025-11-21T15:50:08.712635] [INFO ] [CONFIGURE ] IFF: Testing feature 6/29: add_failed_moves [2025-11-21T15:50:08.712706] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:50:08.939872] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:09.167004] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:09.383610] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:09.600625] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:09.828293] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:10.044794] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:10.263933] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:10.478317] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:50:10.696396] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:10.914973] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:10.915152] [INFO ] [CONFIGURE ] IFF: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T15:50:10.915208] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4344 tests [2025-11-21T15:50:10.915254] [INFO ] [CONFIGURE ] IFF: Testing feature 7/29: add_lag_shelf [2025-11-21T15:50:10.915297] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T15:50:11.128875] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:11.344209] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:11.568421] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:11.785614] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:12.032997] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:12.290121] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:12.540724] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:12.791568] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:13.048042] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:13.290562] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:13.290743] [INFO ] [CONFIGURE ] IFF: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T15:50:13.290797] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4343 tests [2025-11-21T15:50:13.290835] [INFO ] [CONFIGURE ] IFF: Testing feature 8/29: add_macd [2025-11-21T15:50:13.290870] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T15:50:13.631165] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:13.977786] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:14.352239] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:14.692687] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:15.034800] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:15.381003] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:15.720697] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:16.066893] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:50:16.419683] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:16.771267] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:16.771529] [INFO ] [CONFIGURE ] IFF: DISCARDED add_macd (score: 30.00%) [2025-11-21T15:50:16.771590] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4342 tests [2025-11-21T15:50:16.771639] [INFO ] [CONFIGURE ] IFF: Testing feature 9/29: add_mfi [2025-11-21T15:50:16.771705] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T15:50:17.025673] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:17.290845] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:17.571193] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:17.860897] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:18.159314] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:18.427793] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:18.680709] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:18.936811] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:50:19.200201] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:19.452124] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:19.452310] [INFO ] [CONFIGURE ] IFF: DISCARDED add_mfi (score: 30.00%) [2025-11-21T15:50:19.452367] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4341 tests [2025-11-21T15:50:19.452414] [INFO ] [CONFIGURE ] IFF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:50:19.452456] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:50:19.793847] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:20.148961] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:20.503202] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:20.867748] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:21.219169] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:21.575996] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:21.930032] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:22.279679] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:22.625559] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:22.981190] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:22.981378] [INFO ] [CONFIGURE ] IFF: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:50:22.981434] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4340 tests [2025-11-21T15:50:22.981481] [INFO ] [CONFIGURE ] IFF: Testing feature 11/29: add_obv_daily [2025-11-21T15:50:22.981526] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T15:50:23.247413] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:23.520275] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:23.827223] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:50:24.133715] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:24.410260] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:24.689445] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:24.963375] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:25.232245] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:25.504081] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:25.776823] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:25.777002] [INFO ] [CONFIGURE ] IFF: KEPT add_obv_daily (score: 70.00%) [2025-11-21T15:50:25.777060] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4339 tests [2025-11-21T15:50:25.777107] [INFO ] [CONFIGURE ] IFF: Testing feature 12/29: add_obv_interval [2025-11-21T15:50:25.777174] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T15:50:26.086363] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:26.374958] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:26.677713] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:26.961115] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:27.248787] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:27.534979] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:27.796699] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:28.052577] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:28.311946] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:28.568824] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:28.568998] [INFO ] [CONFIGURE ] IFF: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:50:28.569054] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4338 tests [2025-11-21T15:50:28.569104] [INFO ] [CONFIGURE ] IFF: Testing feature 13/29: add_opening_strength [2025-11-21T15:50:28.569146] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:50:28.866202] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:29.163498] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:29.463274] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:29.766542] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:30.078107] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:30.407600] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:30.814398] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:31.217048] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:31.548804] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:31.890414] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:31.890613] [INFO ] [CONFIGURE ] IFF: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T15:50:31.890692] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4337 tests [2025-11-21T15:50:31.890765] [INFO ] [CONFIGURE ] IFF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:50:31.890816] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T15:50:32.197354] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:32.481210] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:32.772167] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:50:33.066232] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:33.344607] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:33.640766] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:33.940552] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:34.241971] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:34.547876] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:50:34.840037] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:34.840212] [INFO ] [CONFIGURE ] IFF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T15:50:34.840268] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4336 tests [2025-11-21T15:50:34.840314] [INFO ] [CONFIGURE ] IFF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:50:34.840364] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T15:50:35.098325] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:35.341202] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:35.587797] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:50:35.833160] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:36.081971] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:36.327978] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:36.576222] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:36.814989] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:37.052237] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:50:37.291055] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:37.291295] [INFO ] [CONFIGURE ] IFF: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T15:50:37.291369] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4335 tests [2025-11-21T15:50:37.291422] [INFO ] [CONFIGURE ] IFF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:50:37.291473] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T15:50:37.550819] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:37.855191] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:38.121673] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:50:38.396916] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:38.669465] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:38.937773] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:39.222603] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:39.495436] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:39.770991] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:40.049927] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:40.050128] [INFO ] [CONFIGURE ] IFF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T15:50:40.050189] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4334 tests [2025-11-21T15:50:40.050238] [INFO ] [CONFIGURE ] IFF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:50:40.050288] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T15:50:40.321388] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:40.585060] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:40.854599] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:50:41.120694] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:41.383513] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:41.649828] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:41.929168] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:42.198710] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:42.470528] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:42.751724] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:42.751902] [INFO ] [CONFIGURE ] IFF: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:50:42.751960] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4333 tests [2025-11-21T15:50:42.752006] [INFO ] [CONFIGURE ] IFF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:50:42.752048] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T15:50:43.010335] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:43.245094] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:43.483720] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:50:43.718286] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:43.960267] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:50:44.208514] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:44.456833] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:44.707512] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:44.962493] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:50:45.226093] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:45.226264] [INFO ] [CONFIGURE ] IFF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:50:45.226322] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4332 tests [2025-11-21T15:50:45.226370] [INFO ] [CONFIGURE ] IFF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:50:45.226413] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T15:50:45.486339] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:45.765002] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:46.034957] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:50:46.316932] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:46.602292] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:46.849536] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:47.106535] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:47.368714] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:47.635661] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:47.900093] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:47.900303] [INFO ] [CONFIGURE ] IFF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T15:50:47.900362] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4331 tests [2025-11-21T15:50:47.900407] [INFO ] [CONFIGURE ] IFF: Testing feature 20/29: add_price_rejection [2025-11-21T15:50:47.900451] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T15:50:48.149577] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:48.404552] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:48.672568] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:48.943098] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:49.212796] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:49.490772] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:49.760375] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:50:50.024395] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:50.286664] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:50:50.555784] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:50.555970] [INFO ] [CONFIGURE ] IFF: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:50:50.556029] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4330 tests [2025-11-21T15:50:50.556076] [INFO ] [CONFIGURE ] IFF: Testing feature 21/29: add_range_position [2025-11-21T15:50:50.556118] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position'] [2025-11-21T15:50:50.850913] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:51.152216] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:51.454015] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:51.753451] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:52.049488] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:52.346512] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:52.638773] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:52.935373] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:53.228877] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:50:53.526325] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:53.526519] [INFO ] [CONFIGURE ] IFF: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:50:53.526580] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4329 tests [2025-11-21T15:50:53.526629] [INFO ] [CONFIGURE ] IFF: Testing feature 22/29: add_realized_volatility [2025-11-21T15:50:53.526706] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T15:50:53.903869] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:54.277656] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:50:54.641602] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:55.009474] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:55.376933] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:55.759494] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:56.120028] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:56.496553] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:56.860573] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:50:57.222733] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:57.222911] [INFO ] [CONFIGURE ] IFF: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T15:50:57.222967] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4328 tests [2025-11-21T15:50:57.223014] [INFO ] [CONFIGURE ] IFF: Testing feature 23/29: add_recent_range_context [2025-11-21T15:50:57.223057] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T15:50:57.464500] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:50:57.704693] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:50:57.947489] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:50:58.190584] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:50:58.438344] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:50:58.683437] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:50:58.948943] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:50:59.231272] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:50:59.520334] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:50:59.804007] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:50:59.804192] [INFO ] [CONFIGURE ] IFF: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T15:50:59.804251] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4327 tests [2025-11-21T15:50:59.804303] [INFO ] [CONFIGURE ] IFF: Testing feature 24/29: add_rsi [2025-11-21T15:50:59.804349] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T15:51:00.130816] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:00.438890] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:01.442424] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:51:01.813317] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:02.134680] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:51:02.454712] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:51:02.768526] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:03.096237] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:03.403993] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:51:03.720261] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:51:03.720461] [INFO ] [CONFIGURE ] IFF: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:51:03.720523] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4326 tests [2025-11-21T15:51:03.720567] [INFO ] [CONFIGURE ] IFF: Testing feature 25/29: add_tick_distribution [2025-11-21T15:51:03.720614] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T15:51:03.988018] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:04.249739] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:04.506965] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:51:04.767343] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:05.025223] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:51:05.289453] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:51:05.542668] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:05.800328] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:06.059811] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:51:06.317782] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:51:06.318014] [INFO ] [CONFIGURE ] IFF: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:51:06.318085] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4325 tests [2025-11-21T15:51:06.318135] [INFO ] [CONFIGURE ] IFF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:51:06.318179] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T15:51:06.574522] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:06.843195] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:07.101604] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:51:07.360157] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:07.620614] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:51:07.876047] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:51:08.129522] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:08.390377] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:08.657015] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:51:08.917740] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:51:08.917915] [INFO ] [CONFIGURE ] IFF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T15:51:08.917981] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4324 tests [2025-11-21T15:51:08.918039] [INFO ] [CONFIGURE ] IFF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:51:08.918092] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T15:51:09.179248] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:09.454498] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:09.725955] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:09.994394] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:10.271758] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:51:10.539927] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:51:10.807710] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:11.074873] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:11.338016] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:51:11.602171] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:51:11.602357] [INFO ] [CONFIGURE ] IFF: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T15:51:11.602416] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4323 tests [2025-11-21T15:51:11.602465] [INFO ] [CONFIGURE ] IFF: Testing feature 28/29: add_volume_profile [2025-11-21T15:51:11.602509] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T15:51:11.878242] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:12.143058] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:12.412802] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:51:12.681498] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:12.961189] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:51:13.223329] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:51:13.489979] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:13.751623] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:14.021006] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:51:14.291620] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:51:14.291832] [INFO ] [CONFIGURE ] IFF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T15:51:14.291890] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4322 tests [2025-11-21T15:51:14.291959] [INFO ] [CONFIGURE ] IFF: Testing feature 29/29: add_vwap [2025-11-21T15:51:14.292006] [INFO ] [CONFIGURE ] IFF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_vwap'] [2025-11-21T15:51:14.552216] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:14.818905] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:15.080347] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:51:15.344954] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:15.610397] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:51:15.878293] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T15:51:16.139693] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:16.400203] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:16.683678] [DEBUG] [FORECASTER] IFF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:51:16.968867] [DEBUG] [FORECASTER] IFF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:51:16.969047] [INFO ] [CONFIGURE ] IFF: DISCARDED add_vwap (score: 40.00%) [2025-11-21T15:51:16.969106] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4321 tests [2025-11-21T15:51:16.969155] [INFO ] [CONFIGURE ] IFF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:51:16.969197] [INFO ] [CONFIGURE ] IFF: Best accuracy: 70.00% [2025-11-21T15:51:16.969238] [INFO ] [CONFIGURE ] IFF: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T15:51:16.969278] [INFO ] [CONFIGURE ] IFF: Improvement over baseline: 40.00% [2025-11-21T15:51:16.969316] [INFO ] [CONFIGURE ] IFF: Total time: 1.4 minutes [2025-11-21T15:51:16.969355] [INFO ] [CONFIGURE ] IFF: Average time per feature: 2.8 seconds [2025-11-21T15:51:16.969394] [INFO ] [CONFIGURE ] IFF: Average speed: 0.36 features/sec [2025-11-21T15:51:16.969896] [INFO ] [LOCAL ] Saved configuration for IFF: 2 features, 70.00% accuracy -> ./output/feature-sets/IFF.json [2025-11-21T15:51:16.969956] [INFO ] [CONFIGURE ] IFF: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T15:51:16.970006] [INFO ] [sig ] [580/723] Successfully configured IFF | 0.01 sym/s | Total: 13.3h | ETA: 3.3h [2025-11-21T15:51:16.970051] [INFO ] [sig ] [581/723] Configuring IGD... [2025-11-21T15:51:16.970091] [INFO ] [CONFIGURE ] IGD: Configurate test run. [2025-11-21T15:51:16.970132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-11-21T15:51:17.047418] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IGD'. [2025-11-21T15:51:17.047787] [INFO ] [CONFIGURE ] IGD: Testing with 29 available features [2025-11-21T15:51:17.047853] [INFO ] [CONFIGURE ] IGD: Establishing baseline with no features... [2025-11-21T15:51:17.224558] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:17.408258] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:17.583170] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:17.758108] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:17.939005] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:18.119555] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:18.305716] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:18.486152] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:51:18.668006] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:18.849729] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:18.849865] [INFO ] [CONFIGURE ] IGD: Baseline score (no features): 40.00% [2025-11-21T15:51:18.849913] [INFO ] [CONFIGURE ] IGD: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:51:18.849949] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:51:19.067412] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:19.280324] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:19.499139] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:19.726829] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:19.945728] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:20.164121] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:20.389863] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:20.616438] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:20.837465] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:21.059143] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:21.059310] [INFO ] [CONFIGURE ] IGD: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T15:51:21.059357] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4320 tests [2025-11-21T15:51:21.059394] [INFO ] [CONFIGURE ] IGD: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:51:21.059429] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:51:21.304464] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:21.556021] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:21.810019] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:22.067874] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:51:22.325739] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:22.637698] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:23.038978] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:23.359925] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:51:23.605073] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:51:23.856991] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:23.857165] [INFO ] [CONFIGURE ] IGD: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:51:23.857222] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4319 tests [2025-11-21T15:51:23.857268] [INFO ] [CONFIGURE ] IGD: Testing feature 3/29: add_daily_returns [2025-11-21T15:51:23.857309] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:51:24.068115] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:24.281198] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:24.498125] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:24.711717] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:24.933901] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:25.156483] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:25.407834] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:25.626952] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:51:25.852957] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:26.075065] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:26.075280] [INFO ] [CONFIGURE ] IGD: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T15:51:26.075477] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4318 tests [2025-11-21T15:51:26.075570] [INFO ] [CONFIGURE ] IGD: Testing feature 4/29: add_ema [2025-11-21T15:51:26.075665] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:51:26.327860] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:26.598338] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:26.855045] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:27.105338] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:27.357843] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:27.611875] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:27.860754] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:28.112728] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:28.365570] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:28.619851] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:28.620063] [INFO ] [CONFIGURE ] IGD: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:51:28.620256] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4317 tests [2025-11-21T15:51:28.620347] [INFO ] [CONFIGURE ] IGD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:51:28.620422] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:51:28.863956] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:29.104823] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:29.347886] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:29.590184] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:51:29.844555] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:30.101321] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:30.363978] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:30.625747] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:30.883263] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:51:31.137356] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:31.137590] [INFO ] [CONFIGURE ] IGD: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T15:51:31.137676] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4316 tests [2025-11-21T15:51:31.137728] [INFO ] [CONFIGURE ] IGD: Testing feature 6/29: add_failed_moves [2025-11-21T15:51:31.137772] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:51:31.347232] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:31.570962] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:31.786255] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:32.006226] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:32.223760] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:32.435900] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:32.654160] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:32.873117] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:33.088347] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:33.301630] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:33.301811] [INFO ] [CONFIGURE ] IGD: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:51:33.301859] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4315 tests [2025-11-21T15:51:33.301898] [INFO ] [CONFIGURE ] IGD: Testing feature 7/29: add_lag_shelf [2025-11-21T15:51:33.301933] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:51:33.503519] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:33.707183] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:33.910105] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:34.119760] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:34.323417] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:34.540026] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:34.743333] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:34.948767] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:35.154763] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:35.357233] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:35.357559] [INFO ] [CONFIGURE ] IGD: KEPT add_lag_shelf (score: 60.00%) [2025-11-21T15:51:35.357675] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4314 tests [2025-11-21T15:51:35.357763] [INFO ] [CONFIGURE ] IGD: Testing feature 8/29: add_macd [2025-11-21T15:51:35.357870] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T15:51:35.644026] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:35.932731] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:36.228757] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:36.532064] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:51:36.811296] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:37.113888] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:37.390194] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:37.667093] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:51:37.945930] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:38.227055] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:38.227255] [INFO ] [CONFIGURE ] IGD: DISCARDED add_macd (score: 20.00%) [2025-11-21T15:51:38.227351] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4313 tests [2025-11-21T15:51:38.227402] [INFO ] [CONFIGURE ] IGD: Testing feature 9/29: add_mfi [2025-11-21T15:51:38.227469] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_mfi'] [2025-11-21T15:51:38.446566] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:38.666489] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:38.886914] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:39.106200] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:51:39.325941] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:39.548246] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:39.774057] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:40.001721] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:40.241229] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:40.478939] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:40.479128] [INFO ] [CONFIGURE ] IGD: DISCARDED add_mfi (score: 40.00%) [2025-11-21T15:51:40.479190] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4312 tests [2025-11-21T15:51:40.479239] [INFO ] [CONFIGURE ] IGD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:51:40.479286] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:51:40.789950] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:41.111477] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:41.421711] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:41.733105] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:51:42.048571] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:42.357350] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:42.663878] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:42.975948] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:43.281200] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:43.594098] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:43.594308] [INFO ] [CONFIGURE ] IGD: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T15:51:43.594368] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4311 tests [2025-11-21T15:51:43.594418] [INFO ] [CONFIGURE ] IGD: Testing feature 11/29: add_obv_daily [2025-11-21T15:51:43.594464] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T15:51:43.837269] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:44.076830] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:44.319899] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:44.558046] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:44.797842] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:45.033841] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:45.265496] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:45.498248] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:51:45.733770] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:45.968793] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:45.969104] [INFO ] [CONFIGURE ] IGD: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T15:51:45.969206] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4310 tests [2025-11-21T15:51:45.969291] [INFO ] [CONFIGURE ] IGD: Testing feature 12/29: add_obv_interval [2025-11-21T15:51:45.969391] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T15:51:46.191537] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:46.420663] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:46.645023] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:46.871480] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:47.100926] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:47.334180] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:47.569025] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:47.798067] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:51:48.032543] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:48.255994] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:48.256333] [INFO ] [CONFIGURE ] IGD: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T15:51:48.256441] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4309 tests [2025-11-21T15:51:48.256531] [INFO ] [CONFIGURE ] IGD: Testing feature 13/29: add_opening_strength [2025-11-21T15:51:48.256654] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:51:48.509388] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:51:48.769885] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:49.017864] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:49.281696] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:49.548322] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:49.804029] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:50.054470] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:50.294368] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:51:50.537904] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:50.783471] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:50.783658] [INFO ] [CONFIGURE ] IGD: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T15:51:50.783714] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4308 tests [2025-11-21T15:51:50.783763] [INFO ] [CONFIGURE ] IGD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:51:50.783834] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T15:51:51.005145] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:51.225612] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:51.457713] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:51.690108] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:51:51.926072] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:52.152300] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:52.385067] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:52.636245] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:52.904956] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:53.166737] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:53.166907] [INFO ] [CONFIGURE ] IGD: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:51:53.166964] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4307 tests [2025-11-21T15:51:53.167010] [INFO ] [CONFIGURE ] IGD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:51:53.167054] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T15:51:53.378295] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:53.598820] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:51:53.811639] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:54.022760] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:54.244759] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:54.461337] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:54.679172] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:51:54.896448] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:55.111452] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:51:55.330471] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:55.330668] [INFO ] [CONFIGURE ] IGD: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:51:55.330742] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4306 tests [2025-11-21T15:51:55.330792] [INFO ] [CONFIGURE ] IGD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:51:55.330846] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T15:51:55.555911] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:55.775721] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:56.002541] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:56.220717] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:56.444995] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:51:56.663907] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:56.883251] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:57.104112] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:51:57.325878] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:51:57.547813] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:57.547981] [INFO ] [CONFIGURE ] IGD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:51:57.548028] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4305 tests [2025-11-21T15:51:57.548068] [INFO ] [CONFIGURE ] IGD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:51:57.548110] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T15:51:57.772043] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:51:57.994498] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:51:58.221245] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:51:58.458813] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:51:58.682480] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:51:58.909844] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:51:59.142477] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:51:59.375673] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:51:59.607813] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:51:59.839691] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:51:59.839861] [INFO ] [CONFIGURE ] IGD: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:51:59.839915] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4304 tests [2025-11-21T15:51:59.839961] [INFO ] [CONFIGURE ] IGD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:51:59.840004] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T15:52:00.059774] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:00.276529] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:00.488327] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:01.425093] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:01.809420] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:02.022388] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:02.236413] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:02.457762] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:02.687778] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:02.910202] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:02.910419] [INFO ] [CONFIGURE ] IGD: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:52:02.910486] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4303 tests [2025-11-21T15:52:02.910539] [INFO ] [CONFIGURE ] IGD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:52:02.910588] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T15:52:03.114168] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:03.312078] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:03.514661] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:03.717890] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:03.933057] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:04.137235] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:04.348047] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:04.550210] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:04.756321] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:04.961608] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:04.961820] [INFO ] [CONFIGURE ] IGD: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:52:04.961871] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4302 tests [2025-11-21T15:52:04.961910] [INFO ] [CONFIGURE ] IGD: Testing feature 20/29: add_price_rejection [2025-11-21T15:52:04.961946] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T15:52:05.194627] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:05.427361] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:05.673849] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:05.928362] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:06.180569] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:52:06.427859] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:06.665640] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:52:06.903946] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:07.159203] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:07.407013] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:07.407208] [INFO ] [CONFIGURE ] IGD: DISCARDED add_price_rejection (score: 20.00%) [2025-11-21T15:52:07.407270] [INFO ] [CONFIGURE ] JOB ETA: 3.4h | Avg: 2.8s/test | Remaining: 4301 tests [2025-11-21T15:52:07.407319] [INFO ] [CONFIGURE ] IGD: Testing feature 21/29: add_range_position [2025-11-21T15:52:07.407366] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_range_position'] [2025-11-21T15:52:07.657814] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:07.896481] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:08.143529] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:08.413357] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:08.681516] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:52:08.930336] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:09.209327] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:09.466567] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:09.744788] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:10.066334] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:10.066551] [INFO ] [CONFIGURE ] IGD: DISCARDED add_range_position (score: 30.00%) [2025-11-21T15:52:10.066608] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4300 tests [2025-11-21T15:52:10.066677] [INFO ] [CONFIGURE ] IGD: Testing feature 22/29: add_realized_volatility [2025-11-21T15:52:10.066724] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-21T15:52:10.475755] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:10.816076] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:11.147766] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:11.480161] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:11.829024] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:12.171895] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:12.501549] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:52:12.870821] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:13.213884] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:13.551373] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:13.551554] [INFO ] [CONFIGURE ] IGD: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-21T15:52:13.551612] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4299 tests [2025-11-21T15:52:13.551679] [INFO ] [CONFIGURE ] IGD: Testing feature 23/29: add_recent_range_context [2025-11-21T15:52:13.551727] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-21T15:52:13.777872] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:14.003813] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:14.230557] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:14.459440] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:14.688395] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:14.917431] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:15.159090] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:15.393080] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:52:15.623500] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:15.853547] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:15.853726] [INFO ] [CONFIGURE ] IGD: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T15:52:15.853802] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4298 tests [2025-11-21T15:52:15.853854] [INFO ] [CONFIGURE ] IGD: Testing feature 24/29: add_rsi [2025-11-21T15:52:15.853902] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-11-21T15:52:16.107998] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:16.362052] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:16.619760] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:16.872008] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:17.125711] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:52:17.394473] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:17.658480] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:17.925786] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:18.179258] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:18.433471] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:18.433691] [INFO ] [CONFIGURE ] IGD: DISCARDED add_rsi (score: 40.00%) [2025-11-21T15:52:18.433753] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4297 tests [2025-11-21T15:52:18.433801] [INFO ] [CONFIGURE ] IGD: Testing feature 25/29: add_tick_distribution [2025-11-21T15:52:18.433845] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-21T15:52:18.646662] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:18.859621] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:19.092780] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:19.298681] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:19.512232] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:19.715219] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:19.925092] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:20.145502] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:20.369330] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:20.591505] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:20.591722] [INFO ] [CONFIGURE ] IGD: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:52:20.591802] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4296 tests [2025-11-21T15:52:20.591866] [INFO ] [CONFIGURE ] IGD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:52:20.591916] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-21T15:52:20.829586] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:21.062706] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:21.297854] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:21.532688] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:21.766527] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:21.992879] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:22.227785] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:22.455326] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:22.684243] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:22.913714] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:22.913917] [INFO ] [CONFIGURE ] IGD: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:52:22.913975] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4295 tests [2025-11-21T15:52:22.914024] [INFO ] [CONFIGURE ] IGD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:52:22.914071] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-21T15:52:23.162272] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:23.406053] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:23.653111] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:23.908393] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:24.163836] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:24.418308] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:24.672552] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:52:24.943496] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:25.192927] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:25.437790] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:25.437966] [INFO ] [CONFIGURE ] IGD: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T15:52:25.438215] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4294 tests [2025-11-21T15:52:25.438261] [INFO ] [CONFIGURE ] IGD: Testing feature 28/29: add_volume_profile [2025-11-21T15:52:25.438300] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_volume_profile'] [2025-11-21T15:52:25.659417] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:25.880464] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:26.105193] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:26.339272] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:26.569116] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:26.793944] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:27.020566] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:27.241437] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:27.461208] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:27.682369] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:27.682538] [INFO ] [CONFIGURE ] IGD: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T15:52:27.682587] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4293 tests [2025-11-21T15:52:27.682628] [INFO ] [CONFIGURE ] IGD: Testing feature 29/29: add_vwap [2025-11-21T15:52:27.682687] [INFO ] [CONFIGURE ] IGD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap'] [2025-11-21T15:52:27.903142] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:28.120370] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:28.341161] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:52:28.562103] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:28.783839] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:29.007062] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:52:29.237518] [DEBUG] [FORECASTER] IGD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:52:29.459792] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:52:29.693271] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:52:29.930600] [DEBUG] [FORECASTER] IGD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:52:29.930810] [INFO ] [CONFIGURE ] IGD: DISCARDED add_vwap (score: 30.00%) [2025-11-21T15:52:29.930869] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4292 tests [2025-11-21T15:52:29.930918] [INFO ] [CONFIGURE ] IGD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:52:29.930960] [INFO ] [CONFIGURE ] IGD: Best accuracy: 60.00% [2025-11-21T15:52:29.931002] [INFO ] [CONFIGURE ] IGD: Best feature set (2 features): ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:52:29.931041] [INFO ] [CONFIGURE ] IGD: Improvement over baseline: 20.00% [2025-11-21T15:52:29.931080] [INFO ] [CONFIGURE ] IGD: Total time: 1.2 minutes [2025-11-21T15:52:29.931117] [INFO ] [CONFIGURE ] IGD: Average time per feature: 2.5 seconds [2025-11-21T15:52:29.931156] [INFO ] [CONFIGURE ] IGD: Average speed: 0.41 features/sec [2025-11-21T15:52:29.931909] [INFO ] [LOCAL ] Saved configuration for IGD: 2 features, 60.00% accuracy -> ./output/feature-sets/IGD.json [2025-11-21T15:52:29.931970] [INFO ] [CONFIGURE ] IGD: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T15:52:29.932021] [INFO ] [sig ] [581/723] Successfully configured IGD | 0.01 sym/s | Total: 13.3h | ETA: 3.3h [2025-11-21T15:52:29.932060] [INFO ] [sig ] [582/723] Configuring IIF... [2025-11-21T15:52:29.932104] [INFO ] [CONFIGURE ] IIF: Configurate test run. [2025-11-21T15:52:29.932145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-11-21T15:52:30.010983] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IIF'. [2025-11-21T15:52:30.011446] [INFO ] [CONFIGURE ] IIF: Testing with 29 available features [2025-11-21T15:52:30.011508] [INFO ] [CONFIGURE ] IIF: Establishing baseline with no features... [2025-11-21T15:52:30.192523] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:30.362327] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:30.531492] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:52:30.702305] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:30.876344] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:31.050702] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:31.209715] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:31.371928] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:31.534601] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:31.714778] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:52:31.714938] [INFO ] [CONFIGURE ] IIF: Baseline score (no features): 50.00% [2025-11-21T15:52:31.714987] [INFO ] [CONFIGURE ] IIF: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:52:31.715027] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:52:31.925052] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:52:32.128449] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:32.335873] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:52:32.538802] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:32.746025] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:52:32.953324] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:33.192040] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:33.438951] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:33.670904] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:33.901685] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:52:33.901875] [INFO ] [CONFIGURE ] IIF: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:52:33.901924] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4291 tests [2025-11-21T15:52:33.901962] [INFO ] [CONFIGURE ] IIF: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:52:33.901997] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:52:34.123547] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:34.348161] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:34.576114] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:52:34.819745] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:35.053457] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:52:35.281256] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:35.501581] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:35.722702] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:52:35.947667] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:36.168721] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:52:36.168949] [INFO ] [CONFIGURE ] IIF: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T15:52:36.169004] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4290 tests [2025-11-21T15:52:36.169051] [INFO ] [CONFIGURE ] IIF: Testing feature 3/29: add_daily_returns [2025-11-21T15:52:36.169095] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:52:36.405636] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:36.643461] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:36.885597] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:52:37.120087] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:37.349317] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:52:37.575979] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:37.813631] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:38.038100] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:52:38.263092] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:38.487545] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:52:38.487743] [INFO ] [CONFIGURE ] IIF: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:52:38.487823] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4289 tests [2025-11-21T15:52:38.487877] [INFO ] [CONFIGURE ] IIF: Testing feature 4/29: add_ema [2025-11-21T15:52:38.487924] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:52:38.743583] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:38.997554] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:39.249862] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:52:39.506688] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:39.759749] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:40.021997] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:40.283466] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:40.550620] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:40.819026] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:41.083533] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:52:41.083742] [INFO ] [CONFIGURE ] IIF: KEPT add_ema (score: 80.00%) [2025-11-21T15:52:41.083804] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4288 tests [2025-11-21T15:52:41.083854] [INFO ] [CONFIGURE ] IIF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:52:41.083899] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:52:41.383956] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:41.689089] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:41.989097] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:52:42.282993] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:42.577264] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:42.872549] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:43.166562] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:43.464000] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:52:43.763703] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:44.066790] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:52:44.066995] [INFO ] [CONFIGURE ] IIF: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:52:44.067058] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4287 tests [2025-11-21T15:52:44.067108] [INFO ] [CONFIGURE ] IIF: Testing feature 6/29: add_failed_moves [2025-11-21T15:52:44.067154] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-21T15:52:44.326980] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:44.596006] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:44.855690] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:52:45.115601] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:45.376141] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:45.635811] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:45.894761] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:46.151414] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:46.416556] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:46.677146] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:52:46.677314] [INFO ] [CONFIGURE ] IIF: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T15:52:46.677371] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4286 tests [2025-11-21T15:52:46.677418] [INFO ] [CONFIGURE ] IIF: Testing feature 7/29: add_lag_shelf [2025-11-21T15:52:46.677473] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-21T15:52:46.921476] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:47.169419] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:47.424638] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:52:47.671491] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:47.931289] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:48.179039] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:48.425031] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:48.676026] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:48.932010] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:49.190717] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:52:49.190890] [INFO ] [CONFIGURE ] IIF: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T15:52:49.190948] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4285 tests [2025-11-21T15:52:49.190997] [INFO ] [CONFIGURE ] IIF: Testing feature 8/29: add_macd [2025-11-21T15:52:49.191038] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T15:52:49.525205] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:49.862674] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:52:50.203048] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:52:50.537395] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:52:50.867573] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:52:51.203226] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:51.531994] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T15:52:51.853764] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:52:52.180811] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:52.518551] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:52:52.518793] [INFO ] [CONFIGURE ] IIF: DISCARDED add_macd (score: 60.00%) [2025-11-21T15:52:52.518856] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4284 tests [2025-11-21T15:52:52.518979] [INFO ] [CONFIGURE ] IIF: Testing feature 9/29: add_mfi [2025-11-21T15:52:52.519027] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-21T15:52:52.790391] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:53.074215] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:53.344971] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:52:53.617790] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:53.894177] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:52:54.169339] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:54.446824] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:54.730546] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:52:54.995080] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:55.258048] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:52:55.258238] [INFO ] [CONFIGURE ] IIF: DISCARDED add_mfi (score: 80.00%) [2025-11-21T15:52:55.258296] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4283 tests [2025-11-21T15:52:55.258343] [INFO ] [CONFIGURE ] IIF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:52:55.258386] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:52:55.593871] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:55.931727] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:56.270713] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:52:56.618321] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:52:56.960638] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:52:57.304836] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:52:57.647586] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:52:57.997924] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:52:58.353993] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:52:58.703751] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:52:58.703956] [INFO ] [CONFIGURE ] IIF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:52:58.704012] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4282 tests [2025-11-21T15:52:58.704061] [INFO ] [CONFIGURE ] IIF: Testing feature 11/29: add_obv_daily [2025-11-21T15:52:58.704106] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-21T15:52:58.983038] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:52:59.249146] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:52:59.522928] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:52:59.789051] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:00.072547] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:00.364052] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:00.628772] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:01.647112] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:02.015185] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:02.287694] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:53:02.287863] [INFO ] [CONFIGURE ] IIF: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T15:53:02.287917] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4281 tests [2025-11-21T15:53:02.287964] [INFO ] [CONFIGURE ] IIF: Testing feature 12/29: add_obv_interval [2025-11-21T15:53:02.288038] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-21T15:53:02.534971] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:02.776878] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:53:03.038439] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:53:03.285492] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:03.532959] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:03.781759] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:04.032022] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:04.293510] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:04.539677] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:04.790730] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:04.790928] [INFO ] [CONFIGURE ] IIF: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T15:53:04.791045] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4280 tests [2025-11-21T15:53:04.791100] [INFO ] [CONFIGURE ] IIF: Testing feature 13/29: add_opening_strength [2025-11-21T15:53:04.791141] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:53:05.077530] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:05.370405] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:53:05.664730] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:05.994681] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:06.321339] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:06.642748] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:06.976823] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:07.298577] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:53:07.624989] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:07.957807] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:07.958005] [INFO ] [CONFIGURE ] IIF: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T15:53:07.958064] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4279 tests [2025-11-21T15:53:07.958120] [INFO ] [CONFIGURE ] IIF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:53:07.958167] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T15:53:08.275167] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:08.593012] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:08.906844] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:09.212877] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:09.530537] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:09.856553] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:10.181226] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:10.501358] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:10.820421] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:11.137722] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T15:53:11.137922] [INFO ] [CONFIGURE ] IIF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T15:53:11.137985] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4278 tests [2025-11-21T15:53:11.138092] [INFO ] [CONFIGURE ] IIF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:53:11.138144] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T15:53:11.425555] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:11.697285] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:11.973740] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:12.255441] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:12.535779] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:12.820116] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:13.102342] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:13.382209] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:13.670776] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:13.956596] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:13.956793] [INFO ] [CONFIGURE ] IIF: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T15:53:13.956871] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4277 tests [2025-11-21T15:53:13.956922] [INFO ] [CONFIGURE ] IIF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:53:13.956967] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T15:53:14.240425] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:14.512485] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:14.782357] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:53:15.058191] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:53:15.333692] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:53:15.605532] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:15.876739] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:16.156776] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:16.428674] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:16.696004] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:16.696184] [INFO ] [CONFIGURE ] IIF: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T15:53:16.696241] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4276 tests [2025-11-21T15:53:16.696367] [INFO ] [CONFIGURE ] IIF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:53:16.696417] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T15:53:16.968412] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:17.262864] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:17.558273] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:17.922200] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:53:18.305093] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:18.640458] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:18.919121] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:19.193779] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:19.470020] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:19.745551] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:19.745744] [INFO ] [CONFIGURE ] IIF: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T15:53:19.745806] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4275 tests [2025-11-21T15:53:19.745888] [INFO ] [CONFIGURE ] IIF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:53:19.745933] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T15:53:19.998825] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:20.259206] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:53:20.551721] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:20.821883] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:21.071761] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:21.321694] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:21.607864] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:21.865800] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:22.124545] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:22.381119] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:22.381294] [INFO ] [CONFIGURE ] IIF: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:53:22.381368] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4274 tests [2025-11-21T15:53:22.381418] [INFO ] [CONFIGURE ] IIF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:53:22.381463] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T15:53:22.632023] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:22.894196] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:23.170764] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:23.445254] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:23.725924] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:24.009758] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:24.295613] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:24.573483] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:53:24.851545] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:25.127799] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:25.127982] [INFO ] [CONFIGURE ] IIF: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T15:53:25.128039] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4273 tests [2025-11-21T15:53:25.128142] [INFO ] [CONFIGURE ] IIF: Testing feature 20/29: add_price_rejection [2025-11-21T15:53:25.128191] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-21T15:53:25.416676] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:25.710187] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:26.021127] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:53:26.334306] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:26.629533] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:26.922113] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:27.218600] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:27.511323] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:53:27.820975] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:28.127124] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:28.127295] [INFO ] [CONFIGURE ] IIF: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T15:53:28.127352] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4272 tests [2025-11-21T15:53:28.127399] [INFO ] [CONFIGURE ] IIF: Testing feature 21/29: add_range_position [2025-11-21T15:53:28.127488] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-21T15:53:28.438395] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:28.746701] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:29.051083] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:53:29.392708] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:53:29.700155] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:53:30.030879] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:30.349213] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:30.663472] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:30.974319] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:31.281493] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:31.281725] [INFO ] [CONFIGURE ] IIF: DISCARDED add_range_position (score: 60.00%) [2025-11-21T15:53:31.281888] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4271 tests [2025-11-21T15:53:31.281943] [INFO ] [CONFIGURE ] IIF: Testing feature 22/29: add_realized_volatility [2025-11-21T15:53:31.281988] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-21T15:53:31.671161] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:32.050802] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:53:32.436547] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:32.822053] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:33.214272] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:33.614597] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:34.015717] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:34.424837] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:34.819989] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:35.213275] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:35.213452] [INFO ] [CONFIGURE ] IIF: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T15:53:35.213509] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4270 tests [2025-11-21T15:53:35.213555] [INFO ] [CONFIGURE ] IIF: Testing feature 23/29: add_recent_range_context [2025-11-21T15:53:35.213595] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-21T15:53:35.502895] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:35.792138] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:36.079552] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:36.371513] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:36.666099] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:36.960397] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:37.249254] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:37.547185] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:37.839825] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:38.156927] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:38.157149] [INFO ] [CONFIGURE ] IIF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T15:53:38.157209] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4269 tests [2025-11-21T15:53:38.157255] [INFO ] [CONFIGURE ] IIF: Testing feature 24/29: add_rsi [2025-11-21T15:53:38.157298] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T15:53:38.455946] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:38.754803] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:39.066196] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:39.363395] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:39.670222] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:39.965440] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:40.267895] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:40.573371] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:53:40.871254] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:41.170001] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:41.170186] [INFO ] [CONFIGURE ] IIF: DISCARDED add_rsi (score: 80.00%) [2025-11-21T15:53:41.170275] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4268 tests [2025-11-21T15:53:41.170340] [INFO ] [CONFIGURE ] IIF: Testing feature 25/29: add_tick_distribution [2025-11-21T15:53:41.170395] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-21T15:53:41.449798] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:41.745092] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:42.039773] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:42.328556] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:42.635671] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:53:42.923409] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:43.212671] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:43.501963] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:43.774718] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:44.030512] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:44.030715] [INFO ] [CONFIGURE ] IIF: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:53:44.030800] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4267 tests [2025-11-21T15:53:44.030844] [INFO ] [CONFIGURE ] IIF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:53:44.030890] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T15:53:44.292384] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:53:44.557544] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:53:44.831911] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:45.098615] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:45.370378] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:45.635543] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:45.907562] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:46.188111] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:46.457541] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:46.723340] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:46.723536] [INFO ] [CONFIGURE ] IIF: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:53:46.723593] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4266 tests [2025-11-21T15:53:46.723680] [INFO ] [CONFIGURE ] IIF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:53:46.723767] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T15:53:47.005513] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:47.286538] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:47.567264] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:47.853165] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:53:48.138768] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:48.452746] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:48.761044] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:49.047575] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:49.322294] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:49.600636] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:49.600881] [INFO ] [CONFIGURE ] IIF: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T15:53:49.600941] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4265 tests [2025-11-21T15:53:49.600986] [INFO ] [CONFIGURE ] IIF: Testing feature 28/29: add_volume_profile [2025-11-21T15:53:49.601030] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-21T15:53:49.866233] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:50.143357] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:53:50.410531] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:53:50.676884] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:53:50.947834] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:53:51.219192] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:51.489982] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:51.759954] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:52.032752] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:52.304542] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:52.304766] [INFO ] [CONFIGURE ] IIF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T15:53:52.304848] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4264 tests [2025-11-21T15:53:52.304896] [INFO ] [CONFIGURE ] IIF: Testing feature 29/29: add_vwap [2025-11-21T15:53:52.304938] [INFO ] [CONFIGURE ] IIF: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-21T15:53:52.571284] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:52.849811] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:53:53.154489] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:53:53.439841] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:53:53.720147] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:53.999307] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:54.291780] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T15:53:54.583790] [DEBUG] [FORECASTER] IIF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:53:54.860674] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T15:53:55.148410] [DEBUG] [FORECASTER] IIF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T15:53:55.148609] [INFO ] [CONFIGURE ] IIF: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:53:55.148756] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4263 tests [2025-11-21T15:53:55.148807] [INFO ] [CONFIGURE ] IIF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:53:55.148854] [INFO ] [CONFIGURE ] IIF: Best accuracy: 80.00% [2025-11-21T15:53:55.148906] [INFO ] [CONFIGURE ] IIF: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:53:55.148954] [INFO ] [CONFIGURE ] IIF: Improvement over baseline: 30.00% [2025-11-21T15:53:55.149000] [INFO ] [CONFIGURE ] IIF: Total time: 1.4 minutes [2025-11-21T15:53:55.149084] [INFO ] [CONFIGURE ] IIF: Average time per feature: 2.9 seconds [2025-11-21T15:53:55.149123] [INFO ] [CONFIGURE ] IIF: Average speed: 0.35 features/sec [2025-11-21T15:53:55.149723] [INFO ] [LOCAL ] Saved configuration for IIF: 2 features, 80.00% accuracy -> ./output/feature-sets/IIF.json [2025-11-21T15:53:55.149808] [INFO ] [CONFIGURE ] IIF: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T15:53:55.149857] [INFO ] [sig ] [582/723] Successfully configured IIF | 0.01 sym/s | Total: 13.3h | ETA: 3.2h [2025-11-21T15:53:55.149902] [INFO ] [sig ] [583/723] Configuring IIIN... [2025-11-21T15:53:55.149944] [INFO ] [CONFIGURE ] IIIN: Configurate test run. [2025-11-21T15:53:55.149979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-11-21T15:53:55.227723] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IIIN'. [2025-11-21T15:53:55.228241] [INFO ] [CONFIGURE ] IIIN: Testing with 29 available features [2025-11-21T15:53:55.228319] [INFO ] [CONFIGURE ] IIIN: Establishing baseline with no features... [2025-11-21T15:53:55.418734] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:55.617189] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:53:55.809609] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:53:56.011166] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:53:56.205434] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:56.400949] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:53:56.602428] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:53:56.795115] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:53:56.980928] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:53:57.153152] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:53:57.153308] [INFO ] [CONFIGURE ] IIIN: Baseline score (no features): 70.00% [2025-11-21T15:53:57.153355] [INFO ] [CONFIGURE ] IIIN: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:53:57.153392] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:53:57.355408] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:53:57.559449] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:53:57.778521] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:53:57.991715] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:53:58.195870] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:53:58.403069] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:53:58.618334] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:53:58.823394] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:53:59.027131] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:53:59.231049] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:53:59.231383] [INFO ] [CONFIGURE ] IIIN: KEPT add_bollinger_bands (score: 80.00%) [2025-11-21T15:53:59.231489] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4262 tests [2025-11-21T15:53:59.231574] [INFO ] [CONFIGURE ] IIIN: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:53:59.231690] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:53:59.468095] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:53:59.701404] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:53:59.936364] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:54:00.171693] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:00.405977] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:00.651683] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:00.969708] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:01.722532] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:02.003972] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:02.245930] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:02.246163] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-21T15:54:02.246224] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4261 tests [2025-11-21T15:54:02.246270] [INFO ] [CONFIGURE ] IIIN: Testing feature 3/29: add_daily_returns [2025-11-21T15:54:02.246312] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:54:02.456211] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:02.668054] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:02.885274] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:03.108170] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:03.325896] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:03.542908] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:03.765251] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:03.989177] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:04.222365] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:04.452007] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:04.452184] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T15:54:04.452234] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4260 tests [2025-11-21T15:54:04.452306] [INFO ] [CONFIGURE ] IIIN: Testing feature 4/29: add_ema [2025-11-21T15:54:04.452349] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:54:04.721663] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:05.045084] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:05.384350] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:05.681837] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:54:05.932930] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:06.196234] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:06.432877] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:06.676983] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:06.929001] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:07.170402] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:07.170622] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_ema (score: 70.00%) [2025-11-21T15:54:07.170709] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4259 tests [2025-11-21T15:54:07.170763] [INFO ] [CONFIGURE ] IIIN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:54:07.170813] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:54:07.412866] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:07.680236] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:07.959785] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:08.222745] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:08.493760] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:08.761062] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:09.029380] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:09.294190] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:54:09.555582] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:09.824863] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:09.825039] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T15:54:09.825095] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4258 tests [2025-11-21T15:54:09.825142] [INFO ] [CONFIGURE ] IIIN: Testing feature 6/29: add_failed_moves [2025-11-21T15:54:09.825184] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:54:10.046245] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:10.263707] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:10.490198] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:10.705993] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:10.924251] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:11.149631] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:11.366633] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:11.608106] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:11.846534] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:12.069280] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:12.069460] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T15:54:12.069508] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4257 tests [2025-11-21T15:54:12.069546] [INFO ] [CONFIGURE ] IIIN: Testing feature 7/29: add_lag_shelf [2025-11-21T15:54:12.069582] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:54:12.260854] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:12.456691] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:12.652957] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:54:12.848173] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:13.051999] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:13.288262] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:13.490221] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:13.693993] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:13.899142] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:14.104257] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:14.104420] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T15:54:14.104469] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4256 tests [2025-11-21T15:54:14.104507] [INFO ] [CONFIGURE ] IIIN: Testing feature 8/29: add_macd [2025-11-21T15:54:14.104542] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:54:14.402351] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:14.697224] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:14.999079] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:15.304283] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:15.607046] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:15.911735] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:16.214181] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:16.518341] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:54:16.817549] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:17.118707] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:17.118914] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_macd (score: 80.00%) [2025-11-21T15:54:17.119009] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4255 tests [2025-11-21T15:54:17.119063] [INFO ] [CONFIGURE ] IIIN: Testing feature 9/29: add_mfi [2025-11-21T15:54:17.119102] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:54:17.324557] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:17.532233] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:17.744210] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:17.952446] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:18.164097] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:18.379225] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:18.592097] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:18.803345] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:19.024162] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:19.240561] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:19.240791] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_mfi (score: 80.00%) [2025-11-21T15:54:19.240858] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4254 tests [2025-11-21T15:54:19.240923] [INFO ] [CONFIGURE ] IIIN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:54:19.240973] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:54:19.544924] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:19.855185] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:20.159424] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:20.462152] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:20.762625] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:21.082686] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:21.401988] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:21.723743] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:22.054634] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:22.377995] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:22.378171] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T15:54:22.378227] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4253 tests [2025-11-21T15:54:22.378265] [INFO ] [CONFIGURE ] IIIN: Testing feature 11/29: add_obv_daily [2025-11-21T15:54:22.378309] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T15:54:22.624058] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:22.861925] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:23.112486] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:23.361575] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:23.611922] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:23.858252] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:24.100937] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:54:24.345072] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:24.590821] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:24.834823] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:24.834999] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T15:54:24.835050] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4252 tests [2025-11-21T15:54:24.835090] [INFO ] [CONFIGURE ] IIIN: Testing feature 12/29: add_obv_interval [2025-11-21T15:54:24.835127] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T15:54:25.051821] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:25.271351] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:25.493530] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:25.713511] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:25.933681] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:26.149880] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:26.369439] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:26.593678] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:26.823418] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:27.047466] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:27.047805] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T15:54:27.047931] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4251 tests [2025-11-21T15:54:27.048018] [INFO ] [CONFIGURE ] IIIN: Testing feature 13/29: add_opening_strength [2025-11-21T15:54:27.048122] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:54:27.288143] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:27.523302] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:27.758539] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:27.995489] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:28.233326] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:28.475973] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:28.717680] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:28.958690] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:54:29.197813] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:29.441666] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:29.441857] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T15:54:29.441907] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4250 tests [2025-11-21T15:54:29.441967] [INFO ] [CONFIGURE ] IIIN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:54:29.442029] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T15:54:29.675918] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:29.929619] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:30.163342] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:30.397159] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:30.636958] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:30.878418] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:31.113622] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:31.347999] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:31.604394] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:31.854098] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:31.854333] [INFO ] [CONFIGURE ] IIIN: KEPT add_order_flow_imbalance (score: 90.00%) [2025-11-21T15:54:31.854417] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4249 tests [2025-11-21T15:54:31.854484] [INFO ] [CONFIGURE ] IIIN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:54:31.854547] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-21T15:54:32.108684] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:32.345548] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:32.577246] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:54:32.809891] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:33.047804] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:33.278476] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:33.509273] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:33.743800] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:33.997758] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:34.235205] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:34.235394] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T15:54:34.235450] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4248 tests [2025-11-21T15:54:34.235499] [INFO ] [CONFIGURE ] IIIN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:54:34.235537] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-21T15:54:34.486397] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:34.737844] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:34.990258] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:54:35.244838] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:54:35.497156] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:35.749167] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:36.006100] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:36.261947] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:36.541717] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:36.790597] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:36.790843] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T15:54:36.790909] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4247 tests [2025-11-21T15:54:36.790956] [INFO ] [CONFIGURE ] IIIN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:54:36.791000] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-21T15:54:37.044462] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:37.299198] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:37.558143] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:54:37.813719] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:38.073205] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:38.331677] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:38.603331] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:38.887108] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:39.167733] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:39.441471] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:39.441668] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:54:39.441729] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4246 tests [2025-11-21T15:54:39.441775] [INFO ] [CONFIGURE ] IIIN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:54:39.441818] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-21T15:54:39.684587] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:39.922305] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:40.159146] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:40.407009] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:40.649127] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:40.887527] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:41.127355] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:41.367255] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:41.613922] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:41.858663] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:41.858837] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T15:54:41.858893] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4245 tests [2025-11-21T15:54:41.858942] [INFO ] [CONFIGURE ] IIIN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:54:41.858989] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-21T15:54:42.101584] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:42.344344] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:42.598452] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:42.846159] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:43.089840] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:43.325410] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:43.592044] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:43.830423] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:44.073010] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:44.310497] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:44.310695] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T15:54:44.310754] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4244 tests [2025-11-21T15:54:44.310801] [INFO ] [CONFIGURE ] IIIN: Testing feature 20/29: add_price_rejection [2025-11-21T15:54:44.310839] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-21T15:54:44.570847] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:44.827033] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:45.088126] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:45.344583] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:45.597017] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:45.846957] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:46.094729] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:46.348279] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:46.608149] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:46.857270] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:46.857465] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T15:54:46.857526] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4243 tests [2025-11-21T15:54:46.857573] [INFO ] [CONFIGURE ] IIIN: Testing feature 21/29: add_range_position [2025-11-21T15:54:46.857617] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-21T15:54:47.130445] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:47.401160] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:47.687252] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:47.981250] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:48.271700] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:48.564923] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:48.859221] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:54:49.151994] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:49.442811] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:49.733098] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:49.733287] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_range_position (score: 80.00%) [2025-11-21T15:54:49.733418] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4242 tests [2025-11-21T15:54:49.733470] [INFO ] [CONFIGURE ] IIIN: Testing feature 22/29: add_realized_volatility [2025-11-21T15:54:49.733516] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-21T15:54:50.100271] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:50.458001] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:50.838432] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:51.209833] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:51.569869] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:51.950678] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:52.314560] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:52.674274] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:54:53.034660] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:53.404547] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:53.404765] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T15:54:53.404828] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4241 tests [2025-11-21T15:54:53.404878] [INFO ] [CONFIGURE ] IIIN: Testing feature 23/29: add_recent_range_context [2025-11-21T15:54:53.404954] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-21T15:54:53.655075] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:54:53.905315] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:54.173284] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:54:54.432559] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:54.684366] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:54.932555] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:54:55.199898] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:55.454098] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:55.712205] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:55.975040] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:55.975241] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-21T15:54:55.975298] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4240 tests [2025-11-21T15:54:55.975345] [INFO ] [CONFIGURE ] IIIN: Testing feature 24/29: add_rsi [2025-11-21T15:54:55.975381] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-21T15:54:56.266315] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:56.563756] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:56.864417] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:54:57.259303] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:54:57.693630] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:54:58.054155] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:54:58.362986] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:54:58.662417] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:54:58.955324] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:54:59.251659] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:54:59.251832] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:54:59.251887] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4239 tests [2025-11-21T15:54:59.251936] [INFO ] [CONFIGURE ] IIIN: Testing feature 25/29: add_tick_distribution [2025-11-21T15:54:59.251972] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-21T15:54:59.499362] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:54:59.744135] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:54:59.991036] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:00.244338] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:55:00.486831] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:00.730297] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:55:01.720925] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:02.121203] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:55:02.385838] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:02.646974] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:02.647163] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:55:02.647223] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4238 tests [2025-11-21T15:55:02.647273] [INFO ] [CONFIGURE ] IIIN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:55:02.647319] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-21T15:55:02.931911] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:03.216093] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:55:03.479855] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:55:03.749368] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:55:04.013485] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:04.277183] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:55:04.557903] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:04.813580] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:05.067999] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:05.320832] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:05.321024] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T15:55:05.321082] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4237 tests [2025-11-21T15:55:05.321148] [INFO ] [CONFIGURE ] IIIN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:55:05.321194] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-21T15:55:05.590910] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:05.891620] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:55:06.152815] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:55:06.411130] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:55:06.682247] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:06.950540] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:55:07.217661] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:07.488080] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:07.785202] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:08.074243] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:08.074430] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T15:55:08.074496] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4236 tests [2025-11-21T15:55:08.074545] [INFO ] [CONFIGURE ] IIIN: Testing feature 28/29: add_volume_profile [2025-11-21T15:55:08.074588] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-21T15:55:08.377585] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:08.672148] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:55:08.972299] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:55:09.270447] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:55:09.551580] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:09.840909] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:55:10.157612] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:10.470134] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:10.751267] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:11.029627] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:11.029819] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T15:55:11.030065] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4235 tests [2025-11-21T15:55:11.030114] [INFO ] [CONFIGURE ] IIIN: Testing feature 29/29: add_vwap [2025-11-21T15:55:11.030158] [INFO ] [CONFIGURE ] IIIN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-21T15:55:11.320697] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:11.607773] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:55:11.903335] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:12.195039] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:55:12.494318] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:12.797673] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:55:13.094208] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:13.373418] [DEBUG] [FORECASTER] IIIN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:55:13.670975] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:13.955890] [DEBUG] [FORECASTER] IIIN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:13.956113] [INFO ] [CONFIGURE ] IIIN: DISCARDED add_vwap (score: 60.00%) [2025-11-21T15:55:13.956174] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4234 tests [2025-11-21T15:55:13.956222] [INFO ] [CONFIGURE ] IIIN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:55:13.956264] [INFO ] [CONFIGURE ] IIIN: Best accuracy: 90.00% [2025-11-21T15:55:13.956303] [INFO ] [CONFIGURE ] IIIN: Best feature set (2 features): ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T15:55:13.956351] [INFO ] [CONFIGURE ] IIIN: Improvement over baseline: 20.00% [2025-11-21T15:55:13.956388] [INFO ] [CONFIGURE ] IIIN: Total time: 1.3 minutes [2025-11-21T15:55:13.956425] [INFO ] [CONFIGURE ] IIIN: Average time per feature: 2.6 seconds [2025-11-21T15:55:13.956463] [INFO ] [CONFIGURE ] IIIN: Average speed: 0.38 features/sec [2025-11-21T15:55:13.956793] [INFO ] [LOCAL ] Saved configuration for IIIN: 2 features, 90.00% accuracy -> ./output/feature-sets/IIIN.json [2025-11-21T15:55:13.956851] [INFO ] [CONFIGURE ] IIIN: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T15:55:13.956900] [INFO ] [sig ] [583/723] Successfully configured IIIN | 0.01 sym/s | Total: 13.4h | ETA: 3.2h [2025-11-21T15:55:13.956945] [INFO ] [sig ] [584/723] Configuring IOT... [2025-11-21T15:55:13.956986] [INFO ] [CONFIGURE ] IOT: Configurate test run. [2025-11-21T15:55:13.957027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'. [2025-11-21T15:55:14.033182] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IOT'. [2025-11-21T15:55:14.033707] [INFO ] [CONFIGURE ] IOT: Testing with 29 available features [2025-11-21T15:55:14.033777] [INFO ] [CONFIGURE ] IOT: Establishing baseline with no features... [2025-11-21T15:55:14.236707] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:55:14.433160] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:55:14.627384] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:14.823508] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:15.031097] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:15.226385] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:15.416410] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:15.607454] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:15.799300] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:55:15.990266] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:15.990427] [INFO ] [CONFIGURE ] IOT: Baseline score (no features): 60.00% [2025-11-21T15:55:15.990475] [INFO ] [CONFIGURE ] IOT: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:55:15.990516] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:55:16.219384] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:16.451309] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:16.686123] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:16.913922] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:17.133632] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:17.348800] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:17.577998] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:17.796221] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:18.013545] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:18.232088] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:18.232286] [INFO ] [CONFIGURE ] IOT: KEPT add_bollinger_bands (score: 90.00%) [2025-11-21T15:55:18.232336] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4233 tests [2025-11-21T15:55:18.232375] [INFO ] [CONFIGURE ] IOT: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:55:18.232411] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T15:55:18.477159] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:18.731897] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:18.991313] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:19.258454] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:19.531245] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:19.796909] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:20.071925] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:20.344813] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:20.614371] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:20.889716] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:20.889884] [INFO ] [CONFIGURE ] IOT: DISCARDED add_cumulative_delta (score: 90.00%) [2025-11-21T15:55:20.889940] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4232 tests [2025-11-21T15:55:20.889981] [INFO ] [CONFIGURE ] IOT: Testing feature 3/29: add_daily_returns [2025-11-21T15:55:20.890018] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T15:55:21.131083] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:21.367596] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:21.602800] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:21.862895] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:55:22.105043] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:22.347417] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:55:22.596754] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:22.839220] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:23.080474] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:23.321529] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:23.321717] [INFO ] [CONFIGURE ] IOT: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:55:23.321814] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4231 tests [2025-11-21T15:55:23.321867] [INFO ] [CONFIGURE ] IOT: Testing feature 4/29: add_ema [2025-11-21T15:55:23.321934] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T15:55:23.593559] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:23.865923] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:24.149207] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:24.426432] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:24.704534] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:24.986111] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:25.275960] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:25.568918] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:25.852259] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:26.128903] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:26.129117] [INFO ] [CONFIGURE ] IOT: DISCARDED add_ema (score: 90.00%) [2025-11-21T15:55:26.129306] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4230 tests [2025-11-21T15:55:26.129397] [INFO ] [CONFIGURE ] IOT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:55:26.129473] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:55:26.408199] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:26.691625] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:55:26.951517] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:27.218962] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:27.479940] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:27.722470] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:27.973558] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:28.231524] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:55:28.488613] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:28.742260] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:28.742468] [INFO ] [CONFIGURE ] IOT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T15:55:28.742526] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4229 tests [2025-11-21T15:55:28.742572] [INFO ] [CONFIGURE ] IOT: Testing feature 6/29: add_failed_moves [2025-11-21T15:55:28.742616] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T15:55:28.953946] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:29.167315] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:29.384516] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:29.623036] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:29.858277] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:30.106172] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:30.354975] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:30.597451] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:30.845372] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:31.102698] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:31.102905] [INFO ] [CONFIGURE ] IOT: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T15:55:31.102956] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4228 tests [2025-11-21T15:55:31.102994] [INFO ] [CONFIGURE ] IOT: Testing feature 7/29: add_lag_shelf [2025-11-21T15:55:31.103030] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T15:55:31.331048] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:31.564062] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:31.797229] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:32.023294] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:32.266885] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:32.489921] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:32.735136] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:32.973952] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:33.208515] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:33.449853] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:33.450164] [INFO ] [CONFIGURE ] IOT: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T15:55:33.450293] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4227 tests [2025-11-21T15:55:33.450378] [INFO ] [CONFIGURE ] IOT: Testing feature 8/29: add_macd [2025-11-21T15:55:33.450493] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T15:55:33.768933] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:34.090560] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:34.410111] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:34.726483] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:35.082583] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:35.432094] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:55:35.769112] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:36.101165] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:36.424566] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:36.754348] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:36.754621] [INFO ] [CONFIGURE ] IOT: DISCARDED add_macd (score: 70.00%) [2025-11-21T15:55:36.754736] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4226 tests [2025-11-21T15:55:36.754811] [INFO ] [CONFIGURE ] IOT: Testing feature 9/29: add_mfi [2025-11-21T15:55:36.754877] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T15:55:37.017283] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:37.249093] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:37.492513] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:37.740110] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:37.979080] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:38.216079] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:38.456818] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:38.692939] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:38.932075] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:39.160226] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:39.160416] [INFO ] [CONFIGURE ] IOT: DISCARDED add_mfi (score: 90.00%) [2025-11-21T15:55:39.160478] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4225 tests [2025-11-21T15:55:39.160526] [INFO ] [CONFIGURE ] IOT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:55:39.160570] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:55:39.466715] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:39.770424] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:40.124367] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:40.466872] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:55:40.780377] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:41.113750] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:55:41.464618] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:41.821128] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:42.154141] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:42.466376] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:42.466587] [INFO ] [CONFIGURE ] IOT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T15:55:42.466664] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4224 tests [2025-11-21T15:55:42.466709] [INFO ] [CONFIGURE ] IOT: Testing feature 11/29: add_obv_daily [2025-11-21T15:55:42.466755] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T15:55:42.735423] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:55:42.997237] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:55:43.249894] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:43.501310] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:55:43.750086] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:43.992061] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:44.316614] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:44.655198] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:44.949135] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:45.174188] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:45.174355] [INFO ] [CONFIGURE ] IOT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T15:55:45.174423] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4223 tests [2025-11-21T15:55:45.174495] [INFO ] [CONFIGURE ] IOT: Testing feature 12/29: add_obv_interval [2025-11-21T15:55:45.174553] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T15:55:45.386241] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:45.604233] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:45.825183] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:46.047190] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:46.267324] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:46.487583] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:46.704815] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:46.928089] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:47.141835] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:47.355822] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:47.356117] [INFO ] [CONFIGURE ] IOT: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T15:55:47.356221] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4222 tests [2025-11-21T15:55:47.356307] [INFO ] [CONFIGURE ] IOT: Testing feature 13/29: add_opening_strength [2025-11-21T15:55:47.356408] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:55:47.589914] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:47.859053] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:48.125218] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:48.398857] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T15:55:48.659367] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:48.928941] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:49.172556] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:49.413161] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:49.655160] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:49.896528] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:49.896738] [INFO ] [CONFIGURE ] IOT: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T15:55:49.896815] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4221 tests [2025-11-21T15:55:49.896867] [INFO ] [CONFIGURE ] IOT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:55:49.896914] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T15:55:50.128552] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:50.381699] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:50.611240] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:50.846045] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:51.085019] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:51.320276] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:51.588212] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:51.835057] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:52.089624] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:52.322345] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:52.322572] [INFO ] [CONFIGURE ] IOT: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T15:55:52.322631] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4220 tests [2025-11-21T15:55:52.322704] [INFO ] [CONFIGURE ] IOT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:55:52.322749] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T15:55:52.527704] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:52.735830] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:52.945029] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:53.163550] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:53.384662] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:53.589885] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:53.795739] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:54.004989] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:54.209176] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:54.416112] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:55:54.416433] [INFO ] [CONFIGURE ] IOT: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-11-21T15:55:54.416531] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4219 tests [2025-11-21T15:55:54.416607] [INFO ] [CONFIGURE ] IOT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:55:54.416723] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T15:55:54.641667] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:54.866013] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:55.105120] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:55:55.337228] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:55.565622] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:55.794475] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:56.023376] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:56.259885] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:56.489064] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:56.713167] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:56.713470] [INFO ] [CONFIGURE ] IOT: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T15:55:56.713609] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4218 tests [2025-11-21T15:55:56.713741] [INFO ] [CONFIGURE ] IOT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:55:56.713822] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T15:55:56.938512] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:57.170885] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:57.396293] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:55:57.626227] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:55:57.861018] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:55:58.092812] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:55:58.334154] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:55:58.571740] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:55:58.810322] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:55:59.052705] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:55:59.052883] [INFO ] [CONFIGURE ] IOT: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T15:55:59.052941] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4217 tests [2025-11-21T15:55:59.052991] [INFO ] [CONFIGURE ] IOT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:55:59.053032] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T15:55:59.256531] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:55:59.458339] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:55:59.666763] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:55:59.870317] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:00.079102] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:00.290763] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:00.510546] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:00.712831] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:00.924093] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:01.855712] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:01.855921] [INFO ] [CONFIGURE ] IOT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T15:56:01.855971] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4216 tests [2025-11-21T15:56:01.856011] [INFO ] [CONFIGURE ] IOT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:56:01.856048] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T15:56:02.141354] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:02.342952] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:02.539835] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:02.740519] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:02.940171] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:03.145387] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:03.360132] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:03.563702] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:03.767772] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:03.970919] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:03.971153] [INFO ] [CONFIGURE ] IOT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T15:56:03.971219] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4215 tests [2025-11-21T15:56:03.971272] [INFO ] [CONFIGURE ] IOT: Testing feature 20/29: add_price_rejection [2025-11-21T15:56:03.971320] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T15:56:04.200273] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:04.420506] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:04.639284] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:04.858821] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:05.079081] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:05.301430] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:05.522527] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:05.743657] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:05.965147] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:06.185577] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:06.185766] [INFO ] [CONFIGURE ] IOT: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T15:56:06.185838] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4214 tests [2025-11-21T15:56:06.185889] [INFO ] [CONFIGURE ] IOT: Testing feature 21/29: add_range_position [2025-11-21T15:56:06.185936] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T15:56:06.430531] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:06.672427] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:06.917598] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:07.163165] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:07.404469] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:07.650874] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:07.898118] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:08.141263] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:08.386564] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:08.644586] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:08.644772] [INFO ] [CONFIGURE ] IOT: DISCARDED add_range_position (score: 80.00%) [2025-11-21T15:56:08.644830] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4213 tests [2025-11-21T15:56:08.644876] [INFO ] [CONFIGURE ] IOT: Testing feature 22/29: add_realized_volatility [2025-11-21T15:56:08.644919] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T15:56:08.969021] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:09.296590] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:09.626853] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:09.966136] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:10.289181] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:10.615089] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:10.970817] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:11.306174] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:11.633928] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:11.985511] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:11.985747] [INFO ] [CONFIGURE ] IOT: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T15:56:11.985810] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4212 tests [2025-11-21T15:56:11.985859] [INFO ] [CONFIGURE ] IOT: Testing feature 23/29: add_recent_range_context [2025-11-21T15:56:11.985904] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T15:56:12.228821] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:12.450082] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:12.661313] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:12.884397] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:13.095174] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:56:13.304913] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:13.521659] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:13.739191] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:13.953448] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:14.167772] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:14.167964] [INFO ] [CONFIGURE ] IOT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T15:56:14.168013] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4211 tests [2025-11-21T15:56:14.168051] [INFO ] [CONFIGURE ] IOT: Testing feature 24/29: add_rsi [2025-11-21T15:56:14.168085] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T15:56:14.433559] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:14.696040] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:14.978001] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:15.256496] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:15.538198] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:15.808400] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:16.074517] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:16.344855] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:16.633245] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:16.904582] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:16.904798] [INFO ] [CONFIGURE ] IOT: DISCARDED add_rsi (score: 80.00%) [2025-11-21T15:56:16.904859] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4210 tests [2025-11-21T15:56:16.904906] [INFO ] [CONFIGURE ] IOT: Testing feature 25/29: add_tick_distribution [2025-11-21T15:56:16.904946] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T15:56:17.119533] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:17.328040] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:17.538970] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:17.751470] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:17.959581] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:18.171299] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:18.383424] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:18.605485] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:18.824015] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:19.041369] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:19.041537] [INFO ] [CONFIGURE ] IOT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T15:56:19.041586] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4209 tests [2025-11-21T15:56:19.041625] [INFO ] [CONFIGURE ] IOT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:56:19.041682] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T15:56:19.276839] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:19.504586] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:19.733179] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:19.975312] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:20.193125] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:20.408790] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:20.626296] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:20.846151] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:21.081280] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:21.299789] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:21.299955] [INFO ] [CONFIGURE ] IOT: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T15:56:21.300002] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4208 tests [2025-11-21T15:56:21.300041] [INFO ] [CONFIGURE ] IOT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:56:21.300077] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T15:56:21.523632] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:21.751927] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:21.985003] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:22.214542] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:22.449333] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:22.713842] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:22.979673] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:23.247504] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:23.501179] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:23.768939] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:23.769136] [INFO ] [CONFIGURE ] IOT: KEPT add_volume_price_divergence (score: 100.00%) [2025-11-21T15:56:23.769198] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4207 tests [2025-11-21T15:56:23.769249] [INFO ] [CONFIGURE ] IOT: Testing feature 28/29: add_volume_profile [2025-11-21T15:56:23.769295] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T15:56:24.071794] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:24.359937] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:24.654235] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:24.974371] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:25.268389] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:25.554838] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:25.849298] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:26.148666] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:26.431159] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:26.731793] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:26.732024] [INFO ] [CONFIGURE ] IOT: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T15:56:26.732111] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4206 tests [2025-11-21T15:56:26.732187] [INFO ] [CONFIGURE ] IOT: Testing feature 29/29: add_vwap [2025-11-21T15:56:26.732255] [INFO ] [CONFIGURE ] IOT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T15:56:27.027579] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:27.321422] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:27.619836] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:27.884369] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T15:56:28.169964] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:56:28.462821] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:28.750895] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:29.042077] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:56:29.307204] [DEBUG] [FORECASTER] IOT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:56:29.572485] [DEBUG] [FORECASTER] IOT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:29.572778] [INFO ] [CONFIGURE ] IOT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T15:56:29.572840] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4205 tests [2025-11-21T15:56:29.572887] [INFO ] [CONFIGURE ] IOT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:56:29.572928] [INFO ] [CONFIGURE ] IOT: Best accuracy: 100.00% [2025-11-21T15:56:29.572970] [INFO ] [CONFIGURE ] IOT: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T15:56:29.573008] [INFO ] [CONFIGURE ] IOT: Improvement over baseline: 40.00% [2025-11-21T15:56:29.573046] [INFO ] [CONFIGURE ] IOT: Total time: 1.2 minutes [2025-11-21T15:56:29.573083] [INFO ] [CONFIGURE ] IOT: Average time per feature: 2.5 seconds [2025-11-21T15:56:29.573119] [INFO ] [CONFIGURE ] IOT: Average speed: 0.39 features/sec [2025-11-21T15:56:29.573638] [INFO ] [LOCAL ] Saved configuration for IOT: 2 features, 100.00% accuracy -> ./output/feature-sets/IOT.json [2025-11-21T15:56:29.573720] [INFO ] [CONFIGURE ] IOT: Configuration saved successfully: 2 features, 100.00% accuracy. [2025-11-21T15:56:29.573768] [INFO ] [sig ] [584/723] Successfully configured IOT | 0.01 sym/s | Total: 13.4h | ETA: 3.2h [2025-11-21T15:56:29.573811] [INFO ] [sig ] [585/723] Configuring IQV... [2025-11-21T15:56:29.573850] [INFO ] [CONFIGURE ] IQV: Configurate test run. [2025-11-21T15:56:29.573888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'. [2025-11-21T15:56:29.651540] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IQV'. [2025-11-21T15:56:29.651930] [INFO ] [CONFIGURE ] IQV: Testing with 29 available features [2025-11-21T15:56:29.651996] [INFO ] [CONFIGURE ] IQV: Establishing baseline with no features... [2025-11-21T15:56:29.843411] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:30.031351] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:30.224982] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:30.416949] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:30.610295] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:56:30.797837] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:30.987276] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:31.177454] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:31.384319] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:31.597669] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:31.597852] [INFO ] [CONFIGURE ] IQV: Baseline score (no features): 50.00% [2025-11-21T15:56:31.597915] [INFO ] [CONFIGURE ] IQV: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:56:31.597964] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:56:31.836955] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:32.061621] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:32.286423] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:32.515812] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:32.742307] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:56:32.971694] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:33.198193] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:33.424870] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:33.655232] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:33.891439] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:33.891635] [INFO ] [CONFIGURE ] IQV: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:56:33.891732] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4204 tests [2025-11-21T15:56:33.891789] [INFO ] [CONFIGURE ] IQV: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:56:33.891839] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:56:34.123873] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:34.365135] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:34.601605] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:34.837609] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:35.066987] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:56:35.294313] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:35.524998] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:35.757105] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:35.989966] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:36.224095] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:36.224332] [INFO ] [CONFIGURE ] IQV: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T15:56:36.224393] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4203 tests [2025-11-21T15:56:36.224452] [INFO ] [CONFIGURE ] IQV: Testing feature 3/29: add_daily_returns [2025-11-21T15:56:36.224506] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_daily_returns'] [2025-11-21T15:56:36.430571] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:36.631479] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:36.831985] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:37.039390] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:37.244222] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:56:37.447765] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:37.655324] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:37.856626] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:38.059157] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:38.265196] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:38.265369] [INFO ] [CONFIGURE ] IQV: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T15:56:38.265415] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4202 tests [2025-11-21T15:56:38.265452] [INFO ] [CONFIGURE ] IQV: Testing feature 4/29: add_ema [2025-11-21T15:56:38.265493] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_ema'] [2025-11-21T15:56:38.505907] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:56:38.742616] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:38.976022] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:39.207776] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:39.426603] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:56:39.648911] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:39.872070] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:40.092687] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:40.312816] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:40.533144] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:40.533322] [INFO ] [CONFIGURE ] IQV: DISCARDED add_ema (score: 30.00%) [2025-11-21T15:56:40.533371] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4201 tests [2025-11-21T15:56:40.533408] [INFO ] [CONFIGURE ] IQV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:56:40.533443] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:56:40.751953] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:40.971104] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:41.194960] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:41.416081] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:41.635574] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:56:41.858973] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:42.081291] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:42.301375] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:42.529388] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:42.751907] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:56:42.752101] [INFO ] [CONFIGURE ] IQV: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:56:42.752160] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4200 tests [2025-11-21T15:56:42.752206] [INFO ] [CONFIGURE ] IQV: Testing feature 6/29: add_failed_moves [2025-11-21T15:56:42.752249] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves'] [2025-11-21T15:56:42.938498] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:43.122470] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:43.305753] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:43.487825] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:43.671590] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:56:43.859456] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:44.043779] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:44.226274] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:44.410238] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:44.599741] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:44.599916] [INFO ] [CONFIGURE ] IQV: KEPT add_failed_moves (score: 60.00%) [2025-11-21T15:56:44.599997] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4199 tests [2025-11-21T15:56:44.600046] [INFO ] [CONFIGURE ] IQV: Testing feature 7/29: add_lag_shelf [2025-11-21T15:56:44.600087] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T15:56:44.783240] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:44.966257] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:45.152277] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:45.332726] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:45.515230] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:56:45.698669] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:45.880491] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:46.061710] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:46.243020] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:46.428621] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:46.428798] [INFO ] [CONFIGURE ] IQV: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:56:46.428846] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4198 tests [2025-11-21T15:56:46.428886] [INFO ] [CONFIGURE ] IQV: Testing feature 8/29: add_macd [2025-11-21T15:56:46.428925] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T15:56:46.697306] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:56:46.961370] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:47.224688] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:47.490781] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:56:47.757932] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:56:48.028357] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:48.297561] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:48.565683] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:48.834663] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:49.102177] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:49.102375] [INFO ] [CONFIGURE ] IQV: DISCARDED add_macd (score: 30.00%) [2025-11-21T15:56:49.102435] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4197 tests [2025-11-21T15:56:49.102480] [INFO ] [CONFIGURE ] IQV: Testing feature 9/29: add_mfi [2025-11-21T15:56:49.102523] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T15:56:49.295729] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:49.488763] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:49.680386] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:49.872634] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:50.069212] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:56:50.261249] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:50.453213] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:56:50.651804] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:50.845245] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:51.046034] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:51.046255] [INFO ] [CONFIGURE ] IQV: KEPT add_mfi (score: 70.00%) [2025-11-21T15:56:51.046311] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4196 tests [2025-11-21T15:56:51.046360] [INFO ] [CONFIGURE ] IQV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:56:51.046402] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:56:51.406063] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:51.801618] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:52.202293] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:52.506296] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:52.806114] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:56:53.107530] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:53.408840] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:53.714405] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:54.011808] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:54.286273] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:54.286443] [INFO ] [CONFIGURE ] IQV: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:56:54.286501] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4195 tests [2025-11-21T15:56:54.286551] [INFO ] [CONFIGURE ] IQV: Testing feature 11/29: add_obv_daily [2025-11-21T15:56:54.286594] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_obv_daily'] [2025-11-21T15:56:54.490716] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:56:54.714164] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:54.940207] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:55.164472] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:55.386742] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:56:55.619633] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:56:55.852751] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:56.089948] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:56.342697] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:56.596079] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:56.596326] [INFO ] [CONFIGURE ] IQV: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T15:56:56.596385] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4194 tests [2025-11-21T15:56:56.596433] [INFO ] [CONFIGURE ] IQV: Testing feature 12/29: add_obv_interval [2025-11-21T15:56:56.596475] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_obv_interval'] [2025-11-21T15:56:56.822081] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:57.046423] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:56:57.276955] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:56:57.500833] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:56:57.724827] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:56:57.952597] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:56:58.179245] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:56:58.404930] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:56:58.634828] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:56:58.864144] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:56:58.864325] [INFO ] [CONFIGURE ] IQV: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T15:56:58.864381] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4193 tests [2025-11-21T15:56:58.864428] [INFO ] [CONFIGURE ] IQV: Testing feature 13/29: add_opening_strength [2025-11-21T15:56:58.864470] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:56:59.111437] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:56:59.361472] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:56:59.607637] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:56:59.852067] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:00.790149] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:57:01.078896] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:57:01.352581] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:01.605539] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:01.864535] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:02.129521] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:02.129746] [INFO ] [CONFIGURE ] IQV: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:57:02.129809] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4192 tests [2025-11-21T15:57:02.129861] [INFO ] [CONFIGURE ] IQV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:57:02.129953] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T15:57:02.370025] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:02.609526] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:02.848225] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:03.083242] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:03.320386] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:03.554191] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:57:03.789700] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:04.027035] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:04.273495] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:04.511620] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:04.511834] [INFO ] [CONFIGURE ] IQV: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T15:57:04.511894] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4191 tests [2025-11-21T15:57:04.511939] [INFO ] [CONFIGURE ] IQV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:57:04.512004] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T15:57:04.727523] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:04.941994] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:05.158955] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:05.381029] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:05.604314] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:57:05.825700] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:06.048158] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:06.274413] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:06.518116] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:06.749747] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:06.749922] [INFO ] [CONFIGURE ] IQV: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T15:57:06.749981] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4190 tests [2025-11-21T15:57:06.750027] [INFO ] [CONFIGURE ] IQV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:57:06.750071] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T15:57:06.997751] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:07.242800] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:07.487145] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:57:07.728503] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:07.970638] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:08.212773] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:08.453227] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:08.698046] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:08.943269] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:09.185747] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:09.185927] [INFO ] [CONFIGURE ] IQV: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:57:09.185985] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4189 tests [2025-11-21T15:57:09.186049] [INFO ] [CONFIGURE ] IQV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:57:09.186097] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T15:57:09.414068] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:09.647049] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:57:09.882982] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:10.122193] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:10.371875] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:57:10.616627] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:10.852703] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:11.095321] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:11.328576] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:11.564034] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:11.564211] [INFO ] [CONFIGURE ] IQV: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:57:11.564272] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4188 tests [2025-11-21T15:57:11.564321] [INFO ] [CONFIGURE ] IQV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:57:11.564366] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T15:57:11.791389] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:12.014258] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:57:12.233405] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:12.451042] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:12.670953] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:12.887949] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:57:13.105856] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:13.323841] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:13.544502] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:13.766159] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:13.766360] [INFO ] [CONFIGURE ] IQV: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:57:13.766419] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4187 tests [2025-11-21T15:57:13.766466] [INFO ] [CONFIGURE ] IQV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:57:13.766536] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T15:57:13.981347] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:14.198165] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:14.413575] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:14.629958] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:14.848966] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:15.066446] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:57:15.283810] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:15.501704] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:15.717823] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:15.934932] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:15.935157] [INFO ] [CONFIGURE ] IQV: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T15:57:15.935216] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4186 tests [2025-11-21T15:57:15.935371] [INFO ] [CONFIGURE ] IQV: Testing feature 20/29: add_price_rejection [2025-11-21T15:57:15.935420] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_price_rejection'] [2025-11-21T15:57:16.171611] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:16.415395] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:16.650561] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:16.887867] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:17.130598] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:17.373251] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:17.611174] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:17.859890] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:18.106567] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:18.354925] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:18.355105] [INFO ] [CONFIGURE ] IQV: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T15:57:18.355167] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4185 tests [2025-11-21T15:57:18.355216] [INFO ] [CONFIGURE ] IQV: Testing feature 21/29: add_range_position [2025-11-21T15:57:18.355283] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_range_position'] [2025-11-21T15:57:18.608796] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:18.867369] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:19.123986] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:19.381340] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:19.649272] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:57:19.906397] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:20.166694] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:20.437920] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:20.696084] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:20.951356] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:20.951537] [INFO ] [CONFIGURE ] IQV: DISCARDED add_range_position (score: 50.00%) [2025-11-21T15:57:20.951599] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4184 tests [2025-11-21T15:57:20.951668] [INFO ] [CONFIGURE ] IQV: Testing feature 22/29: add_realized_volatility [2025-11-21T15:57:20.951716] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_realized_volatility'] [2025-11-21T15:57:21.291986] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:21.646133] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:57:21.998483] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:22.334513] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:22.680385] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:23.015251] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:23.360978] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:23.702255] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:24.048237] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:24.396137] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:24.396352] [INFO ] [CONFIGURE ] IQV: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T15:57:24.396415] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4183 tests [2025-11-21T15:57:24.396466] [INFO ] [CONFIGURE ] IQV: Testing feature 23/29: add_recent_range_context [2025-11-21T15:57:24.396512] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_recent_range_context'] [2025-11-21T15:57:24.626159] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:24.856834] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:25.091878] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:57:25.327503] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:25.561298] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:25.803939] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:26.034850] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:26.279308] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:26.516877] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:26.750998] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:26.751177] [INFO ] [CONFIGURE ] IQV: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:57:26.751235] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4182 tests [2025-11-21T15:57:26.751282] [INFO ] [CONFIGURE ] IQV: Testing feature 24/29: add_rsi [2025-11-21T15:57:26.751326] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-21T15:57:27.021322] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:27.294400] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:57:27.562303] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:27.838773] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:28.121115] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:57:28.409157] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:57:28.698245] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:28.993637] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:29.283532] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:29.581906] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:29.582168] [INFO ] [CONFIGURE ] IQV: DISCARDED add_rsi (score: 40.00%) [2025-11-21T15:57:29.582229] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4181 tests [2025-11-21T15:57:29.582278] [INFO ] [CONFIGURE ] IQV: Testing feature 25/29: add_tick_distribution [2025-11-21T15:57:29.582409] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_tick_distribution'] [2025-11-21T15:57:29.818446] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:30.054521] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:57:30.282530] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:30.517811] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:30.754580] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:30.985254] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:31.230758] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:31.475837] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:31.718381] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:31.960489] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:31.960722] [INFO ] [CONFIGURE ] IQV: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T15:57:31.960815] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4180 tests [2025-11-21T15:57:31.960879] [INFO ] [CONFIGURE ] IQV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:57:31.960934] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T15:57:32.190135] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:32.422227] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:32.654362] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:57:32.893763] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:33.131973] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T15:57:33.366194] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:57:33.614192] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:33.846291] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:34.076764] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:34.315243] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:34.315435] [INFO ] [CONFIGURE ] IQV: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:57:34.315493] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4179 tests [2025-11-21T15:57:34.315544] [INFO ] [CONFIGURE ] IQV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:57:34.315622] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T15:57:34.576180] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:34.838918] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:35.103449] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:35.364314] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:35.624284] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:35.881714] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:36.142717] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:36.406218] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:36.668969] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:36.935159] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:36.935339] [INFO ] [CONFIGURE ] IQV: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T15:57:36.935399] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4178 tests [2025-11-21T15:57:36.935448] [INFO ] [CONFIGURE ] IQV: Testing feature 28/29: add_volume_profile [2025-11-21T15:57:36.935495] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_volume_profile'] [2025-11-21T15:57:37.180984] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:37.427849] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:57:37.675919] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:37.920708] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:38.166201] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:38.413667] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:38.691070] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:39.042322] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:39.352046] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:39.604388] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:39.604611] [INFO ] [CONFIGURE ] IQV: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T15:57:39.604710] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4177 tests [2025-11-21T15:57:39.604781] [INFO ] [CONFIGURE ] IQV: Testing feature 29/29: add_vwap [2025-11-21T15:57:39.604869] [INFO ] [CONFIGURE ] IQV: Testing with features: ['add_failed_moves', 'add_mfi', 'add_vwap'] [2025-11-21T15:57:39.842818] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T15:57:40.068897] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T15:57:40.303142] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:40.530025] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:40.759722] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T15:57:40.989341] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:41.215390] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:41.443379] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:41.670160] [DEBUG] [FORECASTER] IQV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T15:57:41.901771] [DEBUG] [FORECASTER] IQV: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:41.901939] [INFO ] [CONFIGURE ] IQV: DISCARDED add_vwap (score: 50.00%) [2025-11-21T15:57:41.901996] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4176 tests [2025-11-21T15:57:41.902043] [INFO ] [CONFIGURE ] IQV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:57:41.902083] [INFO ] [CONFIGURE ] IQV: Best accuracy: 70.00% [2025-11-21T15:57:41.902125] [INFO ] [CONFIGURE ] IQV: Best feature set (2 features): ['add_failed_moves', 'add_mfi'] [2025-11-21T15:57:41.902258] [INFO ] [CONFIGURE ] IQV: Improvement over baseline: 20.00% [2025-11-21T15:57:41.902306] [INFO ] [CONFIGURE ] IQV: Total time: 1.2 minutes [2025-11-21T15:57:41.902344] [INFO ] [CONFIGURE ] IQV: Average time per feature: 2.4 seconds [2025-11-21T15:57:41.902382] [INFO ] [CONFIGURE ] IQV: Average speed: 0.41 features/sec [2025-11-21T15:57:41.902808] [INFO ] [LOCAL ] Saved configuration for IQV: 2 features, 70.00% accuracy -> ./output/feature-sets/IQV.json [2025-11-21T15:57:41.902866] [INFO ] [CONFIGURE ] IQV: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T15:57:41.902913] [INFO ] [sig ] [585/723] Successfully configured IQV | 0.01 sym/s | Total: 13.4h | ETA: 3.2h [2025-11-21T15:57:41.902958] [INFO ] [sig ] [586/723] Configuring IR... [2025-11-21T15:57:41.902997] [INFO ] [CONFIGURE ] IR: Configurate test run. [2025-11-21T15:57:41.903036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'. [2025-11-21T15:57:41.980806] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IR'. [2025-11-21T15:57:41.981138] [INFO ] [CONFIGURE ] IR: Testing with 29 available features [2025-11-21T15:57:41.981200] [INFO ] [CONFIGURE ] IR: Establishing baseline with no features... [2025-11-21T15:57:42.154971] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:42.329113] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:57:42.509068] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:42.684158] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:57:42.856260] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:57:43.032568] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:43.203490] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:57:43.378603] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:57:43.551970] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:57:43.724103] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:43.724261] [INFO ] [CONFIGURE ] IR: Baseline score (no features): 20.00% [2025-11-21T15:57:43.724309] [INFO ] [CONFIGURE ] IR: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:57:43.724348] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:57:43.932379] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:44.138710] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:57:44.348824] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:57:44.560055] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:44.784406] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:57:44.993173] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:45.205181] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:45.414371] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:45.623463] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:57:45.834588] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:45.834783] [INFO ] [CONFIGURE ] IR: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T15:57:45.834856] [INFO ] [CONFIGURE ] JOB ETA: 3.3h | Avg: 2.8s/test | Remaining: 4175 tests [2025-11-21T15:57:45.834925] [INFO ] [CONFIGURE ] IR: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:57:45.834964] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:57:46.045300] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:46.255126] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:57:46.468253] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:46.680971] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:46.896471] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:57:47.123139] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:47.337904] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:47.550219] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:57:47.763793] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:57:47.979144] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:47.979326] [INFO ] [CONFIGURE ] IR: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T15:57:47.979398] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4174 tests [2025-11-21T15:57:47.979458] [INFO ] [CONFIGURE ] IR: Testing feature 3/29: add_daily_returns [2025-11-21T15:57:47.979508] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T15:57:48.203985] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:48.428590] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:57:48.654028] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:48.882047] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:49.110357] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:57:49.334019] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:49.561691] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:49.790621] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:50.022406] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:57:50.262022] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:50.262220] [INFO ] [CONFIGURE ] IR: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T15:57:50.262269] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4173 tests [2025-11-21T15:57:50.262308] [INFO ] [CONFIGURE ] IR: Testing feature 4/29: add_ema [2025-11-21T15:57:50.262345] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T15:57:50.528819] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:50.794297] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:57:51.057840] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:51.328334] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:51.618728] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:57:51.882116] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:52.154707] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:52.420216] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:52.687045] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:57:52.952638] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:52.952886] [INFO ] [CONFIGURE ] IR: DISCARDED add_ema (score: 40.00%) [2025-11-21T15:57:52.952946] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4172 tests [2025-11-21T15:57:52.952995] [INFO ] [CONFIGURE ] IR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:57:52.953039] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:57:53.209216] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:53.483234] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:57:53.735413] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:53.987252] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:54.247467] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:57:54.499897] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:54.754138] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:55.008768] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:57:55.267628] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:57:55.531510] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:57:55.531731] [INFO ] [CONFIGURE ] IR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T15:57:55.531795] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4171 tests [2025-11-21T15:57:55.531842] [INFO ] [CONFIGURE ] IR: Testing feature 6/29: add_failed_moves [2025-11-21T15:57:55.531886] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T15:57:55.754025] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:55.976875] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:57:56.194510] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:56.426747] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:56.639167] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:57:56.858803] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:57.082934] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:57.311713] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:57:57.531180] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:57:57.751492] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:57.751744] [INFO ] [CONFIGURE ] IR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T15:57:57.751804] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4170 tests [2025-11-21T15:57:57.751846] [INFO ] [CONFIGURE ] IR: Testing feature 7/29: add_lag_shelf [2025-11-21T15:57:57.751888] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T15:57:57.957923] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:57:58.169197] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:57:58.382095] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:57:58.589934] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:57:58.801058] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:57:59.017512] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:57:59.229511] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:57:59.443351] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:57:59.678703] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:57:59.895205] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:57:59.895380] [INFO ] [CONFIGURE ] IR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:57:59.895429] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4169 tests [2025-11-21T15:57:59.895466] [INFO ] [CONFIGURE ] IR: Testing feature 8/29: add_macd [2025-11-21T15:57:59.895502] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T15:58:00.217625] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:01.209903] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:01.518896] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:01.825667] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:02.147148] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:02.471100] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:02.813496] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:03.136770] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:03.467136] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:03.785487] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:03.785739] [INFO ] [CONFIGURE ] IR: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:58:03.785801] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4168 tests [2025-11-21T15:58:03.785852] [INFO ] [CONFIGURE ] IR: Testing feature 9/29: add_mfi [2025-11-21T15:58:03.785895] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T15:58:04.025141] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:04.258628] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:04.497577] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:04.734224] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:04.971162] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:05.210565] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:05.453989] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:05.690301] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:05.926023] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:06.165610] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:06.165805] [INFO ] [CONFIGURE ] IR: DISCARDED add_mfi (score: 50.00%) [2025-11-21T15:58:06.165880] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4167 tests [2025-11-21T15:58:06.165930] [INFO ] [CONFIGURE ] IR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:58:06.165971] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:58:06.483431] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:06.803524] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:07.126900] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:07.445419] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:07.763820] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:58:08.082171] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:58:08.407348] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:08.733345] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:09.064429] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:09.387978] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:09.388194] [INFO ] [CONFIGURE ] IR: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T15:58:09.388252] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4166 tests [2025-11-21T15:58:09.388298] [INFO ] [CONFIGURE ] IR: Testing feature 11/29: add_obv_daily [2025-11-21T15:58:09.388339] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T15:58:09.618298] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:09.847531] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:10.092284] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:58:10.334396] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:10.594397] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:10.857786] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:11.110341] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:11.362240] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:11.609187] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:11.859938] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:11.860121] [INFO ] [CONFIGURE ] IR: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T15:58:11.860182] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4165 tests [2025-11-21T15:58:11.860251] [INFO ] [CONFIGURE ] IR: Testing feature 12/29: add_obv_interval [2025-11-21T15:58:11.860298] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T15:58:12.085394] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:12.311202] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:12.555024] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:12.797491] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:13.042690] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:58:13.284245] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:13.525483] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:13.773544] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:14.022004] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:14.272026] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:58:14.272219] [INFO ] [CONFIGURE ] IR: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T15:58:14.272284] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4164 tests [2025-11-21T15:58:14.272332] [INFO ] [CONFIGURE ] IR: Testing feature 13/29: add_opening_strength [2025-11-21T15:58:14.272376] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:58:14.541965] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:14.836130] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:15.122360] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:15.393388] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:15.663364] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:15.941127] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:16.206019] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:58:16.475149] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:16.740562] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:17.008312] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:17.008498] [INFO ] [CONFIGURE ] IR: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T15:58:17.008554] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4163 tests [2025-11-21T15:58:17.008602] [INFO ] [CONFIGURE ] IR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:58:17.008665] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T15:58:17.242498] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:17.479713] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:17.714996] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:17.965889] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:18.201885] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:18.444273] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:18.684176] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:18.927377] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:19.168136] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:19.398459] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:19.398666] [INFO ] [CONFIGURE ] IR: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T15:58:19.398735] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4162 tests [2025-11-21T15:58:19.398785] [INFO ] [CONFIGURE ] IR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:58:19.398827] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T15:58:19.609363] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:19.835805] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:20.066630] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:20.302988] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:20.535804] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:20.763944] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:20.987605] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:21.214478] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:21.446774] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:21.681985] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:21.682381] [INFO ] [CONFIGURE ] IR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T15:58:21.682488] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4161 tests [2025-11-21T15:58:21.682545] [INFO ] [CONFIGURE ] IR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:58:21.682669] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T15:58:21.923598] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:22.163043] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:22.404674] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:22.648509] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:22.888242] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:23.139222] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:58:23.394454] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:23.646476] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:23.886870] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:24.128515] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:24.128733] [INFO ] [CONFIGURE ] IR: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T15:58:24.128789] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4160 tests [2025-11-21T15:58:24.128838] [INFO ] [CONFIGURE ] IR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:58:24.128881] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T15:58:24.380357] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:24.630362] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:24.861414] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:25.093754] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:25.327250] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:58:25.584175] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:25.815777] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:26.052399] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:58:26.289748] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:26.526727] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:26.526890] [INFO ] [CONFIGURE ] IR: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T15:58:26.526943] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4159 tests [2025-11-21T15:58:26.526990] [INFO ] [CONFIGURE ] IR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:58:26.527032] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T15:58:26.748416] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:26.966050] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:27.183946] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:27.404247] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:27.623935] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:27.848994] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:58:28.071426] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:28.304711] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:58:28.533240] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:28.770988] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:28.771200] [INFO ] [CONFIGURE ] IR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T15:58:28.771261] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4158 tests [2025-11-21T15:58:28.771312] [INFO ] [CONFIGURE ] IR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:58:28.771363] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T15:58:28.994932] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:29.217812] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:29.445035] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:29.673880] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:29.907731] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:30.135870] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:30.370525] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:30.594314] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:30.822015] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:31.077089] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:31.077335] [INFO ] [CONFIGURE ] IR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T15:58:31.077449] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4157 tests [2025-11-21T15:58:31.077531] [INFO ] [CONFIGURE ] IR: Testing feature 20/29: add_price_rejection [2025-11-21T15:58:31.077606] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T15:58:31.433069] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:31.715572] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:31.958274] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T15:58:32.201425] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:32.443849] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:32.698780] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:32.945733] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:33.195102] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:33.458609] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:33.705919] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:33.706117] [INFO ] [CONFIGURE ] IR: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T15:58:33.706175] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4156 tests [2025-11-21T15:58:33.706223] [INFO ] [CONFIGURE ] IR: Testing feature 21/29: add_range_position [2025-11-21T15:58:33.706266] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T15:58:33.970896] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:34.242409] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:34.510216] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:34.785639] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:35.053308] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:35.315551] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:35.579855] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:35.845827] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:36.109898] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:36.376296] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:36.376468] [INFO ] [CONFIGURE ] IR: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:58:36.376524] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4155 tests [2025-11-21T15:58:36.376571] [INFO ] [CONFIGURE ] IR: Testing feature 22/29: add_realized_volatility [2025-11-21T15:58:36.376614] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T15:58:36.719247] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:37.061382] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:37.426004] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:37.771304] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:38.116840] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:38.462445] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:58:38.809262] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:39.177871] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:39.517046] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:39.887539] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:39.887888] [INFO ] [CONFIGURE ] IR: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T15:58:39.887998] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4154 tests [2025-11-21T15:58:39.888051] [INFO ] [CONFIGURE ] IR: Testing feature 23/29: add_recent_range_context [2025-11-21T15:58:39.888098] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T15:58:40.160042] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:40.415306] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:40.669906] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:40.931181] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:41.196431] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:41.453490] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:41.720288] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:41.975379] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:42.232829] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:42.490280] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:42.490461] [INFO ] [CONFIGURE ] IR: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T15:58:42.490518] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4153 tests [2025-11-21T15:58:42.490565] [INFO ] [CONFIGURE ] IR: Testing feature 24/29: add_rsi [2025-11-21T15:58:42.490608] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T15:58:42.795787] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:43.109053] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:43.410111] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:43.715723] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:44.017278] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:44.334552] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:44.643094] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:44.948934] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:45.251899] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:45.563712] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:45.563905] [INFO ] [CONFIGURE ] IR: DISCARDED add_rsi (score: 30.00%) [2025-11-21T15:58:45.563965] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4152 tests [2025-11-21T15:58:45.564014] [INFO ] [CONFIGURE ] IR: Testing feature 25/29: add_tick_distribution [2025-11-21T15:58:45.564058] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T15:58:45.831789] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:46.092090] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:46.355489] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:46.614317] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:46.881370] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:47.141801] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:58:47.422336] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:47.691800] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:47.961456] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:48.230070] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:48.230251] [INFO ] [CONFIGURE ] IR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:58:48.230317] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4151 tests [2025-11-21T15:58:48.230366] [INFO ] [CONFIGURE ] IR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:58:48.230409] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T15:58:48.480528] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:48.731126] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:48.977017] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:49.220950] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:49.470110] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:49.717136] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:49.976139] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:50.242858] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:50.493710] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:50.746199] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:50.746375] [INFO ] [CONFIGURE ] IR: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T15:58:50.746430] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4150 tests [2025-11-21T15:58:50.746475] [INFO ] [CONFIGURE ] IR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:58:50.746516] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T15:58:51.015800] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:51.285669] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:51.556043] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:51.827571] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:58:52.101856] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:52.374493] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:58:52.648427] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:52.922736] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:53.198238] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:53.483609] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:53.483805] [INFO ] [CONFIGURE ] IR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T15:58:53.483867] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4149 tests [2025-11-21T15:58:53.483919] [INFO ] [CONFIGURE ] IR: Testing feature 28/29: add_volume_profile [2025-11-21T15:58:53.483963] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T15:58:53.740958] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:53.986624] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:54.228843] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:54.467330] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:54.706718] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:54.953203] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T15:58:55.195312] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:55.438319] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:55.682154] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:58:55.927238] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:55.927430] [INFO ] [CONFIGURE ] IR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T15:58:55.927488] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4148 tests [2025-11-21T15:58:55.927535] [INFO ] [CONFIGURE ] IR: Testing feature 29/29: add_vwap [2025-11-21T15:58:55.927578] [INFO ] [CONFIGURE ] IR: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T15:58:56.168631] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T15:58:56.417382] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T15:58:56.662625] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T15:58:56.906375] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:57.155636] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T15:58:57.398348] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:57.636987] [DEBUG] [FORECASTER] IR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:58:57.880905] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:58:58.123516] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:58:58.368237] [DEBUG] [FORECASTER] IR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:58:58.368408] [INFO ] [CONFIGURE ] IR: DISCARDED add_vwap (score: 40.00%) [2025-11-21T15:58:58.368467] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4147 tests [2025-11-21T15:58:58.368516] [INFO ] [CONFIGURE ] IR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T15:58:58.368560] [INFO ] [CONFIGURE ] IR: Best accuracy: 60.00% [2025-11-21T15:58:58.368602] [INFO ] [CONFIGURE ] IR: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T15:58:58.368779] [INFO ] [CONFIGURE ] IR: Improvement over baseline: 40.00% [2025-11-21T15:58:58.368834] [INFO ] [CONFIGURE ] IR: Total time: 1.2 minutes [2025-11-21T15:58:58.368876] [INFO ] [CONFIGURE ] IR: Average time per feature: 2.6 seconds [2025-11-21T15:58:58.368916] [INFO ] [CONFIGURE ] IR: Average speed: 0.39 features/sec [2025-11-21T15:58:58.369397] [INFO ] [LOCAL ] Saved configuration for IR: 1 features, 60.00% accuracy -> ./output/feature-sets/IR.json [2025-11-21T15:58:58.369457] [INFO ] [CONFIGURE ] IR: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T15:58:58.369507] [INFO ] [sig ] [586/723] Successfully configured IR | 0.01 sym/s | Total: 13.4h | ETA: 3.1h [2025-11-21T15:58:58.369561] [INFO ] [sig ] [587/723] Configuring IRM... [2025-11-21T15:58:58.369605] [INFO ] [CONFIGURE ] IRM: Configurate test run. [2025-11-21T15:58:58.369679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-11-21T15:58:58.416219] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IRM'. [2025-11-21T15:58:58.416706] [INFO ] [CONFIGURE ] IRM: Testing with 29 available features [2025-11-21T15:58:58.416771] [INFO ] [CONFIGURE ] IRM: Establishing baseline with no features... [2025-11-21T15:58:58.586070] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:58:58.758553] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:58:58.931484] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:58:59.117886] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:58:59.291008] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:58:59.469886] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:58:59.648933] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:58:59.852098] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:00.046898] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:00.915393] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:00.915718] [INFO ] [CONFIGURE ] IRM: Baseline score (no features): 60.00% [2025-11-21T15:59:00.915830] [INFO ] [CONFIGURE ] IRM: Testing feature 1/29: add_bollinger_bands [2025-11-21T15:59:00.915911] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_bollinger_bands'] [2025-11-21T15:59:01.133560] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:59:01.444541] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:01.650525] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:01.871152] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:02.078801] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:02.288392] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:02.500887] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:02.711040] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:02.942970] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:03.177465] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:03.177676] [INFO ] [CONFIGURE ] IRM: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T15:59:03.177739] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4146 tests [2025-11-21T15:59:03.177789] [INFO ] [CONFIGURE ] IRM: Testing feature 2/29: add_cumulative_delta [2025-11-21T15:59:03.177845] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_cumulative_delta'] [2025-11-21T15:59:03.416423] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:59:03.649431] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:03.886302] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:04.122848] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:59:04.361209] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:04.607338] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:04.847982] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:05.085491] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:05.325397] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:05.569305] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:05.569698] [INFO ] [CONFIGURE ] IRM: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T15:59:05.569811] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4145 tests [2025-11-21T15:59:05.569924] [INFO ] [CONFIGURE ] IRM: Testing feature 3/29: add_daily_returns [2025-11-21T15:59:05.570009] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_daily_returns'] [2025-11-21T15:59:05.786423] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:06.000783] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:06.207846] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:06.429811] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:06.640218] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:06.850679] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:07.063605] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:59:07.270634] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:07.480274] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:07.693094] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:07.693270] [INFO ] [CONFIGURE ] IRM: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T15:59:07.693321] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4144 tests [2025-11-21T15:59:07.693360] [INFO ] [CONFIGURE ] IRM: Testing feature 4/29: add_ema [2025-11-21T15:59:07.693396] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_ema'] [2025-11-21T15:59:07.936078] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:08.182605] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:08.430393] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:08.678318] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:08.925860] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:09.172031] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:09.418248] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:09.669540] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:09.915671] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:10.181140] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:10.181327] [INFO ] [CONFIGURE ] IRM: DISCARDED add_ema (score: 50.00%) [2025-11-21T15:59:10.181374] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4143 tests [2025-11-21T15:59:10.181413] [INFO ] [CONFIGURE ] IRM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T15:59:10.181447] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T15:59:10.432329] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:10.672843] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:10.912145] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:11.157105] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:11.402827] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:11.656298] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:11.899253] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:12.140442] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:12.385618] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:12.632017] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:12.632220] [INFO ] [CONFIGURE ] IRM: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T15:59:12.632286] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4142 tests [2025-11-21T15:59:12.632368] [INFO ] [CONFIGURE ] IRM: Testing feature 6/29: add_failed_moves [2025-11-21T15:59:12.632414] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_failed_moves'] [2025-11-21T15:59:12.832875] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:13.042191] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:13.241837] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:13.442746] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:13.625795] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:13.811096] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:13.994993] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:14.179179] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:14.366893] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:14.554236] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:14.554413] [INFO ] [CONFIGURE ] IRM: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T15:59:14.554461] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4141 tests [2025-11-21T15:59:14.554498] [INFO ] [CONFIGURE ] IRM: Testing feature 7/29: add_lag_shelf [2025-11-21T15:59:14.554532] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_lag_shelf'] [2025-11-21T15:59:14.727523] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:14.896748] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:15.065998] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:15.234884] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:15.404442] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:15.577358] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:15.750187] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:15.923469] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:16.095804] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:16.274579] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:16.274816] [INFO ] [CONFIGURE ] IRM: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T15:59:16.274872] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4140 tests [2025-11-21T15:59:16.274910] [INFO ] [CONFIGURE ] IRM: Testing feature 8/29: add_macd [2025-11-21T15:59:16.274944] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T15:59:16.540196] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:16.801155] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:17.061038] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:17.325898] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:17.599416] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:17.867173] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:18.156624] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:59:18.559734] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:18.895059] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:19.224826] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:19.225009] [INFO ] [CONFIGURE ] IRM: DISCARDED add_macd (score: 40.00%) [2025-11-21T15:59:19.225070] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4139 tests [2025-11-21T15:59:19.225117] [INFO ] [CONFIGURE ] IRM: Testing feature 9/29: add_mfi [2025-11-21T15:59:19.225159] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_mfi'] [2025-11-21T15:59:19.425968] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:19.609481] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:19.793516] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:19.978269] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:20.163748] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:20.351495] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:20.536236] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:20.717112] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:20.917142] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:21.120774] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:21.121103] [INFO ] [CONFIGURE ] IRM: DISCARDED add_mfi (score: 40.00%) [2025-11-21T15:59:21.121208] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4138 tests [2025-11-21T15:59:21.121293] [INFO ] [CONFIGURE ] IRM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T15:59:21.121393] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T15:59:21.398192] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:21.675069] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:21.947033] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:22.216515] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:22.490318] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:22.770827] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:23.059356] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:23.340573] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:23.632565] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:23.939298] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:23.939474] [INFO ] [CONFIGURE ] IRM: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T15:59:23.939531] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4137 tests [2025-11-21T15:59:23.939578] [INFO ] [CONFIGURE ] IRM: Testing feature 11/29: add_obv_daily [2025-11-21T15:59:23.939621] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_daily'] [2025-11-21T15:59:24.157610] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:59:24.382927] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:24.579710] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:24.781610] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:59:24.989561] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:25.187560] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:25.388153] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:25.587091] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:25.793802] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:26.000811] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:26.001011] [INFO ] [CONFIGURE ] IRM: DISCARDED add_obv_daily (score: 20.00%) [2025-11-21T15:59:26.001061] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4136 tests [2025-11-21T15:59:26.001102] [INFO ] [CONFIGURE ] IRM: Testing feature 12/29: add_obv_interval [2025-11-21T15:59:26.001139] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval'] [2025-11-21T15:59:26.197963] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:26.397304] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:26.601605] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:26.790954] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:26.984083] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:27.174499] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:27.367529] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:27.555749] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:27.746665] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:27.939254] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:27.939417] [INFO ] [CONFIGURE ] IRM: KEPT add_obv_interval (score: 70.00%) [2025-11-21T15:59:27.939465] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4135 tests [2025-11-21T15:59:27.939506] [INFO ] [CONFIGURE ] IRM: Testing feature 13/29: add_opening_strength [2025-11-21T15:59:27.939544] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T15:59:28.168538] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:59:28.404126] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:28.638120] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:28.868004] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:29.113916] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:29.345253] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:29.575983] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:29.810171] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:30.041946] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:30.287979] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:30.288151] [INFO ] [CONFIGURE ] IRM: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T15:59:30.288200] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4134 tests [2025-11-21T15:59:30.288237] [INFO ] [CONFIGURE ] IRM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T15:59:30.288273] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T15:59:30.511203] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:59:30.738364] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:30.960997] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:31.198056] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:31.431227] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:31.653611] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:31.882185] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:32.109062] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:32.345010] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:32.567527] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:32.567717] [INFO ] [CONFIGURE ] IRM: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T15:59:32.567774] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4133 tests [2025-11-21T15:59:32.567820] [INFO ] [CONFIGURE ] IRM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T15:59:32.567861] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T15:59:32.762062] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:32.953713] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:33.158515] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:33.366302] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:33.559348] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:33.760180] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:33.959104] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:34.162429] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:34.367886] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:34.563699] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:34.563990] [INFO ] [CONFIGURE ] IRM: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T15:59:34.564053] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4132 tests [2025-11-21T15:59:34.564147] [INFO ] [CONFIGURE ] IRM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T15:59:34.564223] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T15:59:34.779506] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:34.996980] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:35.213502] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:35.434000] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:35.648676] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:35.867042] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:36.084390] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:36.303894] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:36.522083] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:36.739425] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:36.739766] [INFO ] [CONFIGURE ] IRM: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T15:59:36.739870] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4131 tests [2025-11-21T15:59:36.739956] [INFO ] [CONFIGURE ] IRM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T15:59:36.740061] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T15:59:36.953506] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:37.168744] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:37.396852] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:37.629414] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:37.850615] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:38.071514] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:38.288529] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:38.534456] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:38.787164] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:39.011108] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:39.011326] [INFO ] [CONFIGURE ] IRM: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T15:59:39.011518] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4130 tests [2025-11-21T15:59:39.011585] [INFO ] [CONFIGURE ] IRM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T15:59:39.011633] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T15:59:39.201515] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:39.394252] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:39.589225] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:39.783711] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:59:39.979449] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:40.183158] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:40.381137] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:59:40.577088] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:40.769825] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:40.965707] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:40.965873] [INFO ] [CONFIGURE ] IRM: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T15:59:40.965920] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4129 tests [2025-11-21T15:59:40.965957] [INFO ] [CONFIGURE ] IRM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T15:59:40.965992] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T15:59:41.156787] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:41.349899] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:41.540696] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:41.731790] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:41.923712] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:42.117079] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:42.309347] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:42.511492] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T15:59:42.708358] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:42.910671] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:42.910828] [INFO ] [CONFIGURE ] IRM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T15:59:42.910877] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4128 tests [2025-11-21T15:59:42.910914] [INFO ] [CONFIGURE ] IRM: Testing feature 20/29: add_price_rejection [2025-11-21T15:59:42.910949] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_price_rejection'] [2025-11-21T15:59:43.121751] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:43.328452] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:43.543972] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:43.754764] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:43.966954] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:44.186954] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:44.397561] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:59:44.608426] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:44.825873] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:45.038768] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:45.038992] [INFO ] [CONFIGURE ] IRM: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T15:59:45.039043] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4127 tests [2025-11-21T15:59:45.039081] [INFO ] [CONFIGURE ] IRM: Testing feature 21/29: add_range_position [2025-11-21T15:59:45.039117] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_range_position'] [2025-11-21T15:59:45.268006] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:45.499864] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:45.730312] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:45.958758] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:46.189182] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:46.425269] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:46.656521] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:46.919824] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:47.181023] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:47.421309] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:47.421506] [INFO ] [CONFIGURE ] IRM: DISCARDED add_range_position (score: 40.00%) [2025-11-21T15:59:47.421564] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4126 tests [2025-11-21T15:59:47.421609] [INFO ] [CONFIGURE ] IRM: Testing feature 22/29: add_realized_volatility [2025-11-21T15:59:47.421672] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_realized_volatility'] [2025-11-21T15:59:47.718462] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T15:59:48.041075] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:48.343169] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:48.639734] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T15:59:48.970090] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:49.300092] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:49.639700] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:49.949397] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:50.283939] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:50.606178] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:50.606387] [INFO ] [CONFIGURE ] IRM: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T15:59:50.606447] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4125 tests [2025-11-21T15:59:50.606498] [INFO ] [CONFIGURE ] IRM: Testing feature 23/29: add_recent_range_context [2025-11-21T15:59:50.606542] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_recent_range_context'] [2025-11-21T15:59:50.815486] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:51.015335] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:51.218588] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:51.421509] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:51.625984] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:51.831191] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:52.041907] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:52.249991] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:52.458042] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:52.668828] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T15:59:52.668995] [INFO ] [CONFIGURE ] IRM: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T15:59:52.669043] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4124 tests [2025-11-21T15:59:52.669080] [INFO ] [CONFIGURE ] IRM: Testing feature 24/29: add_rsi [2025-11-21T15:59:52.669114] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T15:59:52.919277] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:53.174152] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:53.424544] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T15:59:53.678191] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:53.936299] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:54.193177] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:54.456114] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:59:54.715559] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:54.972709] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T15:59:55.231030] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:55.231211] [INFO ] [CONFIGURE ] IRM: DISCARDED add_rsi (score: 60.00%) [2025-11-21T15:59:55.231269] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4123 tests [2025-11-21T15:59:55.231319] [INFO ] [CONFIGURE ] IRM: Testing feature 25/29: add_tick_distribution [2025-11-21T15:59:55.231356] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_tick_distribution'] [2025-11-21T15:59:55.433534] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:55.636235] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:55.838711] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:56.052236] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:56.260142] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:56.464170] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:56.669340] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T15:59:56.870562] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:57.097885] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:57.306081] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:57.306255] [INFO ] [CONFIGURE ] IRM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T15:59:57.306306] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4122 tests [2025-11-21T15:59:57.306347] [INFO ] [CONFIGURE ] IRM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T15:59:57.306407] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T15:59:57.525662] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:57.730846] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T15:59:57.936916] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T15:59:58.144285] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T15:59:58.348028] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T15:59:58.552012] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T15:59:58.759421] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T15:59:58.968096] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T15:59:59.175333] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T15:59:59.383263] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T15:59:59.383479] [INFO ] [CONFIGURE ] IRM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T15:59:59.383529] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4121 tests [2025-11-21T15:59:59.383568] [INFO ] [CONFIGURE ] IRM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T15:59:59.383602] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T15:59:59.611266] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T15:59:59.836154] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:00:00.069164] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:00.305129] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:01.236483] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:00:01.531845] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:01.778781] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:00:02.011225] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:02.265717] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:02.480755] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:02.480939] [INFO ] [CONFIGURE ] IRM: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T16:00:02.480997] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4120 tests [2025-11-21T16:00:02.481044] [INFO ] [CONFIGURE ] IRM: Testing feature 28/29: add_volume_profile [2025-11-21T16:00:02.481085] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_volume_profile'] [2025-11-21T16:00:02.685920] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:02.907474] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:00:03.115232] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:03.332031] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:03.547434] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:00:03.766745] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:03.986079] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:00:04.218753] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:04.438059] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:04.663480] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:00:04.663856] [INFO ] [CONFIGURE ] IRM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:00:04.663969] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4119 tests [2025-11-21T16:00:04.664106] [INFO ] [CONFIGURE ] IRM: Testing feature 29/29: add_vwap [2025-11-21T16:00:04.664193] [INFO ] [CONFIGURE ] IRM: Testing with features: ['add_obv_interval', 'add_vwap'] [2025-11-21T16:00:04.881083] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:05.094230] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:00:05.304586] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:05.522930] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:05.763825] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:00:05.990601] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:06.214134] [DEBUG] [FORECASTER] IRM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:00:06.456482] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:06.669178] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:06.879707] [DEBUG] [FORECASTER] IRM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:06.879893] [INFO ] [CONFIGURE ] IRM: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:00:06.879942] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4118 tests [2025-11-21T16:00:06.879984] [INFO ] [CONFIGURE ] IRM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:00:06.880018] [INFO ] [CONFIGURE ] IRM: Best accuracy: 70.00% [2025-11-21T16:00:06.880052] [INFO ] [CONFIGURE ] IRM: Best feature set (1 features): ['add_obv_interval'] [2025-11-21T16:00:06.880085] [INFO ] [CONFIGURE ] IRM: Improvement over baseline: 10.00% [2025-11-21T16:00:06.880116] [INFO ] [CONFIGURE ] IRM: Total time: 1.1 minutes [2025-11-21T16:00:06.880147] [INFO ] [CONFIGURE ] IRM: Average time per feature: 2.3 seconds [2025-11-21T16:00:06.880179] [INFO ] [CONFIGURE ] IRM: Average speed: 0.44 features/sec [2025-11-21T16:00:06.880494] [INFO ] [LOCAL ] Saved configuration for IRM: 1 features, 70.00% accuracy -> ./output/feature-sets/IRM.json [2025-11-21T16:00:06.880550] [INFO ] [CONFIGURE ] IRM: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T16:00:06.880590] [INFO ] [sig ] [587/723] Successfully configured IRM | 0.01 sym/s | Total: 13.4h | ETA: 3.1h [2025-11-21T16:00:06.880627] [INFO ] [sig ] [588/723] Configuring IRT... [2025-11-21T16:00:06.880682] [INFO ] [CONFIGURE ] IRT: Configurate test run. [2025-11-21T16:00:06.880726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'. [2025-11-21T16:00:06.956713] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IRT'. [2025-11-21T16:00:06.957172] [INFO ] [CONFIGURE ] IRT: Testing with 29 available features [2025-11-21T16:00:06.957236] [INFO ] [CONFIGURE ] IRT: Establishing baseline with no features... [2025-11-21T16:00:07.125065] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:07.293900] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:07.454280] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:00:07.619685] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:07.790227] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:00:07.960145] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:08.131338] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:08.301410] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:08.475222] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:08.646805] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:08.646963] [INFO ] [CONFIGURE ] IRT: Baseline score (no features): 30.00% [2025-11-21T16:00:08.647010] [INFO ] [CONFIGURE ] IRT: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:00:08.647050] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:00:08.847858] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:09.051525] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:09.257526] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:09.461697] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:09.664314] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:09.866770] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:10.070498] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:10.273256] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:10.477041] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:10.680348] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:10.680512] [INFO ] [CONFIGURE ] IRT: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T16:00:10.680562] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4117 tests [2025-11-21T16:00:10.680600] [INFO ] [CONFIGURE ] IRT: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:00:10.680636] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:00:10.916112] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:11.145193] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:11.375471] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:00:11.610781] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:11.860165] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:12.096800] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:12.329856] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:12.563811] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:12.797847] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:13.033592] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:13.033780] [INFO ] [CONFIGURE ] IRT: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T16:00:13.033839] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4116 tests [2025-11-21T16:00:13.033886] [INFO ] [CONFIGURE ] IRT: Testing feature 3/29: add_daily_returns [2025-11-21T16:00:13.033983] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:00:13.247347] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:13.466569] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:13.688797] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:00:13.913445] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:14.137314] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:14.360134] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:14.587003] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:14.808406] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:15.035961] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:15.258932] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:15.259230] [INFO ] [CONFIGURE ] IRT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:00:15.259334] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4115 tests [2025-11-21T16:00:15.259420] [INFO ] [CONFIGURE ] IRT: Testing feature 4/29: add_ema [2025-11-21T16:00:15.259523] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:00:15.510491] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:15.762526] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:16.012751] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:16.263282] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:16.519235] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:16.770446] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:00:17.021999] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:17.289777] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:17.554847] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:17.823810] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:17.823993] [INFO ] [CONFIGURE ] IRT: KEPT add_ema (score: 60.00%) [2025-11-21T16:00:17.824042] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4114 tests [2025-11-21T16:00:17.824080] [INFO ] [CONFIGURE ] IRT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:00:17.824115] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:00:18.140397] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:18.451450] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:18.755739] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:00:19.056728] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:19.359081] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:19.659148] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:00:19.967476] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:20.276845] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:20.585979] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:20.895480] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:20.895678] [INFO ] [CONFIGURE ] IRT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:00:20.895751] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4113 tests [2025-11-21T16:00:20.895803] [INFO ] [CONFIGURE ] IRT: Testing feature 6/29: add_failed_moves [2025-11-21T16:00:20.895849] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T16:00:21.156838] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:21.425730] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:21.689348] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:21.958146] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:22.258959] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:22.529303] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:00:22.792473] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:23.059813] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:23.331698] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:23.598287] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:23.598471] [INFO ] [CONFIGURE ] IRT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:00:23.598529] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4112 tests [2025-11-21T16:00:23.598574] [INFO ] [CONFIGURE ] IRT: Testing feature 7/29: add_lag_shelf [2025-11-21T16:00:23.598620] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T16:00:23.861486] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:24.162127] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:24.426907] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:00:24.727137] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:00:25.056188] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:25.375218] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:00:25.638883] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:25.885098] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:26.129554] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:26.372409] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:26.372593] [INFO ] [CONFIGURE ] IRT: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T16:00:26.372678] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4111 tests [2025-11-21T16:00:26.372732] [INFO ] [CONFIGURE ] IRT: Testing feature 8/29: add_macd [2025-11-21T16:00:26.372784] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T16:00:26.744412] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:00:27.068044] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:27.401159] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:27.742055] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:28.071438] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:28.401878] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:28.741052] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:29.063480] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:29.382010] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:29.697140] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:00:29.697359] [INFO ] [CONFIGURE ] IRT: DISCARDED add_macd (score: 50.00%) [2025-11-21T16:00:29.697438] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4110 tests [2025-11-21T16:00:29.697485] [INFO ] [CONFIGURE ] IRT: Testing feature 9/29: add_mfi [2025-11-21T16:00:29.697529] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T16:00:29.957484] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:30.236942] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:30.499775] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:30.793044] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:31.075746] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:31.344393] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:31.607019] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:31.876587] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:32.143773] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:32.403765] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:32.403993] [INFO ] [CONFIGURE ] IRT: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:00:32.404052] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4109 tests [2025-11-21T16:00:32.404099] [INFO ] [CONFIGURE ] IRT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:00:32.404142] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:00:32.729478] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:33.077482] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:33.428404] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:33.778929] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:00:34.123829] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:00:34.486727] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:34.840918] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:35.199843] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:35.564547] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:35.932091] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:00:35.932373] [INFO ] [CONFIGURE ] IRT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:00:35.932434] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4108 tests [2025-11-21T16:00:35.932479] [INFO ] [CONFIGURE ] IRT: Testing feature 11/29: add_obv_daily [2025-11-21T16:00:35.932524] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T16:00:36.239968] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:00:36.562308] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:36.873138] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:37.191601] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:37.506030] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:37.822630] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:00:38.162547] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:38.488986] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:38.821557] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:39.132475] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:39.132688] [INFO ] [CONFIGURE ] IRT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:00:39.132748] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4107 tests [2025-11-21T16:00:39.132788] [INFO ] [CONFIGURE ] IRT: Testing feature 12/29: add_obv_interval [2025-11-21T16:00:39.132823] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T16:00:39.417666] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:39.712527] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:40.006115] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:00:40.299746] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:40.597505] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:40.887778] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:41.185518] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:41.483836] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:41.793825] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:42.085158] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:42.085379] [INFO ] [CONFIGURE ] IRT: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T16:00:42.085439] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4106 tests [2025-11-21T16:00:42.085489] [INFO ] [CONFIGURE ] IRT: Testing feature 13/29: add_opening_strength [2025-11-21T16:00:42.085527] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:00:42.413062] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:00:42.755860] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:43.091250] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:43.412202] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:43.731779] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:44.062509] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:44.393201] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:44.717472] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:45.046404] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:45.382119] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:00:45.382296] [INFO ] [CONFIGURE ] IRT: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T16:00:45.382354] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4105 tests [2025-11-21T16:00:45.382402] [INFO ] [CONFIGURE ] IRT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:00:45.382446] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T16:00:45.702353] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:46.011202] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:46.332900] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:46.625777] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:46.924199] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:47.238803] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:47.548764] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:47.861569] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:48.173987] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:48.485407] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:00:48.485586] [INFO ] [CONFIGURE ] IRT: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:00:48.485665] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4104 tests [2025-11-21T16:00:48.485716] [INFO ] [CONFIGURE ] IRT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:00:48.485760] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T16:00:48.776282] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:49.056554] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:49.343401] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:00:49.629948] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:49.917205] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:50.195375] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:50.488071] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:50.780782] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:51.062861] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:51.353847] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:00:51.354016] [INFO ] [CONFIGURE ] IRT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:00:51.354073] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4103 tests [2025-11-21T16:00:51.354170] [INFO ] [CONFIGURE ] IRT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:00:51.354217] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T16:00:51.653446] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:51.954146] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:52.244115] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:52.536734] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:00:52.828580] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:53.130946] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:00:53.425713] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:53.729969] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:00:54.024974] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:00:54.307748] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:00:54.307935] [INFO ] [CONFIGURE ] IRT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T16:00:54.307993] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4102 tests [2025-11-21T16:00:54.308033] [INFO ] [CONFIGURE ] IRT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:00:54.308081] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T16:00:54.619520] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:54.923375] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:55.230296] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:00:55.551069] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:55.866904] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:56.175153] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:00:56.483801] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:00:56.792050] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:00:57.104972] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:00:57.411461] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:00:57.411672] [INFO ] [CONFIGURE ] IRT: KEPT add_pbf_return_2d (score: 90.00%) [2025-11-21T16:00:57.411734] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4101 tests [2025-11-21T16:00:57.411782] [INFO ] [CONFIGURE ] IRT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:00:57.411819] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T16:00:57.735721] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:00:58.088846] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:00:58.404012] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:00:58.717677] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:00:59.029587] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:00:59.344544] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:00:59.657241] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:00:59.973479] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:01:00.300053] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:01.413431] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:01:01.413638] [INFO ] [CONFIGURE ] IRT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:01:01.413723] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4100 tests [2025-11-21T16:01:01.413773] [INFO ] [CONFIGURE ] IRT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:01:01.413818] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T16:01:01.850118] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:01:02.160214] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:02.457775] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:02.741129] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:01:03.027681] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:03.312060] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:03.602467] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:03.908179] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:01:04.231866] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:01:04.542526] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:01:04.542810] [INFO ] [CONFIGURE ] IRT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:01:04.542877] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4099 tests [2025-11-21T16:01:04.542928] [INFO ] [CONFIGURE ] IRT: Testing feature 20/29: add_price_rejection [2025-11-21T16:01:04.542975] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T16:01:04.880544] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:01:05.230730] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:05.567464] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:05.906397] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:01:06.242294] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:06.580114] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:06.930393] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:07.280982] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:07.597724] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:07.914443] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:01:07.914629] [INFO ] [CONFIGURE ] IRT: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T16:01:07.914708] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4098 tests [2025-11-21T16:01:07.914758] [INFO ] [CONFIGURE ] IRT: Testing feature 21/29: add_range_position [2025-11-21T16:01:07.914802] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T16:01:08.261769] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:01:08.588440] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:08.894539] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:09.205080] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:01:09.512475] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:09.821906] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:10.163404] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:10.497345] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:10.846097] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:11.161103] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:01:11.161324] [INFO ] [CONFIGURE ] IRT: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:01:11.161385] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4097 tests [2025-11-21T16:01:11.161432] [INFO ] [CONFIGURE ] IRT: Testing feature 22/29: add_realized_volatility [2025-11-21T16:01:11.161470] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T16:01:11.591491] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:01:12.129588] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:12.634031] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:13.047958] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:01:13.448574] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:13.854960] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:14.290227] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:14.711888] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:01:15.140507] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:01:15.569234] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:01:15.569419] [INFO ] [CONFIGURE ] IRT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T16:01:15.569480] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4096 tests [2025-11-21T16:01:15.569532] [INFO ] [CONFIGURE ] IRT: Testing feature 23/29: add_recent_range_context [2025-11-21T16:01:15.569578] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T16:01:15.868673] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:01:16.165211] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:16.465144] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:16.771503] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:01:17.079249] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:17.380680] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:17.702069] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:18.009588] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:01:18.306233] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:18.615156] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:01:18.615333] [INFO ] [CONFIGURE ] IRT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T16:01:18.615396] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4095 tests [2025-11-21T16:01:18.615445] [INFO ] [CONFIGURE ] IRT: Testing feature 24/29: add_rsi [2025-11-21T16:01:18.615490] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_rsi'] [2025-11-21T16:01:18.908356] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:01:19.202958] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:19.491139] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:19.791520] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:01:20.090564] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:20.377829] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:20.669155] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:20.969059] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:21.288321] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:21.586421] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:01:21.586674] [INFO ] [CONFIGURE ] IRT: DISCARDED add_rsi (score: 30.00%) [2025-11-21T16:01:21.586736] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4094 tests [2025-11-21T16:01:21.586784] [INFO ] [CONFIGURE ] IRT: Testing feature 25/29: add_tick_distribution [2025-11-21T16:01:21.586826] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T16:01:21.866155] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:01:22.144168] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:22.427298] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:22.695617] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:01:22.972564] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:23.264929] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:23.572111] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:23.877849] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:01:24.183275] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:24.493834] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:01:24.494031] [INFO ] [CONFIGURE ] IRT: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T16:01:24.494088] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4093 tests [2025-11-21T16:01:24.494137] [INFO ] [CONFIGURE ] IRT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:01:24.494180] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T16:01:24.817314] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:01:25.150088] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:25.472239] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:25.790798] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:01:26.109251] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:26.428931] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:26.760858] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:27.080878] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:27.403032] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:27.743069] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:01:27.743295] [INFO ] [CONFIGURE ] IRT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T16:01:27.743356] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4092 tests [2025-11-21T16:01:27.743405] [INFO ] [CONFIGURE ] IRT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:01:27.743453] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T16:01:28.059406] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:01:28.377129] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:28.673859] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:28.976740] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:01:29.285564] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:29.597956] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:29.938577] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:30.269296] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:30.573869] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:30.916540] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:01:30.916767] [INFO ] [CONFIGURE ] IRT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T16:01:30.916829] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4091 tests [2025-11-21T16:01:30.916878] [INFO ] [CONFIGURE ] IRT: Testing feature 28/29: add_volume_profile [2025-11-21T16:01:30.916923] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T16:01:31.206701] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:01:31.487237] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:31.771707] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:32.062639] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:01:32.350169] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:32.634985] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:32.919778] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:33.213060] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:01:33.500471] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:01:33.789725] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:01:33.789940] [INFO ] [CONFIGURE ] IRT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:01:33.790024] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4090 tests [2025-11-21T16:01:33.790075] [INFO ] [CONFIGURE ] IRT: Testing feature 29/29: add_vwap [2025-11-21T16:01:33.790119] [INFO ] [CONFIGURE ] IRT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T16:01:34.106783] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:01:34.396974] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:01:34.690759] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:34.983101] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:01:35.272104] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:35.571488] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:35.878211] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:36.168009] [DEBUG] [FORECASTER] IRT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:01:36.463910] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:01:36.766340] [DEBUG] [FORECASTER] IRT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:01:36.766520] [INFO ] [CONFIGURE ] IRT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:01:36.766668] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4089 tests [2025-11-21T16:01:36.766725] [INFO ] [CONFIGURE ] IRT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:01:36.766767] [INFO ] [CONFIGURE ] IRT: Best accuracy: 90.00% [2025-11-21T16:01:36.766808] [INFO ] [CONFIGURE ] IRT: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T16:01:36.766847] [INFO ] [CONFIGURE ] IRT: Improvement over baseline: 60.00% [2025-11-21T16:01:36.766883] [INFO ] [CONFIGURE ] IRT: Total time: 1.5 minutes [2025-11-21T16:01:36.766920] [INFO ] [CONFIGURE ] IRT: Average time per feature: 3.0 seconds [2025-11-21T16:01:36.766991] [INFO ] [CONFIGURE ] IRT: Average speed: 0.33 features/sec [2025-11-21T16:01:36.767465] [INFO ] [LOCAL ] Saved configuration for IRT: 3 features, 90.00% accuracy -> ./output/feature-sets/IRT.json [2025-11-21T16:01:36.767525] [INFO ] [CONFIGURE ] IRT: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T16:01:36.767574] [INFO ] [sig ] [588/723] Successfully configured IRT | 0.01 sym/s | Total: 13.5h | ETA: 3.1h [2025-11-21T16:01:36.767616] [INFO ] [sig ] [589/723] Configuring ISD... [2025-11-21T16:01:36.767674] [INFO ] [CONFIGURE ] ISD: Configurate test run. [2025-11-21T16:01:36.767742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-11-21T16:01:36.844175] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ISD'. [2025-11-21T16:01:36.844548] [INFO ] [CONFIGURE ] ISD: Testing with 29 available features [2025-11-21T16:01:36.844609] [INFO ] [CONFIGURE ] ISD: Establishing baseline with no features... [2025-11-21T16:01:37.017227] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:37.183269] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:37.355385] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:37.522865] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:01:37.690098] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:37.861856] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:38.032211] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:38.207437] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:38.380089] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:38.553681] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:01:38.553861] [INFO ] [CONFIGURE ] ISD: Baseline score (no features): 50.00% [2025-11-21T16:01:38.553910] [INFO ] [CONFIGURE ] ISD: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:01:38.553948] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:01:38.758077] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:38.963340] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:39.166625] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:39.387161] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:01:39.604127] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:39.810396] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:40.017850] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:40.228761] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:40.449471] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:40.681761] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:01:40.681941] [INFO ] [CONFIGURE ] ISD: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T16:01:40.681990] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4088 tests [2025-11-21T16:01:40.682027] [INFO ] [CONFIGURE ] ISD: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:01:40.682062] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:01:40.958917] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:01:41.209171] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:01:41.470326] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:41.744289] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:01:42.009709] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:01:42.267808] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:42.531401] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:42.794495] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:43.057476] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:43.309600] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:01:43.309809] [INFO ] [CONFIGURE ] ISD: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T16:01:43.309876] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4087 tests [2025-11-21T16:01:43.310008] [INFO ] [CONFIGURE ] ISD: Testing feature 3/29: add_daily_returns [2025-11-21T16:01:43.310129] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:01:43.536873] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:43.763750] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:43.998755] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:44.237296] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:01:44.471366] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:01:44.709063] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:44.944503] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:45.184801] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:45.421987] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:45.650577] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:01:45.650909] [INFO ] [CONFIGURE ] ISD: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T16:01:45.651013] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4086 tests [2025-11-21T16:01:45.651098] [INFO ] [CONFIGURE ] ISD: Testing feature 4/29: add_ema [2025-11-21T16:01:45.651200] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:01:45.890771] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:46.136921] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:46.381234] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:46.654177] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:01:46.909143] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:01:47.154978] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:47.403546] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:47.650785] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:47.903701] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:48.185854] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:01:48.186077] [INFO ] [CONFIGURE ] ISD: DISCARDED add_ema (score: 50.00%) [2025-11-21T16:01:48.186276] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4085 tests [2025-11-21T16:01:48.186367] [INFO ] [CONFIGURE ] ISD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:01:48.186441] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:01:48.444755] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:48.699384] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:48.945935] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:49.193142] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:01:49.440963] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:01:49.690972] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:49.940706] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:50.195595] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:50.475112] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:50.754666] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:01:50.754844] [INFO ] [CONFIGURE ] ISD: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:01:50.754901] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4084 tests [2025-11-21T16:01:50.754948] [INFO ] [CONFIGURE ] ISD: Testing feature 6/29: add_failed_moves [2025-11-21T16:01:50.755027] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T16:01:51.004825] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:51.242132] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:51.462581] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:01:51.679771] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:01:51.897118] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:01:52.109432] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:52.317199] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:52.527902] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:52.742397] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:52.959397] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:01:52.959588] [INFO ] [CONFIGURE ] ISD: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T16:01:52.959639] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4083 tests [2025-11-21T16:01:52.959709] [INFO ] [CONFIGURE ] ISD: Testing feature 7/29: add_lag_shelf [2025-11-21T16:01:52.959773] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T16:01:53.168298] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:53.363263] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:53.568771] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:53.766245] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:01:53.965782] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:01:54.170040] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:54.376982] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:54.578222] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:54.786085] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:54.987924] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:01:54.988280] [INFO ] [CONFIGURE ] ISD: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T16:01:54.988387] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4082 tests [2025-11-21T16:01:54.988474] [INFO ] [CONFIGURE ] ISD: Testing feature 8/29: add_macd [2025-11-21T16:01:54.988581] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T16:01:55.283634] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:55.577802] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:55.872819] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:56.180673] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:01:56.476820] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:01:56.770000] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:01:57.069366] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:01:57.370506] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:57.677510] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:01:57.975812] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:01:57.976025] [INFO ] [CONFIGURE ] ISD: DISCARDED add_macd (score: 50.00%) [2025-11-21T16:01:57.976091] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4081 tests [2025-11-21T16:01:57.976140] [INFO ] [CONFIGURE ] ISD: Testing feature 9/29: add_mfi [2025-11-21T16:01:57.976184] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T16:01:58.204989] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:01:58.417224] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:01:58.628990] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:01:58.836900] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:01:59.045879] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:01:59.267538] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:01:59.477389] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:01:59.688508] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:01:59.899445] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:00.115348] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:00.115538] [INFO ] [CONFIGURE ] ISD: DISCARDED add_mfi (score: 40.00%) [2025-11-21T16:02:00.115595] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4080 tests [2025-11-21T16:02:00.115661] [INFO ] [CONFIGURE ] ISD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:02:00.115710] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:02:00.411964] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:00.742240] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:01.543563] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:01.822232] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:02.164849] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:02.487087] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:02.804045] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:03.123686] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:03.430540] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:03.727196] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:03.727483] [INFO ] [CONFIGURE ] ISD: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-21T16:02:03.727569] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4079 tests [2025-11-21T16:02:03.727619] [INFO ] [CONFIGURE ] ISD: Testing feature 11/29: add_obv_daily [2025-11-21T16:02:03.727683] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-21T16:02:04.060682] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:04.395861] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:04.822736] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:05.294072] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:05.691065] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:06.096037] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:02:06.447947] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:02:06.802047] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:07.147750] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:02:07.474928] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:07.475174] [INFO ] [CONFIGURE ] ISD: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T16:02:07.475259] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4078 tests [2025-11-21T16:02:07.475380] [INFO ] [CONFIGURE ] ISD: Testing feature 12/29: add_obv_interval [2025-11-21T16:02:07.475443] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-21T16:02:07.830280] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:08.158954] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:08.478909] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:08.802818] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:09.137110] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:09.442012] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:09.769849] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:10.101161] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:10.406410] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:10.714271] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:10.714481] [INFO ] [CONFIGURE ] ISD: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T16:02:10.714538] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4077 tests [2025-11-21T16:02:10.714605] [INFO ] [CONFIGURE ] ISD: Testing feature 13/29: add_opening_strength [2025-11-21T16:02:10.714669] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:02:11.083980] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:11.482570] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:11.836428] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:12.187551] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:02:12.543674] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:12.875212] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:13.213502] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:13.588296] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:13.923178] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:14.298893] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:02:14.299089] [INFO ] [CONFIGURE ] ISD: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:02:14.299179] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4076 tests [2025-11-21T16:02:14.299229] [INFO ] [CONFIGURE ] ISD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:02:14.299274] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-21T16:02:14.632764] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:14.965347] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:15.299479] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:02:15.629482] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:15.963412] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:16.293897] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:16.631068] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:02:16.955305] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:17.286253] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:17.617866] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:17.618064] [INFO ] [CONFIGURE ] ISD: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:02:17.618124] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4075 tests [2025-11-21T16:02:17.618218] [INFO ] [CONFIGURE ] ISD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:02:17.618269] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-21T16:02:17.957255] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:18.277629] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:02:18.600905] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:02:18.917241] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:19.235074] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:19.552774] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:19.874272] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:20.210264] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:20.540718] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:02:20.875825] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:20.876054] [INFO ] [CONFIGURE ] ISD: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T16:02:20.876113] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4074 tests [2025-11-21T16:02:20.876159] [INFO ] [CONFIGURE ] ISD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:02:20.876204] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-21T16:02:21.225944] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:21.567932] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:21.908130] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:22.222637] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:22.565886] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:22.905142] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:02:23.244208] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:02:23.565612] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:23.899457] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:24.227576] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:24.227824] [INFO ] [CONFIGURE ] ISD: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:02:24.227884] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4073 tests [2025-11-21T16:02:24.227930] [INFO ] [CONFIGURE ] ISD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:02:24.227973] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-21T16:02:24.534475] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:24.840947] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:25.148444] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:25.462183] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:25.785885] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:26.106176] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:26.410075] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:26.713928] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:27.017486] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:27.321077] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:27.321269] [INFO ] [CONFIGURE ] ISD: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T16:02:27.321325] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4072 tests [2025-11-21T16:02:27.321372] [INFO ] [CONFIGURE ] ISD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:02:27.321416] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-21T16:02:27.611588] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:27.908319] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:28.198313] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:28.488008] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:28.797309] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:29.101575] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:29.431212] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:02:29.743023] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:30.061226] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:30.365663] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:30.365914] [INFO ] [CONFIGURE ] ISD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T16:02:30.365976] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4071 tests [2025-11-21T16:02:30.366029] [INFO ] [CONFIGURE ] ISD: Testing feature 20/29: add_price_rejection [2025-11-21T16:02:30.366075] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-21T16:02:30.696228] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:31.039104] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:31.362903] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:31.682230] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:32.005510] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:32.338617] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:32.651557] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:02:32.995270] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:33.342756] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:33.675951] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:33.676136] [INFO ] [CONFIGURE ] ISD: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:02:33.676196] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4070 tests [2025-11-21T16:02:33.676245] [INFO ] [CONFIGURE ] ISD: Testing feature 21/29: add_range_position [2025-11-21T16:02:33.676291] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-21T16:02:34.036670] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:34.392430] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:34.730470] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:35.071314] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:35.429951] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:35.782795] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:02:36.126661] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:36.475113] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:36.832188] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:37.182793] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:37.182992] [INFO ] [CONFIGURE ] ISD: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:02:37.183074] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4069 tests [2025-11-21T16:02:37.183125] [INFO ] [CONFIGURE ] ISD: Testing feature 22/29: add_realized_volatility [2025-11-21T16:02:37.183171] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-21T16:02:37.625961] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:38.088199] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:38.536423] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:38.973468] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:02:39.417499] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:39.873439] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:02:40.333432] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:40.792071] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:41.261694] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:41.713192] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:41.713423] [INFO ] [CONFIGURE ] ISD: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:02:41.713484] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4068 tests [2025-11-21T16:02:41.713534] [INFO ] [CONFIGURE ] ISD: Testing feature 23/29: add_recent_range_context [2025-11-21T16:02:41.713579] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-21T16:02:42.057782] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:42.389074] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:42.735842] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:43.071254] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:43.414792] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:43.756590] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:44.098061] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:02:44.432666] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:44.751560] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:45.080270] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:45.080453] [INFO ] [CONFIGURE ] ISD: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:02:45.080508] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4067 tests [2025-11-21T16:02:45.080555] [INFO ] [CONFIGURE ] ISD: Testing feature 24/29: add_rsi [2025-11-21T16:02:45.080601] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-21T16:02:45.429009] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:45.779119] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:46.121691] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:02:46.487328] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:46.871153] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:47.248583] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:02:47.608734] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:47.980504] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:48.358990] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:02:48.733373] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:48.733575] [INFO ] [CONFIGURE ] ISD: DISCARDED add_rsi (score: 40.00%) [2025-11-21T16:02:48.733634] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4066 tests [2025-11-21T16:02:48.733704] [INFO ] [CONFIGURE ] ISD: Testing feature 25/29: add_tick_distribution [2025-11-21T16:02:48.733750] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-21T16:02:49.054102] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:49.361385] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:02:49.668767] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:49.979972] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:50.303465] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:50.641289] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:50.984986] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:51.307219] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:51.638998] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:52.092228] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:52.092521] [INFO ] [CONFIGURE ] ISD: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:02:52.094052] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4065 tests [2025-11-21T16:02:52.094168] [INFO ] [CONFIGURE ] ISD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:02:52.094220] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-21T16:02:52.536813] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:52.901254] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:53.221055] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:02:53.537637] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:02:53.865686] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:54.196195] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:02:54.543285] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:54.859742] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:55.177633] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:55.514092] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:55.514387] [INFO ] [CONFIGURE ] ISD: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:02:55.514446] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4064 tests [2025-11-21T16:02:55.514497] [INFO ] [CONFIGURE ] ISD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:02:55.514544] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-21T16:02:55.854956] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:56.188746] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:56.521785] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:02:56.860140] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:02:57.199774] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:02:57.537808] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:02:57.875360] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:02:58.213123] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:02:58.555060] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:02:58.914399] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:02:58.914598] [INFO ] [CONFIGURE ] ISD: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T16:02:58.914674] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4063 tests [2025-11-21T16:02:58.914725] [INFO ] [CONFIGURE ] ISD: Testing feature 28/29: add_volume_profile [2025-11-21T16:02:58.914769] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-21T16:02:59.229834] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:02:59.572728] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:02:59.894448] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:03:00.221941] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:00.539072] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:03:01.546684] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:02.029200] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:03:02.377423] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:03:02.726090] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:03:03.065504] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:03:03.065785] [INFO ] [CONFIGURE ] ISD: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:03:03.065862] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4062 tests [2025-11-21T16:03:03.065927] [INFO ] [CONFIGURE ] ISD: Testing feature 29/29: add_vwap [2025-11-21T16:03:03.065987] [INFO ] [CONFIGURE ] ISD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-21T16:03:03.401337] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:03.742107] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:03:04.076709] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:03:04.427365] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:04.771411] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:03:05.107961] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:05.422733] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:03:05.772769] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:03:06.122001] [DEBUG] [FORECASTER] ISD: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:03:06.439468] [DEBUG] [FORECASTER] ISD: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:03:06.439698] [INFO ] [CONFIGURE ] ISD: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:03:06.439757] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4061 tests [2025-11-21T16:03:06.439806] [INFO ] [CONFIGURE ] ISD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:03:06.439849] [INFO ] [CONFIGURE ] ISD: Best accuracy: 70.00% [2025-11-21T16:03:06.439890] [INFO ] [CONFIGURE ] ISD: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:03:06.439929] [INFO ] [CONFIGURE ] ISD: Improvement over baseline: 20.00% [2025-11-21T16:03:06.439965] [INFO ] [CONFIGURE ] ISD: Total time: 1.5 minutes [2025-11-21T16:03:06.440002] [INFO ] [CONFIGURE ] ISD: Average time per feature: 3.1 seconds [2025-11-21T16:03:06.440039] [INFO ] [CONFIGURE ] ISD: Average speed: 0.33 features/sec [2025-11-21T16:03:06.440364] [INFO ] [LOCAL ] Saved configuration for ISD: 3 features, 70.00% accuracy -> ./output/feature-sets/ISD.json [2025-11-21T16:03:06.440420] [INFO ] [CONFIGURE ] ISD: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T16:03:06.440469] [INFO ] [sig ] [589/723] Successfully configured ISD | 0.01 sym/s | Total: 13.5h | ETA: 3.1h [2025-11-21T16:03:06.440513] [INFO ] [sig ] [590/723] Configuring IT... [2025-11-21T16:03:06.440553] [INFO ] [CONFIGURE ] IT: Configurate test run. [2025-11-21T16:03:06.440591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'. [2025-11-21T16:03:06.486032] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IT'. [2025-11-21T16:03:06.486412] [INFO ] [CONFIGURE ] IT: Testing with 29 available features [2025-11-21T16:03:06.486487] [INFO ] [CONFIGURE ] IT: Establishing baseline with no features... [2025-11-21T16:03:06.656277] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:06.824849] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:07.001786] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:07.171076] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:07.345281] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:07.513834] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:07.684432] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:07.866875] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:08.048195] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:08.223453] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:03:08.223633] [INFO ] [CONFIGURE ] IT: Baseline score (no features): 50.00% [2025-11-21T16:03:08.223731] [INFO ] [CONFIGURE ] IT: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:03:08.223784] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:03:08.435305] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:08.643670] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:08.854349] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:09.068502] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:09.292527] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:09.498383] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:09.707851] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:03:09.916892] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:10.125742] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:10.334800] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:10.334959] [INFO ] [CONFIGURE ] IT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T16:03:10.335006] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4060 tests [2025-11-21T16:03:10.335043] [INFO ] [CONFIGURE ] IT: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:03:10.335077] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:03:10.544308] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:10.763961] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:10.977205] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:11.189398] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:11.417226] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:11.644748] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:11.877362] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:03:12.099272] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:03:12.319307] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:03:12.535519] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:03:12.535713] [INFO ] [CONFIGURE ] IT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T16:03:12.535791] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4059 tests [2025-11-21T16:03:12.535842] [INFO ] [CONFIGURE ] IT: Testing feature 3/29: add_daily_returns [2025-11-21T16:03:12.535889] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_daily_returns'] [2025-11-21T16:03:12.727367] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:12.914818] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:13.102538] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:13.292578] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:13.482440] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:13.676926] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:13.871427] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:03:14.066355] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:14.274942] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:14.468923] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:03:14.469117] [INFO ] [CONFIGURE ] IT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:03:14.469169] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4058 tests [2025-11-21T16:03:14.469211] [INFO ] [CONFIGURE ] IT: Testing feature 4/29: add_ema [2025-11-21T16:03:14.469249] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_ema'] [2025-11-21T16:03:14.688668] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:14.910045] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:15.140356] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:15.369113] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:15.588496] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:15.810364] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:16.033976] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:03:16.279875] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:03:16.511639] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:16.732614] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:03:16.732813] [INFO ] [CONFIGURE ] IT: DISCARDED add_ema (score: 40.00%) [2025-11-21T16:03:16.732863] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4057 tests [2025-11-21T16:03:16.732901] [INFO ] [CONFIGURE ] IT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:03:16.732936] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:03:16.951774] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:17.174150] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:03:17.397379] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:17.618203] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:17.839818] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:18.056509] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:18.271485] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:03:18.490570] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:18.706603] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:18.922710] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:18.922953] [INFO ] [CONFIGURE ] IT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:03:18.923032] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4056 tests [2025-11-21T16:03:18.923080] [INFO ] [CONFIGURE ] IT: Testing feature 6/29: add_failed_moves [2025-11-21T16:03:18.923121] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_failed_moves'] [2025-11-21T16:03:19.105317] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:19.292213] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:19.492402] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:19.681156] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:19.867034] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:20.052238] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:20.262636] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:20.450914] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:03:20.638014] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:20.845447] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:03:20.845799] [INFO ] [CONFIGURE ] IT: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T16:03:20.845927] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4055 tests [2025-11-21T16:03:20.846036] [INFO ] [CONFIGURE ] IT: Testing feature 7/29: add_lag_shelf [2025-11-21T16:03:20.846117] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_lag_shelf'] [2025-11-21T16:03:21.018984] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:21.198186] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:21.376606] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:21.556299] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:21.740324] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:21.926464] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:22.108147] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:22.289844] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:22.470758] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:22.654037] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:03:22.654205] [INFO ] [CONFIGURE ] IT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T16:03:22.654253] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4054 tests [2025-11-21T16:03:22.654292] [INFO ] [CONFIGURE ] IT: Testing feature 8/29: add_macd [2025-11-21T16:03:22.654330] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T16:03:22.922615] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:03:23.209259] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:23.499546] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:23.793050] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:24.090549] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:24.393709] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:24.701763] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:25.011911] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:25.318205] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:03:25.628297] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:25.628551] [INFO ] [CONFIGURE ] IT: KEPT add_macd (score: 70.00%) [2025-11-21T16:03:25.628638] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4053 tests [2025-11-21T16:03:25.628712] [INFO ] [CONFIGURE ] IT: Testing feature 9/29: add_mfi [2025-11-21T16:03:25.628756] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T16:03:25.952529] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:03:26.278183] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:26.587785] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:26.903247] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:27.209700] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:27.528580] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:27.842304] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:03:28.158940] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:28.474132] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:03:28.781400] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:28.781621] [INFO ] [CONFIGURE ] IT: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:03:28.781702] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4052 tests [2025-11-21T16:03:28.781752] [INFO ] [CONFIGURE ] IT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:03:28.781795] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:03:29.144868] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:29.502979] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:29.867732] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:30.247480] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:30.614291] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:31.016804] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:31.386122] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:31.756081] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:32.118231] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:32.511024] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:32.511235] [INFO ] [CONFIGURE ] IT: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T16:03:32.511293] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4051 tests [2025-11-21T16:03:32.511341] [INFO ] [CONFIGURE ] IT: Testing feature 11/29: add_obv_daily [2025-11-21T16:03:32.511385] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T16:03:32.823233] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:33.127963] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:33.433662] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:33.750412] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:34.070623] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:34.395045] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:34.717517] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:35.048152] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:35.365885] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:35.693499] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:03:35.693717] [INFO ] [CONFIGURE ] IT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T16:03:35.693781] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4050 tests [2025-11-21T16:03:35.693828] [INFO ] [CONFIGURE ] IT: Testing feature 12/29: add_obv_interval [2025-11-21T16:03:35.693870] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T16:03:35.992386] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:03:36.292923] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:36.607224] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:36.922718] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:37.222222] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:37.523802] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:37.831145] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:38.147717] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:38.470285] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:38.799597] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:38.799818] [INFO ] [CONFIGURE ] IT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T16:03:38.799881] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4049 tests [2025-11-21T16:03:38.799929] [INFO ] [CONFIGURE ] IT: Testing feature 13/29: add_opening_strength [2025-11-21T16:03:38.799964] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:03:39.162981] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:39.508887] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:39.856549] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:40.202586] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:40.542976] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:40.904422] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:41.246946] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:03:41.575855] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:41.927258] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:03:42.262164] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:42.262342] [INFO ] [CONFIGURE ] IT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:03:42.262399] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4048 tests [2025-11-21T16:03:42.262446] [INFO ] [CONFIGURE ] IT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:03:42.262488] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T16:03:42.583938] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:03:42.908246] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:43.236846] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:43.556920] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:43.874032] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:44.185820] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:44.499622] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:44.822603] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:45.157932] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:03:45.468708] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:45.468895] [INFO ] [CONFIGURE ] IT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T16:03:45.468954] [INFO ] [CONFIGURE ] JOB ETA: 3.2h | Avg: 2.8s/test | Remaining: 4047 tests [2025-11-21T16:03:45.469002] [INFO ] [CONFIGURE ] IT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:03:45.469042] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T16:03:45.759392] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:46.050667] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:46.341951] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:46.632818] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:46.934041] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:47.234668] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:47.529402] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:47.828525] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:48.120306] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:48.414930] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:48.415105] [INFO ] [CONFIGURE ] IT: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T16:03:48.415164] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4046 tests [2025-11-21T16:03:48.415209] [INFO ] [CONFIGURE ] IT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:03:48.415251] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T16:03:48.710377] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:49.001403] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:49.312725] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:49.617002] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:49.923537] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:50.234398] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:50.538935] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:50.862103] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:51.178348] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:51.501389] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:51.501575] [INFO ] [CONFIGURE ] IT: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T16:03:51.501734] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4045 tests [2025-11-21T16:03:51.501794] [INFO ] [CONFIGURE ] IT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:03:51.501845] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T16:03:51.847269] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:52.170393] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:52.522707] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:03:52.833817] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:53.157006] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:03:53.481116] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:03:53.808624] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:03:54.122782] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:54.450173] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:03:54.772897] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:03:54.773076] [INFO ] [CONFIGURE ] IT: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T16:03:54.773136] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4044 tests [2025-11-21T16:03:54.773181] [INFO ] [CONFIGURE ] IT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:03:54.773222] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T16:03:55.075441] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:55.365618] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:55.655919] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:55.943160] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:03:56.231242] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:56.520479] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:03:56.809059] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:03:57.119385] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:03:57.440273] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:03:57.761169] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:03:57.761368] [INFO ] [CONFIGURE ] IT: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-21T16:03:57.761430] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4043 tests [2025-11-21T16:03:57.761479] [INFO ] [CONFIGURE ] IT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:03:57.761525] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T16:03:58.056841] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:03:58.349728] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:03:58.657953] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:03:59.000802] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:03:59.367881] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:03:59.713051] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:00.007695] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:04:00.300354] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:04:00.593631] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:00.883961] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:00.884479] [INFO ] [CONFIGURE ] IT: DISCARDED add_pbf_vs_sma_5 (score: 20.00%) [2025-11-21T16:04:00.884992] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4042 tests [2025-11-21T16:04:00.885058] [INFO ] [CONFIGURE ] IT: Testing feature 20/29: add_price_rejection [2025-11-21T16:04:00.885112] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T16:04:01.893568] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:04:02.457164] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:02.798456] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:04:03.128199] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:03.469804] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:04:03.826707] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:04.170869] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:04:04.520403] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:04:04.869203] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:05.209204] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:05.209512] [INFO ] [CONFIGURE ] IT: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T16:04:05.209583] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4041 tests [2025-11-21T16:04:05.209638] [INFO ] [CONFIGURE ] IT: Testing feature 21/29: add_range_position [2025-11-21T16:04:05.209714] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T16:04:05.543895] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:04:05.882160] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:06.214099] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:04:06.544611] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:06.885284] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:04:07.239246] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:07.581635] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:04:07.922518] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:04:08.269484] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:08.634031] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:08.634340] [INFO ] [CONFIGURE ] IT: DISCARDED add_range_position (score: 30.00%) [2025-11-21T16:04:08.634408] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4040 tests [2025-11-21T16:04:08.634461] [INFO ] [CONFIGURE ] IT: Testing feature 22/29: add_realized_volatility [2025-11-21T16:04:08.634510] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T16:04:09.039472] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:04:09.430500] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:09.846887] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:04:10.264944] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:10.665521] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:04:11.098022] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:11.523274] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:04:11.955594] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:04:12.383455] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:04:12.802935] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:12.803158] [INFO ] [CONFIGURE ] IT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:04:12.803223] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4039 tests [2025-11-21T16:04:12.803277] [INFO ] [CONFIGURE ] IT: Testing feature 23/29: add_recent_range_context [2025-11-21T16:04:12.803323] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T16:04:13.125467] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:04:13.440633] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:13.764514] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:14.086899] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:14.408756] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:04:14.736347] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:15.060363] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:04:15.375168] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:15.689510] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:04:16.003257] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:16.003448] [INFO ] [CONFIGURE ] IT: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T16:04:16.003516] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4038 tests [2025-11-21T16:04:16.003574] [INFO ] [CONFIGURE ] IT: Testing feature 24/29: add_rsi [2025-11-21T16:04:16.003623] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T16:04:16.330622] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:04:16.664432] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:17.000190] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:04:17.334231] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:17.684765] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:04:18.012019] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:18.344921] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:04:18.671724] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:04:19.001607] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:04:19.333720] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:19.333922] [INFO ] [CONFIGURE ] IT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:04:19.333981] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4037 tests [2025-11-21T16:04:19.334028] [INFO ] [CONFIGURE ] IT: Testing feature 25/29: add_tick_distribution [2025-11-21T16:04:19.334071] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T16:04:19.628854] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:04:19.929700] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:20.246509] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:04:20.528712] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:20.812900] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:04:21.089260] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:21.360605] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:04:21.635663] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:04:21.905971] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:22.186674] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:22.186852] [INFO ] [CONFIGURE ] IT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:04:22.186911] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4036 tests [2025-11-21T16:04:22.186958] [INFO ] [CONFIGURE ] IT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:04:22.187001] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T16:04:22.495907] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:04:22.799331] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:23.103034] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:23.420939] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:23.726761] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:04:24.032615] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:24.324817] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:04:24.614978] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:24.926528] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:25.242960] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:25.243151] [INFO ] [CONFIGURE ] IT: DISCARDED add_volume_momentum_confirmation (score: 10.00%) [2025-11-21T16:04:25.243209] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4035 tests [2025-11-21T16:04:25.243256] [INFO ] [CONFIGURE ] IT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:04:25.243301] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T16:04:25.569507] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:04:25.905062] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:26.224427] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:26.543954] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:26.849442] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:04:27.153395] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:27.455955] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:04:27.760944] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:04:28.063680] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:28.370087] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:28.370429] [INFO ] [CONFIGURE ] IT: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T16:04:28.370487] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4034 tests [2025-11-21T16:04:28.370533] [INFO ] [CONFIGURE ] IT: Testing feature 28/29: add_volume_profile [2025-11-21T16:04:28.370576] [INFO ] [CONFIGURE ] IT: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T16:04:28.648616] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:04:28.929406] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:04:29.207446] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:29.486484] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:04:29.762807] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:04:30.038843] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:30.316707] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:04:30.599769] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:30.884462] [DEBUG] [FORECASTER] IT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:04:31.170455] [DEBUG] [FORECASTER] IT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:31.170631] [INFO ] [CONFIGURE ] IT: DISCARDED add_volume_profile (score: 20.00%) [2025-11-21T16:04:31.170709] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4033 tests [2025-11-21T16:04:31.170756] [INFO ] [CONFIGURE ] IT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:04:31.170800] [INFO ] [CONFIGURE ] IT: Best accuracy: 70.00% [2025-11-21T16:04:31.170842] [INFO ] [CONFIGURE ] IT: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T16:04:31.170879] [INFO ] [CONFIGURE ] IT: Improvement over baseline: 20.00% [2025-11-21T16:04:31.170916] [INFO ] [CONFIGURE ] IT: Total time: 1.4 minutes [2025-11-21T16:04:31.170951] [INFO ] [CONFIGURE ] IT: Average time per feature: 3.0 seconds [2025-11-21T16:04:31.170987] [INFO ] [CONFIGURE ] IT: Average speed: 0.35 features/sec [2025-11-21T16:04:31.171411] [INFO ] [LOCAL ] Saved configuration for IT: 2 features, 70.00% accuracy -> ./output/feature-sets/IT.json [2025-11-21T16:04:31.171469] [INFO ] [CONFIGURE ] IT: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T16:04:31.171513] [INFO ] [sig ] [590/723] Successfully configured IT | 0.01 sym/s | Total: 13.5h | ETA: 3.0h [2025-11-21T16:04:31.171557] [INFO ] [sig ] [591/723] Configuring ITGR... [2025-11-21T16:04:31.171597] [INFO ] [CONFIGURE ] ITGR: Configurate test run. [2025-11-21T16:04:31.171637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'. [2025-11-21T16:04:31.217722] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ITGR'. [2025-11-21T16:04:31.218114] [INFO ] [CONFIGURE ] ITGR: Testing with 29 available features [2025-11-21T16:04:31.218212] [INFO ] [CONFIGURE ] ITGR: Establishing baseline with no features... [2025-11-21T16:04:31.399631] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:31.575787] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:04:31.766725] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:04:31.947536] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:32.129476] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:04:32.300752] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:32.470452] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:32.636447] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:32.803424] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:32.970274] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:32.970489] [INFO ] [CONFIGURE ] ITGR: Baseline score (no features): 50.00% [2025-11-21T16:04:32.970540] [INFO ] [CONFIGURE ] ITGR: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:04:32.970584] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:04:33.167747] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:33.367212] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:04:33.561298] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:33.756504] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:33.952157] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:34.152138] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:34.352957] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:34.557580] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:34.766480] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:34.974055] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:34.974246] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T16:04:34.974298] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4032 tests [2025-11-21T16:04:34.974337] [INFO ] [CONFIGURE ] ITGR: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:04:34.974373] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:04:35.181372] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:35.395103] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:04:35.617607] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:35.830291] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:36.040861] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:36.249813] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:36.464356] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:36.678824] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:36.893591] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:37.118920] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:37.119110] [INFO ] [CONFIGURE ] ITGR: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T16:04:37.119159] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4031 tests [2025-11-21T16:04:37.119198] [INFO ] [CONFIGURE ] ITGR: Testing feature 3/29: add_daily_returns [2025-11-21T16:04:37.119234] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T16:04:37.351881] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:37.584918] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:04:37.839436] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:38.097157] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:38.346500] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:38.579378] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:38.810951] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:39.048100] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:39.284471] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:39.515410] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:39.515585] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T16:04:39.515636] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4030 tests [2025-11-21T16:04:39.515720] [INFO ] [CONFIGURE ] ITGR: Testing feature 4/29: add_ema [2025-11-21T16:04:39.515764] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T16:04:39.784260] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:40.091359] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:04:40.398777] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:40.700827] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:41.007791] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:04:41.294943] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:41.582364] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:41.871574] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:42.156842] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:42.444514] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:42.444731] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_ema (score: 30.00%) [2025-11-21T16:04:42.444787] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4029 tests [2025-11-21T16:04:42.444834] [INFO ] [CONFIGURE ] ITGR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:04:42.444875] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:04:42.727444] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:43.015636] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:04:43.295184] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:43.570697] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:43.859311] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:44.148187] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:44.452949] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:44.736722] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:45.021284] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:45.310309] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:45.310537] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T16:04:45.310617] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4028 tests [2025-11-21T16:04:45.310719] [INFO ] [CONFIGURE ] ITGR: Testing feature 6/29: add_failed_moves [2025-11-21T16:04:45.310782] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T16:04:45.552771] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:45.799003] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:04:46.071196] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:46.407676] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:46.719215] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:46.957499] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:47.181041] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:47.399960] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:47.617603] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:47.850877] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:47.851070] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:04:47.851125] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4027 tests [2025-11-21T16:04:47.851174] [INFO ] [CONFIGURE ] ITGR: Testing feature 7/29: add_lag_shelf [2025-11-21T16:04:47.851232] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T16:04:48.056218] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:48.269266] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:04:48.479790] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:48.690704] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:48.903281] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:49.157024] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:04:49.392524] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:49.601670] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:49.816925] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:50.031430] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:50.031622] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:04:50.031762] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4026 tests [2025-11-21T16:04:50.031836] [INFO ] [CONFIGURE ] ITGR: Testing feature 8/29: add_macd [2025-11-21T16:04:50.031896] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T16:04:50.341556] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:50.648873] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:04:50.955131] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:51.260913] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:51.579867] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:51.902350] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:52.223296] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:52.529263] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:52.849179] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:53.186539] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:04:53.186775] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_macd (score: 30.00%) [2025-11-21T16:04:53.186834] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4025 tests [2025-11-21T16:04:53.186883] [INFO ] [CONFIGURE ] ITGR: Testing feature 9/29: add_mfi [2025-11-21T16:04:53.186927] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T16:04:53.424899] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:53.661197] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:04:53.943109] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:54.200894] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:54.450312] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:54.709040] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:55.000208] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:55.255236] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:55.515509] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:55.780082] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:55.780274] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_mfi (score: 40.00%) [2025-11-21T16:04:55.780332] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4024 tests [2025-11-21T16:04:55.780381] [INFO ] [CONFIGURE ] ITGR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:04:55.780428] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:04:56.108037] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:56.428521] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:04:56.745447] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:57.061013] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:04:57.384386] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:04:57.709165] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:04:58.026381] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:04:58.347587] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:04:58.675925] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:04:58.996598] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:04:58.996827] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:04:58.996889] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4023 tests [2025-11-21T16:04:58.996939] [INFO ] [CONFIGURE ] ITGR: Testing feature 11/29: add_obv_daily [2025-11-21T16:04:58.996985] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T16:04:59.235272] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:04:59.477023] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:04:59.719211] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:04:59.980136] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:00.225360] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:01.151974] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:01.452626] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:05:01.719382] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:01.976702] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:02.237636] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:02.237856] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T16:05:02.237914] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4022 tests [2025-11-21T16:05:02.237960] [INFO ] [CONFIGURE ] ITGR: Testing feature 12/29: add_obv_interval [2025-11-21T16:05:02.238003] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T16:05:02.500899] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:02.755868] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:02.998863] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:03.229523] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:03.460069] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:03.696457] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:03.928835] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:04.156135] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:04.391243] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:04.621861] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:04.622043] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:05:04.622101] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4021 tests [2025-11-21T16:05:04.622149] [INFO ] [CONFIGURE ] ITGR: Testing feature 13/29: add_opening_strength [2025-11-21T16:05:04.622209] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:05:04.892148] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:05.172899] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:05.431515] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:05.694824] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:05.946508] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:06.200317] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:06.458813] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:05:06.711401] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:06.964123] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:07.217367] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:07.217553] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T16:05:07.217609] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4020 tests [2025-11-21T16:05:07.217674] [INFO ] [CONFIGURE ] ITGR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:05:07.217711] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T16:05:07.458168] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:07.698157] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:07.938798] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:08.187220] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:08.437637] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:08.704614] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:08.975684] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:09.249963] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:09.523837] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:09.800943] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:09.801131] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:05:09.801189] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4019 tests [2025-11-21T16:05:09.801236] [INFO ] [CONFIGURE ] ITGR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:05:09.801280] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T16:05:10.046321] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:10.309375] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:10.544368] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:10.784609] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:11.027428] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:05:11.260867] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:11.492217] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:11.718124] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:11.959758] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:12.195869] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:12.196042] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T16:05:12.196092] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4018 tests [2025-11-21T16:05:12.196130] [INFO ] [CONFIGURE ] ITGR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:05:12.196166] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T16:05:12.453374] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:12.723988] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:12.978232] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:13.229637] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:13.479835] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:13.734461] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:13.993183] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:14.257373] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:14.504320] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:14.755713] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:14.755901] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:05:14.755967] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4017 tests [2025-11-21T16:05:14.756015] [INFO ] [CONFIGURE ] ITGR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:05:14.756056] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T16:05:14.997822] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:15.243593] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:15.511425] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:15.790952] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:16.073682] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:16.329413] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:16.582018] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:16.834442] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:17.101289] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:17.363329] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:17.363523] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:05:17.363578] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4016 tests [2025-11-21T16:05:17.363626] [INFO ] [CONFIGURE ] ITGR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:05:17.363709] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T16:05:17.604753] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:17.840208] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:18.078851] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:18.340809] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:18.590986] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:18.839477] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:19.107740] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:19.353933] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:19.613837] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:19.879913] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:19.880205] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:05:19.880367] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4015 tests [2025-11-21T16:05:19.880445] [INFO ] [CONFIGURE ] ITGR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:05:19.880503] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T16:05:20.135037] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:20.400402] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:20.660441] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:20.916478] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:21.179371] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:21.451408] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:21.712960] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:05:21.978999] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:22.226798] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:05:22.478896] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:22.479089] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T16:05:22.479137] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4014 tests [2025-11-21T16:05:22.479176] [INFO ] [CONFIGURE ] ITGR: Testing feature 20/29: add_price_rejection [2025-11-21T16:05:22.479210] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T16:05:22.747829] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:23.015837] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:23.281096] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:23.534489] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:23.780484] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:24.025075] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:24.299470] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:24.567340] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:24.811068] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:25.057045] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:25.057231] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T16:05:25.057297] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4013 tests [2025-11-21T16:05:25.057341] [INFO ] [CONFIGURE ] ITGR: Testing feature 21/29: add_range_position [2025-11-21T16:05:25.057402] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T16:05:25.316008] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:25.583794] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:25.857126] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:26.115549] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:05:26.377062] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:05:26.631529] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:26.889133] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:27.146491] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:27.406191] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:27.666696] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:27.666894] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_range_position (score: 50.00%) [2025-11-21T16:05:27.666949] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4012 tests [2025-11-21T16:05:27.666996] [INFO ] [CONFIGURE ] ITGR: Testing feature 22/29: add_realized_volatility [2025-11-21T16:05:27.667071] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T16:05:28.004776] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:28.343579] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:28.690866] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:29.032935] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:29.363434] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:29.716946] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:30.049803] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:30.391451] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:30.733702] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:31.075274] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:31.075457] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:05:31.075514] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4011 tests [2025-11-21T16:05:31.075561] [INFO ] [CONFIGURE ] ITGR: Testing feature 23/29: add_recent_range_context [2025-11-21T16:05:31.075631] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T16:05:31.317300] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:31.556860] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:31.796026] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:32.035142] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:32.277776] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:32.528256] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:32.771944] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:33.034904] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:33.283821] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:33.542857] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:33.543065] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:05:33.543128] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4010 tests [2025-11-21T16:05:33.543177] [INFO ] [CONFIGURE ] ITGR: Testing feature 24/29: add_rsi [2025-11-21T16:05:33.543225] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T16:05:33.870214] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:34.185157] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:34.510040] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:34.838499] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:35.142699] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:35.445915] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:35.732854] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:36.018144] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:36.336887] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:36.631871] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:36.632112] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_rsi (score: 40.00%) [2025-11-21T16:05:36.632173] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4009 tests [2025-11-21T16:05:36.632222] [INFO ] [CONFIGURE ] ITGR: Testing feature 25/29: add_tick_distribution [2025-11-21T16:05:36.632266] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T16:05:36.863469] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:37.099261] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:37.334892] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:37.570739] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:37.814523] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:38.100699] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:38.407485] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:38.735511] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:39.003472] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:39.257191] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:39.257473] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:05:39.257537] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4008 tests [2025-11-21T16:05:39.257589] [INFO ] [CONFIGURE ] ITGR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:05:39.257632] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T16:05:39.484708] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:39.709826] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:39.939127] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:40.166219] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:40.396784] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:40.624031] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:40.855066] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:05:41.084107] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:41.306242] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:41.532085] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:41.532305] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T16:05:41.532363] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4007 tests [2025-11-21T16:05:41.532411] [INFO ] [CONFIGURE ] ITGR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:05:41.532453] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T16:05:41.780185] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:42.030143] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:42.279875] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:42.531696] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:42.783276] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:43.042791] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:05:43.295926] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:43.556033] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:43.814460] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:44.068768] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:44.068957] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T16:05:44.069014] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4006 tests [2025-11-21T16:05:44.069061] [INFO ] [CONFIGURE ] ITGR: Testing feature 28/29: add_volume_profile [2025-11-21T16:05:44.069104] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T16:05:44.311847] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:44.553187] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:44.805170] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:45.068943] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:45.315317] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:45.564419] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:45.812124] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:46.060193] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:46.303552] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:46.569222] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:46.569443] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:05:46.569502] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4005 tests [2025-11-21T16:05:46.569555] [INFO ] [CONFIGURE ] ITGR: Testing feature 29/29: add_vwap [2025-11-21T16:05:46.569603] [INFO ] [CONFIGURE ] ITGR: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T16:05:46.828061] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:05:47.074824] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:47.320402] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:47.563291] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:05:47.810128] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:48.060148] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:48.310007] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:05:48.556430] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:05:48.803468] [DEBUG] [FORECASTER] ITGR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:05:49.051380] [DEBUG] [FORECASTER] ITGR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:49.051556] [INFO ] [CONFIGURE ] ITGR: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:05:49.051616] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4004 tests [2025-11-21T16:05:49.051687] [INFO ] [CONFIGURE ] ITGR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:05:49.051731] [INFO ] [CONFIGURE ] ITGR: Best accuracy: 60.00% [2025-11-21T16:05:49.051772] [INFO ] [CONFIGURE ] ITGR: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T16:05:49.051810] [INFO ] [CONFIGURE ] ITGR: Improvement over baseline: 10.00% [2025-11-21T16:05:49.051847] [INFO ] [CONFIGURE ] ITGR: Total time: 1.3 minutes [2025-11-21T16:05:49.051882] [INFO ] [CONFIGURE ] ITGR: Average time per feature: 2.6 seconds [2025-11-21T16:05:49.051919] [INFO ] [CONFIGURE ] ITGR: Average speed: 0.38 features/sec [2025-11-21T16:05:49.052418] [INFO ] [LOCAL ] Saved configuration for ITGR: 1 features, 60.00% accuracy -> ./output/feature-sets/ITGR.json [2025-11-21T16:05:49.052475] [INFO ] [CONFIGURE ] ITGR: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T16:05:49.052524] [INFO ] [sig ] [591/723] Successfully configured ITGR | 0.01 sym/s | Total: 13.5h | ETA: 3.0h [2025-11-21T16:05:49.052570] [INFO ] [sig ] [592/723] Configuring ITT... [2025-11-21T16:05:49.052610] [INFO ] [CONFIGURE ] ITT: Configurate test run. [2025-11-21T16:05:49.052673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'. [2025-11-21T16:05:49.129813] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ITT'. [2025-11-21T16:05:49.130193] [INFO ] [CONFIGURE ] ITT: Testing with 29 available features [2025-11-21T16:05:49.130256] [INFO ] [CONFIGURE ] ITT: Establishing baseline with no features... [2025-11-21T16:05:49.297971] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:05:49.466731] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:05:49.638926] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:49.810185] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:05:49.979686] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:05:50.153169] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:50.324536] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:05:50.494852] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:05:50.667686] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:05:50.839073] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:05:50.839228] [INFO ] [CONFIGURE ] ITT: Baseline score (no features): 40.00% [2025-11-21T16:05:50.839276] [INFO ] [CONFIGURE ] ITT: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:05:50.839313] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:05:51.053482] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:05:51.254995] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:51.459356] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:51.685972] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:05:51.892004] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:52.098638] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:52.305956] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:05:52.510123] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:05:52.714420] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:05:52.920090] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:05:52.920274] [INFO ] [CONFIGURE ] ITT: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T16:05:52.920323] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4003 tests [2025-11-21T16:05:52.920361] [INFO ] [CONFIGURE ] ITT: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:05:52.920397] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:05:53.162414] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:05:53.391847] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:53.619564] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:05:53.864824] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:05:54.149705] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:05:54.390044] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:54.622063] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:05:54.856561] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:05:55.094562] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:05:55.336943] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:05:55.337141] [INFO ] [CONFIGURE ] ITT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T16:05:55.337195] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4002 tests [2025-11-21T16:05:55.337307] [INFO ] [CONFIGURE ] ITT: Testing feature 3/29: add_daily_returns [2025-11-21T16:05:55.337353] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:05:55.565614] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:05:55.780291] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:55.996332] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:56.208358] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:05:56.428258] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:56.646319] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:56.861484] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:05:57.079946] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:05:57.297080] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:05:57.508441] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:05:57.508619] [INFO ] [CONFIGURE ] ITT: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T16:05:57.508691] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4001 tests [2025-11-21T16:05:57.508755] [INFO ] [CONFIGURE ] ITT: Testing feature 4/29: add_ema [2025-11-21T16:05:57.508807] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:05:57.746716] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:05:57.986013] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:05:58.240029] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:05:58.493197] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:05:58.741933] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:05:58.990072] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:05:59.241348] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:05:59.499433] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:05:59.759183] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:00.021134] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:00.021360] [INFO ] [CONFIGURE ] ITT: DISCARDED add_ema (score: 50.00%) [2025-11-21T16:06:00.021410] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 4000 tests [2025-11-21T16:06:00.021450] [INFO ] [CONFIGURE ] ITT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:06:00.021487] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:06:00.287782] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:01.241142] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:01.517731] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:01.776145] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:02.039415] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:06:02.297361] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:06:02.550862] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:02.799850] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:06:03.051184] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:03.300037] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:03.300246] [INFO ] [CONFIGURE ] ITT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T16:06:03.300311] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3999 tests [2025-11-21T16:06:03.300362] [INFO ] [CONFIGURE ] ITT: Testing feature 6/29: add_failed_moves [2025-11-21T16:06:03.300409] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T16:06:03.506117] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:03.710555] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:03.920756] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:04.128377] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:04.342307] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:04.561228] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:06:04.771467] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:04.991125] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:05.209849] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:05.424347] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:05.424534] [INFO ] [CONFIGURE ] ITT: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T16:06:05.424585] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3998 tests [2025-11-21T16:06:05.424626] [INFO ] [CONFIGURE ] ITT: Testing feature 7/29: add_lag_shelf [2025-11-21T16:06:05.424686] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T16:06:05.629455] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:05.830227] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:06.039238] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:06.244814] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:06.447186] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:06:06.652078] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:06:06.852739] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:07.059697] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:07.268237] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:07.481197] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:07.481387] [INFO ] [CONFIGURE ] ITT: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T16:06:07.481449] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3997 tests [2025-11-21T16:06:07.481545] [INFO ] [CONFIGURE ] ITT: Testing feature 8/29: add_macd [2025-11-21T16:06:07.481597] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T16:06:07.784382] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:08.076408] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:08.374768] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:08.671938] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:08.983091] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:09.282954] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:06:09.573728] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:09.867750] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:10.159587] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:06:10.458399] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:10.458588] [INFO ] [CONFIGURE ] ITT: DISCARDED add_macd (score: 50.00%) [2025-11-21T16:06:10.458665] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3996 tests [2025-11-21T16:06:10.458719] [INFO ] [CONFIGURE ] ITT: Testing feature 9/29: add_mfi [2025-11-21T16:06:10.458766] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T16:06:10.670335] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:10.879383] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:11.095470] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:11.308380] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:11.521294] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:11.746244] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:11.965941] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:12.181016] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:12.402131] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:12.615436] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:12.615666] [INFO ] [CONFIGURE ] ITT: KEPT add_mfi (score: 60.00%) [2025-11-21T16:06:12.615731] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3995 tests [2025-11-21T16:06:12.615781] [INFO ] [CONFIGURE ] ITT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:06:12.615825] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:06:12.929986] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:13.245336] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:13.570386] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:13.895820] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:14.240098] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:14.585236] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:14.910502] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:15.247294] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:15.571250] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:15.896318] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:15.896499] [INFO ] [CONFIGURE ] ITT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:06:15.896556] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3994 tests [2025-11-21T16:06:15.896607] [INFO ] [CONFIGURE ] ITT: Testing feature 11/29: add_obv_daily [2025-11-21T16:06:15.896671] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_daily'] [2025-11-21T16:06:16.147925] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:16.406186] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:16.661750] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:16.917106] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:17.174399] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:17.426631] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:17.684322] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:17.940359] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:18.196665] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:06:18.450614] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:18.450819] [INFO ] [CONFIGURE ] ITT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T16:06:18.450876] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3993 tests [2025-11-21T16:06:18.450924] [INFO ] [CONFIGURE ] ITT: Testing feature 12/29: add_obv_interval [2025-11-21T16:06:18.450967] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_obv_interval'] [2025-11-21T16:06:18.696099] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:18.923053] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:19.151222] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:19.379474] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:19.611059] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:19.853442] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:06:20.085931] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:20.317621] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:20.555675] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:06:20.788943] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:20.789132] [INFO ] [CONFIGURE ] ITT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:06:20.789188] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3992 tests [2025-11-21T16:06:20.789235] [INFO ] [CONFIGURE ] ITT: Testing feature 13/29: add_opening_strength [2025-11-21T16:06:20.789278] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:06:21.045404] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:21.301793] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:21.576476] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:21.851795] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:22.127940] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:22.397140] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:22.667970] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:22.942052] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:06:23.224281] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:23.492957] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:23.493151] [INFO ] [CONFIGURE ] ITT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:06:23.493208] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3991 tests [2025-11-21T16:06:23.493262] [INFO ] [CONFIGURE ] ITT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:06:23.493306] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T16:06:23.730690] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:23.968724] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:24.235267] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:24.497109] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:24.761329] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:25.026622] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:06:25.312979] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:25.661909] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:26.021567] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:06:26.319095] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:26.319283] [INFO ] [CONFIGURE ] ITT: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T16:06:26.319339] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3990 tests [2025-11-21T16:06:26.319385] [INFO ] [CONFIGURE ] ITT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:06:26.319427] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T16:06:26.559087] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:26.802089] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:27.040271] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:27.282923] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:27.523984] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:06:27.772375] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:06:28.016437] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:28.260492] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:28.504959] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:06:28.760181] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:06:28.760361] [INFO ] [CONFIGURE ] ITT: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T16:06:28.760419] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3989 tests [2025-11-21T16:06:28.760467] [INFO ] [CONFIGURE ] ITT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:06:28.760510] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T16:06:29.018607] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:29.276164] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:29.548239] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:29.812234] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:30.077159] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:30.339999] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:30.613556] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:30.887550] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:31.153387] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:31.429108] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:31.429312] [INFO ] [CONFIGURE ] ITT: KEPT add_pbf_overnight_gap (score: 70.00%) [2025-11-21T16:06:31.429374] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3988 tests [2025-11-21T16:06:31.429423] [INFO ] [CONFIGURE ] ITT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:06:31.429468] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T16:06:31.718213] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:32.006273] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:32.299843] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:32.586853] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:32.873171] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:33.159280] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:33.433962] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:33.720382] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:34.007002] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:34.291016] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:34.291233] [INFO ] [CONFIGURE ] ITT: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T16:06:34.291317] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3987 tests [2025-11-21T16:06:34.291384] [INFO ] [CONFIGURE ] ITT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:06:34.291451] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T16:06:34.548362] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:34.802136] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:35.056123] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:06:35.311622] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:35.563397] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:35.815195] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:36.068483] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:36.328137] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:36.581797] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:36.830481] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:36.830697] [INFO ] [CONFIGURE ] ITT: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-11-21T16:06:36.830757] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3986 tests [2025-11-21T16:06:36.830808] [INFO ] [CONFIGURE ] ITT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:06:36.830850] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T16:06:37.071212] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:37.319299] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:37.570486] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:06:37.823578] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:38.072096] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:38.322968] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:38.595229] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:38.856079] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:39.110770] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:39.354811] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:39.354988] [INFO ] [CONFIGURE ] ITT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T16:06:39.355045] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3985 tests [2025-11-21T16:06:39.355095] [INFO ] [CONFIGURE ] ITT: Testing feature 20/29: add_price_rejection [2025-11-21T16:06:39.355140] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T16:06:39.621791] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:39.900071] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:40.175118] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:06:40.450980] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:40.729891] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:41.006639] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:41.282769] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:41.556074] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:06:41.839429] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:42.114620] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:42.114858] [INFO ] [CONFIGURE ] ITT: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T16:06:42.114920] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3984 tests [2025-11-21T16:06:42.114969] [INFO ] [CONFIGURE ] ITT: Testing feature 21/29: add_range_position [2025-11-21T16:06:42.115006] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T16:06:42.390615] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:42.699607] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:06:43.002263] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:06:43.303463] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:43.619590] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:43.920140] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:44.205994] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:44.484658] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:06:44.764535] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:45.073530] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:45.073788] [INFO ] [CONFIGURE ] ITT: DISCARDED add_range_position (score: 90.00%) [2025-11-21T16:06:45.073855] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3983 tests [2025-11-21T16:06:45.073911] [INFO ] [CONFIGURE ] ITT: Testing feature 22/29: add_realized_volatility [2025-11-21T16:06:45.073977] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T16:06:45.465190] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:45.847529] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:46.227117] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:46.604359] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:46.978608] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:47.380484] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:47.778255] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:48.185291] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:48.590745] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:48.992808] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:48.993023] [INFO ] [CONFIGURE ] ITT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T16:06:48.993094] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3982 tests [2025-11-21T16:06:48.993152] [INFO ] [CONFIGURE ] ITT: Testing feature 23/29: add_recent_range_context [2025-11-21T16:06:48.993202] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T16:06:49.257699] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:06:49.528542] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:49.802796] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:50.075673] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:50.350088] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:50.635797] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:50.915871] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:51.192770] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:51.492718] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:51.758600] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:51.758795] [INFO ] [CONFIGURE ] ITT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:06:51.758853] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3981 tests [2025-11-21T16:06:51.758900] [INFO ] [CONFIGURE ] ITT: Testing feature 24/29: add_rsi [2025-11-21T16:06:51.758942] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T16:06:52.048973] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:52.334206] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:52.621634] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:52.919334] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:53.250027] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:53.566510] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:53.871974] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:54.180683] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:54.483286] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:54.829956] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:54.830166] [INFO ] [CONFIGURE ] ITT: DISCARDED add_rsi (score: 80.00%) [2025-11-21T16:06:54.830227] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3980 tests [2025-11-21T16:06:54.830278] [INFO ] [CONFIGURE ] ITT: Testing feature 25/29: add_tick_distribution [2025-11-21T16:06:54.830327] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T16:06:55.116357] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:55.410356] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:55.703821] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:06:55.992195] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:56.275977] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:56.555623] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:56.829448] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:06:57.100342] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:06:57.375813] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:06:57.641619] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:06:57.641877] [INFO ] [CONFIGURE ] ITT: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T16:06:57.641938] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3979 tests [2025-11-21T16:06:57.641984] [INFO ] [CONFIGURE ] ITT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:06:57.642027] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T16:06:57.911178] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:06:58.191225] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:06:58.481337] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:06:58.767194] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:06:59.049591] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:06:59.338458] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:06:59.621686] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:06:59.907252] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:07:00.205757] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:01.196868] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:07:01.197069] [INFO ] [CONFIGURE ] ITT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:07:01.197126] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3978 tests [2025-11-21T16:07:01.197175] [INFO ] [CONFIGURE ] ITT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:07:01.197218] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T16:07:01.538722] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:01.858187] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:02.184485] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:02.507071] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:07:02.838716] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:07:03.155934] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:07:03.451492] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:07:03.753368] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:04.057012] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:04.362496] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:04.362721] [INFO ] [CONFIGURE ] ITT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T16:07:04.362786] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3977 tests [2025-11-21T16:07:04.362839] [INFO ] [CONFIGURE ] ITT: Testing feature 28/29: add_volume_profile [2025-11-21T16:07:04.362886] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T16:07:04.647122] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:04.931856] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:07:05.217862] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:05.501671] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:07:05.779230] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:07:06.043694] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:07:06.313288] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:06.579388] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:07:06.862190] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:07:07.139172] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:07.139351] [INFO ] [CONFIGURE ] ITT: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T16:07:07.139408] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3976 tests [2025-11-21T16:07:07.139456] [INFO ] [CONFIGURE ] ITT: Testing feature 29/29: add_vwap [2025-11-21T16:07:07.139500] [INFO ] [CONFIGURE ] ITT: Testing with features: ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T16:07:07.432732] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:07.707832] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:07.979312] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:08.249579] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:07:08.533944] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:07:08.802619] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:07:09.074506] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:09.346410] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:07:09.633853] [DEBUG] [FORECASTER] ITT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:07:09.923463] [DEBUG] [FORECASTER] ITT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:09.923677] [INFO ] [CONFIGURE ] ITT: DISCARDED add_vwap (score: 70.00%) [2025-11-21T16:07:09.923745] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3975 tests [2025-11-21T16:07:09.923817] [INFO ] [CONFIGURE ] ITT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:07:09.923870] [INFO ] [CONFIGURE ] ITT: Best accuracy: 90.00% [2025-11-21T16:07:09.923916] [INFO ] [CONFIGURE ] ITT: Best feature set (4 features): ['add_bollinger_bands', 'add_mfi', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T16:07:09.923958] [INFO ] [CONFIGURE ] ITT: Improvement over baseline: 50.00% [2025-11-21T16:07:09.923997] [INFO ] [CONFIGURE ] ITT: Total time: 1.3 minutes [2025-11-21T16:07:09.924057] [INFO ] [CONFIGURE ] ITT: Average time per feature: 2.7 seconds [2025-11-21T16:07:09.924099] [INFO ] [CONFIGURE ] ITT: Average speed: 0.37 features/sec [2025-11-21T16:07:09.924415] [INFO ] [LOCAL ] Saved configuration for ITT: 4 features, 90.00% accuracy -> ./output/feature-sets/ITT.json [2025-11-21T16:07:09.924475] [INFO ] [CONFIGURE ] ITT: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T16:07:09.924527] [INFO ] [sig ] [592/723] Successfully configured ITT | 0.01 sym/s | Total: 13.6h | ETA: 3.0h [2025-11-21T16:07:09.924575] [INFO ] [sig ] [593/723] Configuring IVZ... [2025-11-21T16:07:09.924617] [INFO ] [CONFIGURE ] IVZ: Configurate test run. [2025-11-21T16:07:09.924686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-11-21T16:07:10.002409] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IVZ'. [2025-11-21T16:07:10.002812] [INFO ] [CONFIGURE ] IVZ: Testing with 29 available features [2025-11-21T16:07:10.002876] [INFO ] [CONFIGURE ] IVZ: Establishing baseline with no features... [2025-11-21T16:07:10.178633] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:10.355005] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:10.528056] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:07:10.709318] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:10.887308] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:11.064992] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:11.237622] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:11.410901] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:07:11.586375] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:07:11.765855] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:07:11.766192] [INFO ] [CONFIGURE ] IVZ: Baseline score (no features): 30.00% [2025-11-21T16:07:11.766248] [INFO ] [CONFIGURE ] IVZ: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:07:11.766285] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:07:11.976587] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:12.182034] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:12.387171] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:12.596633] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:12.808082] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:13.025072] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:13.231768] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:13.442055] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:07:13.662923] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:13.871268] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:07:13.871442] [INFO ] [CONFIGURE ] IVZ: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T16:07:13.871491] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3974 tests [2025-11-21T16:07:13.871529] [INFO ] [CONFIGURE ] IVZ: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:07:13.871565] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:07:14.124208] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:14.364558] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:14.607315] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:14.851554] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:15.104464] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:15.343628] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:15.587071] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:15.834245] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:16.083275] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:07:16.342474] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:16.342749] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T16:07:16.342818] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3973 tests [2025-11-21T16:07:16.342880] [INFO ] [CONFIGURE ] IVZ: Testing feature 3/29: add_daily_returns [2025-11-21T16:07:16.342931] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:07:16.583521] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:16.810774] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:17.040713] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:17.276364] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:17.511557] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:07:17.752276] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:17.978456] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:18.211709] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:18.439879] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:18.671877] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:18.672254] [INFO ] [CONFIGURE ] IVZ: KEPT add_daily_returns (score: 60.00%) [2025-11-21T16:07:18.672361] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3972 tests [2025-11-21T16:07:18.672448] [INFO ] [CONFIGURE ] IVZ: Testing feature 4/29: add_ema [2025-11-21T16:07:18.672555] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T16:07:18.951743] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:19.255959] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:19.536370] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:19.817877] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:20.106947] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:20.400932] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:20.686111] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:20.975348] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:21.263612] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:21.543152] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:21.543353] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_ema (score: 50.00%) [2025-11-21T16:07:21.543412] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3971 tests [2025-11-21T16:07:21.543462] [INFO ] [CONFIGURE ] IVZ: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:07:21.543508] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:07:21.851386] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:22.132678] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:22.408387] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:22.689054] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:22.972313] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:23.258494] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:23.549509] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:23.813663] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:24.077818] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:24.346846] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:24.347022] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:07:24.347079] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3970 tests [2025-11-21T16:07:24.347138] [INFO ] [CONFIGURE ] IVZ: Testing feature 6/29: add_failed_moves [2025-11-21T16:07:24.347190] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T16:07:24.578538] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:24.809773] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:25.039445] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:25.269120] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:25.501824] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:07:25.732397] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:25.964736] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:26.199436] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:26.445704] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:07:26.683458] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:26.683672] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T16:07:26.683863] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3969 tests [2025-11-21T16:07:26.683963] [INFO ] [CONFIGURE ] IVZ: Testing feature 7/29: add_lag_shelf [2025-11-21T16:07:26.684041] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T16:07:26.910528] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:27.137011] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:27.366925] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:27.597630] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:27.818589] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:28.036150] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:28.245705] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:28.458134] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:28.670274] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:28.883185] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:28.883361] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:07:28.883412] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3968 tests [2025-11-21T16:07:28.883454] [INFO ] [CONFIGURE ] IVZ: Testing feature 8/29: add_macd [2025-11-21T16:07:28.883494] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T16:07:29.180832] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:29.470078] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:29.767718] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:30.067524] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:30.366291] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:30.662423] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:30.962988] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:31.270785] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:31.580045] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:07:31.892241] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:31.892437] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_macd (score: 40.00%) [2025-11-21T16:07:31.892494] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3967 tests [2025-11-21T16:07:31.892542] [INFO ] [CONFIGURE ] IVZ: Testing feature 9/29: add_mfi [2025-11-21T16:07:31.892585] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T16:07:32.124599] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:32.355811] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:32.619919] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:32.944991] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:33.261220] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:33.560350] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:33.788723] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:34.018973] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:34.254817] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:34.482099] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:34.482306] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_mfi (score: 60.00%) [2025-11-21T16:07:34.482380] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3966 tests [2025-11-21T16:07:34.482442] [INFO ] [CONFIGURE ] IVZ: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:07:34.482501] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:07:34.817472] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:35.155054] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:35.494810] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:35.827381] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:36.165680] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:36.500527] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:36.832060] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:37.150124] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:37.468079] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:37.787943] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:37.788141] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:07:37.788202] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3965 tests [2025-11-21T16:07:37.788248] [INFO ] [CONFIGURE ] IVZ: Testing feature 11/29: add_obv_daily [2025-11-21T16:07:37.788299] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T16:07:38.027398] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:38.285396] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:38.551792] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:38.818691] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:07:39.081136] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:39.340510] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:39.602171] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:39.859772] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:40.131682] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:40.397058] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:40.397244] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:07:40.397299] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3964 tests [2025-11-21T16:07:40.397340] [INFO ] [CONFIGURE ] IVZ: Testing feature 12/29: add_obv_interval [2025-11-21T16:07:40.397396] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T16:07:40.641301] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:40.885112] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:41.128358] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:07:41.376523] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:07:41.625561] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:07:41.880951] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:42.105469] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:42.340396] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:42.569556] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:42.798440] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:42.798616] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:07:42.798731] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3963 tests [2025-11-21T16:07:42.798801] [INFO ] [CONFIGURE ] IVZ: Testing feature 13/29: add_opening_strength [2025-11-21T16:07:42.798851] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:07:43.040068] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:43.274746] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:07:43.507016] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:07:43.748240] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:07:43.981869] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:44.218762] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:44.454613] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:44.685693] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:44.920004] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:45.160848] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:45.161049] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T16:07:45.161108] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3962 tests [2025-11-21T16:07:45.161156] [INFO ] [CONFIGURE ] IVZ: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:07:45.161201] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T16:07:45.415404] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:45.672385] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:45.924445] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:46.187934] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:46.454823] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:46.715824] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:46.983426] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:47.251523] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:47.522448] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:47.788370] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:47.788557] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:07:47.788615] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3961 tests [2025-11-21T16:07:47.788683] [INFO ] [CONFIGURE ] IVZ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:07:47.788731] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T16:07:48.028632] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:48.269665] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:48.518150] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:48.756788] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:07:48.995992] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:49.239864] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:49.482562] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:49.732484] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:49.977747] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:50.215867] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:07:50.216038] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T16:07:50.216086] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3960 tests [2025-11-21T16:07:50.216124] [INFO ] [CONFIGURE ] IVZ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:07:50.216159] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T16:07:50.470718] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:07:50.732992] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:07:50.992060] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:07:51.247682] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:51.506305] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:51.770602] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:52.037411] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:52.280049] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:52.531060] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:52.778988] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:52.779214] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T16:07:52.779436] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3959 tests [2025-11-21T16:07:52.779502] [INFO ] [CONFIGURE ] IVZ: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:07:52.779551] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T16:07:53.037046] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:53.288794] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:53.538853] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:53.791707] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:07:54.039278] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:54.288171] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:54.547492] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:54.793258] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:55.057587] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:55.310133] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:55.310332] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:07:55.310391] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3958 tests [2025-11-21T16:07:55.310437] [INFO ] [CONFIGURE ] IVZ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:07:55.310550] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T16:07:55.529919] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:55.758327] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:55.990200] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:07:56.209988] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:56.430735] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:56.651092] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:56.874763] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:57.105419] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:57.328018] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:57.551831] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:57.552024] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:07:57.552073] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3957 tests [2025-11-21T16:07:57.552113] [INFO ] [CONFIGURE ] IVZ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:07:57.552149] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T16:07:57.785192] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:07:58.011239] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:07:58.229036] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:07:58.453923] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:07:58.671660] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:07:58.890901] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:07:59.111962] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:07:59.333566] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:07:59.557579] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:07:59.792314] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:07:59.792501] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T16:07:59.792551] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3956 tests [2025-11-21T16:07:59.792593] [INFO ] [CONFIGURE ] IVZ: Testing feature 20/29: add_price_rejection [2025-11-21T16:07:59.792629] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T16:08:00.068511] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:00.326585] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:01.207719] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:01.617720] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:01.866262] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:02.112558] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:02.361013] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:02.606040] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:02.846157] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:03.094241] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:03.094414] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:08:03.094475] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3955 tests [2025-11-21T16:08:03.094522] [INFO ] [CONFIGURE ] IVZ: Testing feature 21/29: add_range_position [2025-11-21T16:08:03.094567] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T16:08:03.362799] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:03.625956] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:03.885159] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:04.148796] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:04.403226] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:08:04.663492] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:04.920285] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:05.187601] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:05.454313] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:08:05.714294] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:05.714481] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_range_position (score: 50.00%) [2025-11-21T16:08:05.714536] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3954 tests [2025-11-21T16:08:05.714583] [INFO ] [CONFIGURE ] IVZ: Testing feature 22/29: add_realized_volatility [2025-11-21T16:08:05.714620] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T16:08:06.042724] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:06.371952] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:08:06.707477] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:07.033504] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:07.363611] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:07.686444] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:08.032473] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:08.364815] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:08.697951] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:09.042398] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:09.042634] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T16:08:09.042720] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3953 tests [2025-11-21T16:08:09.042772] [INFO ] [CONFIGURE ] IVZ: Testing feature 23/29: add_recent_range_context [2025-11-21T16:08:09.042819] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T16:08:09.282125] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:08:09.524196] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:09.762551] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:10.006447] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:10.254282] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:08:10.489590] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:10.729444] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:10.970042] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:11.206283] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:11.464582] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:11.464785] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:08:11.464845] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3952 tests [2025-11-21T16:08:11.464895] [INFO ] [CONFIGURE ] IVZ: Testing feature 24/29: add_rsi [2025-11-21T16:08:11.464941] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T16:08:11.748166] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:08:12.025666] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:12.290517] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:12.557885] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:12.825327] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:13.099584] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:13.386233] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:13.654865] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:13.923620] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:14.206330] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:14.206520] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:08:14.206578] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3951 tests [2025-11-21T16:08:14.206625] [INFO ] [CONFIGURE ] IVZ: Testing feature 25/29: add_tick_distribution [2025-11-21T16:08:14.206695] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T16:08:14.436274] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:08:14.663275] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:14.892117] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:15.125479] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:15.354449] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:15.584904] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:15.821066] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:16.053222] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:16.281957] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:16.514917] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:16.515251] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:08:16.515355] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3950 tests [2025-11-21T16:08:16.515442] [INFO ] [CONFIGURE ] IVZ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:08:16.515545] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T16:08:16.756099] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:16.992293] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:17.227119] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:17.462147] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:17.701136] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:08:17.946003] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:18.181689] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:18.419516] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:18.669337] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:18.904211] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:18.904406] [INFO ] [CONFIGURE ] IVZ: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:08:18.904462] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3949 tests [2025-11-21T16:08:18.904510] [INFO ] [CONFIGURE ] IVZ: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:08:18.904551] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T16:08:19.164767] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:08:19.443904] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:19.753432] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:20.154276] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:20.512509] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:20.794153] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:21.075790] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:21.357562] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:21.639938] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:21.921313] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:21.921501] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T16:08:21.921558] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3948 tests [2025-11-21T16:08:21.921609] [INFO ] [CONFIGURE ] IVZ: Testing feature 28/29: add_volume_profile [2025-11-21T16:08:21.921673] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T16:08:22.188516] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:22.453778] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:22.721002] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:22.975943] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:23.233080] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:23.501785] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:23.772529] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:24.038370] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:24.316432] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:24.593778] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:24.593996] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:08:24.594054] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3947 tests [2025-11-21T16:08:24.594127] [INFO ] [CONFIGURE ] IVZ: Testing feature 29/29: add_vwap [2025-11-21T16:08:24.594176] [INFO ] [CONFIGURE ] IVZ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T16:08:24.852206] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:08:25.115523] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:08:25.379174] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:25.648457] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:25.917669] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:26.176626] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:26.441357] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:08:26.703336] [DEBUG] [FORECASTER] IVZ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:26.963682] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:08:27.223987] [DEBUG] [FORECASTER] IVZ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:08:27.224175] [INFO ] [CONFIGURE ] IVZ: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:08:27.224230] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3946 tests [2025-11-21T16:08:27.224375] [INFO ] [CONFIGURE ] IVZ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:08:27.224423] [INFO ] [CONFIGURE ] IVZ: Best accuracy: 70.00% [2025-11-21T16:08:27.224466] [INFO ] [CONFIGURE ] IVZ: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T16:08:27.224506] [INFO ] [CONFIGURE ] IVZ: Improvement over baseline: 40.00% [2025-11-21T16:08:27.224544] [INFO ] [CONFIGURE ] IVZ: Total time: 1.3 minutes [2025-11-21T16:08:27.224621] [INFO ] [CONFIGURE ] IVZ: Average time per feature: 2.6 seconds [2025-11-21T16:08:27.224686] [INFO ] [CONFIGURE ] IVZ: Average speed: 0.38 features/sec [2025-11-21T16:08:27.225092] [INFO ] [LOCAL ] Saved configuration for IVZ: 3 features, 70.00% accuracy -> ./output/feature-sets/IVZ.json [2025-11-21T16:08:27.225157] [INFO ] [CONFIGURE ] IVZ: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T16:08:27.225220] [INFO ] [sig ] [593/723] Successfully configured IVZ | 0.01 sym/s | Total: 13.6h | ETA: 3.0h [2025-11-21T16:08:27.225267] [INFO ] [sig ] [594/723] Configuring J... [2025-11-21T16:08:27.225331] [INFO ] [CONFIGURE ] J: Configurate test run. [2025-11-21T16:08:27.225394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-11-21T16:08:27.302146] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'J'. [2025-11-21T16:08:27.302656] [INFO ] [CONFIGURE ] J: Testing with 29 available features [2025-11-21T16:08:27.302719] [INFO ] [CONFIGURE ] J: Establishing baseline with no features... [2025-11-21T16:08:27.469744] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:27.639886] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:27.811271] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:27.986293] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:28.157633] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:28.328363] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:28.501301] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:28.670159] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:28.845364] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:29.020566] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:08:29.020892] [INFO ] [CONFIGURE ] J: Baseline score (no features): 30.00% [2025-11-21T16:08:29.020995] [INFO ] [CONFIGURE ] J: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:08:29.021070] [INFO ] [CONFIGURE ] J: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:08:29.224546] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:29.431135] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:29.637127] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:29.847969] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:30.060446] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:30.267844] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:30.471917] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:08:30.677781] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:30.886167] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:31.096907] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:08:31.097084] [INFO ] [CONFIGURE ] J: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-21T16:08:31.097135] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3945 tests [2025-11-21T16:08:31.097187] [INFO ] [CONFIGURE ] J: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:08:31.097236] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:08:31.310291] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:31.526960] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:31.743852] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:31.963047] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:32.177360] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:32.387284] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:32.599203] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:32.813822] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:33.033527] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:33.245682] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:08:33.245868] [INFO ] [CONFIGURE ] J: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T16:08:33.245917] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3944 tests [2025-11-21T16:08:33.245956] [INFO ] [CONFIGURE ] J: Testing feature 3/29: add_daily_returns [2025-11-21T16:08:33.245993] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T16:08:33.469998] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:33.695746] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:33.920023] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:34.140796] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:34.362479] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:34.582779] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:34.818357] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:35.049428] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:35.275540] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:35.508869] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:08:35.509083] [INFO ] [CONFIGURE ] J: DISCARDED add_daily_returns (score: 20.00%) [2025-11-21T16:08:35.509134] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3943 tests [2025-11-21T16:08:35.509174] [INFO ] [CONFIGURE ] J: Testing feature 4/29: add_ema [2025-11-21T16:08:35.509211] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T16:08:35.777637] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:36.043773] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:36.307005] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:36.567333] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:36.826670] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:37.089977] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:08:37.359042] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:08:37.625774] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:37.889821] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:38.156657] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:08:38.156915] [INFO ] [CONFIGURE ] J: DISCARDED add_ema (score: 40.00%) [2025-11-21T16:08:38.156976] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3942 tests [2025-11-21T16:08:38.157024] [INFO ] [CONFIGURE ] J: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:08:38.157070] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:08:38.405782] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:38.651186] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:38.901993] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:39.156070] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:39.404853] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:39.655296] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:08:39.922168] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:08:40.189427] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:40.440488] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:40.687838] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:08:40.688021] [INFO ] [CONFIGURE ] J: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T16:08:40.688078] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3941 tests [2025-11-21T16:08:40.688125] [INFO ] [CONFIGURE ] J: Testing feature 6/29: add_failed_moves [2025-11-21T16:08:40.688170] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T16:08:40.897295] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:41.105383] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:41.314097] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:41.528809] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:41.739615] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:41.951545] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:42.167598] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:42.397339] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:42.632811] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:42.871678] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:08:42.871859] [INFO ] [CONFIGURE ] J: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T16:08:42.871924] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3940 tests [2025-11-21T16:08:42.871987] [INFO ] [CONFIGURE ] J: Testing feature 7/29: add_lag_shelf [2025-11-21T16:08:42.872034] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T16:08:43.082127] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:43.288779] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:43.498895] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:08:43.716613] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:43.936682] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:08:44.151372] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:44.363059] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:44.575830] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:44.790506] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:45.000685] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:08:45.000937] [INFO ] [CONFIGURE ] J: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T16:08:45.000987] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3939 tests [2025-11-21T16:08:45.001025] [INFO ] [CONFIGURE ] J: Testing feature 8/29: add_macd [2025-11-21T16:08:45.001060] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T16:08:45.304291] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:45.609142] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:45.917056] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:46.220070] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:46.533329] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:08:46.839392] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:47.155427] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:47.462773] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:47.770846] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:48.114924] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:08:48.115125] [INFO ] [CONFIGURE ] J: DISCARDED add_macd (score: 30.00%) [2025-11-21T16:08:48.115203] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3938 tests [2025-11-21T16:08:48.115251] [INFO ] [CONFIGURE ] J: Testing feature 9/29: add_mfi [2025-11-21T16:08:48.115294] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T16:08:48.345422] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:48.577435] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:48.813879] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:49.053688] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:49.290497] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:08:49.523726] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:49.759697] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:50.000201] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:08:50.233407] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:50.465329] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:08:50.465530] [INFO ] [CONFIGURE ] J: DISCARDED add_mfi (score: 40.00%) [2025-11-21T16:08:50.465589] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3937 tests [2025-11-21T16:08:50.465694] [INFO ] [CONFIGURE ] J: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:08:50.465755] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:08:50.778501] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:51.119074] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:08:51.471495] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:51.819068] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:08:52.170261] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:08:52.515324] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:08:52.865006] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:08:53.217085] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:53.586157] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:53.933954] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:08:53.934176] [INFO ] [CONFIGURE ] J: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T16:08:53.934235] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3936 tests [2025-11-21T16:08:53.934285] [INFO ] [CONFIGURE ] J: Testing feature 11/29: add_obv_daily [2025-11-21T16:08:53.934330] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T16:08:54.214999] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:54.490722] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:08:54.756211] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:55.036833] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:55.293562] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:08:55.559754] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:08:55.822064] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:56.087527] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:56.346890] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:56.611287] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:08:56.611505] [INFO ] [CONFIGURE ] J: KEPT add_obv_daily (score: 60.00%) [2025-11-21T16:08:56.611569] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3935 tests [2025-11-21T16:08:56.611618] [INFO ] [CONFIGURE ] J: Testing feature 12/29: add_obv_interval [2025-11-21T16:08:56.611682] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval'] [2025-11-21T16:08:56.884614] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:57.164844] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:08:57.445703] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:08:57.723917] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:08:58.007428] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:08:58.289716] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:08:58.561614] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:08:58.831307] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:08:59.124590] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:08:59.406093] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:08:59.406297] [INFO ] [CONFIGURE ] J: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T16:08:59.406369] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3934 tests [2025-11-21T16:08:59.406434] [INFO ] [CONFIGURE ] J: Testing feature 13/29: add_opening_strength [2025-11-21T16:08:59.406494] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:08:59.700231] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:08:59.996219] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:00.280627] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:00.545133] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:01.437634] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:01.762505] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:02.035972] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:09:02.322745] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:02.596214] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:02.864472] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:02.864715] [INFO ] [CONFIGURE ] J: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T16:09:02.864776] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3933 tests [2025-11-21T16:09:02.864823] [INFO ] [CONFIGURE ] J: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:09:02.864859] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T16:09:03.140020] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:03.420211] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:09:03.732167] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:09:04.041509] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:04.317930] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:04.598589] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:04.893971] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:05.203410] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:05.493099] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:05.791237] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:05.791419] [INFO ] [CONFIGURE ] J: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T16:09:05.791481] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3932 tests [2025-11-21T16:09:05.791529] [INFO ] [CONFIGURE ] J: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:09:05.791572] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T16:09:06.039213] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:06.284408] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:06.530788] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:06.776584] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:07.036399] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:07.295762] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:07.548425] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:07.812075] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:08.064519] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:08.342152] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:09:08.342348] [INFO ] [CONFIGURE ] J: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T16:09:08.342404] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3931 tests [2025-11-21T16:09:08.342453] [INFO ] [CONFIGURE ] J: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:09:08.342496] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T16:09:08.617906] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:08.899940] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:09.185251] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:09.473677] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:09.752349] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:10.030763] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:10.308389] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:09:10.586735] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:10.865488] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:11.147290] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:11.147523] [INFO ] [CONFIGURE ] J: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T16:09:11.147588] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3930 tests [2025-11-21T16:09:11.147639] [INFO ] [CONFIGURE ] J: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:09:11.147710] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T16:09:11.426105] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:11.718603] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:12.041149] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:12.396409] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:12.746296] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:13.044366] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:13.343681] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:13.644329] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:13.965028] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:14.261386] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:09:14.261582] [INFO ] [CONFIGURE ] J: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:09:14.261661] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3929 tests [2025-11-21T16:09:14.261712] [INFO ] [CONFIGURE ] J: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:09:14.261758] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T16:09:14.531175] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:14.785695] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:15.040891] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:15.305365] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:15.576285] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:15.839925] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:16.102596] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:16.372500] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:16.638807] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:16.901829] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:16.902051] [INFO ] [CONFIGURE ] J: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T16:09:16.902110] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3928 tests [2025-11-21T16:09:16.902157] [INFO ] [CONFIGURE ] J: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:09:16.902199] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T16:09:17.167628] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:17.431080] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:09:17.699037] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:17.978142] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:18.247029] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:18.525952] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:18.815978] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:09:19.093228] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:19.363532] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:19.626749] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:19.626945] [INFO ] [CONFIGURE ] J: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T16:09:19.627006] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3927 tests [2025-11-21T16:09:19.627055] [INFO ] [CONFIGURE ] J: Testing feature 20/29: add_price_rejection [2025-11-21T16:09:19.627100] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection'] [2025-11-21T16:09:19.904434] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:20.179922] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:09:20.456332] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:09:20.740903] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:21.014442] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:21.288043] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:21.575034] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:21.854863] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:22.148404] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:22.426965] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:22.427136] [INFO ] [CONFIGURE ] J: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T16:09:22.427251] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3926 tests [2025-11-21T16:09:22.427302] [INFO ] [CONFIGURE ] J: Testing feature 21/29: add_range_position [2025-11-21T16:09:22.427345] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position'] [2025-11-21T16:09:22.730564] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:23.035932] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:23.346198] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:23.666956] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:23.987233] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:24.289147] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:24.590562] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:09:24.911460] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:25.222118] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:25.543916] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:25.544759] [INFO ] [CONFIGURE ] J: DISCARDED add_range_position (score: 40.00%) [2025-11-21T16:09:25.544829] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3925 tests [2025-11-21T16:09:25.544881] [INFO ] [CONFIGURE ] J: Testing feature 22/29: add_realized_volatility [2025-11-21T16:09:25.544946] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility'] [2025-11-21T16:09:25.961288] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:26.363110] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:26.754934] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:27.143418] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:27.559755] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:27.962396] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:28.376435] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:09:28.777996] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:29.196288] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:29.603745] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:29.604067] [INFO ] [CONFIGURE ] J: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T16:09:29.604219] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3924 tests [2025-11-21T16:09:29.604277] [INFO ] [CONFIGURE ] J: Testing feature 23/29: add_recent_range_context [2025-11-21T16:09:29.604327] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context'] [2025-11-21T16:09:29.859508] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:30.151856] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:30.423490] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:30.697105] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:30.976673] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:31.264057] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:31.537266] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:31.814034] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:32.098077] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:32.369920] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:32.370159] [INFO ] [CONFIGURE ] J: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T16:09:32.370246] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3923 tests [2025-11-21T16:09:32.370328] [INFO ] [CONFIGURE ] J: Testing feature 24/29: add_rsi [2025-11-21T16:09:32.370378] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T16:09:32.706100] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:33.039160] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:09:33.372894] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:33.707315] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:34.045697] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:34.383126] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:34.721160] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:35.065466] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:35.398248] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:35.741370] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:35.741695] [INFO ] [CONFIGURE ] J: DISCARDED add_rsi (score: 40.00%) [2025-11-21T16:09:35.741789] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3922 tests [2025-11-21T16:09:35.741838] [INFO ] [CONFIGURE ] J: Testing feature 25/29: add_tick_distribution [2025-11-21T16:09:35.741883] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution'] [2025-11-21T16:09:36.019733] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:36.299075] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:09:36.585035] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:36.856681] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:37.130322] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:37.405987] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:37.681444] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:37.962208] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:38.248583] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:38.539635] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:38.539955] [INFO ] [CONFIGURE ] J: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:09:38.540032] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3921 tests [2025-11-21T16:09:38.540087] [INFO ] [CONFIGURE ] J: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:09:38.540139] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T16:09:38.825724] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:39.115559] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:39.402563] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:09:39.690236] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:39.989900] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:40.279330] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:40.546604] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:40.811903] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:41.079262] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:41.345328] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:41.345556] [INFO ] [CONFIGURE ] J: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T16:09:41.345614] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3920 tests [2025-11-21T16:09:41.345683] [INFO ] [CONFIGURE ] J: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:09:41.345730] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T16:09:41.617978] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:41.889721] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:09:42.141250] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:09:42.393993] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:42.646911] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:42.914265] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:43.166798] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:09:43.421042] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:43.681506] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:43.936568] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:43.936751] [INFO ] [CONFIGURE ] J: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T16:09:43.936809] [INFO ] [CONFIGURE ] JOB ETA: 3.1h | Avg: 2.8s/test | Remaining: 3919 tests [2025-11-21T16:09:43.936856] [INFO ] [CONFIGURE ] J: Testing feature 28/29: add_volume_profile [2025-11-21T16:09:43.936898] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_profile'] [2025-11-21T16:09:44.190464] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:44.439219] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:09:44.699828] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:44.954021] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:45.207299] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:45.467103] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:45.729068] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:45.990161] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:46.256707] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:46.519590] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:46.519809] [INFO ] [CONFIGURE ] J: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:09:46.519868] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3918 tests [2025-11-21T16:09:46.519916] [INFO ] [CONFIGURE ] J: Testing feature 29/29: add_vwap [2025-11-21T16:09:46.519959] [INFO ] [CONFIGURE ] J: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_vwap'] [2025-11-21T16:09:46.777697] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:47.042213] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:09:47.294558] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:09:47.558572] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:47.822533] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:48.084896] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:48.359918] [DEBUG] [FORECASTER] J: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:09:48.621705] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:48.884265] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:09:49.147389] [DEBUG] [FORECASTER] J: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:09:49.147590] [INFO ] [CONFIGURE ] J: DISCARDED add_vwap (score: 30.00%) [2025-11-21T16:09:49.147669] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3917 tests [2025-11-21T16:09:49.147728] [INFO ] [CONFIGURE ] J: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:09:49.147780] [INFO ] [CONFIGURE ] J: Best accuracy: 60.00% [2025-11-21T16:09:49.147830] [INFO ] [CONFIGURE ] J: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T16:09:49.147871] [INFO ] [CONFIGURE ] J: Improvement over baseline: 30.00% [2025-11-21T16:09:49.147909] [INFO ] [CONFIGURE ] J: Total time: 1.3 minutes [2025-11-21T16:09:49.147946] [INFO ] [CONFIGURE ] J: Average time per feature: 2.8 seconds [2025-11-21T16:09:49.147984] [INFO ] [CONFIGURE ] J: Average speed: 0.36 features/sec [2025-11-21T16:09:49.148453] [INFO ] [LOCAL ] Saved configuration for J: 2 features, 60.00% accuracy -> ./output/feature-sets/J.json [2025-11-21T16:09:49.148513] [INFO ] [CONFIGURE ] J: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T16:09:49.148562] [INFO ] [sig ] [594/723] Successfully configured J | 0.01 sym/s | Total: 13.6h | ETA: 3.0h [2025-11-21T16:09:49.148607] [INFO ] [sig ] [595/723] Configuring JBGS... [2025-11-21T16:09:49.148668] [INFO ] [CONFIGURE ] JBGS: Configurate test run. [2025-11-21T16:09:49.148713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-11-21T16:09:49.226112] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JBGS'. [2025-11-21T16:09:49.226483] [INFO ] [CONFIGURE ] JBGS: Testing with 29 available features [2025-11-21T16:09:49.226544] [INFO ] [CONFIGURE ] JBGS: Establishing baseline with no features... [2025-11-21T16:09:49.404072] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:49.584422] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:09:49.754738] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:09:49.927018] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:50.101358] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:50.278706] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:50.451029] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:09:50.623362] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:50.799249] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:09:50.979677] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:09:50.979854] [INFO ] [CONFIGURE ] JBGS: Baseline score (no features): 60.00% [2025-11-21T16:09:50.979905] [INFO ] [CONFIGURE ] JBGS: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:09:50.979943] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:09:51.192351] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:09:51.398895] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:09:51.607711] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:09:51.812954] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:52.019583] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:52.227952] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:52.436912] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:09:52.644259] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:52.853702] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:09:53.062809] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:09:53.062973] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T16:09:53.063020] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3916 tests [2025-11-21T16:09:53.063058] [INFO ] [CONFIGURE ] JBGS: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:09:53.063092] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:09:53.272788] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:53.486496] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:09:53.699743] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:09:53.915935] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:54.132347] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:09:54.370634] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:54.586693] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:09:54.804930] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:55.044502] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:09:55.265146] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:09:55.265439] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T16:09:55.265492] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3915 tests [2025-11-21T16:09:55.265530] [INFO ] [CONFIGURE ] JBGS: Testing feature 3/29: add_daily_returns [2025-11-21T16:09:55.265564] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_daily_returns'] [2025-11-21T16:09:55.452131] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:09:55.650088] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:09:55.841108] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:09:56.032155] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:09:56.225300] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:56.412893] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:09:56.604034] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:09:56.793924] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:09:56.982342] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:09:57.172497] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:09:57.172688] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T16:09:57.172765] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3914 tests [2025-11-21T16:09:57.172815] [INFO ] [CONFIGURE ] JBGS: Testing feature 4/29: add_ema [2025-11-21T16:09:57.172870] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_ema'] [2025-11-21T16:09:57.389042] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:09:57.608613] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:09:57.826571] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:09:58.044479] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:09:58.265770] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:09:58.483936] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:09:58.704257] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:09:58.931831] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:09:59.240329] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:09:59.552273] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:09:59.552698] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_ema (score: 60.00%) [2025-11-21T16:09:59.552839] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3913 tests [2025-11-21T16:09:59.553000] [INFO ] [CONFIGURE ] JBGS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:09:59.553094] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:09:59.842054] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:00.088317] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:00.309134] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:00.527896] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:01.447386] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:01.852264] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:02.095021] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:02.329397] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:02.552194] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:02.775915] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:02.776090] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:10:02.776146] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3912 tests [2025-11-21T16:10:02.776191] [INFO ] [CONFIGURE ] JBGS: Testing feature 6/29: add_failed_moves [2025-11-21T16:10:02.776233] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_failed_moves'] [2025-11-21T16:10:02.955402] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:03.142305] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:03.335842] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:03.530044] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:03.727985] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:03.919796] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:10:04.108745] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:04.298880] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:04.484329] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:04.672204] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:04.672350] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T16:10:04.672396] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3911 tests [2025-11-21T16:10:04.672434] [INFO ] [CONFIGURE ] JBGS: Testing feature 7/29: add_lag_shelf [2025-11-21T16:10:04.672469] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_lag_shelf'] [2025-11-21T16:10:04.846178] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:05.018712] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:05.191681] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:05.364686] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:05.538900] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:05.716868] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:05.892604] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:06.066724] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:06.245795] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:06.423908] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:06.424073] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:10:06.424118] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3910 tests [2025-11-21T16:10:06.424156] [INFO ] [CONFIGURE ] JBGS: Testing feature 8/29: add_macd [2025-11-21T16:10:06.424191] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T16:10:06.690016] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:06.949333] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:07.214523] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:10:07.476035] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:07.755042] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:08.028299] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:08.306129] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:08.576408] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:08.857551] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:09.106684] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:09.106881] [INFO ] [CONFIGURE ] JBGS: KEPT add_macd (score: 80.00%) [2025-11-21T16:10:09.106938] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3909 tests [2025-11-21T16:10:09.106985] [INFO ] [CONFIGURE ] JBGS: Testing feature 9/29: add_mfi [2025-11-21T16:10:09.107025] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T16:10:09.397922] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:09.681428] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:09.971336] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:10:10.253493] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:10.534943] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:10.824223] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:10:11.125184] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:11.431246] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:11.730730] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:12.029373] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:12.029622] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:10:12.029707] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3908 tests [2025-11-21T16:10:12.029760] [INFO ] [CONFIGURE ] JBGS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:10:12.029812] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:10:12.383912] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:12.726664] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:13.081212] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:10:13.451759] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:13.804636] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:14.172839] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:14.538510] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:14.890007] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:15.259363] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:15.626288] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:15.626463] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T16:10:15.626520] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3907 tests [2025-11-21T16:10:15.626670] [INFO ] [CONFIGURE ] JBGS: Testing feature 11/29: add_obv_daily [2025-11-21T16:10:15.626720] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T16:10:15.917313] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:16.214892] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:16.505122] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:16.791033] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:17.078374] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:17.373501] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:17.673616] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:17.972460] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:18.266304] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:18.549051] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:18.549227] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T16:10:18.549284] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3906 tests [2025-11-21T16:10:18.549330] [INFO ] [CONFIGURE ] JBGS: Testing feature 12/29: add_obv_interval [2025-11-21T16:10:18.549428] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T16:10:18.816209] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:19.085040] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:19.361808] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:19.659386] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:19.947461] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:20.231290] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:20.529709] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:20.821929] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:21.103710] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:21.379828] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:21.380036] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T16:10:21.380117] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3905 tests [2025-11-21T16:10:21.380166] [INFO ] [CONFIGURE ] JBGS: Testing feature 13/29: add_opening_strength [2025-11-21T16:10:21.380208] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:10:21.687498] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:21.993303] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:22.293465] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:22.602577] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:22.917112] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:23.239330] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:10:23.578077] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:23.942063] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:24.251454] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:24.564562] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:24.564754] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T16:10:24.564813] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3904 tests [2025-11-21T16:10:24.564926] [INFO ] [CONFIGURE ] JBGS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:10:24.564971] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T16:10:24.855214] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:25.150168] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:25.447659] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:10:25.746971] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:26.043606] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:26.342976] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:26.640437] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:26.941532] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:27.244311] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:27.549784] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:27.549975] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:10:27.550034] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3903 tests [2025-11-21T16:10:27.550082] [INFO ] [CONFIGURE ] JBGS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:10:27.550152] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T16:10:27.828730] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:28.103674] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:28.368742] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:28.633858] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:28.905405] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:29.205271] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:10:29.496582] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:29.789343] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:30.084821] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:30.389547] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:30.389752] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T16:10:30.389810] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3902 tests [2025-11-21T16:10:30.389847] [INFO ] [CONFIGURE ] JBGS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:10:30.389902] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T16:10:30.678411] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:10:30.964090] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:31.244403] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:31.533724] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:31.816860] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:32.094559] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:32.378998] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:32.654793] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:32.930247] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:33.211997] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:10:33.212194] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:10:33.212254] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3901 tests [2025-11-21T16:10:33.212307] [INFO ] [CONFIGURE ] JBGS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:10:33.212351] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T16:10:33.517425] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:10:33.821157] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:34.120422] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:34.417229] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:34.706376] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:34.995277] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:35.290473] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:35.580609] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:35.873315] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:36.162534] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:36.162742] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T16:10:36.162800] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3900 tests [2025-11-21T16:10:36.162851] [INFO ] [CONFIGURE ] JBGS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:10:36.162900] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T16:10:36.432042] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:36.706972] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:36.983401] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:37.257442] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:37.528533] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:37.795518] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:10:38.078360] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:38.348930] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:38.656224] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:38.964132] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:38.964409] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:10:38.964481] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3899 tests [2025-11-21T16:10:38.964530] [INFO ] [CONFIGURE ] JBGS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:10:38.964573] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T16:10:39.235598] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:39.498683] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:39.760589] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:10:40.019006] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:40.276439] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:40.544132] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:10:40.800451] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:41.054035] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:41.308380] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:41.565839] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:41.566018] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T16:10:41.566070] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3898 tests [2025-11-21T16:10:41.566117] [INFO ] [CONFIGURE ] JBGS: Testing feature 20/29: add_price_rejection [2025-11-21T16:10:41.566159] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T16:10:41.855013] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:42.140526] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:10:42.433209] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:42.723632] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:43.013790] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:43.299996] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:43.594639] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:43.886919] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:44.195309] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:44.506862] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:44.507048] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T16:10:44.507108] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3897 tests [2025-11-21T16:10:44.507157] [INFO ] [CONFIGURE ] JBGS: Testing feature 21/29: add_range_position [2025-11-21T16:10:44.507202] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T16:10:44.810825] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:45.117165] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:45.415187] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:10:45.721170] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:10:46.021567] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:46.319305] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:46.606945] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:46.898346] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:47.186770] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:47.474928] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:47.475115] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:10:47.475172] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3896 tests [2025-11-21T16:10:47.475216] [INFO ] [CONFIGURE ] JBGS: Testing feature 22/29: add_realized_volatility [2025-11-21T16:10:47.475259] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T16:10:47.871610] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:48.255208] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:48.641347] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:49.048670] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:49.451608] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:49.861315] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:50.256148] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:10:50.646530] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:51.054286] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:51.479471] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:51.479749] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:10:51.479827] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3895 tests [2025-11-21T16:10:51.479887] [INFO ] [CONFIGURE ] JBGS: Testing feature 23/29: add_recent_range_context [2025-11-21T16:10:51.479949] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T16:10:51.797173] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:52.114353] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:52.420768] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:10:52.727777] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:53.021766] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:10:53.311048] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:10:53.604902] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:53.896451] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:54.187946] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:54.497099] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:54.497271] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T16:10:54.497330] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3894 tests [2025-11-21T16:10:54.497389] [INFO ] [CONFIGURE ] JBGS: Testing feature 24/29: add_rsi [2025-11-21T16:10:54.497435] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T16:10:54.825718] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:55.167333] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:55.493016] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:10:55.806349] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:56.114994] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:56.435657] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:10:56.756259] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:10:57.080159] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:10:57.412732] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:10:57.739019] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:10:57.739218] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T16:10:57.739275] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3893 tests [2025-11-21T16:10:57.739324] [INFO ] [CONFIGURE ] JBGS: Testing feature 25/29: add_tick_distribution [2025-11-21T16:10:57.739366] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T16:10:58.018833] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:10:58.321494] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:10:58.598022] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:10:58.874847] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:10:59.161223] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:10:59.444707] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:10:59.753152] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:11:00.054991] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:00.341756] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:00.629933] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:11:00.630115] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:11:00.630174] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3892 tests [2025-11-21T16:11:00.630223] [INFO ] [CONFIGURE ] JBGS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:11:00.630267] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T16:11:01.630865] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:02.035969] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:11:02.326535] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:11:02.609623] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:11:02.895814] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:11:03.184555] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:11:03.471800] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:11:03.790213] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:04.088242] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:04.380713] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:11:04.380884] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:11:04.380941] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3891 tests [2025-11-21T16:11:04.380986] [INFO ] [CONFIGURE ] JBGS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:11:04.381031] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T16:11:04.680342] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:04.976426] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:11:05.275707] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:11:05.574694] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:11:05.873173] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:11:06.169946] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:06.480486] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:11:06.778852] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:07.078377] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:07.382800] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:11:07.382975] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T16:11:07.383031] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3890 tests [2025-11-21T16:11:07.383077] [INFO ] [CONFIGURE ] JBGS: Testing feature 28/29: add_volume_profile [2025-11-21T16:11:07.383126] [INFO ] [CONFIGURE ] JBGS: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T16:11:07.687823] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:07.973017] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:11:08.257883] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:11:08.534927] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:11:08.855544] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:11:09.195115] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:09.573242] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:11:09.933322] [DEBUG] [FORECASTER] JBGS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:10.231362] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:10.511092] [DEBUG] [FORECASTER] JBGS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:11:10.511276] [INFO ] [CONFIGURE ] JBGS: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:11:10.511473] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3889 tests [2025-11-21T16:11:10.511551] [INFO ] [CONFIGURE ] JBGS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:11:10.511616] [INFO ] [CONFIGURE ] JBGS: Best accuracy: 80.00% [2025-11-21T16:11:10.511700] [INFO ] [CONFIGURE ] JBGS: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-21T16:11:10.511753] [INFO ] [CONFIGURE ] JBGS: Improvement over baseline: 20.00% [2025-11-21T16:11:10.511796] [INFO ] [CONFIGURE ] JBGS: Total time: 1.3 minutes [2025-11-21T16:11:10.511834] [INFO ] [CONFIGURE ] JBGS: Average time per feature: 2.8 seconds [2025-11-21T16:11:10.511872] [INFO ] [CONFIGURE ] JBGS: Average speed: 0.36 features/sec [2025-11-21T16:11:10.512368] [INFO ] [LOCAL ] Saved configuration for JBGS: 2 features, 80.00% accuracy -> ./output/feature-sets/JBGS.json [2025-11-21T16:11:10.512426] [INFO ] [CONFIGURE ] JBGS: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T16:11:10.512470] [INFO ] [sig ] [595/723] Successfully configured JBGS | 0.01 sym/s | Total: 13.6h | ETA: 2.9h [2025-11-21T16:11:10.512514] [INFO ] [sig ] [596/723] Configuring JBI... [2025-11-21T16:11:10.512552] [INFO ] [CONFIGURE ] JBI: Configurate test run. [2025-11-21T16:11:10.512590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-11-21T16:11:10.618180] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JBI'. [2025-11-21T16:11:10.618595] [INFO ] [CONFIGURE ] JBI: Testing with 29 available features [2025-11-21T16:11:10.618682] [INFO ] [CONFIGURE ] JBI: Establishing baseline with no features... [2025-11-21T16:11:10.794429] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:10.968101] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:11.140077] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:11.313158] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:11.486100] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:11.662228] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:11.835917] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:12.011515] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:12.185533] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:12.363025] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:12.363185] [INFO ] [CONFIGURE ] JBI: Baseline score (no features): 60.00% [2025-11-21T16:11:12.363234] [INFO ] [CONFIGURE ] JBI: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:11:12.363272] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:11:12.584495] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:12.807737] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:13.040721] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:13.247070] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:13.446525] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:13.648069] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:13.858272] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:11:14.075723] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:14.285114] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:14.497778] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:14.497940] [INFO ] [CONFIGURE ] JBI: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T16:11:14.497987] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3888 tests [2025-11-21T16:11:14.498026] [INFO ] [CONFIGURE ] JBI: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:11:14.498061] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:11:14.709426] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:14.917425] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:15.130277] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:11:15.341916] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:11:15.559712] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:15.771768] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:15.981416] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:16.194327] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:11:16.407846] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:16.629193] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:16.629364] [INFO ] [CONFIGURE ] JBI: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T16:11:16.629411] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3887 tests [2025-11-21T16:11:16.629448] [INFO ] [CONFIGURE ] JBI: Testing feature 3/29: add_daily_returns [2025-11-21T16:11:16.629481] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_daily_returns'] [2025-11-21T16:11:16.810699] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:16.993600] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:17.182281] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:17.370447] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:17.556215] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:17.743614] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:17.936552] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:18.127143] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:18.314113] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:18.504060] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:18.504249] [INFO ] [CONFIGURE ] JBI: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:11:18.504296] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3886 tests [2025-11-21T16:11:18.504334] [INFO ] [CONFIGURE ] JBI: Testing feature 4/29: add_ema [2025-11-21T16:11:18.504368] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_ema'] [2025-11-21T16:11:18.725495] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:18.944527] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:19.164431] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:19.388271] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:19.613115] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:19.856488] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:20.089224] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:20.325520] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:20.551865] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:20.779816] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:20.780158] [INFO ] [CONFIGURE ] JBI: DISCARDED add_ema (score: 60.00%) [2025-11-21T16:11:20.780288] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3885 tests [2025-11-21T16:11:20.780397] [INFO ] [CONFIGURE ] JBI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:11:20.780482] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:11:21.007308] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:11:21.233231] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:21.452755] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:21.669980] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:21.893022] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:22.124478] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:11:22.351965] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:22.580665] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:22.808067] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:23.045737] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:23.045929] [INFO ] [CONFIGURE ] JBI: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T16:11:23.045990] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3884 tests [2025-11-21T16:11:23.046037] [INFO ] [CONFIGURE ] JBI: Testing feature 6/29: add_failed_moves [2025-11-21T16:11:23.046080] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_failed_moves'] [2025-11-21T16:11:23.233401] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:23.423788] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:23.611010] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:23.801256] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:23.989019] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:24.183660] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:24.373848] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:24.567148] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:24.756469] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:24.954609] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:24.954825] [INFO ] [CONFIGURE ] JBI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:11:24.954875] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3883 tests [2025-11-21T16:11:24.954950] [INFO ] [CONFIGURE ] JBI: Testing feature 7/29: add_lag_shelf [2025-11-21T16:11:24.954990] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_lag_shelf'] [2025-11-21T16:11:25.134241] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:25.316601] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:25.498687] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:25.677186] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:25.858740] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:26.035359] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:26.211935] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:26.390878] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:26.578579] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:26.756899] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:26.757052] [INFO ] [CONFIGURE ] JBI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:11:26.757098] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3882 tests [2025-11-21T16:11:26.757136] [INFO ] [CONFIGURE ] JBI: Testing feature 8/29: add_macd [2025-11-21T16:11:26.757171] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T16:11:27.035915] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:11:27.321761] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:27.608416] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:27.895225] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:28.180387] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:28.460852] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:28.752963] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:29.017263] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:29.280521] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:29.547598] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:29.547801] [INFO ] [CONFIGURE ] JBI: DISCARDED add_macd (score: 40.00%) [2025-11-21T16:11:29.547860] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3881 tests [2025-11-21T16:11:29.547909] [INFO ] [CONFIGURE ] JBI: Testing feature 9/29: add_mfi [2025-11-21T16:11:29.547951] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_mfi'] [2025-11-21T16:11:29.732322] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:29.918385] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:30.105924] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:30.291158] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:30.478387] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:30.663886] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:30.854079] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:31.044428] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:31.234321] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:31.426688] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:31.427054] [INFO ] [CONFIGURE ] JBI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:11:31.427175] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3880 tests [2025-11-21T16:11:31.427291] [INFO ] [CONFIGURE ] JBI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:11:31.427396] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:11:31.711609] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:31.988124] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:32.255891] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:32.522519] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:32.804453] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:33.079887] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:33.347110] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:11:33.608070] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:33.881017] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:34.167853] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:34.168060] [INFO ] [CONFIGURE ] JBI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T16:11:34.168119] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3879 tests [2025-11-21T16:11:34.168166] [INFO ] [CONFIGURE ] JBI: Testing feature 11/29: add_obv_daily [2025-11-21T16:11:34.168207] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_obv_daily'] [2025-11-21T16:11:34.378205] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:11:34.585879] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:34.794149] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:35.005628] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:35.215150] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:35.423385] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:11:35.637037] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:11:35.847946] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:36.066668] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:36.283092] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:36.283392] [INFO ] [CONFIGURE ] JBI: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T16:11:36.283496] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3878 tests [2025-11-21T16:11:36.283582] [INFO ] [CONFIGURE ] JBI: Testing feature 12/29: add_obv_interval [2025-11-21T16:11:36.283698] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_obv_interval'] [2025-11-21T16:11:36.486323] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:36.696960] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:36.903225] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:11:37.102437] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:11:37.304589] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:37.504511] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:37.705440] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:37.908057] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:38.113860] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:38.317040] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:38.317209] [INFO ] [CONFIGURE ] JBI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:11:38.317257] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3877 tests [2025-11-21T16:11:38.317295] [INFO ] [CONFIGURE ] JBI: Testing feature 13/29: add_opening_strength [2025-11-21T16:11:38.317329] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T16:11:38.537730] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:38.753132] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:38.975312] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:11:39.198280] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:39.425259] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:39.642124] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:39.861356] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:40.078590] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:40.297904] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:40.520023] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:40.520189] [INFO ] [CONFIGURE ] JBI: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:11:40.520236] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3876 tests [2025-11-21T16:11:40.520274] [INFO ] [CONFIGURE ] JBI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:11:40.520308] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T16:11:40.736914] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:40.956104] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:41.171271] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:11:41.386125] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:41.603621] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:41.822789] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:42.045787] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:42.265338] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:42.485154] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:42.708757] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:42.708954] [INFO ] [CONFIGURE ] JBI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:11:42.709011] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3875 tests [2025-11-21T16:11:42.709049] [INFO ] [CONFIGURE ] JBI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:11:42.709085] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T16:11:42.901310] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:43.090333] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:43.278053] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:43.466832] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:43.657615] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:43.843955] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:44.032770] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:11:44.225717] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:44.419562] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:44.616353] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:44.616504] [INFO ] [CONFIGURE ] JBI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T16:11:44.616551] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3874 tests [2025-11-21T16:11:44.616592] [INFO ] [CONFIGURE ] JBI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:11:44.616628] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T16:11:44.831361] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:45.044219] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:45.259964] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:45.476605] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:45.696178] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:45.909813] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:46.121280] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:46.341808] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:46.560306] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:11:46.785755] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:46.786098] [INFO ] [CONFIGURE ] JBI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:11:46.786224] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3873 tests [2025-11-21T16:11:46.786338] [INFO ] [CONFIGURE ] JBI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:11:46.786425] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_pbf_return_2d'] [2025-11-21T16:11:47.006468] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:47.240071] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:47.463477] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:47.687526] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:47.915760] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:48.132276] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:48.353038] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:48.567178] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:48.786171] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:49.005833] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:49.006000] [INFO ] [CONFIGURE ] JBI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:11:49.006051] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3872 tests [2025-11-21T16:11:49.006096] [INFO ] [CONFIGURE ] JBI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:11:49.006133] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T16:11:49.192788] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:49.379134] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:49.571480] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:49.759083] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:49.947099] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:50.136693] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:50.324487] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:50.513077] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:50.705068] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:50.895779] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:50.895947] [INFO ] [CONFIGURE ] JBI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:11:50.895996] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3871 tests [2025-11-21T16:11:50.896033] [INFO ] [CONFIGURE ] JBI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:11:50.896069] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T16:11:51.081373] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:51.267970] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:51.458614] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:51.647776] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:51.836062] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:52.027002] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:52.211861] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:52.401364] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:52.590964] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:52.782312] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:52.782479] [INFO ] [CONFIGURE ] JBI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T16:11:52.782526] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3870 tests [2025-11-21T16:11:52.782563] [INFO ] [CONFIGURE ] JBI: Testing feature 20/29: add_price_rejection [2025-11-21T16:11:52.782598] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_price_rejection'] [2025-11-21T16:11:52.993364] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:53.202694] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:53.413289] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:53.621881] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:53.834919] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:54.067036] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:54.268466] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:54.470515] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:54.669781] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:54.865912] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:54.866099] [INFO ] [CONFIGURE ] JBI: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T16:11:54.866149] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3869 tests [2025-11-21T16:11:54.866188] [INFO ] [CONFIGURE ] JBI: Testing feature 21/29: add_range_position [2025-11-21T16:11:54.866222] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_range_position'] [2025-11-21T16:11:55.114209] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:11:55.349487] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:55.582513] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:55.829202] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:56.071233] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:56.328580] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:56.646438] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:11:56.935721] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:11:57.198082] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:11:57.448776] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:11:57.448961] [INFO ] [CONFIGURE ] JBI: DISCARDED add_range_position (score: 30.00%) [2025-11-21T16:11:57.449010] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3868 tests [2025-11-21T16:11:57.449051] [INFO ] [CONFIGURE ] JBI: Testing feature 22/29: add_realized_volatility [2025-11-21T16:11:57.449088] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_realized_volatility'] [2025-11-21T16:11:57.776331] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:11:58.095997] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:11:58.415902] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:11:58.742813] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:11:59.050238] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:11:59.355017] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:11:59.658415] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:11:59.966860] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:00.279250] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:12:00.602186] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:12:00.602384] [INFO ] [CONFIGURE ] JBI: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T16:12:00.602450] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3867 tests [2025-11-21T16:12:00.602577] [INFO ] [CONFIGURE ] JBI: Testing feature 23/29: add_recent_range_context [2025-11-21T16:12:00.602625] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_recent_range_context'] [2025-11-21T16:12:00.791998] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:01.702014] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:12:02.065074] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:12:02.278341] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:12:02.493480] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:02.706248] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:12:02.901973] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:12:03.107416] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:03.314949] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:12:03.518177] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:12:03.518349] [INFO ] [CONFIGURE ] JBI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:12:03.518396] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3866 tests [2025-11-21T16:12:03.518434] [INFO ] [CONFIGURE ] JBI: Testing feature 24/29: add_rsi [2025-11-21T16:12:03.518472] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T16:12:03.772352] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:04.023574] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:12:04.275211] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:12:04.536886] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:12:04.793911] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:05.054022] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:12:05.310945] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:12:05.580731] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:05.834741] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:12:06.085730] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:06.085903] [INFO ] [CONFIGURE ] JBI: KEPT add_rsi (score: 70.00%) [2025-11-21T16:12:06.085975] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3865 tests [2025-11-21T16:12:06.086026] [INFO ] [CONFIGURE ] JBI: Testing feature 25/29: add_tick_distribution [2025-11-21T16:12:06.086069] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T16:12:06.340706] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:06.599636] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:12:06.853398] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:12:07.114758] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:12:07.365804] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:07.612810] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:12:07.860388] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:12:08.107422] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:08.358742] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:12:08.604372] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:08.604615] [INFO ] [CONFIGURE ] JBI: KEPT add_tick_distribution (score: 80.00%) [2025-11-21T16:12:08.604714] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3864 tests [2025-11-21T16:12:08.604765] [INFO ] [CONFIGURE ] JBI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:12:08.604808] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T16:12:08.867842] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:09.129574] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:12:09.387627] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:12:09.663737] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:12:09.933241] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:10.190919] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:12:10.456247] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:12:10.723113] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:10.982837] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:12:11.237792] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:12:11.237955] [INFO ] [CONFIGURE ] JBI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:12:11.238010] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3863 tests [2025-11-21T16:12:11.238120] [INFO ] [CONFIGURE ] JBI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:12:11.238169] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T16:12:11.530028] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:11.825275] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:12:12.116128] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:12:12.402922] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:12:12.706876] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:13.017788] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:12:13.319954] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:12:13.625869] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:13.933183] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:12:14.274043] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:14.274265] [INFO ] [CONFIGURE ] JBI: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T16:12:14.274403] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3862 tests [2025-11-21T16:12:14.274463] [INFO ] [CONFIGURE ] JBI: Testing feature 28/29: add_volume_profile [2025-11-21T16:12:14.274511] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T16:12:14.569847] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:14.863908] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:12:15.144784] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:12:15.445240] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:12:15.756997] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:16.065379] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:12:16.374828] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:12:16.691310] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:17.009311] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:12:17.331617] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:12:17.331863] [INFO ] [CONFIGURE ] JBI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T16:12:17.331926] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3861 tests [2025-11-21T16:12:17.331978] [INFO ] [CONFIGURE ] JBI: Testing feature 29/29: add_vwap [2025-11-21T16:12:17.332069] [INFO ] [CONFIGURE ] JBI: Testing with features: ['add_ema', 'add_rsi', 'add_tick_distribution', 'add_vwap'] [2025-11-21T16:12:17.657947] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:17.972244] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:12:18.274111] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:12:18.586173] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:12:18.900639] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:19.211991] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:12:19.530488] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:12:19.839972] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:20.147231] [DEBUG] [FORECASTER] JBI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:12:20.460168] [DEBUG] [FORECASTER] JBI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:12:20.460370] [INFO ] [CONFIGURE ] JBI: DISCARDED add_vwap (score: 30.00%) [2025-11-21T16:12:20.460432] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3860 tests [2025-11-21T16:12:20.460540] [INFO ] [CONFIGURE ] JBI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:12:20.460589] [INFO ] [CONFIGURE ] JBI: Best accuracy: 80.00% [2025-11-21T16:12:20.460631] [INFO ] [CONFIGURE ] JBI: Best feature set (3 features): ['add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T16:12:20.460694] [INFO ] [CONFIGURE ] JBI: Improvement over baseline: 20.00% [2025-11-21T16:12:20.460735] [INFO ] [CONFIGURE ] JBI: Total time: 1.1 minutes [2025-11-21T16:12:20.460773] [INFO ] [CONFIGURE ] JBI: Average time per feature: 2.3 seconds [2025-11-21T16:12:20.460849] [INFO ] [CONFIGURE ] JBI: Average speed: 0.43 features/sec [2025-11-21T16:12:20.461275] [INFO ] [LOCAL ] Saved configuration for JBI: 3 features, 80.00% accuracy -> ./output/feature-sets/JBI.json [2025-11-21T16:12:20.461347] [INFO ] [CONFIGURE ] JBI: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T16:12:20.461399] [INFO ] [sig ] [596/723] Successfully configured JBI | 0.01 sym/s | Total: 13.6h | ETA: 2.9h [2025-11-21T16:12:20.461446] [INFO ] [sig ] [597/723] Configuring JBL... [2025-11-21T16:12:20.461486] [INFO ] [CONFIGURE ] JBL: Configurate test run. [2025-11-21T16:12:20.461526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-11-21T16:12:20.539089] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JBL'. [2025-11-21T16:12:20.539445] [INFO ] [CONFIGURE ] JBL: Testing with 29 available features [2025-11-21T16:12:20.539510] [INFO ] [CONFIGURE ] JBL: Establishing baseline with no features... [2025-11-21T16:12:20.722632] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:20.906120] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:21.092499] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:12:21.278222] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:21.466978] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:21.653206] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:21.845484] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:22.026812] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:22.213818] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:22.398327] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:22.398609] [INFO ] [CONFIGURE ] JBL: Baseline score (no features): 40.00% [2025-11-21T16:12:22.398729] [INFO ] [CONFIGURE ] JBL: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:12:22.398805] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:12:22.614079] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:22.828316] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:23.049123] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:12:23.268356] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:23.489938] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:23.707241] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:23.916957] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:24.124766] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:24.334430] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:24.550782] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:24.550955] [INFO ] [CONFIGURE ] JBL: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T16:12:24.551012] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3859 tests [2025-11-21T16:12:24.551055] [INFO ] [CONFIGURE ] JBL: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:12:24.551089] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:12:24.763382] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:24.975037] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:25.186544] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:12:25.395298] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:25.605163] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:25.813783] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:26.027003] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:12:26.238804] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:26.454095] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:26.676862] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:12:26.677181] [INFO ] [CONFIGURE ] JBL: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T16:12:26.677246] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3858 tests [2025-11-21T16:12:26.677359] [INFO ] [CONFIGURE ] JBL: Testing feature 3/29: add_daily_returns [2025-11-21T16:12:26.677494] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_daily_returns'] [2025-11-21T16:12:26.873712] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:27.057985] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:27.243389] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:12:27.428492] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:27.613307] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:27.798361] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:27.983931] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:28.170662] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:28.357386] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:28.543163] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:12:28.543316] [INFO ] [CONFIGURE ] JBL: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T16:12:28.543366] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3857 tests [2025-11-21T16:12:28.543404] [INFO ] [CONFIGURE ] JBL: Testing feature 4/29: add_ema [2025-11-21T16:12:28.543441] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema'] [2025-11-21T16:12:28.758325] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:28.973557] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:29.195407] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:12:29.413211] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:29.631919] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:29.850466] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:12:30.066570] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:12:30.286250] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:30.507010] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:30.729069] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:30.729264] [INFO ] [CONFIGURE ] JBL: KEPT add_ema (score: 50.00%) [2025-11-21T16:12:30.729363] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3856 tests [2025-11-21T16:12:30.729406] [INFO ] [CONFIGURE ] JBL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:12:30.729443] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:12:31.003738] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:31.283763] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:31.557638] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:12:31.824509] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:32.106046] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:32.394876] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:32.683429] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:32.974258] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:33.250411] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:33.528908] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:33.529114] [INFO ] [CONFIGURE ] JBL: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-21T16:12:33.529186] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3855 tests [2025-11-21T16:12:33.529244] [INFO ] [CONFIGURE ] JBL: Testing feature 6/29: add_failed_moves [2025-11-21T16:12:33.529293] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T16:12:33.822945] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:34.114571] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:34.403070] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:12:34.697586] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:34.994832] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:35.283322] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:35.565064] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:35.834041] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:36.118852] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:36.399824] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:36.400011] [INFO ] [CONFIGURE ] JBL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:12:36.400068] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3854 tests [2025-11-21T16:12:36.400114] [INFO ] [CONFIGURE ] JBL: Testing feature 7/29: add_lag_shelf [2025-11-21T16:12:36.400158] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T16:12:36.653272] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:36.904450] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:37.189668] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:12:37.467313] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:37.728849] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:37.985604] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:12:38.266372] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:38.553848] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:38.837050] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:39.098075] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:39.098242] [INFO ] [CONFIGURE ] JBL: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T16:12:39.098299] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3853 tests [2025-11-21T16:12:39.098348] [INFO ] [CONFIGURE ] JBL: Testing feature 8/29: add_macd [2025-11-21T16:12:39.098390] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T16:12:39.424630] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:39.757801] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:40.091466] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:12:40.432305] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:40.769883] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:12:41.108107] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:12:41.449638] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:41.824715] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:42.186814] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:42.574131] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:42.574356] [INFO ] [CONFIGURE ] JBL: DISCARDED add_macd (score: 20.00%) [2025-11-21T16:12:42.574417] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3852 tests [2025-11-21T16:12:42.574462] [INFO ] [CONFIGURE ] JBL: Testing feature 9/29: add_mfi [2025-11-21T16:12:42.574509] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T16:12:42.891956] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:43.210611] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:43.517431] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:12:43.843324] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:44.173168] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:44.492919] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:12:44.793461] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:45.090166] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:45.397049] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:45.713142] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:45.713352] [INFO ] [CONFIGURE ] JBL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:12:45.713414] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3851 tests [2025-11-21T16:12:45.713471] [INFO ] [CONFIGURE ] JBL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:12:45.713518] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:12:46.095375] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:46.479450] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:46.858902] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:12:47.242704] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:47.637301] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:48.034176] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:48.468942] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:48.980215] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:49.381154] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:49.757335] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:49.757536] [INFO ] [CONFIGURE ] JBL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T16:12:49.757594] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3850 tests [2025-11-21T16:12:49.757658] [INFO ] [CONFIGURE ] JBL: Testing feature 11/29: add_obv_daily [2025-11-21T16:12:49.757707] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T16:12:50.069890] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:50.392592] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:50.707329] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:12:51.029541] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:51.332462] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:51.634086] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:12:51.932009] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:52.232509] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:52.556865] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:52.874978] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:52.875166] [INFO ] [CONFIGURE ] JBL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:12:52.875226] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3849 tests [2025-11-21T16:12:52.875275] [INFO ] [CONFIGURE ] JBL: Testing feature 12/29: add_obv_interval [2025-11-21T16:12:52.875320] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T16:12:53.168757] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:53.463140] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:12:53.777509] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:12:54.058774] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:54.343204] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:54.629423] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:54.917845] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:55.211029] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:12:55.495574] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:55.786347] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:55.786526] [INFO ] [CONFIGURE ] JBL: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T16:12:55.786583] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3848 tests [2025-11-21T16:12:55.786639] [INFO ] [CONFIGURE ] JBL: Testing feature 13/29: add_opening_strength [2025-11-21T16:12:55.786717] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:12:56.106238] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:12:56.426568] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:12:56.755281] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:12:57.086025] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:12:57.412907] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:12:57.730506] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:12:58.057184] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:12:58.389018] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:12:58.730090] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:12:59.066264] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:12:59.066448] [INFO ] [CONFIGURE ] JBL: KEPT add_opening_strength (score: 70.00%) [2025-11-21T16:12:59.066507] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3847 tests [2025-11-21T16:12:59.066553] [INFO ] [CONFIGURE ] JBL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:12:59.066596] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T16:12:59.401797] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:12:59.739493] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:00.188791] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:13:00.983398] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:01.335513] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:01.678350] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:02.008464] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:02.365453] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:02.695565] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:03.029521] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:03.029714] [INFO ] [CONFIGURE ] JBL: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T16:13:03.029773] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3846 tests [2025-11-21T16:13:03.029821] [INFO ] [CONFIGURE ] JBL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:13:03.029866] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T16:13:03.368900] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:13:03.715464] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:04.032869] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:13:04.343308] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:04.656474] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:04.977281] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:05.303014] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:05.638913] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:13:05.969486] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:06.283453] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:06.283634] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T16:13:06.283707] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3845 tests [2025-11-21T16:13:06.283756] [INFO ] [CONFIGURE ] JBL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:13:06.283799] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T16:13:06.617812] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:06.941117] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:07.263076] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:13:07.591395] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:07.941750] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:08.265559] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:08.611820] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:08.974754] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:09.343708] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:09.684006] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:09.684195] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T16:13:09.684257] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3844 tests [2025-11-21T16:13:09.684306] [INFO ] [CONFIGURE ] JBL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:13:09.684350] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T16:13:10.038704] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:10.390306] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:10.732423] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:13:11.100491] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:11.445409] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:11.789517] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:12.137894] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:12.489508] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:12.850714] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:13.199705] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:13.199908] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:13:13.199968] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3843 tests [2025-11-21T16:13:13.200025] [INFO ] [CONFIGURE ] JBL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:13:13.200070] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T16:13:13.526426] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:13.834546] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:14.151143] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:13:14.483741] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:14.812818] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:15.145782] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:15.466494] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:15.785992] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:16.113222] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:16.453904] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:16.454079] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:13:16.454138] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3842 tests [2025-11-21T16:13:16.454190] [INFO ] [CONFIGURE ] JBL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:13:16.454240] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T16:13:16.783629] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:13:17.090475] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:17.397297] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:13:17.698020] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:18.014592] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:18.332720] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:13:18.641579] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:18.951692] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:19.268514] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:19.587903] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:19.588088] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T16:13:19.588146] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3841 tests [2025-11-21T16:13:19.588208] [INFO ] [CONFIGURE ] JBL: Testing feature 20/29: add_price_rejection [2025-11-21T16:13:19.588258] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T16:13:19.913401] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:20.236164] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:20.564806] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:13:20.893217] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:21.218713] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:21.547745] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:21.876260] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:22.206610] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:22.530993] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:22.849797] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:22.849999] [INFO ] [CONFIGURE ] JBL: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:13:22.850058] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3840 tests [2025-11-21T16:13:22.850106] [INFO ] [CONFIGURE ] JBL: Testing feature 21/29: add_range_position [2025-11-21T16:13:22.850153] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T16:13:23.194472] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:23.569863] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:13:23.908786] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:13:24.238019] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:24.573189] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:24.911290] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:25.256582] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:25.610037] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:13:25.954023] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:26.327535] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:26.327760] [INFO ] [CONFIGURE ] JBL: DISCARDED add_range_position (score: 40.00%) [2025-11-21T16:13:26.327820] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3839 tests [2025-11-21T16:13:26.327867] [INFO ] [CONFIGURE ] JBL: Testing feature 22/29: add_realized_volatility [2025-11-21T16:13:26.327912] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T16:13:26.727585] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:27.141161] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:13:27.573822] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:13:27.992888] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:28.427943] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:28.853835] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:29.262475] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:29.697960] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:13:30.097718] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:30.514802] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:30.515026] [INFO ] [CONFIGURE ] JBL: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T16:13:30.515084] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3838 tests [2025-11-21T16:13:30.515132] [INFO ] [CONFIGURE ] JBL: Testing feature 23/29: add_recent_range_context [2025-11-21T16:13:30.515168] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T16:13:30.841851] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:31.182047] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:31.505903] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:13:31.816867] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:32.130377] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:32.444910] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:32.777468] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:33.089809] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:33.427661] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:33.767318] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:33.767535] [INFO ] [CONFIGURE ] JBL: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T16:13:33.767595] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3837 tests [2025-11-21T16:13:33.767661] [INFO ] [CONFIGURE ] JBL: Testing feature 24/29: add_rsi [2025-11-21T16:13:33.767711] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_rsi'] [2025-11-21T16:13:34.096068] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:13:34.433496] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:34.779910] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:13:35.126367] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:35.493124] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:35.919077] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:36.318997] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:36.661819] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:36.999406] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:37.330885] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:37.331100] [INFO ] [CONFIGURE ] JBL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:13:37.331156] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3836 tests [2025-11-21T16:13:37.331203] [INFO ] [CONFIGURE ] JBL: Testing feature 25/29: add_tick_distribution [2025-11-21T16:13:37.331246] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T16:13:37.643493] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:13:37.954130] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:13:38.272694] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:13:38.592672] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:38.910118] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:39.227421] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:39.557473] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:39.870471] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:40.191702] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:40.516932] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:40.517131] [INFO ] [CONFIGURE ] JBL: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T16:13:40.517189] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3835 tests [2025-11-21T16:13:40.517237] [INFO ] [CONFIGURE ] JBL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:13:40.517282] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T16:13:40.842497] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:13:41.160661] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:13:41.530490] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:13:41.898555] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:42.270599] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:42.590386] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:42.897395] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:43.206622] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:43.511660] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:43.843923] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:43.844086] [INFO ] [CONFIGURE ] JBL: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T16:13:43.844141] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3834 tests [2025-11-21T16:13:43.844188] [INFO ] [CONFIGURE ] JBL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:13:43.844232] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T16:13:44.171296] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:44.498775] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:44.823943] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:13:45.151501] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:45.479622] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:45.838447] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:46.197113] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:46.534052] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:46.869026] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:47.201764] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:47.201977] [INFO ] [CONFIGURE ] JBL: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T16:13:47.202036] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3833 tests [2025-11-21T16:13:47.202084] [INFO ] [CONFIGURE ] JBL: Testing feature 28/29: add_volume_profile [2025-11-21T16:13:47.202130] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T16:13:47.550598] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:13:47.876561] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:13:48.205522] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:13:48.526249] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:13:48.844988] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:49.157030] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:13:49.486831] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:13:49.824772] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:13:50.169787] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:50.506983] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:13:50.507172] [INFO ] [CONFIGURE ] JBL: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:13:50.507231] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3832 tests [2025-11-21T16:13:50.507279] [INFO ] [CONFIGURE ] JBL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:13:50.507314] [INFO ] [CONFIGURE ] JBL: Best accuracy: 70.00% [2025-11-21T16:13:50.507372] [INFO ] [CONFIGURE ] JBL: Best feature set (5 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:13:50.507415] [INFO ] [CONFIGURE ] JBL: Improvement over baseline: 30.00% [2025-11-21T16:13:50.507456] [INFO ] [CONFIGURE ] JBL: Total time: 1.5 minutes [2025-11-21T16:13:50.507494] [INFO ] [CONFIGURE ] JBL: Average time per feature: 3.1 seconds [2025-11-21T16:13:50.507532] [INFO ] [CONFIGURE ] JBL: Average speed: 0.33 features/sec [2025-11-21T16:13:50.507991] [INFO ] [LOCAL ] Saved configuration for JBL: 5 features, 70.00% accuracy -> ./output/feature-sets/JBL.json [2025-11-21T16:13:50.508052] [INFO ] [CONFIGURE ] JBL: Configuration saved successfully: 5 features, 70.00% accuracy. [2025-11-21T16:13:50.508100] [INFO ] [sig ] [597/723] Successfully configured JBL | 0.01 sym/s | Total: 13.7h | ETA: 2.9h [2025-11-21T16:13:50.508145] [INFO ] [sig ] [598/723] Configuring JBND... [2025-11-21T16:13:50.508186] [INFO ] [CONFIGURE ] JBND: Configurate test run. [2025-11-21T16:13:50.508225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-11-21T16:13:50.585455] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JBND'. [2025-11-21T16:13:50.585939] [INFO ] [CONFIGURE ] JBND: Testing with 29 available features [2025-11-21T16:13:50.586007] [INFO ] [CONFIGURE ] JBND: Establishing baseline with no features... [2025-11-21T16:13:50.763249] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:13:50.931778] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:13:51.103878] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:13:51.273593] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:13:51.456690] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:51.626141] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:13:51.807763] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:13:51.987066] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:13:52.175427] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:52.356475] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:13:52.356627] [INFO ] [CONFIGURE ] JBND: Baseline score (no features): 50.00% [2025-11-21T16:13:52.356695] [INFO ] [CONFIGURE ] JBND: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:13:52.356765] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:13:52.567765] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:13:52.775567] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:13:52.989618] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:13:53.204307] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:13:53.424832] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:53.637428] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:13:53.845209] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:13:54.049432] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:13:54.258929] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:54.464110] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:13:54.464277] [INFO ] [CONFIGURE ] JBND: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T16:13:54.464326] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3831 tests [2025-11-21T16:13:54.464364] [INFO ] [CONFIGURE ] JBND: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:13:54.464401] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:13:54.695519] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:13:54.929638] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:13:55.196986] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:13:55.449442] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:13:55.705354] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:55.968423] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:13:56.221944] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:13:56.477534] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:13:56.729015] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:56.984905] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:13:56.985760] [INFO ] [CONFIGURE ] JBND: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T16:13:56.985825] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3830 tests [2025-11-21T16:13:56.985875] [INFO ] [CONFIGURE ] JBND: Testing feature 3/29: add_daily_returns [2025-11-21T16:13:56.985920] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:13:57.210948] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:13:57.425627] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:13:57.637456] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:13:57.851076] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:13:58.063116] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:13:58.278906] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:13:58.499564] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:13:58.714513] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:13:58.925354] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:13:59.139941] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:13:59.140128] [INFO ] [CONFIGURE ] JBND: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:13:59.140315] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3829 tests [2025-11-21T16:13:59.140403] [INFO ] [CONFIGURE ] JBND: Testing feature 4/29: add_ema [2025-11-21T16:13:59.140480] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:13:59.382185] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:13:59.628923] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:13:59.874278] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:14:00.126619] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:00.978924] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:01.316785] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:01.558776] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:01.813692] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:02.092132] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:02.381391] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:02.381575] [INFO ] [CONFIGURE ] JBND: DISCARDED add_ema (score: 60.00%) [2025-11-21T16:14:02.381623] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3828 tests [2025-11-21T16:14:02.381683] [INFO ] [CONFIGURE ] JBND: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:14:02.381746] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:14:02.659084] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:02.917385] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:14:03.174618] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:03.424163] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:03.683785] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:03.948615] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:04.218673] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:04.486956] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:04.748133] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:05.012619] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:05.012869] [INFO ] [CONFIGURE ] JBND: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:14:05.013009] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3827 tests [2025-11-21T16:14:05.013073] [INFO ] [CONFIGURE ] JBND: Testing feature 6/29: add_failed_moves [2025-11-21T16:14:05.013128] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T16:14:05.242027] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:05.471437] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:14:05.684792] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:05.906284] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:06.127576] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:06.337312] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:06.548140] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:14:06.760686] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:06.977758] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:07.188120] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:07.188456] [INFO ] [CONFIGURE ] JBND: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T16:14:07.188554] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3826 tests [2025-11-21T16:14:07.188656] [INFO ] [CONFIGURE ] JBND: Testing feature 7/29: add_lag_shelf [2025-11-21T16:14:07.188763] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T16:14:07.392357] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:07.605533] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:07.827549] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:08.043815] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:08.246840] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:08.449391] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:08.675906] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:08.897753] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:09.105988] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:09.311832] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:09.312006] [INFO ] [CONFIGURE ] JBND: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T16:14:09.312056] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3825 tests [2025-11-21T16:14:09.312131] [INFO ] [CONFIGURE ] JBND: Testing feature 8/29: add_macd [2025-11-21T16:14:09.312173] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T16:14:09.608334] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:14:09.901346] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:10.203184] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:14:10.509920] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:10.802496] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:11.095530] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:11.410807] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:11.721583] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:12.029272] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:12.352632] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:12.352843] [INFO ] [CONFIGURE ] JBND: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:14:12.352902] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3824 tests [2025-11-21T16:14:12.352947] [INFO ] [CONFIGURE ] JBND: Testing feature 9/29: add_mfi [2025-11-21T16:14:12.352988] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T16:14:12.577484] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:12.807609] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:13.029438] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:13.255534] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:13.479669] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:13.701611] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:13.928591] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:14.180307] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:14.401074] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:14.625194] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:14.625392] [INFO ] [CONFIGURE ] JBND: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:14:14.625458] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3823 tests [2025-11-21T16:14:14.625518] [INFO ] [CONFIGURE ] JBND: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:14:14.625572] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:14:14.942062] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:15.256198] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:15.569895] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:14:15.887983] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:16.190797] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:16.504508] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:16.835089] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:17.166910] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:17.491393] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:17.805702] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:14:17.805917] [INFO ] [CONFIGURE ] JBND: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:14:17.805983] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3822 tests [2025-11-21T16:14:17.806036] [INFO ] [CONFIGURE ] JBND: Testing feature 11/29: add_obv_daily [2025-11-21T16:14:17.806082] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T16:14:18.040792] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:18.270366] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:18.500232] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:18.734320] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:18.966158] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:19.198790] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:19.438471] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:19.671793] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:19.918776] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:20.164001] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:20.164201] [INFO ] [CONFIGURE ] JBND: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T16:14:20.164254] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3821 tests [2025-11-21T16:14:20.164297] [INFO ] [CONFIGURE ] JBND: Testing feature 12/29: add_obv_interval [2025-11-21T16:14:20.164334] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T16:14:20.403544] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:20.641631] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:20.873677] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:21.101130] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:21.330255] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:21.550130] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:21.777719] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:22.009083] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:22.240512] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:22.487696] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:14:22.488021] [INFO ] [CONFIGURE ] JBND: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:14:22.488132] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3820 tests [2025-11-21T16:14:22.488224] [INFO ] [CONFIGURE ] JBND: Testing feature 13/29: add_opening_strength [2025-11-21T16:14:22.488333] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:14:22.715956] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:22.938329] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:23.165333] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:14:23.422015] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:23.675010] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:23.905671] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:24.136728] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:14:24.373486] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:24.606805] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:24.840199] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:24.840375] [INFO ] [CONFIGURE ] JBND: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T16:14:24.840503] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3819 tests [2025-11-21T16:14:24.840562] [INFO ] [CONFIGURE ] JBND: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:14:24.840633] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T16:14:25.071813] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:25.302148] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:25.531528] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:25.761113] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:25.992979] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:26.226699] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:26.461605] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:26.698369] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:26.937008] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:14:27.179563] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:14:27.179744] [INFO ] [CONFIGURE ] JBND: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:14:27.179860] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3818 tests [2025-11-21T16:14:27.179911] [INFO ] [CONFIGURE ] JBND: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:14:27.179953] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T16:14:27.380265] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:27.581080] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:27.787878] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:27.994215] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:28.202574] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:28.413953] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:28.622764] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:28.830991] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:29.039370] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:29.246242] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:29.246412] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:14:29.246461] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3817 tests [2025-11-21T16:14:29.246497] [INFO ] [CONFIGURE ] JBND: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:14:29.246533] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T16:14:29.474675] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:29.699783] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:29.924627] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:30.147447] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:30.389123] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:30.634786] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:30.851459] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:31.073928] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:31.297858] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:31.524044] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:31.524219] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T16:14:31.524270] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3816 tests [2025-11-21T16:14:31.524309] [INFO ] [CONFIGURE ] JBND: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:14:31.524347] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T16:14:31.752827] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:31.988393] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:32.213244] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:32.438533] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:32.664044] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:32.894408] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:33.125582] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:33.353600] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:33.584823] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:33.814994] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:33.815177] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:14:33.815241] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3815 tests [2025-11-21T16:14:33.815290] [INFO ] [CONFIGURE ] JBND: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:14:33.815326] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T16:14:34.015500] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:34.216982] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:34.419923] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:34.620864] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:34.826216] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:35.027096] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:35.230243] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:14:35.433083] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:35.634107] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:35.834410] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:35.834575] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T16:14:35.834623] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3814 tests [2025-11-21T16:14:35.834687] [INFO ] [CONFIGURE ] JBND: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:14:35.834749] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T16:14:36.040304] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:36.242162] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:14:36.442936] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:36.646320] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:36.850016] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:37.055224] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:37.263095] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:37.487405] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:37.712090] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:37.913500] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:37.913675] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T16:14:37.913741] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3813 tests [2025-11-21T16:14:37.913796] [INFO ] [CONFIGURE ] JBND: Testing feature 20/29: add_price_rejection [2025-11-21T16:14:37.913842] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T16:14:38.126659] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:38.350447] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:38.574968] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:38.801807] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:39.015377] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:39.240635] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:39.460398] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:39.678545] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:14:39.898428] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:40.116238] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:40.116424] [INFO ] [CONFIGURE ] JBND: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:14:40.116477] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3812 tests [2025-11-21T16:14:40.116516] [INFO ] [CONFIGURE ] JBND: Testing feature 21/29: add_range_position [2025-11-21T16:14:40.116553] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T16:14:40.353752] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:40.592560] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:40.836187] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:41.081492] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:41.325262] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:41.572256] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:41.816290] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:42.059311] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:42.305289] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:42.551509] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:42.551734] [INFO ] [CONFIGURE ] JBND: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:14:42.551793] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3811 tests [2025-11-21T16:14:42.551841] [INFO ] [CONFIGURE ] JBND: Testing feature 22/29: add_realized_volatility [2025-11-21T16:14:42.551883] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T16:14:42.872760] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:43.198557] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:43.527320] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:43.942181] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:44.398334] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:44.754205] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:14:45.100735] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:45.460451] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:45.795921] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:46.131602] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:46.131828] [INFO ] [CONFIGURE ] JBND: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:14:46.131889] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3810 tests [2025-11-21T16:14:46.131939] [INFO ] [CONFIGURE ] JBND: Testing feature 23/29: add_recent_range_context [2025-11-21T16:14:46.131985] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T16:14:46.357586] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:46.573029] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:46.783897] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:46.997946] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:47.216032] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:47.440308] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:47.653693] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:47.883824] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:48.101722] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:48.325693] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:48.325896] [INFO ] [CONFIGURE ] JBND: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:14:48.325962] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3809 tests [2025-11-21T16:14:48.326017] [INFO ] [CONFIGURE ] JBND: Testing feature 24/29: add_rsi [2025-11-21T16:14:48.326071] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T16:14:48.592640] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:48.878087] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:49.162252] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:49.445751] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:49.723595] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:50.006859] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:50.298324] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:50.590727] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:50.883028] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:14:51.147820] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:14:51.147995] [INFO ] [CONFIGURE ] JBND: DISCARDED add_rsi (score: 60.00%) [2025-11-21T16:14:51.148052] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3808 tests [2025-11-21T16:14:51.148099] [INFO ] [CONFIGURE ] JBND: Testing feature 25/29: add_tick_distribution [2025-11-21T16:14:51.148144] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T16:14:51.366082] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:51.583040] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:51.817691] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:14:52.033751] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:52.248064] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:52.462636] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:52.686815] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:52.910460] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:53.131820] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:53.349313] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:53.349672] [INFO ] [CONFIGURE ] JBND: KEPT add_tick_distribution (score: 70.00%) [2025-11-21T16:14:53.349800] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3807 tests [2025-11-21T16:14:53.349961] [INFO ] [CONFIGURE ] JBND: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:14:53.350047] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T16:14:53.583342] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:53.820078] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:14:54.046843] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:54.270541] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:54.498523] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:54.726397] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:54.958661] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:55.184798] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:14:55.407972] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:55.634415] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:55.634601] [INFO ] [CONFIGURE ] JBND: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:14:55.634680] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3806 tests [2025-11-21T16:14:55.634729] [INFO ] [CONFIGURE ] JBND: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:14:55.634772] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T16:14:55.879831] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:56.129839] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:56.379982] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:56.627075] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:56.873157] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:57.140326] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:57.390620] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:14:57.651960] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:14:57.906790] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:14:58.175987] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:14:58.176158] [INFO ] [CONFIGURE ] JBND: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T16:14:58.176217] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3805 tests [2025-11-21T16:14:58.176262] [INFO ] [CONFIGURE ] JBND: Testing feature 28/29: add_volume_profile [2025-11-21T16:14:58.176305] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T16:14:58.397767] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:14:58.637180] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:14:58.862973] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:14:59.089699] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:14:59.315278] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:14:59.542636] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:14:59.770411] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:15:00.009361] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:15:00.392346] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:15:01.027733] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:01.027907] [INFO ] [CONFIGURE ] JBND: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:15:01.027962] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3804 tests [2025-11-21T16:15:01.028008] [INFO ] [CONFIGURE ] JBND: Testing feature 29/29: add_vwap [2025-11-21T16:15:01.028051] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands', 'add_tick_distribution', 'add_vwap'] [2025-11-21T16:15:01.325248] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:15:01.595861] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:15:01.849066] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:02.099398] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:15:02.345966] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:15:02.590430] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:02.830067] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:15:03.065835] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:15:03.309355] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:15:03.541940] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:03.542141] [INFO ] [CONFIGURE ] JBND: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:15:03.542199] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3803 tests [2025-11-21T16:15:03.542245] [INFO ] [CONFIGURE ] JBND: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:15:03.542285] [INFO ] [CONFIGURE ] JBND: Best accuracy: 70.00% [2025-11-21T16:15:03.542332] [INFO ] [CONFIGURE ] JBND: Best feature set (2 features): ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T16:15:03.542370] [INFO ] [CONFIGURE ] JBND: Improvement over baseline: 20.00% [2025-11-21T16:15:03.542407] [INFO ] [CONFIGURE ] JBND: Total time: 1.2 minutes [2025-11-21T16:15:03.542442] [INFO ] [CONFIGURE ] JBND: Average time per feature: 2.5 seconds [2025-11-21T16:15:03.542478] [INFO ] [CONFIGURE ] JBND: Average speed: 0.41 features/sec [2025-11-21T16:15:03.542832] [INFO ] [LOCAL ] Saved configuration for JBND: 2 features, 70.00% accuracy -> ./output/feature-sets/JBND.json [2025-11-21T16:15:03.542891] [INFO ] [CONFIGURE ] JBND: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T16:15:03.542938] [INFO ] [sig ] [598/723] Successfully configured JBND | 0.01 sym/s | Total: 13.7h | ETA: 2.9h [2025-11-21T16:15:03.542980] [INFO ] [sig ] [599/723] Configuring JCE... [2025-11-21T16:15:03.543020] [INFO ] [CONFIGURE ] JCE: Configurate test run. [2025-11-21T16:15:03.543059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-11-21T16:15:03.650348] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JCE'. [2025-11-21T16:15:03.650741] [INFO ] [CONFIGURE ] JCE: Testing with 29 available features [2025-11-21T16:15:03.650804] [INFO ] [CONFIGURE ] JCE: Establishing baseline with no features... [2025-11-21T16:15:03.825446] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:03.993003] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:04.163107] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:04.349909] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:15:04.542308] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:04.744270] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:04.932402] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:05.104555] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:05.281075] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:05.457221] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:05.457462] [INFO ] [CONFIGURE ] JCE: Baseline score (no features): 50.00% [2025-11-21T16:15:05.457527] [INFO ] [CONFIGURE ] JCE: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:15:05.457575] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:15:05.672270] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:05.877573] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:06.089220] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:06.296000] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:06.507858] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:06.724708] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:06.939794] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:07.144615] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:07.349614] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:07.556159] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:07.556329] [INFO ] [CONFIGURE ] JCE: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T16:15:07.556377] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3802 tests [2025-11-21T16:15:07.556416] [INFO ] [CONFIGURE ] JCE: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:15:07.556452] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:15:07.762808] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:07.963769] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:08.173965] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:08.381742] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:15:08.591813] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:08.802372] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:09.016575] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:09.231036] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:09.446543] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:09.664662] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:09.665024] [INFO ] [CONFIGURE ] JCE: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T16:15:09.665131] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3801 tests [2025-11-21T16:15:09.665218] [INFO ] [CONFIGURE ] JCE: Testing feature 3/29: add_daily_returns [2025-11-21T16:15:09.665322] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_daily_returns'] [2025-11-21T16:15:09.851373] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:10.055948] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:10.252841] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:10.443003] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:10.630515] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:10.817514] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:11.005023] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:11.189627] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:11.378491] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:11.566768] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:11.566932] [INFO ] [CONFIGURE ] JCE: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:15:11.566980] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3800 tests [2025-11-21T16:15:11.567019] [INFO ] [CONFIGURE ] JCE: Testing feature 4/29: add_ema [2025-11-21T16:15:11.567054] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_ema'] [2025-11-21T16:15:11.782863] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:12.000804] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:12.218411] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:12.454826] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:15:12.674093] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:12.898362] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:13.120900] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:13.338803] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:13.569623] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:13.790827] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:13.791035] [INFO ] [CONFIGURE ] JCE: DISCARDED add_ema (score: 30.00%) [2025-11-21T16:15:13.791084] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3799 tests [2025-11-21T16:15:13.791124] [INFO ] [CONFIGURE ] JCE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:15:13.791159] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:15:14.016159] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:14.261476] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:14.484561] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:14.700767] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:14.954937] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:15.203817] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:15.458671] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:15.710845] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:15.957638] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:16.212877] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:16.213069] [INFO ] [CONFIGURE ] JCE: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T16:15:16.213139] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3798 tests [2025-11-21T16:15:16.213201] [INFO ] [CONFIGURE ] JCE: Testing feature 6/29: add_failed_moves [2025-11-21T16:15:16.213245] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T16:15:16.466287] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:16.714571] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:16.969758] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:17.215326] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:17.462715] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:17.714250] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:17.972864] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:18.239186] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:18.495203] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:18.758354] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:18.758534] [INFO ] [CONFIGURE ] JCE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:15:18.758592] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3797 tests [2025-11-21T16:15:18.758659] [INFO ] [CONFIGURE ] JCE: Testing feature 7/29: add_lag_shelf [2025-11-21T16:15:18.758700] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T16:15:19.000510] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:19.241538] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:19.481097] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:19.723023] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:15:19.963760] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:20.216993] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:20.462086] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:20.706106] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:20.951020] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:21.196777] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:21.196952] [INFO ] [CONFIGURE ] JCE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:15:21.197009] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3796 tests [2025-11-21T16:15:21.197057] [INFO ] [CONFIGURE ] JCE: Testing feature 8/29: add_macd [2025-11-21T16:15:21.197094] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T16:15:21.509749] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:21.825288] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:22.150157] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:22.456253] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:22.769357] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:23.087885] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:23.415324] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:23.758600] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:24.078572] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:24.390584] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:24.390798] [INFO ] [CONFIGURE ] JCE: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:15:24.390859] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3795 tests [2025-11-21T16:15:24.390908] [INFO ] [CONFIGURE ] JCE: Testing feature 9/29: add_mfi [2025-11-21T16:15:24.390955] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T16:15:24.638235] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:24.885601] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:25.131524] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:25.385321] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:25.644448] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:25.893385] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:26.139997] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:26.394900] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:26.658945] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:26.911315] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:26.911530] [INFO ] [CONFIGURE ] JCE: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:15:26.911595] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3794 tests [2025-11-21T16:15:26.911636] [INFO ] [CONFIGURE ] JCE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:15:26.911709] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:15:27.256780] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:27.615025] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:27.982343] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:28.321138] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:28.642525] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:28.975576] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:29.324878] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:29.685870] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:30.031727] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:30.387385] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:30.387589] [INFO ] [CONFIGURE ] JCE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:15:30.387669] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3793 tests [2025-11-21T16:15:30.387716] [INFO ] [CONFIGURE ] JCE: Testing feature 11/29: add_obv_daily [2025-11-21T16:15:30.387761] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T16:15:30.646344] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:30.914275] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:31.173106] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:31.516537] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:31.863149] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:32.162249] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:32.429158] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:15:32.692848] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:32.947902] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:33.217796] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:33.217974] [INFO ] [CONFIGURE ] JCE: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T16:15:33.218032] [INFO ] [CONFIGURE ] JOB ETA: 3.0h | Avg: 2.8s/test | Remaining: 3792 tests [2025-11-21T16:15:33.218122] [INFO ] [CONFIGURE ] JCE: Testing feature 12/29: add_obv_interval [2025-11-21T16:15:33.218168] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T16:15:33.467448] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:33.717397] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:33.976804] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:34.241914] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:34.501674] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:34.759406] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:35.019023] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:35.280226] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:35.536729] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:35.797246] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:35.797458] [INFO ] [CONFIGURE ] JCE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:15:35.797541] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3791 tests [2025-11-21T16:15:35.797592] [INFO ] [CONFIGURE ] JCE: Testing feature 13/29: add_opening_strength [2025-11-21T16:15:35.797635] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:15:36.060179] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:36.331565] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:36.621963] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:36.911073] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:37.162116] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:37.414049] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:37.667539] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:37.920426] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:38.185996] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:38.458220] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:38.458437] [INFO ] [CONFIGURE ] JCE: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:15:38.458506] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3790 tests [2025-11-21T16:15:38.458632] [INFO ] [CONFIGURE ] JCE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:15:38.458698] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T16:15:38.703908] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:38.949160] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:39.191986] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:39.436377] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:39.681155] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:39.922369] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:40.166524] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:40.411200] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:40.660405] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:40.907622] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:40.907807] [INFO ] [CONFIGURE ] JCE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T16:15:40.907865] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3789 tests [2025-11-21T16:15:40.907947] [INFO ] [CONFIGURE ] JCE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:15:40.907997] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T16:15:41.122694] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:41.332111] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:41.542723] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:41.765929] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:41.999830] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:42.214109] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:42.426312] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:42.642375] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:42.854282] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:43.066404] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:43.066601] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:15:43.066703] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3788 tests [2025-11-21T16:15:43.066752] [INFO ] [CONFIGURE ] JCE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:15:43.066794] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T16:15:43.303249] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:43.546691] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:43.780903] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:44.029049] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:15:44.270286] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:44.536608] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:44.800219] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:45.058859] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:45.316793] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:45.575424] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:45.575666] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T16:15:45.575730] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3787 tests [2025-11-21T16:15:45.575780] [INFO ] [CONFIGURE ] JCE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:15:45.575824] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T16:15:45.846984] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:46.104170] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:46.369847] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:46.637890] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:46.893509] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:47.153607] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:47.400837] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:47.646264] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:47.900273] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:48.150155] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:48.150324] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T16:15:48.150380] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3786 tests [2025-11-21T16:15:48.150427] [INFO ] [CONFIGURE ] JCE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:15:48.150552] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T16:15:48.362668] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:48.612913] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:48.865219] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:15:49.085063] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:15:49.299347] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:49.524347] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:49.747849] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:49.969852] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:50.208925] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:50.446135] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:50.446331] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T16:15:50.446390] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3785 tests [2025-11-21T16:15:50.446513] [INFO ] [CONFIGURE ] JCE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:15:50.446562] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T16:15:50.693081] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:15:50.917511] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:51.155294] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:51.406158] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:51.644680] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:51.888305] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:15:52.133249] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:52.372218] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:52.620917] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:52.869685] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:52.869891] [INFO ] [CONFIGURE ] JCE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T16:15:52.869951] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3784 tests [2025-11-21T16:15:52.870001] [INFO ] [CONFIGURE ] JCE: Testing feature 20/29: add_price_rejection [2025-11-21T16:15:52.870047] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T16:15:53.135205] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:53.397162] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:53.673759] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:53.935528] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:15:54.194354] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:54.463594] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:54.726052] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:54.983902] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:55.246537] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:55.523036] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:55.523220] [INFO ] [CONFIGURE ] JCE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:15:55.523339] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3783 tests [2025-11-21T16:15:55.523414] [INFO ] [CONFIGURE ] JCE: Testing feature 21/29: add_range_position [2025-11-21T16:15:55.523521] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T16:15:55.817261] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:56.125524] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:56.420209] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:56.715211] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:15:57.011428] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:15:57.317224] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:15:57.627945] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:15:57.933449] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:15:58.240679] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:15:58.525274] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:15:58.525472] [INFO ] [CONFIGURE ] JCE: DISCARDED add_range_position (score: 50.00%) [2025-11-21T16:15:58.525552] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3782 tests [2025-11-21T16:15:58.525601] [INFO ] [CONFIGURE ] JCE: Testing feature 22/29: add_realized_volatility [2025-11-21T16:15:58.525661] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T16:15:58.897540] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:15:59.258039] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:15:59.634925] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:15:59.995803] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:16:01.171863] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:16:01.647736] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:02.008904] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:16:02.391165] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:16:02.778342] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:03.167008] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:03.167202] [INFO ] [CONFIGURE ] JCE: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T16:16:03.167264] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3781 tests [2025-11-21T16:16:03.167315] [INFO ] [CONFIGURE ] JCE: Testing feature 23/29: add_recent_range_context [2025-11-21T16:16:03.167379] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T16:16:03.422038] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:03.673238] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:03.933569] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:04.181821] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:16:04.443848] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:16:04.718661] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:16:04.979047] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:16:05.253137] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:16:05.514835] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:05.777502] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:05.777729] [INFO ] [CONFIGURE ] JCE: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T16:16:05.777792] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3780 tests [2025-11-21T16:16:05.777843] [INFO ] [CONFIGURE ] JCE: Testing feature 24/29: add_rsi [2025-11-21T16:16:05.777888] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T16:16:06.101166] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:16:06.432364] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:06.732405] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:07.053432] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:16:07.365038] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:16:07.690130] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:16:08.018956] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:16:08.329376] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:08.631171] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:08.939074] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:08.939266] [INFO ] [CONFIGURE ] JCE: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:16:08.939326] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3779 tests [2025-11-21T16:16:08.939374] [INFO ] [CONFIGURE ] JCE: Testing feature 25/29: add_tick_distribution [2025-11-21T16:16:08.939485] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T16:16:09.187635] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:09.438692] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:09.694763] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:09.942024] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:16:10.192629] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:16:10.442754] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:16:10.689706] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:16:10.934223] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:16:11.168849] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:11.415179] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:11.415388] [INFO ] [CONFIGURE ] JCE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:16:11.415471] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3778 tests [2025-11-21T16:16:11.415522] [INFO ] [CONFIGURE ] JCE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:16:11.415639] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T16:16:11.657211] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:11.899745] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:12.146175] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:12.392269] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:16:12.654495] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:16:12.912754] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:13.149496] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:16:13.391317] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:16:13.636553] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:13.876730] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:13.876904] [INFO ] [CONFIGURE ] JCE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:16:13.876961] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3777 tests [2025-11-21T16:16:13.877007] [INFO ] [CONFIGURE ] JCE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:16:13.877051] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T16:16:14.140290] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:16:14.390822] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:14.635387] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:14.882837] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:16:15.133040] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:16:15.380365] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:15.639190] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:16:15.895187] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:16.145118] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:16.404211] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:16.404391] [INFO ] [CONFIGURE ] JCE: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T16:16:16.404449] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3776 tests [2025-11-21T16:16:16.404496] [INFO ] [CONFIGURE ] JCE: Testing feature 28/29: add_volume_profile [2025-11-21T16:16:16.404542] [INFO ] [CONFIGURE ] JCE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T16:16:16.645907] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:16:16.889937] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:17.130785] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:17.370246] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:16:17.614244] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:16:17.863593] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:16:18.110486] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:16:18.356138] [DEBUG] [FORECASTER] JCE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:16:18.599841] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:18.845573] [DEBUG] [FORECASTER] JCE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:18.845790] [INFO ] [CONFIGURE ] JCE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:16:18.845850] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3775 tests [2025-11-21T16:16:18.845897] [INFO ] [CONFIGURE ] JCE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:16:18.845938] [INFO ] [CONFIGURE ] JCE: Best accuracy: 70.00% [2025-11-21T16:16:18.845979] [INFO ] [CONFIGURE ] JCE: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:16:18.846018] [INFO ] [CONFIGURE ] JCE: Improvement over baseline: 20.00% [2025-11-21T16:16:18.846056] [INFO ] [CONFIGURE ] JCE: Total time: 1.2 minutes [2025-11-21T16:16:18.846092] [INFO ] [CONFIGURE ] JCE: Average time per feature: 2.6 seconds [2025-11-21T16:16:18.846130] [INFO ] [CONFIGURE ] JCE: Average speed: 0.40 features/sec [2025-11-21T16:16:18.846512] [INFO ] [LOCAL ] Saved configuration for JCE: 2 features, 70.00% accuracy -> ./output/feature-sets/JCE.json [2025-11-21T16:16:18.846570] [INFO ] [CONFIGURE ] JCE: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T16:16:18.846618] [INFO ] [sig ] [599/723] Successfully configured JCE | 0.01 sym/s | Total: 13.7h | ETA: 2.8h [2025-11-21T16:16:18.846683] [INFO ] [sig ] [600/723] Configuring JEF... [2025-11-21T16:16:18.846726] [INFO ] [CONFIGURE ] JEF: Configurate test run. [2025-11-21T16:16:18.846765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-11-21T16:16:19.047252] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JEF'. [2025-11-21T16:16:19.047693] [INFO ] [CONFIGURE ] JEF: Testing with 29 available features [2025-11-21T16:16:19.047757] [INFO ] [CONFIGURE ] JEF: Establishing baseline with no features... [2025-11-21T16:16:19.221551] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:19.399191] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:19.576247] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:19.756091] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:19.932919] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:20.107858] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:20.289051] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:16:20.471099] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:20.651471] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:20.829494] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:16:20.829676] [INFO ] [CONFIGURE ] JEF: Baseline score (no features): 60.00% [2025-11-21T16:16:20.829747] [INFO ] [CONFIGURE ] JEF: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:16:20.829798] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:16:21.042138] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:21.255268] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:21.465790] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:21.684864] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:21.907439] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:22.118455] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:22.325384] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:22.540475] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:22.757792] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:16:23.012047] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:23.012290] [INFO ] [CONFIGURE ] JEF: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T16:16:23.012348] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3774 tests [2025-11-21T16:16:23.012393] [INFO ] [CONFIGURE ] JEF: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:16:23.012433] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:16:23.315925] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:23.623826] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:23.874063] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:24.071883] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:24.276447] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:24.491021] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:24.691684] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:24.892100] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:25.099368] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:25.304331] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:16:25.304498] [INFO ] [CONFIGURE ] JEF: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T16:16:25.304545] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3773 tests [2025-11-21T16:16:25.304584] [INFO ] [CONFIGURE ] JEF: Testing feature 3/29: add_daily_returns [2025-11-21T16:16:25.304619] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_daily_returns'] [2025-11-21T16:16:25.483490] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:25.666456] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:25.846628] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:26.027791] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:26.201216] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:26.377294] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:16:26.551996] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:26.744010] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:26.928028] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:27.125485] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:27.125764] [INFO ] [CONFIGURE ] JEF: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T16:16:27.125832] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3772 tests [2025-11-21T16:16:27.125935] [INFO ] [CONFIGURE ] JEF: Testing feature 4/29: add_ema [2025-11-21T16:16:27.125992] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema'] [2025-11-21T16:16:27.354630] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:27.576027] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:27.787545] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:28.014737] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:28.238142] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:28.461618] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:28.687747] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:28.909555] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:29.136110] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:29.374732] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:29.375097] [INFO ] [CONFIGURE ] JEF: KEPT add_ema (score: 70.00%) [2025-11-21T16:16:29.375220] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3771 tests [2025-11-21T16:16:29.375334] [INFO ] [CONFIGURE ] JEF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:16:29.375418] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:16:29.641498] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:29.903563] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:30.170348] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:30.434399] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:30.701348] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:30.964569] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:31.237150] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:31.503327] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:31.778170] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:16:32.050860] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:32.051053] [INFO ] [CONFIGURE ] JEF: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:16:32.051109] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3770 tests [2025-11-21T16:16:32.051155] [INFO ] [CONFIGURE ] JEF: Testing feature 6/29: add_failed_moves [2025-11-21T16:16:32.051197] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T16:16:32.278573] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:32.506572] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:32.738373] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:32.960129] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:33.187921] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:33.414347] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:33.641786] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:33.877624] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:34.102015] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:34.328381] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:34.328544] [INFO ] [CONFIGURE ] JEF: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:16:34.328593] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3769 tests [2025-11-21T16:16:34.328630] [INFO ] [CONFIGURE ] JEF: Testing feature 7/29: add_lag_shelf [2025-11-21T16:16:34.328686] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T16:16:34.540305] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:34.783296] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:35.016485] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:35.245171] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:35.456218] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:35.667584] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:35.876703] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:36.094967] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:36.336272] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:36.576999] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:36.577161] [INFO ] [CONFIGURE ] JEF: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T16:16:36.577207] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3768 tests [2025-11-21T16:16:36.577245] [INFO ] [CONFIGURE ] JEF: Testing feature 8/29: add_macd [2025-11-21T16:16:36.577279] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T16:16:36.895786] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:16:37.204609] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:37.520775] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:37.838314] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:16:38.178059] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:16:38.498942] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:38.816793] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:16:39.166952] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:39.485982] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:16:39.821289] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:39.821478] [INFO ] [CONFIGURE ] JEF: DISCARDED add_macd (score: 50.00%) [2025-11-21T16:16:39.821535] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3767 tests [2025-11-21T16:16:39.821575] [INFO ] [CONFIGURE ] JEF: Testing feature 9/29: add_mfi [2025-11-21T16:16:39.821618] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T16:16:40.088048] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:40.343787] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:40.604661] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:40.872832] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:41.143217] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:41.420742] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:41.692322] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:41.969422] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:42.231995] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:16:42.514669] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:16:42.514877] [INFO ] [CONFIGURE ] JEF: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:16:42.514934] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3766 tests [2025-11-21T16:16:42.514980] [INFO ] [CONFIGURE ] JEF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:16:42.515026] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:16:42.859049] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:43.206619] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:43.534255] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:43.861278] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:44.227390] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:44.577880] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:44.899039] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:45.217366] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:45.542618] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:16:45.866279] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:45.866463] [INFO ] [CONFIGURE ] JEF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:16:45.866521] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3765 tests [2025-11-21T16:16:45.866570] [INFO ] [CONFIGURE ] JEF: Testing feature 11/29: add_obv_daily [2025-11-21T16:16:45.866614] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T16:16:46.116010] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:46.365929] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:46.609492] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:46.853230] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:47.095380] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:47.340375] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:47.586849] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:16:47.851329] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:48.100838] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:48.349593] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:48.349786] [INFO ] [CONFIGURE ] JEF: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T16:16:48.349883] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3764 tests [2025-11-21T16:16:48.349937] [INFO ] [CONFIGURE ] JEF: Testing feature 12/29: add_obv_interval [2025-11-21T16:16:48.349983] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T16:16:48.580436] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:16:48.810607] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:49.041777] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:49.275076] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:49.514723] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:49.752828] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:49.988945] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:16:50.227720] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:50.464090] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:50.702027] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:50.702242] [INFO ] [CONFIGURE ] JEF: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:16:50.702457] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3763 tests [2025-11-21T16:16:50.702550] [INFO ] [CONFIGURE ] JEF: Testing feature 13/29: add_opening_strength [2025-11-21T16:16:50.702603] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:16:50.962905] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:51.224794] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:51.507214] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:51.782616] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:52.050068] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:52.313381] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:52.582846] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:16:52.851264] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:53.111982] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:53.373905] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:53.374088] [INFO ] [CONFIGURE ] JEF: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:16:53.374145] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3762 tests [2025-11-21T16:16:53.374258] [INFO ] [CONFIGURE ] JEF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:16:53.374305] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T16:16:53.622269] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:53.871495] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:54.120384] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:16:54.401971] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:54.681703] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:54.948780] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:55.189886] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:55.434877] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:55.687790] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:16:55.935701] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:16:55.935880] [INFO ] [CONFIGURE ] JEF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:16:55.935997] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3761 tests [2025-11-21T16:16:55.936049] [INFO ] [CONFIGURE ] JEF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:16:55.936093] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T16:16:56.159195] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:56.401469] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:16:56.639297] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:56.879119] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:57.115450] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:57.354693] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:57.594626] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:16:57.836474] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:16:58.074215] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:16:58.310500] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:16:58.310691] [INFO ] [CONFIGURE ] JEF: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:16:58.310763] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3760 tests [2025-11-21T16:16:58.310831] [INFO ] [CONFIGURE ] JEF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:16:58.310890] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T16:16:58.544718] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:16:58.778966] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:16:59.009303] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:16:59.272087] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:16:59.511270] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:16:59.742241] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:16:59.978247] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:00.208186] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:00.497499] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:17:01.277834] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:01.278025] [INFO ] [CONFIGURE ] JEF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T16:17:01.278208] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3759 tests [2025-11-21T16:17:01.278300] [INFO ] [CONFIGURE ] JEF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:17:01.278377] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T16:17:01.581981] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:01.835007] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:02.095768] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:17:02.361397] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:02.612047] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:02.866229] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:03.126931] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:03.395939] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:03.654928] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:17:03.898239] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:03.898412] [INFO ] [CONFIGURE ] JEF: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T16:17:03.898470] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3758 tests [2025-11-21T16:17:03.898519] [INFO ] [CONFIGURE ] JEF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:17:03.898563] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T16:17:04.132137] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:04.366325] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:04.595170] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:17:04.822906] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:05.050913] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:05.281130] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:05.513383] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:05.739685] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:05.968686] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:17:06.195627] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:17:06.195817] [INFO ] [CONFIGURE ] JEF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:17:06.195865] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3757 tests [2025-11-21T16:17:06.195903] [INFO ] [CONFIGURE ] JEF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:17:06.195938] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T16:17:06.409847] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:06.623280] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:06.832893] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:17:07.045611] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:07.261067] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:07.475350] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:07.693957] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:07.904552] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:08.119761] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:17:08.329202] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:08.329369] [INFO ] [CONFIGURE ] JEF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:17:08.329417] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3756 tests [2025-11-21T16:17:08.329455] [INFO ] [CONFIGURE ] JEF: Testing feature 20/29: add_price_rejection [2025-11-21T16:17:08.329489] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T16:17:08.570440] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:08.821434] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:09.076273] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:17:09.321052] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:09.562529] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:09.824496] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:10.122760] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:10.469363] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:10.783960] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:17:11.037279] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:17:11.037480] [INFO ] [CONFIGURE ] JEF: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T16:17:11.037555] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3755 tests [2025-11-21T16:17:11.037610] [INFO ] [CONFIGURE ] JEF: Testing feature 21/29: add_range_position [2025-11-21T16:17:11.037685] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T16:17:11.299191] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:17:11.553160] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:17:11.809455] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:17:12.050440] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:12.294420] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:12.546477] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:12.805420] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:13.054718] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:13.300744] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:17:13.538882] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:17:13.539098] [INFO ] [CONFIGURE ] JEF: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:17:13.539157] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3754 tests [2025-11-21T16:17:13.539200] [INFO ] [CONFIGURE ] JEF: Testing feature 22/29: add_realized_volatility [2025-11-21T16:17:13.539241] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T16:17:13.868682] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:14.207159] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:14.542430] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:17:14.874109] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:15.203446] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:15.534254] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:15.870582] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:16.200890] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:16.536128] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:17:16.887993] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:16.888233] [INFO ] [CONFIGURE ] JEF: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:17:16.888291] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3753 tests [2025-11-21T16:17:16.888338] [INFO ] [CONFIGURE ] JEF: Testing feature 23/29: add_recent_range_context [2025-11-21T16:17:16.888380] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T16:17:17.124246] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:17.351482] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:17.591517] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:17:17.832539] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:18.073821] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:18.305578] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:18.548521] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:18.791984] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:19.050189] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:17:19.296800] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:19.296979] [INFO ] [CONFIGURE ] JEF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:17:19.297036] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3752 tests [2025-11-21T16:17:19.297081] [INFO ] [CONFIGURE ] JEF: Testing feature 24/29: add_rsi [2025-11-21T16:17:19.297123] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T16:17:19.545450] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:19.791051] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:20.019163] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:17:20.250340] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:20.492059] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:20.742516] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:20.978570] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:21.213783] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:21.452594] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:17:21.689519] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:21.689708] [INFO ] [CONFIGURE ] JEF: DISCARDED add_rsi (score: 60.00%) [2025-11-21T16:17:21.689765] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3751 tests [2025-11-21T16:17:21.689832] [INFO ] [CONFIGURE ] JEF: Testing feature 25/29: add_tick_distribution [2025-11-21T16:17:21.689884] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T16:17:21.907705] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:22.122692] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:22.336537] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:17:22.555117] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:22.787637] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:23.006363] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:23.227844] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:23.449951] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:23.671678] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:17:23.891599] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:23.891806] [INFO ] [CONFIGURE ] JEF: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T16:17:23.891986] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3750 tests [2025-11-21T16:17:23.892077] [INFO ] [CONFIGURE ] JEF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:17:23.892187] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T16:17:24.141043] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:24.390470] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:24.638721] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:17:24.891790] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:25.144842] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:25.405477] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:25.665464] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:25.919896] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:26.182032] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:17:26.446118] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:26.446338] [INFO ] [CONFIGURE ] JEF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:17:26.446402] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3749 tests [2025-11-21T16:17:26.446460] [INFO ] [CONFIGURE ] JEF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:17:26.446508] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T16:17:26.709258] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:26.962327] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:27.221637] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:17:27.481528] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:27.741857] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:28.000952] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:28.259392] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:28.516566] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:28.769666] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:17:29.028077] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:29.028269] [INFO ] [CONFIGURE ] JEF: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T16:17:29.028329] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3748 tests [2025-11-21T16:17:29.028376] [INFO ] [CONFIGURE ] JEF: Testing feature 28/29: add_volume_profile [2025-11-21T16:17:29.028419] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-21T16:17:29.273516] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:29.513484] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:29.740265] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:17:29.967743] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:30.192399] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:30.416241] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:30.644992] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:30.871473] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:31.107475] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:17:31.342309] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:31.342485] [INFO ] [CONFIGURE ] JEF: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T16:17:31.342543] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3747 tests [2025-11-21T16:17:31.342606] [INFO ] [CONFIGURE ] JEF: Testing feature 29/29: add_vwap [2025-11-21T16:17:31.342753] [INFO ] [CONFIGURE ] JEF: Testing with features: ['add_ema', 'add_vwap'] [2025-11-21T16:17:31.594269] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:17:31.839353] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:32.074711] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:17:32.312168] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:17:32.551275] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:17:32.797450] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:17:33.034603] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:17:33.263511] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:33.511036] [DEBUG] [FORECASTER] JEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:17:33.752547] [DEBUG] [FORECASTER] JEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:17:33.752749] [INFO ] [CONFIGURE ] JEF: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:17:33.752830] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3746 tests [2025-11-21T16:17:33.752882] [INFO ] [CONFIGURE ] JEF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:17:33.752925] [INFO ] [CONFIGURE ] JEF: Best accuracy: 70.00% [2025-11-21T16:17:33.752967] [INFO ] [CONFIGURE ] JEF: Best feature set (1 features): ['add_ema'] [2025-11-21T16:17:33.753007] [INFO ] [CONFIGURE ] JEF: Improvement over baseline: 10.00% [2025-11-21T16:17:33.753096] [INFO ] [CONFIGURE ] JEF: Total time: 1.2 minutes [2025-11-21T16:17:33.753140] [INFO ] [CONFIGURE ] JEF: Average time per feature: 2.5 seconds [2025-11-21T16:17:33.753179] [INFO ] [CONFIGURE ] JEF: Average speed: 0.40 features/sec [2025-11-21T16:17:33.753519] [INFO ] [LOCAL ] Saved configuration for JEF: 1 features, 70.00% accuracy -> ./output/feature-sets/JEF.json [2025-11-21T16:17:33.753576] [INFO ] [CONFIGURE ] JEF: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T16:17:33.753624] [INFO ] [sig ] [600/723] Successfully configured JEF | 0.01 sym/s | Total: 13.7h | ETA: 2.8h [2025-11-21T16:17:33.753690] [INFO ] [sig ] [601/723] Configuring JGH... [2025-11-21T16:17:33.753733] [INFO ] [CONFIGURE ] JGH: Configurate test run. [2025-11-21T16:17:33.753773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'. [2025-11-21T16:17:33.860727] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JGH'. [2025-11-21T16:17:33.861128] [INFO ] [CONFIGURE ] JGH: Testing with 29 available features [2025-11-21T16:17:33.861200] [INFO ] [CONFIGURE ] JGH: Establishing baseline with no features... [2025-11-21T16:17:34.037464] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:34.207720] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:34.387342] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:34.560114] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:17:34.731783] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:34.902008] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:35.075179] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:35.243874] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:17:35.420548] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:35.598602] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:35.598784] [INFO ] [CONFIGURE ] JGH: Baseline score (no features): 30.00% [2025-11-21T16:17:35.598834] [INFO ] [CONFIGURE ] JGH: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:17:35.598874] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:17:35.810149] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:36.014068] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:36.245089] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:36.472414] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:17:36.697116] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:36.923947] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:37.144980] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:37.366039] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:37.583460] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:37.787823] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:37.788002] [INFO ] [CONFIGURE ] JGH: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T16:17:37.788050] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3745 tests [2025-11-21T16:17:37.788110] [INFO ] [CONFIGURE ] JGH: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:17:37.788147] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:17:38.022705] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:17:38.257694] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:38.513165] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:38.776588] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:17:39.031679] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:39.276575] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:39.526559] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:39.775932] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:40.029745] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:40.277496] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:40.277731] [INFO ] [CONFIGURE ] JGH: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T16:17:40.277791] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3744 tests [2025-11-21T16:17:40.277838] [INFO ] [CONFIGURE ] JGH: Testing feature 3/29: add_daily_returns [2025-11-21T16:17:40.277882] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:17:40.502514] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:40.730711] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:40.956047] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:41.185754] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:17:41.412303] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:41.645622] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:41.890292] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:42.128186] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:42.383153] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:42.644355] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:42.644759] [INFO ] [CONFIGURE ] JGH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T16:17:42.644894] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3743 tests [2025-11-21T16:17:42.645027] [INFO ] [CONFIGURE ] JGH: Testing feature 4/29: add_ema [2025-11-21T16:17:42.645110] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:17:42.921341] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:43.197073] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:43.474337] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:43.742476] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:17:44.018869] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:44.294930] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:44.571837] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:44.842788] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:45.113856] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:45.380253] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:45.380446] [INFO ] [CONFIGURE ] JGH: DISCARDED add_ema (score: 30.00%) [2025-11-21T16:17:45.380500] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3742 tests [2025-11-21T16:17:45.380540] [INFO ] [CONFIGURE ] JGH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:17:45.380575] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:17:45.641686] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:45.909464] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:17:46.181437] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:17:46.457861] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:17:46.723631] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:46.996284] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:47.270705] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:47.546736] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:47.826918] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:48.102786] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:48.103038] [INFO ] [CONFIGURE ] JGH: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T16:17:48.103113] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3741 tests [2025-11-21T16:17:48.103178] [INFO ] [CONFIGURE ] JGH: Testing feature 6/29: add_failed_moves [2025-11-21T16:17:48.103236] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T16:17:48.340108] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:48.569394] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:48.802232] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:49.037597] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:17:49.265828] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:49.489701] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:49.714089] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:49.966372] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:50.191994] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:50.413893] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:50.414085] [INFO ] [CONFIGURE ] JGH: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T16:17:50.414133] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3740 tests [2025-11-21T16:17:50.414172] [INFO ] [CONFIGURE ] JGH: Testing feature 7/29: add_lag_shelf [2025-11-21T16:17:50.414208] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T16:17:50.625357] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:50.838132] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:51.047014] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:51.260016] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:17:51.488728] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:51.699743] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:51.942523] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:52.153964] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:52.366962] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:52.595168] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:52.595476] [INFO ] [CONFIGURE ] JGH: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T16:17:52.595589] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3739 tests [2025-11-21T16:17:52.595695] [INFO ] [CONFIGURE ] JGH: Testing feature 8/29: add_macd [2025-11-21T16:17:52.595802] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T16:17:52.912636] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:53.216132] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:53.513543] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:17:53.812562] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:17:54.115831] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:54.414405] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:54.705547] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:55.008850] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:55.323237] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:55.675674] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:55.675895] [INFO ] [CONFIGURE ] JGH: DISCARDED add_macd (score: 30.00%) [2025-11-21T16:17:55.675957] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3738 tests [2025-11-21T16:17:55.676005] [INFO ] [CONFIGURE ] JGH: Testing feature 9/29: add_mfi [2025-11-21T16:17:55.676050] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T16:17:55.908753] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:56.128591] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:56.338658] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:56.553320] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:17:56.763608] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:56.983686] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:17:57.196987] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:17:57.408496] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:17:57.622080] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:17:57.848153] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:17:57.848412] [INFO ] [CONFIGURE ] JGH: DISCARDED add_mfi (score: 30.00%) [2025-11-21T16:17:57.848477] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3737 tests [2025-11-21T16:17:57.848530] [INFO ] [CONFIGURE ] JGH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:17:57.848574] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:17:58.157410] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:17:58.473873] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:17:58.777251] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:17:59.079950] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:17:59.377827] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:17:59.699690] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:00.008853] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:00.311163] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:01.303375] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:01.621581] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:01.621838] [INFO ] [CONFIGURE ] JGH: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T16:18:01.621928] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3736 tests [2025-11-21T16:18:01.621980] [INFO ] [CONFIGURE ] JGH: Testing feature 11/29: add_obv_daily [2025-11-21T16:18:01.622026] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T16:18:01.846953] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:18:02.071850] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:18:02.298018] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:02.533319] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:18:02.764447] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:02.990229] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:18:03.218362] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:03.443573] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:03.691757] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:03.923625] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:03.923823] [INFO ] [CONFIGURE ] JGH: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T16:18:03.923874] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3735 tests [2025-11-21T16:18:03.923914] [INFO ] [CONFIGURE ] JGH: Testing feature 12/29: add_obv_interval [2025-11-21T16:18:03.923948] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T16:18:04.156801] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:18:04.381508] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:04.612350] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:04.836812] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:18:05.056443] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:05.273428] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:05.492390] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:05.727534] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:05.947277] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:06.171700] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:06.171871] [INFO ] [CONFIGURE ] JGH: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T16:18:06.171921] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3734 tests [2025-11-21T16:18:06.171959] [INFO ] [CONFIGURE ] JGH: Testing feature 13/29: add_opening_strength [2025-11-21T16:18:06.171994] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:18:06.406935] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:06.638885] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:06.876864] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:07.112557] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:07.355125] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:07.589391] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:07.828297] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:08.072255] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:08.312160] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:08.556254] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:08.556459] [INFO ] [CONFIGURE ] JGH: KEPT add_opening_strength (score: 50.00%) [2025-11-21T16:18:08.556507] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3733 tests [2025-11-21T16:18:08.556548] [INFO ] [CONFIGURE ] JGH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:18:08.556599] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T16:18:08.837926] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:09.111465] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:09.373952] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:09.635572] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:18:09.904504] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:10.171283] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:10.435250] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:10.712622] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:10.982626] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:11.247907] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:11.248081] [INFO ] [CONFIGURE ] JGH: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T16:18:11.248136] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3732 tests [2025-11-21T16:18:11.248289] [INFO ] [CONFIGURE ] JGH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:18:11.248337] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T16:18:11.497051] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:18:11.743320] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:12.009917] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:12.260071] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:18:12.509244] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:12.760542] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:13.014362] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:13.262977] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:13.514562] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:13.766567] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:13.766761] [INFO ] [CONFIGURE ] JGH: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-21T16:18:13.766817] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3731 tests [2025-11-21T16:18:13.766882] [INFO ] [CONFIGURE ] JGH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:18:13.766926] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T16:18:14.035911] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:14.321032] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:14.585898] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:14.857194] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:15.126150] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:15.395790] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:15.695413] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:15.978439] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:16.245531] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:16.520445] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:16.520613] [INFO ] [CONFIGURE ] JGH: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T16:18:16.520687] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3730 tests [2025-11-21T16:18:16.520736] [INFO ] [CONFIGURE ] JGH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:18:16.520782] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T16:18:16.775128] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:17.030546] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:17.285904] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:17.565154] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:17.939673] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:18.338630] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:18.631422] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:18.910982] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:19.182792] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:19.445374] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:19.445545] [INFO ] [CONFIGURE ] JGH: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:18:19.445602] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3729 tests [2025-11-21T16:18:19.445666] [INFO ] [CONFIGURE ] JGH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:18:19.445712] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T16:18:19.702207] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:19.948814] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:20.220059] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:20.476692] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:20.745543] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:20.996984] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:21.275682] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:21.532453] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:21.779882] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:22.028668] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:22.028829] [INFO ] [CONFIGURE ] JGH: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:18:22.028885] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3728 tests [2025-11-21T16:18:22.028930] [INFO ] [CONFIGURE ] JGH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:18:22.028974] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T16:18:22.274072] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:22.517016] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:22.764972] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:23.016825] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:18:23.264864] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:23.512096] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:23.760377] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:24.011766] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:24.260535] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:24.512258] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:24.512422] [INFO ] [CONFIGURE ] JGH: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T16:18:24.512479] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3727 tests [2025-11-21T16:18:24.512582] [INFO ] [CONFIGURE ] JGH: Testing feature 20/29: add_price_rejection [2025-11-21T16:18:24.512630] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T16:18:24.784660] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:25.052219] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:25.320124] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:25.591067] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:25.863203] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:26.137002] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:26.418186] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:26.690279] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:26.961036] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:27.236029] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:27.236189] [INFO ] [CONFIGURE ] JGH: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T16:18:27.236245] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3726 tests [2025-11-21T16:18:27.236291] [INFO ] [CONFIGURE ] JGH: Testing feature 21/29: add_range_position [2025-11-21T16:18:27.236334] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T16:18:27.521621] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:27.808135] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:28.091639] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:28.379449] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:18:28.667486] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:28.954635] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:29.238070] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:29.523802] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:29.814808] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:30.111771] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:30.111963] [INFO ] [CONFIGURE ] JGH: DISCARDED add_range_position (score: 40.00%) [2025-11-21T16:18:30.112017] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3725 tests [2025-11-21T16:18:30.112058] [INFO ] [CONFIGURE ] JGH: Testing feature 22/29: add_realized_volatility [2025-11-21T16:18:30.112103] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T16:18:30.481796] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:30.850159] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:31.219420] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:31.584913] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:31.963205] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:32.345321] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:32.744128] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:33.137074] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:33.509777] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:33.913687] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:33.913891] [INFO ] [CONFIGURE ] JGH: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:18:33.913952] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3724 tests [2025-11-21T16:18:33.914003] [INFO ] [CONFIGURE ] JGH: Testing feature 23/29: add_recent_range_context [2025-11-21T16:18:33.914057] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T16:18:34.181525] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:34.450240] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:34.718909] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:34.985919] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:35.254298] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:35.526798] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:35.810979] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:36.076125] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:36.345458] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:36.656463] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:36.656662] [INFO ] [CONFIGURE ] JGH: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T16:18:36.656721] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3723 tests [2025-11-21T16:18:36.656770] [INFO ] [CONFIGURE ] JGH: Testing feature 24/29: add_rsi [2025-11-21T16:18:36.656816] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T16:18:36.992000] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:37.318533] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:37.658625] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:37.995261] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:38.330973] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:38.671452] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:39.005349] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:39.365024] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:39.698004] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:40.039314] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:40.039534] [INFO ] [CONFIGURE ] JGH: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:18:40.039595] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3722 tests [2025-11-21T16:18:40.039667] [INFO ] [CONFIGURE ] JGH: Testing feature 25/29: add_tick_distribution [2025-11-21T16:18:40.039761] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T16:18:40.310774] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:40.564817] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:40.850191] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:41.130748] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:41.423920] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:41.708850] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:42.017632] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:42.303753] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:42.596290] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:42.891677] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:42.891865] [INFO ] [CONFIGURE ] JGH: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:18:42.891923] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3721 tests [2025-11-21T16:18:42.891969] [INFO ] [CONFIGURE ] JGH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:18:42.892012] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T16:18:43.161807] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:43.436902] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:43.702792] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:43.983778] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:44.250977] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:44.525271] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:44.781160] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:45.041990] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:45.291013] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:45.548009] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:45.548196] [INFO ] [CONFIGURE ] JGH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T16:18:45.548255] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3720 tests [2025-11-21T16:18:45.548305] [INFO ] [CONFIGURE ] JGH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:18:45.548356] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T16:18:45.840107] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:18:46.132629] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:46.427045] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:46.718807] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:46.993409] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:47.290302] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:47.580908] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:47.870848] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:48.171319] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:48.467524] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:48.467744] [INFO ] [CONFIGURE ] JGH: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T16:18:48.467805] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3719 tests [2025-11-21T16:18:48.467856] [INFO ] [CONFIGURE ] JGH: Testing feature 28/29: add_volume_profile [2025-11-21T16:18:48.467901] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T16:18:48.742832] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:18:49.005174] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:49.269756] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:49.534569] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:18:49.802637] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:18:50.065531] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:50.329923] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:50.611827] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:50.900283] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:51.193045] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:51.193265] [INFO ] [CONFIGURE ] JGH: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:18:51.193323] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3718 tests [2025-11-21T16:18:51.193369] [INFO ] [CONFIGURE ] JGH: Testing feature 29/29: add_vwap [2025-11-21T16:18:51.193412] [INFO ] [CONFIGURE ] JGH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T16:18:51.484708] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:51.777152] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:52.049000] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:18:52.314045] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:18:52.580847] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:18:52.841499] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:18:53.111819] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:18:53.373501] [DEBUG] [FORECASTER] JGH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:53.635139] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:18:53.902800] [DEBUG] [FORECASTER] JGH: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:18:53.903010] [INFO ] [CONFIGURE ] JGH: DISCARDED add_vwap (score: 40.00%) [2025-11-21T16:18:53.903074] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3717 tests [2025-11-21T16:18:53.903122] [INFO ] [CONFIGURE ] JGH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:18:53.903199] [INFO ] [CONFIGURE ] JGH: Best accuracy: 50.00% [2025-11-21T16:18:53.903243] [INFO ] [CONFIGURE ] JGH: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:18:53.903282] [INFO ] [CONFIGURE ] JGH: Improvement over baseline: 20.00% [2025-11-21T16:18:53.903317] [INFO ] [CONFIGURE ] JGH: Total time: 1.3 minutes [2025-11-21T16:18:53.903353] [INFO ] [CONFIGURE ] JGH: Average time per feature: 2.7 seconds [2025-11-21T16:18:53.903388] [INFO ] [CONFIGURE ] JGH: Average speed: 0.37 features/sec [2025-11-21T16:18:53.903910] [INFO ] [LOCAL ] Saved configuration for JGH: 3 features, 50.00% accuracy -> ./output/feature-sets/JGH.json [2025-11-21T16:18:53.903968] [INFO ] [CONFIGURE ] JGH: Configuration saved successfully: 3 features, 50.00% accuracy. [2025-11-21T16:18:53.904022] [INFO ] [sig ] [601/723] Successfully configured JGH | 0.01 sym/s | Total: 13.8h | ETA: 2.8h [2025-11-21T16:18:53.904067] [INFO ] [sig ] [602/723] Configuring JPM... [2025-11-21T16:18:53.904110] [INFO ] [CONFIGURE ] JPM: Configurate test run. [2025-11-21T16:18:53.904149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-11-21T16:18:53.949199] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JPM'. [2025-11-21T16:18:53.949527] [INFO ] [CONFIGURE ] JPM: Testing with 29 available features [2025-11-21T16:18:53.949588] [INFO ] [CONFIGURE ] JPM: Establishing baseline with no features... [2025-11-21T16:18:54.121340] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:18:54.292227] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:18:54.465240] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:18:54.636864] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:18:54.813294] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:18:54.998212] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:18:55.174973] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:18:55.348287] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:18:55.526084] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:18:55.701610] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:18:55.701797] [INFO ] [CONFIGURE ] JPM: Baseline score (no features): 50.00% [2025-11-21T16:18:55.701846] [INFO ] [CONFIGURE ] JPM: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:18:55.701884] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:18:55.911103] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:56.113808] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:18:56.317508] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:18:56.528333] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:18:56.742197] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:18:56.952395] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:18:57.164963] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:18:57.382295] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:18:57.599810] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:18:57.828777] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:18:57.828992] [INFO ] [CONFIGURE ] JPM: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T16:18:57.829046] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3716 tests [2025-11-21T16:18:57.829085] [INFO ] [CONFIGURE ] JPM: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:18:57.829122] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:18:58.075287] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:18:58.325174] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:18:58.571377] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:18:58.819807] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:18:59.073177] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:18:59.329500] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:18:59.571667] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:18:59.821074] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:19:00.087367] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:00.346011] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:00.346207] [INFO ] [CONFIGURE ] JPM: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T16:19:00.346293] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3715 tests [2025-11-21T16:19:00.346342] [INFO ] [CONFIGURE ] JPM: Testing feature 3/29: add_daily_returns [2025-11-21T16:19:00.346388] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:19:01.279576] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:19:01.630875] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:01.861701] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:02.098069] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:19:02.318241] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:02.544613] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:02.766285] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:19:02.999578] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:03.219504] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:03.444573] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:19:03.444756] [INFO ] [CONFIGURE ] JPM: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:19:03.444828] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3714 tests [2025-11-21T16:19:03.444885] [INFO ] [CONFIGURE ] JPM: Testing feature 4/29: add_ema [2025-11-21T16:19:03.444932] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:19:03.700633] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:03.960386] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:04.223462] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:04.512005] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:04.835638] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:05.204675] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:05.502941] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:05.762218] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:06.025844] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:06.282929] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:06.283145] [INFO ] [CONFIGURE ] JPM: KEPT add_ema (score: 80.00%) [2025-11-21T16:19:06.283339] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3713 tests [2025-11-21T16:19:06.283411] [INFO ] [CONFIGURE ] JPM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:19:06.283461] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:19:06.583610] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:06.880575] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:19:07.183126] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:07.492258] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:07.799555] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:19:08.110844] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:08.416288] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:19:08.747059] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:19:09.046841] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:09.353752] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:09.353928] [INFO ] [CONFIGURE ] JPM: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:19:09.353985] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3712 tests [2025-11-21T16:19:09.354034] [INFO ] [CONFIGURE ] JPM: Testing feature 6/29: add_failed_moves [2025-11-21T16:19:09.354071] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T16:19:09.619555] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:09.882384] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:10.148698] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:19:10.411310] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:10.673693] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:10.935811] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:11.201318] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:11.452951] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:11.715712] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:11.983844] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:11.984012] [INFO ] [CONFIGURE ] JPM: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:19:11.984067] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3711 tests [2025-11-21T16:19:11.984112] [INFO ] [CONFIGURE ] JPM: Testing feature 7/29: add_lag_shelf [2025-11-21T16:19:11.984242] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T16:19:12.231431] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:19:12.479563] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:12.745225] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:19:12.999196] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:13.241863] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:13.483980] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:13.728535] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:13.973570] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:14.223728] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:14.481931] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:14.482121] [INFO ] [CONFIGURE ] JPM: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T16:19:14.482181] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3710 tests [2025-11-21T16:19:14.482238] [INFO ] [CONFIGURE ] JPM: Testing feature 8/29: add_macd [2025-11-21T16:19:14.482281] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T16:19:14.796681] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:15.095194] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:19:15.394146] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:15.692483] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:16.025094] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:16.330352] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:16.632785] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:19:16.956085] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:17.284540] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:17.616290] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:17.616505] [INFO ] [CONFIGURE ] JPM: DISCARDED add_macd (score: 80.00%) [2025-11-21T16:19:17.616565] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3709 tests [2025-11-21T16:19:17.616603] [INFO ] [CONFIGURE ] JPM: Testing feature 9/29: add_mfi [2025-11-21T16:19:17.616671] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T16:19:17.889231] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:18.160104] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:18.429471] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:18.706610] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:18.975273] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:19.247407] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:19.521051] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:19.807896] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:20.091159] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:20.370004] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:20.370206] [INFO ] [CONFIGURE ] JPM: DISCARDED add_mfi (score: 80.00%) [2025-11-21T16:19:20.370263] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3708 tests [2025-11-21T16:19:20.370312] [INFO ] [CONFIGURE ] JPM: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:19:20.370347] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:19:20.709257] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:21.052026] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:21.391291] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:21.730221] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:22.085011] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:22.459593] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:22.855118] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:23.237034] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:23.598489] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:23.985089] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:19:23.985279] [INFO ] [CONFIGURE ] JPM: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:19:23.985349] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3707 tests [2025-11-21T16:19:23.985410] [INFO ] [CONFIGURE ] JPM: Testing feature 11/29: add_obv_daily [2025-11-21T16:19:23.985461] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T16:19:24.311822] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:24.635884] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:24.968120] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:25.279771] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:19:25.584558] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:25.892568] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:26.206186] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:19:26.528812] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:26.839122] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:27.166229] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:19:27.166418] [INFO ] [CONFIGURE ] JPM: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T16:19:27.166492] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3706 tests [2025-11-21T16:19:27.166557] [INFO ] [CONFIGURE ] JPM: Testing feature 12/29: add_obv_interval [2025-11-21T16:19:27.166617] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T16:19:27.489530] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:27.796451] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:28.098127] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:28.399979] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:28.700697] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:19:29.016410] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:29.321881] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:19:29.609726] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:29.938557] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:30.234137] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:30.234316] [INFO ] [CONFIGURE ] JPM: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T16:19:30.234375] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3705 tests [2025-11-21T16:19:30.234425] [INFO ] [CONFIGURE ] JPM: Testing feature 13/29: add_opening_strength [2025-11-21T16:19:30.234469] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:19:30.565010] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:30.905808] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:31.238673] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:31.568919] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:31.891261] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:32.218852] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:32.548900] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:32.882883] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:33.222299] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:33.554822] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:33.555009] [INFO ] [CONFIGURE ] JPM: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T16:19:33.555070] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3704 tests [2025-11-21T16:19:33.555119] [INFO ] [CONFIGURE ] JPM: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:19:33.555164] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T16:19:33.860000] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:19:34.187874] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:34.483287] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:34.793491] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:35.096196] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:19:35.398887] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:35.703266] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:36.011825] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:36.332134] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:36.653524] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:36.653792] [INFO ] [CONFIGURE ] JPM: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:19:36.653870] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3703 tests [2025-11-21T16:19:36.653922] [INFO ] [CONFIGURE ] JPM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:19:36.653965] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T16:19:36.956469] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:37.267290] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:37.579835] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:37.877879] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:38.172093] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:38.472975] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:38.783063] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:39.106426] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:39.421171] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:39.729686] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:39.729883] [INFO ] [CONFIGURE ] JPM: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T16:19:39.729944] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3702 tests [2025-11-21T16:19:39.729993] [INFO ] [CONFIGURE ] JPM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:19:39.730036] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T16:19:40.026800] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:40.307884] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:40.591426] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:40.871812] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:41.151297] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:19:41.420992] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:41.697008] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:19:41.983208] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:19:42.288627] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:42.585465] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:42.585669] [INFO ] [CONFIGURE ] JPM: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T16:19:42.585727] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3701 tests [2025-11-21T16:19:42.585774] [INFO ] [CONFIGURE ] JPM: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:19:42.585819] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T16:19:42.894899] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:19:43.213333] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:43.530392] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:19:43.835214] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:44.106374] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:19:44.372188] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:44.640921] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:44.923782] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:45.199200] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:19:45.478415] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:19:45.478600] [INFO ] [CONFIGURE ] JPM: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T16:19:45.478677] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3700 tests [2025-11-21T16:19:45.478725] [INFO ] [CONFIGURE ] JPM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:19:45.478770] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T16:19:45.746949] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:46.005498] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:46.261788] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:19:46.519158] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:46.777850] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:19:47.035621] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:47.304173] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:47.586977] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:47.870116] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:48.148150] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:48.148331] [INFO ] [CONFIGURE ] JPM: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:19:48.148400] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3699 tests [2025-11-21T16:19:48.148455] [INFO ] [CONFIGURE ] JPM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:19:48.148503] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T16:19:48.406941] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:48.668113] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:48.937941] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:49.195573] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:49.451048] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:49.698965] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:49.948697] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:50.197371] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:50.454760] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:50.701021] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:50.701201] [INFO ] [CONFIGURE ] JPM: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T16:19:50.701307] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3698 tests [2025-11-21T16:19:50.701356] [INFO ] [CONFIGURE ] JPM: Testing feature 20/29: add_price_rejection [2025-11-21T16:19:50.701400] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T16:19:50.981449] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:51.265670] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:51.557602] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:51.831525] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:52.100373] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:52.372080] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:52.650396] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:52.928514] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:53.203987] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:53.481014] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:19:53.481181] [INFO ] [CONFIGURE ] JPM: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T16:19:53.481237] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3697 tests [2025-11-21T16:19:53.481283] [INFO ] [CONFIGURE ] JPM: Testing feature 21/29: add_range_position [2025-11-21T16:19:53.481325] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T16:19:53.756936] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:19:54.043340] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:54.320119] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:19:54.593732] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:54.903282] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:55.181026] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:55.462697] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:55.751621] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:56.031421] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:19:56.305530] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:19:56.305789] [INFO ] [CONFIGURE ] JPM: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:19:56.305851] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3696 tests [2025-11-21T16:19:56.305900] [INFO ] [CONFIGURE ] JPM: Testing feature 22/29: add_realized_volatility [2025-11-21T16:19:56.305946] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T16:19:56.671463] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:19:57.033408] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:19:57.418732] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:19:57.925999] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:19:58.368442] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:19:58.757477] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:19:59.157783] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:19:59.540445] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:19:59.919225] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:00.309316] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:20:00.309534] [INFO ] [CONFIGURE ] JPM: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T16:20:00.309593] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3695 tests [2025-11-21T16:20:00.309660] [INFO ] [CONFIGURE ] JPM: Testing feature 23/29: add_recent_range_context [2025-11-21T16:20:00.309708] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T16:20:01.307474] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:20:01.743180] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:20:02.071067] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:20:02.363868] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:02.665454] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:20:02.939311] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:03.209073] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:03.474311] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:20:03.740743] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:20:04.013479] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:20:04.013667] [INFO ] [CONFIGURE ] JPM: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T16:20:04.013726] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3694 tests [2025-11-21T16:20:04.013775] [INFO ] [CONFIGURE ] JPM: Testing feature 24/29: add_rsi [2025-11-21T16:20:04.013822] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T16:20:04.271814] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:20:04.533489] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:20:04.788391] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:20:05.057094] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:05.322028] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:20:05.594266] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:05.865432] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:06.166751] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:20:06.440788] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:20:06.708216] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:20:06.708421] [INFO ] [CONFIGURE ] JPM: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:20:06.708491] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3693 tests [2025-11-21T16:20:06.708542] [INFO ] [CONFIGURE ] JPM: Testing feature 25/29: add_tick_distribution [2025-11-21T16:20:06.708578] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T16:20:06.952164] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:20:07.200280] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:20:07.468996] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:07.721250] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:07.978524] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:20:08.229635] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:08.486818] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:08.745737] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:20:09.000613] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:20:09.287172] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:20:09.287430] [INFO ] [CONFIGURE ] JPM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:20:09.287492] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3692 tests [2025-11-21T16:20:09.287541] [INFO ] [CONFIGURE ] JPM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:20:09.287580] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T16:20:09.563737] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:20:09.839711] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:20:10.122565] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:10.403943] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:10.685167] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:20:10.958590] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:11.232241] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:11.504599] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:20:11.773337] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:20:12.043942] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:20:12.044107] [INFO ] [CONFIGURE ] JPM: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:20:12.044164] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3691 tests [2025-11-21T16:20:12.044210] [INFO ] [CONFIGURE ] JPM: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:20:12.044262] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T16:20:12.329050] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:20:12.613325] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:20:12.897602] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:13.182512] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:13.467906] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:20:13.751914] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:14.038007] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:20:14.326483] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:20:14.617415] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:14.909131] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:20:14.909303] [INFO ] [CONFIGURE ] JPM: KEPT add_volume_price_divergence (score: 90.00%) [2025-11-21T16:20:14.909361] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3690 tests [2025-11-21T16:20:14.909408] [INFO ] [CONFIGURE ] JPM: Testing feature 28/29: add_volume_profile [2025-11-21T16:20:14.909449] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-21T16:20:15.214310] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:20:15.520685] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:20:15.825228] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:20:16.129836] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:16.443954] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:16.751695] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:17.060011] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:17.374986] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:20:17.685532] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:20:17.997592] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:20:17.997806] [INFO ] [CONFIGURE ] JPM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:20:17.997863] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3689 tests [2025-11-21T16:20:17.997909] [INFO ] [CONFIGURE ] JPM: Testing feature 29/29: add_vwap [2025-11-21T16:20:17.997953] [INFO ] [CONFIGURE ] JPM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence', 'add_vwap'] [2025-11-21T16:20:18.309732] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:20:18.619346] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:20:18.932938] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:20:19.262545] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:19.585663] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:19.900823] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:20.215120] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:20:20.534922] [DEBUG] [FORECASTER] JPM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:20:20.851560] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:21.174776] [DEBUG] [FORECASTER] JPM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:20:21.175012] [INFO ] [CONFIGURE ] JPM: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:20:21.175087] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3688 tests [2025-11-21T16:20:21.175151] [INFO ] [CONFIGURE ] JPM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:20:21.175207] [INFO ] [CONFIGURE ] JPM: Best accuracy: 90.00% [2025-11-21T16:20:21.175263] [INFO ] [CONFIGURE ] JPM: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T16:20:21.175365] [INFO ] [CONFIGURE ] JPM: Improvement over baseline: 40.00% [2025-11-21T16:20:21.175421] [INFO ] [CONFIGURE ] JPM: Total time: 1.4 minutes [2025-11-21T16:20:21.175474] [INFO ] [CONFIGURE ] JPM: Average time per feature: 2.9 seconds [2025-11-21T16:20:21.175525] [INFO ] [CONFIGURE ] JPM: Average speed: 0.34 features/sec [2025-11-21T16:20:21.176000] [INFO ] [LOCAL ] Saved configuration for JPM: 3 features, 90.00% accuracy -> ./output/feature-sets/JPM.json [2025-11-21T16:20:21.176074] [INFO ] [CONFIGURE ] JPM: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T16:20:21.176143] [INFO ] [sig ] [602/723] Successfully configured JPM | 0.01 sym/s | Total: 13.8h | ETA: 2.8h [2025-11-21T16:20:21.176201] [INFO ] [sig ] [603/723] Configuring K... [2025-11-21T16:20:21.176255] [INFO ] [CONFIGURE ] K: Configurate test run. [2025-11-21T16:20:21.176307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-11-21T16:20:21.255413] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'K'. [2025-11-21T16:20:21.256020] [INFO ] [CONFIGURE ] K: Testing with 29 available features [2025-11-21T16:20:21.256104] [INFO ] [CONFIGURE ] K: Establishing baseline with no features... [2025-11-21T16:20:21.434991] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:20:21.608270] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:21.786227] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:21.959334] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:20:22.141633] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:22.320040] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:22.489958] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:20:22.663371] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:22.838564] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:23.021156] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:20:23.021331] [INFO ] [CONFIGURE ] K: Baseline score (no features): 50.00% [2025-11-21T16:20:23.021380] [INFO ] [CONFIGURE ] K: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:20:23.021418] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:20:23.225688] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:20:23.428036] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:23.633891] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:23.837849] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:24.042127] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:24.260898] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:24.470363] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:24.675029] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:20:24.882194] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:25.091135] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:25.091291] [INFO ] [CONFIGURE ] K: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T16:20:25.091340] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3687 tests [2025-11-21T16:20:25.091425] [INFO ] [CONFIGURE ] K: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:20:25.091465] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:20:25.330321] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:20:25.567903] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:25.810226] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:26.048890] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:20:26.289792] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:26.526397] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:26.776275] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:27.027061] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:27.296728] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:27.586628] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:20:27.586842] [INFO ] [CONFIGURE ] K: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T16:20:27.586904] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3686 tests [2025-11-21T16:20:27.586995] [INFO ] [CONFIGURE ] K: Testing feature 3/29: add_daily_returns [2025-11-21T16:20:27.587044] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:20:27.831673] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:20:28.068916] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:28.307601] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:28.529693] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:20:28.753478] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:28.977558] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:29.204188] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:20:29.427905] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:29.647676] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:29.868006] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:29.868179] [INFO ] [CONFIGURE ] K: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T16:20:29.868227] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3685 tests [2025-11-21T16:20:29.868266] [INFO ] [CONFIGURE ] K: Testing feature 4/29: add_ema [2025-11-21T16:20:29.868302] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:20:30.110524] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:20:30.355458] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:30.597168] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:30.847126] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:31.093330] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:31.343316] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:31.619922] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:31.893829] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:32.162683] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:32.439433] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:32.439677] [INFO ] [CONFIGURE ] K: KEPT add_ema (score: 70.00%) [2025-11-21T16:20:32.439889] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3684 tests [2025-11-21T16:20:32.440000] [INFO ] [CONFIGURE ] K: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:20:32.440078] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:20:32.757045] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:20:33.074132] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:33.388133] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:20:33.706634] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:34.020950] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:34.340786] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:34.671835] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:34.992975] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:35.320337] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:35.650301] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:35.650498] [INFO ] [CONFIGURE ] K: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:20:35.650553] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3683 tests [2025-11-21T16:20:35.650685] [INFO ] [CONFIGURE ] K: Testing feature 6/29: add_failed_moves [2025-11-21T16:20:35.650732] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T16:20:35.925962] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:20:36.208472] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:36.487703] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:36.758731] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:37.057817] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:37.339974] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:37.629106] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:37.915125] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:38.190810] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:38.450300] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:38.450471] [INFO ] [CONFIGURE ] K: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:20:38.450529] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3682 tests [2025-11-21T16:20:38.450594] [INFO ] [CONFIGURE ] K: Testing feature 7/29: add_lag_shelf [2025-11-21T16:20:38.450658] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T16:20:38.687523] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:20:38.921938] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:39.158808] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:39.392444] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:39.630619] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:39.867419] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:20:40.111661] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:40.346700] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:40.589862] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:40.832790] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:40.832994] [INFO ] [CONFIGURE ] K: KEPT add_lag_shelf (score: 80.00%) [2025-11-21T16:20:40.833068] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3681 tests [2025-11-21T16:20:40.833127] [INFO ] [CONFIGURE ] K: Testing feature 8/29: add_macd [2025-11-21T16:20:40.833183] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-21T16:20:41.168105] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:20:41.510962] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:41.856245] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:42.203337] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:42.543376] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:42.896104] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:20:43.241290] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:43.588687] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:43.939026] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:44.286761] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:44.286978] [INFO ] [CONFIGURE ] K: DISCARDED add_macd (score: 80.00%) [2025-11-21T16:20:44.287038] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3680 tests [2025-11-21T16:20:44.287089] [INFO ] [CONFIGURE ] K: Testing feature 9/29: add_mfi [2025-11-21T16:20:44.287133] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_mfi'] [2025-11-21T16:20:44.580518] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:20:44.950608] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:45.331479] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:45.620573] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:45.892546] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:46.176834] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:46.457661] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:46.729353] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:47.004189] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:20:47.283944] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:47.284208] [INFO ] [CONFIGURE ] K: DISCARDED add_mfi (score: 60.00%) [2025-11-21T16:20:47.284283] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3679 tests [2025-11-21T16:20:47.284393] [INFO ] [CONFIGURE ] K: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:20:47.284443] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:20:47.657198] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:20:48.007828] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:48.359156] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:48.723583] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:49.077618] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:49.422744] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:49.783732] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:20:50.164673] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:20:50.549390] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:50.921401] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:20:50.921679] [INFO ] [CONFIGURE ] K: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:20:50.921750] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3678 tests [2025-11-21T16:20:50.921800] [INFO ] [CONFIGURE ] K: Testing feature 11/29: add_obv_daily [2025-11-21T16:20:50.921844] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T16:20:51.219682] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:20:51.482084] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:51.758752] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:20:52.046635] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:20:52.310196] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:20:52.578603] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:52.866935] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:53.161916] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:20:53.455869] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:53.760041] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:20:53.760233] [INFO ] [CONFIGURE ] K: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T16:20:53.760292] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3677 tests [2025-11-21T16:20:53.760340] [INFO ] [CONFIGURE ] K: Testing feature 12/29: add_obv_interval [2025-11-21T16:20:53.760386] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T16:20:54.043270] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:20:54.334826] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:54.607893] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:54.875609] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:20:55.162450] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:20:55.434232] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:20:55.714506] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:56.010126] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:20:56.295465] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:56.576130] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:20:56.576306] [INFO ] [CONFIGURE ] K: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:20:56.576362] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3676 tests [2025-11-21T16:20:56.576409] [INFO ] [CONFIGURE ] K: Testing feature 13/29: add_opening_strength [2025-11-21T16:20:56.576453] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:20:56.859448] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:20:57.159284] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:20:57.447986] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:20:57.737900] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:20:58.027248] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:20:58.317851] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:20:58.608794] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:20:58.893931] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:20:59.186313] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:20:59.487625] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:20:59.487817] [INFO ] [CONFIGURE ] K: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:20:59.487875] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3675 tests [2025-11-21T16:20:59.487922] [INFO ] [CONFIGURE ] K: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:20:59.487965] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T16:20:59.756797] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:00.020561] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:00.281477] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:00.542759] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:01.496998] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:01.892530] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:02.162945] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:02.428381] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:02.704338] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:02.995213] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:02.995415] [INFO ] [CONFIGURE ] K: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:21:02.995503] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3674 tests [2025-11-21T16:21:02.995579] [INFO ] [CONFIGURE ] K: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:21:02.995675] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T16:21:03.257893] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:21:03.510139] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:03.766597] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:04.031061] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:04.294796] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:04.560430] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:04.824409] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:05.106227] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:05.396244] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:05.680159] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:05.680352] [INFO ] [CONFIGURE ] K: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:21:05.680411] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3673 tests [2025-11-21T16:21:05.680457] [INFO ] [CONFIGURE ] K: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:21:05.680500] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T16:21:05.969004] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:06.267138] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:06.568578] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:06.869143] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:07.175847] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:21:07.467741] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:07.759999] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:08.051239] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:08.341733] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:08.624332] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:21:08.624510] [INFO ] [CONFIGURE ] K: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:21:08.624566] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3672 tests [2025-11-21T16:21:08.624612] [INFO ] [CONFIGURE ] K: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:21:08.624685] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T16:21:08.892579] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:21:09.169045] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:09.467020] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:09.767393] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:10.064743] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:10.380491] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:10.689469] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:10.992570] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:11.300599] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:11.617149] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:11.617371] [INFO ] [CONFIGURE ] K: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:21:11.617440] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3671 tests [2025-11-21T16:21:11.617489] [INFO ] [CONFIGURE ] K: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:21:11.617527] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T16:21:11.912525] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:12.207696] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:12.512007] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:12.820209] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:21:13.114205] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:13.408790] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:13.720710] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:14.019128] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:21:14.314334] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:14.609811] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:14.610029] [INFO ] [CONFIGURE ] K: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:21:14.610114] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3670 tests [2025-11-21T16:21:14.610165] [INFO ] [CONFIGURE ] K: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:21:14.610211] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T16:21:14.890025] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:15.175515] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:15.456593] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:15.735575] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:16.033477] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:16.344752] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:21:16.642294] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:16.931828] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:17.241547] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:17.550111] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:17.550307] [INFO ] [CONFIGURE ] K: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:21:17.550367] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3669 tests [2025-11-21T16:21:17.550431] [INFO ] [CONFIGURE ] K: Testing feature 20/29: add_price_rejection [2025-11-21T16:21:17.550498] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T16:21:17.887586] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:21:18.217233] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:18.548441] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:18.874013] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:19.191250] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:19.499545] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:19.809386] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:20.125920] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:21:20.445163] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:21:20.767778] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:20.767967] [INFO ] [CONFIGURE ] K: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T16:21:20.768027] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3668 tests [2025-11-21T16:21:20.768082] [INFO ] [CONFIGURE ] K: Testing feature 21/29: add_range_position [2025-11-21T16:21:20.768122] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_range_position'] [2025-11-21T16:21:21.096729] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:21:21.415148] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:21.731758] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:22.083155] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:22.407565] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:22.724022] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:21:23.049432] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:21:23.365720] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:23.686218] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:23.999735] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:23.999932] [INFO ] [CONFIGURE ] K: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:21:23.999993] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3667 tests [2025-11-21T16:21:24.000044] [INFO ] [CONFIGURE ] K: Testing feature 22/29: add_realized_volatility [2025-11-21T16:21:24.000089] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-21T16:21:24.398067] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:24.794241] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:21:25.199306] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:25.600833] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:21:26.023717] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:26.427117] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:21:26.825603] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:27.226838] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:21:27.623257] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:21:27.996968] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:27.997190] [INFO ] [CONFIGURE ] K: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:21:27.997249] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3666 tests [2025-11-21T16:21:27.997294] [INFO ] [CONFIGURE ] K: Testing feature 23/29: add_recent_range_context [2025-11-21T16:21:27.997351] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-21T16:21:28.290015] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:28.564550] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:28.830687] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:29.107288] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:29.375599] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:29.653463] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:29.931904] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:30.207790] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:30.485179] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:30.764026] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:30.764202] [INFO ] [CONFIGURE ] K: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:21:30.764261] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3665 tests [2025-11-21T16:21:30.764310] [INFO ] [CONFIGURE ] K: Testing feature 24/29: add_rsi [2025-11-21T16:21:30.764358] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_rsi'] [2025-11-21T16:21:31.052595] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:31.305374] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:31.565585] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:31.823384] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:32.077702] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:32.332935] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:21:32.589304] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:32.858790] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:21:33.128670] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:33.396074] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:33.396271] [INFO ] [CONFIGURE ] K: DISCARDED add_rsi (score: 80.00%) [2025-11-21T16:21:33.396331] [INFO ] [CONFIGURE ] JOB ETA: 2.9h | Avg: 2.8s/test | Remaining: 3664 tests [2025-11-21T16:21:33.396379] [INFO ] [CONFIGURE ] K: Testing feature 25/29: add_tick_distribution [2025-11-21T16:21:33.396416] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-21T16:21:33.677530] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:21:33.961660] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:34.244421] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:34.521581] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:34.783367] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:35.042208] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:35.303850] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:35.581714] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:21:35.852004] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:36.115372] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:36.115565] [INFO ] [CONFIGURE ] K: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:21:36.115623] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3663 tests [2025-11-21T16:21:36.115692] [INFO ] [CONFIGURE ] K: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:21:36.115731] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-21T16:21:36.366782] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:36.618294] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:36.871979] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:37.123060] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:37.394194] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:37.645140] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:37.894237] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:38.164023] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:21:38.424734] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:21:38.692208] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:38.692383] [INFO ] [CONFIGURE ] K: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T16:21:38.692440] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3662 tests [2025-11-21T16:21:38.692489] [INFO ] [CONFIGURE ] K: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:21:38.692534] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-21T16:21:38.973337] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:21:39.252216] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:39.551263] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:39.843360] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:21:40.138109] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:40.425911] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:21:40.720295] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:41.007544] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:41.294424] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:41.594155] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:41.594379] [INFO ] [CONFIGURE ] K: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T16:21:41.594457] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3661 tests [2025-11-21T16:21:41.594528] [INFO ] [CONFIGURE ] K: Testing feature 28/29: add_volume_profile [2025-11-21T16:21:41.594620] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_volume_profile'] [2025-11-21T16:21:41.879478] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:21:42.157206] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:42.428692] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:21:42.731036] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:43.014157] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:43.295318] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:21:43.579147] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:43.859952] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:44.155863] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:44.441786] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:44.441956] [INFO ] [CONFIGURE ] K: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:21:44.442013] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3660 tests [2025-11-21T16:21:44.442060] [INFO ] [CONFIGURE ] K: Testing feature 29/29: add_vwap [2025-11-21T16:21:44.442106] [INFO ] [CONFIGURE ] K: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf', 'add_vwap'] [2025-11-21T16:21:44.719587] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:21:45.003632] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:21:45.288604] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:45.572118] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:21:45.854432] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:21:46.138871] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:46.430439] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:21:46.745865] [DEBUG] [FORECASTER] K: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:21:47.065996] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:21:47.384383] [DEBUG] [FORECASTER] K: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:21:47.384683] [INFO ] [CONFIGURE ] K: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:21:47.384772] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3659 tests [2025-11-21T16:21:47.384851] [INFO ] [CONFIGURE ] K: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:21:47.384918] [INFO ] [CONFIGURE ] K: Best accuracy: 80.00% [2025-11-21T16:21:47.384980] [INFO ] [CONFIGURE ] K: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T16:21:47.385036] [INFO ] [CONFIGURE ] K: Improvement over baseline: 30.00% [2025-11-21T16:21:47.385085] [INFO ] [CONFIGURE ] K: Total time: 1.4 minutes [2025-11-21T16:21:47.385141] [INFO ] [CONFIGURE ] K: Average time per feature: 2.9 seconds [2025-11-21T16:21:47.385205] [INFO ] [CONFIGURE ] K: Average speed: 0.34 features/sec [2025-11-21T16:21:47.385802] [INFO ] [LOCAL ] Saved configuration for K: 3 features, 80.00% accuracy -> ./output/feature-sets/K.json [2025-11-21T16:21:47.385883] [INFO ] [CONFIGURE ] K: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T16:21:47.385952] [INFO ] [sig ] [603/723] Successfully configured K | 0.01 sym/s | Total: 13.8h | ETA: 2.7h [2025-11-21T16:21:47.386032] [INFO ] [sig ] [604/723] Configuring KBH... [2025-11-21T16:21:47.386098] [INFO ] [CONFIGURE ] KBH: Configurate test run. [2025-11-21T16:21:47.386159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-11-21T16:21:47.432348] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KBH'. [2025-11-21T16:21:47.432769] [INFO ] [CONFIGURE ] KBH: Testing with 29 available features [2025-11-21T16:21:47.432834] [INFO ] [CONFIGURE ] KBH: Establishing baseline with no features... [2025-11-21T16:21:47.624568] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:47.797577] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:21:47.976377] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:48.149619] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:21:48.323616] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:21:48.505890] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:48.685397] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:48.857457] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:21:49.031849] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:21:49.201876] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:21:49.202191] [INFO ] [CONFIGURE ] KBH: Baseline score (no features): 60.00% [2025-11-21T16:21:49.202280] [INFO ] [CONFIGURE ] KBH: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:21:49.202371] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:21:49.404410] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:49.615387] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:21:49.825504] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:50.037957] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:21:50.268116] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:21:50.497060] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:50.715116] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:50.929515] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:21:51.145384] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:21:51.359624] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:21:51.360021] [INFO ] [CONFIGURE ] KBH: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T16:21:51.360129] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3658 tests [2025-11-21T16:21:51.360241] [INFO ] [CONFIGURE ] KBH: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:21:51.360318] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:21:51.579358] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:51.816544] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:21:52.044203] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:52.282787] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:21:52.505237] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:21:52.769138] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:21:53.069252] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:53.377603] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:21:53.635124] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:21:53.876272] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:21:53.876462] [INFO ] [CONFIGURE ] KBH: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T16:21:53.876509] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3657 tests [2025-11-21T16:21:53.876549] [INFO ] [CONFIGURE ] KBH: Testing feature 3/29: add_daily_returns [2025-11-21T16:21:53.876585] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_daily_returns'] [2025-11-21T16:21:54.060737] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:54.245166] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:21:54.436381] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:54.621750] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:21:54.801741] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:21:54.982941] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:21:55.164569] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:55.354931] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:21:55.534517] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:21:55.701243] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:21:55.701410] [INFO ] [CONFIGURE ] KBH: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:21:55.701458] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3656 tests [2025-11-21T16:21:55.701496] [INFO ] [CONFIGURE ] KBH: Testing feature 4/29: add_ema [2025-11-21T16:21:55.701531] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema'] [2025-11-21T16:21:55.923738] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:56.148520] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:21:56.388147] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:56.625903] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:21:56.854462] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:21:57.084740] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:21:57.312927] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:21:57.549411] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:21:57.775239] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:21:58.023095] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:21:58.023472] [INFO ] [CONFIGURE ] KBH: KEPT add_ema (score: 80.00%) [2025-11-21T16:21:58.023593] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3655 tests [2025-11-21T16:21:58.023757] [INFO ] [CONFIGURE ] KBH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:21:58.023844] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:21:58.334603] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:21:58.642343] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:21:58.941967] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:21:59.237929] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:21:59.531977] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:21:59.838756] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:00.145226] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:00.442404] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:00.729907] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:01.705101] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:01.705404] [INFO ] [CONFIGURE ] KBH: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T16:22:01.705610] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3654 tests [2025-11-21T16:22:01.705753] [INFO ] [CONFIGURE ] KBH: Testing feature 6/29: add_failed_moves [2025-11-21T16:22:01.705809] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T16:22:02.146208] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:02.395782] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:02.642477] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:02.891780] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:22:03.140472] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:03.388897] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:03.649016] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:03.897774] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:04.146638] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:04.395686] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:04.395907] [INFO ] [CONFIGURE ] KBH: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T16:22:04.396086] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3653 tests [2025-11-21T16:22:04.396187] [INFO ] [CONFIGURE ] KBH: Testing feature 7/29: add_lag_shelf [2025-11-21T16:22:04.396268] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T16:22:04.639555] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:04.876817] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:05.120487] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:05.364591] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:05.597241] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:05.837457] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:22:06.069873] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:06.307265] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:06.547499] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:22:06.782296] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:22:06.782479] [INFO ] [CONFIGURE ] KBH: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T16:22:06.782527] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3652 tests [2025-11-21T16:22:06.782565] [INFO ] [CONFIGURE ] KBH: Testing feature 8/29: add_macd [2025-11-21T16:22:06.782600] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T16:22:07.101802] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:07.453555] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:07.782271] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:08.100083] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:22:08.434321] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:08.744387] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:09.044399] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:09.333912] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:09.636578] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:09.933373] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:09.933616] [INFO ] [CONFIGURE ] KBH: DISCARDED add_macd (score: 40.00%) [2025-11-21T16:22:09.933696] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3651 tests [2025-11-21T16:22:09.933747] [INFO ] [CONFIGURE ] KBH: Testing feature 9/29: add_mfi [2025-11-21T16:22:09.933789] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T16:22:10.185295] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:10.417533] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:10.660715] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:10.900544] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:11.138557] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:11.380090] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:22:11.605331] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:11.856444] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:12.110426] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:12.351990] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:22:12.352235] [INFO ] [CONFIGURE ] KBH: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:22:12.352294] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3650 tests [2025-11-21T16:22:12.352344] [INFO ] [CONFIGURE ] KBH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:22:12.352390] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:22:12.669823] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:12.970772] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:13.272502] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:13.569781] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:13.870413] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:14.169519] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:14.485331] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:14.800621] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:22:15.099944] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:15.405269] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:15.405482] [INFO ] [CONFIGURE ] KBH: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T16:22:15.405539] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3649 tests [2025-11-21T16:22:15.405585] [INFO ] [CONFIGURE ] KBH: Testing feature 11/29: add_obv_daily [2025-11-21T16:22:15.405621] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T16:22:15.645081] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:15.884513] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:16.121899] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:16.357270] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:16.592679] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:16.828168] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:17.065341] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:17.305152] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:22:17.549289] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:22:17.797620] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:17.797920] [INFO ] [CONFIGURE ] KBH: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:22:17.798040] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3648 tests [2025-11-21T16:22:17.798151] [INFO ] [CONFIGURE ] KBH: Testing feature 12/29: add_obv_interval [2025-11-21T16:22:17.798232] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T16:22:18.023545] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:18.252103] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:18.487097] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:18.713773] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:18.942297] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:19.173071] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:19.400278] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:19.631977] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:19.862086] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:22:20.096495] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:20.096705] [INFO ] [CONFIGURE ] KBH: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:22:20.096782] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3647 tests [2025-11-21T16:22:20.096856] [INFO ] [CONFIGURE ] KBH: Testing feature 13/29: add_opening_strength [2025-11-21T16:22:20.096906] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:22:20.353827] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:20.615744] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:22:20.872295] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:21.130100] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:21.397455] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:21.655669] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:21.917617] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:22.177755] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:22.432451] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:22:22.691065] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:22.691232] [INFO ] [CONFIGURE ] KBH: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:22:22.691286] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3646 tests [2025-11-21T16:22:22.691332] [INFO ] [CONFIGURE ] KBH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:22:22.691403] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T16:22:22.934785] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:23.175074] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:23.420388] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:23.662114] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:23.907116] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:24.148486] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:24.396031] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:22:24.646239] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:24.892864] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:25.140943] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:25.141115] [INFO ] [CONFIGURE ] KBH: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:22:25.141173] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3645 tests [2025-11-21T16:22:25.141219] [INFO ] [CONFIGURE ] KBH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:22:25.141261] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T16:22:25.382805] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:25.603423] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:25.826933] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:26.049743] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:26.270032] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:26.497123] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:26.740828] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:26.967863] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:27.196318] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:27.424199] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:27.424507] [INFO ] [CONFIGURE ] KBH: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:22:27.424570] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3644 tests [2025-11-21T16:22:27.424676] [INFO ] [CONFIGURE ] KBH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:22:27.424793] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T16:22:27.659861] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:27.895728] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:28.131817] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:28.358820] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:28.591552] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:28.815633] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:29.045978] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:29.279357] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:29.510124] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:29.747521] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:22:29.747713] [INFO ] [CONFIGURE ] KBH: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:22:29.747791] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3643 tests [2025-11-21T16:22:29.747844] [INFO ] [CONFIGURE ] KBH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:22:29.747891] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T16:22:29.986408] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:30.236575] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:30.495800] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:30.743567] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:31.007072] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:31.252740] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:31.497199] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:31.744444] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:31.979874] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:22:32.221245] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:32.221422] [INFO ] [CONFIGURE ] KBH: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:22:32.221477] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3642 tests [2025-11-21T16:22:32.221599] [INFO ] [CONFIGURE ] KBH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:22:32.221664] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T16:22:32.446935] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:32.673722] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:32.907815] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:33.139784] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:33.358168] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:33.579843] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:33.806144] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:34.043391] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:34.278366] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:34.502818] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:34.503003] [INFO ] [CONFIGURE ] KBH: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:22:34.503053] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3641 tests [2025-11-21T16:22:34.503093] [INFO ] [CONFIGURE ] KBH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:22:34.503130] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T16:22:34.715940] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:34.923526] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:35.138231] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:35.356614] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:35.579693] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:35.800809] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:22:36.032776] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:36.251520] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:36.467392] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:36.683880] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:22:36.684049] [INFO ] [CONFIGURE ] KBH: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T16:22:36.684098] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3640 tests [2025-11-21T16:22:36.684137] [INFO ] [CONFIGURE ] KBH: Testing feature 20/29: add_price_rejection [2025-11-21T16:22:36.684174] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T16:22:36.939345] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:37.191789] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:22:37.436618] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:37.669697] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:37.924815] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:38.169368] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:38.408580] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:38.645116] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:38.903027] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:39.143264] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:22:39.143491] [INFO ] [CONFIGURE ] KBH: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T16:22:39.143663] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3639 tests [2025-11-21T16:22:39.143729] [INFO ] [CONFIGURE ] KBH: Testing feature 21/29: add_range_position [2025-11-21T16:22:39.143780] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T16:22:39.418029] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:39.683699] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:22:40.021561] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:40.395450] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:40.704246] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:40.951456] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:41.214881] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:41.481272] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:41.750555] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:42.009187] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:42.009372] [INFO ] [CONFIGURE ] KBH: DISCARDED add_range_position (score: 30.00%) [2025-11-21T16:22:42.009429] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3638 tests [2025-11-21T16:22:42.009479] [INFO ] [CONFIGURE ] KBH: Testing feature 22/29: add_realized_volatility [2025-11-21T16:22:42.009515] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T16:22:42.351587] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:42.709086] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:43.072781] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:43.440228] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:43.857191] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:44.241926] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:44.635165] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:45.005151] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:22:45.386344] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:45.780632] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:22:45.780850] [INFO ] [CONFIGURE ] KBH: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T16:22:45.780903] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3637 tests [2025-11-21T16:22:45.780954] [INFO ] [CONFIGURE ] KBH: Testing feature 23/29: add_recent_range_context [2025-11-21T16:22:45.780997] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T16:22:46.057101] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:46.338116] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:46.610912] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:46.865547] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:22:47.125276] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:47.392046] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:47.674358] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:47.947442] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:48.216471] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:48.501701] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:48.501942] [INFO ] [CONFIGURE ] KBH: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T16:22:48.502028] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3636 tests [2025-11-21T16:22:48.502165] [INFO ] [CONFIGURE ] KBH: Testing feature 24/29: add_rsi [2025-11-21T16:22:48.502233] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T16:22:48.773934] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:49.030606] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:49.293242] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:49.541796] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:49.801257] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:50.061374] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:50.331318] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:50.601497] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:50.872767] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:51.149599] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:51.149835] [INFO ] [CONFIGURE ] KBH: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:22:51.149895] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3635 tests [2025-11-21T16:22:51.149942] [INFO ] [CONFIGURE ] KBH: Testing feature 25/29: add_tick_distribution [2025-11-21T16:22:51.149985] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T16:22:51.395186] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:51.634862] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:51.877633] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:52.127624] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:52.380791] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:52.637573] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:22:52.887388] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:53.130708] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:53.377493] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:53.627556] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:22:53.627928] [INFO ] [CONFIGURE ] KBH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:22:53.628032] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3634 tests [2025-11-21T16:22:53.628188] [INFO ] [CONFIGURE ] KBH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:22:53.628271] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T16:22:53.893072] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:54.140319] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:54.374813] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:54.601070] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:54.824934] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:55.053250] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:22:55.286709] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:55.515193] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:55.742520] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:55.978442] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:55.978635] [INFO ] [CONFIGURE ] KBH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T16:22:55.978714] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3633 tests [2025-11-21T16:22:55.978758] [INFO ] [CONFIGURE ] KBH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:22:55.978801] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-21T16:22:56.229835] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:22:56.482286] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:56.725941] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:56.974174] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:57.226980] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:22:57.483781] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:22:57.734547] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:22:57.987130] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:22:58.242196] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:22:58.492597] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:22:58.492805] [INFO ] [CONFIGURE ] KBH: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T16:22:58.492866] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3632 tests [2025-11-21T16:22:58.492912] [INFO ] [CONFIGURE ] KBH: Testing feature 28/29: add_volume_profile [2025-11-21T16:22:58.492956] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-21T16:22:58.727500] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:22:58.953065] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:22:59.182827] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:22:59.398290] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:22:59.614821] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:22:59.837188] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:23:00.059866] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:00.286296] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:23:00.515797] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:23:00.742781] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:23:00.742951] [INFO ] [CONFIGURE ] KBH: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T16:23:00.742999] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3631 tests [2025-11-21T16:23:00.743035] [INFO ] [CONFIGURE ] KBH: Testing feature 29/29: add_vwap [2025-11-21T16:23:00.743070] [INFO ] [CONFIGURE ] KBH: Testing with features: ['add_ema', 'add_vwap'] [2025-11-21T16:23:00.969665] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:23:01.875747] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:02.207260] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:23:02.445067] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:23:02.693796] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:02.938971] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:23:03.172969] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:03.404098] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:23:03.640283] [DEBUG] [FORECASTER] KBH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:23:03.879456] [DEBUG] [FORECASTER] KBH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:23:03.879668] [INFO ] [CONFIGURE ] KBH: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:23:03.879745] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3630 tests [2025-11-21T16:23:03.879797] [INFO ] [CONFIGURE ] KBH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:23:03.879839] [INFO ] [CONFIGURE ] KBH: Best accuracy: 80.00% [2025-11-21T16:23:03.879880] [INFO ] [CONFIGURE ] KBH: Best feature set (1 features): ['add_ema'] [2025-11-21T16:23:03.879920] [INFO ] [CONFIGURE ] KBH: Improvement over baseline: 20.00% [2025-11-21T16:23:03.879957] [INFO ] [CONFIGURE ] KBH: Total time: 1.2 minutes [2025-11-21T16:23:03.879995] [INFO ] [CONFIGURE ] KBH: Average time per feature: 2.6 seconds [2025-11-21T16:23:03.880034] [INFO ] [CONFIGURE ] KBH: Average speed: 0.39 features/sec [2025-11-21T16:23:03.880386] [INFO ] [LOCAL ] Saved configuration for KBH: 1 features, 80.00% accuracy -> ./output/feature-sets/KBH.json [2025-11-21T16:23:03.880446] [INFO ] [CONFIGURE ] KBH: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T16:23:03.880496] [INFO ] [sig ] [604/723] Successfully configured KBH | 0.01 sym/s | Total: 13.8h | ETA: 2.7h [2025-11-21T16:23:03.880542] [INFO ] [sig ] [605/723] Configuring KEN... [2025-11-21T16:23:03.880584] [INFO ] [CONFIGURE ] KEN: Configurate test run. [2025-11-21T16:23:03.880627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-11-21T16:23:03.924464] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KEN'. [2025-11-21T16:23:03.924847] [INFO ] [CONFIGURE ] KEN: Testing with 29 available features [2025-11-21T16:23:03.924914] [INFO ] [CONFIGURE ] KEN: Establishing baseline with no features... [2025-11-21T16:23:04.107132] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:23:04.295729] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:04.471147] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:04.653036] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:04.828483] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:05.002045] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:23:05.171718] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:05.339762] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:23:05.506247] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:23:05.677836] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:23:05.677995] [INFO ] [CONFIGURE ] KEN: Baseline score (no features): 60.00% [2025-11-21T16:23:05.678042] [INFO ] [CONFIGURE ] KEN: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:23:05.678079] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:23:05.883685] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:23:06.088957] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:23:06.291628] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:23:06.490026] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:23:06.692044] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:06.896688] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:23:07.090634] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:07.289838] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:23:07.490204] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:23:07.695682] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:07.695854] [INFO ] [CONFIGURE ] KEN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T16:23:07.695901] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3629 tests [2025-11-21T16:23:07.695939] [INFO ] [CONFIGURE ] KEN: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:23:07.695973] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:23:07.907141] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:08.115526] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:08.325335] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:08.537025] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:08.746945] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:08.956671] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:09.162605] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:09.366884] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:23:09.573928] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:09.781830] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:09.782015] [INFO ] [CONFIGURE ] KEN: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T16:23:09.782064] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3628 tests [2025-11-21T16:23:09.782102] [INFO ] [CONFIGURE ] KEN: Testing feature 3/29: add_daily_returns [2025-11-21T16:23:09.782183] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T16:23:09.997865] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:23:10.220940] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:10.435254] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:10.648213] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:23:10.861098] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:11.073313] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:11.287579] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:11.502788] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:11.716920] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:11.941190] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:11.941768] [INFO ] [CONFIGURE ] KEN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T16:23:11.941895] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3627 tests [2025-11-21T16:23:11.941992] [INFO ] [CONFIGURE ] KEN: Testing feature 4/29: add_ema [2025-11-21T16:23:11.942092] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T16:23:12.198475] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:12.476554] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:12.732131] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:12.987595] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:13.236253] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:13.488323] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:13.736798] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:13.999376] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:14.261348] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:14.526198] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:14.526444] [INFO ] [CONFIGURE ] KEN: DISCARDED add_ema (score: 80.00%) [2025-11-21T16:23:14.526505] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3626 tests [2025-11-21T16:23:14.526578] [INFO ] [CONFIGURE ] KEN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:23:14.526626] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:23:14.772860] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:15.030210] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:15.273477] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:15.520161] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:15.760792] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:16.005089] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:16.252295] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:16.523461] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:16.769974] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:17.025737] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:17.025967] [INFO ] [CONFIGURE ] KEN: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T16:23:17.026026] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3625 tests [2025-11-21T16:23:17.026092] [INFO ] [CONFIGURE ] KEN: Testing feature 6/29: add_failed_moves [2025-11-21T16:23:17.026137] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T16:23:17.233496] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:23:17.435090] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:17.646563] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:17.850585] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:18.056292] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:18.274717] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:18.483728] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:18.693975] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:18.905578] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:19.119480] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:19.119691] [INFO ] [CONFIGURE ] KEN: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:23:19.119750] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3624 tests [2025-11-21T16:23:19.119824] [INFO ] [CONFIGURE ] KEN: Testing feature 7/29: add_lag_shelf [2025-11-21T16:23:19.119872] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T16:23:19.318783] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:19.520994] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:19.721966] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:19.920118] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:20.124205] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:20.348516] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:20.559900] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:20.765712] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:23:20.978736] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:21.191768] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:21.191984] [INFO ] [CONFIGURE ] KEN: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T16:23:21.192200] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3623 tests [2025-11-21T16:23:21.192301] [INFO ] [CONFIGURE ] KEN: Testing feature 8/29: add_macd [2025-11-21T16:23:21.192401] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T16:23:21.533141] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:21.838969] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:22.175867] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:22.490781] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:22.847744] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:23.199701] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:23.529692] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:23.904400] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:23:24.276720] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:24.608568] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:24.608846] [INFO ] [CONFIGURE ] KEN: KEPT add_macd (score: 90.00%) [2025-11-21T16:23:24.608909] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3622 tests [2025-11-21T16:23:24.608962] [INFO ] [CONFIGURE ] KEN: Testing feature 9/29: add_mfi [2025-11-21T16:23:24.609009] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T16:23:24.973665] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:25.332885] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:25.734608] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:26.107027] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:26.464558] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:26.837166] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:27.192547] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:27.553678] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:27.911211] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:28.265186] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:28.265432] [INFO ] [CONFIGURE ] KEN: DISCARDED add_mfi (score: 80.00%) [2025-11-21T16:23:28.265494] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3621 tests [2025-11-21T16:23:28.265551] [INFO ] [CONFIGURE ] KEN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:23:28.265597] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:23:28.734813] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:29.187673] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:29.616353] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:30.067725] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:30.505365] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:30.946847] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:31.395119] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:31.835290] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:23:32.284314] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:32.883916] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:32.884202] [INFO ] [CONFIGURE ] KEN: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-21T16:23:32.884272] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3620 tests [2025-11-21T16:23:32.884326] [INFO ] [CONFIGURE ] KEN: Testing feature 11/29: add_obv_daily [2025-11-21T16:23:32.884379] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T16:23:33.263147] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:33.588880] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:33.945578] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:34.288201] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:34.622429] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:34.951485] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:35.287929] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:35.623352] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:35.954274] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:36.297918] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:36.298107] [INFO ] [CONFIGURE ] KEN: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T16:23:36.298163] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3619 tests [2025-11-21T16:23:36.298212] [INFO ] [CONFIGURE ] KEN: Testing feature 12/29: add_obv_interval [2025-11-21T16:23:36.298253] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T16:23:36.601404] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:36.915561] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:23:37.215758] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:37.517503] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:37.813624] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:38.130519] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:38.455049] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:38.755838] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:39.067412] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:39.378050] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:39.378300] [INFO ] [CONFIGURE ] KEN: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T16:23:39.378362] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3618 tests [2025-11-21T16:23:39.378410] [INFO ] [CONFIGURE ] KEN: Testing feature 13/29: add_opening_strength [2025-11-21T16:23:39.378454] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:23:39.724796] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:40.076222] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:40.454152] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:40.805735] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:41.152251] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:41.501150] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:41.862797] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:42.203236] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:23:42.547376] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:42.890835] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:42.891011] [INFO ] [CONFIGURE ] KEN: DISCARDED add_opening_strength (score: 90.00%) [2025-11-21T16:23:42.891067] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3617 tests [2025-11-21T16:23:42.891113] [INFO ] [CONFIGURE ] KEN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:23:42.891156] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T16:23:43.222152] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:43.557678] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:43.914882] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:44.243540] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:23:44.589930] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:44.944807] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:23:45.282849] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:45.628824] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:45.973082] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:46.341509] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:46.341739] [INFO ] [CONFIGURE ] KEN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:23:46.341801] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3616 tests [2025-11-21T16:23:46.341852] [INFO ] [CONFIGURE ] KEN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:23:46.341897] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T16:23:46.680837] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:47.016388] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:47.356884] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:47.683407] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:47.999830] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:48.301757] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:48.601237] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:48.904154] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:49.222895] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:49.541709] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:49.541898] [INFO ] [CONFIGURE ] KEN: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T16:23:49.541956] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3615 tests [2025-11-21T16:23:49.542057] [INFO ] [CONFIGURE ] KEN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:23:49.542108] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T16:23:49.865371] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:50.184200] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:50.509475] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:50.845558] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:23:51.157633] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:51.456667] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:51.763745] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:23:52.089344] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:52.416895] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:52.761389] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:52.761618] [INFO ] [CONFIGURE ] KEN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:23:52.761701] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3614 tests [2025-11-21T16:23:52.761752] [INFO ] [CONFIGURE ] KEN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:23:52.761798] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T16:23:53.098942] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:53.427130] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:53.752245] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:54.101188] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:54.425272] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:54.751483] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:23:55.093569] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:55.436234] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:55.772174] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:56.133204] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:56.133408] [INFO ] [CONFIGURE ] KEN: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T16:23:56.133468] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3613 tests [2025-11-21T16:23:56.133515] [INFO ] [CONFIGURE ] KEN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:23:56.133562] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T16:23:56.441113] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:56.750422] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:23:57.058700] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:23:57.374046] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:23:57.688482] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:23:58.002965] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:23:58.313912] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:23:58.639249] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:23:58.970049] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:23:59.318330] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:23:59.318505] [INFO ] [CONFIGURE ] KEN: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T16:23:59.318562] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3612 tests [2025-11-21T16:23:59.318610] [INFO ] [CONFIGURE ] KEN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:23:59.318677] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T16:23:59.645444] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:23:59.957170] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:00.993929] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:01.323129] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:01.652301] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:01.982603] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:02.315001] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:24:02.638124] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:24:02.956662] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:24:03.264071] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:03.264262] [INFO ] [CONFIGURE ] KEN: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T16:24:03.264319] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3611 tests [2025-11-21T16:24:03.264365] [INFO ] [CONFIGURE ] KEN: Testing feature 20/29: add_price_rejection [2025-11-21T16:24:03.264412] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T16:24:03.588438] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:03.921766] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:24:04.284239] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:04.610164] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:04.944714] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:05.295427] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:05.611942] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:24:05.949745] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:24:06.276015] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:24:06.670235] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:06.670420] [INFO ] [CONFIGURE ] KEN: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T16:24:06.670480] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3610 tests [2025-11-21T16:24:06.670530] [INFO ] [CONFIGURE ] KEN: Testing feature 21/29: add_range_position [2025-11-21T16:24:06.670575] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T16:24:07.029557] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:07.379633] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:24:07.740544] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:08.127210] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:08.490848] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:08.858974] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:24:09.203129] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:24:09.553453] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:24:09.935575] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:24:10.312818] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:10.313026] [INFO ] [CONFIGURE ] KEN: DISCARDED add_range_position (score: 80.00%) [2025-11-21T16:24:10.313089] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3609 tests [2025-11-21T16:24:10.313138] [INFO ] [CONFIGURE ] KEN: Testing feature 22/29: add_realized_volatility [2025-11-21T16:24:10.313188] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T16:24:10.776487] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:11.243499] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:24:11.694595] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:12.136873] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:12.566620] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:13.012208] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:13.431460] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:24:13.841929] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:24:14.260777] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:24:14.696218] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:14.696401] [INFO ] [CONFIGURE ] KEN: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T16:24:14.696462] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3608 tests [2025-11-21T16:24:14.696510] [INFO ] [CONFIGURE ] KEN: Testing feature 23/29: add_recent_range_context [2025-11-21T16:24:14.696555] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T16:24:15.039336] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:15.363962] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:15.700092] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:16.051496] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:16.384395] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:16.750892] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:24:17.105108] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:24:17.433904] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:24:17.768182] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:24:18.092329] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:18.092506] [INFO ] [CONFIGURE ] KEN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:24:18.092561] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3607 tests [2025-11-21T16:24:18.092608] [INFO ] [CONFIGURE ] KEN: Testing feature 24/29: add_rsi [2025-11-21T16:24:18.092679] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T16:24:18.452120] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:18.820272] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:24:19.186357] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:19.541291] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:20.050618] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:20.558532] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:24:20.932095] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:24:21.303773] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:24:21.666811] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:24:22.028485] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:22.028736] [INFO ] [CONFIGURE ] KEN: DISCARDED add_rsi (score: 60.00%) [2025-11-21T16:24:22.028798] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3606 tests [2025-11-21T16:24:22.028846] [INFO ] [CONFIGURE ] KEN: Testing feature 25/29: add_tick_distribution [2025-11-21T16:24:22.028890] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T16:24:22.354695] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:22.707004] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:24:23.041053] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:23.351880] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:23.665872] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:23.980140] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:24:24.291208] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:24:24.607238] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:24:24.926673] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:24:25.238938] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:25.239111] [INFO ] [CONFIGURE ] KEN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T16:24:25.239168] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3605 tests [2025-11-21T16:24:25.239213] [INFO ] [CONFIGURE ] KEN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:24:25.239255] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T16:24:25.549758] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:25.874418] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:26.198992] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:26.519747] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:26.842318] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:27.168261] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:27.478684] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:24:27.794507] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:24:28.128660] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:24:28.436043] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:28.436218] [INFO ] [CONFIGURE ] KEN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:24:28.436274] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3604 tests [2025-11-21T16:24:28.436321] [INFO ] [CONFIGURE ] KEN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:24:28.436358] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T16:24:28.561574] [FATAL] [FORECASTER] Failed to test lookback=11: [16:24:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:28.686720] [FATAL] [FORECASTER] Failed to test lookback=10: [16:24:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:28.810417] [FATAL] [FORECASTER] Failed to test lookback=9: [16:24:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:28.935040] [FATAL] [FORECASTER] Failed to test lookback=8: [16:24:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:29.065252] [FATAL] [FORECASTER] Failed to test lookback=7: [16:24:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:29.190368] [FATAL] [FORECASTER] Failed to test lookback=6: [16:24:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:29.316137] [FATAL] [FORECASTER] Failed to test lookback=5: [16:24:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:29.444132] [FATAL] [FORECASTER] Failed to test lookback=4: [16:24:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:29.573292] [FATAL] [FORECASTER] Failed to test lookback=3: [16:24:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:29.699785] [FATAL] [FORECASTER] Failed to test lookback=2: [16:24:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:24:29.700034] [INFO ] [CONFIGURE ] KEN: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T16:24:29.700089] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3603 tests [2025-11-21T16:24:29.700130] [INFO ] [CONFIGURE ] KEN: Testing feature 28/29: add_volume_profile [2025-11-21T16:24:29.700164] [INFO ] [CONFIGURE ] KEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T16:24:30.024045] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:30.342521] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:24:30.665225] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:30.986756] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:24:31.317515] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:31.650439] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:31.982507] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:24:32.303114] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:24:32.629242] [DEBUG] [FORECASTER] KEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:24:32.976362] [DEBUG] [FORECASTER] KEN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:24:32.976537] [INFO ] [CONFIGURE ] KEN: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T16:24:32.976602] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3602 tests [2025-11-21T16:24:32.976668] [INFO ] [CONFIGURE ] KEN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:24:32.976714] [INFO ] [CONFIGURE ] KEN: Best accuracy: 90.00% [2025-11-21T16:24:32.976757] [INFO ] [CONFIGURE ] KEN: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T16:24:32.976796] [INFO ] [CONFIGURE ] KEN: Improvement over baseline: 30.00% [2025-11-21T16:24:32.976833] [INFO ] [CONFIGURE ] KEN: Total time: 1.5 minutes [2025-11-21T16:24:32.976870] [INFO ] [CONFIGURE ] KEN: Average time per feature: 3.1 seconds [2025-11-21T16:24:32.976907] [INFO ] [CONFIGURE ] KEN: Average speed: 0.33 features/sec [2025-11-21T16:24:32.977245] [INFO ] [LOCAL ] Saved configuration for KEN: 3 features, 90.00% accuracy -> ./output/feature-sets/KEN.json [2025-11-21T16:24:32.977301] [INFO ] [CONFIGURE ] KEN: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T16:24:32.977361] [INFO ] [sig ] [605/723] Successfully configured KEN | 0.01 sym/s | Total: 13.8h | ETA: 2.7h [2025-11-21T16:24:32.977412] [INFO ] [sig ] [606/723] Configuring KEP... [2025-11-21T16:24:32.977450] [INFO ] [CONFIGURE ] KEP: Configurate test run. [2025-11-21T16:24:32.977489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-11-21T16:24:33.218626] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KEP'. [2025-11-21T16:24:33.218998] [INFO ] [CONFIGURE ] KEP: Testing with 29 available features [2025-11-21T16:24:33.219058] [INFO ] [CONFIGURE ] KEP: Establishing baseline with no features... [2025-11-21T16:24:33.374126] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:24:33.534605] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:33.710100] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:24:33.882105] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:24:34.054419] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:34.224054] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:24:34.399606] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:34.575706] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:24:34.752821] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:24:34.926302] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:34.926456] [INFO ] [CONFIGURE ] KEP: Baseline score (no features): 40.00% [2025-11-21T16:24:34.926503] [INFO ] [CONFIGURE ] KEP: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:24:34.926541] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:24:35.130196] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:35.333589] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:35.538040] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:24:35.744750] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:24:35.949770] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:36.160880] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:36.366663] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:36.576743] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:24:36.784058] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:24:36.993104] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:36.993289] [INFO ] [CONFIGURE ] KEP: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T16:24:36.993339] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3601 tests [2025-11-21T16:24:36.993378] [INFO ] [CONFIGURE ] KEP: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:24:36.993415] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:24:37.234055] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:37.470918] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:37.711008] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:37.954915] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:24:38.197817] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:24:38.442033] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:38.694231] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:38.932146] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:24:39.175534] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:24:39.416421] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:39.416588] [INFO ] [CONFIGURE ] KEP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T16:24:39.416662] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3600 tests [2025-11-21T16:24:39.416714] [INFO ] [CONFIGURE ] KEP: Testing feature 3/29: add_daily_returns [2025-11-21T16:24:39.416757] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:24:39.630512] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:39.848941] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:40.067671] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:24:40.285893] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:24:40.509358] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:40.733112] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:40.950553] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:41.168157] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:24:41.387780] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:24:41.608558] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:41.608771] [INFO ] [CONFIGURE ] KEP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:24:41.608970] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3599 tests [2025-11-21T16:24:41.609060] [INFO ] [CONFIGURE ] KEP: Testing feature 4/29: add_ema [2025-11-21T16:24:41.609179] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:24:41.865749] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:42.114750] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:42.362074] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:24:42.639167] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:24:42.912709] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:24:43.178289] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:43.460929] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:43.709703] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:24:43.979785] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:24:44.233327] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:44.233719] [INFO ] [CONFIGURE ] KEP: DISCARDED add_ema (score: 50.00%) [2025-11-21T16:24:44.233779] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3598 tests [2025-11-21T16:24:44.233828] [INFO ] [CONFIGURE ] KEP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:24:44.233871] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:24:44.498100] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:44.758720] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:45.008399] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:45.263908] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:24:45.518668] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:24:45.774097] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:46.028079] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:46.283689] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:24:46.539945] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:24:46.806490] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:46.806700] [INFO ] [CONFIGURE ] KEP: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T16:24:46.806761] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3597 tests [2025-11-21T16:24:46.806807] [INFO ] [CONFIGURE ] KEP: Testing feature 6/29: add_failed_moves [2025-11-21T16:24:46.806843] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T16:24:47.086330] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:47.367621] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:47.647052] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:47.946569] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:24:48.225209] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:24:48.506351] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:48.776376] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:49.041866] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:24:49.312600] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:24:49.602189] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:49.602384] [INFO ] [CONFIGURE ] KEP: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:24:49.602444] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3596 tests [2025-11-21T16:24:49.602517] [INFO ] [CONFIGURE ] KEP: Testing feature 7/29: add_lag_shelf [2025-11-21T16:24:49.602556] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T16:24:49.870817] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:24:50.117273] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:50.385247] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:50.639375] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:24:50.896005] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:24:51.164235] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:51.408988] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:51.690658] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:24:51.971030] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:24:52.248071] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:52.248300] [INFO ] [CONFIGURE ] KEP: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T16:24:52.248370] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3595 tests [2025-11-21T16:24:52.248419] [INFO ] [CONFIGURE ] KEP: Testing feature 8/29: add_macd [2025-11-21T16:24:52.248464] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T16:24:52.606872] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:24:52.989244] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:53.361094] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:53.706541] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:24:54.044242] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:54.388719] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:54.732355] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:55.068151] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:24:55.405016] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:24:55.747243] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:55.747480] [INFO ] [CONFIGURE ] KEP: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:24:55.747543] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3594 tests [2025-11-21T16:24:55.747602] [INFO ] [CONFIGURE ] KEP: Testing feature 9/29: add_mfi [2025-11-21T16:24:55.747687] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T16:24:56.037251] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:56.324268] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:56.603732] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:24:56.872601] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:24:57.149892] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:24:57.409155] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:24:57.701861] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:24:57.971731] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:24:58.250001] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:24:58.519360] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:24:58.519663] [INFO ] [CONFIGURE ] KEP: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:24:58.519725] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3593 tests [2025-11-21T16:24:58.519775] [INFO ] [CONFIGURE ] KEP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:24:58.519820] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:24:58.867023] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:24:59.249354] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:24:59.649629] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:00.062743] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:01.180801] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:25:01.563466] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:01.969734] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:02.367713] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:02.742052] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:25:03.125403] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:03.125628] [INFO ] [CONFIGURE ] KEP: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:25:03.125706] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3592 tests [2025-11-21T16:25:03.125755] [INFO ] [CONFIGURE ] KEP: Testing feature 11/29: add_obv_daily [2025-11-21T16:25:03.125814] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T16:25:03.407202] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:25:03.688743] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:03.974377] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:25:04.258280] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:04.568386] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:25:04.902160] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:05.184424] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:05.469904] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:05.745296] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:06.015348] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:06.015593] [INFO ] [CONFIGURE ] KEP: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T16:25:06.015695] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3591 tests [2025-11-21T16:25:06.015746] [INFO ] [CONFIGURE ] KEP: Testing feature 12/29: add_obv_interval [2025-11-21T16:25:06.015793] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T16:25:06.280788] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:06.556036] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:06.821087] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:07.088804] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:07.364808] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:07.631454] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:25:07.901360] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:08.169399] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:08.438558] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:08.711333] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:08.711573] [INFO ] [CONFIGURE ] KEP: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T16:25:08.711675] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3590 tests [2025-11-21T16:25:08.711728] [INFO ] [CONFIGURE ] KEP: Testing feature 13/29: add_opening_strength [2025-11-21T16:25:08.711781] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:25:08.991504] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:09.267794] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:09.565434] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:09.903165] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:10.191239] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:10.467228] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:10.742034] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:11.029912] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:11.312778] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:11.593481] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:11.593689] [INFO ] [CONFIGURE ] KEP: KEPT add_opening_strength (score: 80.00%) [2025-11-21T16:25:11.593752] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3589 tests [2025-11-21T16:25:11.593802] [INFO ] [CONFIGURE ] KEP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:25:11.593855] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T16:25:11.914973] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:12.232606] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:12.553291] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:12.859741] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:13.161432] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:13.476317] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:13.794567] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:14.107372] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:14.419669] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:14.732428] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:25:14.732633] [INFO ] [CONFIGURE ] KEP: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T16:25:14.732713] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3588 tests [2025-11-21T16:25:14.732764] [INFO ] [CONFIGURE ] KEP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:25:14.732866] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T16:25:15.029964] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:15.326690] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:15.620922] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:15.932434] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:16.239663] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:16.537813] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:16.836927] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:17.133560] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:17.434822] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:17.727637] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:17.727856] [INFO ] [CONFIGURE ] KEP: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T16:25:17.727917] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3587 tests [2025-11-21T16:25:17.727967] [INFO ] [CONFIGURE ] KEP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:25:17.728013] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T16:25:18.036968] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:18.353746] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:18.662735] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:18.974549] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:19.310342] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:25:19.625554] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:19.947450] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:20.266267] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:20.592141] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:20.909508] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:20.909721] [INFO ] [CONFIGURE ] KEP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:25:20.909777] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3586 tests [2025-11-21T16:25:20.909881] [INFO ] [CONFIGURE ] KEP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:25:20.909929] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T16:25:21.209310] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:21.516733] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:21.819803] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:22.121532] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:22.422791] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:22.725992] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:23.030945] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:23.340065] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:23.645727] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:23.955597] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:23.955791] [INFO ] [CONFIGURE ] KEP: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T16:25:23.955888] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3585 tests [2025-11-21T16:25:23.955937] [INFO ] [CONFIGURE ] KEP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:25:23.955979] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T16:25:24.259975] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:25:24.560767] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:24.863860] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:25.170445] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:25:25.478440] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:25:25.797767] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:26.108683] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:26.409410] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:26.713773] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:27.014033] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:27.014208] [INFO ] [CONFIGURE ] KEP: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:25:27.014279] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3584 tests [2025-11-21T16:25:27.014332] [INFO ] [CONFIGURE ] KEP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:25:27.014376] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T16:25:27.342063] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:27.650299] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:28.078609] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:28.516230] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:28.891506] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:25:29.205017] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:29.515392] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:29.827415] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:30.146353] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:25:30.446182] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:30.446378] [INFO ] [CONFIGURE ] KEP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T16:25:30.446438] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3583 tests [2025-11-21T16:25:30.446485] [INFO ] [CONFIGURE ] KEP: Testing feature 20/29: add_price_rejection [2025-11-21T16:25:30.446531] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T16:25:30.761380] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:31.078204] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:31.408482] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:31.740410] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:32.055046] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:32.376753] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:32.687010] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:33.020211] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:33.346938] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:33.694919] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:25:33.695134] [INFO ] [CONFIGURE ] KEP: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:25:33.695194] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3582 tests [2025-11-21T16:25:33.695241] [INFO ] [CONFIGURE ] KEP: Testing feature 21/29: add_range_position [2025-11-21T16:25:33.695283] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T16:25:34.036270] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:34.374715] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:34.713878] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:35.054871] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:25:35.396801] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:35.743013] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:36.083926] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:36.426944] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:36.772613] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:37.117220] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:37.117460] [INFO ] [CONFIGURE ] KEP: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:25:37.117523] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3581 tests [2025-11-21T16:25:37.117574] [INFO ] [CONFIGURE ] KEP: Testing feature 22/29: add_realized_volatility [2025-11-21T16:25:37.117700] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T16:25:37.560914] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:38.007855] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:38.442930] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:38.900385] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:39.345160] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:39.742000] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:40.149275] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:40.570445] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:40.987183] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:41.407172] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:41.407389] [INFO ] [CONFIGURE ] KEP: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T16:25:41.407448] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3580 tests [2025-11-21T16:25:41.407541] [INFO ] [CONFIGURE ] KEP: Testing feature 23/29: add_recent_range_context [2025-11-21T16:25:41.407591] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T16:25:41.717100] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:42.031228] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:42.347024] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:42.659192] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:42.977769] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:25:43.285549] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:43.603076] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:43.920067] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:44.234051] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:44.546826] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:44.546992] [INFO ] [CONFIGURE ] KEP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:25:44.547049] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3579 tests [2025-11-21T16:25:44.547098] [INFO ] [CONFIGURE ] KEP: Testing feature 24/29: add_rsi [2025-11-21T16:25:44.547143] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T16:25:44.906762] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:45.253841] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:45.630450] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:45.994658] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:46.344360] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:46.690613] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:47.039013] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:47.390295] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:47.745101] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:48.092811] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:48.093000] [INFO ] [CONFIGURE ] KEP: DISCARDED add_rsi (score: 70.00%) [2025-11-21T16:25:48.093058] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3578 tests [2025-11-21T16:25:48.093106] [INFO ] [CONFIGURE ] KEP: Testing feature 25/29: add_tick_distribution [2025-11-21T16:25:48.093148] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T16:25:48.390005] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:48.688745] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:48.994958] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:49.307276] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:25:49.612063] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:25:49.915307] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:50.220376] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:50.542872] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:50.851498] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:51.165863] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:51.166075] [INFO ] [CONFIGURE ] KEP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:25:51.166134] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3577 tests [2025-11-21T16:25:51.166180] [INFO ] [CONFIGURE ] KEP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:25:51.166224] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T16:25:51.458153] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:51.770099] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:52.068536] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:52.366737] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:25:52.662016] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:52.952063] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:53.244506] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:53.546896] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:25:53.846482] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:25:54.145082] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:54.145261] [INFO ] [CONFIGURE ] KEP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:25:54.145319] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3576 tests [2025-11-21T16:25:54.145367] [INFO ] [CONFIGURE ] KEP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:25:54.145409] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T16:25:54.463306] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:25:54.775247] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:25:55.089921] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:55.406387] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:25:55.720998] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:56.035209] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:56.348145] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:56.662901] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:25:56.986926] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:25:57.309348] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:25:57.309523] [INFO ] [CONFIGURE ] KEP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T16:25:57.309581] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3575 tests [2025-11-21T16:25:57.309629] [INFO ] [CONFIGURE ] KEP: Testing feature 28/29: add_volume_profile [2025-11-21T16:25:57.309697] [INFO ] [CONFIGURE ] KEP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T16:25:57.616668] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:25:57.924006] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:25:58.232310] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:25:58.534065] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:25:58.841128] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:25:59.152604] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:25:59.462336] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:25:59.766370] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:00.077393] [DEBUG] [FORECASTER] KEP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:26:01.089225] [DEBUG] [FORECASTER] KEP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:01.089400] [INFO ] [CONFIGURE ] KEP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:26:01.089457] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3574 tests [2025-11-21T16:26:01.089505] [INFO ] [CONFIGURE ] KEP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:26:01.089547] [INFO ] [CONFIGURE ] KEP: Best accuracy: 80.00% [2025-11-21T16:26:01.089591] [INFO ] [CONFIGURE ] KEP: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:26:01.089633] [INFO ] [CONFIGURE ] KEP: Improvement over baseline: 40.00% [2025-11-21T16:26:01.089694] [INFO ] [CONFIGURE ] KEP: Total time: 1.4 minutes [2025-11-21T16:26:01.089733] [INFO ] [CONFIGURE ] KEP: Average time per feature: 3.1 seconds [2025-11-21T16:26:01.089771] [INFO ] [CONFIGURE ] KEP: Average speed: 0.34 features/sec [2025-11-21T16:26:01.090065] [INFO ] [LOCAL ] Saved configuration for KEP: 5 features, 80.00% accuracy -> ./output/feature-sets/KEP.json [2025-11-21T16:26:01.090127] [INFO ] [CONFIGURE ] KEP: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T16:26:01.090174] [INFO ] [sig ] [606/723] Successfully configured KEP | 0.01 sym/s | Total: 13.9h | ETA: 2.7h [2025-11-21T16:26:01.090218] [INFO ] [sig ] [607/723] Configuring KEX... [2025-11-21T16:26:01.090257] [INFO ] [CONFIGURE ] KEX: Configurate test run. [2025-11-21T16:26:01.090297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-11-21T16:26:01.163437] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KEX'. [2025-11-21T16:26:01.163930] [INFO ] [CONFIGURE ] KEX: Testing with 29 available features [2025-11-21T16:26:01.163992] [INFO ] [CONFIGURE ] KEX: Establishing baseline with no features... [2025-11-21T16:26:01.343611] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:01.516681] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:01.692420] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:01.865528] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:02.037497] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:02.210050] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:26:02.384155] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:02.553758] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:02.722806] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:02.896339] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:02.896493] [INFO ] [CONFIGURE ] KEX: Baseline score (no features): 60.00% [2025-11-21T16:26:02.896539] [INFO ] [CONFIGURE ] KEX: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:26:02.896577] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:26:03.098471] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:03.299824] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:03.498430] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:03.705698] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:03.912596] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:04.122353] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:04.334362] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:04.544596] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:04.753366] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:04.962620] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:04.962807] [INFO ] [CONFIGURE ] KEX: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T16:26:04.962855] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3573 tests [2025-11-21T16:26:04.962893] [INFO ] [CONFIGURE ] KEX: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:26:04.962929] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:26:05.198394] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:05.433243] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:05.676718] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:05.923398] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:06.164567] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:06.412138] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:06.655972] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:06.891081] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:07.138812] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:07.390111] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:07.390303] [INFO ] [CONFIGURE ] KEX: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T16:26:07.390363] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3572 tests [2025-11-21T16:26:07.390414] [INFO ] [CONFIGURE ] KEX: Testing feature 3/29: add_daily_returns [2025-11-21T16:26:07.390456] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:26:07.618372] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:07.840156] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:08.056839] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:08.277376] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:08.499879] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:08.723477] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:08.980310] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:09.225255] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:09.442827] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:09.665441] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:09.665623] [INFO ] [CONFIGURE ] KEX: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T16:26:09.665693] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3571 tests [2025-11-21T16:26:09.665772] [INFO ] [CONFIGURE ] KEX: Testing feature 4/29: add_ema [2025-11-21T16:26:09.665821] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:26:09.914987] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:10.186817] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:10.436950] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:10.692528] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:10.943083] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:11.196749] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:11.453714] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:11.707579] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:11.967876] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:12.212860] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:12.213028] [INFO ] [CONFIGURE ] KEX: DISCARDED add_ema (score: 60.00%) [2025-11-21T16:26:12.213077] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3570 tests [2025-11-21T16:26:12.213114] [INFO ] [CONFIGURE ] KEX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:26:12.213149] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:26:12.460313] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:12.710683] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:12.955866] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:26:13.202810] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:13.446227] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:13.693425] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:13.990603] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:14.263775] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:14.555443] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:14.819791] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:26:14.820003] [INFO ] [CONFIGURE ] KEX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:26:14.820080] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3569 tests [2025-11-21T16:26:14.820131] [INFO ] [CONFIGURE ] KEX: Testing feature 6/29: add_failed_moves [2025-11-21T16:26:14.820241] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T16:26:15.099729] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:15.420720] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:15.722967] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:15.965258] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:16.180014] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:16.397286] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:16.609735] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:16.845873] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:26:17.059457] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:17.278160] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:17.278362] [INFO ] [CONFIGURE ] KEX: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T16:26:17.278427] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3568 tests [2025-11-21T16:26:17.278489] [INFO ] [CONFIGURE ] KEX: Testing feature 7/29: add_lag_shelf [2025-11-21T16:26:17.278547] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T16:26:17.486347] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:17.687854] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:17.898794] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:18.128717] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:18.340150] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:18.546551] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:18.761149] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:18.963698] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:19.169298] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:19.374331] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:19.374634] [INFO ] [CONFIGURE ] KEX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:26:19.374841] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3567 tests [2025-11-21T16:26:19.374938] [INFO ] [CONFIGURE ] KEX: Testing feature 8/29: add_macd [2025-11-21T16:26:19.375016] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T16:26:19.667340] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:19.959984] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:26:20.254811] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:20.548103] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:20.844804] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:21.141399] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:21.443703] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:21.745203] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:26:22.050557] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:22.352167] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:22.352372] [INFO ] [CONFIGURE ] KEX: DISCARDED add_macd (score: 50.00%) [2025-11-21T16:26:22.352430] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3566 tests [2025-11-21T16:26:22.352476] [INFO ] [CONFIGURE ] KEX: Testing feature 9/29: add_mfi [2025-11-21T16:26:22.352518] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T16:26:22.562410] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:22.771946] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:23.003598] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:23.216021] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:23.426204] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:23.651570] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:23.886133] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:24.098228] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:24.323312] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:24.534868] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:24.535070] [INFO ] [CONFIGURE ] KEX: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:26:24.535129] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3565 tests [2025-11-21T16:26:24.535176] [INFO ] [CONFIGURE ] KEX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:26:24.535218] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:26:24.833887] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:25.150128] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:25.472603] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:25.773637] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:26.075296] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:26.369287] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:26.693236] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:27.035828] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:27.365093] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:27.692205] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:27.692404] [INFO ] [CONFIGURE ] KEX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:26:27.692464] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3564 tests [2025-11-21T16:26:27.692511] [INFO ] [CONFIGURE ] KEX: Testing feature 11/29: add_obv_daily [2025-11-21T16:26:27.692553] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T16:26:27.933292] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:28.177138] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:28.426460] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:28.675160] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:28.916329] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:26:29.156558] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:26:29.393668] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:29.631639] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:29.877286] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:30.122586] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:30.122796] [INFO ] [CONFIGURE ] KEX: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:26:30.122877] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3563 tests [2025-11-21T16:26:30.123054] [INFO ] [CONFIGURE ] KEX: Testing feature 12/29: add_obv_interval [2025-11-21T16:26:30.123134] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T16:26:30.359962] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:30.602133] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:30.846358] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:31.091976] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:31.324203] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:31.567043] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:31.783136] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:32.004430] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:32.223341] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:32.438391] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:32.438562] [INFO ] [CONFIGURE ] KEX: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:26:32.438609] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3562 tests [2025-11-21T16:26:32.438669] [INFO ] [CONFIGURE ] KEX: Testing feature 13/29: add_opening_strength [2025-11-21T16:26:32.438732] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:26:32.672079] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:32.900611] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:33.130676] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:33.364149] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:33.596140] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:33.832280] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:34.066587] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:34.300229] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:26:34.536196] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:34.777366] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:34.777570] [INFO ] [CONFIGURE ] KEX: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T16:26:34.777628] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3561 tests [2025-11-21T16:26:34.777705] [INFO ] [CONFIGURE ] KEX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:26:34.777752] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T16:26:35.015879] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:35.243788] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:35.476853] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:35.721924] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:35.960719] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:36.199356] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:36.437179] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:36.675839] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:36.909674] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:37.163373] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:37.163621] [INFO ] [CONFIGURE ] KEX: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T16:26:37.163713] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3560 tests [2025-11-21T16:26:37.163763] [INFO ] [CONFIGURE ] KEX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:26:37.163807] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T16:26:37.376241] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:37.577163] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:37.774999] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:37.976831] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:38.177059] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:38.378261] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:38.580299] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:38.785951] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:38.995197] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:39.212271] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:39.212589] [INFO ] [CONFIGURE ] KEX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T16:26:39.212711] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3559 tests [2025-11-21T16:26:39.212768] [INFO ] [CONFIGURE ] KEX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:26:39.212881] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T16:26:39.433672] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:39.653921] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:39.875771] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:40.099578] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:40.319007] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:40.541360] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:40.766510] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:40.988106] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:41.211775] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:41.432663] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:41.432834] [INFO ] [CONFIGURE ] KEX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T16:26:41.432882] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3558 tests [2025-11-21T16:26:41.432919] [INFO ] [CONFIGURE ] KEX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:26:41.432955] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T16:26:41.657451] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:41.888968] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:42.112107] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:42.334615] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:42.570366] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:42.794209] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:43.034986] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:43.259115] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:43.485119] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:43.705099] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:43.705276] [INFO ] [CONFIGURE ] KEX: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T16:26:43.705328] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3557 tests [2025-11-21T16:26:43.705377] [INFO ] [CONFIGURE ] KEX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:26:43.705416] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T16:26:43.914251] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:44.144267] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:44.344817] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:44.548888] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:44.781008] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:45.013457] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:45.229678] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:45.437160] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:45.660169] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:45.887053] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:45.887755] [INFO ] [CONFIGURE ] KEX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:26:45.888154] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3556 tests [2025-11-21T16:26:45.888298] [INFO ] [CONFIGURE ] KEX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:26:45.888423] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T16:26:46.119929] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:46.353773] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:46.601698] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:46.839989] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:47.074259] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:47.303660] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:47.533877] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:47.767838] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:48.003139] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:48.235447] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:48.235623] [INFO ] [CONFIGURE ] KEX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:26:48.235694] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3555 tests [2025-11-21T16:26:48.235765] [INFO ] [CONFIGURE ] KEX: Testing feature 20/29: add_price_rejection [2025-11-21T16:26:48.235814] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T16:26:48.474872] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:48.717201] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:48.973232] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:49.222294] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:49.440504] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:49.673916] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:49.924564] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:50.176748] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:50.422690] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:50.664112] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:50.664294] [INFO ] [CONFIGURE ] KEX: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T16:26:50.664343] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3554 tests [2025-11-21T16:26:50.664383] [INFO ] [CONFIGURE ] KEX: Testing feature 21/29: add_range_position [2025-11-21T16:26:50.664444] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T16:26:50.936553] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:51.206970] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:51.479203] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:51.754230] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:52.020414] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:26:52.288727] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:52.560027] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:26:52.842367] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:53.114598] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:26:53.355333] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:53.355524] [INFO ] [CONFIGURE ] KEX: DISCARDED add_range_position (score: 40.00%) [2025-11-21T16:26:53.355582] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3553 tests [2025-11-21T16:26:53.355626] [INFO ] [CONFIGURE ] KEX: Testing feature 22/29: add_realized_volatility [2025-11-21T16:26:53.355685] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T16:26:53.679177] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:54.002021] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:54.326945] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:54.662065] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:55.013387] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:55.345787] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:55.683798] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:56.016156] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:56.348455] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:56.676097] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:56.676308] [INFO ] [CONFIGURE ] KEX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T16:26:56.676368] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3552 tests [2025-11-21T16:26:56.676418] [INFO ] [CONFIGURE ] KEX: Testing feature 23/29: add_recent_range_context [2025-11-21T16:26:56.676462] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T16:26:56.887824] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:57.104776] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:57.318463] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:57.532287] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:26:57.747457] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:26:57.963147] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:26:58.174324] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:26:58.386330] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:26:58.600249] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:26:58.809707] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:26:58.809870] [INFO ] [CONFIGURE ] KEX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T16:26:58.809918] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3551 tests [2025-11-21T16:26:58.809957] [INFO ] [CONFIGURE ] KEX: Testing feature 24/29: add_rsi [2025-11-21T16:26:58.809992] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T16:26:59.066844] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:26:59.322677] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:26:59.578553] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:26:59.830539] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:00.127366] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:27:01.125288] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:01.566244] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:27:01.865629] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:27:02.162801] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:27:02.457432] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:02.457631] [INFO ] [CONFIGURE ] KEX: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:27:02.457709] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3550 tests [2025-11-21T16:27:02.457758] [INFO ] [CONFIGURE ] KEX: Testing feature 25/29: add_tick_distribution [2025-11-21T16:27:02.457802] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T16:27:02.689776] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:02.925622] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:03.161373] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:03.397855] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:03.638969] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:27:03.884837] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:04.133926] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:27:04.377992] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:27:04.624178] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:27:04.863271] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:04.863577] [INFO ] [CONFIGURE ] KEX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:27:04.863716] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3549 tests [2025-11-21T16:27:04.863844] [INFO ] [CONFIGURE ] KEX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:27:04.863898] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T16:27:05.111472] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:05.356009] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:05.597442] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:05.844553] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:06.097545] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:27:06.341935] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:06.611658] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:27:06.852837] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:27:07.172375] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:27:07.515040] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:07.515341] [INFO ] [CONFIGURE ] KEX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T16:27:07.515423] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3548 tests [2025-11-21T16:27:07.515493] [INFO ] [CONFIGURE ] KEX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:27:07.515560] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T16:27:07.816876] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:08.072210] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:08.327935] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:08.564965] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:08.790980] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:27:09.031634] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:09.264011] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:27:09.490667] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:27:09.724840] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:27:09.961735] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:09.961914] [INFO ] [CONFIGURE ] KEX: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T16:27:09.961974] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3547 tests [2025-11-21T16:27:09.962023] [INFO ] [CONFIGURE ] KEX: Testing feature 28/29: add_volume_profile [2025-11-21T16:27:09.962067] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T16:27:10.183086] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:10.406017] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:10.627713] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:10.850965] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:11.075324] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:27:11.306094] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:11.538700] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:27:11.772231] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:27:12.012704] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:27:12.245914] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:12.246104] [INFO ] [CONFIGURE ] KEX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:27:12.246156] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3546 tests [2025-11-21T16:27:12.246197] [INFO ] [CONFIGURE ] KEX: Testing feature 29/29: add_vwap [2025-11-21T16:27:12.246237] [INFO ] [CONFIGURE ] KEX: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T16:27:12.468412] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:12.705146] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:12.944275] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:13.190706] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:13.431820] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:27:13.667040] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:13.939079] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:27:14.228578] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:27:14.489828] [DEBUG] [FORECASTER] KEX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:27:14.746461] [DEBUG] [FORECASTER] KEX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:14.746663] [INFO ] [CONFIGURE ] KEX: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:27:14.746725] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3545 tests [2025-11-21T16:27:14.746776] [INFO ] [CONFIGURE ] KEX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:27:14.746817] [INFO ] [CONFIGURE ] KEX: Best accuracy: 70.00% [2025-11-21T16:27:14.746860] [INFO ] [CONFIGURE ] KEX: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T16:27:14.746901] [INFO ] [CONFIGURE ] KEX: Improvement over baseline: 10.00% [2025-11-21T16:27:14.746941] [INFO ] [CONFIGURE ] KEX: Total time: 1.2 minutes [2025-11-21T16:27:14.746979] [INFO ] [CONFIGURE ] KEX: Average time per feature: 2.5 seconds [2025-11-21T16:27:14.747017] [INFO ] [CONFIGURE ] KEX: Average speed: 0.40 features/sec [2025-11-21T16:27:14.747547] [INFO ] [LOCAL ] Saved configuration for KEX: 1 features, 70.00% accuracy -> ./output/feature-sets/KEX.json [2025-11-21T16:27:14.747609] [INFO ] [CONFIGURE ] KEX: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T16:27:14.747707] [INFO ] [sig ] [607/723] Successfully configured KEX | 0.01 sym/s | Total: 13.9h | ETA: 2.7h [2025-11-21T16:27:14.747762] [INFO ] [sig ] [608/723] Configuring KF... [2025-11-21T16:27:14.747818] [INFO ] [CONFIGURE ] KF: Configurate test run. [2025-11-21T16:27:14.747869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'. [2025-11-21T16:27:14.852295] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KF'. [2025-11-21T16:27:14.852678] [INFO ] [CONFIGURE ] KF: Testing with 29 available features [2025-11-21T16:27:14.852744] [INFO ] [CONFIGURE ] KF: Establishing baseline with no features... [2025-11-21T16:27:15.031597] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:15.205630] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:27:15.381142] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:15.557386] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:15.732348] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:15.909804] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:27:16.088232] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:27:16.265243] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:16.443398] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:16.619983] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:16.620149] [INFO ] [CONFIGURE ] KF: Baseline score (no features): 30.00% [2025-11-21T16:27:16.620218] [INFO ] [CONFIGURE ] KF: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:27:16.620259] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:27:16.833348] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:27:17.039302] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:27:17.246947] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:27:17.457036] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:17.667615] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:17.876503] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:27:18.086504] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:27:18.304463] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:18.516315] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:18.741501] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:18.741761] [INFO ] [CONFIGURE ] KF: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T16:27:18.741976] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3544 tests [2025-11-21T16:27:18.742128] [INFO ] [CONFIGURE ] KF: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:27:18.742216] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:27:18.974002] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:19.199341] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:19.425032] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:27:19.654513] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:19.893007] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:20.130916] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:20.362036] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:20.606749] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:20.839701] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:21.071680] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:21.071862] [INFO ] [CONFIGURE ] KF: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T16:27:21.071919] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3543 tests [2025-11-21T16:27:21.071970] [INFO ] [CONFIGURE ] KF: Testing feature 3/29: add_daily_returns [2025-11-21T16:27:21.072013] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T16:27:21.330732] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:21.586525] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:21.840780] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:22.096394] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:22.354199] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:27:22.607003] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:22.865875] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:27:23.114395] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:23.374033] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:23.620012] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:23.620242] [INFO ] [CONFIGURE ] KF: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T16:27:23.620307] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3542 tests [2025-11-21T16:27:23.620355] [INFO ] [CONFIGURE ] KF: Testing feature 4/29: add_ema [2025-11-21T16:27:23.620398] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T16:27:23.909114] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:24.193807] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:24.479914] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:24.763351] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:25.043459] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:25.323760] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:25.610961] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:25.891420] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:26.173293] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:26.448451] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:26.448661] [INFO ] [CONFIGURE ] KF: DISCARDED add_ema (score: 50.00%) [2025-11-21T16:27:26.448717] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3541 tests [2025-11-21T16:27:26.448766] [INFO ] [CONFIGURE ] KF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:27:26.448812] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:27:26.748949] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:27.044112] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:27:27.332046] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:27.620626] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:27.926842] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:28.224842] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:28.516462] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:28.809497] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:29.106568] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:29.397746] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:29.397921] [INFO ] [CONFIGURE ] KF: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:27:29.397980] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3540 tests [2025-11-21T16:27:29.398031] [INFO ] [CONFIGURE ] KF: Testing feature 6/29: add_failed_moves [2025-11-21T16:27:29.398076] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T16:27:29.644039] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:29.882528] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:30.122566] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:30.354726] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:30.588629] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:30.824355] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:31.058337] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:27:31.299804] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:31.533236] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:31.765387] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:31.765556] [INFO ] [CONFIGURE ] KF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T16:27:31.765612] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3539 tests [2025-11-21T16:27:31.765678] [INFO ] [CONFIGURE ] KF: Testing feature 7/29: add_lag_shelf [2025-11-21T16:27:31.765726] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T16:27:31.994665] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:32.233592] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:27:32.473700] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:32.708001] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:32.942411] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:33.176096] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:33.413781] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:27:33.647908] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:33.880639] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:34.121299] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:34.121463] [INFO ] [CONFIGURE ] KF: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T16:27:34.121518] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3538 tests [2025-11-21T16:27:34.121563] [INFO ] [CONFIGURE ] KF: Testing feature 8/29: add_macd [2025-11-21T16:27:34.121606] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T16:27:34.444282] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:34.768348] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:35.095497] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:35.421745] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:35.749633] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:36.072571] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:36.401929] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:36.721835] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:37.042351] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:37.371162] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:37.371379] [INFO ] [CONFIGURE ] KF: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:27:37.371451] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3537 tests [2025-11-21T16:27:37.371512] [INFO ] [CONFIGURE ] KF: Testing feature 9/29: add_mfi [2025-11-21T16:27:37.371599] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T16:27:37.637664] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:37.888848] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:38.143717] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:38.388799] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:38.638694] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:38.891480] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:39.144263] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:39.397018] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:39.652605] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:39.916426] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:39.916740] [INFO ] [CONFIGURE ] KF: DISCARDED add_mfi (score: 60.00%) [2025-11-21T16:27:39.916806] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3536 tests [2025-11-21T16:27:39.916856] [INFO ] [CONFIGURE ] KF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:27:39.916909] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:27:40.275714] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:40.618001] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:27:40.957879] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:27:41.295774] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:41.636436] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:41.972570] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:27:42.306733] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:27:42.641260] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:42.975856] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:43.307984] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:43.308184] [INFO ] [CONFIGURE ] KF: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T16:27:43.308241] [INFO ] [CONFIGURE ] JOB ETA: 2.8h | Avg: 2.8s/test | Remaining: 3535 tests [2025-11-21T16:27:43.308289] [INFO ] [CONFIGURE ] KF: Testing feature 11/29: add_obv_daily [2025-11-21T16:27:43.308335] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T16:27:43.578788] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:43.836099] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:44.091685] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:44.347136] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:44.608840] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:27:44.878360] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:45.142838] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:45.399189] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:45.659252] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:27:45.923944] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:45.924113] [INFO ] [CONFIGURE ] KF: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T16:27:45.924169] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3534 tests [2025-11-21T16:27:45.924214] [INFO ] [CONFIGURE ] KF: Testing feature 12/29: add_obv_interval [2025-11-21T16:27:45.924257] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T16:27:46.170290] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:46.418595] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:46.664735] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:46.914746] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:27:47.160088] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:47.408360] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:47.657259] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:27:47.907109] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:48.162275] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:48.408122] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:48.408291] [INFO ] [CONFIGURE ] KF: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T16:27:48.408347] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3533 tests [2025-11-21T16:27:48.408392] [INFO ] [CONFIGURE ] KF: Testing feature 13/29: add_opening_strength [2025-11-21T16:27:48.408435] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:27:48.674769] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:48.941950] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:49.213568] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:49.487990] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:49.766944] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:27:50.045562] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:50.319915] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:50.591866] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:50.883992] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:51.180432] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:51.180604] [INFO ] [CONFIGURE ] KF: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:27:51.180679] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3532 tests [2025-11-21T16:27:51.180729] [INFO ] [CONFIGURE ] KF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:27:51.180771] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T16:27:51.443171] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:51.699813] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:51.952436] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:52.205073] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:52.473194] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:52.737612] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:53.005914] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:53.272284] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:53.523782] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:53.781555] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:53.781755] [INFO ] [CONFIGURE ] KF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:27:53.781816] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3531 tests [2025-11-21T16:27:53.781862] [INFO ] [CONFIGURE ] KF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:27:53.781908] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T16:27:54.068984] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:54.390004] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:27:54.717012] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:54.960939] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:55.192349] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:55.427535] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:55.661706] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:55.896103] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:56.140762] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:56.388367] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:56.388567] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:27:56.388623] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3530 tests [2025-11-21T16:27:56.388691] [INFO ] [CONFIGURE ] KF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:27:56.388734] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T16:27:56.672930] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:56.958866] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:27:57.253018] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:27:57.543032] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:27:57.836557] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:27:58.104875] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:27:58.401011] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:27:58.686368] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:27:58.974063] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:27:59.284923] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:27:59.285153] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:27:59.285215] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3529 tests [2025-11-21T16:27:59.285260] [INFO ] [CONFIGURE ] KF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:27:59.285306] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T16:27:59.572958] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:27:59.850210] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:00.137544] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:00.409683] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:28:01.506397] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:01.925000] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:02.214320] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:28:02.502849] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:02.791665] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:03.053507] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:03.053690] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:28:03.053748] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3528 tests [2025-11-21T16:28:03.053785] [INFO ] [CONFIGURE ] KF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:28:03.053825] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T16:28:03.295623] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:03.532803] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:28:03.768392] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:04.004124] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:04.244129] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:04.481709] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:04.721098] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:28:04.956891] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:05.191230] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:05.430850] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:05.431010] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:28:05.431064] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3527 tests [2025-11-21T16:28:05.431111] [INFO ] [CONFIGURE ] KF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:28:05.431151] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T16:28:05.672285] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:05.909946] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:06.152290] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:06.410744] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:06.654785] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:06.894509] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:07.138360] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:28:07.378258] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:07.634844] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:07.875747] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:07.875922] [INFO ] [CONFIGURE ] KF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T16:28:07.875979] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3526 tests [2025-11-21T16:28:07.876024] [INFO ] [CONFIGURE ] KF: Testing feature 20/29: add_price_rejection [2025-11-21T16:28:07.876070] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T16:28:08.129563] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:08.385695] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:08.644746] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:08.903667] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:09.157553] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:09.417020] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:09.673493] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:28:09.928424] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:10.192918] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:10.455600] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:10.455785] [INFO ] [CONFIGURE ] KF: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T16:28:10.455840] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3525 tests [2025-11-21T16:28:10.455887] [INFO ] [CONFIGURE ] KF: Testing feature 21/29: add_range_position [2025-11-21T16:28:10.455929] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T16:28:10.734047] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:11.006601] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:11.299179] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:11.601406] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:11.883537] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:12.183032] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:12.494603] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:28:12.811734] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:13.126953] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:13.432071] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:13.432281] [INFO ] [CONFIGURE ] KF: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:28:13.432381] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3524 tests [2025-11-21T16:28:13.432432] [INFO ] [CONFIGURE ] KF: Testing feature 22/29: add_realized_volatility [2025-11-21T16:28:13.432476] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T16:28:13.805908] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:14.185151] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:14.558186] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:28:14.919559] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:15.276435] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:15.643970] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:28:16.021127] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:28:16.381938] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:16.739949] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:17.102390] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:17.102591] [INFO ] [CONFIGURE ] KF: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T16:28:17.102670] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3523 tests [2025-11-21T16:28:17.102723] [INFO ] [CONFIGURE ] KF: Testing feature 23/29: add_recent_range_context [2025-11-21T16:28:17.102768] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T16:28:17.372018] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:17.651900] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:28:17.924455] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:18.196026] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:18.461014] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:18.740325] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:19.013508] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:28:19.287164] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:19.546343] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:19.805873] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:19.806044] [INFO ] [CONFIGURE ] KF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:28:19.806101] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3522 tests [2025-11-21T16:28:19.806146] [INFO ] [CONFIGURE ] KF: Testing feature 24/29: add_rsi [2025-11-21T16:28:19.806190] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T16:28:20.107952] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:20.411057] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:28:20.708405] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:28:21.003529] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:21.294999] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:21.593131] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:21.892695] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:28:22.186797] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:22.481417] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:22.778699] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:22.778903] [INFO ] [CONFIGURE ] KF: DISCARDED add_rsi (score: 70.00%) [2025-11-21T16:28:22.778962] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3521 tests [2025-11-21T16:28:22.779011] [INFO ] [CONFIGURE ] KF: Testing feature 25/29: add_tick_distribution [2025-11-21T16:28:22.779054] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T16:28:23.054730] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:23.325106] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:23.591108] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:23.862067] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:24.146954] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:24.399395] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:24.657355] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:28:24.932713] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:25.198779] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:25.464239] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:25.464419] [INFO ] [CONFIGURE ] KF: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:28:25.464475] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3520 tests [2025-11-21T16:28:25.464526] [INFO ] [CONFIGURE ] KF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:28:25.464569] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T16:28:25.722747] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:25.989903] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:26.251124] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:28:26.513745] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:26.781177] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:27.059098] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:27.345921] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:28:27.620590] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:27.881408] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:28.148353] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:28.148585] [INFO ] [CONFIGURE ] KF: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:28:28.148715] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3519 tests [2025-11-21T16:28:28.148783] [INFO ] [CONFIGURE ] KF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:28:28.148975] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T16:28:28.274761] [FATAL] [FORECASTER] Failed to test lookback=11: [16:28:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:28.381893] [FATAL] [FORECASTER] Failed to test lookback=10: [16:28:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:28.487526] [FATAL] [FORECASTER] Failed to test lookback=9: [16:28:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:28.595400] [FATAL] [FORECASTER] Failed to test lookback=8: [16:28:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:28.705449] [FATAL] [FORECASTER] Failed to test lookback=7: [16:28:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:28.814526] [FATAL] [FORECASTER] Failed to test lookback=6: [16:28:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:28.921565] [FATAL] [FORECASTER] Failed to test lookback=5: [16:28:28] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:29.032845] [FATAL] [FORECASTER] Failed to test lookback=4: [16:28:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:29.143226] [FATAL] [FORECASTER] Failed to test lookback=3: [16:28:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:29.252464] [FATAL] [FORECASTER] Failed to test lookback=2: [16:28:29] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:28:29.252759] [INFO ] [CONFIGURE ] KF: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T16:28:29.252826] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3518 tests [2025-11-21T16:28:29.252869] [INFO ] [CONFIGURE ] KF: Testing feature 28/29: add_volume_profile [2025-11-21T16:28:29.252904] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T16:28:29.535269] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:29.794858] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:30.065189] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:30.332205] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:28:30.597918] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:30.852852] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:31.115701] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:28:31.387452] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:31.653950] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:31.928732] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:31.928944] [INFO ] [CONFIGURE ] KF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:28:31.929007] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3517 tests [2025-11-21T16:28:31.929055] [INFO ] [CONFIGURE ] KF: Testing feature 29/29: add_vwap [2025-11-21T16:28:31.929098] [INFO ] [CONFIGURE ] KF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap'] [2025-11-21T16:28:32.216526] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:28:32.509659] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:28:32.808764] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:28:33.110979] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:28:33.391543] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:28:33.675090] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:33.961257] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:28:34.254072] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:34.539341] [DEBUG] [FORECASTER] KF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:34.830817] [DEBUG] [FORECASTER] KF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:28:34.830996] [INFO ] [CONFIGURE ] KF: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:28:34.831058] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3516 tests [2025-11-21T16:28:34.831124] [INFO ] [CONFIGURE ] KF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:28:34.831172] [INFO ] [CONFIGURE ] KF: Best accuracy: 70.00% [2025-11-21T16:28:34.831216] [INFO ] [CONFIGURE ] KF: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:28:34.831259] [INFO ] [CONFIGURE ] KF: Improvement over baseline: 40.00% [2025-11-21T16:28:34.831298] [INFO ] [CONFIGURE ] KF: Total time: 1.3 minutes [2025-11-21T16:28:34.831337] [INFO ] [CONFIGURE ] KF: Average time per feature: 2.7 seconds [2025-11-21T16:28:34.831378] [INFO ] [CONFIGURE ] KF: Average speed: 0.37 features/sec [2025-11-21T16:28:34.831863] [INFO ] [LOCAL ] Saved configuration for KF: 2 features, 70.00% accuracy -> ./output/feature-sets/KF.json [2025-11-21T16:28:34.831926] [INFO ] [CONFIGURE ] KF: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T16:28:34.831976] [INFO ] [sig ] [608/723] Successfully configured KF | 0.01 sym/s | Total: 13.9h | ETA: 2.6h [2025-11-21T16:28:34.832022] [INFO ] [sig ] [609/723] Configuring KFRC... [2025-11-21T16:28:34.832065] [INFO ] [CONFIGURE ] KFRC: Configurate test run. [2025-11-21T16:28:34.832106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'. [2025-11-21T16:28:34.938808] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KFRC'. [2025-11-21T16:28:34.939167] [INFO ] [CONFIGURE ] KFRC: Testing with 29 available features [2025-11-21T16:28:34.939228] [INFO ] [CONFIGURE ] KFRC: Establishing baseline with no features... [2025-11-21T16:28:35.126546] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:35.313313] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:28:35.505754] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:35.694684] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:35.888222] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:36.081682] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:36.271749] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:28:36.466864] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:36.645900] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:36.822404] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:28:36.822557] [INFO ] [CONFIGURE ] KFRC: Baseline score (no features): 50.00% [2025-11-21T16:28:36.822604] [INFO ] [CONFIGURE ] KFRC: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:28:36.822658] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:28:37.026237] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:28:37.232833] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:28:37.448177] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:37.666289] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:28:37.883325] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:38.086867] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:38.291331] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:38.497430] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:38.701871] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:38.908757] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:28:38.909071] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T16:28:38.909176] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3515 tests [2025-11-21T16:28:38.909286] [INFO ] [CONFIGURE ] KFRC: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:28:38.909365] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:28:39.118252] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:39.327695] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:28:39.535167] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:39.743200] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:39.949663] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:40.158150] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:28:40.367550] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:40.580999] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:40.793683] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:41.006226] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:28:41.006400] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T16:28:41.006448] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3514 tests [2025-11-21T16:28:41.006543] [INFO ] [CONFIGURE ] KFRC: Testing feature 3/29: add_daily_returns [2025-11-21T16:28:41.006595] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_daily_returns'] [2025-11-21T16:28:41.188870] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:28:41.372083] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:28:41.566079] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:28:41.762077] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:41.950127] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:42.137208] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:28:42.323399] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:42.512410] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:42.703247] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:42.891931] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:28:42.892111] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:28:42.892160] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3513 tests [2025-11-21T16:28:42.892200] [INFO ] [CONFIGURE ] KFRC: Testing feature 4/29: add_ema [2025-11-21T16:28:42.892237] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_ema'] [2025-11-21T16:28:43.110982] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:43.327951] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:28:43.545033] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:43.767042] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:43.990219] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:44.210520] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:28:44.430855] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:44.650032] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:44.870079] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:45.094987] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:28:45.095235] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_ema (score: 30.00%) [2025-11-21T16:28:45.095288] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3512 tests [2025-11-21T16:28:45.095332] [INFO ] [CONFIGURE ] KFRC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:28:45.095372] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:28:45.319832] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:45.544781] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:28:45.764788] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:45.984961] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:46.207282] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:46.433090] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:46.660023] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:46.881813] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:47.103989] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:47.331567] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:28:47.331822] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T16:28:47.331885] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3511 tests [2025-11-21T16:28:47.331935] [INFO ] [CONFIGURE ] KFRC: Testing feature 6/29: add_failed_moves [2025-11-21T16:28:47.331982] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_failed_moves'] [2025-11-21T16:28:47.523195] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:47.716296] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:28:47.910201] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:48.115536] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:48.314526] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:48.508697] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:28:48.705028] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:48.890154] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:49.072554] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:49.254803] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:28:49.254987] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_failed_moves (score: 20.00%) [2025-11-21T16:28:49.255036] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3510 tests [2025-11-21T16:28:49.255076] [INFO ] [CONFIGURE ] KFRC: Testing feature 7/29: add_lag_shelf [2025-11-21T16:28:49.255111] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_lag_shelf'] [2025-11-21T16:28:49.420923] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:49.590310] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:28:49.763118] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:49.932253] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:50.100835] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:50.273685] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:50.451451] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:28:50.623694] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:50.795194] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:50.967357] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:28:50.967522] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T16:28:50.967569] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3509 tests [2025-11-21T16:28:50.967606] [INFO ] [CONFIGURE ] KFRC: Testing feature 8/29: add_macd [2025-11-21T16:28:50.967660] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T16:28:51.232488] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:51.498245] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:28:51.770039] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:28:52.032204] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:52.294257] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:52.568467] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:28:52.840027] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:53.116960] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:53.384118] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:53.654228] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:28:53.654417] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_macd (score: 50.00%) [2025-11-21T16:28:53.654475] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3508 tests [2025-11-21T16:28:53.654518] [INFO ] [CONFIGURE ] KFRC: Testing feature 9/29: add_mfi [2025-11-21T16:28:53.654560] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_mfi'] [2025-11-21T16:28:53.839962] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:54.036088] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:28:54.225789] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:54.413284] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:54.597461] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:54.782522] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:28:54.968237] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:55.156327] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:28:55.353252] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:28:55.553072] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:28:55.553259] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_mfi (score: 20.00%) [2025-11-21T16:28:55.553309] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3507 tests [2025-11-21T16:28:55.553349] [INFO ] [CONFIGURE ] KFRC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:28:55.553386] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:28:55.858498] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:28:56.148449] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:28:56.431128] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:56.719115] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:28:57.009076] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:57.292266] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:28:57.569365] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:57.853437] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:28:58.128498] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:28:58.397659] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:28:58.397867] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-21T16:28:58.397925] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3506 tests [2025-11-21T16:28:58.397970] [INFO ] [CONFIGURE ] KFRC: Testing feature 11/29: add_obv_daily [2025-11-21T16:28:58.398010] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_obv_daily'] [2025-11-21T16:28:58.595371] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:28:58.791005] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:28:58.991509] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:28:59.183558] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:28:59.377215] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:28:59.568384] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:28:59.760317] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:28:59.952472] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:00.145215] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:00.336712] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:00.336867] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:29:00.336915] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3505 tests [2025-11-21T16:29:00.336953] [INFO ] [CONFIGURE ] KFRC: Testing feature 12/29: add_obv_interval [2025-11-21T16:29:00.336987] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_obv_interval'] [2025-11-21T16:29:00.521878] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:00.711722] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:01.570495] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:01.928491] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:02.124236] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:02.318182] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:29:02.510348] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:02.699717] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:02.895117] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:29:03.086569] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:03.086770] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T16:29:03.086845] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3504 tests [2025-11-21T16:29:03.086905] [INFO ] [CONFIGURE ] KFRC: Testing feature 13/29: add_opening_strength [2025-11-21T16:29:03.086952] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T16:29:03.292271] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:03.498497] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:29:03.742365] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:04.035903] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:04.356128] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:04.645027] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:04.871524] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:05.081762] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:05.291883] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:05.503786] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:05.503945] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T16:29:05.503991] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3503 tests [2025-11-21T16:29:05.504029] [INFO ] [CONFIGURE ] KFRC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:29:05.504064] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T16:29:05.704858] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:05.910300] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:06.114485] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:06.316027] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:06.516760] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:06.719414] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:06.926511] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:07.135021] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:07.340937] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:07.547816] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:07.547980] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T16:29:07.548026] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3502 tests [2025-11-21T16:29:07.548063] [INFO ] [CONFIGURE ] KFRC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:29:07.548098] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T16:29:07.719240] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:07.892045] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:29:08.067082] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:08.254140] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:08.431224] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:08.605784] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:08.779907] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:08.958003] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:09.133912] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:09.308360] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:09.308535] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T16:29:09.308585] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3501 tests [2025-11-21T16:29:09.308622] [INFO ] [CONFIGURE ] KFRC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:29:09.308697] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T16:29:09.502098] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:09.695045] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:09.891076] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:10.088008] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:10.281887] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:10.478304] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:10.674360] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:10.872115] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:11.073100] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:11.274717] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:11.274883] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T16:29:11.274930] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3500 tests [2025-11-21T16:29:11.274968] [INFO ] [CONFIGURE ] KFRC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:29:11.275003] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_pbf_return_2d'] [2025-11-21T16:29:11.475959] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:11.679377] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:11.881963] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:12.090204] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:12.287125] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:12.486362] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:12.694752] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:12.902734] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:13.112528] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:29:13.318088] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:13.318466] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_pbf_return_2d (score: 20.00%) [2025-11-21T16:29:13.318630] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3499 tests [2025-11-21T16:29:13.318769] [INFO ] [CONFIGURE ] KFRC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:29:13.318860] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T16:29:13.495447] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:13.672354] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:13.851346] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:14.029682] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:14.205352] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:14.376173] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:14.550748] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:14.725551] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:14.909594] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:15.103415] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:15.103586] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T16:29:15.103635] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3498 tests [2025-11-21T16:29:15.103707] [INFO ] [CONFIGURE ] KFRC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:29:15.103771] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T16:29:15.277550] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:15.450678] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:15.623945] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:15.822539] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:15.998638] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:16.175582] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:16.356862] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:16.536832] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:16.716671] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:16.897380] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:16.897547] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T16:29:16.897596] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3497 tests [2025-11-21T16:29:16.897652] [INFO ] [CONFIGURE ] KFRC: Testing feature 20/29: add_price_rejection [2025-11-21T16:29:16.897703] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_price_rejection'] [2025-11-21T16:29:17.085412] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:17.274687] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:29:17.461594] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:17.649668] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:17.840602] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:18.032235] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:18.228079] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:29:18.439502] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:18.658128] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:18.876418] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:18.876603] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T16:29:18.876675] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3496 tests [2025-11-21T16:29:18.876747] [INFO ] [CONFIGURE ] KFRC: Testing feature 21/29: add_range_position [2025-11-21T16:29:18.876796] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_range_position'] [2025-11-21T16:29:19.122422] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:19.352603] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:29:19.589606] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:19.817224] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:20.028465] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:20.250275] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:20.468296] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:20.678902] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:20.893545] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:21.109373] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:21.109543] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_range_position (score: 30.00%) [2025-11-21T16:29:21.109591] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3495 tests [2025-11-21T16:29:21.109629] [INFO ] [CONFIGURE ] KFRC: Testing feature 22/29: add_realized_volatility [2025-11-21T16:29:21.109805] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_realized_volatility'] [2025-11-21T16:29:21.407223] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:21.707405] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:22.020570] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:22.340088] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:22.666274] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:22.990015] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:29:23.308529] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:23.638119] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:23.948824] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:24.280534] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:24.280765] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T16:29:24.280827] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3494 tests [2025-11-21T16:29:24.280875] [INFO ] [CONFIGURE ] KFRC: Testing feature 23/29: add_recent_range_context [2025-11-21T16:29:24.280918] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_recent_range_context'] [2025-11-21T16:29:24.484631] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:24.687503] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:24.901056] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:25.106686] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:25.320436] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:25.525551] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:25.732105] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:25.938788] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:26.138113] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:29:26.344253] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:26.344457] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T16:29:26.344519] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3493 tests [2025-11-21T16:29:26.344570] [INFO ] [CONFIGURE ] KFRC: Testing feature 24/29: add_rsi [2025-11-21T16:29:26.344616] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T16:29:26.603136] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:26.847730] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:29:27.092555] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:27.345706] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:27.612324] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:27.880067] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:28.138696] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:28.403455] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:28.659172] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:29:28.917555] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:28.917757] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_rsi (score: 10.00%) [2025-11-21T16:29:28.917815] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3492 tests [2025-11-21T16:29:28.917882] [INFO ] [CONFIGURE ] KFRC: Testing feature 25/29: add_tick_distribution [2025-11-21T16:29:28.917924] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_tick_distribution'] [2025-11-21T16:29:29.112845] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:29.316335] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:29.511791] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:29.713091] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:29.913659] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:30.113977] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:30.314632] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:29:30.518970] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:30.733410] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:30.940513] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:30.940717] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:29:30.940794] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3491 tests [2025-11-21T16:29:30.940853] [INFO ] [CONFIGURE ] KFRC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:29:30.940899] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T16:29:31.166186] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:31.387704] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:31.603504] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:31.847747] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:32.084722] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:32.310104] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:32.532066] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:32.760030] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:32.993470] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:29:33.204552] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:33.204738] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T16:29:33.204812] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3490 tests [2025-11-21T16:29:33.204950] [INFO ] [CONFIGURE ] KFRC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:29:33.205052] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_volume_price_divergence'] [2025-11-21T16:29:33.431813] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:33.667902] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:33.900121] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:34.130428] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:34.352352] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:34.575075] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:34.798677] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:35.018284] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:35.231670] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:29:35.450508] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:35.450671] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T16:29:35.450741] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3489 tests [2025-11-21T16:29:35.450791] [INFO ] [CONFIGURE ] KFRC: Testing feature 28/29: add_volume_profile [2025-11-21T16:29:35.450835] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_volume_profile'] [2025-11-21T16:29:35.652393] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:35.846099] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:36.036241] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:36.227687] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:36.427459] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:36.625810] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:29:36.822896] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:37.018233] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:37.212484] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:29:37.408567] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:29:37.408812] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T16:29:37.408883] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3488 tests [2025-11-21T16:29:37.408932] [INFO ] [CONFIGURE ] KFRC: Testing feature 29/29: add_vwap [2025-11-21T16:29:37.408996] [INFO ] [CONFIGURE ] KFRC: Testing with features: ['add_vwap'] [2025-11-21T16:29:37.601590] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:37.807924] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:29:38.001362] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:38.194129] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:29:38.390739] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:29:38.587509] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:38.784961] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:29:38.982771] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:39.182059] [DEBUG] [FORECASTER] KFRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:29:39.382192] [DEBUG] [FORECASTER] KFRC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:39.382355] [INFO ] [CONFIGURE ] KFRC: DISCARDED add_vwap (score: 20.00%) [2025-11-21T16:29:39.382402] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3487 tests [2025-11-21T16:29:39.382442] [INFO ] [CONFIGURE ] KFRC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:29:39.382476] [INFO ] [CONFIGURE ] KFRC: Best accuracy: 50.00% [2025-11-21T16:29:39.382508] [INFO ] [CONFIGURE ] KFRC: Best feature set (0 features): [] [2025-11-21T16:29:39.382539] [INFO ] [CONFIGURE ] KFRC: Improvement over baseline: 0.00% [2025-11-21T16:29:39.382568] [INFO ] [CONFIGURE ] KFRC: Total time: 1.0 minutes [2025-11-21T16:29:39.382621] [INFO ] [CONFIGURE ] KFRC: Average time per feature: 2.2 seconds [2025-11-21T16:29:39.382672] [INFO ] [CONFIGURE ] KFRC: Average speed: 0.46 features/sec [2025-11-21T16:29:39.383072] [INFO ] [LOCAL ] Saved configuration for KFRC: 0 features, 50.00% accuracy -> ./output/feature-sets/KFRC.json [2025-11-21T16:29:39.383142] [INFO ] [CONFIGURE ] KFRC: Configuration saved successfully: 0 features, 50.00% accuracy. [2025-11-21T16:29:39.383195] [INFO ] [sig ] [609/723] Successfully configured KFRC | 0.01 sym/s | Total: 13.9h | ETA: 2.6h [2025-11-21T16:29:39.383242] [INFO ] [sig ] [610/723] Configuring KIO... [2025-11-21T16:29:39.383285] [INFO ] [CONFIGURE ] KIO: Configurate test run. [2025-11-21T16:29:39.383328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-11-21T16:29:39.461101] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KIO'. [2025-11-21T16:29:39.461532] [INFO ] [CONFIGURE ] KIO: Testing with 29 available features [2025-11-21T16:29:39.461600] [INFO ] [CONFIGURE ] KIO: Establishing baseline with no features... [2025-11-21T16:29:39.641825] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:39.825962] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:40.008344] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:29:40.200208] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:29:40.379621] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:29:40.559936] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:40.738336] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:29:40.917747] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:41.097968] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:29:41.277050] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:41.277181] [INFO ] [CONFIGURE ] KIO: Baseline score (no features): 40.00% [2025-11-21T16:29:41.277227] [INFO ] [CONFIGURE ] KIO: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:29:41.277263] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:29:41.489879] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:41.702270] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:41.919502] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:29:42.137288] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:29:42.351335] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:29:42.568437] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:42.785854] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:29:42.995601] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:43.204095] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:29:43.422815] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:43.423015] [INFO ] [CONFIGURE ] KIO: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T16:29:43.423067] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3486 tests [2025-11-21T16:29:43.423105] [INFO ] [CONFIGURE ] KIO: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:29:43.423140] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:29:43.671608] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:43.912824] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:44.151333] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:29:44.387740] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:29:44.625516] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:29:44.862748] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:45.094438] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:29:45.330227] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:45.568063] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:29:45.802430] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:45.802603] [INFO ] [CONFIGURE ] KIO: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T16:29:45.802690] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3485 tests [2025-11-21T16:29:45.802742] [INFO ] [CONFIGURE ] KIO: Testing feature 3/29: add_daily_returns [2025-11-21T16:29:45.802786] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:29:46.019852] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:46.237243] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:46.451281] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:29:46.663529] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:29:46.878131] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:29:47.091280] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:47.304941] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:29:47.524554] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:47.742124] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:29:47.959129] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:47.959296] [INFO ] [CONFIGURE ] KIO: KEPT add_daily_returns (score: 60.00%) [2025-11-21T16:29:47.959343] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3484 tests [2025-11-21T16:29:47.959382] [INFO ] [CONFIGURE ] KIO: Testing feature 4/29: add_ema [2025-11-21T16:29:47.959419] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T16:29:48.223768] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:48.511401] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:48.795946] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:29:49.086967] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:29:49.374466] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:29:49.666002] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:49.960764] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:29:50.263767] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:50.576199] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:29:50.922410] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:50.922714] [INFO ] [CONFIGURE ] KIO: DISCARDED add_ema (score: 50.00%) [2025-11-21T16:29:50.922810] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3483 tests [2025-11-21T16:29:50.922887] [INFO ] [CONFIGURE ] KIO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:29:50.922961] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:29:51.325340] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:51.709393] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:51.993768] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:29:52.268786] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:29:52.536385] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:29:52.809023] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:29:53.100632] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:29:53.383855] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:53.669888] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:29:53.955032] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:53.955222] [INFO ] [CONFIGURE ] KIO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:29:53.955283] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3482 tests [2025-11-21T16:29:53.955332] [INFO ] [CONFIGURE ] KIO: Testing feature 6/29: add_failed_moves [2025-11-21T16:29:53.955397] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T16:29:54.203523] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:29:54.447059] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:54.686495] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:29:54.930110] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:29:55.180738] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:29:55.430640] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:55.679797] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:29:55.908707] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:29:56.159291] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:29:56.388271] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:56.388459] [INFO ] [CONFIGURE ] KIO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:29:56.388508] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3481 tests [2025-11-21T16:29:56.388545] [INFO ] [CONFIGURE ] KIO: Testing feature 7/29: add_lag_shelf [2025-11-21T16:29:56.388580] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T16:29:56.603455] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:56.821077] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:57.039682] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:29:57.248772] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:29:57.458706] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:29:57.673718] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:29:57.911375] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:29:58.154485] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:29:58.396071] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:29:58.638453] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:29:58.638638] [INFO ] [CONFIGURE ] KIO: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T16:29:58.638718] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3480 tests [2025-11-21T16:29:58.638782] [INFO ] [CONFIGURE ] KIO: Testing feature 8/29: add_macd [2025-11-21T16:29:58.638830] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T16:29:58.978109] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:29:59.309563] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:29:59.641239] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:29:59.959830] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:00.308279] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:00.647935] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:30:01.843703] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:02.472051] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:02.853230] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:03.221182] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:03.221497] [INFO ] [CONFIGURE ] KIO: DISCARDED add_macd (score: 50.00%) [2025-11-21T16:30:03.221577] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3479 tests [2025-11-21T16:30:03.221738] [INFO ] [CONFIGURE ] KIO: Testing feature 9/29: add_mfi [2025-11-21T16:30:03.221853] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T16:30:03.504231] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:03.791513] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:04.080328] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:04.367423] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:04.667189] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:04.948796] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:05.232161] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:05.499517] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:05.767052] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:06.050392] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:06.050863] [INFO ] [CONFIGURE ] KIO: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:30:06.050945] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3478 tests [2025-11-21T16:30:06.051034] [INFO ] [CONFIGURE ] KIO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:30:06.051094] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:30:06.419803] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:06.782267] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:07.145929] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:07.506387] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:07.874321] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:08.257352] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:08.639160] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:09.045872] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:09.406107] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:09.764109] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:30:09.764303] [INFO ] [CONFIGURE ] KIO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:30:09.764364] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3477 tests [2025-11-21T16:30:09.764416] [INFO ] [CONFIGURE ] KIO: Testing feature 11/29: add_obv_daily [2025-11-21T16:30:09.764462] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T16:30:10.042101] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:30:10.310805] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:10.583557] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:10.858425] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:11.136918] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:11.409799] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:11.680536] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:11.972418] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:12.251224] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:30:12.533085] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:12.533440] [INFO ] [CONFIGURE ] KIO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:30:12.533546] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3476 tests [2025-11-21T16:30:12.533681] [INFO ] [CONFIGURE ] KIO: Testing feature 12/29: add_obv_interval [2025-11-21T16:30:12.533762] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T16:30:12.786410] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:13.040200] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:13.292467] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:13.549399] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:13.807482] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:14.066304] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:14.334156] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:14.586224] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:14.834961] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:15.099863] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:15.100128] [INFO ] [CONFIGURE ] KIO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:30:15.100348] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3475 tests [2025-11-21T16:30:15.100443] [INFO ] [CONFIGURE ] KIO: Testing feature 13/29: add_opening_strength [2025-11-21T16:30:15.100520] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:30:15.383231] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:15.666788] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:15.934798] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:16.181810] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:16.468292] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:16.747440] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:17.038094] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:17.294545] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:17.550659] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:17.816508] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:17.816718] [INFO ] [CONFIGURE ] KIO: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:30:17.816781] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3474 tests [2025-11-21T16:30:17.816829] [INFO ] [CONFIGURE ] KIO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:30:17.816873] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T16:30:18.097157] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:18.376688] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:18.651083] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:18.926587] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:19.211755] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:19.484719] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:19.780666] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:20.055541] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:20.334939] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:20.618996] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:20.619244] [INFO ] [CONFIGURE ] KIO: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T16:30:20.619306] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3473 tests [2025-11-21T16:30:20.619355] [INFO ] [CONFIGURE ] KIO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:30:20.619399] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T16:30:20.875074] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:21.126626] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:21.382551] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:21.643537] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:21.893792] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:22.146981] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:22.406556] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:22.680465] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:22.949951] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:23.202585] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:23.202993] [INFO ] [CONFIGURE ] KIO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T16:30:23.203092] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3472 tests [2025-11-21T16:30:23.203171] [INFO ] [CONFIGURE ] KIO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:30:23.203244] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T16:30:23.487452] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:23.753276] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:24.042705] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:24.300589] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:24.539249] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:24.775684] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:25.019137] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:25.266797] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:25.515975] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:25.759985] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:25.760183] [INFO ] [CONFIGURE ] KIO: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T16:30:25.760238] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3471 tests [2025-11-21T16:30:25.760365] [INFO ] [CONFIGURE ] KIO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:30:25.760416] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T16:30:26.003159] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:26.245628] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:26.488608] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:30:26.729867] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:26.976174] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:27.223064] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:27.471742] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:27.722448] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:27.969893] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:30:28.223120] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:28.223308] [INFO ] [CONFIGURE ] KIO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T16:30:28.223388] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3470 tests [2025-11-21T16:30:28.223441] [INFO ] [CONFIGURE ] KIO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:30:28.223484] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T16:30:28.444825] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:28.668664] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:28.892238] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:29.116883] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:29.347581] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:29.572411] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:29.793149] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:30.015080] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:30.235262] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:30.454749] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:30.455048] [INFO ] [CONFIGURE ] KIO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:30:30.455154] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3469 tests [2025-11-21T16:30:30.455261] [INFO ] [CONFIGURE ] KIO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:30:30.455343] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T16:30:30.673456] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:30.891083] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:31.110429] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:31.328237] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:31.550867] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:31.791775] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:32.033962] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:32.263333] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:32.494418] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:32.725157] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:32.725505] [INFO ] [CONFIGURE ] KIO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T16:30:32.725610] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3468 tests [2025-11-21T16:30:32.725736] [INFO ] [CONFIGURE ] KIO: Testing feature 20/29: add_price_rejection [2025-11-21T16:30:32.725827] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T16:30:32.976857] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:33.226089] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:33.474252] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:33.712401] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:33.954235] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:30:34.194290] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:34.441482] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:34.690117] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:34.930473] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:35.173916] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:35.174126] [INFO ] [CONFIGURE ] KIO: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:30:35.174189] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3467 tests [2025-11-21T16:30:35.174236] [INFO ] [CONFIGURE ] KIO: Testing feature 21/29: add_range_position [2025-11-21T16:30:35.174279] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-21T16:30:35.431490] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:30:35.687403] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:35.946748] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:36.200695] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:36.460757] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:30:36.728610] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:36.983847] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:37.240601] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:37.496433] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:37.765563] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:37.765763] [INFO ] [CONFIGURE ] KIO: DISCARDED add_range_position (score: 50.00%) [2025-11-21T16:30:37.765820] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3466 tests [2025-11-21T16:30:37.765868] [INFO ] [CONFIGURE ] KIO: Testing feature 22/29: add_realized_volatility [2025-11-21T16:30:37.765909] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T16:30:38.116271] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:38.448258] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:38.778264] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:39.113466] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:39.445470] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:39.795427] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:40.145751] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:40.488082] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:40.841326] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:41.193778] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:41.193993] [INFO ] [CONFIGURE ] KIO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T16:30:41.194053] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3465 tests [2025-11-21T16:30:41.194100] [INFO ] [CONFIGURE ] KIO: Testing feature 23/29: add_recent_range_context [2025-11-21T16:30:41.194144] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T16:30:41.448151] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:41.703713] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:41.958512] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:42.223845] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:42.478856] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:42.750180] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:43.009298] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:43.304191] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:43.627487] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:43.901141] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:43.901335] [INFO ] [CONFIGURE ] KIO: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:30:43.901401] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3464 tests [2025-11-21T16:30:43.901493] [INFO ] [CONFIGURE ] KIO: Testing feature 24/29: add_rsi [2025-11-21T16:30:43.901547] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T16:30:44.198861] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:44.482527] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:44.768326] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:45.046250] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:45.332773] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:45.626094] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:45.910297] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:46.189118] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:46.480403] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:46.797797] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:46.797978] [INFO ] [CONFIGURE ] KIO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:30:46.798037] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3463 tests [2025-11-21T16:30:46.798087] [INFO ] [CONFIGURE ] KIO: Testing feature 25/29: add_tick_distribution [2025-11-21T16:30:46.798133] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T16:30:47.042676] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:47.285760] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:47.535509] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:47.788857] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:48.022100] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:48.255437] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:48.511106] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:48.747744] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:49.011960] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:49.278725] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:49.278967] [INFO ] [CONFIGURE ] KIO: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:30:49.279172] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3462 tests [2025-11-21T16:30:49.279265] [INFO ] [CONFIGURE ] KIO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:30:49.279344] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T16:30:49.536071] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:49.809336] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:50.080812] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:50.349299] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:50.619772] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:50.892760] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:51.156549] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:51.421409] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:51.664122] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:51.924903] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:51.925087] [INFO ] [CONFIGURE ] KIO: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:30:51.925142] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3461 tests [2025-11-21T16:30:51.925188] [INFO ] [CONFIGURE ] KIO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:30:51.925231] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T16:30:52.190848] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:30:52.471021] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:52.750571] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:53.037323] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:53.345493] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:53.624188] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:53.901198] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:54.177838] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:54.458878] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:30:54.741277] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:30:54.741490] [INFO ] [CONFIGURE ] KIO: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T16:30:54.741557] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3460 tests [2025-11-21T16:30:54.741607] [INFO ] [CONFIGURE ] KIO: Testing feature 28/29: add_volume_profile [2025-11-21T16:30:54.741672] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T16:30:55.009367] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:30:55.275844] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:55.542220] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:55.816706] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:30:56.088620] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:30:56.350809] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:30:56.619971] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:56.888576] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:30:57.154083] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:30:57.426872] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:30:57.427141] [INFO ] [CONFIGURE ] KIO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:30:57.427222] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3459 tests [2025-11-21T16:30:57.427273] [INFO ] [CONFIGURE ] KIO: Testing feature 29/29: add_vwap [2025-11-21T16:30:57.427385] [INFO ] [CONFIGURE ] KIO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-21T16:30:57.693676] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:30:57.962581] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:30:58.235301] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:30:58.521623] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:30:58.807808] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:30:59.076556] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:30:59.346154] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:30:59.614633] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:30:59.882632] [DEBUG] [FORECASTER] KIO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:31:00.155864] [DEBUG] [FORECASTER] KIO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:31:00.156076] [INFO ] [CONFIGURE ] KIO: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:31:00.156146] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3458 tests [2025-11-21T16:31:00.156206] [INFO ] [CONFIGURE ] KIO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:31:00.156257] [INFO ] [CONFIGURE ] KIO: Best accuracy: 60.00% [2025-11-21T16:31:00.156300] [INFO ] [CONFIGURE ] KIO: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:31:00.156333] [INFO ] [CONFIGURE ] KIO: Improvement over baseline: 20.00% [2025-11-21T16:31:00.156364] [INFO ] [CONFIGURE ] KIO: Total time: 1.3 minutes [2025-11-21T16:31:00.156403] [INFO ] [CONFIGURE ] KIO: Average time per feature: 2.7 seconds [2025-11-21T16:31:00.156442] [INFO ] [CONFIGURE ] KIO: Average speed: 0.37 features/sec [2025-11-21T16:31:00.156941] [INFO ] [LOCAL ] Saved configuration for KIO: 2 features, 60.00% accuracy -> ./output/feature-sets/KIO.json [2025-11-21T16:31:00.157001] [INFO ] [CONFIGURE ] KIO: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-21T16:31:00.157054] [INFO ] [sig ] [610/723] Successfully configured KIO | 0.01 sym/s | Total: 14.0h | ETA: 2.6h [2025-11-21T16:31:00.157099] [INFO ] [sig ] [611/723] Configuring KMI... [2025-11-21T16:31:00.157141] [INFO ] [CONFIGURE ] KMI: Configurate test run. [2025-11-21T16:31:00.157182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-11-21T16:31:00.346155] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KMI'. [2025-11-21T16:31:00.346667] [INFO ] [CONFIGURE ] KMI: Testing with 29 available features [2025-11-21T16:31:00.346735] [INFO ] [CONFIGURE ] KMI: Establishing baseline with no features... [2025-11-21T16:31:01.163020] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:01.541986] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:01.735871] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:01.935696] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:02.132294] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:02.331413] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:02.533341] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:02.729964] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:31:02.930269] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:03.138269] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:03.138555] [INFO ] [CONFIGURE ] KMI: Baseline score (no features): 60.00% [2025-11-21T16:31:03.138668] [INFO ] [CONFIGURE ] KMI: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:31:03.138748] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:31:03.369190] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:03.595553] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:03.831086] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:04.066307] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:04.299454] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:31:04.534986] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:04.771546] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:04.995619] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:05.225190] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:05.448167] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:05.448482] [INFO ] [CONFIGURE ] KMI: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T16:31:05.448580] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3457 tests [2025-11-21T16:31:05.448706] [INFO ] [CONFIGURE ] KMI: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:31:05.448786] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:31:05.683356] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:05.916831] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:06.153523] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:06.389801] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:06.624508] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:31:06.858565] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:31:07.093285] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:07.332428] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:07.572905] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:07.819879] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:31:07.820071] [INFO ] [CONFIGURE ] KMI: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T16:31:07.820120] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3456 tests [2025-11-21T16:31:07.820157] [INFO ] [CONFIGURE ] KMI: Testing feature 3/29: add_daily_returns [2025-11-21T16:31:07.820192] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns'] [2025-11-21T16:31:08.030889] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:08.245334] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:08.457436] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:08.681526] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:31:08.902102] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:09.114933] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:09.331964] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:09.538624] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:31:09.743811] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:09.952190] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:09.952365] [INFO ] [CONFIGURE ] KMI: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T16:31:09.952412] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3455 tests [2025-11-21T16:31:09.952451] [INFO ] [CONFIGURE ] KMI: Testing feature 4/29: add_ema [2025-11-21T16:31:09.952485] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_ema'] [2025-11-21T16:31:10.201883] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:10.444056] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:10.684538] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:10.924913] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:11.158016] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:11.405070] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:31:11.649464] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:11.886163] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:12.141807] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:12.387254] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:12.387457] [INFO ] [CONFIGURE ] KMI: DISCARDED add_ema (score: 40.00%) [2025-11-21T16:31:12.387509] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3454 tests [2025-11-21T16:31:12.387550] [INFO ] [CONFIGURE ] KMI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:31:12.387586] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:31:12.650779] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:12.898807] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:13.143323] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:13.385077] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:31:13.626788] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:31:13.878409] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:31:14.135264] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:14.395368] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:14.654613] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:14.912546] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:14.912764] [INFO ] [CONFIGURE ] KMI: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T16:31:14.912823] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3453 tests [2025-11-21T16:31:14.912870] [INFO ] [CONFIGURE ] KMI: Testing feature 6/29: add_failed_moves [2025-11-21T16:31:14.912916] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_failed_moves'] [2025-11-21T16:31:15.142050] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:15.348179] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:15.554236] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:31:15.762125] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:31:15.966728] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:16.182081] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:31:16.400191] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:16.611261] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:31:16.823445] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:17.032212] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:17.032400] [INFO ] [CONFIGURE ] KMI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:31:17.032450] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3452 tests [2025-11-21T16:31:17.032490] [INFO ] [CONFIGURE ] KMI: Testing feature 7/29: add_lag_shelf [2025-11-21T16:31:17.032526] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_lag_shelf'] [2025-11-21T16:31:17.226464] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:17.428480] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:17.624338] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:17.816222] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:18.007369] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:18.212416] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:18.407282] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:18.604304] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:31:18.802599] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:19.011153] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:19.011322] [INFO ] [CONFIGURE ] KMI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:31:19.011371] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3451 tests [2025-11-21T16:31:19.011411] [INFO ] [CONFIGURE ] KMI: Testing feature 8/29: add_macd [2025-11-21T16:31:19.011450] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T16:31:19.313994] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:19.617384] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:19.926552] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:20.241044] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:31:20.554505] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:31:20.861034] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:31:21.172991] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:21.471394] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:21.774040] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:22.081060] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:31:22.081291] [INFO ] [CONFIGURE ] KMI: DISCARDED add_macd (score: 20.00%) [2025-11-21T16:31:22.081374] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3450 tests [2025-11-21T16:31:22.081427] [INFO ] [CONFIGURE ] KMI: Testing feature 9/29: add_mfi [2025-11-21T16:31:22.081472] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_mfi'] [2025-11-21T16:31:22.297144] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:22.508436] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:22.721547] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:22.935189] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:23.146127] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:31:23.348126] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:31:23.557833] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:23.763908] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:31:23.969056] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:24.180794] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:24.181001] [INFO ] [CONFIGURE ] KMI: DISCARDED add_mfi (score: 40.00%) [2025-11-21T16:31:24.181063] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3449 tests [2025-11-21T16:31:24.181114] [INFO ] [CONFIGURE ] KMI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:31:24.181161] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:31:24.445838] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:24.741779] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:25.030875] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:25.340850] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:25.635953] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:25.948658] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:26.252758] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:26.528543] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:31:26.827250] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:27.123993] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:27.124197] [INFO ] [CONFIGURE ] KMI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:31:27.124254] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3448 tests [2025-11-21T16:31:27.124304] [INFO ] [CONFIGURE ] KMI: Testing feature 11/29: add_obv_daily [2025-11-21T16:31:27.124350] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_obv_daily'] [2025-11-21T16:31:27.315412] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:27.512257] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:27.711088] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:27.905887] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:31:28.100618] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:28.296421] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:31:28.497322] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:28.691084] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:28.889623] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:29.084790] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:29.084982] [INFO ] [CONFIGURE ] KMI: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T16:31:29.085029] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3447 tests [2025-11-21T16:31:29.085066] [INFO ] [CONFIGURE ] KMI: Testing feature 12/29: add_obv_interval [2025-11-21T16:31:29.085103] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_obv_interval'] [2025-11-21T16:31:29.272975] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:29.457275] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:29.635362] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:29.813715] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:30.005788] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:31:30.245455] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:30.533624] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:30.758554] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:31:30.957555] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:31.138446] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:31.138612] [INFO ] [CONFIGURE ] KMI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:31:31.138681] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3446 tests [2025-11-21T16:31:31.138741] [INFO ] [CONFIGURE ] KMI: Testing feature 13/29: add_opening_strength [2025-11-21T16:31:31.138790] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T16:31:31.335599] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:31.533442] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:31.725701] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:31.920384] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:32.116666] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:32.313474] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:32.511143] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:32.717011] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:32.925044] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:33.132491] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:33.132690] [INFO ] [CONFIGURE ] KMI: KEPT add_opening_strength (score: 70.00%) [2025-11-21T16:31:33.132762] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3445 tests [2025-11-21T16:31:33.132832] [INFO ] [CONFIGURE ] KMI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:31:33.132881] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T16:31:33.372982] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:33.609746] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:33.858160] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:34.101874] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:34.347523] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:34.590201] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:34.829928] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:35.083612] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:35.323711] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:35.567375] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:35.567577] [INFO ] [CONFIGURE ] KMI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:31:35.567635] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3444 tests [2025-11-21T16:31:35.567700] [INFO ] [CONFIGURE ] KMI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:31:35.567743] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T16:31:35.790678] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:36.012622] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:36.243156] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:36.472098] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:36.711184] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:36.946336] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:37.194947] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:37.429859] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:37.663185] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:37.896457] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:37.896632] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T16:31:37.896893] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3443 tests [2025-11-21T16:31:37.896953] [INFO ] [CONFIGURE ] KMI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:31:37.897001] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T16:31:38.136547] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:38.390088] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:38.632106] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:38.881621] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:39.136463] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:39.387809] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:39.626205] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:39.874741] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:40.111805] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:40.352994] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:40.353186] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:31:40.353244] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3442 tests [2025-11-21T16:31:40.353293] [INFO ] [CONFIGURE ] KMI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:31:40.353371] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T16:31:40.590891] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:40.824123] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:41.056075] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:41.286161] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:31:41.518903] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:41.756426] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:42.003705] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:42.241126] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:42.488555] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:42.739489] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:42.739724] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T16:31:42.739804] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3441 tests [2025-11-21T16:31:42.739856] [INFO ] [CONFIGURE ] KMI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:31:42.739899] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T16:31:42.965204] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:43.207834] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:43.459148] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:43.707728] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:43.934110] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:44.204147] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:44.487018] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:44.710769] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:44.942902] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:45.175946] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:31:45.176276] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:31:45.176398] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3440 tests [2025-11-21T16:31:45.176504] [INFO ] [CONFIGURE ] KMI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:31:45.176580] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T16:31:45.399263] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:45.631851] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:45.852099] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:46.067560] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:46.288811] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:31:46.509393] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:46.753253] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:46.977432] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:47.212419] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:47.433451] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:47.433622] [INFO ] [CONFIGURE ] KMI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T16:31:47.433690] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3439 tests [2025-11-21T16:31:47.433760] [INFO ] [CONFIGURE ] KMI: Testing feature 20/29: add_price_rejection [2025-11-21T16:31:47.433808] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T16:31:47.678461] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:47.919657] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:48.156671] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:48.396448] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:48.635017] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:48.877133] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:49.117092] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:49.355985] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:49.590237] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:49.830815] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:49.830990] [INFO ] [CONFIGURE ] KMI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:31:49.831048] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3438 tests [2025-11-21T16:31:49.831171] [INFO ] [CONFIGURE ] KMI: Testing feature 21/29: add_range_position [2025-11-21T16:31:49.831217] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T16:31:50.079720] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:50.328929] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:31:50.586029] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:50.834807] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:31:51.088966] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:51.341143] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:51.592335] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:51.843088] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:52.135399] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:52.406907] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:52.407086] [INFO ] [CONFIGURE ] KMI: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:31:52.407143] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3437 tests [2025-11-21T16:31:52.407189] [INFO ] [CONFIGURE ] KMI: Testing feature 22/29: add_realized_volatility [2025-11-21T16:31:52.407314] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T16:31:52.755416] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:53.106506] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:53.476637] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:53.877318] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:31:54.270437] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:31:54.650445] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:31:55.029937] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:55.426787] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:55.816871] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:56.181346] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:56.181555] [INFO ] [CONFIGURE ] KMI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:31:56.181613] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3436 tests [2025-11-21T16:31:56.181682] [INFO ] [CONFIGURE ] KMI: Testing feature 23/29: add_recent_range_context [2025-11-21T16:31:56.181727] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T16:31:56.445894] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:31:56.676327] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:56.920229] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:57.168353] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:31:57.409498] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:31:57.652865] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:31:57.896615] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:31:58.141446] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:31:58.376363] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:31:58.609926] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:31:58.610096] [INFO ] [CONFIGURE ] KMI: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T16:31:58.610153] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3435 tests [2025-11-21T16:31:58.610198] [INFO ] [CONFIGURE ] KMI: Testing feature 24/29: add_rsi [2025-11-21T16:31:58.610240] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T16:31:58.887308] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:31:59.164142] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:31:59.445669] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:31:59.732331] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:32:00.041533] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:32:00.342515] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:32:01.353057] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:32:01.743932] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:02.053692] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:32:02.387023] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:32:02.387239] [INFO ] [CONFIGURE ] KMI: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:32:02.387316] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3434 tests [2025-11-21T16:32:02.387441] [INFO ] [CONFIGURE ] KMI: Testing feature 25/29: add_tick_distribution [2025-11-21T16:32:02.387488] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T16:32:02.644301] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:32:02.914549] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:03.144825] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:03.378779] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:32:03.626838] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:32:03.859049] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:32:04.095998] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:32:04.341895] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:04.598378] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:32:04.849231] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:04.849487] [INFO ] [CONFIGURE ] KMI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:32:04.849558] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3433 tests [2025-11-21T16:32:04.849614] [INFO ] [CONFIGURE ] KMI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:32:04.849708] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T16:32:05.098475] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:32:05.354686] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:05.591175] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:05.843548] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:32:06.091996] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:32:06.340805] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:32:06.590397] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:32:06.837987] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:07.086969] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:32:07.324515] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:07.324752] [INFO ] [CONFIGURE ] KMI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:32:07.324811] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3432 tests [2025-11-21T16:32:07.324861] [INFO ] [CONFIGURE ] KMI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:32:07.324905] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T16:32:07.601814] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:32:07.878888] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:08.151572] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:08.430993] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:32:08.707049] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:32:08.983391] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:32:09.263157] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:32:09.547580] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:09.829604] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:32:10.107143] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:10.107392] [INFO ] [CONFIGURE ] KMI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T16:32:10.107453] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3431 tests [2025-11-21T16:32:10.107502] [INFO ] [CONFIGURE ] KMI: Testing feature 28/29: add_volume_profile [2025-11-21T16:32:10.107547] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T16:32:10.364234] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:32:10.634408] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:10.894700] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:11.155855] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:32:11.404796] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:32:11.655031] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:32:11.907872] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:32:12.172458] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:12.422728] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:32:12.681771] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:12.681944] [INFO ] [CONFIGURE ] KMI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:32:12.681998] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3430 tests [2025-11-21T16:32:12.682040] [INFO ] [CONFIGURE ] KMI: Testing feature 29/29: add_vwap [2025-11-21T16:32:12.682081] [INFO ] [CONFIGURE ] KMI: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T16:32:12.930065] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:32:13.180469] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:13.432697] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:13.685804] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:32:13.962183] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:32:14.254564] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:32:14.504803] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:32:14.751385] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:14.996021] [DEBUG] [FORECASTER] KMI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:32:15.246013] [DEBUG] [FORECASTER] KMI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:15.246224] [INFO ] [CONFIGURE ] KMI: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:32:15.246284] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3429 tests [2025-11-21T16:32:15.246329] [INFO ] [CONFIGURE ] KMI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:32:15.246368] [INFO ] [CONFIGURE ] KMI: Best accuracy: 70.00% [2025-11-21T16:32:15.246414] [INFO ] [CONFIGURE ] KMI: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength'] [2025-11-21T16:32:15.246456] [INFO ] [CONFIGURE ] KMI: Improvement over baseline: 10.00% [2025-11-21T16:32:15.246491] [INFO ] [CONFIGURE ] KMI: Total time: 1.2 minutes [2025-11-21T16:32:15.246525] [INFO ] [CONFIGURE ] KMI: Average time per feature: 2.5 seconds [2025-11-21T16:32:15.246560] [INFO ] [CONFIGURE ] KMI: Average speed: 0.40 features/sec [2025-11-21T16:32:15.246959] [INFO ] [LOCAL ] Saved configuration for KMI: 2 features, 70.00% accuracy -> ./output/feature-sets/KMI.json [2025-11-21T16:32:15.247016] [INFO ] [CONFIGURE ] KMI: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T16:32:15.247064] [INFO ] [sig ] [611/723] Successfully configured KMI | 0.01 sym/s | Total: 14.0h | ETA: 2.6h [2025-11-21T16:32:15.247108] [INFO ] [sig ] [612/723] Configuring KNF... [2025-11-21T16:32:15.247146] [INFO ] [CONFIGURE ] KNF: Configurate test run. [2025-11-21T16:32:15.247183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-11-21T16:32:15.297276] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNF'. [2025-11-21T16:32:15.297773] [INFO ] [CONFIGURE ] KNF: Testing with 29 available features [2025-11-21T16:32:15.297843] [INFO ] [CONFIGURE ] KNF: Establishing baseline with no features... [2025-11-21T16:32:15.501932] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:32:15.691898] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:15.879617] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:16.073010] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:16.268797] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:32:16.453155] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:16.633172] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:16.812422] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:16.995614] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:17.180637] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:32:17.180817] [INFO ] [CONFIGURE ] KNF: Baseline score (no features): 60.00% [2025-11-21T16:32:17.180864] [INFO ] [CONFIGURE ] KNF: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:32:17.180902] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:32:17.399099] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:32:17.617281] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:17.832279] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:18.050466] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:32:18.269399] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:18.489003] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:18.719259] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:18.947861] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:19.175068] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:19.412638] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:32:19.412860] [INFO ] [CONFIGURE ] KNF: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T16:32:19.412910] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3428 tests [2025-11-21T16:32:19.412951] [INFO ] [CONFIGURE ] KNF: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:32:19.412997] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:32:19.645700] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:32:19.894803] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:20.131260] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:20.359345] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:20.587555] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:20.812561] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:21.043023] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:21.265771] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:21.489338] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:32:21.733020] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:21.733207] [INFO ] [CONFIGURE ] KNF: KEPT add_cumulative_delta (score: 70.00%) [2025-11-21T16:32:21.733256] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3427 tests [2025-11-21T16:32:21.733294] [INFO ] [CONFIGURE ] KNF: Testing feature 3/29: add_daily_returns [2025-11-21T16:32:21.733329] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T16:32:21.972713] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:22.204537] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:22.437550] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:22.677817] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:22.915724] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:23.150112] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:23.373843] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:23.599853] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:23.824486] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:24.083583] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:24.083970] [INFO ] [CONFIGURE ] KNF: KEPT add_daily_returns (score: 90.00%) [2025-11-21T16:32:24.084055] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3426 tests [2025-11-21T16:32:24.084117] [INFO ] [CONFIGURE ] KNF: Testing feature 4/29: add_ema [2025-11-21T16:32:24.084177] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T16:32:24.359500] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:32:24.615631] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:24.870679] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:25.130758] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:25.419377] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:25.713794] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:25.985895] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:26.241440] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:26.536376] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:32:26.813800] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:26.814005] [INFO ] [CONFIGURE ] KNF: DISCARDED add_ema (score: 70.00%) [2025-11-21T16:32:26.814066] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3425 tests [2025-11-21T16:32:26.814117] [INFO ] [CONFIGURE ] KNF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:32:26.814164] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:32:27.098622] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:27.380403] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:27.660559] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:27.940286] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:28.215546] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:28.501630] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:28.775510] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:29.058148] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:29.339751] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:29.616622] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:29.616847] [INFO ] [CONFIGURE ] KNF: DISCARDED add_exhaustion_signals (score: 90.00%) [2025-11-21T16:32:29.616903] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3424 tests [2025-11-21T16:32:29.616948] [INFO ] [CONFIGURE ] KNF: Testing feature 6/29: add_failed_moves [2025-11-21T16:32:29.616993] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T16:32:29.854699] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:30.087073] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:30.320028] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:30.561903] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:30.802069] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:31.036865] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:31.271872] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:31.506967] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:31.739366] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:31.984539] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:31.984718] [INFO ] [CONFIGURE ] KNF: DISCARDED add_failed_moves (score: 90.00%) [2025-11-21T16:32:31.984774] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3423 tests [2025-11-21T16:32:31.984812] [INFO ] [CONFIGURE ] KNF: Testing feature 7/29: add_lag_shelf [2025-11-21T16:32:31.984855] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T16:32:32.202896] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:32.419610] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:32.634498] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:32.851937] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:33.072911] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:33.289697] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:33.509453] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:33.729448] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:33.952181] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:34.171845] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:34.172057] [INFO ] [CONFIGURE ] KNF: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T16:32:34.172308] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3422 tests [2025-11-21T16:32:34.172365] [INFO ] [CONFIGURE ] KNF: Testing feature 8/29: add_macd [2025-11-21T16:32:34.172468] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T16:32:34.511760] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:32:34.864394] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:35.200273] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:35.542399] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:35.898060] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:36.243506] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:36.598759] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:36.990543] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:32:37.480795] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:32:37.886099] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:37.886293] [INFO ] [CONFIGURE ] KNF: DISCARDED add_macd (score: 80.00%) [2025-11-21T16:32:37.886416] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3421 tests [2025-11-21T16:32:37.886473] [INFO ] [CONFIGURE ] KNF: Testing feature 9/29: add_mfi [2025-11-21T16:32:37.886533] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-21T16:32:38.138952] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:38.390151] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:38.629721] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:38.880450] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:39.135480] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:39.401244] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:39.658834] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:39.933891] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:40.201635] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:40.462472] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:40.462704] [INFO ] [CONFIGURE ] KNF: DISCARDED add_mfi (score: 90.00%) [2025-11-21T16:32:40.462764] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3420 tests [2025-11-21T16:32:40.462814] [INFO ] [CONFIGURE ] KNF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:32:40.462857] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:32:40.794833] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:41.130344] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:41.458244] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:41.793707] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:42.135162] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:32:42.477760] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:42.817374] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:43.175423] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:43.538397] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:32:43.866666] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:43.866883] [INFO ] [CONFIGURE ] KNF: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:32:43.866941] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3419 tests [2025-11-21T16:32:43.866989] [INFO ] [CONFIGURE ] KNF: Testing feature 11/29: add_obv_daily [2025-11-21T16:32:43.867031] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T16:32:44.132174] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:32:44.381751] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:44.629665] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:44.880807] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:32:45.139521] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:45.387725] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:45.645319] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:45.898919] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:46.150130] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:32:46.408515] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:46.408751] [INFO ] [CONFIGURE ] KNF: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:32:46.408810] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3418 tests [2025-11-21T16:32:46.408857] [INFO ] [CONFIGURE ] KNF: Testing feature 12/29: add_obv_interval [2025-11-21T16:32:46.408901] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T16:32:46.645806] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:46.882016] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:47.119716] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:47.362543] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:47.597971] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:47.838090] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:48.081518] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:48.320905] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:48.561175] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:32:48.803593] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:48.803799] [INFO ] [CONFIGURE ] KNF: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T16:32:48.803854] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3417 tests [2025-11-21T16:32:48.803903] [INFO ] [CONFIGURE ] KNF: Testing feature 13/29: add_opening_strength [2025-11-21T16:32:48.803939] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:32:49.056856] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:49.308159] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:49.568251] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:49.828374] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:50.100392] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:50.355026] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:50.605869] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:50.856444] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:51.110460] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:51.363043] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:51.363261] [INFO ] [CONFIGURE ] KNF: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T16:32:51.363330] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3416 tests [2025-11-21T16:32:51.363388] [INFO ] [CONFIGURE ] KNF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:32:51.363535] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T16:32:51.623386] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:51.889513] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:52.146340] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:32:52.408690] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:52.671839] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:52.941188] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:53.216551] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:53.482586] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:53.758703] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:32:54.076040] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:54.076247] [INFO ] [CONFIGURE ] KNF: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T16:32:54.076306] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3415 tests [2025-11-21T16:32:54.076348] [INFO ] [CONFIGURE ] KNF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:32:54.076397] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T16:32:54.331227] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:54.612941] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:54.872184] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:55.104035] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:55.341957] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:32:55.573849] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:55.807547] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:56.079832] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:56.328736] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:32:56.590267] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:56.590491] [INFO ] [CONFIGURE ] KNF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T16:32:56.590566] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3414 tests [2025-11-21T16:32:56.590612] [INFO ] [CONFIGURE ] KNF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:32:56.590685] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T16:32:56.866562] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:32:57.141998] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:57.388406] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:32:57.635727] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:32:57.887465] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:32:58.129323] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:32:58.393223] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:32:58.651415] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:32:58.908625] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:32:59.160691] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:32:59.160892] [INFO ] [CONFIGURE ] KNF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T16:32:59.160950] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3413 tests [2025-11-21T16:32:59.160999] [INFO ] [CONFIGURE ] KNF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:32:59.161043] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T16:32:59.423570] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:32:59.676264] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:32:59.940295] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:33:00.233016] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:00.508029] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:01.470495] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:01.928040] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:02.182557] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:02.443547] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:02.698012] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:02.698189] [INFO ] [CONFIGURE ] KNF: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T16:33:02.698245] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3412 tests [2025-11-21T16:33:02.698294] [INFO ] [CONFIGURE ] KNF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:33:02.698337] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T16:33:02.933864] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:33:03.161397] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:03.392674] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:03.635936] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:03.881866] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:04.130731] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:04.370213] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:04.606230] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:04.842592] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:05.076040] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:05.076218] [INFO ] [CONFIGURE ] KNF: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T16:33:05.076274] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3411 tests [2025-11-21T16:33:05.076320] [INFO ] [CONFIGURE ] KNF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:33:05.076362] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T16:33:05.302700] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:05.530847] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:05.749395] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:05.982295] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:06.203196] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:06.423365] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:06.640718] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:06.866596] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:07.089732] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:07.320956] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:07.321158] [INFO ] [CONFIGURE ] KNF: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T16:33:07.321240] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3410 tests [2025-11-21T16:33:07.321290] [INFO ] [CONFIGURE ] KNF: Testing feature 20/29: add_price_rejection [2025-11-21T16:33:07.321334] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T16:33:07.575848] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:07.834967] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:08.085668] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:08.336309] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:08.588585] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:08.839444] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:09.094735] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:09.346993] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:09.609936] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:09.869124] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:09.869333] [INFO ] [CONFIGURE ] KNF: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T16:33:09.869393] [INFO ] [CONFIGURE ] JOB ETA: 2.7h | Avg: 2.8s/test | Remaining: 3409 tests [2025-11-21T16:33:09.869442] [INFO ] [CONFIGURE ] KNF: Testing feature 21/29: add_range_position [2025-11-21T16:33:09.869499] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-21T16:33:10.139675] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:33:10.395536] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:10.663337] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:33:10.925066] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:11.176008] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:11.426145] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:11.674915] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:11.924635] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:12.203095] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:12.490481] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:12.491047] [INFO ] [CONFIGURE ] KNF: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:33:12.491108] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3408 tests [2025-11-21T16:33:12.491154] [INFO ] [CONFIGURE ] KNF: Testing feature 22/29: add_realized_volatility [2025-11-21T16:33:12.491199] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-21T16:33:12.856009] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:13.234360] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:13.591633] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:13.971054] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:14.347127] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:14.716704] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:15.094185] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:15.464560] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:15.842257] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:16.215542] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:16.215767] [INFO ] [CONFIGURE ] KNF: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T16:33:16.215827] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3407 tests [2025-11-21T16:33:16.215873] [INFO ] [CONFIGURE ] KNF: Testing feature 23/29: add_recent_range_context [2025-11-21T16:33:16.215916] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context'] [2025-11-21T16:33:16.464685] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:16.709876] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:16.966386] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:33:17.231303] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:17.494849] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:17.756818] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:18.025038] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:18.290192] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:18.554891] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:18.818202] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:18.818374] [INFO ] [CONFIGURE ] KNF: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T16:33:18.818440] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3406 tests [2025-11-21T16:33:18.818496] [INFO ] [CONFIGURE ] KNF: Testing feature 24/29: add_rsi [2025-11-21T16:33:18.818551] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T16:33:19.124762] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:19.414459] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:19.690485] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:19.973884] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:20.258007] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:20.543205] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:20.815307] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:21.087980] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:21.364566] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:21.637242] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:21.637429] [INFO ] [CONFIGURE ] KNF: DISCARDED add_rsi (score: 80.00%) [2025-11-21T16:33:21.637487] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3405 tests [2025-11-21T16:33:21.637534] [INFO ] [CONFIGURE ] KNF: Testing feature 25/29: add_tick_distribution [2025-11-21T16:33:21.637576] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution'] [2025-11-21T16:33:21.864260] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:22.088103] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:22.317549] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:22.544857] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:22.772340] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:22.997966] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:23.220353] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:23.455982] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:23.708814] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:23.966613] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:23.967068] [INFO ] [CONFIGURE ] KNF: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T16:33:23.967164] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3404 tests [2025-11-21T16:33:23.967245] [INFO ] [CONFIGURE ] KNF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:33:23.967340] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T16:33:24.276096] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:24.619119] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:24.948154] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:25.219857] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:33:25.469596] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:25.706638] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:25.946546] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:26.211974] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:26.468325] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:26.727920] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:26.728108] [INFO ] [CONFIGURE ] KNF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:33:26.728166] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3403 tests [2025-11-21T16:33:26.728214] [INFO ] [CONFIGURE ] KNF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:33:26.728257] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T16:33:26.986336] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:27.250811] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:27.513865] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:27.778392] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:28.050565] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:28.311458] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:28.578121] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:28.848335] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:29.104946] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:29.389716] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:29.389897] [INFO ] [CONFIGURE ] KNF: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-21T16:33:29.389957] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3402 tests [2025-11-21T16:33:29.390005] [INFO ] [CONFIGURE ] KNF: Testing feature 28/29: add_volume_profile [2025-11-21T16:33:29.390049] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile'] [2025-11-21T16:33:29.657072] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:29.912397] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:30.173137] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:30.431539] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:30.691063] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:30.958277] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:31.224293] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:31.486513] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:31.755376] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:31.999048] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:31.999237] [INFO ] [CONFIGURE ] KNF: DISCARDED add_volume_profile (score: 90.00%) [2025-11-21T16:33:31.999294] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3401 tests [2025-11-21T16:33:31.999340] [INFO ] [CONFIGURE ] KNF: Testing feature 29/29: add_vwap [2025-11-21T16:33:31.999385] [INFO ] [CONFIGURE ] KNF: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap'] [2025-11-21T16:33:32.242423] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:32.494284] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:32.752074] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:33:33.000365] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:33.241566] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:33:33.484786] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:33.732860] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:33.980363] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:34.234779] [DEBUG] [FORECASTER] KNF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:34.490395] [DEBUG] [FORECASTER] KNF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:34.490574] [INFO ] [CONFIGURE ] KNF: DISCARDED add_vwap (score: 80.00%) [2025-11-21T16:33:34.490631] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3400 tests [2025-11-21T16:33:34.490701] [INFO ] [CONFIGURE ] KNF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:33:34.490746] [INFO ] [CONFIGURE ] KNF: Best accuracy: 90.00% [2025-11-21T16:33:34.490789] [INFO ] [CONFIGURE ] KNF: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T16:33:34.490830] [INFO ] [CONFIGURE ] KNF: Improvement over baseline: 30.00% [2025-11-21T16:33:34.490868] [INFO ] [CONFIGURE ] KNF: Total time: 1.3 minutes [2025-11-21T16:33:34.490906] [INFO ] [CONFIGURE ] KNF: Average time per feature: 2.7 seconds [2025-11-21T16:33:34.490946] [INFO ] [CONFIGURE ] KNF: Average speed: 0.38 features/sec [2025-11-21T16:33:34.491376] [INFO ] [LOCAL ] Saved configuration for KNF: 2 features, 90.00% accuracy -> ./output/feature-sets/KNF.json [2025-11-21T16:33:34.491433] [INFO ] [CONFIGURE ] KNF: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T16:33:34.491482] [INFO ] [sig ] [612/723] Successfully configured KNF | 0.01 sym/s | Total: 14.0h | ETA: 2.5h [2025-11-21T16:33:34.491526] [INFO ] [sig ] [613/723] Configuring KNOP... [2025-11-21T16:33:34.491567] [INFO ] [CONFIGURE ] KNOP: Configurate test run. [2025-11-21T16:33:34.491606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-11-21T16:33:34.537681] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNOP'. [2025-11-21T16:33:34.538031] [INFO ] [CONFIGURE ] KNOP: Testing with 29 available features [2025-11-21T16:33:34.538092] [INFO ] [CONFIGURE ] KNOP: Establishing baseline with no features... [2025-11-21T16:33:34.708857] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:34.878083] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:35.036956] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:35.197201] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:33:35.358948] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:33:35.521579] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:35.682746] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:35.845534] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:36.024074] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:36.198728] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:36.198885] [INFO ] [CONFIGURE ] KNOP: Baseline score (no features): 60.00% [2025-11-21T16:33:36.198931] [INFO ] [CONFIGURE ] KNOP: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:33:36.198968] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:33:36.407444] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:36.615463] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:33:36.821099] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:37.031857] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:33:37.239763] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:33:37.447619] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:33:37.655133] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:37.864815] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:38.074764] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:38.282054] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:38.282228] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T16:33:38.282276] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3399 tests [2025-11-21T16:33:38.282314] [INFO ] [CONFIGURE ] KNOP: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:33:38.282348] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:33:38.500789] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:38.720304] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:33:38.942672] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:39.150013] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:39.360297] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:33:39.569518] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:39.780936] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:39.989715] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:40.199207] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:40.406851] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:40.407021] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T16:33:40.407069] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3398 tests [2025-11-21T16:33:40.407105] [INFO ] [CONFIGURE ] KNOP: Testing feature 3/29: add_daily_returns [2025-11-21T16:33:40.407140] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_daily_returns'] [2025-11-21T16:33:40.586437] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:40.767902] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:33:40.950028] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:41.128169] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:41.314377] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:33:41.496431] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:41.676745] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:41.862048] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:42.046280] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:42.235105] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:42.235276] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T16:33:42.235324] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3397 tests [2025-11-21T16:33:42.235361] [INFO ] [CONFIGURE ] KNOP: Testing feature 4/29: add_ema [2025-11-21T16:33:42.235396] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_ema'] [2025-11-21T16:33:42.447392] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:42.686127] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:42.900202] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:43.123227] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:33:43.342863] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:33:43.558252] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:43.780254] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:44.012294] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:44.233091] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:44.448502] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:44.448742] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_ema (score: 60.00%) [2025-11-21T16:33:44.448808] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3396 tests [2025-11-21T16:33:44.448867] [INFO ] [CONFIGURE ] KNOP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:33:44.448926] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:33:44.665195] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:33:44.881434] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:45.097935] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:33:45.320187] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:33:45.539985] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:33:45.757933] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:45.978597] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:46.219007] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:46.465424] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:46.721282] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:46.721459] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:33:46.721517] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3395 tests [2025-11-21T16:33:46.721585] [INFO ] [CONFIGURE ] KNOP: Testing feature 6/29: add_failed_moves [2025-11-21T16:33:46.721632] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_failed_moves'] [2025-11-21T16:33:46.934057] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:47.140226] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:47.340577] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:47.544315] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:47.753556] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:33:47.968466] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:48.164748] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:48.360796] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:48.552938] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:48.754909] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:48.755077] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:33:48.755124] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3394 tests [2025-11-21T16:33:48.755162] [INFO ] [CONFIGURE ] KNOP: Testing feature 7/29: add_lag_shelf [2025-11-21T16:33:48.755197] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_lag_shelf'] [2025-11-21T16:33:48.936301] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:49.114514] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:49.290085] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:49.467464] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:33:49.650351] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:33:49.830210] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:50.009763] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:50.194976] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:50.376621] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:50.566100] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:50.566274] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:33:50.566320] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3393 tests [2025-11-21T16:33:50.566357] [INFO ] [CONFIGURE ] KNOP: Testing feature 8/29: add_macd [2025-11-21T16:33:50.566393] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T16:33:50.869561] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:51.149477] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:51.427383] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:51.706352] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:33:51.990664] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:33:52.279716] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:52.577078] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:52.864334] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:53.143432] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:53.428140] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:33:53.428360] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:33:53.428419] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3392 tests [2025-11-21T16:33:53.428469] [INFO ] [CONFIGURE ] KNOP: Testing feature 9/29: add_mfi [2025-11-21T16:33:53.428537] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi'] [2025-11-21T16:33:53.640695] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:53.842535] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:54.043429] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:54.248565] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:54.453392] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:33:54.657338] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:54.858340] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:55.066796] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:33:55.268581] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:33:55.468451] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:55.468660] [INFO ] [CONFIGURE ] KNOP: KEPT add_mfi (score: 70.00%) [2025-11-21T16:33:55.468741] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3391 tests [2025-11-21T16:33:55.468793] [INFO ] [CONFIGURE ] KNOP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:33:55.468851] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:33:55.776380] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:56.086756] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:33:56.387436] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:56.691850] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:56.992157] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:33:57.295564] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:33:57.605612] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:33:57.923130] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:33:58.236891] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:33:58.545565] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:33:58.545791] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T16:33:58.545850] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3390 tests [2025-11-21T16:33:58.545896] [INFO ] [CONFIGURE ] KNOP: Testing feature 11/29: add_obv_daily [2025-11-21T16:33:58.545940] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-21T16:33:58.767967] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:33:58.992125] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:33:59.211631] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:33:59.448960] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:33:59.696936] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:33:59.943525] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:00.168697] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:00.390257] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:00.619501] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:00.844261] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:00.844463] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T16:34:00.844547] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3389 tests [2025-11-21T16:34:00.844620] [INFO ] [CONFIGURE ] KNOP: Testing feature 12/29: add_obv_interval [2025-11-21T16:34:00.844695] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-21T16:34:01.780853] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:02.123509] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:02.351830] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:34:02.580308] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:34:02.811277] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:03.039808] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:03.277751] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:03.512197] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:03.763543] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:03.973637] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:03.973845] [INFO ] [CONFIGURE ] KNOP: KEPT add_obv_interval (score: 80.00%) [2025-11-21T16:34:03.973902] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3388 tests [2025-11-21T16:34:03.973950] [INFO ] [CONFIGURE ] KNOP: Testing feature 13/29: add_opening_strength [2025-11-21T16:34:03.973992] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:34:04.227371] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:04.527597] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:04.813819] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:05.083764] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:05.360348] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:05.637752] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:05.937150] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:06.247939] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:34:06.545373] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:06.839502] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:06.839702] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:34:06.839760] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3387 tests [2025-11-21T16:34:06.839806] [INFO ] [CONFIGURE ] KNOP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:34:06.839849] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-21T16:34:07.099734] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:07.358930] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:07.615448] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:07.870851] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:08.123268] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:08.379783] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:08.647604] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:08.906316] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:09.167666] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:09.438593] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:09.438807] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:34:09.438867] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3386 tests [2025-11-21T16:34:09.438914] [INFO ] [CONFIGURE ] KNOP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:34:09.438959] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-21T16:34:09.679995] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:09.905548] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:10.122958] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:10.354446] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:10.571590] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:10.785307] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:11.003109] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:11.217115] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:11.434268] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:11.653267] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:11.653450] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T16:34:11.653506] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3385 tests [2025-11-21T16:34:11.653553] [INFO ] [CONFIGURE ] KNOP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:34:11.653595] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-21T16:34:11.894779] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:12.129990] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:12.353319] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:12.583449] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:12.806439] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:13.043499] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:13.272241] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:13.501638] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:13.726509] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:13.954567] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:13.954780] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:34:13.954843] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3384 tests [2025-11-21T16:34:13.954894] [INFO ] [CONFIGURE ] KNOP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:34:13.954940] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-21T16:34:14.200033] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:14.442372] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:14.676310] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:14.902376] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:15.132956] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:15.364885] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:15.603489] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:15.844025] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:16.096848] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:34:16.411149] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:16.411395] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:34:16.411492] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3383 tests [2025-11-21T16:34:16.411575] [INFO ] [CONFIGURE ] KNOP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:34:16.411676] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-21T16:34:16.726763] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:16.999376] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:17.236750] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:17.468404] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:17.686322] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:17.901033] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:18.118063] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:18.328897] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:18.550743] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:18.766116] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:18.766306] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:34:18.766362] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3382 tests [2025-11-21T16:34:18.766409] [INFO ] [CONFIGURE ] KNOP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:34:18.766452] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-21T16:34:18.968118] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:19.178333] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:19.390016] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:34:19.593264] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:19.816532] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:20.048180] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:20.272556] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:20.493082] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:20.701254] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:20.918325] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:20.918501] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:34:20.918558] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3381 tests [2025-11-21T16:34:20.918606] [INFO ] [CONFIGURE ] KNOP: Testing feature 20/29: add_price_rejection [2025-11-21T16:34:20.918671] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_price_rejection'] [2025-11-21T16:34:21.170545] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:21.424605] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:21.667075] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:34:21.916340] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:34:22.157503] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:22.406610] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:22.665178] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:22.924755] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:34:23.173759] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:34:23.439594] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:23.439790] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:34:23.439854] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3380 tests [2025-11-21T16:34:23.439904] [INFO ] [CONFIGURE ] KNOP: Testing feature 21/29: add_range_position [2025-11-21T16:34:23.439955] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_range_position'] [2025-11-21T16:34:23.708460] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:23.987753] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:24.248060] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:34:24.520846] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:34:24.797742] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:25.072024] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:25.338933] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:25.606538] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:25.873841] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:34:26.131482] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:26.131722] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:34:26.131806] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3379 tests [2025-11-21T16:34:26.131855] [INFO ] [CONFIGURE ] KNOP: Testing feature 22/29: add_realized_volatility [2025-11-21T16:34:26.131897] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_realized_volatility'] [2025-11-21T16:34:26.497957] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:26.860860] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:27.215764] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:27.584295] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:27.932031] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:34:28.293359] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:28.647683] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:28.997928] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:29.328439] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:29.681812] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:29.682016] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:34:29.682082] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3378 tests [2025-11-21T16:34:29.682132] [INFO ] [CONFIGURE ] KNOP: Testing feature 23/29: add_recent_range_context [2025-11-21T16:34:29.682178] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_recent_range_context'] [2025-11-21T16:34:29.937772] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:30.179367] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:30.418844] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:34:30.663983] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:34:30.905118] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:31.145864] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:31.391420] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:31.655169] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:31.908226] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:34:32.157591] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:32.157770] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T16:34:32.157827] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3377 tests [2025-11-21T16:34:32.157874] [INFO ] [CONFIGURE ] KNOP: Testing feature 24/29: add_rsi [2025-11-21T16:34:32.157918] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-21T16:34:32.427483] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:34:32.715985] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:34:33.000055] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:33.260232] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:33.524160] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:33.790623] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:34:34.079044] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:34.348680] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:34:34.616194] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:34.885515] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:34:34.885715] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:34:34.885775] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3376 tests [2025-11-21T16:34:34.885823] [INFO ] [CONFIGURE ] KNOP: Testing feature 25/29: add_tick_distribution [2025-11-21T16:34:34.885867] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_tick_distribution'] [2025-11-21T16:34:35.102969] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:35.310014] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:35.535887] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:34:35.742885] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:35.960249] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:36.171344] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:36.383570] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:36.597143] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:36.807708] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:37.044862] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:37.045062] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T16:34:37.045120] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3375 tests [2025-11-21T16:34:37.045165] [INFO ] [CONFIGURE ] KNOP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:34:37.045208] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-21T16:34:37.282395] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:34:37.517610] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:37.752443] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:37.994999] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:34:38.234622] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:38.481030] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:38.732664] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:38.968564] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:39.199335] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:39.435988] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:39.436156] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:34:39.436213] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3374 tests [2025-11-21T16:34:39.436260] [INFO ] [CONFIGURE ] KNOP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:34:39.436340] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-21T16:34:39.686379] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:39.949792] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:40.200520] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:34:40.462005] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:34:40.714490] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:40.952920] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:41.219953] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:41.490449] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:41.758106] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:34:42.019506] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:34:42.019757] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T16:34:42.019820] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3373 tests [2025-11-21T16:34:42.019869] [INFO ] [CONFIGURE ] KNOP: Testing feature 28/29: add_volume_profile [2025-11-21T16:34:42.019912] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_volume_profile'] [2025-11-21T16:34:42.258300] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:42.497960] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:42.739364] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:34:42.984793] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:34:43.219260] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:43.454373] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:43.689708] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:43.932041] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:44.172912] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:34:44.414913] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:34:44.415091] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:34:44.415147] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3372 tests [2025-11-21T16:34:44.415194] [INFO ] [CONFIGURE ] KNOP: Testing feature 29/29: add_vwap [2025-11-21T16:34:44.415236] [INFO ] [CONFIGURE ] KNOP: Testing with features: ['add_mfi', 'add_obv_interval', 'add_vwap'] [2025-11-21T16:34:44.654982] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:34:44.897905] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:34:45.142837] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:34:45.389083] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:34:45.632912] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:34:45.886038] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:46.127584] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:46.372193] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:34:46.619602] [DEBUG] [FORECASTER] KNOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:34:46.849261] [DEBUG] [FORECASTER] KNOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:34:46.849460] [INFO ] [CONFIGURE ] KNOP: DISCARDED add_vwap (score: 50.00%) [2025-11-21T16:34:46.849522] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3371 tests [2025-11-21T16:34:46.849571] [INFO ] [CONFIGURE ] KNOP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:34:46.849615] [INFO ] [CONFIGURE ] KNOP: Best accuracy: 80.00% [2025-11-21T16:34:46.849681] [INFO ] [CONFIGURE ] KNOP: Best feature set (2 features): ['add_mfi', 'add_obv_interval'] [2025-11-21T16:34:46.849725] [INFO ] [CONFIGURE ] KNOP: Improvement over baseline: 20.00% [2025-11-21T16:34:46.849764] [INFO ] [CONFIGURE ] KNOP: Total time: 1.2 minutes [2025-11-21T16:34:46.849804] [INFO ] [CONFIGURE ] KNOP: Average time per feature: 2.4 seconds [2025-11-21T16:34:46.849844] [INFO ] [CONFIGURE ] KNOP: Average speed: 0.41 features/sec [2025-11-21T16:34:46.850318] [INFO ] [LOCAL ] Saved configuration for KNOP: 2 features, 80.00% accuracy -> ./output/feature-sets/KNOP.json [2025-11-21T16:34:46.850379] [INFO ] [CONFIGURE ] KNOP: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T16:34:46.850430] [INFO ] [sig ] [613/723] Successfully configured KNOP | 0.01 sym/s | Total: 14.0h | ETA: 2.5h [2025-11-21T16:34:46.850478] [INFO ] [sig ] [614/723] Configuring KNSL... [2025-11-21T16:34:46.850522] [INFO ] [CONFIGURE ] KNSL: Configurate test run. [2025-11-21T16:34:46.850565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-11-21T16:34:47.057463] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNSL'. [2025-11-21T16:34:47.058026] [INFO ] [CONFIGURE ] KNSL: Testing with 29 available features [2025-11-21T16:34:47.058121] [INFO ] [CONFIGURE ] KNSL: Establishing baseline with no features... [2025-11-21T16:34:47.254999] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:34:47.455337] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:34:47.650198] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:34:47.845230] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:34:48.049685] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:34:48.238988] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:48.428668] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:48.620098] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:34:48.807726] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:34:48.997903] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:34:48.998055] [INFO ] [CONFIGURE ] KNSL: Baseline score (no features): 60.00% [2025-11-21T16:34:48.998101] [INFO ] [CONFIGURE ] KNSL: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:34:48.998138] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:34:49.223595] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:34:49.449868] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:34:49.683684] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:34:49.916864] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:34:50.146230] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:34:50.375788] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:50.606093] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:34:50.844797] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:34:51.086097] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:34:51.306672] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:34:51.306846] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T16:34:51.306893] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3370 tests [2025-11-21T16:34:51.306950] [INFO ] [CONFIGURE ] KNSL: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:34:51.306987] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:34:51.545347] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:34:51.783159] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:34:52.018554] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:34:52.250481] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:34:52.482438] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:34:52.714661] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:34:52.950372] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:53.190789] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:34:53.426902] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:34:53.663566] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:34:53.663772] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T16:34:53.663850] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3369 tests [2025-11-21T16:34:53.663926] [INFO ] [CONFIGURE ] KNSL: Testing feature 3/29: add_daily_returns [2025-11-21T16:34:53.663985] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_daily_returns'] [2025-11-21T16:34:53.879211] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:34:54.087215] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:34:54.282788] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:34:54.464059] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:34:54.647106] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:34:54.829038] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:34:55.011756] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:55.194532] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:34:55.378766] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:34:55.564220] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:34:55.564394] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T16:34:55.564443] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3368 tests [2025-11-21T16:34:55.564504] [INFO ] [CONFIGURE ] KNSL: Testing feature 4/29: add_ema [2025-11-21T16:34:55.564542] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema'] [2025-11-21T16:34:55.780383] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:34:55.990150] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:34:56.200697] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:34:56.410344] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:34:56.621739] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:34:56.840573] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:34:57.066813] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:34:57.280909] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:34:57.491906] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:34:57.728498] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:34:57.728709] [INFO ] [CONFIGURE ] KNSL: KEPT add_ema (score: 70.00%) [2025-11-21T16:34:57.728782] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3367 tests [2025-11-21T16:34:57.728833] [INFO ] [CONFIGURE ] KNSL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:34:57.728879] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:34:57.983864] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:34:58.272565] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:34:58.556393] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:34:58.824185] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:34:59.114749] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:34:59.410926] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:34:59.704499] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:00.000843] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:00.285376] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:00.572739] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:00.572971] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T16:35:00.573030] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3366 tests [2025-11-21T16:35:00.573079] [INFO ] [CONFIGURE ] KNSL: Testing feature 6/29: add_failed_moves [2025-11-21T16:35:00.573122] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T16:35:00.826318] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:01.823470] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:02.241556] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:02.476095] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:02.695876] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:02.905945] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:03.118557] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:03.348429] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:03.599414] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:03.920937] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:03.921215] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:35:03.921298] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3365 tests [2025-11-21T16:35:03.921407] [INFO ] [CONFIGURE ] KNSL: Testing feature 7/29: add_lag_shelf [2025-11-21T16:35:03.921476] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T16:35:04.191980] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:04.421695] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:04.653380] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:04.866289] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:05.078099] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:05.292606] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:05.502424] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:05.718424] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:05.936012] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:06.150330] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:06.150523] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T16:35:06.150574] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3364 tests [2025-11-21T16:35:06.150612] [INFO ] [CONFIGURE ] KNSL: Testing feature 8/29: add_macd [2025-11-21T16:35:06.150673] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T16:35:06.455548] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:06.743034] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:07.035189] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:07.328341] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:07.611362] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:07.899709] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:35:08.185902] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:08.470989] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:08.783317] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:35:09.075227] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:09.075417] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_macd (score: 70.00%) [2025-11-21T16:35:09.075477] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3363 tests [2025-11-21T16:35:09.075526] [INFO ] [CONFIGURE ] KNSL: Testing feature 9/29: add_mfi [2025-11-21T16:35:09.075571] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T16:35:09.297821] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:09.553715] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:09.808379] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:10.062862] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:10.308244] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:10.547526] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:10.789158] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:11.029390] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:11.266868] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:11.508685] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:11.508875] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:35:11.508935] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3362 tests [2025-11-21T16:35:11.508985] [INFO ] [CONFIGURE ] KNSL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:35:11.509038] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:35:11.829933] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:12.133922] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:12.423747] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:12.730201] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:13.038867] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:13.360276] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:35:13.687028] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:13.996824] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:14.327234] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:14.634031] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:14.634232] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:35:14.634298] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3361 tests [2025-11-21T16:35:14.634346] [INFO ] [CONFIGURE ] KNSL: Testing feature 11/29: add_obv_daily [2025-11-21T16:35:14.634390] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T16:35:14.875482] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:15.116313] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:15.358487] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:15.606551] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:15.847814] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:16.088082] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:35:16.329567] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:35:16.576042] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:16.816030] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:17.052967] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:17.053319] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T16:35:17.053425] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3360 tests [2025-11-21T16:35:17.053541] [INFO ] [CONFIGURE ] KNSL: Testing feature 12/29: add_obv_interval [2025-11-21T16:35:17.053619] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T16:35:17.279427] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:17.511804] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:17.736487] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:17.967704] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:18.199398] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:18.422807] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:18.649084] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:35:18.873599] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:19.098400] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:19.322441] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:19.322626] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:35:19.322714] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3359 tests [2025-11-21T16:35:19.322767] [INFO ] [CONFIGURE ] KNSL: Testing feature 13/29: add_opening_strength [2025-11-21T16:35:19.322822] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:35:19.578273] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:19.832715] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:20.121388] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:35:20.382863] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:20.667054] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:20.957824] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:35:21.251011] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:21.536006] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:21.818761] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:22.084364] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:22.084553] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T16:35:22.084610] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3358 tests [2025-11-21T16:35:22.084677] [INFO ] [CONFIGURE ] KNSL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:35:22.084723] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T16:35:22.322360] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:22.557323] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:22.791288] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:23.024501] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:23.268694] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:23.512926] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:23.758254] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:35:24.002229] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:24.242881] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:24.485328] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:24.485523] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:35:24.485583] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3357 tests [2025-11-21T16:35:24.485631] [INFO ] [CONFIGURE ] KNSL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:35:24.485700] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T16:35:24.705155] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:24.922447] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:25.142507] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:25.361892] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:25.580370] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:25.797117] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:26.014728] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:26.233797] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:26.456116] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:26.680506] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:26.680696] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T16:35:26.680776] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3356 tests [2025-11-21T16:35:26.680829] [INFO ] [CONFIGURE ] KNSL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:35:26.680878] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T16:35:26.907495] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:27.152198] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:27.380182] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:27.605953] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:27.829881] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:28.056239] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:28.280215] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:35:28.509145] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:28.749676] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:29.004120] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:29.004294] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:35:29.004343] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3355 tests [2025-11-21T16:35:29.004402] [INFO ] [CONFIGURE ] KNSL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:35:29.004442] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T16:35:29.241358] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:29.483925] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:29.721029] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:29.957714] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:30.198280] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:30.432695] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:35:30.668603] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:30.930582] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:31.183516] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:31.427306] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:35:31.427502] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T16:35:31.427571] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3354 tests [2025-11-21T16:35:31.427629] [INFO ] [CONFIGURE ] KNSL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:35:31.427704] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T16:35:31.661231] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:31.907161] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:32.128240] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:32.349722] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:32.580984] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:32.816537] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:33.041625] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:33.259941] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:33.489986] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:33.728691] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:33.728872] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T16:35:33.728922] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3353 tests [2025-11-21T16:35:33.728961] [INFO ] [CONFIGURE ] KNSL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:35:33.728998] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T16:35:33.946350] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:34.163863] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:34.379998] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:34.593776] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:34.807740] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:35.024695] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:35.239974] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:35.453845] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:35.669270] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:35.894123] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:35.894298] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:35:35.894348] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3352 tests [2025-11-21T16:35:35.894388] [INFO ] [CONFIGURE ] KNSL: Testing feature 20/29: add_price_rejection [2025-11-21T16:35:35.894422] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T16:35:36.145267] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:36.390231] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:36.636167] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:36.884150] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:37.132919] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:37.376827] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:35:37.615280] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:35:37.864838] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:38.118880] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:38.372590] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:38.372792] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T16:35:38.372850] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3351 tests [2025-11-21T16:35:38.372896] [INFO ] [CONFIGURE ] KNSL: Testing feature 21/29: add_range_position [2025-11-21T16:35:38.372942] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T16:35:38.621897] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:38.870704] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:39.117102] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:39.362977] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:39.603772] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:39.859259] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:35:40.107209] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:40.348340] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:40.580287] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:40.817753] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:35:40.817950] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:35:40.818002] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3350 tests [2025-11-21T16:35:40.818049] [INFO ] [CONFIGURE ] KNSL: Testing feature 22/29: add_realized_volatility [2025-11-21T16:35:40.818085] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T16:35:41.151166] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:41.490328] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:41.826152] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:42.166261] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:42.506794] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:42.903695] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:43.272512] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:43.633848] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:43.972404] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:44.313551] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:35:44.313798] [INFO ] [CONFIGURE ] KNSL: KEPT add_realized_volatility (score: 80.00%) [2025-11-21T16:35:44.313859] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3349 tests [2025-11-21T16:35:44.313907] [INFO ] [CONFIGURE ] KNSL: Testing feature 23/29: add_recent_range_context [2025-11-21T16:35:44.313951] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T16:35:44.663727] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:44.999212] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:45.343231] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:45.686028] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:46.036205] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:46.381546] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:35:46.727716] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:47.069935] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:47.414915] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:47.780222] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:47.780403] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:35:47.780459] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3348 tests [2025-11-21T16:35:47.780507] [INFO ] [CONFIGURE ] KNSL: Testing feature 24/29: add_rsi [2025-11-21T16:35:47.780558] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_realized_volatility', 'add_rsi'] [2025-11-21T16:35:48.159388] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:48.527317] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:48.878669] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:49.232348] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:35:49.591098] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:49.951974] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:50.332226] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:50.717535] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:51.108761] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:51.499434] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:51.499627] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_rsi (score: 60.00%) [2025-11-21T16:35:51.499710] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3347 tests [2025-11-21T16:35:51.499768] [INFO ] [CONFIGURE ] KNSL: Testing feature 25/29: add_tick_distribution [2025-11-21T16:35:51.499816] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T16:35:51.884108] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:52.257123] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:52.636550] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:53.010991] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:53.383825] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:53.753111] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:54.157717] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:54.548746] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:54.932331] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:55.311626] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:35:55.311860] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T16:35:55.311920] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3346 tests [2025-11-21T16:35:55.311969] [INFO ] [CONFIGURE ] KNSL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:35:55.312015] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T16:35:55.696468] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:56.085445] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:35:56.472115] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:35:56.855494] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:35:57.234853] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:35:57.631780] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:35:58.033298] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:35:58.418309] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:35:58.799698] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:35:59.175818] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:35:59.176011] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:35:59.176071] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3345 tests [2025-11-21T16:35:59.176121] [INFO ] [CONFIGURE ] KNSL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:35:59.176165] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T16:35:59.569340] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:35:59.965120] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:01.093199] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:01.485397] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:36:01.877150] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:02.276129] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:02.687779] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:36:03.090405] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:36:03.480619] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:36:03.890486] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:36:03.890743] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T16:36:03.890807] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3344 tests [2025-11-21T16:36:03.890860] [INFO ] [CONFIGURE ] KNSL: Testing feature 28/29: add_volume_profile [2025-11-21T16:36:03.890908] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T16:36:04.288591] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:36:04.677849] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:05.074565] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:05.463893] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:36:05.866980] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:06.269702] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:06.672823] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:36:07.077128] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:36:07.488269] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:36:07.888700] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:36:07.888910] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T16:36:07.888973] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3343 tests [2025-11-21T16:36:07.889024] [INFO ] [CONFIGURE ] KNSL: Testing feature 29/29: add_vwap [2025-11-21T16:36:07.889071] [INFO ] [CONFIGURE ] KNSL: Testing with features: ['add_ema', 'add_realized_volatility', 'add_vwap'] [2025-11-21T16:36:08.289155] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:36:08.684871] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:09.089187] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:09.488060] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:36:09.900820] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:10.318391] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:36:10.815164] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:36:11.369597] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:36:11.782817] [DEBUG] [FORECASTER] KNSL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:36:12.167353] [DEBUG] [FORECASTER] KNSL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:36:12.167607] [INFO ] [CONFIGURE ] KNSL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:36:12.167703] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3342 tests [2025-11-21T16:36:12.167770] [INFO ] [CONFIGURE ] KNSL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:36:12.167816] [INFO ] [CONFIGURE ] KNSL: Best accuracy: 80.00% [2025-11-21T16:36:12.167858] [INFO ] [CONFIGURE ] KNSL: Best feature set (2 features): ['add_ema', 'add_realized_volatility'] [2025-11-21T16:36:12.167897] [INFO ] [CONFIGURE ] KNSL: Improvement over baseline: 20.00% [2025-11-21T16:36:12.167934] [INFO ] [CONFIGURE ] KNSL: Total time: 1.4 minutes [2025-11-21T16:36:12.167971] [INFO ] [CONFIGURE ] KNSL: Average time per feature: 2.9 seconds [2025-11-21T16:36:12.168010] [INFO ] [CONFIGURE ] KNSL: Average speed: 0.35 features/sec [2025-11-21T16:36:12.168300] [INFO ] [LOCAL ] Saved configuration for KNSL: 2 features, 80.00% accuracy -> ./output/feature-sets/KNSL.json [2025-11-21T16:36:12.168358] [INFO ] [CONFIGURE ] KNSL: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T16:36:12.168406] [INFO ] [sig ] [614/723] Successfully configured KNSL | 0.01 sym/s | Total: 14.0h | ETA: 2.5h [2025-11-21T16:36:12.168449] [INFO ] [sig ] [615/723] Configuring KNTK... [2025-11-21T16:36:12.168489] [INFO ] [CONFIGURE ] KNTK: Configurate test run. [2025-11-21T16:36:12.168528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-11-21T16:36:12.240380] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNTK'. [2025-11-21T16:36:12.240793] [INFO ] [CONFIGURE ] KNTK: Testing with 29 available features [2025-11-21T16:36:12.240856] [INFO ] [CONFIGURE ] KNTK: Establishing baseline with no features... [2025-11-21T16:36:12.434801] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:12.619062] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:12.803429] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:12.990137] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:36:13.173907] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:13.362853] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:36:13.561436] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:13.758752] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:13.960517] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:14.155489] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:36:14.155670] [INFO ] [CONFIGURE ] KNTK: Baseline score (no features): 50.00% [2025-11-21T16:36:14.155747] [INFO ] [CONFIGURE ] KNTK: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:36:14.155809] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:36:14.385623] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:36:14.615101] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:14.851848] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:36:15.087241] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:15.314340] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:15.543426] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:36:15.768528] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:15.993216] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:16.226054] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:16.456737] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:36:16.457066] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T16:36:16.457173] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3341 tests [2025-11-21T16:36:16.457312] [INFO ] [CONFIGURE ] KNTK: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:36:16.457397] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:36:16.684396] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:16.912738] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:36:17.141203] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:36:17.376357] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:17.616076] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:17.847725] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:18.084417] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:18.317535] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:18.555284] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:18.789807] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:18.790013] [INFO ] [CONFIGURE ] KNTK: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T16:36:18.790067] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3340 tests [2025-11-21T16:36:18.790106] [INFO ] [CONFIGURE ] KNTK: Testing feature 3/29: add_daily_returns [2025-11-21T16:36:18.790142] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T16:36:19.038226] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:19.287965] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:19.532022] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:19.775926] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:36:20.014026] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:20.254576] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:36:20.476147] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:20.699111] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:20.918753] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:21.136682] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:36:21.136850] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:36:21.136896] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3339 tests [2025-11-21T16:36:21.136935] [INFO ] [CONFIGURE ] KNTK: Testing feature 4/29: add_ema [2025-11-21T16:36:21.136971] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T16:36:21.399816] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:21.662233] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:21.919509] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:36:22.178969] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:22.437297] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:36:22.693700] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:22.951315] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:23.206236] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:23.465404] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:23.723530] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:23.723724] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_ema (score: 60.00%) [2025-11-21T16:36:23.723783] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3338 tests [2025-11-21T16:36:23.723832] [INFO ] [CONFIGURE ] KNTK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:36:23.723876] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:36:23.969600] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:24.216170] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:24.479883] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:36:24.731957] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:36:24.979162] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:25.226683] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:25.476248] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:25.726122] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:25.973150] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:26.223464] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:26.223693] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:36:26.223755] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3337 tests [2025-11-21T16:36:26.223802] [INFO ] [CONFIGURE ] KNTK: Testing feature 6/29: add_failed_moves [2025-11-21T16:36:26.223845] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T16:36:26.442259] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:26.656597] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:26.878743] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:36:27.104099] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:27.324322] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:27.541703] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:27.759950] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:27.980087] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:28.200929] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:28.447190] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:28.447397] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:36:28.447456] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3336 tests [2025-11-21T16:36:28.447507] [INFO ] [CONFIGURE ] KNTK: Testing feature 7/29: add_lag_shelf [2025-11-21T16:36:28.447549] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T16:36:28.677264] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:28.883927] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:36:29.088621] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:36:29.293610] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:29.509032] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:29.724961] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:29.943210] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:30.157595] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:30.363604] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:30.569261] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:30.569430] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T16:36:30.569477] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3335 tests [2025-11-21T16:36:30.569514] [INFO ] [CONFIGURE ] KNTK: Testing feature 8/29: add_macd [2025-11-21T16:36:30.569550] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T16:36:30.881026] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:31.184822] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:31.490791] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:31.797320] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:36:32.100732] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:36:32.408098] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:32.716341] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:36:33.026408] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:33.336572] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:33.645117] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:36:33.645316] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:36:33.645374] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3334 tests [2025-11-21T16:36:33.645419] [INFO ] [CONFIGURE ] KNTK: Testing feature 9/29: add_mfi [2025-11-21T16:36:33.645462] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T16:36:33.873602] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:34.102253] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:34.329259] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:36:34.562852] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:34.789801] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:35.031074] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:35.264338] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:35.493445] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:35.724658] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:35.965166] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:35.965580] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:36:35.965658] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3333 tests [2025-11-21T16:36:35.965706] [INFO ] [CONFIGURE ] KNTK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:36:35.965753] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:36:36.276981] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:36.601795] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:36.925399] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:37.243321] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:37.562592] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:37.890539] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:38.220540] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:38.539945] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:38.858356] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:39.198457] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:36:39.198740] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T16:36:39.198799] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3332 tests [2025-11-21T16:36:39.198846] [INFO ] [CONFIGURE ] KNTK: Testing feature 11/29: add_obv_daily [2025-11-21T16:36:39.198905] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T16:36:39.446118] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:39.684072] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:36:39.928969] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:40.165878] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:40.398710] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:36:40.633419] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:40.873963] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:41.112675] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:41.356566] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:41.605387] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:41.605565] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T16:36:41.605635] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3331 tests [2025-11-21T16:36:41.605779] [INFO ] [CONFIGURE ] KNTK: Testing feature 12/29: add_obv_interval [2025-11-21T16:36:41.605828] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T16:36:41.839506] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:42.076002] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:42.305884] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:42.536747] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:42.769966] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:36:43.000938] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:36:43.226925] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:43.451865] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:43.680548] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:43.907224] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:43.907415] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:36:43.907473] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3330 tests [2025-11-21T16:36:43.907517] [INFO ] [CONFIGURE ] KNTK: Testing feature 13/29: add_opening_strength [2025-11-21T16:36:43.907558] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:36:44.172272] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:44.436824] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:44.690390] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:44.948919] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:45.204290] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:36:45.461148] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:45.720901] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:45.973020] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:46.235691] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:46.526132] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:46.526328] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T16:36:46.526389] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3329 tests [2025-11-21T16:36:46.526438] [INFO ] [CONFIGURE ] KNTK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:36:46.526481] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T16:36:46.795438] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:47.066910] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:47.331116] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:47.600689] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:47.866569] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:48.127054] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:48.393006] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:48.669553] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:48.943689] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:49.215595] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:36:49.215799] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T16:36:49.215861] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3328 tests [2025-11-21T16:36:49.215911] [INFO ] [CONFIGURE ] KNTK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:36:49.215960] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T16:36:49.460091] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:49.710038] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:49.953884] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:36:50.206686] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:36:50.442719] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:50.678669] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:50.902060] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:51.152422] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:51.400367] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:51.644031] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:36:51.644200] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:36:51.644248] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3327 tests [2025-11-21T16:36:51.644285] [INFO ] [CONFIGURE ] KNTK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:36:51.644319] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T16:36:51.908845] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:52.159810] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:52.429495] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:52.685256] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:36:52.944582] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:36:53.223263] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:53.482584] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:53.757132] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:54.024795] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:54.296384] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:54.296572] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T16:36:54.296627] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3326 tests [2025-11-21T16:36:54.296728] [INFO ] [CONFIGURE ] KNTK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:36:54.296787] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T16:36:54.529367] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:54.781083] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:36:55.030007] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:55.285723] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:36:55.544420] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:36:55.804592] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:36:56.076067] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:56.342278] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:56.607628] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:56.868481] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:56.868710] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T16:36:56.868771] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3325 tests [2025-11-21T16:36:56.868849] [INFO ] [CONFIGURE ] KNTK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:36:56.868916] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T16:36:57.120552] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:57.377621] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:36:57.651254] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:36:57.975876] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:36:58.270061] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:36:58.499363] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:36:58.719625] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:36:58.948250] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:36:59.175022] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:36:59.410107] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:36:59.410320] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T16:36:59.410386] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3324 tests [2025-11-21T16:36:59.410434] [INFO ] [CONFIGURE ] KNTK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:36:59.410477] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T16:36:59.632756] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:36:59.853205] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:00.093428] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:37:01.054955] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:01.426907] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:37:01.656255] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:01.896519] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:02.127202] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:02.357403] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:02.577195] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:02.577404] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T16:37:02.577452] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3323 tests [2025-11-21T16:37:02.577490] [INFO ] [CONFIGURE ] KNTK: Testing feature 20/29: add_price_rejection [2025-11-21T16:37:02.577525] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T16:37:02.811033] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:03.050102] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:03.289540] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:37:03.544230] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:03.809334] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:37:04.067110] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:04.306221] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:04.546695] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:04.784552] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:05.043272] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:05.043452] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:37:05.043510] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3322 tests [2025-11-21T16:37:05.043558] [INFO ] [CONFIGURE ] KNTK: Testing feature 21/29: add_range_position [2025-11-21T16:37:05.043602] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T16:37:05.290268] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:05.539719] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:05.800170] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:37:06.052899] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:06.317368] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:37:06.582769] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:06.859537] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:07.131480] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:07.388204] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:07.638025] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:07.638209] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_range_position (score: 50.00%) [2025-11-21T16:37:07.638264] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3321 tests [2025-11-21T16:37:07.638306] [INFO ] [CONFIGURE ] KNTK: Testing feature 22/29: add_realized_volatility [2025-11-21T16:37:07.638346] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T16:37:07.968665] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:08.301410] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:08.633205] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:37:08.964634] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:09.295497] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:37:09.628158] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:09.964343] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:10.297549] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:10.629963] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:10.966598] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:10.966814] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:37:10.966885] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3320 tests [2025-11-21T16:37:10.966942] [INFO ] [CONFIGURE ] KNTK: Testing feature 23/29: add_recent_range_context [2025-11-21T16:37:10.966999] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T16:37:11.198751] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:11.429108] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:11.658663] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:37:11.892377] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:12.126182] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:37:12.363110] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:37:12.604048] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:12.839988] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:13.077728] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:13.315942] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:13.316112] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T16:37:13.316167] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3319 tests [2025-11-21T16:37:13.316214] [INFO ] [CONFIGURE ] KNTK: Testing feature 24/29: add_rsi [2025-11-21T16:37:13.316255] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T16:37:13.591226] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:13.866941] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:14.143499] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:37:14.420994] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:14.698149] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:37:14.970679] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:15.249452] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:15.527729] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:15.802692] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:37:16.077627] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:37:16.077843] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_rsi (score: 70.00%) [2025-11-21T16:37:16.077902] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3318 tests [2025-11-21T16:37:16.077949] [INFO ] [CONFIGURE ] KNTK: Testing feature 25/29: add_tick_distribution [2025-11-21T16:37:16.077990] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T16:37:16.302019] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:16.538670] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:16.765545] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:37:16.993827] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:17.226828] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:37:17.457456] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:17.693102] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:17.934856] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:18.184277] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:18.438059] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:37:18.438242] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T16:37:18.438300] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3317 tests [2025-11-21T16:37:18.438348] [INFO ] [CONFIGURE ] KNTK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:37:18.438392] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T16:37:18.684203] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:18.935280] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:19.185220] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:37:19.427897] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:19.666320] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:37:19.914565] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:20.163085] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:20.405830] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:20.664071] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:20.905372] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:20.905548] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:37:20.905603] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3316 tests [2025-11-21T16:37:20.905670] [INFO ] [CONFIGURE ] KNTK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:37:20.905717] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T16:37:21.173923] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:21.448536] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:21.712094] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:37:21.993198] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:37:22.262531] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:37:22.533519] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:22.817585] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:23.096869] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:23.377918] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:23.656677] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:37:23.656849] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T16:37:23.656906] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3315 tests [2025-11-21T16:37:23.656951] [INFO ] [CONFIGURE ] KNTK: Testing feature 28/29: add_volume_profile [2025-11-21T16:37:23.656995] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T16:37:23.925019] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:24.196236] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:24.480905] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:37:24.743818] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:37:24.999961] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:37:25.241565] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:25.499938] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:37:25.757517] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:26.014929] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:26.275296] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:26.275498] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:37:26.275554] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3314 tests [2025-11-21T16:37:26.275601] [INFO ] [CONFIGURE ] KNTK: Testing feature 29/29: add_vwap [2025-11-21T16:37:26.275661] [INFO ] [CONFIGURE ] KNTK: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T16:37:26.550133] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:37:26.823181] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:27.082029] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:37:27.338937] [DEBUG] [FORECASTER] KNTK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:37:27.597425] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:37:27.862200] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:28.133437] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:28.410007] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:28.671249] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:28.924217] [DEBUG] [FORECASTER] KNTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:37:28.924405] [INFO ] [CONFIGURE ] KNTK: DISCARDED add_vwap (score: 80.00%) [2025-11-21T16:37:28.924566] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3313 tests [2025-11-21T16:37:28.924617] [INFO ] [CONFIGURE ] KNTK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:37:28.924683] [INFO ] [CONFIGURE ] KNTK: Best accuracy: 80.00% [2025-11-21T16:37:28.924727] [INFO ] [CONFIGURE ] KNTK: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T16:37:28.924766] [INFO ] [CONFIGURE ] KNTK: Improvement over baseline: 30.00% [2025-11-21T16:37:28.924803] [INFO ] [CONFIGURE ] KNTK: Total time: 1.2 minutes [2025-11-21T16:37:28.924840] [INFO ] [CONFIGURE ] KNTK: Average time per feature: 2.6 seconds [2025-11-21T16:37:28.924877] [INFO ] [CONFIGURE ] KNTK: Average speed: 0.39 features/sec [2025-11-21T16:37:28.925351] [INFO ] [LOCAL ] Saved configuration for KNTK: 1 features, 80.00% accuracy -> ./output/feature-sets/KNTK.json [2025-11-21T16:37:28.925407] [INFO ] [CONFIGURE ] KNTK: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T16:37:28.925454] [INFO ] [sig ] [615/723] Successfully configured KNTK | 0.01 sym/s | Total: 14.1h | ETA: 2.5h [2025-11-21T16:37:28.925497] [INFO ] [sig ] [616/723] Configuring KNX... [2025-11-21T16:37:28.925536] [INFO ] [CONFIGURE ] KNX: Configurate test run. [2025-11-21T16:37:28.925573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-11-21T16:37:28.998945] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNX'. [2025-11-21T16:37:28.999283] [INFO ] [CONFIGURE ] KNX: Testing with 29 available features [2025-11-21T16:37:28.999343] [INFO ] [CONFIGURE ] KNX: Establishing baseline with no features... [2025-11-21T16:37:29.191760] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:37:29.392060] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:29.587348] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:29.780614] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:37:29.971404] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:30.163187] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:30.356064] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:30.553250] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:30.760420] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:30.953709] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:30.954016] [INFO ] [CONFIGURE ] KNX: Baseline score (no features): 60.00% [2025-11-21T16:37:30.954146] [INFO ] [CONFIGURE ] KNX: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:37:30.954250] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:37:31.180955] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:37:31.417834] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:31.649717] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:31.880948] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:37:32.107348] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:32.332623] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:32.561603] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:32.784919] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:37:33.015779] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:37:33.232741] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:33.232917] [INFO ] [CONFIGURE ] KNX: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T16:37:33.232973] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3312 tests [2025-11-21T16:37:33.233010] [INFO ] [CONFIGURE ] KNX: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:37:33.233048] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:37:33.464711] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:37:33.698525] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:33.931524] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:34.174334] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:37:34.411695] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:34.649175] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:34.895175] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:35.136400] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:35.389206] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:35.665218] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:35.665439] [INFO ] [CONFIGURE ] KNX: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T16:37:35.665674] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3311 tests [2025-11-21T16:37:35.665777] [INFO ] [CONFIGURE ] KNX: Testing feature 3/29: add_daily_returns [2025-11-21T16:37:35.665831] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns'] [2025-11-21T16:37:35.878367] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:37:36.089969] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:36.304878] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:36.517249] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:37:36.733234] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:36.941822] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:37.153768] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:37.363017] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:37.573604] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:37.790481] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:37.790692] [INFO ] [CONFIGURE ] KNX: KEPT add_daily_returns (score: 70.00%) [2025-11-21T16:37:37.790780] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3310 tests [2025-11-21T16:37:37.790840] [INFO ] [CONFIGURE ] KNX: Testing feature 4/29: add_ema [2025-11-21T16:37:37.790896] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T16:37:38.049801] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:37:38.309905] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:38.577087] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:38.841373] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:37:39.111361] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:39.370536] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:39.617797] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:39.861492] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:40.110799] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:37:40.361901] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:40.362227] [INFO ] [CONFIGURE ] KNX: DISCARDED add_ema (score: 60.00%) [2025-11-21T16:37:40.362338] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3309 tests [2025-11-21T16:37:40.362454] [INFO ] [CONFIGURE ] KNX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:37:40.362537] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:37:40.613514] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:37:40.870223] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:41.117035] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:41.375153] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:37:41.624751] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:41.874185] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:42.127211] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:42.387767] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:42.640485] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:42.892729] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:42.892945] [INFO ] [CONFIGURE ] KNX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:37:42.893007] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3308 tests [2025-11-21T16:37:42.893049] [INFO ] [CONFIGURE ] KNX: Testing feature 6/29: add_failed_moves [2025-11-21T16:37:42.893097] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T16:37:43.105037] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:37:43.304621] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:43.505033] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:43.704172] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:37:43.899967] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:44.096455] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:44.294977] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:44.490399] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:44.687961] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:44.888246] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:44.888447] [INFO ] [CONFIGURE ] KNX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:37:44.888498] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3307 tests [2025-11-21T16:37:44.888567] [INFO ] [CONFIGURE ] KNX: Testing feature 7/29: add_lag_shelf [2025-11-21T16:37:44.888607] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T16:37:45.070334] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:37:45.251553] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:45.435117] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:45.619350] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:37:45.800271] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:45.986336] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:46.169745] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:46.352993] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:46.534627] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:46.716612] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:46.716797] [INFO ] [CONFIGURE ] KNX: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T16:37:46.716843] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3306 tests [2025-11-21T16:37:46.716880] [INFO ] [CONFIGURE ] KNX: Testing feature 8/29: add_macd [2025-11-21T16:37:46.716916] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T16:37:46.992849] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:37:47.298204] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:47.619995] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:47.939585] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:37:48.250175] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:48.553128] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:48.852861] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:49.156301] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:49.462484] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:37:49.776881] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:49.777068] [INFO ] [CONFIGURE ] KNX: DISCARDED add_macd (score: 70.00%) [2025-11-21T16:37:49.777130] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3305 tests [2025-11-21T16:37:49.777181] [INFO ] [CONFIGURE ] KNX: Testing feature 9/29: add_mfi [2025-11-21T16:37:49.777227] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T16:37:50.007291] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:37:50.252492] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:50.519530] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:50.817555] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:37:51.079755] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:51.281091] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:51.479115] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:51.684021] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:51.901625] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:52.139746] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:52.139941] [INFO ] [CONFIGURE ] KNX: KEPT add_mfi (score: 80.00%) [2025-11-21T16:37:52.140002] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3304 tests [2025-11-21T16:37:52.140051] [INFO ] [CONFIGURE ] KNX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:37:52.140096] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:37:52.477433] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:37:52.796910] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:53.117513] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:53.419972] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:37:53.725420] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:54.061356] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:54.394678] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:54.713786] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:55.027790] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:37:55.338288] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:37:55.338504] [INFO ] [CONFIGURE ] KNX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:37:55.338564] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3303 tests [2025-11-21T16:37:55.338613] [INFO ] [CONFIGURE ] KNX: Testing feature 11/29: add_obv_daily [2025-11-21T16:37:55.338677] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_daily'] [2025-11-21T16:37:55.579704] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:37:55.817849] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:37:56.069319] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:56.308378] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:37:56.552254] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:56.795301] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:37:57.025802] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:57.248979] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:57.479010] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:57.705084] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:37:57.705288] [INFO ] [CONFIGURE ] KNX: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T16:37:57.705347] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3302 tests [2025-11-21T16:37:57.705395] [INFO ] [CONFIGURE ] KNX: Testing feature 12/29: add_obv_interval [2025-11-21T16:37:57.705436] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_interval'] [2025-11-21T16:37:57.918477] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:37:58.132635] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:37:58.346164] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:37:58.559756] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:37:58.772447] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:37:58.997462] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:37:59.218792] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:37:59.445855] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:37:59.669899] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:37:59.893748] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:37:59.893962] [INFO ] [CONFIGURE ] KNX: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T16:37:59.894022] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3301 tests [2025-11-21T16:37:59.894068] [INFO ] [CONFIGURE ] KNX: Testing feature 13/29: add_opening_strength [2025-11-21T16:37:59.894110] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength'] [2025-11-21T16:38:00.134681] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:00.376148] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:01.251235] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:01.731832] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:02.006878] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:02.272985] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:02.539215] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:02.809398] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:03.080773] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:03.343410] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:03.343720] [INFO ] [CONFIGURE ] KNX: KEPT add_opening_strength (score: 90.00%) [2025-11-21T16:38:03.343787] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3300 tests [2025-11-21T16:38:03.343840] [INFO ] [CONFIGURE ] KNX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:38:03.343889] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T16:38:03.636529] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:03.941044] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:04.262303] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:04.558933] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:04.868682] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:05.181113] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:05.475804] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:05.770560] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:06.070891] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:06.373732] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:38:06.374026] [INFO ] [CONFIGURE ] KNX: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T16:38:06.374102] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3299 tests [2025-11-21T16:38:06.374155] [INFO ] [CONFIGURE ] KNX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:38:06.374204] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T16:38:06.634583] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:06.892930] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:07.149283] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:07.416792] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:07.679451] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:07.944135] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:08.232173] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:08.508388] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:08.791869] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:09.069528] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:38:09.069808] [INFO ] [CONFIGURE ] KNX: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T16:38:09.069875] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3298 tests [2025-11-21T16:38:09.069950] [INFO ] [CONFIGURE ] KNX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:38:09.070004] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T16:38:09.374073] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:09.673116] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:09.964830] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:10.251848] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:38:10.544890] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:10.855531] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:11.161993] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:11.451099] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:11.745590] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:12.023246] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:12.023439] [INFO ] [CONFIGURE ] KNX: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T16:38:12.023513] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3297 tests [2025-11-21T16:38:12.023560] [INFO ] [CONFIGURE ] KNX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:38:12.023601] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T16:38:12.312449] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:12.606421] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:12.892736] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:13.166429] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:38:13.442199] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:13.716048] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:13.997674] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:14.312098] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:38:14.603511] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:38:14.908809] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:38:14.909010] [INFO ] [CONFIGURE ] KNX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:38:14.909069] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3296 tests [2025-11-21T16:38:14.909115] [INFO ] [CONFIGURE ] KNX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:38:14.909158] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T16:38:15.170863] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:15.424328] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:15.672360] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:15.917627] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:16.167522] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:16.429339] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:16.683454] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:16.941515] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:17.197352] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:17.453508] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:17.453742] [INFO ] [CONFIGURE ] KNX: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-21T16:38:17.453805] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3295 tests [2025-11-21T16:38:17.453854] [INFO ] [CONFIGURE ] KNX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:38:17.453899] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T16:38:17.718822] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:17.980479] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:18.242019] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:18.484158] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:38:18.744358] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:19.031089] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:19.292797] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:19.543252] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:19.807890] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:38:20.070577] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:20.070896] [INFO ] [CONFIGURE ] KNX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:38:20.070961] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3294 tests [2025-11-21T16:38:20.071007] [INFO ] [CONFIGURE ] KNX: Testing feature 20/29: add_price_rejection [2025-11-21T16:38:20.071051] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T16:38:20.343013] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:20.623438] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:20.905610] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:21.222237] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:21.495048] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:21.760291] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:22.026038] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:22.267315] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:22.533691] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:22.795420] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:38:22.795627] [INFO ] [CONFIGURE ] KNX: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T16:38:22.795729] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3293 tests [2025-11-21T16:38:22.795781] [INFO ] [CONFIGURE ] KNX: Testing feature 21/29: add_range_position [2025-11-21T16:38:22.795825] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_range_position'] [2025-11-21T16:38:23.081268] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:23.389121] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:23.668588] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:23.947094] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:24.227453] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:24.497430] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:24.763591] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:25.033238] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:25.302006] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:38:25.575395] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:38:25.575687] [INFO ] [CONFIGURE ] KNX: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:38:25.575750] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3292 tests [2025-11-21T16:38:25.575799] [INFO ] [CONFIGURE ] KNX: Testing feature 22/29: add_realized_volatility [2025-11-21T16:38:25.575844] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T16:38:25.934631] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:26.284768] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:26.635869] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:27.013686] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:27.412541] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:27.812313] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:28.221742] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:28.587846] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:38:28.979521] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:29.367943] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:29.368134] [INFO ] [CONFIGURE ] KNX: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T16:38:29.368195] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3291 tests [2025-11-21T16:38:29.368244] [INFO ] [CONFIGURE ] KNX: Testing feature 23/29: add_recent_range_context [2025-11-21T16:38:29.368290] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T16:38:29.631884] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:29.911457] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:30.196958] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:30.471334] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:30.741982] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:31.007013] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:31.276725] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:31.547916] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:38:31.817784] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:38:32.089327] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:32.089544] [INFO ] [CONFIGURE ] KNX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T16:38:32.089606] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3290 tests [2025-11-21T16:38:32.089691] [INFO ] [CONFIGURE ] KNX: Testing feature 24/29: add_rsi [2025-11-21T16:38:32.089742] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T16:38:32.414921] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:32.740497] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:33.081959] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:33.404294] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:38:33.733691] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:34.060758] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:34.402032] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:34.724313] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:35.017493] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:38:35.312062] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:38:35.312268] [INFO ] [CONFIGURE ] KNX: DISCARDED add_rsi (score: 60.00%) [2025-11-21T16:38:35.312329] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3289 tests [2025-11-21T16:38:35.312421] [INFO ] [CONFIGURE ] KNX: Testing feature 25/29: add_tick_distribution [2025-11-21T16:38:35.312469] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T16:38:35.583963] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:35.861208] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:36.137599] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:36.392840] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:38:36.655949] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:36.901374] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:37.189636] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:37.505163] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:37.866381] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:38:38.197871] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:38:38.198127] [INFO ] [CONFIGURE ] KNX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:38:38.198216] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3288 tests [2025-11-21T16:38:38.198287] [INFO ] [CONFIGURE ] KNX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:38:38.198355] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T16:38:38.531102] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:38.779993] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:39.034002] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:39.279320] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:38:39.526901] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:39.774288] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:40.024762] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:40.292594] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:40.558511] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:40.829974] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:40.830169] [INFO ] [CONFIGURE ] KNX: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T16:38:40.830227] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3287 tests [2025-11-21T16:38:40.830275] [INFO ] [CONFIGURE ] KNX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:38:40.830319] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T16:38:41.106758] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:41.379387] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:41.652929] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:41.940120] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:38:42.221788] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:42.498080] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:42.767708] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:43.045511] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:38:43.324468] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:43.604392] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:43.604585] [INFO ] [CONFIGURE ] KNX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T16:38:43.604664] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3286 tests [2025-11-21T16:38:43.604716] [INFO ] [CONFIGURE ] KNX: Testing feature 28/29: add_volume_profile [2025-11-21T16:38:43.604764] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T16:38:43.874819] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:38:44.146237] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:44.419024] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:44.696046] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:38:44.969382] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:45.241622] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:45.498104] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:45.743262] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:45.984596] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:46.227125] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:38:46.227312] [INFO ] [CONFIGURE ] KNX: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T16:38:46.227369] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3285 tests [2025-11-21T16:38:46.227415] [INFO ] [CONFIGURE ] KNX: Testing feature 29/29: add_vwap [2025-11-21T16:38:46.227457] [INFO ] [CONFIGURE ] KNX: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength', 'add_vwap'] [2025-11-21T16:38:46.469901] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:38:46.716757] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:38:46.966562] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:47.217026] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:38:47.475593] [DEBUG] [FORECASTER] KNX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:38:47.734508] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:47.987523] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:48.247047] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:48.507784] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:38:48.770008] [DEBUG] [FORECASTER] KNX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:38:48.770188] [INFO ] [CONFIGURE ] KNX: DISCARDED add_vwap (score: 70.00%) [2025-11-21T16:38:48.770245] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3284 tests [2025-11-21T16:38:48.770293] [INFO ] [CONFIGURE ] KNX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:38:48.770385] [INFO ] [CONFIGURE ] KNX: Best accuracy: 90.00% [2025-11-21T16:38:48.770430] [INFO ] [CONFIGURE ] KNX: Best feature set (3 features): ['add_daily_returns', 'add_mfi', 'add_opening_strength'] [2025-11-21T16:38:48.770470] [INFO ] [CONFIGURE ] KNX: Improvement over baseline: 30.00% [2025-11-21T16:38:48.770507] [INFO ] [CONFIGURE ] KNX: Total time: 1.3 minutes [2025-11-21T16:38:48.770543] [INFO ] [CONFIGURE ] KNX: Average time per feature: 2.7 seconds [2025-11-21T16:38:48.770580] [INFO ] [CONFIGURE ] KNX: Average speed: 0.37 features/sec [2025-11-21T16:38:48.771067] [INFO ] [LOCAL ] Saved configuration for KNX: 3 features, 90.00% accuracy -> ./output/feature-sets/KNX.json [2025-11-21T16:38:48.771125] [INFO ] [CONFIGURE ] KNX: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T16:38:48.771177] [INFO ] [sig ] [616/723] Successfully configured KNX | 0.01 sym/s | Total: 14.1h | ETA: 2.4h [2025-11-21T16:38:48.771222] [INFO ] [sig ] [617/723] Configuring KODK... [2025-11-21T16:38:48.771261] [INFO ] [CONFIGURE ] KODK: Configurate test run. [2025-11-21T16:38:48.771302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-11-21T16:38:48.817196] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KODK'. [2025-11-21T16:38:48.817569] [INFO ] [CONFIGURE ] KODK: Testing with 29 available features [2025-11-21T16:38:48.817634] [INFO ] [CONFIGURE ] KODK: Establishing baseline with no features... [2025-11-21T16:38:48.997054] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:38:49.173162] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:38:49.338211] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:49.505021] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:38:49.677101] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:38:49.856802] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:50.041406] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:50.209409] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:38:50.385201] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:38:50.559100] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:38:50.559280] [INFO ] [CONFIGURE ] KODK: Baseline score (no features): 70.00% [2025-11-21T16:38:50.559326] [INFO ] [CONFIGURE ] KODK: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:38:50.559363] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:38:50.763722] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:38:50.967870] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:38:51.184269] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:38:51.404154] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:38:51.628507] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:38:51.842009] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:52.053329] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:52.276524] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:38:52.493891] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:38:52.710578] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:38:52.710807] [INFO ] [CONFIGURE ] KODK: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T16:38:52.710863] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3283 tests [2025-11-21T16:38:52.710939] [INFO ] [CONFIGURE ] KODK: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:38:52.710989] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:38:52.925510] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:38:53.135230] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:38:53.344259] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:38:53.557059] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:38:53.789381] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:38:54.030571] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:54.247966] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:54.469824] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:38:54.692444] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:38:54.906507] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:38:54.906699] [INFO ] [CONFIGURE ] KODK: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T16:38:54.906773] [INFO ] [CONFIGURE ] JOB ETA: 2.6h | Avg: 2.8s/test | Remaining: 3282 tests [2025-11-21T16:38:54.906824] [INFO ] [CONFIGURE ] KODK: Testing feature 3/29: add_daily_returns [2025-11-21T16:38:54.906870] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_daily_returns'] [2025-11-21T16:38:55.093923] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:38:55.281930] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:38:55.473954] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:38:55.657829] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:38:55.841363] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:38:56.026079] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:56.211426] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:38:56.395364] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:38:56.586064] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:38:56.771413] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:38:56.771589] [INFO ] [CONFIGURE ] KODK: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T16:38:56.771637] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3281 tests [2025-11-21T16:38:56.771715] [INFO ] [CONFIGURE ] KODK: Testing feature 4/29: add_ema [2025-11-21T16:38:56.771776] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_ema'] [2025-11-21T16:38:56.989740] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:38:57.206634] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:38:57.420490] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:38:57.643772] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:38:57.868825] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:38:58.092154] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:38:58.315568] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:38:58.538679] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:38:58.767057] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:38:58.982080] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:38:58.982261] [INFO ] [CONFIGURE ] KODK: DISCARDED add_ema (score: 30.00%) [2025-11-21T16:38:58.982311] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3280 tests [2025-11-21T16:38:58.982350] [INFO ] [CONFIGURE ] KODK: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:38:58.982385] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:38:59.202174] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:38:59.431432] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:38:59.659553] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:38:59.904417] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:00.144979] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:39:00.397230] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:00.672996] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:39:01.519948] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:01.933038] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:02.198260] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:39:02.198515] [INFO ] [CONFIGURE ] KODK: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:39:02.198571] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3279 tests [2025-11-21T16:39:02.198621] [INFO ] [CONFIGURE ] KODK: Testing feature 6/29: add_failed_moves [2025-11-21T16:39:02.198688] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_failed_moves'] [2025-11-21T16:39:02.405930] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:02.627168] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:02.853595] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:03.066682] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:03.283035] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:03.511000] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:03.715821] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:03.935332] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:04.153276] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:04.379156] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:04.379424] [INFO ] [CONFIGURE ] KODK: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:39:04.379498] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3278 tests [2025-11-21T16:39:04.379545] [INFO ] [CONFIGURE ] KODK: Testing feature 7/29: add_lag_shelf [2025-11-21T16:39:04.379619] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_lag_shelf'] [2025-11-21T16:39:04.568197] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:04.760733] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:04.951112] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:05.138764] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:05.333069] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:05.525969] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:05.725825] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:05.921475] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:06.112721] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:06.307444] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:06.307630] [INFO ] [CONFIGURE ] KODK: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T16:39:06.307705] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3277 tests [2025-11-21T16:39:06.307769] [INFO ] [CONFIGURE ] KODK: Testing feature 8/29: add_macd [2025-11-21T16:39:06.307817] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T16:39:06.608029] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:06.902712] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:07.189391] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:07.476177] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:07.770717] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:08.084571] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:08.374376] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:39:08.700023] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:09.020083] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:09.333319] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:39:09.333520] [INFO ] [CONFIGURE ] KODK: DISCARDED add_macd (score: 40.00%) [2025-11-21T16:39:09.333580] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3276 tests [2025-11-21T16:39:09.333636] [INFO ] [CONFIGURE ] KODK: Testing feature 9/29: add_mfi [2025-11-21T16:39:09.333705] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_mfi'] [2025-11-21T16:39:09.544141] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:09.762447] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:09.983476] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:10.193384] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:10.410252] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:10.611319] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:10.819921] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:11.023829] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:11.230898] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:11.438915] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:39:11.439191] [INFO ] [CONFIGURE ] KODK: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:39:11.439254] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3275 tests [2025-11-21T16:39:11.439306] [INFO ] [CONFIGURE ] KODK: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:39:11.439353] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:39:11.733207] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:12.032754] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:12.329046] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:12.623273] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:12.927174] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:13.221972] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:13.513760] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:13.812164] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:14.101576] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:14.379733] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:14.379969] [INFO ] [CONFIGURE ] KODK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T16:39:14.380029] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3274 tests [2025-11-21T16:39:14.380074] [INFO ] [CONFIGURE ] KODK: Testing feature 11/29: add_obv_daily [2025-11-21T16:39:14.380117] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_obv_daily'] [2025-11-21T16:39:14.603709] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:14.817428] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:15.017893] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:15.211056] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:15.406232] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:15.603071] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:15.798138] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:15.995681] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:16.195379] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:39:16.393106] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:16.393289] [INFO ] [CONFIGURE ] KODK: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T16:39:16.393337] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3273 tests [2025-11-21T16:39:16.393375] [INFO ] [CONFIGURE ] KODK: Testing feature 12/29: add_obv_interval [2025-11-21T16:39:16.393410] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_obv_interval'] [2025-11-21T16:39:16.597682] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:16.787421] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:16.976739] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:17.168668] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:17.361303] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:17.548916] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:17.736622] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:17.931732] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:18.122732] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:39:18.319039] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:18.319227] [INFO ] [CONFIGURE ] KODK: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:39:18.319278] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3272 tests [2025-11-21T16:39:18.319319] [INFO ] [CONFIGURE ] KODK: Testing feature 13/29: add_opening_strength [2025-11-21T16:39:18.319356] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T16:39:18.524799] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:18.731377] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:18.934705] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:19.160951] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:19.386048] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:39:19.607948] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:19.850242] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:39:20.081557] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:20.304552] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:39:20.533619] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:20.533969] [INFO ] [CONFIGURE ] KODK: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T16:39:20.534075] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3271 tests [2025-11-21T16:39:20.534188] [INFO ] [CONFIGURE ] KODK: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:39:20.534266] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T16:39:20.753868] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:20.975762] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:21.200556] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:21.422503] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:21.642729] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:21.869932] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:22.091869] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:22.313116] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:22.541039] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:39:22.762745] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:22.762918] [INFO ] [CONFIGURE ] KODK: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:39:22.762989] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3270 tests [2025-11-21T16:39:22.763033] [INFO ] [CONFIGURE ] KODK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:39:22.763067] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T16:39:22.948194] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:23.120851] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:23.291227] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:23.464336] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:23.648530] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:23.835048] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:24.018454] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:24.215390] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:24.413073] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:24.603391] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:24.603561] [INFO ] [CONFIGURE ] KODK: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T16:39:24.603608] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3269 tests [2025-11-21T16:39:24.603665] [INFO ] [CONFIGURE ] KODK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:39:24.603770] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T16:39:24.814789] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:25.024298] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:25.245865] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:25.462836] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:25.680274] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:25.898526] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:26.118584] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:26.342442] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:26.569241] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:26.785050] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:39:26.785237] [INFO ] [CONFIGURE ] KODK: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T16:39:26.785284] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3268 tests [2025-11-21T16:39:26.785324] [INFO ] [CONFIGURE ] KODK: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:39:26.785359] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_return_2d'] [2025-11-21T16:39:27.002935] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:27.218671] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:27.437179] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:27.660537] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:27.881482] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:28.101337] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:28.322440] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:39:28.543460] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:28.764965] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:28.986527] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:28.986739] [INFO ] [CONFIGURE ] KODK: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T16:39:28.986816] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3267 tests [2025-11-21T16:39:28.986878] [INFO ] [CONFIGURE ] KODK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:39:28.986924] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T16:39:29.176682] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:29.367597] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:29.564982] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:29.763540] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:29.961279] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:30.158357] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:30.350377] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:30.543810] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:30.737974] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:39:30.929091] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:30.929418] [INFO ] [CONFIGURE ] KODK: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:39:30.929523] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3266 tests [2025-11-21T16:39:30.929656] [INFO ] [CONFIGURE ] KODK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:39:30.929737] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T16:39:31.124959] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:31.316703] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:31.506809] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:31.700872] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:31.896861] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:32.089637] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:32.297597] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:32.494736] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:32.693502] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:32.891028] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:32.891203] [INFO ] [CONFIGURE ] KODK: KEPT add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T16:39:32.891251] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3265 tests [2025-11-21T16:39:32.891291] [INFO ] [CONFIGURE ] KODK: Testing feature 20/29: add_price_rejection [2025-11-21T16:39:32.891327] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-21T16:39:33.113128] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:33.319697] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:33.525469] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:33.729632] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:33.938019] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:34.146786] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:34.356165] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:34.564026] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:34.772443] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:34.996815] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:34.997045] [INFO ] [CONFIGURE ] KODK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:39:34.997114] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3264 tests [2025-11-21T16:39:34.997172] [INFO ] [CONFIGURE ] KODK: Testing feature 21/29: add_range_position [2025-11-21T16:39:34.997235] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_range_position'] [2025-11-21T16:39:35.227255] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:35.473750] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:35.714598] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:35.952636] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:36.180794] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:36.408096] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:36.634422] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:36.864210] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:37.092972] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:37.327375] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:37.327578] [INFO ] [CONFIGURE ] KODK: DISCARDED add_range_position (score: 50.00%) [2025-11-21T16:39:37.327676] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3263 tests [2025-11-21T16:39:37.327749] [INFO ] [CONFIGURE ] KODK: Testing feature 22/29: add_realized_volatility [2025-11-21T16:39:37.327797] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-21T16:39:37.642280] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:37.960958] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:38.284182] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:38.607999] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:38.933326] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:39.255548] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:39.581200] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:39.914630] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:40.259033] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:40.592263] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:40.593279] [INFO ] [CONFIGURE ] KODK: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T16:39:40.593348] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3262 tests [2025-11-21T16:39:40.593403] [INFO ] [CONFIGURE ] KODK: Testing feature 23/29: add_recent_range_context [2025-11-21T16:39:40.593447] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-21T16:39:40.810828] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:41.038126] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:41.255196] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:41.484305] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:41.717969] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:41.948978] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:42.168814] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:42.395188] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:42.616561] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:39:42.841090] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:42.841272] [INFO ] [CONFIGURE ] KODK: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T16:39:42.841321] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3261 tests [2025-11-21T16:39:42.841359] [INFO ] [CONFIGURE ] KODK: Testing feature 24/29: add_rsi [2025-11-21T16:39:42.841394] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-21T16:39:43.097979] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:43.351541] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:43.607010] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:43.864732] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:44.124072] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:44.386793] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:44.671722] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:45.024086] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:45.324053] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:45.602895] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:39:45.603096] [INFO ] [CONFIGURE ] KODK: DISCARDED add_rsi (score: 40.00%) [2025-11-21T16:39:45.603153] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3260 tests [2025-11-21T16:39:45.603202] [INFO ] [CONFIGURE ] KODK: Testing feature 25/29: add_tick_distribution [2025-11-21T16:39:45.603247] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-21T16:39:45.793195] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:45.972857] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:46.161240] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:46.355859] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:46.567170] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:46.751270] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:46.938365] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:47.125191] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:47.314174] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:39:47.503861] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:47.504071] [INFO ] [CONFIGURE ] KODK: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T16:39:47.504121] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3259 tests [2025-11-21T16:39:47.504160] [INFO ] [CONFIGURE ] KODK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:39:47.504195] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-21T16:39:47.726899] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:47.942223] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:48.165884] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:48.375774] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:48.586110] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:48.783284] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:48.977451] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:49.174170] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:39:49.369112] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:49.585147] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:49.585338] [INFO ] [CONFIGURE ] KODK: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:39:49.585389] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3258 tests [2025-11-21T16:39:49.585428] [INFO ] [CONFIGURE ] KODK: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:39:49.585465] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-21T16:39:49.815743] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:50.043201] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:50.270552] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:50.482422] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:50.693863] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:50.907427] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:51.117999] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:51.346237] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:51.560803] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:51.779619] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:51.779852] [INFO ] [CONFIGURE ] KODK: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T16:39:51.779911] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3257 tests [2025-11-21T16:39:51.779956] [INFO ] [CONFIGURE ] KODK: Testing feature 28/29: add_volume_profile [2025-11-21T16:39:51.780001] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-21T16:39:51.969179] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:52.159913] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:39:52.349984] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:39:52.541029] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:39:52.731710] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:52.918387] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:53.107679] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:39:53.296883] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:53.487872] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:53.678277] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:53.678460] [INFO ] [CONFIGURE ] KODK: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T16:39:53.678508] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3256 tests [2025-11-21T16:39:53.678544] [INFO ] [CONFIGURE ] KODK: Testing feature 29/29: add_vwap [2025-11-21T16:39:53.678579] [INFO ] [CONFIGURE ] KODK: Testing with features: ['add_pbf_vs_sma_5', 'add_vwap'] [2025-11-21T16:39:53.871765] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:54.066629] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:39:54.272393] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:39:54.465052] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:54.656374] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:39:54.848820] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:55.041895] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:39:55.241383] [DEBUG] [FORECASTER] KODK: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:39:55.449855] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:55.652908] [DEBUG] [FORECASTER] KODK: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:55.653088] [INFO ] [CONFIGURE ] KODK: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:39:55.653139] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3255 tests [2025-11-21T16:39:55.653181] [INFO ] [CONFIGURE ] KODK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:39:55.653230] [INFO ] [CONFIGURE ] KODK: Best accuracy: 80.00% [2025-11-21T16:39:55.653279] [INFO ] [CONFIGURE ] KODK: Best feature set (1 features): ['add_pbf_vs_sma_5'] [2025-11-21T16:39:55.653344] [INFO ] [CONFIGURE ] KODK: Improvement over baseline: 10.00% [2025-11-21T16:39:55.653378] [INFO ] [CONFIGURE ] KODK: Total time: 1.1 minutes [2025-11-21T16:39:55.653410] [INFO ] [CONFIGURE ] KODK: Average time per feature: 2.2 seconds [2025-11-21T16:39:55.653444] [INFO ] [CONFIGURE ] KODK: Average speed: 0.45 features/sec [2025-11-21T16:39:55.653979] [INFO ] [LOCAL ] Saved configuration for KODK: 1 features, 80.00% accuracy -> ./output/feature-sets/KODK.json [2025-11-21T16:39:55.654040] [INFO ] [CONFIGURE ] KODK: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T16:39:55.654081] [INFO ] [sig ] [617/723] Successfully configured KODK | 0.01 sym/s | Total: 14.1h | ETA: 2.4h [2025-11-21T16:39:55.654117] [INFO ] [sig ] [618/723] Configuring KOF... [2025-11-21T16:39:55.654149] [INFO ] [CONFIGURE ] KOF: Configurate test run. [2025-11-21T16:39:55.654183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-11-21T16:39:55.699577] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KOF'. [2025-11-21T16:39:55.700027] [INFO ] [CONFIGURE ] KOF: Testing with 29 available features [2025-11-21T16:39:55.700092] [INFO ] [CONFIGURE ] KOF: Establishing baseline with no features... [2025-11-21T16:39:55.870081] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:56.041536] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:39:56.219875] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:39:56.392149] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:39:56.563096] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:39:56.737129] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:56.918532] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:39:57.091237] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:39:57.263479] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:39:57.435639] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:39:57.435828] [INFO ] [CONFIGURE ] KOF: Baseline score (no features): 50.00% [2025-11-21T16:39:57.435874] [INFO ] [CONFIGURE ] KOF: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:39:57.435911] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:39:57.641678] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:57.850426] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:39:58.055793] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:39:58.261191] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:39:58.474600] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:39:58.681099] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:39:58.894952] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:39:59.103091] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:39:59.309537] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:39:59.518991] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:39:59.519194] [INFO ] [CONFIGURE ] KOF: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T16:39:59.519243] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3254 tests [2025-11-21T16:39:59.519280] [INFO ] [CONFIGURE ] KOF: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:39:59.519315] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:39:59.726260] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:39:59.929687] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:00.141479] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:00.353717] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:00.564007] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:00.789622] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:40:01.622250] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:01.965208] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:02.192337] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:02.391839] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:02.392020] [INFO ] [CONFIGURE ] KOF: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T16:40:02.392070] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3253 tests [2025-11-21T16:40:02.392109] [INFO ] [CONFIGURE ] KOF: Testing feature 3/29: add_daily_returns [2025-11-21T16:40:02.392145] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_daily_returns'] [2025-11-21T16:40:02.565420] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:02.747884] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:40:02.937307] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:03.122436] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:03.300916] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:40:03.482296] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:03.674685] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:40:03.864918] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:04.051544] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:04.245025] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:40:04.245396] [INFO ] [CONFIGURE ] KOF: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T16:40:04.245446] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3252 tests [2025-11-21T16:40:04.245485] [INFO ] [CONFIGURE ] KOF: Testing feature 4/29: add_ema [2025-11-21T16:40:04.245521] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_ema'] [2025-11-21T16:40:04.449820] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:04.656293] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:04.872978] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:05.089822] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:05.310067] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:05.532384] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:05.754295] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:40:05.973154] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:06.188015] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:06.414621] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:06.414864] [INFO ] [CONFIGURE ] KOF: DISCARDED add_ema (score: 50.00%) [2025-11-21T16:40:06.414917] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3251 tests [2025-11-21T16:40:06.414954] [INFO ] [CONFIGURE ] KOF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:40:06.414990] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:40:06.626998] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:06.841407] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:07.063065] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:07.292073] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:07.541373] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:40:07.798534] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:08.047747] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:08.291311] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:08.557008] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:08.802502] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:08.802750] [INFO ] [CONFIGURE ] KOF: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T16:40:08.802807] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3250 tests [2025-11-21T16:40:08.802855] [INFO ] [CONFIGURE ] KOF: Testing feature 6/29: add_failed_moves [2025-11-21T16:40:08.802894] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T16:40:09.045426] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:40:09.289975] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:09.529560] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:09.791124] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:10.049184] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:40:10.312233] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:10.561475] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:10.809944] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:11.060495] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:11.316552] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:11.316759] [INFO ] [CONFIGURE ] KOF: KEPT add_failed_moves (score: 80.00%) [2025-11-21T16:40:11.316818] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3249 tests [2025-11-21T16:40:11.316868] [INFO ] [CONFIGURE ] KOF: Testing feature 7/29: add_lag_shelf [2025-11-21T16:40:11.316912] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_lag_shelf'] [2025-11-21T16:40:11.567844] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:11.834960] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:12.092999] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:12.349696] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:12.605862] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:12.857405] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:13.113244] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:13.369546] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:13.621033] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:13.879735] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:13.879910] [INFO ] [CONFIGURE ] KOF: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:40:13.879964] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3248 tests [2025-11-21T16:40:13.880005] [INFO ] [CONFIGURE ] KOF: Testing feature 8/29: add_macd [2025-11-21T16:40:13.880040] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_macd'] [2025-11-21T16:40:14.201695] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:14.518724] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:14.845775] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:15.169812] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:15.498267] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:15.838676] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:16.159352] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:16.487936] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:16.807426] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:17.125811] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:17.126022] [INFO ] [CONFIGURE ] KOF: DISCARDED add_macd (score: 50.00%) [2025-11-21T16:40:17.126084] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3247 tests [2025-11-21T16:40:17.126132] [INFO ] [CONFIGURE ] KOF: Testing feature 9/29: add_mfi [2025-11-21T16:40:17.126183] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_mfi'] [2025-11-21T16:40:17.386984] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:17.634380] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:17.889076] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:18.192812] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:18.459103] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:18.715567] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:18.975297] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:40:19.232014] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:19.484735] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:19.746294] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:19.746539] [INFO ] [CONFIGURE ] KOF: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:40:19.746602] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3246 tests [2025-11-21T16:40:19.746671] [INFO ] [CONFIGURE ] KOF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:40:19.746760] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:40:20.120608] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:20.486689] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:20.838659] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:21.186419] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:21.529829] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:40:21.870369] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:22.205765] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:22.572129] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:22.910401] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:23.244855] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:23.245054] [INFO ] [CONFIGURE ] KOF: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T16:40:23.245109] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3245 tests [2025-11-21T16:40:23.245157] [INFO ] [CONFIGURE ] KOF: Testing feature 11/29: add_obv_daily [2025-11-21T16:40:23.245201] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_daily'] [2025-11-21T16:40:23.502157] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:40:23.770965] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:40:24.044878] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:24.334182] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:24.610334] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:40:24.912397] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:25.192831] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:25.488371] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:25.764494] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:26.058822] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:26.059025] [INFO ] [CONFIGURE ] KOF: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T16:40:26.059086] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3244 tests [2025-11-21T16:40:26.059149] [INFO ] [CONFIGURE ] KOF: Testing feature 12/29: add_obv_interval [2025-11-21T16:40:26.059202] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_obv_interval'] [2025-11-21T16:40:26.349261] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:40:26.631604] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:40:26.907470] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:27.180006] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:27.444610] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:27.719527] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:27.990058] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:40:28.263072] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:28.536841] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:28.809131] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:28.809366] [INFO ] [CONFIGURE ] KOF: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T16:40:28.809425] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3243 tests [2025-11-21T16:40:28.809473] [INFO ] [CONFIGURE ] KOF: Testing feature 13/29: add_opening_strength [2025-11-21T16:40:28.809520] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:40:29.102931] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:29.382068] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:40:29.675872] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:40:29.971522] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:30.249730] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:30.531747] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:30.813541] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:40:31.096487] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:31.384665] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:31.669923] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:31.670169] [INFO ] [CONFIGURE ] KOF: DISCARDED add_opening_strength (score: 20.00%) [2025-11-21T16:40:31.670237] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3242 tests [2025-11-21T16:40:31.670295] [INFO ] [CONFIGURE ] KOF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:40:31.670350] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T16:40:32.058220] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:32.439370] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:32.772154] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:33.066518] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:33.343710] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:33.643771] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:33.931239] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:34.211254] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:34.492151] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:34.755732] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:34.755915] [INFO ] [CONFIGURE ] KOF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:40:34.755976] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3241 tests [2025-11-21T16:40:34.756023] [INFO ] [CONFIGURE ] KOF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:40:34.756066] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T16:40:34.984788] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:35.215837] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:35.455625] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:35.709006] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:35.950129] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:40:36.186073] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:36.432618] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:36.678230] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:36.924353] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:37.172618] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:40:37.172832] [INFO ] [CONFIGURE ] KOF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T16:40:37.172891] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3240 tests [2025-11-21T16:40:37.172938] [INFO ] [CONFIGURE ] KOF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:40:37.172973] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T16:40:37.435580] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:37.706880] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:37.982949] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:38.253192] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:38.531974] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:38.800996] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:39.072414] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:40:39.345500] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:39.621263] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:39.887852] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:39.888059] [INFO ] [CONFIGURE ] KOF: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T16:40:39.888117] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3239 tests [2025-11-21T16:40:39.888166] [INFO ] [CONFIGURE ] KOF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:40:39.888212] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-21T16:40:40.150401] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:40.393373] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:40:40.646714] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:40.905295] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:41.162384] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:41.417775] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:41.669279] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:40:41.922205] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:42.179863] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:42.436045] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:42.436246] [INFO ] [CONFIGURE ] KOF: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T16:40:42.436304] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3238 tests [2025-11-21T16:40:42.436351] [INFO ] [CONFIGURE ] KOF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:40:42.436394] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-21T16:40:42.670849] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:42.923016] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:43.168353] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:43.405327] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:43.644136] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:43.892478] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:44.146749] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:44.386046] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:44.633884] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:44.884267] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:44.884440] [INFO ] [CONFIGURE ] KOF: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T16:40:44.884496] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3237 tests [2025-11-21T16:40:44.884542] [INFO ] [CONFIGURE ] KOF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:40:44.884583] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-21T16:40:45.118232] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:40:45.350051] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:45.589547] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:40:45.826587] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:46.067558] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:46.311279] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:46.561927] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:46.796371] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:47.039994] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:47.282407] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:47.282604] [INFO ] [CONFIGURE ] KOF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T16:40:47.282682] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3236 tests [2025-11-21T16:40:47.282733] [INFO ] [CONFIGURE ] KOF: Testing feature 20/29: add_price_rejection [2025-11-21T16:40:47.282776] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_price_rejection'] [2025-11-21T16:40:47.523622] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:47.761292] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:47.998791] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:48.224954] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:48.463025] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:48.717128] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:48.974700] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:49.228421] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:49.482362] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:49.721808] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:49.722000] [INFO ] [CONFIGURE ] KOF: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T16:40:49.722059] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3235 tests [2025-11-21T16:40:49.722105] [INFO ] [CONFIGURE ] KOF: Testing feature 21/29: add_range_position [2025-11-21T16:40:49.722146] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_range_position'] [2025-11-21T16:40:49.982663] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:50.240164] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:50.509248] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:50.776332] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:51.052594] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:40:51.328556] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:51.608215] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:51.885699] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:52.154291] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:52.424003] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:52.424261] [INFO ] [CONFIGURE ] KOF: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:40:52.424324] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3234 tests [2025-11-21T16:40:52.424373] [INFO ] [CONFIGURE ] KOF: Testing feature 22/29: add_realized_volatility [2025-11-21T16:40:52.424417] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_realized_volatility'] [2025-11-21T16:40:52.777161] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:40:53.130693] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:53.494698] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:40:53.876277] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:54.253953] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:40:54.613827] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:54.968921] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:55.327216] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:55.700149] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:40:56.074004] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:40:56.074257] [INFO ] [CONFIGURE ] KOF: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:40:56.074317] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3233 tests [2025-11-21T16:40:56.074366] [INFO ] [CONFIGURE ] KOF: Testing feature 23/29: add_recent_range_context [2025-11-21T16:40:56.074408] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_recent_range_context'] [2025-11-21T16:40:56.323705] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:40:56.572376] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:56.820614] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:57.063022] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:40:57.308406] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:40:57.550370] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:40:57.791512] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:40:58.032810] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:40:58.273465] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:40:58.514294] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:40:58.514484] [INFO ] [CONFIGURE ] KOF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T16:40:58.514540] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3232 tests [2025-11-21T16:40:58.514587] [INFO ] [CONFIGURE ] KOF: Testing feature 24/29: add_rsi [2025-11-21T16:40:58.514631] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-21T16:40:58.808257] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:40:59.129404] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:40:59.423819] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:40:59.704847] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:40:59.985023] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:41:00.281633] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:41:00.570629] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:41:00.852134] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:41:01.817425] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:41:02.137326] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:41:02.137537] [INFO ] [CONFIGURE ] KOF: DISCARDED add_rsi (score: 50.00%) [2025-11-21T16:41:02.137597] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3231 tests [2025-11-21T16:41:02.137663] [INFO ] [CONFIGURE ] KOF: Testing feature 25/29: add_tick_distribution [2025-11-21T16:41:02.137712] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_tick_distribution'] [2025-11-21T16:41:02.379578] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:41:02.626691] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:41:02.871457] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:03.116896] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:41:03.363738] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:41:03.604325] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:41:03.846668] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:04.093113] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:41:04.351094] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:41:04.598831] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:41:04.599063] [INFO ] [CONFIGURE ] KOF: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:41:04.599125] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3230 tests [2025-11-21T16:41:04.599176] [INFO ] [CONFIGURE ] KOF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:41:04.599222] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-21T16:41:04.858120] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:41:05.110869] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:41:05.361176] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:41:05.611685] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:41:05.859599] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:41:06.112251] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:41:06.360759] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:41:06.613497] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:41:06.861298] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:41:07.109762] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:41:07.109970] [INFO ] [CONFIGURE ] KOF: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T16:41:07.110028] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3229 tests [2025-11-21T16:41:07.110077] [INFO ] [CONFIGURE ] KOF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:41:07.110122] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-21T16:41:07.359326] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:41:07.615114] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:41:07.869665] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:41:08.124854] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:41:08.391476] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:41:08.646481] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:41:08.899245] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:41:09.155919] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:41:09.415033] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:41:09.671346] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:41:09.671543] [INFO ] [CONFIGURE ] KOF: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T16:41:09.671602] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3228 tests [2025-11-21T16:41:09.671667] [INFO ] [CONFIGURE ] KOF: Testing feature 28/29: add_volume_profile [2025-11-21T16:41:09.671717] [INFO ] [CONFIGURE ] KOF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves', 'add_volume_profile'] [2025-11-21T16:41:09.922074] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:41:10.179181] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:41:10.437169] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:10.688310] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:41:10.941237] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:41:11.196078] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:41:11.451837] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:11.712173] [DEBUG] [FORECASTER] KOF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:41:11.970090] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:41:12.228250] [DEBUG] [FORECASTER] KOF: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:41:12.228435] [INFO ] [CONFIGURE ] KOF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T16:41:12.228493] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3227 tests [2025-11-21T16:41:12.228543] [INFO ] [CONFIGURE ] KOF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:41:12.228586] [INFO ] [CONFIGURE ] KOF: Best accuracy: 80.00% [2025-11-21T16:41:12.228628] [INFO ] [CONFIGURE ] KOF: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T16:41:12.228694] [INFO ] [CONFIGURE ] KOF: Improvement over baseline: 30.00% [2025-11-21T16:41:12.228735] [INFO ] [CONFIGURE ] KOF: Total time: 1.2 minutes [2025-11-21T16:41:12.228772] [INFO ] [CONFIGURE ] KOF: Average time per feature: 2.7 seconds [2025-11-21T16:41:12.228809] [INFO ] [CONFIGURE ] KOF: Average speed: 0.39 features/sec [2025-11-21T16:41:12.229115] [INFO ] [LOCAL ] Saved configuration for KOF: 3 features, 80.00% accuracy -> ./output/feature-sets/KOF.json [2025-11-21T16:41:12.229174] [INFO ] [CONFIGURE ] KOF: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T16:41:12.229227] [INFO ] [sig ] [618/723] Successfully configured KOF | 0.01 sym/s | Total: 14.1h | ETA: 2.4h [2025-11-21T16:41:12.229274] [INFO ] [sig ] [619/723] Configuring KOP... [2025-11-21T16:41:12.229315] [INFO ] [CONFIGURE ] KOP: Configurate test run. [2025-11-21T16:41:12.229358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-11-21T16:41:12.274483] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KOP'. [2025-11-21T16:41:12.275005] [INFO ] [CONFIGURE ] KOP: Testing with 29 available features [2025-11-21T16:41:12.275071] [INFO ] [CONFIGURE ] KOP: Establishing baseline with no features... [2025-11-21T16:41:12.453569] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:12.632403] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:12.810895] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:41:12.989865] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:13.162934] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:13.341386] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:41:13.519033] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:41:13.695476] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:13.872711] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:14.078542] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:14.078787] [INFO ] [CONFIGURE ] KOP: Baseline score (no features): 50.00% [2025-11-21T16:41:14.078866] [INFO ] [CONFIGURE ] KOP: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:41:14.078916] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:41:14.290950] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:14.504105] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:14.713868] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:41:14.927565] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:41:15.138872] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:15.349996] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:15.555723] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:15.761418] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:15.969108] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:16.180815] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:41:16.180997] [INFO ] [CONFIGURE ] KOP: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T16:41:16.181045] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3226 tests [2025-11-21T16:41:16.181084] [INFO ] [CONFIGURE ] KOP: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:41:16.181118] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:41:16.397991] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:16.615279] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:16.827448] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:41:17.038949] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:41:17.253330] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:17.467401] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:17.679913] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:41:17.892695] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:41:18.110836] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:18.332056] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:41:18.332296] [INFO ] [CONFIGURE ] KOP: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T16:41:18.332358] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3225 tests [2025-11-21T16:41:18.332409] [INFO ] [CONFIGURE ] KOP: Testing feature 3/29: add_daily_returns [2025-11-21T16:41:18.332456] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_daily_returns'] [2025-11-21T16:41:18.518198] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:18.706262] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:18.895120] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:41:19.084448] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:19.269896] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:19.459521] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:19.647589] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:19.837383] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:20.026499] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:41:20.214342] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:41:20.214525] [INFO ] [CONFIGURE ] KOP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:41:20.214572] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3224 tests [2025-11-21T16:41:20.214610] [INFO ] [CONFIGURE ] KOP: Testing feature 4/29: add_ema [2025-11-21T16:41:20.214661] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema'] [2025-11-21T16:41:20.436693] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:20.665049] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:20.873699] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:21.082091] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:21.289311] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:21.499062] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:21.711789] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:21.935185] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:22.152321] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:22.372964] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:22.373178] [INFO ] [CONFIGURE ] KOP: KEPT add_ema (score: 60.00%) [2025-11-21T16:41:22.373227] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3223 tests [2025-11-21T16:41:22.373266] [INFO ] [CONFIGURE ] KOP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:41:22.373301] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:41:22.631524] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:22.888068] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:23.142751] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:23.397325] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:23.664395] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:23.987326] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:24.393307] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:41:24.736921] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:25.030722] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:41:25.309505] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:25.309744] [INFO ] [CONFIGURE ] KOP: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T16:41:25.309813] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3222 tests [2025-11-21T16:41:25.309872] [INFO ] [CONFIGURE ] KOP: Testing feature 6/29: add_failed_moves [2025-11-21T16:41:25.309919] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T16:41:25.544219] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:25.767565] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:25.987861] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:26.208846] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:26.447506] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:26.681231] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:26.919601] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:27.156633] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:27.385886] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:27.618156] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:27.618352] [INFO ] [CONFIGURE ] KOP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:41:27.618413] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3221 tests [2025-11-21T16:41:27.618454] [INFO ] [CONFIGURE ] KOP: Testing feature 7/29: add_lag_shelf [2025-11-21T16:41:27.618491] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T16:41:27.832010] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:28.046364] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:28.257879] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:28.467714] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:28.677989] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:28.888172] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:29.100252] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:29.312058] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:29.523061] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:29.742234] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:29.742412] [INFO ] [CONFIGURE ] KOP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:41:29.742462] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3220 tests [2025-11-21T16:41:29.742501] [INFO ] [CONFIGURE ] KOP: Testing feature 8/29: add_macd [2025-11-21T16:41:29.742536] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T16:41:30.037674] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:41:30.329891] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:30.626491] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:30.904444] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:31.202825] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:31.485837] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:41:31.779080] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:32.072573] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:32.380025] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:32.700396] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:32.700620] [INFO ] [CONFIGURE ] KOP: KEPT add_macd (score: 80.00%) [2025-11-21T16:41:32.700710] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3219 tests [2025-11-21T16:41:32.700762] [INFO ] [CONFIGURE ] KOP: Testing feature 9/29: add_mfi [2025-11-21T16:41:32.700809] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T16:41:33.043677] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:41:33.383330] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:33.727294] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:34.066764] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:34.408954] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:34.755099] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:35.096265] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:35.439976] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:41:35.792060] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:36.145486] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:41:36.145759] [INFO ] [CONFIGURE ] KOP: KEPT add_mfi (score: 90.00%) [2025-11-21T16:41:36.145833] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3218 tests [2025-11-21T16:41:36.145886] [INFO ] [CONFIGURE ] KOP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:41:36.145938] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:41:36.571039] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:37.007809] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:37.447542] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:37.883368] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:38.318610] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:38.768240] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:39.200258] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:39.642580] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:41:40.092000] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:40.514833] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:40.515021] [INFO ] [CONFIGURE ] KOP: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T16:41:40.515084] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3217 tests [2025-11-21T16:41:40.515258] [INFO ] [CONFIGURE ] KOP: Testing feature 11/29: add_obv_daily [2025-11-21T16:41:40.515317] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_daily'] [2025-11-21T16:41:40.840901] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:41.188544] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:41.510512] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:41.844952] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:42.182566] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:42.516902] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:42.860729] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:43.194407] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:41:43.533524] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:43.879842] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:43.880038] [INFO ] [CONFIGURE ] KOP: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T16:41:43.880097] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3216 tests [2025-11-21T16:41:43.880155] [INFO ] [CONFIGURE ] KOP: Testing feature 12/29: add_obv_interval [2025-11-21T16:41:43.880204] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_obv_interval'] [2025-11-21T16:41:44.220810] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:44.563533] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:44.905417] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:45.231440] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:45.562845] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:41:45.889598] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:46.215090] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:46.545104] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:41:46.870050] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:47.205365] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:47.205570] [INFO ] [CONFIGURE ] KOP: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:41:47.205626] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3215 tests [2025-11-21T16:41:47.205698] [INFO ] [CONFIGURE ] KOP: Testing feature 13/29: add_opening_strength [2025-11-21T16:41:47.205743] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:41:47.531720] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:41:47.862113] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:48.193301] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:48.526235] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:48.859529] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:49.198196] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:49.539006] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:49.894303] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:41:50.253989] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:50.620953] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:50.621164] [INFO ] [CONFIGURE ] KOP: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T16:41:50.621227] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3214 tests [2025-11-21T16:41:50.621294] [INFO ] [CONFIGURE ] KOP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:41:50.621346] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-21T16:41:50.982839] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:41:51.366565] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:51.750549] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:52.136455] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:52.525209] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:52.907993] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:53.269016] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:53.618390] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:41:53.967136] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:54.330552] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:41:54.330761] [INFO ] [CONFIGURE ] KOP: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-21T16:41:54.330821] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3213 tests [2025-11-21T16:41:54.330869] [INFO ] [CONFIGURE ] KOP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:41:54.330910] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-21T16:41:54.632015] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:41:54.955073] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:55.280901] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:55.607210] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:55.925719] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:56.244133] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:56.570625] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:41:56.890987] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:41:57.211567] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:41:57.521967] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:41:57.522163] [INFO ] [CONFIGURE ] KOP: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T16:41:57.522219] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3212 tests [2025-11-21T16:41:57.522266] [INFO ] [CONFIGURE ] KOP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:41:57.522307] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-21T16:41:57.853722] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:41:58.191360] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:41:58.522276] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:41:58.849883] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:41:59.186300] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:41:59.519781] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:41:59.850405] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:00.189385] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:42:00.525574] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:00.861684] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:00.861908] [INFO ] [CONFIGURE ] KOP: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-21T16:42:00.861967] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3211 tests [2025-11-21T16:42:00.862013] [INFO ] [CONFIGURE ] KOP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:42:00.862055] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_return_2d'] [2025-11-21T16:42:01.835732] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:42:02.381751] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:02.746727] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:03.127249] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:03.500512] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:03.868845] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:04.260082] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:04.632870] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:42:05.006018] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:05.374033] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:05.374262] [INFO ] [CONFIGURE ] KOP: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T16:42:05.374322] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3210 tests [2025-11-21T16:42:05.374361] [INFO ] [CONFIGURE ] KOP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:42:05.374397] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-21T16:42:05.682974] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:42:05.987559] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:06.293212] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:06.602104] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:06.909836] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:07.220416] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:07.527834] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:07.854478] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:42:08.192534] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:08.534706] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:08.534893] [INFO ] [CONFIGURE ] KOP: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:42:08.534949] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3209 tests [2025-11-21T16:42:08.534992] [INFO ] [CONFIGURE ] KOP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:42:08.535041] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-21T16:42:08.851020] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:09.168134] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:09.483874] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:09.806241] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:10.168900] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:10.529848] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:42:10.899811] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:11.293574] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:42:11.791628] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:12.230859] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:12.231095] [INFO ] [CONFIGURE ] KOP: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-21T16:42:12.231151] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3208 tests [2025-11-21T16:42:12.231197] [INFO ] [CONFIGURE ] KOP: Testing feature 20/29: add_price_rejection [2025-11-21T16:42:12.231242] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_price_rejection'] [2025-11-21T16:42:12.560300] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:12.883418] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:13.206827] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:13.538007] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:13.872721] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:14.199979] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:14.558441] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:14.926784] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:42:15.284341] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:15.643361] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:15.643579] [INFO ] [CONFIGURE ] KOP: DISCARDED add_price_rejection (score: 90.00%) [2025-11-21T16:42:15.643659] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3207 tests [2025-11-21T16:42:15.643712] [INFO ] [CONFIGURE ] KOP: Testing feature 21/29: add_range_position [2025-11-21T16:42:15.643756] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_range_position'] [2025-11-21T16:42:16.017593] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:42:16.392002] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:16.767907] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:17.163998] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:17.527332] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:17.899678] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:18.284067] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:18.668767] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:42:19.049178] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:19.418122] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:19.418337] [INFO ] [CONFIGURE ] KOP: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:42:19.418398] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3206 tests [2025-11-21T16:42:19.418449] [INFO ] [CONFIGURE ] KOP: Testing feature 22/29: add_realized_volatility [2025-11-21T16:42:19.418495] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_realized_volatility'] [2025-11-21T16:42:19.894163] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:20.345242] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:20.785160] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:21.239157] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:21.680547] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:22.128961] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:22.577029] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:23.036754] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:42:23.502149] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:23.961295] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:23.961566] [INFO ] [CONFIGURE ] KOP: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T16:42:23.961627] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3205 tests [2025-11-21T16:42:23.961700] [INFO ] [CONFIGURE ] KOP: Testing feature 23/29: add_recent_range_context [2025-11-21T16:42:23.961748] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_recent_range_context'] [2025-11-21T16:42:24.281351] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:42:24.610893] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:24.944823] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:25.265202] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:25.581002] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:25.896423] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:26.221245] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:26.543794] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:42:26.874221] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:27.196705] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:27.196897] [INFO ] [CONFIGURE ] KOP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T16:42:27.196957] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3204 tests [2025-11-21T16:42:27.197006] [INFO ] [CONFIGURE ] KOP: Testing feature 24/29: add_rsi [2025-11-21T16:42:27.197050] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_rsi'] [2025-11-21T16:42:27.536247] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:42:27.883693] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:28.235115] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:28.581659] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:28.933046] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:29.274236] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:42:29.622861] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:29.978845] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:42:30.333396] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:30.692300] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:30.692503] [INFO ] [CONFIGURE ] KOP: DISCARDED add_rsi (score: 80.00%) [2025-11-21T16:42:30.692562] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3203 tests [2025-11-21T16:42:30.692610] [INFO ] [CONFIGURE ] KOP: Testing feature 25/29: add_tick_distribution [2025-11-21T16:42:30.692678] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_tick_distribution'] [2025-11-21T16:42:31.041946] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:42:31.384452] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:31.706156] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:32.028188] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:32.347526] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:32.671278] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:33.006073] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:33.338316] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:42:33.662420] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:33.980589] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:33.980795] [INFO ] [CONFIGURE ] KOP: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T16:42:33.980853] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3202 tests [2025-11-21T16:42:33.980899] [INFO ] [CONFIGURE ] KOP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:42:33.980940] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-21T16:42:34.298894] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:34.637160] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:35.014442] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:35.364249] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:35.693578] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:36.021776] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:36.350861] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:36.697481] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:42:37.033285] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:37.385119] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:37.385324] [INFO ] [CONFIGURE ] KOP: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-21T16:42:37.385385] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3201 tests [2025-11-21T16:42:37.385438] [INFO ] [CONFIGURE ] KOP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:42:37.385486] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_price_divergence'] [2025-11-21T16:42:37.717852] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-05, Predicted=1.0, Actual=0 [2025-11-21T16:42:38.056090] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:38.423280] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:38.758046] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:39.089912] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:39.426888] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:39.756489] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:40.082218] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:42:40.413811] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:40.741182] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:40.741367] [INFO ] [CONFIGURE ] KOP: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T16:42:40.741427] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3200 tests [2025-11-21T16:42:40.741474] [INFO ] [CONFIGURE ] KOP: Testing feature 28/29: add_volume_profile [2025-11-21T16:42:40.741517] [INFO ] [CONFIGURE ] KOP: Testing with features: ['add_ema', 'add_vwap', 'add_macd', 'add_mfi', 'add_volume_profile'] [2025-11-21T16:42:41.073058] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:41.412084] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:41.745413] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:42:42.103123] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:42:42.472256] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:42.813241] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:43.145459] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:42:43.475530] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T16:42:43.813723] [DEBUG] [FORECASTER] KOP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:44.156425] [DEBUG] [FORECASTER] KOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:44.156704] [INFO ] [CONFIGURE ] KOP: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T16:42:44.156765] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3199 tests [2025-11-21T16:42:44.156814] [INFO ] [CONFIGURE ] KOP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:42:44.156856] [INFO ] [CONFIGURE ] KOP: Best accuracy: 90.00% [2025-11-21T16:42:44.156898] [INFO ] [CONFIGURE ] KOP: Best feature set (4 features): ['add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T16:42:44.156937] [INFO ] [CONFIGURE ] KOP: Improvement over baseline: 40.00% [2025-11-21T16:42:44.156974] [INFO ] [CONFIGURE ] KOP: Total time: 1.5 minutes [2025-11-21T16:42:44.157011] [INFO ] [CONFIGURE ] KOP: Average time per feature: 3.2 seconds [2025-11-21T16:42:44.157048] [INFO ] [CONFIGURE ] KOP: Average speed: 0.32 features/sec [2025-11-21T16:42:44.157541] [INFO ] [LOCAL ] Saved configuration for KOP: 4 features, 90.00% accuracy -> ./output/feature-sets/KOP.json [2025-11-21T16:42:44.157599] [INFO ] [CONFIGURE ] KOP: Configuration saved successfully: 4 features, 90.00% accuracy. [2025-11-21T16:42:44.157666] [INFO ] [sig ] [619/723] Successfully configured KOP | 0.01 sym/s | Total: 14.1h | ETA: 2.4h [2025-11-21T16:42:44.157717] [INFO ] [sig ] [620/723] Configuring KORE... [2025-11-21T16:42:44.157757] [INFO ] [CONFIGURE ] KORE: Configurate test run. [2025-11-21T16:42:44.157796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'. [2025-11-21T16:42:44.263782] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KORE'. [2025-11-21T16:42:44.264124] [INFO ] [CONFIGURE ] KORE: Testing with 29 available features [2025-11-21T16:42:44.264185] [INFO ] [CONFIGURE ] KORE: Establishing baseline with no features... [2025-11-21T16:42:44.418422] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:44.573555] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:42:44.730336] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:42:44.890696] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:42:45.046477] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:45.202183] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:45.362069] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:42:45.518345] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:42:45.675955] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:45.833873] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:45.834016] [INFO ] [CONFIGURE ] KORE: Baseline score (no features): 60.00% [2025-11-21T16:42:45.834064] [INFO ] [CONFIGURE ] KORE: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:42:45.834100] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:42:46.022122] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:46.211401] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:42:46.398186] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:42:46.585347] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:42:46.777446] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:46.967093] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:42:47.158080] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:42:47.366057] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:42:47.586282] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:42:47.806393] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:47.806588] [INFO ] [CONFIGURE ] KORE: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T16:42:47.806667] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3198 tests [2025-11-21T16:42:47.806757] [INFO ] [CONFIGURE ] KORE: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:42:47.806813] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_cumulative_delta'] [2025-11-21T16:42:48.013705] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:48.207591] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:42:48.419085] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:42:48.629088] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:42:48.839842] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:42:49.038560] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:42:49.236986] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:42:49.445325] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:42:49.653085] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:42:49.865437] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:49.865615] [INFO ] [CONFIGURE ] KORE: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T16:42:49.865685] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3197 tests [2025-11-21T16:42:49.865765] [INFO ] [CONFIGURE ] KORE: Testing feature 3/29: add_daily_returns [2025-11-21T16:42:49.865817] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns'] [2025-11-21T16:42:50.048465] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:50.230428] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:42:50.414227] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:42:50.597051] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:42:50.788424] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:50.979530] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:42:51.167192] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:42:51.352214] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:42:51.538890] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:42:51.730972] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:42:51.731158] [INFO ] [CONFIGURE ] KORE: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T16:42:51.731208] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3196 tests [2025-11-21T16:42:51.731247] [INFO ] [CONFIGURE ] KORE: Testing feature 4/29: add_ema [2025-11-21T16:42:51.731281] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_ema'] [2025-11-21T16:42:51.957834] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:52.176017] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:42:52.387812] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:42:52.595257] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:42:52.806759] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:53.019132] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:42:53.230762] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:42:53.443153] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:42:53.659774] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:42:53.872713] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:53.872907] [INFO ] [CONFIGURE ] KORE: DISCARDED add_ema (score: 60.00%) [2025-11-21T16:42:53.872957] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3195 tests [2025-11-21T16:42:53.873000] [INFO ] [CONFIGURE ] KORE: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:42:53.873037] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:42:54.086538] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:54.311009] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:42:54.544080] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:42:54.776965] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:42:55.010015] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:42:55.243666] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:42:55.475489] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:42:55.704505] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:42:55.940261] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:56.167320] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:56.167521] [INFO ] [CONFIGURE ] KORE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T16:42:56.167579] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3194 tests [2025-11-21T16:42:56.167625] [INFO ] [CONFIGURE ] KORE: Testing feature 6/29: add_failed_moves [2025-11-21T16:42:56.167686] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_failed_moves'] [2025-11-21T16:42:56.332265] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:56.518009] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:42:56.699098] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:42:56.893092] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:42:57.085298] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:57.281771] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:57.457865] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:42:57.636300] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:42:57.825867] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:58.009982] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:58.010215] [INFO ] [CONFIGURE ] KORE: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T16:42:58.010266] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3193 tests [2025-11-21T16:42:58.010305] [INFO ] [CONFIGURE ] KORE: Testing feature 7/29: add_lag_shelf [2025-11-21T16:42:58.010341] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_lag_shelf'] [2025-11-21T16:42:58.171514] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:42:58.325678] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:42:58.489165] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:42:58.646131] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:42:58.804525] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:42:58.976898] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:42:59.139671] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:42:59.307076] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:42:59.481240] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:42:59.651914] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:42:59.652087] [INFO ] [CONFIGURE ] KORE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:42:59.652135] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3192 tests [2025-11-21T16:42:59.652174] [INFO ] [CONFIGURE ] KORE: Testing feature 8/29: add_macd [2025-11-21T16:42:59.652213] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T16:42:59.913546] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:00.164218] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:01.080864] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:01.468260] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:01.717051] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:01.964725] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:02.223462] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:02.472914] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:02.720029] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:02.973099] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:02.973299] [INFO ] [CONFIGURE ] KORE: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:43:02.973357] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3191 tests [2025-11-21T16:43:02.973403] [INFO ] [CONFIGURE ] KORE: Testing feature 9/29: add_mfi [2025-11-21T16:43:02.973444] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_mfi'] [2025-11-21T16:43:03.141787] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:03.314708] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:03.490260] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:03.666899] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:03.845993] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:04.038555] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:04.214401] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:04.412633] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:04.592219] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:43:04.766701] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:04.766893] [INFO ] [CONFIGURE ] KORE: DISCARDED add_mfi (score: 50.00%) [2025-11-21T16:43:04.766941] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3190 tests [2025-11-21T16:43:04.766979] [INFO ] [CONFIGURE ] KORE: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:43:04.767013] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:43:05.029786] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:05.298425] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:05.566399] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:05.857708] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:06.123900] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:06.391740] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:06.659779] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:06.931624] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:07.192495] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:43:07.448351] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:07.448573] [INFO ] [CONFIGURE ] KORE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:43:07.448634] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3189 tests [2025-11-21T16:43:07.448703] [INFO ] [CONFIGURE ] KORE: Testing feature 11/29: add_obv_daily [2025-11-21T16:43:07.448748] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_obv_daily'] [2025-11-21T16:43:07.620785] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:07.794911] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:07.971432] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:08.153822] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:08.334392] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:08.518860] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:43:08.695869] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:08.879449] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:09.070411] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:09.266240] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:09.266459] [INFO ] [CONFIGURE ] KORE: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T16:43:09.266521] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3188 tests [2025-11-21T16:43:09.266575] [INFO ] [CONFIGURE ] KORE: Testing feature 12/29: add_obv_interval [2025-11-21T16:43:09.266623] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_obv_interval'] [2025-11-21T16:43:09.445252] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:09.625582] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:09.817538] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:09.992845] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:10.168665] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:10.339266] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:43:10.518775] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:10.692914] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:10.864828] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:11.039400] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:11.039570] [INFO ] [CONFIGURE ] KORE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:43:11.039617] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3187 tests [2025-11-21T16:43:11.039675] [INFO ] [CONFIGURE ] KORE: Testing feature 13/29: add_opening_strength [2025-11-21T16:43:11.039739] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T16:43:11.232705] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:11.430258] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:11.620994] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:11.816182] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:12.033827] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:12.248751] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:12.453401] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:12.653343] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:12.853461] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:13.059293] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:13.059462] [INFO ] [CONFIGURE ] KORE: KEPT add_opening_strength (score: 80.00%) [2025-11-21T16:43:13.059508] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3186 tests [2025-11-21T16:43:13.059547] [INFO ] [CONFIGURE ] KORE: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:43:13.059583] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T16:43:13.280033] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:13.499099] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:13.748718] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:13.996665] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:14.241335] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:14.465598] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:14.689251] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:43:14.914095] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:15.135005] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:15.361329] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:15.361518] [INFO ] [CONFIGURE ] KORE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T16:43:15.361585] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3185 tests [2025-11-21T16:43:15.361631] [INFO ] [CONFIGURE ] KORE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:43:15.361698] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T16:43:15.564786] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:15.772482] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:15.982681] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:16.186057] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:16.391635] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:16.596083] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:16.800549] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:17.005502] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:17.209558] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:17.419071] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:17.419262] [INFO ] [CONFIGURE ] KORE: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T16:43:17.419311] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3184 tests [2025-11-21T16:43:17.419348] [INFO ] [CONFIGURE ] KORE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:43:17.419382] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T16:43:17.645971] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:17.878530] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:18.107954] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:18.354983] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:18.636250] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:18.951168] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:19.228955] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:19.489565] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:19.756129] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:19.987695] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:19.987905] [INFO ] [CONFIGURE ] KORE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T16:43:19.987967] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3183 tests [2025-11-21T16:43:19.988017] [INFO ] [CONFIGURE ] KORE: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:43:19.988064] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T16:43:20.208035] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:20.428710] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:20.649180] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:20.874665] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:21.121412] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:21.355798] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:21.589048] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:43:21.821308] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:22.057069] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:22.288790] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:22.289038] [INFO ] [CONFIGURE ] KORE: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T16:43:22.289099] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3182 tests [2025-11-21T16:43:22.289144] [INFO ] [CONFIGURE ] KORE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:43:22.289187] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T16:43:22.500148] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:22.701543] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:22.910508] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:23.110350] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:23.309597] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:23.520331] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:23.724689] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:43:23.932430] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:24.139797] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:43:24.347316] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:24.347496] [INFO ] [CONFIGURE ] KORE: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T16:43:24.347545] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3181 tests [2025-11-21T16:43:24.347589] [INFO ] [CONFIGURE ] KORE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:43:24.347631] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T16:43:24.546710] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:24.749608] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:24.949528] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:25.157517] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:25.356043] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:25.554869] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:25.755157] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:25.955715] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:26.156673] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:26.356525] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:26.356707] [INFO ] [CONFIGURE ] KORE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:43:26.356774] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3180 tests [2025-11-21T16:43:26.356827] [INFO ] [CONFIGURE ] KORE: Testing feature 20/29: add_price_rejection [2025-11-21T16:43:26.356874] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T16:43:26.575339] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:26.796917] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:27.015984] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:27.234117] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:27.460372] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:27.679701] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:27.915307] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:28.153938] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:28.391698] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:28.632448] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:28.632690] [INFO ] [CONFIGURE ] KORE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:43:28.632751] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3179 tests [2025-11-21T16:43:28.632819] [INFO ] [CONFIGURE ] KORE: Testing feature 21/29: add_range_position [2025-11-21T16:43:28.632864] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T16:43:28.889810] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:29.138588] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:29.386822] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:29.647078] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:29.897555] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:30.142990] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:30.397296] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:43:30.664529] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:30.909663] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:31.145312] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:31.145517] [INFO ] [CONFIGURE ] KORE: DISCARDED add_range_position (score: 50.00%) [2025-11-21T16:43:31.145576] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3178 tests [2025-11-21T16:43:31.145619] [INFO ] [CONFIGURE ] KORE: Testing feature 22/29: add_realized_volatility [2025-11-21T16:43:31.145682] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T16:43:31.459288] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:31.772228] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:32.104167] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:32.427083] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:32.775947] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:33.094708] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:33.429427] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:33.765149] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:34.122889] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:34.466570] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:34.466805] [INFO ] [CONFIGURE ] KORE: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T16:43:34.466892] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3177 tests [2025-11-21T16:43:34.466962] [INFO ] [CONFIGURE ] KORE: Testing feature 23/29: add_recent_range_context [2025-11-21T16:43:34.467012] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T16:43:34.698816] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:34.935881] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:35.174392] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:35.409905] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:35.649518] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:35.891431] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:36.131384] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:36.376789] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:36.637823] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:36.884677] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:36.884871] [INFO ] [CONFIGURE ] KORE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T16:43:36.884934] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3176 tests [2025-11-21T16:43:36.884982] [INFO ] [CONFIGURE ] KORE: Testing feature 24/29: add_rsi [2025-11-21T16:43:36.885021] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T16:43:37.184685] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:37.473260] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:43:37.756753] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:38.042461] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:38.331030] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:38.612854] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:38.903012] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:43:39.192076] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:39.469830] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:43:39.742029] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:39.742230] [INFO ] [CONFIGURE ] KORE: DISCARDED add_rsi (score: 70.00%) [2025-11-21T16:43:39.742290] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3175 tests [2025-11-21T16:43:39.742340] [INFO ] [CONFIGURE ] KORE: Testing feature 25/29: add_tick_distribution [2025-11-21T16:43:39.742385] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T16:43:39.953004] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:40.158503] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:40.361918] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:40.565252] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:40.769784] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:40.996015] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:41.214848] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:41.435032] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:41.658751] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:41.891590] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:41.891794] [INFO ] [CONFIGURE ] KORE: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T16:43:41.891854] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3174 tests [2025-11-21T16:43:41.891904] [INFO ] [CONFIGURE ] KORE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:43:41.891949] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T16:43:42.100527] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:42.303179] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:42.509734] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:42.723268] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:42.931668] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:43:43.135505] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:43.352925] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:43:43.584114] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:43.818318] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:44.063637] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:44.063858] [INFO ] [CONFIGURE ] KORE: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:43:44.063918] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3173 tests [2025-11-21T16:43:44.063967] [INFO ] [CONFIGURE ] KORE: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:43:44.064013] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T16:43:44.164378] [FATAL] [FORECASTER] Failed to test lookback=11: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:44.263106] [FATAL] [FORECASTER] Failed to test lookback=10: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:44.363019] [FATAL] [FORECASTER] Failed to test lookback=9: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:44.463042] [FATAL] [FORECASTER] Failed to test lookback=8: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:44.562603] [FATAL] [FORECASTER] Failed to test lookback=7: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:44.665325] [FATAL] [FORECASTER] Failed to test lookback=6: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:44.768099] [FATAL] [FORECASTER] Failed to test lookback=5: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:44.868856] [FATAL] [FORECASTER] Failed to test lookback=4: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:44.970305] [FATAL] [FORECASTER] Failed to test lookback=3: [16:43:44] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:45.071288] [FATAL] [FORECASTER] Failed to test lookback=2: [16:43:45] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7ff173aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7ff173deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7ff173de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7ff173dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7ff173d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7ff1739b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7ff19ca14056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7ff19ca0f74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7ff19ca1264e] [2025-11-21T16:43:45.071557] [INFO ] [CONFIGURE ] KORE: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T16:43:45.071616] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3172 tests [2025-11-21T16:43:45.071679] [INFO ] [CONFIGURE ] KORE: Testing feature 28/29: add_volume_profile [2025-11-21T16:43:45.071725] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T16:43:45.312423] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:45.552734] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:45.769326] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:45.994470] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:46.214057] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:46.447033] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:46.670407] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:46.893425] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:47.132485] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:47.353334] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:47.353552] [INFO ] [CONFIGURE ] KORE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T16:43:47.353610] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3171 tests [2025-11-21T16:43:47.353700] [INFO ] [CONFIGURE ] KORE: Testing feature 29/29: add_vwap [2025-11-21T16:43:47.353747] [INFO ] [CONFIGURE ] KORE: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T16:43:47.575847] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-05, Predicted=0.0, Actual=0 [2025-11-21T16:43:47.799319] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:48.024198] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:43:48.246983] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:48.471825] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:48.694916] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:48.914858] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:43:49.139358] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:43:49.361784] [DEBUG] [FORECASTER] KORE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:49.585405] [DEBUG] [FORECASTER] KORE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:43:49.585600] [INFO ] [CONFIGURE ] KORE: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:43:49.585676] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3170 tests [2025-11-21T16:43:49.585726] [INFO ] [CONFIGURE ] KORE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:43:49.585767] [INFO ] [CONFIGURE ] KORE: Best accuracy: 80.00% [2025-11-21T16:43:49.585808] [INFO ] [CONFIGURE ] KORE: Best feature set (2 features): ['add_daily_returns', 'add_opening_strength'] [2025-11-21T16:43:49.585847] [INFO ] [CONFIGURE ] KORE: Improvement over baseline: 20.00% [2025-11-21T16:43:49.585883] [INFO ] [CONFIGURE ] KORE: Total time: 1.1 minutes [2025-11-21T16:43:49.585919] [INFO ] [CONFIGURE ] KORE: Average time per feature: 2.2 seconds [2025-11-21T16:43:49.585955] [INFO ] [CONFIGURE ] KORE: Average speed: 0.45 features/sec [2025-11-21T16:43:49.586440] [INFO ] [LOCAL ] Saved configuration for KORE: 2 features, 80.00% accuracy -> ./output/feature-sets/KORE.json [2025-11-21T16:43:49.586498] [INFO ] [CONFIGURE ] KORE: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T16:43:49.586546] [INFO ] [sig ] [620/723] Successfully configured KORE | 0.01 sym/s | Total: 14.2h | ETA: 2.4h [2025-11-21T16:43:49.586590] [INFO ] [sig ] [621/723] Configuring KOS... [2025-11-21T16:43:49.586630] [INFO ] [CONFIGURE ] KOS: Configurate test run. [2025-11-21T16:43:49.586695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-11-21T16:43:49.632450] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KOS'. [2025-11-21T16:43:49.632907] [INFO ] [CONFIGURE ] KOS: Testing with 29 available features [2025-11-21T16:43:49.632974] [INFO ] [CONFIGURE ] KOS: Establishing baseline with no features... [2025-11-21T16:43:49.802548] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:43:49.976254] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:43:50.160620] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:43:50.330916] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:43:50.506595] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:50.680318] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:43:50.859375] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:43:51.033576] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:43:51.206563] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:43:51.378284] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:51.378451] [INFO ] [CONFIGURE ] KOS: Baseline score (no features): 60.00% [2025-11-21T16:43:51.378498] [INFO ] [CONFIGURE ] KOS: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:43:51.378534] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:43:51.584860] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:43:51.805326] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:43:52.012873] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:43:52.218262] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:52.430496] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:52.641926] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:43:52.862879] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:43:53.073527] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:43:53.280764] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:53.487322] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:53.487502] [INFO ] [CONFIGURE ] KOS: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T16:43:53.487550] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3169 tests [2025-11-21T16:43:53.487586] [INFO ] [CONFIGURE ] KOS: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:43:53.487621] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:43:53.725827] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:43:53.964771] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:43:54.201544] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:43:54.440851] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:54.679957] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:54.921773] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:43:55.158606] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:43:55.396118] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:43:55.639169] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:55.879985] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:55.880201] [INFO ] [CONFIGURE ] KOS: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T16:43:55.880261] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3168 tests [2025-11-21T16:43:55.880309] [INFO ] [CONFIGURE ] KOS: Testing feature 3/29: add_daily_returns [2025-11-21T16:43:55.880354] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T16:43:56.135809] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:43:56.393072] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:43:56.664373] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:43:56.946050] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:57.210094] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:43:57.468233] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:43:57.727674] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:43:57.983989] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:43:58.240358] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:43:58.493831] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:43:58.494016] [INFO ] [CONFIGURE ] KOS: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T16:43:58.494071] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3167 tests [2025-11-21T16:43:58.494120] [INFO ] [CONFIGURE ] KOS: Testing feature 4/29: add_ema [2025-11-21T16:43:58.494157] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T16:43:58.792805] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:43:59.083487] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:43:59.367459] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:43:59.648099] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:43:59.933799] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:00.221935] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:01.184476] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:01.583691] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:01.873625] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:02.181370] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:02.181593] [INFO ] [CONFIGURE ] KOS: DISCARDED add_ema (score: 80.00%) [2025-11-21T16:44:02.181672] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3166 tests [2025-11-21T16:44:02.181722] [INFO ] [CONFIGURE ] KOS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:44:02.181766] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:44:02.455907] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:02.733139] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:03.028097] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:03.301431] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:03.581623] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:03.863966] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:04.145498] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:04.428133] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:04.716837] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:05.001384] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:05.001581] [INFO ] [CONFIGURE ] KOS: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T16:44:05.001773] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3165 tests [2025-11-21T16:44:05.002003] [INFO ] [CONFIGURE ] KOS: Testing feature 6/29: add_failed_moves [2025-11-21T16:44:05.002046] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T16:44:05.243897] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:05.495165] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:05.791937] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:06.126775] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:06.428338] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:06.693343] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:06.935914] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:07.182607] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:07.433389] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:07.681722] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:07.681916] [INFO ] [CONFIGURE ] KOS: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:44:07.681975] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3164 tests [2025-11-21T16:44:07.682025] [INFO ] [CONFIGURE ] KOS: Testing feature 7/29: add_lag_shelf [2025-11-21T16:44:07.682070] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T16:44:07.940249] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:08.196013] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:08.445911] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:08.712543] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:44:09.002158] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:09.290948] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:09.543782] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:44:09.808104] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:10.076673] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:10.332737] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:10.332969] [INFO ] [CONFIGURE ] KOS: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T16:44:10.333031] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3163 tests [2025-11-21T16:44:10.333081] [INFO ] [CONFIGURE ] KOS: Testing feature 8/29: add_macd [2025-11-21T16:44:10.333125] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T16:44:10.693437] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:11.022864] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T16:44:11.345307] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:11.672619] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:44:12.004759] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:12.344202] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:12.685385] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:44:13.020500] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:13.361544] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:44:13.721760] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:13.722022] [INFO ] [CONFIGURE ] KOS: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:44:13.722098] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3162 tests [2025-11-21T16:44:13.722171] [INFO ] [CONFIGURE ] KOS: Testing feature 9/29: add_mfi [2025-11-21T16:44:13.722249] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T16:44:13.999969] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:14.267153] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:14.531432] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:14.795421] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:15.058700] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:15.320261] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:15.578833] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:44:15.841496] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:16.118333] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:16.378141] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:16.378362] [INFO ] [CONFIGURE ] KOS: DISCARDED add_mfi (score: 80.00%) [2025-11-21T16:44:16.378421] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3161 tests [2025-11-21T16:44:16.378468] [INFO ] [CONFIGURE ] KOS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:44:16.378511] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:44:16.733878] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:17.084049] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:17.443928] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:17.807085] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:18.186861] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:18.559171] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:18.901693] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:19.258717] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:19.603905] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:19.949509] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:19.949733] [INFO ] [CONFIGURE ] KOS: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T16:44:19.949794] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3160 tests [2025-11-21T16:44:19.949841] [INFO ] [CONFIGURE ] KOS: Testing feature 11/29: add_obv_daily [2025-11-21T16:44:19.949931] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T16:44:20.239317] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:20.531545] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:20.824688] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:21.105332] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:21.384910] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:21.661733] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:21.941845] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:22.219981] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:22.495118] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:22.782448] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:22.782639] [INFO ] [CONFIGURE ] KOS: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T16:44:22.782720] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3159 tests [2025-11-21T16:44:22.782769] [INFO ] [CONFIGURE ] KOS: Testing feature 12/29: add_obv_interval [2025-11-21T16:44:22.782812] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T16:44:23.064751] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:23.326930] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:23.584611] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:23.844109] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:24.114212] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:24.374533] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:24.634267] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:24.893577] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:25.154444] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:44:25.410098] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:25.410299] [INFO ] [CONFIGURE ] KOS: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T16:44:25.410356] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3158 tests [2025-11-21T16:44:25.410403] [INFO ] [CONFIGURE ] KOS: Testing feature 13/29: add_opening_strength [2025-11-21T16:44:25.410445] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:44:25.699223] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:25.996930] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:26.303240] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:26.593172] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:26.878388] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:27.175699] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:27.492140] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:27.790346] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:28.086490] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:28.374715] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:28.374886] [INFO ] [CONFIGURE ] KOS: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T16:44:28.374946] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3157 tests [2025-11-21T16:44:28.374995] [INFO ] [CONFIGURE ] KOS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:44:28.375039] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T16:44:28.646356] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:28.932021] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:29.225149] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:29.513807] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:44:29.799619] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:30.067807] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:30.365380] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:30.637760] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:30.908051] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:44:31.181623] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:31.181837] [INFO ] [CONFIGURE ] KOS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T16:44:31.181897] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3156 tests [2025-11-21T16:44:31.181958] [INFO ] [CONFIGURE ] KOS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:44:31.182015] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T16:44:31.437810] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:31.701312] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:31.957746] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:32.205003] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:32.476380] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:32.737774] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:32.992027] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:33.247906] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:33.515475] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:33.770876] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:33.771065] [INFO ] [CONFIGURE ] KOS: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T16:44:33.771123] [INFO ] [CONFIGURE ] JOB ETA: 2.5h | Avg: 2.8s/test | Remaining: 3155 tests [2025-11-21T16:44:33.771169] [INFO ] [CONFIGURE ] KOS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:44:33.771211] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T16:44:34.046378] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:34.336307] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:34.625674] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:34.900872] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:35.167749] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:35.434466] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:35.730287] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:36.003038] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:36.277515] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:36.550155] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:36.550369] [INFO ] [CONFIGURE ] KOS: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T16:44:36.550428] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3154 tests [2025-11-21T16:44:36.550475] [INFO ] [CONFIGURE ] KOS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:44:36.550524] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T16:44:36.831543] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:37.090298] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:37.349184] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:37.606236] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:37.865082] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:38.120026] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:38.385454] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:38.648072] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:38.914753] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:44:39.192694] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:39.192870] [INFO ] [CONFIGURE ] KOS: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T16:44:39.192928] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3153 tests [2025-11-21T16:44:39.192975] [INFO ] [CONFIGURE ] KOS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:44:39.193017] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T16:44:39.447336] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:39.697017] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:39.947062] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:40.197432] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:40.447902] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:40.699566] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:40.950792] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:41.203198] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:41.471004] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:41.726617] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:41.726818] [INFO ] [CONFIGURE ] KOS: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T16:44:41.726874] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3152 tests [2025-11-21T16:44:41.726919] [INFO ] [CONFIGURE ] KOS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:44:41.726961] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T16:44:41.974777] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:42.223700] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:42.473187] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:42.728357] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:43.020412] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:43.303721] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:43.576167] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:44:43.853243] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:44.132778] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:44.411112] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:44.411293] [INFO ] [CONFIGURE ] KOS: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T16:44:44.411351] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3151 tests [2025-11-21T16:44:44.411400] [INFO ] [CONFIGURE ] KOS: Testing feature 20/29: add_price_rejection [2025-11-21T16:44:44.411445] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T16:44:44.711326] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:44.975374] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:45.251908] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:45.526438] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:45.795085] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:46.060074] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:46.320622] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:46.584039] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:46.850034] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:47.118002] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:47.118206] [INFO ] [CONFIGURE ] KOS: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T16:44:47.118265] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3150 tests [2025-11-21T16:44:47.118313] [INFO ] [CONFIGURE ] KOS: Testing feature 21/29: add_range_position [2025-11-21T16:44:47.118357] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T16:44:47.395173] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:47.686613] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:47.963311] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:48.249437] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:48.541786] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:48.832240] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:49.115736] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:49.400204] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:49.691397] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:49.984339] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:49.984523] [INFO ] [CONFIGURE ] KOS: DISCARDED add_range_position (score: 70.00%) [2025-11-21T16:44:49.984583] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3149 tests [2025-11-21T16:44:49.984637] [INFO ] [CONFIGURE ] KOS: Testing feature 22/29: add_realized_volatility [2025-11-21T16:44:49.984702] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T16:44:50.355232] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:50.718538] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:51.101151] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:51.475697] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:51.858564] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:52.246410] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:52.646356] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:53.036280] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:53.423971] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:53.799777] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:53.800184] [INFO ] [CONFIGURE ] KOS: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T16:44:53.800242] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3148 tests [2025-11-21T16:44:53.800290] [INFO ] [CONFIGURE ] KOS: Testing feature 23/29: add_recent_range_context [2025-11-21T16:44:53.800333] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T16:44:54.102820] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:54.387673] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:54.657344] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:54.923961] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:55.197732] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:55.465156] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:44:55.745689] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:44:56.034987] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:56.306298] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:56.617145] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:56.617451] [INFO ] [CONFIGURE ] KOS: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T16:44:56.617519] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3147 tests [2025-11-21T16:44:56.617568] [INFO ] [CONFIGURE ] KOS: Testing feature 24/29: add_rsi [2025-11-21T16:44:56.617613] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T16:44:56.950516] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:44:57.267422] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:44:57.582385] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:44:57.939979] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:44:58.351152] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:44:58.668061] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:44:58.948597] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:44:59.223852] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:44:59.531942] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:44:59.830358] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:44:59.830546] [INFO ] [CONFIGURE ] KOS: DISCARDED add_rsi (score: 80.00%) [2025-11-21T16:44:59.830603] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3146 tests [2025-11-21T16:44:59.830665] [INFO ] [CONFIGURE ] KOS: Testing feature 25/29: add_tick_distribution [2025-11-21T16:44:59.830712] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T16:45:00.084527] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:00.347949] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:45:01.290817] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:01.612820] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:45:01.884398] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:45:02.177982] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:45:02.477578] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:45:02.764936] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:45:03.028740] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:45:03.298417] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:45:03.298618] [INFO ] [CONFIGURE ] KOS: KEPT add_tick_distribution (score: 90.00%) [2025-11-21T16:45:03.298706] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3145 tests [2025-11-21T16:45:03.298757] [INFO ] [CONFIGURE ] KOS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:45:03.298803] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-21T16:45:03.569185] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:03.846991] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:45:04.127399] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:04.404465] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:45:04.687939] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:45:04.975285] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:45:05.266290] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:45:05.556204] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:45:05.845719] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:45:06.140933] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:45:06.141148] [INFO ] [CONFIGURE ] KOS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T16:45:06.141227] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3144 tests [2025-11-21T16:45:06.141291] [INFO ] [CONFIGURE ] KOS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:45:06.141340] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-21T16:45:06.456041] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:06.762735] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:45:07.065278] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:07.388304] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:45:07.686140] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:45:07.983363] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:45:08.279602] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:45:08.584632] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:45:08.889369] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:45:09.198568] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:45:09.198792] [INFO ] [CONFIGURE ] KOS: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T16:45:09.198852] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3143 tests [2025-11-21T16:45:09.198901] [INFO ] [CONFIGURE ] KOS: Testing feature 28/29: add_volume_profile [2025-11-21T16:45:09.198943] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution', 'add_volume_profile'] [2025-11-21T16:45:09.472799] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:09.739306] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:45:10.004012] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:10.266123] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T16:45:10.532243] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:45:10.792730] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:45:11.047010] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:45:11.314794] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:45:11.592227] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:45:11.894693] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:45:11.894901] [INFO ] [CONFIGURE ] KOS: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T16:45:11.894982] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3142 tests [2025-11-21T16:45:11.895032] [INFO ] [CONFIGURE ] KOS: Testing feature 29/29: add_vwap [2025-11-21T16:45:11.895076] [INFO ] [CONFIGURE ] KOS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution', 'add_vwap'] [2025-11-21T16:45:12.173472] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:12.455786] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T16:45:12.762171] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:13.066624] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T16:45:13.375207] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T16:45:13.667327] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:45:13.950277] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:45:14.239631] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T16:45:14.519097] [DEBUG] [FORECASTER] KOS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:45:14.816170] [DEBUG] [FORECASTER] KOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:45:14.816389] [INFO ] [CONFIGURE ] KOS: DISCARDED add_vwap (score: 60.00%) [2025-11-21T16:45:14.816448] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3141 tests [2025-11-21T16:45:14.816498] [INFO ] [CONFIGURE ] KOS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:45:14.816539] [INFO ] [CONFIGURE ] KOS: Best accuracy: 90.00% [2025-11-21T16:45:14.816580] [INFO ] [CONFIGURE ] KOS: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T16:45:14.816619] [INFO ] [CONFIGURE ] KOS: Improvement over baseline: 30.00% [2025-11-21T16:45:14.816680] [INFO ] [CONFIGURE ] KOS: Total time: 1.4 minutes [2025-11-21T16:45:14.816721] [INFO ] [CONFIGURE ] KOS: Average time per feature: 2.9 seconds [2025-11-21T16:45:14.816759] [INFO ] [CONFIGURE ] KOS: Average speed: 0.35 features/sec [2025-11-21T16:45:14.817073] [INFO ] [LOCAL ] Saved configuration for KOS: 3 features, 90.00% accuracy -> ./output/feature-sets/KOS.json [2025-11-21T16:45:14.817132] [INFO ] [CONFIGURE ] KOS: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T16:45:14.817181] [INFO ] [sig ] [621/723] Successfully configured KOS | 0.01 sym/s | Total: 14.2h | ETA: 2.3h [2025-11-21T16:45:14.817226] [INFO ] [sig ] [622/723] Configuring KR... [2025-11-21T16:45:14.817287] [INFO ] [CONFIGURE ] KR: Configurate test run. [2025-11-21T16:45:14.817329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'. [2025-11-21T16:45:15.026306] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KR'. [2025-11-21T16:45:15.026767] [INFO ] [CONFIGURE ] KR: Testing with 29 available features [2025-11-21T16:45:15.026831] [INFO ] [CONFIGURE ] KR: Establishing baseline with no features... [2025-11-21T16:45:15.214005] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:15.401676] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:45:15.586993] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:15.773734] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:45:15.961061] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:16.146879] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:45:16.330268] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:16.515599] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:16.698813] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:16.877288] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:16.877466] [INFO ] [CONFIGURE ] KR: Baseline score (no features): 50.00% [2025-11-21T16:45:16.877518] [INFO ] [CONFIGURE ] KR: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:45:16.877556] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:45:17.093315] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:17.305778] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:45:17.513058] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:17.718250] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:17.925243] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:18.149150] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:45:18.370560] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:45:18.580350] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:18.787536] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:18.997854] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:18.998054] [INFO ] [CONFIGURE ] KR: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T16:45:18.998102] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3140 tests [2025-11-21T16:45:18.998142] [INFO ] [CONFIGURE ] KR: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:45:18.998179] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:45:19.246928] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:19.489941] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:19.744186] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:19.989787] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:45:20.243390] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:45:20.489856] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:45:20.752778] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:45:21.000819] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:21.262976] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:21.510699] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:45:21.510875] [INFO ] [CONFIGURE ] KR: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T16:45:21.510930] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3139 tests [2025-11-21T16:45:21.510976] [INFO ] [CONFIGURE ] KR: Testing feature 3/29: add_daily_returns [2025-11-21T16:45:21.511017] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:45:21.731264] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:21.953905] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:22.177067] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:22.397069] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:22.620317] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:45:22.843830] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:45:23.066451] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:23.290968] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:23.516881] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:23.749276] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:45:23.749469] [INFO ] [CONFIGURE ] KR: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T16:45:23.749518] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3138 tests [2025-11-21T16:45:23.749558] [INFO ] [CONFIGURE ] KR: Testing feature 4/29: add_ema [2025-11-21T16:45:23.749593] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:45:24.009492] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:24.265855] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:24.523457] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:24.778907] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:25.034447] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:25.285382] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:25.542886] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:45:25.796262] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:26.054911] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:45:26.318582] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:26.318783] [INFO ] [CONFIGURE ] KR: KEPT add_ema (score: 80.00%) [2025-11-21T16:45:26.318856] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3137 tests [2025-11-21T16:45:26.318907] [INFO ] [CONFIGURE ] KR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:45:26.318954] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:45:26.605052] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:26.896381] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:27.195723] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:27.484800] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:45:27.782437] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:28.079657] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:28.383838] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:28.673692] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:28.974873] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:45:29.271059] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:29.271260] [INFO ] [CONFIGURE ] KR: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-21T16:45:29.271372] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3136 tests [2025-11-21T16:45:29.271422] [INFO ] [CONFIGURE ] KR: Testing feature 6/29: add_failed_moves [2025-11-21T16:45:29.271465] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-21T16:45:29.530006] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:29.793691] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:30.054529] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:30.312894] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:30.572991] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:30.837972] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:45:31.106552] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:31.369288] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:31.632519] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:31.896749] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:31.896951] [INFO ] [CONFIGURE ] KR: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T16:45:31.897009] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3135 tests [2025-11-21T16:45:31.897057] [INFO ] [CONFIGURE ] KR: Testing feature 7/29: add_lag_shelf [2025-11-21T16:45:31.897100] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-21T16:45:32.135949] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:32.373771] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:32.628886] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:32.890563] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:45:33.131542] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:33.392618] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:33.630704] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:33.882379] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:34.124906] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:45:34.369127] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:34.369339] [INFO ] [CONFIGURE ] KR: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:45:34.369402] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3134 tests [2025-11-21T16:45:34.369442] [INFO ] [CONFIGURE ] KR: Testing feature 8/29: add_macd [2025-11-21T16:45:34.369478] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T16:45:34.709038] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:35.035465] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:35.393770] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:35.745933] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:36.099040] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:36.419675] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:45:36.737008] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:37.051046] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:45:37.361956] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:37.683491] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:45:37.683704] [INFO ] [CONFIGURE ] KR: DISCARDED add_macd (score: 40.00%) [2025-11-21T16:45:37.683778] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3133 tests [2025-11-21T16:45:37.683834] [INFO ] [CONFIGURE ] KR: Testing feature 9/29: add_mfi [2025-11-21T16:45:37.683883] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-21T16:45:37.960970] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:38.225055] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:38.506953] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:38.809716] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:39.103385] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:39.397229] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:39.686773] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:39.975974] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:40.260953] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:45:40.544408] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:40.544612] [INFO ] [CONFIGURE ] KR: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:45:40.544850] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3132 tests [2025-11-21T16:45:40.544915] [INFO ] [CONFIGURE ] KR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:45:40.544964] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:45:40.907144] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:41.247741] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:41.605471] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:41.938088] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:45:42.295077] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:45:42.672093] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:43.029184] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:43.370763] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:43.736605] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:44.135570] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:44.135806] [INFO ] [CONFIGURE ] KR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:45:44.135869] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3131 tests [2025-11-21T16:45:44.135937] [INFO ] [CONFIGURE ] KR: Testing feature 11/29: add_obv_daily [2025-11-21T16:45:44.135994] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-21T16:45:44.441920] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:45:44.745970] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:45.086847] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:45.499056] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:45.833256] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:46.131154] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:46.409537] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:45:46.683558] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:46.955294] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:47.235767] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:47.235944] [INFO ] [CONFIGURE ] KR: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T16:45:47.236008] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3130 tests [2025-11-21T16:45:47.236054] [INFO ] [CONFIGURE ] KR: Testing feature 12/29: add_obv_interval [2025-11-21T16:45:47.236101] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-21T16:45:47.504796] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:45:47.780425] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:48.048763] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:45:48.319247] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:48.582299] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:48.851980] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:49.120923] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:49.391631] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:49.661698] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:49.929013] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:49.929217] [INFO ] [CONFIGURE ] KR: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T16:45:49.929276] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3129 tests [2025-11-21T16:45:49.929325] [INFO ] [CONFIGURE ] KR: Testing feature 13/29: add_opening_strength [2025-11-21T16:45:49.929370] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:45:50.218446] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:45:50.505991] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:50.796975] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:51.086025] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:45:51.370810] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:51.668575] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:45:51.969277] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:52.254352] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:52.564137] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:45:52.866721] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:45:52.866925] [INFO ] [CONFIGURE ] KR: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T16:45:52.866983] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3128 tests [2025-11-21T16:45:52.867031] [INFO ] [CONFIGURE ] KR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:45:52.867072] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T16:45:53.144796] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:45:53.436368] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:53.724162] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:54.012260] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:45:54.294030] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T16:45:54.578909] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:54.863031] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:55.146926] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:45:55.427388] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:55.708942] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:55.709130] [INFO ] [CONFIGURE ] KR: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-21T16:45:55.709197] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3127 tests [2025-11-21T16:45:55.709253] [INFO ] [CONFIGURE ] KR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:45:55.709305] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T16:45:55.968105] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:45:56.225560] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:56.481723] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:56.721774] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:56.967026] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:57.239130] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:45:57.510995] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:45:57.765154] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:45:58.035923] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:45:58.303299] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:45:58.303521] [INFO ] [CONFIGURE ] KR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T16:45:58.303587] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3126 tests [2025-11-21T16:45:58.303661] [INFO ] [CONFIGURE ] KR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:45:58.303717] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T16:45:58.570896] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:45:58.835384] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:45:59.088063] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:45:59.343403] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:45:59.612214] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:45:59.872872] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:00.143521] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:46:00.410421] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:01.344032] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:01.773571] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:01.773801] [INFO ] [CONFIGURE ] KR: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T16:46:01.773862] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3125 tests [2025-11-21T16:46:01.773910] [INFO ] [CONFIGURE ] KR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:46:01.773954] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T16:46:02.045838] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:02.328470] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:02.606148] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:02.885101] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:46:03.174351] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:03.454563] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:03.733303] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:46:04.004463] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:04.288155] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:04.571890] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:46:04.572105] [INFO ] [CONFIGURE ] KR: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T16:46:04.572174] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3124 tests [2025-11-21T16:46:04.572236] [INFO ] [CONFIGURE ] KR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:46:04.572288] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T16:46:04.843955] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:05.106445] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:05.368409] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:05.621743] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:05.880383] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:06.159790] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:06.412334] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:46:06.669110] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:06.930390] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:46:07.187481] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:07.187674] [INFO ] [CONFIGURE ] KR: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T16:46:07.187794] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3123 tests [2025-11-21T16:46:07.187854] [INFO ] [CONFIGURE ] KR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:46:07.187900] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T16:46:07.426964] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:07.667932] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:07.930626] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:08.175677] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:08.419476] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:08.658470] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:08.903140] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:46:09.146141] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:09.388457] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:09.627559] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:09.627783] [INFO ] [CONFIGURE ] KR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:46:09.627844] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3122 tests [2025-11-21T16:46:09.627891] [INFO ] [CONFIGURE ] KR: Testing feature 20/29: add_price_rejection [2025-11-21T16:46:09.627933] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-21T16:46:09.899770] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:10.171576] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:10.437563] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:10.703099] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:10.977121] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:11.258733] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:11.541981] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:46:11.822119] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:12.106547] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:12.394420] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:12.394630] [INFO ] [CONFIGURE ] KR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T16:46:12.394711] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3121 tests [2025-11-21T16:46:12.394761] [INFO ] [CONFIGURE ] KR: Testing feature 21/29: add_range_position [2025-11-21T16:46:12.394806] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-21T16:46:12.701961] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:12.984276] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:13.281059] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:46:13.579168] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:13.891870] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:14.223868] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:14.535272] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:46:14.832788] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:15.127231] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:15.424047] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:15.424260] [INFO ] [CONFIGURE ] KR: DISCARDED add_range_position (score: 60.00%) [2025-11-21T16:46:15.424320] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3120 tests [2025-11-21T16:46:15.424369] [INFO ] [CONFIGURE ] KR: Testing feature 22/29: add_realized_volatility [2025-11-21T16:46:15.424414] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-21T16:46:15.823568] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:16.204517] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:16.574902] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:17.003665] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:46:17.400839] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:17.799262] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:46:18.173344] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:46:18.549146] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:18.924869] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:19.301333] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:19.301558] [INFO ] [CONFIGURE ] KR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T16:46:19.301617] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3119 tests [2025-11-21T16:46:19.301683] [INFO ] [CONFIGURE ] KR: Testing feature 23/29: add_recent_range_context [2025-11-21T16:46:19.301728] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-21T16:46:19.569431] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:19.844191] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:46:20.111289] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:20.387778] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:46:20.654490] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:20.928417] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:21.201458] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:46:21.470489] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:21.740306] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:46:22.009204] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:22.009392] [INFO ] [CONFIGURE ] KR: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T16:46:22.009450] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3118 tests [2025-11-21T16:46:22.009496] [INFO ] [CONFIGURE ] KR: Testing feature 24/29: add_rsi [2025-11-21T16:46:22.009539] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T16:46:22.274948] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:22.540930] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:22.821420] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:23.092608] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:23.361490] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:23.630558] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:46:23.903062] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:46:24.175833] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:24.450072] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:24.729751] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:46:24.729976] [INFO ] [CONFIGURE ] KR: DISCARDED add_rsi (score: 30.00%) [2025-11-21T16:46:24.730038] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3117 tests [2025-11-21T16:46:24.730087] [INFO ] [CONFIGURE ] KR: Testing feature 25/29: add_tick_distribution [2025-11-21T16:46:24.730123] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-21T16:46:24.984144] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:25.235261] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:25.488497] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:25.734492] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:25.991354] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:26.241211] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:26.504319] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:46:26.757059] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:27.003684] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:27.261602] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:27.261807] [INFO ] [CONFIGURE ] KR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T16:46:27.261863] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3116 tests [2025-11-21T16:46:27.261909] [INFO ] [CONFIGURE ] KR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T16:46:27.261954] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T16:46:27.529748] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:27.812674] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:28.105137] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:46:28.388987] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:46:28.675411] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:28.957144] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:29.228379] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:46:29.497319] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:29.760715] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:30.025018] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T16:46:30.025192] [INFO ] [CONFIGURE ] KR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T16:46:30.025248] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3115 tests [2025-11-21T16:46:30.025293] [INFO ] [CONFIGURE ] KR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T16:46:30.025335] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T16:46:30.323882] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:30.614374] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:30.900202] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:31.186308] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:31.481175] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:31.772202] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T16:46:32.056924] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:46:32.341096] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:46:32.629836] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:32.941723] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:46:32.941909] [INFO ] [CONFIGURE ] KR: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T16:46:32.941965] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3114 tests [2025-11-21T16:46:32.942010] [INFO ] [CONFIGURE ] KR: Testing feature 28/29: add_volume_profile [2025-11-21T16:46:32.942051] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-21T16:46:33.234780] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:33.532289] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:33.825258] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T16:46:34.120940] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:34.408003] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:34.691887] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:34.983536] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T16:46:35.275012] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:35.558401] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T16:46:35.846897] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:46:35.847076] [INFO ] [CONFIGURE ] KR: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T16:46:35.847138] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3113 tests [2025-11-21T16:46:35.847187] [INFO ] [CONFIGURE ] KR: Testing feature 29/29: add_vwap [2025-11-21T16:46:35.847232] [INFO ] [CONFIGURE ] KR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-21T16:46:36.137729] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:36.433100] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:36.757283] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T16:46:37.059591] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:37.349971] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T16:46:37.650903] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T16:46:37.941185] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T16:46:38.236994] [DEBUG] [FORECASTER] KR: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:38.531142] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T16:46:38.827761] [DEBUG] [FORECASTER] KR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T16:46:38.827959] [INFO ] [CONFIGURE ] KR: DISCARDED add_vwap (score: 40.00%) [2025-11-21T16:46:38.828018] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3112 tests [2025-11-21T16:46:38.828067] [INFO ] [CONFIGURE ] KR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T16:46:38.828108] [INFO ] [CONFIGURE ] KR: Best accuracy: 80.00% [2025-11-21T16:46:38.828152] [INFO ] [CONFIGURE ] KR: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-21T16:46:38.828192] [INFO ] [CONFIGURE ] KR: Improvement over baseline: 30.00% [2025-11-21T16:46:38.828230] [INFO ] [CONFIGURE ] KR: Total time: 1.4 minutes [2025-11-21T16:46:38.828268] [INFO ] [CONFIGURE ] KR: Average time per feature: 2.8 seconds [2025-11-21T16:46:38.828306] [INFO ] [CONFIGURE ] KR: Average speed: 0.35 features/sec [2025-11-21T16:46:38.828805] [INFO ] [LOCAL ] Saved configuration for KR: 2 features, 80.00% accuracy -> ./output/feature-sets/KR.json [2025-11-21T16:46:38.828865] [INFO ] [CONFIGURE ] KR: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T16:46:38.828915] [INFO ] [sig ] [622/723] Successfully configured KR | 0.01 sym/s | Total: 14.2h | ETA: 2.3h [2025-11-21T16:46:38.828961] [INFO ] [sig ] [623/723] Configuring KRC... [2025-11-21T16:46:38.829001] [INFO ] [CONFIGURE ] KRC: Configurate test run. [2025-11-21T16:46:38.829041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-11-21T16:46:39.036101] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRC'. [2025-11-21T16:46:39.036510] [INFO ] [CONFIGURE ] KRC: Testing with 29 available features [2025-11-21T16:46:39.036596] [INFO ] [CONFIGURE ] KRC: Establishing baseline with no features... [2025-11-21T16:46:39.202719] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:39.377590] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:39.558163] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:46:39.743529] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:46:39.928946] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:46:40.114325] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:46:40.299509] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:46:40.492758] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:40.688185] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:46:40.876786] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:46:40.876952] [INFO ] [CONFIGURE ] KRC: Baseline score (no features): 40.00% [2025-11-21T16:46:40.877000] [INFO ] [CONFIGURE ] KRC: Testing feature 1/29: add_bollinger_bands [2025-11-21T16:46:40.877098] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands'] [2025-11-21T16:46:41.093756] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:41.313746] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:41.533978] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:46:41.757222] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:41.982426] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:46:42.198084] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:46:42.411913] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:46:42.631056] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:42.858803] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:46:43.079792] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:46:43.080135] [INFO ] [CONFIGURE ] KRC: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T16:46:43.080240] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3111 tests [2025-11-21T16:46:43.080351] [INFO ] [CONFIGURE ] KRC: Testing feature 2/29: add_cumulative_delta [2025-11-21T16:46:43.080430] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T16:46:43.338524] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:43.606124] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:46:43.862806] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:46:44.130069] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:46:44.386833] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:46:44.660464] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:46:44.929881] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:46:45.193181] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:45.460331] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:46:45.721724] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:46:45.721909] [INFO ] [CONFIGURE ] KRC: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T16:46:45.721969] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3110 tests [2025-11-21T16:46:45.722051] [INFO ] [CONFIGURE ] KRC: Testing feature 3/29: add_daily_returns [2025-11-21T16:46:45.722099] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T16:46:45.950004] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:46.180328] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:46.427808] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:46:46.655384] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:46.894342] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:46:47.133805] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:46:47.365813] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:46:47.599712] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:47.833230] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:46:48.066867] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:46:48.067046] [INFO ] [CONFIGURE ] KRC: KEPT add_daily_returns (score: 70.00%) [2025-11-21T16:46:48.067094] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3109 tests [2025-11-21T16:46:48.067132] [INFO ] [CONFIGURE ] KRC: Testing feature 4/29: add_ema [2025-11-21T16:46:48.067168] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T16:46:48.349766] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:48.631826] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:48.907537] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:46:49.188170] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:46:49.474926] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:46:49.764012] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:46:50.063551] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:46:50.346522] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:50.634371] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:46:50.916437] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:46:50.916672] [INFO ] [CONFIGURE ] KRC: DISCARDED add_ema (score: 50.00%) [2025-11-21T16:46:50.916730] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3108 tests [2025-11-21T16:46:50.916777] [INFO ] [CONFIGURE ] KRC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T16:46:50.916819] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T16:46:51.183349] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:51.453604] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:51.723017] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:46:51.992884] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:52.261231] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:46:52.529356] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T16:46:52.796838] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:46:53.079394] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:46:53.413970] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:46:53.790716] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:46:53.790975] [INFO ] [CONFIGURE ] KRC: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T16:46:53.791058] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3107 tests [2025-11-21T16:46:53.791123] [INFO ] [CONFIGURE ] KRC: Testing feature 6/29: add_failed_moves [2025-11-21T16:46:53.791184] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T16:46:54.040836] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:46:54.259952] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:54.468055] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:46:54.671158] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:54.881422] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:46:55.097627] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:46:55.330328] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:46:55.561250] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:55.787591] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:46:56.011396] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:46:56.011612] [INFO ] [CONFIGURE ] KRC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T16:46:56.011692] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3106 tests [2025-11-21T16:46:56.011750] [INFO ] [CONFIGURE ] KRC: Testing feature 7/29: add_lag_shelf [2025-11-21T16:46:56.011798] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T16:46:56.230220] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:56.460040] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:46:56.693818] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:46:56.930022] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:46:57.145249] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:46:57.359880] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:46:57.581591] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:46:57.801858] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:46:58.016939] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:46:58.234595] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:46:58.234818] [INFO ] [CONFIGURE ] KRC: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T16:46:58.234894] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3105 tests [2025-11-21T16:46:58.234947] [INFO ] [CONFIGURE ] KRC: Testing feature 8/29: add_macd [2025-11-21T16:46:58.234996] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T16:46:58.533275] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:46:58.826308] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:46:59.143897] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:46:59.450811] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:46:59.755969] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:00.063252] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:00.368180] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:47:00.753953] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:01.682596] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:02.004614] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:47:02.004850] [INFO ] [CONFIGURE ] KRC: DISCARDED add_macd (score: 60.00%) [2025-11-21T16:47:02.004910] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3104 tests [2025-11-21T16:47:02.004958] [INFO ] [CONFIGURE ] KRC: Testing feature 9/29: add_mfi [2025-11-21T16:47:02.005002] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T16:47:02.240022] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:47:02.478413] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:02.723104] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:47:02.967036] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:47:03.207407] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:03.455294] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:03.700487] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:47:03.945907] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:04.187596] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:04.431889] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:47:04.432124] [INFO ] [CONFIGURE ] KRC: DISCARDED add_mfi (score: 70.00%) [2025-11-21T16:47:04.432184] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3103 tests [2025-11-21T16:47:04.432233] [INFO ] [CONFIGURE ] KRC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T16:47:04.432277] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T16:47:04.751768] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:47:05.077304] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:05.403750] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:47:05.723304] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:47:06.063914] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:06.382345] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:06.704071] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:47:07.024850] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:07.346167] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:07.663953] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:47:07.664175] [INFO ] [CONFIGURE ] KRC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T16:47:07.664236] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3102 tests [2025-11-21T16:47:07.664286] [INFO ] [CONFIGURE ] KRC: Testing feature 11/29: add_obv_daily [2025-11-21T16:47:07.664329] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T16:47:07.905612] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:47:08.139272] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:47:08.379015] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:47:08.614027] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:47:08.850603] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:09.099192] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:09.342550] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:47:09.582797] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:47:09.823501] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:47:10.065974] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:47:10.066296] [INFO ] [CONFIGURE ] KRC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T16:47:10.066401] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3101 tests [2025-11-21T16:47:10.066520] [INFO ] [CONFIGURE ] KRC: Testing feature 12/29: add_obv_interval [2025-11-21T16:47:10.066601] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T16:47:10.289468] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:47:10.512391] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:10.735282] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:47:10.965273] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:47:11.190544] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:11.418623] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:11.648911] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:47:11.880781] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:12.108741] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:47:12.340494] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:47:12.340690] [INFO ] [CONFIGURE ] KRC: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T16:47:12.340767] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3100 tests [2025-11-21T16:47:12.340821] [INFO ] [CONFIGURE ] KRC: Testing feature 13/29: add_opening_strength [2025-11-21T16:47:12.340872] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T16:47:12.590195] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:47:12.825505] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:13.074918] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:47:13.321549] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:47:13.565956] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:13.810390] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:14.073367] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:47:14.316403] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T16:47:14.558383] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:14.805742] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:47:14.805970] [INFO ] [CONFIGURE ] KRC: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T16:47:14.806062] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3099 tests [2025-11-21T16:47:14.806181] [INFO ] [CONFIGURE ] KRC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T16:47:14.806238] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T16:47:15.066872] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:47:15.259430] [WARN ] [STATE ] Received SIGINT signal. Initiating graceful shutdown... [2025-11-21T16:47:15.259687] [WARN ] [STATE ] Operation was interrupted, setting state to COMPLETED_ERROR [2025-11-21T16:47:15.259972] [WARN ] [STATE ] State set to: COMPLETED_ERROR [2025-11-21T16:47:15.260229] [INFO ] [STATE ] Last completion updated: 2025-11-21T16:47:15.260111 [2025-11-21T16:47:15.317969] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T16:47:15.572425] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:47:15.829616] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:47:16.088039] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:16.345802] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:16.649435] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:47:16.938359] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:17.215677] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:17.286395] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:17.492153] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:47:17.492393] [INFO ] [CONFIGURE ] KRC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T16:47:17.492467] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3098 tests [2025-11-21T16:47:17.492531] [INFO ] [CONFIGURE ] KRC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T16:47:17.492590] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T16:47:17.724397] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:47:17.956327] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:17.968223] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:17.986231] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.028900] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.070466] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.113088] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.153962] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.194397] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.214100] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:47:18.234709] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.279450] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.321163] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.362068] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.407012] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.443066] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.446063] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:47:18.483452] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.525822] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.570109] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.587466] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.633880] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.673023] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.713801] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.717922] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:18.753876] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.794458] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.836854] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.879094] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.924077] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:18.954567] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:18.960282] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.005110] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.042676] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.084250] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.125131] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.168234] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.189628] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:47:19.208131] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.228037] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.267679] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.307153] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.351620] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.390732] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.429542] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:19.431678] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.472886] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.513789] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.557250] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.605429] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.636550] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.674006] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:19.675260] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.716996] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.756730] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.802614] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.842697] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.881925] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.921090] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:47:19.921251] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T16:47:19.921301] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3097 tests [2025-11-21T16:47:19.921339] [INFO ] [CONFIGURE ] KRC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T16:47:19.921375] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T16:47:19.924979] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:19.969163] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.006107] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.049226] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.089180] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.129407] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.148913] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.175406] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:47:20.189396] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.229373] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.270312] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.312134] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.354933] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.394491] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.426996] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:20.437852] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.480384] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.516358] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.559969] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.600042] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.638054] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.673182] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:47:20.683053] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.721464] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.770170] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.806002] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.845577] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.890918] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.920175] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:47:20.927528] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:20.965989] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.005307] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.049843] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.091857] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.130543] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.163777] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:21.172099] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.195434] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.231278] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.273534] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.320139] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.357990] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.402781] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.418864] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:21.442782] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.486845] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.524789] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.573498] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.608673] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.652087] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.677377] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:47:21.694327] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.730510] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.770441] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.813786] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.834958] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.876736] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.918673] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:21.925704] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:21.956211] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.001007] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.045227] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.087919] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.124858] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.166404] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.174240] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:22.206245] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.249901] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.295157] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.333299] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.370397] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.412873] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.421497] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:47:22.421759] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T16:47:22.421820] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3096 tests [2025-11-21T16:47:22.421870] [INFO ] [CONFIGURE ] KRC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T16:47:22.421916] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T16:47:22.451503] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.495375] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.539583] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.561096] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.602584] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.639094] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.678718] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:47:22.679812] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.721680] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.767873] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.801550] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.843500] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.884200] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.925878] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:22.929070] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:22.967542] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.008273] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.051095] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.091206] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.134578] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.173683] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.179128] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:47:23.215917] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.255960] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.281671] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.318814] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.358983] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.401707] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.430078] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:47:23.444292] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.486807] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.526018] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.571708] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.607802] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.650482] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.678338] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:23.691485] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.733194] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.776032] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.812292] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.854824] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.895327] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.936346] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:23.937856] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:23.981189] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.023424] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.066616] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.103650] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.147140] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.186727] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.195784] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:47:24.224810] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.268022] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.307462] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.350367] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.371818] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.411193] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.455236] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.473505] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:24.494350] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.540989] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.581688] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.618712] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.662942] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.707578] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.733501] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T16:47:24.741853] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.786626] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.827614] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.868606] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.908172] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.948300] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:24.987182] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:47:24.987420] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T16:47:24.987484] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3095 tests [2025-11-21T16:47:24.987533] [INFO ] [CONFIGURE ] KRC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T16:47:24.987578] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T16:47:24.994204] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.012610] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.053422] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.096891] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.136870] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.177195] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.217692] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.223380] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:47:25.256668] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.300315] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.340793] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.381920] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.420788] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.461804] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.465128] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:25.502246] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.545501] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.585001] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.625767] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.667877] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.709690] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.711328] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:47:25.748365] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.788316] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.831991] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.851878] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.894971] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.938082] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:25.963761] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T16:47:25.976245] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.017536] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.061683] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.101199] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.142266] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.183354] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.216942] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:26.222671] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.264126] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.307869] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.345892] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.386752] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.426055] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.465978] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:26.470605] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.512804] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.531986] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.576553] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.615830] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.657703] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.704712] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.709569] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T16:47:26.741597] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.781950] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.824406] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.862433] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.904904] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.941712] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:26.945507] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:26.991271] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.030722] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.077301] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.113839] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.155148] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.175679] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.176699] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:27.216994] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.258714] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.300021] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.342698] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.385142] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.417631] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T16:47:27.417978] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T16:47:27.418121] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3094 tests [2025-11-21T16:47:27.418232] [INFO ] [CONFIGURE ] KRC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T16:47:27.418329] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T16:47:27.426339] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.468107] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.508631] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.550958] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.587674] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.631997] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.667142] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-05, Predicted=1.0, Actual=1 [2025-11-21T16:47:27.670417] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.714232] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.752687] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.796072] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.835231] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.876981] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.907444] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:27.915050] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:27.958287] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:28.004233] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:28.041006] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:28.060801] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:28.101736] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:28.133736] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T16:47:28.143605] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:28.190022] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:28.345236] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:47:28.556035] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:28.774487] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T16:47:29.006703] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T16:47:29.237167] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T16:47:29.460830] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T16:47:29.686996] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T16:47:29.687163] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T16:47:29.687210] [INFO ] [CONFIGURE ] JOB ETA: 2.4h | Avg: 2.8s/test | Remaining: 3093 tests [2025-11-21T16:47:29.687268] [INFO ] [CONFIGURE ] KRC: Testing feature 20/29: add_price_rejection [2025-11-21T16:47:29.687314] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-21T16:47:29.883520] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:29.924325] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-05, Predicted=0.0, Actual=1 [2025-11-21T16:47:30.161823] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T16:47:30.397713] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T16:47:30.536795] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.578565] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.615785] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.634998] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T16:47:30.657276] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.699371] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.744566] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.780128] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.824238] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.869031] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.875437] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T16:47:30.903989] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.947669] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:30.989321] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T16:47:31.030717] [WARN ] [STATE ] Already shutting down, please wait... [2025-11-21T17:05:01.685356] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-11-21T17:05:01.864901] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-11-21T17:05:02.037924] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-11-21T17:05:02.214217] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-11-21T17:05:02.214681] [WARN ] [STATE ] State set to: WAITING [2025-11-21T17:05:02.214751] [INFO ] [STATE ] Checking TDM service status... [2025-11-21T17:05:02.220877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:02.224612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:02.231618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:02.235319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:02.235396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:05.239855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:05.290104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:05.338948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:05.342799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:05.343028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:08.348772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:08.352625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:08.356349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:08.361844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:08.361978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:11.366445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:11.369905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:11.373226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:11.376627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:11.376728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:14.381488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:14.385251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:14.388961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:14.393288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:14.393445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:17.398370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:17.401993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:17.405508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:17.409103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:17.409179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:20.414243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:20.417865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:20.421399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:20.424745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:20.424842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:23.430528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:23.434997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:23.438857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:23.442668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:23.442789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:26.447571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:26.451101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:26.455736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:26.460286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:26.460382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:29.464803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:29.468330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:29.472298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:29.476405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:29.476536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:32.482420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:32.487049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:32.491557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:32.496270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:32.496403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:35.501375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:35.505912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:35.509638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:35.513899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:35.513968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:38.518727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:38.522331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:38.525848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:38.532548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:38.532675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:41.537440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:41.541195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:41.545231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:41.549149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:41.549251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:44.554496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:44.557978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:44.562029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:44.565435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:44.565504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:47.570561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:47.574874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:47.578989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:47.583094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:47.583217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:50.591127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:50.595013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:50.598784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:50.602143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:50.602222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:53.607124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:53.611205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:53.614989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:53.618786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:53.618886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:56.626299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:56.632798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:56.638299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:56.643609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:56.643755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:05:59.648618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:05:59.652503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:05:59.656090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:05:59.659615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:05:59.659730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:02.664630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:02.668059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:02.671941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:02.675592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:02.675704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:05.682138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:05.688562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:05.695767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:05.702808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:05.702992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:08.707492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:08.711137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:08.714489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:08.717913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:08.717991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:11.722316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:11.725674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:11.729004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:11.732203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:11.732274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:14.736684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:14.740401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:14.744078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:14.747590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:14.747713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:17.752376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:17.755844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:17.759286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:17.762505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:17.762577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:20.766634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:20.770210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:20.773666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:20.776948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:20.777024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:23.782855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:23.786398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:23.789840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:23.793168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:23.793240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:26.798047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:26.803600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:26.810743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:26.815374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:26.815448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:29.820433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:29.824055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:29.827907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:29.831430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:29.831508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:32.836327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:32.839874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:32.843618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:32.846885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:32.846956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:35.852679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:35.857899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:35.862174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:35.867259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:35.867398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:38.871960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:38.875544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:38.879665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:38.883401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:38.883476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:41.888726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:41.893048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:41.896907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:41.900599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:41.900729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:44.905499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:44.909176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:44.912528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:44.915885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:44.915960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:47.920732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:47.924410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:47.927955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:47.931432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:47.931511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:50.936799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:50.941454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:50.945680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:50.949212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:50.949282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:53.955449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:53.959616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:53.963108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:53.966483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:53.966559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:56.971983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:56.975743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:56.978968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:06:56.982183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:06:56.982276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:06:59.988089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:06:59.992777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:06:59.996896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:00.000257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:00.000330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:03.005086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:03.008481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:03.011724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:03.014966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:03.015037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:06.020168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:06.054557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:06.088310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:06.121806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:06.121900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:09.126549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:09.130064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:09.133418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:09.136835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:09.136929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:12.142442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:12.147334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:12.152491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:12.157499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:12.157617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:15.162508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:15.166240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:15.169823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:15.173265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:15.173359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:18.178084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:18.181608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:18.184846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:18.188093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:18.188164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:21.193900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:21.198821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:21.203480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:21.207999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:21.208082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:24.215180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:24.221421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:24.226507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:24.231784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:24.231934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:27.237148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:27.241156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:27.244726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:27.248400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:27.248491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:30.252746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:30.256138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:30.259453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:30.262813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:30.262913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:33.267967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:33.272281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:33.276450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:33.280479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:33.280602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:36.285633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:36.290361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:36.294618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:36.299290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:36.299392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:39.305357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:39.309595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:39.313271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:39.317013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:39.317122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:42.321674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:42.325214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:42.328751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:42.332079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:42.332158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:45.337280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:45.341281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:45.345001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:45.348827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:45.348934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:48.353174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:48.357034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:48.360747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:48.364594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:48.364736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:51.369633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:51.374217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:51.378691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:51.382675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:51.382800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:54.388754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:54.393559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:54.398059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:54.402787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:54.402926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:07:57.410592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:07:57.414749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:07:57.418684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:07:57.423129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:07:57.423227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:00.428440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:00.431941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:00.435513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:00.438929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:00.439019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:03.445665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:03.450489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:03.457106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:03.463157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:03.463304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:06.468535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:06.473830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:06.478273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:06.482905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:06.483046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:09.488013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:09.492068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:09.496119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:09.500050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:09.500148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:12.506680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:12.511005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:12.515364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:12.519670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:12.519798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:15.524938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:15.528548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:15.531978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:15.535610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:15.535739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:18.542425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:18.548829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:18.555030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:18.561781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:18.561942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:21.567896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:21.574504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:21.578472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:21.582579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:21.582720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:24.587752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:24.591185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:24.594437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:24.597778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:24.597851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:27.602910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:27.606896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:27.610777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:27.614522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:27.614629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:30.620956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:30.625256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:30.629009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:30.632395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:30.632486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:33.637356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:33.641286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:33.645057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:33.648786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:33.648872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:36.653898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:36.658826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:36.663275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:36.667551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:36.667624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:39.673711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:39.679233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:39.684560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:39.689377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:39.689543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:42.694962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:42.698779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:42.702384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:42.706414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:42.706503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:45.711810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:45.715757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:45.722959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:45.726619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:45.726720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:48.731628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:48.735068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:48.738506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:48.741976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:48.742074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:51.747486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:51.752430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:51.757024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:51.761396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:51.761480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:54.766451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:54.770668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:54.774138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:54.777578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:54.777687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:08:57.784275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:08:57.788531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:08:57.792561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:08:57.797171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:08:57.797333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:00.802527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:00.806103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:00.809534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:00.812904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:00.812984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:03.818003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:03.821891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:03.825750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:03.829376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:03.829463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:06.835137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:06.840369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:06.845193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:06.849923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:06.850060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:09.856665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:09.861202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:09.865796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:09.869633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:09.869728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:12.875498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:12.879710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:12.883505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:12.888092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:12.888213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:15.893595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:15.897842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:15.901606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:15.905224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:15.905303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:18.913218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:18.920083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:18.926198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:18.932248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:18.932420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:21.936944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:21.940434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:21.943795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:21.947087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:21.947161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:24.951459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:24.954896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:24.958235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:24.961454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:24.961525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:27.967179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:27.972773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:27.976791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:27.980950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:27.981067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:30.986111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:30.990396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:30.994635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:30.998748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:30.998864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:34.003406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:34.006840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:34.010084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:34.013296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:34.013369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:37.018966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:37.053937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:37.089142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:37.125086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:37.125273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:40.130932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:40.134752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:40.138501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:40.142070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:40.142150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:43.146942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:43.150369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:43.153658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:43.156943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:43.157016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:46.161755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:46.165299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:46.168753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:46.172273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:46.172366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:49.177489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:49.181382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:49.185420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:49.191735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:49.191815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:52.199175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:52.204999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:52.210497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:52.215753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:52.215916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:55.222036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:55.226012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:55.229698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:55.234290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:55.234472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:09:58.239795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:09:58.244059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:09:58.248233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:09:58.252124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:09:58.252245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:01.258560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:01.262803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:01.267114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:01.271660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:01.271745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:04.276743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:04.280593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:04.284211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:04.287872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:04.288005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:07.294176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:07.298897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:07.303482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:07.307803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:07.307913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:10.313326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:10.321226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:10.325680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:10.329904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:10.330016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:13.335385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:13.339324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:13.343083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:13.347021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:13.347136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:16.351968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:16.356044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:16.360322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:16.364207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:16.364307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:19.369097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:19.373104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:19.377272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:19.381389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:19.381501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:22.386935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:22.390810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:22.394573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:22.400279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:22.400446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:25.405797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:25.410436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:25.414370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:25.421417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:25.421525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:28.427197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:28.431350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:28.435669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:28.439877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:28.439968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:31.446933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:31.452316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:31.456510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:31.460565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:31.460685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:34.465418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:34.469772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:34.473505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:34.477111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:34.477200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:37.483385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:37.488872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:37.493124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:37.496994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:37.497079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:40.501701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:40.505907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:40.509897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:40.513849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:40.513969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:43.518889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:43.523040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:43.527349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:43.531806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:43.531905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:46.537671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:46.541406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:46.544860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:46.548149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:46.548221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:49.553096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:49.556823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:49.560128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:49.563565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:49.563636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:52.569248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:52.572722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:52.575945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:52.579187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:52.579258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:55.583905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:55.587660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:55.591125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:55.594524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:55.594610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:10:58.599410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:10:58.603254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:10:58.606972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:10:58.610638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:10:58.610746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:01.615395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:01.619687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:01.623506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:01.626892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:01.626963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:04.632471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:04.636025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:04.639489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:04.642879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:04.642970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:07.648225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:07.652431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:07.656526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:07.660517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:07.660599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:10.665430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:10.668997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:10.672362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:10.675688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:10.675769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:13.680781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:13.684697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:13.688801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:13.692888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:13.693003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:16.697456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:16.700939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:16.704474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:16.709091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:16.709195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:19.714059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:19.718121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:19.722000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:19.725610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:19.725734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:22.730408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:22.733869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:22.737171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:22.741003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:22.741073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:25.746149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:25.749941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:25.753218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:25.756700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:25.756792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:28.762051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:28.765802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:28.769370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:28.772898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:28.772981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:31.778218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:31.781746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:31.785161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:31.788367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:31.788447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:34.793225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:34.796833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:34.800501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:34.803882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:34.803969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:37.808893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:37.814036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:37.822442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:37.840772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:37.840848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:40.845490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:40.848887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:40.852196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:40.855359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:40.855431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:43.860003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:43.863435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:43.866843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:43.870137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:43.870212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:46.874875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:46.878827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:46.882898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:46.887492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:46.887634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:49.892017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:49.895669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:49.899042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:49.902211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:49.902281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:52.913278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:52.921260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:52.928736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:52.934564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:52.935032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:55.941442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:55.945877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:55.949308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:55.954246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:55.954411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:11:58.959137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:11:58.963042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:11:58.966400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:11:58.969958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:11:58.970043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:01.975265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:01.979160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:01.983590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:01.987611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:01.987735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:04.993087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:04.996877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:05.000947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:05.005026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:05.005132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:08.011460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:08.048270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:08.083598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:08.119725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:08.119871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:11.125039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:11.128768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:11.132152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:11.135806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:11.135912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:14.145821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:14.150784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:14.154792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:14.158946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:14.159047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:17.165039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:17.170721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:17.175293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:17.178707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:17.178781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:20.185239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:20.189462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:20.193218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:20.196630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:20.196722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:23.201635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:23.205152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:23.208588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:23.211881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:23.211952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:26.216448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:26.219951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:26.223209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:26.226508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:26.226577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:29.231844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:29.235563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:29.239242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:29.243770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:29.243867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:32.248773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:32.252758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:32.256630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:32.260596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:32.260718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:35.266776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:35.270512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:35.274128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:35.277704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:35.277800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:38.282455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:38.286384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:38.290347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:38.294233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:38.294308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:41.299043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:41.302883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:41.306429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:41.309916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:41.310012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:44.315031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:44.318847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:44.322664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:44.326593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:44.326694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:47.331710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:47.335551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:47.339594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:47.342939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:47.343010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:50.347666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:50.351524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:50.355259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:50.358680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:50.358760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:53.363596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:53.367063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:53.370445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:53.373804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:53.373874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:56.379451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:56.383107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:56.387272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:56.390879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:56.390965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:12:59.395602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:12:59.399474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:12:59.403221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:12:59.407395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:12:59.407518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:02.413952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:02.454318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:02.490097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:02.524219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:02.524348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:05.529791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:05.533384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:05.536763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:05.540247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:05.540330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:08.545173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:08.549315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:08.553269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:08.556953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:08.557027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:11.561860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:11.565383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:11.569105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:11.572765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:11.572880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:14.577515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:14.581061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:14.584315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:14.587486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:14.587570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:17.592200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:17.596237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:17.600230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:17.603811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:17.603891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:20.609081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:20.612692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:20.615949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:20.619263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:20.619335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:23.624351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:23.628469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:23.632509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:23.636374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:23.636487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:26.641282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:26.646306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:26.650745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:26.655436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:26.655579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:29.660076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:29.665829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:29.670028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:29.673548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:29.673619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:32.680331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:32.685886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:32.690758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:32.696045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:32.696182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:35.702572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:35.706049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:35.710029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:35.713666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:35.713756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:38.718193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:38.722494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:38.726918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:38.731242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:38.731331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:41.736495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:41.741584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:41.745989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:41.749544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:41.749639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:44.754374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:44.757781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:44.761148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:44.764393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:44.764466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:47.768794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:47.772429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:47.776180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:47.779805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:47.779905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:50.785355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:50.788847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:50.792141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:50.795445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:50.795539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:53.800139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:53.803776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:53.807161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:53.810704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:53.810803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:56.815914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:56.819357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:56.822554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:56.825736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:56.825805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:13:59.830763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:13:59.834557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:13:59.838009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:13:59.841350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:13:59.841443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:02.847831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:02.852689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:02.857050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:02.861252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:02.861363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:05.866896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:05.871729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:05.875963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:05.879827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:05.879922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:08.884770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:08.900884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:08.910561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:08.920558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:08.920659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:11.925573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:11.929514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:11.933130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:11.936487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:11.936556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:14.941391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:14.945113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:14.948883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:14.952498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:14.952605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:17.957293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:17.960762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:17.964332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:17.967892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:17.967966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:20.972876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:20.976450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:20.980063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:20.983470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:20.983556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:23.988672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:23.992020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:23.995236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:23.998732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:23.998801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:27.003317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:27.006813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:27.011082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:27.014970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:27.015082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:30.020096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:30.023749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:30.027098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:30.030680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:30.030766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:33.035671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:33.039919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:33.043993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:33.048198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:33.048322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:36.229694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:36.233913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:36.238824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:36.242910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:36.243001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:39.248723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:39.284622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:39.320854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:39.325177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:39.325281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:42.329243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:42.333302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:42.337099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:42.340765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:42.340849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:45.345544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:45.350307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:45.355455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:45.361236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:45.361324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:48.365297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:48.370357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:48.376298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:48.380846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:48.380970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:51.385215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:51.391617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:51.397067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:51.401538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:51.401618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:54.406041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:54.411693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:54.415663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:54.419207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:54.419791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:14:57.424015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:14:57.428896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:14:57.433501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:14:57.438284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:14:57.438355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:00.443142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:00.447677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:00.451106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:00.455253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:00.455358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:03.459855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:03.464118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:03.468910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:03.473188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:03.473314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:06.478137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:06.483590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:06.488124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:06.492433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:06.492545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:09.497596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:09.502937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:09.507560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:09.511464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:09.511548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:12.519526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:12.524366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:12.530363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:12.535952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:12.536098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:15.540660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:15.544379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:15.548233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:15.552569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:15.552724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:18.559564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:18.564174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:18.568123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:18.572927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:18.573119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:21.579041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:21.583143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:21.586945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:21.590577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:21.590723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:24.596590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:24.601925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:24.606837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:24.610498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:24.610602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:27.622047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:27.628825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:27.635186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:27.639668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:27.639764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:30.644086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:30.647852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:30.651790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:30.655294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:30.655374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:33.659638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:33.663490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:33.667089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:33.671254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:33.671350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:36.676102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:36.679441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:36.682827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:36.686057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:36.686129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:39.691400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:39.697000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:39.701331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:39.704783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:39.704882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:42.709355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:42.713558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:42.717546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:42.721766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:42.721880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:45.727093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:45.731789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:45.736423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:45.741394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:45.741520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:48.745937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:48.749839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:48.753796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:48.757324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:48.757415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:51.763235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:51.767995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:51.771958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:51.775495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:51.775579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:54.781070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:54.786268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:54.791554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:54.796163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:54.796274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:15:57.800189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:15:57.803711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:15:57.807112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:15:57.810461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:15:57.810533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:00.815384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:00.819368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:00.823788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:00.827429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:00.827532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:03.835094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:03.838710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:03.842540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:03.846372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:03.846467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:06.852350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:06.857020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:06.862004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:06.867723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:06.867865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:09.873511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:09.879471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:09.884932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:09.889389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:09.889495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:12.895276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:12.899242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:12.904080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:12.908601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:12.908722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:15.914982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:15.924460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:15.930791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:15.935052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:15.935173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:18.940558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:18.946636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:18.952500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:18.956937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:18.957347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:21.961849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:21.965825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:21.969886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:21.973512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:21.973695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:24.977994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:24.981960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:24.986415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:24.990314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:24.990399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:27.996297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:28.001249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:28.005925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:28.010274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:28.010362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:31.014626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:31.019363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:31.023221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:31.026882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:31.026964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:34.031631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:34.035918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:34.040614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:34.045307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:34.045442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:37.113453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:37.118524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:37.124420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:37.129855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:37.129953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:40.134150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:40.167995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:40.202269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:40.206435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:40.206521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:43.210676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:43.215238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:43.219212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:43.223038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:43.223130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:46.228682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:46.235511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:46.241263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:46.246734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:46.246886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:49.250981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:49.255303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:49.260105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:49.264677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:49.264779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:52.269488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:52.273468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:52.277306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:52.281156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:52.281253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:55.285099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:55.288430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:55.293243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:55.297577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:55.297760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:16:58.302332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:16:58.306706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:16:58.313569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:16:58.318107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:16:58.318184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:01.323567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:01.328662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:01.334278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:01.338167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:01.338244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:04.342587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:04.346705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:04.350418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:04.353853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:04.353931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:07.359433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:07.364393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:07.368122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:07.371920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:07.372001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:10.376755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:10.381443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:10.385551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:10.388937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:10.389027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:13.394188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:13.398673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:13.402777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:13.407869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:13.408073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:16.413059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:16.416936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:16.422076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:16.426504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:16.426628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:19.431803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:19.436468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:19.440538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:19.445736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:19.445896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:22.451246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:22.455772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:22.460518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:22.465119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:22.465223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:25.470245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:25.474391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:25.478226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:25.482070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:25.482193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:28.488042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:28.493117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:28.498771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:28.504812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:28.504950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:31.510132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:31.514508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:31.518363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:31.522297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:31.522395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:34.526400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:34.530465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:34.534794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:34.540064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:34.540183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:37.545375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:37.549754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:37.553630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:37.557079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:37.557155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:40.561596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:40.566638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:40.572315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:40.577013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:40.577138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:43.581803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:43.586608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:43.590249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:43.593700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:43.593773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:46.598257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:46.603537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:46.607670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:46.611500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:46.611614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:49.616157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:49.621169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:49.626090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:49.630934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:49.631042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:52.636421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:52.640563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:52.644603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:52.648748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:52.648862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:55.653502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:55.657250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:55.660978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:55.664729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:55.664818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:17:58.670706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:17:58.676059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:17:58.681795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:17:58.686458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:17:58.686639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:01.693255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:01.698630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:01.703020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:01.706914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:01.707199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:04.712204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:04.715921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:04.719525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:04.723130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:04.723317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:07.729202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:07.734303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:07.739353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:07.744105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:07.744218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:10.749978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:10.755476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:10.761438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:10.766237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:10.766359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:13.772147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:13.776508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:13.780714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:13.784963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:13.785090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:16.790931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:16.795928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:16.800762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:16.806092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:16.806260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:19.811066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:19.815029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:19.818543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:19.821851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:19.821935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:22.826365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:22.830291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:22.833572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:22.836869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:22.836944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:25.841690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:25.845571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:25.849559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:25.853621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:25.853763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:28.859680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:28.865261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:28.871363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:28.876891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:28.877096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:31.881786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:31.885345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:31.888767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:31.892270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:31.892344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:34.896825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:34.900398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:34.904428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:34.907979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:34.908064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:37.913742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:37.917620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:37.921946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:37.926584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:37.926725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:40.930937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:40.935013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:40.939469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:40.943790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:40.943879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:43.948730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:43.953420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:43.957164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:43.960981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:43.961053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:46.966757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:46.971089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:46.975470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:46.979097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:46.979187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:49.984145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:49.989062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:49.994107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:49.997923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:49.998011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:53.002466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:53.006838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:53.011013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:53.015918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:53.016024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:56.020494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:56.024425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:56.029413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:56.033501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:56.033615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:18:59.039388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:18:59.046177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:18:59.051252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:18:59.055358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:18:59.055456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:02.060926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:02.065750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:02.070178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:02.074977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:02.075112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:05.079955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:05.084433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:05.088731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:05.092887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:05.093007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:08.098351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:08.102192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:08.105931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:08.109372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:08.109442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:11.113467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:11.147276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:11.183274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:11.186958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:11.187028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:14.195323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:14.199299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:14.203007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:14.206493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:14.206565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:17.211967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:17.216623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:17.220745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:17.224317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:17.224402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:20.229854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:20.235095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:20.239165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:20.243321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:20.243441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:23.248273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:23.252966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:23.257256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:23.261661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:23.261760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:26.266249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:26.271049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:26.274915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:26.279176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:26.279265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:29.284402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:29.287972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:29.291397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:29.294789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:29.294873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:32.300064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:32.304563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:32.308763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:32.314822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:32.314918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:35.320596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:35.324983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:35.329885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:35.334348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:35.334464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:38.339630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:38.343410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:38.347069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:38.350864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:38.350956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:41.357493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:41.363627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:41.370082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:41.375064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:41.375211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:44.380885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:44.385586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:44.390179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:44.395359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:44.395506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:47.402445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:47.409047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:47.415113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:47.421449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:47.421625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:50.425454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:50.429289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:50.432661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:50.436215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:50.436292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:53.440592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:53.444433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:53.448286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:53.452600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:53.452724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:56.457690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:56.461493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:56.465688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:56.469708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:56.469810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:19:59.474394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:19:59.478586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:19:59.482553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:19:59.486264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:19:59.486395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:02.493104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:02.497573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:02.501463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:02.506287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:02.506418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:05.512305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:05.516175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:05.520353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:05.524628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:05.524781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:08.529560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:08.533535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:08.537360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:08.541541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:08.541621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:11.546789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:11.553571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:11.559058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:11.563315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:11.563400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:14.568100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:14.571877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:14.575193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:14.578484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:14.578553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:17.584283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:17.588663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:17.593139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:17.597105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:17.597231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:20.603979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:20.609207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:20.613374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:20.618995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:20.619120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:23.624100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:23.629188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:23.634235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:23.637873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:23.638051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:26.642889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:26.646829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:26.650876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:26.654855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:26.654959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:29.660363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:29.664673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:29.668567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:29.672335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:29.672434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:32.677436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:32.680950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:32.686529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:32.692297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:32.692408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:35.696818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:35.701027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:35.704509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:35.708111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:35.708206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:38.714095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:38.720328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:38.725514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:38.729509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:38.729630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:41.733605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:41.737731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:41.741592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:41.745066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:41.745149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:44.751539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:44.755854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:44.760636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:44.765028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:44.765100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:47.771992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:47.777053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:47.781692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:47.786170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:47.786274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:50.790579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:50.795307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:50.799410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:50.802976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:50.803052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:53.808129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:53.813467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:53.818115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:53.824336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:53.824462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:56.830048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:56.834406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:56.838324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:56.842154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:56.842227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:20:59.846444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:20:59.849939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:20:59.853290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:20:59.856541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:20:59.856616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:02.862087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:02.865701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:02.869698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:02.873889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:02.873976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:05.879835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:05.883384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:05.887285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:05.890927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:05.891004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:08.897248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:08.901592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:08.906111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:08.910339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:08.910418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:11.915217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:11.920525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:11.925388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:11.929364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:11.929468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:14.936024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:14.942062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:14.946420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:14.951286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:14.951420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:17.956193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:17.959695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:17.964312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:17.968701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:17.968872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:20.973152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:20.977123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:20.980765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:20.984504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:20.984599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:23.989022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:23.992720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:23.996716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:24.000347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:24.000436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:27.007899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:27.017739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:27.027741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:27.035138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:27.035291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:30.041812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:30.047848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:30.052401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:30.056591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:30.056723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:33.064613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:33.070427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:33.076062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:33.082368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:33.082485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:36.088243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:36.093487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:36.097806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:36.101595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:36.101691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:39.215491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:39.222471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:39.228419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:39.233444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:39.233557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:42.238485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:42.274198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:42.309045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:42.313269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:42.313402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:45.318830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:45.324061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:45.328459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:45.332811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:45.332913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:48.337571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:48.341659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:48.346707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:48.350796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:48.350898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:51.356222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:51.360715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:51.365783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:51.369439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:51.369516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:54.374512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:54.378634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:54.383081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:54.386635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:54.386746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:21:57.391479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:21:57.395224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:21:57.400143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:21:57.404496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:21:57.404592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:00.409419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:00.413012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:00.416416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:00.419969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:00.420044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:03.427132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:03.432683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:03.439159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:03.444859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:03.444979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:06.449252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:06.453394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:06.457367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:06.461592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:06.461706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:09.469046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:09.473597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:09.478266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:09.483837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:09.484022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:12.490281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:12.496510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:12.501384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:12.505347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:12.505427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:15.509760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:15.513971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:15.518012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:15.522061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:15.522166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:18.527798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:18.534163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:18.538923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:18.543462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:18.543551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:21.548160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:21.553395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:21.558771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:21.563991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:21.564104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:24.570263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:24.576409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:24.580477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:24.584412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:24.584488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:27.589477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:27.594473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:27.598680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:27.602421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:27.602507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:30.607323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:30.611836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:30.615736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:30.620691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:30.620873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:33.626720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:33.631910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:33.636819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:33.642699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:33.642829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:36.647061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:36.651902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:36.656474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:36.661311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:36.661415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:39.672421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:39.676848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:39.681368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:39.686112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:39.686307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:42.692042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:42.697397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:42.701838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:42.706121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:42.706193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:45.711063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:45.715192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:45.718860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:45.722710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:45.722816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:48.728344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:48.733016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:48.737568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:48.742897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:48.743018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:51.749355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:51.754264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:51.759138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:51.764170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:51.764427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:54.770072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:54.774750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:54.778995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:54.783492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:54.783621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:22:57.788964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:22:57.793034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:22:57.796539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:22:57.800111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:22:57.800184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:00.806440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:00.812260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:00.816355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:00.820973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:00.821063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:03.826215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:03.830158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:03.833743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:03.837517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:03.837619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:06.842412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:06.846921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:06.850872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:06.854704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:06.854798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:09.861669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:09.866044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:09.870307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:09.873895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:09.873992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:12.878961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:12.883236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:12.887536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:12.891501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:12.891603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:15.897139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:15.901247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:15.905084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:15.909002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:15.909116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:18.913814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:18.918115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:18.922135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:18.926750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:18.926948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:21.937093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:21.941974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:21.946002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:21.950298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:21.950393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:24.954847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:24.959065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:24.962958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:24.966968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:24.967038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:27.972310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:27.976170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:27.980102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:27.984024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:27.984124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:30.989684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:30.994551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:30.999262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:31.003779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:31.003879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:34.009499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:34.014868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:34.019506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:34.023630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:34.023755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:37.030414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:37.035121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:37.039907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:37.044471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:37.044594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:40.082338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:40.086174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:40.089628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:40.092909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:40.092980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:43.097431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:43.131867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:43.165308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:43.168921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:43.169007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:46.173132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:46.178267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:46.183031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:46.187057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:46.187158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:49.192018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:49.195880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:49.199828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:49.203629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:49.203759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:52.209704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:52.214481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:52.219298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:52.223477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:52.223617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:55.228245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:55.232112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:55.235997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:55.239834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:55.239927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:23:58.245391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:23:58.249911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:23:58.254136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:23:58.258311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:23:58.258400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:01.263273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:01.267565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:01.271539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:01.276579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:01.276796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:04.281973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:04.286679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:04.290844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:04.295006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:04.295137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:07.300719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:07.305827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:07.310523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:07.314130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:07.314203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:10.321043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:10.325736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:10.330078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:10.333791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:10.333874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:13.339945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:13.344985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:13.349894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:13.353811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:13.353897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:16.359569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:16.364249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:16.368065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:16.372319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:16.372392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:19.378636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:19.384005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:19.392675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:19.396771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:19.396862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:22.402532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:22.406534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:22.410808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:22.414507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:22.414590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:25.419225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:25.423795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:25.428103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:25.432075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:25.432177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:28.437720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:28.442417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:28.447261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:28.452091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:28.452227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:31.458942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:31.463165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:31.468808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:31.474002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:31.474170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:34.481206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:34.486454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:34.491104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:34.495986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:34.496108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:37.501119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:37.505351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:37.510482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:37.515541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:37.515685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:40.521053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:40.525006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:40.529304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:40.532545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:40.532625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:43.537247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:43.541686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:43.545815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:43.549349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:43.549440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:46.554407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:46.559570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:46.563967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:46.569502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:46.569767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:49.575267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:49.580505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:49.585617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:49.590189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:49.590506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:52.595059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:52.598673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:52.602505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:52.606149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:52.606228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:55.610955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:55.614704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:55.618826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:55.622488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:55.622591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:24:58.626980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:24:58.631528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:24:58.636236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:24:58.641042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:24:58.641149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:01.646760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:01.652662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:01.658254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:01.663793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:01.663930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:04.668924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:04.673231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:04.677400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:04.682341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:04.682446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:07.689029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:07.694443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:07.699527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:07.703544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:07.703666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:10.708605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:10.713775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:10.718484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:10.723036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:10.723161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:13.727786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:13.732571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:13.737798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:13.741564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:13.741691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:16.746682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:16.750597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:16.754676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:16.758214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:16.758289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:19.762704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:19.767158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:19.771491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:19.776327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:19.776456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:22.781131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:22.784785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:22.788368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:22.792015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:22.792114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:25.796964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:25.801118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:25.806275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:25.811287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:25.811412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:28.816586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:28.820616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:28.824474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:28.828933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:28.829071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:31.834717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:31.838622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:31.842616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:31.846695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:31.846819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:34.851708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:34.856074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:34.860245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:34.863997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:34.864097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:37.869907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:37.875278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:37.881024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:37.885948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:37.886082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:40.892620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:40.896433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:40.900390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:40.904500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:40.904579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:43.910396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:43.915723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:43.921394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:43.925155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:43.925241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:46.931029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:46.936091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:46.941867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:46.946557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:46.946695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:49.952940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:49.958113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:49.962483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:49.966839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:49.966963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:52.972853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:52.976632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:52.980147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:52.983751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:52.983829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:55.988704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:55.993142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:55.998122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:56.001679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:56.001753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:25:59.007303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:25:59.012253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:25:59.016511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:25:59.020537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:25:59.020678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:02.025635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:02.029325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:02.032758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:02.036019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:02.036086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:05.040895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:05.045948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:05.049986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:05.053615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:05.053714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:08.059742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:08.063950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:08.067416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:08.070724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:08.070798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:11.140856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:11.145595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:11.150043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:11.155703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:11.155913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:14.160698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:14.195611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:14.231118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:14.234839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:14.234915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:17.240008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:17.245782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:17.250780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:17.254774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:17.254872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:20.260756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:20.265076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:20.269562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:20.273993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:20.274117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:23.278606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:23.282441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:23.287260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:23.291269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:23.291349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:26.296835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:26.301523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:26.306703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:26.311041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:26.311116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:29.316801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:29.320566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:29.324345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:29.329766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:29.329897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:32.335259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:32.339857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:32.345706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:32.352170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:32.352311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:35.356202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:35.359723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:35.363072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:35.366321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:35.366395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:38.371586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:38.376057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:38.379766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:38.383316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:38.383389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:41.387318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:41.390914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:41.394474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:41.397937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:41.398062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:44.402834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:44.408076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:44.413237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:44.417987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:44.418105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:47.422706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:47.426472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:47.435449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:47.440330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:47.440415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:50.444526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:50.448334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:50.452160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:50.457470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:50.457617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:53.463448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:53.467470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:53.471091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:53.474962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:53.475047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:56.481753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:56.488552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:56.494083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:56.500209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:56.500417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:26:59.505515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:26:59.509843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:26:59.513575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:26:59.517352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:26:59.517482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:02.522849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:02.528303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:02.533578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:02.538031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:02.538137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:05.544668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:05.549770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:05.554436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:05.558890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:05.559147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:08.564222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:08.569587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:08.574070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:08.578683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:08.578922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:11.587674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:11.591635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:11.595157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:11.598492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:11.598564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:14.602743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:14.607271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:14.612625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:14.616575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:14.616695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:17.623181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:17.627838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:17.632003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:17.636196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:17.636336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:20.641415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:20.645746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:20.649346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:20.653665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:20.653744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:23.659239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:23.663209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:23.666691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:23.670452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:23.670532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:26.675463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:26.678952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:26.682741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:26.686397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:26.687633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:29.692342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:29.696450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:29.700217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:29.704221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:29.704299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:32.709887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:32.714380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:32.720524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:32.726189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:32.726351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:35.733060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:35.738660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:35.744826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:35.749734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:35.749871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:38.754954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:38.758850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:38.762443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:38.765929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:38.766001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:41.771807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:41.775328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:41.778589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:41.782496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:41.782597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:44.789079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:44.795141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:44.802600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:44.808188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:44.808346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:47.812422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:47.816107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:47.819993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:47.823411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:47.823709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:50.828204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:50.833174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:50.837824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:50.842058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:50.842151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:53.848051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:53.852513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:53.856701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:53.861225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:53.861350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:56.866013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:56.869609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:56.873157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:56.877127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:56.877242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:27:59.882588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:27:59.886577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:27:59.891070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:27:59.894822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:27:59.894947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:02.900162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:02.903777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:02.907119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:02.911426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:02.911507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:05.917666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:05.922001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:05.925880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:05.930572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:05.930707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:08.936143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:08.941074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:08.945130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:08.948948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:08.949027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:11.953372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:11.956968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:11.960596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:11.964271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:11.964362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:14.969714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:14.974267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:14.978621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:14.982439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:14.982519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:17.986926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:17.991702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:17.995579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:17.999525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:17.999635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:21.005252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:21.009371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:21.014020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:21.018314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:21.018388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:24.024777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:24.029758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:24.034265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:24.038736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:24.038852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:27.043073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:27.047705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:27.051108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:27.054395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:27.054468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:30.059478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:30.063157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:30.066728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:30.071249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:30.071333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:33.076332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:33.081491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:33.087375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:33.092523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:33.092661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:36.097348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:36.101422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:36.105006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:36.108532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:36.108613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:39.113891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:39.119300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:39.123770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:39.128502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:39.128592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:42.132883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:42.136941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:42.141097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:42.145410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:42.145516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:45.151125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:45.185807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:45.221675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:45.227325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:45.227481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:48.231798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:48.235700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:48.239454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:48.242967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:48.243057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:51.248753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:51.255014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:51.259817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:51.264199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:51.264326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:54.269898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:54.274809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:54.279172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:54.283058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:54.283144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:28:57.287589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:28:57.291131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:28:57.295702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:28:57.300523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:28:57.300778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:00.305236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:00.311157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:00.315598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:00.319252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:00.319322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:03.325916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:03.330427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:03.334287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:03.338119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:03.338194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:06.342768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:06.347539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:06.351959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:06.355901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:06.355978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:09.362283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:09.366555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:09.370534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:09.374146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:09.374218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:12.378516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:12.383872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:12.388799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:12.392995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:12.393125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:15.399285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:15.405147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:15.409977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:15.413545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:15.413620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:18.419964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:18.425542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:18.430720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:18.435905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:18.436061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:21.442178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:21.447504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:21.452162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:21.456141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:21.456245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:24.461022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:24.464712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:24.468061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:24.471345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:24.471415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:27.476138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:27.484632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:27.488573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:27.492453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:27.492536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:30.497325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:30.501365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:30.504993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:30.508399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:30.508474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:33.512963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:33.516732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:33.520397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:33.525948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:33.526054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:36.533302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:36.538623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:36.543778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:36.548626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:36.548767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:39.554101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:39.558200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:39.563231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:39.568318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:39.568526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:42.574801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:42.586608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:42.593607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:42.601261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:42.601490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:45.607728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:45.612738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:45.617186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:45.621036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:45.621114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:48.631710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:48.636396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:48.640577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:48.644939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:48.645023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:51.651714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:51.656292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:51.660283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:51.664664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:51.664796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:54.669662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:54.673477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:54.677193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:54.681205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:54.681296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:29:57.686067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:29:57.690035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:29:57.694593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:29:57.699388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:29:57.699500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:00.705214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:00.709479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:00.714786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:00.720573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:00.720756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:03.725325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:03.729165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:03.732948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:03.736451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:03.736663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:06.742702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:06.747839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:06.752425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:06.756099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:06.756173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:09.762795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:09.768237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:09.774403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:09.780168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:09.780393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:12.788281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:12.794001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:12.798365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:12.803436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:12.803661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:15.809506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:15.814485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:15.819675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:15.824691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:15.824809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:18.831455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:18.836613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:18.840546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:18.844068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:18.844154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:21.850362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:21.855447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:21.859724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:21.863397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:21.863498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:24.869846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:24.873556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:24.877330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:24.881275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:24.881409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:27.886745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:27.890985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:27.894726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:27.899084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:27.899228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:30.904309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:30.908306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:30.911856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:30.915340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:30.915422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:33.921549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:33.926027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:33.930872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:33.935357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:33.935478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:36.939866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:36.943240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:36.946597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:36.950990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:36.951085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:39.957099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:39.962348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:39.965835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:39.969160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:39.969238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:42.975899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:42.979665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:42.982935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:42.986177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:42.986248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:45.990794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:45.995586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:46.000080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:46.003963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:46.004071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:49.008910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:49.013164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:49.017306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:49.020873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:49.020948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:52.025080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:52.029169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:52.033766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:52.037869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:52.037971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:55.043981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:55.048445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:55.053978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:55.060146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:55.060308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:30:58.065616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:30:58.069896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:30:58.074465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:30:58.080295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:30:58.080415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:01.085829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:01.089858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:01.093845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:01.098009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:01.098081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:04.102429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:04.107877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:04.111963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:04.115711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:04.115795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:07.122222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:07.126769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:07.131477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:07.135577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:07.135691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:10.141152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:10.145095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:10.149522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:10.153214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:10.153302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:13.158431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:13.162701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:13.166394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:13.170783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:13.170889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:16.175717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:16.180577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:16.184738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:16.188275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:16.188346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:19.193620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:19.197675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:19.202202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:19.206497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:19.206605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:22.218327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:22.227695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:22.235599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:22.245423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:22.245600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:25.251419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:25.257282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:25.262153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:25.267381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:25.267501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:28.274741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:28.279380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:28.283594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:28.287547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:28.287627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:31.292804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:31.297399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:31.301131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:31.305021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:31.305110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:34.312687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:34.317933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:34.322729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:34.327460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:34.327577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:37.334243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:37.339351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:37.344313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:37.349000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:37.349131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:40.355659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:40.359683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:40.364418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:40.368589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:40.368692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:43.391227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:43.395241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:43.398701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:43.403305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:43.403438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:46.408912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:46.414610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:46.419465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:46.424392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:46.424483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:49.428387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:49.432122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:49.435638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:49.439259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:49.439343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:52.443678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:52.447731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:52.451689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:52.455709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:52.455829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:55.460681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:55.464081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:55.467880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:55.471966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:55.472141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:31:58.478416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:31:58.483889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:31:58.489060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:31:58.493491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:31:58.493606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:01.500084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:01.505422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:01.510913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:01.516626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:01.516810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:04.524686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:04.529546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:04.533992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:04.539377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:04.539803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:07.547009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:07.553126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:07.558483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:07.563877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:07.564045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:10.570528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:10.576067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:10.580786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:10.584838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:10.584933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:13.591270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:13.596395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:13.600182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:13.604200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:13.604279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:16.610249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:16.616210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:16.621455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:16.626309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:16.626403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:19.633134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:19.637464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:19.642256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:19.646338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:19.646427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:22.650947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:22.654455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:22.658205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:22.661846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:22.661919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:25.667702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:25.672228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:25.676067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:25.680477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:25.680591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:28.684821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:28.688872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:28.692512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:28.696141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:28.696222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:31.701449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:31.707364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:31.712961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:31.719568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:31.719897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:34.725991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:34.731837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:34.737897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:34.743175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:34.743315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:37.748871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:37.753995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:37.758734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:37.762271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:37.762345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:40.768300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:40.774676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:40.781266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:40.785214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:40.785289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:43.791817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:43.797701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:43.802277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:43.806757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:43.806907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:46.814185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:46.820301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:46.825412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:46.830277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:46.830449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:49.837162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:49.842911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:49.848609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:49.852702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:49.852795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:52.857296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:52.861677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:52.866243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:52.871328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:52.871446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:55.877456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:55.882696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:55.886959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:55.891324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:55.891430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:32:58.898407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:32:58.903107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:32:58.907183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:32:58.910709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:32:58.910782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:01.917969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:01.923570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:01.929415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:01.934061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:01.934172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:04.938757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:04.943263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:04.947014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:04.950883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:04.950977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:07.958592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:07.964295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:07.969573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:07.974210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:07.974294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:10.980865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:10.986927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:10.992413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:10.996346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:10.996449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:14.001747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:14.008417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:14.013927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:14.018954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:14.019119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:17.023146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:17.057028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:17.091783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:17.095544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:17.095663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:20.101877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:20.107983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:20.113015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:20.118350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:20.118489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:23.123993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:23.128767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:23.132725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:23.136227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:23.136311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:26.142323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:26.147271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:26.151290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:26.156867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:26.157043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:29.162747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:29.167482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:29.172020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:29.176535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:29.176629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:32.181750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:32.186603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:32.191560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:32.196688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:32.196792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:35.201985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:35.206020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:35.209557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:35.213226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:35.213305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:38.219597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:38.224034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:38.228822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:38.233726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:38.233882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:41.244415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:41.248919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:41.253070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:41.257795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:41.257989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:44.262920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:44.266592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:44.270187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:44.273796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:44.273874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:47.279291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:47.283326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:47.288042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:47.292737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:47.292879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:50.298300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:50.303433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:50.307858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:50.312094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:50.312179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:53.319038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:53.323973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:53.328305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:53.332484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:53.332588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:56.337487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:56.342344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:56.346831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:56.352190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:56.352448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:33:59.357676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:33:59.362806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:33:59.367990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:33:59.372797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:33:59.372900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:02.378418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:02.383262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:02.387821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:02.392392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:02.392493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:05.397986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:05.403833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:05.408629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:05.412917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:05.412987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:08.417066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:08.420590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:08.424831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:08.429026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:08.429131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:11.433926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:11.437973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:11.441737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:11.445082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:11.445160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:14.450253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:14.455626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:14.460136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:14.465005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:14.465151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:17.471524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:17.476985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:17.482740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:17.487091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:17.487247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:20.493905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:20.498407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:20.502739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:20.506990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:20.507066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:23.514802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:23.519349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:23.524747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:23.530198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:23.530298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:26.535980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:26.541199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:26.545613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:26.550427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:26.550698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:29.556472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:29.560751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:29.565188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:29.569377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:29.569507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:32.574155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:32.577953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:32.581617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:32.585412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:32.585512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:35.590611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:35.594243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:35.598277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:35.602181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:35.602275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:38.607786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:38.611418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:38.615060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:38.618500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:38.618577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:41.623554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:41.627746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:41.631877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:41.635561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:41.635660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:44.641696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:44.645446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:44.649852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:44.653327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:44.653404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:47.658262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:47.663363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:47.667932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:47.671732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:47.671823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:50.680946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:50.686780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:50.692222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:50.697350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:50.697506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:53.702272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:53.707141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:53.716066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:53.720131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:53.720233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:56.726777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:56.731878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:56.736462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:56.741022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:56.741110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:34:59.746899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:34:59.751024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:34:59.756088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:34:59.760415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:34:59.760492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:02.766855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:02.774951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:02.781101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:02.785888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:02.786059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:05.791727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:05.796374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:05.800948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:05.805028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:05.805116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:08.811774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:08.816852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:08.821305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:08.825846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:08.825929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:11.831063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:11.834870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:11.839270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:11.844112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:11.844210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:14.850164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:14.854772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:14.859581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:14.863808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:14.863895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:17.870135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:17.876343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:17.882194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:17.886315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:17.886419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:20.891353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:20.895376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:20.899266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:20.902875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:20.902948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:23.906970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:23.910847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:23.914906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:23.919014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:23.919146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:26.924455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:26.928421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:26.932364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:26.936110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:26.936203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:29.941434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:29.944966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:29.948278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:29.951747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:29.951820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:32.960505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:32.965060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:32.969583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:32.975102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:32.975243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:35.981426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:35.986234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:35.990486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:35.994355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:35.994450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:39.001272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:39.007391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:39.012987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:39.017329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:39.017438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:42.022875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:42.028839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:42.034175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:42.038595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:42.038711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:45.108213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:45.113951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:45.119803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:45.125391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:45.125864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:48.131692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:48.168349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:48.204011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:48.208240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:48.208324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:51.212874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:51.216949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:51.221426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:51.225502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:51.225628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:54.231455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:54.236070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:54.240696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:54.245856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:54.245962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:35:57.250791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:35:57.254824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:35:57.258551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:35:57.262224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:35:57.262310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:00.269000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:00.273615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:00.277948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:00.281804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:00.281901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:03.286837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:03.290365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:03.293689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:03.297392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:03.297498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:06.302890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:06.306706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:06.310508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:06.314932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:06.315018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:09.320599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:09.326053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:09.331272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:09.335684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:09.335768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:12.341749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:12.346514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:12.351070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:12.355559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:12.355717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:15.360884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:15.364711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:15.368843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:15.372476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:15.372557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:18.378618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:18.383526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:18.388785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:18.393410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:18.393525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:21.399144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:21.404275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:21.409801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:21.414575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:21.414726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:24.419862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:24.424584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:24.428393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:24.432416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:24.432498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:27.437542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:27.441447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:27.444968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:27.448437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:27.448510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:30.453167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:30.458411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:30.462939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:30.466555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:30.466634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:33.474233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:33.482243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:33.488437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:33.493917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:33.494010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:36.501013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:36.507163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:36.511762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:36.515896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:36.516017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:39.521552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:39.526889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:39.533220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:39.538637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:39.538813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:42.544123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:42.548714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:42.553078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:42.557372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:42.557501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:45.562754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:45.567152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:45.571361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:45.576925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:45.577097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:48.583857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:48.589702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:48.595835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:48.601889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:48.602052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:51.607679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:51.612023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:51.616295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:51.621035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:51.621158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:54.626554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:54.631905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:54.636863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:54.641513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:54.641676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:36:57.648354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:36:57.654041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:36:57.658074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:36:57.663040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:36:57.663630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:00.668837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:00.672711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:00.676132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:00.679446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:00.679520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:03.683906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:03.687206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:03.690585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:03.693918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:03.693985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:06.699274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:06.704901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:06.710470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:06.714955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:06.715062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:09.721778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:09.726059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:09.730703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:09.735067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:09.735200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:12.739897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:12.744193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:12.748800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:12.753961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:12.754112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:15.763502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:15.769235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:15.774051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:15.778498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:15.778582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:18.782412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:18.786312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:18.790227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:18.793573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:18.793669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:21.798259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:21.802415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:21.806481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:21.810466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:21.810616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:24.815629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:24.820186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:24.824330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:24.829112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:24.829216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:27.835490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:27.840266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:27.843997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:27.847792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:27.847883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:30.853607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:30.858209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:30.863228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:30.868221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:30.868371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:33.873488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:33.878125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:33.881532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:33.884920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:33.885007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:36.891614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:36.898339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:36.907009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:36.913357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:36.913625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:39.918938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:39.924403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:39.929252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:39.933379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:39.933466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:42.939529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:42.943845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:42.949591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:42.954475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:42.954560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:45.961014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:45.965719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:45.969599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:45.973692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:45.973790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:48.981274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:48.987780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:48.993448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:48.999662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:48.999792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:52.004087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:52.008163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:52.011590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:52.014927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:52.014998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:55.019976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:55.023913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:55.027841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:55.031174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:55.031242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:37:58.035107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:37:58.038663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:37:58.042110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:37:58.045513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:37:58.045598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:01.051052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:01.056075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:01.060841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:01.065285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:01.065442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:04.072354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:04.077513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:04.081857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:04.086331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:04.086431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:07.091492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:07.096270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:07.100696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:07.105516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:07.105676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:10.110698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:10.116069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:10.122464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:10.127849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:10.127979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:13.133593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:13.138734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:13.145281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:13.152440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:13.152668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:16.158303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:16.162941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:16.166889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:16.170632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:16.170755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:19.176437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:19.181483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:19.185752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:19.189480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:19.189562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:22.195536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:22.201106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:22.207810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:22.214000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:22.214277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:25.219856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:25.223743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:25.229316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:25.233786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:25.233872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:28.239814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:28.244280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:28.249718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:28.254004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:28.254086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:31.258591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:31.263154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:31.269546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:31.275309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:31.275595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:34.281369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:34.286954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:34.291914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:34.297055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:34.297174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:37.301162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:37.304717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:37.309388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:37.314145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:37.314257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:40.318946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:40.322484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:40.326292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:40.329889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:40.330086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:43.335520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:43.340411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:43.345846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:43.349661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:43.349748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:46.355358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:46.359978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:46.363754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:46.367080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:46.367154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:49.372814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:49.379391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:49.384103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:49.388703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:49.388823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:52.393945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:52.398617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:52.403444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:52.408288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:52.408406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:55.413342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:55.417099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:55.420794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:55.424369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:55.424447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:38:58.430529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:38:58.435355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:38:58.439809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:38:58.443790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:38:58.443883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:01.449818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:01.454006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:01.459306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:01.463878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:01.464035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:04.470425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:04.476449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:04.482040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:04.486717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:04.486851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:07.491553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:07.495972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:07.500149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:07.504247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:07.504342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:10.508994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:10.513231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:10.517374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:10.522024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:10.522119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:13.528760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:13.533223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:13.538388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:13.542847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:13.543005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:16.553251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:16.559274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:16.569217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:16.576262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:16.576436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:19.580395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:19.584501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:19.588530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:19.592003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:19.592086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:22.596405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:22.599862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:22.603294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:22.606696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:22.606771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:25.612881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:25.617188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:25.621130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:25.625409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:25.625557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:28.631852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:28.637283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:28.641965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:28.645616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:28.645709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:31.649828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:31.654072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:31.657854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:31.661327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:31.661412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:34.666331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:34.670167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:34.673623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:34.677086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:34.677164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:37.681571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:37.685173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:37.688725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:37.692255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:37.692333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:40.697051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:40.700683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:40.704280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:40.708209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:40.708310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:43.714328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:43.719386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:43.724354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:43.729292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:43.729445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:46.733527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:46.736920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:46.740215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:46.743406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:46.743553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:49.748889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:49.761564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:49.771215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:49.775754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:49.775875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:52.780011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:52.783734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:52.787550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:52.791389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:52.791484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:55.796616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:55.800485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:55.806066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:55.810806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:55.810961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:39:58.816311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:39:58.820738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:39:58.824729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:39:58.828971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:39:58.829096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:01.833707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:01.837813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:01.842217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:01.846449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:01.846568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:04.851701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:04.855557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:04.859335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:04.862985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:04.863059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:07.868279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:07.871737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:07.875351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:07.879028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:07.879124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:10.884060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:10.888209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:10.892131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:10.896026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:10.896141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:13.902154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:13.906785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:13.911141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:13.915521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:13.915734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:16.923660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:16.929315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:16.936375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:16.942194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:16.942377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:19.947174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:19.951806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:19.957090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:19.962327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:19.962424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:22.969732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:22.975439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:22.981417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:22.986928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:22.987043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:25.992138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:25.996289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:26.000952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:26.005255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:26.005380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:29.010471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:29.014281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:29.018080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:29.021759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:29.021852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:32.027957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:32.033000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:32.036738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:32.040576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:32.040681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:35.047129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:35.052908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:35.057585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:35.062236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:35.062357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:38.069219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:38.074576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:38.079634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:38.084082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:38.084205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:41.089712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:41.094684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:41.099583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:41.104464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:41.104630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:44.111596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:44.118210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:44.123381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:44.129801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:44.129938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:47.168137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:47.172317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:47.176307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:47.180082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:47.180169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:50.186626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:50.221565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:50.256418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:50.260262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:50.260348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:53.265163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:53.270278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:53.274550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:53.278246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:53.278320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:56.283737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:56.287611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:56.291030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:56.294767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:56.294835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:40:59.300013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:40:59.304001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:40:59.308037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:40:59.311704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:40:59.311794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:02.317632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:02.323322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:02.327047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:02.330977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:02.331068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:05.336544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:05.341319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:05.346216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:05.351674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:05.351792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:08.356876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:08.361271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:08.365869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:08.370135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:08.370254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:11.375916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:11.381053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:11.385779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:11.391367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:11.391468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:14.396345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:14.401109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:14.405992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:14.410857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:14.410959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:17.416819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:17.421309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:17.424914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:17.428578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:17.428778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:20.435460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:20.441333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:20.447726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:20.451680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:20.451753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:23.456525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:23.461161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:23.465390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:23.469155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:23.469241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:26.473716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:26.477663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:26.482065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:26.486935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:26.487056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:29.491595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:29.497006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:29.502921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:29.507791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:29.508079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:32.512611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:32.516361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:32.520108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:32.524002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:32.524138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:35.528788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:35.532627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:35.536105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:35.539747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:35.539828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:38.546437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:38.550510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:38.554281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:38.557931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:38.558002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:41.563032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:41.566510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:41.569952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:41.573415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:41.573492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:44.579578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:44.584755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:44.592369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:44.597348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:44.597477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:47.603835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:47.608221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:47.611921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:47.615744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:47.615856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:50.620900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:50.626773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:50.640930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:50.644781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:50.644894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:53.650173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:53.655389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:53.660740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:53.664597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:53.664689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:56.669967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:56.675673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:56.681231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:56.686433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:56.686590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:41:59.692083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:41:59.697192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:41:59.702091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:41:59.706754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:41:59.706841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:02.711490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:02.715076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:02.718834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:02.723195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:02.723366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:05.729283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:05.733357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:05.737535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:05.741380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:05.741474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:08.746107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:08.750699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:08.755180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:08.759785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:08.759872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:11.765665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:11.770844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:11.775992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:11.780853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:11.780973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:14.785180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:14.792968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:14.798217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:14.803214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:14.803352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:17.809875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:17.815116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:17.820669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:17.825919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:17.826054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:20.831286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:20.836544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:20.845292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:20.850131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:20.850240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:23.855224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:23.859902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:23.864105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:23.868332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:23.868467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:26.873219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:26.877535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:26.881178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:26.884677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:26.884752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:29.890573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:29.895339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:29.900854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:29.906840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:29.906968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:32.910985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:32.915103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:32.919071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:32.922835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:32.922926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:35.929441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:35.935469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:35.942276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:35.948421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:35.948561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:38.956370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:38.961295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:38.966054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:38.971699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:38.971842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:41.976328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:41.979994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:41.983738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:41.987283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:41.987394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:44.993028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:44.998101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:45.002474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:45.006336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:45.006424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:48.075381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:48.080892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:48.085528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:48.090341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:48.090468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:51.095919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:51.133731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:51.172779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:51.180629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:51.180936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:54.186901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:54.191603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:54.195842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:54.199678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:54.199752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:42:57.205140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:42:57.210255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:42:57.214607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:42:57.218948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:42:57.219065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:00.223149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:00.227247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:00.231533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:00.235211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:00.235289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:03.240417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:03.244379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:03.248306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:03.251949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:03.252021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:06.256042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:06.260209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:06.264430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:06.269805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:06.270213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:09.276113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:09.280662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:09.285252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:09.289290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:09.289422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:12.294460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:12.299312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:12.303192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:12.306885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:12.306965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:15.311576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:15.315697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:15.319734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:15.324833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:15.324938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:18.330605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:18.334890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:18.342276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:18.346424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:18.346537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:21.351855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:21.356619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:21.362055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:21.365859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:21.365952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:24.371805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:24.376675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:24.381184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:24.385668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:24.385782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:27.390753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:27.394497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:27.398175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:27.401663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:27.401740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:30.406998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:30.411411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:30.416136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:30.420431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:30.420527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:33.426402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:33.430373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:33.434561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:33.438693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:33.438778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:36.444266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:36.449014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:36.453156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:36.457770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:36.457867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:39.463377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:39.467805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:39.471789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:39.475600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:39.475773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:42.480975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:42.485879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:42.490231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:42.494619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:42.494909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:45.500182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:45.504379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:45.508099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:45.511468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:45.511540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:48.516566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:48.521758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:48.526126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:48.531372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:48.531484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:51.535795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:51.540392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:51.544587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:51.548593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:51.548718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:54.553986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:54.558148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:54.562106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:54.567176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:54.567344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:43:57.572173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:43:57.577121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:43:57.581746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:43:57.585890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:43:57.585980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:00.590521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:00.594116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:00.598084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:00.602396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:00.602588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:03.609285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:03.615686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:03.621267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:03.628081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:03.628319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:06.634858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:06.640478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:06.645406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:06.650166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:06.650324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:09.655917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:09.661357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:09.666305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:09.670679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:09.670760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:12.676907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:12.682823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:12.686618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:12.690550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:12.690621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:15.695099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:15.699135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:15.704206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:15.709323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:15.709500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:18.715669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:18.720308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:18.724465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:18.732341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:18.732510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:21.738141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:21.743776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:21.751357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:21.756420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:21.756504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:24.761552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:24.765509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:24.769200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:24.773039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:24.773113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:27.777861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:27.782251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:27.785909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:27.789632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:27.789751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:30.795548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:30.801922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:30.806522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:30.810882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:30.811019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:33.817240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:33.821596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:33.825499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:33.829142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:33.829230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:36.833929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:36.837470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:36.841033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:36.844632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:36.844733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:39.850357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:39.854574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:39.858034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:39.862118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:39.862227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:42.866705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:42.870670] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:42.874422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:42.878103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:42.878226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:45.886712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:45.892257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:45.898846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:45.908097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:45.908265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:48.912826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:48.916951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:48.920818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:48.925624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:48.925752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:51.931899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:51.937302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:51.941706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:51.945948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:51.946047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:54.952040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:54.958453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:54.964494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:54.969880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:54.969994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:44:57.976620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:44:57.982297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:44:57.986409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:44:57.990353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:44:57.990446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:00.996474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:01.003387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:01.009032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:01.013773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:01.013859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:04.020064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:04.025472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:04.030555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:04.035997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:04.036169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:07.041972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:07.046533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:07.050546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:07.054610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:07.054763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:10.060810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:10.065180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:10.068942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:10.072445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:10.072539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:13.078796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:13.083446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:13.087361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:13.091195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:13.091304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:16.096449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:16.101012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:16.106330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:16.110817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:16.110950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:19.116288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:19.120487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:19.124144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:19.127557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:19.127636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:22.132194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:22.166859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:22.202425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:22.206155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:22.206246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:25.211801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:25.216730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:25.221143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:25.225432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:25.225527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:28.231743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:28.236684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:28.241657] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:28.247130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:28.247343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:31.253624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:31.260477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:31.267100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:31.274260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:31.274485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:34.280959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:34.286038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:34.291100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:34.296056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:34.296188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:37.301040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:37.304663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:37.308260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:37.312037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:37.312140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:40.317702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:40.322722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:40.326908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:40.331297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:40.331454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:43.336436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:43.340555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:43.344805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:43.348697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:43.348801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:46.354279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:46.359024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:46.363749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:46.368257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:46.368397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:49.372888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:49.376377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:49.379773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:49.383141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:49.383209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:52.387307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:52.391756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:52.395917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:52.399689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:52.399779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:55.405705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:55.413620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:55.417425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:55.420865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:55.420999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:45:58.426249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:45:58.430196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:45:58.433721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:45:58.437251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:45:58.437321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:01.443900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:01.449724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:01.454655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:01.459887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:01.459968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:04.464976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:04.469049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:04.472699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:04.475924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:04.475995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:07.481112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:07.485300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:07.490039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:07.494981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:07.495217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:10.500115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:10.504047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:10.508071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:10.511887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:10.511987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:13.518818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:13.524343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:13.532199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:13.536178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:13.536249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:16.541040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:16.545333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:16.549967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:16.556108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:16.556277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:19.561037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:19.566669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:19.572811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:19.577620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:19.577776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:22.583359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:22.591453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:22.604141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:22.608592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:22.608716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:25.614562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:25.618518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:25.622053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:25.625405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:25.625484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:28.631185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:28.635404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:28.639923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:28.644088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:28.644183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:31.649318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:31.653464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:31.657933] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:31.663236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:31.663418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:34.669527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:34.674131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:34.679115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:34.683922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:34.684020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:37.692979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:37.698311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:37.702615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:37.707239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:37.707399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:40.713974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:40.719634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:40.725343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:40.731034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:40.731217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:43.736656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:43.741712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:43.746490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:43.751853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:43.752006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:46.758129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:46.762241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:46.765750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:46.769235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:46.769306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:49.774213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:49.778798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:49.784136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:49.788821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:49.788957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:52.794860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:52.800068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:52.804289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:52.808168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:52.808249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:55.813890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:55.818731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:55.822824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:55.826496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:55.826581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:46:58.832002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:46:58.837026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:46:58.840916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:46:58.844543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:46:58.844628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:01.850266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:01.855746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:01.860257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:01.864661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:01.864780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:04.868997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:04.872485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:04.875900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:04.879243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:04.879313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:07.884358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:07.888343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:07.892094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:07.895701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:07.895773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:10.901429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:10.906005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:10.909900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:10.913271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:10.913342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:13.917519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:13.921523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:13.925053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:13.928345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:13.928415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:16.932350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:16.936034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:16.939809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:16.943273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:16.943349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:19.947696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:19.951551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:19.955369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:19.959136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:19.959218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:22.963393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:22.967438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:22.971927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:22.975271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:22.975342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:25.981027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:25.986123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:25.990405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:25.994257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:25.994346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:29.000176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:29.004953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:29.009214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:29.013902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:29.014008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:32.023168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:32.030358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:32.038610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:32.045398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:32.045594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:35.051370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:35.056420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:35.060705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:35.064866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:35.064967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:38.069967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:38.073461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:38.077159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:38.080561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:38.080666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:41.085803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:41.090300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:41.094181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:41.098035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:41.098144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:44.103904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:44.108684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:44.112994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:44.117587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:44.117711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:47.122761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:47.127509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:47.131476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:47.135522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:47.135677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:50.141300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:50.145004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:50.148455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:50.152903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:50.153016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:53.157996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:53.192594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:53.227279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:53.231073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:53.231157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:56.236540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:56.240263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:56.244784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:56.248817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:56.248912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:47:59.255531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:47:59.259722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:47:59.264125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:47:59.267935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:47:59.268015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:02.273533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:02.278274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:02.282899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:02.287169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:02.287341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:05.293231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:05.298780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:05.303712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:05.307771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:05.307882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:08.313577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:08.320045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:08.326696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:08.332371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:08.332492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:11.337569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:11.342969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:11.349893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:11.354036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:11.354117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:14.358087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:14.361600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:14.365135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:14.369795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:14.369918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:17.376457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:17.381446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:17.385189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:17.388668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:17.388741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:20.394815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:20.399082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:20.403712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:20.408016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:20.408363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:23.413999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:23.418660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:23.428598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:23.432989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:23.433099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:26.439067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:26.445585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:26.450932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:26.455586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:26.455725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:29.461182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:29.468021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:29.473772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:29.478451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:29.478587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:32.484927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:32.489762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:32.494381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:32.499579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:32.499799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:35.505617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:35.510676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:35.515064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:35.519542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:35.519700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:38.524633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:38.528797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:38.533278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:38.543290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:38.543668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:41.551289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:41.556764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:41.561580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:41.565636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:41.565769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:44.571833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:44.576565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:44.581025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:44.586179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:44.586377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:47.591043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:47.595017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:47.598844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:47.603174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:47.603332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:50.613727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:50.618917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:50.622960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:50.626627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:50.626753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:53.633348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:53.638636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:53.644861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:53.650495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:53.650625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:56.656910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:56.661891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:56.666487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:56.670501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:56.670595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:48:59.676386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:48:59.680129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:48:59.685117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:48:59.689397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:48:59.689503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:02.695082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:02.700852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:02.705542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:02.709670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:02.709786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:05.714299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:05.717890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:05.721102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:05.724353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:05.724430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:08.730306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:08.735312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:08.741282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:08.746810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:08.747011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:11.753768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:11.758822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:11.763834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:11.768815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:11.768950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:14.774368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:14.779611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:14.784240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:14.789254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:14.789349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:17.793924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:17.798557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:17.802576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:17.806483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:17.806562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:20.811764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:20.816441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:20.822447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:20.828947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:20.829141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:23.834863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:23.840991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:23.846266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:23.852417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:23.852563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:26.858464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:26.863973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:26.870469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:26.876527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:26.876722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:29.882761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:29.887536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:29.892755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:29.897575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:29.897873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:32.901911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:32.905613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:32.909974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:32.914369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:32.914497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:35.919914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:35.925925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:35.931416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:35.936155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:35.936245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:38.941239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:38.944882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:38.949107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:38.953957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:38.954216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:41.960081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:41.964891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:41.969160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:41.973510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:41.973620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:44.978551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:44.982148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:44.985558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:44.989309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:44.989409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:47.994091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:47.997774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:48.001488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:48.004954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:48.005037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:51.073131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:51.076996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:51.080666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:51.084819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:51.084905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:54.089875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:54.124256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:54.158449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:54.161862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:54.161929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:49:57.166449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:49:57.171781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:49:57.175619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:49:57.179135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:49:57.179220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:00.185172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:00.189393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:00.194154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:00.198395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:00.198504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:03.203627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:03.208292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:03.213162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:03.217749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:03.217860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:06.222682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:06.227616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:06.232737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:06.236830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:06.236945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:09.244047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:09.248993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:09.254067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:09.258462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:09.258567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:12.263522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:12.268218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:12.272676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:12.276896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:12.277010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:15.281957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:15.286509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:15.290421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:15.294037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:15.294117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:18.299784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:18.304276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:18.309874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:18.314006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:18.314130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:21.319737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:21.324829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:21.329594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:21.334611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:21.334744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:24.339859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:24.345301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:24.350935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:24.356017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:24.356195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:27.362045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:27.367007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:27.371596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:27.375349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:27.375419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:30.380669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:30.384800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:30.389682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:30.394064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:30.394603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:33.399591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:33.403413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:33.406899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:33.410453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:33.410566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:36.415954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:36.420240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:36.424758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:36.428828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:36.428924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:39.434391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:39.438157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:39.441678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:39.445133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:39.445207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:42.451356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:42.455974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:42.459774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:42.463313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:42.463392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:45.467605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:45.471279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:45.475523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:45.480177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:45.480331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:48.485199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:48.489094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:48.492898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:48.496698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:48.496930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:51.522068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:51.527409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:51.532702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:51.537698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:51.537845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:54.543034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:54.548186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:54.552267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:54.556020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:54.556098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:50:57.561373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:50:57.565294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:50:57.569614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:50:57.573701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:50:57.573814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:00.578733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:00.583582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:00.587864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:00.591892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:00.592137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:03.598694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:03.602776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:03.607381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:03.611578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:03.611745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:06.625887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:06.632439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:06.640158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:06.649193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:06.649739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:09.656213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:09.661536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:09.666354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:09.671330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:09.671451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:12.676571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:12.680304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:12.683715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:12.687716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:12.687897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:15.693515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:15.697784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:15.701385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:15.704591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:15.704679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:18.709506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:18.713401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:18.717178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:18.720937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:18.721040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:21.726917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:21.731310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:21.735143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:21.738840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:21.738915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:24.743728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:24.749044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:24.753327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:24.758727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:24.758869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:27.764205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:27.768444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:27.771886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:27.775435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:27.775527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:30.780713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:30.785146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:30.788855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:30.792564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:30.792635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:33.797156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:33.800712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:33.805550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:33.810636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:33.810787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:36.816166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:36.820421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:36.825341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:36.829995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:36.830122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:39.834508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:39.838489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:39.842229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:39.846268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:39.846374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:42.850897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:42.855505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:42.859470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:42.862878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:42.863151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:45.867920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:45.871978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:45.875718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:45.880419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:45.880610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:48.886327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:48.892421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:48.897267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:48.902160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:48.902292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:51.908688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:51.913780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:51.917480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:51.921080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:51.921280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:54.925735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:54.931399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:54.936095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:54.940847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:54.940958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:51:57.947309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:51:57.952040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:51:57.956229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:51:57.960155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:51:57.960277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:00.967091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:00.971109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:00.975789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:00.980095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:00.980288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:03.985043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:03.989870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:03.994017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:03.997985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:03.998070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:07.003420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:07.007044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:07.010286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:07.013497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:07.013579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:10.018903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:10.022964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:10.026508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:10.029781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:10.029851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:13.036376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:13.040812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:13.045062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:13.049133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:13.049257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:16.056348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:16.060634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:16.065222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:16.069628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:16.069792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:19.075059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:19.079224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:19.083368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:19.087074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:19.087178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:22.156729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:22.161378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:22.165490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:22.170067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:22.170178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:25.174489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:25.209027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:25.243529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:25.247619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:25.247757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:28.252208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:28.256121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:28.260092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:28.263842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:28.263955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:31.269393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:31.273665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:31.277846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:31.281606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:31.281726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:34.289016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:34.293787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:34.297293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:34.301278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:34.301364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:37.306606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:37.310902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:37.315497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:37.320451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:37.320612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:40.324745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:40.328156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:40.331477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:40.334906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:40.334980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:43.339397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:43.343025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:43.346671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:43.350298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:43.350418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:46.356842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:46.361055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:46.364732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:46.368848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:46.369015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:49.376086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:49.381355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:49.385619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:49.389408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:49.389492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:52.396296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:52.402054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:52.407656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:52.413407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:52.413782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:55.420566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:55.425470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:55.432212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:55.437411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:55.437548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:52:58.442789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:52:58.446751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:52:58.450581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:52:58.454296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:52:58.454402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:01.459042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:01.463760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:01.470169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:01.476461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:01.476945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:04.483847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:04.489111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:04.494136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:04.499292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:04.499657] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:07.504987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:07.509318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:07.513399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:07.517188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:07.517298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:10.522436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:10.526854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:10.530370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:10.534122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:10.534206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:13.539698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:13.543528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:13.547147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:13.551274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:13.551393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:16.555827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:16.559844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:16.563636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:16.567554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:16.567667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:19.572342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:19.575895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:19.579505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:19.583124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:19.583213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:22.590011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:22.595284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:22.600535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:22.605457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:22.605611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:25.614310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:25.618552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:25.622676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:25.626257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:25.626347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:28.633087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:28.642287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:28.646422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:28.650309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:28.650416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:31.654945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:31.658812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:31.662503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:31.666190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:31.666285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:34.671025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:34.674988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:34.678918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:34.683241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:34.683333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:37.687871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:37.691597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:37.694939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:37.698448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:37.698525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:40.704558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:40.708378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:40.712296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:40.716938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:40.717049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:43.723062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:43.727563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:43.731872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:43.736140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:43.736237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:46.741615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:46.745759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:46.750148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:46.754247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:46.754353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:49.759757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:49.764264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:49.768747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:49.772437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:49.772518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:52.781539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:52.788151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:52.792735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:52.796797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:52.796871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:55.801671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:55.806586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:55.811738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:55.816065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:55.816161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:53:58.821912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:53:58.827564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:53:58.833020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:53:58.837543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:53:58.837618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:01.844574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:01.849940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:01.855506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:01.861273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:01.861630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:04.866585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:04.871762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:04.876622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:04.881080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:04.881218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:07.885754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:07.889914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:07.894051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:07.899058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:07.899152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:10.904438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:10.908866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:10.912511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:10.916138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:10.916229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:13.923979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:13.928050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:13.931437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:13.934827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:13.934903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:16.939605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:16.944188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:16.948629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:16.953889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:16.954060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:19.959280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:19.963199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:19.966404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:19.969904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:19.969972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:22.976298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:22.980022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:22.983694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:22.987993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:22.988134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:25.993411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:25.999629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:26.005186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:26.008992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:26.009073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:29.015172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:29.019818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:29.023429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:29.027514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:29.027672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:32.031589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:32.035326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:32.039455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:32.043561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:32.043693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:35.048418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:35.052601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:35.056868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:35.060486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:35.060783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:38.066542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:38.071041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:38.074949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:38.078848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:38.078929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:41.084737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:41.089546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:41.094346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:41.099736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:41.100060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:44.105919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:44.110742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:44.115376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:44.119956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:44.120073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:47.126019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:47.131883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:47.137149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:47.141810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:47.141922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:50.148253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:50.152788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:50.156983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:50.161134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:50.161262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:53.165556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:53.169684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:53.173232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:53.179072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:53.179241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:56.185012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:56.189539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:56.194264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:56.198234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:56.198322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:54:59.203766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:54:59.207934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:54:59.212162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:54:59.216276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:54:59.216679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:02.222788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:02.228804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:02.233000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:02.238853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:02.239065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:05.243949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:05.248737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:05.253209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:05.257577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:05.257724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:08.263575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:08.269053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:08.273835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:08.277740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:08.277856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:11.282214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:11.287523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:11.292271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:11.296109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:11.296180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:14.300601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:14.304526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:14.308524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:14.312053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:14.312129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:17.316337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:17.320120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:17.323596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:17.327119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:17.327239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:20.332299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:20.336206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:20.340081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:20.343848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:20.343919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:23.349176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:23.353725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:23.358418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:23.361893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:23.361976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:26.366662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:26.371896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:26.376672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:26.383811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:26.383941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:29.388752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:29.394322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:29.399032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:29.402935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:29.403007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:32.408899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:32.413437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:32.418148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:32.422903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:32.423095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:35.427235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:35.432522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:35.437801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:35.441822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:35.441928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:38.448895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:38.454386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:38.459854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:38.464385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:38.464468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:41.469144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:41.473262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:41.477833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:41.482137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:41.482254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:44.486710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:44.490926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:44.495364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:44.499483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:44.499573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:47.504147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:47.511609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:47.515884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:47.520091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:47.520212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:50.526962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:50.534698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:50.538941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:50.543483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:50.543697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:53.550501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:53.556111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:53.561318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:53.565748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:53.565841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:56.571125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:56.575339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:56.579532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:56.583124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:56.583205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:55:59.587575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:55:59.594434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:55:59.598611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:55:59.602290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:55:59.602371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:02.607050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:02.610900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:02.614958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:02.619021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:02.619114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:05.624522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:05.629145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:05.633372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:05.637844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:05.637954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:08.643170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:08.648367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:08.652753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:08.656784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:08.656874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:11.662324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:11.666437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:11.670379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:11.674295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:11.674399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:14.679544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:14.684908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:14.688841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:14.692781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:14.693034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:17.699263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:17.704744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:17.709755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:17.714729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:17.714812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:20.720355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:20.724807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:20.729192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:20.733372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:20.733446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:23.739047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:23.743497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:23.747831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:23.751597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:23.751692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:26.757733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:26.762442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:26.767283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:26.772042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:26.772198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:29.776614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:29.780730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:29.784605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:29.788572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:29.788716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:32.794626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:32.799490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:32.804398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:32.809462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:32.809568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:35.816558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:35.821474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:35.827973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:35.833431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:35.833556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:38.839833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:38.844514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:38.849581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:38.854566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:38.854728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:41.861716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:41.866309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:41.869898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:41.873836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:41.873917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:44.880816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:44.886239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:44.892062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:44.896045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:44.896120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:47.900928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:47.905080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:47.909470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:47.914178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:47.914714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:50.920783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:50.926355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:50.931151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:50.934876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:50.934960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:53.941035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:53.946758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:53.951371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:53.955476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:53.955549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:56.959997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:56.964994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:56.970952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:56.974970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:56.975089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:56:59.980004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:56:59.984101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:56:59.989915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:56:59.994159] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:56:59.994257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:02.999638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:03.005370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:03.010902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:03.017403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:03.017590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:06.022963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:06.028586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:06.033147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:06.036773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:06.036847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:09.043054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:09.048206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:09.053119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:09.057915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:09.058032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:12.063121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:12.067037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:12.073685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:12.079675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:12.079804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:15.084244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:15.088429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:15.092055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:15.095272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:15.095340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:18.101124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:18.107052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:18.113713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:18.121104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:18.121287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:21.125448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:21.129247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:21.132833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:21.136212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:21.136288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:24.196784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:24.201965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:24.206446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:24.210855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:24.210983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:27.215751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:27.250681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:27.286486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:27.290466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:27.290556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:30.295211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:30.299695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:30.304022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:30.308162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:30.308265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:33.313587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:33.318464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:33.322504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:33.326113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:33.326184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:36.330387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:36.334359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:36.337860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:36.341807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:36.341885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:39.346711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:39.350977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:39.355256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:39.359755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:39.359898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:42.364873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:42.368297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:42.373105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:42.378196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:42.378333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:45.382861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:45.387585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:45.392934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:45.397864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:45.397995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:48.403962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:48.409413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:48.414807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:48.420152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:48.420277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:51.425621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:51.430238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:51.434934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:51.439537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:51.439682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:54.446675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:54.452380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:54.459662] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:54.466471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:54.466583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:57:57.470796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:57:57.475430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:57:57.480042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:57:57.483588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:57:57.483683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:00.488780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:00.492503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:00.496129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:00.499986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:00.500073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:03.505992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:03.510867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:03.515680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:03.520668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:03.520789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:06.525831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:06.529993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:06.534089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:06.537567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:06.537665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:09.541854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:09.546400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:09.551132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:09.556003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:09.556116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:12.561271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:12.565737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:12.570287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:12.574377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:12.574472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:15.583178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:15.595227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:15.603463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:15.609089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:15.609245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:18.613767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:18.617878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:18.621449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:18.625227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:18.625310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:21.630077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:21.634805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:21.638674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:21.643096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:21.643202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:24.648504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:24.652324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:24.655979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:24.659706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:24.659801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:27.665966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:27.670710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:27.675491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:27.679612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:27.679765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:30.683946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:30.687259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:30.690597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:30.693891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:30.693966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:33.699483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:33.703360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:33.707693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:33.711536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:33.711660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:36.715880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:36.719599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:36.723282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:36.726788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:36.726865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:39.734206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:39.740140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:39.745440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:39.751077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:39.751272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:42.755802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:42.759491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:42.763091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:42.766612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:42.766738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:45.771852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:45.777152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:45.782539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:45.786734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:45.786843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:48.791667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:48.795285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:48.799299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:48.802597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:48.802687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:51.806569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:51.810242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:51.813796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:51.817533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:51.817658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:54.822665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:54.826452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:54.830029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:54.833886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:54.834088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:58:57.839115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:58:57.844022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:58:57.849223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:58:57.853738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:58:57.853856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:00.861813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:00.869412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:00.879073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:00.888376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:00.888689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:03.893496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:03.897952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:03.903126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:03.907095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:03.907166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:06.911994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:06.915678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:06.919095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:06.922420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:06.922492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:09.934385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:09.941299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:09.945718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:09.949399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:09.949472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:12.953379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:12.957220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:12.960618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:12.964015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:12.964089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:15.968688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:15.972750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:15.977164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:15.981370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:15.981444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:18.988326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:18.993092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:18.999011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:19.005272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:19.005488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:22.011051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:22.017380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:22.020961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:22.024388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:22.024461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:25.094153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:25.102124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:25.106166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:25.109670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:25.109749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:28.113668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:28.149078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:28.184190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:28.188026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:28.188118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:31.194282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:31.197820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:31.201157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:31.204585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:31.204698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:34.212501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:34.216818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:34.220490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:34.224126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:34.224204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:37.228360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:37.232218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:37.236360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:37.240499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:37.240589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:40.245703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:40.251217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:40.257057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:40.262493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:40.262702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:43.268527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:43.273099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:43.278926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:43.283086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:43.283201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:46.287469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:46.291412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:46.294696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:46.298001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:46.298071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:49.302291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:49.306020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:49.309361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:49.312992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:49.313061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:52.318759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:52.322782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:52.326462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:52.329918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:52.329992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:55.337254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:55.342782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:55.348225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:55.353611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:55.353779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T17:59:58.358883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T17:59:58.362949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T17:59:58.367972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T17:59:58.372041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T17:59:58.372116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:01.376217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:01.380168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:01.384223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:01.388732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:01.388890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:04.394022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:04.399586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:04.404832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:04.408972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:04.409079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:07.414780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:07.419950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:07.425497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:07.430015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:07.430141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:10.435637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:10.439900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:10.443908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:10.448415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:10.448557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:13.454263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:13.459070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:13.463189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:13.467127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:13.467261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:16.472358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:16.476382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:16.480239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:16.483829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:16.483914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:19.489986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:19.494764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:19.499570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:19.504254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:19.504360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:22.509825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:22.514800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:22.518917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:22.522632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:22.522755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:25.529971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:25.535326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:25.539808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:25.544305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:25.544407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:28.550170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:28.555908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:28.561314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:28.565386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:28.565494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:31.570213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:31.574593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:31.578510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:31.582112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:31.582201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:34.587765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:34.592758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:34.598017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:34.603002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:34.603118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:37.609226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:37.612991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:37.616590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:37.620727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:37.620856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:40.625821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:40.629139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:40.632332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:40.635537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:40.635605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:43.640780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:43.645383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:43.649749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:43.653867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:43.653979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:46.659994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:46.664058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:46.668231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:46.672295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:46.672375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:49.676039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:49.679764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:49.683306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:49.687007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:49.687087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:52.693270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:52.697572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:52.702480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:52.707071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:52.707183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:55.714074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:55.718995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:55.723546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:55.727979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:55.728139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:00:58.733989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:00:58.739158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:00:58.744392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:00:58.748660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:00:58.748781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:01.756721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:01.762872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:01.769027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:01.775923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:01.776053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:04.781744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:04.785344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:04.788946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:04.792748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:04.792837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:07.797548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:07.801600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:07.805574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:07.809689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:07.809796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:10.815356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:10.818928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:10.822562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:10.826855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:10.826972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:13.832437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:13.838859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:13.843410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:13.846930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:13.847006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:16.852130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:16.855600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:16.859316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:16.863217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:16.863412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:19.869040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:19.873390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:19.877171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:19.880585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:19.880682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:22.886680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:22.891576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:22.895772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:22.900545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:22.900735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:25.909380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:25.914085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:25.919156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:25.924532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:25.924686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:28.929440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:28.934818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:28.938991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:28.942428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:28.942508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:31.948047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:31.952056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:31.955602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:31.959508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:31.959663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:34.966590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:34.971637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:34.976327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:34.980591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:34.980716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:37.985097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:37.988629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:37.992170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:37.995509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:37.995592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:41.001725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:41.008034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:41.012426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:41.020087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:41.020240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:44.025995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:44.032163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:44.036798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:44.041926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:44.042052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:47.046580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:47.050537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:47.054700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:47.060474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:47.060679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:50.067906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:50.074800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:50.081361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:50.087965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:50.088372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:53.094007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:53.098597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:53.102880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:53.106860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:53.106932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:56.176736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:56.181908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:56.187528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:56.192784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:56.192879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:01:59.197457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:01:59.232120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:01:59.267832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:01:59.271579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:01:59.271669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:02.275756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:02.279761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:02.284944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:02.291907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:02.292013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:05.297909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:05.302061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:05.306723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:05.310820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:05.310922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:08.315024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:08.318938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:08.322415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:08.326122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:08.326209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:11.330697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:11.336122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:11.340472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:11.344053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:11.344134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:14.348746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:14.352756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:14.356474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:14.359984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:14.360062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:17.365178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:17.370521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:17.374323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:17.378106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:17.378200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:20.382972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:20.387237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:20.391476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:20.395473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:20.395569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:23.400473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:23.404345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:23.407919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:23.411156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:23.411227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:26.416255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:26.420831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:26.425910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:26.430838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:26.430937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:29.434788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:29.439033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:29.443172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:29.446706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:29.446782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:32.452158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:32.456372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:32.460212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:32.463910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:32.464023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:35.469423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:35.473968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:35.477462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:35.481161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:35.481234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:38.487046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:38.492198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:38.496988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:38.501347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:38.501458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:41.507007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:41.512001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:41.517248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:41.521391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:41.521473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:44.525795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:44.529925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:44.534392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:44.538771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:44.538860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:47.544781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:47.549930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:47.555438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:47.560533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:47.560628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:50.565460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:50.569609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:50.574306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:50.579517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:50.579670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:53.587459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:53.593437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:53.599820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:53.605034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:53.605181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:56.611181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:56.615990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:56.621426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:56.627117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:56.627480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:02:59.633396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:02:59.638905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:02:59.642760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:02:59.646775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:02:59.646880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:02.653444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:02.657960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:02.662276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:02.666246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:02.666400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:05.672857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:05.708487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:05.743145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:05.747169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:05.747269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:08.753536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:08.759050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:08.764357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:08.769669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:08.769824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:11.775523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:11.780271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:11.784113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:11.788188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:11.788289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:14.793508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:14.798517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:14.803467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:14.808273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:14.808406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:17.813900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:17.818692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:17.824401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:17.828478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:17.828581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:20.834511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:20.839825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:20.843998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:20.847787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:20.847866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:23.853913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:23.858917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:23.864470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:23.869903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:23.870038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:26.877088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:26.883070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:26.888368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:26.895127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:26.895296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:29.903269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:29.913444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:29.921328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:29.928212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:29.928696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:32.934931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:32.940829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:32.946030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:32.950492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:32.950584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:35.956564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:35.961618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:35.966636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:35.971520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:35.971622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:38.977979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:38.982285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:38.985993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:38.991076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:38.991246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:41.997953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:42.003487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:42.009027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:42.014550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:42.014726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:45.021011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:45.027088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:45.033762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:45.038048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:45.038129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:48.045162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:48.049302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:48.053756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:48.058977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:48.059149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:51.063959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:51.068539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:51.073516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:51.078620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:51.078773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:54.084507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:54.088267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:54.092120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:54.096858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:54.097014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:03:57.167239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:03:57.171502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:03:57.175214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:03:57.178805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:03:57.178881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:00.185939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:00.223638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:00.260583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:00.266618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:00.266836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:03.273113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:03.277554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:03.281119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:03.285752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:03.285913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:06.291758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:06.297321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:06.301501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:06.305952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:06.306045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:09.313147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:09.318312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:09.323156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:09.328070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:09.328221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:12.334538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:12.339104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:12.343374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:12.347818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:12.348295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:15.354451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:15.359560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:15.363549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:15.368045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:15.368203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:18.372904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:18.376763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:18.380416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:18.384299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:18.384447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:21.394713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:21.401507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:21.406352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:21.411778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:21.411908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:24.417511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:24.421409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:24.424867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:24.429210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:24.429336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:27.434553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:27.441329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:27.444744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:27.448423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:27.448609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:30.453292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:30.458890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:30.463279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:30.466697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:30.466854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:33.471894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:33.475861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:33.479904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:33.484099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:33.484243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:36.489326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:36.493016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:36.496493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:36.500347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:36.500420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:39.505937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:39.510815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:39.515989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:39.519939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:39.520022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:42.526472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:42.532072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:42.538267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:42.543096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:42.543256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:45.549125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:45.554147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:45.560153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:45.565979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:45.566119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:48.572986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:48.578215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:48.583082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:48.590840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:48.591075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:51.596883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:51.601813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:51.606856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:51.611675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:51.611805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:54.617524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:54.622098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:54.626163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:54.629587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:54.629682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:04:57.635035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:04:57.639039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:04:57.642447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:04:57.646382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:04:57.646486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:00.653921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:00.661052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:00.667668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:00.672213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:00.672297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:03.678724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:03.683760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:03.688963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:03.694270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:03.694414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:06.700025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:06.705389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:06.710589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:06.715916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:06.716167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:09.722084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:09.725994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:09.729811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:09.733480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:09.733572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:12.739126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:12.743174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:12.747183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:12.751374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:12.751500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:15.757723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:15.761999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:15.765585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:15.769496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:15.769594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:18.775772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:18.779955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:18.785113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:18.789674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:18.789768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:21.794842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:21.799973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:21.805983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:21.811088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:21.811186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:24.816604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:24.821328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:24.826516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:24.830694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:24.830785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:27.837504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:27.843332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:27.847938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:27.852707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:27.852860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:30.858862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:30.863685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:30.869897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:30.874738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:30.874849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:33.880032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:33.885623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:33.890894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:33.896304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:33.896426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:36.901668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:36.908584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:36.915408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:36.921450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:36.921663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:39.926123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:39.930916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:39.934538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:39.937910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:39.937978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:42.943125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:42.948240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:42.953617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:42.958831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:42.958994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:45.963821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:45.968764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:45.972721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:45.976431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:45.976527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:48.982782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:48.987576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:48.991507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:48.995908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:48.996044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:52.003322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:52.009621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:52.014456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:52.021076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:52.021223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:55.027800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:55.033621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:55.039070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:55.044420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:55.044548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:05:58.080248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:05:58.085296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:05:58.089434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:05:58.093042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:05:58.093129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:01.098074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:01.133785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:01.170089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:01.174633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:01.174887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:04.180227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:04.184795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:04.189867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:04.194605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:04.194780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:07.199905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:07.204095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:07.208843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:07.213458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:07.213568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:10.219357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:10.223714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:10.227363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:10.230863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:10.230950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:13.235915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:13.239544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:13.242992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:13.246878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:13.246959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:16.252539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:16.256886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:16.261523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:16.265034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:16.265114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:19.270678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:19.275528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:19.279564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:19.284458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:19.284608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:22.289554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:22.294393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:22.298725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:22.302352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:22.302443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:25.306920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:25.310292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:25.313631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:25.317399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:25.317478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:28.325800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:28.330237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:28.335495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:28.339891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:28.340017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:31.345504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:31.351760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:31.356805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:31.361429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:31.361549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:34.367507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:34.372358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:34.377880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:34.383247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:34.383399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:37.387265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:37.391065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:37.395024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:37.398977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:37.399068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:40.404258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:40.409696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:40.414084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:40.417996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:40.418086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:43.422661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:43.426504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:43.429850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:43.434137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:43.434377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:46.440722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:46.445672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:46.449365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:46.453614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:46.453787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:49.457876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:49.461832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:49.465892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:49.469739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:49.469838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:52.474140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:52.478117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:52.482008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:52.485611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:52.485712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:55.490604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:55.494319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:55.497987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:55.501942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:55.502017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:06:58.507667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:06:58.512207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:06:58.516732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:06:58.520176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:06:58.520245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:01.525747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:01.531041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:01.535209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:01.538694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:01.538768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:04.543489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:04.547896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:04.551446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:04.556291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:04.556555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:07.565332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:07.570137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:07.574586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:07.581074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:07.581301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:10.585889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:10.590870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:10.595913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:10.599957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:10.600047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:13.604958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:13.609217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:13.613111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:13.617457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:13.617554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:16.622717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:16.627330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:16.632182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:16.636023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:16.636116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:19.641428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:19.645738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:19.649751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:19.654440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:19.654536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:22.659272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:22.663321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:22.667594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:22.672075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:22.672198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:25.679763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:25.687301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:25.692816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:25.697414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:25.697526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:28.702544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:28.707812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:28.711458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:28.715630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:28.715779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:31.720318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:31.728525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:31.737258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:31.741206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:31.741320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:34.745754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:34.749518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:34.753336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:34.756723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:34.756810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:37.761054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:37.765565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:37.770504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:37.774180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:37.774275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:40.778890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:40.782924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:40.786596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:40.790122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:40.790192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:43.794361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:43.798775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:43.802930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:43.806515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:43.806611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:46.812574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:46.817462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:46.822727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:46.830247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:46.830380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:49.835003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:49.838712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:49.842134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:49.845423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:49.845498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:52.851063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:52.855483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:52.860235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:52.864392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:52.864503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:55.870906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:55.877426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:55.882536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:55.888135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:55.888258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:07:58.893686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:07:58.898143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:07:58.902249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:07:58.905985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:07:58.906074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:01.912167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:01.917947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:01.923451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:01.928707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:01.928819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:04.932840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:04.936558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:04.940745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:04.945559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:04.945631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:07.950954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:07.956214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:07.961716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:07.966353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:07.966461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:10.970880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:10.974824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:10.979274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:10.983137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:10.983239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:13.987469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:13.991415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:13.996437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:14.001048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:14.001168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:17.011184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:17.017088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:17.022042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:17.027025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:17.027155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:20.031826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:20.035739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:20.039797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:20.043266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:20.043356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:23.049171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:23.053764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:23.059299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:23.064479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:23.064603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:26.071144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:26.076296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:26.080513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:26.084726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:26.084837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:29.179196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:29.184587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:29.190235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:29.194849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:29.195004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:32.200192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:32.235030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:32.270845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:32.275000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:32.275097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:35.279064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:35.282523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:35.285855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:35.289409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:35.289482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:38.295421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:38.300437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:38.304707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:38.309775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:38.309882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:41.314274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:41.319051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:41.323377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:41.327055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:41.327138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:44.331999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:44.335824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:44.339634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:44.343632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:44.343728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:47.348889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:47.353769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:47.357936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:47.361892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:47.361998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:50.367687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:50.371695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:50.375474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:50.382098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:50.382178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:53.386396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:53.391405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:53.396420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:53.401113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:53.401236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:56.405995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:56.410521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:56.416393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:56.421574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:56.421754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:08:59.426667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:08:59.430871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:08:59.434841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:08:59.438294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:08:59.438372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:02.443042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:02.447749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:02.453492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:02.462243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:02.462395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:05.467597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:05.472189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:05.476091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:05.479502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:05.479581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:08.484671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:08.489733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:08.494836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:08.500250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:08.500443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:11.505248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:11.508832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:11.512220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:11.515558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:11.515634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:14.520602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:14.524006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:14.527319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:14.530994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:14.531065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:17.535543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:17.539466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:17.543044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:17.546945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:17.547029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:20.553344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:20.558795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:20.564058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:20.568909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:20.569043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:23.574328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:23.578296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:23.584228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:23.588092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:23.588195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:26.593270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:26.598285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:26.602519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:26.606723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:26.606889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:29.612174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:29.616132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:29.620198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:29.624099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:29.624180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:32.628945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:32.633008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:32.636939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:32.640484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:32.640561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:35.644623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:35.648285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:35.652152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:35.655862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:35.655945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:38.661584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:38.666075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:38.670704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:38.675173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:38.675298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:41.680719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:41.684665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:41.688287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:41.691882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:41.691952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:44.701118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:44.717579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:44.726692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:44.732285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:44.733197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:47.739519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:47.744349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:47.748585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:47.752940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:47.753056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:50.758323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:50.762461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:50.766183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:50.770207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:50.770319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:53.775575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:53.779408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:53.782872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:53.786244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:53.786318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:56.792505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:56.797619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:56.802847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:56.807423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:56.807548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:09:59.814172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:09:59.820171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:09:59.826061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:09:59.830091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:09:59.830171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:02.835294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:02.841011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:02.846395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:02.852229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:02.852365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:05.857710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:05.862003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:05.865818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:05.869800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:05.869895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:08.874318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:08.878712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:08.883159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:08.887329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:08.887445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:11.893688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:11.898856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:11.903487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:11.908304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:11.908410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:14.913428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:14.919207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:14.925494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:14.930318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:14.930421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:17.935953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:17.941080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:17.945935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:17.950973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:17.951127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:20.956120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:20.961549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:20.966582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:20.971898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:20.972079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:23.976713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:23.980979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:23.984711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:23.988139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:23.988231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:26.993380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:26.997875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:27.001533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:27.005825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:27.005902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:30.078544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:30.082186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:30.085622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:30.089104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:30.089185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:33.094397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:33.130549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:33.165843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:33.169996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:33.170086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:36.174273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:36.180162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:36.184635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:36.189262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:36.189385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:39.194025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:39.198322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:39.202066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:39.205900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:39.205986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:42.211666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:42.215872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:42.219840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:42.223803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:42.223934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:45.228856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:45.233582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:45.238103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:45.242620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:45.242735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:48.247460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:48.252692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:48.257975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:48.263826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:48.264010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:51.268940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:51.272615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:51.277070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:51.280713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:51.280830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:54.287449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:54.292083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:54.296768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:54.301373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:54.301734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:10:57.306617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:10:57.310439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:10:57.313798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:10:57.317077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:10:57.317149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:00.324135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:00.333911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:00.338817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:00.344069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:00.344215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:03.350739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:03.355737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:03.361072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:03.366320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:03.366446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:06.371012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:06.375143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:06.379349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:06.383587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:06.383852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:09.388744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:09.392620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:09.397680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:09.402071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:09.402171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:12.407252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:12.410891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:12.414397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:12.417851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:12.417940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:15.423268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:15.430542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:15.434920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:15.439061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:15.439171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:18.445160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:18.449955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:18.454070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:18.458156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:18.458318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:21.464825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:21.469882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:21.475773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:21.482384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:21.482529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:24.490729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:24.496810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:24.505772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:24.511617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:24.511807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:27.516602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:27.521102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:27.525923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:27.532005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:27.532236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:30.537727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:30.542004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:30.545791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:30.549970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:30.550056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:33.555503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:33.561353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:33.567327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:33.572423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:33.572607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:36.579076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:36.583414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:36.589246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:36.593714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:36.593837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:39.599006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:39.602945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:39.608130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:39.612822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:39.612954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:42.618554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:42.624105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:42.629572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:42.634149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:42.634298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:45.638383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:45.641831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:45.645441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:45.649160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:45.649247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:48.654946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:48.659636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:48.664474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:48.669451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:48.669577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:51.674195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:51.678881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:51.682974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:51.687474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:51.687660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:54.692559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:54.697078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:54.701900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:54.706690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:54.706806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:11:57.711719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:11:57.715990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:11:57.720451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:11:57.723977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:11:57.724049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:00.727831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:00.731590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:00.734999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:00.738494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:00.738571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:03.744008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:03.750794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:03.761975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:03.767392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:03.767554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:06.772305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:06.776040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:06.779784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:06.783766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:06.783868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:09.790515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:09.794672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:09.799321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:09.803919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:09.804076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:12.808864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:12.813226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:12.817014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:12.821202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:12.821305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:15.826751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:15.831119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:15.835799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:15.839915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:15.840002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:18.845936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:18.850590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:18.854940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:18.859857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:18.860015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:21.863917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:21.868133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:21.871526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:21.874803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:21.874876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:24.879256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:24.883079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:24.886633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:24.890211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:24.890295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:27.894996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:27.899401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:27.903244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:27.907072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:27.907150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:30.914554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:30.921692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:30.928375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:30.935317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:30.935523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:33.939995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:33.944136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:33.948496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:33.952000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:33.952093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:36.960104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:36.965869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:36.970303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:36.974791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:36.974889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:39.980919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:39.985748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:39.989954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:39.993828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:39.993922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:42.998427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:43.002500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:43.006633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:43.010024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:43.010096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:46.014072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:46.018357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:46.022628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:46.026591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:46.026710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:49.032849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:49.038357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:49.044618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:49.057061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:49.057475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:52.061455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:52.065375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:52.068880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:52.072394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:52.072467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:55.076986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:55.082225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:55.087331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:55.091183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:55.091256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:12:58.096504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:12:58.101790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:12:58.106126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:12:58.110529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:12:58.110624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:01.180578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:01.188108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:01.193262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:01.198953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:01.199139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:04.204954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:04.240695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:04.276497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:04.281248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:04.281320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:07.286772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:07.290680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:07.294202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:07.297928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:07.298002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:10.304983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:10.310605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:10.315609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:10.320591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:10.320742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:13.326513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:13.331529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:13.336045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:13.340057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:13.340154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:16.344615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:16.348902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:16.352914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:16.357893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:16.358033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:19.364226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:19.368149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:19.371498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:19.374892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:19.374965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:22.379841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:22.385167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:22.390373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:22.394164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:22.394275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:25.398268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:25.402008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:25.405235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:25.409882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:25.410044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:28.414064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:28.418285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:28.421817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:28.425082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:28.425157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:31.430930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:31.435577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:31.439554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:31.443101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:31.443174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:34.453217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:34.458491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:34.463839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:34.467726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:34.467932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:37.474924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:37.479714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:37.483659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:37.487591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:37.487718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:40.493570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:40.502788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:40.507514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:40.513065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:40.513197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:43.517681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:43.521824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:43.525355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:43.528864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:43.528938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:46.534667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:46.540029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:46.544008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:46.548373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:46.548489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:49.552468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:49.555945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:49.559550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:49.562885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:49.562957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:52.568758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:52.573429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:52.577899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:52.581898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:52.581991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:55.587590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:55.592271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:55.596301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:55.600614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:55.600828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:13:58.606563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:13:58.610373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:13:58.615089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:13:58.618890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:13:58.618964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:01.623422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:01.627081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:01.630408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:01.634472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:01.634574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:04.639355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:04.650378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:04.660523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:04.664167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:04.664259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:07.671323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:07.676092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:07.680968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:07.684816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:07.684887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:10.692864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:10.699794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:10.706801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:10.713477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:10.713658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:13.719362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:13.724271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:13.730147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:13.737263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:13.737411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:16.744816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:16.751150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:16.756304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:16.761679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:16.761781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:19.768629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:19.774555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:19.779260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:19.783418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:19.783492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:22.787781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:22.791220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:22.794921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:22.798466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:22.798542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:25.804025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:25.808181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:25.811893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:25.815700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:25.815782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:28.820883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:28.824429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:28.827962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:28.831611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:28.831712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:31.838390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:31.844750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:31.848346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:31.851677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:31.851841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:34.861370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:34.866711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:34.871841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:34.876202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:34.876455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:37.883464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:37.888073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:37.891487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:37.894718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:37.894787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:40.899565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:40.903674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:40.907744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:40.911638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:40.911761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:43.917102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:43.921183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:43.925518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:43.929304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:43.929393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:46.934243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:46.938968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:46.943608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:46.948173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:46.948417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:49.953339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:49.957110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:49.960726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:49.964407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:49.964482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:52.969936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:52.974720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:52.979221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:52.984639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:52.985053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:55.990173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:55.994274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:55.998230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:56.001801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:56.001880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:14:59.006190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:14:59.010881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:14:59.015552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:14:59.022968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:14:59.023063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:02.061668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:02.067967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:02.073226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:02.077621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:02.077818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:05.083172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:05.117505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:05.151704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:05.155506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:05.155591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:08.161063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:08.165024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:08.169387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:08.173336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:08.173416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:11.178894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:11.183058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:11.187969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:11.192522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:11.192708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:14.198101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:14.201980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:14.205360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:14.208942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:14.209014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:17.213542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:17.218476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:17.222994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:17.231763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:17.231933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:20.237615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:20.241511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:20.245190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:20.248938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:20.249013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:23.254094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:23.258778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:23.262422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:23.265957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:23.266084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:26.271712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:26.275762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:26.280440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:26.284976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:26.285108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:29.289827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:29.293736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:29.297898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:29.301312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:29.301393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:32.306948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:32.311141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:32.315890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:32.319842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:32.319917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:35.325442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:35.330444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:35.335115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:35.340180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:35.340374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:38.345221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:38.350215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:38.355577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:38.360999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:38.361157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:41.366126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:41.369966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:41.373433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:41.376862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:41.376933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:44.383007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:44.387241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:44.392334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:44.397748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:44.397905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:47.403312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:47.407313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:47.411568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:47.415327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:47.415402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:50.420858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:50.424851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:50.428407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:50.432032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:50.432112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:53.437229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:53.440741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:53.444846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:53.448303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:53.448381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:56.454263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:56.460088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:56.464053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:56.468348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:56.468462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:15:59.473175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:15:59.477824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:15:59.481719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:15:59.485595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:15:59.485690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:02.491548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:02.495436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:02.499717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:02.503090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:02.503171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:05.507304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:05.511241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:05.515232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:05.518712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:05.518786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:08.523119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:08.526564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:08.530017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:08.533330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:08.533417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:11.538743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:11.543953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:11.548023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:11.551825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:11.552058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:14.556938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:14.560569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:14.563981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:14.567352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:14.567433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:17.572139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:17.576172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:17.580122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:17.584158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:17.584259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:20.588977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:20.592970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:20.596633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:20.600151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:20.600231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:23.605423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:23.609177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:23.613090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:23.617244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:23.617344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:26.623524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:26.632442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:26.638373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:26.643483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:26.643693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:29.649063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:29.653225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:29.657246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:29.661246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:29.661333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:32.669296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:32.674300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:32.678735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:32.682843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:32.682937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:35.689105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:35.695153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:35.700815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:35.704708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:35.704793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:38.710735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:38.715841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:38.720305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:38.724214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:38.724293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:41.731814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:41.735817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:41.739872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:41.743968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:41.744062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:44.750062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:44.755277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:44.759714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:44.763686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:44.763776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:47.768129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:47.771624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:47.775847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:47.779920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:47.779995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:50.787059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:50.794799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:50.800499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:50.806187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:50.806287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:53.810532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:53.814390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:53.818222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:53.821576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:53.821671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:56.828431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:56.834420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:56.839439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:56.844325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:56.844471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:16:59.849598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:16:59.854973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:16:59.858590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:16:59.862402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:16:59.862515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:02.866960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:02.871817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:02.876622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:02.881199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:02.881286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:05.886376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:05.890949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:05.895892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:05.900345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:05.900425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:08.906325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:08.911286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:08.914931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:08.919980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:08.920164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:11.926833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:11.932016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:11.935633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:11.939627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:11.939852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:14.946351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:14.950815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:14.955134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:14.959742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:14.959853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:17.965843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:17.969940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:17.973825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:17.977564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:17.977676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:20.983084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:20.987323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:20.991417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:20.995169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:20.995457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:24.000341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:24.004362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:24.007790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:24.011400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:24.011476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:27.017313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:27.020806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:27.024912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:27.028552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:27.028631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:30.033522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:30.037574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:30.042509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:30.047122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:30.047393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:33.147910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:33.152956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:33.156981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:33.164144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:33.164282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:36.169407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:36.204344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:36.238732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:36.242522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:36.242600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:39.246876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:39.250779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:39.254812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:39.259386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:39.259572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:42.264383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:42.268458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:42.272747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:42.278203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:42.278378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:45.283375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:45.288582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:45.292624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:45.296446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:45.296540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:48.301861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:48.306553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:48.311146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:48.314902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:48.315271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:51.320211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:51.324223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:51.328022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:51.331684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:51.331769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:54.337290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:54.342113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:54.346889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:54.350654] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:54.350726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:17:57.356209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:17:57.360518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:17:57.364556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:17:57.369127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:17:57.369221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:00.375241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:00.380799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:00.386093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:00.391358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:00.391457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:03.397357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:03.403903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:03.408992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:03.413433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:03.413535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:06.419535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:06.425024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:06.430148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:06.434433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:06.434524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:09.443075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:09.447109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:09.450968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:09.454933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:09.455066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:12.459055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:12.462436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:12.465860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:12.469259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:12.469330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:15.474248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:15.478285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:15.482806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:15.487058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:15.487230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:18.493034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:18.497678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:18.502392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:18.506281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:18.506364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:21.511564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:21.516732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:21.520881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:21.524881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:21.524984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:24.532502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:24.540570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:24.546133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:24.550788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:24.550878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:27.556069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:27.559945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:27.563621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:27.567360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:27.567460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:30.572358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:30.575942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:30.582404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:30.586973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:30.587074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:33.601551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:33.606053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:33.610515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:33.614230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:33.614305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:36.621814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:36.628103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:36.633906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:36.642454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:36.642577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:39.647026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:39.650918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:39.654278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:39.657583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:39.657669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:42.662845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:42.667869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:42.672888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:42.678623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:42.678864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:45.684248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:45.688177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:45.693838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:45.698001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:45.698100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:48.703336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:48.707474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:48.710971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:48.714681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:48.714759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:51.722228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:51.726873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:51.730769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:51.734796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:51.734908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:54.739333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:54.742831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:54.746345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:54.750406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:54.750504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:18:57.757129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:18:57.761736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:18:57.765351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:18:57.769087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:18:57.769179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:00.774491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:00.779743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:00.784789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:00.788519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:00.788603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:03.795184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:03.800028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:03.804549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:03.809968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:03.810133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:06.815569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:06.820870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:06.826662] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:06.830835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:06.830948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:09.836670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:09.841543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:09.845594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:09.850172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:09.850284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:12.855588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:12.861110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:12.867636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:12.873824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:12.873978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:15.879446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:15.883595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:15.888021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:15.893153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:15.893266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:18.898605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:18.903279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:18.908174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:18.913848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:18.913979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:21.919921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:21.924734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:21.929858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:21.934596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:21.934721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:24.939609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:24.943931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:24.947803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:24.951437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:24.951635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:27.957505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:27.962590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:27.966767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:27.970863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:27.970980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:30.975170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:30.979366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:30.983453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:30.987168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:30.987274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:33.992489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:33.996086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:33.999615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:34.003530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:34.003607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:37.008842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:37.043689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:37.079228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:37.082754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:37.082826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:40.087386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:40.091261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:40.095287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:40.099798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:40.099921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:43.105931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:43.110394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:43.114934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:43.119037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:43.119134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:46.124675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:46.129409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:46.134383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:46.138933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:46.139019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:49.143895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:49.149259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:49.153229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:49.158221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:49.158397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:52.162471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:52.166666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:52.170891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:52.174203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:52.174297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:55.179159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:55.183745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:55.187675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:55.191300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:55.191376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:19:58.195443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:19:58.199248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:19:58.203829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:19:58.207983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:19:58.208063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:01.213792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:01.219223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:01.226003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:01.232003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:01.232246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:04.239052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:04.243111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:04.246936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:04.250976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:04.251057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:07.257568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:07.263051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:07.268734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:07.274408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:07.274544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:10.279506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:10.283246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:10.287077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:10.290501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:10.290579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:13.295913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:13.299370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:13.303372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:13.307360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:13.307445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:16.312139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:16.316524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:16.319892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:16.323233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:16.323304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:19.329429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:19.334129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:19.338362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:19.343507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:19.343628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:22.348243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:22.352741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:22.356961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:22.361268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:22.361394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:25.366785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:25.370789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:25.374407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:25.377697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:25.377767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:28.384503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:28.390240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:28.394718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:28.398828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:28.398944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:31.405942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:31.412423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:31.419161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:31.425637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:31.425819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:34.430680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:34.435587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:34.440381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:34.446364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:34.446497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:37.451281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:37.455813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:37.460731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:37.464530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:37.464618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:40.470867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:40.476442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:40.481395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:40.485973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:40.486087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:43.493806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:43.498490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:43.502035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:43.505599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:43.505719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:46.511312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:46.517022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:46.527216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:46.531376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:46.531458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:49.537251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:49.542334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:49.547815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:49.552411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:49.552509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:52.558067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:52.562728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:52.566896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:52.571434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:52.571537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:55.578611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:55.583282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:55.588386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:55.593294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:55.593419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:20:58.599441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:20:58.603549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:20:58.608722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:20:58.614694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:20:58.614889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:01.621681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:01.626220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:01.631619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:01.636242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:01.636389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:04.643988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:04.648142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:04.652383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:04.657513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:04.657679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:07.663561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:07.668061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:07.672537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:07.677148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:07.677288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:10.684225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:10.690551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:10.698001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:10.703627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:10.703805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:13.710002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:13.714328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:13.718549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:13.722784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:13.722932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:16.728771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:16.733024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:16.737464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:16.745091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:16.745208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:19.750395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:19.754598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:19.758453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:19.762920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:19.763026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:22.769962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:22.774310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:22.779546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:22.784332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:22.784447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:25.789963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:25.794091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:25.799182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:25.802993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:25.803062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:28.809587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:28.814679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:28.819928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:28.824172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:28.824293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:31.830462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:31.836264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:31.841633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:31.850918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:31.851134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:34.856489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:34.861390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:34.866004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:34.869957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:34.870045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:37.874918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:37.879099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:37.883363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:37.886988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:37.887083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:40.893799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:40.899303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:40.903939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:40.908623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:40.908785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:43.913966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:43.918320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:43.923035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:43.927219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:43.927312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:46.931927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:46.935484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:46.940672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:46.945052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:46.945159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:49.951459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:49.956175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:49.960757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:49.966829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:49.967010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:52.971901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:52.975592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:52.979581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:52.984429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:52.984543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:55.990275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:55.994200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:55.997830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:56.001601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:56.001730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:21:59.007491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:21:59.013461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:21:59.019678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:21:59.025484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:21:59.025697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:02.031378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:02.036062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:02.041234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:02.045739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:02.045841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:05.224694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:05.230405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:05.235392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:05.240274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:05.240409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:08.245673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:08.251565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:08.255967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:08.260741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:08.260883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:11.271000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:11.278214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:11.285711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:11.294292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:11.294548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:14.300142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:14.305955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:14.312108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:14.318178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:14.318375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:17.323115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:17.326947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:17.331768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:17.335822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:17.335924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:20.342553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:20.346993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:20.351638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:20.355871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:20.355966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:23.360907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:23.365889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:23.370432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:23.374865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:23.374984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:26.380525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:26.384783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:26.389744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:26.394303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:26.394417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:29.398808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:29.402881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:29.406732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:29.411167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:29.411284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:32.416107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:32.422296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:32.427289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:32.431681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:32.431786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:35.438161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:35.445078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:35.449941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:35.455320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:35.455402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:38.461180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:38.466324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:38.471409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:38.476882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:38.477016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:41.482897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:41.488101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:41.493553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:41.498889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:41.499207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:44.503239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:44.507052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:44.510854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:44.514522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:44.514598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:47.519987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:47.523487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:47.526936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:47.530336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:47.530409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:50.536373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:50.541713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:50.546412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:50.550293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:50.550388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:53.555942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:53.560455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:53.563997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:53.567709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:53.567799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:56.572885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:56.576563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:56.580288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:56.583599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:56.583696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:22:59.588545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:22:59.592947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:22:59.597585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:22:59.601765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:22:59.601881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:02.606741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:02.610348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:02.614098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:02.617839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:02.617927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:05.638559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:05.643996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:05.649169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:05.654377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:05.654483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:08.659857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:08.664711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:08.669915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:08.673565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:08.673684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:11.680212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:11.684787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:11.688941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:11.693159] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:11.693250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:14.699557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:14.705489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:14.710308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:14.715133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:14.715263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:17.722457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:17.729943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:17.736158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:17.743085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:17.743250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:20.747577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:20.752314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:20.756275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:20.760390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:20.760505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:23.766799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:23.771628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:23.776605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:23.781870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:23.782010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:26.787379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:26.791614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:26.795880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:26.800638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:26.800811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:29.805541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:29.809848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:29.814153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:29.817769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:29.817890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:32.824233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:32.830004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:32.835135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:32.839277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:32.839351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:35.846047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:35.850906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:35.857380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:35.861870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:35.861957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:38.866505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:38.870686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:38.875092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:38.878954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:38.879132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:41.884671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:41.889387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:41.894355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:41.898276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:41.898352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:44.903614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:44.907664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:44.911474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:44.915988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:44.916236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:47.922596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:47.927105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:47.931477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:47.935221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:47.935313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:50.940443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:50.945413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:50.950446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:50.955490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:50.955806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:53.962443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:53.968133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:53.972375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:53.977021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:53.977140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:23:56.983501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:23:56.988002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:23:56.992385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:23:56.996329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:23:56.996423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:00.003679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:00.009724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:00.016095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:00.021396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:00.021571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:03.026853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:03.031157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:03.035462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:03.039635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:03.039730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:06.108804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:06.116213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:06.121061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:06.126328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:06.126511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:09.131319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:09.135013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:09.139829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:09.143764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:09.143904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:12.150921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:12.155188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:12.159018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:12.163676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:12.163771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:15.168413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:15.172762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:15.176776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:15.180704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:15.180808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:18.187593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:18.192207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:18.196217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:18.200677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:18.200778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:21.206176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:21.210982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:21.215412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:21.219807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:21.219913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:24.224396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:24.227930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:24.231476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:24.235066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:24.235142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:27.239682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:27.243413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:27.246966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:27.254210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:27.254402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:30.260197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:30.264824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:30.268981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:30.274587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:30.274698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:33.279452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:33.283358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:33.287130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:33.291722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:33.291839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:36.298465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:36.302610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:36.306808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:36.311023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:36.311123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:39.315085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:39.318445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:39.321715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:39.326445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:39.326601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:42.331990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:42.336785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:42.340532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:42.343918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:42.343991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:45.348990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:45.352543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:45.356310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:45.360016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:45.360094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:48.364808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:48.368554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:48.372219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:48.376235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:48.376344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:51.382486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:51.386495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:51.390363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:51.393986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:51.394065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:54.400119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:54.404259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:54.407813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:54.411081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:54.411156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:24:57.417444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:24:57.423893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:24:57.429283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:24:57.434533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:24:57.434749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:00.441561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:00.446211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:00.451273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:00.456631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:00.456786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:03.461311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:03.465895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:03.471566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:03.477389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:03.477520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:06.483526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:06.487218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:06.490862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:06.494413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:06.494490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:09.500679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:09.505776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:09.510457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:09.515075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:09.515195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:12.521703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:12.526890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:12.531672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:12.536201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:12.536285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:15.542163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:15.548567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:15.553075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:15.557691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:15.557849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:18.562867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:18.568326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:18.573024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:18.577461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:18.577547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:21.583019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:21.588454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:21.593005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:21.598020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:21.598196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:24.602926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:24.606991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:24.611534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:24.615228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:24.615320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:27.621923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:27.626055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:27.630023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:27.634857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:27.635059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:30.638903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:30.642872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:30.648426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:30.652314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:30.652398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:33.656819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:33.660716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:33.664103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:33.667862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:33.667932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:36.673723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:36.677683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:36.681630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:36.685797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:36.685910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:39.690731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:39.694905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:39.699292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:39.703257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:39.703356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:42.712019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:42.716023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:42.720287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:42.724560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:42.724848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:45.730926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:45.735989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:45.741029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:45.745421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:45.745509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:48.751176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:48.754999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:48.758617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:48.762049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:48.762123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:51.766381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:51.770732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:51.775118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:51.779186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:51.779300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:54.785145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:54.789430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:54.793359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:54.798201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:54.798351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:25:57.803723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:25:57.808515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:25:57.813708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:25:57.818055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:25:57.818170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:00.824491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:00.829236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:00.833836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:00.838343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:00.838454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:03.844824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:03.850210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:03.855008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:03.858985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:03.859085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:06.864117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:06.868405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:06.872334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:06.880627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:06.880756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:09.886119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:09.889969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:09.895117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:09.900245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:09.900585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:12.907509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:12.912144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:12.917409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:12.923002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:12.923130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:15.929008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:15.932893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:15.937478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:15.941815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:15.941909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:18.947406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:18.952406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:18.957939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:18.962406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:18.962479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:21.969077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:21.974130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:21.980059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:21.984510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:21.984610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:24.989146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:24.994527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:24.999079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:25.003063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:25.003177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:28.009543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:28.015981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:28.024433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:28.029893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:28.030068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:31.034436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:31.038029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:31.041535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:31.044960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:31.045040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:34.052076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:34.055842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:34.059198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:34.062509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:34.062584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:37.241521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:37.245939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:37.251205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:37.256299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:37.256414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:40.262278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:40.268039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:40.272911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:40.278505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:40.278711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:43.282660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:43.286381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:43.290228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:43.293804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:43.293882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:46.298271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:46.302468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:46.306188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:46.310056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:46.310157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:49.315287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:49.320218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:49.324109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:49.327796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:49.327987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:52.335019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:52.340042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:52.344201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:52.348373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:52.348461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:55.354992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:55.360441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:55.364882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:55.369115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:55.369223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:26:58.373413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:26:58.377089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:26:58.381242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:26:58.384846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:26:58.384925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:01.390453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:01.396357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:01.400457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:01.405542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:01.405690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:04.411206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:04.414903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:04.418406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:04.421894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:04.421980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:07.427401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:07.431582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:07.435867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:07.440530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:07.440666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:10.446060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:10.450046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:10.453364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:10.456793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:10.456866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:13.464259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:13.467799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:13.471207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:13.474506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:13.474581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:16.479231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:16.483772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:16.488210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:16.491741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:16.491825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:19.496351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:19.500497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:19.505010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:19.508991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:19.509109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:22.513120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:22.516396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:22.519688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:22.522946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:22.523017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:25.527286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:25.530953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:25.534394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:25.537893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:25.537997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:28.545076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:28.550829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:28.555741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:28.560656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:28.560750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:31.566037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:31.570418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:31.574300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:31.578062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:31.578131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:34.582555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:34.586144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:34.589703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:34.593212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:34.593288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:37.600940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:37.606352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:37.611481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:37.616381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:37.616502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:40.623871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:40.629624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:40.635329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:40.641019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:40.641164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:43.646790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:43.651443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:43.656062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:43.661793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:43.661926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:46.666764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:46.670672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:46.674381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:46.677932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:46.678027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:49.682352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:49.686079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:49.689855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:49.693207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:49.693291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:52.698297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:52.701820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:52.705703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:52.709048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:52.709120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:55.714232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:55.718502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:55.722730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:55.726384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:55.726463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:27:58.730492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:27:58.734285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:27:58.738055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:27:58.741588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:27:58.741688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:01.748751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:01.755866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:01.761210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:01.765598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:01.765732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:04.770307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:04.774075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:04.778072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:04.781488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:04.781577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:07.786168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:07.790450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:07.794007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:07.797778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:07.797849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:10.803127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:10.811217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:10.816241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:10.820592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:10.820701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:13.824896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:13.828508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:13.831979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:13.835322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:13.835402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:16.841950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:16.847492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:16.852822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:16.856564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:16.856659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:19.861984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:19.867273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:19.872157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:19.877092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:19.877228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:22.882630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:22.888200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:22.893428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:22.897179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:22.897298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:25.902229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:25.906261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:25.910667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:25.914575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:25.914691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:28.919521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:28.923117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:28.927076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:28.933899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:28.933986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:31.938322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:31.942757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:31.946453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:31.949992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:31.950065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:34.955280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:34.960003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:34.963872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:34.968092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:34.968183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:37.973955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:37.978299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:37.983997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:37.988088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:37.988189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:40.992326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:40.995832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:40.999552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:41.003302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:41.003393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:44.010407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:44.015854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:44.020916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:44.026316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:44.026542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:47.032158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:47.037345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:47.042282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:47.047227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:47.047348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:50.053165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:50.057470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:50.061438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:50.065753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:50.065871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:53.075144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:53.079894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:53.083730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:53.087900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:53.088191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:56.094282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:56.098896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:56.103058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:56.107172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:56.107318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:28:59.112887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:28:59.116996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:28:59.121692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:28:59.125798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:28:59.125911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:02.134145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:02.140037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:02.144920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:02.148735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:02.148809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:05.153637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:05.157493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:05.161425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:05.165998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:05.166168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:08.170213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:08.173702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:08.177364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:08.181667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:08.181859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:11.186314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:11.190237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:11.194733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:11.198437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:11.198535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:14.204900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:14.209261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:14.212886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:14.217413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:14.217552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:17.223494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:17.229441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:17.234170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:17.238615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:17.238721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:20.243340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:20.246894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:20.250458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:20.254046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:20.254141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:23.258862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:23.264197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:23.268677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:23.273256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:23.273407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:26.278487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:26.281895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:26.285217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:26.288599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:26.288701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:29.293244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:29.297608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:29.301577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:29.305434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:29.305533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:32.310151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:32.313516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:32.316970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:32.320480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:32.320555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:35.325458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:35.329158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:35.332828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:35.336080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:35.336157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:38.340941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:38.344604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:38.348349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:38.352009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:38.352096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:41.357076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:41.360604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:41.364145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:41.367788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:41.367880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:44.372808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:44.376224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:44.379680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:44.383004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:44.383087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:47.388506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:47.393199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:47.398541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:47.404192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:47.404289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:50.410773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:50.415098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:50.419498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:50.423851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:50.423997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:53.429076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:53.433100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:53.437011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:53.441044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:53.441132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:56.446070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:56.451250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:56.456451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:56.461944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:56.462112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:29:59.468344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:29:59.473669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:29:59.477902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:29:59.482590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:29:59.482772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:02.489292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:02.495021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:02.500595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:02.504550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:02.504663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:05.509178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:05.513845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:05.518428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:05.523420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:05.523558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:08.532167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:08.539531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:08.545238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:08.549993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:08.550090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:11.554883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:11.559784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:11.564527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:11.568764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:11.568886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:14.573087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:14.579133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:14.583375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:14.587549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:14.587634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:17.593099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:17.598244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:17.602333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:17.606157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:17.606258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:20.613241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:20.618394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:20.623024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:20.628200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:20.628317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:23.634158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:23.638155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:23.641743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:23.645144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:23.645214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:26.650677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:26.656135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:26.660922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:26.665623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:26.665755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:29.671129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:29.677034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:29.682232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:29.686983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:29.687139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:32.692422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:32.696994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:32.702167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:32.705867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:32.705946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:35.711209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:35.715797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:35.719678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:35.723512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:35.723601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:38.728310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:38.732305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:38.736556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:38.740957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:38.741169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:41.747688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:41.751754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:41.756886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:41.762163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:41.762316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:44.768621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:44.774800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:44.779685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:44.784095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:44.784203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:47.789455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:47.793448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:47.797790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:47.802588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:47.802688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:50.806839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:50.810612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:50.814318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:50.818343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:50.818436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:53.823569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:53.827827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:53.832464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:53.837365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:53.837467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:56.842396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:56.846141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:56.849419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:56.852666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:56.852735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:30:59.857608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:30:59.862986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:30:59.868587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:30:59.872816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:30:59.872966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:02.879053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:02.883114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:02.886684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:02.890176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:02.890251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:05.894919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:05.901613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:05.905575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:05.909416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:05.909521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:08.915131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:08.919981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:08.925057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:08.930870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:08.931045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:11.935832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:11.939566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:11.943417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:11.947032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:11.947124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:14.956887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:14.962567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:14.968055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:14.973616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:14.973813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:17.980030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:17.984715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:17.989808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:17.995031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:17.995271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:21.000189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:21.003896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:21.008194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:21.011640] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:21.011738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:24.018212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:24.024338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:24.029907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:24.035084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:24.035219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:27.039264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:27.042902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:27.046436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:27.050224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:27.050385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:30.055593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:30.060211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:30.064146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:30.068163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:30.068277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:33.073609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:33.078056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:33.082910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:33.087443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:33.087706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:36.094117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:36.098280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:36.102282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:36.106244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:36.106358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:39.111084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:39.115466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:39.119198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:39.122788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:39.122869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:42.129359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:42.134445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:42.140051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:42.145677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:42.145871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:45.151302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:45.155463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:45.159671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:45.164434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:45.164553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:48.169909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:48.174124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:48.178584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:48.182624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:48.182782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:51.187769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:51.191861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:51.195955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:51.200265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:51.200385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:54.205685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:54.210410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:54.215240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:54.219392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:54.219477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:31:57.223721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:31:57.227334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:31:57.230567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:31:57.234431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:31:57.234572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:00.239340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:00.243413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:00.247341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:00.252297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:00.252396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:03.259211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:03.263501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:03.269249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:03.277022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:03.277151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:06.282370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:06.291365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:06.295438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:06.300232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:06.300324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:09.305718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:09.310941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:09.316856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:09.321838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:09.321967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:12.327375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:12.333727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:12.339350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:12.344342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:12.344459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:15.349820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:15.354785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:15.359434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:15.364032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:15.364133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:18.368752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:18.373265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:18.377709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:18.382049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:18.382227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:21.386897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:21.391094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:21.395741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:21.399614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:21.399842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:24.405450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:24.409469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:24.413480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:24.417531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:24.417624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:27.422547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:27.427565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:27.431729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:27.435399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:27.435499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:30.440755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:30.444417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:30.448182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:30.452070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:30.452176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:33.457434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:33.461321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:33.465891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:33.470637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:33.470765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:36.474976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:36.478403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:36.482343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:36.486016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:36.486102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:39.490481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:39.494866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:39.498868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:39.502177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:39.502251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:42.506769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:42.510739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:42.514936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:42.518839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:42.518957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:45.524080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:45.531573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:45.535986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:45.540893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:45.541022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:48.546407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:48.550728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:48.555273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:48.559512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:48.559670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:51.566045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:51.571234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:51.575856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:51.579535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:51.579611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:54.590351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:54.602046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:54.609029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:54.616253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:54.616409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:32:57.622941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:32:57.627625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:32:57.633541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:32:57.638515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:32:57.638665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:00.644178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:00.648615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:00.653019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:00.657712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:00.657846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:03.662745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:03.667058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:03.671668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:03.675293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:03.675372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:06.680268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:06.684872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:06.689790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:06.694822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:06.695065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:09.699993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:09.704810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:09.709135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:09.713230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:09.713335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:12.719281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:12.724373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:12.728610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:12.733150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:12.733255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:15.738056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:15.742442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:15.746402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:15.750305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:15.750441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:18.755637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:18.759773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:18.764990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:18.770235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:18.770376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:21.775877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:21.780159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:21.784383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:21.789378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:21.789494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:24.795030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:24.799318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:24.803153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:24.808094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:24.808174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:27.813211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:27.817854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:27.822932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:27.826624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:27.826749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:30.831201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:30.835350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:30.839205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:30.844709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:30.844916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:33.851519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:33.856303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:33.861873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:33.867614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:33.867850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:36.872550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:36.877556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:36.882101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:36.885946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:36.886047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:39.890893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:39.894714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:39.898574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:39.903040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:39.903156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:42.907664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:42.912239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:42.916244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:42.919932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:42.920012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:45.926414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:45.934317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:45.939950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:45.944815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:45.944980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:48.950117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:48.954688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:48.959637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:48.965148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:48.965231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:51.970144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:51.976124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:51.981718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:51.988211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:51.988308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:54.993021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:54.997135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:55.002191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:55.007793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:55.007965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:33:58.013194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:33:58.017895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:33:58.022141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:33:58.027146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:33:58.027292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:01.031852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:01.036432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:01.040185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:01.044024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:01.044207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:04.050951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:04.056193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:04.061172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:04.065371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:04.065455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:07.070247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:07.075169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:07.080432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:07.084957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:07.085058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:10.088768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:10.092170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:10.095949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:10.099585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:10.099690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:13.103806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:13.108997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:13.113390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:13.116923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:13.117001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:16.121722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:16.126006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:16.130190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:16.134045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:16.134141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:19.138931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:19.144142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:19.152717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:19.158011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:19.158119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:22.164128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:22.169037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:22.173894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:22.178408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:22.178545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:25.183255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:25.186858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:25.190786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:25.194438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:25.194545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:28.199685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:28.203604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:28.208446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:28.215386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:28.215731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:31.220368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:31.226457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:31.230547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:31.234995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:31.235171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:34.243912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:34.248233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:34.252546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:34.256810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:34.256938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:37.263133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:37.268611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:37.272635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:37.276425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:37.276503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:40.281267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:40.284979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:40.289560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:40.294531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:40.294637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:43.298958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:43.303560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:43.307617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:43.312238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:43.312344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:46.317534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:46.321294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:46.324885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:46.328428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:46.328511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:49.333408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:49.338483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:49.342565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:49.346114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:49.346191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:52.351162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:52.355279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:52.359030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:52.363334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:52.363448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:55.369017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:55.373693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:55.378115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:55.382822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:55.382949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:34:58.389261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:34:58.395830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:34:58.400892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:34:58.404738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:34:58.404843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:01.410381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:01.416969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:01.422224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:01.427939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:01.428050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:04.433012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:04.436830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:04.441036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:04.444893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:04.444966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:07.453928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:07.458628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:07.462741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:07.467101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:07.467244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:10.472720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:10.477537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:10.482243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:10.487132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:10.487275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:13.492687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:13.496836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:13.501015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:13.505937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:13.506063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:16.510848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:16.515027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:16.520345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:16.524720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:16.524850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:19.530444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:19.534504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:19.538515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:19.542561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:19.542684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:22.547852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:22.552502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:22.556525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:22.560470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:22.560543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:25.566341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:25.570442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:25.574077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:25.577495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:25.577570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:28.582746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:28.586600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:28.590176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:28.594233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:28.594364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:31.598940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:31.603490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:31.608091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:31.611941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:31.612024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:34.616852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:34.621580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:34.625755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:34.629851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:34.629932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:37.633886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:37.637395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:37.641342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:37.645219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:37.645311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:40.649454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:40.652841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:40.656384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:40.660077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:40.660157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:43.664599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:43.668442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:43.671904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:43.675449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:43.675531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:46.680400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:46.684281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:46.688167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:46.691840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:46.691934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:49.696109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:49.700106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:49.703746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:49.707408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:49.707497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:52.712660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:52.717015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:52.721024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:52.725003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:52.725141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:55.730615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:55.734544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:55.738078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:55.741376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:55.741449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:35:58.746736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:35:58.750892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:35:58.754968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:35:58.759156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:35:58.759252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:01.765145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:01.771223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:01.778532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:01.783268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:01.783397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:04.789264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:04.794828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:04.799313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:04.804007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:04.804258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:07.809871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:07.813258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:07.816527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:07.819784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:07.819852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:10.827170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:10.831506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:10.835982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:10.839488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:10.839558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:13.844758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:13.848677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:13.852553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:13.856446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:13.856536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:16.861610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:16.865768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:16.870486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:16.875835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:16.875932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:19.880528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:19.884700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:19.888613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:19.892336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:19.892714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:22.897838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:22.902096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:22.905823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:22.909343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:22.909425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:25.914875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:25.919736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:25.928618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:25.933621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:25.933791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:28.937858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:28.941778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:28.945626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:28.949533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:28.949636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:31.954662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:31.958089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:31.961904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:31.965808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:31.965905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:34.971025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:34.975163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:34.980005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:34.983886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:34.984000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:37.989561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:37.994313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:37.998994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:38.003581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:38.003706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:41.007511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:41.011205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:41.014712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:41.018245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:41.018324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:44.022527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:44.025978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:44.029289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:44.032590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:44.032686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:47.037959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:47.041844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:47.045559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:47.049237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:47.049334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:50.054217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:50.057973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:50.061558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:50.065140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:50.065262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:53.070342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:53.073772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:53.077918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:53.082204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:53.082315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:56.087745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:56.092899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:56.097914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:56.102184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:56.102288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:36:59.106679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:36:59.110366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:36:59.114057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:36:59.117928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:36:59.118037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:02.122834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:02.127265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:02.131664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:02.135769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:02.135906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:05.140895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:05.146320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:05.152268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:05.157068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:05.157172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:08.168199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:08.172259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:08.176178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:08.179825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:08.179917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:11.185169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:11.189035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:11.192543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:11.198099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:11.198289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:14.204178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:14.208234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:14.212634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:14.216605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:14.216704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:17.221513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:17.226523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:17.231528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:17.236874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:17.236992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:20.242782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:20.246675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:20.250402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:20.254252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:20.254384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:23.260882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:23.265769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:23.270134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:23.276120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:23.276266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:26.281395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:26.285777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:26.289756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:26.293678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:26.293773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:29.305735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:29.318742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:29.329563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:29.334932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:29.335335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:32.340925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:32.346390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:32.352763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:32.357896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:32.358070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:35.364021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:35.368069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:35.371985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:35.375672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:35.375744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:38.380784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:38.385873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:38.390315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:38.393970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:38.394050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:41.398481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:41.403804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:41.408520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:41.412961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:41.413091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:44.418968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:44.423465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:44.428243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:44.433205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:44.433352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:47.438214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:47.442920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:47.447764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:47.452496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:47.452598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:50.457922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:50.462384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:50.467001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:50.470806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:50.470910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:53.476703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:53.481290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:53.484957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:53.488745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:53.488844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:56.493517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:56.496942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:56.500283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:56.503917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:56.503991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:37:59.508250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:37:59.512035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:37:59.515765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:37:59.519420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:37:59.519519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:02.525583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:02.530809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:02.536122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:02.541636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:02.541875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:05.547182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:05.551987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:05.557081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:05.562287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:05.562388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:08.568152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:08.573111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:08.578119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:08.583266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:08.583386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:11.587703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:11.592044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:11.596050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:11.600246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:11.600372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:14.605811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:14.610226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:14.614699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:14.618538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:14.618661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:17.622625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:17.626134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:17.629692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:17.633309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:17.633391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:20.637970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:20.642197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:20.646286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:20.650559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:20.650696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:23.656021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:23.659919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:23.663452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:23.667114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:23.667223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:26.671947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:26.676018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:26.679706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:26.683469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:26.683559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:29.687996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:29.692010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:29.696009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:29.700813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:29.700932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:32.705807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:32.709888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:32.713847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:32.718137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:32.718292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:35.725027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:35.730741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:35.736083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:35.740605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:35.740745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:38.746627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:38.751871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:38.758558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:38.764002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:38.764117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:41.768482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:41.772158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:41.776035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:41.780746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:41.780870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:44.787259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:44.791232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:44.794551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:44.797918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:44.797991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:47.802888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:47.807403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:47.811412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:47.815529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:47.815678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:50.821169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:50.826014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:50.830227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:50.834317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:50.834402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:53.838880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:53.842432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:53.846463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:53.850509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:53.850748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:56.856907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:56.861769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:56.865240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:56.868896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:56.868970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:38:59.875265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:38:59.880383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:38:59.884239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:38:59.888163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:38:59.888353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:02.895827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:02.902721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:02.907984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:02.914894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:02.915056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:05.920279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:05.925803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:05.929849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:05.933709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:05.933790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:08.940407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:08.944563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:08.948395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:08.951893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:08.951973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:11.956893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:11.961062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:11.966199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:11.970802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:11.971035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:14.975833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:14.979452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:14.983251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:14.987027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:14.987121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:17.993056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:17.997907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:18.002410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:18.006922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:18.007047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:21.013092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:21.018447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:21.023818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:21.029226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:21.029338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:24.033959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:24.038162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:24.043263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:24.048458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:24.048567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:27.053736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:27.058916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:27.064290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:27.068871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:27.068991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:30.075095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:30.080071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:30.084204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:30.087867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:30.087961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:33.092959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:33.097116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:33.101151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:33.105134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:33.105266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:36.110309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:36.114056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:36.117524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:36.120935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:36.121010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:39.125843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:39.130199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:39.133993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:39.138528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:39.138667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:42.143413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:42.147639] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:42.151878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:42.156137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:42.156250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:45.161128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:45.165003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:45.168992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:45.173017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:45.173135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:48.178581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:48.183026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:48.187407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:48.191989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:48.192105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:51.196727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:51.200480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:51.203868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:51.207480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:51.207564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:54.215073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:54.220467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:54.225074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:54.229174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:54.229251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:39:57.233831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:39:57.237861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:39:57.242673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:39:57.246621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:39:57.246715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:00.252198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:00.256931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:00.261740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:00.266495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:00.266608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:03.271417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:03.275084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:03.278595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:03.282017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:03.282102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:06.288864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:06.293160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:06.297042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:06.300718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:06.300808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:09.306283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:09.311291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:09.316115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:09.321079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:09.321184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:12.325685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:12.329162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:12.332673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:12.336048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:12.336124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:15.340748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:15.345272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:15.349979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:15.354486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:15.354588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:18.359470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:18.364331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:18.369232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:18.373484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:18.373600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:21.379480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:21.383437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:21.388369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:21.392480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:21.392883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:24.397890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:24.402292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:24.406757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:24.410674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:24.410770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:27.415693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:27.419123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:27.422757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:27.426472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:27.426543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:30.432122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:30.435831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:30.439366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:30.442969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:30.443145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:33.449276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:33.453195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:33.457069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:33.461211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:33.461287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:36.466341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:36.471022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:36.475148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:36.478836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:36.478941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:39.483857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:39.487839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:39.491632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:39.495810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:39.495917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:42.501144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:42.506272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:42.510379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:42.514599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:42.514740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:45.520164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:45.525012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:45.531088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:45.534702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:45.534795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:48.539886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:48.544905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:48.549621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:48.553867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:48.553960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:51.558587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:51.562433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:51.566115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:51.570200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:51.570303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:54.575916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:54.579970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:54.583779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:54.587132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:54.587225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:40:57.592089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:40:57.596126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:40:57.600361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:40:57.605506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:40:57.605620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:00.610506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:00.615611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:00.620194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:00.624370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:00.624481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:03.630836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:03.635437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:03.640096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:03.644002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:03.644134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:06.649529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:06.653984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:06.658388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:06.662603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:06.662746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:09.668427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:09.673599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:09.678777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:09.683929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:09.684055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:12.689867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:12.694758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:12.699597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:12.703635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:12.703776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:15.708122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:15.711540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:15.715430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:15.718717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:15.718805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:18.723910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:18.727820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:18.731125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:18.734413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:18.734514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:21.739251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:21.744181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:21.748328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:21.752313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:21.752409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:24.757330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:24.761043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:24.764345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:24.767728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:24.767802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:27.773872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:27.778144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:27.782268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:27.786268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:27.786387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:30.791387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:30.796055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:30.800440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:30.803940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:30.804024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:33.808835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:33.812581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:33.815898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:33.819750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:33.819826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:36.824932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:36.828265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:36.831864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:36.835723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:36.835804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:39.840368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:39.844536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:39.847960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:39.851598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:39.851779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:42.856527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:42.861126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:42.864888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:42.869007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:42.869213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:45.874274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:45.877914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:45.882328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:45.886317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:45.886393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:48.890619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:48.894431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:48.898097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:48.901636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:48.901756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:51.906211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:51.910050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:51.914991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:51.919745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:51.919854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:54.924067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:54.927677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:54.931545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:54.935106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:54.935188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:41:57.940165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:41:57.944286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:41:57.949769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:41:57.954070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:41:57.954213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:00.960090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:00.964837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:00.969268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:00.973535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:00.973632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:03.978936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:03.982327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:03.985786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:03.989021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:03.989091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:06.994606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:06.998847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:07.002558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:07.006019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:07.006104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:10.010985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:10.015258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:10.019511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:10.023682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:10.023769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:13.028316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:13.032583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:13.036632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:13.040711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:13.040811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:16.045690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:16.049324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:16.052793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:16.056141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:16.056226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:19.060608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:19.064232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:19.068202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:19.072035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:19.072143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:22.077389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:22.081103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:22.084741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:22.088239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:22.088316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:25.093918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:25.099277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:25.104082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:25.109550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:25.109684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:28.114472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:28.118874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:28.122588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:28.125917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:28.125991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:31.131100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:31.135005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:31.138738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:31.142377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:31.142462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:34.149013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:34.154252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:34.159313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:34.164509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:34.164684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:37.170181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:37.174952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:37.179794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:37.184962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:37.185160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:40.189773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:40.194024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:40.197962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:40.201441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:40.201520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:43.205674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:43.209808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:43.213411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:43.217061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:43.217145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:46.221837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:46.225410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:46.229121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:46.232519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:46.232592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:49.237216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:49.242939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:49.246502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:49.250138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:49.250232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:52.256569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:52.262987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:52.269157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:52.274508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:52.274683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:55.279330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:55.282746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:55.286182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:55.289742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:55.289823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:42:58.295052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:42:58.298862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:42:58.302599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:42:58.307092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:42:58.307223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:01.312922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:01.318058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:01.322607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:01.326719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:01.326919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:04.331363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:04.334906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:04.338229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:04.341474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:04.341543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:07.345743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:07.349418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:07.353153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:07.356804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:07.356914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:10.361816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:10.365911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:10.370233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:10.374387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:10.374513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:13.379200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:13.383239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:13.387145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:13.390690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:13.390785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:16.395433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:16.399157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:16.402607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:16.406002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:16.406082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:19.410982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:19.414755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:19.418401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:19.424373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:19.424449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:22.428320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:22.432058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:22.436596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:22.440428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:22.440519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:25.445398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:25.449157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:25.453484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:25.457394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:25.457472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:28.461604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:28.465751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:28.469873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:28.474296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:28.474391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:31.479358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:31.483028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:31.486956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:31.491249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:31.491357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:34.496308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:34.500190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:34.503791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:34.507038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:34.507107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:37.511350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:37.514747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:37.518168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:37.521615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:37.521728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:40.526572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:40.530478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:40.534328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:40.538140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:40.538254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:43.544087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:43.548474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:43.552958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:43.557484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:43.557710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:46.562959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:46.568169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:46.573556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:46.578581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:46.578719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:49.582783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:49.586347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:49.590164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:49.593605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:49.593709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:52.598059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:52.602432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:52.606364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:52.609993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:52.610263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:55.614725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:55.618706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:55.622553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:55.626167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:55.626255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:43:58.632191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:43:58.636413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:43:58.640562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:43:58.644365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:43:58.644453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:01.649399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:01.653960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:01.658344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:01.662444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:01.662557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:04.668835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:04.673666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:04.677720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:04.681441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:04.681527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:07.687566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:07.693142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:07.698808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:07.703623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:07.703783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:10.709413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:10.713489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:10.717965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:10.721899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:10.721993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:13.726980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:13.730729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:13.736020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:13.740433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:13.740521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:16.747071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:16.752016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:16.756314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:16.760809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:16.760938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:19.765608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:19.770091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:19.774103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:19.778080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:19.778174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:22.783461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:22.788935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:22.793704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:22.797928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:22.798042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:25.802677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:25.806765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:25.810435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:25.814250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:25.814342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:28.819972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:28.826560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:28.831894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:28.837016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:28.837153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:31.841529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:31.845929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:31.849926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:31.853945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:31.854056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:34.859308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:34.863440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:34.867116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:34.871149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:34.871236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:37.875914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:37.879918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:37.883609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:37.887729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:37.887939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:40.893704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:40.897991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:40.902376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:40.907112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:40.907245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:43.911876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:43.915467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:43.918830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:43.922625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:43.922790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:46.928787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:46.935020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:46.940713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:46.945984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:46.946096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:49.950346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:49.954213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:49.959381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:49.964776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:49.964901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:52.970419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:52.974371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:52.978908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:52.983322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:52.983428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:55.988479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:55.992460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:55.996632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:56.000492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:56.000589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:44:59.005371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:44:59.009749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:44:59.013545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:44:59.017546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:44:59.017619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:02.024065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:02.029692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:02.033372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:02.037979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:02.038185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:05.043775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:05.048363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:05.052775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:05.056687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:05.056811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:08.063204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:08.067851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:08.073132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:08.077949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:08.078067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:11.083639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:11.088702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:11.093339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:11.097151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:11.097286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:14.101747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:14.107047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:14.111073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:14.114839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:14.114940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:17.119776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:17.124071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:17.128200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:17.132047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:17.132155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:20.136271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:20.140960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:20.145570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:20.149254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:20.149338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:23.153515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:23.157101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:23.163821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:23.167422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:23.167503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:26.171940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:26.176528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:26.180789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:26.184587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:26.184720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:29.188685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:29.192407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:29.196950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:29.201511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:29.201616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:32.207152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:32.211471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:32.215054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:32.219407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:32.219486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:35.224133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:35.229194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:35.234515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:35.239626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:35.239789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:38.245457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:38.249681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:38.254242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:38.258411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:38.258514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:41.263705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:41.270959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:41.274995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:41.278685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:41.278762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:44.284154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:44.289667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:44.295070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:44.300162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:44.300293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:47.305282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:47.310369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:47.314614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:47.318552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:47.318683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:50.324283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:50.329028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:50.333472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:50.337593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:50.337727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:53.344416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:53.349266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:53.353705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:53.357627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:53.357733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:56.362427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:56.365943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:56.369324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:56.373212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:56.373345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:45:59.378687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:45:59.382464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:45:59.386227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:45:59.390082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:45:59.390174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:02.394855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:02.401829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:02.405748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:02.409270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:02.409347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:05.413557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:05.417428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:05.422105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:05.425699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:05.425786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:08.431364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:08.435933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:08.439909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:08.443557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:08.443677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:11.448262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:11.452793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:11.457444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:11.461669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:11.461776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:14.466895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:14.471398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:14.475859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:14.480051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:14.480325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:17.486686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:17.491672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:17.496711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:17.501737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:17.501861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:20.505618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:20.508963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:20.512194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:20.515572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:20.515663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:23.520207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:23.523754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:23.527523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:23.531040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:23.531112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:26.536383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:26.541577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:26.546561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:26.550503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:26.550581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:29.554921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:29.558895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:29.563284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:29.567212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:29.567326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:32.571601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:32.575374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:32.579182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:32.582918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:32.582993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:35.587102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:35.590843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:35.594526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:35.598088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:35.598171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:38.602860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:38.607714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:38.611981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:38.616464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:38.616614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:41.620841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:41.624544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:41.628465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:41.632631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:41.632761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:44.640980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:44.645562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:44.649588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:44.653363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:44.653465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:47.657713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:47.661099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:47.664494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:47.668023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:47.668098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:50.672605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:50.676189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:50.681074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:50.685551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:50.685668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:53.692834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:53.699396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:53.704766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:53.710008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:53.710188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:56.714356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:56.718136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:56.721613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:56.725155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:56.725244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:46:59.731809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:46:59.737748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:46:59.742768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:46:59.746447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:46:59.746519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:02.750887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:02.754407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:02.758499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:02.762466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:02.762538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:05.766993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:05.771143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:05.775112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:05.778386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:05.778459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:08.783303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:08.787464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:08.791212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:08.795316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:08.795558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:11.802624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:11.807420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:11.812354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:11.817621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:11.817746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:14.822076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:14.826377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:14.830782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:14.834317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:14.834404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:17.839162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:17.843230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:17.846909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:17.850257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:17.850341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:20.855273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:20.860952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:20.866405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:20.870526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:20.870630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:23.875685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:23.880397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:23.885375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:23.890609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:23.890735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:26.895456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:26.900156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:26.905019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:26.910109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:26.910214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:29.915176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:29.919510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:29.924102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:29.927821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:29.927908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:32.933019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:32.937212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:32.940928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:32.945498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:32.945594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:35.950518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:35.954972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:35.958695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:35.962608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:35.962745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:38.968952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:38.974840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:38.981144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:38.986251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:38.986425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:41.990827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:41.994679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:41.998724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:42.003075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:42.003317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:45.008371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:45.011980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:45.015682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:45.019292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:45.019374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:48.025131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:48.031156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:48.036311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:48.039986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:48.040056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:51.045110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:51.049382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:51.053188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:51.056655] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:51.056727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:54.062458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:54.066128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:54.069480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:54.072835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:54.072906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:47:57.077989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:47:57.082089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:47:57.085730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:47:57.089363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:47:57.089439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:00.094802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:00.099261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:00.104978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:00.110188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:00.110305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:03.115097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:03.118957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:03.122763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:03.127100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:03.127227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:06.132160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:06.136131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:06.140504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:06.144958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:06.145056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:09.149725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:09.153394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:09.158629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:09.163339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:09.163577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:12.168064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:12.172039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:12.176179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:12.180134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:12.180236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:15.186015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:15.189732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:15.193445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:15.197111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:15.197220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:18.201897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:18.206214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:18.210376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:18.214270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:18.214423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:21.219493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:21.223531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:21.227923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:21.232707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:21.232811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:24.237437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:24.241301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:24.245155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:24.248894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:24.248985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:27.253756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:27.257266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:27.260702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:27.264085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:27.264156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:30.269507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:30.273734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:30.278314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:30.282209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:30.282428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:33.287377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:33.291940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:33.295509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:33.299274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:33.299381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:36.305194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:36.309969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:36.314750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:36.319488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:36.319611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:39.325146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:39.329240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:39.332917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:39.336678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:39.336770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:42.341451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:42.345401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:42.349111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:42.352659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:42.352750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:45.357590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:45.362116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:45.366896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:45.374004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:45.374090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:48.379802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:48.384626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:48.389266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:48.393302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:48.393386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:51.399252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:51.404602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:51.409694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:51.413960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:51.414050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:54.418320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:54.421883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:54.425475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:54.428860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:54.428944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:48:57.433138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:48:57.437525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:48:57.442258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:48:57.445764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:48:57.445856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:00.450096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:00.453978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:00.457955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:00.461759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:00.461889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:03.467438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:03.471185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:03.475315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:03.478973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:03.479058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:06.484809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:06.489182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:06.494234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:06.499906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:06.500032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:09.504789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:09.508824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:09.512324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:09.515971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:09.516042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:12.521208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:12.525544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:12.530000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:12.534415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:12.534523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:15.539858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:15.544011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:15.548903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:15.554375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:15.554524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:18.561052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:18.567069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:18.571604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:18.577002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:18.577194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:21.583817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:21.590026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:21.595567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:21.600674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:21.600975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:24.607237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:24.611973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:24.616048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:24.619726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:24.619808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:27.624313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:27.628903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:27.633608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:27.638224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:27.638327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:30.643922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:30.651748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:30.655806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:30.659556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:30.659666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:33.664052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:33.667968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:33.672220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:33.676193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:33.676293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:36.680679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:36.684608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:36.688609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:36.692445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:36.692521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:39.696891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:39.701605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:39.705947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:39.709764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:39.709851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:42.714008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:42.717341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:42.720659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:42.723879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:42.723953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:45.729511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:45.733951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:45.738008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:45.742834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:45.742989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:48.747823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:48.752159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:48.756489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:48.760343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:48.760431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:51.764925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:51.769050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:51.773002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:51.776987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:51.777107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:54.782713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:54.787309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:54.791819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:54.796486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:54.796588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:49:57.800636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:49:57.804359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:49:57.807868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:49:57.812099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:49:57.812243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:00.818453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:00.825813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:00.830944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:00.837221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:00.837406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:03.841677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:03.845411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:03.849001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:03.852569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:03.852663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:06.857536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:06.861667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:06.865597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:06.869599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:06.869729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:09.874887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:09.879848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:09.883895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:09.887578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:09.887682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:12.891490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:12.895138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:12.898966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:12.903055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:12.903164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:15.907872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:15.912248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:15.916138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:15.919904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:15.919989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:18.924663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:18.928724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:18.932757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:18.936389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:18.936496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:21.941969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:21.946015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:21.949934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:21.954076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:21.954173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:24.960325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:24.964826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:24.969415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:24.973429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:24.973526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:27.979249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:27.984972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:27.989430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:27.993016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:27.993087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:30.997026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:31.000839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:31.004729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:31.010152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:31.010277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:34.014556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:34.018772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:34.023018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:34.026618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:34.026727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:37.031591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:37.035535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:37.039302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:37.043317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:37.043426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:40.048631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:40.053896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:40.058600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:40.062741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:40.062843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:43.068841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:43.073192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:43.076694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:43.080290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:43.080360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:46.091619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:46.101001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:46.107919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:46.114091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:46.114489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:49.119585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:49.123933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:49.128551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:49.133309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:49.133468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:52.137849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:52.141316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:52.145115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:52.148879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:52.148967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:55.153014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:55.156983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:55.161142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:55.167610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:55.167755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:50:58.171675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:50:58.175359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:50:58.179162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:50:58.182546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:50:58.182670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:01.186929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:01.191832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:01.197498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:01.201993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:01.202234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:04.208433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:04.212864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:04.216802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:04.220669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:04.221204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:07.227064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:07.232500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:07.238036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:07.243383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:07.243825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:10.249934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:10.254300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:10.258263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:10.262444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:10.262590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:13.267366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:13.271038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:13.274690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:13.278175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:13.278250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:16.284243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:16.289091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:16.292931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:16.296663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:16.296753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:19.301771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:19.305291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:19.309017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:19.312687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:19.312759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:22.317460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:22.322082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:22.326450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:22.331430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:22.331714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:25.338389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:25.343119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:25.348628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:25.353563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:25.353696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:28.358071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:28.361936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:28.367539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:28.372402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:28.372540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:31.376452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:31.379879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:31.383099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:31.386246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:31.386316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:34.390541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:34.394317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:34.398186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:34.404579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:34.404714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:37.408790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:37.412121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:37.415357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:37.418590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:37.418681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:40.422886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:40.426772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:40.433820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:40.437666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:40.437764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:43.442213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:43.445780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:43.449292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:43.452865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:43.452966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:46.458682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:46.463341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:46.467878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:46.471516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:46.471619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:49.477336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:49.481932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:49.486447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:49.491243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:49.491349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:52.495945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:52.500986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:52.506144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:52.510411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:52.510531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:55.515230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:55.518902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:55.522824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:55.526168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:55.526236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:51:58.530479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:51:58.533951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:51:58.537490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:51:58.541403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:51:58.541530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:01.545502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:01.549613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:01.554107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:01.558200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:01.558297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:04.562671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:04.565991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:04.569454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:04.572874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:04.572959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:07.576751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:07.580181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:07.584660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:07.589270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:07.589365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:10.594067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:10.598095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:10.602228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:10.605971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:10.606068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:13.610811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:13.615904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:13.621081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:13.625072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:13.625190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:16.630522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:16.634743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:16.639204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:16.643116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:16.643196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:19.647255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:19.651210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:19.654760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:19.658165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:19.658236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:22.663888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:22.669205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:22.673008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:22.676466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:22.676536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:25.681724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:25.685971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:25.689846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:25.693687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:25.693766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:28.698241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:28.702149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:28.706368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:28.710427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:28.710522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:31.715236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:31.719794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:31.724322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:31.728558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:31.728703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:34.733028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:34.736697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:34.744021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:34.747406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:34.747477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:37.752279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:37.756459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:37.760839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:37.764473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:37.764560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:40.769095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:40.772839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:40.776775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:40.780895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:40.780989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:43.786148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:43.790187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:43.794133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:43.797907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:43.798008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:46.802319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:46.806568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:46.811012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:46.815534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:46.815636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:49.820735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:49.825031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:49.828956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:49.833311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:49.833438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:52.839311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:52.844942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:52.849567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:52.853272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:52.853432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:55.857465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:55.860895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:55.864817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:55.868621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:55.868720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:52:58.873988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:52:58.877745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:52:58.881279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:52:58.884665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:52:58.884738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:01.889027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:01.892630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:01.896442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:01.900141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:01.900263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:04.904873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:04.908437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:04.912348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:04.916028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:04.916125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:07.920899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:07.924854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:07.928605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:07.932192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:07.932263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:10.936110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:10.940429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:10.944020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:10.947356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:10.947435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:13.952201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:13.955946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:13.961716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:13.966179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:13.966290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:16.971855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:16.977960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:16.982302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:16.986212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:16.986315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:19.991512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:19.995513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:19.999802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:20.004115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:20.004258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:23.008803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:23.012696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:23.017629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:23.022669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:23.022766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:26.026996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:26.031932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:26.036677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:26.041539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:26.041708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:29.045881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:29.049386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:29.052805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:29.056120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:29.056203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:32.060964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:32.064949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:32.068365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:32.071597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:32.071714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:35.076509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:35.080828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:35.084793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:35.089792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:35.089945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:38.093815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:38.097214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:38.100606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:38.103914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:38.103988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:41.108481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:41.111849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:41.115173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:41.119023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:41.119120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:44.123024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:44.126617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:44.129925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:44.133144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:44.133215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:47.137131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:47.141421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:47.145253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:47.148864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:47.148939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:50.154259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:50.160320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:50.165440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:50.169340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:50.169432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:53.177055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:53.184770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:53.189227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:53.192900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:53.192984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:56.199105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:56.203859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:56.209778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:56.214963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:56.215212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:53:59.219823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:53:59.224229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:53:59.228996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:53:59.232981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:53:59.233072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:02.238751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:02.244766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:02.249951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:02.256219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:02.256357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:05.260854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:05.266157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:05.271601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:05.276552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:05.276689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:08.281690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:08.286291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:08.293708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:08.298556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:08.298695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:11.303050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:11.307085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:11.311465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:11.315314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:11.315417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:14.320900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:14.326409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:14.331705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:14.337102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:14.337390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:17.341285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:17.344911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:17.348946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:17.352408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:17.352489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:20.357207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:20.362073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:20.366238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:20.370608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:20.370712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:23.377105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:23.382907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:23.388437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:23.392837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:23.392949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:26.398727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:26.402460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:26.405935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:26.409614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:26.409719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:29.415376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:29.419380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:29.422996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:29.427128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:29.427245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:32.432591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:32.437412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:32.442008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:32.446878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:32.446992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:35.452057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:35.455789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:35.459624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:35.463503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:35.463696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:38.468430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:38.472122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:38.475937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:38.479341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:38.479417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:41.484908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:41.488701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:41.492176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:41.495466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:41.495574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:44.501364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:44.505499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:44.509621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:44.513803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:44.513925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:47.519285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:47.522832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:47.526455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:47.530028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:47.530114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:50.535191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:50.538697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:50.542250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:50.545483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:50.545565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:53.551546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:53.556086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:53.561378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:53.566746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:53.566871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:56.571866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:56.575578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:56.579282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:56.582901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:56.583006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:54:59.587365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:54:59.591777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:54:59.595979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:54:59.600887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:54:59.601015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:02.605527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:02.610033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:02.614056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:02.617865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:02.617943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:05.622089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:05.625785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:05.629448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:05.633232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:05.633348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:08.638144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:08.641759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:08.645843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:08.649432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:08.649554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:11.655362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:11.659075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:11.663557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:11.668626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:11.668789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:14.673012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:14.676979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:14.680769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:14.684685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:14.684780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:17.689381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:17.693694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:17.698186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:17.702895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:17.703027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:20.708143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:20.711854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:20.715668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:20.718952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:20.719139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:23.724053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:23.728819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:23.732533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:23.736350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:23.736465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:26.741924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:26.746300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:26.750189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:26.754260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:26.754370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:29.759827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:29.764359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:29.769002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:29.772975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:29.773079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:32.778012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:32.781976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:32.785465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:32.789454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:32.789558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:35.794853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:35.799386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:35.803620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:35.808496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:35.808607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:38.814250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:38.819030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:38.824040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:38.829110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:38.829242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:41.833054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:41.836403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:41.839878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:41.843461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:41.843538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:44.847566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:44.851098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:44.854310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:44.857721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:44.857812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:47.863526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:47.868784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:47.872949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:47.877280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:47.877384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:50.881520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:50.885832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:50.890062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:50.893938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:50.894022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:53.898297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:53.901744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:53.907116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:53.911779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:53.911881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:56.918048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:56.922550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:56.926207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:56.930940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:56.931086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:55:59.935701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:55:59.939412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:55:59.943863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:55:59.947499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:55:59.950606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:02.955956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:02.959784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:02.963572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:02.967357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:02.967452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:05.972012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:05.975562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:05.979265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:05.982813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:05.982890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:08.989398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:08.993855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:08.998521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:09.003775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:09.003941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:12.009848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:12.014661] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:12.019621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:12.023608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:12.023723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:15.029023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:15.033092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:15.037000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:15.041001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:15.041091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:18.046380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:18.050432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:18.054273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:18.058319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:18.058410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:21.062890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:21.066674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:21.071025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:21.075267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:21.075391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:24.080296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:24.084271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:24.088325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:24.092982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:24.093092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:27.097461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:27.101156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:27.105108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:27.109347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:27.109451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:30.114322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:30.119134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:30.123602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:30.128635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:30.128766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:33.132569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:33.136046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:33.140136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:33.144131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:33.144234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:36.148783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:36.152330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:36.155995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:36.159927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:36.160025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:39.165291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:39.168955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:39.173017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:39.176998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:39.177089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:42.182627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:42.187910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:42.193000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:42.197373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:42.197469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:45.202913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:45.208015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:45.213340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:45.219328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:45.219478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:48.224688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:48.229445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:48.233514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:48.237149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:48.237266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:51.242118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:51.246445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:51.250350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:51.255997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:51.256079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:54.261557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:54.265445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:54.269627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:54.273412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:54.273481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:56:57.278914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:56:57.283088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:56:57.287104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:56:57.290921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:56:57.291022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:00.296381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:00.300595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:00.304580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:00.308738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:00.308872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:03.314490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:03.320285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:03.325692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:03.331163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:03.331283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:06.336387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:06.340413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:06.344017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:06.347553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:06.347662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:09.353988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:09.358211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:09.361546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:09.365338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:09.365411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:12.372046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:12.377760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:12.382284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:12.387514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:12.387750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:15.392684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:15.397218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:15.401357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:15.405334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:15.405440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:18.410275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:18.413667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:18.417758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:18.421783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:18.421880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:21.426794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:21.430370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:21.434392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:21.437910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:21.438006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:24.443083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:24.446900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:24.450727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:24.454553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:24.454662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:27.459882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:27.463373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:27.467121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:27.471525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:27.471625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:30.476604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:30.480523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:30.484518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:30.488951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:30.489053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:33.494411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:33.498488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:33.502480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:33.506375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:33.506470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:36.511262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:36.515047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:36.519233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:36.523413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:36.523529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:39.528501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:39.532469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:39.536478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:39.540326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:39.540424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:42.545768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:42.549725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:42.553831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:42.557782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:42.557913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:45.562864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:45.566685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:45.570379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:45.574214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:45.574316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:48.578910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:48.582747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:48.586525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:48.590779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:48.590875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:51.595541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:51.599291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:51.603152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:51.606818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:51.606915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:54.614143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:54.623706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:54.630803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:54.636948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:54.637117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:57:57.642847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:57:57.647264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:57:57.650994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:57:57.655065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:57:57.655169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:00.660165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:00.664193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:00.668347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:00.672276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:00.672378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:03.677810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:03.682424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:03.687848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:03.694010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:03.694149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:06.698678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:06.702752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:06.706692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:06.710729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:06.710859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:09.715594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:09.719409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:09.723529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:09.726949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:09.727048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:12.732328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:12.736714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:12.742017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:12.746516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:12.746671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:15.751436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:15.755534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:15.759196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:15.762815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:15.762898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:18.767444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:18.771414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:18.775031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:18.778904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:18.779017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:21.784797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:21.790747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:21.795598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:21.800486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:21.800713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:24.806198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:24.810141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:24.813681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:24.817360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:24.817437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:27.823389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:27.828958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:27.834463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:27.839806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:27.839930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:30.845870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:30.850355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:30.854115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:30.857777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:30.857868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:33.862811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:33.867983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:33.873044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:33.878083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:33.878200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:36.884339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:36.890176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:36.896258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:36.902854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:36.902991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:39.908685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:39.913393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:39.917862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:39.923411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:39.923536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:42.927443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:42.931198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:42.934935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:42.938907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:42.939011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:45.943177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:45.946935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:45.950602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:45.954696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:45.954812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:48.959830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:48.964161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:48.968981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:48.973553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:48.973714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:51.978710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:51.983054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:51.986601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:51.990933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:51.991037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:54.996378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:55.001685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:55.007393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:55.011797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:55.011906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:58:58.016263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:58:58.020604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:58:58.024676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:58:58.028698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:58:58.028808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:01.034035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:01.039054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:01.044028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:01.048433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:01.048542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:04.054919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:04.059613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:04.064031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:04.067456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:04.067528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:07.071384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:07.074961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:07.078460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:07.081836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:07.081907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:10.086911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:10.091179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:10.095361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:10.099770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:10.100003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:13.106169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:13.110501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:13.114887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:13.119398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:13.119500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:16.124772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:16.129718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:16.134006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:16.139093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:16.139203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:19.145024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:19.149141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:19.153014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:19.157002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:19.157104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:22.161433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:22.165288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:22.168962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:22.172359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:22.172433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:25.176931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:25.180776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:25.184557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:25.188356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:25.188469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:28.194074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:28.199939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:28.205787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:28.211414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:28.211587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:31.216811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:31.221781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:31.226359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:31.230437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:31.230533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:34.235109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:34.239064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:34.242728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:34.246221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:34.246310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:37.250732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:37.254752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:37.258581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:37.263116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:37.263318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:40.268304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:40.273012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:40.277516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:40.283601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:40.283724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:43.289109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:43.293757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:43.299132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:43.304024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:43.304126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:46.311467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:46.315280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:46.318871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:46.322478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:46.322584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:49.329030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:49.333395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:49.338723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:49.344515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:49.344709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:52.350892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:52.356239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:52.361230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:52.366365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:52.366480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:55.370530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:55.375187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:55.379313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:55.382796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:55.382881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T18:59:58.388213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T18:59:58.392775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T18:59:58.397002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T18:59:58.402083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T18:59:58.402195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:01.407102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:01.412313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:01.416938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:01.421884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:01.422067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:04.428298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:04.433597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:04.438688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:04.443695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:04.443799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:07.448371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:07.452622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:07.457071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:07.460552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:07.460626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:10.466389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:10.472424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:10.477026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:10.481490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:10.481577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:13.488140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:13.493806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:13.498742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:13.503122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:13.503221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:16.507356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:16.511219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:16.515033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:16.518510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:16.518609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:19.523434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:19.527281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:19.532125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:19.535893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:19.535988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:22.540418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:22.544408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:22.548184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:22.551767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:22.551849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:25.555756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:25.559424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:25.563736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:25.568218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:25.568332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:28.572742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:28.576504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:28.580176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:28.584637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:28.584760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:31.589911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:31.594155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:31.598589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:31.602314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:31.602477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:34.607719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:34.612081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:34.616666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:34.620841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:34.620938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:37.625850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:37.629958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:37.633857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:37.637869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:37.637987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:40.644872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:40.652330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:40.657889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:40.662509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:40.662615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:43.666682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:43.670460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:43.674346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:43.679018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:43.679183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:46.684198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:46.688013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:46.691595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:46.695084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:46.695170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:49.700818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:49.705227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:49.709098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:49.714137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:49.714261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:52.719686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:52.724038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:52.729294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:52.734383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:52.734503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:55.738632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:55.742106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:55.745453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:55.749160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:55.749238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:00:58.754695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:00:58.759293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:00:58.763815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:00:58.768751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:00:58.768883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:01.774088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:01.778780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:01.782924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:01.787337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:01.787477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:04.792745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:04.798974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:04.804064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:04.809574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:04.809714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:07.814569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:07.819428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:07.823266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:07.826947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:07.827027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:10.831690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:10.836124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:10.840693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:10.845093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:10.845176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:13.850707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:13.855576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:13.860370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:13.865241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:13.865359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:16.869417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:16.872874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:16.876160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:16.879689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:16.879771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:19.885050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:19.890705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:19.895238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:19.899829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:19.899951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:22.903935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:22.907585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:22.911017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:22.914358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:22.914450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:25.918940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:25.922289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:25.926005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:25.929553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:25.929626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:28.939751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:28.946128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:28.955314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:28.965925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:28.966089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:31.970735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:31.975184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:31.979665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:31.983041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:31.983123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:34.987023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:34.990955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:34.994454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:34.998104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:34.998195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:38.001913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:38.005387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:38.009101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:38.012594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:38.012703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:41.017029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:41.021443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:41.025206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:41.029682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:41.029797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:44.033969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:44.037509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:44.041337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:44.045084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:44.045163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:47.049234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:47.053188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:47.057277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:47.061331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:47.061431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:50.066841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:50.071460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:50.074967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:50.078461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:50.078541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:53.083259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:53.087200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:53.091976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:53.095538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:53.095626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:56.100294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:56.104005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:56.107669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:56.111893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:56.111978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:01:59.116184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:01:59.120151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:01:59.124213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:01:59.127592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:01:59.127730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:02.132891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:02.138435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:02.144049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:02.149184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:02.149284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:05.153220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:05.156824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:05.160417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:05.164059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:05.164157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:08.174599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:08.179370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:08.184190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:08.187969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:08.188061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:11.193368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:11.198341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:11.202032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:11.206143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:11.206558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:14.213125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:14.221337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:14.229062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:14.234639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:14.234792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:17.239296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:17.243517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:17.248730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:17.252816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:17.252918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:20.257671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:20.263478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:20.268470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:20.272486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:20.272595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:23.277500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:23.281885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:23.286033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:23.290886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:23.291000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:26.295803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:26.300201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:26.304476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:26.312254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:26.312362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:29.317376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:29.321278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:29.324851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:29.328333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:29.328403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:32.335688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:32.340073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:32.344056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:32.347595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:32.347710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:35.353145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:35.357491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:35.361194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:35.365122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:35.365196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:38.369004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:38.372381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:38.375764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:38.379132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:38.379204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:41.384866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:41.388921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:41.392558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:41.395941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:41.396012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:44.401121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:44.404788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:44.408578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:44.412399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:44.412480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:47.417453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:47.421259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:47.425031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:47.428401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:47.428473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:50.433172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:50.437109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:50.441264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:50.445397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:50.445505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:53.450559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:53.454220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:53.457930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:53.461871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:53.461950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:56.467456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:56.472152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:56.476925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:56.482507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:56.482729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:02:59.488183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:02:59.493166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:02:59.497602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:02:59.501613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:02:59.501734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:02.508160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:02.512798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:02.516733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:02.520563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:02.520675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:05.524925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:05.528777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:05.533180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:05.537293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:05.537410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:08.542151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:08.546104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:08.549710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:08.553246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:08.553350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:11.559466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:11.564735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:11.568539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:11.572594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:11.572728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:14.577471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:14.581298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:14.584821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:14.588454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:14.588539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:17.595138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:17.600308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:17.605331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:17.610140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:17.610251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:20.614633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:20.618307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:20.621935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:20.625337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:20.625413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:23.631041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:23.637139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:23.641492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:23.646489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:23.646607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:26.652306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:26.657663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:26.661887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:26.667921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:26.668082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:29.671979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:29.675921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:29.679323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:29.683027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:29.683117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:32.688226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:32.692746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:32.697288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:32.701352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:32.701454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:35.705681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:35.709148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:35.712455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:35.715910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:35.715986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:38.721069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:38.724995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:38.729057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:38.733059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:38.733154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:41.737886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:41.741731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:41.745085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:41.748367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:41.748439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:44.753710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:44.758684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:44.763467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:44.768494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:44.768667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:47.773998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:47.778131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:47.782003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:47.785526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:47.785599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:50.789830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:50.793491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:50.797056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:50.800728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:50.800814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:53.807172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:53.811612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:53.815162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:53.818671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:53.818740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:56.823515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:56.827886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:56.831325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:56.834818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:56.834904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:03:59.840910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:03:59.845748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:03:59.849587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:03:59.853201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:03:59.853280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:02.858139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:02.861825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:02.865712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:02.869477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:02.869578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:05.874330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:05.879125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:05.883711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:05.888350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:05.888457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:08.894314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:08.898846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:08.903245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:08.907882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:08.908005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:11.913546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:11.918504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:11.923498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:11.927442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:11.927519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:14.932360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:14.936459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:14.941268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:14.945582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:14.945747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:17.950797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:17.955006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:17.959247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:17.963177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:17.963291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:20.967689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:20.971910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:20.975955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:20.979581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:20.979685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:23.984998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:23.989246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:23.993112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:23.996529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:23.996599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:27.001684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:27.005682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:27.009678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:27.013667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:27.013801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:30.018672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:30.023298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:30.028033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:30.032627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:30.032736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:33.037076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:33.040968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:33.045346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:33.048952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:33.049031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:36.053972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:36.058268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:36.063016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:36.067481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:36.067610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:39.071854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:39.075917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:39.080134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:39.083899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:39.083993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:42.089599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:42.094457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:42.098578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:42.102300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:42.102388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:45.106929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:45.111096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:45.116309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:45.120893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:45.120993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:48.124836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:48.128480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:48.132144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:48.136160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:48.136246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:51.140978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:51.144636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:51.149202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:51.153806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:51.153910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:54.158941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:54.162434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:54.166179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:54.169972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:54.170051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:04:57.174751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:04:57.178824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:04:57.182675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:04:57.186790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:04:57.186936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:00.194763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:00.200897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:00.206265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:00.211104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:00.211333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:03.217784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:03.224496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:03.230329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:03.236133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:03.236287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:06.241555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:06.245446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:06.250894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:06.254585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:06.254688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:09.259387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:09.263539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:09.268144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:09.271684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:09.271769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:12.277431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:12.281587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:12.285577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:12.289683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:12.289781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:15.295527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:15.299561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:15.303432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:15.307060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:15.307171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:18.311205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:18.314793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:18.318068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:18.321340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:18.321412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:21.326417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:21.331678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:21.336128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:21.340556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:21.340675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:24.345709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:24.349333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:24.352848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:24.356866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:24.356963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:27.362279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:27.366399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:27.370469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:27.374109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:27.374214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:30.379314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:30.383613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:30.387889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:30.391817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:30.391943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:33.396515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:33.400183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:33.403788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:33.407245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:33.407332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:36.412170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:36.416580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:36.420855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:36.424716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:36.424828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:39.429827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:39.433508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:39.437054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:39.440658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:39.440744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:42.446138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:42.449945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:42.453986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:42.458029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:42.458129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:45.462914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:45.472408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:45.476742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:45.480740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:45.480828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:48.485632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:48.489726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:48.493580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:48.497957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:48.498074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:51.502541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:51.507560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:51.513146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:51.517037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:51.517171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:54.522363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:54.527288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:54.531517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:54.535060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:54.535142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:05:57.540258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:05:57.543845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:05:57.547261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:05:57.550615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:05:57.550702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:00.556790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:00.561785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:00.565891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:00.570470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:00.570544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:03.575393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:03.579941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:03.584253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:03.588576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:03.588715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:06.593336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:06.596719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:06.600314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:06.604535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:06.604630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:09.612268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:09.616998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:09.621581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:09.626233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:09.626376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:12.631940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:12.635753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:12.639466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:12.643074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:12.643164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:15.648864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:15.653186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:15.658317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:15.662573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:15.662665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:18.666876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:18.670970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:18.675215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:18.680136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:18.680254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:21.685757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:21.689446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:21.693034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:21.697084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:21.697246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:24.701855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:24.706335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:24.710022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:24.713602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:24.713711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:27.718757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:27.723550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:27.728257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:27.732997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:27.733127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:30.740992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:30.745295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:30.749877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:30.753858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:30.754044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:33.759217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:33.764340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:33.768854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:33.772912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:33.773018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:36.778853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:36.784547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:36.789949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:36.795479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:36.795618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:39.800364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:39.804940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:39.809491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:39.813910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:39.814010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:42.818449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:42.822282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:42.825910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:42.829709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:42.829801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:45.834338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:45.837909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:45.841311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:45.844779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:45.844865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:48.849418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:48.853122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:48.856521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:48.860030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:48.860115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:51.864579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:51.868472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:51.872204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:51.875969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:51.876055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:54.880970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:54.884999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:54.889121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:54.893021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:54.893110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:06:57.897835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:06:57.901197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:06:57.904548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:06:57.908001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:06:57.908075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:00.912970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:00.917033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:00.921057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:00.925391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:00.925532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:03.930185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:03.933720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:03.937096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:03.940592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:03.940689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:06.946296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:06.950081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:06.953835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:06.957724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:06.958463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:09.962831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:09.966810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:09.970862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:09.974517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:09.974597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:12.979172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:12.983421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:12.987303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:12.991902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:12.991993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:15.996379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:16.000203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:16.004034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:16.007338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:16.007411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:19.011423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:19.015008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:19.018755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:19.022135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:19.022217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:22.028270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:22.032700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:22.036738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:22.041478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:22.041624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:25.046268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:25.050312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:25.054251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:25.057589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:25.057680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:28.063574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:28.068893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:28.073423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:28.077661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:28.077770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:31.084836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:31.090400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:31.095779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:31.100908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:31.101012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:34.104899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:34.108708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:34.112179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:34.115754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:34.115834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:37.121496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:37.126588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:37.131169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:37.135937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:37.136046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:40.140428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:40.143722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:40.147139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:40.151111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:40.151185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:43.156410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:43.160589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:43.164070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:43.167857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:43.167964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:46.172058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:46.175690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:46.180062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:46.183697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:46.183878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:49.191415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:49.197879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:49.205139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:49.211636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:49.212046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:52.216515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:52.220824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:52.225682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:52.230559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:52.230697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:55.236624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:55.241391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:55.245010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:55.249019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:55.249094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:07:58.254792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:07:58.259901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:07:58.265212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:07:58.269176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:07:58.269294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:01.274067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:01.277954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:01.281510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:01.285804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:01.285884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:04.290786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:04.295839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:04.300387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:04.305443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:04.305552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:07.310382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:07.314331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:07.317720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:07.321379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:07.321463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:10.325553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:10.329319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:10.333366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:10.337124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:10.337252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:13.342689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:13.346699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:13.350851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:13.354531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:13.354615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:16.359726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:16.363487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:16.366836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:16.370201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:16.370275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:19.374385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:19.377793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:19.381826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:19.385486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:19.385567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:22.390659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:22.395434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:22.400550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:22.405734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:22.405886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:25.409971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:25.414083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:25.417937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:25.423320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:25.423410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:28.428567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:28.432317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:28.436153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:28.439737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:28.439844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:31.444700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:31.448737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:31.452612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:31.456688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:31.456787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:34.460842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:34.464262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:34.468163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:34.472127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:34.472225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:37.477429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:37.481493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:37.485536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:37.490085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:37.490212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:40.494049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:40.497603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:40.501958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:40.506578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:40.506709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:43.512587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:43.518613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:43.523929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:43.529623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:43.529814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:46.533869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:46.537520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:46.541028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:46.544524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:46.544601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:49.548622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:49.552299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:49.556418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:49.560278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:49.560348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:52.564789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:52.569754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:52.573798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:52.577615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:52.577730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:55.581928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:55.585953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:55.589435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:55.593032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:55.593123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:08:58.598499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:08:58.603266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:08:58.606879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:08:58.610393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:08:58.610474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:01.614391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:01.618344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:01.621925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:01.625446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:01.625525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:04.632065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:04.636692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:04.641440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:04.646314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:04.646447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:07.650708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:07.655068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:07.659278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:07.662827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:07.662901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:10.667185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:10.670731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:10.674260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:10.678793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:10.678937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:13.683504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:13.687634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:13.692242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:13.696931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:13.697042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:16.702981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:16.708690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:16.714372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:16.719196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:16.719312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:19.724696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:19.731756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:19.736128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:19.740477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:19.740608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:22.746003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:22.750533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:22.754563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:22.762968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:22.763247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:25.768256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:25.772616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:25.777611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:25.781618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:25.781740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:28.786553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:28.791579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:28.796336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:28.800709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:28.800932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:31.807571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:31.812896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:31.820572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:31.825864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:31.825986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:34.830459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:34.834014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:34.837448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:34.841394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:34.841473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:37.845933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:37.849906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:37.853281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:37.856551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:37.856625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:40.860471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:40.863976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:40.867480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:40.870990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:40.871072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:43.876318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:43.880487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:43.884527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:43.888616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:43.888743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:46.894319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:46.899267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:46.904929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:46.910315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:46.910484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:49.915335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:49.919410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:49.924348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:49.928062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:49.928147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:52.933904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:52.938469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:52.942417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:52.946323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:52.946414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:55.950801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:55.956457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:55.961278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:55.965422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:55.965534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:09:58.970958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:09:58.976066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:09:58.980410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:09:58.984005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:09:58.984090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:01.989433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:01.995716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:02.001972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:02.008309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:02.008456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:05.013618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:05.018405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:05.022336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:05.026057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:05.026138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:08.032618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:08.037779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:08.041800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:08.045138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:08.045213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:11.051472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:11.056214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:11.064011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:11.067578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:11.067669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:14.072758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:14.078038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:14.081992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:14.085762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:14.085860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:17.090335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:17.094315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:17.098304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:17.102277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:17.102387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:20.107686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:20.111421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:20.115397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:20.119338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:20.119426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:23.123289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:23.127418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:23.131212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:23.134617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:23.134703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:26.139947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:26.144456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:26.148736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:26.152107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:26.152183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:29.156805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:29.160593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:29.164146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:29.167629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:29.167719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:32.176541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:32.183849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:32.191582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:32.199413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:32.199709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:35.204564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:35.208939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:35.214436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:35.220709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:35.220853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:38.226472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:38.231122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:38.235968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:38.240407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:38.240506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:41.245259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:41.250293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:41.253960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:41.257330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:41.257405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:44.261598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:44.264968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:44.268510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:44.271929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:44.271999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:47.276316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:47.280009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:47.283567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:47.287298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:47.287409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:50.292176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:50.296526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:50.300384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:50.304367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:50.304485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:53.308588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:53.312363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:53.315977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:53.320015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:53.320125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:56.324534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:56.328852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:56.332696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:56.336556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:56.336662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:10:59.341617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:10:59.347774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:10:59.353460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:10:59.358590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:10:59.358754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:02.363501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:02.368131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:02.373723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:02.378967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:02.379075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:05.384071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:05.388229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:05.392115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:05.395585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:05.395707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:08.428704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:08.433913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:08.438120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:08.441993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:08.442107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:11.447768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:11.452297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:11.456977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:11.461347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:11.461435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:14.466221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:14.469942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:14.473500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:14.476891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:14.476969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:17.482296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:17.487095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:17.491466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:17.496128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:17.496249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:20.500981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:20.505232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:20.510577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:20.514934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:20.515029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:23.521295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:23.526828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:23.532148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:23.536706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:23.536834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:26.541936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:26.546389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:26.551310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:26.556997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:26.557348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:29.563137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:29.568031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:29.572078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:29.576569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:29.576716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:32.581971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:32.586121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:32.590224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:32.594900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:32.595032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:35.600499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:35.604157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:35.607699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:35.611103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:35.611182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:38.616399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:38.621874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:38.625858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:38.629987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:38.630200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:41.635178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:41.638870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:41.642173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:41.645510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:41.645580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:44.651194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:44.656756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:44.662135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:44.666896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:44.667028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:47.671589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:47.675790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:47.680572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:47.684830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:47.684927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:50.690317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:50.695304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:50.699715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:50.703422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:50.703517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:53.708184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:53.712327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:53.716529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:53.720862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:53.720956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:56.725346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:56.729589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:56.733553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:56.737515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:56.737603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:11:59.742597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:11:59.746230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:11:59.749889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:11:59.753259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:11:59.753333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:02.758676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:02.764493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:02.770004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:02.774931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:02.775084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:05.780695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:05.784953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:05.788577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:05.793233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:05.793324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:08.798629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:08.805317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:08.810818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:08.816117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:08.816290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:11.821299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:11.825176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:11.829368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:11.833598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:11.833710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:14.839136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:14.843778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:14.848079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:14.852528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:14.852631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:17.857714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:17.862003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:17.868326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:17.873864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:17.874035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:20.879430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:20.883055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:20.886470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:20.890024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:20.890124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:23.894234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:23.898028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:23.902601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:23.906448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:23.906527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:26.911586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:26.915342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:26.919471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:26.923352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:26.923424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:29.928500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:29.932580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:29.939319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:29.944343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:29.944448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:32.950496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:32.955855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:32.961441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:32.966018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:32.966108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:35.970211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:35.973613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:35.977349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:35.980737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:35.980817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:38.986056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:38.990157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:38.995323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:39.000535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:39.000625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:42.005014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:42.009356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:42.012784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:42.016903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:42.016994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:45.021294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:45.025490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:45.030658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:45.035044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:45.035166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:48.040552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:48.045790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:48.051105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:48.055595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:48.055758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:51.060613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:51.065337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:51.070972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:51.075900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:51.076032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:54.081337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:54.085580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:54.089493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:54.093230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:54.093322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:12:57.098772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:12:57.102353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:12:57.105868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:12:57.109306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:12:57.109389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:00.113473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:00.118775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:00.124541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:00.128671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:00.128784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:03.132691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:03.135995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:03.139313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:03.142515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:03.142586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:06.146940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:06.151158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:06.155411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:06.159367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:06.159484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:09.163769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:09.167106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:09.170322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:09.194098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:09.194183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:12.198657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:12.202073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:12.205589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:12.209399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:12.209483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:15.214363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:15.217976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:15.223243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:15.229216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:15.229357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:18.245247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:18.255535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:18.261884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:18.270747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:18.270943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:21.275921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:21.279742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:21.283399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:21.287798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:21.287894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:24.292580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:24.296307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:24.299579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:24.302955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:24.303035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:27.307490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:27.310794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:27.314676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:27.319185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:27.319309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:30.324485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:30.328723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:30.333077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:30.337077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:30.337172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:33.342417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:33.347223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:33.351911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:33.357285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:33.357500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:36.362361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:36.366129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:36.369981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:36.373340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:36.373418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:39.378309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:39.383159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:39.387803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:39.391874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:39.391994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:42.397338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:42.401535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:42.406017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:42.411605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:42.411748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:45.416580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:45.420747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:45.424790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:45.428593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:45.428739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:48.433221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:48.437212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:48.440891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:48.444796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:48.444891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:51.450375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:51.454797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:51.458727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:51.462552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:51.462671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:54.466686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:54.471268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:54.475067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:54.479121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:54.479199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:13:57.483618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:13:57.487251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:13:57.490732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:13:57.494345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:13:57.494428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:00.502060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:00.506778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:00.510782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:00.514540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:00.514722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:03.521922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:03.526880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:03.531463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:03.535461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:03.535536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:06.540486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:06.544409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:06.548361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:06.551868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:06.551952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:09.556007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:09.560333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:09.564013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:09.567479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:09.567554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:12.572190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:12.576562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:12.580618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:12.585144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:12.585264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:15.590437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:15.595449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:15.600326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:15.604240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:15.604314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:18.608821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:18.612560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:18.616524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:18.620343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:18.620436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:21.624381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:21.627982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:21.631543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:21.635339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:21.635439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:24.640055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:24.644115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:24.648423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:24.652194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:24.652290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:27.656379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:27.660937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:27.666949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:27.671092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:27.671178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:30.675145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:30.678600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:30.681899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:30.685201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:30.685272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:33.689427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:33.693044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:33.696483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:33.699838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:33.699911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:36.705344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:36.710561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:36.715847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:36.720862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:36.720971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:39.725581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:39.729307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:39.732687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:39.737568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:39.737713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:42.742746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:42.746591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:42.751449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:42.755204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:42.755283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:45.761913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:45.766872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:45.770582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:45.774343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:45.774413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:48.779818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:48.784365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:48.788262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:48.793032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:48.793152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:51.798741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:51.803388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:51.808410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:51.812831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:51.812926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:54.818720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:54.824072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:54.827917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:54.831704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:54.831822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:14:57.844339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:14:57.867734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:14:57.875969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:14:57.892773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:14:57.892954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:00.898788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:00.903475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:00.907524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:00.912117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:00.912391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:03.917803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:03.923224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:03.931924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:03.935756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:03.935854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:06.942016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:06.946980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:06.951221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:06.955255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:06.955394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:09.959908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:09.964340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:09.969632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:09.973368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:09.973450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:12.977630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:12.981996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:12.986222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:12.990368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:12.990461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:15.994387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:15.998181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:16.001926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:16.005769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:16.005845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:19.010890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:19.015011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:19.019841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:19.024877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:19.024994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:22.029904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:22.034789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:22.039926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:22.044194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:22.044296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:25.049811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:25.054002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:25.057660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:25.061268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:25.061351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:28.066139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:28.070611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:28.074484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:28.078113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:28.078187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:31.082494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:31.086158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:31.089759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:31.093155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:31.093236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:34.097585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:34.101000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:34.105025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:34.108589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:34.108692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:37.113685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:37.117626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:37.121447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:37.125416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:37.125523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:40.129858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:40.133381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:40.136915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:40.140477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:40.140567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:43.145469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:43.149781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:43.153863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:43.158027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:43.158133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:46.163004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:46.166879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:46.170782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:46.174680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:46.174776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:49.179724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:49.183501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:49.186983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:49.190549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:49.190674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:52.195237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:52.199123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:52.203277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:52.207462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:52.207563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:55.212627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:55.217087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:55.221276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:55.225733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:55.225838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:15:58.230926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:15:58.235573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:15:58.240143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:15:58.244797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:15:58.244972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:01.251575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:01.256882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:01.262451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:01.268018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:01.268155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:04.273911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:04.279505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:04.284102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:04.288673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:04.288807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:07.294988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:07.299705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:07.304385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:07.309002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:07.309131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:10.314316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:10.318487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:10.321978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:10.325562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:10.325663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:13.332625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:13.338069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:13.342536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:13.346442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:13.346539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:16.352276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:16.356889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:16.361151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:16.365322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:16.365439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:19.371352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:19.376689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:19.381891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:19.387412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:19.387576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:22.392732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:22.397200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:22.402022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:22.406267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:22.406404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:25.411155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:25.415940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:25.420823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:25.425308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:25.425427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:28.431496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:28.436973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:28.442251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:28.446594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:28.446730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:31.455509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:31.460860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:31.465251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:31.470932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:31.471048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:34.475876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:34.480127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:34.484367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:34.488269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:34.488379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:37.493123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:37.497232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:37.501935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:37.506525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:37.506628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:40.511660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:40.517666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:40.522413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:40.527167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:40.527286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:43.532056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:43.535746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:43.539344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:43.542863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:43.542946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:46.549080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:46.553870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:46.559319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:46.563101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:46.563174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:49.567864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:49.571433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:49.574751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:49.578084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:49.578158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:52.582969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:52.586988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:52.591046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:52.594987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:52.595079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:55.600473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:55.604138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:55.607931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:55.612600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:55.612732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:16:58.618436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:16:58.621944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:16:58.625413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:16:58.629373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:16:58.629488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:01.634789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:01.638914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:01.642509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:01.646207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:01.646295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:04.651101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:04.654951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:04.658437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:04.661813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:04.661885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:07.666286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:07.670046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:07.673707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:07.677333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:07.677407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:10.682447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:10.686985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:10.690755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:10.695003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:10.695093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:13.699912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:13.704484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:13.708253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:13.712066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:13.712165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:16.716809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:16.720622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:16.724442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:16.728726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:16.728838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:19.733487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:19.737360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:19.741136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:19.744873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:19.744983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:22.750119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:22.755102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:22.760144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:22.764668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:22.764929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:25.769582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:25.773686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:25.777958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:25.782122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:25.782214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:28.787631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:28.791245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:28.795194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:28.798668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:28.798754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:31.803609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:31.807767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:31.812127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:31.816736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:31.817168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:34.821784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:34.825750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:34.829203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:34.835391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:34.835692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:37.840722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:37.845054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:37.848795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:37.853800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:37.853917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:40.860302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:40.865894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:40.870606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:40.874530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:40.874614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:43.879224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:43.883205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:43.887612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:43.891864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:43.891987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:46.896170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:46.900666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:46.905086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:46.910043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:46.910155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:49.915522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:49.919384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:49.923414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:49.927513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:49.927683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:52.933720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:52.938679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:52.943308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:52.948011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:52.948103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:55.952831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:55.956554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:55.960018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:55.963484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:55.963554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:17:58.968383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:17:58.972115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:17:58.975864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:17:58.980254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:17:58.980386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:01.985153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:01.989424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:01.993802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:01.997967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:01.998074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:05.003085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:05.006610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:05.010582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:05.013890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:05.013958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:08.019323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:08.023755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:08.028351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:08.032475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:08.032576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:11.038312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:11.041996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:11.045544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:11.049379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:11.049476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:14.054070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:14.057666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:14.061058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:14.064239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:14.064312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:17.070426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:17.074687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:17.078609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:17.082984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:17.083072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:20.088342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:20.092468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:20.096531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:20.100811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:20.100913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:23.105883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:23.109908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:23.113426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:23.117080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:23.117194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:26.121787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:26.125448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:26.129249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:26.132790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:26.132875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:29.137661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:29.141880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:29.145637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:29.149478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:29.149591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:32.155793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:32.160608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:32.165854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:32.170701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:32.170833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:35.178233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:35.184323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:35.188424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:35.191973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:35.192088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:38.196907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:38.201835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:38.206350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:38.210170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:38.210276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:41.214484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:41.218278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:41.221929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:41.225804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:41.225896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:44.231739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:44.236957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:44.243180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:44.246998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:44.247081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:47.252267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:47.257325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:47.261540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:47.265384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:47.265494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:50.272393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:50.277056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:50.281724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:50.285299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:50.285369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:53.290050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:53.293686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:53.296963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:53.301134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:53.301204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:56.305382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:56.309139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:56.312774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:56.316286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:56.316363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:18:59.320510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:18:59.324205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:18:59.327855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:18:59.331478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:18:59.331560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:02.335423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:02.339366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:02.343181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:02.346809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:02.346903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:05.351097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:05.354470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:05.358849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:05.363492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:05.363594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:08.368698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:08.372772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:08.376423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:08.380169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:08.380254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:11.385319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:11.390498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:11.395614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:11.400538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:11.400766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:14.404959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:14.408621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:14.414389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:14.419532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:14.419627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:17.424399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:17.428717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:17.432538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:17.436252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:17.436339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:20.441229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:20.446079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:20.449958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:20.454287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:20.454398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:23.459503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:23.463023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:23.466767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:23.470435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:23.470507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:26.474927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:26.478386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:26.481829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:26.485866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:26.485948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:29.490381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:29.494097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:29.497680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:29.501545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:29.501628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:32.506074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:32.509838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:32.513821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:32.518407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:32.518511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:35.524073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:35.528048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:35.531567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:35.535223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:35.535406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:38.540550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:38.544460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:38.548168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:38.552153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:38.552241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:41.557721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:41.561552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:41.565199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:41.568608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:41.568729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:44.573280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:44.578084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:44.582559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:44.587005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:44.587112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:47.591681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:47.595786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:47.600217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:47.604378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:47.604475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:50.610444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:50.615217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:50.619723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:50.623580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:50.623704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:53.628282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:53.632560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:53.637295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:53.641876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:53.641974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:56.646732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:56.650953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:56.655300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:56.659180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:56.659276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:19:59.665223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:19:59.669534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:19:59.673511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:19:59.677268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:19:59.677385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:02.682691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:02.686470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:02.691577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:02.695675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:02.695763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:05.701392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:05.705820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:05.710455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:05.715147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:05.715253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:08.720809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:08.725438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:08.730495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:08.735609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:08.735808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:11.741592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:11.745976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:11.749599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:11.753337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:11.753445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:14.758036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:14.762303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:14.766277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:14.770319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:14.770623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:17.776069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:17.781378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:17.786488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:17.792153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:17.792282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:20.797882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:20.803793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:20.808551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:20.813795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:20.813905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:23.818220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:23.821802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:23.826043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:23.829965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:23.830060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:26.835949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:26.841521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:26.846978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:26.853674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:26.853797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:29.858555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:29.863461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:29.868847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:29.872987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:29.873105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:32.878344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:32.883314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:32.888128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:32.892102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:32.892192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:35.896353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:35.899801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:35.903109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:35.906380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:35.906455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:38.910680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:38.914506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:38.918183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:38.921799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:38.921894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:41.926835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:41.931774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:41.937328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:41.942872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:41.943022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:44.949685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:44.955112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:44.960367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:44.965803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:44.965924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:47.971443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:47.975885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:47.980128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:47.984371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:47.984486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:50.989376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:50.994575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:51.002622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:51.006676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:51.006774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:54.012273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:54.017530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:54.022057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:54.026508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:54.026623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:20:57.031571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:20:57.035912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:20:57.041052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:20:57.044781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:20:57.044853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:00.049251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:00.053295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:00.057082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:00.060892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:00.060973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:03.065509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:03.069229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:03.072592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:03.076413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:03.076518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:06.080918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:06.084700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:06.088222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:06.091776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:06.091847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:09.126735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:09.132264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:09.137457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:09.142841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:09.142985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:12.149222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:12.154616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:12.160635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:12.167306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:12.167426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:15.172587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:15.176939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:15.181181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:15.184697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:15.184876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:18.190235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:18.194045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:18.197467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:18.200894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:18.200964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:21.205993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:21.209747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:21.213288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:21.217091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:21.217199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:24.221905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:24.226440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:24.231301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:24.236432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:24.236554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:27.241529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:27.245719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:27.249697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:27.253570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:27.253690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:30.258436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:30.263293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:30.268223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:30.272501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:30.272594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:33.277558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:33.281467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:33.285535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:33.290096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:33.290188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:36.295345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:36.299192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:36.302757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:36.306339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:36.306422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:39.312889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:39.317868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:39.322948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:39.327386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:39.327466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:42.332143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:42.336273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:42.340290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:42.343867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:42.343954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:45.348160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:45.353141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:45.357883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:45.362533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:45.362864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:48.368272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:48.372680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:48.377307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:48.381599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:48.381741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:51.386594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:51.391178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:51.395837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:51.399742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:51.399825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:54.405131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:54.409117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:54.413527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:54.417738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:54.417842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:21:57.423698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:21:57.428334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:21:57.433286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:21:57.439269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:21:57.439449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:00.446704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:00.452917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:00.457355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:00.462076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:00.462193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:03.468680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:03.473122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:03.477081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:03.480667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:03.480741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:06.485782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:06.489706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:06.493447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:06.496988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:06.497067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:09.501745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:09.506166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:09.511262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:09.515812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:09.515917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:12.521620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:12.525876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:12.530254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:12.534437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:12.534554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:15.539254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:15.543564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:15.548772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:15.554195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:15.554335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:18.559402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:18.564063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:18.568672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:18.573000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:18.573135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:21.577843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:21.581905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:21.585740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:21.589562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:21.589679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:24.594424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:24.598329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:24.601915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:24.606088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:24.606182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:27.611221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:27.615910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:27.620837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:27.624984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:27.625098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:30.630950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:30.634974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:30.638729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:30.642352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:30.642445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:33.647233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:33.651582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:33.655639] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:33.659950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:33.660168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:36.664496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:36.668524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:36.673151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:36.676838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:36.677026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:39.682359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:39.686673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:39.692254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:39.696132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:39.696230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:42.700915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:42.704998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:42.709732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:42.713666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:42.713760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:45.718765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:45.723515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:45.728518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:45.732956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:45.733083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:48.738759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:48.742456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:48.746491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:48.750914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:48.751049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:51.757587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:51.763315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:51.768630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:51.774963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:51.775101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:54.780662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:54.786882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:54.794145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:54.798314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:54.798396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:22:57.803477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:22:57.808496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:22:57.813524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:22:57.818526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:22:57.818631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:00.822754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:00.826448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:00.829883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:00.833271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:00.833352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:03.841709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:03.845529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:03.850302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:03.854222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:03.854309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:06.858765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:06.862589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:06.866448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:06.870272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:06.870380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:09.875352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:09.880370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:09.885458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:09.890146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:09.890236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:12.895903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:12.904028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:12.908729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:12.912691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:12.912785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:15.917241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:15.921163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:15.925806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:15.929576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:15.929682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:18.934036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:18.937893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:18.941702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:18.946864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:18.946944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:21.951818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:21.955581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:21.959785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:21.963626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:21.963741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:24.968313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:24.971958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:24.976721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:24.982281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:24.982393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:27.986566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:27.990806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:27.995097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:27.998819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:27.998892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:31.002808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:31.006970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:31.017298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:31.021739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:31.021842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:34.026555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:34.030945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:34.035681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:34.039837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:34.039937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:37.043856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:37.047596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:37.051316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:37.055470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:37.055553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:40.059782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:40.064213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:40.068127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:40.072333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:40.072529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:43.077260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:43.081550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:43.085571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:43.089617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:43.089807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:46.094908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:46.100358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:46.104704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:46.109107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:46.109229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:49.114748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:49.119947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:49.124721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:49.133016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:49.133154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:52.138078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:52.142363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:52.146624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:52.150679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:52.150769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:55.155576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:55.159987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:55.163801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:55.169174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:55.169274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:23:58.173172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:23:58.177051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:23:58.181271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:23:58.184982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:23:58.185062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:01.189352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:01.193407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:01.197054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:01.200555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:01.200635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:04.207239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:04.212296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:04.216186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:04.219901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:04.220093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:07.225362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:07.229899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:07.234333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:07.238780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:07.238893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:10.243569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:10.247421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:10.251124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:10.254675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:10.254769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:13.259563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:13.263762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:13.267344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:13.270753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:13.270837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:16.276197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:16.281575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:16.286994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:16.293069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:16.293252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:19.298111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:19.301494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:19.305372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:19.309134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:19.309220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:22.313917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:22.317798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:22.322337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:22.326323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:22.326397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:25.334432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:25.338908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:25.342590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:25.345918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:25.346011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:28.350824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:28.354503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:28.358288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:28.362261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:28.362343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:31.366962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:31.370510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:31.373883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:31.377272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:31.377369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:34.383604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:34.388431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:34.393283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:34.398256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:34.398365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:37.402557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:37.407099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:37.413457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:37.417771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:37.417884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:40.422763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:40.426791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:40.430659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:40.434854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:40.434948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:43.440567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:43.445759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:43.450086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:43.454671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:43.454788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:46.464702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:46.469244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:46.474082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:46.478623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:46.478750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:49.484268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:49.489221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:49.493289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:49.497127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:49.497313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:52.504138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:52.510122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:52.515187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:52.520113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:52.520215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:55.524044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:55.527554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:55.530972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:55.534256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:55.534327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:24:58.539734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:24:58.545310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:24:58.549868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:24:58.553853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:24:58.553944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:01.558304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:01.562512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:01.566469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:01.570868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:01.570962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:04.575516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:04.579893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:04.583847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:04.588598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:04.588894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:07.594696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:07.599091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:07.603221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:07.607437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:07.607539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:10.612454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:10.616856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:10.621303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:10.625161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:10.625253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:13.630609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:13.635875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:13.641620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:13.646421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:13.646554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:16.651515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:16.655662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:16.659628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:16.663991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:16.664090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:19.668863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:19.673289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:19.678126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:19.683102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:19.683202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:22.687111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:22.691380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:22.695918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:22.700528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:22.700663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:25.705055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:25.708760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:25.712277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:25.716154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:25.716284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:28.720359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:28.725023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:28.728920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:28.732463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:28.732546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:31.737983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:31.742005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:31.745162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:31.748405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:31.748475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:34.752612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:34.756593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:34.761437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:34.766387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:34.766498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:37.772115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:37.776924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:37.781578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:37.785626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:37.785758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:40.790200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:40.794901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:40.798938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:40.803121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:40.803203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:43.809144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:43.813221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:43.817275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:43.821212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:43.821337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:46.826627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:46.831461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:46.836258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:46.840998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:46.841097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:49.845120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:49.848416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:49.851635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:49.854857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:49.854928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:52.859987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:52.865838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:52.872053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:52.877207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:52.877321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:55.882212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:55.886319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:55.890690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:55.894789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:55.894902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:25:58.899547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:25:58.904763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:25:58.909052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:25:58.912906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:25:58.913027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:01.917979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:01.922792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:01.927748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:01.934162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:01.934456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:04.940340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:04.945484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:04.949584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:04.953694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:04.953793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:07.958584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:07.962158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:07.965889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:07.970336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:07.970441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:10.975859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:10.979769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:10.984192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:10.988279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:10.988381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:13.993233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:13.996885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:14.000362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:14.004382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:14.004546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:17.009286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:17.012769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:17.015971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:17.019520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:17.019620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:20.024429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:20.028095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:20.031545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:20.034938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:20.035034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:23.039704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:23.043809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:23.048699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:23.052502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:23.052629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:26.058306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:26.063868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:26.069162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:26.074821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:26.074969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:29.080027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:29.084163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:29.087877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:29.091794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:29.091883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:32.096706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:32.101101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:32.104811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:32.109502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:32.109612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:35.114810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:35.119283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:35.123726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:35.128019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:35.128123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:38.134107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:38.141078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:38.145530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:38.149313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:38.149389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:41.154275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:41.159054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:41.163911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:41.167670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:41.167767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:44.172382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:44.176113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:44.179854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:44.183574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:44.183681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:47.188935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:47.194005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:47.198501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:47.202059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:47.202156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:50.206716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:50.210680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:50.214719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:50.218464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:50.218548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:53.224580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:53.228858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:53.232794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:53.236456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:53.236550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:56.241857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:56.245698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:56.249239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:56.252754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:56.252827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:26:59.258627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:26:59.263503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:26:59.268411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:26:59.272696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:26:59.272838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:02.277552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:02.281881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:02.285388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:02.288895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:02.288969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:05.294766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:05.299885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:05.304561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:05.309693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:05.309823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:08.316163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:08.320573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:08.324515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:08.328174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:08.328279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:11.332728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:11.336805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:11.343399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:11.348020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:11.348124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:14.352861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:14.356672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:14.360294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:14.364747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:14.364948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:17.369588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:17.373798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:17.377832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:17.381596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:17.381722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:20.386660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:20.391702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:20.396742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:20.401006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:20.401110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:23.405626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:23.409378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:23.412628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:23.416214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:23.416297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:26.420899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:26.424849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:26.429806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:26.435123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:26.435282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:29.440445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:29.444052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:29.447439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:29.450867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:29.450944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:32.456066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:32.459999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:32.464126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:32.471171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:32.471269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:35.476570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:35.481384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:35.485460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:35.489665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:35.489783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:38.495591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:38.500859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:38.505329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:38.509230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:38.509329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:41.514126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:41.518166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:41.521827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:41.525235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:41.525318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:44.530541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:44.534229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:44.538090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:44.541580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:44.541670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:47.546358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:47.550416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:47.554469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:47.558451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:47.558565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:50.563307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:50.567961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:50.572985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:50.577001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:50.577103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:53.581681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:53.585497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:53.589489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:53.593690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:53.593786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:56.598410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:56.602435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:56.606073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:56.609940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:56.610027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:27:59.616517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:27:59.621818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:27:59.626830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:27:59.631778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:27:59.631896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:02.636884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:02.640871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:02.644862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:02.649791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:02.649920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:05.654837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:05.659794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:05.664352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:05.668815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:05.668919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:08.673616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:08.677698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:08.682001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:08.685544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:08.685621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:11.691028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:11.695260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:11.699279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:11.703505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:11.703684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:14.708319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:14.712374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:14.717585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:14.721940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:14.722035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:17.727060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:17.730929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:17.735221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:17.739335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:17.739454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:20.744377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:20.748622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:20.752815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:20.756690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:20.756781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:23.762829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:23.767795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:23.773059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:23.778020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:23.778201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:26.783541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:26.788453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:26.792989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:26.797753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:26.797847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:29.803010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:29.807955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:29.812535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:29.816701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:29.816808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:32.822084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:32.826694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:32.831493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:32.836443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:32.836565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:35.841255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:35.845441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:35.848889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:35.852181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:35.852252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:38.856441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:38.860366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:38.863924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:38.867461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:38.867542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:41.872983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:41.878447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:41.883719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:41.889101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:41.889232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:44.893056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:44.896597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:44.900257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:44.903930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:44.904005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:47.911846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:47.916613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:47.920875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:47.924829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:47.924950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:50.929226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:50.932801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:50.936160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:50.939778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:50.939852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:53.944300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:53.948317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:53.952266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:53.956177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:53.956280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:56.961372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:56.966219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:56.974991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:56.979989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:56.980123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:28:59.983955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:28:59.987467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:28:59.990733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:28:59.994063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:28:59.994136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:02.999121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:03.003316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:03.007318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:03.011331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:03.011450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:06.015697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:06.020050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:06.024991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:06.029754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:06.029867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:09.034313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:09.038587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:09.042981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:09.047103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:09.050193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:12.055369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:12.059765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:12.063996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:12.068102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:12.068194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:15.072309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:15.075884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:15.079694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:15.083278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:15.083361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:18.091169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:18.097569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:18.103385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:18.109250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:18.109348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:21.116199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:21.121081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:21.126051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:21.131388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:21.131513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:24.136985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:24.140884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:24.144296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:24.147841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:24.148009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:27.152129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:27.155671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:27.158992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:27.162262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:27.162335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:30.167203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:30.171188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:30.174973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:30.178599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:30.178715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:33.182859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:33.186680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:33.190397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:33.193863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:33.193931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:36.198502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:36.202260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:36.205699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:36.209156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:36.209233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:39.213088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:39.217068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:39.220558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:39.223850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:39.223919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:42.228124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:42.231949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:42.235758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:42.240271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:42.240376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:45.247046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:45.251658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:45.256119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:45.259771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:45.259863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:48.265325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:48.270521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:48.275446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:48.279386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:48.279488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:51.283398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:51.287078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:51.290861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:51.294192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:51.294265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:54.298485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:54.302170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:54.305659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:54.309191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:54.309266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:29:57.314139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:29:57.318509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:29:57.322685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:29:57.326428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:29:57.326529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:00.332686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:00.337329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:00.341793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:00.346207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:00.346340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:03.351326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:03.355312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:03.358741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:03.362212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:03.362288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:06.367803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:06.372612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:06.377553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:06.382505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:06.382622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:09.387345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:09.391161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:09.395013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:09.399027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:09.399120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:12.405359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:12.409592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:12.413778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:12.417802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:12.417917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:15.422555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:15.426475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:15.430333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:15.433959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:15.434055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:18.439244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:18.442873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:18.446109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:18.452205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:18.452294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:21.456272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:21.460151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:21.464135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:21.468096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:21.468189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:24.472359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:24.476286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:24.480139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:24.483674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:24.483752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:27.488082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:27.491947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:27.495771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:27.499578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:27.499677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:30.504193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:30.508213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:30.512002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:30.515828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:30.515925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:33.520718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:33.524446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:33.528666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:33.532330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:33.532415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:36.536845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:36.540594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:36.544097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:36.548556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:36.548709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:39.553561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:39.557353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:39.562093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:39.566566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:39.566687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:42.571061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:42.574895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:42.578837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:42.582449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:42.582531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:45.587328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:45.592033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:45.597100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:45.601618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:45.601810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:48.606786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:48.610842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:48.614513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:48.618163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:48.618245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:51.622951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:51.627238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:51.631691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:51.637569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:51.637757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:54.642721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:54.646797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:54.650592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:54.654483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:54.654598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:30:57.659922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:30:57.665674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:30:57.670696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:30:57.675370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:30:57.675843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:00.681103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:00.685451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:00.689020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:00.692355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:00.692427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:03.699433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:03.704496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:03.708927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:03.714251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:03.714400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:06.719833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:06.723664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:06.727999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:06.732420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:06.732508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:09.739170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:09.744273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:09.749638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:09.754874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:09.755245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:12.762184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:12.766474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:12.770123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:12.773744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:12.773818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:15.779162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:15.783413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:15.787547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:15.791695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:15.791798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:18.797857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:18.803594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:18.808886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:18.813773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:18.814078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:21.819485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:21.824579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:21.832856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:21.836733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:21.836835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:24.841303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:24.844945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:24.848289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:24.851673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:24.851748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:27.862081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:27.869242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:27.875316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:27.881278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:27.881419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:30.886459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:30.890432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:30.893827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:30.897213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:30.897285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:33.902897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:33.907526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:33.911478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:33.916023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:33.916122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:36.920468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:36.924080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:36.927778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:36.931906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:36.932001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:39.936535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:39.940492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:39.944299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:39.948199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:39.948300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:42.952729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:42.956936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:42.962792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:42.967452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:42.967575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:45.971372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:45.974925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:45.978335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:45.981562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:45.981633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:48.987597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:48.992094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:48.996400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:49.000290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:49.000375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:52.004609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:52.008724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:52.012601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:52.016117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:52.016209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:55.020922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:55.026595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:55.030964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:55.034565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:55.034634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:31:58.039410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:31:58.043462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:31:58.048387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:31:58.052758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:31:58.052869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:01.058530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:01.063718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:01.068522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:01.072733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:01.072844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:04.078965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:04.084969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:04.090464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:04.095265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:04.095402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:07.101291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:07.105906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:07.110627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:07.114669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:07.114762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:10.118487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:10.122023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:10.125546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:10.128949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:10.129025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:13.133173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:13.136959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:13.140875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:13.144489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:13.144587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:16.148997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:16.152979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:16.157000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:16.160524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:16.160610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:19.165599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:19.169939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:19.174380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:19.178581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:19.178727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:22.184195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:22.188906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:22.193256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:22.197914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:22.198022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:25.203175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:25.207777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:25.212070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:25.216278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:25.216382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:28.222439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:28.226845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:28.231670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:28.236077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:28.236172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:31.241143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:31.245028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:31.252636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:31.256592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:31.256695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:34.262171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:34.266082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:34.269863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:34.273185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:34.273255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:37.278719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:37.283613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:37.289180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:37.296204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:37.296323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:40.301054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:40.305380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:40.310546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:40.315013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:40.315117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:43.319207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:43.323019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:43.327266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:43.331675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:43.331766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:46.336158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:46.340447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:46.344176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:46.347895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:46.347981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:49.352878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:49.358169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:49.362905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:49.367509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:49.367625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:52.371664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:52.375367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:52.379775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:52.383390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:52.383476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:55.388507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:55.392965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:55.398669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:55.403061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:55.403170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:32:58.407670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:32:58.411757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:32:58.415252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:32:58.418889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:32:58.418965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:01.424063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:01.428530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:01.433116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:01.436627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:01.436716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:04.441035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:04.444586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:04.448129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:04.451388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:04.451459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:07.455978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:07.459620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:07.463563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:07.467520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:07.467595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:10.472515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:10.475913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:10.479221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:10.482447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:10.482520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:13.487931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:13.492327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:13.496760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:13.500733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:13.500850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:16.506098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:16.510569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:16.515530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:16.520786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:16.520927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:19.525315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:19.528942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:19.532920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:19.536284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:19.536362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:22.541281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:22.545057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:22.549083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:22.554065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:22.554187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:25.559326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:25.562820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:25.566289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:25.569987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:25.570072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:28.574837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:28.579802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:28.585091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:28.589992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:28.590128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:31.594779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:31.598846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:31.602774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:31.606806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:31.606902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:34.611938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:34.616771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:34.621960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:34.626491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:34.626600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:37.631276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:37.635437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:37.639363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:37.643392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:37.643496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:40.648216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:40.653600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:40.659209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:40.664505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:40.664632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:43.669528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:43.673792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:43.681607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:43.686053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:43.686139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:46.690233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:46.694418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:46.701280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:46.705690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:46.705797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:49.710112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:49.714528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:49.718653] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:49.722699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:49.722801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:52.726869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:52.731030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:52.734680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:52.738282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:52.738365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:55.742182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:55.745672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:55.749212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:55.752516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:55.752589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:33:58.757540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:33:58.762533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:33:58.766672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:33:58.770753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:33:58.770840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:01.777211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:01.784290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:01.789035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:01.794362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:01.794502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:04.799093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:04.803903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:04.810164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:04.814740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:04.814898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:07.820533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:07.824806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:07.828542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:07.833024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:07.833399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:10.839623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:10.844148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:10.848850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:10.853539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:10.853659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:13.859287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:13.863866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:13.868472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:13.872739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:13.872829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:16.877080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:16.880998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:16.884849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:16.888388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:16.888471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:19.893029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:19.897431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:19.901006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:19.905854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:19.905963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:22.910209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:22.914202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:22.918212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:22.922413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:22.922507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:25.927914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:25.931406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:25.934834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:25.938202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:25.938278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:28.942055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:28.945494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:28.949292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:28.953057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:28.953142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:31.958029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:31.961873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:31.965500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:31.969289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:31.969560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:34.973959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:34.977915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:34.982001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:34.986008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:34.986122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:37.990262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:37.994455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:37.999575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:38.003773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:38.003869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:41.008873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:41.012712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:41.017445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:41.021565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:41.021744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:44.027036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:44.030768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:44.034203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:44.038513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:44.038710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:47.043384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:47.047187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:47.050787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:47.054462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:47.054551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:50.060782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:50.064570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:50.068017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:50.072237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:50.072383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:53.079100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:53.084848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:53.090373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:53.095677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:53.095813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:56.100872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:56.105310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:56.109358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:56.113143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:56.113229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:34:59.117710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:34:59.121382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:34:59.124905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:34:59.128321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:34:59.128401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:02.134280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:02.139736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:02.144987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:02.149426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:02.149549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:05.154734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:05.159357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:05.163375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:05.167347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:05.167456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:08.172765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:08.176774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:08.180655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:08.184378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:08.184461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:11.189066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:11.193070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:11.196896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:11.201345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:11.201446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:14.206963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:14.210986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:14.215047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:14.219300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:14.219416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:17.224420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:17.228934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:17.233213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:17.237002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:17.237190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:20.242904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:20.246563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:20.251158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:20.256946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:20.257085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:23.262260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:23.268126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:23.272578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:23.276997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:23.277214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:26.282196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:26.285954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:26.289541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:26.293513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:26.293846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:29.300276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:29.305289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:29.309988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:29.314876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:29.314969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:32.320517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:32.324456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:32.328337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:32.331961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:32.332081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:35.336935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:35.345542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:35.349076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:35.352410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:35.352482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:38.357385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:38.361210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:38.365369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:38.369477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:38.369566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:41.374139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:41.378315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:41.381671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:41.385287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:41.385541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:44.391585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:44.397615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:44.404571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:44.409428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:44.409527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:47.414117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:47.418077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:47.422321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:47.426152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:47.426251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:50.431137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:50.435013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:50.438704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:50.442430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:50.442519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:53.447374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:53.451197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:53.454866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:53.458438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:53.458545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:56.462804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:56.466588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:56.470223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:56.473976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:56.474071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:35:59.479102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:35:59.484520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:35:59.488845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:35:59.493901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:35:59.494063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:02.499385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:02.504579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:02.509582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:02.513997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:02.514113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:05.519164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:05.522936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:05.527100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:05.531137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:05.531242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:08.536214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:08.540521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:08.545061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:08.549552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:08.549679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:11.555346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:11.559903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:11.564614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:11.569811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:11.569940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:14.574504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:14.578118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:14.581548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:14.585107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:14.585185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:17.589835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:17.593584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:17.597157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:17.601228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:17.601325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:20.606163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:20.609826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:20.613452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:20.617243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:20.617348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:23.623422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:23.632145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:23.637272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:23.642075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:23.642179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:26.646760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:26.651023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:26.655851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:26.659465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:26.659552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:29.664895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:29.668563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:29.672224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:29.675614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:29.675706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:32.680339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:32.685261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:32.690775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:32.696054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:32.696148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:35.702673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:35.707770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:35.711732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:35.716579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:35.716684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:38.720822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:38.725094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:38.729452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:38.733154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:38.733236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:41.737047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:41.740911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:41.744504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:41.748099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:41.748192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:44.752458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:44.756034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:44.759776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:44.763581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:44.763736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:47.768461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:47.772003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:47.775483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:47.778906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:47.778993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:50.784412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:50.789048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:50.794756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:50.799778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:50.799879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:53.803885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:53.807663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:53.811165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:53.814691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:53.814792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:56.818860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:56.822469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:56.826018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:56.829878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:56.830061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:36:59.835176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:36:59.839390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:36:59.843544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:36:59.847338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:36:59.847625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:02.853465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:02.857868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:02.861864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:02.865682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:02.865776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:05.871021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:05.876049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:05.880523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:05.884477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:05.884581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:08.889433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:08.893910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:08.898417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:08.903016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:08.903142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:11.910151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:11.915319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:11.920021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:11.924726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:11.924826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:14.930530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:14.934335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:14.938109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:14.941764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:14.941835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:17.945708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:17.949105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:17.952356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:17.955516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:17.955585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:20.960115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:20.964358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:20.968492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:20.972573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:20.972699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:23.978457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:23.984049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:23.988206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:23.992182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:23.992290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:26.997447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:27.002709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:27.006602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:27.010525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:27.010633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:30.015504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:30.020950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:30.024765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:30.028209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:30.028299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:33.032122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:33.035316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:33.038513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:33.041688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:33.041759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:36.046491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:36.051256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:36.055421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:36.059942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:36.060087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:39.064408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:39.068353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:39.072298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:39.076032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:39.076121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:42.081699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:42.085614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:42.092304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:42.097505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:42.097709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:45.102244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:45.106012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:45.110259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:45.114093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:45.114194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:48.119513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:48.124068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:48.128466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:48.132023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:48.132096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:51.137204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:51.141675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:51.145548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:51.149502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:51.149602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:54.153698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:54.156986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:54.161421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:54.165154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:54.165242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:37:57.169901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:37:57.174078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:37:57.178380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:37:57.182366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:37:57.182456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:00.186885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:00.192127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:00.197770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:00.205216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:00.205359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:03.210631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:03.215523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:03.219431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:03.223299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:03.223403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:06.229360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:06.234949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:06.239451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:06.244857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:06.244973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:09.250331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:09.254380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:09.259920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:09.266485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:09.266605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:12.270965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:12.274547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:12.283300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:12.287724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:12.287839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:15.292834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:15.296585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:15.300308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:15.303802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:15.303884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:18.308128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:18.312200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:18.316521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:18.320246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:18.320329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:21.325696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:21.330188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:21.334901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:21.339525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:21.339637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:24.344562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:24.350171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:24.354509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:24.358361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:24.358463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:27.363120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:27.366612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:27.370163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:27.373660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:27.373751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:30.378182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:30.381835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:30.385331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:30.388890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:30.388968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:33.394185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:33.399233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:33.404067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:33.408757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:33.408861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:36.413801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:36.417845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:36.421908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:36.425841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:36.425956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:39.430670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:39.434395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:39.438619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:39.442866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:39.442972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:42.447874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:42.452983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:42.458937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:42.462938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:42.463029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:45.468166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:45.473524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:45.479005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:45.483963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:45.484058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:48.488606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:48.492457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:48.496179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:48.499699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:48.499773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:51.504148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:51.508580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:51.512430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:51.515895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:51.515993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:54.521126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:54.525995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:54.530582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:54.535008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:54.535100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:38:57.539196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:38:57.542805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:38:57.546542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:38:57.550459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:38:57.550571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:00.555478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:00.560037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:00.565261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:00.570770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:00.570912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:03.575371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:03.579829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:03.584029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:03.587856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:03.587970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:06.593192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:06.597604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:06.601724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:06.606165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:06.606295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:09.611905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:09.615992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:09.619782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:09.623695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:09.623800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:12.628434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:12.632246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:12.636145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:12.639576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:12.639679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:15.644365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:15.648882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:15.652959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:15.657389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:15.657496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:18.662424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:18.666975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:18.671014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:18.674583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:18.674677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:21.679199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:21.683561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:21.688530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:21.692510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:21.692597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:24.696744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:24.700992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:24.705468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:24.710838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:24.711191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:27.715862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:27.720540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:27.724266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:27.728705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:27.728823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:30.733915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:30.739116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:30.744317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:30.749699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:30.749821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:33.754508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:33.759443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:33.763596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:33.767728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:33.767813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:36.771996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:36.775975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:36.780079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:36.783926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:36.784022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:39.789260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:39.794136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:39.798859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:39.803712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:39.803832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:42.807904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:42.812596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:42.817411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:42.822122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:42.822233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:45.827473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:45.831627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:45.835798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:45.839660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:45.839754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:48.844434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:48.848320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:48.852101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:48.855515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:48.855588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:51.859485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:51.863396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:51.867347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:51.871409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:51.871497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:54.875419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:54.879101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:54.882569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:54.885949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:54.886025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:39:57.891234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:39:57.895728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:39:57.899738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:39:57.904360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:39:57.904491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:00.909508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:00.913580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:00.917855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:00.922822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:00.922923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:03.928777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:03.933488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:03.938115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:03.942865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:03.942975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:06.948549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:06.952387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:06.955961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:06.959849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:06.959946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:09.965908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:09.970630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:09.974963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:09.980272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:09.980411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:12.985606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:12.989757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:12.993633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:12.997891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:12.997996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:16.002926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:16.007139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:16.012501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:16.016923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:16.017016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:19.022747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:19.026948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:19.031877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:19.036599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:19.036734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:22.041277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:22.044936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:22.048727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:22.052412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:22.052514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:25.057375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:25.061612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:25.066085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:25.070762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:25.070870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:28.076843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:28.082088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:28.086373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:28.090550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:28.090705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:31.094622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:31.098289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:31.102134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:31.106593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:31.106718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:34.111492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:34.117005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:34.120569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:34.123825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:34.123894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:37.129288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:37.133554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:37.138044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:37.142856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:37.142959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:40.147492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:40.151633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:40.156044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:40.159614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:40.159895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:43.164934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:43.169249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:43.173565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:43.178226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:43.178322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:46.182599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:46.186459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:46.190316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:46.194743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:46.194843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:49.200404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:49.204352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:49.207998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:49.211625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:49.211770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:52.216702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:52.221120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:52.224720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:52.228430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:52.228671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:55.234195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:55.239035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:55.243379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:55.247374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:55.247465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:40:58.251733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:40:58.256070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:40:58.260077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:40:58.264296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:40:58.264396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:01.269130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:01.273016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:01.276797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:01.281203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:01.281343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:04.286503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:04.291027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:04.295884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:04.299729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:04.299813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:07.304140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:07.308121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:07.312167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:07.315940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:07.316016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:10.321395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:10.325382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:10.329589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:10.333758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:10.333853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:13.338434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:13.342123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:13.345497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:13.349274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:13.349360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:16.353909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:16.357706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:16.361272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:16.364758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:16.364837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:19.369398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:19.373441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:19.377444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:19.381265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:19.381346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:22.386237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:22.389772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:22.393163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:22.396709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:22.396790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:25.401312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:25.405491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:25.410367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:25.414769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:25.414911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:28.421328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:28.426162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:28.429591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:28.433052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:28.433250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:31.439671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:31.444683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:31.449689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:31.454601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:31.454744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:34.458733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:34.462373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:34.466128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:34.469845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:34.469926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:37.475026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:37.479324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:37.483248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:37.487747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:37.487837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:40.492325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:40.497212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:40.502016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:40.506734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:40.506822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:43.511321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:43.515137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:43.520196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:43.524338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:43.524438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:46.528745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:46.533510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:46.538344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:46.543436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:46.543726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:49.549770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:49.554215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:49.557869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:49.561302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:49.561377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:52.565681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:52.570450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:52.575621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:52.580337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:52.580426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:55.586313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:55.590632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:55.594498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:55.598495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:55.598623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:41:58.602669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:41:58.606538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:41:58.610415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:41:58.614311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:41:58.614401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:01.618626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:01.622097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:01.625507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:01.629215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:01.629303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:04.635497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:04.640466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:04.645676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:04.650187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:04.650275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:07.654401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:07.657946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:07.661507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:07.665010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:07.665114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:10.669384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:10.673332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:10.678191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:10.682793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:10.682947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:13.687529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:13.691456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:13.695153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:13.699171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:13.699424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:16.704106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:16.708051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:16.712434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:16.716678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:16.716772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:19.723079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:19.728099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:19.732379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:19.735939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:19.736024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:22.739827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:22.743601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:22.747414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:22.752279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:22.752366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:25.756767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:25.760813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:25.764809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:25.768803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:25.768891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:28.773585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:28.777308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:28.782093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:28.787151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:28.787274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:31.792564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:31.796978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:31.801305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:31.806390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:31.806553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:34.811110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:34.815511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:34.821271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:34.826491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:34.826636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:37.832938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:37.837273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:37.841577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:37.845435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:37.845535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:40.851047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:40.855181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:40.858885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:40.862450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:40.862545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:43.866756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:43.870550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:43.875352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:43.879086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:43.879183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:46.883039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:46.886427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:46.890018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:46.893693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:46.893782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:49.898108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:49.902389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:49.906371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:49.910453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:49.910550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:52.915390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:52.919007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:52.923343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:52.928056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:52.928164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:55.932700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:55.936362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:55.940109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:55.943751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:55.943846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:42:58.948078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:42:58.952318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:42:58.956326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:42:58.960347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:42:58.960439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:01.965204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:01.969628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:01.973562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:01.978134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:01.978226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:04.982364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:04.986561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:04.990612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:04.994547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:04.994670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:08.000665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:08.005423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:08.010211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:08.014738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:08.014872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:11.019306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:11.023441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:11.027528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:11.031431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:11.031518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:14.037845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:14.042892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:14.048038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:14.052314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:14.052415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:17.057534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:17.062341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:17.066477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:17.070215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:17.070293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:20.075730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:20.081252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:20.085848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:20.091211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:20.091401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:23.096751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:23.100805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:23.104438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:23.108359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:23.108478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:26.113992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:26.117806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:26.121223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:26.124678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:26.124751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:29.130137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:29.134175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:29.137792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:29.141038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:29.141106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:32.145810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:32.150026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:32.154823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:32.159080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:32.159193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:35.163758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:35.168638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:35.173174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:35.177868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:35.178004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:38.182678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:38.186497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:38.191554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:38.195908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:38.196006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:41.200490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:41.204303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:41.207780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:41.211489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:41.211578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:44.217157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:44.221211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:44.225900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:44.230410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:44.230514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:47.235601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:47.240033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:47.244144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:47.247793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:47.247870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:50.252378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:50.256460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:50.260088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:50.263672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:50.263884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:53.268744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:53.272681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:53.276764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:53.280202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:53.280284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:56.285595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:56.290006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:56.293828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:56.297351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:56.297462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:43:59.301607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:43:59.306155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:43:59.310634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:43:59.315055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:43:59.315144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:02.320265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:02.325840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:02.330286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:02.334543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:02.334691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:05.339144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:05.343126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:05.347187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:05.351165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:05.351264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:08.355985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:08.360792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:08.365348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:08.369881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:08.369974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:11.374564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:11.378609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:11.382131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:11.386088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:11.386195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:14.391496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:14.395889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:14.399852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:14.403741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:14.403843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:17.409392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:17.414229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:17.421655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:17.426913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:17.427067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:20.432569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:20.436663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:20.441083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:20.445059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:20.445146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:23.451096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:23.456328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:23.460711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:23.464837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:23.464942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:26.470600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:26.475194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:26.479601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:26.483494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:26.483598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:29.487780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:29.491623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:29.495438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:29.499252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:29.499383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:32.504521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:32.508763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:32.512715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:32.516595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:32.516711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:35.521062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:35.525671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:35.530618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:35.534582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:35.534713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:38.540928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:38.545869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:38.549860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:38.553961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:38.554129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:41.559576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:41.563926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:41.567707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:41.571091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:41.571170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:44.577014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:44.582798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:44.588036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:44.593299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:44.593405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:47.597678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:47.601056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:47.604380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:47.608227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:47.608326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:50.613927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:50.618636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:50.622872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:50.627350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:50.627520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:53.632912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:53.636494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:53.640558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:53.644407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:53.644494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:56.649412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:56.653119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:56.656956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:56.660676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:56.660761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:44:59.665300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:44:59.669726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:44:59.673983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:44:59.678202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:44:59.678303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:02.683071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:02.687714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:02.692202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:02.696551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:02.696687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:05.701330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:05.705292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:05.711293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:05.715042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:05.715123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:08.722428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:08.729455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:08.735843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:08.741432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:08.741587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:11.746051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:11.750218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:11.754186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:11.757808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:11.757886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:14.763430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:14.769348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:14.774282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:14.777836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:14.777922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:17.783618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:17.788976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:17.794212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:17.799746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:17.799876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:20.804249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:20.808563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:20.812252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:20.815752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:20.815843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:23.820298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:23.824711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:23.829185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:23.833130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:23.833234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:26.840633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:26.847299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:26.853141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:26.858763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:26.858895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:29.862790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:29.866138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:29.869684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:29.872954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:29.873022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:32.878270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:32.883504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:32.889074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:32.893186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:32.893293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:35.900165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:35.906108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:35.910213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:35.914344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:35.914478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:38.918692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:38.923103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:38.927290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:38.931165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:38.931250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:41.935930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:41.939855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:41.943514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:41.947198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:41.947298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:44.952633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:44.957524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:44.961896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:44.965489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:44.965559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:47.970323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:47.974237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:47.977890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:47.981336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:47.981405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:50.985979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:50.989696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:50.993056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:50.996314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:50.996387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:54.000516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:54.003993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:54.007742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:54.011366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:54.011453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:45:57.016022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:45:57.019759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:45:57.023417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:45:57.027690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:45:57.027788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:00.032171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:00.035669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:00.039103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:00.042438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:00.042513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:03.047779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:03.052029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:03.056056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:03.060094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:03.060211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:06.065549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:06.069620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:06.073447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:06.077467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:06.077585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:09.082684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:09.086638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:09.091354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:09.095863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:09.095978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:12.101269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:12.105110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:12.108558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:12.111926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:12.112003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:15.116810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:15.120413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:15.124762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:15.129129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:15.129231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:18.134580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:18.138208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:18.141715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:18.145602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:18.145705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:21.150248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:21.154281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:21.159118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:21.163410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:21.163563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:24.168997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:24.173311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:24.177800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:24.182497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:24.182594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:27.188373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:27.192054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:27.196746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:27.200934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:27.201018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:30.207229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:30.213660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:30.217452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:30.221348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:30.221452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:33.226192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:33.230898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:33.235396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:33.239621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:33.239731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:36.245405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:36.250061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:36.254723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:36.259425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:36.259743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:39.266006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:39.271045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:39.276055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:39.280263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:39.280382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:42.284373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:42.287817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:42.291214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:42.294623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:42.294716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:45.299783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:45.303637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:45.307302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:45.311892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:45.311992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:48.316548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:48.320544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:48.324850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:48.328958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:48.329057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:51.333413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:51.337376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:51.341165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:51.344903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:51.344987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:54.351063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:54.355130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:54.359126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:54.363053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:54.363168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:46:57.368253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:46:57.372248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:46:57.376723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:46:57.381735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:46:57.381854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:00.387871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:00.392163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:00.395887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:00.399547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:00.399620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:03.404000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:03.407527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:03.411046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:03.414941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:03.415027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:06.419701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:06.423553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:06.427677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:06.431225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:06.431299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:09.435570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:09.439779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:09.444101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:09.449601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:09.449886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:12.454565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:12.458685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:12.462394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:12.466026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:12.466127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:15.471483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:15.476684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:15.482496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:15.487499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:15.487836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:18.494712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:18.501299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:18.506355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:18.511033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:18.511112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:21.517272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:21.523054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:21.528123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:21.531933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:21.532029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:24.536311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:24.540776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:24.544738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:24.548867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:24.548959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:27.553162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:27.557456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:27.561543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:27.565415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:27.565505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:30.570552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:30.575507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:30.580364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:30.584088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:30.584170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:33.589151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:33.593884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:33.598107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:33.601554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:33.601627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:36.605588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:36.609176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:36.612564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:36.616085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:36.616160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:39.621712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:39.626553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:39.630881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:39.634688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:39.634761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:42.640566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:42.645860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:42.650711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:42.655431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:42.655555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:45.661110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:45.665460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:45.669386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:45.673388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:45.673467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:48.678881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:48.685636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:48.689828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:48.693399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:48.693469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:51.698306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:51.703582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:51.709189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:51.713806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:51.713920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:54.718138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:54.721941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:54.726106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:54.730307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:54.730396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:47:57.734328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:47:57.737717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:47:57.741551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:47:57.745463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:47:57.745558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:00.750539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:00.754254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:00.758639] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:00.763562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:00.763717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:03.767792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:03.772213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:03.776735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:03.780960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:03.781066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:06.785151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:06.791021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:06.794909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:06.798442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:06.798523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:09.803132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:09.808226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:09.813093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:09.816855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:09.816956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:12.821434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:12.825899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:12.830111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:12.834082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:12.834186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:15.838025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:15.842478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:15.846497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:15.850120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:15.850218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:18.854723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:18.858530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:18.863365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:18.868246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:18.868351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:21.872168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:21.876129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:21.880413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:21.884686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:21.884817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:24.889173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:24.893266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:24.896562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:24.899860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:24.899931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:27.904334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:27.907924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:27.911779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:27.916594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:27.916735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:30.924928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:30.930450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:30.935843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:30.940452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:30.940559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:33.945278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:33.951004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:33.955637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:33.959631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:33.959779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:36.965465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:36.970528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:36.974767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:36.979111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:36.979358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:39.985418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:39.989761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:39.993905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:39.998558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:39.999112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:43.004114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:43.008128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:43.012262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:43.015861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:43.015954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:46.020821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:46.025705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:46.029974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:46.033993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:46.034085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:49.041966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:49.045998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:49.049868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:49.054071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:49.054166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:52.059601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:52.064885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:52.069908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:52.073778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:52.073987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:55.078385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:55.082949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:55.087688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:55.091670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:55.091783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:48:58.096717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:48:58.100497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:48:58.103947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:48:58.107895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:48:58.108019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:01.113379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:01.117559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:01.121400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:01.125230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:01.125328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:04.129933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:04.133895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:04.137470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:04.141292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:04.141401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:07.146368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:07.150403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:07.153831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:07.157467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:07.157541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:10.163977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:10.168402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:10.172400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:10.176275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:10.176364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:13.181702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:13.185716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:13.191177] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:13.195908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:13.196070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:16.201010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:16.205890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:16.210980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:16.215685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:16.215758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:19.220453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:19.223885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:19.227310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:19.231218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:19.231303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:22.235981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:22.239795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:22.243348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:22.246878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:22.246963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:25.253214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:25.258447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:25.262690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:25.266684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:25.266808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:28.271443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:28.275088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:28.278508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:28.281898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:28.281974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:31.286365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:31.289837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:31.293117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:31.296974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:31.297055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:34.302416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:34.306447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:34.310499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:34.314164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:34.314275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:37.318302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:37.321956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:37.325437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:37.329265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:37.329412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:40.333873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:40.337262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:40.340572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:40.344133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:40.344213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:43.349195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:43.353431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:43.357516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:43.361727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:43.361841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:46.368277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:46.373841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:46.379593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:46.383775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:46.383915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:49.388269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:49.391601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:49.394878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:49.398319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:49.398413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:52.402954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:52.406522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:52.410196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:52.413875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:52.413977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:55.418514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:55.422409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:55.426920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:55.431240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:55.431355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:49:58.437584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:49:58.442181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:49:58.445912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:49:58.450774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:49:58.450883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:01.458067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:01.462844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:01.467320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:01.473376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:01.473551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:04.477862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:04.481402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:04.484672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:04.487936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:04.488007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:07.494109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:07.500124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:07.505859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:07.510079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:07.510183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:10.514546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:10.518009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:10.521310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:10.524603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:10.524695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:13.529892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:13.533521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:13.536976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:13.540395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:13.540469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:16.545438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:16.549355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:16.552916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:16.556387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:16.556473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:19.561019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:19.564618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:19.568075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:19.571704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:19.571804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:22.577917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:22.583548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:22.588745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:22.593314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:22.593414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:25.599778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:25.603862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:25.608339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:25.612909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:25.613011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:28.618565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:28.622792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:28.626522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:28.630889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:28.630991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:31.636118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:31.643073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:31.646903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:31.650366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:31.650445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:34.655038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:34.660801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:34.665201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:34.669695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:34.669936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:37.674563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:37.678627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:37.683140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:37.687422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:37.687518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:40.692188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:40.696174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:40.701305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:40.705964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:40.706097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:43.710501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:43.714518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:43.719449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:43.723397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:43.723477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:46.728070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:46.732020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:46.735744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:46.739256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:46.739371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:49.744830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:49.748742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:49.752534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:49.756042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:49.756123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:52.760823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:52.764843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:52.768352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:52.773065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:52.773218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:55.778088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:55.782732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:55.786627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:55.791489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:55.791705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:50:58.797939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:50:58.803869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:50:58.809082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:50:58.813060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:50:58.813145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:01.817228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:01.821191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:01.825138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:01.829094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:01.829195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:04.833490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:04.838542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:04.842465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:04.846413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:04.846514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:07.851579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:07.856057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:07.859565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:07.864350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:07.864523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:10.869474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:10.872921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:10.876187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:10.879423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:10.879494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:13.885601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:13.892101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:13.895881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:13.899488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:13.899591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:16.904319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:16.908570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:16.912860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:16.916249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:16.916331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:19.921133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:19.924611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:19.928203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:19.931717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:19.931797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:22.937208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:22.941030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:22.944906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:22.949179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:22.949272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:25.956751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:25.962784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:25.968540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:25.974221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:25.974368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:28.980871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:28.986152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:28.990832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:28.996217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:28.996403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:32.003440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:32.009131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:32.014489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:32.018707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:32.018824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:35.022985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:35.026516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:35.030017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:35.033246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:35.033316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:38.037962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:38.041755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:38.045571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:38.049258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:38.049338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:41.054106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:41.058244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:41.062246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:41.065765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:41.065835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:44.070265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:44.074151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:44.078014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:44.081825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:44.081924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:47.086010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:47.089617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:47.093098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:47.096545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:47.096620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:50.100771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:50.104376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:50.108174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:50.112234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:50.112329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:53.116663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:53.120188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:53.124110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:53.127675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:53.127762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:56.132091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:56.136071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:56.140081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:56.144041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:56.144143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:51:59.149145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:51:59.153016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:51:59.156894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:51:59.160715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:51:59.160800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:02.164758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:02.168546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:02.172237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:02.175712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:02.175792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:05.181601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:05.186120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:05.189797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:05.193621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:05.193760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:08.198838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:08.205097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:08.210860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:08.216111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:08.216231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:11.222122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:11.228406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:11.233554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:11.237753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:11.237866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:14.243995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:14.250107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:14.255480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:14.260789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:14.260920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:17.265507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:17.269535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:17.274871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:17.282056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:17.282237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:20.286994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:20.292677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:20.297664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:20.302440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:20.302551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:23.306802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:23.311163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:23.315105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:23.318573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:23.318689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:26.323720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:26.328087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:26.332289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:26.336473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:26.336581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:29.341234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:29.344965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:29.349023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:29.352847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:29.352939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:32.359466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:32.364108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:32.368001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:32.371462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:32.371543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:35.376367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:35.380417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:35.384194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:35.388249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:35.388424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:38.392822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:38.396293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:38.400183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:38.403883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:38.403963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:41.408598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:41.412230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:41.416212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:41.419682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:41.419756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:44.423842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:44.427505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:44.431083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:44.434529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:44.434604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:47.439367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:47.443052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:47.446513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:47.450617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:47.450759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:50.455540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:50.460022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:50.463855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:50.469575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:50.469744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:53.474415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:53.478316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:53.482773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:53.486754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:53.486874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:56.491997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:56.496406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:56.500851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:56.505259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:56.505373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:52:59.511140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:52:59.515698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:52:59.520828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:52:59.526166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:52:59.526376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:02.531012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:02.535120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:02.539295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:02.543517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:02.543617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:05.548081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:05.553273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:05.558966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:05.563100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:05.563173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:08.567842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:08.571939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:08.576329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:08.581130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:08.581250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:11.586124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:11.591763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:11.596867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:11.601933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:11.602061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:14.606704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:14.610425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:14.613755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:14.617063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:14.617152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:17.622302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:17.627665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:17.634533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:17.639117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:17.639263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:20.645339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:20.651318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:20.657199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:20.662111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:20.662226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:23.667070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:23.671444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:23.676148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:23.680261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:23.680340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:26.685434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:26.690089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:26.694566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:26.699133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:26.699237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:29.704133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:29.708025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:29.711943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:29.715844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:29.715976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:32.720965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:32.725265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:32.728884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:32.732712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:32.732915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:35.738801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:35.743581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:35.749574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:35.754629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:35.754798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:38.759706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:38.763521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:38.767413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:38.771587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:38.771679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:41.775414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:41.778996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:41.782461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:41.785964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:41.786041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:44.790033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:44.793516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:44.797017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:44.800399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:44.800471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:47.805496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:47.810637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:47.815564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:47.819626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:47.819757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:50.823677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:50.827338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:50.830779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:50.834054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:50.834131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:53.838241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:53.842202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:53.845987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:53.849796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:53.849900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:56.854174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:56.858412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:56.862786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:56.866429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:56.866507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:53:59.870929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:53:59.874443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:53:59.877927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:53:59.881416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:53:59.881496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:02.887244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:02.891431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:02.895289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:02.898951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:02.899033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:05.903182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:05.906558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:05.910150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:05.913430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:05.913507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:08.918194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:08.922052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:08.925916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:08.929774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:08.929862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:11.934313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:11.938081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:11.942763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:11.947214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:11.947322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:14.952976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:14.956426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:14.959853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:14.963130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:14.963207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:17.967956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:17.972938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:17.977577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:17.981375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:17.981478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:20.985760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:20.989842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:20.993936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:20.998612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:20.998716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:24.002739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:24.006082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:24.009560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:24.013233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:24.013303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:27.018991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:27.023491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:27.027685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:27.032249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:27.032362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:30.037211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:30.041461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:30.045507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:30.049711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:30.049836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:33.054553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:33.058265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:33.061688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:33.065249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:33.065345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:36.071897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:36.076095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:36.079745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:36.083626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:36.083753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:39.088714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:39.092191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:39.095926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:39.099189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:39.099263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:42.103496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:42.107026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:42.110462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:42.113914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:42.113996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:45.118679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:45.122325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:45.126244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:45.130077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:45.130160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:48.134911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:48.138852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:48.142424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:48.145924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:48.146013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:51.152372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:51.156679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:51.160462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:51.164326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:51.164414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:54.170110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:54.174219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:54.179311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:54.184727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:54.184842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:54:57.190411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:54:57.195033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:54:57.199628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:54:57.203944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:54:57.204040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:00.209937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:00.215380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:00.219617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:00.224371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:00.224474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:03.229487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:03.234770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:03.240771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:03.245302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:03.245406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:06.250956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:06.255834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:06.264380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:06.268984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:06.269074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:09.273771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:09.277958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:09.281825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:09.285403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:09.285511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:12.289631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:12.293442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:12.297401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:12.301045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:12.301124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:15.305128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:15.308992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:15.312214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:15.316020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:15.316136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:18.320827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:18.324931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:18.328887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:18.332809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:18.332911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:21.336760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:21.340332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:21.343810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:21.347191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:21.347265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:24.351019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:24.354398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:24.357776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:24.361126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:24.361198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:27.366403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:27.370382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:27.374124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:27.377727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:27.377804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:30.384164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:30.388899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:30.393398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:30.397290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:30.397367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:33.401524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:33.405305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:33.408951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:33.412206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:33.412276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:36.416597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:36.420392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:36.423901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:36.427270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:36.427348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:39.431463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:39.435789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:39.440103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:39.443929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:39.444024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:42.448882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:42.453537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:42.457711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:42.461832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:42.462062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:45.467071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:45.470908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:45.474985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:45.478586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:45.478688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:48.483462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:48.487541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:48.491734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:48.496204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:48.496319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:51.501328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:51.505581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:51.510214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:51.515375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:51.515523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:54.520499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:54.524906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:54.529116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:54.533666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:54.533983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:55:57.539448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:55:57.544492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:55:57.549539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:55:57.553910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:55:57.554025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:00.558460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:00.562399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:00.566123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:00.569918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:00.569997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:03.574177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:03.577750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:03.581136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:03.585112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:03.585227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:06.590593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:06.595678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:06.600249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:06.605255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:06.605375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:09.610119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:09.613529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:09.617789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:09.621940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:09.622019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:12.626770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:12.631357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:12.636037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:12.644092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:12.644200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:15.651404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:15.656333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:15.661200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:15.666512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:15.666692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:18.671223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:18.674707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:18.678199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:18.681625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:18.681730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:21.687467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:21.691174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:21.695138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:21.698969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:21.699055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:24.703372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:24.707149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:24.710943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:24.714756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:24.714851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:27.719137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:27.723044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:27.726868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:27.730691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:27.730786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:30.735803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:30.739734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:30.743769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:30.747385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:30.747454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:33.751739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:33.755190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:33.758724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:33.762915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:33.763058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:36.767314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:36.771067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:36.774740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:36.778357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:36.778448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:39.783557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:39.787393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:39.791282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:39.796043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:39.796154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:42.801635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:42.806079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:42.810709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:42.814389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:42.814462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:45.819631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:45.823865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:45.827583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:45.832280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:45.832390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:48.837885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:48.841937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:48.845958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:48.850050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:48.850156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:51.855414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:51.859997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:51.864310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:51.868849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:51.868979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:54.873518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:54.877274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:54.880868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:54.884411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:54.884586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:56:57.889297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:56:57.893506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:56:57.897029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:56:57.900742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:56:57.900840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:00.906048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:00.910475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:00.915251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:00.919134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:00.919243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:03.924395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:03.929985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:03.935806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:03.940694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:03.940808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:06.945759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:06.949495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:06.953133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:06.956636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:06.956724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:09.961409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:09.965177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:09.968903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:09.972830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:09.973005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:12.978326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:12.982951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:12.987471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:12.992003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:12.992109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:15.997881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:16.001436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:16.004996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:16.008357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:16.008437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:19.013237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:19.016943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:19.020334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:19.023702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:19.023782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:22.028695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:22.033554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:22.038092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:22.042182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:22.042314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:25.047446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:25.051676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:25.056796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:25.062386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:25.062483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:28.066697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:28.070799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:28.074591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:28.078546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:28.078669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:31.083267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:31.087455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:31.092347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:31.097137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:31.097235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:34.102757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:34.107706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:34.112465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:34.116478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:34.116717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:37.122511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:37.126576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:37.132319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:37.136300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:37.136417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:40.141222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:40.146957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:40.151723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:40.156543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:40.156678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:43.161543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:43.168010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:43.171886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:43.175585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:43.175681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:46.186714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:46.195821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:46.205137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:46.215113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:46.215256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:49.222447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:49.226129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:49.229707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:49.233256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:49.233348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:52.239186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:52.244282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:52.249136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:52.252995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:52.253086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:55.257943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:55.262293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:55.266998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:55.270802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:55.270894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:57:58.275849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:57:58.280384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:57:58.284273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:57:58.287990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:57:58.288076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:01.292573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:01.296255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:01.300847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:01.304900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:01.305007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:04.308751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:04.312304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:04.316001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:04.319552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:04.319664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:07.324036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:07.327950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:07.331735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:07.335580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:07.335691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:10.341167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:10.345539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:10.350783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:10.356347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:10.356468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:13.360430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:13.363997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:13.367467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:13.370796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:13.370870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:16.375203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:16.379467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:16.383743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:16.388625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:16.388786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:19.392591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:19.396466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:19.400171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:19.403854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:19.403938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:22.408833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:22.413535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:22.417996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:22.422187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:22.422308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:25.426639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:25.430266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:25.433690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:25.437177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:25.437250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:28.441913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:28.445786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:28.450336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:28.455036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:28.455147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:31.459971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:31.464801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:31.470013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:31.474010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:31.474120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:34.478120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:34.481638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:34.485267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:34.488887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:34.488973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:37.493479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:37.497225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:37.501731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:37.506252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:37.506484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:40.511194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:40.514761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:40.518356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:40.521999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:40.522079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:43.526431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:43.530203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:43.534128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:43.537898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:43.537990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:46.542974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:46.546904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:46.550816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:46.554828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:46.554937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:49.560183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:49.564963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:49.569842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:49.573671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:49.573762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:52.579476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:52.583880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:52.587422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:52.591218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:52.591407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:55.596908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:55.600408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:55.603930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:55.608781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:55.608961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:58:58.613518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:58:58.617622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:58:58.621380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:58:58.624984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:58:58.625080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:01.630004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:01.633960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:01.637748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:01.641433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:01.641531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:04.647185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:04.651768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:04.655885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:04.661136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:04.661266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:07.667331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:07.673796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:07.678961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:07.684874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:07.685045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:10.690025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:10.693866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:10.698122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:10.702237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:10.702308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:13.706841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:13.711099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:13.715706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:13.719845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:13.719952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:16.724745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:16.728883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:16.733038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:16.736844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:16.736980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:19.742808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:19.747874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:19.752957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:19.757050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:19.757263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:22.762314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:22.766371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:22.771375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:22.776908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:22.777033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:25.783024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:25.787604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:25.792047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:25.796174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:25.796265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:28.802488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:28.806899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:28.810844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:28.815114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:28.815203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:31.821455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:31.827332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:31.833295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:31.838220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:31.838317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:34.843584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:34.848071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:34.852325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:34.856946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:34.857138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:37.862564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:37.866754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:37.870454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:37.873874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:37.873956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:40.881342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:40.887213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:40.893175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:40.898022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:40.898135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:43.902497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:43.906175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:43.909807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:43.913298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:43.913371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:46.917968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:46.922181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:46.926204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:46.929978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:46.930062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:49.934235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:49.937789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:49.941448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:49.944894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:49.944970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:52.948840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:52.952114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:52.955606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:52.959623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:52.959801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:55.964415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:55.968070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:55.971331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:55.974658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:55.974730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T19:59:58.980022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T19:59:58.984335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T19:59:58.992470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T19:59:58.997184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T19:59:58.997278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:02.005110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:02.009704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:02.014334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:02.018492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:02.018694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:05.023301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:05.027853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:05.032833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:05.038094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:05.038222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:08.043979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:08.050613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:08.057263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:08.062962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:08.063088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:11.067921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:11.072886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:11.078366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:11.082575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:11.082706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:14.087484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:14.091452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:14.096725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:14.100782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:14.100862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:17.105717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:17.109447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:17.113618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:17.117431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:17.117542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:20.122094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:20.126850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:20.130932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:20.135346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:20.135466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:23.141500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:23.145761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:23.150729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:23.156084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:23.156213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:26.161410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:26.165923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:26.171391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:26.175836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:26.176108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:29.181817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:29.186971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:29.191885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:29.196936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:29.197055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:32.201419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:32.205121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:32.208716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:32.212393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:32.212486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:35.217474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:35.221901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:35.225859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:35.229557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:35.229635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:38.235081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:38.240471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:38.245560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:38.250825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:38.250924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:41.255883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:41.261235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:41.265234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:41.269259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:41.269356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:44.274982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:44.279347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:44.283795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:44.287812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:44.287915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:47.293542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:47.297413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:47.304428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:47.308140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:47.308217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:50.313680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:50.318128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:50.322589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:50.327026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:50.327183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:53.331057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:53.334603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:53.338263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:53.341658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:53.341735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:56.347069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:56.351066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:56.355044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:56.359142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:56.359228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:00:59.364077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:00:59.368519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:00:59.373062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:00:59.376685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:00:59.376761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:02.383124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:02.389203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:02.395012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:02.401084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:02.401235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:05.406780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:05.412494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:05.416614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:05.420637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:05.420760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:08.424929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:08.429034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:08.432586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:08.436046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:08.436128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:11.439912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:11.443486] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:11.447231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:11.450920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:11.450999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:14.455997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:14.460043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:14.464884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:14.469936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:14.470071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:17.475867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:17.479726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:17.484064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:17.488629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:17.488744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:20.496116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:20.502463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:20.507709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:20.513098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:20.513265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:23.519122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:23.524354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:23.529693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:23.533959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:23.534036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:26.540245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:26.545143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:26.549125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:26.552485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:26.552555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:29.557592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:29.561815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:29.565887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:29.569796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:29.569869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:32.573895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:32.578175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:32.582583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:32.587135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:32.587243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:35.591130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:35.594798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:35.599771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:35.603514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:35.603597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:38.607735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:38.612296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:38.617926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:38.624806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:38.624934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:41.630378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:41.634941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:41.638828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:41.642772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:41.642884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:44.646658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:44.650434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:44.653883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:44.657207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:44.657291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:47.663060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:47.668020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:47.672402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:47.677004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:47.677154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:50.681713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:50.685245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:50.688848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:50.692559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:50.692678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:53.697517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:53.701660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:53.705390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:53.709026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:53.709130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:56.713700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:56.717538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:56.721393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:56.725151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:56.725238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:01:59.729604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:01:59.733312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:01:59.736718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:01:59.740166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:01:59.740257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:02.744569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:02.748364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:02.751782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:02.755309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:02.755396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:05.761009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:05.765027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:05.768859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:05.772417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:05.772511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:08.777741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:08.781804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:08.785714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:08.789311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:08.789408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:11.793211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:11.796757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:11.800084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:11.803289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:11.803360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:14.807618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:14.811102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:14.814476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:14.817802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:14.817874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:17.821758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:17.825411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:17.829003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:17.832551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:17.832663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:20.837463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:20.842151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:20.847006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:20.851875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:20.851990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:23.856324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:23.860532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:23.863951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:23.871804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:23.871978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:26.875957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:26.880188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:26.884161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:26.887592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:26.887686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:29.893083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:29.897308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:29.900840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:29.904151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:29.904221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:32.911102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:32.915780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:32.919545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:32.922945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:32.923017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:35.927319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:35.931882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:35.936445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:35.940800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:35.940919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:38.945766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:38.949322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:38.952802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:38.956293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:38.956363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:41.963160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:41.966868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:41.970534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:41.974063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:41.974153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:44.978770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:44.982836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:44.986760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:44.990341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:44.990415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:47.995863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:48.000513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:48.005345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:48.010532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:48.010674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:51.016363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:51.021142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:51.026539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:51.031898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:51.032030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:54.036783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:54.041851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:54.046412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:54.051145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:54.051253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:02:57.056331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:02:57.060494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:02:57.064938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:02:57.068972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:02:57.069068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:00.074922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:00.081718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:00.088307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:00.093894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:00.094010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:03.098551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:03.102052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:03.105808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:03.109300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:03.109372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:06.114936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:06.118770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:06.123279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:06.129175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:06.129414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:09.134975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:09.139338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:09.143750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:09.150508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:09.150685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:12.155146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:12.158820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:12.162096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:12.221111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:12.221215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:15.229209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:15.236298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:15.243025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:15.251951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:15.252140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:18.258078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:18.262121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:18.266046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:18.269914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:18.270001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:21.275667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:21.280179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:21.283749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:21.288343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:21.288455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:24.293116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:24.297564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:24.301935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:24.306291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:24.306406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:27.310979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:27.314785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:27.318612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:27.322354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:27.322447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:30.328216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:30.332232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:30.336028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:30.339770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:30.339852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:33.344633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:33.352373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:33.357431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:33.361512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:33.361632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:36.366606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:36.370449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:36.374328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:36.377697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:36.377772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:39.382276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:39.386772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:39.390859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:39.394330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:39.394401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:42.402008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:42.406042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:42.409711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:42.413115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:42.413189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:45.418471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:45.423973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:45.428936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:45.433067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:45.433165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:48.438893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:48.444378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:48.449838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:48.454260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:48.454345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:51.461145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:51.466482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:51.470329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:51.473992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:51.474086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:54.479798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:54.484664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:54.489535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:54.494041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:54.494159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:03:57.500308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:03:57.506465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:03:57.511959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:03:57.516917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:03:57.517035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:00.522542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:00.527416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:00.531091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:00.534536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:00.534612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:03.539179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:03.544104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:03.548082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:03.551747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:03.551855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:06.557472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:06.562845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:06.567768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:06.571961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:06.572093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:09.577850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:09.582844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:09.587432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:09.591531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:09.591602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:12.596077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:12.599949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:12.603636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:12.607333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:12.607420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:15.611294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:15.615117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:15.618980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:15.622961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:15.623046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:18.627272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:18.632057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:18.636069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:18.640073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:18.640198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:21.644722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:21.648793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:21.653407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:21.657568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:21.657679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:24.662374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:24.667692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:24.672756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:24.676757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:24.676853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:27.681147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:27.684925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:27.689119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:27.692623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:27.692743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:30.698386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:30.703392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:30.707787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:30.711517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:30.711618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:33.715951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:33.720396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:33.724579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:33.728394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:33.728483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:36.733782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:36.739016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:36.744313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:36.748298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:36.748413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:39.753415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:39.757121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:39.764216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:39.767686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:39.767764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:42.772173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:42.776095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:42.779626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:42.783005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:42.783081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:45.787516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:45.791426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:45.794853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:45.799047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:45.799154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:48.803280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:48.807007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:48.810626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:48.813986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:48.814060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:51.819688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:51.823260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:51.827576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:51.834227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:51.834357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:54.840763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:54.849151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:54.856182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:54.862388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:54.862560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:04:57.867838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:04:57.872877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:04:57.877832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:04:57.882336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:04:57.882446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:00.888457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:00.893220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:00.898047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:00.902908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:00.903028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:03.907134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:03.911122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:03.914886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:03.918629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:03.918741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:06.922790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:06.926451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:06.930086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:06.934117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:06.934215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:09.938147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:09.941695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:09.945107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:09.948507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:09.948589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:12.953505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:12.957386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:12.961197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:12.964978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:12.965116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:15.970251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:15.974962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:15.980022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:15.984290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:15.984393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:18.989092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:18.992687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:18.996171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:18.999805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:18.999883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:22.007626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:22.012997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:22.018721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:22.023478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:22.023616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:25.028177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:25.034085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:25.038546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:25.042864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:25.042957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:28.047728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:28.051839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:28.056773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:28.061370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:28.061478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:31.065506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:31.068969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:31.072267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:31.075627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:31.075719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:34.080031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:34.084182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:34.088704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:34.093963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:34.094070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:37.098749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:37.104086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:37.109783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:37.113196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:37.113270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:40.118219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:40.122731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:40.126521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:40.130476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:40.130575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:43.136971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:43.142446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:43.147740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:43.153044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:43.153266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:46.159938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:46.164496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:46.169992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:46.174460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:46.174728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:49.181694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:49.186820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:49.191088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:49.195600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:49.195910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:52.203312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:52.210535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:52.216053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:52.220505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:52.220593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:55.227153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:55.232318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:55.237181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:55.241858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:55.241991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:05:58.247052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:05:58.251282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:05:58.255386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:05:58.259484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:05:58.259569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:01.264302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:01.268843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:01.273020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:01.277338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:01.277487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:04.282046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:04.285960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:04.289856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:04.293714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:04.293797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:07.298573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:07.304615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:07.308780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:07.313742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:07.313848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:10.318082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:10.321688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:10.325141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:10.331139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:10.331249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:13.336629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:13.341705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:13.346107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:13.350897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:13.351032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:16.355273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:16.358894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:16.362462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:16.365818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:16.365898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:19.371676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:19.376094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:19.380309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:19.384062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:19.384154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:22.389001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:22.393884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:22.398981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:22.403707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:22.403811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:25.408376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:25.413187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:25.417272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:25.421635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:25.421772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:28.426623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:28.434725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:28.439504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:28.443448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:28.443539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:31.448173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:31.452803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:31.457526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:31.462700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:31.462839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:34.468848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:34.473210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:34.477977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:34.482887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:34.482980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:37.488677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:37.493215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:37.497878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:37.502496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:37.502596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:40.506733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:40.510411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:40.514466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:40.517989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:40.518062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:43.522238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:43.526561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:43.530245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:43.533869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:43.533946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:46.538305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:46.542192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:46.547147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:46.551683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:46.551779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:49.555677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:49.559174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:49.562611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:49.565958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:49.566030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:52.570524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:52.574999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:52.579277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:52.582943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:52.583024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:55.588005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:55.592405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:55.596446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:55.600446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:55.600524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:06:58.605310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:06:58.609378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:06:58.613592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:06:58.618593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:06:58.618734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:01.623165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:01.627736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:01.632950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:01.638095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:01.638199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:04.642272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:04.645916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:04.649374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:04.652910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:04.652986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:07.656887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:07.661047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:07.665504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:07.670077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:07.670178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:10.675800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:10.680579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:10.684506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:10.688358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:10.688474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:13.694294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:13.698558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:13.702897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:13.707276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:13.707404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:16.713214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:16.718216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:16.722778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:16.727265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:16.727741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:19.733851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:19.738559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:19.742617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:19.746772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:19.747023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:22.752915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:22.760467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:22.765794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:22.770518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:22.770655] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:25.777132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:25.781706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:25.786966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:25.791929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:25.792051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:28.796087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:28.799901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:28.803587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:28.807111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:28.807183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:31.812770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:31.818280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:31.827765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:31.832734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:31.832878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:34.838456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:34.843032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:34.847495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:34.852070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:34.852174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:37.856996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:37.861290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:37.865233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:37.868629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:37.868715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:40.873686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:40.878250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:40.882301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:40.885947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:40.886021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:43.891553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:43.897154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:43.902279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:43.906390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:43.906536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:46.912280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:46.917203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:46.922232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:46.926884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:46.927005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:49.931617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:49.935782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:49.939687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:49.943556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:49.943683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:52.950103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:52.955900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:52.961541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:52.967054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:52.967195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:55.971946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:55.975799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:55.979613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:55.983479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:55.983562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:07:58.989418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:07:58.994437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:07:58.999514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:07:59.003960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:07:59.004080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:02.008935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:02.013128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:02.017455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:02.021783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:02.021884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:05.027021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:05.030731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:05.034316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:05.037912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:05.038101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:08.043021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:08.047189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:08.051171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:08.055123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:08.055216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:11.060200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:11.064443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:11.070150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:11.075190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:11.075344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:14.080505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:14.084386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:14.087982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:14.091398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:14.091471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:17.096781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:17.100966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:17.104888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:17.108884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:17.108964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:20.114011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:20.119111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:20.124319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:20.129341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:20.129455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:23.133679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:23.137148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:23.140512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:23.143826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:23.143902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:26.148874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:26.154830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:26.160474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:26.164749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:26.164865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:29.169863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:29.173537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:29.177598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:29.181520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:29.181608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:32.187476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:32.191479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:32.196502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:32.202304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:32.202398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:35.207303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:35.212148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:35.215981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:35.219778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:35.219880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:38.223725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:38.227657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:38.231478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:38.235270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:38.235362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:41.239797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:41.245388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:41.250283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:41.255517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:41.255631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:44.260677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:44.264567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:44.268074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:44.272074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:44.272164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:47.277048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:47.281117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:47.285181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:47.289004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:47.289098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:50.294702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:50.299236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:50.303856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:50.307780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:50.307875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:53.312337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:53.315840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:53.319240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:53.322714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:53.322788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:56.326822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:56.330811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:56.334543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:56.337964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:56.338039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:08:59.342467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:08:59.346523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:08:59.350372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:08:59.354097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:08:59.354175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:02.359454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:02.364185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:02.369130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:02.373866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:02.373990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:05.378229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:05.382877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:05.387245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:05.391289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:05.391402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:08.396263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:08.404852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:08.409873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:08.413586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:08.413682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:11.419381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:11.424021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:11.428530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:11.432314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:11.432388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:14.436796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:14.441115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:14.445031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:14.449002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:14.449088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:17.454709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:17.459409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:17.463704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:17.468577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:17.468704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:20.473919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:20.477887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:20.481229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:20.485395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:20.485511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:23.490047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:23.494274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:23.498249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:23.502490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:23.502585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:26.507607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:26.513001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:26.519905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:26.524427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:26.524544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:29.528683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:29.532759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:29.536924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:29.542205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:29.542374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:32.546580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:32.550825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:32.554930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:32.558722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:32.558850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:35.563696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:35.567777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:35.571727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:35.575482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:35.575566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:38.580996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:38.585951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:38.590947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:38.595765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:38.595880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:41.600303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:41.604273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:41.608149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:41.611863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:41.611949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:44.615970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:44.619528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:44.622921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:44.626267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:44.626342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:47.631115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:47.635852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:47.640702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:47.644782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:47.644880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:50.649507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:50.654606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:50.658960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:50.662755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:50.662842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:53.667375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:53.671396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:53.675006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:53.678391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:53.678466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:56.682390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:56.685941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:56.689713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:56.693559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:56.693672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:09:59.698358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:09:59.702197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:09:59.706123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:09:59.710453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:09:59.710542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:02.716118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:02.719783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:02.723564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:02.727899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:02.728012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:05.732790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:05.736707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:05.740400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:05.743633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:05.743728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:08.748302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:08.752920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:08.757829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:08.762367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:08.762470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:11.767020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:11.771074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:11.775874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:11.779997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:11.780102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:14.785037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:14.789154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:14.793005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:14.796860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:14.796976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:17.802200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:17.806256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:17.810421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:17.814740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:17.814819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:20.824197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:20.828706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:20.833230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:20.837730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:20.837849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:23.843513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:23.849214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:23.854872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:23.861131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:23.861303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:26.865164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:26.869873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:26.874713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:26.878454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:26.878528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:29.883682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:29.888423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:29.893214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:29.897862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:29.897974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:32.902467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:32.906019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:32.909302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:32.912505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:32.912583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:35.917285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:35.920841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:35.924628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:35.928543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:35.928624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:38.932885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:38.936442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:38.940113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:38.943617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:38.943706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:41.948469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:41.953404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:41.957958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:41.961807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:41.961902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:44.967132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:44.971320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:44.975724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:44.979398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:44.979499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:47.983919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:47.988081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:47.992760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:47.997604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:47.997722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:51.002691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:51.007043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:51.010996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:51.014733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:51.014838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:54.019975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:54.023723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:54.027274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:54.030805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:54.030882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:10:57.035881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:10:57.040252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:10:57.043950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:10:57.050957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:10:57.051068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:00.055186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:00.058932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:00.062637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:00.066268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:00.066350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:03.070404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:03.074589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:03.078587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:03.082266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:03.082356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:06.086696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:06.090420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:06.094074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:06.097697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:06.097804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:09.102833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:09.107395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:09.113612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:09.118338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:09.118470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:12.154757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:12.159947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:12.165755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:12.171297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:12.171476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:15.175823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:15.179898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:15.183590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:15.190571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:15.190705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:18.194596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:18.198137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:18.201721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:18.205234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:18.205307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:21.209994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:21.214322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:21.218495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:21.222345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:21.222427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:24.227843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:24.231541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:24.235149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:24.238799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:24.238876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:27.243313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:27.247042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:27.250971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:27.254596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:27.254694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:30.259746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:30.263296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:30.266674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:30.270531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:30.270698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:33.275317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:33.278960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:33.282376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:33.285778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:33.285852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:36.290831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:36.294496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:36.298025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:36.301930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:36.302016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:39.307257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:39.312539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:39.317762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:39.321459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:39.321540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:42.325553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:42.329283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:42.332630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:42.335942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:42.336016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:45.340509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:45.344558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:45.348666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:45.353206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:45.353303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:48.358482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:48.362514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:48.366332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:48.370086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:48.370176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:51.374291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:51.378385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:51.381863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:51.385285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:51.385365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:54.390025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:54.395847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:54.400419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:54.404690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:54.404877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:11:57.410186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:11:57.413752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:11:57.417350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:11:57.421118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:11:57.421215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:00.426195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:00.431050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:00.435395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:00.440009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:00.440124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:03.447246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:03.453702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:03.459333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:03.464549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:03.464688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:06.470503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:06.476202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:06.481802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:06.486735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:06.486845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:09.491091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:09.495246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:09.499200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:09.502637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:09.502750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:12.507483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:12.512115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:12.516586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:12.520845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:12.520960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:15.525742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:15.530196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:15.534560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:15.538233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:15.538334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:18.542863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:18.546680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:18.550194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:18.553575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:18.553676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:21.559078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:21.563347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:21.566865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:21.570934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:21.571051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:24.576943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:24.583658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:24.587954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:24.591993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:24.592109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:27.597151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:27.601072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:27.604829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:27.608357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:27.608437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:30.613856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:30.617704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:30.621466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:30.625233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:30.625325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:33.630359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:33.634849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:33.638741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:33.643419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:33.643529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:36.649549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:36.654340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:36.658759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:36.662857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:36.662966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:39.667552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:39.671223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:39.676790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:39.681172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:39.681281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:42.686791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:42.692214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:42.697972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:42.703748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:42.704162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:45.709202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:45.713552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:45.717685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:45.721564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:45.721680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:48.727570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:48.732589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:48.737543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:48.741922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:48.742027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:51.746156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:51.750157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:51.753571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:51.757360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:51.757438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:54.763213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:54.767336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:54.773377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:54.777273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:54.777372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:12:57.782673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:12:57.786276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:12:57.789782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:12:57.793297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:12:57.793370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:00.798267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:00.802789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:00.806463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:00.810293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:00.810368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:03.815485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:03.819914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:03.823851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:03.827558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:03.827704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:06.835110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:06.840528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:06.845112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:06.849657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:06.849773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:09.854674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:09.858141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:09.861867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:09.865460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:09.865539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:12.871000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:12.875726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:12.879080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:12.883004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:12.883097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:15.887358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:15.925503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:15.930693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:15.934409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:15.934492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:18.938735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:18.942525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:18.945999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:18.949443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:18.949520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:21.954925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:21.960743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:21.965408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:21.969923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:21.970029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:24.974180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:24.977746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:24.981315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:24.984933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:24.985010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:27.990218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:27.994877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:27.999856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:28.004817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:28.005065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:31.009480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:31.012990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:31.020784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:31.024989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:31.025099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:34.029429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:34.032911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:34.036323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:34.039750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:34.039829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:37.045631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:37.049939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:37.053713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:37.057672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:37.057774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:40.062853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:40.067278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:40.071922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:40.077103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:40.077280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:43.081965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:43.085733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:43.089772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:43.093515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:43.093597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:46.098266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:46.101705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:46.105527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:46.109906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:46.110005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:49.115246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:49.119544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:49.123518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:49.127146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:49.127235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:52.132008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:52.135616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:52.139515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:52.143565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:52.143746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:55.148514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:55.152689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:55.157055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:55.161506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:55.161608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:13:58.167501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:13:58.171488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:13:58.175163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:13:58.179510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:13:58.179729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:01.186288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:01.190543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:01.194168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:01.197926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:01.198401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:04.203460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:04.208044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:04.212490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:04.217509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:04.217665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:07.222568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:07.227089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:07.231100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:07.234784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:07.234861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:10.240099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:10.244449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:10.248758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:10.253034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:10.253132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:13.258840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:13.263469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:13.268601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:13.273203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:13.273291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:16.278136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:16.282445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:16.285943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:16.289398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:16.289481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:19.294055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:19.298056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:19.301955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:19.306269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:19.306351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:22.311119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:22.314616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:22.317898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:22.321182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:22.321261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:25.326010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:25.330038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:25.334763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:25.338776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:25.338866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:28.345193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:28.350261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:28.354758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:28.358970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:28.359067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:31.364516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:31.372114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:31.376306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:31.379837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:31.379916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:34.383935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:34.388390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:34.393190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:34.396999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:34.397122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:37.401798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:37.405617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:37.409505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:37.413352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:37.413456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:40.418557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:40.423175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:40.427561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:40.432000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:40.432107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:43.440682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:43.448142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:43.456367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:43.463073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:43.463257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:46.469038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:46.473073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:46.477098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:46.481218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:46.481326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:49.486004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:49.489333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:49.492706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:49.496036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:49.496118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:52.501209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:52.505396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:52.509712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:52.514211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:52.514316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:55.519270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:55.524216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:55.528787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:55.532610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:55.532738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:14:58.537083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:14:58.541101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:14:58.545179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:14:58.552119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:14:58.552257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:01.558607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:01.565269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:01.572424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:01.581477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:01.581876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:04.586895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:04.591444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:04.595577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:04.599482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:04.599628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:07.605785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:07.609898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:07.613754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:07.617857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:07.617987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:10.621862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:10.625743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:10.629688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:10.633695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:10.633802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:13.639687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:13.644572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:13.649215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:13.654219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:13.654361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:16.659404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:16.664079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:16.668055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:16.671885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:16.671982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:19.676754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:19.680968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:19.684958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:19.689161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:19.689255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:22.694337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:22.699212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:22.702927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:22.706981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:22.707109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:25.713177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:25.717762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:25.721510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:25.725389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:25.725483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:28.729497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:28.733334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:28.736796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:28.740225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:28.740299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:31.746262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:31.751440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:31.756483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:31.761325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:31.761435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:34.766109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:34.769804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:34.773331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:34.776868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:34.776944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:37.782224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:37.786098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:37.789636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:37.793429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:37.793519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:40.799016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:40.803942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:40.808515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:40.814226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:40.814346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:43.820228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:43.826183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:43.832044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:43.837846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:43.837991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:46.843968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:46.848611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:46.852826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:46.856788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:46.856880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:49.864244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:49.871138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:49.876547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:49.882630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:49.882865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:52.889484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:52.895884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:52.901440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:52.905958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:52.906065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:55.910958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:55.914821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:55.919059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:55.922911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:55.922992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:15:58.928761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:15:58.933779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:15:58.938586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:15:58.942986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:15:58.943097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:01.951002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:01.956849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:01.964441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:01.972461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:01.972882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:04.978488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:04.983074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:04.987117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:04.994991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:04.995161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:08.000609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:08.005613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:08.010078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:08.014443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:08.014553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:11.021300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:11.026356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:11.030349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:11.033866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:11.033943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:14.039115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:14.044032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:14.049011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:14.053921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:14.054283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:17.058800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:17.062745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:17.066667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:17.071597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:17.071767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:20.077014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:20.082182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:20.087619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:20.093240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:20.093371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:23.100302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:23.105797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:23.111792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:23.117970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:23.118133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:26.122733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:26.126273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:26.130069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:26.133950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:26.134048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:29.141271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:29.145974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:29.150255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:29.155497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:29.155721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:32.161117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:32.165218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:32.171167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:32.176172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:32.176288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:35.181353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:35.185267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:35.189672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:35.193748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:35.194137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:38.199306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:38.202854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:38.206185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:38.209945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:38.210027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:41.214751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:41.218775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:41.223057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:41.226796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:41.226897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:44.231197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:44.235517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:44.239572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:44.243454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:44.243543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:47.248215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:47.251726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:47.256844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:47.261816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:47.261919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:50.267209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:50.270979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:50.274304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:50.277737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:50.277813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:53.282971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:53.286433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:53.289707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:53.293036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:53.293135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:56.297841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:56.301945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:56.305955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:56.310042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:56.310151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:16:59.315432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:16:59.319347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:16:59.323449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:16:59.327471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:16:59.327634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:02.333048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:02.338135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:02.344059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:02.353717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:02.353852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:05.359801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:05.365615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:05.369976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:05.373972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:05.374081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:08.379005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:08.383231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:08.387102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:08.390691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:08.390781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:11.395146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:11.399262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:11.403114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:11.407935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:11.408066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:14.412912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:14.416808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:14.420874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:14.424347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:14.424430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:17.429091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:17.433562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:17.437904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:17.441887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:17.441981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:20.449285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:20.453855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:20.459824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:20.467614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:20.467799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:23.473042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:23.477947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:23.482947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:23.488684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:23.488816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:26.493232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:26.497175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:26.500810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:26.504761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:26.504868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:29.510381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:29.515624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:29.520255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:29.524507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:29.524616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:32.529345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:32.533454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:32.537174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:32.540557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:32.540669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:35.546824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:35.555064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:35.560178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:35.564930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:35.565047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:38.569231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:38.573003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:38.576542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:38.580186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:38.580297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:41.584953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:41.588910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:41.592866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:41.596570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:41.596674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:44.601513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:44.605698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:44.609343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:44.613348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:44.613451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:47.619394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:47.624676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:47.629414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:47.633884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:47.633999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:50.639894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:50.645031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:50.650986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:50.655422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:50.655591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:53.659978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:53.664066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:53.668491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:53.672269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:53.672345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:56.678973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:56.684823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:56.689257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:56.692923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:56.692997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:17:59.697120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:17:59.701731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:17:59.705446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:17:59.709188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:17:59.709272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:02.713882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:02.717600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:02.721433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:02.724883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:02.724956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:05.730975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:05.736443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:05.742024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:05.746419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:05.746537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:08.750548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:08.754377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:08.758531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:08.762003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:08.762074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:11.766060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:11.769685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:11.773016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:11.776902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:11.777196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:14.781260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:14.784977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:14.788407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:14.791803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:14.791876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:17.799162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:17.805241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:17.810761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:17.817777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:17.817963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:20.822288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:20.826445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:20.830784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:20.834610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:20.834738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:23.839890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:23.844460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:23.849075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:23.853876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:23.853992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:26.858815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:26.863475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:26.867681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:26.871834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:26.871943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:29.876907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:29.880682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:29.884462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:29.888334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:29.888446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:32.892974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:32.896620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:32.900202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:32.903592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:32.903696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:35.908592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:35.912385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:35.916095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:35.919370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:35.919452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:38.924473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:38.928953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:38.933244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:38.937599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:38.937735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:41.942559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:41.946297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:41.950173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:41.954339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:41.954451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:44.959357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:44.962911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:44.966200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:44.969914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:44.969992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:47.975221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:47.980308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:47.984892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:47.990358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:47.990480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:50.996900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:51.002076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:51.007516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:51.013421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:51.013529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:54.017942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:54.021366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:54.024568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:54.028147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:54.028220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:18:57.033772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:18:57.038062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:18:57.042434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:18:57.047150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:18:57.047280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:00.051749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:00.056698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:00.060677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:00.066013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:00.066133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:03.070999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:03.074937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:03.079178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:03.083105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:03.083195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:06.087723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:06.092912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:06.097276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:06.101367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:06.101475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:09.106206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:09.112161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:09.116519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:09.122106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:09.122374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:12.128098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:12.131798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:12.135277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:12.138943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:12.139035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:15.144265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:15.148702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:15.152513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:15.156340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:15.156529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:18.161875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:18.165962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:18.169578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:18.173162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:18.173348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:21.179115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:21.185040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:21.190377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:21.195473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:21.195576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:24.199586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:24.203317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:24.206961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:24.210571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:24.210668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:27.215264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:27.219162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:27.223279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:27.227023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:27.227123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:30.231858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:30.236485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:30.241045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:30.245179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:30.245288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:33.249841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:33.253218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:33.256843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:33.260930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:33.261032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:36.267619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:36.271783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:36.276117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:36.280216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:36.280337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:39.285297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:39.289409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:39.293390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:39.298171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:39.298263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:42.303387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:42.308235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:42.313260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:42.317786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:42.318011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:45.324304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:45.328439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:45.332502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:45.336584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:45.336860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:48.341882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:48.345582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:48.349420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:48.353017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:48.353113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:51.357838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:51.361892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:51.365723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:51.370381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:51.370477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:54.375447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:54.379790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:54.384366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:54.388547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:54.388699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:19:57.395829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:19:57.402734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:19:57.409187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:19:57.414960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:19:57.415136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:00.419881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:00.424248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:00.428628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:00.432961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:00.433046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:03.437782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:03.442400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:03.446284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:03.449980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:03.450072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:06.453938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:06.461184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:06.466097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:06.470566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:06.470678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:09.477146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:09.481663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:09.485576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:09.489341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:09.489476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:12.495063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:12.500143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:12.505343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:12.511343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:12.511532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:15.517476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:15.522718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:15.527997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:15.533785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:15.533879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:18.538477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:18.542550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:18.547402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:18.551291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:18.551390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:21.555387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:21.559297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:21.563199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:21.566926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:21.567020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:24.571854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:24.576173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:24.579970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:24.583417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:24.583501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:27.590275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:27.596862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:27.601597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:27.605101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:27.605190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:30.609576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:30.614036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:30.617603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:30.621151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:30.621254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:33.625425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:33.629328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:33.633294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:33.637278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:33.637375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:36.642965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:36.648338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:36.653329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:36.657524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:36.657619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:39.662766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:39.667288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:39.672199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:39.676945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:39.677040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:42.681660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:42.686173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:42.690618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:42.694775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:42.694880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:45.700446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:45.705240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:45.711339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:45.715137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:45.715233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:48.720128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:48.723619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:48.727364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:48.731251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:48.731337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:51.735239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:51.738815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:51.742537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:51.746201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:51.746280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:54.751473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:54.756251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:54.761035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:54.765288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:54.765401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:20:57.771303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:20:57.775470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:20:57.779841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:20:57.785085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:20:57.785224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:00.793739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:00.798974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:00.803326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:00.807166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:00.807339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:03.812320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:03.817225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:03.822627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:03.826805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:03.826927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:06.831327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:06.835112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:06.839415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:06.842919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:06.843014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:09.847363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:09.851123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:09.854568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:09.858245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:09.858399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:12.862736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:12.866766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:12.870687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:12.874405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:12.874494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:15.879190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:15.882709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:15.886322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:15.889754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:15.889834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:18.894754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:18.898396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:18.901950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:18.905781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:18.905884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:21.910902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:21.914695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:21.918266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:21.921802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:21.921885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:24.926621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:24.930359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:24.934277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:24.938105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:24.938203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:27.942912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:27.946667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:27.951479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:27.956514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:27.956600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:30.961921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:30.966525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:30.970752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:30.975448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:30.975572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:33.981505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:33.986388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:33.991222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:33.995580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:33.995732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:37.000811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:37.005312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:37.013469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:37.017932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:37.018065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:40.023417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:40.028570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:40.032929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:40.037311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:40.037430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:43.042420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:43.046608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:43.050230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:43.053473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:43.053545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:46.058523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:46.062704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:46.066425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:46.069997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:46.070172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:49.076108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:49.082799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:49.088175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:49.094491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:49.094592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:52.099987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:52.105042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:52.110019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:52.114734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:52.114844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:55.120019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:55.126102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:55.130736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:55.135860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:55.135980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:21:58.140592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:21:58.144955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:21:58.151341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:21:58.155423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:21:58.155518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:01.160185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:01.164309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:01.168302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:01.171839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:01.171929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:04.177378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:04.182129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:04.186454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:04.192564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:04.192712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:07.198374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:07.203635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:07.207453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:07.211756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:07.212083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:10.216496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:10.220089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:10.223884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:10.227326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:10.227409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:13.232990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:13.236961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:13.241070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:13.245033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:13.245128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:16.250270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:16.253790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:16.257047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:16.260726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:16.260796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:19.265317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:19.268733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:19.272008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:19.275283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:19.275353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:22.280274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:22.284287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:22.288787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:22.292785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:22.292858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:25.297776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:25.301401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:25.305787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:25.309847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:25.309928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:28.314183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:28.317690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:28.321081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:28.324460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:28.324540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:31.329261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:31.333958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:31.338687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:31.343434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:31.343540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:34.348939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:34.352897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:34.356196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:34.360087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:34.360348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:37.365050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:37.369151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:37.373033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:37.377406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:37.377516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:40.382333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:40.386152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:40.390093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:40.394289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:40.394392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:43.399129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:43.403231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:43.407899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:43.411892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:43.412122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:46.417521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:46.421237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:46.424857] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:46.428409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:46.428488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:49.433808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:49.437498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:49.441191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:49.445518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:49.445668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:52.450424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:52.454433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:52.458587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:52.462365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:52.462457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:55.466570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:55.470518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:55.474310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:55.478216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:55.478299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:22:58.483091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:22:58.487636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:22:58.491428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:22:58.495580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:22:58.495704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:01.501341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:01.505460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:01.510509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:01.514696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:01.514787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:04.520167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:04.524902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:04.529561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:04.534018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:04.534119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:07.538872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:07.542713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:07.547492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:07.551724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:07.551811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:10.556547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:10.560842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:10.566391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:10.571374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:10.571675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:13.576744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:13.580330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:13.585368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:13.590367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:13.590477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:16.596057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:16.633096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:16.637226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:16.641095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:16.641181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:19.646021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:19.651047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:19.656023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:19.660577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:19.660723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:22.665670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:22.671560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:22.675576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:22.679717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:22.679820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:25.684607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:25.688965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:25.692889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:25.696481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:25.696560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:28.701027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:28.704750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:28.708636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:28.713311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:28.713394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:31.718115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:31.722230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:31.727156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:31.731831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:31.731941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:34.736862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:34.740950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:34.745213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:34.749196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:34.749311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:37.754182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:37.759289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:37.765378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:37.770608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:37.770742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:40.775744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:40.779769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:40.783347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:40.786820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:40.786895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:43.791400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:43.794839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:43.798817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:43.803065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:43.803215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:46.807602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:46.810981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:46.814260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:46.817558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:46.817633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:49.823364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:49.828230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:49.833520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:49.838797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:49.838955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:52.843491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:52.847146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:52.851548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:52.855388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:52.855464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:55.861122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:55.865565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:55.869991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:55.874506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:55.874633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:23:58.881033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:23:58.886484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:23:58.891360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:23:58.896409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:23:58.896579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:01.901230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:01.905106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:01.908812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:01.912495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:01.912576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:04.918462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:04.923526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:04.927549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:04.931284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:04.931381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:07.937098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:07.941989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:07.947450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:07.952967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:07.953083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:10.959613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:10.965251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:10.971160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:10.976156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:10.976362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:13.981206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:13.985417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:13.988923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:13.992438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:13.992516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:16.996583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:17.000054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:17.003783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:17.007886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:17.007978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:20.011940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:20.015707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:20.020092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:20.023701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:20.023787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:23.028335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:23.031811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:23.035844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:23.040195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:23.040289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:26.045435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:26.050071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:26.054459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:26.058754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:26.058878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:29.063563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:29.068016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:29.072624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:29.077473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:29.077616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:32.082508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:32.086731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:32.090872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:32.094872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:32.094997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:35.100261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:35.104452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:35.108963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:35.114562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:35.114701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:38.119578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:38.123812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:38.127878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:38.131899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:38.132006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:41.137430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:41.141594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:41.145546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:41.149704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:41.149797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:44.156185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:44.162097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:44.167685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:44.173455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:44.173587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:47.178266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:47.182287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:47.185822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:47.190139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:47.190246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:50.196196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:50.201563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:50.206991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:50.212639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:50.212803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:53.216876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:53.223517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:53.227894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:53.231241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:53.231339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:56.236813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:56.241258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:56.245196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:56.249884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:56.249999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:24:59.254620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:24:59.258806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:24:59.262962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:24:59.266856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:24:59.266996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:02.271940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:02.275849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:02.279528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:02.284154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:02.284327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:05.289140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:05.293037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:05.296697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:05.300311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:05.300407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:08.304550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:08.308562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:08.312568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:08.316524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:08.316628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:11.321620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:11.325657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:11.331114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:11.334742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:11.334824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:14.339172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:14.342933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:14.347767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:14.352822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:14.352929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:17.358500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:17.362507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:17.365981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:17.369508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:17.369593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:20.374176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:20.378333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:20.382216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:20.385949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:20.386073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:23.391537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:23.396175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:23.399713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:23.403226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:23.403316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:26.408292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:26.412214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:26.416053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:26.420697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:26.420824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:29.426417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:29.430676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:29.434707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:29.438435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:29.438527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:32.443290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:32.447335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:32.453383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:32.457354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:32.457464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:35.462116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:35.465415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:35.468925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:35.472295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:35.472372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:38.477225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:38.481600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:38.485890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:38.490148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:38.490243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:41.495098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:41.500239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:41.504756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:41.508479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:41.508560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:44.515060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:44.523018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:44.527512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:44.532212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:44.532348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:47.536534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:47.540323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:47.543584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:47.547232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:47.547335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:50.551499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:50.555713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:50.559431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:50.563102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:50.563228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:53.569488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:53.573430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:53.577186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:53.580686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:53.580772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:56.586897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:56.592203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:56.596688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:56.600853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:56.600979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:25:59.604986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:25:59.608818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:25:59.612928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:25:59.616344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:25:59.616425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:02.621176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:02.625079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:02.628679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:02.632286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:02.632364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:05.637460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:05.642372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:05.646845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:05.651211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:05.651313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:08.655986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:08.660297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:08.664171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:08.668213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:08.668318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:11.673235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:11.677631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:11.681500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:11.686113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:11.686234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:14.691994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:14.695541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:14.698992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:14.703622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:14.703722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:17.709197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:17.714333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:17.720484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:17.725440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:17.725527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:20.731266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:20.736944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:20.742213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:20.746278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:20.746359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:23.753863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:23.761753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:23.769560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:23.774964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:23.775106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:26.779192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:26.782718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:26.786106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:26.789669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:26.789744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:29.795045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:29.798799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:29.802628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:29.807012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:29.807147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:32.811169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:32.814984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:32.819215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:32.822778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:32.822871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:35.826773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:35.830761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:35.834742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:35.838942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:35.839043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:38.844279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:38.848461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:38.852710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:38.856659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:38.856780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:41.863533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:41.868254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:41.872810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:41.877453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:41.877581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:44.882529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:44.886460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:44.890077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:44.893355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:44.893431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:47.898155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:47.902237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:47.906269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:47.910072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:47.910175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:50.915671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:50.921257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:50.926779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:50.931239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:50.931363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:53.936092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:53.941567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:53.946166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:53.950600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:53.950746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:56.955689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:56.960124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:56.964226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:56.971955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:56.972085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:26:59.978629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:26:59.983281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:26:59.987195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:26:59.991402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:26:59.991490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:02.996921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:03.001710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:03.006344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:03.011323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:03.011764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:06.016925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:06.021455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:06.025776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:06.029742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:06.029844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:09.036465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:09.042164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:09.047277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:09.052279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:09.052407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:12.057866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:12.062487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:12.066921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:12.071286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:12.071442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:15.076087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:15.080222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:15.084272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:15.088552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:15.088668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:18.093674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:18.097349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:18.103354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:18.109513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:18.109683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:21.114035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:21.117543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:21.120907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:21.124168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:21.124244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:24.128196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:24.131742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:24.135260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:24.138903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:24.138981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:27.143802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:27.147982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:27.151597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:27.155375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:27.155474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:30.159874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:30.164810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:30.168874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:30.172576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:30.172684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:33.177299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:33.181024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:33.184585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:33.188031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:33.188107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:36.192845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:36.196633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:36.200753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:36.204335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:36.204427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:39.209283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:39.213465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:39.217836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:39.222075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:39.222191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:42.227694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:42.233047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:42.238549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:42.243938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:42.244056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:45.249517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:45.254739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:45.259249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:45.262930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:45.263012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:48.268001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:48.272882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:48.277668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:48.282399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:48.282506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:51.287114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:51.290808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:51.294331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:51.298034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:51.298136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:54.303950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:54.307874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:54.311982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:54.315665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:54.315749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:27:57.321819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:27:57.325608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:27:57.330853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:27:57.335030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:27:57.335112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:00.340190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:00.344358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:00.348591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:00.353474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:00.353610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:03.357392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:03.361008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:03.364697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:03.368590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:03.368685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:06.373656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:06.377818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:06.382038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:06.386507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:06.386672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:09.392354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:09.396215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:09.400012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:09.403850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:09.403958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:12.409158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:12.413599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:12.417907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:12.422046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:12.422150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:15.428282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:15.432594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:15.436344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:15.440036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:15.440121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:18.447877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:18.453435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:18.458751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:18.463994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:18.464155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:21.469248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:21.473251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:21.476892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:21.480468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:21.480547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:24.485908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:24.491174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:24.495517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:24.499682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:24.499809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:27.506017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:27.510271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:27.515263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:27.520686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:27.520820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:30.526551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:30.531366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:30.535604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:30.540512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:30.540753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:33.547100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:33.551967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:33.556704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:33.561173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:33.561469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:36.566501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:36.570233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:36.573555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:36.577523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:36.577592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:39.582299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:39.585782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:39.590165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:39.594569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:39.594743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:42.599581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:42.605266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:42.610475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:42.615152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:42.615301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:45.621995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:45.627829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:45.633692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:45.640432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:45.640599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:48.644981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:48.652061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:48.655625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:48.659324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:48.659397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:51.663940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:51.667701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:51.671457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:51.675724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:51.675836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:54.681314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:54.685194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:54.689505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:54.693383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:54.693463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:28:57.698345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:28:57.703011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:28:57.707968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:28:57.712327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:28:57.712437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:00.717709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:00.722575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:00.726600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:00.731427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:00.731733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:03.737101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:03.741602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:03.746047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:03.750395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:03.750487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:06.754847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:06.758365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:06.762361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:06.766224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:06.766333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:09.771928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:09.775622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:09.779505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:09.783085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:09.783170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:12.789511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:12.793964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:12.797447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:12.801324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:12.801396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:15.805628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:15.809136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:15.812663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:15.816297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:15.816382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:18.821341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:18.825342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:18.829509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:18.833363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:18.833460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:21.839011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:21.845147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:21.851243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:21.855736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:21.855822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:24.860273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:24.864238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:24.868340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:24.872217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:24.872325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:27.876572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:27.880537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:27.884371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:27.888224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:27.888315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:30.893271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:30.897101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:30.900597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:30.904272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:30.904346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:33.909538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:33.913502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:33.917336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:33.920904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:33.920985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:36.926898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:36.932300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:36.936397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:36.940226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:36.940311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:39.945188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:39.949352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:39.953914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:39.958762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:39.958883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:42.966269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:42.971342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:42.976812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:42.981131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:42.981293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:45.986105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:45.989748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:45.993224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:45.996706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:45.996799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:49.002174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:49.006360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:49.010535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:49.015018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:49.015134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:52.020347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:52.024707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:52.028869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:52.032952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:52.033036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:55.038424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:55.044157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:55.049112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:55.054636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:55.054783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:29:58.062722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:29:58.072767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:29:58.079253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:29:58.085924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:29:58.086065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:01.092073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:01.097515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:01.101962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:01.106119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:01.106264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:04.110878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:04.114786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:04.118762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:04.122277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:04.122365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:07.126446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:07.131107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:07.134772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:07.138358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:07.138427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:10.146349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:10.151669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:10.156064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:10.160716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:10.160826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:13.165512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:13.169374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:13.173149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:13.176959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:13.177074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:16.182092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:16.187418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:16.192405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:16.196878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:16.197006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:19.203630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:19.208634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:19.212036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:19.216250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:19.216339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:22.221210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:22.226508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:22.231715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:22.237461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:22.237628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:25.242369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:25.246915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:25.250789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:25.254280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:25.254352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:28.258211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:28.262160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:28.266061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:28.269791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:28.269880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:31.274790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:31.278452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:31.281909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:31.285102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:31.285174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:34.290621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:34.295059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:34.299005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:34.303080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:34.303229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:37.307724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:37.311721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:37.315717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:37.319685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:37.319787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:40.324899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:40.328984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:40.332810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:40.336671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:40.336762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:43.341014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:43.345939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:43.350205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:43.354746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:43.354859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:46.361598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:46.365956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:46.370375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:46.374099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:46.374192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:49.378686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:49.382382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:49.386337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:49.390059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:49.390132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:52.395059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:52.399029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:52.402528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:52.405856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:52.405928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:55.411131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:55.415909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:55.421017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:55.424710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:55.424797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:30:58.430262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:30:58.434349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:30:58.438247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:30:58.441996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:30:58.442068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:01.445970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:01.449784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:01.453598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:01.457494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:01.457574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:04.462421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:04.467030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:04.472015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:04.476139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:04.476294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:07.481356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:07.486464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:07.491383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:07.495495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:07.495596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:10.502011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:10.505731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:10.509439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:10.513055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:10.513280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:13.518922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:13.523931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:13.529002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:13.532978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:13.533065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:16.538703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:16.543728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:16.548889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:16.552825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:16.552900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:19.558406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:19.562779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:19.567852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:19.572821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:19.572991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:22.577660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:22.581303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:22.584785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:22.588313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:22.588396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:25.593031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:25.596964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:25.601145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:25.604827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:25.604921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:28.609256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:28.612996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:28.617077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:28.621534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:28.621656] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:31.626238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:31.630119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:31.633988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:31.637965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:31.638062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:34.642996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:34.646822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:34.652340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:34.656456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:34.656565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:37.661091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:37.665477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:37.669675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:37.674216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:37.674353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:40.678707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:40.682098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:40.685302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:40.688698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:40.688776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:43.694366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:43.698558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:43.704366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:43.708484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:43.708576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:46.713143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:46.717294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:46.720613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:46.724169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:46.724239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:49.728959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:49.733586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:49.737849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:49.741330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:49.741402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:52.747570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:52.752562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:52.758120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:52.763784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:52.763915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:55.768444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:55.772694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:55.777149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:55.781203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:55.781319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:31:58.788249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:31:58.793690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:31:58.798535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:31:58.803600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:31:58.803758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:01.812350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:01.819495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:01.825899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:01.830866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:01.831008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:04.834871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:04.838664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:04.842436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:04.845851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:04.845923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:07.850600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:07.854830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:07.858828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:07.862605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:07.862729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:10.867216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:10.871393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:10.875796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:10.880038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:10.880166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:13.885316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:13.889344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:13.893199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:13.898523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:13.898636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:16.903278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:16.907532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:16.911932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:16.916469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:16.916585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:19.921258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:19.925276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:19.929258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:19.933160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:19.933269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:22.938766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:22.942933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:22.950986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:22.955855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:22.955978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:25.962144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:25.966547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:25.970578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:25.974199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:25.974273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:28.978337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:28.982274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:28.986454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:28.990066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:28.990157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:31.996095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:32.001783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:32.007433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:32.012444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:32.012573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:35.017569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:35.024424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:35.028906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:35.032886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:35.032989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:38.036856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:38.040361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:38.043860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:38.047550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:38.047678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:41.051544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:41.055161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:41.058784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:41.062486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:41.062583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:44.068592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:44.072960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:44.076871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:44.080915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:44.081000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:47.085040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:47.088781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:47.092093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:47.095311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:47.095383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:50.100490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:50.105968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:50.110773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:50.115020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:50.115138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:53.119789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:53.126173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:53.131573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:53.136396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:53.136561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:56.142417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:56.146847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:56.150867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:56.154413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:56.154497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:32:59.158637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:32:59.162793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:32:59.167165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:32:59.171669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:32:59.171770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:02.177148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:02.181331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:02.185277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:02.189991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:02.190141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:05.195976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:05.201011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:05.206159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:05.211463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:05.211751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:08.217342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:08.223009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:08.226608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:08.230395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:08.230631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:11.235962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:11.239746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:11.243610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:11.247265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:11.247350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:14.252182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:14.256967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:14.262243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:14.267839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:14.267985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:17.274214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:17.278942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:17.285368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:17.290870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:17.290989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:20.295294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:20.300125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:20.304913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:20.309942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:20.310062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:23.315274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:23.321548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:23.327503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:23.333116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:23.333283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:26.337687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:26.341310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:26.344781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:26.348300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:26.348395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:29.354252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:29.358193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:29.361783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:29.365328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:29.365400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:32.369496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:32.373664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:32.379872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:32.384346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:32.384615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:35.389334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:35.392937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:35.396396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:35.399953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:35.400031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:38.404922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:38.409827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:38.415031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:38.420163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:38.420296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:41.425287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:41.430404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:41.434931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:41.438444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:41.438528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:44.443440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:44.448314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:44.453073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:44.457326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:44.457423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:47.462109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:47.466412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:47.471064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:47.474671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:47.474743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:50.479089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:50.483062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:50.487189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:50.491453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:50.491560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:53.495736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:53.500809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:53.506929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:53.510991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:53.511099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:56.517114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:56.522721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:56.527977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:56.532691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:56.532796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:33:59.537354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:33:59.541146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:33:59.544800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:33:59.551570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:33:59.551694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:02.556771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:02.561514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:02.566912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:02.571256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:02.571385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:05.575551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:05.580537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:05.585322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:05.588830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:05.588906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:08.595214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:08.600100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:08.604095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:08.608573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:08.608731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:11.615398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:11.619089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:11.622663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:11.626150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:11.626244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:14.631153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:14.635702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:14.639755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:14.643749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:14.643841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:17.648332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:17.652126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:17.655396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:17.659122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:17.659193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:20.663905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:20.668471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:20.672954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:20.677127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:20.677223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:23.684217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:23.689679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:23.694543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:23.699794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:23.699904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:26.705425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:26.711491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:26.717445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:26.723933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:26.724069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:29.728550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:29.732217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:29.735894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:29.739375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:29.739450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:32.744071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:32.748176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:32.752299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:32.756014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:32.756106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:35.760926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:35.764889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:35.768953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:35.772383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:35.772463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:38.777635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:38.781588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:38.784993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:38.788455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:38.788528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:41.794728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:41.799193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:41.803284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:41.807439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:41.807664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:44.812236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:44.815837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:44.819317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:44.822885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:44.822970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:47.828989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:47.833378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:47.837095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:47.841272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:47.841447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:50.846407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:50.850012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:50.853465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:50.856937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:50.857007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:53.863237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:53.867422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:53.871005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:53.875031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:53.875139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:56.879632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:56.883522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:56.887147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:56.891279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:56.891428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:34:59.895906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:34:59.900006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:34:59.904082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:34:59.907996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:34:59.908102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:02.912167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:02.915916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:02.920840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:02.925793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:02.925895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:05.931435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:05.935794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:05.940095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:05.944547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:05.944671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:08.950414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:08.954859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:08.958962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:08.962958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:08.963065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:11.968066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:11.972400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:11.976685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:11.980917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:11.981205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:14.986028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:14.990697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:14.994972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:14.999212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:14.999325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:18.004409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:18.008541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:18.012494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:18.016534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:18.016626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:21.021763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:21.026136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:21.030808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:21.035094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:21.035206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:24.040483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:24.044371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:24.047988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:24.051943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:24.052046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:27.057944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:27.061451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:27.064799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:27.068106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:27.068182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:30.073145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:30.077937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:30.082437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:30.086175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:30.086269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:33.092444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:33.097166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:33.101703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:33.106215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:33.106356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:36.111928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:36.117128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:36.121462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:36.125429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:36.125544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:39.131967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:39.136326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:39.140910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:39.145638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:39.145785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:42.151903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:42.155976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:42.160540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:42.164971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:42.165082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:45.170744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:45.174445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:45.177880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:45.181722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:45.181825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:48.188002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:48.191833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:48.195667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:48.199695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:48.199789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:51.204275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:51.207613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:51.210829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:51.214104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:51.214180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:54.219418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:54.223272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:54.226698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:54.230462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:54.230629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:35:57.234550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:35:57.237882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:35:57.241084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:35:57.244327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:35:57.244404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:00.249353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:00.253022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:00.256722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:00.260573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:00.260689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:03.266240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:03.270158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:03.273911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:03.278613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:03.278758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:06.284169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:06.288273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:06.292213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:06.295951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:06.296042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:09.302110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:09.308972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:09.314930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:09.320227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:09.320462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:12.328085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:12.334201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:12.339533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:12.344024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:12.344106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:15.349388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:15.353777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:15.357999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:15.362469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:15.362572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:18.368090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:18.372493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:18.376884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:18.381244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:18.381345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:21.387935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:21.392978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:21.397670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:21.402166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:21.402247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:24.407006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:24.411396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:24.415948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:24.420442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:24.420568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:27.425224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:27.429142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:27.433016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:27.436805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:27.436898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:30.441604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:30.445715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:30.449860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:30.453941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:30.454054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:33.459026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:33.462991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:33.466854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:33.470783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:33.470871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:36.476600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:36.481256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:36.484944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:36.488468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:36.488555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:39.493434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:39.496829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:39.500401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:39.504406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:39.504503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:42.510631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:42.514558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:42.518091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:42.521519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:42.521593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:45.527694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:45.532423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:45.537181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:45.541023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:45.541104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:48.545975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:48.549784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:48.553460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:48.556947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:48.557028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:51.562012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:51.567564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:51.571808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:51.576277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:51.576363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:54.580850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:54.584657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:54.587971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:54.591407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:54.591482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:36:57.596580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:36:57.600886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:36:57.605017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:36:57.608917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:36:57.609025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:00.613497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:00.617012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:00.620458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:00.624131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:00.624342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:03.628850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:03.632373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:03.635681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:03.639345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:03.639432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:06.645903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:06.651343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:06.656546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:06.662017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:06.662186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:09.667273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:09.672270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:09.676687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:09.680459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:09.680551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:12.686390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:12.692183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:12.697505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:12.701800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:12.701906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:15.707231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:15.712516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:15.716903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:15.721056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:15.721278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:18.726496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:18.730274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:18.734040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:18.737665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:18.737747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:21.742591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:21.747516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:21.751623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:21.755132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:21.755218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:24.759352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:24.763068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:24.766904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:24.772144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:24.772220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:27.776567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:27.780727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:27.784967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:27.788749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:27.788845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:30.793284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:30.797301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:30.801519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:30.805435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:30.805526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:33.810876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:33.815162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:33.819426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:33.823619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:33.823751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:36.829414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:36.833663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:36.837689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:36.841392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:36.841492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:39.846362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:39.851122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:39.855945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:39.862504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:39.862761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:42.868459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:42.873165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:42.877961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:42.882725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:42.882844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:45.887320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:45.890886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:45.894197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:45.897488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:45.897558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:48.902814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:48.907499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:48.912219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:48.916690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:48.916796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:51.922416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:51.926627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:51.931059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:51.934814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:51.934921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:54.939821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:54.944463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:54.948501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:54.952075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:54.952273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:37:57.959823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:37:57.966168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:37:57.971024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:37:57.975535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:37:57.975631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:00.981362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:00.985899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:00.990487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:00.994839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:00.994917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:03.999483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:04.003113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:04.006530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:04.010304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:04.010383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:07.016018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:07.021089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:07.025556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:07.029544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:07.029668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:10.036621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:10.046786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:10.050875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:10.054549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:10.054630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:13.058558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:13.063362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:13.067322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:13.070738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:13.070815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:16.074994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:16.078960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:16.082869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:16.086435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:16.086534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:19.091712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:19.096224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:19.100991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:19.104804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:19.104904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:22.110985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:22.115529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:22.120214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:22.123729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:22.123825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:25.128146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:25.131754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:25.135114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:25.138487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:25.138557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:28.142777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:28.146422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:28.150270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:28.154155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:28.154233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:31.160134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:31.163863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:31.167366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:31.171238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:31.171345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:34.176000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:34.180768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:34.184912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:34.189427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:34.189537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:37.195844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:37.201125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:37.205499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:37.210065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:37.210166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:40.214169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:40.219379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:40.224155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:40.227936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:40.228017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:43.232723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:43.237818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:43.242774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:43.247954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:43.248071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:46.254015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:46.257994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:46.261629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:46.265150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:46.265229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:49.271017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:49.275519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:49.279678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:49.283426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:49.283507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:52.292148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:52.296504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:52.300505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:52.304817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:52.304947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:55.309992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:55.314714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:55.320151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:55.325833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:55.325964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:38:58.330482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:38:58.333911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:38:58.337187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:38:58.340578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:38:58.340673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:01.346580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:01.351765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:01.357085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:01.363054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:01.363224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:04.367947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:04.371365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:04.374769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:04.378209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:04.378306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:07.383690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:07.388087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:07.392295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:07.396892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:07.397089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:10.402577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:10.406708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:10.410274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:10.413712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:10.413789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:13.418451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:13.422453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:13.426718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:13.430471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:13.430551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:16.436265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:16.441880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:16.446494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:16.450897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:16.451042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:19.456064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:19.460571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:19.464937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:19.468748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:19.468844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:22.474309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:22.479299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:22.483479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:22.487471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:22.487691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:25.493150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:25.498288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:25.502187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:25.506533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:25.506692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:28.511264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:28.514966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:28.518970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:28.523286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:28.523380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:31.528963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:31.534047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:31.538582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:31.542516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:31.542727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:34.548616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:34.553779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:34.558352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:34.563837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:34.564020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:37.570543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:37.575946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:37.580580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:37.584541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:37.584622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:40.589306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:40.593282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:40.597990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:40.601281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:40.601351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:43.605716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:43.609519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:43.612794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:43.616072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:43.616145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:46.620704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:46.625510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:46.630247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:46.634892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:46.634998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:49.640180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:49.645187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:49.650186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:49.655004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:49.655130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:52.660721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:52.666264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:52.670534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:52.676173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:52.676289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:55.681042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:55.684901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:55.688489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:55.692256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:55.692350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:39:58.697021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:39:58.700887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:39:58.704508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:39:58.708111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:39:58.708229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:01.714682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:01.720410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:01.725373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:01.729982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:01.730151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:04.736068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:04.740040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:04.743578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:04.747231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:04.747336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:07.752240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:07.755750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:07.759753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:07.763463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:07.763553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:10.767599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:10.771487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:10.776491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:10.781425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:10.781551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:13.786185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:13.790274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:13.794004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:13.797699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:13.797819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:16.802811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:16.807605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:16.812148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:16.816533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:16.816682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:19.821475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:19.825863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:19.829479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:19.832809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:19.832880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:22.837458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:22.841596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:22.846065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:22.850198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:22.850298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:25.855920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:25.860168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:25.863927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:25.867725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:25.867806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:28.872575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:28.876473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:28.880194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:28.883886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:28.883985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:31.890217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:31.893951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:31.898274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:31.902340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:31.902434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:34.907380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:34.911699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:34.915559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:34.919270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:34.919385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:37.924240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:37.928095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:37.931792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:37.935591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:37.935720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:40.941314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:40.946934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:40.952865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:40.959299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:40.959426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:43.963938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:43.968407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:43.973528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:43.978235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:43.978327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:46.982454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:46.986782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:46.991474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:46.995780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:46.995891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:50.000062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:50.003761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:50.007369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:50.010629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:50.010723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:53.015229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:53.019373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:53.023817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:53.027560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:53.027664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:56.032454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:56.036525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:56.040793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:56.044867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:56.044951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:40:59.049633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:40:59.054234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:40:59.058471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:40:59.062218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:40:59.062303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:02.066908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:02.072762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:02.079525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:02.085281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:02.085433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:05.089835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:05.094169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:05.099281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:05.104393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:05.104520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:08.110598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:08.114539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:08.118291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:08.123276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:08.123432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:11.128239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:11.132749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:11.136577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:11.141400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:11.141514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:14.147002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:14.153070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:14.158976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:14.165332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:14.165473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:17.170204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:17.173813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:17.177409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:17.180821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:17.180913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:20.186558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:20.190154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:20.193550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:20.196918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:20.197016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:23.201350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:23.205521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:23.208795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:23.212132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:23.212202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:26.216581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:26.220309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:26.223760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:26.227393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:26.227486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:29.232132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:29.236878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:29.240745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:29.244168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:29.244258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:32.248774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:32.252790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:32.257000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:32.260883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:32.260999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:35.265762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:35.270030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:35.273555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:35.277182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:35.277267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:38.282503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:38.287263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:38.291638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:38.295293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:38.295386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:41.301046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:41.306103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:41.310915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:41.315579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:41.315744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:44.320452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:44.324990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:44.329062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:44.333732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:44.333869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:47.339206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:47.343750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:47.348257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:47.352054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:47.352141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:50.357728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:50.362704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:50.367601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:50.372086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:50.372212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:53.377230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:53.381141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:53.384925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:53.388748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:53.388832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:56.393325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:56.396879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:56.400413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:56.403814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:56.403889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:41:59.410220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:41:59.413975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:41:59.420946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:41:59.424562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:41:59.424664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:02.428753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:02.432580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:02.436583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:02.440343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:02.440451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:05.444291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:05.447715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:05.451229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:05.454778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:05.454860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:08.460153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:08.463872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:08.467384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:08.472382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:08.472513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:11.478676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:11.482869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:11.486516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:11.490333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:11.490420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:14.495585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:14.499836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:14.504240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:14.509456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:14.509603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:17.514580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:17.518372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:17.522219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:17.527113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:17.527213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:20.532947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:20.537927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:20.542766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:20.548578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:20.548869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:23.552978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:23.556541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:23.560133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:23.564318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:23.564414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:26.568820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:26.573003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:26.577566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:26.581556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:26.581629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:29.586010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:29.592312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:29.597365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:29.602450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:29.602539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:32.607560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:32.611707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:32.615601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:32.619146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:32.619237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:35.623950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:35.628443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:35.632673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:35.636560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:35.636686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:38.641713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:38.645843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:38.650156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:38.654495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:38.654608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:41.662841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:41.668592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:41.672692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:41.676342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:41.676430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:44.682821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:44.687503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:44.692174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:44.696256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:44.696360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:47.701389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:47.705377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:47.710133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:47.714277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:47.714387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:50.719428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:50.723021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:50.726224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:50.729394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:50.729465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:53.734699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:53.738356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:53.742188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:53.745879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:53.745985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:56.750639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:56.755231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:56.759711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:56.764349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:56.764441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:42:59.768952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:42:59.772708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:42:59.776347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:42:59.780246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:42:59.780351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:02.785505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:02.789262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:02.793194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:02.796869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:02.796943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:05.801457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:05.804965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:05.808418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:05.811829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:05.811912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:08.815973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:08.819805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:08.823480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:08.827191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:08.827272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:11.831072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:11.835231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:11.838744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:11.843133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:11.843202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:14.847342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:14.850578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:14.853910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:14.857447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:14.857520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:17.861805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:17.865995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:17.869863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:17.874259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:17.874353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:20.878245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:20.881791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:20.886071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:20.889549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:20.889633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:23.893916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:23.897974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:23.902154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:23.906134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:23.906252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:26.910177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:26.913815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:26.917358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:26.920964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:26.921065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:29.926275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:29.930920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:29.934735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:29.938175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:29.938265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:32.942583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:32.946698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:32.950852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:32.955204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:32.955445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:35.960210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:35.967277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:35.973719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:35.978891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:35.978983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:38.984251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:38.988831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:38.995429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:39.001239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:39.001978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:42.007206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:42.012981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:42.017462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:42.022075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:42.022164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:45.028263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:45.035604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:45.040739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:45.046121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:45.046317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:48.050895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:48.054934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:48.058889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:48.064903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:48.065107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:51.071562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:51.076057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:51.080991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:51.087399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:51.087488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:54.092616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:54.097022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:54.101751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:54.106560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:54.106688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:43:57.111019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:43:57.115137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:43:57.118985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:43:57.122709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:43:57.122805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:00.128826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:00.133314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:00.137605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:00.141957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:00.142070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:03.148223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:03.152327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:03.156916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:03.160864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:03.160942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:06.167771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:06.174572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:06.180989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:06.186249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:06.186414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:09.191080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:09.194597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:09.198089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:09.201378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:09.201455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:12.206452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:12.210934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:12.215345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:12.218896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:12.218973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:15.224112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:15.228871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:15.233056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:15.237992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:15.238114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:18.242449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:18.246633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:18.251487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:18.256626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:18.256957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:21.261700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:21.266411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:21.271314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:21.275564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:21.275692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:24.279599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:24.283098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:24.286463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:24.289900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:24.289978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:27.294055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:27.298894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:27.302930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:27.306750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:27.306859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:30.310722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:30.314168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:30.317613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:30.321197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:30.321278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:33.326146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:33.330171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:33.334721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:33.338508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:33.338591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:36.343319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:36.347160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:36.351183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:36.355193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:36.355307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:39.359919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:39.363253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:39.366721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:39.370216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:39.370294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:42.376009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:42.379804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:42.384198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:42.388364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:42.388472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:45.393363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:45.397534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:45.401213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:45.404835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:45.404913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:48.409962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:48.413673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:48.417173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:48.420433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:48.420506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:51.425585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:51.429425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:51.432884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:51.437109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:51.437198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:54.442664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:54.446883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:54.450782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:54.454673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:54.454779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:44:57.460281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:44:57.464220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:44:57.468217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:44:57.472259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:44:57.472378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:00.477471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:00.482935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:00.488275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:00.492453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:00.492557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:03.497626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:03.502144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:03.506028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:03.509851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:03.509945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:06.514149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:06.518818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:06.523569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:06.528497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:06.528606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:09.533743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:09.537776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:09.541680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:09.545469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:09.545589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:12.551981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:12.557506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:12.562297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:12.566776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:12.566876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:15.571845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:15.575262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:15.579146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:15.583387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:15.583491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:18.591740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:18.595151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:18.599555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:18.603508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:18.603588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:21.608429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:21.612406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:21.616191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:21.620198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:21.620307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:24.625228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:24.629422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:24.633123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:24.637091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:24.637180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:27.641221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:27.645060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:27.648498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:27.652124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:27.652199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:30.658391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:30.662803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:30.666977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:30.671714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:30.671829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:33.677609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:33.682504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:33.687277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:33.691696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:33.691841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:36.697803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:36.701624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:36.705096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:36.708672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:36.708748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:39.714851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:39.720513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:39.724917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:39.729584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:39.729724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:42.734206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:42.742962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:42.747346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:42.752269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:42.752389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:45.756568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:45.760271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:45.763749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:45.767474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:45.767569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:48.772956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:48.777085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:48.780984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:48.785138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:48.785268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:51.789968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:51.793771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:51.797368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:51.801206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:51.801298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:54.807379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:54.812720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:54.817879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:54.822051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:54.822161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:45:57.826960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:45:57.831367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:45:57.835436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:45:57.839494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:45:57.839586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:00.845083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:00.849714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:00.854158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:00.858615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:00.858721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:03.865793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:03.869850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:03.874260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:03.878475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:03.878566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:06.882929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:06.886898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:06.890585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:06.894549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:06.894670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:09.899120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:09.903198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:09.908003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:09.915004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:09.915219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:12.921093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:12.925080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:12.929105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:12.933006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:12.933128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:15.937596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:15.941404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:15.945515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:15.949668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:15.949748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:18.956125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:18.961326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:18.965579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:18.970630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:18.971060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:21.976779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:21.984732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:21.989116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:21.993194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:21.993334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:25.000924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:25.007031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:25.012441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:25.017596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:25.017719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:28.024786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:28.028721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:28.032625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:28.037688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:28.038029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:31.043738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:31.052263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:31.057598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:31.062170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:31.062256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:34.068136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:34.072672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:34.077833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:34.082704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:34.082916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:37.087700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:37.091763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:37.096305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:37.100284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:37.100382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:40.107173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:40.111064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:40.115377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:40.119950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:40.120058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:43.124659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:43.128453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:43.131839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:43.135110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:43.135199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:46.140934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:46.145291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:46.149260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:46.153515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:46.153619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:49.159978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:49.164879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:49.169123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:49.173478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:49.173601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:52.178436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:52.182715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:52.186554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:52.190415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:52.190529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:55.196169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:55.202686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:55.208801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:55.214437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:55.214576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:46:58.219822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:46:58.223486] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:46:58.226893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:46:58.233976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:46:58.234067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:01.238922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:01.242450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:01.245974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:01.249765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:01.249844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:04.255312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:04.259794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:04.263351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:04.267582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:04.267700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:07.271941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:07.275481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:07.278951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:07.282234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:07.282311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:10.286833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:10.294312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:10.298311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:10.302848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:10.302943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:13.309043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:13.313979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:13.318848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:13.323796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:13.323922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:16.328100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:16.333252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:16.338484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:16.343622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:16.343767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:19.347991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:19.351664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:19.355156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:19.358742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:19.358824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:22.364509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:22.368967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:22.372742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:22.376251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:22.376333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:25.380866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:25.385896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:25.390637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:25.394390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:25.394461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:28.399562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:28.404293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:28.408968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:28.412933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:28.413041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:31.417489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:31.421733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:31.425723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:31.429409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:31.429511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:34.434524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:34.439048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:34.442836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:34.446401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:34.446493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:37.451148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:37.454882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:37.458269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:37.462353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:37.462463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:40.467230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:40.472076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:40.476710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:40.481186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:40.481278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:43.485995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:43.493632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:43.497771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:43.501735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:43.501835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:46.505907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:46.509455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:46.513462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:46.517735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:46.517841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:49.523055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:49.528632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:49.533542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:49.537700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:49.537834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:52.543415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:52.548706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:52.554390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:52.558838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:52.558922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:55.563404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:55.567120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:55.570459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:55.573724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:55.573794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:47:58.579001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:47:58.582730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:47:58.586632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:47:58.590954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:47:58.591059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:01.595150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:01.599117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:01.603138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:01.607095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:01.607185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:04.611277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:04.614568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:04.618539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:04.622784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:04.622855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:07.627999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:07.631585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:07.635086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:07.638616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:07.638749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:10.643413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:10.647469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:10.651543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:10.655361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:10.655449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:13.661844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:13.667158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:13.671613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:13.675954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:13.676087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:16.680732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:16.685052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:16.689279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:16.693030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:16.693137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:19.697988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:19.702460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:19.706475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:19.710126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:19.710214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:22.714436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:22.718111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:22.721862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:22.725501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:22.725594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:25.731345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:25.736367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:25.741211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:25.745392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:25.745499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:28.751311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:28.755380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:28.758919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:28.763226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:28.763360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:31.769568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:31.774760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:31.779432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:31.783909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:31.784020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:34.790285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:34.795726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:34.802499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:34.808263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:34.808385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:37.813297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:37.817955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:37.822525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:37.826720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:37.826838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:40.832198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:40.836108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:40.840801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:40.845006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:40.845103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:43.850269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:43.854375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:43.858015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:43.861827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:43.861917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:46.865987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:46.869354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:46.872903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:46.876823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:46.876916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:49.881193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:49.884790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:49.888454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:49.891802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:49.891886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:52.897015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:52.901510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:52.905814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:52.910382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:52.910484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:55.915522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:55.919569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:55.923457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:55.927166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:55.927251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:48:58.931612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:48:58.935390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:48:58.938809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:48:58.942268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:48:58.942349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:01.946936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:01.951453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:01.956138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:01.961073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:01.961170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:04.966995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:04.971501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:04.975104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:04.979063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:04.979151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:07.983700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:07.987595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:07.991436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:07.995036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:07.995107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:10.999441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:11.004283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:11.008990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:11.012816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:11.012898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:14.017629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:14.021463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:14.024678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:14.027979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:14.028050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:17.034503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:17.039700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:17.044565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:17.051203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:17.051423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:20.057519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:20.062018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:20.066142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:20.070181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:20.070299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:23.075041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:23.078623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:23.082279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:23.085784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:23.085865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:26.091126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:26.094871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:26.099332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:26.103087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:26.103172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:29.108007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:29.111937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:29.116180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:29.120943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:29.121050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:32.126502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:32.130895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:32.134959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:32.138939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:32.139031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:35.143451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:35.147172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:35.151213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:35.155016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:35.155126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:38.159988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:38.164614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:38.169213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:38.173444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:38.173548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:41.178630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:41.182393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:41.186711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:41.190613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:41.190723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:44.196872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:44.202672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:44.206934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:44.210568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:44.210672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:47.217029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:47.221603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:47.225572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:47.229627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:47.229728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:50.236417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:50.241629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:50.246468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:50.251186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:50.251344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:53.256475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:53.260375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:53.264307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:53.268264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:53.268384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:56.274254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:56.278935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:56.283267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:56.287320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:56.287419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:49:59.292454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:49:59.296975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:49:59.302297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:49:59.305965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:49:59.306059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:02.310269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:02.314292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:02.318680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:02.324022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:02.324152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:05.329507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:05.334861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:05.343804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:05.347705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:05.347784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:08.352558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:08.356778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:08.360898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:08.365515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:08.365831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:11.371286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:11.375400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:11.379717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:11.384461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:11.384562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:14.391844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:14.397216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:14.401518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:14.405373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:14.405480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:17.409555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:17.413326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:17.417196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:17.420959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:17.421050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:20.425233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:20.428796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:20.433355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:20.436872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:20.436956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:23.441697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:23.445720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:23.450196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:23.454046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:23.454144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:26.458537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:26.463368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:26.467266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:26.471706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:26.471860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:29.478700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:29.485267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:29.491353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:29.497907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:29.498086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:32.502392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:32.506198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:32.509908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:32.513929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:32.514025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:35.518356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:35.521802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:35.525091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:35.528289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:35.528368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:38.532883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:38.536586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:38.540286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:38.543792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:38.543874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:41.550700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:41.555465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:41.559882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:41.564586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:41.564712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:44.570569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:44.575462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:44.580444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:44.584837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:44.585007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:47.589351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:47.593579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:47.597836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:47.601518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:47.601604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:50.605475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:50.609129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:50.612590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:50.616544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:50.616630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:53.621537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:53.625405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:53.629185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:53.633321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:53.633422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:56.638013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:56.641392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:56.644969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:56.648937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:56.649012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:50:59.653853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:50:59.657567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:50:59.661039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:50:59.664482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:50:59.664561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:02.669688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:02.673945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:02.678181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:02.681784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:02.681904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:05.688204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:05.693960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:05.700932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:05.706158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:05.706496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:08.711876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:08.716345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:08.720753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:08.725124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:08.725255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:11.730592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:11.734951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:11.738923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:11.742630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:11.742723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:14.747215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:14.750698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:14.754088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:14.757451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:14.757530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:17.761940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:17.765638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:17.769187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:17.772774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:17.772859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:20.779040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:20.782788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:20.786355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:20.790786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:20.790946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:23.795844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:23.799328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:23.802631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:23.805966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:23.806042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:26.811148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:26.815137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:26.818928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:26.823299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:26.823425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:29.828783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:29.832929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:29.837168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:29.841409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:29.841518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:32.848167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:32.853810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:32.859152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:32.864426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:32.864533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:35.868824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:35.872587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:35.877210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:35.881209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:35.881289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:38.885749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:38.889130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:38.892438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:38.895756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:38.895825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:41.899887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:41.903799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:41.907683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:41.911702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:41.911794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:44.916128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:44.919811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:44.923229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:44.926960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:44.927032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:47.932721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:47.938078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:47.942805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:47.946690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:47.946838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:50.952220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:50.956705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:50.961703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:50.966773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:50.966901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:53.970727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:53.974353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:53.978596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:53.982899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:53.983004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:51:56.987149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:51:56.990844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:51:56.994469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:51:56.998075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:51:56.998177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:00.002373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:00.005820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:00.009457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:00.012750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:00.012822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:03.017196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:03.021043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:03.024328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:03.027685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:03.027755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:06.031777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:06.035298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:06.039054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:06.042604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:06.042695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:09.047804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:09.052851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:09.058297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:09.064692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:09.064852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:12.070610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:12.074419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:12.077781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:12.081197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:12.081273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:15.088444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:15.094092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:15.098601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:15.102097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:15.102168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:18.105895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:18.109877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:18.113442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:18.117906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:18.118024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:21.123113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:21.127676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:21.132227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:21.135977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:21.136071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:24.140356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:24.145060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:24.149776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:24.154962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:24.155072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:27.159337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:27.162978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:27.166818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:27.170457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:27.170553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:30.175435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:30.179374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:30.183475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:30.187162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:30.187249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:33.192522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:33.197116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:33.201622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:33.205253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:33.205336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:36.209631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:36.213747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:36.218110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:36.222109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:36.222200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:39.225960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:39.229493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:39.234291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:39.238359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:39.238492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:42.242620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:42.246235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:42.249673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:42.252953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:42.253121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:45.258535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:45.262456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:45.267385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:45.272045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:45.272160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:48.277845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:48.282692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:48.287035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:48.291375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:48.291510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:51.296926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:51.301985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:51.306617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:51.310346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:51.310435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:54.315195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:54.319002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:54.322796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:54.327661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:54.327760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:52:57.333862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:52:57.338604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:52:57.342932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:52:57.347322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:52:57.347432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:00.352630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:00.358228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:00.363192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:00.368597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:00.368949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:03.373734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:03.377223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:03.380592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:03.384000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:03.384075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:06.390340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:06.395064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:06.399370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:06.403336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:06.403437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:09.408613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:09.412804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:09.416406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:09.420090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:09.420171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:12.424715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:12.429187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:12.433195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:12.437197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:12.437448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:15.441897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:15.445879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:15.449804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:15.453717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:15.453817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:18.459530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:18.519522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:18.553414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:18.558305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:18.558449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:21.562768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:21.566575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:21.570750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:21.574419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:21.574503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:24.581228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:24.588219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:24.593468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:24.597434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:24.597601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:27.603417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:27.608155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:27.612954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:27.617343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:27.617441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:30.621933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:30.626217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:30.630438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:30.634428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:30.634527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:33.638864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:33.642872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:33.646725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:33.650718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:33.650815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:36.656056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:36.661562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:36.666250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:36.670331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:36.670428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:39.674353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:39.678568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:39.682426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:39.685907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:39.685978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:42.691006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:42.695892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:42.700094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:42.703574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:42.703661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:45.709134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:45.713924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:45.721552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:45.726270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:45.726369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:48.730658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:48.734289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:48.738221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:48.741891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:48.741974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:51.746446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:51.750597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:51.754785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:51.759128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:51.759420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:54.763546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:54.767320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:54.771398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:54.775218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:54.775301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:53:57.779116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:53:57.782607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:53:57.786385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:53:57.790679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:53:57.790774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:00.794959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:00.799118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:00.803401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:00.807368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:00.807473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:03.813111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:03.818167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:03.822526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:03.826980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:03.827141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:06.831796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:06.835126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:06.838632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:06.842190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:06.842271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:09.846981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:09.851683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:09.856123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:09.860606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:09.860737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:12.866583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:12.871981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:12.876726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:12.881335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:12.881468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:15.886315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:15.891469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:15.896778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:15.900877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:15.900977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:18.907305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:18.911383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:18.915809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:18.920033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:18.920141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:21.924802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:21.928214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:21.932236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:21.935797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:21.935875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:24.940610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:24.945072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:24.949203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:24.953168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:24.953259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:27.958555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:27.962369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:27.966432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:27.970383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:27.970497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:30.976627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:30.980257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:30.983709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:30.987107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:30.987188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:33.992429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:33.997022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:34.000769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:34.004618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:34.004725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:37.010527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:37.015158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:37.018815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:37.022662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:37.022732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:40.028250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:40.032589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:40.038165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:40.042457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:40.042558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:43.046599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:43.050622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:43.054144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:43.057542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:43.057819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:46.062284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:46.066015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:46.070076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:46.073733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:46.073832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:49.078790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:49.082521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:49.087136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:49.091295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:49.091449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:52.096466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:52.100964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:52.104698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:52.108391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:52.108485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:55.114433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:55.119074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:55.123966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:55.129814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:55.129974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:54:58.136258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:54:58.143209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:54:58.148320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:54:58.152485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:54:58.152564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:01.158386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:01.163406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:01.167786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:01.174472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:01.174767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:04.181119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:04.185939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:04.190766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:04.195575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:04.195813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:07.200613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:07.204738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:07.208311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:07.211807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:07.211887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:10.217209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:10.222245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:10.227394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:10.232472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:10.232590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:13.238685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:13.244823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:13.249439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:13.256785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:13.256908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:16.264342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:16.268919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:16.273154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:16.277822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:16.277939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:19.282505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:19.286325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:19.290244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:19.293815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:19.293905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:22.301412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:22.306085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:22.310588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:22.314440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:22.314526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:25.320140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:25.325892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:25.330764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:25.335550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:25.335699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:28.340893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:28.344968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:28.348848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:28.352743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:28.352842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:31.357670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:31.361190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:31.364584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:31.368081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:31.368166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:34.376135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:34.386049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:34.390932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:34.395263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:34.395377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:37.399944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:37.404472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:37.408474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:37.411999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:37.412086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:40.418254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:40.423168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:40.427779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:40.431854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:40.431953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:43.437631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:43.442502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:43.446464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:43.450399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:43.450540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:46.454717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:46.459630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:46.463610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:46.467024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:46.467126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:49.471209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:49.475025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:49.478735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:49.482169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:49.482251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:52.486378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:52.491069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:52.496111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:52.499724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:52.499807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:55.504925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:55.508878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:55.513350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:55.517595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:55.517707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:55:58.522041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:55:58.528414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:55:58.532257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:55:58.535814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:55:58.535921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:01.543883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:01.548517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:01.552390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:01.556191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:01.556270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:04.560296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:04.564062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:04.568091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:04.571977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:04.572077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:07.577157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:07.582308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:07.587751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:07.591622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:07.591765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:10.597395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:10.603095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:10.609149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:10.614838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:10.614929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:13.619606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:13.624689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:13.629093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:13.632711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:13.632793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:16.640129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:16.645513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:16.650433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:16.655122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:16.655238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:19.660003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:19.664118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:19.667887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:19.671545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:19.671633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:22.675699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:22.679244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:22.682717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:22.686007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:22.686078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:25.692211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:25.696939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:25.701682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:25.706373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:25.706476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:28.711499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:28.715320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:28.718982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:28.723148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:28.723273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:31.727526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:31.731057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:31.734791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:31.738065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:31.738136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:34.744740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:34.748717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:34.752270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:34.755615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:34.755702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:37.759832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:37.763437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:37.766947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:37.770354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:37.770434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:40.774676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:40.778209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:40.781926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:40.786270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:40.786411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:43.791568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:43.795398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:43.798797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:43.802027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:43.802098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:46.806456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:46.809882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:46.813160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:46.816997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:46.817115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:49.822323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:49.827298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:49.832319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:49.837508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:49.837622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:52.843991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:52.849308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:52.853942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:52.858741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:52.858917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:55.866197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:55.871466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:55.875141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:55.878661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:55.878735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:56:58.882873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:56:58.886626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:56:58.890438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:56:58.893950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:56:58.894024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:01.900096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:01.905391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:01.911523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:01.917242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:01.917386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:04.922765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:04.929514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:04.934219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:04.938669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:04.938789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:07.942933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:07.946328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:07.950058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:07.953404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:07.953483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:10.958076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:10.962154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:10.965743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:10.969044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:10.969123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:13.973407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:13.977743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:13.982600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:13.987393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:13.987520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:16.992985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:16.997342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:17.001368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:17.006010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:17.006313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:20.011960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:20.017273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:20.021239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:20.024921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:20.025017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:23.029303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:23.033853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:23.038950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:23.043832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:23.043939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:26.048882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:26.053028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:26.056612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:26.060362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:26.060468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:29.064479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:29.067987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:29.071272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:29.074559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:29.074632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:32.078703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:32.082448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:32.087674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:32.092359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:32.092505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:35.096757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:35.100635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:35.104422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:35.108030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:35.108121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:38.113436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:38.118847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:38.124267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:38.129705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:38.129845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:41.134211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:41.138122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:41.142384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:41.146616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:41.146734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:44.151274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:44.155918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:44.159912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:44.163516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:44.163661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:47.167746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:47.171804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:47.175443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:47.178864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:47.178935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:50.184458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:50.188727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:50.192599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:50.195881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:50.195951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:53.200471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:53.204510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:53.208358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:53.211992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:53.212095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:56.218407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:56.223357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:56.228415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:56.233326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:56.233432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:57:59.238890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:57:59.244137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:57:59.248960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:57:59.254012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:57:59.254359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:02.259395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:02.263477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:02.266833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:02.270397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:02.270484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:05.275377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:05.279995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:05.285053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:05.289612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:05.289727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:08.295003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:08.299356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:08.304327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:08.308514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:08.308636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:11.312845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:11.316869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:11.321380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:11.325170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:11.325259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:14.329492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:14.333272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:14.337156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:14.340788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:14.340869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:17.344838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:17.348808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:17.352622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:17.357550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:17.357717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:20.362455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:20.366602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:20.371861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:20.376635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:20.376761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:23.381850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:23.387116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:23.392810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:23.397343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:23.397482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:26.403163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:26.408372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:26.413079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:26.416830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:26.416900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:29.421776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:29.425573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:29.429238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:29.432489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:29.432560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:32.436767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:32.441194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:32.444938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:32.448375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:32.448452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:35.453605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:35.458394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:35.463364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:35.467608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:35.467747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:38.473424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:38.478889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:38.484124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:38.488679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:38.488809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:41.493121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:41.497428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:41.501921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:41.505713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:41.505795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:44.510171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:44.514175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:44.518181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:44.521855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:44.521942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:47.527943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:47.533375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:47.538712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:47.542776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:47.542890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:50.547002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:50.550585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:50.554225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:50.557886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:50.557988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:53.562021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:53.565992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:53.570088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:53.573990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:53.574078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:56.578891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:56.582922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:56.586993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:56.591040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:56.591131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:58:59.595682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:58:59.599610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:58:59.604043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:58:59.608235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:58:59.608358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:02.612876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:02.617144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:02.622567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:02.627353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:02.627445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:05.632128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:05.637152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:05.643702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:05.651188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:05.651271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:08.655626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:08.660214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:08.664053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:08.667374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:08.667448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:11.672048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:11.676535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:11.681094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:11.685214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:11.685305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:14.691080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:14.696038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:14.700781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:14.704942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:14.705058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:17.714209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:17.720400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:17.725986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:17.731189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:17.731322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:20.735430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:20.739132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:20.743186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:20.746590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:20.746682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:23.751105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:23.755361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:23.759607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:23.763592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:23.763703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:26.768442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:26.772494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:26.776318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:26.780393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:26.780488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:29.785936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:29.790614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:29.795604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:29.801163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:29.801280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:32.806187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:32.810876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:32.815663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:32.820681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:32.820802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:35.825748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:35.829288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:35.833837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:35.837763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:35.837878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:38.842841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:38.848161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:38.853240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:38.857430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:38.857517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:41.862877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:41.867142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:41.871026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:41.875267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:41.875386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:44.880340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:44.886258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:44.891833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:44.897396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:44.897524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:47.902763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:47.906711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:47.910635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:47.914823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:47.914965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:50.919404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:50.923502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:50.927860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:50.931508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:50.931606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:53.936840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:53.942267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:53.947999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:53.953199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:53.953334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:56.959042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:56.963613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:56.967995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:56.972882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:56.973101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T20:59:59.979239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T20:59:59.983775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T20:59:59.987932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T20:59:59.992554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T20:59:59.992693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:02.997354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:03.001733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:03.005803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:03.010394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:03.010516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:06.015586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:06.020251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:06.025478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:06.030037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:06.030138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:09.034971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:09.038590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:09.042158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:09.045862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:09.045964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:12.050697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:12.054694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:12.058441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:12.062024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:12.062104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:15.066961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:15.071022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:15.076353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:15.082089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:15.082265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:18.087227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:18.091766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:18.096426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:18.100140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:18.100222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:21.105685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:21.110206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:21.114187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:21.117623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:21.117719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:24.122561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:24.127212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:24.132508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:24.136481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:24.136588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:27.140880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:27.144238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:27.147727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:27.151189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:27.151268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:30.156028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:30.160284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:30.164289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:30.169282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:30.169434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:33.174458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:33.178266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:33.183010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:33.187675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:33.187764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:36.192722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:36.197223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:36.201100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:36.205668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:36.205788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:39.210786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:39.214422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:39.221227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:39.225096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:39.225185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:42.229903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:42.233826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:42.237463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:42.241323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:42.241424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:45.246048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:45.249716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:45.253228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:45.257181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:45.257299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:48.261855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:48.265755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:48.269099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:48.272366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:48.272443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:51.277194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:51.281080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:51.284882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:51.288221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:51.288302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:54.293052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:54.297973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:54.302093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:54.306052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:54.306170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:00:57.310072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:00:57.313683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:00:57.317180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:00:57.320677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:00:57.320762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:00.325850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:00.330423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:00.334309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:00.338631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:00.338739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:03.343319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:03.347735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:03.351567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:03.355253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:03.355353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:06.359335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:06.362840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:06.370213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:06.374087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:06.374172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:09.380899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:09.385395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:09.390516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:09.395137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:09.395231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:12.401627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:12.409500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:12.419615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:12.428903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:12.429076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:15.461560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:15.466340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:15.470477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:15.475561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:15.475679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:18.480669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:18.485637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:18.490731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:18.495027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:18.495161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:21.500106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:21.504132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:21.507876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:21.511406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:21.511494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:24.516219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:24.520244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:24.523629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:24.527224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:24.527306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:27.533130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:27.537828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:27.542371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:27.546977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:27.547110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:30.552726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:30.556470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:30.559980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:30.563363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:30.563461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:33.569393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:33.574426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:33.579275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:33.583326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:33.583426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:36.589079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:36.593430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:36.597505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:36.601812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:36.601944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:39.606967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:39.612116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:39.621041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:39.626596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:39.626757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:42.631250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:42.635542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:42.639335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:42.643709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:42.643822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:45.647842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:45.651273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:45.654676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:45.657999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:45.658071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:48.662981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:48.666990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:48.670893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:48.674589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:48.674697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:51.679019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:51.684392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:51.690099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:51.694871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:51.694993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:54.700344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:54.705181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:54.709326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:54.714183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:54.714328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:01:57.719102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:01:57.723138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:01:57.726914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:01:57.731022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:01:57.731115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:00.736969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:00.741596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:00.746416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:00.751553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:00.751843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:03.756851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:03.760207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:03.763381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:03.766658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:03.766733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:06.772143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:06.777255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:06.782393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:06.786711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:06.786817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:09.791811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:09.796138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:09.800315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:09.804626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:09.804786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:12.809504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:12.813507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:12.817157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:12.820570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:12.820707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:15.826269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:15.830262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:15.834091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:15.837944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:15.838036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:18.843470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:18.847387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:18.851563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:18.856171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:18.856271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:21.861046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:21.864605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:21.869164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:21.873208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:21.873315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:24.877617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:24.882284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:24.887191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:24.891850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:24.891960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:27.897091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:27.901343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:27.905502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:27.909826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:27.909926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:30.915093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:30.918966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:30.922573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:30.926670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:30.926745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:33.931303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:33.934875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:33.938375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:33.941942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:33.942032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:36.946687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:36.950290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:36.954183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:36.958257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:36.958346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:39.962605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:39.966425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:39.970301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:39.973744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:39.973826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:42.980696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:42.985114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:42.988964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:42.993397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:42.993503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:45.998920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:46.003945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:46.008999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:46.013019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:46.013217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:49.019069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:49.025171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:49.030242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:49.035103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:49.035239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:52.044687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:52.052539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:52.059590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:52.064465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:52.064604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:55.069333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:55.073446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:55.077245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:55.080803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:55.080885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:02:58.087022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:02:58.091258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:02:58.095200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:02:58.099071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:02:58.099154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:01.104700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:01.109119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:01.113237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:01.117662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:01.117781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:04.122303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:04.126401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:04.131247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:04.135230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:04.135346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:07.139989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:07.143917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:07.147658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:07.151229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:07.151313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:10.156091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:10.160122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:10.164140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:10.167733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:10.167822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:13.172635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:13.176675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:13.180098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:13.183886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:13.183956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:16.189361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:16.193327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:16.196847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:16.225594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:16.225724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:19.230429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:19.298017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:19.332042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:19.335631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:19.335737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:22.339780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:22.344985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:22.351482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:22.356364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:22.356480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:25.361851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:25.366669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:25.371600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:25.376285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:25.376404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:28.381788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:28.385446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:28.389242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:28.393492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:28.393625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:31.398223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:31.402431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:31.406244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:31.410096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:31.410195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:34.416060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:34.420711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:34.425024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:34.429626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:34.429777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:37.434013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:37.437587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:37.441877] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:37.446587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:37.446791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:40.451767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:40.456317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:40.460565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:40.464607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:40.464747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:43.469365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:43.473193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:43.477494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:43.481068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:43.481149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:46.486159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:46.489903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:46.494818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:46.499579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:46.499693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:49.505061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:49.508864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:49.512714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:49.516851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:49.516943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:52.522355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:52.527525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:52.532404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:52.537301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:52.537420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:55.542232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:55.547004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:55.551814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:55.555455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:55.555592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:03:58.560072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:03:58.563830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:03:58.567977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:03:58.571864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:03:58.571959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:01.577212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:01.581247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:01.584983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:01.589548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:01.589638] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:04.594478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:04.597961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:04.601231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:04.604481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:04.604555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:07.610246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:07.614262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:07.618297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:07.622884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:07.623000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:10.628036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:10.632181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:10.636383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:10.640492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:10.640606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:13.645491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:13.649720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:13.654002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:13.658296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:13.658401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:16.664350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:16.668122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:16.672375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:16.676317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:16.676440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:19.682549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:19.687475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:19.692296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:19.696823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:19.696923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:22.702173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:22.705915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:22.709497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:22.713201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:22.713281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:25.718949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:25.723156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:25.728457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:25.732373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:25.732467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:28.737170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:28.741133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:28.744582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:28.749351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:28.749477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:31.753815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:31.758474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:31.763091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:31.768351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:31.768503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:34.773087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:34.777401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:34.781383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:34.785332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:34.785429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:37.790254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:37.793617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:37.796842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:37.804150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:37.804296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:40.809762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:40.813243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:40.817177] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:40.820894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:40.820965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:43.825973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:43.829713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:43.833027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:43.836339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:43.836409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:46.841429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:46.845007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:46.849160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:46.852726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:46.852815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:49.857051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:49.861182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:49.865111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:49.869021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:49.869108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:52.874713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:52.879608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:52.884423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:52.889257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:52.889405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:55.894186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:55.898698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:55.902774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:55.906690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:55.906782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:04:58.911635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:04:58.915499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:04:58.920020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:04:58.924658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:04:58.924762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:01.930292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:01.935848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:01.940089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:01.943877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:01.943969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:04.949575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:04.954577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:04.959848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:04.964033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:04.964142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:07.968102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:07.971670] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:07.975107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:07.978941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:07.979040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:10.984890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:10.988835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:10.992698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:10.996319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:10.996429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:14.002366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:14.006483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:14.010032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:14.013377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:14.013451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:17.018455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:17.022483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:17.026566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:17.030827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:17.030937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:20.037567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:20.042433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:20.046881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:20.050969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:20.051062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:23.055524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:23.059109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:23.062459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:23.066094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:23.066171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:26.071583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:26.076820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:26.082862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:26.087775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:26.087889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:29.093809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:29.097771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:29.101268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:29.104919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:29.104996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:32.111241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:32.115777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:32.119887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:32.123832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:32.123925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:35.130800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:35.134909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:35.138294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:35.142174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:35.142310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:38.147736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:38.155698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:38.159729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:38.163128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:38.163205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:41.171591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:41.175271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:41.178897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:41.182926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:41.183000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:44.187378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:44.192328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:44.197258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:44.202309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:44.202438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:47.207116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:47.211391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:47.215471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:47.219417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:47.219631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:50.224687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:50.231262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:50.235195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:50.238960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:50.239049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:53.243614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:53.248005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:53.252409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:53.256728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:53.256913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:56.261808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:56.265354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:56.269503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:56.273482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:56.273595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:05:59.278533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:05:59.283372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:05:59.288191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:05:59.292217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:05:59.292327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:02.298205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:02.302418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:02.306186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:02.310032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:02.310126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:05.315618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:05.321753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:05.328398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:05.332752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:05.332827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:08.337103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:08.341188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:08.345785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:08.351024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:08.351358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:11.355532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:11.359596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:11.363350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:11.367047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:11.367273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:14.371774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:14.375444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:14.379118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:14.382583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:14.382680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:17.388547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:17.393396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:17.398209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:17.402039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:17.402122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:20.405931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:20.409525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:20.413072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:20.416405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:20.416479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:23.420952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:23.425080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:23.428802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:23.432256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:23.432355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:26.440598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:26.447268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:26.453954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:26.459701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:26.459838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:29.465921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:29.471700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:29.476784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:29.480871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:29.480946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:32.486558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:32.490983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:32.494764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:32.498111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:32.498185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:35.502179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:35.507340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:35.511804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:35.515504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:35.515613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:38.520061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:38.524500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:38.528091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:38.531606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:38.531718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:41.536575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:41.541979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:41.547224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:41.550904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:41.550989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:44.556231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:44.564537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:44.568416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:44.571836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:44.571912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:47.576972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:47.582123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:47.588999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:47.593884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:47.594037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:50.597907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:50.602219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:50.605817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:50.610015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:50.610094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:53.614499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:53.619302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:53.623698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:53.628281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:53.628630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:56.633248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:56.637188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:56.641613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:56.646765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:56.646862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:06:59.651543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:06:59.655686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:06:59.659307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:06:59.663852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:06:59.663955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:02.672385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:02.676131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:02.679694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:02.682978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:02.683050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:05.688565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:05.693237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:05.697528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:05.701458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:05.701576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:08.707822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:08.713081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:08.717208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:08.720939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:08.721023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:11.725535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:11.729883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:11.733729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:11.738619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:11.738837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:14.744203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:14.748493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:14.753608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:14.757966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:14.758048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:17.762262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:17.765844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:17.769338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:17.772617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:17.772705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:20.777042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:20.781011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:20.784979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:20.788488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:20.788580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:23.792672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:23.796567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:23.800584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:23.804130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:23.804211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:26.809302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:26.813999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:26.817719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:26.821084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:26.821157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:29.825227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:29.828821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:29.832103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:29.835427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:29.835499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:32.840462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:32.846028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:32.851096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:32.856568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:32.856738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:35.860776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:35.865372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:35.869908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:35.874127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:35.874230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:38.878257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:38.882206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:38.886560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:38.890492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:38.890607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:41.894495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:41.898073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:41.901628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:41.905211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:41.905323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:44.909739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:44.913865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:44.918150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:44.922782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:44.922896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:47.927846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:47.931829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:47.935549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:47.939092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:47.939170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:50.944284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:50.949554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:50.953391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:50.956812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:50.956886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:53.961550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:53.966297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:53.970674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:53.974310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:53.974385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:56.978803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:56.982407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:07:56.986204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:07:56.990072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:07:56.990212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:07:59.995083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:07:59.998617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:00.001982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:00.005139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:00.005208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:03.010919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:03.015577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:03.021841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:03.027294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:03.027402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:06.034337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:06.038539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:06.042912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:06.047589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:06.047722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:09.052138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:09.055946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:09.064914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:09.068670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:09.068746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:12.074226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:12.079426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:12.083686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:12.087339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:12.087414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:15.092754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:15.096494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:15.100000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:15.103494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:15.103577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:18.108718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:18.112496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:18.116050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:18.119729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:18.119817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:21.125363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:21.129890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:21.134166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:21.139022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:21.139298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:24.145570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:24.149994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:24.154145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:24.158030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:24.158140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:27.163540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:27.168568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:27.172947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:27.177123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:27.177247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:30.182499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:30.186845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:30.190751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:30.194701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:30.194799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:33.199894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:33.203841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:33.207417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:33.210918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:33.210993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:36.217547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:36.221911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:36.225884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:36.230386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:36.230498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:39.236609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:39.241467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:39.245783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:39.250371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:39.250541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:42.256593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:42.261518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:42.266079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:42.269901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:42.269991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:45.276719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:45.281489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:45.286049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:45.289958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:45.290036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:48.293791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:48.297322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:48.300675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:48.304011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:48.304083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:51.308400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:51.312196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:51.315995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:51.319471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:51.319563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:54.323509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:54.330195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:54.333704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:54.337183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:54.337263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:08:57.341107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:08:57.344975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:08:57.349060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:08:57.353017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:08:57.353104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:00.357124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:00.360804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:00.364089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:00.367344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:00.367419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:03.371890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:03.376766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:03.382271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:03.386870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:03.386945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:06.392970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:06.398657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:06.403757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:06.408393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:06.408802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:09.413516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:09.417583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:09.421191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:09.424962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:09.425065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:12.434732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:12.445798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:12.451165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:12.457107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:12.457265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:15.461775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:15.466377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:15.470303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:15.474146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:15.474228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:18.479336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:18.483905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:18.488552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:18.492464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:18.492573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:21.497271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:21.501806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:21.505151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:21.508769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:21.508843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:24.513025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:24.516765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:24.521150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:24.524481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:24.524556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:27.529331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:27.533143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:27.537110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:27.541511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:27.541873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:30.546679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:30.550547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:30.554728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:30.558525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:30.558773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:33.563958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:33.567588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:33.571184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:33.575233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:33.575316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:36.581180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:36.586608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:36.592018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:36.597566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:36.597705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:39.603929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:39.609235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:39.614636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:39.618915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:39.619043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:42.624547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:42.631228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:42.635989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:42.640359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:42.640494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:45.645583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:45.649567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:45.652925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:45.656866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:45.656942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:48.663302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:48.669066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:48.673820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:48.678265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:48.678367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:51.683061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:51.687597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:51.692167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:51.696069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:51.696145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:54.700917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:54.704980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:54.709197] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:54.712938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:54.713012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:09:57.718279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:09:57.723066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:09:57.726949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:09:57.730411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:09:57.730506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:00.736866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:00.742137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:00.747098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:00.751973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:00.752101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:03.759370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:03.765338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:03.771226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:03.776933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:03.777143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:06.781224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:06.784711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:06.788660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:06.792049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:06.792125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:09.798564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:09.803017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:09.806691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:09.810721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:09.810818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:12.815594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:12.819951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:12.823836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:12.827412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:12.827510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:15.831630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:15.835587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:15.839345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:15.842853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:15.842950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:18.847214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:18.851176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:18.855094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:18.859125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:18.859225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:21.864778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:21.872751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:21.876793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:21.881480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:21.881613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:24.886023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:24.889940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:24.893706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:24.897400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:24.897502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:27.904055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:27.908996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:27.913516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:27.917147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:27.917232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:30.921499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:30.925699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:30.929441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:30.933233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:30.933311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:33.937810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:33.942110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:33.945672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:33.949433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:33.949520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:36.954685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:36.958452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:36.962565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:36.966049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:36.966129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:39.970899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:39.975835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:39.981041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:39.986055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:39.986186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:42.990589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:42.994412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:42.998051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:43.001457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:43.001532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:46.007140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:46.011044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:46.015039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:46.019808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:46.019898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:49.024582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:49.028808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:49.034272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:49.039879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:49.040063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:52.045451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:52.049575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:52.053805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:52.057857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:52.057929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:55.062148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:55.066893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:55.070910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:55.074847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:55.074964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:10:58.080681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:10:58.085387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:10:58.089905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:10:58.094487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:10:58.094594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:01.100448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:01.106183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:01.112984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:01.116881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:01.116977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:04.120637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:04.123984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:04.130752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:04.134922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:04.135018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:07.139349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:07.143888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:07.147695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:07.151163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:07.151240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:10.157281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:10.163700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:10.169944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:10.175324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:10.175460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:13.180294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:13.185367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:13.189963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:13.194045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:13.194155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:16.243183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:16.249638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:16.255146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:16.260578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:16.260737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:19.265099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:19.269687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:19.273819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:19.277629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:19.277735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:22.283348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:22.287525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:22.290973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:22.295096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:22.295220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:25.301238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:25.305742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:25.309955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:25.314069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:25.314173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:28.319672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:28.323230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:28.326607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:28.330262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:28.330424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:31.335797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:31.339613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:31.343210] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:31.347038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:31.347130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:34.351939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:34.355526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:34.359160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:34.362756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:34.362830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:37.367621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:37.372010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:37.376462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:37.381469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:37.381589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:40.386122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:40.389894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:40.393483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:40.397129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:40.397225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:43.401758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:43.405470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:43.409127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:43.412709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:43.412821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:46.417453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:46.421099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:46.424861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:46.428895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:46.429009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:49.434121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:49.438200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:49.441999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:49.445679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:49.445808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:52.452533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:52.458087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:52.463026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:52.467920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:52.468026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:55.473310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:55.477062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:55.481019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:55.485289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:55.485386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:11:58.491179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:11:58.494948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:11:58.498319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:11:58.501661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:11:58.501734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:01.506923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:01.511761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:01.516299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:01.520622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:01.520738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:04.526414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:04.530453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:04.534450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:04.538835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:04.538932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:07.544305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:07.548142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:07.552439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:07.557206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:07.557304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:10.564005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:10.569835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:10.575001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:10.582117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:10.582252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:13.587116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:13.591361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:13.594962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:13.598470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:13.598547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:16.603115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:16.606598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:16.610243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:16.614894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:16.615041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:19.620131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:19.624802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:19.629279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:19.634142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:19.634235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:22.640083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:22.644119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:22.648340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:22.651901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:22.651976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:25.657751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:25.662425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:25.666745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:25.671632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:25.671883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:28.678349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:28.684619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:28.688510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:28.692802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:28.692948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:31.697530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:31.701417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:31.704989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:31.708811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:31.708906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:34.713669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:34.717865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:34.721862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:34.727703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:34.727798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:37.733271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:37.736962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:37.740806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:37.745123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:37.745232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:40.750858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:40.754708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:40.758808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:40.763449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:40.763553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:43.768450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:43.772383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:43.776125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:43.780919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:43.781032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:46.785556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:46.790613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:46.795634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:46.803665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:46.803784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:49.808017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:49.812073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:49.816051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:49.819841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:49.819927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:52.825503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:52.830244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:52.834203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:52.838268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:52.838369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:55.843090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:55.847733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:55.852074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:55.856113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:55.856211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:12:58.861852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:12:58.865834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:12:58.870227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:12:58.874459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:12:58.874596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:01.881418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:01.886577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:01.892366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:01.897263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:01.897394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:04.903786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:04.908398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:04.911969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:04.915359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:04.915432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:07.919611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:07.923565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:07.927776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:07.931885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:07.931992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:10.936715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:10.940304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:10.943896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:10.948379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:10.948464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:13.953148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:13.957301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:13.961236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:13.965144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:13.965251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:16.970982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:16.975088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:16.979012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:16.983255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:16.983367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:19.988799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:19.993448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:19.997413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:20.001752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:20.001900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:23.008004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:23.012892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:23.017680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:23.023044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:23.023146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:26.027829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:26.033084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:26.037908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:26.043530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:26.043685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:29.048294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:29.052322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:29.055922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:29.059678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:29.059764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:32.064337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:32.067981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:32.071784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:32.075446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:32.075558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:35.082230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:35.087485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:35.093629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:35.097434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:35.097506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:38.102408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:38.107173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:38.112887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:38.117732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:38.117917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:41.122663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:41.126200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:41.129978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:41.133719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:41.133799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:44.139796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:44.144121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:44.148127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:44.152698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:44.152839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:47.158815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:47.163538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:47.169879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:47.174124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:47.174237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:50.178680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:50.182282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:50.185734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:50.189459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:50.189562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:53.193338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:53.196726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:53.200178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:53.203759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:53.203838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:56.208986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:56.213259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:56.217909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:56.222047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:56.222133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:13:59.226516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:13:59.232009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:13:59.237321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:13:59.241169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:13:59.241285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:02.246714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:02.251296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:02.256381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:02.261396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:02.261566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:05.267106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:05.271716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:05.276201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:05.279946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:05.280020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:08.286046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:08.290615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:08.294149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:08.298116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:08.298202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:11.303093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:11.307763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:11.311873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:11.315948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:11.316046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:14.321683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:14.325763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:14.329743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:14.334184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:14.334329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:17.341205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:17.344945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:17.348315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:17.352580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:17.352761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:20.357841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:20.362666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:20.366616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:20.370571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:20.370690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:23.376816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:23.381536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:23.386113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:23.391222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:23.391407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:26.397431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:26.401784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:26.405567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:26.409502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:26.409601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:29.416785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:29.422146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:29.427581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:29.433016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:29.433193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:32.436967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:32.440531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:32.443935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:32.447244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:32.447316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:35.451554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:35.455565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:35.460178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:35.463593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:35.463685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:38.468992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:38.474578] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:38.479675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:38.484565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:38.484727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:41.489438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:41.493294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:41.496675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:41.499913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:41.499983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:44.505977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:44.510100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:44.513773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:44.517131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:44.517208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:47.521244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:47.526914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:47.531175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:47.534582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:47.534670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:50.539025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:50.543129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:50.546911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:50.550454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:50.550543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:53.555301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:53.560165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:53.564483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:53.568592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:53.568737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:56.574573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:56.579716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:56.584481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:56.589231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:56.589333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:14:59.596321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:14:59.602812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:14:59.610052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:14:59.616630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:14:59.616888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:02.624862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:02.629172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:02.632779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:02.636536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:02.636636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:05.640981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:05.645058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:05.649405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:05.653433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:05.653554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:08.658288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:08.662361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:08.666186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:08.670020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:08.670139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:11.674857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:11.678767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:11.682581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:11.687058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:11.687209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:14.691828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:14.695743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:14.699606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:14.703521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:14.703621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:17.709662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:17.713782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:17.718574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:17.723129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:17.723202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:20.727669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:20.731458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:20.735686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:20.739371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:20.739452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:23.744154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:23.749100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:23.754061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:23.759293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:23.759465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:26.764999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:26.769665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:26.773324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:26.776921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:26.777151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:29.782126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:29.785861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:29.790549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:29.795201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:29.795313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:32.802808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:32.808611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:32.814265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:32.819309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:32.819459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:35.826061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:35.830354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:35.833996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:35.837929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:35.838060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:38.841967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:38.845470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:38.850694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:38.855126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:38.855222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:41.861278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:41.865728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:41.869712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:41.874522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:41.874745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:44.880731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:44.887708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:44.892974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:44.897751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:44.897860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:47.901891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:47.906155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:47.911120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:47.915716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:47.915825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:50.919918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:50.923495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:50.927052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:50.931543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:50.931697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:53.936366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:53.940699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:53.945249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:53.949423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:53.949546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:56.955148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:56.959064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:56.963154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:56.967358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:56.967439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:15:59.971474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:15:59.974953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:15:59.978835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:15:59.982582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:15:59.982674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:02.988144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:02.992670] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:02.997576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:03.001435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:03.001521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:06.006540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:06.010594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:06.014412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:06.017832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:06.017902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:09.023008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:09.027975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:09.032750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:09.038212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:09.038392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:12.042752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:12.046514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:12.050166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:12.053801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:12.053879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:15.058563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:15.063753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:15.068800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:15.073146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:15.073252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:18.078022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:18.081729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:18.085233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:18.089427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:18.089710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:21.095069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:21.099226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:21.103272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:21.107893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:21.108022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:24.113406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:24.117975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:24.122369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:24.126597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:24.126714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:27.132391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:27.136364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:27.140290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:27.144212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:27.144305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:30.149085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:30.152757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:30.156441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:30.160155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:30.160233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:33.165148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:33.169139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:33.172887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:33.176612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:33.176734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:36.181433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:36.185298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:36.188858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:36.192353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:36.192437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:39.198078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:39.202839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:39.206797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:39.210424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:39.210534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:42.215458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:42.219901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:42.224057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:42.227934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:42.228030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:45.232859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:45.237008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:45.241903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:45.246941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:45.247049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:48.251772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:48.257013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:48.261067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:48.265188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:48.265281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:51.270411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:51.274423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:51.278753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:51.282182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:51.282264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:54.286959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:54.297734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:54.302910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:54.307907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:54.308020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:16:57.312003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:16:57.315987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:16:57.319807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:16:57.323549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:16:57.323670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:00.331663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:00.338696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:00.345157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:00.349739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:00.349842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:03.354399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:03.358049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:03.361816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:03.366184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:03.366293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:06.371103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:06.375166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:06.378516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:06.381771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:06.381848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:09.387163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:09.390996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:09.394916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:09.398913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:09.399025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:12.405340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:12.410800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:12.416635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:12.421173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:12.421339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:15.427001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:15.431435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:15.435873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:15.440257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:15.440408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:18.445008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:18.449048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:18.452609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:18.456722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:18.456833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:21.461274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:21.465575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:21.469507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:21.473428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:21.473531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:24.481737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:24.485393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:24.488836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:24.493181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:24.493291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:27.497630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:27.501739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:27.505715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:27.509585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:27.509690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:30.513827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:30.518144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:30.521954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:30.526363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:30.526462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:33.531290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:33.535583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:33.539298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:33.543036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:33.543152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:36.549286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:36.553774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:36.557893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:36.562768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:36.562845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:39.568326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:39.573145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:39.577757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:39.582963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:39.583057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:42.589384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:42.593730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:42.599868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:42.603963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:42.604051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:45.608160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:45.612337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:45.617572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:45.621384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:45.621476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:48.627168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:48.631088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:48.635224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:48.639720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:48.639823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:51.644522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:51.649070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:51.653409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:51.657275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:51.657375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:54.661806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:54.665632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:54.669530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:54.675194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:54.675292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:17:57.679401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:17:57.683897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:17:57.687600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:17:57.690927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:17:57.690999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:00.696229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:00.701561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:00.707151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:00.711586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:00.711698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:03.717615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:03.721816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:03.726274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:03.731008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:03.731157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:06.736238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:06.741297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:06.745738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:06.751164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:06.751315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:09.757998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:09.765469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:09.771369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:09.775933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:09.776056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:12.780337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:12.784190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:12.787762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:12.791279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:12.791360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:15.796071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:15.800487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:15.804590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:15.809131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:15.809233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:18.815410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:18.820681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:18.825847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:18.830984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:18.831131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:21.837558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:21.842779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:21.847290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:21.851135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:21.851220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:24.855775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:24.859514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:24.863486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:24.867104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:24.867193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:27.873716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:27.878918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:27.883145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:27.886932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:27.887015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:30.890915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:30.894447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:30.898101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:30.901539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:30.901620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:33.905876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:33.909443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:33.912865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:33.916534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:33.916619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:36.923036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:36.927695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:36.931540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:36.935507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:36.935595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:39.940460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:39.944717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:39.948280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:39.951696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:39.951769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:42.956359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:42.961372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:42.965771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:42.969488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:42.969569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:45.974377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:45.978631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:45.982396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:45.986129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:45.986223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:48.991786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:48.996788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:49.001677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:49.007493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:49.007729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:52.014042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:52.021605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:52.027479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:52.033228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:52.033400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:55.039468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:55.043816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:55.047688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:55.051430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:55.051505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:18:58.057771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:18:58.062780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:18:58.067076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:18:58.073703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:18:58.073850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:01.080157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:01.084798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:01.089466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:01.093304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:01.093600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:04.099136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:04.105108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:04.110951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:04.117814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:04.117957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:07.123394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:07.127982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:07.132575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:07.138277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:07.138515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:10.143484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:10.147280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:10.150894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:10.154603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:10.154719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:13.159907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:13.164015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:13.168671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:13.173399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:13.173496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:16.180684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:16.184882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:16.188910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:16.193609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:16.193765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:19.198357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:19.202216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:19.205906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:19.209931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:19.210017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:22.215081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:22.219357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:22.223316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:22.226765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:22.226850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:25.232392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:25.237299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:25.241359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:25.245233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:25.245323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:28.252769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:28.258992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:28.262921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:28.266998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:28.267229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:31.271114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:31.274808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:31.279605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:31.284440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:31.284559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:34.288547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:34.292188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:34.295901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:34.299947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:34.300056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:37.305429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:37.311524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:37.315547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:37.319587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:37.319698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:40.324298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:40.327754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:40.331330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:40.334666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:40.334749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:43.340384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:43.345072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:43.349512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:43.355568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:43.355674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:46.359765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:46.363391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:46.366889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:46.370369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:46.370452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:49.375958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:49.380118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:49.384497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:49.388348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:49.388434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:52.393331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:52.397601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:52.401380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:52.405623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:52.405756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:55.410546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:55.414329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:55.418288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:55.422120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:55.422259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:19:58.429357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:19:58.434957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:19:58.440433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:19:58.446081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:19:58.446227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:01.452848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:01.458853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:01.463104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:01.466819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:01.466890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:04.472781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:04.478103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:04.482896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:04.486947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:04.487031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:07.493319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:07.497674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:07.501820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:07.506175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:07.506498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:10.512540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:10.517847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:10.523120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:10.527730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:10.527849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:13.531779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:13.535346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:13.538901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:13.542547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:13.542625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:16.547206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:16.551149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:16.554795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:16.558670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:16.558743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:19.564080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:19.568780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:19.573346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:19.578456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:19.578630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:22.583808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:22.590247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:22.595377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:22.600043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:22.600151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:25.604341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:25.608968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:25.613024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:25.616875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:25.616955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:28.621878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:28.626363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:28.630785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:28.635241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:28.635388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:31.641064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:31.645587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:31.649664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:31.653242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:31.653320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:34.657330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:34.660814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:34.664489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:34.667987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:34.668061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:37.675007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:37.678702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:37.682477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:37.686504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:37.686594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:40.692363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:40.695931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:40.699527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:40.703658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:40.703750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:43.708387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:43.713864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:43.719081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:43.723788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:43.723899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:46.728704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:46.732280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:46.736371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:46.740559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:46.740681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:49.746134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:49.750948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:49.755935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:49.760215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:49.760323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:52.766146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:52.771349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:52.776084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:52.779879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:52.779952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:55.785459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:55.791573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:55.795427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:55.799212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:55.799346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:20:58.804876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:20:58.809540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:20:58.813694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:20:58.817194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:20:58.817301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:01.822543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:01.825919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:01.829387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:01.832817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:01.832891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:04.838499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:04.843110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:04.846944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:04.851529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:04.851703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:07.856960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:07.861684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:07.866129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:07.870235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:07.870350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:10.876086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:10.880880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:10.884458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:10.887869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:10.887947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:13.896113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:13.901453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:13.905999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:13.910064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:13.910155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:16.916726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:16.921380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:16.925142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:16.929678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:16.929838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:19.935571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:19.939723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:19.945330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:19.949630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:19.949742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:22.954002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:22.957666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:22.962096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:22.965693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:22.965764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:25.970892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:25.974382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:25.978545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:25.982571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:25.982662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:28.988708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:28.993638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:28.998472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:29.003493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:29.003604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:32.007822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:32.011788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:32.015625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:32.019224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:32.019302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:35.024760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:35.028798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:35.032412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:35.036422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:35.036505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:38.040776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:38.044525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:38.048199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:38.051802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:38.051875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:41.056185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:41.059885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:41.063431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:41.066885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:41.066974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:44.071548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:44.075524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:44.079217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:44.083374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:44.083478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:47.088967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:47.093850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:47.098159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:47.101892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:47.101974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:50.107220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:50.111898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:50.117307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:50.123078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:50.123188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:53.128116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:53.132193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:53.136336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:53.140259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:53.140340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:56.145621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:56.150522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:56.155532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:56.160519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:56.160962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:21:59.167325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:21:59.172112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:21:59.177894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:21:59.182582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:21:59.182719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:02.187908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:02.192740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:02.196894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:02.200949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:02.201047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:05.205248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:05.208916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:05.212269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:05.215519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:05.215590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:08.220555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:08.225089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:08.229176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:08.232613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:08.232701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:11.238290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:11.242776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:11.247193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:11.251703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:11.251796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:14.256238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:14.260328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:14.264202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:14.267753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:14.267853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:17.271680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:17.275231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:17.278931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:17.282913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:17.283030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:20.286898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:20.290637] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:20.294260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:20.298191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:20.298286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:23.303138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:23.309006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:23.313900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:23.318175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:23.318270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:26.322705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:26.326356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:26.333346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:26.336697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:26.336768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:29.340870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:29.345199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:29.349023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:29.352679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:29.352775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:32.358435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:32.363420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:32.368460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:32.373118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:32.373231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:35.379217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:35.384896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:35.389442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:35.393202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:35.393285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:38.398106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:38.402112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:38.405582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:38.409057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:38.409140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:41.414348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:41.419258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:41.424289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:41.428427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:41.428504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:44.433098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:44.437475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:44.441260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:44.445064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:44.445166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:47.450921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:47.454973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:47.458437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:47.461913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:47.461989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:50.466581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:50.470735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:50.474706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:50.478558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:50.478700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:53.482952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:53.486762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:53.491027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:53.494566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:53.494661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:56.499677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:56.504342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:56.508858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:56.512374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:56.512447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:22:59.517859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:22:59.522974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:22:59.528084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:22:59.533398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:22:59.533509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:02.538383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:02.542598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:02.546950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:02.550721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:02.550821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:05.555740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:05.559893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:05.565104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:05.570023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:05.570115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:08.576456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:08.582548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:08.587181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:08.592292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:08.592424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:11.596685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:11.600680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:11.604587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:11.608689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:11.608792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:14.614421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:14.619560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:14.624411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:14.628701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:14.628829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:17.634633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:17.639410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:17.643237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:17.647204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:17.647295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:20.654707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:20.659814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:20.665993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:20.670417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:20.670678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:23.675925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:23.679673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:23.683409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:23.687110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:23.687218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:26.692517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:26.696526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:26.700526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:26.704398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:26.704579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:29.709520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:29.713445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:29.716838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:29.721399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:29.721544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:32.726615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:32.731801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:32.736604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:32.740916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:32.741114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:35.747983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:35.754188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:35.758613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:35.764124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:35.764241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:38.770382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:38.775433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:38.779866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:38.784567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:38.784720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:41.789408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:41.793480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:41.798095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:41.801606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:41.801703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:44.806798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:44.810951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:44.814492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:44.818010] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:44.818107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:47.823220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:47.827016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:47.830454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:47.833998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:47.834098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:50.838844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:50.844704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:50.849050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:50.852768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:50.852857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:53.857211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:53.860845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:53.864341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:53.868442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:53.868545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:56.872723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:56.876432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:56.879885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:56.883458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:56.883536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:23:59.888667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:23:59.892915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:23:59.896973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:23:59.900606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:23:59.900716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:02.906264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:02.914327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:02.919315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:02.923482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:02.923616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:05.927763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:05.931535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:05.935081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:05.938880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:05.938963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:08.943225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:08.947330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:08.951143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:08.954606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:08.954703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:11.959746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:11.964496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:11.969315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:11.974013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:11.974127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:14.978678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:14.982350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:14.986142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:14.989927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:14.990057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:17.994944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:17.998508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:18.001815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:18.005347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:18.005451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:21.010836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:21.014537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:21.017950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:21.021499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:21.021590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:24.026344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:24.030395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:24.034010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:24.037936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:24.038076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:27.043972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:27.048199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:27.051860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:27.055303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:27.055373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:30.060313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:30.064948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:30.070369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:30.075246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:30.075339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:33.079825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:33.083610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:33.087116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:33.090405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:33.090479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:36.095540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:36.099579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:36.103218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:36.106592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:36.106690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:39.111592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:39.115293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:39.118714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:39.122060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:39.122135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:42.128706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:42.134266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:42.138884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:42.142783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:42.142857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:45.148465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:45.153284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:45.157331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:45.161959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:45.162072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:48.167009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:48.170903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:48.174525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:48.178412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:48.178492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:51.183294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:51.187490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:51.191026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:51.194750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:51.194850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:54.201424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:54.206369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:54.210391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:54.214083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:54.214177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:24:57.219303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:24:57.224033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:24:57.228407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:24:57.232476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:24:57.232558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:00.236965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:00.241536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:00.245398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:00.249465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:00.249625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:03.254280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:03.258939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:03.263362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:03.267569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:03.267677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:06.272580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:06.277418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:06.282259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:06.290415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:06.290730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:09.296724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:09.302745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:09.307985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:09.313219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:09.313354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:12.320302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:12.324786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:12.329026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:12.332968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:12.333050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:15.337417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:15.341083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:15.344436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:15.348986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:15.349147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:18.354682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:18.359366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:18.364395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:18.368155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:18.368231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:21.373209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:21.378312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:21.382452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:21.386185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:21.386262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:24.393241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:24.398274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:24.402963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:24.411705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:24.411890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:27.417932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:27.421914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:27.425447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:27.429042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:27.429123] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:30.434560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:30.439094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:30.442630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:30.446210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:30.446310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:33.450881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:33.455105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:33.460163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:33.464326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:33.464430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:36.468843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:36.472807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:36.476404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:36.479709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:36.479780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:39.486661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:39.492394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:39.497665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:39.502449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:39.502578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:42.507296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:42.511221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:42.514906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:42.518409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:42.518481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:45.523269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:45.527591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:45.532072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:45.536502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:45.536632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:48.541619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:48.546688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:48.551622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:48.556666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:48.556770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:51.562414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:51.566777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:51.570968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:51.575132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:51.575249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:54.580207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:54.584319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:54.587995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:54.591657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:54.591752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:25:57.596463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:25:57.600327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:25:57.604437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:25:57.607948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:25:57.608023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:00.612916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:00.616339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:00.619714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:00.623351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:00.623458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:03.629616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:03.634494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:03.640320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:03.645000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:03.645095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:06.652828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:06.656626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:06.660240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:06.666025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:06.666113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:09.671375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:09.675841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:09.680469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:09.683848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:09.683919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:12.690164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:12.694910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:12.699216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:12.703255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:12.703330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:15.709829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:15.714499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:15.719166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:15.723178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:15.723276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:18.727900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:18.731730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:18.735728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:18.739769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:18.739852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:21.744683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:21.749086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:21.753230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:21.757419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:21.757547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:24.762673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:24.766435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:24.770311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:24.773960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:24.774048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:27.780033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:27.785738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:27.790189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:27.794920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:27.795032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:30.800142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:30.804367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:30.808002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:30.811662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:30.811736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:33.816719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:33.820348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:33.824105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:33.827787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:33.827864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:36.833948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:36.839219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:36.844068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:36.848128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:36.848239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:39.852722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:39.857126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:39.860782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:39.864700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:39.864789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:42.869407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:42.873443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:42.877418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:42.882296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:42.882412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:45.888432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:45.893186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:45.898011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:45.902777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:45.902881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:48.907950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:48.911567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:48.914854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:48.918340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:48.918413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:51.923182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:51.927135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:51.934525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:51.939000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:51.939380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:54.945451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:54.950861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:54.955728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:54.960283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:54.960403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:26:57.964355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:26:57.968406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:26:57.972494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:26:57.976706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:26:57.976821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:00.982634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:00.988546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:00.993220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:00.999054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:00.999484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:04.004733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:04.009211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:04.013997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:04.018338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:04.018494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:07.024345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:07.028874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:07.032986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:07.037210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:07.037303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:10.041805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:10.045169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:10.048903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:10.052356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:10.052437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:13.057308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:13.061615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:13.066220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:13.070684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:13.070793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:16.076293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:16.080939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:16.084827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:16.088502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:16.088582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:19.093389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:19.097145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:19.101432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:19.104906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:19.104985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:22.109660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:22.114998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:22.119694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:22.123720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:22.123802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:25.128595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:25.132157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:25.135616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:25.139093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:25.139176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:28.144052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:28.148256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:28.151840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:28.155558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:28.155677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:31.160133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:31.163789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:31.167182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:31.170691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:31.170773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:34.175817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:34.180288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:34.184638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:34.188907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:34.189041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:37.195398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:37.200566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:37.204993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:37.208769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:37.208841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:40.215272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:40.219777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:40.224976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:40.229620] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:40.230051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:43.234609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:43.237931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:43.241278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:43.244573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:43.244662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:46.249550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:46.254281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:46.259230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:46.264679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:46.264797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:49.269423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:49.274170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:49.278379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:49.282837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:49.282971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:52.289571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:52.294500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:52.298340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:52.303221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:52.303360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:55.309034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:55.313372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:55.318123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:55.322483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:55.322608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:27:58.327717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:27:58.331919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:27:58.336546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:27:58.342810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:27:58.342984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:01.347226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:01.351793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:01.356552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:01.360988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:01.361170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:04.367425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:04.372030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:04.375804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:04.379580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:04.379693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:07.384425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:07.388319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:07.392178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:07.395953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:07.396056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:10.401062] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:10.404951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:10.408573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:10.412108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:10.412189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:13.419140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:13.423748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:13.427687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:13.431634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:13.431751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:16.436506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:16.442603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:16.446530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:16.450667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:16.450747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:19.455751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:19.459760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:19.463101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:19.466332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:19.466406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:22.471045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:22.474814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:22.478864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:22.482181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:22.482255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:25.486885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:25.490767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:25.495129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:25.499455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:25.499559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:28.505191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:28.509023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:28.512424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:28.516043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:28.516151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:31.520944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:31.524754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:31.528560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:31.532143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:31.532233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:34.538388] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:34.542799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:34.546469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:34.550054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:34.550136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:37.554194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:37.557704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:37.561191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:37.564615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:37.564719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:40.571126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:40.576031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:40.580031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:40.583501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:40.583577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:43.588772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:43.593124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:43.596619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:43.600091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:43.600165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:46.604205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:46.607955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:46.611903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:46.616348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:46.616442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:49.621194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:49.625391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:49.631361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:49.635181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:49.635283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:52.641200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:52.646104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:52.650585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:52.654441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:52.654516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:55.659255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:55.662929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:55.667123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:55.671142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:55.671246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:28:58.676130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:28:58.679939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:28:58.684118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:28:58.688713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:28:58.688823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:01.694110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:01.698357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:01.702127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:01.706113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:01.706228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:04.711090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:04.716027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:04.719627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:04.723954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:04.724026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:07.730151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:07.733681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:07.737796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:07.741661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:07.741731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:10.746187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:10.749966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:10.753728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:10.757350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:10.757431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:13.762524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:13.766375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:13.770175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:13.773502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:13.773574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:16.779410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:16.784332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:16.788712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:16.792497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:16.792587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:19.797885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:19.802917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:19.807724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:19.812619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:19.812733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:22.817240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:22.820842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:22.824424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:22.827940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:22.828126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:25.834053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:25.838058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:25.842542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:25.847341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:25.847461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:28.852717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:28.856586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:28.860360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:28.863758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:28.863833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:31.868486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:31.872680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:31.876449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:31.880086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:31.880177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:34.884943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:34.890770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:34.894189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:34.897534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:34.897603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:37.903710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:37.908334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:37.912329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:37.916179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:37.916269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:40.920193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:40.923735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:40.928130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:40.932795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:40.932902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:43.937719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:43.941030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:43.944744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:43.948704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:43.948788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:46.954166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:46.959101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:46.964161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:46.969314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:46.969432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:49.973830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:49.977152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:49.980440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:49.983788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:49.983863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:52.988875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:52.993043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:52.996864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:53.000418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:53.000499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:56.005453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:56.010458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:56.015488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:56.021566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:56.021802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:29:59.026290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:29:59.030953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:29:59.034733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:29:59.038679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:29:59.038794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:02.043729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:02.052062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:02.056844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:02.062275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:02.062519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:05.067094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:05.070800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:05.074682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:05.078449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:05.078523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:08.083000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:08.087171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:08.090571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:08.093935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:08.094004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:11.099216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:11.104022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:11.108090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:11.112503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:11.112617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:14.117848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:14.122395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:14.126727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:14.130732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:14.130871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:17.136050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:17.140467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:17.144998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:17.149324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:17.149402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:20.154350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:20.158921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:20.163107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:20.168123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:20.168241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:23.172883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:23.176627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:23.180688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:23.184266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:23.184348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:26.191037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:26.196116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:26.200661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:26.204773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:26.204862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:29.209427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:29.213038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:29.216510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:29.220117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:29.220213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:32.225040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:32.229416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:32.234010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:32.238221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:32.238362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:35.243634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:35.248033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:35.252223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:35.257376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:35.257481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:38.261872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:38.266365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:38.269971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:38.273616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:38.273744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:41.278581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:41.282502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:41.286497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:41.290625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:41.290760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:44.295255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:44.298664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:44.302205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:44.305548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:44.305634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:47.310679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:47.314291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:47.318116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:47.321584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:47.321678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:50.326455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:50.330734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:50.335557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:50.340072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:50.340181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:53.345013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:53.348799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:53.352270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:53.356334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:53.356431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:56.361366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:56.365106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:56.369376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:56.373498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:56.373796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:30:59.378615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:30:59.383186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:30:59.387608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:30:59.392257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:30:59.392381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:02.397182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:02.401953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:02.406074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:02.410056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:02.410155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:05.414475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:05.418302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:05.421987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:05.425441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:05.425523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:08.430231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:08.434073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:08.437938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:08.441257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:08.441328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:11.447327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:11.451961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:11.457082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:11.461664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:11.461964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:14.466792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:14.471181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:14.475308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:14.479467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:14.479555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:17.486094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:17.490758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:17.495580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:17.500000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:17.500095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:20.506729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:20.511403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:20.515295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:20.518678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:20.518807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:23.523948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:23.528210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:23.532385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:23.536595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:23.536709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:26.543371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:26.549482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:26.557969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:26.563707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:26.563947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:29.568779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:29.572521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:29.576110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:29.579634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:29.579724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:32.584264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:32.587838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:32.591288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:32.594733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:32.594809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:35.601321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:35.605330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:35.609275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:35.613025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:35.613155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:38.618686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:38.622461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:38.625899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:38.630146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:38.630288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:41.635318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:41.639563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:41.643370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:41.647698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:41.647821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:44.653073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:44.656675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:44.660106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:44.663429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:44.663500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:47.668832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:47.672964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:47.677540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:47.681920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:47.682128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:50.688279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:50.693126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:50.698232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:50.702303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:50.702380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:53.709054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:53.715278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:53.721294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:53.727531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:53.727727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:56.732495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:56.736158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:56.739701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:56.743311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:56.743397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:31:59.748375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:31:59.752683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:31:59.756539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:31:59.760808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:31:59.760925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:02.765761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:02.770318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:02.774583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:02.779174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:02.779285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:05.786188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:05.790999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:05.796923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:05.800923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:05.801062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:08.805911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:08.809413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:08.812866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:08.816075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:08.816147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:11.821292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:11.825943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:11.830772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:11.834832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:11.834956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:14.839333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:14.843852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:14.848562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:14.853260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:14.853360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:17.858227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:17.862272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:17.866254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:17.870212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:17.870315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:20.875578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:20.879865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:20.884024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:20.888012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:20.888137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:23.893805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:23.898608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:23.903894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:23.909368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:23.909497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:26.915300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:26.921084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:26.925114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:26.929153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:26.929247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:29.933367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:29.938865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:29.943742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:29.948074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:29.948177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:32.952453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:32.956113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:32.959512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:32.962998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:32.963086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:35.967342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:35.971893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:35.976161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:35.980872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:35.981023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:38.986276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:38.993238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:38.997522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:39.001742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:39.001836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:42.007713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:42.012354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:42.016015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:42.020029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:42.020143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:45.026120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:45.031358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:45.035368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:45.039067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:45.039158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:48.043396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:48.048958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:48.053911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:48.059131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:48.059400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:51.064845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:51.069088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:51.073389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:51.077633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:51.077769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:54.082422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:54.087181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:54.091713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:54.096317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:54.096429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:32:57.101749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:32:57.107286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:32:57.111369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:32:57.115011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:32:57.115090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:00.122018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:00.127945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:00.135775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:00.140618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:00.140771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:03.144990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:03.148952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:03.152618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:03.156081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:03.156169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:06.160523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:06.164527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:06.169915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:06.175550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:06.175674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:09.180303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:09.183705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:09.186941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:09.190179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:09.190250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:12.195207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:12.200027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:12.203872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:12.207860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:12.207950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:15.214449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:15.219678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:15.224538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:15.229249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:15.229369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:18.234503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:18.238765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:18.242227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:18.246002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:18.246085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:21.249973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:21.339455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:21.382202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:21.385508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:21.385577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:24.391000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:24.395916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:24.400593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:24.405418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:24.405540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:27.409774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:27.413375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:27.417317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:27.421005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:27.421110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:30.424755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:30.428069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:30.431275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:30.434566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:30.434639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:33.440507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:33.445477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:33.449122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:33.452690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:33.452808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:36.457336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:36.461588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:36.465316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:36.468924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:36.469004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:39.474893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:39.478738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:39.482275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:39.485970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:39.486328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:42.491137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:42.495821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:42.501528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:42.505677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:42.505799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:45.513208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:45.519116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:45.523413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:45.527109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:45.527191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:48.532279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:48.540333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:48.544530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:48.548165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:48.548247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:51.552594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:51.556548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:51.560341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:51.563738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:51.563808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:54.569262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:54.574633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:54.578956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:54.583200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:54.583307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:33:57.587212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:33:57.591066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:33:57.594736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:33:57.598234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:33:57.598331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:00.603437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:00.607794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:00.611773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:00.615352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:00.615433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:03.619747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:03.623506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:03.627015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:03.630397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:03.630471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:06.634815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:06.638783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:06.643040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:06.648129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:06.648244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:09.652133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:09.655933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:09.660189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:09.664525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:09.664690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:12.669218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:12.673147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:12.676876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:12.680474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:12.680581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:15.685831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:15.690229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:15.694369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:15.699049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:15.699299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:18.706322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:18.711622] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:18.716073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:18.720397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:18.720529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:21.725468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:21.729575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:21.733554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:21.737633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:21.737769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:24.742412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:24.747372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:24.753046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:24.757944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:24.758066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:27.762914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:27.767853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:27.772382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:27.777213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:27.777314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:30.782294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:30.787296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:30.791236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:30.794616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:30.794704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:33.799704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:33.803186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:33.806557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:33.809945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:33.810019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:36.814975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:36.819565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:36.823899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:36.827982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:36.828109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:39.833105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:39.837151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:39.841030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:39.844469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:39.844552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:42.849716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:42.853942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:42.857453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:42.861365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:42.861567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:45.867787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:45.872596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:45.877096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:45.880632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:45.880768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:48.885812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:48.890415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:48.893915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:48.901173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:48.901352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:51.907379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:51.911161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:51.914491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:51.917864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:51.917935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:54.922989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:54.927543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:54.932088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:54.936615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:54.936763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:34:57.944150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:34:57.949686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:34:57.954099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:34:57.957907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:34:57.958003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:00.964987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:00.971884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:00.978334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:00.985549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:00.985775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:03.991026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:03.995553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:04.000268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:04.004398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:04.004475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:07.009060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:07.012806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:07.016292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:07.019813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:07.019907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:10.024936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:10.029597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:10.034088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:10.039233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:10.039541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:13.045231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:13.051213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:13.055865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:13.059906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:13.060006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:16.064036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:16.067720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:16.071337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:16.074845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:16.074919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:19.080513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:19.084868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:19.089320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:19.093775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:19.093880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:22.099517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:22.104803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:22.109974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:22.114056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:22.114153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:25.118521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:25.122788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:25.127275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:25.131219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:25.131345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:28.135391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:28.139151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:28.142864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:28.146295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:28.146377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:31.151417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:31.155439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:31.160129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:31.164481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:31.164801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:34.170594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:34.175179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:34.179189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:34.184598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:34.185009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:37.190561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:37.194401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:37.197861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:37.202045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:37.202125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:40.207824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:40.211800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:40.215738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:40.219818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:40.219931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:43.225877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:43.229539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:43.234106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:43.238594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:43.238724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:46.245074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:46.249977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:46.254810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:46.258501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:46.258830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:49.262954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:49.267000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:49.271017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:49.274927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:49.275001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:52.280370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:52.285557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:52.290035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:52.293903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:52.293993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:55.299544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:55.303570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:55.307298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:55.310846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:55.310930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:35:58.316288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:35:58.320902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:35:58.324607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:35:58.328234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:35:58.328318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:01.336236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:01.342345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:01.346635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:01.351727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:01.351882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:04.356971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:04.360684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:04.364706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:04.368051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:04.368127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:07.373014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:07.378069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:07.382573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:07.387494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:07.387700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:10.393749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:10.399485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:10.405272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:10.410873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:10.411009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:13.415207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:13.418917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:13.422768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:13.426363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:13.426477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:16.431633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:16.435544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:16.439747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:16.444043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:16.444150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:19.448708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:19.452530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:19.456354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:19.460170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:19.460268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:22.465114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:22.468954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:22.472293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:22.475669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:22.475749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:25.480989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:25.486296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:25.491198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:25.495176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:25.495253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:28.500543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:28.504404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:28.508046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:28.511837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:28.511915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:31.516362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:31.520346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:31.524082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:31.527811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:31.527890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:34.532523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:34.536016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:34.539959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:34.543593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:34.543695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:37.549275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:37.554237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:37.559059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:37.563728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:37.563838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:40.571865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:40.577514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:40.581739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:40.585473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:40.585557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:43.589873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:43.593785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:43.597581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:43.602002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:43.602104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:46.607974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:46.612248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:46.615779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:46.619567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:46.619681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:49.624210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:49.627981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:49.631552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:49.635315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:49.635421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:52.640225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:52.643775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:52.647562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:52.651285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:52.651376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:55.655771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:55.660319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:55.665098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:55.669843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:55.669936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:36:58.674681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:36:58.678116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:36:58.681739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:36:58.684943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:36:58.685015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:01.690722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:01.695174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:01.699425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:01.704100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:01.704218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:04.708932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:04.712770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:04.716608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:04.723935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:04.724032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:07.728516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:07.733165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:07.737136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:07.740902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:07.741006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:10.746211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:10.750539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:10.755127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:10.760598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:10.760727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:13.766629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:13.771692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:13.777285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:13.780959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:13.781049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:16.785594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:16.790510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:16.795058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:16.799244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:16.799331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:19.804024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:19.808466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:19.812393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:19.816891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:19.817101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:22.825133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:22.830040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:22.834254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:22.838775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:22.838868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:25.843207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:25.847419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:25.851698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:25.855663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:25.855762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:28.861272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:28.865680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:28.869794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:28.873661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:28.873761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:31.877758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:31.881379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:31.885983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:31.890280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:31.890378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:34.894618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:34.898685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:34.902555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:34.906850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:34.906950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:37.911936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:37.916183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:37.919820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:37.924367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:37.924475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:40.929365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:40.933751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:40.937690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:40.941624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:40.941750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:43.947398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:43.951960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:43.955610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:43.959216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:43.959319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:46.965904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:46.970590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:46.974844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:46.980732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:46.980877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:49.985918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:49.990442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:49.994338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:49.997934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:49.998014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:53.001866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:53.005470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:53.008984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:53.012710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:53.012804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:56.022472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:56.027182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:56.031602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:56.035597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:56.035721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:37:59.040689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:37:59.044935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:37:59.048997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:37:59.052766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:37:59.052860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:02.056911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:02.060898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:02.064445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:02.068256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:02.068354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:05.073009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:05.077426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:05.081304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:05.084798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:05.084877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:08.089591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:08.093354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:08.096897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:08.101211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:08.101283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:11.106138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:11.109713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:11.113542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:11.117254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:11.117355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:14.123104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:14.127071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:14.131169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:14.135000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:14.135152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:17.140601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:17.145444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:17.150028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:17.155141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:17.155259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:20.159533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:20.163372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:20.166937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:20.170464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:20.170547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:23.175014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:23.178543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:23.183101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:23.187826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:23.187932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:26.193476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:26.197551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:26.201776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:26.206086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:26.206192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:29.210418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:29.214005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:29.217699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:29.222212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:29.222332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:32.227771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:32.233195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:32.238487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:32.244161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:32.244327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:35.249699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:35.254816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:35.259635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:35.264898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:35.265031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:38.269745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:38.273712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:38.277276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:38.280745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:38.280824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:41.287603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:41.292546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:41.297387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:41.302054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:41.302139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:44.306501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:44.310440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:44.314709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:44.319713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:44.319826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:47.326193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:47.331870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:47.335943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:47.339444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:47.339519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:50.344146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:50.349008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:50.353869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:50.358323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:50.358432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:53.363531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:53.367810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:53.372312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:53.376459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:53.376578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:56.380504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:56.383936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:56.387321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:56.390872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:56.390947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:38:59.395214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:38:59.399397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:38:59.403493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:38:59.408422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:38:59.408525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:02.413346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:02.417730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:02.422889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:02.427141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:02.427300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:05.431657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:05.436826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:05.441320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:05.445784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:05.445886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:08.450486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:08.455407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:08.460104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:08.464454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:08.464560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:11.468473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:11.472150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:11.475626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:11.479158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:11.479240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:14.484541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:14.489358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:14.493964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:14.498191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:14.498283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:17.502323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:17.506164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:17.510087] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:17.513831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:17.513936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:20.518610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:20.522326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:20.525937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:20.529588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:20.529694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:23.534721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:23.542230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:23.546460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:23.550511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:23.550635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:26.556069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:26.560168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:26.564016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:26.568090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:26.568219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:29.572089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:29.575507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:29.578962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:29.582306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:29.582387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:32.587017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:32.591915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:32.596635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:32.601357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:32.601452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:35.605907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:35.609869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:35.613441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:35.616939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:35.617073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:38.622553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:38.626988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:38.632117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:38.637495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:38.637618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:41.641937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:41.646060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:41.650495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:41.655248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:41.655366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:44.659825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:44.663795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:44.668040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:44.671932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:44.672037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:47.676686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:47.681587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:47.686126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:47.690745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:47.690858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:50.696461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:50.701263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:50.705810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:50.709921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:50.710009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:53.714856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:53.719794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:53.725482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:53.730044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:53.730166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:56.734291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:56.737963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:56.741339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:56.745358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:56.745437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:39:59.750049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:39:59.753706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:39:59.757545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:39:59.761376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:39:59.761484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:02.767464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:02.772857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:02.778487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:02.784498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:02.784682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:05.791834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:05.796462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:05.801964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:05.806929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:05.807105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:08.812428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:08.816535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:08.820708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:08.824253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:08.824333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:11.828702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:11.832747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:11.836477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:11.840882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:11.840970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:14.845106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:14.848716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:14.852262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:14.856528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:14.856610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:17.861695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:17.866015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:17.869323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:17.872940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:17.873008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:20.877671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:20.882112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:20.886661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:20.891572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:20.891701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:23.896735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:23.900366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:23.903976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:23.908254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:23.908359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:26.913558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:26.917628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:26.921677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:26.925329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:26.925417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:29.933978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:29.941323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:29.948571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:29.957441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:29.957595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:32.962095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:32.965785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:32.969500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:32.973670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:32.973789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:35.979857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:35.984790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:35.988964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:35.992595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:35.992693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:38.997870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:39.003242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:39.008414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:39.012836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:39.012952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:42.017997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:42.021977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:42.025695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:42.029097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:42.029175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:45.033767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:45.037681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:45.041321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:45.044911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:45.044989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:48.050033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:48.053806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:48.057737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:48.061370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:48.061452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:51.066625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:51.070370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:51.073785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:51.077080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:51.077158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:54.082010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:54.085636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:54.090274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:54.094440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:54.094518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:40:57.098989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:40:57.103050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:40:57.107604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:40:57.111701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:40:57.111785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:00.116570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:00.120638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:00.124383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:00.128089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:00.128187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:03.133613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:03.140388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:03.145727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:03.150554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:03.150679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:06.154675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:06.158917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:06.162205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:06.165616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:06.165703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:09.170002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:09.173592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:09.177468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:09.181113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:09.181299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:12.185946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:12.189534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:12.193252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:12.197050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:12.197152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:15.201800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:15.206590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:15.210582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:15.214590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:15.214795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:18.219470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:18.223266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:18.227407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:18.231106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:18.231200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:21.237670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:21.242755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:21.247375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:21.252086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:21.252232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:24.257552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:24.261997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:24.265923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:24.269370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:24.269444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:27.274415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:27.279632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:27.283626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:27.287340] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:27.287421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:30.293473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:30.297358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:30.301538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:30.305610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:30.305753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:33.311252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:33.315536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:33.320173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:33.324343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:33.324449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:36.329783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:36.334252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:36.338688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:36.343559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:36.343672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:39.348976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:39.353114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:39.357055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:39.361057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:39.361165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:42.367136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:42.371356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:42.375441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:42.379075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:42.379152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:45.384313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:45.390959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:45.396213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:45.401075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:45.401188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:48.408350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:48.413509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:48.417876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:48.422043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:48.422153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:51.428785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:51.432968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:51.436682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:51.440286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:51.440358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:54.445611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:54.450151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:54.453998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:54.457656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:54.457732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:41:57.462797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:41:57.466222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:41:57.469819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:41:57.473093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:41:57.473166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:00.478288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:00.482128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:00.485774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:00.489483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:00.489571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:03.494281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:03.498155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:03.502195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:03.506462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:03.506549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:06.512690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:06.516701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:06.520299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:06.523774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:06.523857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:09.531901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:09.539162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:09.546574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:09.554107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:09.554326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:12.559073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:12.562847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:12.566583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:12.570676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:12.570785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:15.575983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:15.579557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:15.582902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:15.586329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:15.586398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:18.592176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:18.596390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:18.601039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:18.604857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:18.604947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:21.611458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:21.617623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:21.623147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:21.628410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:21.628583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:24.634242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:24.639171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:24.643462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:24.649965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:24.650093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:27.655060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:27.660452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:27.666234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:27.671318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:27.671502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:30.676756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:30.681220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:30.686000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:30.690386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:30.690479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:33.697949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:33.702107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:33.706039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:33.710193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:33.710304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:36.714696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:36.718131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:36.721611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:36.725131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:36.725209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:39.730215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:39.734365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:39.738180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:39.742108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:39.742258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:42.747665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:42.751579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:42.755470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:42.759371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:42.759472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:45.764410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:45.768970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:45.772808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:45.777115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:45.777233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:48.783450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:48.787855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:48.791301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:48.795967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:48.796045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:51.800852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:51.804551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:51.809060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:51.812738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:51.812826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:54.816781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:54.820323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:54.823703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:54.827058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:54.827145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:42:57.831244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:42:57.835070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:42:57.838824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:42:57.842257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:42:57.842344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:00.849450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:00.855509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:00.862537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:00.868129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:00.868303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:03.872920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:03.877110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:03.881036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:03.884597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:03.884697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:06.889447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:06.893748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:06.898290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:06.903154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:06.903409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:09.909000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:09.912911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:09.917168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:09.921122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:09.921203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:12.925612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:12.929218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:12.932820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:12.936476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:12.936565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:15.941569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:15.945582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:15.949416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:15.953374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:15.953492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:18.957978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:18.961277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:18.964570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:18.967823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:18.967895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:21.972395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:21.977183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:21.981342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:21.985215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:21.985302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:24.989853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:24.993232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:24.996779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:25.000165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:25.000234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:28.005336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:28.008980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:28.012275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:28.015583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:28.015680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:31.020453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:31.023750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:31.027031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:31.030312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:31.030383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:34.034445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:34.038330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:34.042391] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:34.046802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:34.046918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:37.050984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:37.054345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:37.057764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:37.061145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:37.061223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:40.067070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:40.071564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:40.075388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:40.079296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:40.079374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:43.084302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:43.088307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:43.094308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:43.100714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:43.100832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:46.105560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:46.109616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:46.113498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:46.117197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:46.117289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:49.122496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:49.127445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:49.131530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:49.136357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:49.136603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:52.141878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:52.146258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:52.150987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:52.155022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:52.155121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:55.160290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:55.165438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:55.170715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:55.176426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:55.176582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:43:58.181365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:43:58.186203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:43:58.192605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:43:58.196909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:43:58.196998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:01.202389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:01.207070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:01.211460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:01.214970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:01.215040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:04.219711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:04.224941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:04.229431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:04.233900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:04.234019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:07.237849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:07.241463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:07.244995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:07.248754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:07.248834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:10.253890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:10.258513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:10.262570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:10.266039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:10.266294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:13.271144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:13.277049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:13.282742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:13.287423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:13.287524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:16.291713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:16.295577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:16.300828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:16.305563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:16.305701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:19.310855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:19.315388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:19.320967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:19.325763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:19.325881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:22.332122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:22.338602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:22.343293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:22.347288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:22.347426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:25.352197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:25.356099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:25.360359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:25.365817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:25.365939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:28.370839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:28.374469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:28.378175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:28.382372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:28.382479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:31.387328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:31.390660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:31.394046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:31.397490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:31.397577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:34.402397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:34.405912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:34.410152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:34.413815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:34.413901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:37.419302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:37.423401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:37.427448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:37.431668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:37.431762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:40.436475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:40.441032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:40.445965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:40.450559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:40.450676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:43.455725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:43.459198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:43.462667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:43.466145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:43.466228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:46.470831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:46.474960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:46.478760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:46.482613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:46.482731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:49.488713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:49.493210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:49.497620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:49.502110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:49.502247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:52.506742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:52.510232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:52.513449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:52.517196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:52.517270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:55.522068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:55.525718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:55.529371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:55.532909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:55.532987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:44:58.537989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:44:58.541399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:44:58.544730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:44:58.548600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:44:58.548731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:01.556037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:01.563739] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:01.569620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:01.575672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:01.576015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:04.580459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:04.585211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:04.590019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:04.593673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:04.593749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:07.598700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:07.602751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:07.606874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:07.610628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:07.610812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:10.615666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:10.620635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:10.626037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:10.632032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:10.632176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:13.636479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:13.640489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:13.645081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:13.648898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:13.648973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:16.654244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:16.659921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:16.664576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:16.669007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:16.669110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:19.673936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:19.678254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:19.682855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:19.687161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:19.687268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:22.691184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:22.694977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:22.699386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:22.702951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:22.703044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:25.708424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:25.712112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:25.715945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:25.719725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:25.719808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:28.726172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:28.732191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:28.738195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:28.743383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:28.743506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:31.747891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:31.751556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:31.755079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:31.758552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:31.758679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:34.764635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:34.769342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:34.773668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:34.777828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:34.777947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:37.781902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:37.785597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:37.789102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:37.792485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:37.792578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:40.797701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:40.802724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:40.808342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:40.813144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:40.813257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:43.821764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:43.826944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:43.832594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:43.837422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:43.837548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:46.842571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:46.846315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:46.850257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:46.853785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:46.853855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:49.859539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:49.863273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:49.866570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:49.869859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:49.869933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:52.873778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:52.877278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:52.880745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:52.885062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:52.885206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:55.889400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:55.892995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:55.896485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:55.899839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:55.899922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:45:58.906881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:45:58.912905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:45:58.917330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:45:58.922289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:45:58.922391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:01.926618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:01.930619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:01.934258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:01.938009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:01.938120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:04.943437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:04.947249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:04.950834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:04.955023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:04.955169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:07.959786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:07.963576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:07.967989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:07.973852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:07.973990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:10.978754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:10.983316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:10.988137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:10.991998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:10.992102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:13.997445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:14.002391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:14.006816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:14.010975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:14.011065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:17.018253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:17.023218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:17.027839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:17.032660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:17.032757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:20.037632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:20.041969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:20.045827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:20.051297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:20.051429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:23.057050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:23.060947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:23.064404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:23.068581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:23.068869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:26.074470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:26.079518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:26.083542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:26.087601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:26.087718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:29.092728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:29.097490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:29.101252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:29.106143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:29.106287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:32.112748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:32.117508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:32.122131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:32.127773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:32.127964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:35.134329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:35.139717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:35.144116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:35.148883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:35.148998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:38.153295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:38.157609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:38.161139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:38.164499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:38.164572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:41.168935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:41.173429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:41.177354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:41.183225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:41.183329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:44.188378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:44.192387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:44.196308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:44.200562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:44.200798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:47.206148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:47.210147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:47.214306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:47.218402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:47.218490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:50.223584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:50.227311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:50.231048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:50.234918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:50.235007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:53.240436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:53.244372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:53.248306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:53.253075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:53.253155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:56.258304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:56.262019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:56.265477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:56.268973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:56.269052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:46:59.274826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:46:59.279988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:46:59.283928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:46:59.288079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:46:59.288180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:02.295247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:02.302478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:02.307570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:02.312226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:02.312304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:05.317087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:05.320856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:05.325025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:05.329847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:05.330193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:08.336928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:08.341286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:08.345905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:08.350519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:08.350714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:11.354796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:11.358343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:11.362485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:11.366457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:11.366550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:14.370899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:14.374884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:14.379151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:14.383547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:14.383671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:17.390485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:17.395576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:17.400198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:17.403833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:17.403937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:20.409385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:20.413484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:20.416897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:20.420319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:20.420435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:23.427479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:23.432169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:23.435788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:23.439452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:23.439525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:26.445567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:26.451080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:26.455978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:26.460843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:26.460953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:29.466882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:29.470612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:29.474470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:29.478380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:29.478471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:32.484409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:32.489187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:32.494068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:32.499090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:32.499214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:35.504118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:35.508427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:35.512556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:35.516683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:35.516798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:38.524195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:38.529778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:38.535202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:38.540973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:38.541090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:41.546321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:41.550729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:41.554844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:41.558924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:41.559040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:44.563038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:44.567475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:44.571740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:44.575896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:44.575986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:47.580197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:47.583806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:47.587290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:47.590792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:47.590876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:50.595708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:50.599562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:50.603196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:50.607130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:50.607209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:53.611843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:53.615985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:53.619743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:53.623327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:53.623442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:56.628475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:56.632579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:56.636473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:56.640473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:56.640722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:47:59.645537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:47:59.654375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:47:59.659022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:47:59.663254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:47:59.663360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:02.668516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:02.673283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:02.678524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:02.682518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:02.682600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:05.687808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:05.692232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:05.695971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:05.699408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:05.699481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:08.706773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:08.711861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:08.716631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:08.720786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:08.720909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:11.725120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:11.729100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:11.733099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:11.736803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:11.736881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:14.741716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:14.746446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:14.751348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:14.755865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:14.756012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:17.762260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:17.766512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:17.770394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:17.774242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:17.774324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:20.780094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:20.786181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:20.790772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:20.795764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:20.795968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:23.801104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:23.805171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:23.809509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:23.813718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:23.813841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:26.819945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:26.825704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:26.831417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:26.836063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:26.836164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:29.841761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:29.847402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:29.852261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:29.857500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:29.857692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:32.862810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:32.866665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:32.870489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:32.873802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:32.873875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:35.878951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:35.883889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:35.888324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:35.892500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:35.892592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:38.896799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:38.902006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:38.906531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:38.910960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:38.911050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:41.915466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:41.919119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:41.922476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:41.926354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:41.926428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:44.932325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:44.937540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:44.942854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:44.947755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:44.947845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:47.952232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:47.955965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:47.959537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:47.963033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:47.963114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:50.967929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:50.971685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:50.975413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:50.979392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:50.979481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:53.984678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:53.989257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:53.993795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:53.998161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:53.998272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:48:57.003566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:48:57.007956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:48:57.012410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:48:57.017177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:48:57.017437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:00.022144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:00.026085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:00.029775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:00.034990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:00.035120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:03.040276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:03.044300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:03.048184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:03.052205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:03.052315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:06.058214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:06.062935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:06.066825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:06.070441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:06.070544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:09.075799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:09.081065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:09.085117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:09.088934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:09.089043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:12.094465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:12.098471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:12.102760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:12.107421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:12.107544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:15.112817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:15.116876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:15.121031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:15.124826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:15.124999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:18.131139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:18.135638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:18.140599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:18.146053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:18.146188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:21.152777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:21.157598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:21.163077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:21.168522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:21.168737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:24.173345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:24.177251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:24.181153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:24.185136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:24.185234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:27.189751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:27.193505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:27.197053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:27.200784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:27.200879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:30.206017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:30.209908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:30.213283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:30.216807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:30.216888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:33.222357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:33.227268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:33.232196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:33.236958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:33.237085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:36.242110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:36.246401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:36.250225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:36.254818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:36.255010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:39.259485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:39.263943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:39.268866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:39.272746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:39.272831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:42.277779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:42.282507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:42.286284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:42.290263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:42.290373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:45.296082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:45.301418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:45.305721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:45.309472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:45.309573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:48.314672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:48.318756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:48.322818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:48.326487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:48.326570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:51.334045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:51.338856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:51.343824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:51.349212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:51.349565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:54.356472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:54.360998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:54.365091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:54.370044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:54.370200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:49:57.377240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:49:57.382525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:49:57.387805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:49:57.392697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:49:57.392843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:00.397484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:00.401392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:00.405108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:00.409088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:00.409172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:03.413745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:03.418905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:03.423977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:03.428194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:03.428307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:06.433271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:06.438021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:06.443245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:06.448662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:06.448809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:09.453685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:09.457809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:09.461946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:09.465736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:09.465832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:12.471207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:12.475112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:12.478622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:12.482176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:12.482245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:15.486672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:15.491218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:15.495973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:15.500749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:15.500858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:18.506442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:18.511346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:18.516380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:18.521446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:18.521568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:21.526137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:21.530516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:21.534830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:21.538509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:21.538607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:24.542745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:24.546600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:24.550281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:24.554014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:24.554109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:27.559151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:27.563158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:27.566823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:27.570166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:27.570237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:30.577397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:30.582233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:30.586505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:30.590266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:30.590345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:33.595788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:33.599444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:33.602936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:33.606349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:33.606427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:36.610923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:36.614665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:36.618380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:36.622011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:36.622092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:39.627021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:39.631414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:39.635770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:39.639293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:39.639366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:42.644494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:42.648968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:42.653226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:42.657453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:42.657528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:45.662821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:45.667169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:45.672126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:45.676306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:45.676456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:48.682200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:48.687364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:48.692438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:48.697467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:48.697580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:51.702047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:51.706147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:51.710080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:51.714065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:51.714164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:54.719729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:54.723343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:54.726537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:54.729777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:54.729853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:50:57.736175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:50:57.740915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:50:57.745756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:50:57.750406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:50:57.750523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:00.757610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:00.764108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:00.771353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:00.776760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:00.776889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:03.782483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:03.786807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:03.790827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:03.794447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:03.794517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:06.799107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:06.804279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:06.808927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:06.812876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:06.812953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:09.818935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:09.824445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:09.829895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:09.834673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:09.834787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:12.839434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:12.843581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:12.851367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:12.856372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:12.856485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:15.861656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:15.867504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:15.872990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:15.877917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:15.878056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:18.883378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:18.888738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:18.893899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:18.898700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:18.898812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:21.902674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:21.906224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:21.909574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:21.913173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:21.913243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:24.917464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:24.921131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:24.924500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:24.927984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:24.928072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:27.932275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:27.935980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:27.939889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:27.943530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:27.943610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:30.948274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:30.952104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:30.955943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:30.963063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:30.963220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:33.967285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:33.972510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:33.976574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:33.980674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:33.980766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:36.984842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:36.988780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:36.992772] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:36.996406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:36.996477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:40.001330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:40.005426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:40.009267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:40.012813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:40.012887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:43.017846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:43.021447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:43.024935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:43.029309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:43.029465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:46.035899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:46.040026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:46.045277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:46.050193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:46.050319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:49.055134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:49.058911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:49.064003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:49.068739] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:49.068835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:52.074454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:52.080866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:52.087370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:52.092399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:52.092535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:55.098299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:55.102484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:55.106708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:55.110772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:55.110880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:51:58.116522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:51:58.120810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:51:58.124753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:51:58.130122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:51:58.130331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:01.134992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:01.138952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:01.142989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:01.147186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:01.147296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:04.151522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:04.155460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:04.159307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:04.163500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:04.163605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:07.167714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:07.171194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:07.174893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:07.178555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:07.178639] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:10.182763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:10.187144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:10.190512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:10.193831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:10.193907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:13.199779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:13.205221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:13.211206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:13.216092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:13.216218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:16.221274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:16.225417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:16.229447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:16.234106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:16.234230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:19.238548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:19.243030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:19.247361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:19.251612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:19.251745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:22.255895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:22.259714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:22.263080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:22.266903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:22.267024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:25.271208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:25.274915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:25.278779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:25.282631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:25.282739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:28.287360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:28.295005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:28.300015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:28.304269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:28.304443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:31.308605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:31.312269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:31.316022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:31.320034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:31.320141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:34.325348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:34.331368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:34.336191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:34.340391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:34.340598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:37.346063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:37.350819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:37.355572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:37.359741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:37.359827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:40.364892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:40.368830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:40.373272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:40.378492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:40.378609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:43.383084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:43.386495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:43.389922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:43.393273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:43.393352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:46.400064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:46.406325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:46.411070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:46.416021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:46.416232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:49.420926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:49.424819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:49.429332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:49.433737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:49.433829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:52.440416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:52.446576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:52.453465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:52.459422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:52.459606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:55.464387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:55.467810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:55.471459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:55.475274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:55.475366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:52:58.480119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:52:58.484125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:52:58.488864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:52:58.492904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:52:58.493121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:01.499049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:01.504741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:01.510578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:01.515551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:01.515848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:04.522767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:04.528126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:04.532347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:04.537621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:04.537821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:07.543715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:07.548455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:07.552893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:07.557022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:07.557140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:10.563233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:10.567097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:10.570888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:10.574634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:10.574748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:13.579844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:13.584141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:13.588767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:13.592514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:13.592624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:16.597299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:16.603104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:16.607598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:16.612161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:16.612249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:19.617463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:19.621212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:19.624548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:19.653628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:19.653758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:22.658808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:22.693823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:22.729415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:22.733354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:22.733445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:25.737277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:25.741237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:25.744976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:25.748390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:25.748472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:28.754533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:28.759453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:28.763993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:28.769125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:28.769253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:31.775733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:31.781573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:31.787398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:31.793994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:31.794171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:34.799109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:34.803179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:34.807581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:34.811366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:34.811449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:37.816624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:37.820429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:37.824572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:37.829168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:37.829880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:40.834118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:40.837754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:40.841242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:40.845237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:40.845368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:43.852505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:43.856871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:43.860791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:43.866113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:43.866236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:46.872956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:46.877394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:46.880981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:46.884708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:46.884909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:49.890673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:49.895006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:49.898947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:49.902867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:49.902968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:52.907986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:52.913983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:52.918301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:52.922788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:52.922929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:55.928205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:55.932276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:55.936058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:55.940808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:55.940937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:53:58.947622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:53:58.953236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:53:58.958863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:53:58.964703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:53:58.964829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:01.969964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:01.974002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:01.978376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:01.982110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:01.982313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:04.987418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:04.991076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:04.994918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:04.998404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:04.998485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:08.003821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:08.008183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:08.012602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:08.016339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:08.016437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:11.021682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:11.026405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:11.030388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:11.035013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:11.035133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:14.040424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:14.044925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:14.049291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:14.053799] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:14.053908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:17.058943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:17.063038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:17.067621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:17.071445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:17.071527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:20.076688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:20.082334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:20.087473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:20.092681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:20.092808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:23.098127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:23.101839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:23.106811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:23.111604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:23.111740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:26.116377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:26.120206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:26.123915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:26.127417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:26.127492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:29.133758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:29.137863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:29.142317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:29.146446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:29.146562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:32.151635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:32.156083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:32.161465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:32.165908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:32.166247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:35.171826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:35.175434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:35.179070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:35.182771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:35.182847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:38.186707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:38.190155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:38.193669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:38.197345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:38.197453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:41.202986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:41.208410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:41.213700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:41.218236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:41.218345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:44.222471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:44.227256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:44.232263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:44.237591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:44.237734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:47.244343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:47.249142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:47.253198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:47.257093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:47.257193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:50.263005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:50.268175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:50.272461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:50.276832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:50.276923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:53.281256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:53.285404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:53.293827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:53.297991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:53.298103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:56.303981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:56.307960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:56.311533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:56.315253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:56.315329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:54:59.319454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:54:59.323097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:54:59.326557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:54:59.330088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:54:59.330169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:02.335392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:02.340476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:02.345279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:02.350389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:02.350722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:05.356574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:05.361013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:05.365297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:05.369786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:05.369872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:08.374454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:08.378532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:08.382832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:08.386794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:08.386865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:11.391217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:11.394805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:11.398551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:11.402335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:11.402414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:14.406626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:14.410639] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:14.415440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:14.419551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:14.419783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:17.424565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:17.429199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:17.433618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:17.438297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:17.438470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:20.444002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:20.447724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:20.451058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:20.454325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:20.454401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:23.459425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:23.463245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:23.466774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:23.470269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:23.470343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:26.475546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:26.479379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:26.483013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:26.486952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:26.487086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:29.491924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:29.496443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:29.500381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:29.505555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:29.505685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:32.511350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:32.516736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:32.521564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:32.526448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:32.526550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:35.532199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:35.535819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:35.539249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:35.542698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:35.542768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:38.548672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:38.553604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:38.558673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:38.563337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:38.563467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:41.570113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:41.575360] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:41.581125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:41.586073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:41.586243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:44.591081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:44.595413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:44.599870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:44.604215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:44.604301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:47.608709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:47.612349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:47.615570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:47.619612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:47.619835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:50.624898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:50.629736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:50.634416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:50.639172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:50.639260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:53.643476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:53.647940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:53.652435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:53.656449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:53.656553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:56.660749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:56.665462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:56.670415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:56.674224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:56.674317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:55:59.679716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:55:59.684519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:55:59.689388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:55:59.693063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:55:59.693137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:02.698820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:02.703352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:02.707780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:02.711972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:02.712062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:05.716384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:05.720314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:05.723878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:05.729401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:05.729486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:08.734627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:08.738882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:08.742724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:08.746712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:08.746804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:11.751570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:11.755114] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:11.758809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:11.762341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:11.762410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:14.766372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:14.769947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:14.773739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:14.777258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:14.777328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:17.782667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:17.787256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:17.791578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:17.796216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:17.796366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:20.800866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:20.804752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:20.808413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:20.811816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:20.811901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:23.816108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:23.820150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:23.824089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:23.827664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:23.827754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:26.832941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:26.837547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:26.843991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:26.849385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:26.849497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:29.854377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:29.858895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:29.863144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:29.867614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:29.867752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:32.873123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:32.878255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:32.883289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:32.888492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:32.888612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:35.893108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:35.896752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:35.900788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:35.904094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:35.904162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:38.909530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:38.914090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:38.918299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:38.921850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:38.921926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:41.925709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:41.930209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:41.933804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:41.937327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:41.937404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:44.943146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:44.947858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:44.952354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:44.955973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:44.956057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:47.960786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:47.964735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:47.968979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:47.972657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:47.972759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:50.977485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:50.982112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:50.986219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:50.990720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:50.990830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:53.995580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:54.000208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:54.004924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:54.009758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:54.009863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:56:57.014375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:56:57.018771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:56:57.022985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:56:57.026407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:56:57.026483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:00.031479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:00.035294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:00.038861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:00.043292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:00.043404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:03.048177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:03.051601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:03.054966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:03.058206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:03.058277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:06.062113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:06.065979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:06.070344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:06.074222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:06.074305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:09.078904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:09.083011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:09.087170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:09.091052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:09.091143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:12.095090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:12.098411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:12.101908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:12.105277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:12.105367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:15.110436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:15.115115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:15.119276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:15.123235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:15.123347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:18.129330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:18.133699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:18.137957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:18.142165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:18.142300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:21.146857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:21.150880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:21.154784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:21.159441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:21.159537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:24.164108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:24.167985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:24.171671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:24.175278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:24.175362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:27.179680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:27.184141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:27.188038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:27.191619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:27.191728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:30.197740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:30.201817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:30.205684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:30.209603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:30.209747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:33.216076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:33.220996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:33.225479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:33.230161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:33.230286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:36.236872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:36.241334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:36.244979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:36.248534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:36.248610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:39.253331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:39.256837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:39.260282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:39.263674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:39.263759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:42.268588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:42.272502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:42.276305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:42.279633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:42.279719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:45.284001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:45.288233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:45.292212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:45.296455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:45.296566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:48.301427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:48.305081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:48.308893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:48.312266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:48.312430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:51.317178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:51.320736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:51.324121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:51.327528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:51.327718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:54.332607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:54.335932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:54.339200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:54.342441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:54.342516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:57:57.347510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:57:57.352027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:57:57.356841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:57:57.360729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:57:57.360806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:00.366000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:00.370742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:00.376901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:00.382300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:00.382937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:03.387919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:03.392399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:03.396802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:03.401117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:03.401222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:06.406831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:06.410592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:06.414758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:06.418337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:06.418418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:09.423220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:09.427246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:09.430876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:09.434319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:09.434393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:12.438938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:12.442551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:12.445842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:12.449187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:12.449259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:15.454877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:15.460535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:15.465019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:15.470036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:15.470171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:18.475352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:18.479228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:18.482847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:18.486364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:18.486442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:21.492098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:21.496698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:21.500436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:21.504888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:21.505030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:24.511269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:24.516121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:24.520512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:24.524773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:24.524879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:27.528936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:27.532780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:27.536871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:27.540527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:27.540629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:30.545934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:30.551158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:30.556511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:30.561528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:30.561676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:33.566754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:33.570338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:33.573887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:33.577514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:33.577596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:36.583193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:36.587997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:36.593080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:36.597449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:36.597560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:39.601952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:39.606912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:39.611127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:39.615185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:39.615288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:42.620446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:42.625088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:42.629564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:42.634386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:42.634505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:45.640467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:45.645920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:45.649818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:45.653171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:45.653243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:48.657873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:48.663005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:48.667821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:48.672008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:48.672118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:51.678255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:51.684898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:51.691305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:51.695999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:51.696206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:54.703838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:54.709207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:54.714736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:54.720048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:54.720186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:58:57.724829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:58:57.729252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:58:57.734720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:58:57.738782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:58:57.738895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:00.743930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:00.748350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:00.752186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:00.755980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:00.756081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:03.760126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:03.763935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:03.767967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:03.771434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:03.771528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:06.776719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:06.780487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:06.785439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:06.790488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:06.790609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:09.794849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:09.798329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:09.801720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:09.805273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:09.805354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:12.815499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:12.823381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:12.832712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:12.839588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:12.839803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:15.844718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:15.849496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:15.853605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:15.857160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:15.857261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:18.861330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:18.865362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:18.869184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:18.873223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:18.873314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:21.877379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:21.881086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:21.884844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:21.888401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:21.888473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:24.893581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:24.897542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:24.901020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:24.904424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:24.904503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:27.909897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:27.914618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:27.918828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:27.922734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:27.922852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:30.927628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:30.931576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:30.935795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:30.939295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:30.939375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:33.944167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:33.950094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:33.955247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:33.958957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:33.959034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:36.962938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:36.966687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:36.970519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:36.974269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:36.974368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:39.979293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:39.983495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:39.987622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:39.991765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:39.991874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:42.996889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:43.000787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:43.004959] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:43.008827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:43.008898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:46.013039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:46.021286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:46.025708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:46.030282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:46.030376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:49.034992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:49.038772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:49.042333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:49.045989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:49.046073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:52.052510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:52.057493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:52.063843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:52.068109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:52.068232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:55.072327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:55.076711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:55.080688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:55.084201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:55.084278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T21:59:58.089565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T21:59:58.093667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T21:59:58.096958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T21:59:58.100372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T21:59:58.100440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:01.104549] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:01.108224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:01.111623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:01.115238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:01.115313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:04.120309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:04.124280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:04.128547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:04.133025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:04.133157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:07.138506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:07.143304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:07.147791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:07.152397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:07.152524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:10.157603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:10.162004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:10.168385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:10.173557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:10.173698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:13.178349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:13.182385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:13.186293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:13.189787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:13.189858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:16.195472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:16.200469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:16.204742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:16.208890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:16.208962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:19.213584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:19.217708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:19.221519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:19.224958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:19.225041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:22.232519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:22.238015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:22.242408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:22.246110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:22.246207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:25.251193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:25.256232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:25.261158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:25.265081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:25.265185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:28.269863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:28.273555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:28.277115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:28.280475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:28.280549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:31.286898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:31.290505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:31.294531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:31.298457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:31.298543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:34.303327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:34.307539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:34.311719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:34.315920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:34.316135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:37.321006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:37.324838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:37.328751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:37.332302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:37.332399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:40.337634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:40.341528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:40.345113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:40.349903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:40.350012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:43.357271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:43.362064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:43.366333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:43.370070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:43.370244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:46.375303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:46.379792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:46.383337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:46.387518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:46.387746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:49.392628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:49.398074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:49.403001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:49.406790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:49.406874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:52.411949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:52.415468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:52.418908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:52.422290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:52.422371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:55.427338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:55.431028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:55.434622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:55.438607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:55.438706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:00:58.444380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:00:58.448706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:00:58.452600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:00:58.456731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:00:58.456826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:01.461844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:01.466825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:01.471470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:01.476368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:01.476513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:04.481431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:04.486095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:04.490187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:04.494225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:04.494329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:07.499811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:07.504326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:07.508450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:07.512335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:07.512431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:10.517312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:10.521185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:10.524785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:10.529628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:10.529785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:13.534743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:13.538423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:13.542094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:13.545523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:13.545611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:16.550615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:16.554476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:16.558032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:16.561554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:16.561637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:19.598487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:19.604217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:19.609360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:19.613391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:19.613483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:22.617679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:22.621516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:22.625331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:22.629268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:22.629367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:25.633924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:25.637852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:25.641161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:25.644350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:25.644429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:28.649898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:28.653919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:28.658172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:28.662394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:28.662487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:31.668377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:31.672411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:31.676390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:31.680765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:31.680846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:34.686486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:34.691116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:34.694815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:34.699172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:34.699272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:37.704409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:37.709427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:37.715232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:37.719158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:37.719250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:40.723863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:40.727302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:40.730636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:40.733974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:40.734042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:43.738359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:43.741998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:43.745264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:43.748564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:43.748636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:46.753709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:46.757446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:46.760976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:46.764988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:46.765101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:49.770820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:49.774972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:49.778909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:49.782764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:49.782878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:52.787312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:52.790969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:52.794340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:52.797742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:52.797812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:55.802483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:55.807797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:55.814368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:55.818818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:55.818950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:01:58.825329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:01:58.830535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:01:58.836118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:01:58.840404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:01:58.840559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:01.846032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:01.851190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:01.856722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:01.862193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:01.862305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:04.866785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:04.871050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:04.874770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:04.878533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:04.878626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:07.884044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:07.889161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:07.893713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:07.897895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:07.897973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:10.901710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:10.905095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:10.908475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:10.912058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:10.912135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:13.916856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:13.920931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:13.925478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:13.930193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:13.930310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:16.936611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:16.940856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:16.944967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:16.949083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:16.949373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:19.953283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:19.957079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:19.960603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:19.964083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:19.964161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:22.968940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:22.974525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:22.978771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:22.982443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:22.982514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:25.991475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:25.996518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:26.000854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:26.004688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:26.004793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:29.009837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:29.015015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:29.019754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:29.023935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:29.024045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:32.028185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:32.031818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:32.035463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:32.039090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:32.039171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:35.043136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:35.046758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:35.050533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:35.055017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:35.055115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:38.060222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:38.063932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:38.067367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:38.071046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:38.071121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:41.076287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:41.081047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:41.085699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:41.090572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:41.090747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:44.094788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:44.100732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:44.104695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:44.109086] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:44.109196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:47.116676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:47.121911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:47.128419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:47.135483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:47.135671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:50.141005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:50.144535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:50.149000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:50.153291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:50.153384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:53.158059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:53.161769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:53.165610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:53.169075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:53.169149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:56.174040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:56.178261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:56.182854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:56.186368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:56.186440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:02:59.191520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:02:59.196882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:02:59.202452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:02:59.207130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:02:59.207270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:02.213156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:02.217874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:02.222462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:02.226948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:02.227068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:05.233903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:05.239418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:05.244113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:05.247997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:05.248075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:08.253696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:08.259003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:08.263546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:08.268350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:08.268455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:11.272803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:11.277337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:11.281497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:11.285296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:11.285378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:14.289621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:14.294001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:14.298741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:14.304516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:14.304669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:17.309380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:17.313396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:17.317166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:17.320905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:17.321007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:20.326737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:20.331153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:20.334832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:20.364715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:20.364829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:23.369720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:23.406930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:23.440850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:23.444744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:23.444832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:26.449252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:26.453458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:26.457819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:26.461447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:26.461525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:29.466072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:29.470045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:29.474665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:29.478982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:29.479052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:32.483925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:32.488764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:32.493613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:32.498511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:32.498618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:35.503688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:35.508054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:35.511419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:35.514852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:35.514934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:38.519943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:38.523416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:38.526750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:38.530182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:38.530262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:41.534778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:41.538661] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:41.542370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:41.546231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:41.546316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:44.550884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:44.555901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:44.560961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:44.565001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:44.565102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:47.569804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:47.574583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:47.579281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:47.584119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:47.584232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:50.588849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:50.592402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:50.595716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:50.599016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:50.599088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:53.603544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:53.610721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:53.615711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:53.620594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:53.620748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:56.624998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:56.628841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:56.632477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:56.636015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:56.636098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:03:59.641768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:03:59.646296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:03:59.650841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:03:59.655259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:03:59.655410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:02.659978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:02.663529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:02.666848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:02.670328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:02.670444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:05.675684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:05.680943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:05.686611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:05.691042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:05.691160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:08.695298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:08.699066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:08.703005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:08.707623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:08.707740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:11.712758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:11.717287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:11.721266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:11.725617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:11.725779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:14.730853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:14.734550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:14.738030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:14.741349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:14.741427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:17.747129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:17.752227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:17.756912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:17.761850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:17.761944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:20.766589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:20.770153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:20.773696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:20.777365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:20.777452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:23.782023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:23.785447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:23.789194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:23.792508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:23.792577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:26.797356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:26.802208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:26.806705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:26.811350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:26.811429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:29.815395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:29.819271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:29.823544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:29.827835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:29.827973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:32.833112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:32.838318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:32.842488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:32.847884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:32.847973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:35.852931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:35.857446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:35.862868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:35.868557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:35.868952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:38.873601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:38.877675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:38.881590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:38.886551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:38.886958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:41.893534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:41.899970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:41.906155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:41.913042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:41.913187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:44.917829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:44.921376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:44.924981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:44.928455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:44.928556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:47.933606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:47.937687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:47.941346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:47.946296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:47.946391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:50.951778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:50.955821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:50.960759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:50.964521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:50.964614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:53.968947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:53.973229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:53.977213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:53.981228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:53.981312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:04:56.986618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:04:56.991015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:04:56.995402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:04:56.999593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:04:56.999713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:00.005734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:00.009807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:00.013796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:00.017592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:00.017692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:03.022656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:03.027177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:03.032500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:03.038448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:03.038580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:06.043458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:06.048776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:06.054201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:06.059308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:06.059441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:09.065209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:09.069738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:09.074329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:09.078338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:09.078450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:12.083124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:12.087016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:12.091214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:12.095291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:12.095388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:15.100089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:15.104356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:15.108816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:15.113503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:15.113606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:18.118886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:18.123101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:18.127268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:18.131118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:18.131227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:21.136908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:21.140451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:21.143803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:21.148240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:21.148406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:24.153502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:24.158867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:24.163706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:24.168607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:24.168769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:27.173163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:27.177169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:27.182029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:27.187152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:27.187282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:30.191337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:30.194937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:30.198599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:30.201940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:30.202013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:33.206350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:33.209789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:33.213077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:33.216530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:33.216601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:36.220569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:36.224059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:36.227546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:36.230992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:36.231073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:39.235364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:39.238921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:39.243265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:39.247094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:39.247192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:42.253447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:42.258286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:42.262788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:42.267337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:42.267440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:45.272354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:45.276065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:45.279894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:45.283746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:45.283829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:48.288116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:48.291788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:48.295333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:48.298758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:48.298843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:51.304267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:51.309078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:51.313881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:51.318822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:51.318928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:54.323042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:54.326938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:54.331820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:54.335829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:54.336061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:05:57.341243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:05:57.345200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:05:57.349117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:05:57.354147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:05:57.354269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:00.360623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:00.366051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:00.371071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:00.376961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:00.377086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:03.382214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:03.386328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:03.390019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:03.393843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:03.393924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:06.398943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:06.402905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:06.406442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:06.410305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:06.410378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:09.415125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:09.418588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:09.422184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:09.425737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:09.425812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:12.430874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:12.434668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:12.438401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:12.442060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:12.442234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:15.446849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:15.450855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:15.454455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:15.457907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:15.458073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:18.463019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:18.466488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:18.470063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:18.474983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:18.475144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:21.480475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:21.485304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:21.490207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:21.496009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:21.496185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:24.502058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:24.507241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:24.512441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:24.517267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:24.517369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:27.521430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:27.525175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:27.528813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:27.532300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:27.532385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:30.537781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:30.541838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:30.546111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:30.550367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:30.550489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:33.556311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:33.561384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:33.566026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:33.569726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:33.569801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:36.574004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:36.577961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:36.581961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:36.585365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:36.585439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:39.589624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:39.593108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:39.596470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:39.599918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:39.599998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:42.604981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:42.608749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:42.612339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:42.616756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:42.616864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:45.621313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:45.625208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:45.628882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:45.632977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:45.633080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:48.636932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:48.640727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:48.644335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:48.648610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:48.648750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:51.653575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:51.657074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:51.660546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:51.664128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:51.664218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:54.670671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:54.675518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:54.679560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:54.683231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:54.683319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:06:57.688836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:06:57.692563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:06:57.695964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:06:57.699913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:06:57.700061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:00.705145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:00.710202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:00.715323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:00.718936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:00.719013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:03.723861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:03.727760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:03.731636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:03.735660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:03.735761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:06.740671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:06.744866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:06.749453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:06.754283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:06.754411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:09.758842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:09.763201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:09.767712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:09.771561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:09.771673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:12.776322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:12.780710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:12.784943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:12.789232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:12.789354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:15.794805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:15.801351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:15.807209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:15.811770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:15.811915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:18.816692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:18.821419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:18.825372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:18.829322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:18.829518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:21.834862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:21.839417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:21.843736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:21.847941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:21.848055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:24.852975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:24.857779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:24.861619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:24.865460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:24.865539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:27.870376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:27.875072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:27.879381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:27.884009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:27.884315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:30.889108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:30.893234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:30.897261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:30.901630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:30.901772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:33.906245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:33.910411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:33.914700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:33.919282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:33.919395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:36.924864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:36.931343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:36.935312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:36.938704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:36.938782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:39.944886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:39.949372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:39.954343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:39.958415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:39.958609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:42.963798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:42.967382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:42.971325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:42.974902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:42.974973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:45.981368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:45.986746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:45.992179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:45.996657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:45.996781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:49.002675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:49.007902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:49.012813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:49.017365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:49.017482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:52.022392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:52.026728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:52.030462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:52.033903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:52.033972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:55.038894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:55.043972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:55.048439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:55.052937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:55.053075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:07:58.058197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:07:58.062085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:07:58.065695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:07:58.069849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:07:58.069930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:01.074112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:01.077808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:01.081304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:01.084594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:01.084695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:04.092907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:04.096587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:04.101104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:04.105568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:04.105703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:07.110861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:07.114723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:07.118293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:07.122417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:07.122543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:10.127139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:10.130450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:10.133627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:10.136840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:10.136907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:13.141730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:13.145774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:13.149455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:13.153135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:13.153219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:16.161957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:16.166892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:16.171952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:16.176660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:16.176752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:19.181376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:19.184922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:19.188285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:19.192107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:19.192218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:22.196569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:22.200163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:22.203945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:22.207246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:22.207412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:25.212639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:25.216838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:25.220759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:25.224613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:25.224737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:28.230486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:28.234620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:28.238714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:28.243002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:28.243077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:31.248430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:31.252820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:31.256943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:31.261469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:31.261581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:34.266218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:34.270317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:34.274389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:34.278575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:34.278692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:37.283447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:37.286967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:37.291934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:37.295931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:37.296033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:40.300790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:40.304742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:40.308715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:40.313705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:40.313802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:43.319860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:43.324672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:43.329813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:43.335308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:43.335392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:46.340748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:46.345196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:46.349569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:46.353271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:46.353436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:49.359402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:49.364615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:49.370562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:49.375882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:49.376054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:52.381156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:52.386350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:52.390572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:52.394182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:52.394291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:55.399966] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:55.404706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:55.409001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:55.413093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:55.413186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:08:58.417279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:08:58.420964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:08:58.424635] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:08:58.431333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:08:58.431431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:01.436331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:01.439911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:01.443134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:01.446546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:01.446632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:04.452385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:04.458940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:04.464682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:04.469826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:04.469950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:07.473718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:07.477564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:07.481030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:07.484431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:07.484507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:10.488521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:10.492568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:10.497838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:10.501945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:10.502093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:13.506509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:13.510784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:13.514712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:13.518444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:13.518549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:16.522718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:16.526294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:16.529819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:16.533165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:16.533235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:19.537510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:19.541091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:19.544455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:19.547987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:19.548061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:22.551901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:22.556093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:22.559807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:22.563441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:22.563510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:25.567915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:25.571692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:25.575609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:25.579414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:25.579518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:28.584594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:28.588544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:28.592297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:28.595665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:28.595736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:31.600077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:31.604414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:31.608605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:31.612265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:31.612336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:34.616824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:34.620548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:34.623896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:34.627539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:34.627671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:37.631866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:37.635525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:37.639263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:37.642780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:37.642863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:40.647432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:40.651336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:40.654604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:40.657927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:40.658010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:43.662171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:43.666203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:43.670362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:43.674341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:43.674445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:46.680959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:46.684868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:46.689082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:46.693229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:46.693337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:49.698533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:49.702943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:49.706821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:49.710442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:49.710515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:52.715984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:52.721899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:52.726439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:52.730712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:52.730862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:55.734576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:55.738623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:55.742671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:55.746285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:55.746367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:09:58.751993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:09:58.760135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:09:58.766105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:09:58.770619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:09:58.770748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:01.775777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:01.780963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:01.786587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:01.793490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:01.793631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:04.800021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:04.805193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:04.813615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:04.818538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:04.818663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:07.823360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:07.828271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:07.832788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:07.836817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:07.836914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:10.840914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:10.844550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:10.848937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:10.852994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:10.853087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:13.857822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:13.862335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:13.866244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:13.869819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:13.869889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:16.875039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:16.879140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:16.882743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:16.886631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:16.886782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:19.891524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:19.895235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:19.899300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:19.903280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:19.903384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:22.908904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:22.912807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:22.916296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:22.919755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:22.919828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:25.925205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:25.931161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:25.935920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:25.940420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:25.940548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:28.945285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:28.948896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:28.952360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:28.955806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:28.955892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:31.960529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:31.964197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:31.967700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:31.971118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:31.971300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:34.976458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:34.980724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:34.984097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:34.987551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:34.987623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:37.992278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:37.995851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:37.999286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:38.002583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:38.002674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:41.007537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:41.011772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:41.015782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:41.019885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:41.019983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:44.027750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:44.033152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:44.039119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:44.044617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:44.044804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:47.048893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:47.052755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:47.056953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:47.060469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:47.060551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:50.064625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:50.068903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:50.072794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:50.076144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:50.076230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:53.080335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:53.083621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:53.087075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:53.090414] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:53.090485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:56.095888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:56.101046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:56.106708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:56.111058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:56.111171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:10:59.114965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:10:59.118218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:10:59.121458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:10:59.124848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:10:59.124922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:02.129573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:02.133373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:02.136754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:02.140958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:02.141097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:05.145500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:05.149327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:05.152971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:05.156421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:05.156500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:08.161443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:08.164966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:08.168223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:08.171438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:08.171509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:11.175887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:11.179929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:11.184058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:11.187765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:11.187847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:14.192752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:14.197348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:14.201938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:14.205976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:14.206074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:17.210574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:17.214104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:17.217468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:17.220845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:17.220917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:20.254042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:20.257728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:20.261189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:20.264591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:20.264705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:23.270294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:23.274255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:23.278620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:23.282365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:23.282442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:26.287547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:26.291010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:26.294233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:26.298200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:26.298276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:29.303790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:29.308734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:29.313253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:29.317076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:29.317163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:32.322253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:32.326398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:32.330989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:32.335047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:32.335181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:35.339866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:35.344998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:35.348433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:35.352062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:35.352153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:38.356196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:38.360070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:38.363827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:38.367533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:38.367632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:41.372258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:41.375804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:41.379357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:41.382822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:41.382894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:44.387833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:44.392506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:44.396078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:44.399694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:44.399763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:47.404171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:47.407924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:47.411425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:47.415029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:47.415111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:50.419893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:50.423679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:50.428500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:50.432619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:50.432757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:53.438015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:53.442400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:53.446241] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:53.449996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:53.450086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:56.455948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:56.460257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:56.465101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:56.468972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:56.469064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:11:59.473994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:11:59.480416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:11:59.484818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:11:59.489055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:11:59.489143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:02.493840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:02.497849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:02.501881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:02.505746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:02.505950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:05.510582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:05.514497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:05.518504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:05.522486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:05.522613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:08.528810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:08.533970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:08.539037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:08.543112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:08.543193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:11.548928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:11.553377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:11.558574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:11.563006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:11.563168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:14.567888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:14.571516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:14.575443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:14.579571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:14.579663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:17.584867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:17.588675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:17.592346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:17.596292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:17.596379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:20.601322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:20.605192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:20.609033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:20.612709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:20.612795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:23.618762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:23.623181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:23.627026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:23.630554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:23.630634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:26.635855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:26.641184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:26.645580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:26.649522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:26.649607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:29.655219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:29.660571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:29.664609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:29.668693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:29.668797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:32.674399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:32.678627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:32.682980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:32.686713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:32.686786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:35.691886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:35.696072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:35.700695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:35.704391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:35.704470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:38.711367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:38.716536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:38.723103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:38.729716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:38.729914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:41.734700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:41.739032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:41.742722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:41.746399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:41.746478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:44.751064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:44.755275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:44.759541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:44.763281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:44.763379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:47.767874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:47.771863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:47.776168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:47.779744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:47.779813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:50.783940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:50.788083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:50.792629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:50.796733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:50.796817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:53.801507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:53.805517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:53.809583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:53.813251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:53.813342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:56.818184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:56.822486] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:56.826703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:56.830920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:56.831211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:12:59.836487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:12:59.840740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:12:59.845703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:12:59.850374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:12:59.850506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:02.854856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:02.858461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:02.862326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:02.866321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:02.866417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:05.872210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:05.876594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:05.880296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:05.884154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:05.884235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:08.889678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:08.894154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:08.898631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:08.903027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:08.903137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:11.908082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:11.912139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:11.915986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:11.920157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:11.920423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:14.925059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:14.928937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:14.932670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:14.936530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:14.936672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:17.942042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:17.946213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:17.950348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:17.954751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:17.954868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:20.959902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:20.964568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:20.970437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:20.974849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:20.974982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:23.980715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:23.985279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:23.990114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:23.993934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:23.994011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:26.998925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:27.003141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:27.007396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:27.011412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:27.011513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:30.018832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:30.026235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:30.033770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:30.042152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:30.042353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:33.048490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:33.052226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:33.055709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:33.059862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:33.059941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:36.063846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:36.067462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:36.071051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:36.074404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:36.074476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:39.079284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:39.083383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:39.087331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:39.091024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:39.091116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:42.096179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:42.100437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:42.104356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:42.108421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:42.108545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:45.113896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:45.117525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:45.121456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:45.124947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:45.125044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:48.130288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:48.134105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:48.137321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:48.140607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:48.140693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:51.144934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:51.149722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:51.153567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:51.157272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:51.157392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:54.163309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:54.167925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:54.172620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:54.177461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:54.177591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:13:57.182390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:13:57.186111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:13:57.190240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:13:57.194075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:13:57.194174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:00.200692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:00.206802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:00.216350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:00.222494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:00.222938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:03.228080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:03.232565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:03.236347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:03.243544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:03.243682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:06.248818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:06.252680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:06.256448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:06.260518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:06.260637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:09.266132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:09.270368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:09.275557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:09.279735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:09.279828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:12.284098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:12.288411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:12.292815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:12.297745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:12.297867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:15.301940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:15.305433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:15.309424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:15.313552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:15.313635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:18.318810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:18.323382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:18.328606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:18.332705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:18.332816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:21.339020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:21.344392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:21.349800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:21.354693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:21.354834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:24.360521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:24.364719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:24.368856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:24.373373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:24.373592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:27.378710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:27.382331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:27.386264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:27.390002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:27.390086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:30.394534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:30.398485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:30.402016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:30.406095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:30.406212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:33.412426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:33.417514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:33.421704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:33.426513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:33.426682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:36.430896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:36.434256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:36.437573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:36.440851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:36.440922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:39.445178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:39.449063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:39.453212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:39.458462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:39.458565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:42.463057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:42.466570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:42.470294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:42.473923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:42.474007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:45.479047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:45.482532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:45.485871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:45.489293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:45.489376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:48.494140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:48.498095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:48.503447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:48.508730] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:48.508864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:51.513807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:51.518407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:51.522163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:51.525900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:51.525992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:54.531783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:54.536284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:54.540528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:54.544693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:54.544789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:14:57.555071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:14:57.560183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:14:57.565100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:14:57.569662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:14:57.569808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:00.574041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:00.577688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:00.581297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:00.585049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:00.585195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:03.589945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:03.594164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:03.598653] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:03.602499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:03.602656] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:06.607709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:06.612407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:06.617026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:06.620886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:06.620962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:09.625627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:09.629238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:09.633009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:09.636587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:09.636686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:12.642023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:12.646108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:12.650299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:12.654374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:12.654555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:15.663511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:15.668146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:15.672796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:15.677096] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:15.677249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:18.682474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:18.686516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:18.691468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:18.695176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:18.695287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:21.700387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:21.705462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:21.710292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:21.714555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:21.714688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:24.720764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:24.725871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:24.731430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:24.737118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:24.737243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:27.743574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:27.750261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:27.755171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:27.761295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:27.761434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:30.768535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:30.774460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:30.778994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:30.783816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:30.783924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:33.788319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:33.793075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:33.797221] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:33.800713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:33.800792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:36.804792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:36.808523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:36.812692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:36.816449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:36.816540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:39.821122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:39.825391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:39.829583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:39.833616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:39.833757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:42.839049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:42.844585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:42.850046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:42.853880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:42.854136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:45.860577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:45.864676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:45.868871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:45.872452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:45.872527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:48.877479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:48.881109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:48.884519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:48.888021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:48.888114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:51.892885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:51.896395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:51.900354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:51.903833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:51.903937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:54.908526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:54.912269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:54.915983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:54.919510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:54.919688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:15:57.925859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:15:57.931487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:15:57.937022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:15:57.941965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:15:57.942085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:00.947606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:00.952153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:00.957111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:00.962174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:00.962285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:03.967078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:03.971541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:03.975870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:03.980361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:03.980714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:06.985457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:06.988961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:06.993061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:06.996597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:06.996690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:10.003224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:10.008195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:10.012225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:10.016299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:10.016403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:13.022703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:13.027539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:13.032518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:13.036283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:13.036366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:16.046165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:16.050863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:16.055411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:16.060683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:16.060840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:19.064909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:19.069051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:19.073567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:19.077399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:19.077508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:22.083478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:22.091455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:22.095656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:22.099374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:22.099459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:25.104685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:25.108600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:25.112157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:25.115523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:25.115599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:28.120294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:28.124915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:28.128507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:28.132169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:28.132242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:31.141943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:31.147385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:31.151844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:31.155703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:31.155806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:34.160958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:34.164588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:34.168249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:34.172202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:34.172283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:37.176837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:37.180927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:37.184540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:37.188127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:37.188207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:40.193779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:40.198424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:40.202430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:40.207527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:40.207737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:43.213101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:43.218372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:43.223798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:43.228002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:43.228116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:46.233013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:46.237421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:46.241789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:46.245365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:46.245453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:49.252518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:49.256902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:49.260741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:49.264215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:49.264292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:52.269051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:52.274514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:52.279819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:52.286373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:52.286494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:55.291170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:55.296471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:55.300905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:55.304731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:55.304841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:16:58.309773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:16:58.314802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:16:58.319255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:16:58.323145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:16:58.323226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:01.328197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:01.332533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:01.336012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:01.339710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:01.339807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:04.344709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:04.350371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:04.355142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:04.360940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:04.361145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:07.367891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:07.374368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:07.380511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:07.386294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:07.386411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:10.390612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:10.396043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:10.400461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:10.404049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:10.404122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:13.411071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:13.417838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:13.421924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:13.425510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:13.425586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:16.430733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:16.435566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:16.440208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:16.444719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:16.444816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:19.448869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:19.452439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:19.455782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:19.459113] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:19.459189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:22.464603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:22.469802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:22.474194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:22.477524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:22.477619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:25.483231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:25.487871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:25.491882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:25.495710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:25.495802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:28.499936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:28.503489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:28.506853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:28.510207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:28.510282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:31.514328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:31.517814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:31.521010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:31.524258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:31.524331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:34.528338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:34.532119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:34.535660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:34.538999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:34.539071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:37.543174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:37.547022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:37.550846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:37.555135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:37.555237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:40.560176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:40.564019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:40.568034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:40.571881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:40.571988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:43.576600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:43.580947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:43.585608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:43.590118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:43.590235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:46.594150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:46.597792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:46.601550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:46.605115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:46.605199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:49.610040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:49.613660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:49.617554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:49.625570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:49.625686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:52.633229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:52.639247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:52.644233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:52.650167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:52.650342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:55.655927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:55.660123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:55.664869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:55.668597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:55.668707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:17:58.674218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:17:58.678077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:17:58.681344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:17:58.684849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:17:58.684917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:01.688861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:01.692379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:01.695891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:01.699412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:01.699491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:04.703429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:04.707312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:04.710995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:04.714494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:04.714578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:07.718666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:07.722563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:07.726526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:07.730632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:07.730754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:10.736576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:10.741195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:10.745631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:10.750289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:10.750421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:13.755375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:13.759605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:13.763537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:13.767732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:13.767830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:16.773185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:16.777472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:16.781466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:16.785458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:16.785561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:19.790146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:19.795174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:19.799601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:19.803301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:19.803418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:22.808916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:22.812532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:22.816452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:22.821831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:22.822047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:25.827737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:25.831875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:25.836821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:25.842455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:25.842713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:28.847355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:28.852143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:28.855914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:28.860349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:28.860577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:31.865380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:31.869490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:31.873477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:31.877145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:31.877324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:34.884108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:34.889212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:34.894847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:34.900926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:34.901306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:37.906036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:37.911296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:37.916539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:37.920846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:37.920937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:40.925976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:40.929891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:40.934350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:40.938148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:40.938326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:43.942866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:43.947070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:43.952023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:43.955450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:43.955527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:46.960546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:46.964199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:46.967832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:46.971134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:46.971206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:49.976347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:49.980405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:49.984195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:49.987682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:49.987752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:52.992987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:52.997259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:53.001739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:53.006272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:53.006413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:56.011455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:56.015847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:56.019990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:56.023841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:56.024061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:18:59.029078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:18:59.033048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:18:59.036516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:18:59.039967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:18:59.040044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:02.045173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:02.049355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:02.052830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:02.056178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:02.056250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:05.062665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:05.067907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:05.073181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:05.081801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:05.082006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:08.086854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:08.091026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:08.095958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:08.101326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:08.101448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:11.106926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:11.111795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:11.116488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:11.121525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:11.121670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:14.126882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:14.131219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:14.135379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:14.140155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:14.140263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:17.145250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:17.149455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:17.153485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:17.157314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:17.157403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:20.162051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:20.165564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:20.169686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:20.173892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:20.173985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:23.179353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:23.183077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:23.186713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:23.190225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:23.190301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:26.196438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:26.201306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:26.205260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:26.209289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:26.209397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:29.214047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:29.217880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:29.221115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:29.224823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:29.224893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:32.230256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:32.233829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:32.238284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:32.242989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:32.243088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:35.248371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:35.252493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:35.257082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:35.262087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:35.262198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:38.267555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:38.273032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:38.278516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:38.283628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:38.283798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:41.288739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:41.293388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:41.297495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:41.301358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:41.301482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:44.306709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:44.311126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:44.314349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:44.317667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:44.317740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:47.325321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:47.331538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:47.337388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:47.342858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:47.342980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:50.347049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:50.351065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:50.354947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:50.359269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:50.359413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:53.364693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:53.371509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:53.375935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:53.380161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:53.380268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:56.385602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:56.389611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:56.393602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:56.397774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:56.397912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:19:59.403523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:19:59.408466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:19:59.413252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:19:59.418013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:19:59.418103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:02.422850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:02.427100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:02.431392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:02.435865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:02.436043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:05.441020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:05.445246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:05.449191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:05.452959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:05.453610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:08.458509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:08.462757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:08.467279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:08.471160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:08.471257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:11.477099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:11.483162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:11.487604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:11.491441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:11.491527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:14.495675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:14.499709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:14.503128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:14.506458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:14.506562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:17.510951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:17.514766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:17.518130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:17.521509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:17.521584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:20.528190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:20.533108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:20.537310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:20.542949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:20.543074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:23.546976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:23.550632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:23.554870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:23.558903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:23.558983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:26.563722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:26.567690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:26.571742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:26.575430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:26.575536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:29.580372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:29.584530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:29.589552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:29.594060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:29.594135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:32.598023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:32.601576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:32.605175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:32.609266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:32.609383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:35.614459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:35.618770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:35.623099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:35.627593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:35.627728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:38.633671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:38.639079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:38.644023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:38.648972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:38.649098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:41.655264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:41.659924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:41.663892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:41.667748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:41.667864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:44.672612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:44.676223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:44.679567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:44.682876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:44.682946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:47.687370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:47.691556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:47.696264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:47.701408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:47.701518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:50.706451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:50.710871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:50.714737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:50.718911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:50.719019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:53.724688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:53.729184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:53.733397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:53.738357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:53.738482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:56.744770] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:56.749997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:56.755423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:56.760806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:56.760907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:20:59.766432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:20:59.771225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:20:59.775101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:20:59.778987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:20:59.779228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:02.783982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:02.788047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:02.791786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:02.795516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:02.795610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:05.800492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:05.804331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:05.811202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:05.814718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:05.814792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:08.822439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:08.826534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:08.832417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:08.836984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:08.837089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:11.840863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:11.844213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:11.847535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:11.850830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:11.850905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:14.854954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:14.858571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:14.862718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:14.866455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:14.866571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:17.871727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:17.875775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:17.880331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:17.884387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:17.884457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:20.891816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:20.897431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:20.902268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:20.907379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:20.907554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:23.911895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:23.921491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:23.927012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:23.930968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:23.931065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:26.936143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:26.941281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:26.946445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:26.952495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:26.952704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:29.956806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:29.960955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:29.964759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:29.968243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:29.968316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:32.972444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:32.976453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:32.980072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:32.983437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:32.983507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:35.987593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:35.991064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:35.995039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:35.998348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:35.998416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:39.003799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:39.009142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:39.013957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:39.018757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:39.018893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:42.023222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:42.027716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:42.031927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:42.036536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:42.036667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:45.041097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:45.044686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:45.048403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:45.051893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:45.051973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:48.056929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:48.061963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:48.067610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:48.075216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:48.075411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:51.079344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:51.082969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:51.086514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:51.089979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:51.090055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:54.094391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:54.098490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:54.102149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:54.105623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:54.105715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:21:57.110368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:21:57.114355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:21:57.118174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:21:57.122100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:21:57.122210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:00.126932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:00.131308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:00.135425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:00.139848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:00.139959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:03.143997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:03.148425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:03.152567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:03.156566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:03.156691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:06.161385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:06.165464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:06.169348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:06.173307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:06.173385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:09.178558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:09.183626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:09.188493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:09.193465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:09.193617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:12.198076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:12.202020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:12.206815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:12.210849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:12.210935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:15.214909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:15.218446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:15.222348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:15.226149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:15.226223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:18.230782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:18.234367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:18.238168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:18.241790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:18.241877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:21.247765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:21.253977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:21.259116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:21.263101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:21.263194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:24.267608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:24.271261] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:24.275124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:24.278743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:24.278816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:27.283474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:27.287979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:27.292368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:27.296447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:27.296527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:30.300926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:30.304966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:30.308793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:30.312630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:30.312796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:33.317428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:33.321137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:33.324733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:33.328793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:33.328903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:36.334308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:36.338029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:36.341459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:36.344920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:36.345001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:39.350112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:39.354550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:39.358509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:39.362443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:39.362726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:42.367540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:42.372177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:42.376550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:42.380661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:42.380747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:45.386190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:45.390908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:45.394856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:45.399917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:45.400078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:48.407462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:48.412189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:48.419348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:48.425274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:48.425420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:51.431510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:51.436200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:51.441498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:51.445539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:51.445636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:54.449710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:54.453462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:54.458380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:54.462360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:54.462457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:22:57.467634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:22:57.471269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:22:57.474699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:22:57.480726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:22:57.480825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:00.486304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:00.490574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:00.494932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:00.499468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:00.499588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:03.506007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:03.510770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:03.515434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:03.520426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:03.520558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:06.525689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:06.529964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:06.533562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:06.537392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:06.537466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:09.541800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:09.545357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:09.548591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:09.551981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:09.552054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:12.556890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:12.560594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:12.565082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:12.569856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:12.569967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:15.576620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:15.581122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:15.585385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:15.589661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:15.589800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:18.594964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:18.599019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:18.603242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:18.607529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:18.607609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:21.612730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:21.618009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:21.622108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:21.626514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:21.626623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:24.631662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:24.635975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:24.640605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:24.644474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:24.644602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:27.651261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:27.655603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:27.660946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:27.667129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:27.667264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:30.672632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:30.676396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:30.680850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:30.685100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:30.685213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:33.689639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:33.693565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:33.697590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:33.701408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:33.701501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:36.707130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:36.711946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:36.716211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:36.720189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:36.720291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:39.725222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:39.729410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:39.733508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:39.737925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:39.738215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:42.743623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:42.747445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:42.751433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:42.755302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:42.755532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:45.760439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:45.764511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:45.768387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:45.772354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:45.772531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:48.778948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:48.783524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:48.788333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:48.792008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:48.792081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:51.796627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:51.800365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:51.805259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:51.809791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:51.809889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:54.814579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:54.818825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:54.822558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:54.826093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:54.826181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:23:57.830420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:23:57.835885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:23:57.840804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:23:57.844936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:23:57.845127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:00.850977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:00.855830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:00.862375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:00.867167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:00.867280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:03.873975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:03.879026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:03.884531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:03.889407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:03.889521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:06.894200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:06.898067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:06.902468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:06.907217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:06.907326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:09.911943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:09.915946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:09.919823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:09.923871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:09.923980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:12.928896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:12.934400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:12.939633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:12.944425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:12.944535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:15.952518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:15.957992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:15.962079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:15.965956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:15.966037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:18.970100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:18.973549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:18.977072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:18.980613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:18.980720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:21.986668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:21.992606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:21.996899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:22.000478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:22.000564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:25.005911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:25.012524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:25.018237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:25.023486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:25.023630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:28.028285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:28.032025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:28.035703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:28.039409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:28.039498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:31.044581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:31.048560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:31.052167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:31.056465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:31.056601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:34.060702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:34.064244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:34.067920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:34.071514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:34.071598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:37.076179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:37.080101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:37.083932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:37.087606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:37.087712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:40.092737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:40.097239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:40.100944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:40.104786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:40.104887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:43.110991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:43.116058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:43.121318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:43.126151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:43.126263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:46.131010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:46.134988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:46.139028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:46.142788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:46.142880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:49.147974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:49.152505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:49.156398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:49.160324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:49.160419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:52.165859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:52.170490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:52.174295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:52.178048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:52.178350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:55.182944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:55.187211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:55.191637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:55.195980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:55.196084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:24:58.201595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:24:58.206831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:24:58.212674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:24:58.218030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:24:58.218199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:01.226772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:01.237835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:01.246928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:01.254632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:01.255200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:04.259428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:04.264131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:04.269088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:04.272902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:04.272993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:07.277220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:07.280620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:07.283910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:07.287179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:07.287249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:10.291936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:10.295766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:10.300176] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:10.304493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:10.304621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:13.309491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:13.313833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:13.318040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:13.323085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:13.323396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:16.329360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:16.334006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:16.338606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:16.343708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:16.343866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:19.349982] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:19.355139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:19.359605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:19.364027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:19.364181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:22.369133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:22.372710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:22.376261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:22.379893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:22.379971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:25.384917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:25.389014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:25.392781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:25.396237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:25.396309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:28.401531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:28.405412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:28.409302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:28.412685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:28.412755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:31.418257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:31.422246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:31.425926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:31.430004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:31.430102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:34.434616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:34.438111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:34.441811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:34.445666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:34.445757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:37.450323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:37.454255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:37.458179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:37.462437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:37.462555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:40.468054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:40.476998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:40.481899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:40.485915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:40.486387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:43.491768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:43.495093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:43.498478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:43.501970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:43.502046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:46.507354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:46.510952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:46.515064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:46.518985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:46.519089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:49.524314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:49.529044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:49.533763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:49.537678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:49.537774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:52.542316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:52.546044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:52.549494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:52.552827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:52.552899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:55.557877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:55.562165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:55.566231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:55.570177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:55.570313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:25:58.575175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:25:58.578892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:25:58.582452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:25:58.586181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:25:58.586481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:01.591253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:01.595281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:01.599207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:01.603264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:01.603609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:04.609886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:04.615334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:04.620948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:04.626294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:04.626413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:07.632133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:07.637711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:07.642143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:07.646496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:07.646615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:10.652297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:10.656749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:10.661004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:10.665107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:10.665219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:13.672487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:13.679997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:13.684173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:13.688395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:13.688473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:16.692804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:16.696197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:16.699942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:16.703499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:16.703579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:19.708475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:19.712302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:19.716142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:19.719916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:19.720000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:22.725085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:22.729283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:22.732838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:22.736319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:22.736398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:25.741254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:25.745300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:25.749439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:25.753387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:25.753474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:28.761824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:28.765569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:28.769086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:28.772806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:28.772876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:31.776620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:31.782938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:31.786578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:31.790328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:31.790417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:34.795027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:34.798952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:34.804223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:34.809609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:34.809816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:37.815269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:37.819619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:37.823863] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:37.828775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:37.828919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:40.834898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:40.839421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:40.843600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:40.848464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:40.848635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:43.853419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:43.857565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:43.861920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:43.866390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:43.866497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:46.871244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:46.875091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:46.879145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:46.882932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:46.883031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:49.888599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:49.892714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:49.896374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:49.900574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:49.900660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:52.904850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:52.908386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:52.912016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:52.915798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:52.915874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:55.920392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:55.924727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:55.929097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:55.932881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:55.933132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:26:58.939325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:26:58.945357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:26:58.950222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:26:58.955407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:26:58.955601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:01.961043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:01.964950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:01.968779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:01.972282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:01.972375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:04.978383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:04.982566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:04.985956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:04.990101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:04.990246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:07.996049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:08.000385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:08.004115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:08.007714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:08.007784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:11.012052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:11.016095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:11.020342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:11.024163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:11.024250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:14.028375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:14.032802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:14.037003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:14.040896] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:14.040970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:17.045330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:17.052435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:17.056229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:17.059793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:17.059879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:20.064124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:20.068292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:20.071678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:20.075302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:20.075372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:23.082051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:23.086919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:23.091084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:23.095268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:23.095435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:26.100265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:26.105708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:26.111269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:26.115322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:26.115420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:29.120201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:29.123596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:29.127475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:29.131225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:29.131307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:32.138169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:32.143263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:32.147839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:32.151806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:32.151898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:35.155824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:35.159579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:35.163269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:35.166924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:35.167042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:38.172223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:38.176242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:38.180619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:38.184971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:38.185083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:41.189793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:41.193558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:41.197173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:41.200709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:41.200788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:44.205500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:44.209790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:44.213808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:44.217575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:44.217690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:47.223086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:47.226979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:47.230669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:47.234115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:47.234192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:50.240146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:50.244068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:50.247743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:50.251704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:50.251795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:53.257319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:53.264165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:53.269410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:53.273539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:53.273660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:56.277629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:56.281240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:56.284787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:56.288129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:56.288203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:27:59.292485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:27:59.296381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:27:59.300515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:27:59.304687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:27:59.304783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:02.311805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:02.318459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:02.323994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:02.329221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:02.329410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:05.333698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:05.337025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:05.340323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:05.343519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:05.343594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:08.348998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:08.352895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:08.356163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:08.359533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:08.359604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:11.363615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:11.367438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:11.372217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:11.376344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:11.376435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:14.380430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:14.384315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:14.390835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:14.395277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:14.395371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:17.401080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:17.406407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:17.411697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:17.416875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:17.417032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:20.421518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:20.425556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:20.429354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:20.433164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:20.433255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:23.438929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:23.443412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:23.447699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:23.452859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:23.452963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:26.457811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:26.461628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:26.465082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:26.468530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:26.468610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:29.473574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:29.480706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:29.484619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:29.488324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:29.488407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:32.493775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:32.498229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:32.502395] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:32.506486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:32.506679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:35.512274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:35.517560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:35.522131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:35.526420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:35.526512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:38.530945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:38.535217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:38.539906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:38.544233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:38.544336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:41.548626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:41.552065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:41.555403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:41.558762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:41.558839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:44.564785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:44.569298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:44.574668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:44.578548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:44.578621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:47.584199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:47.589048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:47.593368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:47.597811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:47.597906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:50.603091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:50.607023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:50.610668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:50.614217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:50.614305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:53.619668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:53.624090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:53.628465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:53.632130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:53.632302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:56.636842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:56.640738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:56.644945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:56.649439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:56.649545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:28:59.654720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:28:59.659525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:28:59.664264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:28:59.669354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:28:59.669475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:02.674915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:02.678564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:02.682145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:02.686125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:02.686301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:05.691559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:05.695549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:05.699676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:05.703352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:05.703424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:08.708416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:08.712187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:08.715671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:08.719368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:08.719493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:11.723757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:11.728209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:11.732917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:11.737758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:11.737882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:14.742917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:14.746485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:14.750167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:14.753858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:14.753934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:17.759342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:17.763128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:17.766480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:17.770143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:17.770217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:20.774349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:20.779494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:20.784729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:20.789989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:20.790088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:23.794450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:23.797964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:23.801663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:23.804907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:23.804985] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:26.810171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:26.814239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:26.817980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:26.821548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:26.821673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:29.827432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:29.832106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:29.836433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:29.840890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:29.841008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:32.845724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:32.849265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:32.852607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:32.855987] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:32.856068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:35.861878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:35.865848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:35.869944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:35.874719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:35.874842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:38.879736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:38.884315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:38.888300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:38.892270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:38.892390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:41.896518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:41.900223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:41.903618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:41.907078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:41.907165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:44.911881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:44.916391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:44.920250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:44.925045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:44.925166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:47.931145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:47.935366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:47.939314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:47.943037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:47.943131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:50.948740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:50.953030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:50.956546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:50.960352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:50.960462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:53.964594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:53.968190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:53.971685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:53.975614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:53.975709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:56.980126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:56.983626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:29:56.987166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:29:56.990771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:29:56.990941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:29:59.995973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:29:59.999621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:00.003608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:00.007465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:00.007553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:03.014473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:03.019020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:03.023433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:03.028026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:03.028135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:06.034735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:06.039754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:06.044786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:06.050020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:06.050196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:09.055721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:09.063353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:09.067909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:09.071981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:09.072099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:12.077956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:12.082184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:12.087355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:12.092546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:12.092637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:15.098756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:15.104073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:15.110029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:15.114969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:15.115120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:18.119603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:18.123364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:18.127402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:18.131150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:18.131238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:21.136539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:21.140920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:21.145317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:21.149259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:21.149351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:24.154307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:24.158132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:24.161586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:24.165142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:24.165218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:27.170121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:27.173635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:27.179702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:27.184250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:27.184331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:30.188689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:30.192589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:30.196770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:30.200999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:30.201108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:33.206105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:33.210436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:33.214378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:33.218287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:33.218385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:36.223411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:36.228957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:36.233448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:36.241109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:36.241387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:39.245111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:39.248551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:39.251874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:39.255238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:39.255315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:42.259160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:42.262390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:42.265569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:42.268860] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:42.268929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:45.272759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:45.276989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:45.280477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:45.283879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:45.283957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:48.289219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:48.294056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:48.298764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:48.303256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:48.303368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:51.308806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:51.314171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:51.319421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:51.324407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:51.324520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:54.329418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:54.335448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:54.340675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:54.346375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:54.346497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:30:57.351029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:30:57.355192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:30:57.360806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:30:57.364696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:30:57.364786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:00.369838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:00.376544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:00.381237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:00.385256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:00.385327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:03.390264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:03.394547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:03.398691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:03.402807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:03.402934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:06.408065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:06.411380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:06.418032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:06.421663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:06.421737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:09.426706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:09.430967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:09.436045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:09.441303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:09.441447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:12.446332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:12.450397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:12.454080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:12.457437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:12.457513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:15.462797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:15.467124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:15.471140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:15.475395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:15.475530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:18.480502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:18.484365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:18.488301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:18.492149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:18.492242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:21.497387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:21.501499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:21.505243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:21.508952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:21.509038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:24.515738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:24.520760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:24.524715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:24.529006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:24.529115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:27.534123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:27.538191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:27.542160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:27.546262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:27.546356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:30.555020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:30.558878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:30.562499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:30.566279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:30.566371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:33.571429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:33.575281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:33.578754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:33.582259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:33.582338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:36.587639] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:36.591996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:36.596236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:36.601225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:36.601350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:39.605995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:39.609898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:39.614097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:39.618332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:39.618690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:42.623196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:42.628066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:42.633184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:42.637434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:42.637547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:45.643111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:45.647496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:45.652243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:45.656804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:45.657099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:48.664257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:48.670223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:48.674386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:48.678199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:48.678278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:51.683318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:51.688700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:51.693788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:51.698170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:51.698279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:54.703846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:54.708909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:54.714014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:54.719339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:54.719499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:31:57.725331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:31:57.729550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:31:57.733843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:31:57.737819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:31:57.737916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:00.743452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:00.748586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:00.753749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:00.757531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:00.757732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:03.761984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:03.765981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:03.769821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:03.773434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:03.773526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:06.778271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:06.782409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:06.786380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:06.789911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:06.789989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:09.796702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:09.801633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:09.806250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:09.812121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:09.812247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:12.817993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:12.822461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:12.826492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:12.830666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:12.830744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:15.836194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:15.840190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:15.844789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:15.849295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:15.849395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:18.853371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:18.857231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:18.861461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:18.865479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:18.865601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:21.870563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:21.875011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:21.879000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:21.882926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:21.883041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:24.888019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:24.891978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:24.896135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:24.903857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:24.903971] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:27.911951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:27.916353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:27.920213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:27.924166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:27.924268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:30.929980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:30.936060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:30.942499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:30.947293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:30.947731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:33.952865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:33.957833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:33.962727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:33.967051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:33.967155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:36.971807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:36.977085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:36.981981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:36.987137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:36.987266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:39.992116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:39.996107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:39.999916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:40.003632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:40.003745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:43.009426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:43.014138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:43.018259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:43.022570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:43.022699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:46.027767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:46.032766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:46.037815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:46.041837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:46.041939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:49.047331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:49.052871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:49.057504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:49.062523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:49.062680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:52.067676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:52.071571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:52.075580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:52.079586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:52.079711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:55.084317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:55.088237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:55.091852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:55.095306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:55.095386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:32:58.101104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:32:58.106006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:32:58.110371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:32:58.114617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:32:58.114748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:01.119204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:01.125448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:01.130129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:01.134870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:01.134986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:04.139003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:04.142857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:04.146809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:04.150734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:04.150980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:07.155883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:07.159792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:07.163526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:07.167224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:07.167329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:10.171682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:10.175996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:10.179901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:10.183495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:10.183602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:13.187822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:13.191930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:13.196111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:13.200170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:13.200312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:16.204948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:16.208944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:16.212958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:16.217207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:16.217306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:19.222854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:19.227058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:19.231954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:19.236214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:19.236309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:22.241199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:22.244731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:22.248730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:22.252951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:22.253051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:25.258379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:25.297356] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:25.331216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:25.334829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:25.334908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:28.338976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:28.342435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:28.345778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:28.349450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:28.349551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:31.354089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:31.358123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:31.361837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:31.365479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:31.365564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:34.370112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:34.374329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:34.378707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:34.382769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:34.382872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:37.387673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:37.391354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:37.395335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:37.399394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:37.399493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:40.404172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:40.408172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:40.412084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:40.416700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:40.416806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:43.421701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:43.426475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:43.430994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:43.434725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:43.434794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:46.439965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:46.443965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:46.447559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:46.451055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:46.451126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:49.456917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:49.460849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:49.465007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:49.468681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:49.468774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:52.473327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:52.477210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:52.481311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:52.485028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:52.485127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:55.490011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:55.493539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:55.497525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:55.501589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:55.501688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:33:58.506208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:33:58.510347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:33:58.515199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:33:58.520845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:33:58.521226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:01.527215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:01.531813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:01.536323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:01.540228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:01.540414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:04.552886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:04.560531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:04.570097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:04.577637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:04.577872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:07.583893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:07.589574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:07.594444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:07.599395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:07.599507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:10.604452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:10.607931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:10.611425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:10.615041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:10.615178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:13.620337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:13.625131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:13.629129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:13.632930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:13.633016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:16.638489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:16.643130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:16.647819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:16.651441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:16.651528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:19.657663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:19.662086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:19.665895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:19.673489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:19.673591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:22.678329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:22.682620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:22.687056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:22.690623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:22.690734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:25.694578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:25.698021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:25.701298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:25.705026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:25.705134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:28.709807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:28.713809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:28.717425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:28.721106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:28.721187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:31.725500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:31.729535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:31.734314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:31.738573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:31.738705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:34.743083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:34.747738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:34.751731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:34.756367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:34.756491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:37.761296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:37.766211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:37.770982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:37.775695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:37.775812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:40.779972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:40.783450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:40.786822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:40.790266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:40.790345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:43.795164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:43.799830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:43.804453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:43.809364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:43.809485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:46.814591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:46.818665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:46.822559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:46.827740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:46.827909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:49.832720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:49.836345] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:49.839849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:49.844888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:49.845059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:52.850488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:52.855002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:52.859090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:52.863541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:52.863635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:55.868745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:55.873909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:55.879306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:55.883534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:55.883631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:34:58.888166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:34:58.891915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:34:58.895850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:34:58.899760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:34:58.899839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:01.904370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:01.908410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:01.912600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:01.918605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:01.919163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:04.925434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:04.932918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:04.936786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:04.940751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:04.940860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:07.945769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:07.949534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:07.952970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:07.956334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:07.956413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:10.962932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:10.968533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:10.973250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:10.978170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:10.978359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:13.983059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:13.988033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:13.992040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:13.995960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:13.996051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:17.001141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:17.006595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:17.012580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:17.016874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:17.017017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:20.021668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:20.025601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:20.030900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:20.035431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:20.035678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:23.040540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:23.044704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:23.049267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:23.053960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:23.054063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:26.059012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:26.062431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:26.066116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:26.069848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:26.069922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:29.074889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:29.080096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:29.084579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:29.088699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:29.088799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:32.094052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:32.098631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:32.103634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:32.107420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:32.107500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:35.113136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:35.117913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:35.121594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:35.125485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:35.125586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:38.131811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:38.136548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:38.141076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:38.144361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:38.144435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:41.148566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:41.152456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:41.156435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:41.160605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:41.160754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:44.175791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:44.184051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:44.191849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:44.199988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:44.200180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:47.205365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:47.209781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:47.213798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:47.218064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:47.218173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:50.222536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:50.226084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:50.229421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:50.232678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:50.232751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:53.237542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:53.242063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:53.246255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:53.251522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:53.251747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:56.256667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:56.260895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:56.265617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:56.270018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:56.270138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:35:59.274829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:35:59.278950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:35:59.282719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:35:59.286450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:35:59.286544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:02.291527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:02.296269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:02.301020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:02.305581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:02.305755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:05.310805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:05.314915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:05.319026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:05.322821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:05.322910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:08.328901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:08.333449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:08.338481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:08.343580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:08.343752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:11.349159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:11.353344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:11.357203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:11.361151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:11.361245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:14.367162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:14.371401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:14.375840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:14.380729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:14.380859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:17.386737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:17.392473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:17.398015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:17.402030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:17.402115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:20.407799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:20.412010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:20.415638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:20.420062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:20.420153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:23.425217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:23.429614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:23.433329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:23.436941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:23.437027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:26.442826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:26.446633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:26.450389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:26.454093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:26.454195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:29.459574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:29.465439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:29.470263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:29.474516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:29.474620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:32.479852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:32.484130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:32.488525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:32.494540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:32.494681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:35.499980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:35.504738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:35.510204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:35.514419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:35.514703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:38.520911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:38.526011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:38.530990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:38.534588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:38.534684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:41.539555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:41.544349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:41.549831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:41.554329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:41.554441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:44.558527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:44.562850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:44.567929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:44.572776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:44.572881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:47.577146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:47.581171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:47.584849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:47.588397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:47.588477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:50.593617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:50.598566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:50.602719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:50.606756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:50.606868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:53.610800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:53.614510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:53.618141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:53.621791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:53.621877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:56.626248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:56.630484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:56.634845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:56.638490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:56.638564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:36:59.642902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:36:59.646879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:36:59.651001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:36:59.654993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:36:59.655092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:02.660600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:02.664426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:02.668462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:02.672359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:02.672434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:05.677633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:05.681847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:05.685901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:05.689974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:05.690091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:08.695682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:08.700125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:08.704141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:08.708122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:08.708223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:11.713094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:11.717551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:11.721344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:11.726406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:11.726589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:14.731403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:14.735399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:14.739232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:14.742790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:14.742878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:17.747220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:17.751088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:17.755277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:17.758827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:17.758921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:20.763531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:20.767994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:20.774036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:20.777703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:20.777795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:23.782922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:23.787416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:23.792285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:23.796342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:23.796448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:26.802622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:26.808258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:26.813690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:26.818076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:26.818204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:29.822197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:29.826299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:29.829973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:29.833317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:29.833402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:32.838430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:32.842344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:32.846132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:32.849788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:32.849903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:35.854476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:35.857999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:35.861805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:35.865224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:35.865297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:38.874925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:38.881042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:38.887226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:38.894684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:38.894828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:41.899307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:41.903224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:41.906740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:41.910486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:41.910589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:44.915686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:44.919826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:44.923956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:44.928062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:44.928166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:47.933334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:47.937798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:47.942044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:47.946322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:47.946433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:50.951207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:50.955587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:50.960524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:50.965243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:50.965365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:53.970292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:53.974378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:53.978410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:53.982349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:53.982463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:37:56.987444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:37:56.992137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:37:56.996533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:37:57.001012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:37:57.001130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:00.006589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:00.010776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:00.014673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:00.018547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:00.018764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:03.025032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:03.029425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:03.034004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:03.038390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:03.038473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:06.044947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:06.051474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:06.056766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:06.061725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:06.061871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:09.066732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:09.071283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:09.075444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:09.079499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:09.079610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:12.085478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:12.090885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:12.095280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:12.099571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:12.099755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:15.105098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:15.108988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:15.112947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:15.117294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:15.117383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:18.121789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:18.125543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:18.129295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:18.132922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:18.133010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:21.138534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:21.143317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:21.148262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:21.153121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:21.153241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:24.159115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:24.164474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:24.169834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:24.174395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:24.174505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:27.179611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:27.184074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:27.188422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:27.192618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:27.192794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:30.197235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:30.201063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:30.204884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:30.208906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:30.209015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:33.214846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:33.218963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:33.222983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:33.227445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:33.227590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:36.232431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:36.236851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:36.242018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:36.246455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:36.246548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:39.250978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:39.256035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:39.261277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:39.266285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:39.266407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:42.271348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:42.275536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:42.280552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:42.285000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:42.285230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:45.290429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:45.295765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:45.301365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:45.306138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:45.306265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:48.311358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:48.315692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:48.319931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:48.324089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:48.324240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:51.328859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:51.332924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:51.336577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:51.340169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:51.340256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:54.344763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:54.348398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:54.352446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:54.356134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:54.356223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:38:57.360829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:38:57.364817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:38:57.368515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:38:57.372217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:38:57.372308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:00.376935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:00.384134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:00.388157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:00.392208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:00.392295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:03.397161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:03.401018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:03.404694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:03.408407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:03.408628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:06.414983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:06.420496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:06.425952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:06.430302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:06.430423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:09.435377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:09.439058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:09.442808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:09.446484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:09.446566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:12.453129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:12.458279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:12.462963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:12.467028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:12.467124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:15.472126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:15.476061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:15.481417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:15.485924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:15.486012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:18.494268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:18.501453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:18.509080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:18.519228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:18.519433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:21.527265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:21.532790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:21.538712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:21.543114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:21.543226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:24.547977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:24.552786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:24.557134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:24.561510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:24.561661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:27.566050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:27.570854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:27.575302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:27.579607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:27.579765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:30.583840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:30.587933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:30.592636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:30.597172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:30.597277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:33.602336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:33.606287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:33.609952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:33.613661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:33.613746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:36.618085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:36.622084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:36.625528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:36.629496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:36.629572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:39.635224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:39.640033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:39.644712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:39.649668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:39.649759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:42.654358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:42.658692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:42.662617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:42.666304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:42.666390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:45.671529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:45.676184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:45.680886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:45.686157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:45.686266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:48.691198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:48.695136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:48.699066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:48.703018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:48.703129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:51.707708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:51.711919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:51.715808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:51.720024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:51.720242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:54.725247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:54.729415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:54.733465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:54.737559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:54.737704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:39:57.742618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:39:57.747545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:39:57.751683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:39:57.755802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:39:57.755999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:00.761303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:00.765448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:00.769990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:00.774145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:00.774357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:03.780026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:03.784040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:03.788440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:03.793447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:03.793553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:06.798721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:06.802735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:06.807475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:06.811372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:06.811468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:09.816211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:09.821470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:09.826657] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:09.831250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:09.831382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:12.836497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:12.841096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:12.845211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:12.849440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:12.849541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:15.855034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:15.862226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:15.866214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:15.870080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:15.870181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:18.874487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:18.878633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:18.882929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:18.887479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:18.887574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:21.892935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:21.903224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:21.908341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:21.912303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:21.912387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:24.920836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:24.925512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:24.929954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:24.933880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:24.933996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:27.938955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:27.942667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:27.946065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:27.949488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:27.949573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:30.955268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:30.960175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:30.965633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:30.969563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:30.969633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:33.976184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:33.982814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:33.988222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:33.993576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:33.993723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:36.999287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:37.003981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:37.009695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:37.014520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:37.014695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:40.018902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:40.023459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:40.028188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:40.031961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:40.032055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:43.036835] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:43.043103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:43.047229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:43.051190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:43.051448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:46.056463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:46.063092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:46.067961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:46.072126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:46.072347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:49.077108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:49.081666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:49.086465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:49.091547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:49.091743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:52.096661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:52.100774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:52.104108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:52.107405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:52.107488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:55.112485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:55.116678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:55.121006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:55.124852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:55.124948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:40:58.131371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:40:58.137196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:40:58.142275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:40:58.146046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:40:58.146138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:01.150409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:01.155109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:01.159135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:01.162963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:01.163087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:04.168727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:04.172916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:04.176606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:04.179991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:04.180071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:07.184605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:07.188632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:07.192245] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:07.195965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:07.196078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:10.200673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:10.205045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:10.209535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:10.214634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:10.214889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:13.222742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:13.229143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:13.236536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:13.243244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:13.243444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:16.248965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:16.253064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:16.258678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:16.264060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:16.264184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:19.269298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:19.273402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:19.277674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:19.281366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:19.281438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:22.286680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:22.290789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:22.294900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:22.298363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:22.298436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:25.303602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:25.307790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:25.311577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:25.315475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:25.315578] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:28.320960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:28.325303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:28.329399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:28.333632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:28.333775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:31.338129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:31.342544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:31.347235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:31.351798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:31.351902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:34.356713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:34.360484] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:34.364189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:34.367740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:34.367828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:37.373188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:37.377161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:37.381049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:37.384951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:37.385054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:40.390659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:40.394766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:40.399415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:40.404232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:40.404357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:43.408773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:43.413186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:43.417787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:43.422027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:43.422139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:46.426611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:46.430819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:46.434852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:46.438973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:46.439078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:49.443748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:49.448492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:49.453211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:49.458269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:49.458376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:52.463316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:52.467255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:52.470960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:52.475204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:52.475502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:55.480480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:55.483997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:55.487792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:55.491667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:55.491748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:41:58.496328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:41:58.500980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:41:58.505575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:41:58.510117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:41:58.510220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:01.515209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:01.520972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:01.526087] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:01.531435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:01.531572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:04.537033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:04.541810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:04.547023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:04.551628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:04.551797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:07.556450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:07.560195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:07.564883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:07.570068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:07.570157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:10.574178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:10.578726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:10.583414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:10.587357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:10.587444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:13.593557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:13.597533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:13.601024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:13.604658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:13.604738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:16.610504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:16.615126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:16.619448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:16.623907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:16.624087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:19.629836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:19.634063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:19.638373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:19.644580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:19.644769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:22.651450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:22.656922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:22.661317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:22.666047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:22.666280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:25.671359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:25.675052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:25.678787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:25.682253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:25.682331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:28.688356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:28.693480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:28.697599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:28.701761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:28.701847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:31.706373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:31.711118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:31.715816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:31.720906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:31.721015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:34.726512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:34.730090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:34.734365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:34.738124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:34.738209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:37.743578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:37.747610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:37.751860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:37.756037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:37.756197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:40.761379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:40.766730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:40.771237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:40.776025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:40.776293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:43.782283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:43.786577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:43.790536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:43.794821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:43.794930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:46.800700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:46.806448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:46.811074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:46.815964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:46.816083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:49.819999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:49.824365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:49.829171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:49.833861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:49.833986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:52.840857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:52.847026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:52.853066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:52.859012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:52.859210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:55.863922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:55.868188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:55.871887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:55.875551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:55.875634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:42:58.880293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:42:58.884834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:42:58.889138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:42:58.893153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:42:58.893245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:01.897377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:01.901023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:01.904989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:01.908888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:01.909017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:04.914843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:04.919618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:04.924281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:04.928115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:04.928208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:07.932438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:07.936174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:07.940093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:07.944141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:07.944234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:10.948803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:10.952771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:10.957088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:10.960561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:10.960785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:13.966059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:13.970297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:13.973621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:13.976817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:13.976914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:16.982119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:16.986457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:16.990422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:16.994192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:16.994291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:19.999771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:20.004510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:20.010728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:20.015772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:20.015875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:23.020046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:23.024181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:23.028101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:23.031795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:23.031885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:26.036692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:26.041432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:26.044736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:26.048220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:26.048293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:29.053372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:29.058103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:29.061762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:29.065342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:29.065428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:32.071605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:32.075994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:32.080490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:32.085448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:32.085544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:35.090880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:35.094679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:35.098691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:35.103373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:35.103492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:38.108483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:38.113099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:38.118211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:38.122735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:38.122841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:41.128302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:41.132155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:41.135564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:41.138975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:41.139046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:44.143441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:44.147136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:44.150481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:44.154003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:44.154080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:47.159774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:47.163450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:47.166823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:47.170180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:47.170258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:50.175970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:50.181299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:50.185523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:50.189575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:50.189726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:53.193806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:53.197400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:53.200724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:53.204103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:53.204176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:56.208892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:56.212467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:56.215860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:56.219208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:56.219284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:43:59.225432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:43:59.230333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:43:59.234536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:43:59.239026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:43:59.239159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:02.243874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:02.248819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:02.254759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:02.259700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:02.259858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:05.264556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:05.269210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:05.273678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:05.278254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:05.278360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:08.283092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:08.286990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:08.290500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:08.293962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:08.294033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:11.298756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:11.302677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:11.306351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:11.310219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:11.310312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:14.316229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:14.320244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:14.323754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:14.328152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:14.328224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:17.332968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:17.336718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:17.340346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:17.343677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:17.343752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:20.351616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:20.355675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:20.359310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:20.362712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:20.362782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:23.366874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:23.370993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:23.374385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:23.377830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:23.377903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:26.383172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:26.388350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:26.392525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:26.397357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:26.397523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:29.403041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:29.407409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:29.412447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:29.417892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:29.418063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:32.422903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:32.426515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:32.429974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:32.433313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:32.433399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:35.438824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:35.442760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:35.447069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:35.450911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:35.451092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:38.454963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:38.458383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:38.461940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:38.466863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:38.466978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:41.470889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:41.474373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:41.477924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:41.481476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:41.481590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:44.486726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:44.491032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:44.495081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:44.499429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:44.499530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:47.504538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:47.508714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:47.512944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:47.517332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:47.517436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:50.523373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:50.529074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:50.533634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:50.538273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:50.538379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:53.543485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:53.548371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:53.552762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:53.557327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:53.557450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:56.562413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:56.567466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:56.572513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:56.576954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:56.577106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:44:59.582550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:44:59.588239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:44:59.592960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:44:59.598789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:44:59.598930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:02.603428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:02.607208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:02.610809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:02.614617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:02.614740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:05.618975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:05.622741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:05.626466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:05.631753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:05.631919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:08.637585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:08.641259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:08.645186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:08.649025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:08.649094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:11.652827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:11.656489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:11.659985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:11.663706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:11.663806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:14.669038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:14.672833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:14.676564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:14.680000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:14.680079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:17.684831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:17.689196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:17.693324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:17.697956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:17.698057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:20.703121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:20.707339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:20.711157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:20.714974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:20.715062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:23.719458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:23.723582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:23.731020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:23.735966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:23.736080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:26.740458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:26.744145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:26.748293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:26.752270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:26.752369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:29.756486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:29.760437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:29.764361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:29.767881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:29.767955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:32.772339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:32.776071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:32.779762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:32.783242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:32.783322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:35.788336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:35.792198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:35.796123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:35.799486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:35.799562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:38.804318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:38.808688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:38.813029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:38.817724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:38.817835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:41.823412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:41.828050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:41.831876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:41.835540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:41.835618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:44.840433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:44.844353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:44.848117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:44.851571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:44.851689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:47.856145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:47.859769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:47.863425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:47.867242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:47.867349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:50.872043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:50.875931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:50.880127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:50.884141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:50.884238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:53.891800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:53.896708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:53.901033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:53.905189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:53.905268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:56.910397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:56.914789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:56.919162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:56.923277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:56.923364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:45:59.927782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:45:59.931945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:45:59.935456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:45:59.938926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:45:59.938997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:02.944094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:02.948410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:02.952435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:02.956360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:02.956433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:05.961221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:05.965428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:05.968953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:05.972834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:05.972950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:08.978563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:08.983397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:08.988186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:08.992752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:08.992955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:11.999874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:12.005396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:12.010156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:12.015374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:12.015460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:15.020464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:15.025208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:15.030153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:15.035375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:15.035748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:18.043860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:18.047820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:18.051426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:18.055002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:18.055083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:21.061171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:21.066279] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:21.070607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:21.074324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:21.074427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:24.079265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:24.082935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:24.086598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:24.091081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:24.091199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:27.097902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:27.103575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:27.109581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:27.114729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:27.114863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:30.119173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:30.123355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:30.127055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:30.130598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:30.130708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:33.136199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:33.140131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:33.144377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:33.148520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:33.148660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:36.153865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:36.158010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:36.162119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:36.167099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:36.167225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:39.172704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:39.177474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:39.182702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:39.186948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:39.187051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:42.192008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:42.200984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:42.205836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:42.210368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:42.210481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:45.215476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:45.220202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:45.225118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:45.230075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:45.230205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:48.234814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:48.239184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:48.243827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:48.248122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:48.248254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:51.253445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:51.257489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:51.261534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:51.265352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:51.265447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:54.270978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:54.275509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:54.279444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:54.283091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:54.283186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:46:57.288170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:46:57.292710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:46:57.296541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:46:57.300204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:46:57.300289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:00.306133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:00.310259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:00.314626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:00.319121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:00.319294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:03.323488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:03.327105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:03.330612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:03.334073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:03.334162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:06.339415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:06.342839] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:06.346997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:06.351120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:06.351219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:09.355145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:09.358562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:09.361845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:09.365266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:09.365341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:12.370391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:12.374339] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:12.378323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:12.382133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:12.382214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:15.387166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:15.393030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:15.397299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:15.401510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:15.401582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:18.405931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:18.410313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:18.413822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:18.417579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:18.417676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:21.422434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:21.425959] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:21.430611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:21.434551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:21.434623] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:24.439262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:24.443964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:24.449096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:24.453954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:24.454061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:27.460326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:27.466267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:27.470361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:27.474376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:27.474451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:30.478922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:30.483495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:30.487878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:30.491725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:30.491843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:33.498616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:33.504228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:33.509208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:33.513917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:33.514035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:36.520569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:36.526385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:36.531690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:36.536996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:36.537232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:39.545351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:39.549834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:39.554546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:39.559207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:39.559332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:42.563567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:42.567616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:42.571668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:42.575722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:42.575813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:45.580598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:45.584382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:45.588281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:45.592197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:45.592296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:48.597220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:48.600974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:48.604805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:48.608602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:48.608707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:51.613679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:51.617171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:51.620587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:51.624485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:51.624566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:54.629305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:54.633789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:54.637436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:54.641202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:54.641297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:47:57.645262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:47:57.649071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:47:57.652996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:47:57.656514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:47:57.656853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:00.661696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:00.666256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:00.670331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:00.674856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:00.674965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:03.678900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:03.682719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:03.686323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:03.690207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:03.690287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:06.694713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:06.699182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:06.705060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:06.708698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:06.708778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:09.712919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:09.717016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:09.720682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:09.724357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:09.724444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:12.729305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:12.733451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:12.737540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:12.741476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:12.741592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:15.746724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:15.750402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:15.754995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:15.759630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:15.759756] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:18.764776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:18.768992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:18.773771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:18.778874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:18.779000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:21.786477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:21.792677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:21.799036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:21.805139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:21.805313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:24.810585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:24.815732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:24.819611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:24.823837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:24.823983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:27.832022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:27.836470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:27.841093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:27.846489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:27.846737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:30.853703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:30.858367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:30.862828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:30.866568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:30.866664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:33.872265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:33.876821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:33.880465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:33.883866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:33.883963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:36.889312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:36.896803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:36.904386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:36.909019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:36.909111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:39.914209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:39.918209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:39.921779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:39.925813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:39.925885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:42.930253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:42.934225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:42.938305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:42.942838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:42.942950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:45.950416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:45.954679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:45.958701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:45.962244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:45.962334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:48.967392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:48.971459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:48.975398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:48.979251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:48.979365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:51.984112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:51.988544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:51.992482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:51.996037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:51.996109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:55.001200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:55.005174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:55.009202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:55.012778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:55.012933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:48:58.017698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:48:58.022078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:48:58.025918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:48:58.030241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:48:58.030350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:01.034478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:01.038965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:01.043161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:01.047224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:01.047320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:04.053182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:04.058758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:04.064304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:04.069960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:04.070082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:07.074867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:07.078818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:07.082697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:07.086060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:07.086145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:10.091233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:10.095555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:10.099853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:10.104035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:10.104186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:13.108585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:13.112201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:13.115739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:13.119154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:13.119236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:16.124429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:16.128614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:16.132656] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:16.136404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:16.136497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:19.140977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:19.144436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:19.151168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:19.155321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:19.155400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:22.159791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:22.164462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:22.169680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:22.174498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:22.174599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:25.178561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:25.182297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:25.185873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:25.189480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:25.189561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:28.193937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:28.198255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:28.202955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:28.208072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:28.208190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:31.212326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:31.215869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:31.219327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:31.222681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:31.222758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:34.227040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:34.230791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:34.234365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:34.238133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:34.238207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:37.242554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:37.246754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:37.250871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:37.255811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:37.255909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:40.260020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:40.264560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:40.268696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:40.272225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:40.272310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:43.276140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:43.279605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:43.283061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:43.286570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:43.286674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:46.291284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:46.295420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:46.298972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:46.302540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:46.302661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:49.308668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:49.312655] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:49.317455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:49.321534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:49.321621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:52.327462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:52.331331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:52.335227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:52.339141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:52.339226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:55.343517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:55.347531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:55.351422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:55.355560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:55.355660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:49:58.359927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:49:58.363351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:49:58.366695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:49:58.370093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:49:58.370167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:01.401422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:01.412145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:01.422075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:01.428075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:01.428214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:04.437377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:04.443147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:04.449594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:04.454517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:04.454672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:07.459153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:07.463567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:07.468095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:07.471850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:07.471943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:10.478049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:10.482053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:10.486404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:10.490865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:10.490963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:13.494804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:13.498392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:13.501873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:13.505215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:13.505290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:16.509420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:16.513437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:16.517491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:16.521633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:16.521777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:19.525735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:19.529426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:19.532904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:19.536689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:19.536797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:22.541217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:22.544943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:22.548789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:22.552495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:22.552602] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:25.557685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:25.562610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:25.567022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:25.571074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:25.571148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:28.575787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:28.579577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:28.583000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:28.586335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:28.586426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:31.591631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:31.597421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:31.601125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:31.604357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:31.604426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:34.608734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:34.612746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:34.616065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:34.619357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:34.619427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:37.623825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:37.627413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:37.631147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:37.634500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:37.634580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:40.638976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:40.643185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:40.646892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:40.650569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:40.650664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:43.655240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:43.660491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:43.664972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:43.668855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:43.668973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:46.674057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:46.678782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:46.683301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:46.686753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:46.686837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:49.690899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:49.694386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:49.697738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:49.701252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:49.701322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:52.705707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:52.710896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:52.715552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:52.720617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:52.720768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:55.726056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:55.729730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:55.733319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:55.736928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:55.737006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:50:58.741986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:50:58.746741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:50:58.750849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:50:58.755510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:50:58.755726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:01.762085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:01.766410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:01.770171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:01.773527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:01.773611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:04.779824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:04.785703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:04.791148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:04.796026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:04.796134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:07.802004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:07.806481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:07.811536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:07.816787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:07.820117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:10.824726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:10.829230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:10.832858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:10.836154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:10.836235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:13.841610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:13.845435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:13.849864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:13.854023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:13.854149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:16.858065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:16.861601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:16.865275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:16.868813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:16.868888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:19.873030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:19.877005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:19.881312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:19.885727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:19.885820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:22.891017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:22.895287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:22.900000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:22.903814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:22.903899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:25.908704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:25.912802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:25.917052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:25.921413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:25.921494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:28.926713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:28.931714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:28.937206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:28.942264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:28.942423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:31.947310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:31.951727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:31.955686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:31.959217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:31.959288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:34.963422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:34.967463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:34.971250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:34.975244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:34.975334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:37.979576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:37.983358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:37.986961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:37.990441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:37.990516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:40.994421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:40.997834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:41.001181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:41.005807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:41.006205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:44.014462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:44.018227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:44.021745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:44.025323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:44.025409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:47.031484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:47.035557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:47.039637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:47.043430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:47.043533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:50.049478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:50.054549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:50.059421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:50.063610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:50.063712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:53.068300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:53.072036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:53.075703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:53.079469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:53.079568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:56.085243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:56.089505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:56.093610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:56.097464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:56.097585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:51:59.102612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:51:59.106373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:51:59.110237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:51:59.113682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:51:59.113764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:02.119776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:02.123917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:02.129171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:02.134453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:02.134572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:05.139441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:05.143740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:05.147785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:05.151871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:05.151969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:08.156592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:08.160180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:08.164217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:08.167905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:08.167991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:11.172752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:11.177396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:11.181348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:11.185351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:11.185480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:14.190521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:14.195258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:14.200786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:14.204989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:14.205194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:17.209968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:17.214096] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:17.218189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:17.222148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:17.222243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:20.226321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:20.229883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:20.233211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:20.236451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:20.236526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:23.243256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:23.247927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:23.252200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:23.256209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:23.256345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:26.261401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:26.265834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:26.269566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:26.273156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:26.273242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:29.277938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:29.281555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:29.285422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:29.289135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:29.289223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:32.295503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:32.300347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:32.304171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:32.308079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:32.308167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:35.313614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:35.317580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:35.321212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:35.324625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:35.324714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:38.329940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:38.334565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:38.339844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:38.344869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:38.344988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:41.349692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:41.354150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:41.358531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:41.362204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:41.362298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:44.367223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:44.372099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:44.377348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:44.381549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:44.381673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:47.386013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:47.390102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:47.393707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:47.397287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:47.397499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:50.404055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:50.408729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:50.413117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:50.418283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:50.418472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:53.424192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:53.428591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:53.432280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:53.436330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:53.436439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:56.441689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:56.445856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:56.450188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:56.453978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:56.454057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:52:59.459864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:52:59.464736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:52:59.468448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:52:59.471805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:52:59.471887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:02.475834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:02.479734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:02.483159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:02.486767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:02.486876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:05.491909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:05.496446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:05.501480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:05.506475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:05.506593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:08.511389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:08.515606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:08.519504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:08.523469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:08.523553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:11.527685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:11.531044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:11.534565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:11.538011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:11.538087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:14.542690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:14.546544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:14.550349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:14.554180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:14.554282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:17.559022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:17.562332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:17.565888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:17.569193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:17.569263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:20.574660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:20.578306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:20.581939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:20.585410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:20.585486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:23.590741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:23.594482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:23.598052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:23.601283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:23.601362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:26.606890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:26.610686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:26.614323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:26.617871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:26.617954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:29.622814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:29.626253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:29.629708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:29.632954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:29.633031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:32.638729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:32.643877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:32.647864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:32.651814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:32.651913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:35.658969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:35.666409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:35.672209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:35.678792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:35.678923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:38.682981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:38.686706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:38.690727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:38.694491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:38.694587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:41.699812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:41.703596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:41.707799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:41.713523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:41.713624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:44.718230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:44.723182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:44.727858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:44.731919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:44.732022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:47.736143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:47.740280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:47.744851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:47.749474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:47.749589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:50.753793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:50.757323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:50.760927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:50.764431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:50.764516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:53.771766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:53.775819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:53.780222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:53.784692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:53.784794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:56.790385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:56.795101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:56.799068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:56.802983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:56.803087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:53:59.808372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:53:59.812954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:53:59.817345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:53:59.821960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:53:59.822055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:02.828522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:02.833043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:02.837119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:02.840692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:02.840771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:05.846416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:05.851483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:05.856339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:05.861007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:05.861105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:08.866964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:08.872067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:08.875743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:08.879313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:08.879507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:11.884076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:11.889336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:11.893068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:11.896568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:11.896667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:14.901292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:14.905170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:14.908471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:14.911807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:14.911874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:17.916591] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:17.921176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:17.925026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:17.928685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:17.928768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:20.933535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:20.937700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:20.941669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:20.946444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:20.946545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:23.951261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:23.955621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:23.960242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:23.965553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:23.965704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:26.971273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:26.975193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:26.978733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:26.982750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:26.982886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:29.989672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:29.994906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:30.000143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:30.004447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:30.004558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:33.009394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:33.013221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:33.016828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:33.020475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:33.020567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:36.027154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:36.031787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:36.035326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:36.038535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:36.038618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:39.043346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:39.047223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:39.050992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:39.054745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:39.054819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:42.058601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:42.061960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:42.065168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:42.068424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:42.068496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:45.072984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:45.076521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:45.080018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:45.083232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:45.083304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:48.088113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:48.091911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:48.096310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:48.101270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:48.101369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:51.105445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:51.109167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:51.113042] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:51.116494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:51.116598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:54.122832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:54.127764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:54.132522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:54.137438] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:54.137544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:54:57.143569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:54:57.149102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:54:57.154110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:54:57.159102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:54:57.159327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:00.164384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:00.169788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:00.175141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:00.180263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:00.180375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:03.185963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:03.190141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:03.193783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:03.197417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:03.197509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:06.201975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:06.205789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:06.209661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:06.213055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:06.213129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:09.217537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:09.222163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:09.226723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:09.230779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:09.230961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:12.235561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:12.240995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:12.245745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:12.250892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:12.251007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:15.255841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:15.260371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:15.265971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:15.270209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:15.270308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:18.274980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:18.280002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:18.284479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:18.288850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:18.288951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:21.293709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:21.298595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:21.304384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:21.310923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:21.311030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:24.316718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:24.322332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:24.326291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:24.331137] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:24.331209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:27.336096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:27.340152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:27.346130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:27.351274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:27.351375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:30.356028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:30.361596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:30.368258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:30.374097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:30.374241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:33.379183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:33.383380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:33.388833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:33.393586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:33.393755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:36.398425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:36.402869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:36.407060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:36.410731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:36.410805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:39.414780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:39.419006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:39.423074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:39.427049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:39.427133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:42.432173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:42.437285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:42.442261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:42.446044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:42.446120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:45.451250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:45.455252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:45.460159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:45.464449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:45.464576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:48.468799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:48.473000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:48.477149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:48.483232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:48.483365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:51.488574] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:51.492174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:51.497013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:51.501884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:51.501967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:54.508856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:54.513487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:54.517905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:54.524408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:54.524518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:55:57.531767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:55:57.537358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:55:57.544036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:55:57.547930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:55:57.548015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:00.556943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:00.562791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:00.569905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:00.575895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:00.576071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:03.581020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:03.585113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:03.589285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:03.593840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:03.593977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:06.600165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:06.605734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:06.610862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:06.615595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:06.615730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:09.620204] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:09.623965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:09.628002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:09.631450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:09.631528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:12.637154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:12.641729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:12.646911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:12.651588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:12.651718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:15.656483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:15.663378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:15.667321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:15.671447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:15.671545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:18.677762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:18.682336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:18.686897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:18.691547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:18.691729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:21.697963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:21.702796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:21.709070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:21.713990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:21.714143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:24.720901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:24.727494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:24.734070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:24.738129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:24.738227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:27.743347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:27.747472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:27.752602] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:27.756725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:27.756837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:30.762082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:30.767079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:30.770733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:30.774330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:30.774427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:33.779717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:33.784769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:33.789730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:33.795003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:33.795128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:36.800036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:36.804587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:36.809407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:36.814824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:36.814921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:39.821103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:39.826450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:39.832452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:39.836768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:39.836891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:42.841402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:42.845629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:42.849791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:42.853294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:42.853363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:45.858121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:45.862464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:45.866858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:45.871513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:45.871614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:48.875973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:48.880129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:48.883846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:48.888150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:48.888256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:51.894467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:51.900495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:51.907109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:51.912598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:51.912764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:54.917280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:54.921791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:54.926394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:54.931570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:54.931702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:56:57.938025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:56:57.943603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:56:57.949797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:56:57.954582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:56:57.954684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:00.960808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:00.968189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:00.973095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:00.976963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:00.977153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:03.982637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:03.987499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:03.990889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:03.994935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:03.995035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:07.000532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:07.004385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:07.008218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:07.011914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:07.012004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:10.018123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:10.023870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:10.031814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:10.038765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:10.038895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:13.044196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:13.047869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:13.052098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:13.056467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:13.056614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:16.062301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:16.066850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:16.071385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:16.076234] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:16.076351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:19.080995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:19.085178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:19.088897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:19.092704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:19.092923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:22.098785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:22.102586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:22.106578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:22.110451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:22.110545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:25.115425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:25.120125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:25.123838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:25.127191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:25.127268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:28.132756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:28.137576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:28.141379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:28.145904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:28.146036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:31.151247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:31.155828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:31.161155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:31.165079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:31.165173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:34.171041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:34.176682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:34.182270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:34.187009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:34.187089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:37.192206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:37.196992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:37.201904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:37.206039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:37.206203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:40.211791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:40.218038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:40.223610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:40.228204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:40.228302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:43.233686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:43.238224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:43.243305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:43.247599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:43.247713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:46.251935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:46.256047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:46.260155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:46.264590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:46.264724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:49.268756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:49.273033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:49.276962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:49.280432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:49.280507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:52.284562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:52.288796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:52.294922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:52.299533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:52.299679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:55.305237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:55.309819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:55.314103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:55.318329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:55.318507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:57:58.324040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:57:58.328299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:57:58.332277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:57:58.336075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:57:58.336176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:01.341466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:01.347084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:01.351934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:01.356670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:01.356768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:04.361254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:04.366476] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:04.370544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:04.374898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:04.374993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:07.382116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:07.389034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:07.395038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:07.400206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:07.400568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:10.404573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:10.408680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:10.412416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:10.415845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:10.416014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:13.420528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:13.424618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:13.429040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:13.432555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:13.432659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:16.437000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:16.440401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:16.444113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:16.447700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:16.447788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:19.452709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:19.458181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:19.462760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:19.467209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:19.467311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:22.472810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:22.477302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:22.482008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:22.485594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:22.485705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:25.490739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:25.494545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:25.498373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:25.501815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:25.501989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:28.506394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:28.510690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:28.515296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:28.519418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:28.519491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:31.524185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:31.528520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:31.533289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:31.538302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:31.538414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:34.543024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:34.547377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:34.551168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:34.554734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:34.554806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:37.559481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:37.563750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:37.568062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:37.572044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:37.572137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:40.578342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:40.584144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:40.588689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:40.592791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:40.592921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:43.597718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:43.602216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:43.607580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:43.614209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:43.614413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:46.619039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:46.622732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:46.626194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:46.630721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:46.630819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:49.634971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:49.638863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:49.642320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:49.645507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:49.645579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:52.649897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:52.653582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:52.657248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:52.660609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:52.660697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:55.664984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:55.670106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:55.674316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:55.679373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:55.679480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:58:58.684544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:58:58.688630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:58:58.692478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:58:58.695910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:58:58.695989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:01.701052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:01.705966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:01.712015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:01.716628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:01.716918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:04.721869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:04.726446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:04.730792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:04.735069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:04.735180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:07.741762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:07.745754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:07.749522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:07.753257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:07.753334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:10.757268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:10.762700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:10.767071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:10.770774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:10.770848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:13.775491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:13.780908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:13.785030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:13.788692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:13.788762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:16.795352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:16.800781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:16.807393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:16.813418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:16.813573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:19.817800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:19.821527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:19.825031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:19.828343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:19.828412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:22.834936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:22.843510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:22.848473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:22.852073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:22.852144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:25.856727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:25.863087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:25.867271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:25.871055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:25.871126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:28.876880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:28.885139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:28.890904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:28.895962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:28.896180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:31.901907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:31.906559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:31.911014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:31.914680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:31.914759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:34.918559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:34.921978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:34.925249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:34.928549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:34.928621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:37.933056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:37.936927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:37.940807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:37.944546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:37.944663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:40.949232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:40.953632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:40.957358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:40.960877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:40.960959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:43.965390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:43.969432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:43.973134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:43.976586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:43.976702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:46.980587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:46.983946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:46.987162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:46.990346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:46.990414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:49.995182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:49.999415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:50.003380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:50.007216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:50.007424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:53.011737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:53.015533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:53.019079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:53.022655] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:53.022727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:56.028875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:56.034856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:56.039996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:56.044955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:56.045064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T22:59:59.049001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T22:59:59.052973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T22:59:59.057163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T22:59:59.061282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T22:59:59.061520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:02.071837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:02.079989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:02.085511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:02.089897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:02.090292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:05.094632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:05.098468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:05.102424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:05.106059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:05.106142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:08.110811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:08.114632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:08.119021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:08.122861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:08.122951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:11.128912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:11.135949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:11.141458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:11.145167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:11.145252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:14.150013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:14.154683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:14.159293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:14.164279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:14.164386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:17.169616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:17.174591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:17.181007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:17.186327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:17.186749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:20.194886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:20.207267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:20.213118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:20.217953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:20.218134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:23.225328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:23.230726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:23.239468] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:23.245384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:23.245686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:26.252018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:26.256615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:26.262032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:26.266869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:26.266964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:29.272805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:29.276688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:29.283986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:29.292528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:29.292671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:32.297349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:32.301872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:32.307721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:32.312156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:32.312264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:35.318033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:35.323731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:35.329266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:35.333984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:35.334145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:38.338812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:38.342709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:38.348277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:38.352520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:38.352611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:41.357094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:41.361491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:41.365502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:41.369373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:41.369472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:44.376026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:44.382675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:44.386604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:44.392459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:44.392579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:47.399506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:47.405965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:47.412530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:47.418369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:47.418496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:50.422898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:50.426799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:50.430506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:50.435120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:50.435223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:53.439906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:53.443854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:53.447926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:53.451581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:53.451692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:56.458220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:56.463671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:56.468921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:56.474691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:56.474827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:00:59.480055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:00:59.484436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:00:59.488025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:00:59.491741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:00:59.491829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:02.496843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:02.502103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:02.507194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:02.511111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:02.511213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:05.516606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:05.520517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:05.524193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:05.527941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:05.528036] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:08.533312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:08.538267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:08.542935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:08.547673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:08.547789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:11.553797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:11.561519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:11.568600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:11.572778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:11.572849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:14.577290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:14.583355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:14.588942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:14.593827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:14.593936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:17.598144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:17.603147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:17.606893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:17.610540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:17.610617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:20.615635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:20.619521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:20.622975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:20.626338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:20.626410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:23.649584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:23.653921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:23.658069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:23.661806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:23.661887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:26.666614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:26.673099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:26.677787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:26.682453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:26.682778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:29.689597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:29.694973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:29.701405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:29.708615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:29.708804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:32.713733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:32.720552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:32.724693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:32.728382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:32.728464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:35.733093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:35.737568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:35.742215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:35.745886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:35.745979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:38.751101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:38.756280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:38.762479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:38.767556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:38.767687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:41.771990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:41.775310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:41.779175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:41.783248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:41.783337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:44.788804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:44.793734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:44.798332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:44.802233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:44.802323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:47.807018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:47.813482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:47.817768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:47.821394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:47.821475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:50.826948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:50.831334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:50.836136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:50.840881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:50.840992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:53.846375] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:53.851015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:53.857057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:53.861915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:53.862019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:56.867804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:56.872990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:56.877157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:56.881227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:56.881356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:01:59.887446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:01:59.892778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:01:59.898759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:01:59.906254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:01:59.906397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:02.910950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:02.914788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:02.918339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:02.921833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:02.921913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:05.926389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:05.932193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:05.936788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:05.941465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:05.941628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:08.946272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:08.950262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:08.954167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:08.957707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:08.957794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:11.962627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:11.967896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:11.971827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:11.975386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:11.975465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:14.980447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:14.984905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:14.989380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:14.994406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:14.994535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:17.999595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:18.003418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:18.006958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:18.010303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:18.010393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:21.018029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:21.023078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:21.028003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:21.033793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:21.033955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:24.038871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:24.043382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:24.047010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:24.050667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:24.050774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:27.056267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:27.061904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:27.067188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:27.071212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:27.071288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:30.075415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:30.079152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:30.083311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:30.086907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:30.086991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:33.091146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:33.095879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:33.103136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:33.107667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:33.107741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:36.113345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:36.118177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:36.121824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:36.125859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:36.125962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:39.136624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:39.143573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:39.150556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:39.162244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:39.162915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:42.167933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:42.171678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:42.176088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:42.179862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:42.180080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:45.186188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:45.190836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:45.194676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:45.198101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:45.198174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:48.204600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:48.209730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:48.215063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:48.219890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:48.219991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:51.226586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:51.231403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:51.238444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:51.242372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:51.242448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:54.247026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:54.250576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:54.253854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:54.257066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:54.257134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:02:57.261562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:02:57.266070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:02:57.270110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:02:57.273812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:02:57.273882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:00.280619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:00.286505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:00.291076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:00.296459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:00.296755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:03.304130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:03.309058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:03.313173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:03.316783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:03.316872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:06.321811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:06.326166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:06.329992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:06.333366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:06.333436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:09.338509] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:09.343636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:09.347941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:09.352630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:09.352742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:12.358548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:12.363749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:12.368835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:12.373681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:12.373878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:15.378173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:15.382045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:15.386499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:15.390488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:15.390585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:18.395185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:18.398828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:18.402560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:18.405928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:18.406121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:21.411348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:21.415428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:21.419407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:21.422761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:21.422917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:24.430500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:24.434635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:24.438417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:24.465712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:24.466076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:27.470839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:27.564921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:27.602258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:27.606192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:27.606277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:30.612694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:30.618972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:30.623705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:30.628572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:30.628924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:33.636895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:33.641396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:33.646372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:33.650554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:33.650674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:36.655283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:36.659233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:36.663901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:36.668306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:36.668417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:39.673844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:39.677633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:39.681165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:39.684829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:39.684932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:42.691709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:42.696149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:42.699925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:42.703941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:42.704095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:45.708270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:45.711837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:45.715268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:45.718600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:45.718706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:48.723207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:48.727296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:48.731098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:48.734874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:48.734954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:51.739870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:51.745014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:51.751112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:51.756131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:51.756430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:54.760459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:54.764394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:54.768593] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:54.773043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:54.773252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:03:57.779313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:03:57.783427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:03:57.787428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:03:57.791517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:03:57.791617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:00.798059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:00.803215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:00.807970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:00.814706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:00.814810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:03.820781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:03.827525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:03.834285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:03.840758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:03.841275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:06.847563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:06.853154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:06.858130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:06.863221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:06.863314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:09.868684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:09.872525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:09.877055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:09.882016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:09.882127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:12.888178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:12.893041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:12.897596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:12.901602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:12.901729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:15.906287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:15.910018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:15.913955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:15.918548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:15.918834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:18.923819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:18.927699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:18.932520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:18.936356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:18.936453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:21.941009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:21.945522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:21.950037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:21.953851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:21.953930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:24.958240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:24.963011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:24.967092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:24.971061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:24.971264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:27.976159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:27.981840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:27.987242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:27.992187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:27.992275] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:30.996444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:31.000766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:31.005029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:31.008845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:31.009075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:34.014485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:34.019062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:34.027399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:34.031995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:34.032110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:37.037115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:37.041827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:37.047708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:37.052319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:37.052427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:40.056793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:40.061446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:40.065884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:40.070097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:40.070273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:43.074739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:43.079120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:43.083396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:43.087294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:43.087386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:46.092928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:46.097886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:46.102114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:46.106352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:46.106491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:49.112489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:49.116844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:49.121529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:49.126845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:49.126940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:52.131533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:52.135494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:52.139138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:52.142874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:52.142942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:55.149442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:55.154126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:55.158569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:55.162773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:55.162862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:04:58.168927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:04:58.173638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:04:58.180219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:04:58.184201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:04:58.184306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:01.189413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:01.195442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:01.201036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:01.206391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:01.206501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:04.211666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:04.215979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:04.220413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:04.226848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:04.227246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:07.232784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:07.237178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:07.240884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:07.244707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:07.244819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:10.249583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:10.254212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:10.259240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:10.262989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:10.263091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:13.269149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:13.273780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:13.278067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:13.282424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:13.282579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:16.286869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:16.291037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:16.294509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:16.297870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:16.297950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:19.302593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:19.307167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:19.313095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:19.317615] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:19.317771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:22.322040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:22.325659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:22.329511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:22.334303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:22.334453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:25.342230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:25.348795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:25.355262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:25.362821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:25.363071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:28.367960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:28.372638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:28.377610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:28.383114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:28.383345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:31.387938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:31.392403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:31.395838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:31.399170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:31.399241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:34.403697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:34.408858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:34.413032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:34.417581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:34.417732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:37.423973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:37.428365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:37.432558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:37.436755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:37.436858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:40.444193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:40.449856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:40.456403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:40.462036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:40.462146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:43.466601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:43.470941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:43.475458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:43.479220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:43.479295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:46.483359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:46.486969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:46.491623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:46.495544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:46.495615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:49.500390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:49.504387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:49.508373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:49.512157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:49.512229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:52.516301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:52.519901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:52.523671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:52.528114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:52.528203] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:55.533393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:55.538513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:55.543731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:55.547728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:55.547815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:05:58.553787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:05:58.558756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:05:58.563414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:05:58.567842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:05:58.568017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:01.572462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:01.575997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:01.579777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:01.583415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:01.583495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:04.587602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:04.591138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:04.594659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:04.598264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:04.598362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:07.603678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:07.607451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:07.611911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:07.616501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:07.616597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:10.622854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:10.628600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:10.635552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:10.640264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:10.640418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:13.646226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:13.651514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:13.656096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:13.660243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:13.660363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:16.665239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:16.669510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:16.673521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:16.677083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:16.677169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:19.682095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:19.686631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:19.690511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:19.694165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:19.694408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:22.701582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:22.705712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:22.709220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:22.713399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:22.713510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:25.718718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:25.724116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:25.729064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:25.734397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:25.734525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:28.739857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:28.745347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:28.749430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:28.754073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:28.754173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:31.758115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:31.762121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:31.766400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:31.770994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:31.771375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:34.775858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:34.779607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:34.783204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:34.786997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:34.787085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:37.791729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:37.795880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:37.800132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:37.804255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:37.804356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:40.811037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:40.815910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:40.820121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:40.824754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:40.824865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:43.832260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:43.837942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:43.843440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:43.848442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:43.848604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:46.852732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:46.856369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:46.860284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:46.863971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:46.864045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:49.869684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:49.873888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:49.878663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:49.882514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:49.882701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:52.890967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:52.895767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:52.900012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:52.903278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:52.903348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:55.908179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:55.912513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:55.917795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:55.921570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:55.921679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:06:58.927058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:06:58.931185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:06:58.935621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:06:58.940479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:06:58.940557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:01.945253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:01.950135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:01.954230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:01.959085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:01.959201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:04.966922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:04.972395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:04.978091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:04.983191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:04.983322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:07.988285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:07.992263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:07.996722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:08.001460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:08.001727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:11.006536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:11.011283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:11.015007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:11.018923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:11.019007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:14.023879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:14.027621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:14.031747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:14.035333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:14.035491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:17.040602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:17.045166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:17.050612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:17.054969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:17.055065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:20.059920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:20.064560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:20.069165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:20.073571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:20.073720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:23.079724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:23.086443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:23.090809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:23.095027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:23.095116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:26.100132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:26.103603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:26.107505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:26.111461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:26.111555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:29.116609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:29.120949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:29.125842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:29.130161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:29.130259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:32.135085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:32.139921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:32.144451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:32.148725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:32.148856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:35.154554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:35.159920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:35.163384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:35.168257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:35.168499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:38.173360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:38.178218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:38.181969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:38.185586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:38.185697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:41.190279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:41.194993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:41.199451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:41.203231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:41.203300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:44.207981] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:44.213579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:44.218300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:44.222602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:44.222708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:47.228923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:47.234967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:47.239627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:47.243566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:47.243680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:50.247560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:50.251009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:50.254680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:50.258504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:50.258579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:53.262973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:53.268067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:53.273806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:53.278404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:53.278508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:56.283430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:56.288940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:56.294397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:56.299883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:56.300020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:07:59.304719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:07:59.308338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:07:59.312235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:07:59.316565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:07:59.316702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:02.322345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:02.327479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:02.334240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:02.338408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:02.338518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:05.343556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:05.348190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:05.352561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:05.357909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:05.358003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:08.363833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:08.368079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:08.373918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:08.379432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:08.379909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:11.386430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:11.391194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:11.396511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:11.401884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:11.402084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:14.407259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:14.411635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:14.416733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:14.420822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:14.420926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:17.425440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:17.429951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:17.434105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:17.438023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:17.438122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:20.442443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:20.446459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:20.450004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:20.453918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:20.454041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:23.458968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:23.463064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:23.466472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:23.470114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:23.470191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:26.475054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:26.479996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:26.486257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:26.492914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:26.493065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:29.497684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:29.502962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:29.507631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:29.512738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:29.513020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:32.518550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:32.523286] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:32.527923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:32.531770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:32.531992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:35.538149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:35.543314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:35.547499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:35.551990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:35.552232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:38.557473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:38.562519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:38.567004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:38.571924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:38.572042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:41.576217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:41.580177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:41.585464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:41.589517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:41.589726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:44.594969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:44.602077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:44.607131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:44.611058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:44.611134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:47.617136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:47.623353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:47.628446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:47.634444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:47.634813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:50.641955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:50.648403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:50.653048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:50.658742] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:50.658895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:53.665839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:53.671619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:53.677035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:53.681640] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:53.681791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:56.686432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:56.691613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:56.696355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:56.700240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:56.700336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:08:59.707313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:08:59.711727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:08:59.715681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:08:59.719324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:08:59.719423] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:02.724720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:02.728634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:02.732835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:02.736817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:02.736939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:05.741848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:05.746768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:05.752989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:05.758230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:05.758425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:08.763663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:08.768389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:08.773067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:08.777035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:08.777248] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:11.783703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:11.788626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:11.792109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:11.796283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:11.796411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:14.800969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:14.806149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:14.811182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:14.816293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:14.816399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:17.821748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:17.827774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:17.832283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:17.836195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:17.836272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:20.842122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:20.847559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:20.852246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:20.856002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:20.856077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:23.860351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:23.865100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:23.869795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:23.873752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:23.873853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:26.878748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:26.884092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:26.888357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:26.892952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:26.893118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:29.898178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:29.902840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:29.907009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:29.910482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:29.910551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:32.915578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:32.920271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:32.924099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:32.927891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:32.927966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:35.934253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:35.939466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:35.943661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:35.947031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:35.947108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:38.951558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:38.955882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:38.960318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:38.964256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:38.964329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:41.969030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:41.973272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:41.979980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:41.984908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:41.985009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:44.990604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:44.997177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:45.001994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:45.007268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:45.007388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:48.012236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:48.016837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:48.021774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:48.025546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:48.025752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:51.031010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:51.036083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:51.040050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:51.044851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:51.044944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:54.050405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:54.055390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:54.060754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:54.066339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:54.066464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:09:57.071439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:09:57.075369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:09:57.079191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:09:57.083627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:09:57.083817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:00.090395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:00.097333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:00.101855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:00.105724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:00.105822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:03.111526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:03.116239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:03.121532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:03.126435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:03.126540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:06.131930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:06.136961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:06.141689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:06.146030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:06.146159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:09.153889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:09.158425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:09.164445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:09.167961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:09.168032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:12.173251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:12.177314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:12.181232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:12.185384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:12.185495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:15.191774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:15.198763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:15.203248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:15.209044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:15.209325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:18.214223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:18.218072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:18.221941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:18.226261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:18.226350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:21.230553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:21.234741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:21.238724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:21.242399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:21.242480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:24.247053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:24.251218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:24.255331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:24.259719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:24.259811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:27.264412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:27.268515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:27.272862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:27.276926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:27.277145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:30.281715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:30.287032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:30.292574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:30.297208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:30.297298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:33.303512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:33.309267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:33.314629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:33.321300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:33.321449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:36.325963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:36.329970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:36.333785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:36.337565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:36.337789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:39.344148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:39.350296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:39.356004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:39.361161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:39.361581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:42.367241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:42.371553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:42.376928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:42.381889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:42.382057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:45.387480] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:45.393766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:45.398487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:45.402711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:45.402806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:48.407301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:48.412390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:48.416725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:48.421304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:48.421408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:51.426118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:51.430896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:51.435735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:51.439812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:51.439926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:54.444330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:54.448556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:54.453250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:54.457495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:54.457590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:10:57.463669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:10:57.468373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:10:57.472672] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:10:57.477825] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:10:57.477986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:00.483895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:00.489698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:00.494561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:00.499130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:00.499218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:03.503809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:03.508456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:03.513461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:03.518723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:03.518838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:06.523747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:06.527546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:06.531430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:06.535049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:06.535126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:09.540564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:09.545213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:09.548899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:09.552957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:09.553125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:12.558050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:12.561963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:12.566324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:12.571483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:12.571678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:15.576553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:15.581271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:15.584798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:15.588572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:15.588784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:18.593828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:18.598433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:18.602208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:18.606586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:18.606736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:21.611223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:21.616104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:21.619942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:21.626158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:21.626293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:24.664259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:24.669517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:24.675116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:24.680489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:24.680685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:27.685222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:27.690711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:27.695439] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:27.699925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:27.700057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:30.704663] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:30.709128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:30.713610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:30.717710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:30.717825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:33.724248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:33.729000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:33.733016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:33.737617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:33.737775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:36.742246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:36.747975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:36.752114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:36.755939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:36.756021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:39.760708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:39.765678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:39.770601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:39.774680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:39.774790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:42.780304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:42.787099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:42.792564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:42.797828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:42.797994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:45.803817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:45.809653] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:45.815021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:45.820503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:45.820816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:48.824856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:48.828773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:48.832773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:48.836691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:48.836790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:51.841361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:51.845214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:51.849106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:51.852663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:51.852732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:54.857046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:54.861447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:54.865377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:54.870692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:54.870782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:11:57.877008] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:11:57.882233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:11:57.886267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:11:57.890323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:11:57.890412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:00.897319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:00.902472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:00.906544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:00.911609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:00.911730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:03.917486] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:03.922230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:03.927594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:03.933522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:03.933744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:06.938590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:06.942343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:06.948000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:06.954115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:06.954221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:09.960065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:09.965294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:09.972165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:09.976256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:09.976342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:12.981839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:12.986089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:12.989983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:12.993848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:12.993945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:15.999871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:16.003933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:16.008012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:16.011807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:16.011888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:19.016290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:19.020234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:19.023969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:19.027979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:19.028094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:22.032733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:22.037302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:22.043851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:22.049776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:22.049904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:25.054869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:25.059034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:25.062776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:25.066314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:25.066386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:28.070806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:28.074821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:28.078952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:28.082417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:28.082577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:31.086954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:31.092043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:31.095500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:31.099056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:31.099126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:34.110542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:34.118847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:34.126035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:34.138001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:34.138178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:37.143959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:37.148353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:37.151991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:37.155571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:37.155813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:40.161213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:40.165899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:40.169943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:40.173700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:40.173769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:43.178317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:43.183746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:43.188573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:43.192070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:43.192142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:46.196679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:46.200669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:46.205037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:46.209008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:46.209103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:49.213721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:49.217440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:49.221607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:49.227247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:49.227335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:52.233010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:52.238013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:52.242588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:52.246986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:52.247059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:55.252074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:55.255914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:55.259705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:55.263514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:55.263593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:12:58.268047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:12:58.272227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:12:58.275612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:12:58.279410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:12:58.279481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:01.285262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:01.290600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:01.295237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:01.300553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:01.300927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:04.305635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:04.309885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:04.313871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:04.318385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:04.318579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:07.323077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:07.327745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:07.331904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:07.336464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:07.336572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:10.340750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:10.345157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:10.349297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:10.353562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:10.353691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:13.359461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:13.364508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:13.368835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:13.373633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:13.373742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:16.378305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:16.382233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:16.385807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:16.389192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:16.389265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:19.393936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:19.397633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:19.402671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:19.407152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:19.407225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:22.411160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:22.415351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:22.419407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:22.423344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:22.423438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:25.428490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:25.432332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:25.436434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:25.462875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:25.463024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:28.468078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:28.505983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:28.541981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:28.546131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:28.546205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:31.552093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:31.559882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:31.567822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:31.573170] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:31.573338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:34.579232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:34.585666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:34.590251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:34.595065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:34.595217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:37.599166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:37.603588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:37.607457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:37.611001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:37.611194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:40.615820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:40.619837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:40.624189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:40.628044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:40.628115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:43.634475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:43.638775] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:43.642791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:43.646423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:43.646500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:46.652108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:46.656142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:46.659466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:46.662833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:46.663058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:49.669418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:49.673402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:49.678785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:49.683584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:49.683975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:52.688716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:52.692478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:52.696424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:52.701087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:52.701206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:55.706268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:55.710313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:55.714660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:55.719394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:55.719570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:13:58.726449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:13:58.731572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:13:58.736132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:13:58.741797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:13:58.741990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:01.749616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:01.754243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:01.760304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:01.764688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:01.764943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:04.769909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:04.775338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:04.780742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:04.785887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:04.785981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:07.790801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:07.796497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:07.800452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:07.804327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:07.804405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:10.808821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:10.813215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:10.817715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:10.822021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:10.822128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:13.833275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:13.841875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:13.850069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:13.858454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:13.858687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:16.863342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:16.867616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:16.871790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:16.875920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:16.876027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:19.881556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:19.887435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:19.892600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:19.896938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:19.897035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:22.901337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:22.905672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:22.909667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:22.913364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:22.913439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:25.917821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:25.922418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:25.926441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:25.931806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:25.931901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:28.935847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:28.940774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:28.944703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:28.948402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:28.948749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:31.955176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:31.960612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:31.965330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:31.971349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:31.971438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:34.975935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:34.980130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:34.984438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:34.989139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:34.989416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:37.995531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:38.001532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:38.006638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:38.011704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:38.011813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:41.015988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:41.019584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:41.023080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:41.027358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:41.027472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:44.033088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:44.038250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:44.044130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:44.048953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:44.049057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:47.055136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:47.060379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:47.065483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:47.070573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:47.070704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:50.077150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:50.082340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:50.086253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:50.089851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:50.089949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:53.095331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:53.100915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:53.104458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:53.107756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:53.107827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:56.113488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:56.117588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:56.121958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:56.125689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:56.125767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:14:59.131064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:14:59.135790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:14:59.139459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:14:59.143505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:14:59.143729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:02.148320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:02.152601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:02.158120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:02.163443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:02.163791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:05.168407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:05.172817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:05.176717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:05.180662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:05.180750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:08.185081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:08.190686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:08.195232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:08.199035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:08.199141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:11.204449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:11.208472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:11.212407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:11.216004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:11.216251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:14.221378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:14.226840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:14.231416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:14.235792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:14.235900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:17.240863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:17.245055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:17.248912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:17.252589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:17.252679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:20.258025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:20.263405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:20.269546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:20.273890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:20.273972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:23.278286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:23.282074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:23.285780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:23.289453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:23.289657] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:26.294401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:26.298618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:26.302164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:26.306159] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:26.306284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:29.312192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:29.316374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:29.320764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:29.325296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:29.325480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:32.331387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:32.335552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:32.339964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:32.344621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:32.344786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:35.349837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:35.354856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:35.358882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:35.363421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:35.363512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:38.368263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:38.372327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:38.376076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:38.379756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:38.379844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:41.384822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:41.390664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:41.395226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:41.399691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:41.399827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:44.404969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:44.409478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:44.413590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:44.418030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:44.418132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:47.422761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:47.427099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:47.431416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:47.435809] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:47.435897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:50.439984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:50.444787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:50.448764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:50.452538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:50.452629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:53.458293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:53.462479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:53.466981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:53.472827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:53.472991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:56.478382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:56.482895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:56.487293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:56.491710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:56.491785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:15:59.496351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:15:59.500489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:15:59.505079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:15:59.510718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:15:59.510821] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:02.516139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:02.520292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:02.526514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:02.532147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:02.532249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:05.536787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:05.541031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:05.545069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:05.549997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:05.550190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:08.556399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:08.561222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:08.565505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:08.568924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:08.569008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:11.574490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:11.579534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:11.585358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:11.590358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:11.590600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:14.595338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:14.601120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:14.606120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:14.610476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:14.610556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:17.615123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:17.620023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:17.623489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:17.633416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:17.633734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:20.638307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:20.643168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:20.648794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:20.653309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:20.653398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:23.658458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:23.662734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:23.666711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:23.670632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:23.670895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:26.676804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:26.681265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:26.687030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:26.691412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:26.691524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:29.697905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:29.704792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:29.709881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:29.714634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:29.714837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:32.719773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:32.723777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:32.727612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:32.731746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:32.732375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:35.738957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:35.744409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:35.751937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:35.758141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:35.758247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:38.762098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:38.767686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:38.771872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:38.775844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:38.776049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:41.781638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:41.787201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:41.793257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:41.797514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:41.797588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:44.802521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:44.806378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:44.810975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:44.816201] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:44.816513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:47.823814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:47.829758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:47.834948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:47.838961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:47.839034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:50.843912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:50.848172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:50.852171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:50.856252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:50.856428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:53.862078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:53.866815] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:53.874941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:53.879729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:53.879840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:56.885827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:56.892092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:56.899101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:56.903815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:56.903923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:16:59.910262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:16:59.916107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:16:59.920699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:16:59.926210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:16:59.926354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:02.930999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:02.935720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:02.940135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:02.943955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:02.944033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:05.950544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:05.956807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:05.961237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:05.965275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:05.965354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:08.970970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:08.976409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:08.982535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:08.988482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:08.988607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:11.994563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:11.999998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:12.005071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:12.010573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:12.010716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:15.016415] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:15.022448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:15.027472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:15.032870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:15.033032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:18.038769] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:18.043301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:18.048207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:18.053321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:18.053439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:21.059318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:21.064174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:21.068537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:21.072836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:21.072940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:24.078122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:24.082734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:24.087012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:24.091333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:24.091453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:27.097492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:27.102180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:27.106885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:27.112136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:27.112221] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:30.118265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:30.125720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:30.130994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:30.135298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:30.135373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:33.139792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:33.144782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:33.148563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:33.151876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:33.151949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:36.157516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:36.163611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:36.168707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:36.172343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:36.172417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:39.177208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:39.182521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:39.187034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:39.190919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:39.191010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:42.197216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:42.201072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:42.205096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:42.208812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:42.208882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:45.214092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:45.218109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:45.222208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:45.227859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:45.228045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:48.235191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:48.241625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:48.248117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:48.253701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:48.253855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:51.258413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:51.263088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:51.268147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:51.271933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:51.272005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:54.277122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:54.281724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:54.286456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:54.290717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:54.290801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:17:57.294685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:17:57.299033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:17:57.303384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:17:57.307263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:17:57.307338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:00.311564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:18:00.315468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:00.318946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:00.323033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:00.323150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:03.327785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:18:03.331861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:03.336745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:03.341184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:03.341318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:06.347485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:18:06.352331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:06.357572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:06.362948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:06.363070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:09.368139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-21T23:18:09.372976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:09.377266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:09.381364] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:09.381465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-21T23:18:12.387008] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-21T23:18:12.390926] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-21), and is a dependency of this service. [2025-11-21T23:18:12.394273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-21T23:18:12.397821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-21T23:18:12.401262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-21T23:18:12.401573] [WARN ] [STATE ] State set to: RUNNING [2025-11-21T23:18:12.401675] [INFO ] [CACHE ] Starting cache update [2025-11-21T23:18:12.401756] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-11-21T23:18:12.405731] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-11-21T23:18:12.406098] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-11-21T23:18:12.406150] [INFO ] [CACHE ] Cache update completed successfully [2025-11-21T23:18:12.406183] [INFO ] [sig ] Resuming configuration (only processing symbols without existing configuration) [2025-11-21T23:18:12.406216] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-21T23:18:12.444742] [DEBUG] [REMOTE ] Fetched 1897 unique symbols from directory listing. [2025-11-21T23:18:12.450182] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BJ [2025-11-21T23:18:12.451129] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CTVA [2025-11-21T23:18:12.451224] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ABG [2025-11-21T23:18:12.451296] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CNQ [2025-11-21T23:18:12.451359] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BXMX [2025-11-21T23:18:12.451420] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BORR [2025-11-21T23:18:12.451487] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CRT [2025-11-21T23:18:12.451548] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ASIX [2025-11-21T23:18:12.451606] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BMO [2025-11-21T23:18:12.451687] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DV [2025-11-21T23:18:12.451761] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AIT [2025-11-21T23:18:12.451823] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BNH [2025-11-21T23:18:12.451883] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BSTZ [2025-11-21T23:18:12.451943] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CCK [2025-11-21T23:18:12.452003] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ALL [2025-11-21T23:18:12.452073] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ATEN [2025-11-21T23:18:12.452135] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ALB [2025-11-21T23:18:12.452194] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CHT [2025-11-21T23:18:12.452260] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CEPU [2025-11-21T23:18:12.452326] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BGR [2025-11-21T23:18:12.452405] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CTS [2025-11-21T23:18:12.452469] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CNK [2025-11-21T23:18:12.452528] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AMH [2025-11-21T23:18:12.452597] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BBWI [2025-11-21T23:18:12.452681] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AXL [2025-11-21T23:18:12.452759] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CGAU [2025-11-21T23:18:12.452825] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CXT [2025-11-21T23:18:12.452888] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BHE [2025-11-21T23:18:12.452978] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DRLL [2025-11-21T23:18:12.453041] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DVA [2025-11-21T23:18:12.453100] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CIG [2025-11-21T23:18:12.453909] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: VTR [2025-11-21T23:18:12.453990] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ASH [2025-11-21T23:18:12.454057] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CLCO [2025-11-21T23:18:12.454125] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AWF [2025-11-21T23:18:12.454189] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: COHR [2025-11-21T23:18:12.454246] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CHH [2025-11-21T23:18:12.454334] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: LBRT [2025-11-21T23:18:12.454394] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CPK [2025-11-21T23:18:12.454455] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BDC [2025-11-21T23:18:12.454517] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CRI [2025-11-21T23:18:12.454578] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BBU [2025-11-21T23:18:12.454677] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AHT [2025-11-21T23:18:12.454750] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DMA [2025-11-21T23:18:12.454814] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: APLE [2025-11-21T23:18:12.454878] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ECC [2025-11-21T23:18:12.454948] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BWG [2025-11-21T23:18:12.455026] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AGO [2025-11-21T23:18:12.455090] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BBDO [2025-11-21T23:18:12.455166] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CNMD [2025-11-21T23:18:12.455225] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRW [2025-11-21T23:18:12.455285] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CMU [2025-11-21T23:18:12.455344] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AMBP [2025-11-21T23:18:12.455412] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AMTD [2025-11-21T23:18:12.455477] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BKH [2025-11-21T23:18:12.455545] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CRL [2025-11-21T23:18:12.455604] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ACM [2025-11-21T23:18:12.456377] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DQ [2025-11-21T23:18:12.456470] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BFS [2025-11-21T23:18:12.456535] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ACEL [2025-11-21T23:18:12.456602] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AEM [2025-11-21T23:18:12.456692] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BAC [2025-11-21T23:18:12.456812] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: C [2025-11-21T23:18:12.456874] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CNNE [2025-11-21T23:18:12.456947] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CTBB [2025-11-21T23:18:12.457043] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ASA [2025-11-21T23:18:12.457117] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CB [2025-11-21T23:18:12.457181] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CPT [2025-11-21T23:18:12.457252] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AUB [2025-11-21T23:18:12.457322] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DE [2025-11-21T23:18:12.457381] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BAX [2025-11-21T23:18:12.457445] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ATO [2025-11-21T23:18:12.457504] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: APG [2025-11-21T23:18:12.457569] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRCC [2025-11-21T23:18:12.457678] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BLCO [2025-11-21T23:18:12.457755] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: COLD [2025-11-21T23:18:12.457820] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CAE [2025-11-21T23:18:12.457885] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DLR [2025-11-21T23:18:12.457946] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CR [2025-11-21T23:18:12.458012] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DDT [2025-11-21T23:18:12.458079] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CC [2025-11-21T23:18:12.458154] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CMC [2025-11-21T23:18:12.458250] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DK [2025-11-21T23:18:12.458334] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BKSY [2025-11-21T23:18:12.458412] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ADM [2025-11-21T23:18:12.458487] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AER [2025-11-21T23:18:12.458567] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DHX [2025-11-21T23:18:12.458681] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CRC [2025-11-21T23:18:12.458791] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AGL [2025-11-21T23:18:12.458880] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DLB [2025-11-21T23:18:12.458960] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BXSL [2025-11-21T23:18:12.459054] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AMX [2025-11-21T23:18:12.459133] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AGX [2025-11-21T23:18:12.459222] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DD [2025-11-21T23:18:12.459310] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DMO [2025-11-21T23:18:12.459396] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AFGD [2025-11-21T23:18:12.459492] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AVY [2025-11-21T23:18:12.459591] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BHR [2025-11-21T23:18:12.459705] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AMR [2025-11-21T23:18:12.459789] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AOMR [2025-11-21T23:18:12.459873] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BOX [2025-11-21T23:18:12.459965] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CLX [2025-11-21T23:18:12.460056] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AGM [2025-11-21T23:18:12.460128] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CSV [2025-11-21T23:18:12.460191] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CINT [2025-11-21T23:18:12.460275] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ALUR [2025-11-21T23:18:12.460345] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CAAP [2025-11-21T23:18:12.460402] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AOD [2025-11-21T23:18:12.460461] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BGSF [2025-11-21T23:18:12.460518] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BALL [2025-11-21T23:18:12.460580] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: HBI [2025-11-21T23:18:12.460678] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: COOK [2025-11-21T23:18:12.460797] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AFGB [2025-11-21T23:18:12.460874] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CFR [2025-11-21T23:18:12.460952] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CNM [2025-11-21T23:18:12.461013] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CRS [2025-11-21T23:18:12.461074] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CARR [2025-11-21T23:18:12.461131] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BGT [2025-11-21T23:18:12.461202] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BEN [2025-11-21T23:18:12.461268] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DBD [2025-11-21T23:18:12.461331] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CW [2025-11-21T23:18:12.461392] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DSL [2025-11-21T23:18:12.461453] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BP [2025-11-21T23:18:12.461511] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CII [2025-11-21T23:18:12.461571] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DSM [2025-11-21T23:18:12.461635] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BBUC [2025-11-21T23:18:12.461717] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: COTY [2025-11-21T23:18:12.461777] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ACP [2025-11-21T23:18:12.461834] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ASC [2025-11-21T23:18:12.461908] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BTZ [2025-11-21T23:18:12.461979] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CNA [2025-11-21T23:18:12.462046] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRX [2025-11-21T23:18:12.462106] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BIPH [2025-11-21T23:18:12.462164] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BRO [2025-11-21T23:18:12.462221] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BEKE [2025-11-21T23:18:12.462285] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: MA [2025-11-21T23:18:12.462350] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DRH [2025-11-21T23:18:12.462408] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CBT [2025-11-21T23:18:12.462465] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AB [2025-11-21T23:18:12.462557] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CLB [2025-11-21T23:18:12.462616] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AMT [2025-11-21T23:18:12.462701] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ACA [2025-11-21T23:18:12.462769] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: EC [2025-11-21T23:18:12.462829] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AGCO [2025-11-21T23:18:12.462909] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ACRE [2025-11-21T23:18:12.463005] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CMI [2025-11-21T23:18:12.463093] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BMA [2025-11-21T23:18:12.463168] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AVK [2025-11-21T23:18:12.463227] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BAK [2025-11-21T23:18:12.463287] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BILL [2025-11-21T23:18:12.463354] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DLY [2025-11-21T23:18:12.463424] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: APD [2025-11-21T23:18:12.463495] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DRD [2025-11-21T23:18:12.463558] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CVLG [2025-11-21T23:18:12.463765] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BURL [2025-11-21T23:18:12.463852] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DAR [2025-11-21T23:18:12.463930] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ARE [2025-11-21T23:18:12.464000] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CACI [2025-11-21T23:18:12.464058] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ARES [2025-11-21T23:18:12.464150] [INFO ] [LOCAL ] Pruned 159 configuration files [2025-11-21T23:18:12.465670] [INFO ] [sig ] Skipping 1804 symbols with existing configuration [2025-11-21T23:18:12.466633] [INFO ] [sig ] Found 93 active symbols to configure [2025-11-21T23:18:12.466835] [INFO ] [sig ] [1/93] Configuring KRC... [2025-11-21T23:18:12.466882] [INFO ] [CONFIGURE ] KRC: Configurate test run. [2025-11-21T23:18:12.466921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-11-21T23:18:12.483908] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRC'. [2025-11-21T23:18:12.484415] [INFO ] [CONFIGURE ] KRC: Testing with 29 available features [2025-11-21T23:18:12.484465] [INFO ] [CONFIGURE ] KRC: Establishing baseline with no features... [2025-11-21T23:18:12.768044] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:12.976075] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:18:13.176804] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:13.410306] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:18:13.619116] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:13.829363] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:14.036547] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:14.246418] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:14.448286] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:14.655386] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:14.655583] [INFO ] [CONFIGURE ] KRC: Baseline score (no features): 30.00% [2025-11-21T23:18:14.655630] [INFO ] [CONFIGURE ] KRC: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:18:14.655690] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:18:14.896782] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:15.135048] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:15.375416] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:18:15.708604] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:15.973044] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:16.205255] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:16.467190] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:16.700078] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:16.927964] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:17.156080] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:17.156243] [INFO ] [CONFIGURE ] KRC: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T23:18:17.156288] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2696 tests [2025-11-21T23:18:17.156380] [INFO ] [CONFIGURE ] KRC: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:18:17.156418] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:18:17.430131] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:18:17.703793] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:17.972309] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:18.250261] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:18.530952] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:18.800136] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:19.073465] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:19.345763] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:19.593894] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:18:19.836402] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:19.836575] [INFO ] [CONFIGURE ] KRC: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T23:18:19.836620] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.6s/test | Remaining: 2695 tests [2025-11-21T23:18:19.836681] [INFO ] [CONFIGURE ] KRC: Testing feature 3/29: add_daily_returns [2025-11-21T23:18:19.836736] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T23:18:20.049520] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:20.263913] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:20.484350] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:20.705910] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:20.933767] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:21.149925] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:21.373320] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:21.598387] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:21.816814] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:22.059365] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:22.059534] [INFO ] [CONFIGURE ] KRC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T23:18:22.059579] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2694 tests [2025-11-21T23:18:22.059614] [INFO ] [CONFIGURE ] KRC: Testing feature 4/29: add_ema [2025-11-21T23:18:22.059665] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T23:18:22.310894] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:18:22.585606] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:18:22.837036] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:23.105404] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:23.353923] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:23.607209] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:23.884322] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:24.140746] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:24.393588] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:24.652989] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:24.653170] [INFO ] [CONFIGURE ] KRC: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:18:24.653216] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2693 tests [2025-11-21T23:18:24.653253] [INFO ] [CONFIGURE ] KRC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:18:24.653290] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:18:24.914729] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:18:25.164822] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:25.429241] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:18:25.689003] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:25.936501] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:26.191094] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:26.448615] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:26.702175] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:26.970839] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:27.228504] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:27.228742] [INFO ] [CONFIGURE ] KRC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:18:27.228788] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2692 tests [2025-11-21T23:18:27.228820] [INFO ] [CONFIGURE ] KRC: Testing feature 6/29: add_failed_moves [2025-11-21T23:18:27.228850] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T23:18:27.441358] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:27.660873] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:27.874432] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:28.105523] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:28.321204] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:28.562451] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:28.780206] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:28.994693] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:29.211143] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:29.429600] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:29.429770] [INFO ] [CONFIGURE ] KRC: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T23:18:29.429814] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2691 tests [2025-11-21T23:18:29.429847] [INFO ] [CONFIGURE ] KRC: Testing feature 7/29: add_lag_shelf [2025-11-21T23:18:29.429879] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T23:18:29.630901] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:29.834061] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:30.037922] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:30.243218] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:30.581871] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:30.788810] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:31.022483] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:31.231406] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:31.438778] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:31.659002] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:31.659160] [INFO ] [CONFIGURE ] KRC: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T23:18:31.659202] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2690 tests [2025-11-21T23:18:31.659235] [INFO ] [CONFIGURE ] KRC: Testing feature 8/29: add_macd [2025-11-21T23:18:31.659267] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T23:18:31.973633] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:32.276139] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:32.583377] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:32.890611] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:33.200706] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:33.512575] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:33.817263] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:34.157809] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:34.454813] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:18:34.752008] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:18:34.752180] [INFO ] [CONFIGURE ] KRC: DISCARDED add_macd (score: 50.00%) [2025-11-21T23:18:34.752227] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2689 tests [2025-11-21T23:18:34.752262] [INFO ] [CONFIGURE ] KRC: Testing feature 9/29: add_mfi [2025-11-21T23:18:34.752293] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T23:18:34.971454] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:35.223756] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:35.500495] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:35.811819] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:36.054088] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:36.286171] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:36.513299] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:36.725729] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:36.942817] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:37.179968] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:37.180152] [INFO ] [CONFIGURE ] KRC: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:18:37.180196] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2688 tests [2025-11-21T23:18:37.180231] [INFO ] [CONFIGURE ] KRC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:18:37.180264] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:18:37.488753] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:37.793280] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:18:38.095096] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:38.396579] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:38.699929] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:39.026971] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:39.344256] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:39.658203] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:39.975164] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:40.290073] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:40.290244] [INFO ] [CONFIGURE ] KRC: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T23:18:40.290289] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.6s/test | Remaining: 2687 tests [2025-11-21T23:18:40.290323] [INFO ] [CONFIGURE ] KRC: Testing feature 11/29: add_obv_daily [2025-11-21T23:18:40.290355] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T23:18:40.515274] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:18:40.737283] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:40.959581] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:41.187795] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:41.415226] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:41.636276] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:41.865174] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:18:42.100417] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:42.345991] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:42.573139] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:42.573297] [INFO ] [CONFIGURE ] KRC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:18:42.573341] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2686 tests [2025-11-21T23:18:42.573376] [INFO ] [CONFIGURE ] KRC: Testing feature 12/29: add_obv_interval [2025-11-21T23:18:42.573407] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T23:18:42.796917] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:18:43.029963] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:43.254000] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:43.483618] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:43.735835] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:43.959587] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:44.183879] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:44.399633] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:44.628847] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:18:44.850833] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:44.850987] [INFO ] [CONFIGURE ] KRC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:18:44.851031] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2685 tests [2025-11-21T23:18:44.851066] [INFO ] [CONFIGURE ] KRC: Testing feature 13/29: add_opening_strength [2025-11-21T23:18:44.851098] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:18:45.087893] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:45.327887] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:45.566710] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:18:45.808382] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:46.044842] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:46.276245] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:46.521942] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:46.787155] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:47.058344] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:18:47.297346] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:47.297498] [INFO ] [CONFIGURE ] KRC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:18:47.297539] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2684 tests [2025-11-21T23:18:47.297572] [INFO ] [CONFIGURE ] KRC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:18:47.297602] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T23:18:47.538006] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:18:47.779184] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:48.013974] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:48.252124] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:18:48.492772] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:48.732790] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:48.969773] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:49.235343] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:49.472620] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:49.732333] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:18:49.732485] [INFO ] [CONFIGURE ] KRC: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:18:49.732528] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2683 tests [2025-11-21T23:18:49.732604] [INFO ] [CONFIGURE ] KRC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:18:49.732639] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T23:18:49.930537] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:18:50.138542] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:18:50.343421] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:50.555425] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:50.774294] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:50.979584] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:51.185974] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:51.393915] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:51.598145] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:18:51.811809] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:51.811939] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:18:51.811981] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2682 tests [2025-11-21T23:18:51.812016] [INFO ] [CONFIGURE ] KRC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:18:51.812047] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T23:18:52.039076] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:52.285568] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:52.513765] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:52.777268] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:53.003104] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:53.227440] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:53.457880] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:53.686719] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:18:53.914231] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:54.159611] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:54.159776] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T23:18:54.159820] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2681 tests [2025-11-21T23:18:54.159854] [INFO ] [CONFIGURE ] KRC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:18:54.159886] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T23:18:54.384366] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:54.610782] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:18:54.837403] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:18:55.066361] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:55.318878] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:55.553210] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:18:55.820096] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:56.050684] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:56.282178] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:56.516587] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:56.516770] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:18:56.516817] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2680 tests [2025-11-21T23:18:56.516852] [INFO ] [CONFIGURE ] KRC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:18:56.516883] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T23:18:56.717793] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:18:56.918742] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:18:57.120255] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:18:57.333258] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:57.540337] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:57.748910] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:18:57.959424] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:18:58.166545] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:18:58.375115] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:18:58.581421] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:18:58.581538] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T23:18:58.581579] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2679 tests [2025-11-21T23:18:58.581612] [INFO ] [CONFIGURE ] KRC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:18:58.581659] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T23:18:58.812875] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:18:59.017382] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:18:59.223329] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:18:59.427830] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:18:59.634674] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:18:59.843639] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:19:00.052337] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:00.353559] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:19:01.090204] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:01.495907] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:01.496063] [INFO ] [CONFIGURE ] KRC: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T23:19:01.496104] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2678 tests [2025-11-21T23:19:01.496138] [INFO ] [CONFIGURE ] KRC: Testing feature 20/29: add_price_rejection [2025-11-21T23:19:01.496169] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T23:19:01.721353] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:19:01.940594] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:19:02.159258] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:02.378328] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:02.603066] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:19:02.823389] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:19:03.059932] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:03.287618] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:19:03.511557] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:03.738052] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:19:03.738255] [INFO ] [CONFIGURE ] KRC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:19:03.738307] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2677 tests [2025-11-21T23:19:03.738379] [INFO ] [CONFIGURE ] KRC: Testing feature 21/29: add_range_position [2025-11-21T23:19:03.738437] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T23:19:03.988308] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:19:04.245436] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:19:04.502101] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:04.760834] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:05.001969] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:05.251940] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:19:05.504701] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:05.800795] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:19:06.084363] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:06.356229] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:06.356453] [INFO ] [CONFIGURE ] KRC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T23:19:06.356501] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2676 tests [2025-11-21T23:19:06.356540] [INFO ] [CONFIGURE ] KRC: Testing feature 22/29: add_realized_volatility [2025-11-21T23:19:06.356572] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T23:19:06.725998] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:19:07.081363] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:19:07.467141] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:07.833506] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:08.187608] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:08.552369] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:19:08.917599] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:09.278915] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:19:09.631735] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:10.014910] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:10.015108] [INFO ] [CONFIGURE ] KRC: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T23:19:10.015166] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2675 tests [2025-11-21T23:19:10.015239] [INFO ] [CONFIGURE ] KRC: Testing feature 23/29: add_recent_range_context [2025-11-21T23:19:10.015273] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T23:19:10.269803] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:19:10.510375] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:19:10.760082] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:10.999472] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:11.225832] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:11.459977] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:19:11.710605] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:11.956798] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:19:12.204253] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:12.449159] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:12.449335] [INFO ] [CONFIGURE ] KRC: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T23:19:12.449378] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2674 tests [2025-11-21T23:19:12.449411] [INFO ] [CONFIGURE ] KRC: Testing feature 24/29: add_rsi [2025-11-21T23:19:12.449442] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T23:19:12.737887] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:19:13.037215] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:19:13.329620] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:13.617661] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:19:13.929756] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:14.236257] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:19:14.537956] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:14.823382] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:19:15.132481] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:19:15.429820] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:19:15.429981] [INFO ] [CONFIGURE ] KRC: DISCARDED add_rsi (score: 30.00%) [2025-11-21T23:19:15.430026] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2673 tests [2025-11-21T23:19:15.430059] [INFO ] [CONFIGURE ] KRC: Testing feature 25/29: add_tick_distribution [2025-11-21T23:19:15.430091] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T23:19:15.666259] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:19:15.910243] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:19:16.142214] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:16.393997] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:16.645033] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:16.903208] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:19:17.140598] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:17.391118] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:19:17.634891] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:17.873912] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:17.874066] [INFO ] [CONFIGURE ] KRC: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T23:19:17.874110] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2672 tests [2025-11-21T23:19:17.874146] [INFO ] [CONFIGURE ] KRC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:19:17.874179] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T23:19:18.117065] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:19:18.352714] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:19:18.585883] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:18.819971] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:19.049187] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:19:19.271322] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:19:19.518569] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:19.757988] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:19:20.019318] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:20.255806] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:20.255977] [INFO ] [CONFIGURE ] KRC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T23:19:20.256021] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2671 tests [2025-11-21T23:19:20.256056] [INFO ] [CONFIGURE ] KRC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:19:20.256087] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T23:19:20.504369] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:19:20.753753] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:19:20.993709] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:21.237666] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:21.487485] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:21.743503] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:19:21.994595] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:22.244587] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:19:22.530788] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:22.794891] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:22.795074] [INFO ] [CONFIGURE ] KRC: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:19:22.795147] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2670 tests [2025-11-21T23:19:22.795184] [INFO ] [CONFIGURE ] KRC: Testing feature 28/29: add_volume_profile [2025-11-21T23:19:22.795216] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T23:19:23.062157] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:19:23.317174] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:19:23.555723] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:23.811145] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:19:24.047607] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:24.288798] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:19:24.534441] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:24.774528] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:19:25.015670] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:25.254593] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:25.254778] [INFO ] [CONFIGURE ] KRC: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T23:19:25.254824] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2669 tests [2025-11-21T23:19:25.254859] [INFO ] [CONFIGURE ] KRC: Testing feature 29/29: add_vwap [2025-11-21T23:19:25.254891] [INFO ] [CONFIGURE ] KRC: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T23:19:25.564283] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:19:25.824101] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:19:26.106529] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:26.362155] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:26.612711] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:26.886103] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:19:27.117946] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:19:27.366341] [DEBUG] [FORECASTER] KRC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:19:27.612703] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:19:27.862417] [DEBUG] [FORECASTER] KRC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:19:27.862610] [INFO ] [CONFIGURE ] KRC: DISCARDED add_vwap (score: 50.00%) [2025-11-21T23:19:27.862688] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2668 tests [2025-11-21T23:19:27.862731] [INFO ] [CONFIGURE ] KRC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:19:27.862763] [INFO ] [CONFIGURE ] KRC: Best accuracy: 70.00% [2025-11-21T23:19:27.862795] [INFO ] [CONFIGURE ] KRC: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T23:19:27.862824] [INFO ] [CONFIGURE ] KRC: Improvement over baseline: 40.00% [2025-11-21T23:19:27.862850] [INFO ] [CONFIGURE ] KRC: Total time: 1.2 minutes [2025-11-21T23:19:27.862877] [INFO ] [CONFIGURE ] KRC: Average time per feature: 2.5 seconds [2025-11-21T23:19:27.862905] [INFO ] [CONFIGURE ] KRC: Average speed: 0.40 features/sec [2025-11-21T23:19:27.863263] [INFO ] [LOCAL ] Saved configuration for KRC: 1 features, 70.00% accuracy -> ./output/feature-sets/KRC.json [2025-11-21T23:19:27.863308] [INFO ] [CONFIGURE ] KRC: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T23:19:27.863354] [INFO ] [sig ] [1/93] Successfully configured KRC | 0.01 sym/s | Total: 1.3m | ETA: 1.9h [2025-11-21T23:19:27.863390] [INFO ] [sig ] [2/93] Configuring KREF... [2025-11-21T23:19:27.863420] [INFO ] [CONFIGURE ] KREF: Configurate test run. [2025-11-21T23:19:27.863451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-11-21T23:19:27.877133] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KREF'. [2025-11-21T23:19:27.877433] [INFO ] [CONFIGURE ] KREF: Testing with 29 available features [2025-11-21T23:19:27.877482] [INFO ] [CONFIGURE ] KREF: Establishing baseline with no features... [2025-11-21T23:19:28.062078] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:28.229824] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:28.394770] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:28.594045] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:28.768578] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:28.952758] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:29.162388] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:29.342813] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:29.570833] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:29.744934] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:19:29.745078] [INFO ] [CONFIGURE ] KREF: Baseline score (no features): 80.00% [2025-11-21T23:19:29.745121] [INFO ] [CONFIGURE ] KREF: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:19:29.745154] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:19:29.956067] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:30.171457] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:30.377832] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:30.584908] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:30.806103] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:31.018022] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:31.227222] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:31.439035] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:31.683029] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:19:31.904413] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:19:31.904566] [INFO ] [CONFIGURE ] KREF: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-21T23:19:31.904608] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2667 tests [2025-11-21T23:19:31.904659] [INFO ] [CONFIGURE ] KREF: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:19:31.904695] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:19:32.136941] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:19:32.348921] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:32.562189] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:32.773388] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:32.987463] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:33.219973] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:33.453029] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:19:33.689634] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:33.945115] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:34.203763] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:19:34.203958] [INFO ] [CONFIGURE ] KREF: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T23:19:34.204001] [INFO ] [CONFIGURE ] JOB ETA: 1.9h | Avg: 2.5s/test | Remaining: 2666 tests [2025-11-21T23:19:34.204034] [INFO ] [CONFIGURE ] KREF: Testing feature 3/29: add_daily_returns [2025-11-21T23:19:34.204063] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns'] [2025-11-21T23:19:34.411709] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:34.648184] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:34.866977] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:35.103599] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:35.315719] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:35.528533] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:35.748841] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:35.946842] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:36.139895] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:36.338124] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:19:36.338321] [INFO ] [CONFIGURE ] KREF: KEPT add_daily_returns (score: 90.00%) [2025-11-21T23:19:36.338372] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2665 tests [2025-11-21T23:19:36.338407] [INFO ] [CONFIGURE ] KREF: Testing feature 4/29: add_ema [2025-11-21T23:19:36.338440] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T23:19:36.573419] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:36.827991] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:37.059111] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:19:37.295233] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:37.530287] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:37.783840] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:38.014998] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:19:38.248146] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:19:38.478570] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:38.710592] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:19:38.710777] [INFO ] [CONFIGURE ] KREF: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:19:38.710850] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2664 tests [2025-11-21T23:19:38.710885] [INFO ] [CONFIGURE ] KREF: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:19:38.710918] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:19:38.952097] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:39.201890] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:39.443415] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:39.683633] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:39.925388] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:40.174197] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:40.415164] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:40.715892] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:40.961592] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:41.217855] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:19:41.218016] [INFO ] [CONFIGURE ] KREF: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-21T23:19:41.218062] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2663 tests [2025-11-21T23:19:41.218096] [INFO ] [CONFIGURE ] KREF: Testing feature 6/29: add_failed_moves [2025-11-21T23:19:41.218127] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T23:19:41.417586] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:41.624089] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:41.835927] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:42.044320] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:42.246520] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:42.443897] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:42.650386] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:42.866165] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:19:43.071694] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:43.270579] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:19:43.270746] [INFO ] [CONFIGURE ] KREF: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T23:19:43.270789] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2662 tests [2025-11-21T23:19:43.270823] [INFO ] [CONFIGURE ] KREF: Testing feature 7/29: add_lag_shelf [2025-11-21T23:19:43.270854] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T23:19:43.476008] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:43.673312] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:43.880577] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:44.156269] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:44.410403] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:44.647729] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:44.881049] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:45.080905] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:45.266902] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:45.455568] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:19:45.455698] [INFO ] [CONFIGURE ] KREF: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-21T23:19:45.455742] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2661 tests [2025-11-21T23:19:45.455774] [INFO ] [CONFIGURE ] KREF: Testing feature 8/29: add_macd [2025-11-21T23:19:45.455805] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T23:19:45.735492] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:46.019782] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:46.317628] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:46.606282] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:46.914745] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:47.210799] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:47.473058] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:19:47.757120] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:48.047403] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:48.335726] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:19:48.335890] [INFO ] [CONFIGURE ] KREF: DISCARDED add_macd (score: 80.00%) [2025-11-21T23:19:48.335934] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2660 tests [2025-11-21T23:19:48.335967] [INFO ] [CONFIGURE ] KREF: Testing feature 9/29: add_mfi [2025-11-21T23:19:48.335999] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T23:19:48.544902] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:48.749589] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:48.952887] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:49.157812] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:49.369735] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:49.577506] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:49.806317] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:50.009136] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:50.235724] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:50.437985] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:19:50.438152] [INFO ] [CONFIGURE ] KREF: DISCARDED add_mfi (score: 80.00%) [2025-11-21T23:19:50.438196] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2659 tests [2025-11-21T23:19:50.438229] [INFO ] [CONFIGURE ] KREF: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:19:50.438260] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:19:50.720351] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:19:51.016810] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:51.304995] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:51.590935] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:51.897946] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:52.201002] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:52.491858] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:52.775252] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:19:53.057240] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:53.362680] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:19:53.362785] [INFO ] [CONFIGURE ] KREF: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T23:19:53.362827] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2658 tests [2025-11-21T23:19:53.362861] [INFO ] [CONFIGURE ] KREF: Testing feature 11/29: add_obv_daily [2025-11-21T23:19:53.362892] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T23:19:53.585795] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:53.804274] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:19:54.017525] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:54.240686] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:54.450575] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:54.659967] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:54.870901] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:19:55.088423] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:55.298545] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:55.514608] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:19:55.514801] [INFO ] [CONFIGURE ] KREF: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T23:19:55.514845] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2657 tests [2025-11-21T23:19:55.514879] [INFO ] [CONFIGURE ] KREF: Testing feature 12/29: add_obv_interval [2025-11-21T23:19:55.514911] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T23:19:55.711773] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:19:55.936047] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:56.128281] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:56.342935] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:56.540580] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:56.732847] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:56.928981] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:57.122513] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:57.321888] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:57.514007] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:19:57.514165] [INFO ] [CONFIGURE ] KREF: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T23:19:57.514211] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2656 tests [2025-11-21T23:19:57.514247] [INFO ] [CONFIGURE ] KREF: Testing feature 13/29: add_opening_strength [2025-11-21T23:19:57.514280] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:19:57.721131] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:19:57.927145] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:19:58.140717] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:19:58.359894] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:19:58.569666] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:19:58.778964] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:19:59.013939] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:19:59.299523] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:19:59.542469] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:19:59.783761] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:19:59.783926] [INFO ] [CONFIGURE ] KREF: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T23:19:59.783970] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2655 tests [2025-11-21T23:19:59.784004] [INFO ] [CONFIGURE ] KREF: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:19:59.784034] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T23:20:00.022700] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:00.267812] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:00.949508] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:01.397707] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:01.801017] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:02.066219] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:02.347060] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:02.598837] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:02.853190] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:20:03.111844] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:03.112002] [INFO ] [CONFIGURE ] KREF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:20:03.112045] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2654 tests [2025-11-21T23:20:03.112078] [INFO ] [CONFIGURE ] KREF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:20:03.112108] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T23:20:03.305559] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:03.499583] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:03.699586] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:03.901431] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:04.094681] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:04.295613] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:04.508436] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:04.713710] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:04.933632] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:05.132734] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:05.132882] [INFO ] [CONFIGURE ] KREF: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T23:20:05.132927] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2653 tests [2025-11-21T23:20:05.132962] [INFO ] [CONFIGURE ] KREF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:20:05.132995] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T23:20:05.373861] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:05.586033] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:05.796880] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:06.014447] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:20:06.227686] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:06.441100] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:06.651781] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:06.878921] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:20:07.101103] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:07.316600] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:07.316846] [INFO ] [CONFIGURE ] KREF: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T23:20:07.316916] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2652 tests [2025-11-21T23:20:07.316952] [INFO ] [CONFIGURE ] KREF: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:20:07.316984] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T23:20:07.535106] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:07.758520] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:08.001986] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:08.221286] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:08.461963] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:08.685070] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:08.902961] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:09.125036] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:20:09.346072] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:09.559723] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:09.559922] [INFO ] [CONFIGURE ] KREF: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:20:09.559967] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2651 tests [2025-11-21T23:20:09.560000] [INFO ] [CONFIGURE ] KREF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:20:09.560031] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T23:20:09.748774] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:09.956806] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:10.151169] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:10.355711] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:10.555930] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:10.770425] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:11.006621] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:11.215511] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:11.442138] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:11.640543] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:11.640746] [INFO ] [CONFIGURE ] KREF: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-21T23:20:11.640791] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2650 tests [2025-11-21T23:20:11.640832] [INFO ] [CONFIGURE ] KREF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:20:11.640870] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T23:20:11.839105] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:12.030610] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:12.218038] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:12.408968] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:12.613431] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:12.809714] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:12.997555] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:13.182158] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:13.379343] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:13.569506] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:13.569676] [INFO ] [CONFIGURE ] KREF: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T23:20:13.569722] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2649 tests [2025-11-21T23:20:13.569756] [INFO ] [CONFIGURE ] KREF: Testing feature 20/29: add_price_rejection [2025-11-21T23:20:13.569787] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T23:20:13.776618] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:14.008808] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:14.219740] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:14.449997] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:14.658536] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:14.861681] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:15.097097] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:15.319426] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:20:15.532831] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:15.751311] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:15.751488] [INFO ] [CONFIGURE ] KREF: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:20:15.751531] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2648 tests [2025-11-21T23:20:15.751566] [INFO ] [CONFIGURE ] KREF: Testing feature 21/29: add_range_position [2025-11-21T23:20:15.751598] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T23:20:15.979826] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:16.207613] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:16.458356] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:16.697537] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:16.922171] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:17.149362] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:17.381022] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:17.609304] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:17.839751] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:18.068010] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:18.068177] [INFO ] [CONFIGURE ] KREF: DISCARDED add_range_position (score: 90.00%) [2025-11-21T23:20:18.068220] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2647 tests [2025-11-21T23:20:18.068253] [INFO ] [CONFIGURE ] KREF: Testing feature 22/29: add_realized_volatility [2025-11-21T23:20:18.068283] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T23:20:18.379058] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:18.685152] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:19.009338] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:19.310124] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:19.625610] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:19.953599] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:20.276377] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:20.602243] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:20.910177] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:21.222116] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:21.222305] [INFO ] [CONFIGURE ] KREF: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T23:20:21.222351] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2646 tests [2025-11-21T23:20:21.222386] [INFO ] [CONFIGURE ] KREF: Testing feature 23/29: add_recent_range_context [2025-11-21T23:20:21.222442] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T23:20:21.455302] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:21.673797] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:21.901778] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:22.130178] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:22.350196] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:22.573514] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:22.801937] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:23.041765] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:20:23.265851] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:23.539775] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:23.539938] [INFO ] [CONFIGURE ] KREF: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T23:20:23.539980] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2645 tests [2025-11-21T23:20:23.540013] [INFO ] [CONFIGURE ] KREF: Testing feature 24/29: add_rsi [2025-11-21T23:20:23.540043] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T23:20:23.845241] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:24.127040] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:24.408789] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:24.699172] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:24.984013] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:25.268083] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:25.549290] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:25.829795] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:20:26.143944] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:26.430878] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:26.431053] [INFO ] [CONFIGURE ] KREF: DISCARDED add_rsi (score: 80.00%) [2025-11-21T23:20:26.431100] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2644 tests [2025-11-21T23:20:26.431137] [INFO ] [CONFIGURE ] KREF: Testing feature 25/29: add_tick_distribution [2025-11-21T23:20:26.431169] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T23:20:26.642344] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:26.857550] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:27.074308] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:27.290253] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:27.513917] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:27.737759] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:27.954996] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:28.176768] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:28.394467] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:28.613304] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:28.613469] [INFO ] [CONFIGURE ] KREF: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T23:20:28.613990] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2643 tests [2025-11-21T23:20:28.614028] [INFO ] [CONFIGURE ] KREF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:20:28.614059] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T23:20:28.836454] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:29.052705] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:29.303099] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:29.555614] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:29.777250] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:29.995203] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:30.215156] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:30.432339] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:30.654031] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:30.889788] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:30.890034] [INFO ] [CONFIGURE ] KREF: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T23:20:30.890091] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2642 tests [2025-11-21T23:20:30.890127] [INFO ] [CONFIGURE ] KREF: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:20:30.890173] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T23:20:31.218929] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:31.532402] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:31.791544] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:32.021515] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:32.267326] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:32.488458] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:32.731888] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:32.950824] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:33.171044] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:33.419589] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:33.419782] [INFO ] [CONFIGURE ] KREF: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T23:20:33.419827] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2641 tests [2025-11-21T23:20:33.419860] [INFO ] [CONFIGURE ] KREF: Testing feature 28/29: add_volume_profile [2025-11-21T23:20:33.419892] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T23:20:33.641917] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:33.884869] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:34.135613] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:34.380300] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:34.605721] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:34.817787] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:35.034118] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:35.274949] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:35.483927] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:35.698356] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:35.698519] [INFO ] [CONFIGURE ] KREF: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T23:20:35.698562] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2640 tests [2025-11-21T23:20:35.698597] [INFO ] [CONFIGURE ] KREF: Testing feature 29/29: add_vwap [2025-11-21T23:20:35.698629] [INFO ] [CONFIGURE ] KREF: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T23:20:35.905210] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:36.118543] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:20:36.332408] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:36.542019] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:36.749913] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:36.957164] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:20:37.168295] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:37.379447] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:20:37.589517] [DEBUG] [FORECASTER] KREF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:37.809909] [DEBUG] [FORECASTER] KREF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:37.810056] [INFO ] [CONFIGURE ] KREF: DISCARDED add_vwap (score: 80.00%) [2025-11-21T23:20:37.810098] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2639 tests [2025-11-21T23:20:37.810133] [INFO ] [CONFIGURE ] KREF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:20:37.810164] [INFO ] [CONFIGURE ] KREF: Best accuracy: 90.00% [2025-11-21T23:20:37.810195] [INFO ] [CONFIGURE ] KREF: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T23:20:37.810223] [INFO ] [CONFIGURE ] KREF: Improvement over baseline: 10.00% [2025-11-21T23:20:37.810250] [INFO ] [CONFIGURE ] KREF: Total time: 1.1 minutes [2025-11-21T23:20:37.810276] [INFO ] [CONFIGURE ] KREF: Average time per feature: 2.3 seconds [2025-11-21T23:20:37.810303] [INFO ] [CONFIGURE ] KREF: Average speed: 0.43 features/sec [2025-11-21T23:20:37.810680] [INFO ] [LOCAL ] Saved configuration for KREF: 1 features, 90.00% accuracy -> ./output/feature-sets/KREF.json [2025-11-21T23:20:37.810725] [INFO ] [CONFIGURE ] KREF: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T23:20:37.810762] [INFO ] [sig ] [2/93] Successfully configured KREF | 0.01 sym/s | Total: 2.4m | ETA: 1.8h [2025-11-21T23:20:37.810793] [INFO ] [sig ] [3/93] Configuring KRG... [2025-11-21T23:20:37.810821] [INFO ] [CONFIGURE ] KRG: Configurate test run. [2025-11-21T23:20:37.810876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-11-21T23:20:37.823849] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRG'. [2025-11-21T23:20:37.824233] [INFO ] [CONFIGURE ] KRG: Testing with 29 available features [2025-11-21T23:20:37.824280] [INFO ] [CONFIGURE ] KRG: Establishing baseline with no features... [2025-11-21T23:20:37.996375] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:38.156410] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:38.319830] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:38.487373] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:38.670256] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:38.838755] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:20:39.005222] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:39.172832] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:20:39.342381] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:39.508590] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:39.508765] [INFO ] [CONFIGURE ] KRG: Baseline score (no features): 50.00% [2025-11-21T23:20:39.508807] [INFO ] [CONFIGURE ] KRG: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:20:39.508840] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:20:39.713076] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:39.918208] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:40.129469] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:40.333550] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:40.545268] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:40.751877] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:20:40.955521] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:41.164818] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:20:41.375208] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:41.579349] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:41.583559] [INFO ] [CONFIGURE ] KRG: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T23:20:41.583614] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2638 tests [2025-11-21T23:20:41.583668] [INFO ] [CONFIGURE ] KRG: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:20:41.583703] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:20:41.832499] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:42.077091] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:20:42.313480] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:20:42.550925] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:42.793575] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:43.067909] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:20:43.306671] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:43.553878] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:20:43.800395] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:44.047825] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:44.047983] [INFO ] [CONFIGURE ] KRG: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T23:20:44.048027] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2637 tests [2025-11-21T23:20:44.048060] [INFO ] [CONFIGURE ] KRG: Testing feature 3/29: add_daily_returns [2025-11-21T23:20:44.048091] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T23:20:44.291872] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:44.517271] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:44.750251] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:44.961955] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:45.172997] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:20:45.396195] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:20:45.796828] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:46.017128] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:20:46.239276] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:46.453810] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:46.453965] [INFO ] [CONFIGURE ] KRG: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T23:20:46.454007] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2636 tests [2025-11-21T23:20:46.454040] [INFO ] [CONFIGURE ] KRG: Testing feature 4/29: add_ema [2025-11-21T23:20:46.454072] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T23:20:46.697856] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:46.953227] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:47.200372] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:47.450281] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:47.719091] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:20:47.968712] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:20:48.217030] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:48.471752] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:20:48.725184] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:48.985994] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:48.986207] [INFO ] [CONFIGURE ] KRG: DISCARDED add_ema (score: 40.00%) [2025-11-21T23:20:48.986255] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2635 tests [2025-11-21T23:20:48.986290] [INFO ] [CONFIGURE ] KRG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:20:48.986324] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:20:49.230612] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:49.479365] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:49.725662] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:49.976522] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:50.225718] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:50.473547] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:20:50.741979] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:51.001949] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:20:51.256957] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:20:51.506029] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:51.506189] [INFO ] [CONFIGURE ] KRG: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T23:20:51.506232] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2634 tests [2025-11-21T23:20:51.506267] [INFO ] [CONFIGURE ] KRG: Testing feature 6/29: add_failed_moves [2025-11-21T23:20:51.506299] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T23:20:51.720535] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:51.932458] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:52.147681] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:52.361171] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:52.581828] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:52.797398] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:20:53.008575] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:20:53.221003] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:20:53.458579] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:53.680052] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:53.680232] [INFO ] [CONFIGURE ] KRG: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:20:53.680279] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2633 tests [2025-11-21T23:20:53.680318] [INFO ] [CONFIGURE ] KRG: Testing feature 7/29: add_lag_shelf [2025-11-21T23:20:53.680351] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T23:20:53.884502] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:54.092855] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:54.302185] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:54.506924] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:54.716118] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:20:54.924683] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:20:55.141042] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:55.350297] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:20:55.561965] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:20:55.780244] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:20:55.780397] [INFO ] [CONFIGURE ] KRG: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:20:55.780441] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2632 tests [2025-11-21T23:20:55.780475] [INFO ] [CONFIGURE ] KRG: Testing feature 8/29: add_macd [2025-11-21T23:20:55.780507] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T23:20:56.103758] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:56.466100] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:56.821003] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:20:57.142436] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:20:57.468966] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:20:57.785844] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:20:58.121927] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:20:58.471067] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:20:58.815553] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:20:59.166372] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:20:59.166572] [INFO ] [CONFIGURE ] KRG: DISCARDED add_macd (score: 40.00%) [2025-11-21T23:20:59.166619] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2631 tests [2025-11-21T23:20:59.166677] [INFO ] [CONFIGURE ] KRG: Testing feature 9/29: add_mfi [2025-11-21T23:20:59.166724] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T23:20:59.450789] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:20:59.690522] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:20:59.924533] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:00.162738] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:00.415078] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:00.675263] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:01.606060] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:01.917277] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:02.171542] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:02.434913] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:02.435287] [INFO ] [CONFIGURE ] KRG: DISCARDED add_mfi (score: 40.00%) [2025-11-21T23:21:02.435342] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2630 tests [2025-11-21T23:21:02.435385] [INFO ] [CONFIGURE ] KRG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:21:02.435435] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:21:02.788573] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:03.148557] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:21:03.485939] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:03.837348] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:04.167393] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:04.493425] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:04.810724] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:05.129756] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:05.458260] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:05.779723] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:05.779891] [INFO ] [CONFIGURE ] KRG: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:21:05.779934] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2629 tests [2025-11-21T23:21:05.779967] [INFO ] [CONFIGURE ] KRG: Testing feature 11/29: add_obv_daily [2025-11-21T23:21:05.779998] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T23:21:06.016921] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:06.269068] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:06.510131] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:21:06.749802] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:06.995600] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:07.243068] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:07.489813] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:07.753207] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:08.005361] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:08.257578] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:08.257770] [INFO ] [CONFIGURE ] KRG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:21:08.257817] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2628 tests [2025-11-21T23:21:08.257853] [INFO ] [CONFIGURE ] KRG: Testing feature 12/29: add_obv_interval [2025-11-21T23:21:08.257886] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T23:21:08.551761] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:08.814500] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:09.058635] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:09.324166] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:09.576263] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:09.823725] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:10.084458] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:10.344578] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:21:10.600161] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:10.853191] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:10.853388] [INFO ] [CONFIGURE ] KRG: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:21:10.853458] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2627 tests [2025-11-21T23:21:10.853564] [INFO ] [CONFIGURE ] KRG: Testing feature 13/29: add_opening_strength [2025-11-21T23:21:10.853603] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:21:11.135956] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:11.408086] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:11.713967] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:12.008039] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:12.271302] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:12.544829] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:12.804921] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:13.078679] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:13.348184] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:13.618223] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:13.618386] [INFO ] [CONFIGURE ] KRG: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T23:21:13.618436] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2626 tests [2025-11-21T23:21:13.618469] [INFO ] [CONFIGURE ] KRG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:21:13.618499] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T23:21:13.882081] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:14.145343] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:14.406553] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:14.702625] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:15.003037] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:15.265624] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:15.533258] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:15.800847] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:16.082719] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:16.347321] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:16.347505] [INFO ] [CONFIGURE ] KRG: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:21:16.347550] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2625 tests [2025-11-21T23:21:16.347587] [INFO ] [CONFIGURE ] KRG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:21:16.347620] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T23:21:16.596080] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:16.833442] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:17.064947] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:17.309240] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:17.587789] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:17.819565] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:18.066205] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:18.285293] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:18.494057] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:18.701434] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:18.701615] [INFO ] [CONFIGURE ] KRG: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:21:18.701690] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2624 tests [2025-11-21T23:21:18.701728] [INFO ] [CONFIGURE ] KRG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:21:18.701759] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T23:21:18.936280] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:19.192258] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:19.442400] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:19.696338] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:19.957667] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:20.231398] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:20.492966] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:20.781151] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:21.051368] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:21.314660] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:21.314816] [INFO ] [CONFIGURE ] KRG: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T23:21:21.314858] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2623 tests [2025-11-21T23:21:21.314893] [INFO ] [CONFIGURE ] KRG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:21:21.314924] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T23:21:21.567962] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:21.819098] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:22.070173] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:22.323758] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:22.572876] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:22.830341] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:23.105700] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:23.434277] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:23.794900] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:24.121957] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:24.122125] [INFO ] [CONFIGURE ] KRG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:21:24.122171] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2622 tests [2025-11-21T23:21:24.122207] [INFO ] [CONFIGURE ] KRG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:21:24.122240] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T23:21:24.356438] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:24.612120] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:24.833327] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:25.056470] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:25.283460] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:25.509002] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:25.736786] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:25.963507] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:21:26.201336] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:26.443706] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:26.443869] [INFO ] [CONFIGURE ] KRG: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T23:21:26.443913] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2621 tests [2025-11-21T23:21:26.443951] [INFO ] [CONFIGURE ] KRG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:21:26.443982] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T23:21:26.668901] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:26.897203] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:27.148108] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:27.376140] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:27.601767] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:27.812043] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:28.020851] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:28.228038] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:28.435701] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:28.645967] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:28.646115] [INFO ] [CONFIGURE ] KRG: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T23:21:28.646159] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2620 tests [2025-11-21T23:21:28.646193] [INFO ] [CONFIGURE ] KRG: Testing feature 20/29: add_price_rejection [2025-11-21T23:21:28.646225] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T23:21:28.868300] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:29.088565] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:29.343274] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:29.565156] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:29.817423] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:30.062618] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:30.292042] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:30.515393] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:30.736367] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:30.969279] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:30.969431] [INFO ] [CONFIGURE ] KRG: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T23:21:30.969474] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2619 tests [2025-11-21T23:21:30.969508] [INFO ] [CONFIGURE ] KRG: Testing feature 21/29: add_range_position [2025-11-21T23:21:30.969539] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T23:21:31.213635] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:31.484964] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:31.780576] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:32.025589] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:32.280901] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:32.537806] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:32.792616] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:33.067086] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:33.312715] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:33.558753] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:33.558914] [INFO ] [CONFIGURE ] KRG: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:21:33.558958] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2618 tests [2025-11-21T23:21:33.558994] [INFO ] [CONFIGURE ] KRG: Testing feature 22/29: add_realized_volatility [2025-11-21T23:21:33.559026] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T23:21:33.898515] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:34.264976] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:34.602967] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:34.937812] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:35.272428] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:35.618909] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:21:35.992984] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:36.339008] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:36.684192] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:37.010543] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:37.010730] [INFO ] [CONFIGURE ] KRG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T23:21:37.010777] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2617 tests [2025-11-21T23:21:37.010813] [INFO ] [CONFIGURE ] KRG: Testing feature 23/29: add_recent_range_context [2025-11-21T23:21:37.010846] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T23:21:37.229908] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:37.441453] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:37.654138] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:37.868676] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:38.091577] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:38.308890] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:38.519753] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:38.731909] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:38.976394] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:39.210938] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:39.211124] [INFO ] [CONFIGURE ] KRG: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T23:21:39.211167] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2616 tests [2025-11-21T23:21:39.211201] [INFO ] [CONFIGURE ] KRG: Testing feature 24/29: add_rsi [2025-11-21T23:21:39.211232] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T23:21:39.471557] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:39.733986] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:39.996768] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:40.259903] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:40.525407] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:40.786817] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:41.048662] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:41.318421] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:41.589367] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:41.855708] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:41.855861] [INFO ] [CONFIGURE ] KRG: DISCARDED add_rsi (score: 40.00%) [2025-11-21T23:21:41.855904] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2615 tests [2025-11-21T23:21:41.855938] [INFO ] [CONFIGURE ] KRG: Testing feature 25/29: add_tick_distribution [2025-11-21T23:21:41.855969] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T23:21:42.069808] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:42.295385] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:42.511215] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:21:42.731239] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:42.952144] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:43.174969] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:43.392426] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:43.614154] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:43.835447] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:44.060116] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:44.060458] [INFO ] [CONFIGURE ] KRG: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T23:21:44.060527] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2614 tests [2025-11-21T23:21:44.060563] [INFO ] [CONFIGURE ] KRG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:21:44.060595] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T23:21:44.283176] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:44.505667] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:44.733551] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:21:44.982210] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:45.231118] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:45.456629] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:45.682980] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:45.903586] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:46.127592] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:46.366623] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:21:46.366845] [INFO ] [CONFIGURE ] KRG: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T23:21:46.366891] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2613 tests [2025-11-21T23:21:46.366927] [INFO ] [CONFIGURE ] KRG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:21:46.366961] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T23:21:46.613973] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:46.860418] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:47.119355] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:21:47.366784] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:47.613883] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:47.866535] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:48.114080] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:48.358578] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:21:48.624542] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:48.875888] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:48.876111] [INFO ] [CONFIGURE ] KRG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:21:48.876170] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2612 tests [2025-11-21T23:21:48.876224] [INFO ] [CONFIGURE ] KRG: Testing feature 28/29: add_volume_profile [2025-11-21T23:21:48.876261] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T23:21:49.133574] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:49.383751] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:49.654174] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:21:49.905719] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:50.152378] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:50.403757] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:50.648569] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:50.896531] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:51.150502] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:21:51.408543] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:51.408742] [INFO ] [CONFIGURE ] KRG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:21:51.408824] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2611 tests [2025-11-21T23:21:51.408863] [INFO ] [CONFIGURE ] KRG: Testing feature 29/29: add_vwap [2025-11-21T23:21:51.408897] [INFO ] [CONFIGURE ] KRG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T23:21:51.661009] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:51.906824] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:21:52.143897] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:21:52.383784] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:21:52.627489] [DEBUG] [FORECASTER] KRG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:52.873212] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:53.119159] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:21:53.363044] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:21:53.609231] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:21:53.858243] [DEBUG] [FORECASTER] KRG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:53.858437] [INFO ] [CONFIGURE ] KRG: DISCARDED add_vwap (score: 40.00%) [2025-11-21T23:21:53.858483] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2610 tests [2025-11-21T23:21:53.858527] [INFO ] [CONFIGURE ] KRG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:21:53.858560] [INFO ] [CONFIGURE ] KRG: Best accuracy: 70.00% [2025-11-21T23:21:53.858592] [INFO ] [CONFIGURE ] KRG: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T23:21:53.858621] [INFO ] [CONFIGURE ] KRG: Improvement over baseline: 20.00% [2025-11-21T23:21:53.858667] [INFO ] [CONFIGURE ] KRG: Total time: 1.2 minutes [2025-11-21T23:21:53.858699] [INFO ] [CONFIGURE ] KRG: Average time per feature: 2.6 seconds [2025-11-21T23:21:53.858726] [INFO ] [CONFIGURE ] KRG: Average speed: 0.39 features/sec [2025-11-21T23:21:53.859041] [INFO ] [LOCAL ] Saved configuration for KRG: 2 features, 70.00% accuracy -> ./output/feature-sets/KRG.json [2025-11-21T23:21:53.859084] [INFO ] [CONFIGURE ] KRG: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T23:21:53.859120] [INFO ] [sig ] [3/93] Successfully configured KRG | 0.01 sym/s | Total: 3.7m | ETA: 1.8h [2025-11-21T23:21:53.859151] [INFO ] [sig ] [4/93] Configuring KRO... [2025-11-21T23:21:53.859180] [INFO ] [CONFIGURE ] KRO: Configurate test run. [2025-11-21T23:21:53.859209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-11-21T23:21:53.870601] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRO'. [2025-11-21T23:21:53.870913] [INFO ] [CONFIGURE ] KRO: Testing with 29 available features [2025-11-21T23:21:53.870960] [INFO ] [CONFIGURE ] KRO: Establishing baseline with no features... [2025-11-21T23:21:54.068388] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:54.270549] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:21:54.442908] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:21:54.625193] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:21:54.794523] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:54.967386] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:55.166350] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:55.334768] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:21:55.504833] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:21:55.677549] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:55.677708] [INFO ] [CONFIGURE ] KRO: Baseline score (no features): 50.00% [2025-11-21T23:21:55.677752] [INFO ] [CONFIGURE ] KRO: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:21:55.677784] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:21:55.895307] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:21:56.100815] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:21:56.311772] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:21:56.520907] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:21:56.730438] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:21:56.937624] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:57.149881] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:57.361631] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:21:57.567827] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:21:57.775311] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:57.775467] [INFO ] [CONFIGURE ] KRO: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T23:21:57.775511] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2609 tests [2025-11-21T23:21:57.775546] [INFO ] [CONFIGURE ] KRO: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:21:57.775578] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:21:57.987613] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:21:58.205857] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:21:58.421321] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:21:58.632382] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:21:58.841538] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:21:59.062584] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:21:59.273527] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:21:59.485303] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:21:59.700400] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:21:59.912112] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:21:59.912348] [INFO ] [CONFIGURE ] KRO: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:21:59.912795] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2608 tests [2025-11-21T23:21:59.912834] [INFO ] [CONFIGURE ] KRO: Testing feature 3/29: add_daily_returns [2025-11-21T23:21:59.912866] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns'] [2025-11-21T23:22:00.126082] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:00.345395] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:00.534355] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:00.718485] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:01.590906] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:01.784731] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:02.037276] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:02.222308] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:02.416767] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:02.606970] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:02.607125] [INFO ] [CONFIGURE ] KRO: KEPT add_daily_returns (score: 60.00%) [2025-11-21T23:22:02.607168] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2607 tests [2025-11-21T23:22:02.607200] [INFO ] [CONFIGURE ] KRO: Testing feature 4/29: add_ema [2025-11-21T23:22:02.607231] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T23:22:02.832790] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:22:03.065562] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:03.308117] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:03.531754] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:03.761531] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:04.009912] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:22:04.272796] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:04.502011] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:04.747690] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:04.973416] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:04.973574] [INFO ] [CONFIGURE ] KRO: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:22:04.973619] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2606 tests [2025-11-21T23:22:04.973672] [INFO ] [CONFIGURE ] KRO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:22:04.973706] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:22:05.208988] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:22:05.473338] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:05.716134] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:05.951293] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:06.215273] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:06.449716] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:06.677520] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:22:06.909547] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:07.140363] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:07.371087] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:07.371244] [INFO ] [CONFIGURE ] KRO: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T23:22:07.371288] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2605 tests [2025-11-21T23:22:07.371322] [INFO ] [CONFIGURE ] KRO: Testing feature 6/29: add_failed_moves [2025-11-21T23:22:07.371352] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T23:22:07.566000] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:07.770427] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:07.968550] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:08.166505] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:08.360494] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:08.557779] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:08.751435] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:08.946303] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:09.166529] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:09.396078] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:09.396231] [INFO ] [CONFIGURE ] KRO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:22:09.396274] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2604 tests [2025-11-21T23:22:09.396308] [INFO ] [CONFIGURE ] KRO: Testing feature 7/29: add_lag_shelf [2025-11-21T23:22:09.396340] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T23:22:09.578171] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:09.765801] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:09.964429] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:10.159664] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:10.393725] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:10.667158] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:10.879099] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:11.068878] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:11.257522] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:11.453380] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:11.453604] [INFO ] [CONFIGURE ] KRO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:22:11.453687] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2603 tests [2025-11-21T23:22:11.453735] [INFO ] [CONFIGURE ] KRO: Testing feature 8/29: add_macd [2025-11-21T23:22:11.453814] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T23:22:11.760551] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:12.045659] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:22:12.380570] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:12.669911] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:12.952492] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:22:13.239087] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:13.534366] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:13.824978] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:14.123137] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:14.410561] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:14.410756] [INFO ] [CONFIGURE ] KRO: DISCARDED add_macd (score: 30.00%) [2025-11-21T23:22:14.410808] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2602 tests [2025-11-21T23:22:14.410845] [INFO ] [CONFIGURE ] KRO: Testing feature 9/29: add_mfi [2025-11-21T23:22:14.410876] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T23:22:14.625101] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:14.841463] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:15.050944] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:15.291830] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:15.510058] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:15.725252] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:15.978975] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:16.199049] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:16.401618] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:16.612927] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:16.613096] [INFO ] [CONFIGURE ] KRO: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:22:16.613139] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2601 tests [2025-11-21T23:22:16.613172] [INFO ] [CONFIGURE ] KRO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:22:16.613204] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:22:16.918177] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:22:17.218000] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:17.546908] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:17.841352] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:18.152948] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:18.491018] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:18.800693] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:19.093244] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:19.377764] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:19.675093] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:19.675253] [INFO ] [CONFIGURE ] KRO: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T23:22:19.675297] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2600 tests [2025-11-21T23:22:19.675330] [INFO ] [CONFIGURE ] KRO: Testing feature 11/29: add_obv_daily [2025-11-21T23:22:19.675362] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T23:22:19.894037] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:20.102243] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:20.318191] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:20.539141] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:20.753341] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:20.964246] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:21.174785] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:21.396732] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:21.604617] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:21.823332] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:21.823482] [INFO ] [CONFIGURE ] KRO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:22:21.823527] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2599 tests [2025-11-21T23:22:21.823561] [INFO ] [CONFIGURE ] KRO: Testing feature 12/29: add_obv_interval [2025-11-21T23:22:21.823594] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T23:22:22.016461] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:22:22.214217] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:22.407870] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:22.600175] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:22.793169] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:22:22.989364] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:23.195525] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:23.389164] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:23.586690] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:23.785258] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:23.785408] [INFO ] [CONFIGURE ] KRO: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T23:22:23.785451] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2598 tests [2025-11-21T23:22:23.785484] [INFO ] [CONFIGURE ] KRO: Testing feature 13/29: add_opening_strength [2025-11-21T23:22:23.785515] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:22:23.989131] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:24.198977] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:24.414017] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:24.622416] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:24.828974] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:25.052998] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:25.256245] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:25.460741] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:25.665821] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:25.872576] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:25.872748] [INFO ] [CONFIGURE ] KRO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T23:22:25.872795] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2597 tests [2025-11-21T23:22:25.872829] [INFO ] [CONFIGURE ] KRO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:22:25.872863] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T23:22:26.081271] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:26.293560] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:26.504946] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:26.725105] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:26.954052] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:27.175566] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:27.416961] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:27.630773] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:27.857624] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:28.069219] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:28.069384] [INFO ] [CONFIGURE ] KRO: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:22:28.069429] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2596 tests [2025-11-21T23:22:28.069463] [INFO ] [CONFIGURE ] KRO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:22:28.069496] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T23:22:28.259473] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:28.450505] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:28.658896] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:28.848538] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:29.037564] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:29.232148] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:22:29.455531] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:29.645609] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:29.836364] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:30.028154] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:30.028334] [INFO ] [CONFIGURE ] KRO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T23:22:30.028378] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.5s/test | Remaining: 2595 tests [2025-11-21T23:22:30.028411] [INFO ] [CONFIGURE ] KRO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:22:30.028441] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T23:22:30.243486] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:22:30.477948] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:30.685511] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:30.898398] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:31.125528] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:22:31.357260] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:31.563212] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:31.779409] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:31.996202] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:32.220759] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:32.220923] [INFO ] [CONFIGURE ] KRO: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T23:22:32.220970] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2594 tests [2025-11-21T23:22:32.221005] [INFO ] [CONFIGURE ] KRO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:22:32.221038] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T23:22:32.437614] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:32.671262] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:32.882775] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:33.092034] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:33.305022] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:22:33.539272] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:33.751147] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:33.974176] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:34.193798] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:34.403563] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:34.403730] [INFO ] [CONFIGURE ] KRO: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T23:22:34.403776] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2593 tests [2025-11-21T23:22:34.403811] [INFO ] [CONFIGURE ] KRO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:22:34.403845] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T23:22:34.587415] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:34.774491] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:34.963290] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:35.153770] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:35.342605] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:35.528805] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:35.722542] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:35.923352] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:36.117162] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:36.310420] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:36.310578] [INFO ] [CONFIGURE ] KRO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T23:22:36.310622] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2592 tests [2025-11-21T23:22:36.310677] [INFO ] [CONFIGURE ] KRO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:22:36.310713] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T23:22:36.513496] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:36.707589] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:36.895443] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:37.092451] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:37.284903] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:37.482547] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:37.673227] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:37.867773] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:38.063926] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:38.267532] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:38.267702] [INFO ] [CONFIGURE ] KRO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:22:38.267746] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2591 tests [2025-11-21T23:22:38.267780] [INFO ] [CONFIGURE ] KRO: Testing feature 20/29: add_price_rejection [2025-11-21T23:22:38.267812] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T23:22:38.481235] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:38.692118] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:38.903850] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:39.131664] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:39.340583] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:39.553400] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:39.774177] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:39.986931] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:40.211317] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:40.422325] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:40.422491] [INFO ] [CONFIGURE ] KRO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:22:40.422534] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2590 tests [2025-11-21T23:22:40.422569] [INFO ] [CONFIGURE ] KRO: Testing feature 21/29: add_range_position [2025-11-21T23:22:40.422628] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T23:22:40.652757] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:40.888954] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:41.108784] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:41.337281] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:41.573685] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:22:41.801406] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:42.033104] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:42.284705] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:42.541528] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:42.770910] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:42.771068] [INFO ] [CONFIGURE ] KRO: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:22:42.771112] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2589 tests [2025-11-21T23:22:42.771147] [INFO ] [CONFIGURE ] KRO: Testing feature 22/29: add_realized_volatility [2025-11-21T23:22:42.771180] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T23:22:43.091810] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:22:43.412743] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:43.736148] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:44.040910] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:44.341882] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:44.641302] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:44.948625] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:22:45.250068] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:45.586454] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:45.892865] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:45.893099] [INFO ] [CONFIGURE ] KRO: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T23:22:45.893148] [INFO ] [CONFIGURE ] JOB ETA: 1.8h | Avg: 2.4s/test | Remaining: 2588 tests [2025-11-21T23:22:45.893184] [INFO ] [CONFIGURE ] KRO: Testing feature 23/29: add_recent_range_context [2025-11-21T23:22:45.893218] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T23:22:46.089809] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:46.302230] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:46.507082] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:46.703502] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:46.909338] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:22:47.109943] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:47.315248] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:47.520683] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:47.731175] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:47.935721] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:47.935859] [INFO ] [CONFIGURE ] KRO: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T23:22:47.935901] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2587 tests [2025-11-21T23:22:47.935935] [INFO ] [CONFIGURE ] KRO: Testing feature 24/29: add_rsi [2025-11-21T23:22:47.935967] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T23:22:48.178227] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:48.419088] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:48.701708] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:48.953941] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:49.205151] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:49.454878] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:49.705246] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:49.956221] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:50.215168] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:50.471670] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:50.471841] [INFO ] [CONFIGURE ] KRO: DISCARDED add_rsi (score: 50.00%) [2025-11-21T23:22:50.471884] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2586 tests [2025-11-21T23:22:50.471917] [INFO ] [CONFIGURE ] KRO: Testing feature 25/29: add_tick_distribution [2025-11-21T23:22:50.471949] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T23:22:50.679729] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:50.902322] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:51.123503] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:51.333113] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:51.570856] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:51.787830] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:51.999912] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:52.237390] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:52.457162] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:52.682947] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:52.683094] [INFO ] [CONFIGURE ] KRO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:22:52.683137] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2585 tests [2025-11-21T23:22:52.683170] [INFO ] [CONFIGURE ] KRO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:22:52.683200] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T23:22:52.891580] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:53.100500] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:53.315019] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:53.531805] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:53.749523] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:22:53.959079] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:54.180437] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:54.397297] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:54.638457] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:54.860672] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:54.860814] [INFO ] [CONFIGURE ] KRO: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:22:54.860858] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2584 tests [2025-11-21T23:22:54.860891] [INFO ] [CONFIGURE ] KRO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:22:54.860922] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T23:22:55.091409] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:55.319822] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:55.553166] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:55.787286] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:22:56.014737] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:22:56.235123] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:56.450747] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:56.686955] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:22:56.925605] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:57.160939] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:57.161103] [INFO ] [CONFIGURE ] KRO: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:22:57.161149] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2583 tests [2025-11-21T23:22:57.161185] [INFO ] [CONFIGURE ] KRO: Testing feature 28/29: add_volume_profile [2025-11-21T23:22:57.161218] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T23:22:57.390426] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:22:57.647432] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:22:57.884878] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:22:58.130396] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:22:58.352344] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:22:58.557796] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:22:58.765590] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:22:58.972634] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:22:59.176154] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:22:59.416941] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:22:59.417084] [INFO ] [CONFIGURE ] KRO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T23:22:59.417127] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2582 tests [2025-11-21T23:22:59.417160] [INFO ] [CONFIGURE ] KRO: Testing feature 29/29: add_vwap [2025-11-21T23:22:59.417190] [INFO ] [CONFIGURE ] KRO: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T23:22:59.621094] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:22:59.839078] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:00.056186] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:23:00.267050] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:23:00.477565] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:23:00.715451] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:00.917635] [DEBUG] [FORECASTER] KRO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:23:01.778615] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:02.089445] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:23:02.300388] [DEBUG] [FORECASTER] KRO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:23:02.300548] [INFO ] [CONFIGURE ] KRO: DISCARDED add_vwap (score: 40.00%) [2025-11-21T23:23:02.300595] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2581 tests [2025-11-21T23:23:02.300632] [INFO ] [CONFIGURE ] KRO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:23:02.300686] [INFO ] [CONFIGURE ] KRO: Best accuracy: 60.00% [2025-11-21T23:23:02.300721] [INFO ] [CONFIGURE ] KRO: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T23:23:02.300752] [INFO ] [CONFIGURE ] KRO: Improvement over baseline: 10.00% [2025-11-21T23:23:02.300780] [INFO ] [CONFIGURE ] KRO: Total time: 1.1 minutes [2025-11-21T23:23:02.300808] [INFO ] [CONFIGURE ] KRO: Average time per feature: 2.3 seconds [2025-11-21T23:23:02.300837] [INFO ] [CONFIGURE ] KRO: Average speed: 0.44 features/sec [2025-11-21T23:23:02.301141] [INFO ] [LOCAL ] Saved configuration for KRO: 1 features, 60.00% accuracy -> ./output/feature-sets/KRO.json [2025-11-21T23:23:02.301189] [INFO ] [CONFIGURE ] KRO: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T23:23:02.301240] [INFO ] [sig ] [4/93] Successfully configured KRO | 0.01 sym/s | Total: 4.8m | ETA: 1.8h [2025-11-21T23:23:02.301277] [INFO ] [sig ] [5/93] Configuring KRP... [2025-11-21T23:23:02.301309] [INFO ] [CONFIGURE ] KRP: Configurate test run. [2025-11-21T23:23:02.301340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-11-21T23:23:02.313625] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRP'. [2025-11-21T23:23:02.313959] [INFO ] [CONFIGURE ] KRP: Testing with 29 available features [2025-11-21T23:23:02.314010] [INFO ] [CONFIGURE ] KRP: Establishing baseline with no features... [2025-11-21T23:23:02.496556] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:02.668729] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:02.839193] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:03.009089] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:03.177984] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:03.359408] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:03.531553] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:03.754545] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:03.927410] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:04.102854] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:04.103023] [INFO ] [CONFIGURE ] KRP: Baseline score (no features): 70.00% [2025-11-21T23:23:04.103066] [INFO ] [CONFIGURE ] KRP: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:23:04.103099] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:23:04.320928] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:04.539359] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:04.763155] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:04.978543] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:05.196997] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:23:05.405019] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:05.619349] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:05.837161] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:06.051428] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:06.266416] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:06.266576] [INFO ] [CONFIGURE ] KRP: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T23:23:06.266619] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2580 tests [2025-11-21T23:23:06.266674] [INFO ] [CONFIGURE ] KRP: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:23:06.266709] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:23:06.473785] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:06.714172] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:06.916385] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:23:07.123536] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:07.339027] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:23:07.555224] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:07.768162] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:07.979119] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:08.209129] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:08.421948] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:08.422116] [INFO ] [CONFIGURE ] KRP: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T23:23:08.422159] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2579 tests [2025-11-21T23:23:08.422193] [INFO ] [CONFIGURE ] KRP: Testing feature 3/29: add_daily_returns [2025-11-21T23:23:08.422225] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_daily_returns'] [2025-11-21T23:23:08.609194] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:08.796672] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:08.991787] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:09.202344] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:09.390626] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:09.574927] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:09.815454] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:10.004479] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:10.192310] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:10.379060] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:10.379217] [INFO ] [CONFIGURE ] KRP: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:23:10.379260] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2578 tests [2025-11-21T23:23:10.379294] [INFO ] [CONFIGURE ] KRP: Testing feature 4/29: add_ema [2025-11-21T23:23:10.379327] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_ema'] [2025-11-21T23:23:10.600957] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:10.818889] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:11.039250] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:11.261043] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:11.491568] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:11.717218] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:11.936783] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:12.167394] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:12.426700] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:12.660085] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:12.660250] [INFO ] [CONFIGURE ] KRP: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:23:12.660296] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2577 tests [2025-11-21T23:23:12.660330] [INFO ] [CONFIGURE ] KRP: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:23:12.660363] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:23:12.912293] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:13.136029] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:13.365013] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:13.592141] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:13.825429] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:14.051531] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:14.276810] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:14.511202] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:14.735175] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:14.958427] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:14.958682] [INFO ] [CONFIGURE ] KRP: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T23:23:14.958731] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2576 tests [2025-11-21T23:23:14.958767] [INFO ] [CONFIGURE ] KRP: Testing feature 6/29: add_failed_moves [2025-11-21T23:23:14.958798] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_failed_moves'] [2025-11-21T23:23:15.147125] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:15.335744] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:15.523278] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:15.708918] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:15.918685] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:16.103145] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:16.290249] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:16.473957] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:16.656062] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:16.844194] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:16.844362] [INFO ] [CONFIGURE ] KRP: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T23:23:16.844406] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2575 tests [2025-11-21T23:23:16.844439] [INFO ] [CONFIGURE ] KRP: Testing feature 7/29: add_lag_shelf [2025-11-21T23:23:16.844470] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_lag_shelf'] [2025-11-21T23:23:17.017593] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:17.188210] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:17.369003] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:17.581913] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:17.788776] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:18.013163] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:18.227846] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:18.427907] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:18.609200] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:18.808237] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:18.808360] [INFO ] [CONFIGURE ] KRP: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T23:23:18.808402] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2574 tests [2025-11-21T23:23:18.808436] [INFO ] [CONFIGURE ] KRP: Testing feature 8/29: add_macd [2025-11-21T23:23:18.808470] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T23:23:19.088095] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:19.351816] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:19.623805] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:19.886449] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:20.151381] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:20.417238] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:20.693537] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:20.966873] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:21.231486] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:21.497879] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:23:21.498044] [INFO ] [CONFIGURE ] KRP: DISCARDED add_macd (score: 50.00%) [2025-11-21T23:23:21.498090] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2573 tests [2025-11-21T23:23:21.498124] [INFO ] [CONFIGURE ] KRP: Testing feature 9/29: add_mfi [2025-11-21T23:23:21.498154] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_mfi'] [2025-11-21T23:23:21.679450] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:21.912019] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:22.095824] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:22.285986] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:22.479292] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:22.666869] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:22.853087] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:23.039488] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:23.222907] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:23.428664] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:23.428835] [INFO ] [CONFIGURE ] KRP: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:23:23.428879] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2572 tests [2025-11-21T23:23:23.428914] [INFO ] [CONFIGURE ] KRP: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:23:23.428945] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:23:23.707512] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:23.979313] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:24.254341] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:23:24.532999] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:24.802548] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:25.069199] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:25.341464] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:25.616898] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:25.887604] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:26.178832] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:26.179014] [INFO ] [CONFIGURE ] KRP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:23:26.179059] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2571 tests [2025-11-21T23:23:26.179092] [INFO ] [CONFIGURE ] KRP: Testing feature 11/29: add_obv_daily [2025-11-21T23:23:26.179160] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_obv_daily'] [2025-11-21T23:23:26.375757] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:26.570193] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:26.761463] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:26.947331] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:27.139452] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:27.335038] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:27.530967] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:27.731092] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:27.973318] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:28.186477] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:28.186639] [INFO ] [CONFIGURE ] KRP: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T23:23:28.186706] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2570 tests [2025-11-21T23:23:28.186759] [INFO ] [CONFIGURE ] KRP: Testing feature 12/29: add_obv_interval [2025-11-21T23:23:28.186792] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_obv_interval'] [2025-11-21T23:23:28.394122] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:28.587105] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:28.779577] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:28.972721] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:29.163453] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:29.353884] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:29.545883] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:29.744084] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:29.945394] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:30.137065] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:30.137219] [INFO ] [CONFIGURE ] KRP: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T23:23:30.137262] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2569 tests [2025-11-21T23:23:30.137294] [INFO ] [CONFIGURE ] KRP: Testing feature 13/29: add_opening_strength [2025-11-21T23:23:30.137324] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:23:30.344533] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:30.557082] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:30.777013] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:23:31.024780] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:31.237591] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:31.449110] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:31.660949] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:31.874757] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:32.087355] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:32.300460] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:32.300632] [INFO ] [CONFIGURE ] KRP: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T23:23:32.300698] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2568 tests [2025-11-21T23:23:32.300733] [INFO ] [CONFIGURE ] KRP: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:23:32.300765] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T23:23:32.508989] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:32.713096] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:32.937324] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:33.151977] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:33.360192] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:23:33.568460] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:33.780875] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:34.026949] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:34.253404] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:34.464765] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:34.464918] [INFO ] [CONFIGURE ] KRP: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:23:34.464964] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2567 tests [2025-11-21T23:23:34.464999] [INFO ] [CONFIGURE ] KRP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:23:34.465032] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T23:23:34.640604] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:34.818021] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:35.002289] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:23:35.181345] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:35.371559] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:23:35.548471] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:35.728061] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:35.907079] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:36.091223] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:36.271437] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:36.271586] [INFO ] [CONFIGURE ] KRP: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:23:36.271973] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2566 tests [2025-11-21T23:23:36.272011] [INFO ] [CONFIGURE ] KRP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:23:36.272044] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T23:23:36.468517] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:36.665745] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:36.860044] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:37.095900] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:37.302812] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:37.511588] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:37.718085] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:37.921276] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:38.129436] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:38.333073] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:38.333236] [INFO ] [CONFIGURE ] KRP: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T23:23:38.333279] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2565 tests [2025-11-21T23:23:38.333312] [INFO ] [CONFIGURE ] KRP: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:23:38.333343] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T23:23:38.564867] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:38.802748] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:39.030097] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:39.263084] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:39.502710] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:23:39.735839] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:39.973298] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:40.207008] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:40.434909] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:40.665511] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:40.665690] [INFO ] [CONFIGURE ] KRP: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T23:23:40.665739] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2564 tests [2025-11-21T23:23:40.665772] [INFO ] [CONFIGURE ] KRP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:23:40.665805] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T23:23:40.875779] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:41.132408] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:41.339898] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:41.552611] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:41.766524] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:41.985481] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:42.196325] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:42.407360] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:42.674707] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:42.915998] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:42.916158] [INFO ] [CONFIGURE ] KRP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T23:23:42.916204] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2563 tests [2025-11-21T23:23:42.916239] [INFO ] [CONFIGURE ] KRP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:23:42.916296] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T23:23:43.152725] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:43.348036] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:43.541983] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:43.732310] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:43.922638] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:44.112590] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:44.312696] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:44.504011] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:44.696141] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:44.893723] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:44.893897] [INFO ] [CONFIGURE ] KRP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:23:44.893941] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2562 tests [2025-11-21T23:23:44.893976] [INFO ] [CONFIGURE ] KRP: Testing feature 20/29: add_price_rejection [2025-11-21T23:23:44.894007] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T23:23:45.119820] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:45.343293] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:45.571833] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:45.800545] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:46.026117] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:46.254289] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:46.488819] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:46.721155] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:46.948936] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:47.184307] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:23:47.184471] [INFO ] [CONFIGURE ] KRP: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T23:23:47.184518] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2561 tests [2025-11-21T23:23:47.184552] [INFO ] [CONFIGURE ] KRP: Testing feature 21/29: add_range_position [2025-11-21T23:23:47.184584] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T23:23:47.420735] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:47.659677] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:47.885456] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:48.110029] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:48.335349] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:48.560048] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:23:48.784982] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:49.024051] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:49.260297] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:23:49.488907] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:49.489084] [INFO ] [CONFIGURE ] KRP: DISCARDED add_range_position (score: 60.00%) [2025-11-21T23:23:49.489133] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2560 tests [2025-11-21T23:23:49.489166] [INFO ] [CONFIGURE ] KRP: Testing feature 22/29: add_realized_volatility [2025-11-21T23:23:49.489198] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T23:23:49.815193] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:50.151774] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:50.471099] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:50.811730] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:23:51.148092] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:51.486610] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:51.824239] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:52.175702] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:52.523824] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:52.871960] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:52.872173] [INFO ] [CONFIGURE ] KRP: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T23:23:52.872220] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2559 tests [2025-11-21T23:23:52.872253] [INFO ] [CONFIGURE ] KRP: Testing feature 23/29: add_recent_range_context [2025-11-21T23:23:52.872284] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T23:23:53.126495] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:53.374240] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:53.616802] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:53.865302] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:54.111352] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:54.352538] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:54.600026] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:54.850503] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:23:55.095962] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:55.337038] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:23:55.337230] [INFO ] [CONFIGURE ] KRP: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T23:23:55.337276] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2558 tests [2025-11-21T23:23:55.337312] [INFO ] [CONFIGURE ] KRP: Testing feature 24/29: add_rsi [2025-11-21T23:23:55.337346] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T23:23:55.619227] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:23:55.889775] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:23:56.161593] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:56.440182] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:56.708244] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:23:56.982156] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:57.249534] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:57.538792] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:23:57.814780] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:23:58.090363] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:23:58.090532] [INFO ] [CONFIGURE ] KRP: DISCARDED add_rsi (score: 30.00%) [2025-11-21T23:23:58.090575] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2557 tests [2025-11-21T23:23:58.090608] [INFO ] [CONFIGURE ] KRP: Testing feature 25/29: add_tick_distribution [2025-11-21T23:23:58.090639] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T23:23:58.335542] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:23:58.558733] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:23:58.785049] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:23:58.998667] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:23:59.213860] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:23:59.431254] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:23:59.679262] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:23:59.898403] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:24:00.120836] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:24:00.353492] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:24:00.353705] [INFO ] [CONFIGURE ] KRP: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:24:00.353759] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2556 tests [2025-11-21T23:24:00.353795] [INFO ] [CONFIGURE ] KRP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:24:00.353828] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T23:24:00.600747] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:00.839097] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:24:01.829719] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:02.217487] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:24:02.457403] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:02.719800] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:03.079872] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:24:03.310068] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:24:03.542500] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:24:03.773872] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:24:03.774047] [INFO ] [CONFIGURE ] KRP: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T23:24:03.774093] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2555 tests [2025-11-21T23:24:03.774128] [INFO ] [CONFIGURE ] KRP: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:24:03.774159] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T23:24:04.015083] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:04.317208] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:04.559455] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:04.798944] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:24:05.054849] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:05.337321] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:24:05.652059] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:24:05.967422] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:24:06.210761] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:24:06.439662] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:24:06.439828] [INFO ] [CONFIGURE ] KRP: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T23:24:06.439872] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2554 tests [2025-11-21T23:24:06.439907] [INFO ] [CONFIGURE ] KRP: Testing feature 28/29: add_volume_profile [2025-11-21T23:24:06.439939] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T23:24:06.652508] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:06.862001] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:24:07.071701] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:07.334902] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:24:07.555974] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:07.770609] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:24:07.984152] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:24:08.207314] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:24:08.426418] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:08.647459] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:24:08.647618] [INFO ] [CONFIGURE ] KRP: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T23:24:08.647687] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2553 tests [2025-11-21T23:24:08.647722] [INFO ] [CONFIGURE ] KRP: Testing feature 29/29: add_vwap [2025-11-21T23:24:08.647753] [INFO ] [CONFIGURE ] KRP: Testing with features: ['add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T23:24:08.865186] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:09.084707] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:09.302202] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:09.525684] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:24:09.761975] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:09.989078] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:10.210003] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:24:10.464974] [DEBUG] [FORECASTER] KRP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:24:10.708190] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:24:10.928717] [DEBUG] [FORECASTER] KRP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:24:10.928875] [INFO ] [CONFIGURE ] KRP: DISCARDED add_vwap (score: 50.00%) [2025-11-21T23:24:10.928918] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2552 tests [2025-11-21T23:24:10.928954] [INFO ] [CONFIGURE ] KRP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:24:10.928983] [INFO ] [CONFIGURE ] KRP: Best accuracy: 80.00% [2025-11-21T23:24:10.929013] [INFO ] [CONFIGURE ] KRP: Best feature set (1 features): ['add_pbf_overnight_gap'] [2025-11-21T23:24:10.929042] [INFO ] [CONFIGURE ] KRP: Improvement over baseline: 10.00% [2025-11-21T23:24:10.929069] [INFO ] [CONFIGURE ] KRP: Total time: 1.1 minutes [2025-11-21T23:24:10.929095] [INFO ] [CONFIGURE ] KRP: Average time per feature: 2.3 seconds [2025-11-21T23:24:10.929122] [INFO ] [CONFIGURE ] KRP: Average speed: 0.43 features/sec [2025-11-21T23:24:10.929420] [INFO ] [LOCAL ] Saved configuration for KRP: 1 features, 80.00% accuracy -> ./output/feature-sets/KRP.json [2025-11-21T23:24:10.929489] [INFO ] [CONFIGURE ] KRP: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T23:24:10.929525] [INFO ] [sig ] [5/93] Successfully configured KRP | 0.01 sym/s | Total: 6.0m | ETA: 1.8h [2025-11-21T23:24:10.929555] [INFO ] [sig ] [6/93] Configuring KSS... [2025-11-21T23:24:10.929582] [INFO ] [CONFIGURE ] KSS: Configurate test run. [2025-11-21T23:24:10.929610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-11-21T23:24:10.941766] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KSS'. [2025-11-21T23:24:10.942058] [INFO ] [CONFIGURE ] KSS: Testing with 29 available features [2025-11-21T23:24:10.942105] [INFO ] [CONFIGURE ] KSS: Establishing baseline with no features... [2025-11-21T23:24:11.119737] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:24:11.292716] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:11.468508] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:11.647756] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:24:11.824171] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:12.003517] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:12.182392] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:24:12.360468] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:12.545044] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:12.722005] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:12.722193] [INFO ] [CONFIGURE ] KSS: Baseline score (no features): 30.00% [2025-11-21T23:24:12.722238] [INFO ] [CONFIGURE ] KSS: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:24:12.722273] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:24:12.932687] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:24:13.144415] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:13.409179] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:13.624023] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:13.840867] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:14.045734] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:14.260563] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:14.466618] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:14.684317] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:14.893621] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:14.893795] [INFO ] [CONFIGURE ] KSS: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T23:24:14.893837] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2551 tests [2025-11-21T23:24:14.893870] [INFO ] [CONFIGURE ] KSS: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:24:14.893901] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:24:15.132447] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:24:15.371260] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:24:15.617837] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:15.857175] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:24:16.097983] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:24:16.334341] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:16.575528] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:16.819769] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:17.070874] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:17.307055] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:17.307217] [INFO ] [CONFIGURE ] KSS: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-21T23:24:17.307261] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2550 tests [2025-11-21T23:24:17.307294] [INFO ] [CONFIGURE ] KSS: Testing feature 3/29: add_daily_returns [2025-11-21T23:24:17.307324] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T23:24:17.532530] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:17.761851] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:18.036418] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:18.261068] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:18.476239] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:18.695186] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:18.913215] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:19.128402] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:19.348804] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:19.569302] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:19.569467] [INFO ] [CONFIGURE ] KSS: KEPT add_daily_returns (score: 60.00%) [2025-11-21T23:24:19.569511] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2549 tests [2025-11-21T23:24:19.569546] [INFO ] [CONFIGURE ] KSS: Testing feature 4/29: add_ema [2025-11-21T23:24:19.569580] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T23:24:19.836073] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:20.100012] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:20.372023] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:20.638580] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:20.906877] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:21.189273] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:21.455510] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:21.722236] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:21.997878] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:22.261471] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:22.261663] [INFO ] [CONFIGURE ] KSS: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:24:22.261713] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2548 tests [2025-11-21T23:24:22.261750] [INFO ] [CONFIGURE ] KSS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:24:22.261789] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:24:22.599363] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:22.870628] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:23.142725] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:23.416685] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:23.688948] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:24:23.968857] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:24.295577] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:24.601876] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:24.897219] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:24:25.162580] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:25.162754] [INFO ] [CONFIGURE ] KSS: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:24:25.162798] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2547 tests [2025-11-21T23:24:25.162831] [INFO ] [CONFIGURE ] KSS: Testing feature 6/29: add_failed_moves [2025-11-21T23:24:25.162861] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-21T23:24:25.381889] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:25.614046] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:25.842713] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:26.064425] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:26.281565] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:26.512758] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:26.754329] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:26.991593] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:27.227493] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:27.476481] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:27.476622] [INFO ] [CONFIGURE ] KSS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:24:27.476695] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2546 tests [2025-11-21T23:24:27.476752] [INFO ] [CONFIGURE ] KSS: Testing feature 7/29: add_lag_shelf [2025-11-21T23:24:27.476788] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-21T23:24:27.703746] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:27.922253] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:28.141675] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:28.372936] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:28.617531] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:28.843871] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:29.074430] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:29.300978] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:29.527349] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:29.788964] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:29.789123] [INFO ] [CONFIGURE ] KSS: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:24:29.789165] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2545 tests [2025-11-21T23:24:29.789198] [INFO ] [CONFIGURE ] KSS: Testing feature 8/29: add_macd [2025-11-21T23:24:29.789229] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T23:24:30.104280] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:24:30.413053] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:30.734911] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:31.051321] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:31.368909] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:24:31.710615] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:32.025843] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:32.383466] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:32.722902] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:33.045311] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:33.045483] [INFO ] [CONFIGURE ] KSS: DISCARDED add_macd (score: 40.00%) [2025-11-21T23:24:33.045554] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2544 tests [2025-11-21T23:24:33.045593] [INFO ] [CONFIGURE ] KSS: Testing feature 9/29: add_mfi [2025-11-21T23:24:33.045626] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-21T23:24:33.284775] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:33.521476] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:33.770383] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:34.013310] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:34.247862] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:34.502139] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:34.745980] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:34.978251] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:35.209766] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:35.446874] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:35.447046] [INFO ] [CONFIGURE ] KSS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:24:35.447092] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2543 tests [2025-11-21T23:24:35.447130] [INFO ] [CONFIGURE ] KSS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:24:35.447164] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:24:35.770134] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:36.098994] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:24:36.424918] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:36.751903] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:37.069659] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:24:37.385527] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:37.746930] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:38.098336] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:38.460396] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:38.802241] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:38.802385] [INFO ] [CONFIGURE ] KSS: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T23:24:38.802430] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2542 tests [2025-11-21T23:24:38.802464] [INFO ] [CONFIGURE ] KSS: Testing feature 11/29: add_obv_daily [2025-11-21T23:24:38.802496] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-21T23:24:39.041695] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:39.283943] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:39.561368] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:39.799770] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:40.041932] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:40.305777] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:40.585918] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:40.839412] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:41.100769] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:41.359837] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:41.359997] [INFO ] [CONFIGURE ] KSS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T23:24:41.360043] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2541 tests [2025-11-21T23:24:41.360076] [INFO ] [CONFIGURE ] KSS: Testing feature 12/29: add_obv_interval [2025-11-21T23:24:41.360109] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-21T23:24:41.594822] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:41.836013] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:42.076118] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:42.313475] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:42.561106] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:42.923799] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:43.180699] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:43.444081] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:24:43.749989] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:44.000780] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:44.001014] [INFO ] [CONFIGURE ] KSS: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:24:44.001130] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2540 tests [2025-11-21T23:24:44.001172] [INFO ] [CONFIGURE ] KSS: Testing feature 13/29: add_opening_strength [2025-11-21T23:24:44.001207] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:24:44.279731] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:44.550619] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:44.818151] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:24:45.131052] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:45.407733] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:45.667048] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:45.912424] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:46.152692] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:46.394943] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:46.689928] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:46.690102] [INFO ] [CONFIGURE ] KSS: KEPT add_opening_strength (score: 70.00%) [2025-11-21T23:24:46.690148] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2539 tests [2025-11-21T23:24:46.690182] [INFO ] [CONFIGURE ] KSS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:24:46.690214] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T23:24:46.955278] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:47.218851] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:47.491338] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:47.781751] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:48.074268] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:48.363772] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:48.650044] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:24:48.939415] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:49.224904] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:49.517191] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:49.517389] [INFO ] [CONFIGURE ] KSS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:24:49.517441] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2538 tests [2025-11-21T23:24:49.517478] [INFO ] [CONFIGURE ] KSS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:24:49.517511] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T23:24:49.831028] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:50.125957] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:50.399727] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:50.674934] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:50.944905] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:51.210110] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:51.480026] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:24:51.750457] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:52.022858] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:52.309496] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:52.309701] [INFO ] [CONFIGURE ] KSS: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:24:52.309763] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2537 tests [2025-11-21T23:24:52.309812] [INFO ] [CONFIGURE ] KSS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:24:52.309860] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T23:24:52.599667] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:52.932105] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:53.228310] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:53.517030] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:53.801353] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:54.076148] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:54.351507] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:54.630881] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:54.907927] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:55.186031] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:55.186181] [INFO ] [CONFIGURE ] KSS: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T23:24:55.186224] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2536 tests [2025-11-21T23:24:55.186260] [INFO ] [CONFIGURE ] KSS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:24:55.186292] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T23:24:55.459631] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:55.757807] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:56.022545] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:24:56.287451] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:56.564355] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:56.825807] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:24:57.135854] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:24:57.462946] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:24:57.839592] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:24:58.117701] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:24:58.117838] [INFO ] [CONFIGURE ] KSS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:24:58.117882] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2535 tests [2025-11-21T23:24:58.117916] [INFO ] [CONFIGURE ] KSS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:24:58.117948] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T23:24:58.395366] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:24:58.682765] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:24:58.977354] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:24:59.255122] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:24:59.538519] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:24:59.858816] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:00.133710] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:01.028979] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:01.335849] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:01.611387] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:01.611572] [INFO ] [CONFIGURE ] KSS: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:25:01.611626] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2534 tests [2025-11-21T23:25:01.611691] [INFO ] [CONFIGURE ] KSS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:25:01.611732] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T23:25:01.933931] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:02.193474] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:02.445596] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:25:02.716314] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:02.990003] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:25:03.241433] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:03.497489] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:03.753364] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:25:04.006854] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:04.262304] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:04.262448] [INFO ] [CONFIGURE ] KSS: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T23:25:04.262490] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2533 tests [2025-11-21T23:25:04.262524] [INFO ] [CONFIGURE ] KSS: Testing feature 20/29: add_price_rejection [2025-11-21T23:25:04.262556] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T23:25:04.555072] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:04.858533] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:05.114729] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:25:05.373277] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:05.644628] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:05.931335] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:06.207993] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:06.495404] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:06.772572] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:25:07.042020] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:07.042171] [INFO ] [CONFIGURE ] KSS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:25:07.042216] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2532 tests [2025-11-21T23:25:07.042251] [INFO ] [CONFIGURE ] KSS: Testing feature 21/29: add_range_position [2025-11-21T23:25:07.042283] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T23:25:07.327601] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:07.617179] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:07.949180] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:25:08.246616] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:08.564384] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:08.876111] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:09.185347] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:09.482462] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:25:09.778518] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:10.071134] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:10.071276] [INFO ] [CONFIGURE ] KSS: DISCARDED add_range_position (score: 60.00%) [2025-11-21T23:25:10.071319] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.4s/test | Remaining: 2531 tests [2025-11-21T23:25:10.071353] [INFO ] [CONFIGURE ] KSS: Testing feature 22/29: add_realized_volatility [2025-11-21T23:25:10.071385] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T23:25:10.436531] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:10.840896] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:11.244535] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:11.619002] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:11.984428] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:12.372515] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:25:12.762101] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:13.168022] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:13.595743] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:25:14.060321] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:14.060477] [INFO ] [CONFIGURE ] KSS: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T23:25:14.060519] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2530 tests [2025-11-21T23:25:14.060552] [INFO ] [CONFIGURE ] KSS: Testing feature 23/29: add_recent_range_context [2025-11-21T23:25:14.060582] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T23:25:14.360904] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:14.670077] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:14.973775] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:25:15.284922] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:15.593203] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:25:15.884819] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:16.187124] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:16.489799] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:16.782205] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:17.120556] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:17.120866] [INFO ] [CONFIGURE ] KSS: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T23:25:17.120913] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2529 tests [2025-11-21T23:25:17.120947] [INFO ] [CONFIGURE ] KSS: Testing feature 24/29: add_rsi [2025-11-21T23:25:17.120978] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T23:25:17.456302] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:17.819085] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:18.154676] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:25:18.505016] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:18.847931] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:19.185081] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:19.556423] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:19.901197] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:25:20.275912] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:20.608506] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:20.608677] [INFO ] [CONFIGURE ] KSS: DISCARDED add_rsi (score: 70.00%) [2025-11-21T23:25:20.608723] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2528 tests [2025-11-21T23:25:20.608757] [INFO ] [CONFIGURE ] KSS: Testing feature 25/29: add_tick_distribution [2025-11-21T23:25:20.608789] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T23:25:20.898442] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:21.238996] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:21.521050] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:21.815631] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:22.102274] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:22.390479] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:22.686704] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:23.028815] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:25:23.303722] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:23.579660] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:23.579818] [INFO ] [CONFIGURE ] KSS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:25:23.579862] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2527 tests [2025-11-21T23:25:23.579896] [INFO ] [CONFIGURE ] KSS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:25:23.579928] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T23:25:23.859376] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:24.130881] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:24.404571] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:24.686691] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:24.948385] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:25.218449] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:25.501729] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:25.757326] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:26.036563] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:26.301888] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:26.302054] [INFO ] [CONFIGURE ] KSS: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:25:26.302097] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2526 tests [2025-11-21T23:25:26.302131] [INFO ] [CONFIGURE ] KSS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:25:26.302169] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-21T23:25:26.608565] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:26.919062] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:27.223957] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:27.552304] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:27.855556] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:28.160540] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:28.470120] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:28.774847] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:29.133321] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:29.449957] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:29.450109] [INFO ] [CONFIGURE ] KSS: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T23:25:29.450152] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2525 tests [2025-11-21T23:25:29.450186] [INFO ] [CONFIGURE ] KSS: Testing feature 28/29: add_volume_profile [2025-11-21T23:25:29.450217] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-21T23:25:29.745068] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:25:30.035245] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:30.342090] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:25:30.644831] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:30.934211] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:31.224590] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:31.513280] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:31.794487] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:32.121736] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:25:32.436246] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:32.436402] [INFO ] [CONFIGURE ] KSS: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:25:32.436446] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2524 tests [2025-11-21T23:25:32.436482] [INFO ] [CONFIGURE ] KSS: Testing feature 29/29: add_vwap [2025-11-21T23:25:32.436515] [INFO ] [CONFIGURE ] KSS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap'] [2025-11-21T23:25:32.732455] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:25:33.045688] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:25:33.345192] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:33.626977] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:25:33.919162] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:34.194310] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:25:34.470924] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:34.749145] [DEBUG] [FORECASTER] KSS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:25:35.058077] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:25:35.349941] [DEBUG] [FORECASTER] KSS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:25:35.350115] [INFO ] [CONFIGURE ] KSS: DISCARDED add_vwap (score: 40.00%) [2025-11-21T23:25:35.350161] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2523 tests [2025-11-21T23:25:35.350197] [INFO ] [CONFIGURE ] KSS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:25:35.350228] [INFO ] [CONFIGURE ] KSS: Best accuracy: 70.00% [2025-11-21T23:25:35.350261] [INFO ] [CONFIGURE ] KSS: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:25:35.350291] [INFO ] [CONFIGURE ] KSS: Improvement over baseline: 40.00% [2025-11-21T23:25:35.350318] [INFO ] [CONFIGURE ] KSS: Total time: 1.4 minutes [2025-11-21T23:25:35.350345] [INFO ] [CONFIGURE ] KSS: Average time per feature: 2.8 seconds [2025-11-21T23:25:35.350372] [INFO ] [CONFIGURE ] KSS: Average speed: 0.35 features/sec [2025-11-21T23:25:35.350786] [INFO ] [LOCAL ] Saved configuration for KSS: 3 features, 70.00% accuracy -> ./output/feature-sets/KSS.json [2025-11-21T23:25:35.350845] [INFO ] [CONFIGURE ] KSS: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T23:25:35.350893] [INFO ] [sig ] [6/93] Successfully configured KSS | 0.01 sym/s | Total: 7.4m | ETA: 1.8h [2025-11-21T23:25:35.350934] [INFO ] [sig ] [7/93] Configuring KT... [2025-11-21T23:25:35.350974] [INFO ] [CONFIGURE ] KT: Configurate test run. [2025-11-21T23:25:35.351016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'. [2025-11-21T23:25:35.363692] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KT'. [2025-11-21T23:25:35.364187] [INFO ] [CONFIGURE ] KT: Testing with 29 available features [2025-11-21T23:25:35.364256] [INFO ] [CONFIGURE ] KT: Establishing baseline with no features... [2025-11-21T23:25:35.541668] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:35.713370] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:35.886794] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:36.059375] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:36.237952] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:36.407683] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:25:36.576161] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:36.746500] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:36.918064] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:37.098121] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:37.098284] [INFO ] [CONFIGURE ] KT: Baseline score (no features): 50.00% [2025-11-21T23:25:37.098327] [INFO ] [CONFIGURE ] KT: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:25:37.098361] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:25:37.303624] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:37.508262] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:37.721357] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:37.950346] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:25:38.202774] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:38.422599] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:25:38.635975] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:38.844459] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:39.051727] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:39.257851] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:39.258007] [INFO ] [CONFIGURE ] KT: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T23:25:39.258052] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2522 tests [2025-11-21T23:25:39.258087] [INFO ] [CONFIGURE ] KT: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:25:39.258122] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:25:39.472442] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:39.684899] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:39.894834] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:40.109409] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:40.317511] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:40.531130] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:25:40.742424] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:40.953982] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:41.187548] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:41.409107] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:41.409268] [INFO ] [CONFIGURE ] KT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T23:25:41.409313] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2521 tests [2025-11-21T23:25:41.409349] [INFO ] [CONFIGURE ] KT: Testing feature 3/29: add_daily_returns [2025-11-21T23:25:41.409382] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns'] [2025-11-21T23:25:41.593140] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:41.781795] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:41.972736] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:42.158867] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:42.345430] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:42.530161] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:25:42.715796] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:42.900171] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:43.092743] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:43.278828] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:43.278979] [INFO ] [CONFIGURE ] KT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:25:43.279020] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2520 tests [2025-11-21T23:25:43.279053] [INFO ] [CONFIGURE ] KT: Testing feature 4/29: add_ema [2025-11-21T23:25:43.279083] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_ema'] [2025-11-21T23:25:43.503277] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:43.716495] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:43.930634] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:44.186995] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:44.459072] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:44.758813] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:25:45.013101] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:45.235215] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:45.462262] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:45.677699] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:45.677863] [INFO ] [CONFIGURE ] KT: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:25:45.677907] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2519 tests [2025-11-21T23:25:45.677941] [INFO ] [CONFIGURE ] KT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:25:45.677971] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:25:45.893440] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:46.109046] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:46.323923] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:46.546245] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:46.764513] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:25:46.979096] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:25:47.218999] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:47.441733] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:47.659156] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:47.883128] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:47.883289] [INFO ] [CONFIGURE ] KT: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T23:25:47.883334] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2518 tests [2025-11-21T23:25:47.883368] [INFO ] [CONFIGURE ] KT: Testing feature 6/29: add_failed_moves [2025-11-21T23:25:47.883399] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_failed_moves'] [2025-11-21T23:25:48.070414] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:48.257969] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:48.446490] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:48.631235] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:48.819683] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:49.008381] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:25:49.193596] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:49.376485] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:49.561076] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:49.750739] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:49.750875] [INFO ] [CONFIGURE ] KT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T23:25:49.750917] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2517 tests [2025-11-21T23:25:49.750950] [INFO ] [CONFIGURE ] KT: Testing feature 7/29: add_lag_shelf [2025-11-21T23:25:49.750980] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_lag_shelf'] [2025-11-21T23:25:49.926292] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:50.095084] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:50.263091] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:50.438181] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:50.615425] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:50.786067] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:25:50.954855] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:51.123868] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:51.313250] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:51.490511] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:51.490672] [INFO ] [CONFIGURE ] KT: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T23:25:51.490730] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2516 tests [2025-11-21T23:25:51.490765] [INFO ] [CONFIGURE ] KT: Testing feature 8/29: add_macd [2025-11-21T23:25:51.490797] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T23:25:51.762670] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:52.047828] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:52.342564] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:52.598766] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:52.858184] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:53.130239] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:25:53.418334] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:25:53.685514] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:53.991769] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:54.255050] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:54.255209] [INFO ] [CONFIGURE ] KT: DISCARDED add_macd (score: 50.00%) [2025-11-21T23:25:54.255278] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2515 tests [2025-11-21T23:25:54.255317] [INFO ] [CONFIGURE ] KT: Testing feature 9/29: add_mfi [2025-11-21T23:25:54.255347] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_mfi'] [2025-11-21T23:25:54.436712] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:54.618617] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:54.797078] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:54.983207] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:55.167218] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:55.350208] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:25:55.538218] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:55.717185] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:55.896425] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:56.080149] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:56.080309] [INFO ] [CONFIGURE ] KT: DISCARDED add_mfi (score: 40.00%) [2025-11-21T23:25:56.080355] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2514 tests [2025-11-21T23:25:56.080393] [INFO ] [CONFIGURE ] KT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:25:56.080425] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:25:56.354181] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:56.621686] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:56.887591] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:57.153508] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:57.430402] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:25:57.716957] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:25:58.016140] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:25:58.287318] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:25:58.575395] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:25:58.852954] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:25:58.853137] [INFO ] [CONFIGURE ] KT: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T23:25:58.853183] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2513 tests [2025-11-21T23:25:58.853220] [INFO ] [CONFIGURE ] KT: Testing feature 11/29: add_obv_daily [2025-11-21T23:25:58.853253] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_obv_daily'] [2025-11-21T23:25:59.041189] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:25:59.250849] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:25:59.466940] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:25:59.659585] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:25:59.881057] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:00.078928] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:00.978491] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:01.341785] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:01.553813] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:26:01.763160] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:01.763519] [INFO ] [CONFIGURE ] KT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:26:01.763563] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2512 tests [2025-11-21T23:26:01.763597] [INFO ] [CONFIGURE ] KT: Testing feature 12/29: add_obv_interval [2025-11-21T23:26:01.763627] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_obv_interval'] [2025-11-21T23:26:01.981713] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:02.170756] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:02.378929] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:02.581821] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:02.776596] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:02.971011] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:03.163533] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:03.346630] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:03.535740] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:26:03.720984] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:03.721131] [INFO ] [CONFIGURE ] KT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:26:03.721174] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2511 tests [2025-11-21T23:26:03.721207] [INFO ] [CONFIGURE ] KT: Testing feature 13/29: add_opening_strength [2025-11-21T23:26:03.721238] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:26:03.922201] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:04.125126] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:04.333261] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:04.531140] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:04.739744] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:04.943380] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:05.168182] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:05.379465] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:05.589661] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:05.810225] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:05.810369] [INFO ] [CONFIGURE ] KT: KEPT add_opening_strength (score: 60.00%) [2025-11-21T23:26:05.810413] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2510 tests [2025-11-21T23:26:05.810447] [INFO ] [CONFIGURE ] KT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:26:05.810479] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T23:26:06.057090] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:06.291184] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:06.536100] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:06.809146] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:07.070110] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:07.322285] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:07.562698] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:07.805395] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:08.047953] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:26:08.331049] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:08.331200] [INFO ] [CONFIGURE ] KT: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T23:26:08.331244] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2509 tests [2025-11-21T23:26:08.331281] [INFO ] [CONFIGURE ] KT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:26:08.331315] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T23:26:08.587373] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:08.817434] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:09.043939] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:09.265560] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:09.489502] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:09.706785] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:09.925950] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:10.162791] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:10.383630] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:10.609455] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:10.609606] [INFO ] [CONFIGURE ] KT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:26:10.609672] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2508 tests [2025-11-21T23:26:10.609712] [INFO ] [CONFIGURE ] KT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:26:10.609747] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T23:26:10.856088] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:11.097014] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:11.357269] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:11.626983] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:11.862892] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:12.099286] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:12.346634] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:12.596192] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:26:12.830726] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:13.095999] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:13.096172] [INFO ] [CONFIGURE ] KT: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T23:26:13.096219] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2507 tests [2025-11-21T23:26:13.096255] [INFO ] [CONFIGURE ] KT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:26:13.096287] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T23:26:13.329458] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:13.566756] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:13.805905] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:14.045872] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:14.280423] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:14.539372] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:14.776619] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:15.014619] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:26:15.251950] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:15.495441] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:15.495598] [INFO ] [CONFIGURE ] KT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:26:15.495661] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2506 tests [2025-11-21T23:26:15.495701] [INFO ] [CONFIGURE ] KT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:26:15.495736] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-21T23:26:15.717847] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:15.932970] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:16.150817] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:16.378059] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:16.603836] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:16.828179] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:17.056172] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:17.281922] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:17.527319] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:26:17.770354] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:17.770519] [INFO ] [CONFIGURE ] KT: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T23:26:17.770563] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2505 tests [2025-11-21T23:26:17.770599] [INFO ] [CONFIGURE ] KT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:26:17.770632] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-21T23:26:18.006683] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:18.263594] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:18.499528] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:18.743785] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:18.995076] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:19.234849] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:19.480709] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:19.724445] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:19.957734] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:20.204025] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:20.204177] [INFO ] [CONFIGURE ] KT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:26:20.204220] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2504 tests [2025-11-21T23:26:20.204254] [INFO ] [CONFIGURE ] KT: Testing feature 20/29: add_price_rejection [2025-11-21T23:26:20.204285] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-21T23:26:20.486940] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:20.749753] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:21.014913] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:21.278856] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:21.541610] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:21.815313] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:22.088567] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:22.356251] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:22.622018] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:22.878532] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:22.878726] [INFO ] [CONFIGURE ] KT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:26:22.878770] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2503 tests [2025-11-21T23:26:22.878805] [INFO ] [CONFIGURE ] KT: Testing feature 21/29: add_range_position [2025-11-21T23:26:22.878836] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-21T23:26:23.155245] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:23.472858] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:23.773621] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:24.050248] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:24.341659] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:24.620921] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:24.896853] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:25.180171] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:25.454128] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:26:25.736961] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:25.737178] [INFO ] [CONFIGURE ] KT: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:26:25.737249] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2502 tests [2025-11-21T23:26:25.737323] [INFO ] [CONFIGURE ] KT: Testing feature 22/29: add_realized_volatility [2025-11-21T23:26:25.737355] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-21T23:26:26.090204] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:26.450754] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:26.849713] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:27.199137] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:27.560183] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:27.932195] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:28.299900] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:28.653503] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:29.002208] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:29.340200] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:29.340362] [INFO ] [CONFIGURE ] KT: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T23:26:29.340406] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2501 tests [2025-11-21T23:26:29.340441] [INFO ] [CONFIGURE ] KT: Testing feature 23/29: add_recent_range_context [2025-11-21T23:26:29.340473] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-21T23:26:29.566461] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:29.811420] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:30.037960] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:30.268169] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:30.496752] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:30.724494] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:30.952513] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:31.187608] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:26:31.424761] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:26:31.662226] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:31.662415] [INFO ] [CONFIGURE ] KT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:26:31.662459] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2500 tests [2025-11-21T23:26:31.662493] [INFO ] [CONFIGURE ] KT: Testing feature 24/29: add_rsi [2025-11-21T23:26:31.662525] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-21T23:26:31.972561] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:32.259160] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:32.551567] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:32.850423] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:33.164897] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:33.453801] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:33.745295] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:34.023035] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:34.300561] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:26:34.578542] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:34.578742] [INFO ] [CONFIGURE ] KT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T23:26:34.578799] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2499 tests [2025-11-21T23:26:34.578842] [INFO ] [CONFIGURE ] KT: Testing feature 25/29: add_tick_distribution [2025-11-21T23:26:34.578881] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-21T23:26:34.824713] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:35.068039] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:35.311428] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:35.565026] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:35.823186] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:36.053162] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:36.292556] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:36.519495] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:26:36.767833] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:36.997491] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:36.997665] [INFO ] [CONFIGURE ] KT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:26:36.997712] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2498 tests [2025-11-21T23:26:36.997745] [INFO ] [CONFIGURE ] KT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:26:36.997776] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-21T23:26:37.219029] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:37.431548] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:37.646170] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:37.866291] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:38.086511] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:38.307249] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:38.548410] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:38.808699] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:26:39.040507] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:39.268476] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:39.268668] [INFO ] [CONFIGURE ] KT: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T23:26:39.268715] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2497 tests [2025-11-21T23:26:39.268749] [INFO ] [CONFIGURE ] KT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:26:39.268780] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T23:26:39.533357] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:39.804795] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:40.072028] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:26:40.338874] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:40.608190] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:40.880764] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:41.173218] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:41.466487] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:26:41.758149] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:42.053175] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:42.053336] [INFO ] [CONFIGURE ] KT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:26:42.053378] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2496 tests [2025-11-21T23:26:42.053412] [INFO ] [CONFIGURE ] KT: Testing feature 28/29: add_volume_profile [2025-11-21T23:26:42.053443] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T23:26:42.328121] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:42.613425] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:42.895133] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:26:43.180594] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:43.465989] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:43.762730] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:44.039998] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:44.335731] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:26:44.639724] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:26:44.940910] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:44.941082] [INFO ] [CONFIGURE ] KT: KEPT add_volume_profile (score: 80.00%) [2025-11-21T23:26:44.941125] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2495 tests [2025-11-21T23:26:44.941159] [INFO ] [CONFIGURE ] KT: Testing feature 29/29: add_vwap [2025-11-21T23:26:44.941193] [INFO ] [CONFIGURE ] KT: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation', 'add_volume_profile', 'add_vwap'] [2025-11-21T23:26:45.247341] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:26:45.539536] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:45.856801] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:26:46.166675] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:26:46.470337] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:46.785399] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:26:47.083195] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:47.393523] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:26:47.711916] [DEBUG] [FORECASTER] KT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:26:48.038925] [DEBUG] [FORECASTER] KT: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:48.039084] [INFO ] [CONFIGURE ] KT: DISCARDED add_vwap (score: 60.00%) [2025-11-21T23:26:48.039129] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2494 tests [2025-11-21T23:26:48.039165] [INFO ] [CONFIGURE ] KT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:26:48.039195] [INFO ] [CONFIGURE ] KT: Best accuracy: 80.00% [2025-11-21T23:26:48.039226] [INFO ] [CONFIGURE ] KT: Best feature set (4 features): ['add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T23:26:48.039254] [INFO ] [CONFIGURE ] KT: Improvement over baseline: 30.00% [2025-11-21T23:26:48.039280] [INFO ] [CONFIGURE ] KT: Total time: 1.2 minutes [2025-11-21T23:26:48.039306] [INFO ] [CONFIGURE ] KT: Average time per feature: 2.4 seconds [2025-11-21T23:26:48.039332] [INFO ] [CONFIGURE ] KT: Average speed: 0.41 features/sec [2025-11-21T23:26:48.039731] [INFO ] [LOCAL ] Saved configuration for KT: 4 features, 80.00% accuracy -> ./output/feature-sets/KT.json [2025-11-21T23:26:48.039776] [INFO ] [CONFIGURE ] KT: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-21T23:26:48.039813] [INFO ] [sig ] [7/93] Successfully configured KT | 0.01 sym/s | Total: 8.6m | ETA: 1.8h [2025-11-21T23:26:48.039844] [INFO ] [sig ] [8/93] Configuring LEN... [2025-11-21T23:26:48.039872] [INFO ] [CONFIGURE ] LEN: Configurate test run. [2025-11-21T23:26:48.039901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-11-21T23:26:48.061505] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LEN'. [2025-11-21T23:26:48.061834] [INFO ] [CONFIGURE ] LEN: Testing with 29 available features [2025-11-21T23:26:48.061882] [INFO ] [CONFIGURE ] LEN: Establishing baseline with no features... [2025-11-21T23:26:48.249267] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:26:48.432823] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:48.617829] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:26:48.808400] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:26:48.993025] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:26:49.182090] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:26:49.367081] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:49.552228] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:26:49.744146] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:26:49.939663] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:26:49.939808] [INFO ] [CONFIGURE ] LEN: Baseline score (no features): 30.00% [2025-11-21T23:26:49.939850] [INFO ] [CONFIGURE ] LEN: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:26:49.939883] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:26:50.157896] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:26:50.382594] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:50.631101] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:26:50.850563] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:26:51.079851] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:26:51.311508] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:26:51.560403] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:51.843874] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:26:52.192508] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:26:52.482591] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:26:52.482846] [INFO ] [CONFIGURE ] LEN: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T23:26:52.482909] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2493 tests [2025-11-21T23:26:52.482967] [INFO ] [CONFIGURE ] LEN: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:26:52.483032] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:26:52.735741] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:26:52.967553] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:53.198958] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:26:53.410779] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:26:53.648241] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:26:53.939147] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:26:54.156550] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:26:54.372598] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:26:54.591553] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:26:54.809659] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:26:54.809816] [INFO ] [CONFIGURE ] LEN: KEPT add_cumulative_delta (score: 50.00%) [2025-11-21T23:26:54.809862] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2492 tests [2025-11-21T23:26:54.809900] [INFO ] [CONFIGURE ] LEN: Testing feature 3/29: add_daily_returns [2025-11-21T23:26:54.809932] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T23:26:55.042499] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:26:55.277896] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:55.513528] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:26:55.754660] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:26:55.984057] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:26:56.234869] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:26:56.485147] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:56.751257] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:26:57.035750] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:26:57.286794] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:26:57.286974] [INFO ] [CONFIGURE ] LEN: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T23:26:57.287020] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2491 tests [2025-11-21T23:26:57.287094] [INFO ] [CONFIGURE ] LEN: Testing feature 4/29: add_ema [2025-11-21T23:26:57.287130] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T23:26:57.564104] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:26:57.843820] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:26:58.113038] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:26:58.391861] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:26:58.669779] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:26:58.944156] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:26:59.214976] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:26:59.491138] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:26:59.780431] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:00.074126] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:00.074285] [INFO ] [CONFIGURE ] LEN: DISCARDED add_ema (score: 30.00%) [2025-11-21T23:27:00.074328] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2490 tests [2025-11-21T23:27:00.074362] [INFO ] [CONFIGURE ] LEN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:27:00.074395] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:27:00.330693] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:01.178858] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:01.518962] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:01.796404] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:02.061108] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:02.335991] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:02.598130] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:02.863104] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:03.147127] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:03.410705] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:03.410858] [INFO ] [CONFIGURE ] LEN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T23:27:03.410903] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2489 tests [2025-11-21T23:27:03.410939] [INFO ] [CONFIGURE ] LEN: Testing feature 6/29: add_failed_moves [2025-11-21T23:27:03.410972] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T23:27:03.637561] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:03.852623] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:04.070563] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:04.295909] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:04.511568] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:04.727675] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:27:04.945029] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:05.190630] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:05.429614] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:05.668190] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:05.668371] [INFO ] [CONFIGURE ] LEN: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T23:27:05.668414] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2488 tests [2025-11-21T23:27:05.668449] [INFO ] [CONFIGURE ] LEN: Testing feature 7/29: add_lag_shelf [2025-11-21T23:27:05.668480] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T23:27:05.880430] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:06.114889] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:06.324627] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:06.540290] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:06.782276] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:06.997742] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:27:07.214122] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:07.433904] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:07.656747] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:07.875929] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:07.876093] [INFO ] [CONFIGURE ] LEN: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T23:27:07.876134] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2487 tests [2025-11-21T23:27:07.876167] [INFO ] [CONFIGURE ] LEN: Testing feature 8/29: add_macd [2025-11-21T23:27:07.876199] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T23:27:08.179475] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:08.490013] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:08.848332] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:09.227607] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:27:09.559408] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:09.895019] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:27:10.215878] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:10.526434] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:10.874757] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:11.195220] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:11.195392] [INFO ] [CONFIGURE ] LEN: DISCARDED add_macd (score: 50.00%) [2025-11-21T23:27:11.195437] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2486 tests [2025-11-21T23:27:11.195476] [INFO ] [CONFIGURE ] LEN: Testing feature 9/29: add_mfi [2025-11-21T23:27:11.195519] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T23:27:11.433163] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:11.673013] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:11.926276] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:12.194428] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:12.432440] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:12.668998] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:27:12.905204] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:13.147897] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:13.382807] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:13.617665] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:13.617836] [INFO ] [CONFIGURE ] LEN: DISCARDED add_mfi (score: 30.00%) [2025-11-21T23:27:13.617883] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2485 tests [2025-11-21T23:27:13.617917] [INFO ] [CONFIGURE ] LEN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:27:13.617948] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:27:13.934786] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:14.254492] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:14.575182] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:14.923902] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:15.272532] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:15.594310] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:27:15.919992] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:16.246860] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:16.560518] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:16.876129] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:27:16.876290] [INFO ] [CONFIGURE ] LEN: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T23:27:16.876332] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2484 tests [2025-11-21T23:27:16.876367] [INFO ] [CONFIGURE ] LEN: Testing feature 11/29: add_obv_daily [2025-11-21T23:27:16.876399] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T23:27:17.115943] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:17.352966] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:17.590461] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:17.858971] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:18.098297] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:18.342407] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:18.603695] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:18.856599] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:19.106235] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:19.365606] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:19.365793] [INFO ] [CONFIGURE ] LEN: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:27:19.365839] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2483 tests [2025-11-21T23:27:19.365874] [INFO ] [CONFIGURE ] LEN: Testing feature 12/29: add_obv_interval [2025-11-21T23:27:19.365906] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T23:27:19.597417] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:19.831348] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:20.057962] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:20.293054] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:20.524445] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:20.754559] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:21.000093] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:21.256636] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:21.487492] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:21.723352] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:27:21.723498] [INFO ] [CONFIGURE ] LEN: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:27:21.723542] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2482 tests [2025-11-21T23:27:21.723577] [INFO ] [CONFIGURE ] LEN: Testing feature 13/29: add_opening_strength [2025-11-21T23:27:21.723609] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:27:21.993252] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:22.253175] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:22.512020] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:22.803669] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:23.057580] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:23.312125] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:23.573910] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:23.856045] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:24.112967] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:24.380721] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:24.380887] [INFO ] [CONFIGURE ] LEN: KEPT add_opening_strength (score: 60.00%) [2025-11-21T23:27:24.380932] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2481 tests [2025-11-21T23:27:24.380969] [INFO ] [CONFIGURE ] LEN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:27:24.380998] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-21T23:27:24.669582] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:24.970624] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:25.262684] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:25.547088] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:25.837895] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:26.120993] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:26.414492] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:26.695113] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:27.040662] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:27.384371] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:27.384514] [INFO ] [CONFIGURE ] LEN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:27:27.384556] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2480 tests [2025-11-21T23:27:27.384597] [INFO ] [CONFIGURE ] LEN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:27:27.384629] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-21T23:27:27.659548] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:27.931963] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:28.214023] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:28.488781] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:28.763190] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:29.045287] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:29.325907] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:29.604499] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:29.891216] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:30.177032] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:30.177196] [INFO ] [CONFIGURE ] LEN: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T23:27:30.177239] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2479 tests [2025-11-21T23:27:30.177272] [INFO ] [CONFIGURE ] LEN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:27:30.177303] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-21T23:27:30.476200] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:30.784458] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:31.095721] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:31.400702] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:31.721500] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:32.003843] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:32.287423] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:32.572965] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:32.854228] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:33.181540] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:33.181732] [INFO ] [CONFIGURE ] LEN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T23:27:33.181776] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2478 tests [2025-11-21T23:27:33.181810] [INFO ] [CONFIGURE ] LEN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:27:33.181841] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T23:27:33.460544] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:33.741916] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:34.038374] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:34.324810] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:34.603797] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:34.917398] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:35.196894] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:35.484354] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:35.787081] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:36.118382] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:27:36.118531] [INFO ] [CONFIGURE ] LEN: KEPT add_pbf_return_2d (score: 70.00%) [2025-11-21T23:27:36.118574] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2477 tests [2025-11-21T23:27:36.118608] [INFO ] [CONFIGURE ] LEN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:27:36.118638] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T23:27:36.430677] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:36.732577] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:37.039269] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:37.335714] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:37.649325] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:37.957377] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:38.265328] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:38.599260] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:38.991836] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:39.432843] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:27:39.433049] [INFO ] [CONFIGURE ] LEN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:27:39.433102] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2476 tests [2025-11-21T23:27:39.433139] [INFO ] [CONFIGURE ] LEN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:27:39.433173] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T23:27:39.747343] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:40.047824] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:40.358051] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:40.642761] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:40.916445] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:41.201617] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:41.483269] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:41.762150] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:42.063919] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:42.357953] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:27:42.358092] [INFO ] [CONFIGURE ] LEN: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T23:27:42.358164] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2475 tests [2025-11-21T23:27:42.358200] [INFO ] [CONFIGURE ] LEN: Testing feature 20/29: add_price_rejection [2025-11-21T23:27:42.358231] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T23:27:42.660841] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:42.970945] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:43.271069] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:43.616108] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:43.953424] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:44.317499] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:44.639519] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:44.968290] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:45.297032] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:45.615701] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:45.615902] [INFO ] [CONFIGURE ] LEN: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T23:27:45.615947] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2474 tests [2025-11-21T23:27:45.615982] [INFO ] [CONFIGURE ] LEN: Testing feature 21/29: add_range_position [2025-11-21T23:27:45.616013] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T23:27:45.969328] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:46.299052] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:46.646838] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:46.987413] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:47.328271] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:47.673292] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:27:48.007959] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:48.344953] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:48.671206] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:27:48.997614] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:48.997802] [INFO ] [CONFIGURE ] LEN: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:27:48.997846] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2473 tests [2025-11-21T23:27:48.997881] [INFO ] [CONFIGURE ] LEN: Testing feature 22/29: add_realized_volatility [2025-11-21T23:27:48.997914] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T23:27:49.403505] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:49.818753] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:50.251102] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:50.680216] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:51.127116] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:51.606622] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:27:52.045134] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:27:52.490829] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:52.937858] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:53.405268] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:53.405471] [INFO ] [CONFIGURE ] LEN: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T23:27:53.405518] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2472 tests [2025-11-21T23:27:53.405555] [INFO ] [CONFIGURE ] LEN: Testing feature 23/29: add_recent_range_context [2025-11-21T23:27:53.405587] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T23:27:53.735037] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:54.070999] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:54.404781] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:27:54.738638] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:55.059907] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:27:55.378587] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:55.715161] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:56.039574] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:27:56.365577] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:27:56.692880] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:27:56.693031] [INFO ] [CONFIGURE ] LEN: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-21T23:27:56.693073] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2471 tests [2025-11-21T23:27:56.693108] [INFO ] [CONFIGURE ] LEN: Testing feature 24/29: add_rsi [2025-11-21T23:27:56.693140] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T23:27:57.063844] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:27:57.417977] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:27:57.768154] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:27:58.124975] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:27:58.496842] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:27:58.870285] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:27:59.243321] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:27:59.626431] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:28:00.038794] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:28:00.448150] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:28:00.448334] [INFO ] [CONFIGURE ] LEN: DISCARDED add_rsi (score: 50.00%) [2025-11-21T23:28:00.448378] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2470 tests [2025-11-21T23:28:00.448415] [INFO ] [CONFIGURE ] LEN: Testing feature 25/29: add_tick_distribution [2025-11-21T23:28:00.448448] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T23:28:01.394539] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:01.715591] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:02.042348] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:02.345354] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:28:02.658160] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:02.957968] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:28:03.292950] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:28:03.640735] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:28:03.965932] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:28:04.301813] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:28:04.301972] [INFO ] [CONFIGURE ] LEN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T23:28:04.302014] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2469 tests [2025-11-21T23:28:04.302047] [INFO ] [CONFIGURE ] LEN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:28:04.302078] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T23:28:04.620819] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:04.929081] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:05.259580] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:05.571343] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:28:05.889442] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:06.202437] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:28:06.527590] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:28:06.854604] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:28:07.180094] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:28:07.520695] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:28:07.520933] [INFO ] [CONFIGURE ] LEN: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:28:07.520988] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2468 tests [2025-11-21T23:28:07.521033] [INFO ] [CONFIGURE ] LEN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:28:07.521073] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T23:28:07.845145] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:08.162755] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:08.488777] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:08.806084] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:28:09.124402] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:28:09.428472] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:09.766182] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:28:10.076572] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:28:10.383662] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:28:10.696494] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:28:10.696678] [INFO ] [CONFIGURE ] LEN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T23:28:10.696743] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2467 tests [2025-11-21T23:28:10.696783] [INFO ] [CONFIGURE ] LEN: Testing feature 28/29: add_volume_profile [2025-11-21T23:28:10.696819] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T23:28:11.004021] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:11.318822] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:11.636408] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:11.945409] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:28:12.268736] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:28:12.582584] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:12.895261] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:28:13.218097] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:28:13.527531] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:28:13.844183] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:28:13.844355] [INFO ] [CONFIGURE ] LEN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:28:13.844401] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2466 tests [2025-11-21T23:28:13.844436] [INFO ] [CONFIGURE ] LEN: Testing feature 29/29: add_vwap [2025-11-21T23:28:13.844469] [INFO ] [CONFIGURE ] LEN: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T23:28:14.150779] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:14.461543] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:14.807292] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:15.116623] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:28:15.446991] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:28:15.794411] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:28:16.122940] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:28:16.444690] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:28:16.753835] [DEBUG] [FORECASTER] LEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:28:17.109062] [DEBUG] [FORECASTER] LEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:28:17.109233] [INFO ] [CONFIGURE ] LEN: DISCARDED add_vwap (score: 30.00%) [2025-11-21T23:28:17.109277] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2465 tests [2025-11-21T23:28:17.109314] [INFO ] [CONFIGURE ] LEN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:28:17.109345] [INFO ] [CONFIGURE ] LEN: Best accuracy: 70.00% [2025-11-21T23:28:17.109377] [INFO ] [CONFIGURE ] LEN: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-21T23:28:17.109407] [INFO ] [CONFIGURE ] LEN: Improvement over baseline: 40.00% [2025-11-21T23:28:17.109435] [INFO ] [CONFIGURE ] LEN: Total time: 1.5 minutes [2025-11-21T23:28:17.109466] [INFO ] [CONFIGURE ] LEN: Average time per feature: 3.0 seconds [2025-11-21T23:28:17.109494] [INFO ] [CONFIGURE ] LEN: Average speed: 0.33 features/sec [2025-11-21T23:28:17.109883] [INFO ] [LOCAL ] Saved configuration for LEN: 4 features, 70.00% accuracy -> ./output/feature-sets/LEN.json [2025-11-21T23:28:17.109929] [INFO ] [CONFIGURE ] LEN: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T23:28:17.109969] [INFO ] [sig ] [8/93] Successfully configured LEN | 0.01 sym/s | Total: 10.1m | ETA: 1.8h [2025-11-21T23:28:17.110002] [INFO ] [sig ] [9/93] Configuring LEO... [2025-11-21T23:28:17.110032] [INFO ] [CONFIGURE ] LEO: Configurate test run. [2025-11-21T23:28:17.110061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-11-21T23:28:17.122175] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LEO'. [2025-11-21T23:28:17.122593] [INFO ] [CONFIGURE ] LEO: Testing with 29 available features [2025-11-21T23:28:17.122667] [INFO ] [CONFIGURE ] LEO: Establishing baseline with no features... [2025-11-21T23:28:17.293725] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:28:17.466409] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:17.630267] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:17.801059] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:28:17.969781] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:18.135519] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:18.333134] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:18.500559] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:28:18.695150] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:18.867960] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:18.868108] [INFO ] [CONFIGURE ] LEO: Baseline score (no features): 60.00% [2025-11-21T23:28:18.868173] [INFO ] [CONFIGURE ] LEO: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:28:18.868206] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:28:19.072622] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:19.272983] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:19.478442] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:19.685343] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:19.895124] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:20.098680] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:20.303986] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:20.512352] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:20.716242] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:20.923598] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:20.923767] [INFO ] [CONFIGURE ] LEO: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T23:28:20.923812] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2464 tests [2025-11-21T23:28:20.923845] [INFO ] [CONFIGURE ] LEO: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:28:20.923876] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:28:21.164333] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:28:21.424789] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:21.672355] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:21.913955] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:22.151100] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:22.383909] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:22.622874] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:22.862616] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:23.098453] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:23.349793] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:23.349992] [INFO ] [CONFIGURE ] LEO: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T23:28:23.350061] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2463 tests [2025-11-21T23:28:23.350120] [INFO ] [CONFIGURE ] LEO: Testing feature 3/29: add_daily_returns [2025-11-21T23:28:23.350174] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T23:28:23.576536] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:23.802587] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:24.014820] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:24.238816] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:24.484022] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:24.697260] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:24.923190] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:28:25.136985] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:25.351956] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:25.567634] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:25.567824] [INFO ] [CONFIGURE ] LEO: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:28:25.567878] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2462 tests [2025-11-21T23:28:25.567913] [INFO ] [CONFIGURE ] LEO: Testing feature 4/29: add_ema [2025-11-21T23:28:25.567946] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T23:28:25.824913] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:26.071136] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:26.312016] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:26.564587] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:26.826228] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:27.075124] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:27.322134] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:27.572415] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:27.841875] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:28.089915] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:28.090080] [INFO ] [CONFIGURE ] LEO: DISCARDED add_ema (score: 70.00%) [2025-11-21T23:28:28.090122] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2461 tests [2025-11-21T23:28:28.090156] [INFO ] [CONFIGURE ] LEO: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:28:28.090187] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:28:28.341461] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:28:28.596053] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:28.852240] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:29.111173] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:29.367392] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:29.633209] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:29.923862] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:30.199743] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:30.487401] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:30.782031] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:30.782190] [INFO ] [CONFIGURE ] LEO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:28:30.782233] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2460 tests [2025-11-21T23:28:30.782267] [INFO ] [CONFIGURE ] LEO: Testing feature 6/29: add_failed_moves [2025-11-21T23:28:30.782297] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T23:28:31.026579] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:31.280773] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:31.554167] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:31.855982] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:32.121612] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:32.362696] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:32.570377] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:32.781711] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:32.997576] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:33.235072] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:33.235257] [INFO ] [CONFIGURE ] LEO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T23:28:33.235302] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2459 tests [2025-11-21T23:28:33.235336] [INFO ] [CONFIGURE ] LEO: Testing feature 7/29: add_lag_shelf [2025-11-21T23:28:33.235370] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T23:28:33.481102] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:28:33.689488] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:33.912369] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:34.123444] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:34.325289] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:28:34.523550] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:34.748444] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:34.950863] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:35.144935] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:35.343985] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:35.344144] [INFO ] [CONFIGURE ] LEO: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T23:28:35.344201] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2458 tests [2025-11-21T23:28:35.344237] [INFO ] [CONFIGURE ] LEO: Testing feature 8/29: add_macd [2025-11-21T23:28:35.344300] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T23:28:35.639427] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:35.940171] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:36.229174] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:36.550447] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:36.834412] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:37.134709] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:37.426023] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:28:37.723077] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:38.057331] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:38.361384] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:38.361572] [INFO ] [CONFIGURE ] LEO: DISCARDED add_macd (score: 60.00%) [2025-11-21T23:28:38.361617] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2457 tests [2025-11-21T23:28:38.361684] [INFO ] [CONFIGURE ] LEO: Testing feature 9/29: add_mfi [2025-11-21T23:28:38.361725] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T23:28:38.595220] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:38.830673] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:39.051515] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:39.268491] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:39.485857] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:39.713105] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:39.978252] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:40.189508] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:40.412560] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:40.639536] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:40.639748] [INFO ] [CONFIGURE ] LEO: DISCARDED add_mfi (score: 70.00%) [2025-11-21T23:28:40.639798] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2456 tests [2025-11-21T23:28:40.639834] [INFO ] [CONFIGURE ] LEO: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:28:40.639865] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:28:40.963867] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:41.291219] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:41.605156] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:41.928034] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:42.215289] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:42.514433] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:42.812726] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:43.106575] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:43.398422] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:43.701214] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:43.701367] [INFO ] [CONFIGURE ] LEO: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T23:28:43.701411] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2455 tests [2025-11-21T23:28:43.701447] [INFO ] [CONFIGURE ] LEO: Testing feature 11/29: add_obv_daily [2025-11-21T23:28:43.701479] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T23:28:43.925028] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:28:44.140257] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:44.360727] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:44.574294] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:28:44.790398] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:45.017251] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:45.232145] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:45.462383] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:45.687084] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:45.961101] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:45.961238] [INFO ] [CONFIGURE ] LEO: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T23:28:45.961282] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2454 tests [2025-11-21T23:28:45.961315] [INFO ] [CONFIGURE ] LEO: Testing feature 12/29: add_obv_interval [2025-11-21T23:28:45.961344] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T23:28:46.198439] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:28:46.429580] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:46.667326] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:46.900406] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:47.136034] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:47.369767] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:47.605504] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:47.844775] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:28:48.076056] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:48.314624] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:28:48.314784] [INFO ] [CONFIGURE ] LEO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:28:48.315830] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2453 tests [2025-11-21T23:28:48.315873] [INFO ] [CONFIGURE ] LEO: Testing feature 13/29: add_opening_strength [2025-11-21T23:28:48.315908] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:28:48.588102] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:48.838729] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:49.124720] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:49.372311] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:49.622779] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:49.880442] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:50.132690] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:50.383530] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:50.654415] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:50.930469] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:50.930621] [INFO ] [CONFIGURE ] LEO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T23:28:50.930684] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2452 tests [2025-11-21T23:28:50.930720] [INFO ] [CONFIGURE ] LEO: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:28:50.930775] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T23:28:51.174457] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:51.412708] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:51.690443] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:51.948760] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:52.179290] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:52.412924] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:52.646855] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:52.878354] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:53.114624] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:53.348431] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:53.348590] [INFO ] [CONFIGURE ] LEO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T23:28:53.348634] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2451 tests [2025-11-21T23:28:53.348692] [INFO ] [CONFIGURE ] LEO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:28:53.348726] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T23:28:53.550883] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:53.755911] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:53.964297] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:28:54.169211] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:54.375778] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:54.579937] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:54.785729] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:54.992574] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:55.202325] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:55.411624] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:28:55.411799] [INFO ] [CONFIGURE ] LEO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T23:28:55.411843] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2450 tests [2025-11-21T23:28:55.411880] [INFO ] [CONFIGURE ] LEO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:28:55.411912] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T23:28:55.641014] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:55.866000] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:56.098986] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:56.334548] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:56.574938] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:28:56.812800] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:57.051486] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:28:57.290161] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:28:57.531253] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:28:57.780227] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:28:57.780413] [INFO ] [CONFIGURE ] LEO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T23:28:57.780459] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2449 tests [2025-11-21T23:28:57.780493] [INFO ] [CONFIGURE ] LEO: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:28:57.780524] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T23:28:58.021404] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:28:58.259466] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:28:58.499383] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:28:58.741385] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:28:58.975791] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:28:59.211406] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:28:59.452355] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:28:59.687347] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:28:59.926357] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:00.173463] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:00.173682] [INFO ] [CONFIGURE ] LEO: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T23:29:00.173729] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2448 tests [2025-11-21T23:29:00.173773] [INFO ] [CONFIGURE ] LEO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:29:00.173805] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T23:29:00.429486] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:01.228893] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:01.491554] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:01.707384] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:01.924487] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:02.141562] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:02.357363] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:02.575260] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:29:02.789542] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:03.003016] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:03.003164] [INFO ] [CONFIGURE ] LEO: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:29:03.003206] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2447 tests [2025-11-21T23:29:03.003240] [INFO ] [CONFIGURE ] LEO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:29:03.003270] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T23:29:03.214049] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:03.425978] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:03.640464] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:29:03.860251] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:04.073523] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:04.292314] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:04.505339] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:04.720953] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:04.932441] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:05.161170] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:05.161310] [INFO ] [CONFIGURE ] LEO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T23:29:05.161354] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2446 tests [2025-11-21T23:29:05.161390] [INFO ] [CONFIGURE ] LEO: Testing feature 20/29: add_price_rejection [2025-11-21T23:29:05.161420] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T23:29:05.389804] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:05.619452] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:05.851911] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:06.086913] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:06.328466] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:06.570875] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:06.824767] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:07.065233] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:29:07.297083] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:07.554215] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:07.554393] [INFO ] [CONFIGURE ] LEO: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T23:29:07.554436] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2445 tests [2025-11-21T23:29:07.554472] [INFO ] [CONFIGURE ] LEO: Testing feature 21/29: add_range_position [2025-11-21T23:29:07.554504] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T23:29:07.815285] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:08.076295] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:08.341903] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:29:08.602705] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:08.851122] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:09.107285] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:09.344830] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:09.599575] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:29:09.891746] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:10.196846] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:10.197031] [INFO ] [CONFIGURE ] LEO: DISCARDED add_range_position (score: 50.00%) [2025-11-21T23:29:10.197073] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2444 tests [2025-11-21T23:29:10.197107] [INFO ] [CONFIGURE ] LEO: Testing feature 22/29: add_realized_volatility [2025-11-21T23:29:10.197139] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T23:29:10.541142] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:10.902482] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:11.252482] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:29:11.613126] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:11.959961] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:12.301813] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:12.644521] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:12.982873] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:13.361956] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:13.704113] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:13.704279] [INFO ] [CONFIGURE ] LEO: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T23:29:13.704331] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2443 tests [2025-11-21T23:29:13.704365] [INFO ] [CONFIGURE ] LEO: Testing feature 23/29: add_recent_range_context [2025-11-21T23:29:13.704397] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T23:29:13.945960] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:14.175530] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:14.405101] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:14.640378] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:14.870913] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:15.110601] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:15.343503] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:15.580221] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:29:15.843196] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:16.086876] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:29:16.087058] [INFO ] [CONFIGURE ] LEO: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:29:16.087104] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2442 tests [2025-11-21T23:29:16.087142] [INFO ] [CONFIGURE ] LEO: Testing feature 24/29: add_rsi [2025-11-21T23:29:16.087175] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T23:29:16.418629] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:16.706847] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:17.002097] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:17.303289] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:17.600564] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:17.893291] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:18.197194] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:18.482302] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:18.869846] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:19.257362] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:19.257534] [INFO ] [CONFIGURE ] LEO: KEPT add_rsi (score: 80.00%) [2025-11-21T23:29:19.257580] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2441 tests [2025-11-21T23:29:19.257620] [INFO ] [CONFIGURE ] LEO: Testing feature 25/29: add_tick_distribution [2025-11-21T23:29:19.257673] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_tick_distribution'] [2025-11-21T23:29:19.530564] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:19.794622] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:20.051886] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:20.352428] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:20.632513] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:20.892958] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:21.169621] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:21.446301] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:21.737045] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:22.047037] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:22.047197] [INFO ] [CONFIGURE ] LEO: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T23:29:22.047241] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2440 tests [2025-11-21T23:29:22.047277] [INFO ] [CONFIGURE ] LEO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:29:22.047310] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation'] [2025-11-21T23:29:22.373982] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:22.683162] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:22.995913] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:23.294684] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:23.626054] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:23.951173] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:24.231127] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:24.532368] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:24.834504] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:25.161387] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:29:25.161536] [INFO ] [CONFIGURE ] LEO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T23:29:25.161580] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2439 tests [2025-11-21T23:29:25.161659] [INFO ] [CONFIGURE ] LEO: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:29:25.161700] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_price_divergence'] [2025-11-21T23:29:25.509994] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:25.830906] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:26.163122] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:26.477960] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:26.808046] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:27.125127] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:27.444243] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:27.781304] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:29:28.125584] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:28.490629] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:28.490841] [INFO ] [CONFIGURE ] LEO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T23:29:28.490889] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2438 tests [2025-11-21T23:29:28.490925] [INFO ] [CONFIGURE ] LEO: Testing feature 28/29: add_volume_profile [2025-11-21T23:29:28.490957] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_volume_profile'] [2025-11-21T23:29:28.766066] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:29.054258] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:29.331194] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:29.615216] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:29.897722] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:30.202934] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:30.536681] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:30.824723] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:31.130639] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:31.467354] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:31.467491] [INFO ] [CONFIGURE ] LEO: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T23:29:31.467536] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2437 tests [2025-11-21T23:29:31.467570] [INFO ] [CONFIGURE ] LEO: Testing feature 29/29: add_vwap [2025-11-21T23:29:31.467602] [INFO ] [CONFIGURE ] LEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi', 'add_vwap'] [2025-11-21T23:29:31.813499] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:32.118912] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:32.412158] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:32.705636] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:29:33.002588] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:29:33.315741] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:33.609497] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:33.921321] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:34.234545] [DEBUG] [FORECASTER] LEO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:29:34.569349] [DEBUG] [FORECASTER] LEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:29:34.569503] [INFO ] [CONFIGURE ] LEO: DISCARDED add_vwap (score: 80.00%) [2025-11-21T23:29:34.569545] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2436 tests [2025-11-21T23:29:34.569579] [INFO ] [CONFIGURE ] LEO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:29:34.569608] [INFO ] [CONFIGURE ] LEO: Best accuracy: 80.00% [2025-11-21T23:29:34.569637] [INFO ] [CONFIGURE ] LEO: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T23:29:34.569695] [INFO ] [CONFIGURE ] LEO: Improvement over baseline: 20.00% [2025-11-21T23:29:34.569721] [INFO ] [CONFIGURE ] LEO: Total time: 1.3 minutes [2025-11-21T23:29:34.569747] [INFO ] [CONFIGURE ] LEO: Average time per feature: 2.6 seconds [2025-11-21T23:29:34.569773] [INFO ] [CONFIGURE ] LEO: Average speed: 0.38 features/sec [2025-11-21T23:29:34.570088] [INFO ] [LOCAL ] Saved configuration for LEO: 3 features, 80.00% accuracy -> ./output/feature-sets/LEO.json [2025-11-21T23:29:34.570133] [INFO ] [CONFIGURE ] LEO: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T23:29:34.570172] [INFO ] [sig ] [9/93] Successfully configured LEO | 0.01 sym/s | Total: 11.4m | ETA: 1.8h [2025-11-21T23:29:34.570202] [INFO ] [sig ] [10/93] Configuring LEVI... [2025-11-21T23:29:34.570229] [INFO ] [CONFIGURE ] LEVI: Configurate test run. [2025-11-21T23:29:34.570257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-11-21T23:29:34.582849] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LEVI'. [2025-11-21T23:29:34.583151] [INFO ] [CONFIGURE ] LEVI: Testing with 29 available features [2025-11-21T23:29:34.583198] [INFO ] [CONFIGURE ] LEVI: Establishing baseline with no features... [2025-11-21T23:29:34.773279] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:34.973794] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:29:35.161412] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:35.363728] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:29:35.576443] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:35.786401] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:36.000983] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:36.191003] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:36.393870] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:29:36.587194] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:36.587329] [INFO ] [CONFIGURE ] LEVI: Baseline score (no features): 70.00% [2025-11-21T23:29:36.587370] [INFO ] [CONFIGURE ] LEVI: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:29:36.587401] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:29:36.814909] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:37.076824] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:29:37.336342] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:37.591780] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:29:37.827525] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:38.064497] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:38.299451] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:38.546077] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:38.778494] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:29:38.981852] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:38.982012] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T23:29:38.982056] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2435 tests [2025-11-21T23:29:38.982091] [INFO ] [CONFIGURE ] LEVI: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:29:38.982125] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:29:39.184355] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:39.384856] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:39.593725] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:39.802736] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:29:40.007355] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:29:40.221525] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:40.443796] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:40.652123] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:40.859446] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:29:41.093629] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:41.093802] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:29:41.093844] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2434 tests [2025-11-21T23:29:41.093876] [INFO ] [CONFIGURE ] LEVI: Testing feature 3/29: add_daily_returns [2025-11-21T23:29:41.093907] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns'] [2025-11-21T23:29:41.299493] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:41.501155] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:41.702897] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:41.914258] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:29:42.119700] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:42.324849] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:42.536066] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:42.744338] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:42.955565] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:29:43.164487] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:43.164631] [INFO ] [CONFIGURE ] LEVI: KEPT add_daily_returns (score: 80.00%) [2025-11-21T23:29:43.164720] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2433 tests [2025-11-21T23:29:43.164758] [INFO ] [CONFIGURE ] LEVI: Testing feature 4/29: add_ema [2025-11-21T23:29:43.164792] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T23:29:43.404326] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:43.669882] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:43.929401] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:44.178675] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:29:44.459162] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:44.699450] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:44.937743] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:45.182072] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:45.429810] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:29:45.674806] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:45.674950] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:29:45.674995] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2432 tests [2025-11-21T23:29:45.675029] [INFO ] [CONFIGURE ] LEVI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:29:45.675060] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:29:45.921917] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:46.187087] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:46.432865] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:46.714010] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:29:46.955018] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:47.199668] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:47.452144] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:47.684922] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:47.926453] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:29:48.178254] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:48.178419] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:29:48.178467] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2431 tests [2025-11-21T23:29:48.178502] [INFO ] [CONFIGURE ] LEVI: Testing feature 6/29: add_failed_moves [2025-11-21T23:29:48.178535] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T23:29:48.379727] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:48.576016] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:48.772341] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:48.967092] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:29:49.187273] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:49.391473] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:49.594016] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:49.791850] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:49.992561] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:29:50.188836] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:50.188983] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T23:29:50.189025] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2430 tests [2025-11-21T23:29:50.189058] [INFO ] [CONFIGURE ] LEVI: Testing feature 7/29: add_lag_shelf [2025-11-21T23:29:50.189088] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T23:29:50.371616] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:50.562271] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:50.745069] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:50.930231] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:29:51.112078] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:51.297904] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:29:51.486875] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:51.672111] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:51.858918] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:29:52.043629] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:52.043789] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T23:29:52.043831] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2429 tests [2025-11-21T23:29:52.043864] [INFO ] [CONFIGURE ] LEVI: Testing feature 8/29: add_macd [2025-11-21T23:29:52.043896] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T23:29:52.318331] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:29:52.611845] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:52.882891] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:53.165963] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:29:53.442708] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:53.716220] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:54.009309] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:54.297417] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:54.573629] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:29:54.854916] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:54.855109] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_macd (score: 70.00%) [2025-11-21T23:29:54.855153] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2428 tests [2025-11-21T23:29:54.855189] [INFO ] [CONFIGURE ] LEVI: Testing feature 9/29: add_mfi [2025-11-21T23:29:54.855222] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T23:29:55.054031] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:55.244077] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:55.446844] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:55.650118] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:29:55.854237] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:56.058455] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:56.270315] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:56.481300] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:56.682446] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:29:56.885078] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:29:56.885277] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:29:56.885321] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2427 tests [2025-11-21T23:29:56.885359] [INFO ] [CONFIGURE ] LEVI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:29:56.885394] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:29:57.216006] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:29:57.519757] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:29:57.822743] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:29:58.132616] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:29:58.437716] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:29:58.787219] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:29:59.097011] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:29:59.398013] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:29:59.713504] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:30:00.016719] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:00.016919] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:30:00.016961] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2426 tests [2025-11-21T23:30:00.016995] [INFO ] [CONFIGURE ] LEVI: Testing feature 11/29: add_obv_daily [2025-11-21T23:30:00.017082] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T23:30:00.252913] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:30:01.232795] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:01.624752] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:01.881882] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:02.174664] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:02.400319] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:02.641029] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:02.875710] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:03.113719] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:03.360720] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:03.360873] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T23:30:03.360917] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2425 tests [2025-11-21T23:30:03.360959] [INFO ] [CONFIGURE ] LEVI: Testing feature 12/29: add_obv_interval [2025-11-21T23:30:03.361006] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T23:30:03.576540] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:03.789961] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:04.004491] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:04.243673] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:04.455374] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:04.666116] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:04.901953] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:05.121808] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:05.343223] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:05.556205] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:05.556369] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T23:30:05.556414] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2424 tests [2025-11-21T23:30:05.556449] [INFO ] [CONFIGURE ] LEVI: Testing feature 13/29: add_opening_strength [2025-11-21T23:30:05.556481] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:30:05.777855] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:30:05.994199] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:06.215080] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:06.435408] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:06.661093] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:06.889599] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:07.111137] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:07.367065] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:07.591706] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:07.844544] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:07.844725] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T23:30:07.844772] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2423 tests [2025-11-21T23:30:07.844809] [INFO ] [CONFIGURE ] LEVI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:30:07.844844] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T23:30:08.077404] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:30:08.320052] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:08.546524] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:30:08.766877] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:08.992206] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:09.228600] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:09.455925] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:09.702731] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:09.947245] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:10.192681] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:10.192855] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T23:30:10.192902] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2422 tests [2025-11-21T23:30:10.192946] [INFO ] [CONFIGURE ] LEVI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:30:10.192981] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T23:30:10.411364] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:10.628571] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:10.870800] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:11.092495] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:11.312893] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:11.533445] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:11.752828] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:30:11.976476] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:12.195508] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:30:12.421937] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:12.422442] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T23:30:12.422489] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2421 tests [2025-11-21T23:30:12.422523] [INFO ] [CONFIGURE ] LEVI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:30:12.422556] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T23:30:12.662145] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:12.898028] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:13.134735] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:13.395073] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:13.633577] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:13.893292] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:30:14.114699] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:14.363026] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:14.614696] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:14.859488] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:14.859692] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T23:30:14.859740] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2420 tests [2025-11-21T23:30:14.859775] [INFO ] [CONFIGURE ] LEVI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:30:14.859808] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T23:30:15.103125] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:15.351767] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:15.613956] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:15.854415] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:16.096122] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:16.372801] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:16.616349] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:16.861705] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:17.104414] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:17.337626] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:17.337804] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T23:30:17.337847] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2419 tests [2025-11-21T23:30:17.337881] [INFO ] [CONFIGURE ] LEVI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:30:17.337911] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T23:30:17.543586] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:30:17.756427] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:17.980880] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:18.195951] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:18.395614] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:18.610246] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:18.829545] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:30:19.046237] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:19.265237] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:19.504946] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:19.505105] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:30:19.505151] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2418 tests [2025-11-21T23:30:19.505187] [INFO ] [CONFIGURE ] LEVI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:30:19.505218] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T23:30:19.719753] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:19.935574] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:20.151406] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:20.374817] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:20.600270] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:20.812984] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:30:21.008436] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:21.201814] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:21.389022] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:21.577459] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:21.577611] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T23:30:21.577673] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2417 tests [2025-11-21T23:30:21.577710] [INFO ] [CONFIGURE ] LEVI: Testing feature 20/29: add_price_rejection [2025-11-21T23:30:21.577740] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T23:30:21.790081] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:22.016577] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:22.232609] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:30:22.465589] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:22.680117] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:22.888921] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:23.103290] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:30:23.322960] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:23.545993] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:23.757547] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:23.757722] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:30:23.757766] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2416 tests [2025-11-21T23:30:23.757801] [INFO ] [CONFIGURE ] LEVI: Testing feature 21/29: add_range_position [2025-11-21T23:30:23.757832] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T23:30:23.983283] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:24.210738] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:24.438034] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:24.673325] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:24.905460] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:25.156053] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:25.427888] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:25.719774] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:26.111092] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:26.384968] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:26.385158] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_range_position (score: 80.00%) [2025-11-21T23:30:26.385210] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2415 tests [2025-11-21T23:30:26.385248] [INFO ] [CONFIGURE ] LEVI: Testing feature 22/29: add_realized_volatility [2025-11-21T23:30:26.385303] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T23:30:26.711061] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:27.015374] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:27.312446] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:27.613520] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:27.921195] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:28.223201] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:28.547509] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:28.846833] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:30:29.174478] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:29.461807] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:29.461959] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T23:30:29.462002] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2414 tests [2025-11-21T23:30:29.462036] [INFO ] [CONFIGURE ] LEVI: Testing feature 23/29: add_recent_range_context [2025-11-21T23:30:29.462067] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T23:30:29.657208] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:29.857973] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:30.056237] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:30.254232] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:30.451813] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:30.655820] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:30.859558] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:31.059377] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:31.255636] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:31.486617] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:31.486842] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:30:31.486887] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2413 tests [2025-11-21T23:30:31.486923] [INFO ] [CONFIGURE ] LEVI: Testing feature 24/29: add_rsi [2025-11-21T23:30:31.486955] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T23:30:31.730165] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:31.980864] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:32.229785] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:32.505423] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:32.760826] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:33.015206] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:33.264740] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:33.514792] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:33.773270] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:30:34.036499] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:34.036675] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T23:30:34.036721] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2412 tests [2025-11-21T23:30:34.036772] [INFO ] [CONFIGURE ] LEVI: Testing feature 25/29: add_tick_distribution [2025-11-21T23:30:34.036805] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T23:30:34.232540] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:34.430047] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:34.633310] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:34.850983] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:35.049217] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:35.245885] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:35.446765] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:35.653584] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:35.857107] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:36.056233] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:36.056385] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:30:36.056445] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2411 tests [2025-11-21T23:30:36.056482] [INFO ] [CONFIGURE ] LEVI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:30:36.056516] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T23:30:36.258345] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:36.460548] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:36.667379] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:36.881796] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:37.092212] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:37.303899] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:37.525077] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:37.726225] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:37.929244] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:30:38.153309] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:38.153458] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T23:30:38.153502] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2410 tests [2025-11-21T23:30:38.153537] [INFO ] [CONFIGURE ] LEVI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:30:38.153568] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T23:30:38.368893] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:30:38.588054] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:38.812688] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:39.031298] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:39.248604] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:39.475549] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:39.696980] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:30:39.939526] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:40.163209] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:40.388600] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:40.388770] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T23:30:40.388814] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2409 tests [2025-11-21T23:30:40.388847] [INFO ] [CONFIGURE ] LEVI: Testing feature 28/29: add_volume_profile [2025-11-21T23:30:40.388880] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T23:30:40.615150] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:40.829849] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:41.043592] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:41.259782] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:41.472414] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:41.701923] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:41.936366] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:42.166103] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:42.396798] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:42.635933] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:42.636081] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:30:42.636126] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2408 tests [2025-11-21T23:30:42.636161] [INFO ] [CONFIGURE ] LEVI: Testing feature 29/29: add_vwap [2025-11-21T23:30:42.636194] [INFO ] [CONFIGURE ] LEVI: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T23:30:42.865528] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:30:43.097197] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:43.333008] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:30:43.595509] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:43.829889] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:44.066548] [DEBUG] [FORECASTER] LEVI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:30:44.326050] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:30:44.571792] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:30:44.812811] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:30:45.052020] [DEBUG] [FORECASTER] LEVI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:30:45.052167] [INFO ] [CONFIGURE ] LEVI: DISCARDED add_vwap (score: 80.00%) [2025-11-21T23:30:45.052211] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2407 tests [2025-11-21T23:30:45.052266] [INFO ] [CONFIGURE ] LEVI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:30:45.052300] [INFO ] [CONFIGURE ] LEVI: Best accuracy: 80.00% [2025-11-21T23:30:45.052331] [INFO ] [CONFIGURE ] LEVI: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T23:30:45.052359] [INFO ] [CONFIGURE ] LEVI: Improvement over baseline: 10.00% [2025-11-21T23:30:45.052385] [INFO ] [CONFIGURE ] LEVI: Total time: 1.1 minutes [2025-11-21T23:30:45.052774] [INFO ] [CONFIGURE ] LEVI: Average time per feature: 2.4 seconds [2025-11-21T23:30:45.052807] [INFO ] [CONFIGURE ] LEVI: Average speed: 0.42 features/sec [2025-11-21T23:30:45.053158] [INFO ] [LOCAL ] Saved configuration for LEVI: 1 features, 80.00% accuracy -> ./output/feature-sets/LEVI.json [2025-11-21T23:30:45.053202] [INFO ] [CONFIGURE ] LEVI: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-21T23:30:45.053238] [INFO ] [sig ] [10/93] Successfully configured LEVI | 0.01 sym/s | Total: 12.5m | ETA: 1.7h [2025-11-21T23:30:45.053269] [INFO ] [sig ] [11/93] Configuring LFT... [2025-11-21T23:30:45.053297] [INFO ] [CONFIGURE ] LFT: Configurate test run. [2025-11-21T23:30:45.053326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'. [2025-11-21T23:30:45.065449] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LFT'. [2025-11-21T23:30:45.065760] [INFO ] [CONFIGURE ] LFT: Testing with 29 available features [2025-11-21T23:30:45.065809] [INFO ] [CONFIGURE ] LFT: Establishing baseline with no features... [2025-11-21T23:30:45.252933] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:45.453195] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:45.653225] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:30:45.851902] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:46.046051] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:30:46.232106] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:30:46.422537] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:30:46.654545] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:30:46.842563] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:30:47.030692] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:30:47.030833] [INFO ] [CONFIGURE ] LFT: Baseline score (no features): 20.00% [2025-11-21T23:30:47.030873] [INFO ] [CONFIGURE ] LFT: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:30:47.030905] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:30:47.278562] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:47.504725] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:47.731845] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:30:47.957017] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:48.199347] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:30:48.450238] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:30:48.678347] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:30:48.907088] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:30:49.140079] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:30:49.366691] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:30:49.366859] [INFO ] [CONFIGURE ] LFT: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-21T23:30:49.366902] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2406 tests [2025-11-21T23:30:49.366936] [INFO ] [CONFIGURE ] LFT: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:30:49.366967] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:30:49.620918] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:49.854431] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:50.094245] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:30:50.362821] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:30:50.591903] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:30:50.819858] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:30:51.155565] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:30:51.385829] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:30:51.629306] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:30:51.864349] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:30:51.864501] [INFO ] [CONFIGURE ] LFT: KEPT add_cumulative_delta (score: 30.00%) [2025-11-21T23:30:51.864542] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2405 tests [2025-11-21T23:30:51.864575] [INFO ] [CONFIGURE ] LFT: Testing feature 3/29: add_daily_returns [2025-11-21T23:30:51.864605] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T23:30:52.105995] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:52.344292] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:30:52.587977] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:30:52.824104] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:53.079463] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:30:53.343763] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:30:53.591576] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:30:53.817436] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:30:54.055408] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:30:54.290787] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:30:54.290976] [INFO ] [CONFIGURE ] LFT: KEPT add_daily_returns (score: 40.00%) [2025-11-21T23:30:54.291021] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2404 tests [2025-11-21T23:30:54.291060] [INFO ] [CONFIGURE ] LFT: Testing feature 4/29: add_ema [2025-11-21T23:30:54.291091] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-21T23:30:54.553422] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:54.803622] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:55.045821] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:30:55.300134] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:55.546970] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:55.789595] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:30:56.066297] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:30:56.356505] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:30:56.606773] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:30:56.860045] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:30:56.860206] [INFO ] [CONFIGURE ] LFT: KEPT add_ema (score: 60.00%) [2025-11-21T23:30:56.860249] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2403 tests [2025-11-21T23:30:56.860284] [INFO ] [CONFIGURE ] LFT: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:30:56.860315] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:30:57.163725] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:30:57.450968] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:30:57.738275] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:30:58.068021] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:30:58.361725] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:30:58.664530] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:30:58.993577] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:30:59.311770] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:30:59.628662] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:30:59.946329] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:30:59.946488] [INFO ] [CONFIGURE ] LFT: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:30:59.946531] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2402 tests [2025-11-21T23:30:59.946565] [INFO ] [CONFIGURE ] LFT: Testing feature 6/29: add_failed_moves [2025-11-21T23:30:59.946595] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T23:31:00.275599] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:00.562024] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:01.559799] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:01.950786] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:02.240331] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:02.539793] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:02.851484] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:03.156032] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:03.471809] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:03.776499] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:03.776686] [INFO ] [CONFIGURE ] LFT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:31:03.776755] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2401 tests [2025-11-21T23:31:03.776795] [INFO ] [CONFIGURE ] LFT: Testing feature 7/29: add_lag_shelf [2025-11-21T23:31:03.776829] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T23:31:04.071579] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:04.365790] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:04.647961] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:04.931175] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:05.226785] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:05.545993] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:05.838991] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:06.132866] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:06.410968] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:06.702782] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:06.702962] [INFO ] [CONFIGURE ] LFT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:31:06.703005] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2400 tests [2025-11-21T23:31:06.703039] [INFO ] [CONFIGURE ] LFT: Testing feature 8/29: add_macd [2025-11-21T23:31:06.703071] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T23:31:07.076621] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:07.456632] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:07.861829] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:08.266180] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:08.691364] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:09.071082] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:09.456112] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:09.845779] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:10.230376] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:10.625407] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:10.625576] [INFO ] [CONFIGURE ] LFT: DISCARDED add_macd (score: 60.00%) [2025-11-21T23:31:10.625621] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2399 tests [2025-11-21T23:31:10.625677] [INFO ] [CONFIGURE ] LFT: Testing feature 9/29: add_mfi [2025-11-21T23:31:10.625712] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T23:31:10.960185] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:11.278038] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:31:11.641816] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:11.925488] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:12.252200] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:12.571864] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:12.965758] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:13.407349] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:13.736330] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:14.043839] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:14.044029] [INFO ] [CONFIGURE ] LFT: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:31:14.044077] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2398 tests [2025-11-21T23:31:14.044118] [INFO ] [CONFIGURE ] LFT: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:31:14.044161] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:31:14.434478] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:14.814736] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:15.208387] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:15.605263] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:16.000062] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:16.385548] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:16.763524] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:17.153632] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:17.525204] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:17.894935] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:17.895090] [INFO ] [CONFIGURE ] LFT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:31:17.895133] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.5s/test | Remaining: 2397 tests [2025-11-21T23:31:17.895170] [INFO ] [CONFIGURE ] LFT: Testing feature 11/29: add_obv_daily [2025-11-21T23:31:17.895203] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-21T23:31:18.191761] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:18.481357] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:31:18.787528] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:19.080398] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:19.369394] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:19.653166] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:19.961478] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:20.251076] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:20.537635] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:20.820849] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:20.821042] [INFO ] [CONFIGURE ] LFT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:31:20.821088] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2396 tests [2025-11-21T23:31:20.821122] [INFO ] [CONFIGURE ] LFT: Testing feature 12/29: add_obv_interval [2025-11-21T23:31:20.821154] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-21T23:31:21.110308] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:21.398346] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:31:21.675066] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:21.949634] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:22.221317] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:22.490607] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:22.770725] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:23.046818] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:23.324034] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:23.631760] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:23.631909] [INFO ] [CONFIGURE ] LFT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:31:23.631951] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2395 tests [2025-11-21T23:31:23.631986] [INFO ] [CONFIGURE ] LFT: Testing feature 13/29: add_opening_strength [2025-11-21T23:31:23.632017] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-21T23:31:23.931339] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:24.223052] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:31:24.512301] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:31:24.806332] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:25.097831] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:25.384198] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:25.667665] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:26.020718] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:31:26.338461] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:26.681229] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:26.681441] [INFO ] [CONFIGURE ] LFT: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:31:26.681494] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2394 tests [2025-11-21T23:31:26.681531] [INFO ] [CONFIGURE ] LFT: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:31:26.681563] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T23:31:26.995838] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:27.296572] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:31:27.629211] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:27.950030] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:28.272276] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:28.588353] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:28.898045] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:29.209993] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:29.518836] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:29.834282] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:29.834458] [INFO ] [CONFIGURE ] LFT: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:31:29.834504] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2393 tests [2025-11-21T23:31:29.834536] [INFO ] [CONFIGURE ] LFT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:31:29.834569] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T23:31:30.130258] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:30.432187] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:31:30.739283] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:31.079751] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:31.401421] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:31.732577] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:32.067013] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:32.373680] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:32.679364] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:32.957090] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:32.957246] [INFO ] [CONFIGURE ] LFT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:31:32.957298] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2392 tests [2025-11-21T23:31:32.957338] [INFO ] [CONFIGURE ] LFT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:31:32.957377] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T23:31:33.241855] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:33.525312] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:33.810905] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:34.098783] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:34.412215] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:34.702710] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:34.989994] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:35.279156] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:35.568880] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:31:35.888666] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:35.888828] [INFO ] [CONFIGURE ] LFT: KEPT add_pbf_overnight_gap (score: 70.00%) [2025-11-21T23:31:35.888905] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2391 tests [2025-11-21T23:31:35.888949] [INFO ] [CONFIGURE ] LFT: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:31:35.888983] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T23:31:36.208459] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:36.549169] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:36.863425] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:37.207507] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:37.543921] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:37.858802] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:38.201088] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:38.511975] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:38.874804] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:31:39.192843] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:39.193017] [INFO ] [CONFIGURE ] LFT: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T23:31:39.193061] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2390 tests [2025-11-21T23:31:39.193096] [INFO ] [CONFIGURE ] LFT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:31:39.193127] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T23:31:39.490904] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:39.798399] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:40.093569] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:31:40.383743] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:40.675386] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:40.960087] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:41.259803] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:41.545585] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:41.863951] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:42.156771] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:42.156948] [INFO ] [CONFIGURE ] LFT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T23:31:42.156994] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2389 tests [2025-11-21T23:31:42.157030] [INFO ] [CONFIGURE ] LFT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:31:42.157066] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T23:31:42.453443] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:42.746406] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:43.030826] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:43.311574] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:43.636658] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:43.922252] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:44.235437] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:44.534575] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:44.845793] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:31:45.134881] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:45.135027] [INFO ] [CONFIGURE ] LFT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T23:31:45.135070] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2388 tests [2025-11-21T23:31:45.135104] [INFO ] [CONFIGURE ] LFT: Testing feature 20/29: add_price_rejection [2025-11-21T23:31:45.135135] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T23:31:45.436631] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:45.745504] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:46.065055] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:46.395911] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:46.726266] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:47.049580] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:47.371829] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:47.698263] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:48.041976] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:48.370220] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:48.370385] [INFO ] [CONFIGURE ] LFT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:31:48.370430] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2387 tests [2025-11-21T23:31:48.370466] [INFO ] [CONFIGURE ] LFT: Testing feature 21/29: add_range_position [2025-11-21T23:31:48.370498] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T23:31:48.696393] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:49.031114] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:31:49.364838] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:31:49.689457] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:50.029051] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:50.383414] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:50.750632] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:51.096614] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:51.437501] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:51.772826] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:51.773010] [INFO ] [CONFIGURE ] LFT: DISCARDED add_range_position (score: 50.00%) [2025-11-21T23:31:51.773104] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2386 tests [2025-11-21T23:31:51.773142] [INFO ] [CONFIGURE ] LFT: Testing feature 22/29: add_realized_volatility [2025-11-21T23:31:51.773174] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T23:31:52.192627] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:52.619606] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:31:53.034579] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:31:53.467392] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:53.880862] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:54.301193] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:54.712795] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:55.141819] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:55.568833] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:31:55.994462] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:55.994618] [INFO ] [CONFIGURE ] LFT: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T23:31:55.994682] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2385 tests [2025-11-21T23:31:55.994720] [INFO ] [CONFIGURE ] LFT: Testing feature 23/29: add_recent_range_context [2025-11-21T23:31:55.994754] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T23:31:56.368947] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:56.688667] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:31:57.030307] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:31:57.354159] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:31:57.683229] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:31:58.015352] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:31:58.331527] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:31:58.640022] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:31:58.944256] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:31:59.264262] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:31:59.264470] [INFO ] [CONFIGURE ] LFT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:31:59.264515] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2384 tests [2025-11-21T23:31:59.264551] [INFO ] [CONFIGURE ] LFT: Testing feature 24/29: add_rsi [2025-11-21T23:31:59.264584] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_rsi'] [2025-11-21T23:31:59.570548] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:31:59.876560] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:32:00.179499] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:32:00.482631] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:32:00.789819] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:32:01.825913] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:32:02.137660] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:32:02.440419] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:32:02.745595] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:32:03.080711] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:03.080866] [INFO ] [CONFIGURE ] LFT: DISCARDED add_rsi (score: 50.00%) [2025-11-21T23:32:03.080913] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2383 tests [2025-11-21T23:32:03.080950] [INFO ] [CONFIGURE ] LFT: Testing feature 25/29: add_tick_distribution [2025-11-21T23:32:03.080985] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T23:32:03.371197] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:32:03.671789] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:32:03.987281] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:32:04.308903] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:32:04.614342] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:32:04.936016] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:32:05.380294] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:32:05.786215] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:32:06.143495] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:32:06.471759] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:06.471924] [INFO ] [CONFIGURE ] LFT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T23:32:06.471970] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2382 tests [2025-11-21T23:32:06.472004] [INFO ] [CONFIGURE ] LFT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:32:06.472036] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T23:32:06.790600] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:32:07.119096] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:32:07.422264] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:32:07.720116] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:32:08.022541] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:32:08.309833] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:32:08.574032] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:32:08.887399] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:32:09.260267] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:32:09.569180] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:09.569334] [INFO ] [CONFIGURE ] LFT: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T23:32:09.569399] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2381 tests [2025-11-21T23:32:09.569436] [INFO ] [CONFIGURE ] LFT: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:32:09.569468] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T23:32:09.895913] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:32:10.216261] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:32:10.537304] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:32:10.870936] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:32:11.200485] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:32:11.529939] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:32:11.847241] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:32:12.182860] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:32:12.515627] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:32:12.830150] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:12.830390] [INFO ] [CONFIGURE ] LFT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:32:12.830434] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2380 tests [2025-11-21T23:32:12.830469] [INFO ] [CONFIGURE ] LFT: Testing feature 28/29: add_volume_profile [2025-11-21T23:32:12.830501] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T23:32:13.133634] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:32:13.437703] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:32:13.741945] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:32:14.052312] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:32:14.384168] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:32:14.692510] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:32:14.997215] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:32:15.309517] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:32:15.628722] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:32:15.962514] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:15.962691] [INFO ] [CONFIGURE ] LFT: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T23:32:15.962739] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2379 tests [2025-11-21T23:32:15.962777] [INFO ] [CONFIGURE ] LFT: Testing feature 29/29: add_vwap [2025-11-21T23:32:15.962812] [INFO ] [CONFIGURE ] LFT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T23:32:16.298481] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:32:16.644225] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:32:16.995578] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:32:17.345786] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:32:17.689926] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:32:18.043143] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:32:18.373502] [DEBUG] [FORECASTER] LFT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:32:18.718463] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:32:19.041312] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:32:19.371795] [DEBUG] [FORECASTER] LFT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:32:19.371957] [INFO ] [CONFIGURE ] LFT: DISCARDED add_vwap (score: 40.00%) [2025-11-21T23:32:19.372003] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2378 tests [2025-11-21T23:32:19.372040] [INFO ] [CONFIGURE ] LFT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:32:19.372070] [INFO ] [CONFIGURE ] LFT: Best accuracy: 70.00% [2025-11-21T23:32:19.372104] [INFO ] [CONFIGURE ] LFT: Best feature set (4 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T23:32:19.372134] [INFO ] [CONFIGURE ] LFT: Improvement over baseline: 50.00% [2025-11-21T23:32:19.372161] [INFO ] [CONFIGURE ] LFT: Total time: 1.5 minutes [2025-11-21T23:32:19.372189] [INFO ] [CONFIGURE ] LFT: Average time per feature: 3.2 seconds [2025-11-21T23:32:19.372216] [INFO ] [CONFIGURE ] LFT: Average speed: 0.31 features/sec [2025-11-21T23:32:19.372574] [INFO ] [LOCAL ] Saved configuration for LFT: 4 features, 70.00% accuracy -> ./output/feature-sets/LFT.json [2025-11-21T23:32:19.372620] [INFO ] [CONFIGURE ] LFT: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-21T23:32:19.372677] [INFO ] [sig ] [11/93] Successfully configured LFT | 0.01 sym/s | Total: 14.1m | ETA: 1.8h [2025-11-21T23:32:19.372712] [INFO ] [sig ] [12/93] Configuring LGI... [2025-11-21T23:32:19.372742] [INFO ] [CONFIGURE ] LGI: Configurate test run. [2025-11-21T23:32:19.372772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-11-21T23:32:19.385416] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LGI'. [2025-11-21T23:32:19.385716] [INFO ] [CONFIGURE ] LGI: Testing with 29 available features [2025-11-21T23:32:19.385765] [INFO ] [CONFIGURE ] LGI: Establishing baseline with no features... [2025-11-21T23:32:19.566579] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:19.749608] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:19.926337] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:32:20.102839] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:20.289711] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:32:20.488481] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:20.668374] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:20.848433] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:32:21.033589] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:32:21.247796] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:32:21.247927] [INFO ] [CONFIGURE ] LGI: Baseline score (no features): 10.00% [2025-11-21T23:32:21.247968] [INFO ] [CONFIGURE ] LGI: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:32:21.248001] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:32:21.464957] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:32:21.679189] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:21.899922] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:22.119913] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:22.331915] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:32:22.545323] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:22.755389] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:22.965160] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:23.185928] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:23.434250] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:32:23.434407] [INFO ] [CONFIGURE ] LGI: KEPT add_bollinger_bands (score: 40.00%) [2025-11-21T23:32:23.434449] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2377 tests [2025-11-21T23:32:23.434481] [INFO ] [CONFIGURE ] LGI: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:32:23.434512] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:32:23.692602] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:32:23.947303] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:24.248738] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:24.511134] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:32:24.768137] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:32:25.031770] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:25.328228] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:25.589941] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:25.859393] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:32:26.142024] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:32:26.142187] [INFO ] [CONFIGURE ] LGI: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T23:32:26.142233] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2376 tests [2025-11-21T23:32:26.142269] [INFO ] [CONFIGURE ] LGI: Testing feature 3/29: add_daily_returns [2025-11-21T23:32:26.142300] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T23:32:26.384563] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:26.621726] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:26.859964] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:27.091913] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:27.358949] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:32:27.603470] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:27.846045] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:28.090197] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:28.333012] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:28.565354] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:28.565514] [INFO ] [CONFIGURE ] LGI: KEPT add_daily_returns (score: 60.00%) [2025-11-21T23:32:28.565559] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2375 tests [2025-11-21T23:32:28.565592] [INFO ] [CONFIGURE ] LGI: Testing feature 4/29: add_ema [2025-11-21T23:32:28.565624] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T23:32:28.843973] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:29.119985] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:32:29.383360] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:32:29.652153] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:29.929940] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:32:30.204178] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:32:30.471785] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:30.743439] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:31.009909] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:31.278891] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:31.279043] [INFO ] [CONFIGURE ] LGI: KEPT add_ema (score: 70.00%) [2025-11-21T23:32:31.279090] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2374 tests [2025-11-21T23:32:31.279125] [INFO ] [CONFIGURE ] LGI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:32:31.279160] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:32:31.606508] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:31.926409] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:32.242900] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:32.582509] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:32.897306] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:32:33.225280] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:33.533614] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:33.847527] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:34.213268] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:34.553296] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:32:34.553459] [INFO ] [CONFIGURE ] LGI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T23:32:34.553505] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2373 tests [2025-11-21T23:32:34.553540] [INFO ] [CONFIGURE ] LGI: Testing feature 6/29: add_failed_moves [2025-11-21T23:32:34.553573] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-21T23:32:34.846636] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:35.108940] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:32:35.365481] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:35.669730] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:35.934111] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:32:36.194991] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:32:36.486113] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:36.756235] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:37.023232] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:37.313057] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:37.313209] [INFO ] [CONFIGURE ] LGI: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T23:32:37.313252] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2372 tests [2025-11-21T23:32:37.313285] [INFO ] [CONFIGURE ] LGI: Testing feature 7/29: add_lag_shelf [2025-11-21T23:32:37.313315] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-21T23:32:37.571980] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:37.836011] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:38.153780] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:38.438780] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:38.721452] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:32:39.002099] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:32:39.276982] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:39.555194] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:39.832579] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:40.113065] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:40.113235] [INFO ] [CONFIGURE ] LGI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:32:40.113295] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2371 tests [2025-11-21T23:32:40.113339] [INFO ] [CONFIGURE ] LGI: Testing feature 8/29: add_macd [2025-11-21T23:32:40.113374] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-21T23:32:40.496704] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:40.851715] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:32:41.207299] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:41.565852] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:41.938068] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:32:42.295364] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:42.654637] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:43.014048] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:43.371735] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:43.744523] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:32:43.744764] [INFO ] [CONFIGURE ] LGI: DISCARDED add_macd (score: 60.00%) [2025-11-21T23:32:43.744815] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2370 tests [2025-11-21T23:32:43.744850] [INFO ] [CONFIGURE ] LGI: Testing feature 9/29: add_mfi [2025-11-21T23:32:43.744882] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-21T23:32:44.017449] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:44.303277] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:44.577011] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:44.851096] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:45.123582] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:32:45.415923] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:32:45.679553] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:45.951572] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:46.222698] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:46.488535] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:46.488762] [INFO ] [CONFIGURE ] LGI: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:32:46.488811] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2369 tests [2025-11-21T23:32:46.488846] [INFO ] [CONFIGURE ] LGI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:32:46.488879] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:32:46.861983] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:47.214935] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:47.577909] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:47.940784] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:48.315255] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:32:48.682910] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:49.045499] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:49.436952] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:49.832966] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:50.236613] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:50.236847] [INFO ] [CONFIGURE ] LGI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:32:50.236894] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2368 tests [2025-11-21T23:32:50.236931] [INFO ] [CONFIGURE ] LGI: Testing feature 11/29: add_obv_daily [2025-11-21T23:32:50.236964] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-21T23:32:50.505028] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:50.800420] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:51.071176] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:32:51.350789] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:51.629630] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:32:51.912818] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:52.185152] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:52.493865] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:52.876231] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:53.236535] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:53.236787] [INFO ] [CONFIGURE ] LGI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:32:53.236838] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2367 tests [2025-11-21T23:32:53.236873] [INFO ] [CONFIGURE ] LGI: Testing feature 12/29: add_obv_interval [2025-11-21T23:32:53.236906] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-21T23:32:53.543305] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:53.829207] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:54.105126] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:32:54.376082] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:54.649122] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:32:54.924887] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:32:55.194902] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:55.473033] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:55.754455] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:56.040285] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:56.040431] [INFO ] [CONFIGURE ] LGI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:32:56.040474] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2366 tests [2025-11-21T23:32:56.040508] [INFO ] [CONFIGURE ] LGI: Testing feature 13/29: add_opening_strength [2025-11-21T23:32:56.040541] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-21T23:32:56.329869] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:56.619891] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:32:56.904673] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:32:57.197491] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:32:57.522269] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:32:57.818586] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:32:58.112216] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:32:58.417820] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:32:58.714576] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:32:59.004049] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:32:59.004190] [INFO ] [CONFIGURE ] LGI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T23:32:59.004234] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2365 tests [2025-11-21T23:32:59.004288] [INFO ] [CONFIGURE ] LGI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:32:59.004323] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-21T23:32:59.310165] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:32:59.635395] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:32:59.934558] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:00.251505] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:00.590176] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:01.664426] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:02.152261] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:02.449795] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:02.782576] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:33:03.089188] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:03.089361] [INFO ] [CONFIGURE ] LGI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T23:33:03.089405] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2364 tests [2025-11-21T23:33:03.089440] [INFO ] [CONFIGURE ] LGI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:33:03.089475] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-21T23:33:03.354237] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:03.649282] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:03.916866] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:04.184657] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:04.457809] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:04.730314] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:04.996678] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:05.273910] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:05.536108] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:05.822501] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:05.822781] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T23:33:05.822829] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2363 tests [2025-11-21T23:33:05.822865] [INFO ] [CONFIGURE ] LGI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:33:05.822898] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-21T23:33:06.119524] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:06.427515] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:06.917163] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:33:07.205850] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:07.497601] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:07.796758] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:08.102036] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:08.437411] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:08.758635] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:09.087111] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:09.087318] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T23:33:09.087367] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2362 tests [2025-11-21T23:33:09.087404] [INFO ] [CONFIGURE ] LGI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:33:09.087438] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-21T23:33:09.394383] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:09.736541] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:10.063006] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:10.387449] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:10.710617] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:11.031095] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:33:11.332538] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:11.643500] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:11.977580] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:12.297359] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:33:12.297537] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T23:33:12.297584] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2361 tests [2025-11-21T23:33:12.297619] [INFO ] [CONFIGURE ] LGI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:33:12.297673] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-21T23:33:12.589006] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:12.866082] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:13.142173] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:13.423751] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:13.699187] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:13.977404] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:14.238629] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:14.514320] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:14.830276] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:15.110447] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:15.110606] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T23:33:15.110670] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2360 tests [2025-11-21T23:33:15.110708] [INFO ] [CONFIGURE ] LGI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:33:15.110759] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T23:33:15.397916] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:15.719458] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:16.005016] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:33:16.313929] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:16.642789] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:16.935312] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:33:17.227794] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:17.531352] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:17.837329] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:18.175901] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:18.176050] [INFO ] [CONFIGURE ] LGI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:33:18.176093] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2359 tests [2025-11-21T23:33:18.176129] [INFO ] [CONFIGURE ] LGI: Testing feature 20/29: add_price_rejection [2025-11-21T23:33:18.176160] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-21T23:33:18.489363] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:18.836147] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:19.138462] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:33:19.448875] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:19.755858] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:20.057563] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:20.360860] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:20.668036] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:20.999025] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:21.305702] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:21.305870] [INFO ] [CONFIGURE ] LGI: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T23:33:21.305953] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2358 tests [2025-11-21T23:33:21.305990] [INFO ] [CONFIGURE ] LGI: Testing feature 21/29: add_range_position [2025-11-21T23:33:21.306023] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-21T23:33:21.631376] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:21.988168] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:22.305150] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:33:22.641436] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:22.972396] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:23.301633] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:23.650228] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:24.000381] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:24.366099] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:24.709590] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:24.709767] [INFO ] [CONFIGURE ] LGI: DISCARDED add_range_position (score: 50.00%) [2025-11-21T23:33:24.709812] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2357 tests [2025-11-21T23:33:24.709845] [INFO ] [CONFIGURE ] LGI: Testing feature 22/29: add_realized_volatility [2025-11-21T23:33:24.709876] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_realized_volatility'] [2025-11-21T23:33:25.122016] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:25.547742] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:25.933077] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:33:26.309761] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:26.693133] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:27.100786] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:27.479113] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:27.893078] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:28.275414] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:28.676938] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:28.677130] [INFO ] [CONFIGURE ] LGI: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T23:33:28.677182] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2356 tests [2025-11-21T23:33:28.677219] [INFO ] [CONFIGURE ] LGI: Testing feature 23/29: add_recent_range_context [2025-11-21T23:33:28.677253] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_recent_range_context'] [2025-11-21T23:33:28.966914] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:29.253184] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:33:29.534667] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:29.822926] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:30.154270] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:30.482047] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:30.779518] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:31.087224] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:31.375457] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:31.665615] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:31.665812] [INFO ] [CONFIGURE ] LGI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T23:33:31.665860] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2355 tests [2025-11-21T23:33:31.665896] [INFO ] [CONFIGURE ] LGI: Testing feature 24/29: add_rsi [2025-11-21T23:33:31.665928] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T23:33:31.947416] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:32.232028] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:32.547724] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:32.858955] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:33.198050] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:33.526415] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:33:33.863635] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:34.209461] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:34.529927] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:34.867088] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:34.867239] [INFO ] [CONFIGURE ] LGI: DISCARDED add_rsi (score: 60.00%) [2025-11-21T23:33:34.867283] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2354 tests [2025-11-21T23:33:34.867316] [INFO ] [CONFIGURE ] LGI: Testing feature 25/29: add_tick_distribution [2025-11-21T23:33:34.867346] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_tick_distribution'] [2025-11-21T23:33:35.162558] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:35.462948] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:33:35.761945] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:36.041595] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:36.357801] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:36.660402] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:37.004068] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:37.309704] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:37.630267] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:37.944285] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:37.944458] [INFO ] [CONFIGURE ] LGI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:33:37.944504] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2353 tests [2025-11-21T23:33:37.944541] [INFO ] [CONFIGURE ] LGI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:33:37.944574] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T23:33:38.256196] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:38.559400] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:33:38.847952] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:39.147514] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:39.416425] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:39.690876] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:39.988141] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:40.297501] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:40.599453] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:40.907828] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:33:40.908026] [INFO ] [CONFIGURE ] LGI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T23:33:40.908086] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2352 tests [2025-11-21T23:33:40.908125] [INFO ] [CONFIGURE ] LGI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:33:40.908161] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_volume_price_divergence'] [2025-11-21T23:33:41.252672] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:41.562144] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:33:41.886204] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:42.236128] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:42.580852] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:42.897500] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:33:43.208219] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:43.528637] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:43.836904] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:44.157263] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:44.157432] [INFO ] [CONFIGURE ] LGI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T23:33:44.157478] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2351 tests [2025-11-21T23:33:44.157513] [INFO ] [CONFIGURE ] LGI: Testing feature 28/29: add_volume_profile [2025-11-21T23:33:44.157544] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_volume_profile'] [2025-11-21T23:33:44.470967] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:44.777036] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:45.062004] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:45.414684] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:45.719895] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:33:46.057870] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:46.374987] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:46.680298] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:46.988840] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:47.296567] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:47.296766] [INFO ] [CONFIGURE ] LGI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T23:33:47.296817] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2350 tests [2025-11-21T23:33:47.296852] [INFO ] [CONFIGURE ] LGI: Testing feature 29/29: add_vwap [2025-11-21T23:33:47.296883] [INFO ] [CONFIGURE ] LGI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap'] [2025-11-21T23:33:47.620469] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:47.907432] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:33:48.241357] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:33:48.534114] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:33:48.856305] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:49.193826] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:33:49.506333] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:33:49.828029] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:33:50.142865] [DEBUG] [FORECASTER] LGI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:33:50.463123] [DEBUG] [FORECASTER] LGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:33:50.463300] [INFO ] [CONFIGURE ] LGI: DISCARDED add_vwap (score: 60.00%) [2025-11-21T23:33:50.463345] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2349 tests [2025-11-21T23:33:50.463381] [INFO ] [CONFIGURE ] LGI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:33:50.463412] [INFO ] [CONFIGURE ] LGI: Best accuracy: 70.00% [2025-11-21T23:33:50.463443] [INFO ] [CONFIGURE ] LGI: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T23:33:50.463474] [INFO ] [CONFIGURE ] LGI: Improvement over baseline: 60.00% [2025-11-21T23:33:50.463502] [INFO ] [CONFIGURE ] LGI: Total time: 1.5 minutes [2025-11-21T23:33:50.463530] [INFO ] [CONFIGURE ] LGI: Average time per feature: 3.1 seconds [2025-11-21T23:33:50.463959] [INFO ] [CONFIGURE ] LGI: Average speed: 0.33 features/sec [2025-11-21T23:33:50.464216] [INFO ] [LOCAL ] Saved configuration for LGI: 3 features, 70.00% accuracy -> ./output/feature-sets/LGI.json [2025-11-21T23:33:50.464260] [INFO ] [CONFIGURE ] LGI: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-21T23:33:50.464298] [INFO ] [sig ] [12/93] Successfully configured LGI | 0.01 sym/s | Total: 15.6m | ETA: 1.8h [2025-11-21T23:33:50.464332] [INFO ] [sig ] [13/93] Configuring LND... [2025-11-21T23:33:50.464362] [INFO ] [CONFIGURE ] LND: Configurate test run. [2025-11-21T23:33:50.464392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-11-21T23:33:50.476826] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LND'. [2025-11-21T23:33:50.477110] [INFO ] [CONFIGURE ] LND: Testing with 29 available features [2025-11-21T23:33:50.477159] [INFO ] [CONFIGURE ] LND: Establishing baseline with no features... [2025-11-21T23:33:50.657321] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:50.834332] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:33:51.011052] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:33:51.186430] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:33:51.363803] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:51.544619] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:51.721934] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:33:51.906193] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:33:52.114198] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:33:52.296425] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:52.296543] [INFO ] [CONFIGURE ] LND: Baseline score (no features): 80.00% [2025-11-21T23:33:52.296585] [INFO ] [CONFIGURE ] LND: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:33:52.296616] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:33:52.521018] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:52.735402] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:33:52.948290] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:33:53.169846] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:33:53.380609] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:53.598897] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:53.817944] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:33:54.034373] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:33:54.274872] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:33:54.489134] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:33:54.489251] [INFO ] [CONFIGURE ] LND: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T23:33:54.489292] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2348 tests [2025-11-21T23:33:54.489325] [INFO ] [CONFIGURE ] LND: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:33:54.489354] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:33:54.717414] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:33:54.937903] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:33:55.194970] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:33:55.424939] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:33:55.664870] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:55.894022] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:33:56.124519] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:33:56.360428] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:33:56.596415] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:33:56.831520] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:33:56.831693] [INFO ] [CONFIGURE ] LND: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-21T23:33:56.831741] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2347 tests [2025-11-21T23:33:56.831775] [INFO ] [CONFIGURE ] LND: Testing feature 3/29: add_daily_returns [2025-11-21T23:33:56.831806] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_daily_returns'] [2025-11-21T23:33:57.026361] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:33:57.218517] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:33:57.411381] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:33:57.615237] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:33:57.809037] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:33:58.004805] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:33:58.208051] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:33:58.421443] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:33:58.618625] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:33:58.823418] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:33:58.823571] [INFO ] [CONFIGURE ] LND: DISCARDED add_daily_returns (score: 70.00%) [2025-11-21T23:33:58.823615] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2346 tests [2025-11-21T23:33:58.823670] [INFO ] [CONFIGURE ] LND: Testing feature 4/29: add_ema [2025-11-21T23:33:58.823709] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_ema'] [2025-11-21T23:33:59.046301] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:33:59.286800] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:33:59.574714] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:33:59.881562] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:34:00.224277] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:00.535763] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:00.752279] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:01.101634] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:01.872252] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:02.150359] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:02.150546] [INFO ] [CONFIGURE ] LND: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:34:02.150598] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2345 tests [2025-11-21T23:34:02.150633] [INFO ] [CONFIGURE ] LND: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:34:02.150686] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:34:02.378400] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:02.620327] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:02.847932] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:34:03.106984] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:03.359075] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:34:03.610422] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:03.863986] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:04.157812] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:34:04.399877] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:34:04.634445] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:34:04.634600] [INFO ] [CONFIGURE ] LND: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T23:34:04.634674] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2344 tests [2025-11-21T23:34:04.634713] [INFO ] [CONFIGURE ] LND: Testing feature 6/29: add_failed_moves [2025-11-21T23:34:04.634744] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_failed_moves'] [2025-11-21T23:34:04.829079] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:05.020310] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:05.214771] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:05.410511] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:05.603671] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:05.820498] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:06.038065] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:06.249785] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:06.501177] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:06.714783] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:06.714997] [INFO ] [CONFIGURE ] LND: DISCARDED add_failed_moves (score: 80.00%) [2025-11-21T23:34:06.715045] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2343 tests [2025-11-21T23:34:06.715080] [INFO ] [CONFIGURE ] LND: Testing feature 7/29: add_lag_shelf [2025-11-21T23:34:06.715112] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_lag_shelf'] [2025-11-21T23:34:06.941951] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:07.140300] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:07.336090] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:07.553791] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:07.760407] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:07.951741] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:08.126840] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:08.309819] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:08.516569] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:08.701959] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:08.702104] [INFO ] [CONFIGURE ] LND: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T23:34:08.702146] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2342 tests [2025-11-21T23:34:08.702180] [INFO ] [CONFIGURE ] LND: Testing feature 8/29: add_macd [2025-11-21T23:34:08.702212] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T23:34:08.987385] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:09.278592] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:09.602821] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:09.898178] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:34:10.225867] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:34:10.521917] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:10.810990] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:11.083877] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:34:11.375080] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:34:11.675129] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:11.675314] [INFO ] [CONFIGURE ] LND: DISCARDED add_macd (score: 40.00%) [2025-11-21T23:34:11.675408] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2341 tests [2025-11-21T23:34:11.675461] [INFO ] [CONFIGURE ] LND: Testing feature 9/29: add_mfi [2025-11-21T23:34:11.675495] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_mfi'] [2025-11-21T23:34:11.878297] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:12.080928] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:12.290727] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:12.540975] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:12.752790] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:12.956916] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:13.167374] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:13.369056] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:13.575360] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:13.783100] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:13.783263] [INFO ] [CONFIGURE ] LND: DISCARDED add_mfi (score: 80.00%) [2025-11-21T23:34:13.783308] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2340 tests [2025-11-21T23:34:13.783343] [INFO ] [CONFIGURE ] LND: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:34:13.783375] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:34:14.081156] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:14.382342] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:34:14.676487] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:14.971464] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:34:15.255961] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:15.577415] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:15.900481] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:16.200807] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:16.512035] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:16.814808] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:16.814993] [INFO ] [CONFIGURE ] LND: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:34:16.815039] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2339 tests [2025-11-21T23:34:16.815074] [INFO ] [CONFIGURE ] LND: Testing feature 11/29: add_obv_daily [2025-11-21T23:34:16.815108] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_obv_daily'] [2025-11-21T23:34:17.017816] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:17.223465] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:34:17.426161] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:17.630955] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:17.832463] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:18.037487] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:18.236527] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:18.441548] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:18.643042] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:18.846831] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:18.846955] [INFO ] [CONFIGURE ] LND: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T23:34:18.846998] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2338 tests [2025-11-21T23:34:18.847032] [INFO ] [CONFIGURE ] LND: Testing feature 12/29: add_obv_interval [2025-11-21T23:34:18.847063] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_obv_interval'] [2025-11-21T23:34:19.038633] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:19.231234] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:19.434166] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:19.638783] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:19.829856] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:20.023385] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:20.212360] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:20.404074] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:20.596497] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:20.790517] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:20.790667] [INFO ] [CONFIGURE ] LND: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T23:34:20.790716] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2337 tests [2025-11-21T23:34:20.790749] [INFO ] [CONFIGURE ] LND: Testing feature 13/29: add_opening_strength [2025-11-21T23:34:20.790779] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:34:21.002344] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:21.214129] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:21.424232] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:21.638519] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:21.851065] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:22.094973] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:22.300451] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:22.509829] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:22.718514] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:22.923622] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:22.923796] [INFO ] [CONFIGURE ] LND: DISCARDED add_opening_strength (score: 80.00%) [2025-11-21T23:34:22.923843] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2336 tests [2025-11-21T23:34:22.923877] [INFO ] [CONFIGURE ] LND: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:34:22.923909] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T23:34:23.119123] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:23.315760] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:23.519869] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:23.722907] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:34:23.924276] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:24.124780] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:24.326287] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:24.554481] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:34:24.762435] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:24.971708] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:24.971884] [INFO ] [CONFIGURE ] LND: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:34:24.971944] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2335 tests [2025-11-21T23:34:24.971982] [INFO ] [CONFIGURE ] LND: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:34:24.972013] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T23:34:25.171796] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:34:25.401199] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:34:25.601455] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:34:25.789144] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:34:25.956625] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:26.124892] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:26.296176] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:26.468142] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:26.639841] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:26.812885] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:26.813020] [INFO ] [CONFIGURE ] LND: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T23:34:26.813065] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2334 tests [2025-11-21T23:34:26.813113] [INFO ] [CONFIGURE ] LND: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:34:26.813153] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T23:34:26.999371] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:27.185914] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:27.373271] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:27.609570] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:27.806715] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:27.999879] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:28.191306] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:28.405488] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:28.580589] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:28.770919] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:28.771067] [INFO ] [CONFIGURE ] LND: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-21T23:34:28.771110] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2333 tests [2025-11-21T23:34:28.771144] [INFO ] [CONFIGURE ] LND: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:34:28.771174] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_pbf_return_2d'] [2025-11-21T23:34:28.963738] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:29.160036] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:29.351101] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:29.542991] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:29.733920] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:29.936228] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:30.130119] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:30.319187] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:30.540151] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:30.737535] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:30.737705] [INFO ] [CONFIGURE ] LND: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T23:34:30.737751] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2332 tests [2025-11-21T23:34:30.737784] [INFO ] [CONFIGURE ] LND: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:34:30.737814] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T23:34:30.902185] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:31.069711] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:31.245851] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:31.440275] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:31.611336] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:31.781946] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:31.949900] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:32.133213] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:32.301579] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:32.475793] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:34:32.475929] [INFO ] [CONFIGURE ] LND: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T23:34:32.475975] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2331 tests [2025-11-21T23:34:32.476008] [INFO ] [CONFIGURE ] LND: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:34:32.476039] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T23:34:32.647168] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:32.817615] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:32.985589] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:33.152635] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:33.317238] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:33.484321] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:33.671302] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:33.839715] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:34.020004] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:34.195402] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:34.195559] [INFO ] [CONFIGURE ] LND: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T23:34:34.195611] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2330 tests [2025-11-21T23:34:34.195665] [INFO ] [CONFIGURE ] LND: Testing feature 20/29: add_price_rejection [2025-11-21T23:34:34.195701] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_price_rejection'] [2025-11-21T23:34:34.382852] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:34.567514] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:34:34.775613] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:34.961995] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:35.149633] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:35.336873] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:35.528975] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:35.731198] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:35.918167] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:36.106667] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:36.106850] [INFO ] [CONFIGURE ] LND: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T23:34:36.106895] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2329 tests [2025-11-21T23:34:36.106929] [INFO ] [CONFIGURE ] LND: Testing feature 21/29: add_range_position [2025-11-21T23:34:36.106960] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_range_position'] [2025-11-21T23:34:36.324024] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:36.528235] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:34:36.741948] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:36.949703] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:37.173303] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:37.398263] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:37.630042] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:37.860730] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:38.092504] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:38.324023] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:38.324169] [INFO ] [CONFIGURE ] LND: DISCARDED add_range_position (score: 70.00%) [2025-11-21T23:34:38.324213] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2328 tests [2025-11-21T23:34:38.324246] [INFO ] [CONFIGURE ] LND: Testing feature 22/29: add_realized_volatility [2025-11-21T23:34:38.324277] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_realized_volatility'] [2025-11-21T23:34:38.625403] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:38.956474] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:39.258538] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:39.563187] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:39.865430] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:40.167416] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:40.485633] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:40.797908] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:34:41.133478] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:41.445293] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:41.445458] [INFO ] [CONFIGURE ] LND: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T23:34:41.445503] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2327 tests [2025-11-21T23:34:41.445537] [INFO ] [CONFIGURE ] LND: Testing feature 23/29: add_recent_range_context [2025-11-21T23:34:41.445569] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_recent_range_context'] [2025-11-21T23:34:41.654016] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:41.876659] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:42.089960] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:34:42.301379] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:42.512556] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:42.737315] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:42.932967] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:43.128104] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:43.320899] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:43.551497] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:43.551672] [INFO ] [CONFIGURE ] LND: KEPT add_recent_range_context (score: 90.00%) [2025-11-21T23:34:43.551719] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2326 tests [2025-11-21T23:34:43.551753] [INFO ] [CONFIGURE ] LND: Testing feature 24/29: add_rsi [2025-11-21T23:34:43.551785] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T23:34:43.809727] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:34:44.062277] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:44.327696] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:34:44.589300] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:44.855504] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:45.129518] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:45.369339] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:45.646895] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:45.922277] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:46.192397] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:46.192579] [INFO ] [CONFIGURE ] LND: DISCARDED add_rsi (score: 80.00%) [2025-11-21T23:34:46.192625] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2325 tests [2025-11-21T23:34:46.192682] [INFO ] [CONFIGURE ] LND: Testing feature 25/29: add_tick_distribution [2025-11-21T23:34:46.192716] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_recent_range_context', 'add_tick_distribution'] [2025-11-21T23:34:46.411797] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:46.652291] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:46.942146] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:47.191433] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:47.396498] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:47.617446] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:47.810882] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:48.008001] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:48.207965] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:48.409897] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:48.410048] [INFO ] [CONFIGURE ] LND: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T23:34:48.410093] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2324 tests [2025-11-21T23:34:48.410127] [INFO ] [CONFIGURE ] LND: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:34:48.410159] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T23:34:48.605490] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:48.828427] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:49.046021] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:49.261104] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:49.467457] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:49.707157] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:49.924341] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:50.138388] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:34:50.358000] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:50.573902] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:50.574052] [INFO ] [CONFIGURE ] LND: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T23:34:50.574097] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2323 tests [2025-11-21T23:34:50.574139] [INFO ] [CONFIGURE ] LND: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:34:50.574185] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T23:34:50.827827] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:51.073581] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:51.317352] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:51.564061] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:51.838404] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:52.078520] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:52.321467] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:52.572770] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:52.825868] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:53.077515] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:53.077703] [INFO ] [CONFIGURE ] LND: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T23:34:53.077752] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2322 tests [2025-11-21T23:34:53.077790] [INFO ] [CONFIGURE ] LND: Testing feature 28/29: add_volume_profile [2025-11-21T23:34:53.077823] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_recent_range_context', 'add_volume_profile'] [2025-11-21T23:34:53.323274] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:53.548245] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:53.782446] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:54.039387] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:54.278104] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:54.511514] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:54.762871] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:54.998663] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:34:55.222860] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:34:55.450677] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:55.450814] [INFO ] [CONFIGURE ] LND: DISCARDED add_volume_profile (score: 80.00%) [2025-11-21T23:34:55.450889] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2321 tests [2025-11-21T23:34:55.450924] [INFO ] [CONFIGURE ] LND: Testing feature 29/29: add_vwap [2025-11-21T23:34:55.450955] [INFO ] [CONFIGURE ] LND: Testing with features: ['add_recent_range_context', 'add_vwap'] [2025-11-21T23:34:55.734812] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:55.970562] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:56.204997] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:34:56.451312] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:56.683977] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:34:56.918755] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:34:57.153184] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:34:57.404768] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:34:57.646416] [DEBUG] [FORECASTER] LND: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:34:57.909083] [DEBUG] [FORECASTER] LND: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:34:57.909347] [INFO ] [CONFIGURE ] LND: DISCARDED add_vwap (score: 60.00%) [2025-11-21T23:34:57.909397] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2320 tests [2025-11-21T23:34:57.909434] [INFO ] [CONFIGURE ] LND: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:34:57.909464] [INFO ] [CONFIGURE ] LND: Best accuracy: 90.00% [2025-11-21T23:34:57.909496] [INFO ] [CONFIGURE ] LND: Best feature set (1 features): ['add_recent_range_context'] [2025-11-21T23:34:57.909525] [INFO ] [CONFIGURE ] LND: Improvement over baseline: 10.00% [2025-11-21T23:34:57.909551] [INFO ] [CONFIGURE ] LND: Total time: 1.1 minutes [2025-11-21T23:34:57.909577] [INFO ] [CONFIGURE ] LND: Average time per feature: 2.3 seconds [2025-11-21T23:34:57.909604] [INFO ] [CONFIGURE ] LND: Average speed: 0.44 features/sec [2025-11-21T23:34:57.910036] [INFO ] [LOCAL ] Saved configuration for LND: 1 features, 90.00% accuracy -> ./output/feature-sets/LND.json [2025-11-21T23:34:57.910082] [INFO ] [CONFIGURE ] LND: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-21T23:34:57.910121] [INFO ] [sig ] [13/93] Successfully configured LND | 0.01 sym/s | Total: 16.8m | ETA: 1.7h [2025-11-21T23:34:57.910154] [INFO ] [sig ] [14/93] Configuring LNG... [2025-11-21T23:34:57.910190] [INFO ] [CONFIGURE ] LNG: Configurate test run. [2025-11-21T23:34:57.910221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-11-21T23:34:57.923927] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LNG'. [2025-11-21T23:34:57.924420] [INFO ] [CONFIGURE ] LNG: Testing with 29 available features [2025-11-21T23:34:57.924478] [INFO ] [CONFIGURE ] LNG: Establishing baseline with no features... [2025-11-21T23:34:58.123152] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:34:58.321730] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:34:58.518435] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:34:58.743794] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:34:58.940548] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:34:59.135219] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:34:59.329519] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:34:59.532528] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:34:59.727785] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:34:59.924791] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:34:59.924985] [INFO ] [CONFIGURE ] LNG: Baseline score (no features): 40.00% [2025-11-21T23:34:59.925028] [INFO ] [CONFIGURE ] LNG: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:34:59.925063] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:35:00.912377] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:01.298861] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:35:01.517520] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:01.760159] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:02.004828] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:02.220944] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:02.461921] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:35:02.712300] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:02.928149] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:03.159798] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:03.159953] [INFO ] [CONFIGURE ] LNG: KEPT add_bollinger_bands (score: 70.00%) [2025-11-21T23:35:03.159996] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2319 tests [2025-11-21T23:35:03.160028] [INFO ] [CONFIGURE ] LNG: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:35:03.160059] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:35:03.412684] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:35:03.684176] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:03.973676] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:04.244985] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:04.517043] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:04.818693] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:05.092871] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:05.374050] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:05.647670] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:05.934827] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:05.935114] [INFO ] [CONFIGURE ] LNG: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T23:35:05.935159] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2318 tests [2025-11-21T23:35:05.935256] [INFO ] [CONFIGURE ] LNG: Testing feature 3/29: add_daily_returns [2025-11-21T23:35:05.935290] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T23:35:06.168213] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:06.409580] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:06.655243] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:06.940895] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:07.184563] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:07.436970] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:07.695808] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:07.944298] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:08.187493] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:08.428542] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:08.428725] [INFO ] [CONFIGURE ] LNG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:35:08.428774] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2317 tests [2025-11-21T23:35:08.428827] [INFO ] [CONFIGURE ] LNG: Testing feature 4/29: add_ema [2025-11-21T23:35:08.428873] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T23:35:08.710050] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:08.975454] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:09.262539] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:09.543854] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:09.811161] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:10.093628] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:10.351964] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:10.604399] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:10.885135] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:11.141299] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:11.141457] [INFO ] [CONFIGURE ] LNG: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:35:11.141511] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2316 tests [2025-11-21T23:35:11.141555] [INFO ] [CONFIGURE ] LNG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:35:11.141589] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:35:11.395982] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:11.667802] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:11.923509] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:12.180920] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:12.481797] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:12.758710] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:13.051493] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:13.329475] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:13.613594] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:13.922719] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:13.922905] [INFO ] [CONFIGURE ] LNG: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T23:35:13.922960] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2315 tests [2025-11-21T23:35:13.922994] [INFO ] [CONFIGURE ] LNG: Testing feature 6/29: add_failed_moves [2025-11-21T23:35:13.923025] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T23:35:14.152938] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:14.383047] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:35:14.618268] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:14.848703] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:15.096478] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:15.333155] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:15.561164] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:35:15.816800] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:16.066609] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:16.303446] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:16.303598] [INFO ] [CONFIGURE ] LNG: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T23:35:16.303701] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2314 tests [2025-11-21T23:35:16.303741] [INFO ] [CONFIGURE ] LNG: Testing feature 7/29: add_lag_shelf [2025-11-21T23:35:16.303774] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T23:35:16.501934] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:16.704719] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:35:16.946011] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:17.160273] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:17.368365] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:35:17.608813] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:35:17.833409] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:18.049288] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:18.276777] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:18.485032] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:18.485522] [INFO ] [CONFIGURE ] LNG: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T23:35:18.485565] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2313 tests [2025-11-21T23:35:18.485599] [INFO ] [CONFIGURE ] LNG: Testing feature 8/29: add_macd [2025-11-21T23:35:18.485630] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T23:35:18.806981] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:19.128074] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:19.409958] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:19.699725] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:20.011352] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:20.343661] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:35:20.669908] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:35:21.007443] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:21.359484] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:35:21.680844] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:21.681003] [INFO ] [CONFIGURE ] LNG: DISCARDED add_macd (score: 50.00%) [2025-11-21T23:35:21.681047] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2312 tests [2025-11-21T23:35:21.681083] [INFO ] [CONFIGURE ] LNG: Testing feature 9/29: add_mfi [2025-11-21T23:35:21.681119] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T23:35:21.918336] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:22.172241] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:22.383137] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:22.594143] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:22.802965] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:23.037050] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:23.246355] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:35:23.490409] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:23.741282] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:23.990140] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:23.990344] [INFO ] [CONFIGURE ] LNG: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:35:23.990388] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2311 tests [2025-11-21T23:35:23.990424] [INFO ] [CONFIGURE ] LNG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:35:23.990456] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:35:24.303599] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:24.617764] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:24.934879] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:25.266585] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:25.581474] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:25.910182] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:26.225802] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:26.551601] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:26.855121] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:27.171635] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:27.171852] [INFO ] [CONFIGURE ] LNG: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T23:35:27.171898] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2310 tests [2025-11-21T23:35:27.171935] [INFO ] [CONFIGURE ] LNG: Testing feature 11/29: add_obv_daily [2025-11-21T23:35:27.171968] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T23:35:27.430870] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:27.693721] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:27.941487] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:28.228621] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:28.473976] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:28.719031] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:35:29.016368] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:29.297791] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:29.552008] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:29.811330] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:29.811549] [INFO ] [CONFIGURE ] LNG: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T23:35:29.811604] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2309 tests [2025-11-21T23:35:29.811663] [INFO ] [CONFIGURE ] LNG: Testing feature 12/29: add_obv_interval [2025-11-21T23:35:29.811704] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T23:35:30.056176] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:30.295104] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:30.561950] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:30.788615] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:31.015933] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:31.260933] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:31.510369] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:31.754477] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:32.038310] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:35:32.285312] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:32.285479] [INFO ] [CONFIGURE ] LNG: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T23:35:32.285523] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2308 tests [2025-11-21T23:35:32.285559] [INFO ] [CONFIGURE ] LNG: Testing feature 13/29: add_opening_strength [2025-11-21T23:35:32.285591] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:35:32.524583] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:32.770792] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:35:33.013456] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:33.263671] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:33.503098] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:33.740881] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:35:33.992307] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:34.268099] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:34.508261] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:34.773562] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:34.773769] [INFO ] [CONFIGURE ] LNG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:35:34.773819] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2307 tests [2025-11-21T23:35:34.773855] [INFO ] [CONFIGURE ] LNG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:35:34.773888] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T23:35:35.026573] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:35.273830] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:35.517470] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:35.761406] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:36.009533] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:36.254239] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:36.507634] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:36.748770] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:36.983494] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:37.267085] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:37.267259] [INFO ] [CONFIGURE ] LNG: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:35:37.267304] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2306 tests [2025-11-21T23:35:37.267339] [INFO ] [CONFIGURE ] LNG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:35:37.267372] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T23:35:37.463940] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:37.670545] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:37.873973] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:38.108871] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:38.315255] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:38.531806] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:38.748111] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:35:39.011285] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:39.312482] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:39.624720] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:39.624923] [INFO ] [CONFIGURE ] LNG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T23:35:39.624996] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2305 tests [2025-11-21T23:35:39.625057] [INFO ] [CONFIGURE ] LNG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:35:39.625112] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T23:35:39.884668] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:40.120040] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:35:40.348025] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:40.565706] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:40.784977] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:41.004489] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:41.239513] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:41.461696] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:41.702130] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:41.957240] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:41.957419] [INFO ] [CONFIGURE ] LNG: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T23:35:41.957465] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2304 tests [2025-11-21T23:35:41.957499] [INFO ] [CONFIGURE ] LNG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:35:41.957531] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T23:35:42.195350] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:42.428802] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:35:42.664170] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:42.898190] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:43.127546] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:43.372140] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:43.603083] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:43.860400] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:44.099449] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:44.336261] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:44.336432] [INFO ] [CONFIGURE ] LNG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:35:44.336475] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2303 tests [2025-11-21T23:35:44.336511] [INFO ] [CONFIGURE ] LNG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:35:44.336543] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T23:35:44.543291] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:44.743545] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:44.943876] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:45.152357] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:45.349513] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:45.549965] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:45.754488] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:35:45.978202] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:35:46.194269] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:46.408880] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:46.409036] [INFO ] [CONFIGURE ] LNG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:35:46.409089] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2302 tests [2025-11-21T23:35:46.409124] [INFO ] [CONFIGURE ] LNG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:35:46.409155] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T23:35:46.620172] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:46.835099] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:47.049554] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:47.292475] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:47.511152] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:47.730792] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:47.938593] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:35:48.151227] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:48.365371] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:48.579286] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:48.579507] [INFO ] [CONFIGURE ] LNG: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T23:35:48.579553] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2301 tests [2025-11-21T23:35:48.579588] [INFO ] [CONFIGURE ] LNG: Testing feature 20/29: add_price_rejection [2025-11-21T23:35:48.579621] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T23:35:48.798973] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:49.018196] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:49.243974] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:49.503805] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:49.726762] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:49.955995] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:50.241283] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:35:50.459686] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:50.682492] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:50.902006] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:50.902148] [INFO ] [CONFIGURE ] LNG: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:35:50.902191] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2300 tests [2025-11-21T23:35:50.902224] [INFO ] [CONFIGURE ] LNG: Testing feature 21/29: add_range_position [2025-11-21T23:35:50.902255] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T23:35:51.142025] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:35:51.383870] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:51.632025] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:51.876349] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:52.128746] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:35:52.414173] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:52.679734] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:52.937031] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:53.205856] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:53.465017] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:53.465403] [INFO ] [CONFIGURE ] LNG: DISCARDED add_range_position (score: 20.00%) [2025-11-21T23:35:53.465449] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2299 tests [2025-11-21T23:35:53.465484] [INFO ] [CONFIGURE ] LNG: Testing feature 22/29: add_realized_volatility [2025-11-21T23:35:53.465515] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T23:35:53.807496] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:54.139070] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:35:54.473835] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:54.809167] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:55.161936] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:55.523289] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:55.870323] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:56.210058] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:56.627000] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:56.984768] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:56.984935] [INFO ] [CONFIGURE ] LNG: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T23:35:56.984978] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2298 tests [2025-11-21T23:35:56.985011] [INFO ] [CONFIGURE ] LNG: Testing feature 23/29: add_recent_range_context [2025-11-21T23:35:56.985041] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T23:35:57.221216] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:57.471234] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:35:57.703727] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:35:57.969964] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:35:58.213400] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:35:58.471657] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:35:58.710562] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:35:58.944777] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:35:59.178746] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:35:59.411621] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:35:59.411787] [INFO ] [CONFIGURE ] LNG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T23:35:59.411831] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2297 tests [2025-11-21T23:35:59.411864] [INFO ] [CONFIGURE ] LNG: Testing feature 24/29: add_rsi [2025-11-21T23:35:59.411897] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T23:35:59.691479] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:35:59.958868] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:00.226150] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:36:01.124835] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:36:01.514988] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:36:01.783982] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:36:02.059304] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:36:02.360035] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:36:02.646850] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:02.941351] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:36:02.941550] [INFO ] [CONFIGURE ] LNG: DISCARDED add_rsi (score: 70.00%) [2025-11-21T23:36:02.941595] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2296 tests [2025-11-21T23:36:02.941628] [INFO ] [CONFIGURE ] LNG: Testing feature 25/29: add_tick_distribution [2025-11-21T23:36:02.941706] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T23:36:03.168135] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:36:03.398479] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:03.627786] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:36:03.863576] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:36:04.108063] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:36:04.352346] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:36:04.586412] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:36:04.818240] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:36:05.045442] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:36:05.298553] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:36:05.298705] [INFO ] [CONFIGURE ] LNG: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T23:36:05.298750] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2295 tests [2025-11-21T23:36:05.298783] [INFO ] [CONFIGURE ] LNG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:36:05.298814] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T23:36:05.534494] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:36:05.774824] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:06.016614] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:36:06.262213] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:36:06.519621] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:36:06.774661] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:36:07.018197] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:36:07.262234] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:36:07.543417] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:36:07.801162] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:36:07.801333] [INFO ] [CONFIGURE ] LNG: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T23:36:07.801380] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2294 tests [2025-11-21T23:36:07.801418] [INFO ] [CONFIGURE ] LNG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:36:07.801452] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T23:36:08.064952] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:36:08.318783] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:08.565450] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:36:08.845898] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:36:09.075224] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:36:09.316858] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:36:09.551918] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:36:09.790521] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:36:10.043723] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:36:10.281034] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:36:10.281196] [INFO ] [CONFIGURE ] LNG: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T23:36:10.281241] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2293 tests [2025-11-21T23:36:10.281277] [INFO ] [CONFIGURE ] LNG: Testing feature 28/29: add_volume_profile [2025-11-21T23:36:10.281316] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T23:36:10.535374] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:36:10.772187] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:11.003287] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:36:11.237451] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:36:11.506085] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:36:11.739435] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:36:11.970286] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:36:12.206202] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:36:12.444610] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:12.680367] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:36:12.680522] [INFO ] [CONFIGURE ] LNG: KEPT add_volume_profile (score: 80.00%) [2025-11-21T23:36:12.680565] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2292 tests [2025-11-21T23:36:12.680600] [INFO ] [CONFIGURE ] LNG: Testing feature 29/29: add_vwap [2025-11-21T23:36:12.680632] [INFO ] [CONFIGURE ] LNG: Testing with features: ['add_bollinger_bands', 'add_volume_profile', 'add_vwap'] [2025-11-21T23:36:12.930899] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:36:13.171130] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:13.401411] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:36:13.661792] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:36:13.915314] [DEBUG] [FORECASTER] LNG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:36:14.187189] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:36:14.452240] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:36:14.692682] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:36:14.950131] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:36:15.192766] [DEBUG] [FORECASTER] LNG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:36:15.192958] [INFO ] [CONFIGURE ] LNG: DISCARDED add_vwap (score: 30.00%) [2025-11-21T23:36:15.193004] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2291 tests [2025-11-21T23:36:15.193039] [INFO ] [CONFIGURE ] LNG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:36:15.193068] [INFO ] [CONFIGURE ] LNG: Best accuracy: 80.00% [2025-11-21T23:36:15.193098] [INFO ] [CONFIGURE ] LNG: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T23:36:15.193126] [INFO ] [CONFIGURE ] LNG: Improvement over baseline: 40.00% [2025-11-21T23:36:15.193190] [INFO ] [CONFIGURE ] LNG: Total time: 1.3 minutes [2025-11-21T23:36:15.193221] [INFO ] [CONFIGURE ] LNG: Average time per feature: 2.6 seconds [2025-11-21T23:36:15.193249] [INFO ] [CONFIGURE ] LNG: Average speed: 0.39 features/sec [2025-11-21T23:36:15.193633] [INFO ] [LOCAL ] Saved configuration for LNG: 2 features, 80.00% accuracy -> ./output/feature-sets/LNG.json [2025-11-21T23:36:15.193695] [INFO ] [CONFIGURE ] LNG: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T23:36:15.193731] [INFO ] [sig ] [14/93] Successfully configured LNG | 0.01 sym/s | Total: 18.0m | ETA: 1.7h [2025-11-21T23:36:15.193760] [INFO ] [sig ] [15/93] Configuring LNN... [2025-11-21T23:36:15.193788] [INFO ] [CONFIGURE ] LNN: Configurate test run. [2025-11-21T23:36:15.193816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-11-21T23:36:15.205777] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LNN'. [2025-11-21T23:36:15.206142] [INFO ] [CONFIGURE ] LNN: Testing with 29 available features [2025-11-21T23:36:15.206189] [INFO ] [CONFIGURE ] LNN: Establishing baseline with no features... [2025-11-21T23:36:15.374389] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:36:15.548177] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:15.735580] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:15.905571] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:16.074568] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:16.240743] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:16.413750] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:16.604414] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:16.780462] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:16.957825] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:16.957970] [INFO ] [CONFIGURE ] LNN: Baseline score (no features): 50.00% [2025-11-21T23:36:16.958014] [INFO ] [CONFIGURE ] LNN: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:36:16.958047] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:36:17.172680] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:17.382368] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:17.593881] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:17.810363] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:18.026347] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:18.235803] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:18.445934] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:18.662665] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:18.874455] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:19.084169] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:19.084319] [INFO ] [CONFIGURE ] LNN: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T23:36:19.084363] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2290 tests [2025-11-21T23:36:19.084454] [INFO ] [CONFIGURE ] LNN: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:36:19.084492] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:36:19.326806] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:19.597794] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:19.833722] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:20.088848] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:20.327257] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:20.603345] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:36:20.851778] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:21.097685] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:36:21.362088] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:21.614119] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:21.614274] [INFO ] [CONFIGURE ] LNN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:36:21.614319] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2289 tests [2025-11-21T23:36:21.614353] [INFO ] [CONFIGURE ] LNN: Testing feature 3/29: add_daily_returns [2025-11-21T23:36:21.614384] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T23:36:21.832925] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:22.051190] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:22.266891] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:22.486051] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:22.712261] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:22.932497] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:23.150981] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:36:23.370505] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:23.622533] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:23.844029] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:23.844178] [INFO ] [CONFIGURE ] LNN: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T23:36:23.844222] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2288 tests [2025-11-21T23:36:23.844257] [INFO ] [CONFIGURE ] LNN: Testing feature 4/29: add_ema [2025-11-21T23:36:23.844289] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-21T23:36:24.121441] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:36:24.388001] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:24.648506] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:24.902670] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:25.159801] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:25.421237] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:25.707362] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:25.982923] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:26.308882] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:26.712443] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:26.712708] [INFO ] [CONFIGURE ] LNN: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:36:26.712771] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2287 tests [2025-11-21T23:36:26.712811] [INFO ] [CONFIGURE ] LNN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:36:26.712846] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:36:27.005238] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:27.279048] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:27.581695] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:27.867829] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:28.136293] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:28.420578] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:36:28.723579] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:29.007867] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:36:29.302498] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:29.607349] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:29.607499] [INFO ] [CONFIGURE ] LNN: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:36:29.607542] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2286 tests [2025-11-21T23:36:29.607609] [INFO ] [CONFIGURE ] LNN: Testing feature 6/29: add_failed_moves [2025-11-21T23:36:29.607671] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-21T23:36:29.841484] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:30.081900] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:30.320951] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:30.564916] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:30.809272] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:31.034735] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:31.277237] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:31.531795] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:31.806766] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:32.044176] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:32.044325] [INFO ] [CONFIGURE ] LNN: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T23:36:32.044367] [INFO ] [CONFIGURE ] JOB ETA: 1.7h | Avg: 2.6s/test | Remaining: 2285 tests [2025-11-21T23:36:32.044401] [INFO ] [CONFIGURE ] LNN: Testing feature 7/29: add_lag_shelf [2025-11-21T23:36:32.044432] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-21T23:36:32.269386] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:36:32.501971] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:32.750974] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:32.988807] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:33.211027] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:33.425806] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:33.647903] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:36:33.870490] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:34.092623] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:34.320227] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:34.320370] [INFO ] [CONFIGURE ] LNN: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T23:36:34.320411] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2284 tests [2025-11-21T23:36:34.320445] [INFO ] [CONFIGURE ] LNN: Testing feature 8/29: add_macd [2025-11-21T23:36:34.320478] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-21T23:36:34.639500] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:36:34.965219] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:35.273217] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:35.588034] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:35.890123] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:36.220305] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:36:36.561785] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:36:36.903838] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:37.248695] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:37.601133] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:37.601305] [INFO ] [CONFIGURE ] LNN: DISCARDED add_macd (score: 50.00%) [2025-11-21T23:36:37.601350] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2283 tests [2025-11-21T23:36:37.601388] [INFO ] [CONFIGURE ] LNN: Testing feature 9/29: add_mfi [2025-11-21T23:36:37.601419] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-21T23:36:37.844958] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:38.080129] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:38.315024] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:38.562630] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:38.832617] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:39.071057] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:39.307826] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:39.545126] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:39.789095] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:40.030132] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:40.030328] [INFO ] [CONFIGURE ] LNN: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:36:40.030372] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2282 tests [2025-11-21T23:36:40.030408] [INFO ] [CONFIGURE ] LNN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:36:40.030440] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:36:40.364874] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:36:40.701189] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:41.021492] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:41.351205] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:41.680447] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:42.020477] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:42.360793] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:42.692465] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:43.027123] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:43.353823] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:36:43.354061] [INFO ] [CONFIGURE ] LNN: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:36:43.354106] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2281 tests [2025-11-21T23:36:43.354140] [INFO ] [CONFIGURE ] LNN: Testing feature 11/29: add_obv_daily [2025-11-21T23:36:43.354173] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-21T23:36:43.601958] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:43.863464] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:44.077833] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:44.291771] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:44.504928] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:44.756211] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:44.983878] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:36:45.213794] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:45.436199] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:45.660468] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:45.660618] [INFO ] [CONFIGURE ] LNN: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:36:45.660682] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2280 tests [2025-11-21T23:36:45.660718] [INFO ] [CONFIGURE ] LNN: Testing feature 12/29: add_obv_interval [2025-11-21T23:36:45.660749] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-21T23:36:45.888361] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:36:46.108136] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:46.362438] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:46.580466] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:46.827831] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:47.045215] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:47.265402] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:36:47.511512] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:47.732417] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:47.949356] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:47.949497] [INFO ] [CONFIGURE ] LNN: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T23:36:47.949539] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2279 tests [2025-11-21T23:36:47.949573] [INFO ] [CONFIGURE ] LNN: Testing feature 13/29: add_opening_strength [2025-11-21T23:36:47.949605] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:36:48.180492] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:48.420758] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:48.653566] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:48.885991] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:49.124941] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:49.374418] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:49.607232] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:49.861746] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:50.098368] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:50.334791] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:50.334936] [INFO ] [CONFIGURE ] LNN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:36:50.334980] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2278 tests [2025-11-21T23:36:50.335014] [INFO ] [CONFIGURE ] LNN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:36:50.335045] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-21T23:36:50.569229] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:36:50.830804] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:51.059689] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:51.292868] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:51.529437] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:51.763793] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:36:52.004851] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:36:52.240610] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:52.480031] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:52.717932] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:36:52.718096] [INFO ] [CONFIGURE ] LNN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:36:52.718138] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2277 tests [2025-11-21T23:36:52.718224] [INFO ] [CONFIGURE ] LNN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:36:52.718268] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-21T23:36:52.943334] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:36:53.175567] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:53.401601] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:53.630137] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:53.888333] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:54.121423] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:54.347011] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:36:54.571943] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:54.800708] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:55.029393] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:36:55.029561] [INFO ] [CONFIGURE ] LNN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T23:36:55.029611] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2276 tests [2025-11-21T23:36:55.029663] [INFO ] [CONFIGURE ] LNN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:36:55.029698] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-21T23:36:55.265267] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:55.504107] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:36:55.744843] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:56.001108] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:56.242182] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:56.488318] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:56.726661] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:36:56.997200] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:36:57.242008] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:36:57.486918] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:36:57.487073] [INFO ] [CONFIGURE ] LNN: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T23:36:57.487117] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2275 tests [2025-11-21T23:36:57.487152] [INFO ] [CONFIGURE ] LNN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:36:57.487183] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-21T23:36:57.738828] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:36:58.001098] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:36:58.250554] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:36:58.504635] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:36:58.761977] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:36:59.027785] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:36:59.272084] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:36:59.529098] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:36:59.788003] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:00.058799] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:00.058963] [INFO ] [CONFIGURE ] LNN: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T23:37:00.059007] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2274 tests [2025-11-21T23:37:00.059041] [INFO ] [CONFIGURE ] LNN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:37:00.059072] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-21T23:37:00.276697] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:37:01.243350] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:37:01.694120] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:01.957071] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:02.180999] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:02.409703] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:02.641793] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:37:02.925537] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:03.152939] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:03.380903] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:37:03.381073] [INFO ] [CONFIGURE ] LNN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:37:03.381119] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2273 tests [2025-11-21T23:37:03.381154] [INFO ] [CONFIGURE ] LNN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:37:03.381187] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-21T23:37:03.610141] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:37:03.839438] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:37:04.079234] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:04.317600] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:04.553775] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:04.780390] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:05.043735] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:37:05.312480] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:05.564008] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:05.819359] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:05.819571] [INFO ] [CONFIGURE ] LNN: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-21T23:37:05.819616] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2272 tests [2025-11-21T23:37:05.819670] [INFO ] [CONFIGURE ] LNN: Testing feature 20/29: add_price_rejection [2025-11-21T23:37:05.819707] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-21T23:37:06.120835] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:37:06.389749] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:37:06.663270] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:06.950436] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:07.232555] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:07.484320] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:07.732998] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:37:08.008360] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:08.253605] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:08.503560] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:08.503816] [INFO ] [CONFIGURE ] LNN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:37:08.503870] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2271 tests [2025-11-21T23:37:08.503910] [INFO ] [CONFIGURE ] LNN: Testing feature 21/29: add_range_position [2025-11-21T23:37:08.503946] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-21T23:37:08.784551] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:37:09.064520] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:37:09.313558] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:09.554224] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:09.813846] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:10.087361] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:10.355538] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:37:10.622005] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:10.893810] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:11.162611] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:11.162842] [INFO ] [CONFIGURE ] LNN: DISCARDED add_range_position (score: 30.00%) [2025-11-21T23:37:11.162891] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2270 tests [2025-11-21T23:37:11.162926] [INFO ] [CONFIGURE ] LNN: Testing feature 22/29: add_realized_volatility [2025-11-21T23:37:11.162969] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-21T23:37:11.504755] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:37:11.849784] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:37:12.205820] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:12.548959] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:12.893671] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:13.251499] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:13.606712] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:37:13.957586] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:14.325120] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:14.659620] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:14.659811] [INFO ] [CONFIGURE ] LNN: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-21T23:37:14.659856] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2269 tests [2025-11-21T23:37:14.659890] [INFO ] [CONFIGURE ] LNN: Testing feature 23/29: add_recent_range_context [2025-11-21T23:37:14.659921] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-21T23:37:14.881934] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:37:15.128513] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:37:15.344212] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:15.566432] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:15.787159] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:16.007535] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:16.231943] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:37:16.460700] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:16.684331] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:16.908143] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:16.908298] [INFO ] [CONFIGURE ] LNN: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T23:37:16.908342] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2268 tests [2025-11-21T23:37:16.908375] [INFO ] [CONFIGURE ] LNN: Testing feature 24/29: add_rsi [2025-11-21T23:37:16.908407] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-21T23:37:17.213906] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:37:17.496793] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:37:17.774416] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:18.112837] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:18.377633] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:18.638636] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:18.912719] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:37:19.204393] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:19.493143] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:19.820120] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:19.820289] [INFO ] [CONFIGURE ] LNN: DISCARDED add_rsi (score: 40.00%) [2025-11-21T23:37:19.820333] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2267 tests [2025-11-21T23:37:19.820369] [INFO ] [CONFIGURE ] LNN: Testing feature 25/29: add_tick_distribution [2025-11-21T23:37:19.820398] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-21T23:37:20.086690] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:37:20.319550] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:37:20.538265] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:20.751725] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:20.966137] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:21.206070] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:21.422301] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:37:21.640208] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:21.856521] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:22.075044] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:22.075215] [INFO ] [CONFIGURE ] LNN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T23:37:22.075258] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2266 tests [2025-11-21T23:37:22.075292] [INFO ] [CONFIGURE ] LNN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:37:22.075323] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-21T23:37:22.356578] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:37:22.574995] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:37:22.803115] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:23.022552] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:23.243074] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:23.464446] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:23.687503] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:37:23.939376] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:24.231564] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:24.474243] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:37:24.474435] [INFO ] [CONFIGURE ] LNN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-21T23:37:24.474479] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2265 tests [2025-11-21T23:37:24.474513] [INFO ] [CONFIGURE ] LNN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:37:24.474544] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-21T23:37:24.718659] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:37:24.964948] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:37:25.211282] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:25.455268] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:25.702206] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:25.958326] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:26.230999] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:37:26.481932] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:26.740840] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:26.984415] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:26.984570] [INFO ] [CONFIGURE ] LNN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:37:26.984640] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2264 tests [2025-11-21T23:37:26.984698] [INFO ] [CONFIGURE ] LNN: Testing feature 28/29: add_volume_profile [2025-11-21T23:37:26.984729] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-21T23:37:27.257486] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:37:27.505101] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:37:27.810802] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:28.056836] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:28.311181] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:28.562959] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:37:28.808376] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:37:29.059835] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:29.309517] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:29.555044] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:37:29.555195] [INFO ] [CONFIGURE ] LNN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:37:29.555238] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2263 tests [2025-11-21T23:37:29.555271] [INFO ] [CONFIGURE ] LNN: Testing feature 29/29: add_vwap [2025-11-21T23:37:29.555302] [INFO ] [CONFIGURE ] LNN: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-21T23:37:29.796715] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:37:30.065736] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:37:30.327069] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:37:30.566880] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:30.832639] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:31.070893] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:31.310074] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:37:31.553590] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:37:31.801241] [DEBUG] [FORECASTER] LNN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:32.042552] [DEBUG] [FORECASTER] LNN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:32.042717] [INFO ] [CONFIGURE ] LNN: DISCARDED add_vwap (score: 40.00%) [2025-11-21T23:37:32.042762] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2262 tests [2025-11-21T23:37:32.042797] [INFO ] [CONFIGURE ] LNN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:37:32.042826] [INFO ] [CONFIGURE ] LNN: Best accuracy: 60.00% [2025-11-21T23:37:32.042856] [INFO ] [CONFIGURE ] LNN: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-21T23:37:32.042883] [INFO ] [CONFIGURE ] LNN: Improvement over baseline: 10.00% [2025-11-21T23:37:32.043358] [INFO ] [CONFIGURE ] LNN: Total time: 1.3 minutes [2025-11-21T23:37:32.043392] [INFO ] [CONFIGURE ] LNN: Average time per feature: 2.6 seconds [2025-11-21T23:37:32.043420] [INFO ] [CONFIGURE ] LNN: Average speed: 0.39 features/sec [2025-11-21T23:37:32.043783] [INFO ] [LOCAL ] Saved configuration for LNN: 1 features, 60.00% accuracy -> ./output/feature-sets/LNN.json [2025-11-21T23:37:32.043826] [INFO ] [CONFIGURE ] LNN: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T23:37:32.043877] [INFO ] [sig ] [15/93] Successfully configured LNN | 0.01 sym/s | Total: 19.3m | ETA: 1.7h [2025-11-21T23:37:32.043911] [INFO ] [sig ] [16/93] Configuring LOB... [2025-11-21T23:37:32.043939] [INFO ] [CONFIGURE ] LOB: Configurate test run. [2025-11-21T23:37:32.043968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-11-21T23:37:32.061544] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LOB'. [2025-11-21T23:37:32.061846] [INFO ] [CONFIGURE ] LOB: Testing with 29 available features [2025-11-21T23:37:32.061897] [INFO ] [CONFIGURE ] LOB: Establishing baseline with no features... [2025-11-21T23:37:32.266373] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:37:32.437515] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:32.620032] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:37:32.799305] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:32.996140] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:33.184756] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:33.372578] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:33.561732] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:33.756664] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:33.956371] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:33.956495] [INFO ] [CONFIGURE ] LOB: Baseline score (no features): 30.00% [2025-11-21T23:37:33.956537] [INFO ] [CONFIGURE ] LOB: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:37:33.956568] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:37:34.180793] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:37:34.409563] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:34.638895] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:37:34.869886] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:35.097415] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:35.411000] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:35.721375] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:35.980847] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:36.197950] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:37:36.408735] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:36.408864] [INFO ] [CONFIGURE ] LOB: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T23:37:36.408905] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2261 tests [2025-11-21T23:37:36.408938] [INFO ] [CONFIGURE ] LOB: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:37:36.408968] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:37:36.615121] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:37:36.824720] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:37.032797] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:37:37.247444] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:37.460069] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:37.676633] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:37.907956] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:38.139764] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:38.376449] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:38.613093] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:38.613295] [INFO ] [CONFIGURE ] LOB: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T23:37:38.613345] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2260 tests [2025-11-21T23:37:38.613381] [INFO ] [CONFIGURE ] LOB: Testing feature 3/29: add_daily_returns [2025-11-21T23:37:38.613414] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T23:37:38.845663] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:37:39.074714] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:39.323609] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:37:39.552421] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:37:39.782444] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:40.006730] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:40.233454] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:40.465629] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:40.693601] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:37:40.925391] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:40.925544] [INFO ] [CONFIGURE ] LOB: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T23:37:40.925591] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2259 tests [2025-11-21T23:37:40.925627] [INFO ] [CONFIGURE ] LOB: Testing feature 4/29: add_ema [2025-11-21T23:37:40.925681] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T23:37:41.190142] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:37:41.457779] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:41.719241] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:37:42.005767] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:37:42.280660] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:42.542324] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:42.838164] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:43.099686] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:43.373777] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:37:43.655470] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:43.655660] [INFO ] [CONFIGURE ] LOB: DISCARDED add_ema (score: 40.00%) [2025-11-21T23:37:43.655732] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2258 tests [2025-11-21T23:37:43.655771] [INFO ] [CONFIGURE ] LOB: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:37:43.655804] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:37:43.923313] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:37:44.199470] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:37:44.471142] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:37:44.735612] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:45.000303] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:45.267065] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:45.539119] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:45.815899] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:46.103088] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:37:46.395817] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:46.395982] [INFO ] [CONFIGURE ] LOB: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T23:37:46.396026] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2257 tests [2025-11-21T23:37:46.396062] [INFO ] [CONFIGURE ] LOB: Testing feature 6/29: add_failed_moves [2025-11-21T23:37:46.396102] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T23:37:46.656981] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:37:46.900937] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:47.137330] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:37:47.406206] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:47.642544] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:47.894539] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:48.133802] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:48.410509] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:48.647531] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:37:48.886807] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:48.886963] [INFO ] [CONFIGURE ] LOB: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T23:37:48.887006] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2256 tests [2025-11-21T23:37:48.887041] [INFO ] [CONFIGURE ] LOB: Testing feature 7/29: add_lag_shelf [2025-11-21T23:37:48.887072] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T23:37:49.122200] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:37:49.348906] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:49.579343] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:37:49.808098] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:37:50.040889] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:50.266039] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:50.503108] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:50.739736] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:50.975686] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:37:51.197759] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:51.197917] [INFO ] [CONFIGURE ] LOB: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-21T23:37:51.197959] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2255 tests [2025-11-21T23:37:51.197992] [INFO ] [CONFIGURE ] LOB: Testing feature 8/29: add_macd [2025-11-21T23:37:51.198023] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T23:37:51.549282] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:37:51.876073] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:52.202121] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:37:52.529073] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:37:52.874154] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:37:53.238437] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:53.611393] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:53.967570] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:54.298995] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:37:54.642167] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:54.642345] [INFO ] [CONFIGURE ] LOB: KEPT add_macd (score: 60.00%) [2025-11-21T23:37:54.642390] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2254 tests [2025-11-21T23:37:54.642423] [INFO ] [CONFIGURE ] LOB: Testing feature 9/29: add_mfi [2025-11-21T23:37:54.642453] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T23:37:54.989083] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:37:55.340620] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:55.718438] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:37:56.049404] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:37:56.378930] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:37:56.698803] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:37:57.037948] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:37:57.390139] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:37:57.730055] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:37:58.105321] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:37:58.105497] [INFO ] [CONFIGURE ] LOB: DISCARDED add_mfi (score: 40.00%) [2025-11-21T23:37:58.105543] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2253 tests [2025-11-21T23:37:58.105580] [INFO ] [CONFIGURE ] LOB: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:37:58.105613] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:37:58.545804] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:37:58.991639] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:37:59.434114] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:37:59.870163] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:00.277719] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:01.457102] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:01.871615] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:02.277748] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:02.704303] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:03.122291] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:03.122460] [INFO ] [CONFIGURE ] LOB: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T23:38:03.122505] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2252 tests [2025-11-21T23:38:03.122541] [INFO ] [CONFIGURE ] LOB: Testing feature 11/29: add_obv_daily [2025-11-21T23:38:03.122575] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T23:38:03.460414] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:03.838600] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:04.198798] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:04.563707] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:04.917239] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:05.291817] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:05.668058] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:38:06.036166] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:06.405438] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:06.776580] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:06.776785] [INFO ] [CONFIGURE ] LOB: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:38:06.776838] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2251 tests [2025-11-21T23:38:06.776875] [INFO ] [CONFIGURE ] LOB: Testing feature 12/29: add_obv_interval [2025-11-21T23:38:06.776907] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T23:38:07.098589] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:07.422172] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:07.751830] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:08.090491] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:08.428256] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:38:08.784148] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:09.123753] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:09.455635] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:09.783821] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:10.134763] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:10.134962] [INFO ] [CONFIGURE ] LOB: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:38:10.135006] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2250 tests [2025-11-21T23:38:10.135043] [INFO ] [CONFIGURE ] LOB: Testing feature 13/29: add_opening_strength [2025-11-21T23:38:10.135076] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:38:10.508328] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:10.890810] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:38:11.260830] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:11.678298] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:12.061190] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:38:12.435910] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:12.827028] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:13.208211] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:13.579937] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:13.960968] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:13.961211] [INFO ] [CONFIGURE ] LOB: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T23:38:13.961254] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2249 tests [2025-11-21T23:38:13.961288] [INFO ] [CONFIGURE ] LOB: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:38:13.961320] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T23:38:14.330777] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:38:14.727859] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:38:15.106155] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:15.467325] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:15.856559] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:16.231681] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:38:16.611614] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:16.976475] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:17.352978] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:17.768110] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:17.768269] [INFO ] [CONFIGURE ] LOB: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T23:38:17.768315] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2248 tests [2025-11-21T23:38:17.768351] [INFO ] [CONFIGURE ] LOB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:38:17.768383] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T23:38:18.118910] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:38:18.460333] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:18.853583] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:19.202139] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:19.562422] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:19.929109] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:20.281448] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:20.627316] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:20.962320] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:21.287052] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:21.287209] [INFO ] [CONFIGURE ] LOB: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:38:21.287260] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2247 tests [2025-11-21T23:38:21.287295] [INFO ] [CONFIGURE ] LOB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:38:21.287325] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T23:38:21.635277] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:22.002967] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:22.426307] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:22.916352] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:38:23.301805] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:38:23.642021] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:24.001876] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:24.360721] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:24.738216] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:25.083047] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:25.083209] [INFO ] [CONFIGURE ] LOB: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T23:38:25.083252] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2246 tests [2025-11-21T23:38:25.083288] [INFO ] [CONFIGURE ] LOB: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:38:25.083320] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T23:38:25.444053] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:25.832203] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:26.193696] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:26.545451] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:26.900201] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:27.236839] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:27.574791] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:27.937962] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:28.293279] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:28.642000] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:28.642191] [INFO ] [CONFIGURE ] LOB: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T23:38:28.642240] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2245 tests [2025-11-21T23:38:28.642277] [INFO ] [CONFIGURE ] LOB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:38:28.642310] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T23:38:28.963599] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:29.306991] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:29.635829] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:29.979060] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:30.309998] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:30.670091] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:31.045193] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:31.388362] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:31.733014] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:32.075833] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:32.076022] [INFO ] [CONFIGURE ] LOB: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T23:38:32.076068] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2244 tests [2025-11-21T23:38:32.076102] [INFO ] [CONFIGURE ] LOB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:38:32.076134] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T23:38:32.419269] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:32.772939] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:33.104519] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:33.448092] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:33.829839] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:38:34.190552] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:34.521899] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:34.866412] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:35.197263] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:35.531137] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:35.531291] [INFO ] [CONFIGURE ] LOB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T23:38:35.531334] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2243 tests [2025-11-21T23:38:35.531368] [INFO ] [CONFIGURE ] LOB: Testing feature 20/29: add_price_rejection [2025-11-21T23:38:35.531400] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T23:38:35.905622] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:38:36.257250] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:36.610634] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:36.980131] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:37.326533] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:37.676026] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:38.038889] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:38.392733] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:38.741022] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:39.087344] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:39.087519] [INFO ] [CONFIGURE ] LOB: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:38:39.087566] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2242 tests [2025-11-21T23:38:39.087601] [INFO ] [CONFIGURE ] LOB: Testing feature 21/29: add_range_position [2025-11-21T23:38:39.087633] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T23:38:39.447806] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:39.795007] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:38:40.136741] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:40.496742] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:40.840829] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:38:41.190323] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:41.541963] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:41.912805] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:42.255357] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:42.599720] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:42.599892] [INFO ] [CONFIGURE ] LOB: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:38:42.599943] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2241 tests [2025-11-21T23:38:42.599977] [INFO ] [CONFIGURE ] LOB: Testing feature 22/29: add_realized_volatility [2025-11-21T23:38:42.600008] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T23:38:43.043392] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:38:43.452699] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:43.872438] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:44.284963] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:44.702100] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:45.119368] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:45.545216] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:38:46.006088] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:46.428958] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:46.857031] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:46.857225] [INFO ] [CONFIGURE ] LOB: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T23:38:46.857269] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2240 tests [2025-11-21T23:38:46.857304] [INFO ] [CONFIGURE ] LOB: Testing feature 23/29: add_recent_range_context [2025-11-21T23:38:46.857336] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T23:38:47.188669] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:47.521314] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:47.872800] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:48.222486] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:48.564129] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:38:48.904952] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:49.239056] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:38:49.576598] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:49.912558] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:50.241676] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:50.241842] [INFO ] [CONFIGURE ] LOB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:38:50.241887] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2239 tests [2025-11-21T23:38:50.241922] [INFO ] [CONFIGURE ] LOB: Testing feature 24/29: add_rsi [2025-11-21T23:38:50.241953] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-21T23:38:50.632915] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:38:51.033525] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:51.420839] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:51.809056] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:52.201630] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:52.588742] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:52.973811] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:53.357475] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:53.764487] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:54.201848] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:54.202029] [INFO ] [CONFIGURE ] LOB: DISCARDED add_rsi (score: 50.00%) [2025-11-21T23:38:54.202076] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2238 tests [2025-11-21T23:38:54.202115] [INFO ] [CONFIGURE ] LOB: Testing feature 25/29: add_tick_distribution [2025-11-21T23:38:54.202148] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-21T23:38:54.543355] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:38:54.887881] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:38:55.208369] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:55.537597] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:55.877035] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:56.237337] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:38:56.594347] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:38:56.970477] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:38:57.336771] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:38:57.688042] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:38:57.688197] [INFO ] [CONFIGURE ] LOB: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T23:38:57.688242] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2237 tests [2025-11-21T23:38:57.688276] [INFO ] [CONFIGURE ] LOB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:38:57.688308] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-21T23:38:58.064740] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:38:58.385850] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:38:58.729024] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:38:59.084130] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:38:59.400610] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:38:59.719265] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:39:00.079138] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:00.400830] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:00.888421] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:01.661301] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:39:01.661512] [INFO ] [CONFIGURE ] LOB: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:39:01.661559] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2236 tests [2025-11-21T23:39:01.661597] [INFO ] [CONFIGURE ] LOB: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:39:01.661631] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-21T23:39:02.041319] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:02.425207] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:39:02.787406] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:03.175075] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:39:03.512061] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:03.865264] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:39:04.273264] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:04.622078] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:04.992429] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:05.372274] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:39:05.372491] [INFO ] [CONFIGURE ] LOB: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:39:05.372564] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2235 tests [2025-11-21T23:39:05.372601] [INFO ] [CONFIGURE ] LOB: Testing feature 28/29: add_volume_profile [2025-11-21T23:39:05.372633] [INFO ] [CONFIGURE ] LOB: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-21T23:39:05.734578] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:06.126415] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:39:06.519956] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:06.886092] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:39:07.283798] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:39:07.670942] [DEBUG] [FORECASTER] LOB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:39:08.039707] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:08.418330] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:08.806140] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:09.206316] [DEBUG] [FORECASTER] LOB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:39:09.206520] [INFO ] [CONFIGURE ] LOB: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T23:39:09.206564] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2234 tests [2025-11-21T23:39:09.206600] [INFO ] [CONFIGURE ] LOB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:39:09.206629] [INFO ] [CONFIGURE ] LOB: Best accuracy: 60.00% [2025-11-21T23:39:09.206679] [INFO ] [CONFIGURE ] LOB: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T23:39:09.206710] [INFO ] [CONFIGURE ] LOB: Improvement over baseline: 30.00% [2025-11-21T23:39:09.206736] [INFO ] [CONFIGURE ] LOB: Total time: 1.6 minutes [2025-11-21T23:39:09.206783] [INFO ] [CONFIGURE ] LOB: Average time per feature: 3.4 seconds [2025-11-21T23:39:09.206811] [INFO ] [CONFIGURE ] LOB: Average speed: 0.30 features/sec [2025-11-21T23:39:09.207225] [INFO ] [LOCAL ] Saved configuration for LOB: 3 features, 60.00% accuracy -> ./output/feature-sets/LOB.json [2025-11-21T23:39:09.207268] [INFO ] [CONFIGURE ] LOB: Configuration saved successfully: 3 features, 60.00% accuracy. [2025-11-21T23:39:09.207303] [INFO ] [sig ] [16/93] Successfully configured LOB | 0.01 sym/s | Total: 20.9m | ETA: 1.7h [2025-11-21T23:39:09.207335] [INFO ] [sig ] [17/93] Configuring LOCL... [2025-11-21T23:39:09.207364] [INFO ] [CONFIGURE ] LOCL: Configurate test run. [2025-11-21T23:39:09.207392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'. [2025-11-21T23:39:09.218275] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LOCL'. [2025-11-21T23:39:09.218546] [INFO ] [CONFIGURE ] LOCL: Testing with 29 available features [2025-11-21T23:39:09.218593] [INFO ] [CONFIGURE ] LOCL: Establishing baseline with no features... [2025-11-21T23:39:09.391740] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:09.566963] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:09.742759] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:09.921666] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:39:10.169161] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:10.344485] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:10.523735] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:10.700086] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:10.866551] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:39:11.047355] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:39:11.047497] [INFO ] [CONFIGURE ] LOCL: Baseline score (no features): 30.00% [2025-11-21T23:39:11.047539] [INFO ] [CONFIGURE ] LOCL: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:39:11.047571] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:39:11.250573] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:11.442012] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:11.645514] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:11.842484] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:12.086159] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:12.300363] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:12.535365] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:12.749569] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:12.964969] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:39:13.208241] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:13.208395] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T23:39:13.208437] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2233 tests [2025-11-21T23:39:13.208470] [INFO ] [CONFIGURE ] LOCL: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:39:13.208501] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:39:13.423806] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:13.645673] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:13.863256] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:14.094800] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:14.315796] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:14.595029] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:14.900058] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:39:15.190372] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:15.425627] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:39:15.650819] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:39:15.650990] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-21T23:39:15.651033] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2232 tests [2025-11-21T23:39:15.651065] [INFO ] [CONFIGURE ] LOCL: Testing feature 3/29: add_daily_returns [2025-11-21T23:39:15.651096] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns'] [2025-11-21T23:39:15.845560] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:16.026338] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:16.238767] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:16.422526] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:39:16.606431] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:16.797348] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:16.987439] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:17.194888] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:17.397595] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:17.594939] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:17.595093] [INFO ] [CONFIGURE ] LOCL: KEPT add_daily_returns (score: 50.00%) [2025-11-21T23:39:17.595137] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2231 tests [2025-11-21T23:39:17.595171] [INFO ] [CONFIGURE ] LOCL: Testing feature 4/29: add_ema [2025-11-21T23:39:17.595204] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T23:39:17.843405] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:18.101144] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:18.344401] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:18.603819] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:18.873710] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:19.115864] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:19.385307] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:19.626047] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:19.866307] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:20.111795] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:39:20.111975] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_ema (score: 30.00%) [2025-11-21T23:39:20.112023] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2230 tests [2025-11-21T23:39:20.112059] [INFO ] [CONFIGURE ] LOCL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:39:20.112090] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:39:20.359060] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:20.610144] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:20.862487] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:21.124282] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:21.384550] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:21.651684] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:21.906432] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:22.177122] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:22.433246] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:22.690663] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:39:22.690869] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-21T23:39:22.690915] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2229 tests [2025-11-21T23:39:22.690949] [INFO ] [CONFIGURE ] LOCL: Testing feature 6/29: add_failed_moves [2025-11-21T23:39:22.690980] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T23:39:22.905979] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:23.120191] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:23.329988] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:23.542603] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:23.760851] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:23.970289] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:24.212826] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:24.427149] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:24.632245] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:24.839241] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:39:24.839387] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_failed_moves (score: 30.00%) [2025-11-21T23:39:24.839432] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2228 tests [2025-11-21T23:39:24.839468] [INFO ] [CONFIGURE ] LOCL: Testing feature 7/29: add_lag_shelf [2025-11-21T23:39:24.839501] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T23:39:25.033618] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:25.227892] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:25.428501] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:25.626219] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:39:25.828817] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:26.023540] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:26.216863] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:26.416782] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:26.615998] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:26.814447] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:26.814624] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T23:39:26.814711] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2227 tests [2025-11-21T23:39:26.815097] [INFO ] [CONFIGURE ] LOCL: Testing feature 8/29: add_macd [2025-11-21T23:39:26.815134] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T23:39:27.113629] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:27.418669] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:27.712238] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:27.997586] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:39:28.288695] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:28.573563] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:28.862715] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:29.145134] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:29.418500] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:29.699035] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:29.699204] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_macd (score: 30.00%) [2025-11-21T23:39:29.699249] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2226 tests [2025-11-21T23:39:29.699283] [INFO ] [CONFIGURE ] LOCL: Testing feature 9/29: add_mfi [2025-11-21T23:39:29.699314] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T23:39:29.894949] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:30.093014] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:30.317785] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:30.517067] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:30.717825] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:30.948265] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:31.148399] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:31.347065] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:31.565239] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:31.768545] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:31.768791] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_mfi (score: 40.00%) [2025-11-21T23:39:31.768840] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2225 tests [2025-11-21T23:39:31.768874] [INFO ] [CONFIGURE ] LOCL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:39:31.768906] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:39:32.046880] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:32.325714] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:32.591783] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:32.859543] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:33.131527] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:33.407621] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:33.676579] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:33.981846] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:34.274108] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:34.547079] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:34.547230] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T23:39:34.547275] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2224 tests [2025-11-21T23:39:34.547309] [INFO ] [CONFIGURE ] LOCL: Testing feature 11/29: add_obv_daily [2025-11-21T23:39:34.547364] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T23:39:34.745069] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:34.943895] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:35.144155] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:35.342303] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:35.545477] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:35.750469] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:35.964839] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:36.166194] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:36.398611] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:36.604389] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:36.604536] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T23:39:36.604578] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2223 tests [2025-11-21T23:39:36.604612] [INFO ] [CONFIGURE ] LOCL: Testing feature 12/29: add_obv_interval [2025-11-21T23:39:36.604660] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T23:39:36.788128] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:36.970600] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:37.161423] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:37.346777] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:37.528094] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:37.710313] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:37.897004] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:38.084152] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:38.268227] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:38.461422] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:38.461586] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T23:39:38.461630] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2222 tests [2025-11-21T23:39:38.461686] [INFO ] [CONFIGURE ] LOCL: Testing feature 13/29: add_opening_strength [2025-11-21T23:39:38.461719] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:39:38.655728] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:38.881394] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:39.094333] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:39.288098] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:39.482673] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:39.678327] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:39.874589] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:40.073213] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:40.269045] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:40.495180] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:40.495306] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T23:39:40.495350] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2221 tests [2025-11-21T23:39:40.495383] [INFO ] [CONFIGURE ] LOCL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:39:40.495415] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T23:39:40.691878] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:40.891880] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:41.091235] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:41.294337] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:41.496079] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:41.696231] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:41.896001] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:42.098959] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:42.302352] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:42.502806] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:42.502983] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T23:39:42.503027] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2220 tests [2025-11-21T23:39:42.503063] [INFO ] [CONFIGURE ] LOCL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:39:42.503097] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T23:39:42.680453] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:42.858890] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:43.036997] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:43.209056] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:43.385913] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:43.563756] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:43.749374] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:43.929829] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:44.107704] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:44.288005] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:44.288140] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T23:39:44.288184] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2219 tests [2025-11-21T23:39:44.288217] [INFO ] [CONFIGURE ] LOCL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:39:44.288256] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T23:39:44.485889] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:44.678677] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:44.871529] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:45.060741] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:45.259365] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:45.464079] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:45.660192] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:45.853525] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:46.057146] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:46.253720] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:46.253870] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T23:39:46.253913] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2218 tests [2025-11-21T23:39:46.253948] [INFO ] [CONFIGURE ] LOCL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:39:46.253980] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T23:39:46.449683] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:46.646948] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:46.842852] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:47.041536] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:47.238532] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:47.439118] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:47.639177] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:47.841878] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:48.042437] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:39:48.243349] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:48.243501] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T23:39:48.243544] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2217 tests [2025-11-21T23:39:48.243576] [INFO ] [CONFIGURE ] LOCL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:39:48.243607] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T23:39:48.454461] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:48.629359] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:48.810780] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:48.985161] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:49.166793] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:49.341141] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:49.541696] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:49.717335] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:49.904846] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:50.091589] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:50.091759] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T23:39:50.091803] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2216 tests [2025-11-21T23:39:50.091837] [INFO ] [CONFIGURE ] LOCL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:39:50.091868] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-21T23:39:50.264977] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:50.438504] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:50.614346] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:50.791487] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:39:50.964853] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:51.137920] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:51.311046] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:51.523760] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:51.700407] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:51.879911] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:51.880053] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T23:39:51.880095] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2215 tests [2025-11-21T23:39:51.880128] [INFO ] [CONFIGURE ] LOCL: Testing feature 20/29: add_price_rejection [2025-11-21T23:39:51.880160] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-21T23:39:52.069598] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:39:52.260929] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:52.450854] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:52.646194] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:52.835439] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:53.031423] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:53.221073] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:53.412106] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:53.618480] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:53.821146] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:53.821287] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_price_rejection (score: 30.00%) [2025-11-21T23:39:53.821330] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2214 tests [2025-11-21T23:39:53.821364] [INFO ] [CONFIGURE ] LOCL: Testing feature 21/29: add_range_position [2025-11-21T23:39:53.821395] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-21T23:39:54.038346] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:54.255120] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:54.487825] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:39:54.701134] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:54.913719] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:39:55.123129] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:55.339779] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:55.587115] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:55.804185] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:39:56.021082] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:56.021254] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_range_position (score: 20.00%) [2025-11-21T23:39:56.021297] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2213 tests [2025-11-21T23:39:56.021330] [INFO ] [CONFIGURE ] LOCL: Testing feature 22/29: add_realized_volatility [2025-11-21T23:39:56.021361] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-21T23:39:56.312606] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:56.602840] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:56.901559] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:57.200446] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:39:57.496327] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:39:57.794666] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:39:58.091053] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:39:58.400629] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:39:58.745230] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:39:59.069693] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:39:59.069848] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T23:39:59.069892] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2212 tests [2025-11-21T23:39:59.069927] [INFO ] [CONFIGURE ] LOCL: Testing feature 23/29: add_recent_range_context [2025-11-21T23:39:59.069960] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-21T23:39:59.271260] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:39:59.469237] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:39:59.667328] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:39:59.871478] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:00.072372] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:40:00.273534] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:00.474829] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:00.678046] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:01.900545] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:02.444465] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:02.444747] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T23:40:02.444798] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2211 tests [2025-11-21T23:40:02.444834] [INFO ] [CONFIGURE ] LOCL: Testing feature 24/29: add_rsi [2025-11-21T23:40:02.444867] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-21T23:40:02.762330] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:03.021345] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:40:03.273370] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:40:03.519180] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:40:03.763814] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:40:04.009021] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:04.257048] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:04.522934] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:04.797487] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:05.047284] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:40:05.047457] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_rsi (score: 40.00%) [2025-11-21T23:40:05.047501] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2210 tests [2025-11-21T23:40:05.047534] [INFO ] [CONFIGURE ] LOCL: Testing feature 25/29: add_tick_distribution [2025-11-21T23:40:05.047565] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-21T23:40:05.239559] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:05.423991] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:40:05.610395] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:40:05.793747] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:05.982998] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:40:06.172993] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:06.356140] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:06.542932] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:06.727858] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:06.925188] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:06.925341] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T23:40:06.925385] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2209 tests [2025-11-21T23:40:06.925419] [INFO ] [CONFIGURE ] LOCL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:40:06.925450] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-21T23:40:07.115056] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:40:07.302854] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:40:07.491187] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:40:07.691711] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:07.882134] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:40:08.079118] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:08.270494] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:08.467387] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:08.661216] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:08.862949] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:08.863117] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-21T23:40:08.863161] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2208 tests [2025-11-21T23:40:08.863196] [INFO ] [CONFIGURE ] LOCL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:40:08.863227] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-21T23:40:08.957037] [FATAL] [FORECASTER] Failed to test lookback=11: [23:40:08] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.049479] [FATAL] [FORECASTER] Failed to test lookback=10: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.141258] [FATAL] [FORECASTER] Failed to test lookback=9: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.232487] [FATAL] [FORECASTER] Failed to test lookback=8: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.323676] [FATAL] [FORECASTER] Failed to test lookback=7: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.418115] [FATAL] [FORECASTER] Failed to test lookback=6: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.513203] [FATAL] [FORECASTER] Failed to test lookback=5: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.612291] [FATAL] [FORECASTER] Failed to test lookback=4: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.708523] [FATAL] [FORECASTER] Failed to test lookback=3: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.804720] [FATAL] [FORECASTER] Failed to test lookback=2: [23:40:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:40:09.805045] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T23:40:09.805097] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2207 tests [2025-11-21T23:40:09.805133] [INFO ] [CONFIGURE ] LOCL: Testing feature 28/29: add_volume_profile [2025-11-21T23:40:09.805186] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-21T23:40:09.996635] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:40:10.183261] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:40:10.372984] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:40:10.562828] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:10.777047] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:40:10.964521] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:11.153037] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:11.339714] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:11.527522] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:11.718956] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:11.719101] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T23:40:11.719144] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2206 tests [2025-11-21T23:40:11.719178] [INFO ] [CONFIGURE ] LOCL: Testing feature 29/29: add_vwap [2025-11-21T23:40:11.719209] [INFO ] [CONFIGURE ] LOCL: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-21T23:40:11.908741] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:40:12.097892] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:40:12.286471] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:40:12.486852] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:12.706454] [DEBUG] [FORECASTER] LOCL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:40:12.904933] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:13.103713] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:13.323983] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:13.521068] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:13.723797] [DEBUG] [FORECASTER] LOCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:40:13.723961] [INFO ] [CONFIGURE ] LOCL: DISCARDED add_vwap (score: 10.00%) [2025-11-21T23:40:13.724005] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2205 tests [2025-11-21T23:40:13.724038] [INFO ] [CONFIGURE ] LOCL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:40:13.724066] [INFO ] [CONFIGURE ] LOCL: Best accuracy: 50.00% [2025-11-21T23:40:13.724097] [INFO ] [CONFIGURE ] LOCL: Best feature set (1 features): ['add_daily_returns'] [2025-11-21T23:40:13.724124] [INFO ] [CONFIGURE ] LOCL: Improvement over baseline: 20.00% [2025-11-21T23:40:13.724150] [INFO ] [CONFIGURE ] LOCL: Total time: 1.0 minutes [2025-11-21T23:40:13.724175] [INFO ] [CONFIGURE ] LOCL: Average time per feature: 2.2 seconds [2025-11-21T23:40:13.724201] [INFO ] [CONFIGURE ] LOCL: Average speed: 0.46 features/sec [2025-11-21T23:40:13.724487] [INFO ] [LOCAL ] Saved configuration for LOCL: 1 features, 50.00% accuracy -> ./output/feature-sets/LOCL.json [2025-11-21T23:40:13.724532] [INFO ] [CONFIGURE ] LOCL: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-21T23:40:13.724568] [INFO ] [sig ] [17/93] Successfully configured LOCL | 0.01 sym/s | Total: 22.0m | ETA: 1.6h [2025-11-21T23:40:13.724610] [INFO ] [sig ] [18/93] Configuring LOMA... [2025-11-21T23:40:13.724658] [INFO ] [CONFIGURE ] LOMA: Configurate test run. [2025-11-21T23:40:13.724692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-11-21T23:40:13.736250] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LOMA'. [2025-11-21T23:40:13.736531] [INFO ] [CONFIGURE ] LOMA: Testing with 29 available features [2025-11-21T23:40:13.736579] [INFO ] [CONFIGURE ] LOMA: Establishing baseline with no features... [2025-11-21T23:40:13.906201] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:14.078622] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:14.256405] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:14.426900] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:14.597072] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:14.775756] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:14.947299] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:15.117205] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:40:15.290110] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:15.464022] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:15.464160] [INFO ] [CONFIGURE ] LOMA: Baseline score (no features): 60.00% [2025-11-21T23:40:15.464202] [INFO ] [CONFIGURE ] LOMA: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:40:15.464234] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:40:15.687993] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:15.896347] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:16.092636] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:16.296470] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:16.510551] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:16.721718] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:16.928890] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:17.140839] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:40:17.353622] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:17.561966] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:40:17.562444] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T23:40:17.562489] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2204 tests [2025-11-21T23:40:17.562523] [INFO ] [CONFIGURE ] LOMA: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:40:17.562555] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:40:17.772930] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:17.984865] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:40:18.196701] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:40:18.404217] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:40:18.614895] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:18.829367] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:19.044014] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:19.257103] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:19.469012] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:19.682965] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:19.683112] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T23:40:19.683158] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2203 tests [2025-11-21T23:40:19.683194] [INFO ] [CONFIGURE ] LOMA: Testing feature 3/29: add_daily_returns [2025-11-21T23:40:19.683225] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_daily_returns'] [2025-11-21T23:40:19.894922] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:20.080148] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:20.266058] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:20.454395] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:20.644256] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:20.831401] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:21.027399] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:21.226701] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:21.414667] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:21.608275] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:21.608427] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T23:40:21.608471] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2202 tests [2025-11-21T23:40:21.608507] [INFO ] [CONFIGURE ] LOMA: Testing feature 4/29: add_ema [2025-11-21T23:40:21.608539] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_ema'] [2025-11-21T23:40:21.826179] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:22.050068] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:22.267373] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:22.485151] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:22.716610] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:22.965664] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:23.187932] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:23.409861] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:23.635635] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:23.860749] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:23.860907] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:40:23.860950] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2201 tests [2025-11-21T23:40:23.860985] [INFO ] [CONFIGURE ] LOMA: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:40:23.861067] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:40:24.083556] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:24.320450] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:40:24.545911] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:24.789373] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:25.012836] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:25.235061] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:25.455225] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:25.678437] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:25.957868] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:40:26.224902] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:26.225067] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:40:26.225116] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2200 tests [2025-11-21T23:40:26.225153] [INFO ] [CONFIGURE ] LOMA: Testing feature 6/29: add_failed_moves [2025-11-21T23:40:26.225184] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves'] [2025-11-21T23:40:26.439249] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:26.654688] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:26.874921] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:27.084258] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:27.293068] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:27.499923] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:27.738583] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:27.955784] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:40:28.179465] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:28.402246] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:28.402397] [INFO ] [CONFIGURE ] LOMA: KEPT add_failed_moves (score: 70.00%) [2025-11-21T23:40:28.402441] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2199 tests [2025-11-21T23:40:28.402474] [INFO ] [CONFIGURE ] LOMA: Testing feature 7/29: add_lag_shelf [2025-11-21T23:40:28.402505] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-21T23:40:28.609713] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:28.819769] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:29.051502] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:29.275163] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:29.476354] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:29.688689] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:29.902123] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:30.114683] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:40:30.322779] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:30.535378] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:30.535524] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T23:40:30.535567] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2198 tests [2025-11-21T23:40:30.535602] [INFO ] [CONFIGURE ] LOMA: Testing feature 8/29: add_macd [2025-11-21T23:40:30.535635] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-21T23:40:30.862391] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:31.219741] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:40:31.522433] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:40:31.828159] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:32.130377] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:32.424056] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:32.720931] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:33.012891] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:33.324275] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:33.636403] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:33.636571] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_macd (score: 30.00%) [2025-11-21T23:40:33.636617] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2197 tests [2025-11-21T23:40:33.636670] [INFO ] [CONFIGURE ] LOMA: Testing feature 9/29: add_mfi [2025-11-21T23:40:33.636706] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-21T23:40:33.876903] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:34.093626] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:34.318855] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:34.534993] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:34.756071] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:35.007385] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:35.210339] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:35.416026] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:40:35.630596] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:35.856491] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:35.856683] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:40:35.856735] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2196 tests [2025-11-21T23:40:35.856791] [INFO ] [CONFIGURE ] LOMA: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:40:35.856828] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:40:36.162497] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:36.471040] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:36.785735] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:37.086704] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:40:37.401563] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:37.701900] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:38.001023] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:38.303098] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:38.608321] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:40:38.913440] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:38.913611] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T23:40:38.913681] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2195 tests [2025-11-21T23:40:38.913721] [INFO ] [CONFIGURE ] LOMA: Testing feature 11/29: add_obv_daily [2025-11-21T23:40:38.913757] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-21T23:40:39.126312] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:39.332152] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:39.578950] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:40:39.783480] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:39.983867] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:40.183166] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:40.390938] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:40.592585] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:40.797815] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:40:41.002494] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:41.002660] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:40:41.002707] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2194 tests [2025-11-21T23:40:41.002741] [INFO ] [CONFIGURE ] LOMA: Testing feature 12/29: add_obv_interval [2025-11-21T23:40:41.002772] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-21T23:40:41.201822] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:41.409124] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:41.608005] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:41.817934] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:42.027133] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:42.236431] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:42.429912] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:42.622458] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:42.822350] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:40:43.018378] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:43.018552] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T23:40:43.018599] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2193 tests [2025-11-21T23:40:43.018634] [INFO ] [CONFIGURE ] LOMA: Testing feature 13/29: add_opening_strength [2025-11-21T23:40:43.018688] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:40:43.233062] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:43.448401] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:43.684539] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:43.896157] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:40:44.131173] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:44.345621] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:44.558529] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:44.770676] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:44.995728] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:45.229163] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:45.229310] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T23:40:45.229352] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2192 tests [2025-11-21T23:40:45.229386] [INFO ] [CONFIGURE ] LOMA: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:40:45.229417] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-21T23:40:45.433337] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:45.643032] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:45.853146] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:46.064497] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:46.275468] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:46.498495] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:46.712914] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:46.927189] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:47.163142] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:47.374559] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:47.374767] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:40:47.374815] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2191 tests [2025-11-21T23:40:47.374851] [INFO ] [CONFIGURE ] LOMA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:40:47.374885] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-21T23:40:47.556606] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:47.734974] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:47.915263] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:40:48.091999] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:48.268706] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:48.447929] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:48.652811] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:48.832570] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:49.014943] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:49.202942] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:49.203093] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T23:40:49.203138] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2190 tests [2025-11-21T23:40:49.203173] [INFO ] [CONFIGURE ] LOMA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:40:49.203206] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T23:40:49.462946] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:49.669706] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:49.875680] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:50.086545] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:50.290024] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:50.497964] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:50.701222] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:50.913184] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:40:51.118603] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:40:51.320168] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:51.320316] [INFO ] [CONFIGURE ] LOMA: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-21T23:40:51.320359] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2189 tests [2025-11-21T23:40:51.320412] [INFO ] [CONFIGURE ] LOMA: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:40:51.320446] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T23:40:51.549868] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:51.778866] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:52.028562] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:52.254375] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:52.499921] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:40:52.728759] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:52.956071] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:53.210591] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:53.440148] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:53.668088] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:53.668235] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T23:40:53.668324] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2188 tests [2025-11-21T23:40:53.668363] [INFO ] [CONFIGURE ] LOMA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:40:53.668396] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T23:40:53.884151] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:54.098758] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:54.309948] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:54.524205] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:54.742226] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:54.984489] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:40:55.196393] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:55.420817] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:55.640844] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:55.853633] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:55.853787] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T23:40:55.853830] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2187 tests [2025-11-21T23:40:55.853863] [INFO ] [CONFIGURE ] LOMA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:40:55.853892] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T23:40:56.058795] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:56.279684] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:56.490518] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:56.689121] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:56.889662] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:57.096682] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:40:57.300669] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:40:57.510380] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:40:57.715781] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:40:57.926689] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:40:57.926864] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T23:40:57.926910] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2186 tests [2025-11-21T23:40:57.926945] [INFO ] [CONFIGURE ] LOMA: Testing feature 20/29: add_price_rejection [2025-11-21T23:40:57.926976] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T23:40:58.160504] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:40:58.387821] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:40:58.617122] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:40:58.847615] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:40:59.072632] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:40:59.326213] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:40:59.578175] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:40:59.820440] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:00.057784] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:41:00.292509] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:00.292698] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:41:00.292745] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2185 tests [2025-11-21T23:41:00.292780] [INFO ] [CONFIGURE ] LOMA: Testing feature 21/29: add_range_position [2025-11-21T23:41:00.292812] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T23:41:01.209196] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:01.590521] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:41:01.844012] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:41:02.115806] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:02.387319] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:41:02.640113] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:41:02.912685] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:03.157505] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:41:03.384174] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:41:03.617640] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:03.617816] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_range_position (score: 60.00%) [2025-11-21T23:41:03.617859] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2184 tests [2025-11-21T23:41:03.617894] [INFO ] [CONFIGURE ] LOMA: Testing feature 22/29: add_realized_volatility [2025-11-21T23:41:03.617926] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T23:41:03.946691] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:04.281993] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:04.632835] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:41:04.990039] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:05.364160] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:41:05.725312] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:41:06.077069] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:06.409236] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:41:06.741431] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:41:07.092975] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:07.093116] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T23:41:07.093159] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2183 tests [2025-11-21T23:41:07.093195] [INFO ] [CONFIGURE ] LOMA: Testing feature 23/29: add_recent_range_context [2025-11-21T23:41:07.093248] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T23:41:07.317457] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:07.547305] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:41:07.778903] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:41:08.001081] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:08.227386] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:41:08.451423] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:41:08.703543] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:09.037483] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:41:09.391460] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:41:09.676841] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:09.677017] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T23:41:09.677065] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2182 tests [2025-11-21T23:41:09.677102] [INFO ] [CONFIGURE ] LOMA: Testing feature 24/29: add_rsi [2025-11-21T23:41:09.677136] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T23:41:09.933689] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:10.188142] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:41:10.468126] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:41:10.742224] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:41:11.031951] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:41:11.317548] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:41:11.589207] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:11.874725] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:12.134153] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:41:12.401010] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:12.401196] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_rsi (score: 60.00%) [2025-11-21T23:41:12.401242] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2181 tests [2025-11-21T23:41:12.401278] [INFO ] [CONFIGURE ] LOMA: Testing feature 25/29: add_tick_distribution [2025-11-21T23:41:12.401311] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T23:41:12.629806] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:12.849096] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:41:13.083474] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:41:13.295218] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:13.505939] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:41:13.719048] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:41:13.946944] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:14.159874] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:14.401020] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:41:14.616720] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:14.616866] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T23:41:14.616956] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2180 tests [2025-11-21T23:41:14.616991] [INFO ] [CONFIGURE ] LOMA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:41:14.617023] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T23:41:14.842723] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:15.064243] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:41:15.282090] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:41:15.508767] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:15.763468] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:41:15.994136] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:41:16.226317] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:16.476301] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:16.719441] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:41:16.954170] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:16.954325] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T23:41:16.954367] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2179 tests [2025-11-21T23:41:16.954418] [INFO ] [CONFIGURE ] LOMA: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:41:16.954451] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T23:41:17.204859] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:17.486772] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:17.738402] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:41:17.995819] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:18.245398] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:41:18.498218] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:41:18.752959] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:19.006754] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:19.262206] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:41:19.522311] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:19.522458] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T23:41:19.522503] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2178 tests [2025-11-21T23:41:19.522537] [INFO ] [CONFIGURE ] LOMA: Testing feature 28/29: add_volume_profile [2025-11-21T23:41:19.522602] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T23:41:19.775049] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:20.007263] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:41:20.226579] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:41:20.472591] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:20.692998] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:41:20.918370] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:41:21.144022] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:21.381763] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:41:21.609136] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:41:21.837490] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:21.837632] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:41:21.837695] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2177 tests [2025-11-21T23:41:21.837731] [INFO ] [CONFIGURE ] LOMA: Testing feature 29/29: add_vwap [2025-11-21T23:41:21.837764] [INFO ] [CONFIGURE ] LOMA: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T23:41:22.087557] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:41:22.326195] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:22.562695] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:41:22.808137] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:23.049006] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:41:23.286500] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:41:23.559417] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:23.811846] [DEBUG] [FORECASTER] LOMA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:24.059977] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:41:24.309509] [DEBUG] [FORECASTER] LOMA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:41:24.309720] [INFO ] [CONFIGURE ] LOMA: DISCARDED add_vwap (score: 70.00%) [2025-11-21T23:41:24.309769] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2176 tests [2025-11-21T23:41:24.309807] [INFO ] [CONFIGURE ] LOMA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:41:24.309840] [INFO ] [CONFIGURE ] LOMA: Best accuracy: 80.00% [2025-11-21T23:41:24.309873] [INFO ] [CONFIGURE ] LOMA: Best feature set (2 features): ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-21T23:41:24.309902] [INFO ] [CONFIGURE ] LOMA: Improvement over baseline: 20.00% [2025-11-21T23:41:24.309930] [INFO ] [CONFIGURE ] LOMA: Total time: 1.1 minutes [2025-11-21T23:41:24.309957] [INFO ] [CONFIGURE ] LOMA: Average time per feature: 2.4 seconds [2025-11-21T23:41:24.309984] [INFO ] [CONFIGURE ] LOMA: Average speed: 0.42 features/sec [2025-11-21T23:41:24.310366] [INFO ] [LOCAL ] Saved configuration for LOMA: 2 features, 80.00% accuracy -> ./output/feature-sets/LOMA.json [2025-11-21T23:41:24.310413] [INFO ] [CONFIGURE ] LOMA: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T23:41:24.310450] [INFO ] [sig ] [18/93] Successfully configured LOMA | 0.01 sym/s | Total: 23.2m | ETA: 1.6h [2025-11-21T23:41:24.310548] [INFO ] [sig ] [19/93] Configuring LOW... [2025-11-21T23:41:24.310582] [INFO ] [CONFIGURE ] LOW: Configurate test run. [2025-11-21T23:41:24.310612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'. [2025-11-21T23:41:24.323017] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LOW'. [2025-11-21T23:41:24.323422] [INFO ] [CONFIGURE ] LOW: Testing with 29 available features [2025-11-21T23:41:24.323470] [INFO ] [CONFIGURE ] LOW: Establishing baseline with no features... [2025-11-21T23:41:24.531748] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:24.726682] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:24.926081] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:25.118895] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:25.314624] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:25.510336] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:25.710525] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:25.917805] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:26.140624] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:26.339344] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:26.339488] [INFO ] [CONFIGURE ] LOW: Baseline score (no features): 50.00% [2025-11-21T23:41:26.339529] [INFO ] [CONFIGURE ] LOW: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:41:26.339562] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:41:26.594427] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:26.838827] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:27.081469] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:41:27.324272] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:27.564933] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:41:27.804757] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:28.047279] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:28.305969] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:28.546734] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:28.790930] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:28.791092] [INFO ] [CONFIGURE ] LOW: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T23:41:28.791135] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2175 tests [2025-11-21T23:41:28.791168] [INFO ] [CONFIGURE ] LOW: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:41:28.791199] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:41:29.027370] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:29.263661] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:29.517434] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:41:29.748543] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:29.969620] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:41:30.183316] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:30.394922] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:30.615422] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:30.864715] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:41:31.099385] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:31.099551] [INFO ] [CONFIGURE ] LOW: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T23:41:31.099595] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2174 tests [2025-11-21T23:41:31.099630] [INFO ] [CONFIGURE ] LOW: Testing feature 3/29: add_daily_returns [2025-11-21T23:41:31.099698] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_daily_returns'] [2025-11-21T23:41:31.328859] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:31.536310] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:31.747141] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:31.960984] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:41:32.151837] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:32.346529] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:32.571634] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:32.756239] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:32.945781] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:33.140045] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:33.140188] [INFO ] [CONFIGURE ] LOW: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:41:33.140232] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2173 tests [2025-11-21T23:41:33.140269] [INFO ] [CONFIGURE ] LOW: Testing feature 4/29: add_ema [2025-11-21T23:41:33.140302] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_ema'] [2025-11-21T23:41:33.368081] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:33.585704] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:33.806355] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:34.043206] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:34.302412] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:34.543982] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:34.782404] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:35.065451] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:35.297397] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:35.530026] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:35.530184] [INFO ] [CONFIGURE ] LOW: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:41:35.530230] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2172 tests [2025-11-21T23:41:35.530268] [INFO ] [CONFIGURE ] LOW: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:41:35.530325] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:41:35.765322] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:35.998278] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:36.234076] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:36.470084] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:41:36.710206] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:36.945965] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:37.182028] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:37.417778] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:41:37.650140] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:37.882082] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:37.882236] [INFO ] [CONFIGURE ] LOW: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T23:41:37.882280] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2171 tests [2025-11-21T23:41:37.882313] [INFO ] [CONFIGURE ] LOW: Testing feature 6/29: add_failed_moves [2025-11-21T23:41:37.882344] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T23:41:38.131168] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:38.371029] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:38.601806] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:38.841178] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:41:39.075330] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:39.306976] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:39.555851] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:39.794061] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:41:40.032258] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:40.265784] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:40.265926] [INFO ] [CONFIGURE ] LOW: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T23:41:40.265971] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2170 tests [2025-11-21T23:41:40.266005] [INFO ] [CONFIGURE ] LOW: Testing feature 7/29: add_lag_shelf [2025-11-21T23:41:40.266037] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T23:41:40.493495] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:40.718358] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:40.955479] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:41.177418] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:41:41.400398] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:41.621467] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:41.843501] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:42.066162] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:42.291379] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:42.517980] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:42.518119] [INFO ] [CONFIGURE ] LOW: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T23:41:42.518161] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2169 tests [2025-11-21T23:41:42.518196] [INFO ] [CONFIGURE ] LOW: Testing feature 8/29: add_macd [2025-11-21T23:41:42.518229] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T23:41:42.813259] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:43.133573] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:43.456366] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:43.747282] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:41:44.033515] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:44.322389] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:44.618252] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:44.922206] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:45.214912] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:45.506962] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:41:45.507148] [INFO ] [CONFIGURE ] LOW: DISCARDED add_macd (score: 70.00%) [2025-11-21T23:41:45.507194] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2168 tests [2025-11-21T23:41:45.507228] [INFO ] [CONFIGURE ] LOW: Testing feature 9/29: add_mfi [2025-11-21T23:41:45.507258] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T23:41:45.734225] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:45.969033] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:46.194285] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:46.445658] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:46.673010] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:46.912346] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:47.139672] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:47.373169] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:47.605172] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:47.833991] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:47.834153] [INFO ] [CONFIGURE ] LOW: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:41:47.834196] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2167 tests [2025-11-21T23:41:47.834229] [INFO ] [CONFIGURE ] LOW: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:41:47.834260] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:41:48.151803] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:48.469584] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:48.789179] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:49.110873] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:41:49.487687] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:41:49.834052] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:50.164368] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:50.497700] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:50.866611] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:51.200402] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:51.200603] [INFO ] [CONFIGURE ] LOW: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T23:41:51.200667] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2166 tests [2025-11-21T23:41:51.200707] [INFO ] [CONFIGURE ] LOW: Testing feature 11/29: add_obv_daily [2025-11-21T23:41:51.200739] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T23:41:51.449628] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:51.704723] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:51.953955] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:52.201473] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:52.506316] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:52.778002] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:53.053349] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:53.320154] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:41:53.600701] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:41:53.900199] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:53.900366] [INFO ] [CONFIGURE ] LOW: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T23:41:53.900410] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2165 tests [2025-11-21T23:41:53.900444] [INFO ] [CONFIGURE ] LOW: Testing feature 12/29: add_obv_interval [2025-11-21T23:41:53.900474] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T23:41:54.163826] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:54.393231] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:54.649121] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:54.934673] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:41:55.201948] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:55.488184] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:55.759916] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:41:56.059999] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:41:56.411516] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:41:56.780049] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:41:56.780399] [INFO ] [CONFIGURE ] LOW: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:41:56.780475] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2164 tests [2025-11-21T23:41:56.780536] [INFO ] [CONFIGURE ] LOW: Testing feature 13/29: add_opening_strength [2025-11-21T23:41:56.780592] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:41:57.076360] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:57.339969] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:41:57.596839] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:41:57.852275] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:41:58.116587] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:41:58.387976] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:41:58.650385] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:41:58.906976] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:41:59.168591] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:41:59.415911] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:41:59.416059] [INFO ] [CONFIGURE ] LOW: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T23:41:59.416102] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2163 tests [2025-11-21T23:41:59.416135] [INFO ] [CONFIGURE ] LOW: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:41:59.416166] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T23:41:59.660331] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:41:59.945826] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:00.219974] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:00.470905] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:01.460537] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:42:01.897677] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:02.150501] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:02.398712] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:42:02.652299] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:02.952520] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:02.952697] [INFO ] [CONFIGURE ] LOW: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T23:42:02.952742] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2162 tests [2025-11-21T23:42:02.952776] [INFO ] [CONFIGURE ] LOW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:42:02.952808] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T23:42:03.169601] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:03.391342] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:03.612761] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:03.835913] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:42:04.067601] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:42:04.297296] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:04.546094] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:04.772288] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:42:04.998496] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:05.230076] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:05.230249] [INFO ] [CONFIGURE ] LOW: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T23:42:05.230295] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2161 tests [2025-11-21T23:42:05.230332] [INFO ] [CONFIGURE ] LOW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:42:05.230367] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T23:42:05.475812] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:05.736279] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:06.018987] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:06.266962] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:42:06.516658] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:06.765862] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:07.016732] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:07.262198] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:42:07.539701] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:07.790955] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:07.791120] [INFO ] [CONFIGURE ] LOW: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-21T23:42:07.791170] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2160 tests [2025-11-21T23:42:07.791207] [INFO ] [CONFIGURE ] LOW: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:42:07.791241] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T23:42:08.041288] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:08.293921] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:08.545952] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:08.803408] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:09.066510] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:09.343412] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:09.612319] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:09.886506] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:42:10.155207] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:10.426504] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:10.426673] [INFO ] [CONFIGURE ] LOW: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:42:10.426721] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2159 tests [2025-11-21T23:42:10.426797] [INFO ] [CONFIGURE ] LOW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:42:10.426837] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T23:42:10.689786] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:10.926891] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:11.171831] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:11.413607] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:11.660013] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:11.897175] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:12.149680] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:12.399985] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:42:12.644742] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:12.880454] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:12.880607] [INFO ] [CONFIGURE ] LOW: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T23:42:12.880682] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2158 tests [2025-11-21T23:42:12.880722] [INFO ] [CONFIGURE ] LOW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:42:12.880755] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T23:42:13.129349] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:13.379854] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:13.648902] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:13.893414] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:14.142889] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:14.394157] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:14.641510] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:14.897001] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:42:15.141879] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:15.387789] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:15.387939] [INFO ] [CONFIGURE ] LOW: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T23:42:15.387980] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2157 tests [2025-11-21T23:42:15.388013] [INFO ] [CONFIGURE ] LOW: Testing feature 20/29: add_price_rejection [2025-11-21T23:42:15.388045] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T23:42:15.657554] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:15.915361] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:16.172549] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:16.442375] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:16.722939] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:16.978504] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:17.240676] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:17.498498] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:42:17.755119] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:18.056693] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:18.056902] [INFO ] [CONFIGURE ] LOW: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:42:18.056949] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2156 tests [2025-11-21T23:42:18.056984] [INFO ] [CONFIGURE ] LOW: Testing feature 21/29: add_range_position [2025-11-21T23:42:18.057016] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T23:42:18.341313] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:18.631352] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:42:18.923304] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:19.206446] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:19.492449] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:19.817455] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:20.114451] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:20.405698] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:42:20.696289] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:21.004915] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:21.005072] [INFO ] [CONFIGURE ] LOW: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:42:21.005116] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2155 tests [2025-11-21T23:42:21.005152] [INFO ] [CONFIGURE ] LOW: Testing feature 22/29: add_realized_volatility [2025-11-21T23:42:21.005183] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T23:42:21.382231] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:21.765160] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:22.144817] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:22.512627] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:22.862936] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:23.205512] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:23.550183] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:23.892423] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:42:24.261124] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:24.658518] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:24.658694] [INFO ] [CONFIGURE ] LOW: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T23:42:24.658740] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2154 tests [2025-11-21T23:42:24.658774] [INFO ] [CONFIGURE ] LOW: Testing feature 23/29: add_recent_range_context [2025-11-21T23:42:24.658805] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T23:42:24.931866] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:25.191053] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:25.449448] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:25.742581] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:26.009868] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:26.277901] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:26.543975] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:26.832041] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:42:27.138083] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:27.401735] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:27.401892] [INFO ] [CONFIGURE ] LOW: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T23:42:27.401968] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2153 tests [2025-11-21T23:42:27.402004] [INFO ] [CONFIGURE ] LOW: Testing feature 24/29: add_rsi [2025-11-21T23:42:27.402036] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T23:42:27.724552] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:28.010284] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:28.291558] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:28.592614] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:42:28.916349] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:29.240587] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:29.545751] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:29.864871] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:42:30.220681] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:30.542107] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:30.542279] [INFO ] [CONFIGURE ] LOW: DISCARDED add_rsi (score: 50.00%) [2025-11-21T23:42:30.542323] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2152 tests [2025-11-21T23:42:30.542357] [INFO ] [CONFIGURE ] LOW: Testing feature 25/29: add_tick_distribution [2025-11-21T23:42:30.542390] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T23:42:30.789672] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:31.041754] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:42:31.332332] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:31.585341] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:31.861815] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:32.111497] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:32.363633] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:32.618348] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:42:32.862551] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:33.120350] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:33.120498] [INFO ] [CONFIGURE ] LOW: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T23:42:33.120541] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2151 tests [2025-11-21T23:42:33.120575] [INFO ] [CONFIGURE ] LOW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:42:33.120607] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T23:42:33.369075] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:33.618592] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:33.866293] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:34.128189] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:34.368590] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:34.609734] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:42:34.890158] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:35.132449] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:42:35.374069] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:35.623055] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:35.623234] [INFO ] [CONFIGURE ] LOW: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:42:35.623283] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2150 tests [2025-11-21T23:42:35.623320] [INFO ] [CONFIGURE ] LOW: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:42:35.623355] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T23:42:35.874170] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:36.123404] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:42:36.382677] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:36.636279] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:42:36.883366] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:37.133430] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:37.385324] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:37.644353] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:42:37.919261] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:42:38.179059] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:38.179220] [INFO ] [CONFIGURE ] LOW: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T23:42:38.179266] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2149 tests [2025-11-21T23:42:38.179301] [INFO ] [CONFIGURE ] LOW: Testing feature 28/29: add_volume_profile [2025-11-21T23:42:38.179333] [INFO ] [CONFIGURE ] LOW: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T23:42:38.428350] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:38.673738] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:42:38.938316] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:39.180461] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:42:39.437545] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:39.679289] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:42:39.925760] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:42:40.185350] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:42:40.433367] [DEBUG] [FORECASTER] LOW: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:40.690409] [DEBUG] [FORECASTER] LOW: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:42:40.690579] [INFO ] [CONFIGURE ] LOW: DISCARDED add_volume_profile (score: 40.00%) [2025-11-21T23:42:40.690622] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2148 tests [2025-11-21T23:42:40.690678] [INFO ] [CONFIGURE ] LOW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:42:40.690711] [INFO ] [CONFIGURE ] LOW: Best accuracy: 70.00% [2025-11-21T23:42:40.690741] [INFO ] [CONFIGURE ] LOW: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:42:40.690769] [INFO ] [CONFIGURE ] LOW: Improvement over baseline: 20.00% [2025-11-21T23:42:40.690795] [INFO ] [CONFIGURE ] LOW: Total time: 1.2 minutes [2025-11-21T23:42:40.690821] [INFO ] [CONFIGURE ] LOW: Average time per feature: 2.7 seconds [2025-11-21T23:42:40.690847] [INFO ] [CONFIGURE ] LOW: Average speed: 0.39 features/sec [2025-11-21T23:42:40.691214] [INFO ] [LOCAL ] Saved configuration for LOW: 2 features, 70.00% accuracy -> ./output/feature-sets/LOW.json [2025-11-21T23:42:40.691257] [INFO ] [CONFIGURE ] LOW: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T23:42:40.691293] [INFO ] [sig ] [19/93] Successfully configured LOW | 0.01 sym/s | Total: 24.5m | ETA: 1.6h [2025-11-21T23:42:40.691324] [INFO ] [sig ] [20/93] Configuring LPG... [2025-11-21T23:42:40.691355] [INFO ] [CONFIGURE ] LPG: Configurate test run. [2025-11-21T23:42:40.691387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-11-21T23:42:40.704393] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LPG'. [2025-11-21T23:42:40.704811] [INFO ] [CONFIGURE ] LPG: Testing with 29 available features [2025-11-21T23:42:40.704863] [INFO ] [CONFIGURE ] LPG: Establishing baseline with no features... [2025-11-21T23:42:40.905047] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:42:41.084056] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:41.259335] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:42:41.432684] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:41.613117] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:41.793899] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:42:41.993146] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:42.168631] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:42:42.350478] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:42.523112] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:42:42.523248] [INFO ] [CONFIGURE ] LPG: Baseline score (no features): 70.00% [2025-11-21T23:42:42.523313] [INFO ] [CONFIGURE ] LPG: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:42:42.523347] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:42:42.729039] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:42:42.934607] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:43.137070] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:42:43.344913] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:43.553064] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:43.778863] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:42:43.988353] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:44.193375] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:42:44.403885] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:44.614275] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:42:44.614438] [INFO ] [CONFIGURE ] LPG: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T23:42:44.614480] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2147 tests [2025-11-21T23:42:44.614514] [INFO ] [CONFIGURE ] LPG: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:42:44.614548] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:42:44.823684] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:42:45.035807] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:45.245901] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:42:45.457522] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:45.667866] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:45.876398] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:42:46.091840] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:46.308258] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:42:46.520378] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:46.735089] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:42:46.735274] [INFO ] [CONFIGURE ] LPG: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:42:46.735324] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2146 tests [2025-11-21T23:42:46.735358] [INFO ] [CONFIGURE ] LPG: Testing feature 3/29: add_daily_returns [2025-11-21T23:42:46.735389] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_daily_returns'] [2025-11-21T23:42:46.941324] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:42:47.126134] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:47.309500] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:42:47.498108] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:47.684222] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:47.868885] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:42:48.062852] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:48.258114] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:42:48.495773] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:48.756972] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:42:48.757183] [INFO ] [CONFIGURE ] LPG: DISCARDED add_daily_returns (score: 60.00%) [2025-11-21T23:42:48.757249] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2145 tests [2025-11-21T23:42:48.757302] [INFO ] [CONFIGURE ] LPG: Testing feature 4/29: add_ema [2025-11-21T23:42:48.757355] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_ema'] [2025-11-21T23:42:49.073691] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:49.363507] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:49.584385] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:42:49.806925] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:50.045820] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:50.269395] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:42:50.489290] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:50.709260] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:42:50.937849] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:51.156378] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:42:51.156534] [INFO ] [CONFIGURE ] LPG: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:42:51.156580] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2144 tests [2025-11-21T23:42:51.156616] [INFO ] [CONFIGURE ] LPG: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:42:51.156664] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:42:51.401818] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:42:51.625477] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:42:51.833439] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:42:52.039627] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:52.243213] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:52.470468] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:42:52.700780] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:52.961406] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:42:53.188900] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:53.428254] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:42:53.428441] [INFO ] [CONFIGURE ] LPG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T23:42:53.428487] [INFO ] [CONFIGURE ] JOB ETA: 1.6h | Avg: 2.6s/test | Remaining: 2143 tests [2025-11-21T23:42:53.428524] [INFO ] [CONFIGURE ] LPG: Testing feature 6/29: add_failed_moves [2025-11-21T23:42:53.428557] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_failed_moves'] [2025-11-21T23:42:53.610933] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:42:53.790802] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:53.974390] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:42:54.155316] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:54.336526] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:54.519590] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:42:54.708578] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:54.903869] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:42:55.094369] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:55.284429] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:42:55.284579] [INFO ] [CONFIGURE ] LPG: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:42:55.284623] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2142 tests [2025-11-21T23:42:55.284682] [INFO ] [CONFIGURE ] LPG: Testing feature 7/29: add_lag_shelf [2025-11-21T23:42:55.284721] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_lag_shelf'] [2025-11-21T23:42:55.456415] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:42:55.625610] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:55.796975] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:42:55.994726] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:56.167424] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:56.338366] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:42:56.512243] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:56.684042] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:42:56.857720] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:57.026698] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:42:57.026863] [INFO ] [CONFIGURE ] LPG: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T23:42:57.026905] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2141 tests [2025-11-21T23:42:57.026938] [INFO ] [CONFIGURE ] LPG: Testing feature 8/29: add_macd [2025-11-21T23:42:57.026969] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T23:42:57.300447] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:42:57.578930] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:42:57.865071] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:42:58.167455] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:42:58.443753] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:42:58.711684] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:42:59.015909] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:42:59.281620] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:42:59.561471] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:42:59.829896] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:42:59.830057] [INFO ] [CONFIGURE ] LPG: DISCARDED add_macd (score: 40.00%) [2025-11-21T23:42:59.830125] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2140 tests [2025-11-21T23:42:59.830162] [INFO ] [CONFIGURE ] LPG: Testing feature 9/29: add_mfi [2025-11-21T23:42:59.830192] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_mfi'] [2025-11-21T23:43:00.013880] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:00.200365] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:00.383254] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:00.565619] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:43:00.747549] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:01.117551] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:01.668431] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:01.948337] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:02.132958] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:02.351633] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:02.351804] [INFO ] [CONFIGURE ] LPG: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:43:02.351848] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2139 tests [2025-11-21T23:43:02.351882] [INFO ] [CONFIGURE ] LPG: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:43:02.351914] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:43:02.625573] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:02.905152] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:03.187486] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:03.495568] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:03.800271] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:04.085986] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:04.370293] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:04.660510] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:04.946511] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:05.221502] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:05.221666] [INFO ] [CONFIGURE ] LPG: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T23:43:05.221710] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2138 tests [2025-11-21T23:43:05.221745] [INFO ] [CONFIGURE ] LPG: Testing feature 11/29: add_obv_daily [2025-11-21T23:43:05.221776] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_obv_daily'] [2025-11-21T23:43:05.433032] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:43:05.639621] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:05.854356] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:06.077183] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:06.296992] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:06.515920] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:06.708164] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:06.909764] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:07.105888] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:07.305685] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:07.305818] [INFO ] [CONFIGURE ] LPG: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:43:07.305861] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2137 tests [2025-11-21T23:43:07.305896] [INFO ] [CONFIGURE ] LPG: Testing feature 12/29: add_obv_interval [2025-11-21T23:43:07.305926] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_obv_interval'] [2025-11-21T23:43:07.492701] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:07.681040] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:07.866997] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:08.073969] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:08.263023] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:08.454106] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:08.641176] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:08.829807] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:09.017523] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:09.210372] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:09.210502] [INFO ] [CONFIGURE ] LPG: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:43:09.210546] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2136 tests [2025-11-21T23:43:09.210581] [INFO ] [CONFIGURE ] LPG: Testing feature 13/29: add_opening_strength [2025-11-21T23:43:09.210612] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:43:09.412986] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:09.617304] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:09.818918] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:10.031856] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:10.237628] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:10.448064] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:10.654026] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:10.875358] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:43:11.109914] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:11.316705] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:11.316860] [INFO ] [CONFIGURE ] LPG: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T23:43:11.316904] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2135 tests [2025-11-21T23:43:11.316938] [INFO ] [CONFIGURE ] LPG: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:43:11.316968] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_order_flow_imbalance'] [2025-11-21T23:43:11.516205] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:11.720426] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:11.925073] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:12.127094] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:12.335952] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:12.567942] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:12.770777] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:12.974470] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:13.179906] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:13.383541] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:13.383684] [INFO ] [CONFIGURE ] LPG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:43:13.383728] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2134 tests [2025-11-21T23:43:13.383762] [INFO ] [CONFIGURE ] LPG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:43:13.383792] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_pbf_morning_momentum'] [2025-11-21T23:43:13.560449] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:13.731738] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:13.904293] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:14.098617] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:14.272293] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:14.448123] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:14.624152] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:14.800526] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:15.001095] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:15.176956] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:15.177083] [INFO ] [CONFIGURE ] LPG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T23:43:15.177125] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2133 tests [2025-11-21T23:43:15.177159] [INFO ] [CONFIGURE ] LPG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:43:15.177189] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_pbf_overnight_gap'] [2025-11-21T23:43:15.370587] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:43:15.591886] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:15.787415] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:15.979700] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:16.177103] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:16.376967] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:16.588179] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:16.782772] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:43:16.978624] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:17.200861] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:17.200997] [INFO ] [CONFIGURE ] LPG: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T23:43:17.201040] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2132 tests [2025-11-21T23:43:17.201074] [INFO ] [CONFIGURE ] LPG: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:43:17.201104] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_pbf_return_2d'] [2025-11-21T23:43:17.425162] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:17.621268] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:43:17.818924] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:18.019516] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:18.227035] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:18.425556] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:18.655832] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:18.856367] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:19.058796] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:19.258202] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:19.258335] [INFO ] [CONFIGURE ] LPG: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T23:43:19.258377] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2131 tests [2025-11-21T23:43:19.258410] [INFO ] [CONFIGURE ] LPG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:43:19.258440] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_pbf_volatility_5d'] [2025-11-21T23:43:19.428158] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:19.601042] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:19.775571] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:19.953746] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:20.159206] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:20.329019] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:20.503514] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:20.672906] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:20.845386] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:21.020604] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:21.020767] [INFO ] [CONFIGURE ] LPG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:43:21.020811] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2130 tests [2025-11-21T23:43:21.020844] [INFO ] [CONFIGURE ] LPG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:43:21.020875] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-21T23:43:21.210141] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:21.384551] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:21.559893] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:21.736106] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:21.913327] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:22.098399] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:22.279020] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:22.458299] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:22.637465] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:22.819061] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:22.819205] [INFO ] [CONFIGURE ] LPG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:43:22.819247] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2129 tests [2025-11-21T23:43:22.819284] [INFO ] [CONFIGURE ] LPG: Testing feature 20/29: add_price_rejection [2025-11-21T23:43:22.819317] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_price_rejection'] [2025-11-21T23:43:23.024520] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:23.223191] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:23.412374] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:23.603404] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:23.791271] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:23.981554] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:24.171255] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:24.365085] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:24.559266] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:24.752449] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:24.752606] [INFO ] [CONFIGURE ] LPG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:43:24.752668] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2128 tests [2025-11-21T23:43:24.752708] [INFO ] [CONFIGURE ] LPG: Testing feature 21/29: add_range_position [2025-11-21T23:43:24.752741] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_range_position'] [2025-11-21T23:43:24.969267] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:43:25.187218] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:43:25.409726] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:25.629535] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:25.846623] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:26.066861] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:26.291859] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:26.508533] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:26.727414] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:26.963374] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:26.963529] [INFO ] [CONFIGURE ] LPG: DISCARDED add_range_position (score: 50.00%) [2025-11-21T23:43:26.963573] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2127 tests [2025-11-21T23:43:26.963607] [INFO ] [CONFIGURE ] LPG: Testing feature 22/29: add_realized_volatility [2025-11-21T23:43:26.963680] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_realized_volatility'] [2025-11-21T23:43:27.261229] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:43:27.558956] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:27.876357] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:28.182185] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:28.512867] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:28.856937] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:29.177084] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:29.496578] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:29.824994] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:30.173623] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:30.173826] [INFO ] [CONFIGURE ] LPG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T23:43:30.173872] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2126 tests [2025-11-21T23:43:30.173908] [INFO ] [CONFIGURE ] LPG: Testing feature 23/29: add_recent_range_context [2025-11-21T23:43:30.173948] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_recent_range_context'] [2025-11-21T23:43:30.387292] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:30.593498] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:30.811927] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:31.024299] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:31.228139] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:31.468064] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:31.684133] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:31.899004] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:32.113471] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:32.354515] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:32.354695] [INFO ] [CONFIGURE ] LPG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T23:43:32.354743] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2125 tests [2025-11-21T23:43:32.354779] [INFO ] [CONFIGURE ] LPG: Testing feature 24/29: add_rsi [2025-11-21T23:43:32.354811] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T23:43:32.623356] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:43:32.891007] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:33.167838] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:33.451632] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:33.757452] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:34.019917] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:34.284831] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:34.564844] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:34.851002] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:35.114151] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:35.114305] [INFO ] [CONFIGURE ] LPG: DISCARDED add_rsi (score: 40.00%) [2025-11-21T23:43:35.114348] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2124 tests [2025-11-21T23:43:35.114383] [INFO ] [CONFIGURE ] LPG: Testing feature 25/29: add_tick_distribution [2025-11-21T23:43:35.114413] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_tick_distribution'] [2025-11-21T23:43:35.384413] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:35.658873] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:35.932251] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:36.164372] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:36.360224] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:36.589322] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:36.828114] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:37.032588] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:37.237807] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:37.440005] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:37.440165] [INFO ] [CONFIGURE ] LPG: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:43:37.440209] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2123 tests [2025-11-21T23:43:37.440244] [INFO ] [CONFIGURE ] LPG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:43:37.440275] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-21T23:43:37.641378] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:43:37.848395] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:38.061588] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:38.263697] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:38.467214] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:38.673512] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:38.887279] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:39.095214] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:39.302024] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:39.507288] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:39.507444] [INFO ] [CONFIGURE ] LPG: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:43:39.507488] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2122 tests [2025-11-21T23:43:39.507522] [INFO ] [CONFIGURE ] LPG: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:43:39.507553] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_volume_price_divergence'] [2025-11-21T23:43:39.739453] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:39.953726] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:40.169064] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:40.389741] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:40.611530] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:40.827236] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:41.050349] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:41.279400] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:41.505561] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:41.723434] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:41.723588] [INFO ] [CONFIGURE ] LPG: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:43:41.723631] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2121 tests [2025-11-21T23:43:41.723692] [INFO ] [CONFIGURE ] LPG: Testing feature 28/29: add_volume_profile [2025-11-21T23:43:41.723725] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_volume_profile'] [2025-11-21T23:43:41.941315] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:42.166349] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:43:42.386042] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:42.595806] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:42.836112] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:43.048975] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:43.260829] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:43.477094] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:43.699259] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:43.917593] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:43.917760] [INFO ] [CONFIGURE ] LPG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:43:43.917813] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2120 tests [2025-11-21T23:43:43.917853] [INFO ] [CONFIGURE ] LPG: Testing feature 29/29: add_vwap [2025-11-21T23:43:43.917889] [INFO ] [CONFIGURE ] LPG: Testing with features: ['add_vwap'] [2025-11-21T23:43:44.137705] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:43:44.394477] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:43:44.624176] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:44.843771] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:43:45.063974] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:43:45.284333] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:43:45.505365] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:43:45.756168] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:43:45.987566] [DEBUG] [FORECASTER] LPG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:46.229665] [DEBUG] [FORECASTER] LPG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:46.229814] [INFO ] [CONFIGURE ] LPG: DISCARDED add_vwap (score: 50.00%) [2025-11-21T23:43:46.229879] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2119 tests [2025-11-21T23:43:46.229916] [INFO ] [CONFIGURE ] LPG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:43:46.229944] [INFO ] [CONFIGURE ] LPG: Best accuracy: 70.00% [2025-11-21T23:43:46.229972] [INFO ] [CONFIGURE ] LPG: Best feature set (0 features): [] [2025-11-21T23:43:46.229998] [INFO ] [CONFIGURE ] LPG: Improvement over baseline: 0.00% [2025-11-21T23:43:46.230023] [INFO ] [CONFIGURE ] LPG: Total time: 1.1 minutes [2025-11-21T23:43:46.230049] [INFO ] [CONFIGURE ] LPG: Average time per feature: 2.2 seconds [2025-11-21T23:43:46.230075] [INFO ] [CONFIGURE ] LPG: Average speed: 0.46 features/sec [2025-11-21T23:43:46.230368] [INFO ] [LOCAL ] Saved configuration for LPG: 0 features, 70.00% accuracy -> ./output/feature-sets/LPG.json [2025-11-21T23:43:46.230411] [INFO ] [CONFIGURE ] LPG: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-21T23:43:46.230445] [INFO ] [sig ] [20/93] Successfully configured LPG | 0.01 sym/s | Total: 25.6m | ETA: 1.6h [2025-11-21T23:43:46.230476] [INFO ] [sig ] [21/93] Configuring LPL... [2025-11-21T23:43:46.230505] [INFO ] [CONFIGURE ] LPL: Configurate test run. [2025-11-21T23:43:46.230533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-11-21T23:43:46.243468] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LPL'. [2025-11-21T23:43:46.243894] [INFO ] [CONFIGURE ] LPL: Testing with 29 available features [2025-11-21T23:43:46.243943] [INFO ] [CONFIGURE ] LPL: Establishing baseline with no features... [2025-11-21T23:43:46.428084] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:43:46.609398] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:43:46.795051] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:46.980575] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:43:47.156520] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:43:47.332164] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:43:47.512966] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:43:47.695109] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:43:47.875904] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:43:48.057893] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:48.058036] [INFO ] [CONFIGURE ] LPL: Baseline score (no features): 50.00% [2025-11-21T23:43:48.058076] [INFO ] [CONFIGURE ] LPL: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:43:48.058108] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:43:48.275913] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:43:48.490684] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:43:48.700331] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:43:48.943912] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:43:49.166613] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:43:49.397638] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:43:49.622319] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:43:49.841369] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:43:50.067457] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:43:50.286185] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:50.286339] [INFO ] [CONFIGURE ] LPL: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T23:43:50.286383] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2118 tests [2025-11-21T23:43:50.286415] [INFO ] [CONFIGURE ] LPL: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:43:50.286445] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:43:50.533695] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:43:50.776977] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:43:51.009019] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:51.231369] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:43:51.456068] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:43:51.692817] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:43:51.948576] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:43:52.182053] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:43:52.420076] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:43:52.653419] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:52.653584] [INFO ] [CONFIGURE ] LPL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:43:52.653662] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2117 tests [2025-11-21T23:43:52.653713] [INFO ] [CONFIGURE ] LPL: Testing feature 3/29: add_daily_returns [2025-11-21T23:43:52.653754] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns'] [2025-11-21T23:43:52.862828] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:43:53.075131] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:43:53.281397] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:53.498892] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:43:53.700257] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:43:53.890685] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:43:54.086327] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:43:54.272492] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:43:54.460612] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:43:54.648888] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:54.649057] [INFO ] [CONFIGURE ] LPL: KEPT add_daily_returns (score: 60.00%) [2025-11-21T23:43:54.649107] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2116 tests [2025-11-21T23:43:54.649142] [INFO ] [CONFIGURE ] LPL: Testing feature 4/29: add_ema [2025-11-21T23:43:54.649174] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-21T23:43:54.876724] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:43:55.101896] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:43:55.323871] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:55.545090] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:43:55.776122] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:43:55.995745] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:43:56.235179] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:43:56.492489] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:43:56.720572] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:43:56.961270] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:43:56.961436] [INFO ] [CONFIGURE ] LPL: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:43:56.961480] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2115 tests [2025-11-21T23:43:56.961514] [INFO ] [CONFIGURE ] LPL: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:43:56.961545] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:43:57.199923] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:43:57.429927] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:43:57.661792] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:43:57.895272] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:43:58.126191] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:43:58.358032] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:43:58.596301] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:43:58.835991] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:43:59.068543] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:43:59.304515] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:43:59.304689] [INFO ] [CONFIGURE ] LPL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T23:43:59.304736] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2114 tests [2025-11-21T23:43:59.304769] [INFO ] [CONFIGURE ] LPL: Testing feature 6/29: add_failed_moves [2025-11-21T23:43:59.304800] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-21T23:43:59.518053] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:43:59.711281] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:43:59.901978] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:00.096249] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:00.286845] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:00.479170] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:00.677759] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:00.927096] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:01.692925] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:01.975628] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:01.975796] [INFO ] [CONFIGURE ] LPL: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T23:44:01.975840] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2113 tests [2025-11-21T23:44:01.975892] [INFO ] [CONFIGURE ] LPL: Testing feature 7/29: add_lag_shelf [2025-11-21T23:44:01.975926] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-21T23:44:02.156261] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:02.338554] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:02.550617] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:02.741252] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:02.946539] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:03.134418] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:03.317142] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:03.504798] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:03.691799] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:03.877032] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:03.877171] [INFO ] [CONFIGURE ] LPL: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:44:03.877213] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2112 tests [2025-11-21T23:44:03.877247] [INFO ] [CONFIGURE ] LPL: Testing feature 8/29: add_macd [2025-11-21T23:44:03.877280] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-21T23:44:04.174275] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:04.463282] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:04.741730] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:05.028191] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:05.321229] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:05.624847] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:05.911676] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:06.225079] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:06.529406] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:06.809769] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:44:06.809933] [INFO ] [CONFIGURE ] LPL: DISCARDED add_macd (score: 40.00%) [2025-11-21T23:44:06.809977] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2111 tests [2025-11-21T23:44:06.810010] [INFO ] [CONFIGURE ] LPL: Testing feature 9/29: add_mfi [2025-11-21T23:44:06.810042] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-21T23:44:07.034396] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:07.232872] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:07.432066] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:07.659819] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:07.859939] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:08.059312] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:08.269174] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:08.470893] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:08.674264] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:08.879019] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:08.879197] [INFO ] [CONFIGURE ] LPL: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:44:08.879243] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2110 tests [2025-11-21T23:44:08.879278] [INFO ] [CONFIGURE ] LPL: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:44:08.879311] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:44:09.169339] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:09.472474] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:44:09.753767] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:10.063923] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:10.348899] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:10.638944] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:10.934989] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:11.220540] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:11.537016] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:44:11.844747] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:44:11.844928] [INFO ] [CONFIGURE ] LPL: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-21T23:44:11.844971] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2109 tests [2025-11-21T23:44:11.845004] [INFO ] [CONFIGURE ] LPL: Testing feature 11/29: add_obv_daily [2025-11-21T23:44:11.845036] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-21T23:44:12.077266] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:12.317189] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:12.553353] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:12.782541] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:13.016318] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:13.253083] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:13.483739] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:13.694904] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:13.904334] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:14.119704] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:14.119855] [INFO ] [CONFIGURE ] LPL: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:44:14.119898] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2108 tests [2025-11-21T23:44:14.119930] [INFO ] [CONFIGURE ] LPL: Testing feature 12/29: add_obv_interval [2025-11-21T23:44:14.120284] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-21T23:44:14.316143] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:14.509756] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:14.704966] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:14.902535] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:15.097693] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:15.292765] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:15.488783] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:15.692407] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:15.889761] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:16.116397] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:16.116544] [INFO ] [CONFIGURE ] LPL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:44:16.116594] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2107 tests [2025-11-21T23:44:16.116635] [INFO ] [CONFIGURE ] LPL: Testing feature 13/29: add_opening_strength [2025-11-21T23:44:16.116699] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-21T23:44:16.324157] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:16.528997] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:16.733022] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:44:16.939007] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:17.146135] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:17.352125] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:17.559351] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:17.767208] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:17.981228] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:18.200316] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:18.200467] [INFO ] [CONFIGURE ] LPL: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:44:18.200511] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2106 tests [2025-11-21T23:44:18.200544] [INFO ] [CONFIGURE ] LPL: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:44:18.200575] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-21T23:44:18.418919] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:18.638821] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:18.861730] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:19.084110] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:19.300744] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:19.523610] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:19.747609] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:44:19.967431] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:20.186305] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:44:20.441621] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:44:20.441832] [INFO ] [CONFIGURE ] LPL: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T23:44:20.441876] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2105 tests [2025-11-21T23:44:20.441910] [INFO ] [CONFIGURE ] LPL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:44:20.441941] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-21T23:44:20.658127] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:20.838523] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:21.024275] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:44:21.218702] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:21.414951] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:21.613913] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:21.818499] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:22.010806] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:22.249773] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:44:22.436948] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:22.437092] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:44:22.437135] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2104 tests [2025-11-21T23:44:22.437168] [INFO ] [CONFIGURE ] LPL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:44:22.437198] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-21T23:44:22.642767] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:22.861841] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:23.086007] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:23.301358] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:23.573491] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:23.790623] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:24.001885] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:24.212630] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:24.430139] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:24.644358] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:24.644528] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T23:44:24.644571] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2103 tests [2025-11-21T23:44:24.644605] [INFO ] [CONFIGURE ] LPL: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:44:24.644636] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-21T23:44:24.856244] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:25.070310] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:25.317708] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:25.531090] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:25.746428] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:26.007190] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:26.242848] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:26.464800] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:26.701482] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:26.933569] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:26.933744] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T23:44:26.933788] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2102 tests [2025-11-21T23:44:26.933821] [INFO ] [CONFIGURE ] LPL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:44:26.933851] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T23:44:27.123991] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:27.313901] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:27.499530] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:27.685742] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:27.873332] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:28.068198] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:28.282183] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:28.476915] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:28.664247] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:44:28.855870] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:28.856020] [INFO ] [CONFIGURE ] LPL: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-11-21T23:44:28.856063] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2101 tests [2025-11-21T23:44:28.856096] [INFO ] [CONFIGURE ] LPL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:44:28.856127] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-21T23:44:29.041777] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:29.228858] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:29.414975] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:29.599958] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:29.810253] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:30.002869] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:30.194558] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:30.381870] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:30.568499] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:44:30.754863] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:30.755000] [INFO ] [CONFIGURE ] LPL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T23:44:30.755051] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2100 tests [2025-11-21T23:44:30.755128] [INFO ] [CONFIGURE ] LPL: Testing feature 20/29: add_price_rejection [2025-11-21T23:44:30.755162] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-21T23:44:30.970306] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:31.181119] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:44:31.408268] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:31.629701] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:31.861174] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:32.108049] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:32.348573] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:32.592697] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:32.857451] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:33.094809] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:33.094939] [INFO ] [CONFIGURE ] LPL: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T23:44:33.094981] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2099 tests [2025-11-21T23:44:33.095014] [INFO ] [CONFIGURE ] LPL: Testing feature 21/29: add_range_position [2025-11-21T23:44:33.095045] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-21T23:44:33.335973] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:33.585846] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:44:33.824985] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:34.080012] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:34.348064] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:34.593259] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:34.836958] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:35.134873] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:35.375369] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:35.621054] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:35.621207] [INFO ] [CONFIGURE ] LPL: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:44:35.621250] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2098 tests [2025-11-21T23:44:35.621283] [INFO ] [CONFIGURE ] LPL: Testing feature 22/29: add_realized_volatility [2025-11-21T23:44:35.621313] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-21T23:44:35.960081] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:36.292783] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:36.626915] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:36.960012] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:37.295006] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:37.635570] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:37.970174] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:38.303166] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:38.636879] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:44:38.952137] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:38.952323] [INFO ] [CONFIGURE ] LPL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T23:44:38.952368] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2097 tests [2025-11-21T23:44:38.952404] [INFO ] [CONFIGURE ] LPL: Testing feature 23/29: add_recent_range_context [2025-11-21T23:44:38.952437] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-21T23:44:39.163044] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:39.370356] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:39.584784] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:39.803293] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:40.049047] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:40.264423] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:40.484843] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:40.701451] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:40.905491] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:41.110694] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:41.110845] [INFO ] [CONFIGURE ] LPL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:44:41.110888] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2096 tests [2025-11-21T23:44:41.110921] [INFO ] [CONFIGURE ] LPL: Testing feature 24/29: add_rsi [2025-11-21T23:44:41.110953] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-21T23:44:41.342443] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:41.577841] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:41.840306] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:42.121133] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:42.384107] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:42.697202] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:43.035921] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:43.366946] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:43.617368] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:43.860235] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:44:43.860406] [INFO ] [CONFIGURE ] LPL: DISCARDED add_rsi (score: 50.00%) [2025-11-21T23:44:43.860450] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2095 tests [2025-11-21T23:44:43.860485] [INFO ] [CONFIGURE ] LPL: Testing feature 25/29: add_tick_distribution [2025-11-21T23:44:43.860518] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-21T23:44:44.054142] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:44.252718] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:44.448863] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:44.641908] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:44.863887] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:45.061708] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:45.263603] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:45.462000] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:45.678173] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:45.877005] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:45.877153] [INFO ] [CONFIGURE ] LPL: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T23:44:45.877199] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2094 tests [2025-11-21T23:44:45.877241] [INFO ] [CONFIGURE ] LPL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:44:45.877278] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-21T23:44:46.110289] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:46.316174] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:44:46.528956] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:44:46.744023] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:46.979458] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:47.193871] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:47.408920] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:44:47.627020] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:44:47.866833] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:48.089761] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:48.089908] [INFO ] [CONFIGURE ] LPL: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:44:48.089950] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2093 tests [2025-11-21T23:44:48.089983] [INFO ] [CONFIGURE ] LPL: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:44:48.090015] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-21T23:44:48.322832] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:48.554393] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:48.793881] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:49.021234] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:49.250813] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:49.505775] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:49.742697] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:49.980669] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:50.219331] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:44:50.454486] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:50.454677] [INFO ] [CONFIGURE ] LPL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-21T23:44:50.454726] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2092 tests [2025-11-21T23:44:50.454761] [INFO ] [CONFIGURE ] LPL: Testing feature 28/29: add_volume_profile [2025-11-21T23:44:50.454792] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-21T23:44:50.661836] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:44:50.899105] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:51.114101] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:51.338799] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:51.548970] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:51.790828] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:52.000469] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:52.216659] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:52.461282] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:44:52.668859] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:44:52.669010] [INFO ] [CONFIGURE ] LPL: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T23:44:52.669052] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2091 tests [2025-11-21T23:44:52.669084] [INFO ] [CONFIGURE ] LPL: Testing feature 29/29: add_vwap [2025-11-21T23:44:52.669114] [INFO ] [CONFIGURE ] LPL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-21T23:44:52.880884] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:44:53.087987] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:44:53.299521] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:44:53.511840] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:53.730148] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-21T23:44:53.973171] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:44:54.205747] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:44:54.426511] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:54.640142] [DEBUG] [FORECASTER] LPL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:44:54.857380] [DEBUG] [FORECASTER] LPL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:44:54.857523] [INFO ] [CONFIGURE ] LPL: DISCARDED add_vwap (score: 60.00%) [2025-11-21T23:44:54.857568] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2090 tests [2025-11-21T23:44:54.857604] [INFO ] [CONFIGURE ] LPL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:44:54.857635] [INFO ] [CONFIGURE ] LPL: Best accuracy: 70.00% [2025-11-21T23:44:54.857689] [INFO ] [CONFIGURE ] LPL: Best feature set (2 features): ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-21T23:44:54.857765] [INFO ] [CONFIGURE ] LPL: Improvement over baseline: 20.00% [2025-11-21T23:44:54.857797] [INFO ] [CONFIGURE ] LPL: Total time: 1.1 minutes [2025-11-21T23:44:54.857825] [INFO ] [CONFIGURE ] LPL: Average time per feature: 2.3 seconds [2025-11-21T23:44:54.857853] [INFO ] [CONFIGURE ] LPL: Average speed: 0.43 features/sec [2025-11-21T23:44:54.858180] [INFO ] [LOCAL ] Saved configuration for LPL: 2 features, 70.00% accuracy -> ./output/feature-sets/LPL.json [2025-11-21T23:44:54.858224] [INFO ] [CONFIGURE ] LPL: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T23:44:54.858261] [INFO ] [sig ] [21/93] Successfully configured LPL | 0.01 sym/s | Total: 26.7m | ETA: 1.5h [2025-11-21T23:44:54.858293] [INFO ] [sig ] [22/93] Configuring LPX... [2025-11-21T23:44:54.858322] [INFO ] [CONFIGURE ] LPX: Configurate test run. [2025-11-21T23:44:54.858352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-11-21T23:44:54.870956] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LPX'. [2025-11-21T23:44:54.871310] [INFO ] [CONFIGURE ] LPX: Testing with 29 available features [2025-11-21T23:44:54.871359] [INFO ] [CONFIGURE ] LPX: Establishing baseline with no features... [2025-11-21T23:44:55.044907] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:44:55.217199] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:44:55.390057] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:44:55.563694] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:55.765722] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:44:55.942784] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:44:56.126461] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:44:56.306210] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:44:56.482902] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:44:56.662633] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:44:56.662791] [INFO ] [CONFIGURE ] LPX: Baseline score (no features): 40.00% [2025-11-21T23:44:56.662833] [INFO ] [CONFIGURE ] LPX: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:44:56.662865] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:44:56.862059] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:44:57.062304] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:44:57.269290] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:44:57.477896] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:44:57.689300] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:44:57.894416] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:44:58.100688] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:44:58.305506] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:44:58.534348] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:44:58.738380] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:44:58.738531] [INFO ] [CONFIGURE ] LPX: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-21T23:44:58.738573] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2089 tests [2025-11-21T23:44:58.738632] [INFO ] [CONFIGURE ] LPX: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:44:58.738686] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:44:58.959904] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:44:59.176918] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:44:59.386365] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:44:59.601057] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:44:59.816372] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:00.047829] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:00.256544] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:00.480187] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:00.690320] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:01.627030] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:01.627199] [INFO ] [CONFIGURE ] LPX: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T23:45:01.627242] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2088 tests [2025-11-21T23:45:01.627274] [INFO ] [CONFIGURE ] LPX: Testing feature 3/29: add_daily_returns [2025-11-21T23:45:01.627305] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T23:45:02.026214] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:02.316458] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:45:02.565832] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:02.798234] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:03.058284] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:45:03.287299] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:03.505153] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:03.728416] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:03.952691] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:04.178674] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:04.178814] [INFO ] [CONFIGURE ] LPX: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:45:04.178857] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2087 tests [2025-11-21T23:45:04.178890] [INFO ] [CONFIGURE ] LPX: Testing feature 4/29: add_ema [2025-11-21T23:45:04.178922] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T23:45:04.428859] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:04.710015] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:45:04.974285] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:05.240258] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:05.526765] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:05.811973] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:06.158205] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:06.439598] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:06.730996] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:06.992634] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:06.992836] [INFO ] [CONFIGURE ] LPX: DISCARDED add_ema (score: 40.00%) [2025-11-21T23:45:06.992880] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2086 tests [2025-11-21T23:45:06.992919] [INFO ] [CONFIGURE ] LPX: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:45:06.992952] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:45:07.236063] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:45:07.481240] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:07.753603] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:08.031515] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:08.289041] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:45:08.544345] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:45:08.797739] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:09.078425] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:09.350524] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:09.627608] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:09.627808] [INFO ] [CONFIGURE ] LPX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:45:09.627862] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2085 tests [2025-11-21T23:45:09.627904] [INFO ] [CONFIGURE ] LPX: Testing feature 6/29: add_failed_moves [2025-11-21T23:45:09.627942] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T23:45:09.861053] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:10.100387] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:10.315101] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:10.531686] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:10.747847] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:10.967014] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:11.187694] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:11.405773] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:11.628905] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:11.845968] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:11.846112] [INFO ] [CONFIGURE ] LPX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:45:11.846155] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2084 tests [2025-11-21T23:45:11.846189] [INFO ] [CONFIGURE ] LPX: Testing feature 7/29: add_lag_shelf [2025-11-21T23:45:11.846221] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T23:45:12.073970] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:12.277720] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:12.487668] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:12.705123] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:12.929005] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:13.152860] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:13.379216] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:13.606599] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:13.831235] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:14.067183] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:14.067345] [INFO ] [CONFIGURE ] LPX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:45:14.067387] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2083 tests [2025-11-21T23:45:14.067420] [INFO ] [CONFIGURE ] LPX: Testing feature 8/29: add_macd [2025-11-21T23:45:14.067450] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T23:45:14.402465] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:14.734836] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:45:15.093672] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:15.430343] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:45:15.778566] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:16.113727] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:45:16.465664] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:45:16.832096] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:17.178882] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:17.542153] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:17.542334] [INFO ] [CONFIGURE ] LPX: DISCARDED add_macd (score: 30.00%) [2025-11-21T23:45:17.542379] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2082 tests [2025-11-21T23:45:17.542412] [INFO ] [CONFIGURE ] LPX: Testing feature 9/29: add_mfi [2025-11-21T23:45:17.542444] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T23:45:17.797877] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:18.055053] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:18.322409] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:18.585706] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:45:18.839589] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:19.075210] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:19.304527] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:19.552288] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:19.842073] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:20.099518] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:20.099791] [INFO ] [CONFIGURE ] LPX: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:45:20.099847] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2081 tests [2025-11-21T23:45:20.099888] [INFO ] [CONFIGURE ] LPX: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:45:20.099923] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:45:20.443804] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:20.778463] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:45:21.117343] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:21.462073] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:21.810483] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:22.161143] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:22.502031] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:22.890176] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:23.242815] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:23.599633] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:23.599818] [INFO ] [CONFIGURE ] LPX: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T23:45:23.599862] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2080 tests [2025-11-21T23:45:23.599898] [INFO ] [CONFIGURE ] LPX: Testing feature 11/29: add_obv_daily [2025-11-21T23:45:23.599930] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T23:45:23.892122] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:24.196079] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:45:24.483953] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:24.756763] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:45:25.028057] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:25.310554] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:25.586675] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:25.888540] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:26.171749] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:26.453501] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:26.453676] [INFO ] [CONFIGURE ] LPX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-21T23:45:26.453724] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2079 tests [2025-11-21T23:45:26.453759] [INFO ] [CONFIGURE ] LPX: Testing feature 12/29: add_obv_interval [2025-11-21T23:45:26.453791] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T23:45:26.713698] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:26.976273] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:27.247779] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:27.470052] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:27.698948] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:27.929361] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:45:28.155543] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:28.388105] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:28.626939] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:45:28.894400] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:28.894550] [INFO ] [CONFIGURE ] LPX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:45:28.894592] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2078 tests [2025-11-21T23:45:28.894626] [INFO ] [CONFIGURE ] LPX: Testing feature 13/29: add_opening_strength [2025-11-21T23:45:28.894681] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:45:29.163456] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:29.412416] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:29.662465] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:29.941480] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:45:30.357740] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:45:30.700720] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:45:30.986699] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:45:31.275231] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:31.577977] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:45:31.874097] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:31.874265] [INFO ] [CONFIGURE ] LPX: DISCARDED add_opening_strength (score: 30.00%) [2025-11-21T23:45:31.874318] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2077 tests [2025-11-21T23:45:31.874358] [INFO ] [CONFIGURE ] LPX: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:45:31.874393] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T23:45:32.116878] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:32.356072] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:32.616634] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:32.862995] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:33.114033] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:45:33.375064] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:33.644306] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:33.909702] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:34.186271] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:34.456455] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:34.456601] [INFO ] [CONFIGURE ] LPX: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T23:45:34.456721] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2076 tests [2025-11-21T23:45:34.456794] [INFO ] [CONFIGURE ] LPX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:45:34.456831] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T23:45:34.691458] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:34.956700] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:35.191911] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:35.426580] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:35.670351] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:35.905073] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:36.135954] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:36.403887] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:36.658289] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:36.892254] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:36.892405] [INFO ] [CONFIGURE ] LPX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:45:36.892448] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2075 tests [2025-11-21T23:45:36.892480] [INFO ] [CONFIGURE ] LPX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:45:36.892511] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T23:45:37.146547] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:37.403004] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:37.656441] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:37.937755] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:45:38.200429] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:38.458252] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:38.713276] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:38.990892] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:39.266508] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:39.514005] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:39.514190] [INFO ] [CONFIGURE ] LPX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T23:45:39.514236] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2074 tests [2025-11-21T23:45:39.514275] [INFO ] [CONFIGURE ] LPX: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:45:39.514308] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T23:45:39.763381] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:45:40.004187] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:40.254880] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:40.502880] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:40.752387] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:45:41.015453] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:41.248022] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:41.481658] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:41.717885] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:41.951181] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:41.951326] [INFO ] [CONFIGURE ] LPX: KEPT add_pbf_return_2d (score: 70.00%) [2025-11-21T23:45:41.951368] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2073 tests [2025-11-21T23:45:41.951401] [INFO ] [CONFIGURE ] LPX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:45:41.951431] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-21T23:45:42.194582] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:42.454022] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:42.696367] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:42.946236] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:45:43.197903] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:43.449762] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:43.695638] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:43.986515] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:44.268401] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:44.518890] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:44.519054] [INFO ] [CONFIGURE ] LPX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T23:45:44.519098] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2072 tests [2025-11-21T23:45:44.519137] [INFO ] [CONFIGURE ] LPX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:45:44.519183] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-21T23:45:44.767249] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:45.004713] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:45.244679] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:45.502568] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:45.760770] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:46.019679] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:46.266598] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:46.515592] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:46.785631] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:47.082384] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:47.082515] [INFO ] [CONFIGURE ] LPX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T23:45:47.082557] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2071 tests [2025-11-21T23:45:47.082591] [INFO ] [CONFIGURE ] LPX: Testing feature 20/29: add_price_rejection [2025-11-21T23:45:47.082622] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-21T23:45:47.364802] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:47.647116] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:47.935987] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:48.217821] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:48.525192] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:45:48.812456] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:49.099838] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:49.385947] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:49.667988] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:49.953968] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:49.954105] [INFO ] [CONFIGURE ] LPX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:45:49.954147] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2070 tests [2025-11-21T23:45:49.954179] [INFO ] [CONFIGURE ] LPX: Testing feature 21/29: add_range_position [2025-11-21T23:45:49.954210] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_range_position'] [2025-11-21T23:45:50.249106] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:50.548918] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:50.844608] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:51.143597] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:51.447368] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:45:51.746998] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:52.050846] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:45:52.354767] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:45:52.675563] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:52.970784] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:45:52.970936] [INFO ] [CONFIGURE ] LPX: DISCARDED add_range_position (score: 30.00%) [2025-11-21T23:45:52.970978] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2069 tests [2025-11-21T23:45:52.971012] [INFO ] [CONFIGURE ] LPX: Testing feature 22/29: add_realized_volatility [2025-11-21T23:45:52.971043] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-21T23:45:53.340584] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:45:53.722620] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:45:54.105257] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:54.509606] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:54.887396] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:55.288309] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:55.681234] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:45:56.066469] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:56.451775] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:56.842045] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:56.842223] [INFO ] [CONFIGURE ] LPX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T23:45:56.842265] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2068 tests [2025-11-21T23:45:56.842301] [INFO ] [CONFIGURE ] LPX: Testing feature 23/29: add_recent_range_context [2025-11-21T23:45:56.842332] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-21T23:45:57.115923] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:45:57.389021] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:45:57.668020] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:45:57.939021] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:45:58.214975] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:45:58.491273] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:45:58.766977] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:45:59.057438] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:45:59.336619] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:45:59.614585] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:45:59.614746] [INFO ] [CONFIGURE ] LPX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T23:45:59.614791] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2067 tests [2025-11-21T23:45:59.614824] [INFO ] [CONFIGURE ] LPX: Testing feature 24/29: add_rsi [2025-11-21T23:45:59.614857] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-21T23:45:59.929765] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:00.242284] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:46:00.583543] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:46:01.651503] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:46:02.172513] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:02.507952] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:02.842524] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:03.169743] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:03.521931] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:03.855071] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:46:03.855237] [INFO ] [CONFIGURE ] LPX: DISCARDED add_rsi (score: 10.00%) [2025-11-21T23:46:03.855280] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2066 tests [2025-11-21T23:46:03.855313] [INFO ] [CONFIGURE ] LPX: Testing feature 25/29: add_tick_distribution [2025-11-21T23:46:03.855343] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-21T23:46:04.139345] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:04.433773] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:46:04.729617] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:46:05.038209] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:05.337833] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:46:05.596985] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:05.846605] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:46:06.091606] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:06.337609] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:06.660066] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:46:06.660229] [INFO ] [CONFIGURE ] LPX: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-21T23:46:06.660273] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2065 tests [2025-11-21T23:46:06.660306] [INFO ] [CONFIGURE ] LPX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:46:06.660337] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-21T23:46:06.900131] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:46:07.147262] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:46:07.386737] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:46:07.626737] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:07.865108] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:08.121931] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:08.369768] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:46:08.612213] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:46:08.856926] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:09.097617] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:46:09.097780] [INFO ] [CONFIGURE ] LPX: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:46:09.097824] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2064 tests [2025-11-21T23:46:09.097858] [INFO ] [CONFIGURE ] LPX: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:46:09.097889] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-21T23:46:09.358961] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:09.653409] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:46:09.915797] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:46:10.185105] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:10.456268] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:46:10.722813] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:10.994617] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:46:11.281428] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:11.563929] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:11.855611] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:46:11.855771] [INFO ] [CONFIGURE ] LPX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T23:46:11.855815] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2063 tests [2025-11-21T23:46:11.855849] [INFO ] [CONFIGURE ] LPX: Testing feature 28/29: add_volume_profile [2025-11-21T23:46:11.855879] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-21T23:46:12.127979] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:12.401602] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:46:12.700422] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:46:13.002983] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:13.290365] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:46:13.571089] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:13.853956] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:46:14.140176] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:14.419704] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:14.710396] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:46:14.710558] [INFO ] [CONFIGURE ] LPX: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T23:46:14.710605] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2062 tests [2025-11-21T23:46:14.710639] [INFO ] [CONFIGURE ] LPX: Testing feature 29/29: add_vwap [2025-11-21T23:46:14.710695] [INFO ] [CONFIGURE ] LPX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_vwap'] [2025-11-21T23:46:15.001499] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:46:15.283841] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:46:15.572251] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:46:15.857339] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:16.140784] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:46:16.431949] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:16.730029] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:46:17.005493] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:17.315306] [DEBUG] [FORECASTER] LPX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:17.582622] [DEBUG] [FORECASTER] LPX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:46:17.582805] [INFO ] [CONFIGURE ] LPX: DISCARDED add_vwap (score: 60.00%) [2025-11-21T23:46:17.582850] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2061 tests [2025-11-21T23:46:17.582885] [INFO ] [CONFIGURE ] LPX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:46:17.582914] [INFO ] [CONFIGURE ] LPX: Best accuracy: 70.00% [2025-11-21T23:46:17.582944] [INFO ] [CONFIGURE ] LPX: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T23:46:17.582972] [INFO ] [CONFIGURE ] LPX: Improvement over baseline: 30.00% [2025-11-21T23:46:17.582998] [INFO ] [CONFIGURE ] LPX: Total time: 1.3 minutes [2025-11-21T23:46:17.583024] [INFO ] [CONFIGURE ] LPX: Average time per feature: 2.8 seconds [2025-11-21T23:46:17.583071] [INFO ] [CONFIGURE ] LPX: Average speed: 0.36 features/sec [2025-11-21T23:46:17.583442] [INFO ] [LOCAL ] Saved configuration for LPX: 2 features, 70.00% accuracy -> ./output/feature-sets/LPX.json [2025-11-21T23:46:17.583484] [INFO ] [CONFIGURE ] LPX: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T23:46:17.583519] [INFO ] [sig ] [22/93] Successfully configured LPX | 0.01 sym/s | Total: 28.1m | ETA: 1.5h [2025-11-21T23:46:17.583550] [INFO ] [sig ] [23/93] Configuring LRN... [2025-11-21T23:46:17.583578] [INFO ] [CONFIGURE ] LRN: Configurate test run. [2025-11-21T23:46:17.583605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'. [2025-11-21T23:46:17.595070] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LRN'. [2025-11-21T23:46:17.595340] [INFO ] [CONFIGURE ] LRN: Testing with 29 available features [2025-11-21T23:46:17.595386] [INFO ] [CONFIGURE ] LRN: Establishing baseline with no features... [2025-11-21T23:46:17.767659] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:17.937339] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:18.132607] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:46:18.321690] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:18.515760] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:46:18.728513] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:18.917799] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:19.107089] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:19.302445] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:19.494895] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:19.495017] [INFO ] [CONFIGURE ] LRN: Baseline score (no features): 30.00% [2025-11-21T23:46:19.495057] [INFO ] [CONFIGURE ] LRN: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:46:19.495089] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:46:19.716131] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:19.944495] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:46:20.179114] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:46:20.432850] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:20.654058] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:20.883447] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:21.108293] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:21.332541] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:46:21.558738] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:21.770759] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:46:21.770894] [INFO ] [CONFIGURE ] LRN: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T23:46:21.770936] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2060 tests [2025-11-21T23:46:21.770969] [INFO ] [CONFIGURE ] LRN: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:46:21.770999] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:46:21.982390] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:46:22.193390] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:22.409076] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:46:22.623042] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:22.886448] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:23.202276] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:23.474596] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:23.691734] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:23.915304] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:24.138006] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:24.138196] [INFO ] [CONFIGURE ] LRN: KEPT add_cumulative_delta (score: 40.00%) [2025-11-21T23:46:24.138242] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2059 tests [2025-11-21T23:46:24.138276] [INFO ] [CONFIGURE ] LRN: Testing feature 3/29: add_daily_returns [2025-11-21T23:46:24.138309] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T23:46:24.370993] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:24.597939] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:24.825937] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:46:25.054101] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:25.287788] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:25.511709] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:25.739611] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:25.972621] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:26.201481] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:26.457828] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:26.457956] [INFO ] [CONFIGURE ] LRN: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T23:46:26.458001] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2058 tests [2025-11-21T23:46:26.458065] [INFO ] [CONFIGURE ] LRN: Testing feature 4/29: add_ema [2025-11-21T23:46:26.458113] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T23:46:26.731497] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:46:26.995757] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:27.265615] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:46:27.532000] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:27.828230] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:28.093577] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:28.365954] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:28.635938] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:28.912946] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:29.187350] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:29.187510] [INFO ] [CONFIGURE ] LRN: DISCARDED add_ema (score: 30.00%) [2025-11-21T23:46:29.187554] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2057 tests [2025-11-21T23:46:29.187588] [INFO ] [CONFIGURE ] LRN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:46:29.187619] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:46:29.474790] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:29.727426] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:29.976101] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:30.226054] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:30.473443] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:30.745886] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:30.997885] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:31.249606] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:31.505932] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:31.806179] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:31.806333] [INFO ] [CONFIGURE ] LRN: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-21T23:46:31.806379] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2056 tests [2025-11-21T23:46:31.806414] [INFO ] [CONFIGURE ] LRN: Testing feature 6/29: add_failed_moves [2025-11-21T23:46:31.806446] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T23:46:32.096891] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:32.377463] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:32.660890] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:32.947520] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:33.227435] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:33.509485] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:33.817676] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:34.102636] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:34.392359] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:34.685361] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:34.685512] [INFO ] [CONFIGURE ] LRN: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T23:46:34.685556] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2055 tests [2025-11-21T23:46:34.685589] [INFO ] [CONFIGURE ] LRN: Testing feature 7/29: add_lag_shelf [2025-11-21T23:46:34.685621] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T23:46:34.988420] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:35.294935] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:35.625493] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:35.923748] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:36.222977] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:36.537513] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:36.860017] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:37.178174] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:37.483245] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:37.780057] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:46:37.780222] [INFO ] [CONFIGURE ] LRN: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-21T23:46:37.780268] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2054 tests [2025-11-21T23:46:37.780304] [INFO ] [CONFIGURE ] LRN: Testing feature 8/29: add_macd [2025-11-21T23:46:37.780337] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T23:46:38.133925] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:38.524299] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:38.865521] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:39.192027] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:39.516176] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:39.861765] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:40.218687] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:40.550190] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:40.877343] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:41.196170] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:46:41.196381] [INFO ] [CONFIGURE ] LRN: DISCARDED add_macd (score: 30.00%) [2025-11-21T23:46:41.196428] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2053 tests [2025-11-21T23:46:41.196465] [INFO ] [CONFIGURE ] LRN: Testing feature 9/29: add_mfi [2025-11-21T23:46:41.196498] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T23:46:41.486337] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:41.780265] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:42.072597] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:42.358286] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:42.652788] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:42.970950] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:43.290254] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:43.587459] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:43.879286] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:44.174834] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:44.175043] [INFO ] [CONFIGURE ] LRN: DISCARDED add_mfi (score: 40.00%) [2025-11-21T23:46:44.175091] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2052 tests [2025-11-21T23:46:44.175130] [INFO ] [CONFIGURE ] LRN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:46:44.175164] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:46:44.553507] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:44.932678] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:45.308236] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:45.680159] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:46.078938] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:46.470692] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:46.853695] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:47.241301] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:46:47.641088] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:48.013530] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:46:48.013718] [INFO ] [CONFIGURE ] LRN: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T23:46:48.013765] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2051 tests [2025-11-21T23:46:48.013800] [INFO ] [CONFIGURE ] LRN: Testing feature 11/29: add_obv_daily [2025-11-21T23:46:48.013833] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T23:46:48.312326] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:48.601758] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:48.918343] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:49.217461] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:49.509727] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:49.808782] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:50.136543] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:50.432680] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:50.743236] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:51.030674] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:51.030829] [INFO ] [CONFIGURE ] LRN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-21T23:46:51.030872] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2050 tests [2025-11-21T23:46:51.030907] [INFO ] [CONFIGURE ] LRN: Testing feature 12/29: add_obv_interval [2025-11-21T23:46:51.030939] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T23:46:51.308142] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:51.581676] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:51.862725] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:52.141361] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:52.425669] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:52.703182] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:52.975087] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:53.257920] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:53.541248] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:46:53.818128] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:46:53.818666] [INFO ] [CONFIGURE ] LRN: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T23:46:53.818713] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2049 tests [2025-11-21T23:46:53.818748] [INFO ] [CONFIGURE ] LRN: Testing feature 13/29: add_opening_strength [2025-11-21T23:46:53.818779] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:46:54.119748] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:46:54.426566] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:54.745509] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:55.119726] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:55.463285] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:55.826883] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:46:56.194592] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:46:56.531370] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:56.847605] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:46:57.191020] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:46:57.191199] [INFO ] [CONFIGURE ] LRN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:46:57.191244] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2048 tests [2025-11-21T23:46:57.191279] [INFO ] [CONFIGURE ] LRN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:46:57.191312] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T23:46:57.497122] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:46:57.771201] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:46:58.066065] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:46:58.337248] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:46:58.613947] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:46:58.889077] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:46:59.179858] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:46:59.478510] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:46:59.830409] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:00.197704] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:00.197868] [INFO ] [CONFIGURE ] LRN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-21T23:47:00.197933] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2047 tests [2025-11-21T23:47:00.197971] [INFO ] [CONFIGURE ] LRN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:47:00.198002] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T23:47:01.059116] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:01.350880] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:01.687434] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:47:01.994759] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:02.286500] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:02.561494] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:47:02.858312] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:03.130198] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:03.409984] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:03.696565] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:47:03.696740] [INFO ] [CONFIGURE ] LRN: DISCARDED add_pbf_morning_momentum (score: 20.00%) [2025-11-21T23:47:03.696798] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2046 tests [2025-11-21T23:47:03.696834] [INFO ] [CONFIGURE ] LRN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:47:03.696866] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T23:47:04.026386] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:04.320250] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:04.610728] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:47:04.902459] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:05.191623] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:05.519555] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:47:05.854180] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:06.159802] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:06.466128] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:06.777570] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:47:06.777774] [INFO ] [CONFIGURE ] LRN: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-21T23:47:06.777817] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2045 tests [2025-11-21T23:47:06.777851] [INFO ] [CONFIGURE ] LRN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:47:06.777882] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T23:47:07.093462] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:07.382825] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:07.665738] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:47:07.954082] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:08.247294] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:08.544529] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:08.860061] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:09.146952] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:09.439724] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:09.730350] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:09.730541] [INFO ] [CONFIGURE ] LRN: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-21T23:47:09.730594] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2044 tests [2025-11-21T23:47:09.730680] [INFO ] [CONFIGURE ] LRN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:47:09.730722] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T23:47:10.119147] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:10.509925] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:10.809774] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:47:11.085153] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:11.362720] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:11.642572] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:11.947824] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:12.224832] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:12.495700] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:12.769978] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:47:12.770164] [INFO ] [CONFIGURE ] LRN: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T23:47:12.770209] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2043 tests [2025-11-21T23:47:12.770243] [INFO ] [CONFIGURE ] LRN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:47:12.770276] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T23:47:13.040172] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:13.310022] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:13.576707] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:47:13.845125] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:14.118304] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:14.387133] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:14.655053] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:14.950965] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:15.220589] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:15.492955] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:15.493105] [INFO ] [CONFIGURE ] LRN: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T23:47:15.493149] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2042 tests [2025-11-21T23:47:15.493208] [INFO ] [CONFIGURE ] LRN: Testing feature 20/29: add_price_rejection [2025-11-21T23:47:15.493242] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T23:47:15.784108] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-21T23:47:16.077948] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:16.371890] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:47:16.668254] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:16.952163] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:17.255383] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:47:17.559726] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:17.887236] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:18.192871] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:18.489025] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:18.489184] [INFO ] [CONFIGURE ] LRN: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T23:47:18.489228] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2041 tests [2025-11-21T23:47:18.489261] [INFO ] [CONFIGURE ] LRN: Testing feature 21/29: add_range_position [2025-11-21T23:47:18.489293] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T23:47:18.805477] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:19.121464] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:19.448230] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:47:19.790552] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:20.131311] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:20.449814] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:20.767352] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:21.085041] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:21.400320] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:21.705303] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:21.705454] [INFO ] [CONFIGURE ] LRN: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:47:21.705498] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2040 tests [2025-11-21T23:47:21.705531] [INFO ] [CONFIGURE ] LRN: Testing feature 22/29: add_realized_volatility [2025-11-21T23:47:21.705562] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T23:47:22.084880] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:22.467414] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:22.848332] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:47:23.227456] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:23.611984] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:24.009553] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:47:24.415730] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:24.794751] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:25.172964] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:25.551173] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:25.551327] [INFO ] [CONFIGURE ] LRN: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T23:47:25.551371] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2039 tests [2025-11-21T23:47:25.551404] [INFO ] [CONFIGURE ] LRN: Testing feature 23/29: add_recent_range_context [2025-11-21T23:47:25.551435] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T23:47:25.831275] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:26.111415] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:26.396485] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:47:26.700736] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:27.028739] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:27.328011] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:27.604118] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:27.881985] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:28.156518] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:28.463208] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:28.463374] [INFO ] [CONFIGURE ] LRN: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T23:47:28.463416] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2038 tests [2025-11-21T23:47:28.463452] [INFO ] [CONFIGURE ] LRN: Testing feature 24/29: add_rsi [2025-11-21T23:47:28.463485] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T23:47:28.812597] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:29.169344] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:29.511880] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:47:29.862149] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:30.209987] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:30.558509] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:47:30.871752] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:31.279395] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:31.628591] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:31.981260] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:31.981429] [INFO ] [CONFIGURE ] LRN: DISCARDED add_rsi (score: 30.00%) [2025-11-21T23:47:31.981475] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2037 tests [2025-11-21T23:47:31.981534] [INFO ] [CONFIGURE ] LRN: Testing feature 25/29: add_tick_distribution [2025-11-21T23:47:31.981568] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T23:47:32.282560] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:32.575936] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:32.873493] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:47:33.168237] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:33.444103] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:33.721922] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:34.012133] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:34.341401] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:34.639347] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:34.938388] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:34.938534] [INFO ] [CONFIGURE ] LRN: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-21T23:47:34.938579] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2036 tests [2025-11-21T23:47:34.938614] [INFO ] [CONFIGURE ] LRN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:47:34.938663] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T23:47:35.221452] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:35.506963] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:35.795236] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:47:36.112255] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:36.398204] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:36.689499] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:47:36.975428] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:37.271708] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:37.575214] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:37.865737] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:37.865904] [INFO ] [CONFIGURE ] LRN: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T23:47:37.865948] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2035 tests [2025-11-21T23:47:37.866042] [INFO ] [CONFIGURE ] LRN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:47:37.866077] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T23:47:38.184367] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:38.500023] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:38.828244] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:47:39.209084] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:39.531476] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:39.868347] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:47:40.190329] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:40.538356] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:40.876699] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:41.192252] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:41.192405] [INFO ] [CONFIGURE ] LRN: DISCARDED add_volume_price_divergence (score: 20.00%) [2025-11-21T23:47:41.192448] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2034 tests [2025-11-21T23:47:41.192481] [INFO ] [CONFIGURE ] LRN: Testing feature 28/29: add_volume_profile [2025-11-21T23:47:41.192513] [INFO ] [CONFIGURE ] LRN: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T23:47:41.465239] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-21T23:47:41.782796] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:42.126581] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:47:42.456812] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:42.781420] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:43.104842] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:43.443460] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-21T23:47:43.764773] [DEBUG] [FORECASTER] LRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:47:44.085659] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:44.406631] [DEBUG] [FORECASTER] LRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:44.406816] [INFO ] [CONFIGURE ] LRN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T23:47:44.406863] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2033 tests [2025-11-21T23:47:44.406898] [INFO ] [CONFIGURE ] LRN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:47:44.406928] [INFO ] [CONFIGURE ] LRN: Best accuracy: 50.00% [2025-11-21T23:47:44.406960] [INFO ] [CONFIGURE ] LRN: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:47:44.406988] [INFO ] [CONFIGURE ] LRN: Improvement over baseline: 20.00% [2025-11-21T23:47:44.407016] [INFO ] [CONFIGURE ] LRN: Total time: 1.4 minutes [2025-11-21T23:47:44.407042] [INFO ] [CONFIGURE ] LRN: Average time per feature: 3.0 seconds [2025-11-21T23:47:44.407069] [INFO ] [CONFIGURE ] LRN: Average speed: 0.34 features/sec [2025-11-21T23:47:44.407760] [INFO ] [LOCAL ] Saved configuration for LRN: 3 features, 50.00% accuracy -> ./output/feature-sets/LRN.json [2025-11-21T23:47:44.407808] [INFO ] [CONFIGURE ] LRN: Configuration saved successfully: 3 features, 50.00% accuracy. [2025-11-21T23:47:44.407845] [INFO ] [sig ] [23/93] Successfully configured LRN | 0.01 sym/s | Total: 29.5m | ETA: 1.5h [2025-11-21T23:47:44.407876] [INFO ] [sig ] [24/93] Configuring LSPD... [2025-11-21T23:47:44.407905] [INFO ] [CONFIGURE ] LSPD: Configurate test run. [2025-11-21T23:47:44.407934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-11-21T23:47:44.421821] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LSPD'. [2025-11-21T23:47:44.422150] [INFO ] [CONFIGURE ] LSPD: Testing with 29 available features [2025-11-21T23:47:44.422198] [INFO ] [CONFIGURE ] LSPD: Establishing baseline with no features... [2025-11-21T23:47:44.615109] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:47:44.796022] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:47:44.975284] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:47:45.184364] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:45.366941] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:45.557483] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:45.744054] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:47:45.927874] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:47:46.114899] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:46.299606] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:47:46.299764] [INFO ] [CONFIGURE ] LSPD: Baseline score (no features): 40.00% [2025-11-21T23:47:46.299806] [INFO ] [CONFIGURE ] LSPD: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:47:46.299837] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:47:46.519632] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:47:46.736949] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:47:46.958005] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:47:47.172537] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:47.401198] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:47.621379] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:47:47.840364] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:47:48.061109] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:47:48.301670] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:48.531846] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:47:48.531993] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-21T23:47:48.532448] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2032 tests [2025-11-21T23:47:48.532487] [INFO ] [CONFIGURE ] LSPD: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:47:48.532523] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:47:48.762266] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:47:48.991512] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:49.226977] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:47:49.487805] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:49.730095] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:49.967597] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:50.213520] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:47:50.454061] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:47:50.691220] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:50.927721] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:47:50.927880] [INFO ] [CONFIGURE ] LSPD: KEPT add_cumulative_delta (score: 60.00%) [2025-11-21T23:47:50.927925] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2031 tests [2025-11-21T23:47:50.927959] [INFO ] [CONFIGURE ] LSPD: Testing feature 3/29: add_daily_returns [2025-11-21T23:47:50.927990] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T23:47:51.201632] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:47:51.444212] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:51.689947] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:47:51.942983] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:52.190170] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:52.464028] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:52.711074] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:47:52.963062] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:47:53.211025] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:47:53.464447] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:47:53.464602] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:47:53.464664] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2030 tests [2025-11-21T23:47:53.464727] [INFO ] [CONFIGURE ] LSPD: Testing feature 4/29: add_ema [2025-11-21T23:47:53.464763] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T23:47:53.751263] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:47:54.033157] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:54.337037] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:47:54.625145] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:54.919592] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:55.209573] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:55.526321] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:47:55.821793] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:47:56.113693] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:56.408875] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:47:56.409049] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:47:56.409093] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2029 tests [2025-11-21T23:47:56.409128] [INFO ] [CONFIGURE ] LSPD: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:47:56.409160] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:47:56.685707] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:47:56.957659] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:47:57.231617] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:47:57.503911] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:47:57.779500] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:47:58.059073] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:47:58.349165] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:47:58.648811] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:47:58.937790] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:47:59.227363] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:47:59.227544] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T23:47:59.227590] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2028 tests [2025-11-21T23:47:59.227625] [INFO ] [CONFIGURE ] LSPD: Testing feature 6/29: add_failed_moves [2025-11-21T23:47:59.227676] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T23:47:59.505022] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:47:59.755990] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:00.009828] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:48:00.944849] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:01.338083] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:01.612871] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:01.897130] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:02.144074] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:02.415394] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:02.673078] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:02.673233] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:48:02.673278] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2027 tests [2025-11-21T23:48:02.673312] [INFO ] [CONFIGURE ] LSPD: Testing feature 7/29: add_lag_shelf [2025-11-21T23:48:02.673344] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T23:48:02.929016] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:03.170495] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:03.434712] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:03.669862] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:03.902324] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:04.136323] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:04.371319] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:04.629970] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:04.871878] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:05.104085] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:48:05.104227] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:48:05.104275] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2026 tests [2025-11-21T23:48:05.104332] [INFO ] [CONFIGURE ] LSPD: Testing feature 8/29: add_macd [2025-11-21T23:48:05.104365] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T23:48:05.445609] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:05.782719] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:06.132910] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:48:06.508761] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:48:06.853379] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:07.198042] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:07.551753] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:07.885997] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:08.213517] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:08.558497] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:48:08.558708] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_macd (score: 60.00%) [2025-11-21T23:48:08.558759] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2025 tests [2025-11-21T23:48:08.558796] [INFO ] [CONFIGURE ] LSPD: Testing feature 9/29: add_mfi [2025-11-21T23:48:08.558829] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T23:48:08.828747] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:09.100402] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:09.361250] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:48:09.619453] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:09.893289] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:10.149934] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:10.418662] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:10.709452] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:10.974563] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:11.230208] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:11.230370] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:48:11.230415] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2024 tests [2025-11-21T23:48:11.230449] [INFO ] [CONFIGURE ] LSPD: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:48:11.230482] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:48:11.574045] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:11.925459] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:12.291962] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:12.644055] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:12.986145] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:13.341202] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:13.728589] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:14.080711] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:14.428309] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:14.777068] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:14.777222] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:48:14.777271] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2023 tests [2025-11-21T23:48:14.777307] [INFO ] [CONFIGURE ] LSPD: Testing feature 11/29: add_obv_daily [2025-11-21T23:48:14.777341] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T23:48:15.047757] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:15.317570] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:15.611350] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:15.881007] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:16.153905] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:16.424789] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:16.748784] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:17.109782] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:17.466701] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:17.764570] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:17.764742] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_obv_daily (score: 50.00%) [2025-11-21T23:48:17.764788] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2022 tests [2025-11-21T23:48:17.764822] [INFO ] [CONFIGURE ] LSPD: Testing feature 12/29: add_obv_interval [2025-11-21T23:48:17.764853] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T23:48:17.987459] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:18.213693] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:18.446105] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:18.679276] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:48:18.906270] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:19.133678] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:19.364273] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:48:19.598689] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:19.829327] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:20.068277] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:20.068432] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_obv_interval (score: 30.00%) [2025-11-21T23:48:20.068476] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2021 tests [2025-11-21T23:48:20.068510] [INFO ] [CONFIGURE ] LSPD: Testing feature 13/29: add_opening_strength [2025-11-21T23:48:20.068542] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:48:20.330439] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:20.619244] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:20.920625] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:21.206106] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:21.509350] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:21.768479] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:22.025842] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:22.285887] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:22.553061] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:22.835869] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:22.836014] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:48:22.836058] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2020 tests [2025-11-21T23:48:22.836091] [INFO ] [CONFIGURE ] LSPD: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:48:22.836122] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T23:48:23.086185] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:23.327056] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:23.568544] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:23.811205] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:48:24.055089] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:24.301398] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:24.570725] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:24.816138] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:25.059145] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:25.309192] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:25.309349] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-21T23:48:25.309396] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2019 tests [2025-11-21T23:48:25.309435] [INFO ] [CONFIGURE ] LSPD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:48:25.309467] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T23:48:25.535095] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:25.777895] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:26.002191] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:26.227516] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:26.456603] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:26.678004] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:26.899469] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:48:27.123206] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:27.341927] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:27.593558] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:27.593723] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T23:48:27.593769] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2018 tests [2025-11-21T23:48:27.593801] [INFO ] [CONFIGURE ] LSPD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:48:27.593832] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T23:48:27.857600] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:28.117585] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:28.364709] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:28.612548] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:48:28.885759] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:29.136728] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:29.387300] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:48:29.637085] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:29.882777] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:30.138512] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:30.138692] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T23:48:30.138738] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2017 tests [2025-11-21T23:48:30.138772] [INFO ] [CONFIGURE ] LSPD: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:48:30.138804] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T23:48:30.372728] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:30.629555] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:30.861907] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:31.099076] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:31.334409] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:31.574398] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:31.857359] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:32.093121] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:32.330004] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:32.571264] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:32.571411] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:48:32.571455] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2016 tests [2025-11-21T23:48:32.571489] [INFO ] [CONFIGURE ] LSPD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:48:32.571520] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T23:48:32.816343] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:33.052891] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:33.289302] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:33.529236] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:33.767729] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:34.012200] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:34.256473] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:34.495709] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:34.736639] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:34.976029] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:34.976172] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T23:48:34.976214] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2015 tests [2025-11-21T23:48:34.976247] [INFO ] [CONFIGURE ] LSPD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:48:34.976278] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T23:48:35.214001] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:35.452625] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:35.694724] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:35.937724] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:36.179355] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:36.424949] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:36.694205] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:48:36.932816] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:37.179041] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:37.425176] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:37.425324] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_pbf_vs_sma_5 (score: 30.00%) [2025-11-21T23:48:37.425369] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2014 tests [2025-11-21T23:48:37.425405] [INFO ] [CONFIGURE ] LSPD: Testing feature 20/29: add_price_rejection [2025-11-21T23:48:37.425438] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-21T23:48:37.709346] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:37.994045] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:38.254780] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:38.521930] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:38.782826] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:39.030271] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:39.277528] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:48:39.535727] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:39.803157] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:40.044537] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:40.044727] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T23:48:40.044777] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2013 tests [2025-11-21T23:48:40.044811] [INFO ] [CONFIGURE ] LSPD: Testing feature 21/29: add_range_position [2025-11-21T23:48:40.044841] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-21T23:48:40.303865] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:40.580784] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:40.875065] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:41.148991] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:41.427244] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:41.686991] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:41.947471] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:42.207265] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:42.466990] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:42.766036] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:42.766195] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_range_position (score: 60.00%) [2025-11-21T23:48:42.766239] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2012 tests [2025-11-21T23:48:42.766272] [INFO ] [CONFIGURE ] LSPD: Testing feature 22/29: add_realized_volatility [2025-11-21T23:48:42.766303] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T23:48:43.103555] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:43.436879] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:43.788773] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:44.140056] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:48:44.484349] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:44.831892] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:45.178516] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:48:45.529507] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:45.916699] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:46.265534] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:46.265700] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-21T23:48:46.265745] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2011 tests [2025-11-21T23:48:46.265781] [INFO ] [CONFIGURE ] LSPD: Testing feature 23/29: add_recent_range_context [2025-11-21T23:48:46.265814] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T23:48:46.500605] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:46.736004] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:46.993952] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:47.230985] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:48:47.475888] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:47.715998] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:47.958147] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:48.197883] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:48.435799] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:48.676859] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:48.677031] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-21T23:48:48.677083] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2010 tests [2025-11-21T23:48:48.677116] [INFO ] [CONFIGURE ] LSPD: Testing feature 24/29: add_rsi [2025-11-21T23:48:48.677149] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T23:48:48.949198] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:49.231231] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:49.511385] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:49.802021] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:48:50.113351] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:50.399346] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:50.690266] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:50.985381] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:51.268006] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:51.546082] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:51.546248] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_rsi (score: 40.00%) [2025-11-21T23:48:51.546300] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2009 tests [2025-11-21T23:48:51.546335] [INFO ] [CONFIGURE ] LSPD: Testing feature 25/29: add_tick_distribution [2025-11-21T23:48:51.546367] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T23:48:51.805831] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:52.043902] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:52.273956] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:52.503923] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:48:52.743572] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:53.000202] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:53.231200] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:48:53.461782] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:53.695904] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:48:53.928129] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:53.928289] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-21T23:48:53.928334] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2008 tests [2025-11-21T23:48:53.928470] [INFO ] [CONFIGURE ] LSPD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:48:53.928509] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T23:48:54.156258] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:54.385124] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:54.613223] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:54.890360] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:55.119138] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:55.347356] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:48:55.574945] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:48:55.805728] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:48:56.062668] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:56.300620] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:56.300781] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-21T23:48:56.300827] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2007 tests [2025-11-21T23:48:56.300861] [INFO ] [CONFIGURE ] LSPD: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:48:56.300894] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T23:48:56.554698] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:56.804719] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:57.053728] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:48:57.303020] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:48:57.556699] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:48:57.814272] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:48:58.069952] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:48:58.327400] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:48:58.582271] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:48:58.835966] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:48:58.836106] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T23:48:58.836149] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2006 tests [2025-11-21T23:48:58.836184] [INFO ] [CONFIGURE ] LSPD: Testing feature 28/29: add_volume_profile [2025-11-21T23:48:58.836216] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-21T23:48:59.101981] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:48:59.341264] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:48:59.578121] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:48:59.817293] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:49:00.055612] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:00.355977] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:49:01.131711] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:49:01.400619] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:49:01.649202] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:49:01.933705] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:49:01.933875] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_volume_profile (score: 30.00%) [2025-11-21T23:49:01.933921] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2005 tests [2025-11-21T23:49:01.933957] [INFO ] [CONFIGURE ] LSPD: Testing feature 29/29: add_vwap [2025-11-21T23:49:01.933991] [INFO ] [CONFIGURE ] LSPD: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-21T23:49:02.185808] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:49:02.429882] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:49:02.676089] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:49:02.927585] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:03.171617] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:03.412468] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:49:03.654875] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:49:03.937269] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:49:04.298725] [DEBUG] [FORECASTER] LSPD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:49:04.619636] [DEBUG] [FORECASTER] LSPD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:49:04.619840] [INFO ] [CONFIGURE ] LSPD: DISCARDED add_vwap (score: 50.00%) [2025-11-21T23:49:04.619883] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2004 tests [2025-11-21T23:49:04.619919] [INFO ] [CONFIGURE ] LSPD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:49:04.619948] [INFO ] [CONFIGURE ] LSPD: Best accuracy: 60.00% [2025-11-21T23:49:04.619979] [INFO ] [CONFIGURE ] LSPD: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-21T23:49:04.620006] [INFO ] [CONFIGURE ] LSPD: Improvement over baseline: 20.00% [2025-11-21T23:49:04.620032] [INFO ] [CONFIGURE ] LSPD: Total time: 1.3 minutes [2025-11-21T23:49:04.620057] [INFO ] [CONFIGURE ] LSPD: Average time per feature: 2.7 seconds [2025-11-21T23:49:04.620083] [INFO ] [CONFIGURE ] LSPD: Average speed: 0.37 features/sec [2025-11-21T23:49:04.620427] [INFO ] [LOCAL ] Saved configuration for LSPD: 1 features, 60.00% accuracy -> ./output/feature-sets/LSPD.json [2025-11-21T23:49:04.620473] [INFO ] [CONFIGURE ] LSPD: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-21T23:49:04.620509] [INFO ] [sig ] [24/93] Successfully configured LSPD | 0.01 sym/s | Total: 30.9m | ETA: 1.5h [2025-11-21T23:49:04.620540] [INFO ] [sig ] [25/93] Configuring LTC... [2025-11-21T23:49:04.620569] [INFO ] [CONFIGURE ] LTC: Configurate test run. [2025-11-21T23:49:04.620635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-11-21T23:49:04.633386] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LTC'. [2025-11-21T23:49:04.633887] [INFO ] [CONFIGURE ] LTC: Testing with 29 available features [2025-11-21T23:49:04.633944] [INFO ] [CONFIGURE ] LTC: Establishing baseline with no features... [2025-11-21T23:49:04.808870] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:04.975772] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:05.156902] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:05.324003] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:05.483551] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:49:05.644164] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:05.805132] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:05.968580] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:06.130184] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:06.294253] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:06.294415] [INFO ] [CONFIGURE ] LTC: Baseline score (no features): 60.00% [2025-11-21T23:49:06.294457] [INFO ] [CONFIGURE ] LTC: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:49:06.294491] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:49:06.485053] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:06.674930] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:06.869441] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:07.059987] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:07.252323] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:07.458147] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:07.652247] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:07.845204] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:08.036071] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:08.228620] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:08.228783] [INFO ] [CONFIGURE ] LTC: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T23:49:08.228827] [INFO ] [CONFIGURE ] JOB ETA: 1.5h | Avg: 2.6s/test | Remaining: 2003 tests [2025-11-21T23:49:08.228860] [INFO ] [CONFIGURE ] LTC: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:49:08.228890] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:49:08.431404] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:08.627968] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:08.823278] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:09.019587] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:49:09.217786] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:09.412995] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:09.611233] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:09.820079] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:10.050530] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:10.257923] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:10.258070] [INFO ] [CONFIGURE ] LTC: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-21T23:49:10.258134] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 2002 tests [2025-11-21T23:49:10.258169] [INFO ] [CONFIGURE ] LTC: Testing feature 3/29: add_daily_returns [2025-11-21T23:49:10.258199] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_daily_returns'] [2025-11-21T23:49:10.437432] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:10.615318] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:10.796102] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:10.982061] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:11.185809] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:11.369586] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:11.550473] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:11.735614] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:11.916515] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:12.090793] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:12.090956] [INFO ] [CONFIGURE ] LTC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:49:12.091000] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 2001 tests [2025-11-21T23:49:12.091035] [INFO ] [CONFIGURE ] LTC: Testing feature 4/29: add_ema [2025-11-21T23:49:12.091068] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema'] [2025-11-21T23:49:12.299930] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:12.513792] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:49:12.735471] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:12.980626] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:13.190367] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:13.404180] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:13.619422] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:13.834411] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:14.046446] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:14.259765] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:14.259965] [INFO ] [CONFIGURE ] LTC: KEPT add_ema (score: 70.00%) [2025-11-21T23:49:14.260009] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 2000 tests [2025-11-21T23:49:14.260043] [INFO ] [CONFIGURE ] LTC: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:49:14.260075] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:49:14.515626] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:14.770759] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:15.024102] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:15.282173] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:15.536561] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:15.798156] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:16.087862] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:16.343035] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:16.605116] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:16.879941] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:16.880156] [INFO ] [CONFIGURE ] LTC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:49:16.880207] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1999 tests [2025-11-21T23:49:16.880244] [INFO ] [CONFIGURE ] LTC: Testing feature 6/29: add_failed_moves [2025-11-21T23:49:16.880277] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T23:49:17.113758] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:17.343026] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:17.575399] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:17.800247] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:18.017196] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:18.240719] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:18.462820] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:18.685519] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:18.908634] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:19.159193] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:19.159347] [INFO ] [CONFIGURE ] LTC: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:49:19.159392] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1998 tests [2025-11-21T23:49:19.159428] [INFO ] [CONFIGURE ] LTC: Testing feature 7/29: add_lag_shelf [2025-11-21T23:49:19.159461] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T23:49:19.369998] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:19.576215] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:49:19.785764] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:19.994023] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:20.223093] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:20.429234] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:20.637084] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:20.843181] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:21.048195] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:21.255422] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:21.255569] [INFO ] [CONFIGURE ] LTC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-21T23:49:21.255613] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1997 tests [2025-11-21T23:49:21.255669] [INFO ] [CONFIGURE ] LTC: Testing feature 8/29: add_macd [2025-11-21T23:49:21.255706] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T23:49:21.533380] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:21.812871] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:49:22.132511] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:49:22.409915] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:22.704878] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:23.009162] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:23.305834] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:23.586142] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:23.869043] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:24.155316] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:24.155532] [INFO ] [CONFIGURE ] LTC: DISCARDED add_macd (score: 60.00%) [2025-11-21T23:49:24.155580] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1996 tests [2025-11-21T23:49:24.155618] [INFO ] [CONFIGURE ] LTC: Testing feature 9/29: add_mfi [2025-11-21T23:49:24.155670] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T23:49:24.380498] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:24.605358] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:24.824171] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:25.047537] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:25.274805] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:25.497051] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:25.721526] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:25.949777] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:26.181807] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:26.411732] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:26.411910] [INFO ] [CONFIGURE ] LTC: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:49:26.411954] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1995 tests [2025-11-21T23:49:26.411989] [INFO ] [CONFIGURE ] LTC: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:49:26.412024] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:49:26.716219] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:27.009734] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:27.316845] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:49:27.622710] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:27.929040] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:49:28.247125] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:28.535571] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:28.830067] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:29.120338] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:29.413441] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:29.413583] [INFO ] [CONFIGURE ] LTC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:49:29.413626] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1994 tests [2025-11-21T23:49:29.413680] [INFO ] [CONFIGURE ] LTC: Testing feature 11/29: add_obv_daily [2025-11-21T23:49:29.413713] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T23:49:29.642289] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:29.874432] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:30.104872] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:30.337941] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:30.581226] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:49:30.841784] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:31.106453] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:31.365035] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:31.624485] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:31.915488] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:31.915748] [INFO ] [CONFIGURE ] LTC: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T23:49:31.915801] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1993 tests [2025-11-21T23:49:31.915840] [INFO ] [CONFIGURE ] LTC: Testing feature 12/29: add_obv_interval [2025-11-21T23:49:31.915875] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T23:49:32.171390] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:32.417757] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:32.669890] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:32.943338] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:33.207817] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:33.462375] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:33.723693] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:33.980343] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:34.262414] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:34.520840] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:34.521128] [INFO ] [CONFIGURE ] LTC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:49:34.521186] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1992 tests [2025-11-21T23:49:34.521225] [INFO ] [CONFIGURE ] LTC: Testing feature 13/29: add_opening_strength [2025-11-21T23:49:34.521260] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:49:34.803668] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:35.089534] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:35.396570] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:35.676662] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:35.961477] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:49:36.246314] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:36.544637] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:36.831070] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:37.114858] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:37.406518] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:37.406758] [INFO ] [CONFIGURE ] LTC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-21T23:49:37.406826] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1991 tests [2025-11-21T23:49:37.406864] [INFO ] [CONFIGURE ] LTC: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:49:37.406896] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T23:49:37.675261] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:37.944224] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:38.232417] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:38.507480] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:49:38.778956] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:39.028880] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:39.264258] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:39.502143] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:39.737163] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:39.970560] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:39.970753] [INFO ] [CONFIGURE ] LTC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-21T23:49:39.970798] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1990 tests [2025-11-21T23:49:39.970832] [INFO ] [CONFIGURE ] LTC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:49:39.970863] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T23:49:40.182977] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:40.404178] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:40.620131] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:40.834879] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:49:41.048388] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:41.264749] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:41.482372] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:41.698165] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:41.918858] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:42.139800] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:42.139946] [INFO ] [CONFIGURE ] LTC: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-21T23:49:42.139988] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1989 tests [2025-11-21T23:49:42.140044] [INFO ] [CONFIGURE ] LTC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:49:42.140077] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T23:49:42.354890] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:42.605790] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:42.833257] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:43.061473] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:43.335825] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:43.575868] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:43.813542] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:44.052587] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:49:44.301317] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:44.541936] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:44.542115] [INFO ] [CONFIGURE ] LTC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T23:49:44.542161] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1988 tests [2025-11-21T23:49:44.542196] [INFO ] [CONFIGURE ] LTC: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:49:44.542228] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T23:49:44.786832] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:45.033010] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:45.276736] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:45.517366] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:45.757711] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:46.001898] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:46.245229] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:46.499529] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:46.747037] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:49:46.994446] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:46.994598] [INFO ] [CONFIGURE ] LTC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:49:46.994662] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1987 tests [2025-11-21T23:49:46.994703] [INFO ] [CONFIGURE ] LTC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:49:46.994735] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T23:49:47.222256] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:47.471691] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:49:47.693516] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:47.920151] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:49:48.154940] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:48.380507] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:48.600874] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:48.826778] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:49.047890] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:49.270070] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:49.270215] [INFO ] [CONFIGURE ] LTC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:49:49.270257] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1986 tests [2025-11-21T23:49:49.270290] [INFO ] [CONFIGURE ] LTC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:49:49.270322] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T23:49:49.480622] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:49.688611] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:49:49.892682] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:50.100770] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:50.316845] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:50.529357] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:49:50.743465] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:50.959666] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:51.170868] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:51.382468] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:51.382611] [INFO ] [CONFIGURE ] LTC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:49:51.382674] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1985 tests [2025-11-21T23:49:51.382710] [INFO ] [CONFIGURE ] LTC: Testing feature 20/29: add_price_rejection [2025-11-21T23:49:51.382742] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T23:49:51.622971] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:49:51.867521] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:52.111483] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:52.384704] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:49:52.628354] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:52.880592] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:53.134883] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:53.379928] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:53.630934] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:49:53.882302] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:53.882451] [INFO ] [CONFIGURE ] LTC: DISCARDED add_price_rejection (score: 40.00%) [2025-11-21T23:49:53.882495] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1984 tests [2025-11-21T23:49:53.882528] [INFO ] [CONFIGURE ] LTC: Testing feature 21/29: add_range_position [2025-11-21T23:49:53.882559] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T23:49:54.131705] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:54.379111] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:49:54.633621] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:49:54.886151] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:49:55.134393] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:55.412166] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:55.664065] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:55.921045] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:49:56.239425] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:49:56.625604] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:49:56.625840] [INFO ] [CONFIGURE ] LTC: DISCARDED add_range_position (score: 50.00%) [2025-11-21T23:49:56.625896] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1983 tests [2025-11-21T23:49:56.625943] [INFO ] [CONFIGURE ] LTC: Testing feature 22/29: add_realized_volatility [2025-11-21T23:49:56.625987] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T23:49:57.003005] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:49:57.348374] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:49:57.671787] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:49:57.991007] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:49:58.339270] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:49:58.691729] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:49:59.051068] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:49:59.407141] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:49:59.747841] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:50:00.087239] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:00.087390] [INFO ] [CONFIGURE ] LTC: KEPT add_realized_volatility (score: 80.00%) [2025-11-21T23:50:00.087435] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1982 tests [2025-11-21T23:50:00.087468] [INFO ] [CONFIGURE ] LTC: Testing feature 23/29: add_recent_range_context [2025-11-21T23:50:00.087499] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-21T23:50:01.237215] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:50:01.670556] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:02.134679] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:50:02.494844] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:50:02.844265] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:50:03.196359] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:50:03.539129] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:50:03.877125] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:04.232492] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:50:04.602371] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:04.602583] [INFO ] [CONFIGURE ] LTC: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-21T23:50:04.602630] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1981 tests [2025-11-21T23:50:04.602696] [INFO ] [CONFIGURE ] LTC: Testing feature 24/29: add_rsi [2025-11-21T23:50:04.602741] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_realized_volatility', 'add_rsi'] [2025-11-21T23:50:04.964941] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:50:05.345730] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:50:05.729249] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:50:06.085052] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:50:06.459689] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:50:06.829605] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:50:07.176142] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:50:07.541590] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:07.919454] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:50:08.279160] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:08.279338] [INFO ] [CONFIGURE ] LTC: DISCARDED add_rsi (score: 70.00%) [2025-11-21T23:50:08.279382] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1980 tests [2025-11-21T23:50:08.279419] [INFO ] [CONFIGURE ] LTC: Testing feature 25/29: add_tick_distribution [2025-11-21T23:50:08.279452] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-21T23:50:08.687313] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:50:09.070989] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:09.453618] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:50:09.839798] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:50:10.203087] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:10.574475] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:50:10.958302] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:50:11.360573] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:11.764055] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:50:12.172924] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:12.173087] [INFO ] [CONFIGURE ] LTC: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T23:50:12.173134] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1979 tests [2025-11-21T23:50:12.173172] [INFO ] [CONFIGURE ] LTC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:50:12.173207] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-21T23:50:12.565422] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:50:12.948132] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:50:13.331996] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:50:13.740217] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:50:14.125238] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:50:14.505997] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:50:14.877929] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:50:15.256552] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:15.652112] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:50:16.031449] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:16.031606] [INFO ] [CONFIGURE ] LTC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T23:50:16.031669] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1978 tests [2025-11-21T23:50:16.031711] [INFO ] [CONFIGURE ] LTC: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:50:16.031749] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-21T23:50:16.415689] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:50:16.822150] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:50:17.205246] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:50:17.596571] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:50:17.980316] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:18.364039] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:50:18.743204] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:50:19.133810] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:19.502843] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:50:19.874788] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:19.874965] [INFO ] [CONFIGURE ] LTC: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-21T23:50:19.875011] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1977 tests [2025-11-21T23:50:19.875046] [INFO ] [CONFIGURE ] LTC: Testing feature 28/29: add_volume_profile [2025-11-21T23:50:19.875082] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_realized_volatility', 'add_volume_profile'] [2025-11-21T23:50:20.227282] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:50:20.585765] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:50:20.950281] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:50:21.321715] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:50:21.687110] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:50:22.045179] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:50:22.408036] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:50:22.790606] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:23.155024] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:50:23.520726] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:23.520903] [INFO ] [CONFIGURE ] LTC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T23:50:23.520952] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1976 tests [2025-11-21T23:50:23.521026] [INFO ] [CONFIGURE ] LTC: Testing feature 29/29: add_vwap [2025-11-21T23:50:23.521063] [INFO ] [CONFIGURE ] LTC: Testing with features: ['add_ema', 'add_realized_volatility', 'add_vwap'] [2025-11-21T23:50:23.895590] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:50:24.270994] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:50:24.640531] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:50:25.008036] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:50:25.365072] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:25.724113] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:50:26.087211] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-21T23:50:26.448999] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:26.831505] [DEBUG] [FORECASTER] LTC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:50:27.192246] [DEBUG] [FORECASTER] LTC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:27.192405] [INFO ] [CONFIGURE ] LTC: DISCARDED add_vwap (score: 60.00%) [2025-11-21T23:50:27.192449] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1975 tests [2025-11-21T23:50:27.192484] [INFO ] [CONFIGURE ] LTC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:50:27.192514] [INFO ] [CONFIGURE ] LTC: Best accuracy: 80.00% [2025-11-21T23:50:27.192545] [INFO ] [CONFIGURE ] LTC: Best feature set (2 features): ['add_ema', 'add_realized_volatility'] [2025-11-21T23:50:27.192573] [INFO ] [CONFIGURE ] LTC: Improvement over baseline: 20.00% [2025-11-21T23:50:27.192599] [INFO ] [CONFIGURE ] LTC: Total time: 1.3 minutes [2025-11-21T23:50:27.192625] [INFO ] [CONFIGURE ] LTC: Average time per feature: 2.8 seconds [2025-11-21T23:50:27.192674] [INFO ] [CONFIGURE ] LTC: Average speed: 0.36 features/sec [2025-11-21T23:50:27.193075] [INFO ] [LOCAL ] Saved configuration for LTC: 2 features, 80.00% accuracy -> ./output/feature-sets/LTC.json [2025-11-21T23:50:27.193120] [INFO ] [CONFIGURE ] LTC: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T23:50:27.193156] [INFO ] [sig ] [25/93] Successfully configured LTC | 0.01 sym/s | Total: 32.2m | ETA: 1.5h [2025-11-21T23:50:27.193188] [INFO ] [sig ] [26/93] Configuring LTH... [2025-11-21T23:50:27.193216] [INFO ] [CONFIGURE ] LTH: Configurate test run. [2025-11-21T23:50:27.193246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-11-21T23:50:27.205401] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LTH'. [2025-11-21T23:50:27.205709] [INFO ] [CONFIGURE ] LTH: Testing with 29 available features [2025-11-21T23:50:27.205758] [INFO ] [CONFIGURE ] LTH: Establishing baseline with no features... [2025-11-21T23:50:27.376819] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:27.550572] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:27.723877] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:27.895155] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:50:28.067355] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:28.238206] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:50:28.411862] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:28.588858] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:28.792937] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:50:28.968691] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:50:28.968829] [INFO ] [CONFIGURE ] LTH: Baseline score (no features): 30.00% [2025-11-21T23:50:28.968872] [INFO ] [CONFIGURE ] LTH: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:50:28.968906] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:50:29.176048] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:29.385324] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:29.589744] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:29.822242] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:30.030282] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:30.235965] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:50:30.442523] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:30.647832] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:30.854709] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:31.060881] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:50:31.061025] [INFO ] [CONFIGURE ] LTH: KEPT add_bollinger_bands (score: 50.00%) [2025-11-21T23:50:31.061067] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1974 tests [2025-11-21T23:50:31.061100] [INFO ] [CONFIGURE ] LTH: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:50:31.061131] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:50:31.291864] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:31.525849] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:31.792509] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:32.070483] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:50:32.305365] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:32.546713] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:50:32.808366] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:33.045720] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:33.293417] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:50:33.540272] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:33.540433] [INFO ] [CONFIGURE ] LTH: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:50:33.540478] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1973 tests [2025-11-21T23:50:33.540511] [INFO ] [CONFIGURE ] LTH: Testing feature 3/29: add_daily_returns [2025-11-21T23:50:33.540543] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-21T23:50:33.758894] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:33.976835] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:34.201350] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:34.426319] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:34.642567] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:34.882107] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:50:35.098672] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:35.315254] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:35.533367] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:35.755503] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:35.755630] [INFO ] [CONFIGURE ] LTH: KEPT add_daily_returns (score: 60.00%) [2025-11-21T23:50:35.755698] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1972 tests [2025-11-21T23:50:35.755733] [INFO ] [CONFIGURE ] LTH: Testing feature 4/29: add_ema [2025-11-21T23:50:35.755767] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-21T23:50:36.015073] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:36.280912] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:36.540481] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:36.799742] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:37.058848] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:37.317779] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:50:37.574425] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:37.854024] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:50:38.132442] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:38.412149] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:50:38.412334] [INFO ] [CONFIGURE ] LTH: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:50:38.412382] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1971 tests [2025-11-21T23:50:38.412417] [INFO ] [CONFIGURE ] LTH: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:50:38.412449] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:50:38.722541] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:39.008229] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:39.281803] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:39.560608] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:39.831167] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:40.104182] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:50:40.379014] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:40.653992] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:40.962450] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:41.233217] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:50:41.233414] [INFO ] [CONFIGURE ] LTH: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-21T23:50:41.233461] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1970 tests [2025-11-21T23:50:41.233520] [INFO ] [CONFIGURE ] LTH: Testing feature 6/29: add_failed_moves [2025-11-21T23:50:41.233554] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T23:50:41.506449] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:41.778575] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:42.055162] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:42.336279] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:42.614928] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:42.892466] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:50:43.177060] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:43.461167] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:43.794298] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:44.180589] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:50:44.180832] [INFO ] [CONFIGURE ] LTH: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T23:50:44.180903] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1969 tests [2025-11-21T23:50:44.180963] [INFO ] [CONFIGURE ] LTH: Testing feature 7/29: add_lag_shelf [2025-11-21T23:50:44.181020] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T23:50:44.514931] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:44.798707] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:45.071508] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:45.346892] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:45.614853] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:45.883003] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:50:46.151025] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:46.431473] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:46.725441] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:47.027749] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:47.027913] [INFO ] [CONFIGURE ] LTH: KEPT add_lag_shelf (score: 80.00%) [2025-11-21T23:50:47.027991] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1968 tests [2025-11-21T23:50:47.028026] [INFO ] [CONFIGURE ] LTH: Testing feature 8/29: add_macd [2025-11-21T23:50:47.028059] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_macd'] [2025-11-21T23:50:47.359307] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:47.708290] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:48.060102] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:48.388856] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:48.743392] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:49.092629] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:50:49.448678] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:49.809251] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:50.154577] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:50.493818] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:50:50.494006] [INFO ] [CONFIGURE ] LTH: DISCARDED add_macd (score: 70.00%) [2025-11-21T23:50:50.494053] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1967 tests [2025-11-21T23:50:50.494088] [INFO ] [CONFIGURE ] LTH: Testing feature 9/29: add_mfi [2025-11-21T23:50:50.494119] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_mfi'] [2025-11-21T23:50:50.786456] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:51.066749] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:51.343869] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:51.621738] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:51.931584] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:52.235079] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:50:52.531687] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:50:52.811281] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:53.122162] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:53.412638] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:50:53.412835] [INFO ] [CONFIGURE ] LTH: DISCARDED add_mfi (score: 70.00%) [2025-11-21T23:50:53.412891] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1966 tests [2025-11-21T23:50:53.412938] [INFO ] [CONFIGURE ] LTH: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:50:53.412981] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:50:53.778410] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:54.127862] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:54.515032] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:54.893007] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:55.246465] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:55.594057] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:50:55.949658] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:50:56.302415] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:56.652816] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:50:57.024805] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:50:57.025004] [INFO ] [CONFIGURE ] LTH: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T23:50:57.025060] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1965 tests [2025-11-21T23:50:57.025142] [INFO ] [CONFIGURE ] LTH: Testing feature 11/29: add_obv_daily [2025-11-21T23:50:57.025178] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_daily'] [2025-11-21T23:50:57.320181] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:50:57.605336] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:50:57.907366] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:50:58.219677] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:50:58.542560] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:50:58.855853] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:50:59.191169] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:50:59.495886] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:50:59.790608] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:00.114870] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:00.115017] [INFO ] [CONFIGURE ] LTH: DISCARDED add_obv_daily (score: 70.00%) [2025-11-21T23:51:00.115065] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1964 tests [2025-11-21T23:51:00.115099] [INFO ] [CONFIGURE ] LTH: Testing feature 12/29: add_obv_interval [2025-11-21T23:51:00.115132] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_obv_interval'] [2025-11-21T23:51:00.410517] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:01.446185] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:01.730768] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:02.027219] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:02.315216] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:02.603005] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:02.892944] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:03.177449] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:03.461709] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:03.757817] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:03.757964] [INFO ] [CONFIGURE ] LTH: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T23:51:03.758007] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1963 tests [2025-11-21T23:51:03.758044] [INFO ] [CONFIGURE ] LTH: Testing feature 13/29: add_opening_strength [2025-11-21T23:51:03.758084] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_opening_strength'] [2025-11-21T23:51:04.071792] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:04.368315] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:04.660453] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:04.954899] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:05.270494] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:05.567140] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:05.863615] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:06.178678] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:06.470331] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:06.767148] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:06.767314] [INFO ] [CONFIGURE ] LTH: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T23:51:06.767366] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1962 tests [2025-11-21T23:51:06.767403] [INFO ] [CONFIGURE ] LTH: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:51:06.767435] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-21T23:51:07.062764] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:07.390039] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:07.711129] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:08.034305] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:08.357620] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:08.693924] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:09.001280] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:09.299694] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:09.600608] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:09.895288] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:09.895459] [INFO ] [CONFIGURE ] LTH: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:51:09.895504] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1961 tests [2025-11-21T23:51:09.895538] [INFO ] [CONFIGURE ] LTH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:51:09.895570] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-21T23:51:10.185819] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:10.461006] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:10.734078] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:11.021743] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:11.315920] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:11.594433] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:11.882428] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:12.181147] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:12.469104] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:12.747766] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:12.747949] [INFO ] [CONFIGURE ] LTH: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T23:51:12.748015] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1960 tests [2025-11-21T23:51:12.748051] [INFO ] [CONFIGURE ] LTH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:51:12.748084] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-21T23:51:13.033091] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:13.308170] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:13.589311] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:13.871768] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:14.162500] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:14.473022] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:14.755742] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:15.038750] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:15.333540] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:15.638839] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:15.638992] [INFO ] [CONFIGURE ] LTH: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T23:51:15.639036] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1959 tests [2025-11-21T23:51:15.639069] [INFO ] [CONFIGURE ] LTH: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:51:15.639099] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-21T23:51:15.939923] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:16.242660] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:16.544133] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:16.850793] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:17.154138] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:17.460604] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:17.776922] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:18.085999] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:18.396964] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:18.710734] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:18.710909] [INFO ] [CONFIGURE ] LTH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-21T23:51:18.710952] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1958 tests [2025-11-21T23:51:18.710987] [INFO ] [CONFIGURE ] LTH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:51:18.711020] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-21T23:51:18.997675] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:19.284134] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:19.571996] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:19.863698] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:20.155953] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:20.443444] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:20.731674] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:21.023547] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:21.312904] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:21.605789] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:21.605937] [INFO ] [CONFIGURE ] LTH: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-21T23:51:21.605980] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1957 tests [2025-11-21T23:51:21.606018] [INFO ] [CONFIGURE ] LTH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:51:21.606051] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-21T23:51:21.881226] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:22.154076] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:22.431760] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:22.708480] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:22.988043] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:23.302252] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:23.589247] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:23.882459] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:24.215598] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:24.516080] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:24.516249] [INFO ] [CONFIGURE ] LTH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T23:51:24.516296] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1956 tests [2025-11-21T23:51:24.516332] [INFO ] [CONFIGURE ] LTH: Testing feature 20/29: add_price_rejection [2025-11-21T23:51:24.516365] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_price_rejection'] [2025-11-21T23:51:24.852471] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:25.181839] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:25.491169] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:25.795310] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:26.097761] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:26.429103] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:51:26.741480] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:27.055052] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:27.376854] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:27.688404] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:27.688585] [INFO ] [CONFIGURE ] LTH: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:51:27.688631] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1955 tests [2025-11-21T23:51:27.688689] [INFO ] [CONFIGURE ] LTH: Testing feature 21/29: add_range_position [2025-11-21T23:51:27.688724] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_range_position'] [2025-11-21T23:51:28.001312] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:28.310627] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:28.626769] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:28.937262] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:29.244171] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:29.555783] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:51:29.867487] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:30.186371] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:30.506100] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:30.823144] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:30.823389] [INFO ] [CONFIGURE ] LTH: DISCARDED add_range_position (score: 60.00%) [2025-11-21T23:51:30.823449] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1954 tests [2025-11-21T23:51:30.823490] [INFO ] [CONFIGURE ] LTH: Testing feature 22/29: add_realized_volatility [2025-11-21T23:51:30.823523] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-21T23:51:31.250625] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:31.669288] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:32.081686] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:32.514853] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:32.907973] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:33.340426] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:33.775003] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:34.165468] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:34.565409] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:34.977519] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:34.977730] [INFO ] [CONFIGURE ] LTH: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-21T23:51:34.977776] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1953 tests [2025-11-21T23:51:34.977811] [INFO ] [CONFIGURE ] LTH: Testing feature 23/29: add_recent_range_context [2025-11-21T23:51:34.977843] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-21T23:51:35.275222] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:35.571876] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:35.873460] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:36.178415] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:36.490934] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:36.793430] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:37.094015] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:37.393884] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:37.681126] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:37.971587] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:37.971753] [INFO ] [CONFIGURE ] LTH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-21T23:51:37.971798] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1952 tests [2025-11-21T23:51:37.971831] [INFO ] [CONFIGURE ] LTH: Testing feature 24/29: add_rsi [2025-11-21T23:51:37.971869] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-11-21T23:51:38.275782] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:38.580696] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:38.893843] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:39.199858] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:39.510178] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:39.818283] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:40.140807] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:40.490047] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:40.809561] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:41.134026] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:41.134206] [INFO ] [CONFIGURE ] LTH: DISCARDED add_rsi (score: 70.00%) [2025-11-21T23:51:41.134260] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1951 tests [2025-11-21T23:51:41.134297] [INFO ] [CONFIGURE ] LTH: Testing feature 25/29: add_tick_distribution [2025-11-21T23:51:41.134329] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-21T23:51:41.452515] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:41.720276] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:41.997525] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:42.261804] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:42.530780] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:42.803205] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:51:43.091247] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:43.365774] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:43.648369] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:43.925042] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:43.925226] [INFO ] [CONFIGURE ] LTH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:51:43.925271] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1950 tests [2025-11-21T23:51:43.925305] [INFO ] [CONFIGURE ] LTH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:51:43.925337] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-21T23:51:44.257593] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:44.601524] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:44.918978] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:45.234994] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:45.561863] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:45.869552] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:51:46.178299] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:46.497825] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:46.811137] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:47.132083] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:51:47.132239] [INFO ] [CONFIGURE ] LTH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T23:51:47.132283] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1949 tests [2025-11-21T23:51:47.132316] [INFO ] [CONFIGURE ] LTH: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:51:47.132347] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-21T23:51:47.453127] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:47.780309] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:48.114846] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:48.454837] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:48.774430] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:49.094612] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:49.414354] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:49.726985] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:51:50.047896] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:50.390248] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:50.390439] [INFO ] [CONFIGURE ] LTH: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T23:51:50.390487] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1948 tests [2025-11-21T23:51:50.390521] [INFO ] [CONFIGURE ] LTH: Testing feature 28/29: add_volume_profile [2025-11-21T23:51:50.390552] [INFO ] [CONFIGURE ] LTH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf', 'add_volume_profile'] [2025-11-21T23:51:50.678842] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:50.955737] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:51:51.338441] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:51:51.716579] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:51:52.003601] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:51:52.287486] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:52.569052] [DEBUG] [FORECASTER] LTH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:51:52.862126] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:53.141005] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:51:53.418742] [DEBUG] [FORECASTER] LTH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:51:53.418904] [INFO ] [CONFIGURE ] LTH: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T23:51:53.418948] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1947 tests [2025-11-21T23:51:53.418985] [INFO ] [CONFIGURE ] LTH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:51:53.419015] [INFO ] [CONFIGURE ] LTH: Best accuracy: 80.00% [2025-11-21T23:51:53.419047] [INFO ] [CONFIGURE ] LTH: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T23:51:53.419076] [INFO ] [CONFIGURE ] LTH: Improvement over baseline: 50.00% [2025-11-21T23:51:53.419103] [INFO ] [CONFIGURE ] LTH: Total time: 1.4 minutes [2025-11-21T23:51:53.419130] [INFO ] [CONFIGURE ] LTH: Average time per feature: 3.0 seconds [2025-11-21T23:51:53.419157] [INFO ] [CONFIGURE ] LTH: Average speed: 0.34 features/sec [2025-11-21T23:51:53.419600] [INFO ] [LOCAL ] Saved configuration for LTH: 5 features, 80.00% accuracy -> ./output/feature-sets/LTH.json [2025-11-21T23:51:53.419670] [INFO ] [CONFIGURE ] LTH: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-21T23:51:53.419711] [INFO ] [sig ] [26/93] Successfully configured LTH | 0.01 sym/s | Total: 33.7m | ETA: 1.4h [2025-11-21T23:51:53.419743] [INFO ] [sig ] [27/93] Configuring LU... [2025-11-21T23:51:53.419773] [INFO ] [CONFIGURE ] LU: Configurate test run. [2025-11-21T23:51:53.419802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'. [2025-11-21T23:51:53.432381] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LU'. [2025-11-21T23:51:53.432963] [INFO ] [CONFIGURE ] LU: Testing with 29 available features [2025-11-21T23:51:53.433011] [INFO ] [CONFIGURE ] LU: Establishing baseline with no features... [2025-11-21T23:51:53.625762] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:51:53.808781] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:51:53.985150] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:51:54.159071] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:51:54.332552] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:51:54.527230] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:54.698040] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:54.868570] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:51:55.042272] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:51:55.212984] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:51:55.213117] [INFO ] [CONFIGURE ] LU: Baseline score (no features): 60.00% [2025-11-21T23:51:55.213180] [INFO ] [CONFIGURE ] LU: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:51:55.213214] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:51:55.415240] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:55.618585] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:51:55.824502] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:51:56.029324] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:51:56.242751] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:51:56.445955] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:56.666859] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:56.865423] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:51:57.064968] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:51:57.275156] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:51:57.275317] [INFO ] [CONFIGURE ] LU: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T23:51:57.275364] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1946 tests [2025-11-21T23:51:57.275402] [INFO ] [CONFIGURE ] LU: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:51:57.275434] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:51:57.502125] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:57.708561] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:51:57.918841] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:51:58.125009] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:51:58.332372] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:51:58.542347] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:51:58.751519] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:51:58.953589] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:51:59.166327] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:51:59.394978] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:51:59.395154] [INFO ] [CONFIGURE ] LU: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:51:59.395200] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1945 tests [2025-11-21T23:51:59.395234] [INFO ] [CONFIGURE ] LU: Testing feature 3/29: add_daily_returns [2025-11-21T23:51:59.395264] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_daily_returns'] [2025-11-21T23:51:59.609795] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:51:59.799731] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:51:59.991913] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:00.183416] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:00.370716] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:01.247974] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:01.434021] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:01.751772] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:01.947535] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:02.173614] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:52:02.173780] [INFO ] [CONFIGURE ] LU: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:52:02.173824] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1944 tests [2025-11-21T23:52:02.173857] [INFO ] [CONFIGURE ] LU: Testing feature 4/29: add_ema [2025-11-21T23:52:02.173889] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_ema'] [2025-11-21T23:52:02.390836] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:02.635479] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:02.861359] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:03.080204] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:03.290997] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:03.532908] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:03.770055] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:03.997601] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:04.234349] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:04.463192] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:04.463346] [INFO ] [CONFIGURE ] LU: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:52:04.463390] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1943 tests [2025-11-21T23:52:04.463423] [INFO ] [CONFIGURE ] LU: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:52:04.463453] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:52:04.693731] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:52:04.937874] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:05.169556] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:05.399118] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:05.666755] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:05.906930] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:06.148160] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:06.390049] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:06.657583] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:06.894243] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:06.894401] [INFO ] [CONFIGURE ] LU: KEPT add_exhaustion_signals (score: 80.00%) [2025-11-21T23:52:06.894446] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1942 tests [2025-11-21T23:52:06.894482] [INFO ] [CONFIGURE ] LU: Testing feature 6/29: add_failed_moves [2025-11-21T23:52:06.894514] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-21T23:52:07.138925] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:07.381165] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:07.627979] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:07.881880] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:08.126850] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:08.375525] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:08.634813] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:08.890443] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:09.145520] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:09.402153] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:52:09.402321] [INFO ] [CONFIGURE ] LU: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:52:09.402365] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1941 tests [2025-11-21T23:52:09.402398] [INFO ] [CONFIGURE ] LU: Testing feature 7/29: add_lag_shelf [2025-11-21T23:52:09.402428] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-21T23:52:09.668562] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:09.910053] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:10.157716] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:10.402217] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:10.651536] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:10.893564] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:11.138629] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:11.381589] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:11.626249] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:11.870512] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:11.870684] [INFO ] [CONFIGURE ] LU: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:52:11.870730] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1940 tests [2025-11-21T23:52:11.870765] [INFO ] [CONFIGURE ] LU: Testing feature 8/29: add_macd [2025-11-21T23:52:11.870797] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-21T23:52:12.194820] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:12.510222] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:12.829186] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:13.136729] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:13.430278] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:52:13.758848] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:14.063582] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:52:14.371246] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:14.683524] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:14.991049] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:52:14.991248] [INFO ] [CONFIGURE ] LU: DISCARDED add_macd (score: 40.00%) [2025-11-21T23:52:14.991296] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1939 tests [2025-11-21T23:52:14.991383] [INFO ] [CONFIGURE ] LU: Testing feature 9/29: add_mfi [2025-11-21T23:52:14.991425] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-21T23:52:15.230427] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:15.473143] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:15.739227] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:15.974055] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:16.211475] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:16.456044] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:16.698833] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:16.932335] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:17.168505] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:17.406443] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:17.406603] [INFO ] [CONFIGURE ] LU: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:52:17.406663] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1938 tests [2025-11-21T23:52:17.406701] [INFO ] [CONFIGURE ] LU: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:52:17.406734] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:52:17.734674] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:18.057508] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:52:18.387256] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:18.741382] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:19.078212] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:52:19.417020] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:19.752968] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:20.090860] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:20.423770] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:20.754395] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:20.754545] [INFO ] [CONFIGURE ] LU: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-21T23:52:20.754588] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1937 tests [2025-11-21T23:52:20.754621] [INFO ] [CONFIGURE ] LU: Testing feature 11/29: add_obv_daily [2025-11-21T23:52:20.754672] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-21T23:52:20.994123] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:21.235678] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:21.477817] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:21.748886] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:21.990814] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:22.232191] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:22.476349] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:22.719907] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:22.963638] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:23.208144] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:23.208291] [INFO ] [CONFIGURE ] LU: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T23:52:23.208335] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1936 tests [2025-11-21T23:52:23.208369] [INFO ] [CONFIGURE ] LU: Testing feature 12/29: add_obv_interval [2025-11-21T23:52:23.208400] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-21T23:52:23.446930] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:23.693475] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:23.956978] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:24.219878] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:24.476200] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:24.764635] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:25.020044] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:25.273232] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:25.522621] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:25.764665] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:25.764826] [INFO ] [CONFIGURE ] LU: DISCARDED add_obv_interval (score: 70.00%) [2025-11-21T23:52:25.764870] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1935 tests [2025-11-21T23:52:25.764904] [INFO ] [CONFIGURE ] LU: Testing feature 13/29: add_opening_strength [2025-11-21T23:52:25.764935] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:52:26.020852] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:26.283968] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:52:26.568455] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:26.879027] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:27.164181] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:27.443120] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:27.719350] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:28.014248] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:28.284685] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:28.537838] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:28.538007] [INFO ] [CONFIGURE ] LU: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T23:52:28.538062] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1934 tests [2025-11-21T23:52:28.538104] [INFO ] [CONFIGURE ] LU: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:52:28.538144] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-21T23:52:28.823010] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:29.094842] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:29.369745] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:29.642499] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:29.948798] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:30.238772] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:30.500493] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:30.797999] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:31.054276] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:31.329413] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:31.329565] [INFO ] [CONFIGURE ] LU: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T23:52:31.329611] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1933 tests [2025-11-21T23:52:31.329663] [INFO ] [CONFIGURE ] LU: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:52:31.329706] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-21T23:52:31.561879] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:52:31.794572] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:32.022968] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:32.292844] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:32.536035] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:32.785590] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:33.054859] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:33.286779] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:33.527240] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:33.812556] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:33.812732] [INFO ] [CONFIGURE ] LU: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T23:52:33.812776] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1932 tests [2025-11-21T23:52:33.812810] [INFO ] [CONFIGURE ] LU: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:52:33.812873] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-21T23:52:34.083126] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:34.335076] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:34.596388] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:34.858005] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:35.124329] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:35.386242] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:35.653794] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:35.911395] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:36.170998] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:36.432565] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:36.432738] [INFO ] [CONFIGURE ] LU: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T23:52:36.432783] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1931 tests [2025-11-21T23:52:36.432816] [INFO ] [CONFIGURE ] LU: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:52:36.432847] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-21T23:52:36.698467] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:36.988529] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:37.252398] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:37.515020] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:37.807468] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:38.140468] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:38.525228] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:38.874771] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:39.173234] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:39.437678] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:39.437852] [INFO ] [CONFIGURE ] LU: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-21T23:52:39.437917] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1930 tests [2025-11-21T23:52:39.437964] [INFO ] [CONFIGURE ] LU: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:52:39.437997] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-21T23:52:39.661700] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:39.926067] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:40.158023] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:40.385689] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:40.611224] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:40.836750] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:41.057033] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:41.266963] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:41.491793] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:41.704859] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:41.705028] [INFO ] [CONFIGURE ] LU: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:52:41.705073] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1929 tests [2025-11-21T23:52:41.705109] [INFO ] [CONFIGURE ] LU: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:52:41.705142] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-21T23:52:41.922140] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:42.140053] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:42.358109] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:42.583437] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:42.804446] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:43.025398] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:43.246234] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:43.468944] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:43.692784] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:43.916206] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:43.916353] [INFO ] [CONFIGURE ] LU: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:52:43.916395] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1928 tests [2025-11-21T23:52:43.916429] [INFO ] [CONFIGURE ] LU: Testing feature 20/29: add_price_rejection [2025-11-21T23:52:43.916463] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-21T23:52:44.145684] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:44.372157] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:44.602531] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:44.833015] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:45.082559] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:45.309346] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:45.546717] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:45.776853] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:46.018031] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:46.266542] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:46.266716] [INFO ] [CONFIGURE ] LU: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T23:52:46.266857] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1927 tests [2025-11-21T23:52:46.266900] [INFO ] [CONFIGURE ] LU: Testing feature 21/29: add_range_position [2025-11-21T23:52:46.266932] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-21T23:52:46.520731] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:46.774956] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:47.035455] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:47.295155] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:47.553781] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:47.811742] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:48.096356] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:48.357744] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:48.612555] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:48.866202] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:48.866377] [INFO ] [CONFIGURE ] LU: DISCARDED add_range_position (score: 70.00%) [2025-11-21T23:52:48.866561] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1926 tests [2025-11-21T23:52:48.866604] [INFO ] [CONFIGURE ] LU: Testing feature 22/29: add_realized_volatility [2025-11-21T23:52:48.866637] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-21T23:52:49.213258] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:49.559027] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:49.919446] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:52:50.276355] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:50.618690] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:50.958191] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:51.303190] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:51.648221] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:52.013266] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:52.353273] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:52.353451] [INFO ] [CONFIGURE ] LU: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T23:52:52.353495] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1925 tests [2025-11-21T23:52:52.353529] [INFO ] [CONFIGURE ] LU: Testing feature 23/29: add_recent_range_context [2025-11-21T23:52:52.353561] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-21T23:52:52.579104] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:52.806048] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:53.030451] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:53.264298] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:53.492537] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:53.717607] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:53.948013] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:54.212659] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:54.459140] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:52:54.684158] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:54.684320] [INFO ] [CONFIGURE ] LU: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:52:54.684366] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1924 tests [2025-11-21T23:52:54.684403] [INFO ] [CONFIGURE ] LU: Testing feature 24/29: add_rsi [2025-11-21T23:52:54.684437] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-21T23:52:54.961670] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:52:55.239457] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:55.516206] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:55.797906] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:56.076122] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:56.365877] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:56.652768] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:56.936520] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:57.255885] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:52:57.559335] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:52:57.559495] [INFO ] [CONFIGURE ] LU: DISCARDED add_rsi (score: 80.00%) [2025-11-21T23:52:57.559538] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1923 tests [2025-11-21T23:52:57.559571] [INFO ] [CONFIGURE ] LU: Testing feature 25/29: add_tick_distribution [2025-11-21T23:52:57.559602] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-21T23:52:57.804599] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:52:58.060886] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:52:58.289528] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:52:58.543738] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:52:58.776455] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:52:59.004364] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:52:59.235277] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:52:59.493862] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:52:59.748349] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:53:00.011082] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:53:00.011287] [INFO ] [CONFIGURE ] LU: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:53:00.011334] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1922 tests [2025-11-21T23:53:00.011371] [INFO ] [CONFIGURE ] LU: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:53:00.011404] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-21T23:53:00.308559] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:53:00.562788] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:53:01.521688] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:53:01.870253] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:02.135233] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:02.404670] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:53:02.660927] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:02.914164] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:53:03.175356] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:53:03.433999] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:53:03.434139] [INFO ] [CONFIGURE ] LU: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-21T23:53:03.434182] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1921 tests [2025-11-21T23:53:03.434216] [INFO ] [CONFIGURE ] LU: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:53:03.434269] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-21T23:53:03.702062] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:03.966745] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:53:04.235343] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:53:04.529339] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:04.806695] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:05.077124] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:53:05.353995] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:53:05.630392] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:53:05.902915] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:53:06.170219] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:06.170377] [INFO ] [CONFIGURE ] LU: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-21T23:53:06.170421] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1920 tests [2025-11-21T23:53:06.170454] [INFO ] [CONFIGURE ] LU: Testing feature 28/29: add_volume_profile [2025-11-21T23:53:06.170485] [INFO ] [CONFIGURE ] LU: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-21T23:53:06.429041] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:53:06.694858] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:53:06.963690] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:53:07.233121] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:07.502179] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:07.795561] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:53:08.078738] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:08.361020] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:53:08.637911] [DEBUG] [FORECASTER] LU: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:53:08.925023] [DEBUG] [FORECASTER] LU: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:08.925178] [INFO ] [CONFIGURE ] LU: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:53:08.925221] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1919 tests [2025-11-21T23:53:08.925278] [INFO ] [CONFIGURE ] LU: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:53:08.925312] [INFO ] [CONFIGURE ] LU: Best accuracy: 80.00% [2025-11-21T23:53:08.925343] [INFO ] [CONFIGURE ] LU: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:53:08.925371] [INFO ] [CONFIGURE ] LU: Improvement over baseline: 20.00% [2025-11-21T23:53:08.925398] [INFO ] [CONFIGURE ] LU: Total time: 1.2 minutes [2025-11-21T23:53:08.925424] [INFO ] [CONFIGURE ] LU: Average time per feature: 2.6 seconds [2025-11-21T23:53:08.925451] [INFO ] [CONFIGURE ] LU: Average speed: 0.39 features/sec [2025-11-21T23:53:08.925764] [INFO ] [LOCAL ] Saved configuration for LU: 2 features, 80.00% accuracy -> ./output/feature-sets/LU.json [2025-11-21T23:53:08.925807] [INFO ] [CONFIGURE ] LU: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-21T23:53:08.925845] [INFO ] [sig ] [27/93] Successfully configured LU | 0.01 sym/s | Total: 34.9m | ETA: 1.4h [2025-11-21T23:53:08.925895] [INFO ] [sig ] [28/93] Configuring LUMN... [2025-11-21T23:53:08.925927] [INFO ] [CONFIGURE ] LUMN: Configurate test run. [2025-11-21T23:53:08.925956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-11-21T23:53:08.938002] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LUMN'. [2025-11-21T23:53:08.938346] [INFO ] [CONFIGURE ] LUMN: Testing with 29 available features [2025-11-21T23:53:08.938394] [INFO ] [CONFIGURE ] LUMN: Establishing baseline with no features... [2025-11-21T23:53:09.154960] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:53:09.389211] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:09.583417] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:09.784216] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:09.987237] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:53:10.210251] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:53:10.402914] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:10.575423] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:10.742142] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:10.910510] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:10.910637] [INFO ] [CONFIGURE ] LUMN: Baseline score (no features): 50.00% [2025-11-21T23:53:10.910700] [INFO ] [CONFIGURE ] LUMN: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:53:10.910733] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:53:11.106299] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:53:11.304347] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:11.506783] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:11.717384] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:11.916766] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:53:12.117258] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:53:12.340321] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:12.542252] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:12.741085] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:12.944342] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:12.944489] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T23:53:12.944532] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1918 tests [2025-11-21T23:53:12.944574] [INFO ] [CONFIGURE ] LUMN: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:53:12.944606] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:53:13.169676] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:13.368326] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:53:13.571950] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:53:13.786329] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:13.993811] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:14.200997] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:14.415173] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:53:14.624479] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:14.831891] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:15.041416] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:15.041626] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:53:15.041691] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1917 tests [2025-11-21T23:53:15.041727] [INFO ] [CONFIGURE ] LUMN: Testing feature 3/29: add_daily_returns [2025-11-21T23:53:15.041759] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_daily_returns'] [2025-11-21T23:53:15.227441] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:53:15.421084] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:15.609542] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:53:15.797409] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:15.984209] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:53:16.192549] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:16.381341] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:16.567185] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:16.757338] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:16.945227] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:16.945375] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:53:16.945417] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1916 tests [2025-11-21T23:53:16.945449] [INFO ] [CONFIGURE ] LUMN: Testing feature 4/29: add_ema [2025-11-21T23:53:16.945481] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema'] [2025-11-21T23:53:17.168619] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:17.385422] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:17.626458] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:17.864394] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:18.087432] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:18.301569] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:18.515793] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:18.732247] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:18.953127] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:19.201453] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:19.201598] [INFO ] [CONFIGURE ] LUMN: KEPT add_ema (score: 60.00%) [2025-11-21T23:53:19.201660] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1915 tests [2025-11-21T23:53:19.201697] [INFO ] [CONFIGURE ] LUMN: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:53:19.201748] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:53:19.471294] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:19.731282] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:19.992506] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:20.286767] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:20.563346] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:20.842236] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:21.123077] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:21.444750] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:21.726197] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:22.005605] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:22.005795] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:53:22.005840] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1914 tests [2025-11-21T23:53:22.005872] [INFO ] [CONFIGURE ] LUMN: Testing feature 6/29: add_failed_moves [2025-11-21T23:53:22.005903] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-21T23:53:22.263569] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:22.492701] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:22.717563] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:22.941590] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:23.165131] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:23.388584] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:23.613163] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:23.841545] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:24.069342] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:24.295387] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:24.295566] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:53:24.295612] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1913 tests [2025-11-21T23:53:24.295664] [INFO ] [CONFIGURE ] LUMN: Testing feature 7/29: add_lag_shelf [2025-11-21T23:53:24.295701] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-21T23:53:24.527860] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:24.743032] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:24.954876] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:25.168043] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:25.380701] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:25.595126] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:25.808866] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:26.023871] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:26.240044] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:26.458575] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:26.458738] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:53:26.458781] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1912 tests [2025-11-21T23:53:26.458815] [INFO ] [CONFIGURE ] LUMN: Testing feature 8/29: add_macd [2025-11-21T23:53:26.458847] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-21T23:53:26.737264] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:27.015588] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:27.301254] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:27.597176] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:27.882133] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:28.164983] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:28.443957] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:28.733021] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:29.019700] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:53:29.303514] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:53:29.303695] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_macd (score: 60.00%) [2025-11-21T23:53:29.303744] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1911 tests [2025-11-21T23:53:29.303778] [INFO ] [CONFIGURE ] LUMN: Testing feature 9/29: add_mfi [2025-11-21T23:53:29.303810] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_mfi'] [2025-11-21T23:53:29.541218] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:29.773732] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:30.011522] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:30.351680] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:30.717621] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:31.015478] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:31.268122] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:31.508047] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:31.747406] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:31.981580] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:31.981765] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:53:31.981810] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1910 tests [2025-11-21T23:53:31.981843] [INFO ] [CONFIGURE ] LUMN: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:53:31.981874] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:53:32.282490] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:32.588123] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:32.900782] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:33.245151] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:33.619738] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:53:33.942033] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:34.263607] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:34.607391] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:34.941671] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:35.273771] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:35.273960] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T23:53:35.274006] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1909 tests [2025-11-21T23:53:35.274043] [INFO ] [CONFIGURE ] LUMN: Testing feature 11/29: add_obv_daily [2025-11-21T23:53:35.274077] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-21T23:53:35.542785] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:35.812076] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:36.078861] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:53:36.349306] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:36.658240] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:53:36.922081] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:37.171394] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:37.441288] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:37.691060] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:37.945689] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:37.945840] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T23:53:37.945885] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1908 tests [2025-11-21T23:53:37.945921] [INFO ] [CONFIGURE ] LUMN: Testing feature 12/29: add_obv_interval [2025-11-21T23:53:37.945954] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-21T23:53:38.175874] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:38.412092] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:38.645170] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:38.882141] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:39.130566] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:39.385934] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:39.664819] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:39.900684] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:40.170121] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:40.448678] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:53:40.448871] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:53:40.448925] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1907 tests [2025-11-21T23:53:40.448961] [INFO ] [CONFIGURE ] LUMN: Testing feature 13/29: add_opening_strength [2025-11-21T23:53:40.448993] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:53:40.730368] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:41.031503] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:53:41.313942] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:41.586508] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:53:41.849061] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:42.115142] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:42.397303] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:42.713662] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:42.987635] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:43.263899] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:43.264050] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_opening_strength (score: 40.00%) [2025-11-21T23:53:43.264095] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1906 tests [2025-11-21T23:53:43.264130] [INFO ] [CONFIGURE ] LUMN: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:53:43.264163] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-21T23:53:43.528516] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:43.790717] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:44.051327] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:44.298557] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:44.542797] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:44.791040] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:45.056460] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:45.313140] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:45.571874] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:45.861406] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:45.861586] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:53:45.861670] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1905 tests [2025-11-21T23:53:45.861729] [INFO ] [CONFIGURE ] LUMN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:53:45.861782] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-21T23:53:46.098826] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:46.335439] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:46.572441] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:46.811581] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:47.049500] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:47.287170] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:47.520867] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:47.755331] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:47.994895] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:48.233625] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:48.233800] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-21T23:53:48.233843] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1904 tests [2025-11-21T23:53:48.233877] [INFO ] [CONFIGURE ] LUMN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:53:48.233909] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-21T23:53:48.471388] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:48.745388] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:48.982219] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:49.220871] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:53:49.493214] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:49.744042] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:50.001047] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:50.241572] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:50.483325] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:50.726590] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:53:50.726757] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-21T23:53:50.726830] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1903 tests [2025-11-21T23:53:50.726870] [INFO ] [CONFIGURE ] LUMN: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:53:50.726905] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-21T23:53:50.976207] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:53:51.233015] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:51.504722] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:51.793335] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:52.046277] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:52.294746] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:52.573205] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:52.828134] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:53.084205] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:53.340032] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:53:53.340186] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T23:53:53.340230] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1902 tests [2025-11-21T23:53:53.340264] [INFO ] [CONFIGURE ] LUMN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:53:53.340319] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-21T23:53:53.586102] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:53.830495] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:53:54.074999] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:54.313186] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:54.546289] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:54.783350] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:55.031520] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:55.266001] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:55.520555] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:55.755425] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:55.755577] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T23:53:55.755620] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1901 tests [2025-11-21T23:53:55.755674] [INFO ] [CONFIGURE ] LUMN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:53:55.755709] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-21T23:53:55.975090] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:56.193900] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:56.413555] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:56.630668] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:56.845285] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:57.068436] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:57.290196] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:57.513518] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:53:57.734358] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:53:57.967895] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:53:57.968043] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:53:57.968093] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1900 tests [2025-11-21T23:53:57.968128] [INFO ] [CONFIGURE ] LUMN: Testing feature 20/29: add_price_rejection [2025-11-21T23:53:57.968160] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-21T23:53:58.214458] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:53:58.458760] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:53:58.706784] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:53:58.958361] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:53:59.204382] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:53:59.450805] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:53:59.700455] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:53:59.953495] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:00.201836] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:00.439723] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:00.439863] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:54:00.439906] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1899 tests [2025-11-21T23:54:00.439940] [INFO ] [CONFIGURE ] LUMN: Testing feature 21/29: add_range_position [2025-11-21T23:54:00.439972] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_range_position'] [2025-11-21T23:54:00.679568] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:01.556216] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:01.944983] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:54:02.219890] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:54:02.489025] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:02.760976] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:54:03.041435] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:03.319419] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:03.583877] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:03.857106] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:03.857263] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_range_position (score: 50.00%) [2025-11-21T23:54:03.857308] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1898 tests [2025-11-21T23:54:03.857343] [INFO ] [CONFIGURE ] LUMN: Testing feature 22/29: add_realized_volatility [2025-11-21T23:54:03.857376] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-21T23:54:04.231732] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:04.588875] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:04.964757] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:54:05.333327] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:54:05.699705] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:06.054795] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:54:06.412377] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:06.770768] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:07.135053] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:07.492531] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:07.492730] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T23:54:07.492787] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1897 tests [2025-11-21T23:54:07.492824] [INFO ] [CONFIGURE ] LUMN: Testing feature 23/29: add_recent_range_context [2025-11-21T23:54:07.492856] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-21T23:54:07.730616] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:07.963842] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:08.204900] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:54:08.444696] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:54:08.682668] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:08.923456] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:54:09.168447] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:09.411221] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:09.653053] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:09.893751] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:09.893900] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:54:09.893945] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1896 tests [2025-11-21T23:54:09.893979] [INFO ] [CONFIGURE ] LUMN: Testing feature 24/29: add_rsi [2025-11-21T23:54:09.894017] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_rsi'] [2025-11-21T23:54:10.171381] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:10.416410] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:10.677493] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:54:10.909321] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:54:11.147529] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:11.387390] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:54:11.624345] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:11.865700] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:12.100675] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:12.360308] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:12.360485] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_rsi (score: 40.00%) [2025-11-21T23:54:12.360530] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1895 tests [2025-11-21T23:54:12.360564] [INFO ] [CONFIGURE ] LUMN: Testing feature 25/29: add_tick_distribution [2025-11-21T23:54:12.360628] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-21T23:54:12.591782] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:12.821970] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:13.081689] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:54:13.319460] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:54:13.558154] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:13.790502] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:54:14.019155] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:14.252012] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:14.481483] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:14.716304] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:14.716495] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:54:14.716541] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1894 tests [2025-11-21T23:54:14.716574] [INFO ] [CONFIGURE ] LUMN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:54:14.716605] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T23:54:14.954140] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:15.198972] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:15.430125] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:54:15.662172] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:54:15.892361] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:16.125121] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:54:16.363088] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:16.592421] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:16.822158] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:17.057484] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:17.057682] [INFO ] [CONFIGURE ] LUMN: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T23:54:17.057731] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1893 tests [2025-11-21T23:54:17.057766] [INFO ] [CONFIGURE ] LUMN: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:54:17.057798] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-21T23:54:17.362220] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:17.743016] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:18.080522] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:54:18.361530] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:54:18.641920] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:18.907097] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:54:19.176790] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:19.442406] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:19.729450] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:19.996634] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:54:19.996821] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-21T23:54:19.996867] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1892 tests [2025-11-21T23:54:19.996902] [INFO ] [CONFIGURE ] LUMN: Testing feature 28/29: add_volume_profile [2025-11-21T23:54:19.996934] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-21T23:54:20.247110] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:20.506394] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:54:20.747286] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:54:20.995909] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:54:21.247362] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:21.493259] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:54:21.745054] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:21.992200] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:22.236412] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:22.488172] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:22.488335] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:54:22.488385] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1891 tests [2025-11-21T23:54:22.488421] [INFO ] [CONFIGURE ] LUMN: Testing feature 29/29: add_vwap [2025-11-21T23:54:22.488452] [INFO ] [CONFIGURE ] LUMN: Testing with features: ['add_ema', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-21T23:54:22.762753] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:23.029214] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:54:23.293505] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:54:23.559784] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:54:23.807281] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:24.053246] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:54:24.296351] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:54:24.541476] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:24.796956] [DEBUG] [FORECASTER] LUMN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:54:25.053164] [DEBUG] [FORECASTER] LUMN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:54:25.053296] [INFO ] [CONFIGURE ] LUMN: DISCARDED add_vwap (score: 50.00%) [2025-11-21T23:54:25.053340] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1890 tests [2025-11-21T23:54:25.053374] [INFO ] [CONFIGURE ] LUMN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:54:25.053403] [INFO ] [CONFIGURE ] LUMN: Best accuracy: 70.00% [2025-11-21T23:54:25.053433] [INFO ] [CONFIGURE ] LUMN: Best feature set (2 features): ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-21T23:54:25.053460] [INFO ] [CONFIGURE ] LUMN: Improvement over baseline: 20.00% [2025-11-21T23:54:25.053486] [INFO ] [CONFIGURE ] LUMN: Total time: 1.2 minutes [2025-11-21T23:54:25.053512] [INFO ] [CONFIGURE ] LUMN: Average time per feature: 2.6 seconds [2025-11-21T23:54:25.053538] [INFO ] [CONFIGURE ] LUMN: Average speed: 0.39 features/sec [2025-11-21T23:54:25.053798] [INFO ] [LOCAL ] Saved configuration for LUMN: 2 features, 70.00% accuracy -> ./output/feature-sets/LUMN.json [2025-11-21T23:54:25.053840] [INFO ] [CONFIGURE ] LUMN: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-21T23:54:25.053875] [INFO ] [sig ] [28/93] Successfully configured LUMN | 0.01 sym/s | Total: 36.2m | ETA: 1.4h [2025-11-21T23:54:25.053905] [INFO ] [sig ] [29/93] Configuring LUV... [2025-11-21T23:54:25.053933] [INFO ] [CONFIGURE ] LUV: Configurate test run. [2025-11-21T23:54:25.053960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'. [2025-11-21T23:54:25.065860] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LUV'. [2025-11-21T23:54:25.066241] [INFO ] [CONFIGURE ] LUV: Testing with 29 available features [2025-11-21T23:54:25.066289] [INFO ] [CONFIGURE ] LUV: Establishing baseline with no features... [2025-11-21T23:54:25.229534] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:25.387031] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:25.545174] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:25.736789] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:25.908988] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:26.078824] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:26.250796] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:26.430559] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:26.603121] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:26.776231] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:26.776378] [INFO ] [CONFIGURE ] LUV: Baseline score (no features): 50.00% [2025-11-21T23:54:26.776423] [INFO ] [CONFIGURE ] LUV: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:54:26.776459] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:54:26.982050] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:27.188884] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:27.399682] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:54:27.614160] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:54:27.820142] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:28.027917] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:28.240680] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:28.447209] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:28.653594] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:28.868525] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:28.868698] [INFO ] [CONFIGURE ] LUV: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-21T23:54:28.868744] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1889 tests [2025-11-21T23:54:28.868778] [INFO ] [CONFIGURE ] LUV: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:54:28.868809] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:54:29.079074] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:29.288082] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:29.497347] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:29.715606] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:29.926402] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:30.144838] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:30.356389] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:30.570248] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:30.782941] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:30.996872] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:30.997030] [INFO ] [CONFIGURE ] LUV: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-21T23:54:30.997075] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1888 tests [2025-11-21T23:54:30.997107] [INFO ] [CONFIGURE ] LUV: Testing feature 3/29: add_daily_returns [2025-11-21T23:54:30.997138] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_daily_returns'] [2025-11-21T23:54:31.211573] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:31.406528] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:31.596932] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:31.813784] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:54:32.002974] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:32.191584] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:32.409499] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:32.601612] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:32.794039] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:33.002497] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:33.003039] [INFO ] [CONFIGURE ] LUV: DISCARDED add_daily_returns (score: 40.00%) [2025-11-21T23:54:33.003086] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1887 tests [2025-11-21T23:54:33.003123] [INFO ] [CONFIGURE ] LUV: Testing feature 4/29: add_ema [2025-11-21T23:54:33.003156] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_ema'] [2025-11-21T23:54:33.221721] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:33.440254] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:33.657853] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:54:33.881296] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:34.101932] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:34.329901] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:34.552190] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:34.803767] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:35.024962] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:35.250514] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:35.250685] [INFO ] [CONFIGURE ] LUV: DISCARDED add_ema (score: 50.00%) [2025-11-21T23:54:35.250734] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1886 tests [2025-11-21T23:54:35.250770] [INFO ] [CONFIGURE ] LUV: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:54:35.250803] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:54:35.470099] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:35.692012] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:35.914128] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:36.137465] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:54:36.359121] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:36.585709] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:36.811785] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:37.039144] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:37.321073] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:37.545504] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:37.545692] [INFO ] [CONFIGURE ] LUV: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-21T23:54:37.545741] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1885 tests [2025-11-21T23:54:37.545776] [INFO ] [CONFIGURE ] LUV: Testing feature 6/29: add_failed_moves [2025-11-21T23:54:37.545808] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_failed_moves'] [2025-11-21T23:54:37.730005] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:37.916750] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:38.104748] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:38.296636] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:38.485231] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:38.670327] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:38.856756] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:39.041458] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:39.230807] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:39.416158] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:39.416298] [INFO ] [CONFIGURE ] LUV: DISCARDED add_failed_moves (score: 40.00%) [2025-11-21T23:54:39.416340] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1884 tests [2025-11-21T23:54:39.416373] [INFO ] [CONFIGURE ] LUV: Testing feature 7/29: add_lag_shelf [2025-11-21T23:54:39.416404] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_lag_shelf'] [2025-11-21T23:54:39.589451] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:39.767251] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:39.940175] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:40.128488] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:40.305287] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:40.478292] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:40.651633] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:40.849930] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:41.024962] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:41.195109] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:41.195262] [INFO ] [CONFIGURE ] LUV: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-21T23:54:41.195303] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1883 tests [2025-11-21T23:54:41.195386] [INFO ] [CONFIGURE ] LUV: Testing feature 8/29: add_macd [2025-11-21T23:54:41.195422] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T23:54:41.473737] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:41.734523] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:41.999151] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:42.271094] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:42.550787] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:42.814429] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:54:43.078709] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:43.373723] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:43.635947] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:54:43.925065] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:43.925240] [INFO ] [CONFIGURE ] LUV: DISCARDED add_macd (score: 20.00%) [2025-11-21T23:54:43.925295] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1882 tests [2025-11-21T23:54:43.925336] [INFO ] [CONFIGURE ] LUV: Testing feature 9/29: add_mfi [2025-11-21T23:54:43.925373] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_mfi'] [2025-11-21T23:54:44.112189] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:44.300486] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:44.483110] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:44.671054] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:44.855888] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:45.037743] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:45.222080] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:45.414602] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:45.602265] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:45.786904] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:45.787064] [INFO ] [CONFIGURE ] LUV: DISCARDED add_mfi (score: 50.00%) [2025-11-21T23:54:45.787108] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1881 tests [2025-11-21T23:54:45.787142] [INFO ] [CONFIGURE ] LUV: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:54:45.787173] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:54:46.053137] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:46.344900] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:46.608195] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:46.876464] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:47.144135] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:47.427241] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:54:47.694851] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:47.959698] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:48.226458] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:48.495245] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:48.495397] [INFO ] [CONFIGURE ] LUV: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-21T23:54:48.495441] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1880 tests [2025-11-21T23:54:48.495474] [INFO ] [CONFIGURE ] LUV: Testing feature 11/29: add_obv_daily [2025-11-21T23:54:48.495505] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily'] [2025-11-21T23:54:48.685374] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:48.874705] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:49.069067] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:49.260483] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:49.451929] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:49.647057] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:49.839993] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:50.038208] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:50.230213] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:50.425529] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:54:50.425688] [INFO ] [CONFIGURE ] LUV: KEPT add_obv_daily (score: 70.00%) [2025-11-21T23:54:50.425733] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1879 tests [2025-11-21T23:54:50.425767] [INFO ] [CONFIGURE ] LUV: Testing feature 12/29: add_obv_interval [2025-11-21T23:54:50.425799] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-21T23:54:50.633033] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:54:50.840549] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:51.047588] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:51.257339] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:51.467370] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:54:51.683914] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:54:51.897246] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:52.110589] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:52.347629] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:52.563023] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:52.563181] [INFO ] [CONFIGURE ] LUV: DISCARDED add_obv_interval (score: 40.00%) [2025-11-21T23:54:52.563227] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1878 tests [2025-11-21T23:54:52.563262] [INFO ] [CONFIGURE ] LUV: Testing feature 13/29: add_opening_strength [2025-11-21T23:54:52.563295] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:54:52.808745] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:53.065894] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:53.307512] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:53.543825] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:53.785137] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:54.021013] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:54:54.261583] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:54.498535] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:54:54.741799] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:54:54.979591] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:54:54.979772] [INFO ] [CONFIGURE ] LUV: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:54:54.979818] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1877 tests [2025-11-21T23:54:54.979852] [INFO ] [CONFIGURE ] LUV: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:54:54.979883] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-21T23:54:55.203132] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:55.455555] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:55.694557] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:55.969793] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:56.197183] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:56.419922] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:54:56.645104] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:56.870386] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:54:57.092950] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:57.328559] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:54:57.328766] [INFO ] [CONFIGURE ] LUV: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:54:57.328814] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1876 tests [2025-11-21T23:54:57.328851] [INFO ] [CONFIGURE ] LUV: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:54:57.328885] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-21T23:54:57.533891] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:57.739509] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:54:57.942955] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:54:58.147859] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:54:58.353700] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:54:58.560901] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:54:58.764147] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:54:58.995185] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:54:59.200318] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:54:59.405983] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:54:59.406172] [INFO ] [CONFIGURE ] LUV: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T23:54:59.406219] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1875 tests [2025-11-21T23:54:59.406256] [INFO ] [CONFIGURE ] LUV: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:54:59.406289] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-21T23:54:59.632515] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:54:59.857565] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:55:00.078567] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:00.303962] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:00.535618] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:00.758514] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:01.691078] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:01.971758] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:02.193322] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:55:02.452726] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:02.452905] [INFO ] [CONFIGURE ] LUV: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-21T23:55:02.452950] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1874 tests [2025-11-21T23:55:02.452986] [INFO ] [CONFIGURE ] LUV: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:55:02.453017] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-21T23:55:02.692117] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:55:02.919047] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:03.130547] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:03.350021] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:03.562512] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:03.781258] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:03.999853] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:04.223861] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:04.466960] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:04.699050] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:04.699208] [INFO ] [CONFIGURE ] LUV: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-21T23:55:04.699253] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1873 tests [2025-11-21T23:55:04.699289] [INFO ] [CONFIGURE ] LUV: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:55:04.699324] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-21T23:55:04.905575] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:55:05.134494] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-21T23:55:05.339512] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:05.549272] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:05.768021] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:05.970948] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:55:06.174726] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:06.380186] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:06.586720] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:06.792600] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:06.792773] [INFO ] [CONFIGURE ] LUV: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-21T23:55:06.792816] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1872 tests [2025-11-21T23:55:06.792849] [INFO ] [CONFIGURE ] LUV: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:55:06.792881] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-21T23:55:06.986016] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:07.181168] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:07.389018] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:07.611332] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:07.828668] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:08.069560] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:08.285415] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:08.498886] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:08.717877] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:08.933295] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:08.933461] [INFO ] [CONFIGURE ] LUV: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-21T23:55:08.933506] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1871 tests [2025-11-21T23:55:08.933541] [INFO ] [CONFIGURE ] LUV: Testing feature 20/29: add_price_rejection [2025-11-21T23:55:08.933573] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_price_rejection'] [2025-11-21T23:55:09.153369] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:55:09.374852] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:09.597862] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:55:09.819369] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:10.044705] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:10.266546] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:10.548192] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:10.788763] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:11.024216] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:11.257708] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:11.257877] [INFO ] [CONFIGURE ] LUV: DISCARDED add_price_rejection (score: 50.00%) [2025-11-21T23:55:11.257921] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1870 tests [2025-11-21T23:55:11.257956] [INFO ] [CONFIGURE ] LUV: Testing feature 21/29: add_range_position [2025-11-21T23:55:11.258011] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_range_position'] [2025-11-21T23:55:11.496203] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:55:11.735995] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:11.986286] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:12.231547] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:12.473563] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:12.717527] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:12.959359] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:13.207107] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:13.447061] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:13.689676] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:13.689841] [INFO ] [CONFIGURE ] LUV: DISCARDED add_range_position (score: 40.00%) [2025-11-21T23:55:13.689885] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1869 tests [2025-11-21T23:55:13.689919] [INFO ] [CONFIGURE ] LUV: Testing feature 22/29: add_realized_volatility [2025-11-21T23:55:13.689955] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_realized_volatility'] [2025-11-21T23:55:14.007778] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:55:14.328209] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:14.649084] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:55:14.970294] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:15.290404] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:55:15.622892] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:55:15.972601] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:16.316185] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:16.686689] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:55:17.047336] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:17.047538] [INFO ] [CONFIGURE ] LUV: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-21T23:55:17.047596] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1868 tests [2025-11-21T23:55:17.047632] [INFO ] [CONFIGURE ] LUV: Testing feature 23/29: add_recent_range_context [2025-11-21T23:55:17.047693] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_recent_range_context'] [2025-11-21T23:55:17.287024] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:17.525440] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:17.765915] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:55:18.006550] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:18.249938] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:18.492081] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:18.732951] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:18.970408] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:19.188456] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:19.411318] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:19.411476] [INFO ] [CONFIGURE ] LUV: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:55:19.411521] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1867 tests [2025-11-21T23:55:19.411556] [INFO ] [CONFIGURE ] LUV: Testing feature 24/29: add_rsi [2025-11-21T23:55:19.411589] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-21T23:55:19.727813] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:20.022715] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:20.324493] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:55:20.602624] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:20.890338] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:21.201812] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:21.485830] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:21.773471] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:22.062540] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:22.348215] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:22.348389] [INFO ] [CONFIGURE ] LUV: DISCARDED add_rsi (score: 60.00%) [2025-11-21T23:55:22.348433] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1866 tests [2025-11-21T23:55:22.348468] [INFO ] [CONFIGURE ] LUV: Testing feature 25/29: add_tick_distribution [2025-11-21T23:55:22.348501] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_tick_distribution'] [2025-11-21T23:55:22.577349] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:22.813700] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:23.053749] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:55:23.317272] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:23.546379] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:23.779365] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:23.994115] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:24.208589] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:24.424325] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:24.638616] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:24.638801] [INFO ] [CONFIGURE ] LUV: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:55:24.638846] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1865 tests [2025-11-21T23:55:24.638880] [INFO ] [CONFIGURE ] LUV: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:55:24.638912] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-21T23:55:24.848741] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:55:25.060238] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:25.269071] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:25.488794] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:25.787215] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:26.113039] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:26.406848] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:26.663982] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:26.878486] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:55:27.088941] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:27.089109] [INFO ] [CONFIGURE ] LUV: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-21T23:55:27.089154] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1864 tests [2025-11-21T23:55:27.089189] [INFO ] [CONFIGURE ] LUV: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:55:27.089222] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_volume_price_divergence'] [2025-11-21T23:55:27.321178] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:55:27.565959] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:27.798301] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:28.022507] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:28.259571] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:28.491779] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:55:28.757757] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:28.998479] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:29.261214] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-21T23:55:29.506627] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:29.506881] [INFO ] [CONFIGURE ] LUV: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-21T23:55:29.506932] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1863 tests [2025-11-21T23:55:29.506970] [INFO ] [CONFIGURE ] LUV: Testing feature 28/29: add_volume_profile [2025-11-21T23:55:29.507008] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_volume_profile'] [2025-11-21T23:55:29.728028] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:29.948822] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:30.164541] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:30.386366] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:30.605093] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:30.824524] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:31.050891] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:31.270347] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:31.509193] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:31.754306] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:31.754476] [INFO ] [CONFIGURE ] LUV: DISCARDED add_volume_profile (score: 50.00%) [2025-11-21T23:55:31.754522] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1862 tests [2025-11-21T23:55:31.754556] [INFO ] [CONFIGURE ] LUV: Testing feature 29/29: add_vwap [2025-11-21T23:55:31.754588] [INFO ] [CONFIGURE ] LUV: Testing with features: ['add_obv_daily', 'add_vwap'] [2025-11-21T23:55:31.974756] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:55:32.194979] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:55:32.447427] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:55:32.673281] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:55:32.903881] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:55:33.129588] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:55:33.351883] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:33.579850] [DEBUG] [FORECASTER] LUV: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:33.807272] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-21T23:55:34.033792] [DEBUG] [FORECASTER] LUV: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-21T23:55:34.033939] [INFO ] [CONFIGURE ] LUV: DISCARDED add_vwap (score: 40.00%) [2025-11-21T23:55:34.033984] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1861 tests [2025-11-21T23:55:34.034018] [INFO ] [CONFIGURE ] LUV: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:55:34.034047] [INFO ] [CONFIGURE ] LUV: Best accuracy: 70.00% [2025-11-21T23:55:34.034078] [INFO ] [CONFIGURE ] LUV: Best feature set (1 features): ['add_obv_daily'] [2025-11-21T23:55:34.034106] [INFO ] [CONFIGURE ] LUV: Improvement over baseline: 20.00% [2025-11-21T23:55:34.034133] [INFO ] [CONFIGURE ] LUV: Total time: 1.1 minutes [2025-11-21T23:55:34.034159] [INFO ] [CONFIGURE ] LUV: Average time per feature: 2.3 seconds [2025-11-21T23:55:34.034186] [INFO ] [CONFIGURE ] LUV: Average speed: 0.43 features/sec [2025-11-21T23:55:34.034489] [INFO ] [LOCAL ] Saved configuration for LUV: 1 features, 70.00% accuracy -> ./output/feature-sets/LUV.json [2025-11-21T23:55:34.034531] [INFO ] [CONFIGURE ] LUV: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-21T23:55:34.034566] [INFO ] [sig ] [29/93] Successfully configured LUV | 0.01 sym/s | Total: 37.4m | ETA: 1.4h [2025-11-21T23:55:34.034598] [INFO ] [sig ] [30/93] Configuring LVS... [2025-11-21T23:55:34.034626] [INFO ] [CONFIGURE ] LVS: Configurate test run. [2025-11-21T23:55:34.034674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-11-21T23:55:34.046587] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LVS'. [2025-11-21T23:55:34.047059] [INFO ] [CONFIGURE ] LVS: Testing with 29 available features [2025-11-21T23:55:34.047110] [INFO ] [CONFIGURE ] LVS: Establishing baseline with no features... [2025-11-21T23:55:34.218737] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:34.391736] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:55:34.569299] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:34.774093] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:34.953537] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:35.130371] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:55:35.323992] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:35.496962] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:35.674479] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:55:35.850129] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:35.850287] [INFO ] [CONFIGURE ] LVS: Baseline score (no features): 60.00% [2025-11-21T23:55:35.850329] [INFO ] [CONFIGURE ] LVS: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:55:35.850363] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:55:36.055778] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:36.261904] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:55:36.478419] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:36.699172] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:36.901946] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:37.105014] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:55:37.311103] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:37.516270] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:37.722747] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:55:37.925253] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:37.925397] [INFO ] [CONFIGURE ] LVS: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T23:55:37.925440] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1860 tests [2025-11-21T23:55:37.925474] [INFO ] [CONFIGURE ] LVS: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:55:37.925505] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:55:38.132110] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:38.360182] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:55:38.565182] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:38.777519] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:38.986414] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:39.200751] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:55:39.414246] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:39.621435] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:39.834312] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:55:40.044796] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:40.044941] [INFO ] [CONFIGURE ] LVS: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T23:55:40.044984] [INFO ] [CONFIGURE ] JOB ETA: 1.4h | Avg: 2.6s/test | Remaining: 1859 tests [2025-11-21T23:55:40.045023] [INFO ] [CONFIGURE ] LVS: Testing feature 3/29: add_daily_returns [2025-11-21T23:55:40.045057] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_daily_returns'] [2025-11-21T23:55:40.231375] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:40.416747] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:55:40.603164] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:40.820976] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:41.015176] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:41.207896] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:55:41.420498] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:41.613764] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:41.806499] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:55:41.999603] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:41.999793] [INFO ] [CONFIGURE ] LVS: DISCARDED add_daily_returns (score: 50.00%) [2025-11-21T23:55:41.999845] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1858 tests [2025-11-21T23:55:41.999886] [INFO ] [CONFIGURE ] LVS: Testing feature 4/29: add_ema [2025-11-21T23:55:41.999925] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_ema'] [2025-11-21T23:55:42.225876] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:42.460139] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:55:42.681695] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:42.900850] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:43.123598] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:43.341423] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:55:43.551094] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:43.758457] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:43.976410] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:55:44.202283] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:44.202441] [INFO ] [CONFIGURE ] LVS: DISCARDED add_ema (score: 60.00%) [2025-11-21T23:55:44.202484] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1857 tests [2025-11-21T23:55:44.202518] [INFO ] [CONFIGURE ] LVS: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:55:44.202549] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:55:44.450703] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:44.672305] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:55:44.894798] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:45.122863] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:45.349031] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:45.578308] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:55:45.817515] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:46.044210] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:55:46.278632] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:55:46.502927] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:46.503074] [INFO ] [CONFIGURE ] LVS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T23:55:46.503138] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1856 tests [2025-11-21T23:55:46.503173] [INFO ] [CONFIGURE ] LVS: Testing feature 6/29: add_failed_moves [2025-11-21T23:55:46.503204] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_failed_moves'] [2025-11-21T23:55:46.731852] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:46.943955] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:55:47.136025] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:47.330441] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:47.533045] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:47.730186] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:55:47.927472] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:48.119823] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:48.323179] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:55:48.517513] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:48.517693] [INFO ] [CONFIGURE ] LVS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:55:48.517742] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1855 tests [2025-11-21T23:55:48.517777] [INFO ] [CONFIGURE ] LVS: Testing feature 7/29: add_lag_shelf [2025-11-21T23:55:48.517808] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_lag_shelf'] [2025-11-21T23:55:48.694185] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:48.872769] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:55:49.050923] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:49.218084] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:49.411520] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:49.581877] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:55:49.746467] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:49.938710] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:50.106366] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:55:50.273720] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:50.273857] [INFO ] [CONFIGURE ] LVS: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-21T23:55:50.273899] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1854 tests [2025-11-21T23:55:50.273932] [INFO ] [CONFIGURE ] LVS: Testing feature 8/29: add_macd [2025-11-21T23:55:50.273964] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-21T23:55:50.585224] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:50.837862] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:55:51.108793] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:55:51.374791] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:51.642971] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:51.904608] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:55:52.164778] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:52.441448] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:52.707667] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:55:52.997420] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:52.997587] [INFO ] [CONFIGURE ] LVS: KEPT add_macd (score: 70.00%) [2025-11-21T23:55:52.997631] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1853 tests [2025-11-21T23:55:52.997687] [INFO ] [CONFIGURE ] LVS: Testing feature 9/29: add_mfi [2025-11-21T23:55:52.997721] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-21T23:55:53.273763] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:53.570546] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:55:53.849021] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:54.132512] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:54.410556] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:54.696325] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:55:54.983526] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:55:55.260581] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:55.542631] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:55:55.821949] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:55.822131] [INFO ] [CONFIGURE ] LVS: DISCARDED add_mfi (score: 60.00%) [2025-11-21T23:55:55.822176] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1852 tests [2025-11-21T23:55:55.822210] [INFO ] [CONFIGURE ] LVS: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:55:55.822240] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:55:56.167263] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:55:56.530782] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:55:56.895132] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:55:57.261004] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:55:57.620407] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:55:57.978360] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:55:58.320692] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:55:58.662744] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:55:59.058291] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:55:59.413211] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:55:59.413359] [INFO ] [CONFIGURE ] LVS: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:55:59.413404] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1851 tests [2025-11-21T23:55:59.413437] [INFO ] [CONFIGURE ] LVS: Testing feature 11/29: add_obv_daily [2025-11-21T23:55:59.413468] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-21T23:55:59.714497] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:00.014722] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:00.308856] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:00.602583] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:01.613357] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:02.128893] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:56:02.443806] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:02.762475] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:03.082090] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:03.397606] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:03.397779] [INFO ] [CONFIGURE ] LVS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T23:56:03.397822] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1850 tests [2025-11-21T23:56:03.397855] [INFO ] [CONFIGURE ] LVS: Testing feature 12/29: add_obv_interval [2025-11-21T23:56:03.397885] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-21T23:56:03.688675] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:03.992588] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:04.287491] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:04.581388] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:04.875258] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:05.204933] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:05.520676] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:56:05.826701] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:06.140539] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:06.449138] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:06.449314] [INFO ] [CONFIGURE ] LVS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-21T23:56:06.449361] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1849 tests [2025-11-21T23:56:06.449397] [INFO ] [CONFIGURE ] LVS: Testing feature 13/29: add_opening_strength [2025-11-21T23:56:06.449430] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:56:06.792617] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:07.130491] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:07.457407] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:56:07.794093] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:08.153321] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:08.482664] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:08.778319] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:09.093003] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:09.402877] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:56:09.719885] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:09.720056] [INFO ] [CONFIGURE ] LVS: DISCARDED add_opening_strength (score: 70.00%) [2025-11-21T23:56:09.720099] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1848 tests [2025-11-21T23:56:09.720134] [INFO ] [CONFIGURE ] LVS: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:56:09.720166] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-21T23:56:10.003836] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:10.290573] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:10.574561] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:56:10.865409] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:11.180830] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:11.469852] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:11.767798] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:12.096119] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:12.391937] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:12.711483] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:12.711684] [INFO ] [CONFIGURE ] LVS: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-21T23:56:12.711733] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1847 tests [2025-11-21T23:56:12.711770] [INFO ] [CONFIGURE ] LVS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:56:12.711802] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-21T23:56:13.049982] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:13.422083] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:13.722609] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:14.005599] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:14.320029] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:14.623353] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:14.893400] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:15.158236] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:15.426922] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:15.698787] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:15.698946] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-21T23:56:15.698999] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1846 tests [2025-11-21T23:56:15.699038] [INFO ] [CONFIGURE ] LVS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:56:15.699072] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-21T23:56:15.965520] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:16.232616] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:16.497443] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:16.775109] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:17.074237] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:17.343890] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:56:17.610552] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:17.885508] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:56:18.167922] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:56:18.444118] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:18.444319] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-21T23:56:18.444401] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1845 tests [2025-11-21T23:56:18.444438] [INFO ] [CONFIGURE ] LVS: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:56:18.444472] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-21T23:56:18.735670] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:19.024307] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:19.312089] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:19.600136] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:19.894109] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:20.226931] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:20.527423] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:20.830511] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:21.161371] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:21.456124] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:21.456288] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T23:56:21.456334] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1844 tests [2025-11-21T23:56:21.456369] [INFO ] [CONFIGURE ] LVS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:56:21.456400] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-21T23:56:21.732516] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:22.017371] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:22.279562] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:22.537132] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:22.796692] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:23.065596] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:23.349286] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:23.613255] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:23.895410] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:24.174207] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:24.174358] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-21T23:56:24.174424] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1843 tests [2025-11-21T23:56:24.174458] [INFO ] [CONFIGURE ] LVS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:56:24.174489] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-21T23:56:24.432313] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:24.686966] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:24.949587] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:25.201777] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:25.457694] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:25.742800] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:26.014987] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:26.297129] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:26.550440] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:56:26.836196] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:26.836346] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-21T23:56:26.836389] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1842 tests [2025-11-21T23:56:26.836422] [INFO ] [CONFIGURE ] LVS: Testing feature 20/29: add_price_rejection [2025-11-21T23:56:26.836454] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-21T23:56:27.127457] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:27.432904] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:27.736505] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:28.059427] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:28.373331] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:28.700577] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:56:29.039490] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:29.402357] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:29.761326] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:30.091865] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:30.092034] [INFO ] [CONFIGURE ] LVS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-21T23:56:30.092082] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1841 tests [2025-11-21T23:56:30.092119] [INFO ] [CONFIGURE ] LVS: Testing feature 21/29: add_range_position [2025-11-21T23:56:30.092152] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-21T23:56:30.418095] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:30.744729] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:31.058448] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:31.369605] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:31.683074] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:32.004469] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:56:32.351869] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:32.704804] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:33.021472] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:56:33.349406] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:33.349564] [INFO ] [CONFIGURE ] LVS: DISCARDED add_range_position (score: 70.00%) [2025-11-21T23:56:33.349609] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1840 tests [2025-11-21T23:56:33.349661] [INFO ] [CONFIGURE ] LVS: Testing feature 22/29: add_realized_volatility [2025-11-21T23:56:33.349699] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-21T23:56:33.766139] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:34.157570] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:34.597341] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:35.024620] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:35.477493] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:35.926733] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:36.352905] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:56:36.788587] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:37.219616] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:56:37.656975] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:37.657181] [INFO ] [CONFIGURE ] LVS: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-21T23:56:37.657230] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1839 tests [2025-11-21T23:56:37.657268] [INFO ] [CONFIGURE ] LVS: Testing feature 23/29: add_recent_range_context [2025-11-21T23:56:37.657301] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T23:56:37.981081] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:38.311942] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:38.634110] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:38.994359] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:39.311432] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:39.614015] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:56:39.934266] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:56:40.246159] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:40.553496] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:56:40.862510] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:40.862709] [INFO ] [CONFIGURE ] LVS: KEPT add_recent_range_context (score: 80.00%) [2025-11-21T23:56:40.862755] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1838 tests [2025-11-21T23:56:40.862789] [INFO ] [CONFIGURE ] LVS: Testing feature 24/29: add_rsi [2025-11-21T23:56:40.862820] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-21T23:56:41.233622] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:41.630741] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:42.020560] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:42.387584] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:42.770973] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:43.163369] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:56:43.543135] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:43.925404] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:44.317439] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:44.690282] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:44.690453] [INFO ] [CONFIGURE ] LVS: DISCARDED add_rsi (score: 60.00%) [2025-11-21T23:56:44.690496] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1837 tests [2025-11-21T23:56:44.690531] [INFO ] [CONFIGURE ] LVS: Testing feature 25/29: add_tick_distribution [2025-11-21T23:56:44.690564] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_tick_distribution'] [2025-11-21T23:56:45.016187] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:45.322582] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:45.635537] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:45.949202] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:46.269825] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:46.575609] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:56:46.882426] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:47.192257] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:47.551665] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:47.891401] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:47.891556] [INFO ] [CONFIGURE ] LVS: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-21T23:56:47.891600] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1836 tests [2025-11-21T23:56:47.891635] [INFO ] [CONFIGURE ] LVS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:56:47.891689] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-21T23:56:48.234817] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:48.538110] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:48.839366] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-21T23:56:49.141887] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:49.440190] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:49.749608] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:50.061344] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:56:50.372216] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:50.691038] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:56:51.028495] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:51.028703] [INFO ] [CONFIGURE ] LVS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T23:56:51.028749] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1835 tests [2025-11-21T23:56:51.028784] [INFO ] [CONFIGURE ] LVS: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:56:51.028817] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_price_divergence'] [2025-11-21T23:56:51.354183] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:51.673571] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:51.976032] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:52.299425] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:52.619346] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:52.938240] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-21T23:56:53.268319] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:56:53.626770] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:53.976551] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:56:54.287030] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:54.287210] [INFO ] [CONFIGURE ] LVS: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T23:56:54.287256] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1834 tests [2025-11-21T23:56:54.287290] [INFO ] [CONFIGURE ] LVS: Testing feature 28/29: add_volume_profile [2025-11-21T23:56:54.287321] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context', 'add_volume_profile'] [2025-11-21T23:56:54.607190] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:54.929453] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:56:55.253729] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:56:55.569611] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:56:55.884963] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-21T23:56:56.191666] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-21T23:56:56.493530] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:56:56.804452] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:56:57.098662] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:57.440086] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:56:57.440245] [INFO ] [CONFIGURE ] LVS: DISCARDED add_volume_profile (score: 60.00%) [2025-11-21T23:56:57.440288] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1833 tests [2025-11-21T23:56:57.440322] [INFO ] [CONFIGURE ] LVS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:56:57.440350] [INFO ] [CONFIGURE ] LVS: Best accuracy: 80.00% [2025-11-21T23:56:57.440380] [INFO ] [CONFIGURE ] LVS: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-21T23:56:57.440427] [INFO ] [CONFIGURE ] LVS: Improvement over baseline: 20.00% [2025-11-21T23:56:57.440456] [INFO ] [CONFIGURE ] LVS: Total time: 1.4 minutes [2025-11-21T23:56:57.440482] [INFO ] [CONFIGURE ] LVS: Average time per feature: 2.9 seconds [2025-11-21T23:56:57.440508] [INFO ] [CONFIGURE ] LVS: Average speed: 0.36 features/sec [2025-11-21T23:56:57.440887] [INFO ] [LOCAL ] Saved configuration for LVS: 3 features, 80.00% accuracy -> ./output/feature-sets/LVS.json [2025-11-21T23:56:57.440931] [INFO ] [CONFIGURE ] LVS: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-21T23:56:57.440967] [INFO ] [sig ] [30/93] Successfully configured LVS | 0.01 sym/s | Total: 38.7m | ETA: 1.4h [2025-11-21T23:56:57.440997] [INFO ] [sig ] [31/93] Configuring LVWR... [2025-11-21T23:56:57.441025] [INFO ] [CONFIGURE ] LVWR: Configurate test run. [2025-11-21T23:56:57.441054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'. [2025-11-21T23:56:57.452417] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LVWR'. [2025-11-21T23:56:57.452822] [INFO ] [CONFIGURE ] LVWR: Testing with 29 available features [2025-11-21T23:56:57.452871] [INFO ] [CONFIGURE ] LVWR: Establishing baseline with no features... [2025-11-21T23:56:57.627235] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:56:57.795238] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:56:57.963542] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:56:58.136102] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:56:58.304585] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:56:58.476255] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:56:58.648953] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:56:58.825196] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:56:58.999574] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:56:59.174762] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:56:59.174902] [INFO ] [CONFIGURE ] LVWR: Baseline score (no features): 40.00% [2025-11-21T23:56:59.174943] [INFO ] [CONFIGURE ] LVWR: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:56:59.174976] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:56:59.379023] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:56:59.608904] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:56:59.817240] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:57:00.043486] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:00.248099] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:00.454101] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:00.664585] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:57:00.869883] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:01.745350] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:02.091156] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:02.091309] [INFO ] [CONFIGURE ] LVWR: KEPT add_bollinger_bands (score: 60.00%) [2025-11-21T23:57:02.091353] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1832 tests [2025-11-21T23:57:02.091409] [INFO ] [CONFIGURE ] LVWR: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:57:02.091443] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-21T23:57:02.365982] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:02.694169] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:02.949988] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:03.207147] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:03.464981] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:03.727196] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:03.995293] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:04.258062] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:04.520086] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:57:04.795152] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:04.795304] [INFO ] [CONFIGURE ] LVWR: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T23:57:04.795351] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1831 tests [2025-11-21T23:57:04.795385] [INFO ] [CONFIGURE ] LVWR: Testing feature 3/29: add_daily_returns [2025-11-21T23:57:04.795416] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-21T23:57:05.132232] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:05.521887] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:05.847669] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:06.130398] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:06.401453] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:06.669530] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:06.949321] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:57:07.215640] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:07.486104] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:57:07.755230] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:07.755379] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T23:57:07.755420] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1830 tests [2025-11-21T23:57:07.755454] [INFO ] [CONFIGURE ] LVWR: Testing feature 4/29: add_ema [2025-11-21T23:57:07.755486] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-21T23:57:08.049112] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:08.337672] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:08.629402] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:08.919028] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:09.221977] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:09.527552] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:09.821060] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:10.127876] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:10.426660] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:57:10.730384] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:57:10.730572] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_ema (score: 70.00%) [2025-11-21T23:57:10.730617] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1829 tests [2025-11-21T23:57:10.730673] [INFO ] [CONFIGURE ] LVWR: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:57:10.730712] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:57:11.015758] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:11.300395] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:11.587450] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:11.877775] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:12.188276] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:12.504781] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:12.825058] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:13.163108] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:13.472056] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:13.781152] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:57:13.781314] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-21T23:57:13.781357] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1828 tests [2025-11-21T23:57:13.781391] [INFO ] [CONFIGURE ] LVWR: Testing feature 6/29: add_failed_moves [2025-11-21T23:57:13.781422] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-21T23:57:14.044855] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:14.325142] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:14.587873] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:57:14.885888] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:15.186083] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:15.449160] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:15.729980] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:16.006690] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:16.291355] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:16.574497] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:16.574667] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_failed_moves (score: 50.00%) [2025-11-21T23:57:16.574715] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1827 tests [2025-11-21T23:57:16.574750] [INFO ] [CONFIGURE ] LVWR: Testing feature 7/29: add_lag_shelf [2025-11-21T23:57:16.574781] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T23:57:16.839809] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:17.123797] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:17.417002] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:17.710228] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:17.982589] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:18.277886] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:18.548591] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:18.810322] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:19.072298] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:19.341945] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:19.342119] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T23:57:19.342161] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1826 tests [2025-11-21T23:57:19.342194] [INFO ] [CONFIGURE ] LVWR: Testing feature 8/29: add_macd [2025-11-21T23:57:19.342226] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T23:57:19.685153] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:20.031743] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:20.380856] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:57:20.737813] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:21.087396] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:21.437005] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:21.792272] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:22.147732] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:22.498439] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:22.860698] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:57:22.860863] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_macd (score: 50.00%) [2025-11-21T23:57:22.860908] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1825 tests [2025-11-21T23:57:22.860949] [INFO ] [CONFIGURE ] LVWR: Testing feature 9/29: add_mfi [2025-11-21T23:57:22.860986] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-21T23:57:23.130777] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:23.402716] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:23.682583] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:23.984253] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:24.291182] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:24.571200] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:24.859796] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:25.149174] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:25.439187] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:57:25.725418] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:25.725590] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_mfi (score: 80.00%) [2025-11-21T23:57:25.725636] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1824 tests [2025-11-21T23:57:25.725696] [INFO ] [CONFIGURE ] LVWR: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:57:25.725731] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:57:26.103348] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:26.475599] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:26.847303] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:27.226797] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:27.609801] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:57:28.010184] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:28.388268] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:28.766179] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:29.148830] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:29.530938] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:57:29.531106] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-21T23:57:29.531152] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1823 tests [2025-11-21T23:57:29.531192] [INFO ] [CONFIGURE ] LVWR: Testing feature 11/29: add_obv_daily [2025-11-21T23:57:29.531258] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-21T23:57:29.832362] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:30.139740] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:30.434999] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:30.729513] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:31.034948] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:31.332412] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:31.637576] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:31.947772] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-21T23:57:32.244329] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:32.546577] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:32.546766] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-21T23:57:32.546812] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1822 tests [2025-11-21T23:57:32.546864] [INFO ] [CONFIGURE ] LVWR: Testing feature 12/29: add_obv_interval [2025-11-21T23:57:32.546896] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-21T23:57:32.841584] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:33.124355] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:33.425215] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:33.706171] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:33.991965] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:34.288680] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:34.570905] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:57:34.848278] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:35.130920] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:35.411465] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:35.411613] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_obv_interval (score: 50.00%) [2025-11-21T23:57:35.411674] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1821 tests [2025-11-21T23:57:35.411711] [INFO ] [CONFIGURE ] LVWR: Testing feature 13/29: add_opening_strength [2025-11-21T23:57:35.411742] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:57:35.713180] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:36.033989] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:36.352302] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:36.674428] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:36.986800] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:57:37.308599] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:37.629462] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:37.960053] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:38.295195] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:38.606537] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:38.606702] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:57:38.606746] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1820 tests [2025-11-21T23:57:38.606780] [INFO ] [CONFIGURE ] LVWR: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:57:38.606812] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T23:57:38.910244] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:39.197514] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:39.488673] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:39.797865] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:40.086279] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:40.374035] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:40.663093] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:40.955360] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:41.247919] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:57:41.538801] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:41.538935] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-21T23:57:41.538979] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1819 tests [2025-11-21T23:57:41.539012] [INFO ] [CONFIGURE ] LVWR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:57:41.539042] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T23:57:41.818862] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:42.130464] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:42.422593] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:42.691077] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:42.971121] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:43.246099] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:43.514772] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:43.790164] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:44.066689] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:44.340219] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:57:44.340360] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-21T23:57:44.340403] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1818 tests [2025-11-21T23:57:44.340435] [INFO ] [CONFIGURE ] LVWR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:57:44.340466] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T23:57:44.608568] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:44.882632] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:45.210147] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:45.519819] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:45.817060] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:46.117957] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:46.414743] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:46.711338] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:47.006323] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:47.304264] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:47.304415] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-21T23:57:47.304459] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1817 tests [2025-11-21T23:57:47.304493] [INFO ] [CONFIGURE ] LVWR: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:57:47.304525] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-21T23:57:47.589695] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:47.879331] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:48.202894] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:48.507471] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:48.785847] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:57:49.049585] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:49.314278] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:49.571698] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:49.832153] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:57:50.093188] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:50.093348] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-21T23:57:50.093390] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1816 tests [2025-11-21T23:57:50.093422] [INFO ] [CONFIGURE ] LVWR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:57:50.093454] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-21T23:57:50.342113] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:57:50.602187] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:50.854500] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:51.130303] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:51.377335] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:57:51.629045] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:51.881801] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:52.181190] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:52.568929] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:57:52.868211] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:57:52.868401] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:57:52.868454] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1815 tests [2025-11-21T23:57:52.868495] [INFO ] [CONFIGURE ] LVWR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:57:52.868534] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-21T23:57:53.127201] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:53.370697] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:53.623234] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:57:53.879435] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:54.161893] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:57:54.431885] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:57:54.685483] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:54.941818] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:55.197829] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:57:55.457119] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:55.457276] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-21T23:57:55.457320] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1814 tests [2025-11-21T23:57:55.457353] [INFO ] [CONFIGURE ] LVWR: Testing feature 20/29: add_price_rejection [2025-11-21T23:57:55.457384] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection'] [2025-11-21T23:57:55.728982] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:55.999228] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:56.291325] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:57:56.582538] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:56.869548] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:57:57.176319] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:57:57.484222] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:57:57.766608] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:57:58.051305] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:57:58.335934] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:57:58.336113] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_price_rejection (score: 70.00%) [2025-11-21T23:57:58.336157] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1813 tests [2025-11-21T23:57:58.336190] [INFO ] [CONFIGURE ] LVWR: Testing feature 21/29: add_range_position [2025-11-21T23:57:58.336221] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position'] [2025-11-21T23:57:58.637076] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:57:58.946672] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:57:59.259969] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:57:59.566505] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:57:59.877190] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:58:00.954292] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:58:01.473131] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:01.823305] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:58:02.141092] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:58:02.456623] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:02.456801] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_range_position (score: 50.00%) [2025-11-21T23:58:02.456875] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1812 tests [2025-11-21T23:58:02.456922] [INFO ] [CONFIGURE ] LVWR: Testing feature 22/29: add_realized_volatility [2025-11-21T23:58:02.456956] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility'] [2025-11-21T23:58:02.876684] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:03.297103] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:58:03.740032] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:04.136609] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:58:04.530460] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:58:04.930903] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:58:05.332006] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:05.727018] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:58:06.124721] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:58:06.525326] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:06.525485] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-21T23:58:06.525531] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1811 tests [2025-11-21T23:58:06.525567] [INFO ] [CONFIGURE ] LVWR: Testing feature 23/29: add_recent_range_context [2025-11-21T23:58:06.525599] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context'] [2025-11-21T23:58:06.803578] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:07.068782] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:58:07.339196] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:58:07.605981] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:58:07.878571] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:58:08.148161] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:58:08.421600] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:08.710105] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:58:09.013599] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:58:09.326884] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:09.327037] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-21T23:58:09.327082] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1810 tests [2025-11-21T23:58:09.327116] [INFO ] [CONFIGURE ] LVWR: Testing feature 24/29: add_rsi [2025-11-21T23:58:09.327148] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-21T23:58:09.649594] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:09.949925] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:58:10.255938] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:10.566077] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:58:10.890394] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:11.200322] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:11.517242] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:11.832388] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:58:12.145174] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:12.506524] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:12.506734] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_rsi (score: 80.00%) [2025-11-21T23:58:12.506781] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1809 tests [2025-11-21T23:58:12.506816] [INFO ] [CONFIGURE ] LVWR: Testing feature 25/29: add_tick_distribution [2025-11-21T23:58:12.506872] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution'] [2025-11-21T23:58:12.780812] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:13.035286] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:58:13.292231] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:13.548577] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:58:13.818136] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:14.082812] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:14.358921] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:14.637197] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:58:14.915491] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:58:15.194599] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:15.194769] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-21T23:58:15.194812] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1808 tests [2025-11-21T23:58:15.194845] [INFO ] [CONFIGURE ] LVWR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:58:15.194877] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-21T23:58:15.483292] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:15.768449] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:58:16.037511] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:16.307320] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:58:16.582670] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-21T23:58:16.852265] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:17.123436] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:17.402042] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:58:17.684160] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:58:17.955719] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:17.955896] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-21T23:58:17.955941] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1807 tests [2025-11-21T23:58:17.955977] [INFO ] [CONFIGURE ] LVWR: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:58:17.956010] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-21T23:58:18.063455] [FATAL] [FORECASTER] Failed to test lookback=11: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:18.173552] [FATAL] [FORECASTER] Failed to test lookback=10: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:18.281580] [FATAL] [FORECASTER] Failed to test lookback=9: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:18.387055] [FATAL] [FORECASTER] Failed to test lookback=8: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:18.493959] [FATAL] [FORECASTER] Failed to test lookback=7: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:18.604308] [FATAL] [FORECASTER] Failed to test lookback=6: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:18.713711] [FATAL] [FORECASTER] Failed to test lookback=5: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:18.824577] [FATAL] [FORECASTER] Failed to test lookback=4: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:18.940461] [FATAL] [FORECASTER] Failed to test lookback=3: [23:58:18] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:19.051413] [FATAL] [FORECASTER] Failed to test lookback=2: [23:58:19] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-21T23:58:19.051795] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-21T23:58:19.051848] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1806 tests [2025-11-21T23:58:19.051883] [INFO ] [CONFIGURE ] LVWR: Testing feature 28/29: add_volume_profile [2025-11-21T23:58:19.051916] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T23:58:19.339756] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:19.632609] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:58:19.936861] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:20.229272] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-21T23:58:20.526462] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:20.820129] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:21.112927] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:21.430964] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:58:21.750532] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:22.051100] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:22.051293] [INFO ] [CONFIGURE ] LVWR: KEPT add_volume_profile (score: 90.00%) [2025-11-21T23:58:22.051338] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1805 tests [2025-11-21T23:58:22.051393] [INFO ] [CONFIGURE ] LVWR: Testing feature 29/29: add_vwap [2025-11-21T23:58:22.051426] [INFO ] [CONFIGURE ] LVWR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile', 'add_vwap'] [2025-11-21T23:58:22.366289] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:22.681023] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-21T23:58:23.007327] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:23.328431] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-21T23:58:23.660517] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:24.000152] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:24.334763] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:24.652860] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-21T23:58:24.967659] [DEBUG] [FORECASTER] LVWR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:58:25.297291] [DEBUG] [FORECASTER] LVWR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:25.297465] [INFO ] [CONFIGURE ] LVWR: DISCARDED add_vwap (score: 90.00%) [2025-11-21T23:58:25.297510] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1804 tests [2025-11-21T23:58:25.297543] [INFO ] [CONFIGURE ] LVWR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:58:25.297572] [INFO ] [CONFIGURE ] LVWR: Best accuracy: 90.00% [2025-11-21T23:58:25.297603] [INFO ] [CONFIGURE ] LVWR: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile'] [2025-11-21T23:58:25.297631] [INFO ] [CONFIGURE ] LVWR: Improvement over baseline: 50.00% [2025-11-21T23:58:25.297678] [INFO ] [CONFIGURE ] LVWR: Total time: 1.4 minutes [2025-11-21T23:58:25.297707] [INFO ] [CONFIGURE ] LVWR: Average time per feature: 3.0 seconds [2025-11-21T23:58:25.297733] [INFO ] [CONFIGURE ] LVWR: Average speed: 0.34 features/sec [2025-11-21T23:58:25.298052] [INFO ] [LOCAL ] Saved configuration for LVWR: 3 features, 90.00% accuracy -> ./output/feature-sets/LVWR.json [2025-11-21T23:58:25.298093] [INFO ] [CONFIGURE ] LVWR: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-21T23:58:25.298129] [INFO ] [sig ] [31/93] Successfully configured LVWR | 0.01 sym/s | Total: 40.2m | ETA: 1.3h [2025-11-21T23:58:25.298519] [INFO ] [sig ] [32/93] Configuring MLI... [2025-11-21T23:58:25.298552] [INFO ] [CONFIGURE ] MLI: Configurate test run. [2025-11-21T23:58:25.298580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-11-21T23:58:25.311027] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MLI'. [2025-11-21T23:58:25.311314] [INFO ] [CONFIGURE ] MLI: Testing with 29 available features [2025-11-21T23:58:25.311361] [INFO ] [CONFIGURE ] MLI: Establishing baseline with no features... [2025-11-21T23:58:25.502975] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:25.694950] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:25.892292] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:58:26.095291] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:26.293882] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:26.489426] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:58:26.685408] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:58:26.868078] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:27.055011] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:27.244311] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:27.244448] [INFO ] [CONFIGURE ] MLI: Baseline score (no features): 70.00% [2025-11-21T23:58:27.244499] [INFO ] [CONFIGURE ] MLI: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:58:27.244538] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:58:27.504114] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:27.759368] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:27.981075] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:58:28.207214] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:28.437523] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:28.669098] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:28.902903] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:58:29.135618] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:58:29.367075] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:29.606569] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:29.606749] [INFO ] [CONFIGURE ] MLI: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-21T23:58:29.606796] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1803 tests [2025-11-21T23:58:29.606855] [INFO ] [CONFIGURE ] MLI: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:58:29.606890] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:58:29.857888] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:30.106171] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:30.348452] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:30.617057] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:30.876143] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:31.108617] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:31.338006] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:31.545084] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:31.753876] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:31.965051] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:31.965204] [INFO ] [CONFIGURE ] MLI: KEPT add_cumulative_delta (score: 80.00%) [2025-11-21T23:58:31.965247] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1802 tests [2025-11-21T23:58:31.965279] [INFO ] [CONFIGURE ] MLI: Testing feature 3/29: add_daily_returns [2025-11-21T23:58:31.965310] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-21T23:58:32.185085] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:32.407936] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:32.631069] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:32.867939] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:33.101741] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:33.321405] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:33.574878] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:33.828913] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:34.061400] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:34.293678] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:34.293834] [INFO ] [CONFIGURE ] MLI: DISCARDED add_daily_returns (score: 80.00%) [2025-11-21T23:58:34.293878] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1801 tests [2025-11-21T23:58:34.293913] [INFO ] [CONFIGURE ] MLI: Testing feature 4/29: add_ema [2025-11-21T23:58:34.293945] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-21T23:58:34.557943] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:34.816914] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:35.077180] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:35.340837] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:35.607886] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:35.872208] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:58:36.135104] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:58:36.407246] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:36.704495] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:36.972014] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:36.972183] [INFO ] [CONFIGURE ] MLI: DISCARDED add_ema (score: 70.00%) [2025-11-21T23:58:36.972228] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1800 tests [2025-11-21T23:58:36.972263] [INFO ] [CONFIGURE ] MLI: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:58:36.972295] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:58:37.223228] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:37.479618] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:58:37.732166] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:37.983026] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:38.232934] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:38.493369] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:38.754229] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:58:39.011697] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:39.291183] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:39.572125] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:39.572253] [INFO ] [CONFIGURE ] MLI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-21T23:58:39.572314] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1799 tests [2025-11-21T23:58:39.572350] [INFO ] [CONFIGURE ] MLI: Testing feature 6/29: add_failed_moves [2025-11-21T23:58:39.572380] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-21T23:58:39.779176] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:39.998359] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:58:40.208754] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:40.420747] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:40.630931] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:40.840927] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:41.053561] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:41.265098] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:41.477194] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:41.694409] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:41.694556] [INFO ] [CONFIGURE ] MLI: DISCARDED add_failed_moves (score: 70.00%) [2025-11-21T23:58:41.694599] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1798 tests [2025-11-21T23:58:41.694632] [INFO ] [CONFIGURE ] MLI: Testing feature 7/29: add_lag_shelf [2025-11-21T23:58:41.694692] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-21T23:58:41.904313] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:42.110303] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:42.313924] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:42.530051] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:42.737627] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:42.955892] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:43.164661] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:43.372335] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:43.582781] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:43.794192] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:43.794338] [INFO ] [CONFIGURE ] MLI: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-21T23:58:43.794381] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1797 tests [2025-11-21T23:58:43.794417] [INFO ] [CONFIGURE ] MLI: Testing feature 8/29: add_macd [2025-11-21T23:58:43.794450] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-21T23:58:44.109596] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:44.425296] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:58:44.733248] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:58:45.047399] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:45.359245] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:45.697554] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:46.028289] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:58:46.339038] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:46.651310] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:46.966762] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:46.966957] [INFO ] [CONFIGURE ] MLI: DISCARDED add_macd (score: 60.00%) [2025-11-21T23:58:46.967003] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1796 tests [2025-11-21T23:58:46.967037] [INFO ] [CONFIGURE ] MLI: Testing feature 9/29: add_mfi [2025-11-21T23:58:46.967068] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-21T23:58:47.197480] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:47.425851] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:47.658425] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:47.889726] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:48.128210] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:48.363246] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:48.597730] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:48.832033] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:58:49.074305] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:49.348450] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:49.348665] [INFO ] [CONFIGURE ] MLI: DISCARDED add_mfi (score: 70.00%) [2025-11-21T23:58:49.348717] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1795 tests [2025-11-21T23:58:49.348753] [INFO ] [CONFIGURE ] MLI: Testing feature 10/29: add_momentum_acceleration [2025-11-21T23:58:49.348784] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-21T23:58:49.699463] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:50.054892] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:50.408485] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:50.750154] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:58:51.097849] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:51.439220] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:58:51.817363] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:58:52.160811] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:52.510953] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:52.866499] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:52.866692] [INFO ] [CONFIGURE ] MLI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-21T23:58:52.866738] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1794 tests [2025-11-21T23:58:52.866774] [INFO ] [CONFIGURE ] MLI: Testing feature 11/29: add_obv_daily [2025-11-21T23:58:52.866806] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-21T23:58:53.124746] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:53.376922] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:58:53.637240] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:53.890829] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:54.146761] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:54.421307] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:54.701395] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:58:54.980371] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:55.221584] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:55.466628] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:58:55.466800] [INFO ] [CONFIGURE ] MLI: DISCARDED add_obv_daily (score: 80.00%) [2025-11-21T23:58:55.466872] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1793 tests [2025-11-21T23:58:55.466909] [INFO ] [CONFIGURE ] MLI: Testing feature 12/29: add_obv_interval [2025-11-21T23:58:55.466943] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-21T23:58:55.699864] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:58:55.935308] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:56.166291] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:58:56.391513] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:56.609582] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:56.829421] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:58:57.050106] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:58:57.274529] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:58:57.508094] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:58:57.763751] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:58:57.763902] [INFO ] [CONFIGURE ] MLI: DISCARDED add_obv_interval (score: 80.00%) [2025-11-21T23:58:57.763945] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1792 tests [2025-11-21T23:58:57.763978] [INFO ] [CONFIGURE ] MLI: Testing feature 13/29: add_opening_strength [2025-11-21T23:58:57.764008] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-21T23:58:58.032575] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:58:58.283513] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:58:58.543697] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:58:58.847219] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:58:59.211019] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:58:59.524383] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:58:59.819587] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:00.076293] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:00.333715] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:01.229616] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:59:01.229805] [INFO ] [CONFIGURE ] MLI: DISCARDED add_opening_strength (score: 50.00%) [2025-11-21T23:59:01.229851] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1791 tests [2025-11-21T23:59:01.229887] [INFO ] [CONFIGURE ] MLI: Testing feature 14/29: add_order_flow_imbalance [2025-11-21T23:59:01.229920] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-21T23:59:01.589183] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:01.833931] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:59:02.077283] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:02.321327] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:02.586032] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:02.866457] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:03.098814] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:03.326921] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:03.558333] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:03.787301] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-21T23:59:03.787445] [INFO ] [CONFIGURE ] MLI: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-21T23:59:03.787490] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1790 tests [2025-11-21T23:59:03.787527] [INFO ] [CONFIGURE ] MLI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-21T23:59:03.787560] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-21T23:59:04.021760] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:04.239962] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:04.466204] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:04.686526] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:04.910833] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:05.132953] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:05.355547] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:05.577407] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:05.799468] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:06.023054] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:06.023206] [INFO ] [CONFIGURE ] MLI: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-21T23:59:06.023251] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1789 tests [2025-11-21T23:59:06.023285] [INFO ] [CONFIGURE ] MLI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-21T23:59:06.023318] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T23:59:06.262403] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:59:06.496869] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:06.731932] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:06.975240] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:07.211498] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:07.449402] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:07.686706] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:07.925440] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:08.165338] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:08.407190] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:08.407341] [INFO ] [CONFIGURE ] MLI: KEPT add_pbf_overnight_gap (score: 90.00%) [2025-11-21T23:59:08.407390] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1788 tests [2025-11-21T23:59:08.407432] [INFO ] [CONFIGURE ] MLI: Testing feature 17/29: add_pbf_return_2d [2025-11-21T23:59:08.407471] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-21T23:59:08.669534] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:08.956762] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:09.247732] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:09.545445] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:09.832858] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:10.137710] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:10.414277] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:10.693547] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:10.966453] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:11.242278] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:11.242443] [INFO ] [CONFIGURE ] MLI: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-21T23:59:11.242487] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1787 tests [2025-11-21T23:59:11.242521] [INFO ] [CONFIGURE ] MLI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-21T23:59:11.242552] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-21T23:59:11.492364] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:59:11.744632] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:59:12.000425] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:12.257865] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:12.518448] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:12.775259] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:59:13.051472] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:13.314984] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:13.574386] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:13.826161] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:13.826319] [INFO ] [CONFIGURE ] MLI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-21T23:59:13.826385] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1786 tests [2025-11-21T23:59:13.826427] [INFO ] [CONFIGURE ] MLI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-21T23:59:13.826460] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-21T23:59:14.075373] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:14.332635] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:14.580693] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:14.827369] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:15.087018] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:15.334361] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:15.584136] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:15.833683] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:16.076816] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:16.321800] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:16.321949] [INFO ] [CONFIGURE ] MLI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-21T23:59:16.321992] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1785 tests [2025-11-21T23:59:16.322025] [INFO ] [CONFIGURE ] MLI: Testing feature 20/29: add_price_rejection [2025-11-21T23:59:16.322057] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-21T23:59:16.575370] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:16.828880] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:17.087081] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:17.345855] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:17.604018] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:17.859951] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:18.121144] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:18.387460] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:18.656604] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:18.917520] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:18.917684] [INFO ] [CONFIGURE ] MLI: DISCARDED add_price_rejection (score: 80.00%) [2025-11-21T23:59:18.917731] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1784 tests [2025-11-21T23:59:18.917770] [INFO ] [CONFIGURE ] MLI: Testing feature 21/29: add_range_position [2025-11-21T23:59:18.917802] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-21T23:59:19.215390] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:19.484954] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:19.779784] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:20.065918] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:20.352521] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:20.642230] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:59:20.915281] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:21.191439] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:21.464297] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:21.757109] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:21.757292] [INFO ] [CONFIGURE ] MLI: DISCARDED add_range_position (score: 80.00%) [2025-11-21T23:59:21.757342] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1783 tests [2025-11-21T23:59:21.757378] [INFO ] [CONFIGURE ] MLI: Testing feature 22/29: add_realized_volatility [2025-11-21T23:59:21.757410] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-21T23:59:22.125193] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:59:22.496143] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:59:22.843683] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:23.191696] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:23.540477] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:23.882932] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:24.231440] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:24.592748] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:24.958322] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:25.333768] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:25.333931] [INFO ] [CONFIGURE ] MLI: DISCARDED add_realized_volatility (score: 90.00%) [2025-11-21T23:59:25.333976] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1782 tests [2025-11-21T23:59:25.334013] [INFO ] [CONFIGURE ] MLI: Testing feature 23/29: add_recent_range_context [2025-11-21T23:59:25.334047] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-21T23:59:25.601360] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:25.872121] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:59:26.128916] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:26.382721] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:26.639460] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:26.897104] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:59:27.151186] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:27.405276] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:27.685635] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:27.965912] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:27.966444] [INFO ] [CONFIGURE ] MLI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-21T23:59:27.966490] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1781 tests [2025-11-21T23:59:27.966623] [INFO ] [CONFIGURE ] MLI: Testing feature 24/29: add_rsi [2025-11-21T23:59:27.966751] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-21T23:59:28.314403] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:59:28.642792] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:28.961875] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:29.291815] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:29.624632] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:29.947765] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:30.255802] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:30.562862] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:30.863852] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:31.193929] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:31.194082] [INFO ] [CONFIGURE ] MLI: DISCARDED add_rsi (score: 90.00%) [2025-11-21T23:59:31.194127] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1780 tests [2025-11-21T23:59:31.194162] [INFO ] [CONFIGURE ] MLI: Testing feature 25/29: add_tick_distribution [2025-11-21T23:59:31.194194] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-21T23:59:31.437258] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:31.682544] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:31.934481] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:59:32.180579] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:32.427575] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:32.675637] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:32.965663] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:33.221414] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:33.470247] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:33.718181] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:33.718324] [INFO ] [CONFIGURE ] MLI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-21T23:59:33.718367] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1779 tests [2025-11-21T23:59:33.718401] [INFO ] [CONFIGURE ] MLI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-21T23:59:33.718433] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-21T23:59:33.967951] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:34.220507] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:34.475264] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:34.732106] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:34.992522] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:35.248934] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:35.504851] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:35.766466] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:36.037504] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:36.305304] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:36.305484] [INFO ] [CONFIGURE ] MLI: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-21T23:59:36.305528] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1778 tests [2025-11-21T23:59:36.305585] [INFO ] [CONFIGURE ] MLI: Testing feature 27/29: add_volume_price_divergence [2025-11-21T23:59:36.305620] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-21T23:59:36.577302] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:36.867756] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:37.176157] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-21T23:59:37.452905] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:37.723738] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:37.998763] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:38.267172] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:38.528568] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:38.798213] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:39.061633] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:39.061807] [INFO ] [CONFIGURE ] MLI: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-21T23:59:39.061852] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1777 tests [2025-11-21T23:59:39.061887] [INFO ] [CONFIGURE ] MLI: Testing feature 28/29: add_volume_profile [2025-11-21T23:59:39.061919] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-21T23:59:39.314806] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:39.571871] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-21T23:59:39.850049] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:59:40.170040] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:40.469222] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:40.756790] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:41.042236] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:41.334354] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:41.617389] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:41.887180] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:41.887349] [INFO ] [CONFIGURE ] MLI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-21T23:59:41.887393] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1776 tests [2025-11-21T23:59:41.887428] [INFO ] [CONFIGURE ] MLI: Testing feature 29/29: add_vwap [2025-11-21T23:59:41.887466] [INFO ] [CONFIGURE ] MLI: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-21T23:59:42.148529] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:59:42.434434] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:42.726397] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-21T23:59:43.007539] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:43.339899] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:43.620302] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:43.901883] [DEBUG] [FORECASTER] MLI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:44.181711] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:44.469019] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:44.760193] [DEBUG] [FORECASTER] MLI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-21T23:59:44.760379] [INFO ] [CONFIGURE ] MLI: DISCARDED add_vwap (score: 80.00%) [2025-11-21T23:59:44.760430] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1775 tests [2025-11-21T23:59:44.760467] [INFO ] [CONFIGURE ] MLI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-21T23:59:44.760495] [INFO ] [CONFIGURE ] MLI: Best accuracy: 90.00% [2025-11-21T23:59:44.760525] [INFO ] [CONFIGURE ] MLI: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-21T23:59:44.760551] [INFO ] [CONFIGURE ] MLI: Improvement over baseline: 20.00% [2025-11-21T23:59:44.760577] [INFO ] [CONFIGURE ] MLI: Total time: 1.3 minutes [2025-11-21T23:59:44.760602] [INFO ] [CONFIGURE ] MLI: Average time per feature: 2.7 seconds [2025-11-21T23:59:44.760627] [INFO ] [CONFIGURE ] MLI: Average speed: 0.37 features/sec [2025-11-21T23:59:44.761007] [INFO ] [LOCAL ] Saved configuration for MLI: 2 features, 90.00% accuracy -> ./output/feature-sets/MLI.json [2025-11-21T23:59:44.761050] [INFO ] [CONFIGURE ] MLI: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-21T23:59:44.761091] [INFO ] [sig ] [32/93] Successfully configured MLI | 0.01 sym/s | Total: 41.5m | ETA: 1.3h [2025-11-21T23:59:44.761124] [INFO ] [sig ] [33/93] Configuring MLM... [2025-11-21T23:59:44.761153] [INFO ] [CONFIGURE ] MLM: Configurate test run. [2025-11-21T23:59:44.761182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-11-21T23:59:44.773295] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MLM'. [2025-11-21T23:59:44.773658] [INFO ] [CONFIGURE ] MLM: Testing with 29 available features [2025-11-21T23:59:44.773709] [INFO ] [CONFIGURE ] MLM: Establishing baseline with no features... [2025-11-21T23:59:44.979752] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:45.179028] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:45.363131] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:59:45.547179] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:45.735019] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:45.930988] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:59:46.116449] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:46.373345] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:46.628710] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:46.867455] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:59:46.867608] [INFO ] [CONFIGURE ] MLM: Baseline score (no features): 60.00% [2025-11-21T23:59:46.867675] [INFO ] [CONFIGURE ] MLM: Testing feature 1/29: add_bollinger_bands [2025-11-21T23:59:46.867717] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_bollinger_bands'] [2025-11-21T23:59:47.082639] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:47.279996] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:47.473757] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:59:47.681944] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:59:47.887152] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:48.095687] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:59:48.314843] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:48.521988] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:48.741355] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:59:48.948409] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:59:48.948565] [INFO ] [CONFIGURE ] MLM: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-21T23:59:48.948609] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1774 tests [2025-11-21T23:59:48.948660] [INFO ] [CONFIGURE ] MLM: Testing feature 2/29: add_cumulative_delta [2025-11-21T23:59:48.948697] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_cumulative_delta'] [2025-11-21T23:59:49.149479] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:49.349186] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:49.550375] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:59:49.759550] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:49.968129] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:50.178117] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:50.387018] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:50.595096] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:50.811019] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:51.027285] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:59:51.027434] [INFO ] [CONFIGURE ] MLM: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-21T23:59:51.027482] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1773 tests [2025-11-21T23:59:51.027517] [INFO ] [CONFIGURE ] MLM: Testing feature 3/29: add_daily_returns [2025-11-21T23:59:51.027548] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_daily_returns'] [2025-11-21T23:59:51.212218] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:51.398837] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:51.586130] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:59:51.772563] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:59:51.965092] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:52.153718] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:52.348487] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:52.537824] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:52.725839] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:59:52.914586] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:59:52.914752] [INFO ] [CONFIGURE ] MLM: DISCARDED add_daily_returns (score: 30.00%) [2025-11-21T23:59:52.914796] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1772 tests [2025-11-21T23:59:52.914829] [INFO ] [CONFIGURE ] MLM: Testing feature 4/29: add_ema [2025-11-21T23:59:52.914859] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_ema'] [2025-11-21T23:59:53.132755] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-21T23:59:53.355959] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:53.585511] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:59:53.813048] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-21T23:59:54.035501] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:54.255354] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:59:54.475095] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:54.697636] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:54.927307] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:55.155355] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:59:55.155520] [INFO ] [CONFIGURE ] MLM: DISCARDED add_ema (score: 40.00%) [2025-11-21T23:59:55.155564] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1771 tests [2025-11-21T23:59:55.155599] [INFO ] [CONFIGURE ] MLM: Testing feature 5/29: add_exhaustion_signals [2025-11-21T23:59:55.155829] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-21T23:59:55.393443] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:55.619836] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:55.850117] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:59:56.073925] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:56.301949] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:56.532137] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-21T23:59:56.750454] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-21T23:59:56.973159] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-21T23:59:57.195607] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-21T23:59:57.422254] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:59:57.422405] [INFO ] [CONFIGURE ] MLM: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-21T23:59:57.422447] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1770 tests [2025-11-21T23:59:57.422481] [INFO ] [CONFIGURE ] MLM: Testing feature 6/29: add_failed_moves [2025-11-21T23:59:57.422512] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_failed_moves'] [2025-11-21T23:59:57.608415] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:57.790329] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:57.975898] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:59:58.159135] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-21T23:59:58.369780] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-21T23:59:58.552126] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-21T23:59:58.736880] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-21T23:59:58.922544] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-21T23:59:59.114992] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-21T23:59:59.298942] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-21T23:59:59.299084] [INFO ] [CONFIGURE ] MLM: DISCARDED add_failed_moves (score: 60.00%) [2025-11-21T23:59:59.299127] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1769 tests [2025-11-21T23:59:59.299159] [INFO ] [CONFIGURE ] MLM: Testing feature 7/29: add_lag_shelf [2025-11-21T23:59:59.299188] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_lag_shelf'] [2025-11-21T23:59:59.468226] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-21T23:59:59.637946] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-21T23:59:59.809544] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-21T23:59:59.985420] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:00.162765] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:00.347395] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:01.223661] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:01.581324] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:00:01.774203] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:00:02.016114] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:02.016312] [INFO ] [CONFIGURE ] MLM: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:00:02.016375] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1768 tests [2025-11-22T00:00:02.016426] [INFO ] [CONFIGURE ] MLM: Testing feature 8/29: add_macd [2025-11-22T00:00:02.016473] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:00:02.334126] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:02.618979] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:02.926181] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:03.222273] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:03.510412] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:03.789035] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:04.065341] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:04.353132] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:00:04.654513] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:04.930894] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:04.931087] [INFO ] [CONFIGURE ] MLM: DISCARDED add_macd (score: 30.00%) [2025-11-22T00:00:04.931132] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1767 tests [2025-11-22T00:00:04.931167] [INFO ] [CONFIGURE ] MLM: Testing feature 9/29: add_mfi [2025-11-22T00:00:04.931199] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_mfi'] [2025-11-22T00:00:05.121426] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:05.330129] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:05.526105] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:05.720458] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:05.919426] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:06.119122] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:06.317890] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:06.520234] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:06.723828] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:06.929349] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:06.929522] [INFO ] [CONFIGURE ] MLM: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:00:06.929567] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1766 tests [2025-11-22T00:00:06.929604] [INFO ] [CONFIGURE ] MLM: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:00:06.929637] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:00:07.220274] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:07.537282] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:00:07.827033] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:08.111514] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:08.401284] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:08.687926] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:08.973863] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:09.249563] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:09.519764] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:09.790347] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:09.790506] [INFO ] [CONFIGURE ] MLM: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-22T00:00:09.790552] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1765 tests [2025-11-22T00:00:09.790586] [INFO ] [CONFIGURE ] MLM: Testing feature 11/29: add_obv_daily [2025-11-22T00:00:09.790618] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_obv_daily'] [2025-11-22T00:00:09.978869] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:00:10.170958] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:10.376752] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:10.631007] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:10.851187] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:11.065844] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:11.282946] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:11.506516] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:11.730489] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:11.961750] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:11.961958] [INFO ] [CONFIGURE ] MLM: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:00:11.962002] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1764 tests [2025-11-22T00:00:11.962036] [INFO ] [CONFIGURE ] MLM: Testing feature 12/29: add_obv_interval [2025-11-22T00:00:11.962068] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_obv_interval'] [2025-11-22T00:00:12.178257] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:12.393731] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:12.610123] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:12.829418] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:13.044031] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:13.257863] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:13.513150] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:13.730916] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:00:13.938627] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:00:14.170741] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:14.170908] [INFO ] [CONFIGURE ] MLM: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:00:14.170951] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1763 tests [2025-11-22T00:00:14.170984] [INFO ] [CONFIGURE ] MLM: Testing feature 13/29: add_opening_strength [2025-11-22T00:00:14.171020] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-22T00:00:14.402790] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:14.636636] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:14.869357] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:15.097384] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:15.336321] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:15.570873] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:15.809507] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:16.051246] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:16.282622] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:16.561080] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:16.561235] [INFO ] [CONFIGURE ] MLM: DISCARDED add_opening_strength (score: 30.00%) [2025-11-22T00:00:16.561280] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1762 tests [2025-11-22T00:00:16.561316] [INFO ] [CONFIGURE ] MLM: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:00:16.561402] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_order_flow_imbalance'] [2025-11-22T00:00:16.784689] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:17.008038] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:00:17.233880] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:17.464477] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:17.686821] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:17.909567] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:18.136107] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:18.360312] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:18.581737] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:18.808804] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:18.808952] [INFO ] [CONFIGURE ] MLM: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-22T00:00:18.808996] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1761 tests [2025-11-22T00:00:18.809032] [INFO ] [CONFIGURE ] MLM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:00:18.809066] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_pbf_morning_momentum'] [2025-11-22T00:00:19.005662] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:19.208457] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:00:19.405286] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:19.673196] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:19.861216] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:00:20.061052] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:20.256269] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:20.454196] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:20.652907] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:20.850590] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:20.850758] [INFO ] [CONFIGURE ] MLM: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-22T00:00:20.850801] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1760 tests [2025-11-22T00:00:20.850835] [INFO ] [CONFIGURE ] MLM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:00:20.850865] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_pbf_overnight_gap'] [2025-11-22T00:00:21.062002] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:21.279536] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:21.497168] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:21.715465] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:21.935500] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:22.157038] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:22.369266] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:22.615350] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:22.835633] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:23.053630] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:23.053800] [INFO ] [CONFIGURE ] MLM: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-22T00:00:23.053844] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1759 tests [2025-11-22T00:00:23.053880] [INFO ] [CONFIGURE ] MLM: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:00:23.053913] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_pbf_return_2d'] [2025-11-22T00:00:23.268076] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:00:23.490304] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:23.705390] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:23.922256] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:24.135611] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:24.340159] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:24.541971] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:24.746275] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:00:24.964698] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:25.188976] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:25.189144] [INFO ] [CONFIGURE ] MLM: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:00:25.189187] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1758 tests [2025-11-22T00:00:25.189221] [INFO ] [CONFIGURE ] MLM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:00:25.189252] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_pbf_volatility_5d'] [2025-11-22T00:00:25.378788] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:00:25.567239] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:00:25.777897] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:25.972942] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:26.171215] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:26.363980] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:26.556333] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:26.736136] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:26.910319] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:27.086195] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:27.086328] [INFO ] [CONFIGURE ] MLM: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-22T00:00:27.086370] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1757 tests [2025-11-22T00:00:27.086404] [INFO ] [CONFIGURE ] MLM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:00:27.086435] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-22T00:00:27.257358] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:27.440375] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:27.632735] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:27.832239] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:28.027332] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:28.227209] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:28.421489] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:28.652029] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:28.848912] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:29.052220] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:29.052371] [INFO ] [CONFIGURE ] MLM: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-22T00:00:29.052413] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1756 tests [2025-11-22T00:00:29.052447] [INFO ] [CONFIGURE ] MLM: Testing feature 20/29: add_price_rejection [2025-11-22T00:00:29.052477] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_price_rejection'] [2025-11-22T00:00:29.257993] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:29.464560] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:29.670217] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:29.895919] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:30.108548] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:00:30.315545] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:30.496930] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:30.679971] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:30.863516] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:00:31.047774] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:31.047916] [INFO ] [CONFIGURE ] MLM: DISCARDED add_price_rejection (score: 30.00%) [2025-11-22T00:00:31.047958] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1755 tests [2025-11-22T00:00:31.047992] [INFO ] [CONFIGURE ] MLM: Testing feature 21/29: add_range_position [2025-11-22T00:00:31.048023] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_range_position'] [2025-11-22T00:00:31.275206] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:31.511017] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:31.793186] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:32.020791] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:32.246787] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:32.475605] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:32.713345] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:32.996542] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:33.238320] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:33.473608] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:33.473777] [INFO ] [CONFIGURE ] MLM: DISCARDED add_range_position (score: 40.00%) [2025-11-22T00:00:33.473842] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1754 tests [2025-11-22T00:00:33.473879] [INFO ] [CONFIGURE ] MLM: Testing feature 22/29: add_realized_volatility [2025-11-22T00:00:33.473910] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_realized_volatility'] [2025-11-22T00:00:33.785224] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:34.108090] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:34.425424] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:34.785585] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:35.119637] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:35.449539] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:35.763162] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:36.089624] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:36.428415] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:36.753434] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:36.753699] [INFO ] [CONFIGURE ] MLM: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-22T00:00:36.753752] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1753 tests [2025-11-22T00:00:36.753789] [INFO ] [CONFIGURE ] MLM: Testing feature 23/29: add_recent_range_context [2025-11-22T00:00:36.753821] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_recent_range_context'] [2025-11-22T00:00:36.963859] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:37.174855] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:37.382978] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:37.596715] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:37.890567] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:38.155051] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:38.441422] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:38.718243] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:38.927202] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:00:39.115602] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:39.115805] [INFO ] [CONFIGURE ] MLM: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-22T00:00:39.115852] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1752 tests [2025-11-22T00:00:39.115889] [INFO ] [CONFIGURE ] MLM: Testing feature 24/29: add_rsi [2025-11-22T00:00:39.115923] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_ema', 'add_rsi'] [2025-11-22T00:00:39.350191] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:39.584278] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:00:39.816712] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:40.053167] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:40.280270] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:00:40.538466] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:40.852821] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:41.111321] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:41.362211] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:00:41.600838] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:00:41.600991] [INFO ] [CONFIGURE ] MLM: DISCARDED add_rsi (score: 20.00%) [2025-11-22T00:00:41.601035] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1751 tests [2025-11-22T00:00:41.601069] [INFO ] [CONFIGURE ] MLM: Testing feature 25/29: add_tick_distribution [2025-11-22T00:00:41.601101] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_tick_distribution'] [2025-11-22T00:00:41.786425] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:41.988514] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:42.183681] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:42.380767] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:42.577086] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:42.776193] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:42.974122] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:43.171237] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:43.375433] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:43.568085] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:43.568238] [INFO ] [CONFIGURE ] MLM: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-22T00:00:43.568281] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1750 tests [2025-11-22T00:00:43.568314] [INFO ] [CONFIGURE ] MLM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:00:43.568345] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-22T00:00:43.764706] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:43.969294] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:44.159323] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:44.354906] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:44.548366] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:44.741320] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:44.938917] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:45.137836] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:45.333988] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:45.528583] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:45.528751] [INFO ] [CONFIGURE ] MLM: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:00:45.528794] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1749 tests [2025-11-22T00:00:45.528827] [INFO ] [CONFIGURE ] MLM: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:00:45.528858] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_volume_price_divergence'] [2025-11-22T00:00:45.732768] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:45.939084] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:00:46.142215] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:46.343520] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:46.545291] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:46.744132] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:46.964436] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:47.165313] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:47.370595] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:47.580715] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:47.580874] [INFO ] [CONFIGURE ] MLM: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-22T00:00:47.580916] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1748 tests [2025-11-22T00:00:47.580950] [INFO ] [CONFIGURE ] MLM: Testing feature 28/29: add_volume_profile [2025-11-22T00:00:47.580982] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_volume_profile'] [2025-11-22T00:00:47.775319] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:00:47.973035] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:48.169383] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:48.362786] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:48.555458] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:48.751688] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:48.947224] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:49.144194] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:00:49.336885] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:49.533282] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:49.533422] [INFO ] [CONFIGURE ] MLM: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T00:00:49.533464] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1747 tests [2025-11-22T00:00:49.533498] [INFO ] [CONFIGURE ] MLM: Testing feature 29/29: add_vwap [2025-11-22T00:00:49.533530] [INFO ] [CONFIGURE ] MLM: Testing with features: ['add_vwap'] [2025-11-22T00:00:49.733708] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:49.985131] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:00:50.185432] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:00:50.383146] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:50.580541] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:50.777359] [DEBUG] [FORECASTER] MLM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:50.976045] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:00:51.174226] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:00:51.374679] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:51.578136] [DEBUG] [FORECASTER] MLM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:51.578287] [INFO ] [CONFIGURE ] MLM: DISCARDED add_vwap (score: 30.00%) [2025-11-22T00:00:51.578330] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1746 tests [2025-11-22T00:00:51.578365] [INFO ] [CONFIGURE ] MLM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:00:51.578395] [INFO ] [CONFIGURE ] MLM: Best accuracy: 60.00% [2025-11-22T00:00:51.578424] [INFO ] [CONFIGURE ] MLM: Best feature set (0 features): [] [2025-11-22T00:00:51.578452] [INFO ] [CONFIGURE ] MLM: Improvement over baseline: 0.00% [2025-11-22T00:00:51.578478] [INFO ] [CONFIGURE ] MLM: Total time: 1.1 minutes [2025-11-22T00:00:51.578504] [INFO ] [CONFIGURE ] MLM: Average time per feature: 2.2 seconds [2025-11-22T00:00:51.578531] [INFO ] [CONFIGURE ] MLM: Average speed: 0.45 features/sec [2025-11-22T00:00:51.578944] [INFO ] [LOCAL ] Saved configuration for MLM: 0 features, 60.00% accuracy -> ./output/feature-sets/MLM.json [2025-11-22T00:00:51.578989] [INFO ] [CONFIGURE ] MLM: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-22T00:00:51.579028] [INFO ] [sig ] [33/93] Successfully configured MLM | 0.01 sym/s | Total: 42.7m | ETA: 1.3h [2025-11-22T00:00:51.579058] [INFO ] [sig ] [34/93] Configuring MLR... [2025-11-22T00:00:51.579086] [INFO ] [CONFIGURE ] MLR: Configurate test run. [2025-11-22T00:00:51.579114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'. [2025-11-22T00:00:51.591777] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MLR'. [2025-11-22T00:00:51.592233] [INFO ] [CONFIGURE ] MLR: Testing with 29 available features [2025-11-22T00:00:51.592282] [INFO ] [CONFIGURE ] MLR: Establishing baseline with no features... [2025-11-22T00:00:51.760362] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:51.930694] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:00:52.098532] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:00:52.267115] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:52.434630] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:00:52.601993] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:00:52.775724] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:52.991917] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:00:53.161907] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:53.330673] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:53.330808] [INFO ] [CONFIGURE ] MLR: Baseline score (no features): 40.00% [2025-11-22T00:00:53.330848] [INFO ] [CONFIGURE ] MLR: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:00:53.330884] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:00:53.541580] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:00:53.753589] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:00:53.958726] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:00:54.166462] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:54.376149] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:00:54.583699] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:54.787493] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:54.997509] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:00:55.209912] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:55.417886] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:00:55.418051] [INFO ] [CONFIGURE ] MLR: KEPT add_bollinger_bands (score: 50.00%) [2025-11-22T00:00:55.418103] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1745 tests [2025-11-22T00:00:55.418135] [INFO ] [CONFIGURE ] MLR: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:00:55.418168] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:00:55.651121] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:55.886812] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:00:56.121604] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:00:56.356203] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:00:56.589253] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:00:56.831371] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:57.075346] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:57.313927] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:00:57.551325] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:00:57.788785] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:00:57.788956] [INFO ] [CONFIGURE ] MLR: KEPT add_cumulative_delta (score: 60.00%) [2025-11-22T00:00:57.789009] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1744 tests [2025-11-22T00:00:57.789051] [INFO ] [CONFIGURE ] MLR: Testing feature 3/29: add_daily_returns [2025-11-22T00:00:57.789089] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:00:58.041204] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:00:58.294891] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:00:58.550673] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:00:58.804341] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:00:59.108547] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:00:59.372926] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:00:59.632683] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:00:59.891359] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:00.148572] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:00.414795] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:00.414938] [INFO ] [CONFIGURE ] MLR: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:01:00.414980] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1743 tests [2025-11-22T00:01:00.415015] [INFO ] [CONFIGURE ] MLR: Testing feature 4/29: add_ema [2025-11-22T00:01:00.415055] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-22T00:01:01.360310] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:01.715884] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:02.075670] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:02.358260] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:02.638124] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:02.939866] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:03.229287] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:03.520375] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:03.808245] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:04.107954] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:01:04.108110] [INFO ] [CONFIGURE ] MLR: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:01:04.108162] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1742 tests [2025-11-22T00:01:04.108206] [INFO ] [CONFIGURE ] MLR: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:01:04.108245] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:01:04.383940] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:04.652420] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:04.921785] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:05.197904] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:05.468906] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:01:05.741686] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:06.015994] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:06.290151] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:06.563843] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:06.831572] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:01:06.831744] [INFO ] [CONFIGURE ] MLR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:01:06.831788] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1741 tests [2025-11-22T00:01:06.831823] [INFO ] [CONFIGURE ] MLR: Testing feature 6/29: add_failed_moves [2025-11-22T00:01:06.831855] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-22T00:01:07.064804] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:01:07.299192] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:07.537659] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:07.774551] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:01:08.033255] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:01:08.271020] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:08.508083] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:08.756919] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:08.990197] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:09.227396] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:09.227541] [INFO ] [CONFIGURE ] MLR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:01:09.227583] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1740 tests [2025-11-22T00:01:09.227616] [INFO ] [CONFIGURE ] MLR: Testing feature 7/29: add_lag_shelf [2025-11-22T00:01:09.227664] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-22T00:01:09.470534] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:09.714232] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:09.959261] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:10.205406] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:01:10.446996] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:10.690138] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:10.935197] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:11.218385] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:11.464247] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:11.715075] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:11.715229] [INFO ] [CONFIGURE ] MLR: KEPT add_lag_shelf (score: 80.00%) [2025-11-22T00:01:11.715276] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1739 tests [2025-11-22T00:01:11.715317] [INFO ] [CONFIGURE ] MLR: Testing feature 8/29: add_macd [2025-11-22T00:01:11.715355] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-22T00:01:12.039693] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:12.361807] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:12.698011] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:13.027143] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:01:13.362393] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:13.695868] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:14.028080] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:14.366637] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:14.718839] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:01:15.045820] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:01:15.045979] [INFO ] [CONFIGURE ] MLR: DISCARDED add_macd (score: 80.00%) [2025-11-22T00:01:15.046023] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1738 tests [2025-11-22T00:01:15.046059] [INFO ] [CONFIGURE ] MLR: Testing feature 9/29: add_mfi [2025-11-22T00:01:15.046091] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_mfi'] [2025-11-22T00:01:15.305631] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:15.570082] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:15.858532] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:16.135746] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:16.400202] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:16.658162] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:16.915781] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:17.207893] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:17.472817] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:17.735543] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:17.735720] [INFO ] [CONFIGURE ] MLR: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:01:17.735765] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1737 tests [2025-11-22T00:01:17.735801] [INFO ] [CONFIGURE ] MLR: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:01:17.735833] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:01:18.074544] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:18.443165] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:18.784882] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:19.110307] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:01:19.429288] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:19.754608] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:20.120347] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:20.495117] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:20.865573] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:21.243457] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:21.243633] [INFO ] [CONFIGURE ] MLR: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-22T00:01:21.243772] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1736 tests [2025-11-22T00:01:21.243811] [INFO ] [CONFIGURE ] MLR: Testing feature 11/29: add_obv_daily [2025-11-22T00:01:21.243844] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily'] [2025-11-22T00:01:21.497376] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:21.784436] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:22.082957] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:22.376025] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:22.671603] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:22.967286] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:23.304426] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:23.619280] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:23.917847] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:24.235553] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:24.235791] [INFO ] [CONFIGURE ] MLR: DISCARDED add_obv_daily (score: 70.00%) [2025-11-22T00:01:24.235838] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1735 tests [2025-11-22T00:01:24.235874] [INFO ] [CONFIGURE ] MLR: Testing feature 12/29: add_obv_interval [2025-11-22T00:01:24.235907] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_interval'] [2025-11-22T00:01:24.521749] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:24.812674] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:25.153145] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:01:25.632747] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:26.042345] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:26.325666] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:26.592846] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:26.841842] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:27.089297] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:27.340906] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:27.341065] [INFO ] [CONFIGURE ] MLR: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:01:27.341109] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1734 tests [2025-11-22T00:01:27.341144] [INFO ] [CONFIGURE ] MLR: Testing feature 13/29: add_opening_strength [2025-11-22T00:01:27.341176] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:01:27.625566] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:27.918924] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:28.220001] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:28.506137] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:28.816512] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:29.119486] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:29.462423] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:29.774732] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:30.087041] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:30.399860] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:01:30.400053] [INFO ] [CONFIGURE ] MLR: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:01:30.400099] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1733 tests [2025-11-22T00:01:30.400135] [INFO ] [CONFIGURE ] MLR: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:01:30.400167] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-22T00:01:30.715742] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:31.005206] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:31.289763] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:31.578125] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:01:31.880831] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:01:32.160803] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:32.481005] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:32.760832] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:33.077107] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:33.363678] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:33.363840] [INFO ] [CONFIGURE ] MLR: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:01:33.363884] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1732 tests [2025-11-22T00:01:33.363918] [INFO ] [CONFIGURE ] MLR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:01:33.363951] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-22T00:01:33.615459] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:33.875139] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:34.131297] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:34.391312] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:01:34.680982] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:34.942332] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:35.224844] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:35.530269] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:35.807179] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:36.104506] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:36.104716] [INFO ] [CONFIGURE ] MLR: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-22T00:01:36.104792] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1731 tests [2025-11-22T00:01:36.104829] [INFO ] [CONFIGURE ] MLR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:01:36.104863] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-22T00:01:36.394912] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:36.691572] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:36.983442] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:37.289343] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:37.590277] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:37.891740] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:38.204978] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:38.553069] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:38.854657] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:39.158543] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:39.158760] [INFO ] [CONFIGURE ] MLR: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:01:39.158832] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1730 tests [2025-11-22T00:01:39.158870] [INFO ] [CONFIGURE ] MLR: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:01:39.158903] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-22T00:01:39.470404] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:39.780150] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:40.077451] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:40.376423] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:40.678268] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:40.974625] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:41.246599] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:41.583979] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:41.876877] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:42.169490] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:01:42.169667] [INFO ] [CONFIGURE ] MLR: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:01:42.169714] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1729 tests [2025-11-22T00:01:42.169749] [INFO ] [CONFIGURE ] MLR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:01:42.169780] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-22T00:01:42.450953] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:42.719914] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:43.050544] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:43.334182] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:01:43.589692] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:01:43.840737] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:44.101101] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:44.353133] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:44.610706] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:01:44.851828] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:44.852001] [INFO ] [CONFIGURE ] MLR: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-22T00:01:44.852047] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1728 tests [2025-11-22T00:01:44.852083] [INFO ] [CONFIGURE ] MLR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:01:44.852117] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-22T00:01:45.096230] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:45.345321] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:45.597204] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:45.850494] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:46.099209] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:46.352761] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:46.594881] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:46.835306] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:47.077539] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:47.323735] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:47.323865] [INFO ] [CONFIGURE ] MLR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:01:47.323907] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1727 tests [2025-11-22T00:01:47.323940] [INFO ] [CONFIGURE ] MLR: Testing feature 20/29: add_price_rejection [2025-11-22T00:01:47.323971] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_price_rejection'] [2025-11-22T00:01:47.635756] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:47.903073] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:48.173693] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:48.443148] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:48.724306] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:48.990677] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:49.257718] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:49.530131] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:49.799421] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:50.067637] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:50.067795] [INFO ] [CONFIGURE ] MLR: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:01:50.067839] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1726 tests [2025-11-22T00:01:50.067872] [INFO ] [CONFIGURE ] MLR: Testing feature 21/29: add_range_position [2025-11-22T00:01:50.067904] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_range_position'] [2025-11-22T00:01:50.350532] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:50.681776] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:50.961521] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:01:51.245203] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:51.533669] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:01:51.815334] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:52.105077] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:52.385933] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:52.670694] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:52.960336] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:52.960493] [INFO ] [CONFIGURE ] MLR: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:01:52.960536] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1725 tests [2025-11-22T00:01:52.960592] [INFO ] [CONFIGURE ] MLR: Testing feature 22/29: add_realized_volatility [2025-11-22T00:01:52.960626] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-22T00:01:53.308868] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:01:53.707607] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:54.080455] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:54.454687] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:54.830295] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:55.193190] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:55.539719] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:55.916714] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:56.294052] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:56.696323] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:56.696500] [INFO ] [CONFIGURE ] MLR: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:01:56.696543] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1724 tests [2025-11-22T00:01:56.696579] [INFO ] [CONFIGURE ] MLR: Testing feature 23/29: add_recent_range_context [2025-11-22T00:01:56.696612] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-22T00:01:56.964782] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:01:57.227925] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:01:57.486229] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:01:57.745990] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:01:58.030881] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:01:58.311796] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:01:58.595977] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:01:58.877791] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:01:59.154160] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:01:59.422977] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:01:59.423140] [INFO ] [CONFIGURE ] MLR: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:01:59.423183] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1723 tests [2025-11-22T00:01:59.423218] [INFO ] [CONFIGURE ] MLR: Testing feature 24/29: add_rsi [2025-11-22T00:01:59.423252] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-11-22T00:01:59.780199] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:00.091965] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:02:00.400569] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:02:01.402069] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:02:01.762034] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:02:02.068689] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:02:02.377230] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:02:02.746499] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:02:03.101748] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:02:03.420046] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:02:03.420210] [INFO ] [CONFIGURE ] MLR: DISCARDED add_rsi (score: 50.00%) [2025-11-22T00:02:03.420255] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1722 tests [2025-11-22T00:02:03.420290] [INFO ] [CONFIGURE ] MLR: Testing feature 25/29: add_tick_distribution [2025-11-22T00:02:03.420323] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-22T00:02:03.691613] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:03.967020] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:02:04.246102] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:02:04.533140] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:02:04.806073] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:05.080838] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:02:05.354402] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:02:05.661103] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:02:05.939286] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:02:06.216521] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:02:06.216711] [INFO ] [CONFIGURE ] MLR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:02:06.216757] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1721 tests [2025-11-22T00:02:06.216793] [INFO ] [CONFIGURE ] MLR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:02:06.216825] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-22T00:02:06.488000] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:02:06.758987] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:02:07.027573] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:02:07.303704] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:02:07.565072] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:07.830886] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:02:08.102874] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:02:08.374605] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:02:08.669597] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:02:08.943635] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:02:08.943856] [INFO ] [CONFIGURE ] MLR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:02:08.943914] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1720 tests [2025-11-22T00:02:08.943970] [INFO ] [CONFIGURE ] MLR: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:02:08.944055] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-22T00:02:09.232153] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:09.517717] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:02:09.799063] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:02:10.086257] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:02:10.371782] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:10.660467] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:02:10.949956] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:02:11.240083] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:02:11.547385] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:02:11.881035] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:02:11.881901] [INFO ] [CONFIGURE ] MLR: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T00:02:11.881954] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1719 tests [2025-11-22T00:02:11.881990] [INFO ] [CONFIGURE ] MLR: Testing feature 28/29: add_volume_profile [2025-11-22T00:02:11.882022] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_volume_profile'] [2025-11-22T00:02:12.162069] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:12.429516] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:02:12.705014] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:02:12.979609] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:02:13.248761] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:13.519194] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:02:13.783363] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:02:14.048509] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:02:14.319523] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:02:14.609085] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:02:14.609235] [INFO ] [CONFIGURE ] MLR: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:02:14.609279] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1718 tests [2025-11-22T00:02:14.609316] [INFO ] [CONFIGURE ] MLR: Testing feature 29/29: add_vwap [2025-11-22T00:02:14.609350] [INFO ] [CONFIGURE ] MLR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_vwap'] [2025-11-22T00:02:14.899861] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:15.184176] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:02:15.452227] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:02:15.719319] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:02:15.984810] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:02:16.251064] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:02:16.528125] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:02:16.794512] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:17.064727] [DEBUG] [FORECASTER] MLR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:02:17.341045] [DEBUG] [FORECASTER] MLR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:02:17.341248] [INFO ] [CONFIGURE ] MLR: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:02:17.341292] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1717 tests [2025-11-22T00:02:17.341327] [INFO ] [CONFIGURE ] MLR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:02:17.341357] [INFO ] [CONFIGURE ] MLR: Best accuracy: 80.00% [2025-11-22T00:02:17.341388] [INFO ] [CONFIGURE ] MLR: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-22T00:02:17.341416] [INFO ] [CONFIGURE ] MLR: Improvement over baseline: 40.00% [2025-11-22T00:02:17.341443] [INFO ] [CONFIGURE ] MLR: Total time: 1.4 minutes [2025-11-22T00:02:17.341469] [INFO ] [CONFIGURE ] MLR: Average time per feature: 2.9 seconds [2025-11-22T00:02:17.341496] [INFO ] [CONFIGURE ] MLR: Average speed: 0.35 features/sec [2025-11-22T00:02:17.341801] [INFO ] [LOCAL ] Saved configuration for MLR: 3 features, 80.00% accuracy -> ./output/feature-sets/MLR.json [2025-11-22T00:02:17.341846] [INFO ] [CONFIGURE ] MLR: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-22T00:02:17.341882] [INFO ] [sig ] [34/93] Successfully configured MLR | 0.01 sym/s | Total: 44.1m | ETA: 1.3h [2025-11-22T00:02:17.341913] [INFO ] [sig ] [35/93] Configuring MQY... [2025-11-22T00:02:17.341943] [INFO ] [CONFIGURE ] MQY: Configurate test run. [2025-11-22T00:02:17.341972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-11-22T00:02:17.354311] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MQY'. [2025-11-22T00:02:17.354706] [INFO ] [CONFIGURE ] MQY: Testing with 29 available features [2025-11-22T00:02:17.354756] [INFO ] [CONFIGURE ] MQY: Establishing baseline with no features... [2025-11-22T00:02:17.520871] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:17.693259] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:17.870496] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:02:18.042096] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:02:18.209121] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:18.379523] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:18.548346] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:18.716922] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:18.886623] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:02:19.061144] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:02:19.061281] [INFO ] [CONFIGURE ] MQY: Baseline score (no features): 50.00% [2025-11-22T00:02:19.061324] [INFO ] [CONFIGURE ] MQY: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:02:19.061358] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:02:19.264536] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:19.465501] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:19.675777] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:19.882074] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:02:20.087345] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:20.285783] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:20.490975] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:20.695931] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:20.919761] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:02:21.125845] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:02:21.125993] [INFO ] [CONFIGURE ] MQY: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:02:21.126034] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1716 tests [2025-11-22T00:02:21.126068] [INFO ] [CONFIGURE ] MQY: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:02:21.126099] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:02:21.338936] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:21.553119] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:21.768455] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:21.988178] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:22.203623] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:22.414239] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:22.620369] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:22.828171] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:23.050155] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:02:23.268486] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:02:23.268669] [INFO ] [CONFIGURE ] MQY: KEPT add_cumulative_delta (score: 60.00%) [2025-11-22T00:02:23.268718] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1715 tests [2025-11-22T00:02:23.268752] [INFO ] [CONFIGURE ] MQY: Testing feature 3/29: add_daily_returns [2025-11-22T00:02:23.268785] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:02:23.498809] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:23.723762] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:23.964492] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:02:24.177245] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:02:24.413356] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:24.627884] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:24.844067] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:25.063520] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:25.284732] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:02:25.509407] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:02:25.510734] [INFO ] [CONFIGURE ] MQY: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:02:25.510817] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1714 tests [2025-11-22T00:02:25.510857] [INFO ] [CONFIGURE ] MQY: Testing feature 4/29: add_ema [2025-11-22T00:02:25.510890] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-22T00:02:25.766763] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:02:26.023496] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:26.279722] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:02:26.543864] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:26.824268] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:27.082351] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:27.347264] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:27.613174] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:27.875157] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:02:28.138781] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:28.138947] [INFO ] [CONFIGURE ] MQY: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:02:28.138991] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1713 tests [2025-11-22T00:02:28.139026] [INFO ] [CONFIGURE ] MQY: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:02:28.139058] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:02:28.386388] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:28.638635] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:28.891420] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:29.142265] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:29.395703] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:29.649342] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:29.962937] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:30.218836] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:30.468482] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:02:30.696521] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:30.696694] [INFO ] [CONFIGURE ] MQY: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-22T00:02:30.696743] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1712 tests [2025-11-22T00:02:30.696780] [INFO ] [CONFIGURE ] MQY: Testing feature 6/29: add_failed_moves [2025-11-22T00:02:30.696814] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-22T00:02:30.927557] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:02:31.149557] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:31.409814] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:31.671613] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:31.957278] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:32.336158] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:32.707558] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:33.053542] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:33.307840] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:02:33.566450] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:33.566600] [INFO ] [CONFIGURE ] MQY: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:02:33.566660] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1711 tests [2025-11-22T00:02:33.566701] [INFO ] [CONFIGURE ] MQY: Testing feature 7/29: add_lag_shelf [2025-11-22T00:02:33.566733] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-22T00:02:33.829049] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:02:34.101792] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:02:34.365455] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:34.632573] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:34.902766] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:35.167828] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:35.432150] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:35.696173] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:36.010803] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:02:36.277205] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:36.277352] [INFO ] [CONFIGURE ] MQY: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:02:36.277394] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1710 tests [2025-11-22T00:02:36.277428] [INFO ] [CONFIGURE ] MQY: Testing feature 8/29: add_macd [2025-11-22T00:02:36.277460] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-22T00:02:36.582265] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:36.881379] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:02:37.190172] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:37.499300] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:37.811069] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:38.126424] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:38.436766] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:38.748805] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:02:39.101018] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:02:39.411502] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:39.411707] [INFO ] [CONFIGURE ] MQY: DISCARDED add_macd (score: 70.00%) [2025-11-22T00:02:39.411755] [INFO ] [CONFIGURE ] JOB ETA: 1.3h | Avg: 2.6s/test | Remaining: 1709 tests [2025-11-22T00:02:39.411791] [INFO ] [CONFIGURE ] MQY: Testing feature 9/29: add_mfi [2025-11-22T00:02:39.411826] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-22T00:02:39.693830] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:39.974361] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:02:40.268284] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:40.551516] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:40.830743] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:41.116456] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:41.405618] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:41.709806] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:42.019058] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:02:42.299537] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:42.299724] [INFO ] [CONFIGURE ] MQY: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:02:42.299773] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1708 tests [2025-11-22T00:02:42.299809] [INFO ] [CONFIGURE ] MQY: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:02:42.299842] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:02:42.679458] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:02:43.045530] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:02:43.410501] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:43.795617] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:02:44.180173] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:44.549671] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:44.911485] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:45.274230] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:45.642920] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:02:46.002562] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:46.002819] [INFO ] [CONFIGURE ] MQY: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-22T00:02:46.002866] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1707 tests [2025-11-22T00:02:46.002905] [INFO ] [CONFIGURE ] MQY: Testing feature 11/29: add_obv_daily [2025-11-22T00:02:46.002939] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-22T00:02:46.293188] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:02:46.581996] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:02:46.864990] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:47.146799] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:47.447807] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:47.738483] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:48.041506] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:48.326904] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:48.612306] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:02:48.898002] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:48.898171] [INFO ] [CONFIGURE ] MQY: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:02:48.898215] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1706 tests [2025-11-22T00:02:48.898249] [INFO ] [CONFIGURE ] MQY: Testing feature 12/29: add_obv_interval [2025-11-22T00:02:48.898281] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-22T00:02:49.185717] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:49.476270] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:02:49.771209] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:50.058416] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:50.331785] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:50.612173] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:50.891672] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:51.195984] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:51.469923] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:02:51.746857] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:51.747021] [INFO ] [CONFIGURE ] MQY: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:02:51.747066] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1705 tests [2025-11-22T00:02:51.747101] [INFO ] [CONFIGURE ] MQY: Testing feature 13/29: add_opening_strength [2025-11-22T00:02:51.747133] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:02:52.042263] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:02:52.336932] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:52.642945] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:52.948823] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:02:53.251432] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:53.555398] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:53.887215] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:54.216617] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:02:54.523551] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:02:54.836982] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:02:54.837164] [INFO ] [CONFIGURE ] MQY: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T00:02:54.837209] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1704 tests [2025-11-22T00:02:54.837242] [INFO ] [CONFIGURE ] MQY: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:02:54.837273] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-22T00:02:55.137459] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:02:55.423076] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:02:55.705159] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:55.995183] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:56.288611] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:56.574691] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:56.867153] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:57.201880] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:02:57.485278] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:02:57.772053] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:02:57.772238] [INFO ] [CONFIGURE ] MQY: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:02:57.772284] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1703 tests [2025-11-22T00:02:57.772320] [INFO ] [CONFIGURE ] MQY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:02:57.772353] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-22T00:02:58.039679] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:02:58.307176] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:02:58.572118] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:02:58.864425] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:02:59.132239] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:02:59.396880] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:02:59.661329] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:02:59.934583] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:00.234051] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:03:00.500025] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:00.500173] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T00:03:00.500216] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1702 tests [2025-11-22T00:03:00.500250] [INFO ] [CONFIGURE ] MQY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:03:00.500280] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-22T00:03:01.440929] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:01.820248] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:02.118172] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:02.408032] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:02.703989] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:02.999488] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:03.326638] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:03.634664] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:03.937383] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:04.237760] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:04.237946] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:03:04.237992] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1701 tests [2025-11-22T00:03:04.238029] [INFO ] [CONFIGURE ] MQY: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:03:04.238063] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-22T00:03:04.517507] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:03:04.802730] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:05.089664] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:05.374467] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:05.665561] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:05.940158] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:06.234604] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:06.513332] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:06.783998] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:07.062543] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:07.063187] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:03:07.063234] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1700 tests [2025-11-22T00:03:07.063271] [INFO ] [CONFIGURE ] MQY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:03:07.063303] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-22T00:03:07.325781] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:03:07.586166] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:07.849518] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:08.111920] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:08.379569] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:08.655063] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:08.928267] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:09.218890] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:09.492930] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:09.767386] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:09.767535] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:03:09.767579] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1699 tests [2025-11-22T00:03:09.767616] [INFO ] [CONFIGURE ] MQY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:03:09.767669] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-22T00:03:10.037042] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:10.302670] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:10.573479] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:10.848104] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:11.124215] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:11.387789] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:11.658104] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:11.929217] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:12.218230] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:12.483806] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:12.483955] [INFO ] [CONFIGURE ] MQY: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T00:03:12.484000] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1698 tests [2025-11-22T00:03:12.484036] [INFO ] [CONFIGURE ] MQY: Testing feature 20/29: add_price_rejection [2025-11-22T00:03:12.484069] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-22T00:03:12.797186] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:13.086203] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:13.365360] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:13.647879] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:13.929185] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:14.244365] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:14.537517] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:14.826475] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:15.139741] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:03:15.454878] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:15.455042] [INFO ] [CONFIGURE ] MQY: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:03:15.455085] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1697 tests [2025-11-22T00:03:15.455122] [INFO ] [CONFIGURE ] MQY: Testing feature 21/29: add_range_position [2025-11-22T00:03:15.455155] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-22T00:03:15.759386] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:03:16.062468] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:16.381154] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:16.687812] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:03:16.994521] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:17.305924] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:17.625801] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:17.937848] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:18.269073] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:03:18.580010] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:18.580162] [INFO ] [CONFIGURE ] MQY: DISCARDED add_range_position (score: 40.00%) [2025-11-22T00:03:18.580206] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1696 tests [2025-11-22T00:03:18.580244] [INFO ] [CONFIGURE ] MQY: Testing feature 22/29: add_realized_volatility [2025-11-22T00:03:18.580277] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-22T00:03:19.001247] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:03:19.510539] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:20.023601] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:20.423470] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:20.805298] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:21.194421] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:21.604185] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:21.983262] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:22.345900] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:22.712830] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:22.713031] [INFO ] [CONFIGURE ] MQY: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:03:22.713076] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1695 tests [2025-11-22T00:03:22.713111] [INFO ] [CONFIGURE ] MQY: Testing feature 23/29: add_recent_range_context [2025-11-22T00:03:22.713142] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-22T00:03:22.973472] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:23.249528] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:23.523982] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:23.799853] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:24.083819] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:24.389421] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:24.694342] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:24.983910] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:25.269365] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:25.547182] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:25.547328] [INFO ] [CONFIGURE ] MQY: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:03:25.547370] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1694 tests [2025-11-22T00:03:25.547404] [INFO ] [CONFIGURE ] MQY: Testing feature 24/29: add_rsi [2025-11-22T00:03:25.547437] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-22T00:03:25.862105] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:03:26.182855] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:26.506260] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:26.832850] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:27.200700] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:27.545737] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:27.864049] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:28.194782] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:28.523155] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:28.853342] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:28.853519] [INFO ] [CONFIGURE ] MQY: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:03:28.853563] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1693 tests [2025-11-22T00:03:28.853598] [INFO ] [CONFIGURE ] MQY: Testing feature 25/29: add_tick_distribution [2025-11-22T00:03:28.853630] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-22T00:03:29.134271] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:29.411622] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:29.686402] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:29.967543] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:03:30.246500] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:30.557858] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:30.842484] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:31.120294] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:31.411603] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:31.699413] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:03:31.699580] [INFO ] [CONFIGURE ] MQY: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-22T00:03:31.699625] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1692 tests [2025-11-22T00:03:31.699680] [INFO ] [CONFIGURE ] MQY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:03:31.699713] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-22T00:03:31.977366] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:32.248998] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:32.522536] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:32.802481] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:03:33.072704] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:33.396095] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:33.673158] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:33.949772] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:34.216440] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:34.486289] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:34.486447] [INFO ] [CONFIGURE ] MQY: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:03:34.486491] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1691 tests [2025-11-22T00:03:34.486526] [INFO ] [CONFIGURE ] MQY: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:03:34.486558] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-22T00:03:34.784156] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:35.087271] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:35.389857] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:35.694847] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:03:35.984384] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:36.275458] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:36.607422] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:36.908895] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:37.201252] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:37.494911] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:37.495076] [INFO ] [CONFIGURE ] MQY: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T00:03:37.495120] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1690 tests [2025-11-22T00:03:37.495153] [INFO ] [CONFIGURE ] MQY: Testing feature 28/29: add_volume_profile [2025-11-22T00:03:37.495184] [INFO ] [CONFIGURE ] MQY: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-22T00:03:37.795340] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:38.087342] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:38.370167] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:03:38.653466] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:03:38.932860] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:39.215779] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:39.511486] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:39.797058] [DEBUG] [FORECASTER] MQY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:40.082345] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:03:40.367491] [DEBUG] [FORECASTER] MQY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:40.367640] [INFO ] [CONFIGURE ] MQY: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T00:03:40.367701] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1689 tests [2025-11-22T00:03:40.367737] [INFO ] [CONFIGURE ] MQY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:03:40.367772] [INFO ] [CONFIGURE ] MQY: Best accuracy: 70.00% [2025-11-22T00:03:40.367809] [INFO ] [CONFIGURE ] MQY: Best feature set (3 features): ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:03:40.367844] [INFO ] [CONFIGURE ] MQY: Improvement over baseline: 20.00% [2025-11-22T00:03:40.367876] [INFO ] [CONFIGURE ] MQY: Total time: 1.4 minutes [2025-11-22T00:03:40.367930] [INFO ] [CONFIGURE ] MQY: Average time per feature: 2.9 seconds [2025-11-22T00:03:40.367961] [INFO ] [CONFIGURE ] MQY: Average speed: 0.36 features/sec [2025-11-22T00:03:40.368278] [INFO ] [LOCAL ] Saved configuration for MQY: 3 features, 70.00% accuracy -> ./output/feature-sets/MQY.json [2025-11-22T00:03:40.368321] [INFO ] [CONFIGURE ] MQY: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-22T00:03:40.368356] [INFO ] [sig ] [35/93] Successfully configured MQY | 0.01 sym/s | Total: 45.5m | ETA: 1.3h [2025-11-22T00:03:40.368387] [INFO ] [sig ] [36/93] Configuring MXF... [2025-11-22T00:03:40.368416] [INFO ] [CONFIGURE ] MXF: Configurate test run. [2025-11-22T00:03:40.368445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-11-22T00:03:40.379791] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MXF'. [2025-11-22T00:03:40.380093] [INFO ] [CONFIGURE ] MXF: Testing with 29 available features [2025-11-22T00:03:40.380140] [INFO ] [CONFIGURE ] MXF: Establishing baseline with no features... [2025-11-22T00:03:40.550468] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:40.722144] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:40.891912] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:41.060981] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:03:41.229806] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:41.400038] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:03:41.578059] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:41.750007] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:41.922743] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:03:42.095457] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:42.095597] [INFO ] [CONFIGURE ] MXF: Baseline score (no features): 50.00% [2025-11-22T00:03:42.095659] [INFO ] [CONFIGURE ] MXF: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:03:42.095700] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:03:42.298222] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:42.503495] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:03:42.707267] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:42.911671] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:03:43.113359] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:43.318339] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:03:43.524121] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:43.730733] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:43.936706] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:03:44.144123] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:44.144266] [INFO ] [CONFIGURE ] MXF: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:03:44.144311] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1688 tests [2025-11-22T00:03:44.144346] [INFO ] [CONFIGURE ] MXF: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:03:44.144402] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:03:44.353591] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:44.562118] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:44.769954] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:44.980901] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:03:45.191991] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:45.425180] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:03:45.664402] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:45.875611] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:46.088340] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:03:46.303296] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:03:46.303433] [INFO ] [CONFIGURE ] MXF: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:03:46.303474] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1687 tests [2025-11-22T00:03:46.303508] [INFO ] [CONFIGURE ] MXF: Testing feature 3/29: add_daily_returns [2025-11-22T00:03:46.303538] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_daily_returns'] [2025-11-22T00:03:46.488322] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:46.672354] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:46.855092] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:47.047797] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:03:47.230323] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:47.411758] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:03:47.591775] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:47.780400] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:47.978607] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:03:48.167493] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:48.167659] [INFO ] [CONFIGURE ] MXF: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:03:48.167705] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1686 tests [2025-11-22T00:03:48.167739] [INFO ] [CONFIGURE ] MXF: Testing feature 4/29: add_ema [2025-11-22T00:03:48.167768] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_ema'] [2025-11-22T00:03:48.376172] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:48.585592] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:48.794457] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:49.002993] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:03:49.211535] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:49.423251] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:03:49.630823] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:49.840191] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:50.051517] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:03:50.275471] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:03:50.275690] [INFO ] [CONFIGURE ] MXF: DISCARDED add_ema (score: 20.00%) [2025-11-22T00:03:50.275745] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1685 tests [2025-11-22T00:03:50.275785] [INFO ] [CONFIGURE ] MXF: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:03:50.275822] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:03:50.507953] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:50.726122] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:50.947789] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:51.168544] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:03:51.393468] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:03:51.608628] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:51.808188] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:52.055225] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:52.293130] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:03:52.528119] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:52.528277] [INFO ] [CONFIGURE ] MXF: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-22T00:03:52.528321] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1684 tests [2025-11-22T00:03:52.528354] [INFO ] [CONFIGURE ] MXF: Testing feature 6/29: add_failed_moves [2025-11-22T00:03:52.528385] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-22T00:03:52.771362] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:53.017043] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:53.267045] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:53.512769] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:03:53.746959] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:03:53.984141] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:54.215192] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:54.469220] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:03:54.727358] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:03:54.964094] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:54.964247] [INFO ] [CONFIGURE ] MXF: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:03:54.964290] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1683 tests [2025-11-22T00:03:54.964324] [INFO ] [CONFIGURE ] MXF: Testing feature 7/29: add_lag_shelf [2025-11-22T00:03:54.964354] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-22T00:03:55.181195] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:55.404114] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:55.624087] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:55.843320] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:03:56.065278] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:56.284604] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:56.511597] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:56.732024] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:03:56.957385] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:03:57.181416] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:03:57.181559] [INFO ] [CONFIGURE ] MXF: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:03:57.181601] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1682 tests [2025-11-22T00:03:57.181635] [INFO ] [CONFIGURE ] MXF: Testing feature 8/29: add_macd [2025-11-22T00:03:57.181696] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-22T00:03:57.468948] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:03:57.776471] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:03:58.058458] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:03:58.345123] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:03:58.630982] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:03:58.914962] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:03:59.203220] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:03:59.487426] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:03:59.772862] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:04:00.072635] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:04:00.073282] [INFO ] [CONFIGURE ] MXF: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:04:00.073331] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1681 tests [2025-11-22T00:04:00.073366] [INFO ] [CONFIGURE ] MXF: Testing feature 9/29: add_mfi [2025-11-22T00:04:00.073398] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-22T00:04:00.303972] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:00.560900] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:01.505795] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:01.835352] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:02.090246] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:04:02.320869] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:02.549027] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:02.786352] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:04:03.023276] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:03.278624] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:03.278840] [INFO ] [CONFIGURE ] MXF: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:04:03.278886] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1680 tests [2025-11-22T00:04:03.278942] [INFO ] [CONFIGURE ] MXF: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:04:03.278974] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:04:03.608252] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:03.943125] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:04.256736] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:04.570926] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:04:04.889271] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:05.204361] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:05.533377] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:05.859921] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:06.193740] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:06.521389] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:06.521538] [INFO ] [CONFIGURE ] MXF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:04:06.521580] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1679 tests [2025-11-22T00:04:06.521615] [INFO ] [CONFIGURE ] MXF: Testing feature 11/29: add_obv_daily [2025-11-22T00:04:06.521666] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-22T00:04:06.767771] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:07.012165] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:07.247408] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:07.490895] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:04:07.733054] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:07.979019] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:08.227614] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:08.478087] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:08.716991] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:08.958172] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:08.958330] [INFO ] [CONFIGURE ] MXF: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:04:08.958372] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1678 tests [2025-11-22T00:04:08.958408] [INFO ] [CONFIGURE ] MXF: Testing feature 12/29: add_obv_interval [2025-11-22T00:04:08.958446] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-22T00:04:09.197999] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:09.432633] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:09.691208] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:09.949075] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:10.188191] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:10.423420] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:04:10.664238] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:10.903078] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:11.143039] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:11.386157] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:11.386347] [INFO ] [CONFIGURE ] MXF: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:04:11.386395] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1677 tests [2025-11-22T00:04:11.386433] [INFO ] [CONFIGURE ] MXF: Testing feature 13/29: add_opening_strength [2025-11-22T00:04:11.386468] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:04:11.674573] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:12.029545] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:12.368880] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:12.702571] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:12.972802] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:13.216383] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:04:13.468281] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:13.727042] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:13.987115] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:14.243517] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:04:14.243686] [INFO ] [CONFIGURE ] MXF: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T00:04:14.243756] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1676 tests [2025-11-22T00:04:14.243794] [INFO ] [CONFIGURE ] MXF: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:04:14.243827] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-22T00:04:14.496903] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:14.748845] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:14.999603] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:15.250142] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:15.507394] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:15.804214] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:04:16.057799] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:16.313465] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:16.572921] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:16.826091] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:16.826255] [INFO ] [CONFIGURE ] MXF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:04:16.826300] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1675 tests [2025-11-22T00:04:16.826337] [INFO ] [CONFIGURE ] MXF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:04:16.826393] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-22T00:04:17.047933] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:17.270901] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:17.517599] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:17.752554] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:17.965847] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:18.181796] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:18.398527] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:18.619029] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:18.839335] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:19.065095] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:19.065246] [INFO ] [CONFIGURE ] MXF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:04:19.065289] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1674 tests [2025-11-22T00:04:19.065324] [INFO ] [CONFIGURE ] MXF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:04:19.065356] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-22T00:04:19.306258] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:19.550879] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:19.791866] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:20.030507] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:04:20.270969] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:20.512723] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:20.757513] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:21.001336] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:21.248005] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:21.510319] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:21.510493] [INFO ] [CONFIGURE ] MXF: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:04:21.510538] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1673 tests [2025-11-22T00:04:21.510574] [INFO ] [CONFIGURE ] MXF: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:04:21.510664] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-22T00:04:21.778765] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:22.051924] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:22.295384] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:22.541246] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:22.794537] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:04:23.043510] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:23.289200] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:23.535140] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:23.786055] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:24.035386] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:24.035531] [INFO ] [CONFIGURE ] MXF: KEPT add_pbf_return_2d (score: 80.00%) [2025-11-22T00:04:24.035574] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1672 tests [2025-11-22T00:04:24.035607] [INFO ] [CONFIGURE ] MXF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:04:24.035638] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-22T00:04:24.281699] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:24.523330] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:24.795534] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:25.072182] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:25.349504] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:25.610287] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:25.864349] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:04:26.105672] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:26.347368] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:26.607364] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:26.607528] [INFO ] [CONFIGURE ] MXF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:04:26.607574] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1671 tests [2025-11-22T00:04:26.607608] [INFO ] [CONFIGURE ] MXF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:04:26.607640] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-22T00:04:26.883392] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:27.164384] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:27.424496] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:27.688227] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:27.948631] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:28.217578] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:28.480448] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:28.734195] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:28.985860] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:29.238337] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:29.238490] [INFO ] [CONFIGURE ] MXF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:04:29.238534] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1670 tests [2025-11-22T00:04:29.238570] [INFO ] [CONFIGURE ] MXF: Testing feature 20/29: add_price_rejection [2025-11-22T00:04:29.238604] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-22T00:04:29.501947] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:29.769028] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:30.040908] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:30.314899] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:04:30.581543] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:04:30.870663] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:31.164895] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:31.437471] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:31.697616] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:31.959010] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:31.959181] [INFO ] [CONFIGURE ] MXF: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:04:31.959226] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1669 tests [2025-11-22T00:04:31.959260] [INFO ] [CONFIGURE ] MXF: Testing feature 21/29: add_range_position [2025-11-22T00:04:31.959292] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_range_position'] [2025-11-22T00:04:32.237029] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:32.516992] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:32.804172] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:33.100705] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:33.413142] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:33.693694] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:33.988343] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:04:34.274928] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:04:34.560768] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:34.846564] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:34.846730] [INFO ] [CONFIGURE ] MXF: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:04:34.846774] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1668 tests [2025-11-22T00:04:34.846808] [INFO ] [CONFIGURE ] MXF: Testing feature 22/29: add_realized_volatility [2025-11-22T00:04:34.846978] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-22T00:04:35.215438] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:35.609142] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:36.000592] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:36.399877] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:04:36.771693] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:04:37.173219] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:04:37.553796] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:04:37.928868] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:04:38.311476] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:38.688530] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:04:38.688776] [INFO ] [CONFIGURE ] MXF: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-22T00:04:38.688826] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1667 tests [2025-11-22T00:04:38.688863] [INFO ] [CONFIGURE ] MXF: Testing feature 23/29: add_recent_range_context [2025-11-22T00:04:38.688896] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-22T00:04:38.935988] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:39.189388] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:39.437799] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:39.693920] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:39.956395] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:40.240345] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:40.496820] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:40.756785] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:41.014231] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:41.285604] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:41.285799] [INFO ] [CONFIGURE ] MXF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:04:41.285843] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1666 tests [2025-11-22T00:04:41.285878] [INFO ] [CONFIGURE ] MXF: Testing feature 24/29: add_rsi [2025-11-22T00:04:41.285912] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-22T00:04:41.607382] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:41.913493] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:42.229970] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:42.569084] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:04:42.910477] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:04:43.259514] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:43.583599] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:43.899440] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:44.219866] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:44.551765] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:44.551925] [INFO ] [CONFIGURE ] MXF: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:04:44.551969] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1665 tests [2025-11-22T00:04:44.552008] [INFO ] [CONFIGURE ] MXF: Testing feature 25/29: add_tick_distribution [2025-11-22T00:04:44.552042] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-22T00:04:44.814389] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:45.077848] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:45.342982] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:45.630614] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:45.915671] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:46.208405] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:04:46.482319] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:04:46.774101] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:47.055092] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:47.328596] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:04:47.328764] [INFO ] [CONFIGURE ] MXF: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-22T00:04:47.328807] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1664 tests [2025-11-22T00:04:47.328841] [INFO ] [CONFIGURE ] MXF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:04:47.328872] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-22T00:04:47.591067] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:47.856177] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:48.121535] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:48.384159] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:48.641439] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:48.920257] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:49.207017] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:49.473471] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:49.749610] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:50.012960] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:50.013108] [INFO ] [CONFIGURE ] MXF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:04:50.013148] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1663 tests [2025-11-22T00:04:50.013181] [INFO ] [CONFIGURE ] MXF: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:04:50.013213] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-22T00:04:50.291747] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:50.568766] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:50.839956] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:51.108307] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:04:51.375023] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:04:51.648159] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:04:51.950047] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:04:52.250520] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:04:52.536431] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:52.830571] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:04:52.830769] [INFO ] [CONFIGURE ] MXF: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-22T00:04:52.830813] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1662 tests [2025-11-22T00:04:52.830849] [INFO ] [CONFIGURE ] MXF: Testing feature 28/29: add_volume_profile [2025-11-22T00:04:52.830881] [INFO ] [CONFIGURE ] MXF: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-22T00:04:53.115217] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:53.406249] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:04:53.709616] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:04:54.008391] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:04:54.300007] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:04:54.592279] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:04:54.880807] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:04:55.169688] [DEBUG] [FORECASTER] MXF: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:55.460156] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:04:55.753691] [DEBUG] [FORECASTER] MXF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:04:55.753859] [INFO ] [CONFIGURE ] MXF: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:04:55.753901] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1661 tests [2025-11-22T00:04:55.753936] [INFO ] [CONFIGURE ] MXF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:04:55.753966] [INFO ] [CONFIGURE ] MXF: Best accuracy: 80.00% [2025-11-22T00:04:55.753997] [INFO ] [CONFIGURE ] MXF: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-22T00:04:55.754026] [INFO ] [CONFIGURE ] MXF: Improvement over baseline: 30.00% [2025-11-22T00:04:55.754053] [INFO ] [CONFIGURE ] MXF: Total time: 1.2 minutes [2025-11-22T00:04:55.754079] [INFO ] [CONFIGURE ] MXF: Average time per feature: 2.6 seconds [2025-11-22T00:04:55.754106] [INFO ] [CONFIGURE ] MXF: Average speed: 0.39 features/sec [2025-11-22T00:04:55.754464] [INFO ] [LOCAL ] Saved configuration for MXF: 3 features, 80.00% accuracy -> ./output/feature-sets/MXF.json [2025-11-22T00:04:55.754507] [INFO ] [CONFIGURE ] MXF: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-22T00:04:55.754549] [INFO ] [sig ] [36/93] Successfully configured MXF | 0.01 sym/s | Total: 46.7m | ETA: 1.2h [2025-11-22T00:04:55.754586] [INFO ] [sig ] [37/93] Configuring NAC... [2025-11-22T00:04:55.754621] [INFO ] [CONFIGURE ] NAC: Configurate test run. [2025-11-22T00:04:55.754678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-11-22T00:04:55.767076] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NAC'. [2025-11-22T00:04:55.767414] [INFO ] [CONFIGURE ] NAC: Testing with 29 available features [2025-11-22T00:04:55.767462] [INFO ] [CONFIGURE ] NAC: Establishing baseline with no features... [2025-11-22T00:04:55.956525] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:56.154567] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:56.339636] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:04:56.529954] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:04:56.713710] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:04:56.896485] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:04:57.081860] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:04:57.269992] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:57.456486] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:04:57.641157] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:04:57.641298] [INFO ] [CONFIGURE ] NAC: Baseline score (no features): 60.00% [2025-11-22T00:04:57.641340] [INFO ] [CONFIGURE ] NAC: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:04:57.641376] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:04:57.860283] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:04:58.093592] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:04:58.341932] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:04:58.572005] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:04:58.803423] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:04:59.090118] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:04:59.385251] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:04:59.614778] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:04:59.848948] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:00.057868] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:00.058048] [INFO ] [CONFIGURE ] NAC: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-22T00:05:00.058093] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1660 tests [2025-11-22T00:05:00.058131] [INFO ] [CONFIGURE ] NAC: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:05:00.058164] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:05:00.268463] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:00.478260] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:00.691635] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:01.541117] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:01.915483] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:02.136171] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:02.367828] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:02.592825] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:02.836736] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:03.076159] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:03.076315] [INFO ] [CONFIGURE ] NAC: KEPT add_cumulative_delta (score: 70.00%) [2025-11-22T00:05:03.076360] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1659 tests [2025-11-22T00:05:03.076394] [INFO ] [CONFIGURE ] NAC: Testing feature 3/29: add_daily_returns [2025-11-22T00:05:03.076427] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:05:03.334786] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:03.560389] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:03.789701] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:05:04.042687] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:05:04.276082] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:04.501390] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:04.727454] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:04.961678] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:05.198623] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:05.430531] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:05.430705] [INFO ] [CONFIGURE ] NAC: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:05:05.430752] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1658 tests [2025-11-22T00:05:05.430788] [INFO ] [CONFIGURE ] NAC: Testing feature 4/29: add_ema [2025-11-22T00:05:05.430822] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-22T00:05:05.708161] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:05.969831] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:06.249072] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:06.511855] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:05:06.776364] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:07.056077] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:07.316479] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:07.584966] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:07.848835] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:08.122715] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:08.122926] [INFO ] [CONFIGURE ] NAC: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:05:08.122976] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1657 tests [2025-11-22T00:05:08.123022] [INFO ] [CONFIGURE ] NAC: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:05:08.123055] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:05:08.392193] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:08.639556] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:08.891513] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:09.150607] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:09.404566] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:09.662379] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:09.915422] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:10.209438] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:10.494437] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:10.750806] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:10.750973] [INFO ] [CONFIGURE ] NAC: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:05:10.751021] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1656 tests [2025-11-22T00:05:10.751056] [INFO ] [CONFIGURE ] NAC: Testing feature 6/29: add_failed_moves [2025-11-22T00:05:10.751089] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-22T00:05:10.961002] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:11.172512] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:11.390455] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:05:11.607450] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:11.824899] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:12.045280] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:12.255883] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:12.470326] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:12.690354] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:12.909484] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:12.909678] [INFO ] [CONFIGURE ] NAC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:05:12.909725] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1655 tests [2025-11-22T00:05:12.909759] [INFO ] [CONFIGURE ] NAC: Testing feature 7/29: add_lag_shelf [2025-11-22T00:05:12.909790] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-22T00:05:13.134391] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:13.336318] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:13.544965] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:13.755367] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:13.962452] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:14.169956] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:14.381633] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:14.589554] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:14.800071] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:15.009667] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:15.009836] [INFO ] [CONFIGURE ] NAC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:05:15.009879] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1654 tests [2025-11-22T00:05:15.009914] [INFO ] [CONFIGURE ] NAC: Testing feature 8/29: add_macd [2025-11-22T00:05:15.009948] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-22T00:05:15.319997] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:05:15.634576] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:15.952893] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:16.280896] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:05:16.613225] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:16.926881] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:17.239021] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:17.563535] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:17.867871] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:18.198663] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:18.198860] [INFO ] [CONFIGURE ] NAC: DISCARDED add_macd (score: 70.00%) [2025-11-22T00:05:18.198906] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1653 tests [2025-11-22T00:05:18.198940] [INFO ] [CONFIGURE ] NAC: Testing feature 9/29: add_mfi [2025-11-22T00:05:18.198972] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-22T00:05:18.426898] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:18.652902] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:18.878476] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:19.106579] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:19.333092] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:19.589212] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:19.847969] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:20.113376] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:20.354501] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:20.589008] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:20.589208] [INFO ] [CONFIGURE ] NAC: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:05:20.589262] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1652 tests [2025-11-22T00:05:20.589298] [INFO ] [CONFIGURE ] NAC: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:05:20.589329] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:05:20.903393] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:21.215149] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:21.526114] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:21.842686] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:22.157856] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:22.476272] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:22.788507] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:23.101176] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:23.412799] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:05:23.734996] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:23.735181] [INFO ] [CONFIGURE ] NAC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:05:23.735251] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1651 tests [2025-11-22T00:05:23.735290] [INFO ] [CONFIGURE ] NAC: Testing feature 11/29: add_obv_daily [2025-11-22T00:05:23.735322] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-22T00:05:23.976772] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:24.225848] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:24.462061] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:24.701582] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:24.940086] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:25.207247] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:25.446214] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:25.685690] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:25.929264] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:26.167012] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:26.167166] [INFO ] [CONFIGURE ] NAC: KEPT add_obv_daily (score: 80.00%) [2025-11-22T00:05:26.167210] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1650 tests [2025-11-22T00:05:26.167251] [INFO ] [CONFIGURE ] NAC: Testing feature 12/29: add_obv_interval [2025-11-22T00:05:26.167289] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval'] [2025-11-22T00:05:26.417300] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:26.688007] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:26.954793] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:27.230771] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:27.511398] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:27.786162] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:28.054818] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:28.341469] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:28.628370] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:28.889552] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:28.889742] [INFO ] [CONFIGURE ] NAC: DISCARDED add_obv_interval (score: 80.00%) [2025-11-22T00:05:28.889788] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1649 tests [2025-11-22T00:05:28.889822] [INFO ] [CONFIGURE ] NAC: Testing feature 13/29: add_opening_strength [2025-11-22T00:05:28.889855] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:05:29.169116] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:29.440285] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:29.713227] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:29.984223] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:30.254360] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:30.527745] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:30.800664] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:31.072443] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:31.369131] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:31.670915] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:31.671108] [INFO ] [CONFIGURE ] NAC: DISCARDED add_opening_strength (score: 70.00%) [2025-11-22T00:05:31.671153] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1648 tests [2025-11-22T00:05:31.671188] [INFO ] [CONFIGURE ] NAC: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:05:31.671221] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-22T00:05:31.946095] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:32.219143] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:32.501193] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:32.775807] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:33.053015] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:33.328256] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:33.610531] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:33.889451] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:34.166771] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:34.451465] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:34.451631] [INFO ] [CONFIGURE ] NAC: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:05:34.451697] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1647 tests [2025-11-22T00:05:34.451736] [INFO ] [CONFIGURE ] NAC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:05:34.451770] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-22T00:05:34.720716] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:34.966258] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:35.205167] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:35.444889] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:35.683418] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:35.926946] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:36.165806] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:36.403545] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:36.643790] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:36.879081] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:36.879227] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T00:05:36.879349] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1646 tests [2025-11-22T00:05:36.879385] [INFO ] [CONFIGURE ] NAC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:05:36.879452] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-22T00:05:37.142473] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:37.429853] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:37.728844] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:05:37.988213] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:38.263518] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:38.531254] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:38.798389] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:39.059856] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:39.326040] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:39.590957] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:39.591106] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:05:39.591150] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1645 tests [2025-11-22T00:05:39.591186] [INFO ] [CONFIGURE ] NAC: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:05:39.591220] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-22T00:05:39.856861] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:40.126302] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:40.417854] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:40.712745] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:05:40.976699] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:41.237198] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:41.503554] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:41.771624] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:05:42.043908] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:42.310150] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:42.310301] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T00:05:42.310344] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1644 tests [2025-11-22T00:05:42.310380] [INFO ] [CONFIGURE ] NAC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:05:42.310412] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-22T00:05:42.552090] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:42.793587] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:43.030331] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:43.266169] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:43.514594] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:43.777056] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:05:44.025808] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:44.264864] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:44.515679] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:44.752366] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:44.752507] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:05:44.752549] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1643 tests [2025-11-22T00:05:44.752583] [INFO ] [CONFIGURE ] NAC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:05:44.752614] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-22T00:05:44.991041] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:45.236160] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:45.479871] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:45.729293] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:45.975082] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:46.222698] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:46.493809] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:46.767615] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:47.008922] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:47.276571] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:05:47.276747] [INFO ] [CONFIGURE ] NAC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:05:47.276803] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1642 tests [2025-11-22T00:05:47.276860] [INFO ] [CONFIGURE ] NAC: Testing feature 20/29: add_price_rejection [2025-11-22T00:05:47.276906] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection'] [2025-11-22T00:05:47.548760] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:47.824350] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:48.100824] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:48.371229] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:48.654276] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:48.932080] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:49.213723] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:49.518519] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:49.828327] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:50.106825] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:50.107027] [INFO ] [CONFIGURE ] NAC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:05:50.107082] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1641 tests [2025-11-22T00:05:50.107121] [INFO ] [CONFIGURE ] NAC: Testing feature 21/29: add_range_position [2025-11-22T00:05:50.107156] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position'] [2025-11-22T00:05:50.405369] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:50.707770] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:51.010803] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:05:51.315480] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:51.624400] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:51.937701] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:52.246290] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:52.594143] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:52.932061] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:53.228237] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:53.228392] [INFO ] [CONFIGURE ] NAC: DISCARDED add_range_position (score: 60.00%) [2025-11-22T00:05:53.228439] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1640 tests [2025-11-22T00:05:53.228473] [INFO ] [CONFIGURE ] NAC: Testing feature 22/29: add_realized_volatility [2025-11-22T00:05:53.228503] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility'] [2025-11-22T00:05:53.608419] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:53.990902] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:54.370882] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:54.749944] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:55.125848] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:05:55.532148] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:55.951409] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:56.349686] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:56.757752] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:57.131197] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:57.131357] [INFO ] [CONFIGURE ] NAC: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-22T00:05:57.131400] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1639 tests [2025-11-22T00:05:57.131434] [INFO ] [CONFIGURE ] NAC: Testing feature 23/29: add_recent_range_context [2025-11-22T00:05:57.131466] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context'] [2025-11-22T00:05:57.405987] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:05:57.684066] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:05:57.969186] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:05:58.247854] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:05:58.545179] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:05:58.811517] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:05:59.078415] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:05:59.342200] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:05:59.609193] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:05:59.883024] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:05:59.883196] [INFO ] [CONFIGURE ] NAC: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:05:59.883243] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1638 tests [2025-11-22T00:05:59.883280] [INFO ] [CONFIGURE ] NAC: Testing feature 24/29: add_rsi [2025-11-22T00:05:59.883313] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-22T00:06:00.220321] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:00.565343] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:06:01.674393] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:06:02.163537] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:02.483351] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:06:02.801449] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:06:03.120137] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:06:03.469179] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:03.800992] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:06:04.113482] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:04.113692] [INFO ] [CONFIGURE ] NAC: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:06:04.113743] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1637 tests [2025-11-22T00:06:04.113780] [INFO ] [CONFIGURE ] NAC: Testing feature 25/29: add_tick_distribution [2025-11-22T00:06:04.113814] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution'] [2025-11-22T00:06:04.405421] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:04.705778] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:06:05.012201] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:06:05.325575] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:05.628260] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:06:05.902707] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:06:06.187073] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:06:06.470895] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:06.751881] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:06:07.022287] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:07.022439] [INFO ] [CONFIGURE ] NAC: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:06:07.022483] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1636 tests [2025-11-22T00:06:07.022516] [INFO ] [CONFIGURE ] NAC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:06:07.022547] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-22T00:06:07.296358] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:07.605857] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:06:07.921450] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:06:08.305305] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:08.671684] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:06:08.977494] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:06:09.271805] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:06:09.548010] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:09.799824] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:06:10.050330] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:10.050702] [INFO ] [CONFIGURE ] NAC: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-22T00:06:10.050747] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1635 tests [2025-11-22T00:06:10.050781] [INFO ] [CONFIGURE ] NAC: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:06:10.050812] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-22T00:06:10.303000] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:10.562157] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:06:10.807226] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:06:11.086194] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:11.344248] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:06:11.596532] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:06:11.851901] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:06:12.112215] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:12.367405] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:06:12.627030] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:12.627180] [INFO ] [CONFIGURE ] NAC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:06:12.627225] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1634 tests [2025-11-22T00:06:12.627257] [INFO ] [CONFIGURE ] NAC: Testing feature 28/29: add_volume_profile [2025-11-22T00:06:12.627288] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_profile'] [2025-11-22T00:06:12.878357] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:13.129634] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:06:13.383109] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:06:13.660550] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:13.929442] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:06:14.252706] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:06:14.519638] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:06:14.793351] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:15.057560] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:06:15.318496] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:15.318706] [INFO ] [CONFIGURE ] NAC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:06:15.318753] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1633 tests [2025-11-22T00:06:15.318787] [INFO ] [CONFIGURE ] NAC: Testing feature 29/29: add_vwap [2025-11-22T00:06:15.318818] [INFO ] [CONFIGURE ] NAC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_vwap'] [2025-11-22T00:06:15.585325] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:15.860714] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:06:16.118284] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:06:16.376388] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:16.660297] [DEBUG] [FORECASTER] NAC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:06:16.926327] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:06:17.204016] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:06:17.478634] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:17.742818] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:06:18.018335] [DEBUG] [FORECASTER] NAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:18.018495] [INFO ] [CONFIGURE ] NAC: DISCARDED add_vwap (score: 70.00%) [2025-11-22T00:06:18.018551] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1632 tests [2025-11-22T00:06:18.018596] [INFO ] [CONFIGURE ] NAC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:06:18.018637] [INFO ] [CONFIGURE ] NAC: Best accuracy: 80.00% [2025-11-22T00:06:18.018694] [INFO ] [CONFIGURE ] NAC: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_daily'] [2025-11-22T00:06:18.018727] [INFO ] [CONFIGURE ] NAC: Improvement over baseline: 20.00% [2025-11-22T00:06:18.018754] [INFO ] [CONFIGURE ] NAC: Total time: 1.3 minutes [2025-11-22T00:06:18.018817] [INFO ] [CONFIGURE ] NAC: Average time per feature: 2.8 seconds [2025-11-22T00:06:18.018849] [INFO ] [CONFIGURE ] NAC: Average speed: 0.36 features/sec [2025-11-22T00:06:18.019162] [INFO ] [LOCAL ] Saved configuration for NAC: 2 features, 80.00% accuracy -> ./output/feature-sets/NAC.json [2025-11-22T00:06:18.019207] [INFO ] [CONFIGURE ] NAC: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-22T00:06:18.019247] [INFO ] [sig ] [37/93] Successfully configured NAC | 0.01 sym/s | Total: 48.1m | ETA: 1.2h [2025-11-22T00:06:18.019280] [INFO ] [sig ] [38/93] Configuring NAT... [2025-11-22T00:06:18.019310] [INFO ] [CONFIGURE ] NAT: Configurate test run. [2025-11-22T00:06:18.019341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'. [2025-11-22T00:06:18.030943] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NAT'. [2025-11-22T00:06:18.031235] [INFO ] [CONFIGURE ] NAT: Testing with 29 available features [2025-11-22T00:06:18.031286] [INFO ] [CONFIGURE ] NAT: Establishing baseline with no features... [2025-11-22T00:06:18.202620] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:06:18.371040] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:06:18.542067] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:06:18.714039] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:06:18.888793] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:19.065597] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:19.240486] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:19.410398] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:06:19.581784] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:19.753797] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:19.753937] [INFO ] [CONFIGURE ] NAT: Baseline score (no features): 60.00% [2025-11-22T00:06:19.753979] [INFO ] [CONFIGURE ] NAT: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:06:19.754011] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:06:19.961947] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:20.192953] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:06:20.398916] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:20.610475] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:06:20.820339] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:21.028132] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:06:21.229051] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:21.428796] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:21.626012] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:06:21.827734] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:21.827886] [INFO ] [CONFIGURE ] NAT: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-22T00:06:21.827930] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1631 tests [2025-11-22T00:06:21.827964] [INFO ] [CONFIGURE ] NAT: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:06:21.827995] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:06:22.031810] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:22.229869] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:22.428412] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:22.629488] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:06:22.833692] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:23.033520] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:23.233857] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:23.435810] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:23.642333] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:23.846957] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:23.847104] [INFO ] [CONFIGURE ] NAT: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:06:23.847146] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1630 tests [2025-11-22T00:06:23.847179] [INFO ] [CONFIGURE ] NAT: Testing feature 3/29: add_daily_returns [2025-11-22T00:06:23.847210] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_daily_returns'] [2025-11-22T00:06:24.023074] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:06:24.196726] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:06:24.380752] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:24.566049] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:06:24.761857] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:24.955561] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:25.141457] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:25.328388] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:25.515685] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:25.723884] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:25.724022] [INFO ] [CONFIGURE ] NAT: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:06:25.724067] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1629 tests [2025-11-22T00:06:25.724104] [INFO ] [CONFIGURE ] NAT: Testing feature 4/29: add_ema [2025-11-22T00:06:25.724136] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_ema'] [2025-11-22T00:06:25.938021] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:26.177694] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:26.392471] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:06:26.613197] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:06:26.824509] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:27.038595] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:06:27.249038] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:27.464790] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:27.677432] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:27.892308] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:27.892468] [INFO ] [CONFIGURE ] NAT: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:06:27.892513] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1628 tests [2025-11-22T00:06:27.892549] [INFO ] [CONFIGURE ] NAT: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:06:27.892582] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:06:28.111122] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:06:28.327850] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:06:28.543697] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:28.785580] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:29.003349] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:06:29.248972] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:06:29.467820] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:29.690501] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:29.902921] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:30.119508] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:30.119713] [INFO ] [CONFIGURE ] NAT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:06:30.119785] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1627 tests [2025-11-22T00:06:30.119824] [INFO ] [CONFIGURE ] NAT: Testing feature 6/29: add_failed_moves [2025-11-22T00:06:30.119854] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_failed_moves'] [2025-11-22T00:06:30.295632] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:06:30.473762] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:06:30.648773] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:06:30.827915] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:06:31.006968] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:31.184304] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:31.361669] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:31.540260] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:06:31.717428] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:31.898236] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:31.898386] [INFO ] [CONFIGURE ] NAT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:06:31.898428] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1626 tests [2025-11-22T00:06:31.898463] [INFO ] [CONFIGURE ] NAT: Testing feature 7/29: add_lag_shelf [2025-11-22T00:06:31.898503] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_lag_shelf'] [2025-11-22T00:06:32.072063] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:06:32.270523] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:06:32.439114] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:06:32.614241] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:06:32.787320] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:32.968472] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:33.145141] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:33.318181] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:06:33.525929] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:33.701761] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:33.701912] [INFO ] [CONFIGURE ] NAT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:06:33.701955] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1625 tests [2025-11-22T00:06:33.701989] [INFO ] [CONFIGURE ] NAT: Testing feature 8/29: add_macd [2025-11-22T00:06:33.702021] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:06:33.969635] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:34.235449] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:34.494030] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:34.757786] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:35.025120] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:35.318084] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:35.587586] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:35.862327] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:36.126475] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:36.393586] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:36.393769] [INFO ] [CONFIGURE ] NAT: KEPT add_macd (score: 70.00%) [2025-11-22T00:06:36.393818] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1624 tests [2025-11-22T00:06:36.393854] [INFO ] [CONFIGURE ] NAT: Testing feature 9/29: add_mfi [2025-11-22T00:06:36.393888] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-22T00:06:36.674844] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:36.968270] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:37.254556] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:37.534700] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:37.844280] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:38.133388] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:38.425860] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:38.709633] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:39.011666] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:39.297990] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:39.298168] [INFO ] [CONFIGURE ] NAT: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:06:39.298213] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1623 tests [2025-11-22T00:06:39.298248] [INFO ] [CONFIGURE ] NAT: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:06:39.298281] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:06:39.654630] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:40.000693] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:40.376869] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:40.727318] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:41.077694] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:41.451554] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:06:41.801942] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:42.153078] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:42.511927] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:42.854472] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:42.854678] [INFO ] [CONFIGURE ] NAT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:06:42.854728] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1622 tests [2025-11-22T00:06:42.854764] [INFO ] [CONFIGURE ] NAT: Testing feature 11/29: add_obv_daily [2025-11-22T00:06:42.854797] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-22T00:06:43.148420] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:43.445088] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:43.730382] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:44.022446] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:44.333910] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:44.658997] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:06:44.966833] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:45.277934] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:45.572766] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:45.868527] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:45.868712] [INFO ] [CONFIGURE ] NAT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:06:45.868759] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1621 tests [2025-11-22T00:06:45.868796] [INFO ] [CONFIGURE ] NAT: Testing feature 12/29: add_obv_interval [2025-11-22T00:06:45.868828] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-22T00:06:46.146060] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:46.421775] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:46.700567] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:47.013622] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:47.288564] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:06:47.565775] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:47.844092] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:48.125296] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:48.399372] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:48.701221] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:48.701402] [INFO ] [CONFIGURE ] NAT: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:06:48.701451] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1620 tests [2025-11-22T00:06:48.701489] [INFO ] [CONFIGURE ] NAT: Testing feature 13/29: add_opening_strength [2025-11-22T00:06:48.701523] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:06:49.000251] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:49.298745] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:49.596902] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:49.920839] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:50.236636] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:50.543800] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:50.849040] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:06:51.142746] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:51.446201] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:51.747722] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:51.747908] [INFO ] [CONFIGURE ] NAT: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:06:51.747954] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1619 tests [2025-11-22T00:06:51.747989] [INFO ] [CONFIGURE ] NAT: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:06:51.748031] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-22T00:06:52.032152] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:06:52.326061] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:52.609681] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:52.919752] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:53.205601] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:53.530675] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:53.827418] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:06:54.126340] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:54.424917] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:54.730811] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:54.730986] [INFO ] [CONFIGURE ] NAT: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-22T00:06:54.731031] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1618 tests [2025-11-22T00:06:54.731065] [INFO ] [CONFIGURE ] NAT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:06:54.731098] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-22T00:06:55.116309] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:55.561302] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:55.963014] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:56.283032] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:56.614904] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:06:56.929835] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:06:57.268023] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:06:57.597040] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:06:57.924704] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:06:58.257778] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:06:58.257931] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:06:58.257975] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1617 tests [2025-11-22T00:06:58.258008] [INFO ] [CONFIGURE ] NAT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:06:58.258038] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-22T00:06:58.593659] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:06:58.911539] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:06:59.219877] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:06:59.546285] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:06:59.859386] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:00.177342] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:00.529821] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:00.841783] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:01.880913] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:02.288360] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:02.288533] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:07:02.288578] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1616 tests [2025-11-22T00:07:02.288613] [INFO ] [CONFIGURE ] NAT: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:07:02.288664] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-22T00:07:02.648347] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:02.967106] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:03.289399] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:03.643940] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:03.963930] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:04.277342] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:07:04.587627] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:04.902588] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:05.226961] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:05.565499] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:05.565693] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:07:05.565739] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1615 tests [2025-11-22T00:07:05.565776] [INFO ] [CONFIGURE ] NAT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:07:05.565809] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-22T00:07:05.871761] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:06.163963] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:06.459380] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:06.761323] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:07.064512] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:07:07.365858] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:07.667496] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:07.969682] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:08.267320] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:08.589813] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:08.589969] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:07:08.590062] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1614 tests [2025-11-22T00:07:08.590099] [INFO ] [CONFIGURE ] NAT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:07:08.590132] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-22T00:07:08.869522] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:09.148085] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:09.422211] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:09.705619] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:09.986348] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:10.269150] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:10.550995] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:10.828544] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:11.128347] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:11.409197] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:11.409360] [INFO ] [CONFIGURE ] NAT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:07:11.409401] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1613 tests [2025-11-22T00:07:11.409434] [INFO ] [CONFIGURE ] NAT: Testing feature 20/29: add_price_rejection [2025-11-22T00:07:11.409466] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-22T00:07:11.765014] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:12.080263] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:12.408279] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:12.746796] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:13.080537] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:13.436178] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:13.778449] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:07:14.130955] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:14.448660] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:14.791753] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:14.791926] [INFO ] [CONFIGURE ] NAT: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:07:14.791971] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1612 tests [2025-11-22T00:07:14.792006] [INFO ] [CONFIGURE ] NAT: Testing feature 21/29: add_range_position [2025-11-22T00:07:14.792038] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-22T00:07:15.118504] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:15.435335] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:15.754269] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:16.095305] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:16.432107] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:16.751351] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:07:17.063267] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:17.376551] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:17.719964] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:18.060594] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:18.060832] [INFO ] [CONFIGURE ] NAT: DISCARDED add_range_position (score: 60.00%) [2025-11-22T00:07:18.060886] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1611 tests [2025-11-22T00:07:18.060923] [INFO ] [CONFIGURE ] NAT: Testing feature 22/29: add_realized_volatility [2025-11-22T00:07:18.060956] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-22T00:07:18.499117] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:18.935373] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:19.377401] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:19.810831] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:20.287353] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:20.778780] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:21.216977] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:21.632592] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:22.073375] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:22.533706] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:22.533939] [INFO ] [CONFIGURE ] NAT: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-22T00:07:22.533990] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1610 tests [2025-11-22T00:07:22.534027] [INFO ] [CONFIGURE ] NAT: Testing feature 23/29: add_recent_range_context [2025-11-22T00:07:22.534060] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-22T00:07:22.870491] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:23.232235] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:23.550607] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:23.901415] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:24.220881] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:24.532694] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:07:24.860956] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:25.194248] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:25.526728] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:25.870045] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:25.870219] [INFO ] [CONFIGURE ] NAT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:07:25.870264] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.6s/test | Remaining: 1609 tests [2025-11-22T00:07:25.870322] [INFO ] [CONFIGURE ] NAT: Testing feature 24/29: add_rsi [2025-11-22T00:07:25.870356] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-22T00:07:26.238755] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:26.582487] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:26.923135] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:07:27.258847] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:27.598989] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:07:27.936369] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:07:28.277135] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:07:28.609026] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:07:28.938873] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:29.294404] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:29.294583] [INFO ] [CONFIGURE ] NAT: DISCARDED add_rsi (score: 40.00%) [2025-11-22T00:07:29.294629] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1608 tests [2025-11-22T00:07:29.294687] [INFO ] [CONFIGURE ] NAT: Testing feature 25/29: add_tick_distribution [2025-11-22T00:07:29.294723] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-22T00:07:29.589912] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:29.926712] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:30.228872] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:30.527678] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:30.834511] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:07:31.137095] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:31.442343] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:31.741290] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:32.038232] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:32.358909] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:32.359060] [INFO ] [CONFIGURE ] NAT: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:07:32.359102] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1607 tests [2025-11-22T00:07:32.359136] [INFO ] [CONFIGURE ] NAT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:07:32.359171] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-22T00:07:32.668514] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:32.979349] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:33.298916] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:33.649915] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:33.975343] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:34.298163] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:34.617910] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:34.952057] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:35.303326] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:35.635292] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:35.635486] [INFO ] [CONFIGURE ] NAT: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:07:35.635531] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1606 tests [2025-11-22T00:07:35.635567] [INFO ] [CONFIGURE ] NAT: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:07:35.635598] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-22T00:07:36.014732] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:36.375526] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:36.724592] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:37.080012] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:37.451362] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:37.827597] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:38.193088] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:38.560230] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:38.973285] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:39.335345] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:39.335576] [INFO ] [CONFIGURE ] NAT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:07:39.335626] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1605 tests [2025-11-22T00:07:39.335687] [INFO ] [CONFIGURE ] NAT: Testing feature 28/29: add_volume_profile [2025-11-22T00:07:39.335725] [INFO ] [CONFIGURE ] NAT: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-22T00:07:39.665407] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:39.994512] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:40.324352] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:40.669445] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:07:41.013890] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:07:41.386981] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:07:41.735953] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:07:42.101054] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:07:42.465864] [DEBUG] [FORECASTER] NAT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:07:42.810126] [DEBUG] [FORECASTER] NAT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:42.810408] [INFO ] [CONFIGURE ] NAT: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:07:42.810458] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1604 tests [2025-11-22T00:07:42.810499] [INFO ] [CONFIGURE ] NAT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:07:42.810529] [INFO ] [CONFIGURE ] NAT: Best accuracy: 80.00% [2025-11-22T00:07:42.810614] [INFO ] [CONFIGURE ] NAT: Best feature set (3 features): ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-22T00:07:42.810666] [INFO ] [CONFIGURE ] NAT: Improvement over baseline: 20.00% [2025-11-22T00:07:42.810699] [INFO ] [CONFIGURE ] NAT: Total time: 1.4 minutes [2025-11-22T00:07:42.810727] [INFO ] [CONFIGURE ] NAT: Average time per feature: 3.0 seconds [2025-11-22T00:07:42.810754] [INFO ] [CONFIGURE ] NAT: Average speed: 0.35 features/sec [2025-11-22T00:07:42.811205] [INFO ] [LOCAL ] Saved configuration for NAT: 3 features, 80.00% accuracy -> ./output/feature-sets/NAT.json [2025-11-22T00:07:42.811251] [INFO ] [CONFIGURE ] NAT: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-22T00:07:42.811297] [INFO ] [sig ] [38/93] Successfully configured NAT | 0.01 sym/s | Total: 49.5m | ETA: 1.2h [2025-11-22T00:07:42.811332] [INFO ] [sig ] [39/93] Configuring NRG... [2025-11-22T00:07:42.811361] [INFO ] [CONFIGURE ] NRG: Configurate test run. [2025-11-22T00:07:42.811391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'. [2025-11-22T00:07:42.825922] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NRG'. [2025-11-22T00:07:42.826360] [INFO ] [CONFIGURE ] NRG: Testing with 29 available features [2025-11-22T00:07:42.826411] [INFO ] [CONFIGURE ] NRG: Establishing baseline with no features... [2025-11-22T00:07:43.026376] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:43.225140] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:43.425313] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:07:43.625777] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:07:43.820796] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:07:44.018667] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:07:44.215852] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:07:44.444963] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:07:44.651595] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:07:44.852727] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:44.852927] [INFO ] [CONFIGURE ] NRG: Baseline score (no features): 50.00% [2025-11-22T00:07:44.852972] [INFO ] [CONFIGURE ] NRG: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:07:44.853006] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:07:45.100067] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:45.350371] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:07:45.590973] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:07:45.837292] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:07:46.080910] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:07:46.330176] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:07:46.585827] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:07:46.845600] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:07:47.113274] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:07:47.459061] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:47.459357] [INFO ] [CONFIGURE ] NRG: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:07:47.459416] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1603 tests [2025-11-22T00:07:47.459464] [INFO ] [CONFIGURE ] NRG: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:07:47.459506] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:07:47.718804] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:07:47.980352] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:07:48.196120] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:07:48.414551] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:07:48.621384] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:07:48.835876] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:07:49.047624] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:07:49.258435] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:07:49.471960] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:07:49.696370] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:49.696530] [INFO ] [CONFIGURE ] NRG: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T00:07:49.696604] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1602 tests [2025-11-22T00:07:49.696682] [INFO ] [CONFIGURE ] NRG: Testing feature 3/29: add_daily_returns [2025-11-22T00:07:49.696728] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_daily_returns'] [2025-11-22T00:07:49.900032] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:50.104035] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:50.294812] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:07:50.505092] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:07:50.694821] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:07:50.899380] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:07:51.095509] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:07:51.282801] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:07:51.476027] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:07:51.672724] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:51.672868] [INFO ] [CONFIGURE ] NRG: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:07:51.672911] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1601 tests [2025-11-22T00:07:51.672946] [INFO ] [CONFIGURE ] NRG: Testing feature 4/29: add_ema [2025-11-22T00:07:51.672978] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_ema'] [2025-11-22T00:07:51.892351] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:52.114691] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:07:52.331785] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:07:52.553539] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:07:52.776520] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:07:52.997586] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:07:53.226427] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:07:53.468313] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:07:53.689986] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:07:53.915080] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:53.915249] [INFO ] [CONFIGURE ] NRG: DISCARDED add_ema (score: 40.00%) [2025-11-22T00:07:53.915294] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1600 tests [2025-11-22T00:07:53.915329] [INFO ] [CONFIGURE ] NRG: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:07:53.915361] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:07:54.137161] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:07:54.358918] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:54.579864] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:07:54.801577] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:07:55.025592] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:07:55.249800] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:07:55.478391] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:07:55.702068] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:07:55.927113] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:07:56.152183] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:56.152369] [INFO ] [CONFIGURE ] NRG: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-22T00:07:56.152413] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1599 tests [2025-11-22T00:07:56.152446] [INFO ] [CONFIGURE ] NRG: Testing feature 6/29: add_failed_moves [2025-11-22T00:07:56.152477] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-22T00:07:56.383815] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:07:56.617791] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:56.849962] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:07:57.109752] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:07:57.343725] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:07:57.581321] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:07:57.818706] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:07:58.056543] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:07:58.310514] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:07:58.559066] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:07:58.559232] [INFO ] [CONFIGURE ] NRG: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:07:58.559274] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1598 tests [2025-11-22T00:07:58.559310] [INFO ] [CONFIGURE ] NRG: Testing feature 7/29: add_lag_shelf [2025-11-22T00:07:58.559342] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-22T00:07:58.793822] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:07:59.029356] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:07:59.265499] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:07:59.528271] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:07:59.776373] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:00.028441] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:00.995320] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:01.372592] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:01.612848] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:01.872352] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:08:01.872509] [INFO ] [CONFIGURE ] NRG: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-22T00:08:01.872555] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1597 tests [2025-11-22T00:08:01.872590] [INFO ] [CONFIGURE ] NRG: Testing feature 8/29: add_macd [2025-11-22T00:08:01.872623] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-22T00:08:02.186302] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:08:02.532470] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:02.840435] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:03.200066] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:03.515083] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:03.850831] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:04.185573] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:08:04.499840] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:04.796560] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:05.104082] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:08:05.104336] [INFO ] [CONFIGURE ] NRG: DISCARDED add_macd (score: 30.00%) [2025-11-22T00:08:05.104385] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1596 tests [2025-11-22T00:08:05.104425] [INFO ] [CONFIGURE ] NRG: Testing feature 9/29: add_mfi [2025-11-22T00:08:05.104461] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-22T00:08:05.374975] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:08:05.669122] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:05.935220] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:06.226365] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:06.467299] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:06.726323] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:06.978896] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:07.262735] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:07.527144] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:07.775475] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:08:07.775699] [INFO ] [CONFIGURE ] NRG: DISCARDED add_mfi (score: 40.00%) [2025-11-22T00:08:07.775748] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1595 tests [2025-11-22T00:08:07.775785] [INFO ] [CONFIGURE ] NRG: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:08:07.775819] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:08:08.120547] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:08:08.465781] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:08:08.809197] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:09.152745] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:09.501564] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:09.847633] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:10.209704] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:10.548885] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:08:10.894227] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:11.240058] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:08:11.240228] [INFO ] [CONFIGURE ] NRG: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-22T00:08:11.240273] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1594 tests [2025-11-22T00:08:11.240307] [INFO ] [CONFIGURE ] NRG: Testing feature 11/29: add_obv_daily [2025-11-22T00:08:11.240339] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-22T00:08:11.497268] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:11.749205] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:11.999928] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:12.283352] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:12.547114] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:12.809840] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:13.099821] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:13.359540] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:13.629779] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:13.903788] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:13.903939] [INFO ] [CONFIGURE ] NRG: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:08:13.903982] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1593 tests [2025-11-22T00:08:13.904016] [INFO ] [CONFIGURE ] NRG: Testing feature 12/29: add_obv_interval [2025-11-22T00:08:13.904048] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-22T00:08:14.169860] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:14.430136] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:14.711805] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:14.975049] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:15.275514] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:15.531048] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:15.789949] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:16.047933] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:16.310856] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:16.583399] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:08:16.583560] [INFO ] [CONFIGURE ] NRG: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T00:08:16.583605] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1592 tests [2025-11-22T00:08:16.583639] [INFO ] [CONFIGURE ] NRG: Testing feature 13/29: add_opening_strength [2025-11-22T00:08:16.583694] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:08:16.883914] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:17.163090] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:17.440557] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:17.745015] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:18.028022] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:18.315535] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:18.604896] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:18.884060] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:08:19.168888] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:19.443437] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:19.443609] [INFO ] [CONFIGURE ] NRG: KEPT add_opening_strength (score: 70.00%) [2025-11-22T00:08:19.443671] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1591 tests [2025-11-22T00:08:19.443710] [INFO ] [CONFIGURE ] NRG: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:08:19.443743] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance'] [2025-11-22T00:08:19.755832] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:08:20.060913] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:20.356108] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:08:20.657785] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:20.959396] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:21.268424] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:21.578509] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:08:21.883572] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:08:22.188384] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:22.491905] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:22.492101] [INFO ] [CONFIGURE ] NRG: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T00:08:22.492145] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1590 tests [2025-11-22T00:08:22.492179] [INFO ] [CONFIGURE ] NRG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:08:22.492210] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum'] [2025-11-22T00:08:22.779431] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:23.083690] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:23.372980] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:23.668461] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:23.972105] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:24.261017] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:24.542150] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:24.815394] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:25.081797] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:25.350421] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:25.350591] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:08:25.350634] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1589 tests [2025-11-22T00:08:25.350687] [INFO ] [CONFIGURE ] NRG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:08:25.350719] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap'] [2025-11-22T00:08:25.629028] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:25.916346] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:26.195936] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:26.477787] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:26.791502] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:27.077426] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:27.392003] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:27.682785] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:27.982419] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:28.274057] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:08:28.274226] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T00:08:28.274270] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1588 tests [2025-11-22T00:08:28.274305] [INFO ] [CONFIGURE ] NRG: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:08:28.274336] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d'] [2025-11-22T00:08:28.566944] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:28.862414] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:29.156260] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:29.463206] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:29.796980] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:30.096862] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:30.419327] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:30.728111] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:31.035805] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:31.331301] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:31.331446] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:08:31.331489] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1587 tests [2025-11-22T00:08:31.331523] [INFO ] [CONFIGURE ] NRG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:08:31.331555] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d'] [2025-11-22T00:08:31.621061] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:31.908594] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:32.188924] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:32.470922] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:32.765411] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:33.053701] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:33.342127] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:33.671600] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:08:33.967355] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:34.258535] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:34.258732] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:08:34.258777] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1586 tests [2025-11-22T00:08:34.258812] [INFO ] [CONFIGURE ] NRG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:08:34.258844] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5'] [2025-11-22T00:08:34.589024] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:34.968589] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:35.299877] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:35.589690] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:35.894382] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:36.167291] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:36.458985] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:36.727674] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:08:37.001779] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:37.267342] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:37.267481] [INFO ] [CONFIGURE ] NRG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:08:37.267523] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1585 tests [2025-11-22T00:08:37.267557] [INFO ] [CONFIGURE ] NRG: Testing feature 20/29: add_price_rejection [2025-11-22T00:08:37.267590] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection'] [2025-11-22T00:08:37.556032] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:37.845387] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:38.129989] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:38.411404] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:38.708621] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:39.007620] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:39.292180] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:39.599592] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:39.912624] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:40.221807] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:40.222011] [INFO ] [CONFIGURE ] NRG: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:08:40.222057] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1584 tests [2025-11-22T00:08:40.222093] [INFO ] [CONFIGURE ] NRG: Testing feature 21/29: add_range_position [2025-11-22T00:08:40.222128] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_range_position'] [2025-11-22T00:08:40.546796] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:08:40.851120] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:41.154845] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:41.457414] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:41.767562] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:42.071531] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:42.373188] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:42.682145] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:42.993303] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:43.308271] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:43.308415] [INFO ] [CONFIGURE ] NRG: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:08:43.308458] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1583 tests [2025-11-22T00:08:43.308493] [INFO ] [CONFIGURE ] NRG: Testing feature 22/29: add_realized_volatility [2025-11-22T00:08:43.308524] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility'] [2025-11-22T00:08:43.683315] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:44.079759] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:44.461155] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:44.836395] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:45.220487] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:45.611160] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:45.986795] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:46.361941] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:46.728130] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:47.103784] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:47.103952] [INFO ] [CONFIGURE ] NRG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:08:47.103996] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1582 tests [2025-11-22T00:08:47.104031] [INFO ] [CONFIGURE ] NRG: Testing feature 23/29: add_recent_range_context [2025-11-22T00:08:47.104062] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context'] [2025-11-22T00:08:47.365259] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:47.649146] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:47.948945] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:48.220490] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:48.479766] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:48.754977] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:49.028731] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:49.300939] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:08:49.586334] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:49.870461] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:49.870612] [INFO ] [CONFIGURE ] NRG: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:08:49.870676] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1581 tests [2025-11-22T00:08:49.870714] [INFO ] [CONFIGURE ] NRG: Testing feature 24/29: add_rsi [2025-11-22T00:08:49.870746] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi'] [2025-11-22T00:08:50.182056] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:50.497017] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:50.809030] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:51.130733] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:51.462093] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:51.813208] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:52.149413] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:52.484055] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:08:52.814279] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:53.152785] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:53.152950] [INFO ] [CONFIGURE ] NRG: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:08:53.152993] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1580 tests [2025-11-22T00:08:53.153030] [INFO ] [CONFIGURE ] NRG: Testing feature 25/29: add_tick_distribution [2025-11-22T00:08:53.153062] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution'] [2025-11-22T00:08:53.427463] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:53.707252] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:54.031599] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:54.331981] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:54.644184] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:08:54.926676] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:55.212763] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:55.493857] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:08:55.776960] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:56.053276] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:56.053423] [INFO ] [CONFIGURE ] NRG: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T00:08:56.053465] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1579 tests [2025-11-22T00:08:56.053500] [INFO ] [CONFIGURE ] NRG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:08:56.053531] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation'] [2025-11-22T00:08:56.321392] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:08:56.596405] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:56.872148] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:08:57.136555] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:08:57.406532] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:08:57.701681] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:08:57.965302] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:08:58.229668] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:08:58.514115] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:08:58.805304] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:08:58.805461] [INFO ] [CONFIGURE ] NRG: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:08:58.805503] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1578 tests [2025-11-22T00:08:58.805538] [INFO ] [CONFIGURE ] NRG: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:08:58.805570] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence'] [2025-11-22T00:08:59.114916] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:08:59.430274] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:08:59.747856] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:00.083022] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:09:01.124218] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:09:01.611225] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:09:01.984881] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:09:02.345752] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:09:02.694596] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:03.050985] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:03.051284] [INFO ] [CONFIGURE ] NRG: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:09:03.051333] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1577 tests [2025-11-22T00:09:03.051371] [INFO ] [CONFIGURE ] NRG: Testing feature 28/29: add_volume_profile [2025-11-22T00:09:03.051408] [INFO ] [CONFIGURE ] NRG: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile'] [2025-11-22T00:09:03.369816] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:03.750585] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:04.071790] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:04.405501] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:09:04.779695] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:09:05.108894] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:09:05.432054] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:09:05.763365] [DEBUG] [FORECASTER] NRG: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:09:06.108855] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:06.447178] [DEBUG] [FORECASTER] NRG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:06.447379] [INFO ] [CONFIGURE ] NRG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:09:06.447431] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1576 tests [2025-11-22T00:09:06.447470] [INFO ] [CONFIGURE ] NRG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:09:06.447501] [INFO ] [CONFIGURE ] NRG: Best accuracy: 70.00% [2025-11-22T00:09:06.447532] [INFO ] [CONFIGURE ] NRG: Best feature set (4 features): ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:09:06.447562] [INFO ] [CONFIGURE ] NRG: Improvement over baseline: 20.00% [2025-11-22T00:09:06.447590] [INFO ] [CONFIGURE ] NRG: Total time: 1.4 minutes [2025-11-22T00:09:06.447617] [INFO ] [CONFIGURE ] NRG: Average time per feature: 2.9 seconds [2025-11-22T00:09:06.447664] [INFO ] [CONFIGURE ] NRG: Average speed: 0.36 features/sec [2025-11-22T00:09:06.447981] [INFO ] [LOCAL ] Saved configuration for NRG: 4 features, 70.00% accuracy -> ./output/feature-sets/NRG.json [2025-11-22T00:09:06.448025] [INFO ] [CONFIGURE ] NRG: Configuration saved successfully: 4 features, 70.00% accuracy. [2025-11-22T00:09:06.448062] [INFO ] [sig ] [39/93] Successfully configured NRG | 0.01 sym/s | Total: 50.9m | ETA: 1.2h [2025-11-22T00:09:06.448093] [INFO ] [sig ] [40/93] Configuring OGN... [2025-11-22T00:09:06.448121] [INFO ] [CONFIGURE ] OGN: Configurate test run. [2025-11-22T00:09:06.448151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-11-22T00:09:06.460445] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OGN'. [2025-11-22T00:09:06.460804] [INFO ] [CONFIGURE ] OGN: Testing with 29 available features [2025-11-22T00:09:06.460856] [INFO ] [CONFIGURE ] OGN: Establishing baseline with no features... [2025-11-22T00:09:06.652847] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:06.854914] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:07.048686] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:07.250315] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:09:07.464937] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:07.665478] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:09:07.864088] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:08.062619] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:09:08.260444] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:09:08.456599] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:08.456762] [INFO ] [CONFIGURE ] OGN: Baseline score (no features): 60.00% [2025-11-22T00:09:08.456804] [INFO ] [CONFIGURE ] OGN: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:09:08.456838] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:09:08.703111] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:08.939170] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:09.207818] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:09.443751] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:09:09.700698] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:09.950639] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:09:10.187284] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:10.419285] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:10.651040] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:09:10.882996] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:10.883148] [INFO ] [CONFIGURE ] OGN: KEPT add_bollinger_bands (score: 70.00%) [2025-11-22T00:09:10.883193] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1575 tests [2025-11-22T00:09:10.883228] [INFO ] [CONFIGURE ] OGN: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:09:10.883262] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:09:11.154002] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:11.419943] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:11.683809] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:11.954699] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:12.234386] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:12.500036] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:12.794290] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:13.067882] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:13.337405] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:13.605352] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:09:13.605677] [INFO ] [CONFIGURE ] OGN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T00:09:13.605728] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1574 tests [2025-11-22T00:09:13.605766] [INFO ] [CONFIGURE ] OGN: Testing feature 3/29: add_daily_returns [2025-11-22T00:09:13.605800] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:09:13.853338] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:14.095787] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:14.347737] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:09:14.618146] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:14.879754] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:15.160728] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:15.415731] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:15.641639] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:15.889200] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:16.110802] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:09:16.110954] [INFO ] [CONFIGURE ] OGN: DISCARDED add_daily_returns (score: 40.00%) [2025-11-22T00:09:16.110996] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1573 tests [2025-11-22T00:09:16.111030] [INFO ] [CONFIGURE ] OGN: Testing feature 4/29: add_ema [2025-11-22T00:09:16.111061] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:09:16.366879] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:16.631273] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:16.896081] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:09:17.160329] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:09:17.417441] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:17.681866] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:17.940113] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:18.219085] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:18.474454] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:18.741970] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:18.742127] [INFO ] [CONFIGURE ] OGN: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:09:18.742170] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1572 tests [2025-11-22T00:09:18.742203] [INFO ] [CONFIGURE ] OGN: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:09:18.742235] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:09:18.999016] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:19.253275] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:19.512246] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:19.774080] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:20.033332] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:20.293718] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:20.575218] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:20.860541] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:21.146359] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:21.426933] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:09:21.427087] [INFO ] [CONFIGURE ] OGN: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:09:21.427129] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1571 tests [2025-11-22T00:09:21.427164] [INFO ] [CONFIGURE ] OGN: Testing feature 6/29: add_failed_moves [2025-11-22T00:09:21.427195] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:09:21.669235] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:21.948605] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:22.193169] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:09:22.433585] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:09:22.673204] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:22.919685] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:09:23.162794] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:23.411364] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:23.654559] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:09:23.901205] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:23.901381] [INFO ] [CONFIGURE ] OGN: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:09:23.901427] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1570 tests [2025-11-22T00:09:23.901500] [INFO ] [CONFIGURE ] OGN: Testing feature 7/29: add_lag_shelf [2025-11-22T00:09:23.901538] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:09:24.136619] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:24.373519] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:24.602135] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:09:24.845337] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:09:25.075914] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:25.306794] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:25.540376] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:25.774333] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:26.005677] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:26.248125] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:09:26.248274] [INFO ] [CONFIGURE ] OGN: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:09:26.248315] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1569 tests [2025-11-22T00:09:26.248348] [INFO ] [CONFIGURE ] OGN: Testing feature 8/29: add_macd [2025-11-22T00:09:26.248378] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:09:26.566041] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:26.889700] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:27.205507] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:27.519028] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:27.835143] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:09:28.154409] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:28.478768] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:28.806236] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:29.125700] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:09:29.456948] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:29.457142] [INFO ] [CONFIGURE ] OGN: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:09:29.457187] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1568 tests [2025-11-22T00:09:29.457222] [INFO ] [CONFIGURE ] OGN: Testing feature 9/29: add_mfi [2025-11-22T00:09:29.457254] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T00:09:29.692870] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:29.930477] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:30.177901] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:30.412481] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:30.661718] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:30.909123] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:31.133078] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:31.356978] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:31.598497] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:31.842999] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:09:31.843171] [INFO ] [CONFIGURE ] OGN: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:09:31.843216] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1567 tests [2025-11-22T00:09:31.843252] [INFO ] [CONFIGURE ] OGN: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:09:31.843284] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:09:32.152521] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:32.458423] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:32.769463] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:33.099371] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:09:33.430746] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:33.778813] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:09:34.118746] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:34.436519] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:34.753477] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:35.079243] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:35.079408] [INFO ] [CONFIGURE ] OGN: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-22T00:09:35.079452] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1566 tests [2025-11-22T00:09:35.079489] [INFO ] [CONFIGURE ] OGN: Testing feature 11/29: add_obv_daily [2025-11-22T00:09:35.079523] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-22T00:09:35.421152] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:35.762474] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:36.099225] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:36.461214] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:36.805902] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:37.173397] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:09:37.510760] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:37.849050] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:38.185780] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:38.521659] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:38.521867] [INFO ] [CONFIGURE ] OGN: DISCARDED add_obv_daily (score: 70.00%) [2025-11-22T00:09:38.521910] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1565 tests [2025-11-22T00:09:38.521943] [INFO ] [CONFIGURE ] OGN: Testing feature 12/29: add_obv_interval [2025-11-22T00:09:38.521974] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-22T00:09:38.845221] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:39.165727] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:39.503716] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:39.828797] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:40.183590] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:09:40.511306] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:40.843782] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:41.173108] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:41.503058] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:41.971678] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:09:41.971906] [INFO ] [CONFIGURE ] OGN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:09:41.971972] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1564 tests [2025-11-22T00:09:41.972079] [INFO ] [CONFIGURE ] OGN: Testing feature 13/29: add_opening_strength [2025-11-22T00:09:41.972134] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:09:42.458884] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:42.836571] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:09:43.218267] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:43.561464] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:43.920240] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:44.255236] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:09:44.603188] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:44.956973] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:45.308760] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:45.684041] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:45.684206] [INFO ] [CONFIGURE ] OGN: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:09:45.684249] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1563 tests [2025-11-22T00:09:45.684281] [INFO ] [CONFIGURE ] OGN: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:09:45.684312] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-22T00:09:46.029969] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:46.375576] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:46.729587] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:47.096572] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:47.450963] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:47.807756] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:48.170852] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:48.553563] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:09:48.916811] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:49.300792] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:49.300970] [INFO ] [CONFIGURE ] OGN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:09:49.301013] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1562 tests [2025-11-22T00:09:49.301045] [INFO ] [CONFIGURE ] OGN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:09:49.301077] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-22T00:09:49.631040] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:49.970385] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:09:50.303194] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:50.642903] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:50.980699] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:51.314928] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:51.654021] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:51.995995] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:09:52.347252] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:52.685743] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:09:52.685902] [INFO ] [CONFIGURE ] OGN: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T00:09:52.685944] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1561 tests [2025-11-22T00:09:52.685977] [INFO ] [CONFIGURE ] OGN: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:09:52.686009] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-22T00:09:53.040055] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:53.385290] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:53.756967] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:54.119232] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:54.481090] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:54.836152] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:09:55.187332] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:55.543958] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:09:55.894540] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:56.244254] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:09:56.244485] [INFO ] [CONFIGURE ] OGN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T00:09:56.244533] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1560 tests [2025-11-22T00:09:56.244568] [INFO ] [CONFIGURE ] OGN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:09:56.244601] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-22T00:09:56.576408] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:09:56.911084] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:09:57.241910] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:09:57.598450] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:09:57.933118] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:09:58.298096] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:09:58.633186] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:09:58.978267] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:09:59.313975] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:09:59.656491] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:09:59.656670] [INFO ] [CONFIGURE ] OGN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:09:59.656746] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1559 tests [2025-11-22T00:09:59.656785] [INFO ] [CONFIGURE ] OGN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:09:59.656817] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-22T00:09:59.973544] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:00.284240] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:01.301717] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:01.611824] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:01.932981] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:02.248148] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:10:02.547009] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:02.855622] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:10:03.159771] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:10:03.464617] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:03.464810] [INFO ] [CONFIGURE ] OGN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:10:03.464854] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1558 tests [2025-11-22T00:10:03.464889] [INFO ] [CONFIGURE ] OGN: Testing feature 20/29: add_price_rejection [2025-11-22T00:10:03.464921] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-22T00:10:03.826968] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:04.161129] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:04.487867] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:04.818243] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:05.148403] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:05.479085] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:10:05.810746] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:06.148512] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:10:06.482743] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:10:06.821555] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:10:06.821738] [INFO ] [CONFIGURE ] OGN: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:10:06.821784] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1557 tests [2025-11-22T00:10:06.821820] [INFO ] [CONFIGURE ] OGN: Testing feature 21/29: add_range_position [2025-11-22T00:10:06.821854] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-22T00:10:07.156342] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:07.543148] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:10:07.903793] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:08.271151] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:08.606938] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:08.971788] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:10:09.307381] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:09.681746] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:10:10.052584] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:10:10.447340] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:10:10.447568] [INFO ] [CONFIGURE ] OGN: DISCARDED add_range_position (score: 60.00%) [2025-11-22T00:10:10.447620] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1556 tests [2025-11-22T00:10:10.447679] [INFO ] [CONFIGURE ] OGN: Testing feature 22/29: add_realized_volatility [2025-11-22T00:10:10.447715] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-22T00:10:10.894660] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:11.360552] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:10:11.830306] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:10:12.265530] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:10:12.720589] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:13.142580] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:10:13.588055] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:14.028806] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:14.470695] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:10:14.903635] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:14.903822] [INFO ] [CONFIGURE ] OGN: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-22T00:10:14.903867] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1555 tests [2025-11-22T00:10:14.903922] [INFO ] [CONFIGURE ] OGN: Testing feature 23/29: add_recent_range_context [2025-11-22T00:10:14.903958] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-22T00:10:15.235418] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:15.588026] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:15.944094] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:16.291237] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:16.668626] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:17.020375] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:10:17.369116] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:17.723633] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:10:18.074337] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:10:18.430677] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:18.430842] [INFO ] [CONFIGURE ] OGN: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-22T00:10:18.430920] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1554 tests [2025-11-22T00:10:18.430957] [INFO ] [CONFIGURE ] OGN: Testing feature 24/29: add_rsi [2025-11-22T00:10:18.430989] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-22T00:10:18.828444] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:19.204864] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:19.611046] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:20.001963] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:20.397065] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:20.780408] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:10:21.175614] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:21.580382] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:10:21.979459] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:10:22.374113] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:22.374296] [INFO ] [CONFIGURE ] OGN: DISCARDED add_rsi (score: 80.00%) [2025-11-22T00:10:22.374341] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1553 tests [2025-11-22T00:10:22.374375] [INFO ] [CONFIGURE ] OGN: Testing feature 25/29: add_tick_distribution [2025-11-22T00:10:22.374407] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-22T00:10:22.701884] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:23.042156] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:23.373050] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:23.735915] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:24.073306] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:24.407306] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:10:24.767599] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:25.111105] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:10:25.469847] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:10:25.834607] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:10:25.834787] [INFO ] [CONFIGURE ] OGN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:10:25.834831] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1552 tests [2025-11-22T00:10:25.834865] [INFO ] [CONFIGURE ] OGN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:10:25.834899] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-22T00:10:26.183864] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:26.532451] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:26.887660] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:27.253708] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:27.604839] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:27.952483] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:10:28.301810] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:28.690482] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:10:29.149423] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:10:29.636511] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:10:29.636748] [INFO ] [CONFIGURE ] OGN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:10:29.636830] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1551 tests [2025-11-22T00:10:29.636885] [INFO ] [CONFIGURE ] OGN: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:10:29.636922] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-22T00:10:30.022011] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:30.391186] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:30.796269] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:31.177876] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:31.526267] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:31.901519] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:10:32.272229] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:32.647400] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:10:33.037303] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:10:33.422717] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:10:33.422879] [INFO ] [CONFIGURE ] OGN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:10:33.422925] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1550 tests [2025-11-22T00:10:33.422959] [INFO ] [CONFIGURE ] OGN: Testing feature 28/29: add_volume_profile [2025-11-22T00:10:33.422991] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-22T00:10:33.769954] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:34.109869] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:34.445733] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:34.789041] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:10:35.137603] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:35.473436] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:10:35.816298] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:36.164807] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:36.532199] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:10:36.908772] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:36.908966] [INFO ] [CONFIGURE ] OGN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:10:36.909032] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1549 tests [2025-11-22T00:10:36.909074] [INFO ] [CONFIGURE ] OGN: Testing feature 29/29: add_vwap [2025-11-22T00:10:36.909121] [INFO ] [CONFIGURE ] OGN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-22T00:10:37.254095] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:37.597185] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:10:37.949083] [DEBUG] [FORECASTER] OGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:38.288572] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:10:38.645086] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:38.986564] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:10:39.339558] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:10:39.703107] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:40.053357] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:10:40.401927] [DEBUG] [FORECASTER] OGN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:10:40.402094] [INFO ] [CONFIGURE ] OGN: DISCARDED add_vwap (score: 30.00%) [2025-11-22T00:10:40.402137] [INFO ] [CONFIGURE ] JOB ETA: 1.2h | Avg: 2.7s/test | Remaining: 1548 tests [2025-11-22T00:10:40.402172] [INFO ] [CONFIGURE ] OGN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:10:40.402201] [INFO ] [CONFIGURE ] OGN: Best accuracy: 80.00% [2025-11-22T00:10:40.402231] [INFO ] [CONFIGURE ] OGN: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:10:40.402260] [INFO ] [CONFIGURE ] OGN: Improvement over baseline: 20.00% [2025-11-22T00:10:40.402285] [INFO ] [CONFIGURE ] OGN: Total time: 1.5 minutes [2025-11-22T00:10:40.402310] [INFO ] [CONFIGURE ] OGN: Average time per feature: 3.3 seconds [2025-11-22T00:10:40.402336] [INFO ] [CONFIGURE ] OGN: Average speed: 0.32 features/sec [2025-11-22T00:10:40.402707] [INFO ] [LOCAL ] Saved configuration for OGN: 3 features, 80.00% accuracy -> ./output/feature-sets/OGN.json [2025-11-22T00:10:40.402752] [INFO ] [CONFIGURE ] OGN: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-22T00:10:40.402788] [INFO ] [sig ] [40/93] Successfully configured OGN | 0.01 sym/s | Total: 52.5m | ETA: 1.2h [2025-11-22T00:10:40.402819] [INFO ] [sig ] [41/93] Configuring PD... [2025-11-22T00:10:40.402848] [INFO ] [CONFIGURE ] PD: Configurate test run. [2025-11-22T00:10:40.402875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-11-22T00:10:40.414184] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PD'. [2025-11-22T00:10:40.414493] [INFO ] [CONFIGURE ] PD: Testing with 29 available features [2025-11-22T00:10:40.414540] [INFO ] [CONFIGURE ] PD: Establishing baseline with no features... [2025-11-22T00:10:40.638290] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:40.830782] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:10:41.017854] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:10:41.192482] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:41.369499] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:10:41.556715] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:10:41.735271] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:10:41.914884] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:42.094993] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:10:42.269773] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:10:42.269938] [INFO ] [CONFIGURE ] PD: Baseline score (no features): 30.00% [2025-11-22T00:10:42.270002] [INFO ] [CONFIGURE ] PD: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:10:42.270048] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:10:42.484114] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:42.694981] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:10:42.935283] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:43.146333] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:43.402196] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:43.612908] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:10:43.823436] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:10:44.033200] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:44.277367] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:10:44.481737] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:44.481914] [INFO ] [CONFIGURE ] PD: KEPT add_bollinger_bands (score: 60.00%) [2025-11-22T00:10:44.481959] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1547 tests [2025-11-22T00:10:44.481992] [INFO ] [CONFIGURE ] PD: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:10:44.482024] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:10:44.717990] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:10:44.954839] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:10:45.194690] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:10:45.430721] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:45.663576] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:45.919940] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:10:46.173309] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:10:46.427549] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:46.708208] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:10:46.948635] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:46.948814] [INFO ] [CONFIGURE ] PD: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:10:46.948859] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1546 tests [2025-11-22T00:10:46.948894] [INFO ] [CONFIGURE ] PD: Testing feature 3/29: add_daily_returns [2025-11-22T00:10:46.948927] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:10:47.169355] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:47.387509] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:10:47.605687] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:47.826097] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:48.048007] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:48.266074] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:10:48.486842] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:10:48.708340] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:48.948305] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:10:49.166448] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:49.166605] [INFO ] [CONFIGURE ] PD: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:10:49.166667] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1545 tests [2025-11-22T00:10:49.166703] [INFO ] [CONFIGURE ] PD: Testing feature 4/29: add_ema [2025-11-22T00:10:49.166734] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:10:49.408143] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:10:49.652086] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:10:49.893575] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:50.138263] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:50.382286] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:50.632813] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:10:50.877525] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:10:51.123006] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:51.368180] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:10:51.619172] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:51.619334] [INFO ] [CONFIGURE ] PD: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:10:51.619379] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1544 tests [2025-11-22T00:10:51.619413] [INFO ] [CONFIGURE ] PD: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:10:51.619445] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:10:51.876811] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:52.124776] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:10:52.371449] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:52.619269] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:52.879185] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:53.130353] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:10:53.383151] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:10:53.632919] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:53.886482] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:10:54.141919] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:54.142070] [INFO ] [CONFIGURE ] PD: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:10:54.142133] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1543 tests [2025-11-22T00:10:54.142169] [INFO ] [CONFIGURE ] PD: Testing feature 6/29: add_failed_moves [2025-11-22T00:10:54.142200] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:10:54.360067] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:54.574453] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:10:54.786493] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:55.023820] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:55.236456] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:55.450701] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:10:55.665873] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:10:55.889744] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:56.118158] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:10:56.332702] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:10:56.332851] [INFO ] [CONFIGURE ] PD: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:10:56.332894] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1542 tests [2025-11-22T00:10:56.332928] [INFO ] [CONFIGURE ] PD: Testing feature 7/29: add_lag_shelf [2025-11-22T00:10:56.332960] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:10:56.533722] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:10:56.734390] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:10:56.936293] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:57.140165] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:57.343141] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:10:57.551611] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:10:57.755809] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:10:57.959292] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:10:58.171956] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:10:58.377735] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:10:58.377884] [INFO ] [CONFIGURE ] PD: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-22T00:10:58.377928] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1541 tests [2025-11-22T00:10:58.377963] [INFO ] [CONFIGURE ] PD: Testing feature 8/29: add_macd [2025-11-22T00:10:58.377996] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:10:58.667910] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:10:58.967856] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:10:59.258388] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:10:59.548516] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:10:59.842056] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:00.131452] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:00.425010] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:01.352041] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:01.701565] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:11:02.012476] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:02.012673] [INFO ] [CONFIGURE ] PD: DISCARDED add_macd (score: 40.00%) [2025-11-22T00:11:02.012722] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1540 tests [2025-11-22T00:11:02.012759] [INFO ] [CONFIGURE ] PD: Testing feature 9/29: add_mfi [2025-11-22T00:11:02.012791] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T00:11:02.240020] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:02.458907] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:02.670279] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:02.888214] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:03.101855] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:03.316554] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:03.529927] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:03.747881] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:03.957063] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:04.168352] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:04.168519] [INFO ] [CONFIGURE ] PD: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:11:04.168562] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1539 tests [2025-11-22T00:11:04.168595] [INFO ] [CONFIGURE ] PD: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:11:04.168627] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:11:04.468211] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:04.772012] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:05.080719] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:11:05.392298] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:05.695128] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:05.987746] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:06.292945] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:06.578248] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:06.867520] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:11:07.179063] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:07.179246] [INFO ] [CONFIGURE ] PD: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-22T00:11:07.179289] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1538 tests [2025-11-22T00:11:07.179322] [INFO ] [CONFIGURE ] PD: Testing feature 11/29: add_obv_daily [2025-11-22T00:11:07.179353] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T00:11:07.391561] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:07.602406] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:07.812574] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:08.025114] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:08.235722] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:08.446224] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:08.663869] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:11:08.877623] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:09.090044] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:09.302428] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:11:09.302578] [INFO ] [CONFIGURE ] PD: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:11:09.302623] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1537 tests [2025-11-22T00:11:09.302678] [INFO ] [CONFIGURE ] PD: Testing feature 12/29: add_obv_interval [2025-11-22T00:11:09.302714] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T00:11:09.515625] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:09.731161] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:09.951112] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:10.194221] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:10.407836] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:10.625600] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:10.850188] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:11.066603] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:11.283470] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:11.506338] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:11.506488] [INFO ] [CONFIGURE ] PD: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:11:11.506532] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1536 tests [2025-11-22T00:11:11.506566] [INFO ] [CONFIGURE ] PD: Testing feature 13/29: add_opening_strength [2025-11-22T00:11:11.506597] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:11:11.733293] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:11.959242] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:11:12.189303] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:11:12.425708] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:12.665422] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:11:12.902393] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:13.160541] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:11:13.403976] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:13.664572] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:13.929404] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:11:13.929573] [INFO ] [CONFIGURE ] PD: DISCARDED add_opening_strength (score: 30.00%) [2025-11-22T00:11:13.929617] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1535 tests [2025-11-22T00:11:13.929669] [INFO ] [CONFIGURE ] PD: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:11:13.929745] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T00:11:14.162907] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:14.387286] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:14.621430] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:11:14.855931] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:15.087165] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:15.313593] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:15.541705] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:15.770886] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:16.001065] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:16.252944] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:16.253097] [INFO ] [CONFIGURE ] PD: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:11:16.253140] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1534 tests [2025-11-22T00:11:16.253173] [INFO ] [CONFIGURE ] PD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:11:16.253204] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T00:11:16.449543] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:16.649635] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:16.849877] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:11:17.055951] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:17.258513] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:17.462165] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:17.666832] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:17.868294] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:18.068861] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:11:18.270308] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:18.270468] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T00:11:18.270512] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1533 tests [2025-11-22T00:11:18.270546] [INFO ] [CONFIGURE ] PD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:11:18.270579] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T00:11:18.492210] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:18.712373] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:18.934194] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:19.180192] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:19.400838] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:19.627901] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:19.852722] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:20.088046] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:20.314177] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:11:20.538603] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:20.538799] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T00:11:20.538843] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1532 tests [2025-11-22T00:11:20.538876] [INFO ] [CONFIGURE ] PD: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:11:20.538908] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T00:11:20.765831] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:21.020878] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:21.350347] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:21.651286] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:21.920229] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:22.153132] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:22.379046] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:22.606960] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:22.839940] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:23.106001] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:23.106154] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:11:23.106198] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1531 tests [2025-11-22T00:11:23.106230] [INFO ] [CONFIGURE ] PD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:11:23.106263] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-22T00:11:23.304503] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:23.502051] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:23.702962] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:23.903003] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:24.130947] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:24.359988] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:24.596365] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:24.825199] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:25.055128] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:11:25.309785] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:25.309943] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:11:25.309987] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1530 tests [2025-11-22T00:11:25.310047] [INFO ] [CONFIGURE ] PD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:11:25.310081] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-22T00:11:25.539969] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:25.773897] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:26.038792] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:26.264799] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:26.510983] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:26.759227] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:26.993637] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:27.222095] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:27.459495] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:27.690595] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:27.690772] [INFO ] [CONFIGURE ] PD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T00:11:27.690818] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1529 tests [2025-11-22T00:11:27.690855] [INFO ] [CONFIGURE ] PD: Testing feature 20/29: add_price_rejection [2025-11-22T00:11:27.690889] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-22T00:11:27.937794] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:11:28.178358] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:28.417724] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:28.658229] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:28.897590] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:29.171483] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:29.408728] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:11:29.658125] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:29.900505] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:30.143325] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:30.143482] [INFO ] [CONFIGURE ] PD: DISCARDED add_price_rejection (score: 40.00%) [2025-11-22T00:11:30.143527] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1528 tests [2025-11-22T00:11:30.143561] [INFO ] [CONFIGURE ] PD: Testing feature 21/29: add_range_position [2025-11-22T00:11:30.143592] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-22T00:11:30.407445] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:30.676243] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:30.941298] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:31.205962] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:31.473061] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:31.745877] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:32.015317] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:32.275531] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:32.541932] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:11:32.804295] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:32.804449] [INFO ] [CONFIGURE ] PD: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:11:32.804492] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1527 tests [2025-11-22T00:11:32.804525] [INFO ] [CONFIGURE ] PD: Testing feature 22/29: add_realized_volatility [2025-11-22T00:11:32.804556] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-22T00:11:33.149982] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:33.490446] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:33.839434] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:11:34.196016] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:34.542299] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:34.895051] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:35.268112] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:35.611096] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:35.954308] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:36.313174] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:36.313376] [INFO ] [CONFIGURE ] PD: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:11:36.313422] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1526 tests [2025-11-22T00:11:36.313457] [INFO ] [CONFIGURE ] PD: Testing feature 23/29: add_recent_range_context [2025-11-22T00:11:36.313499] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-22T00:11:36.543749] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:36.780708] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:37.011535] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:11:37.242221] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:37.469565] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:37.702161] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:37.934695] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:38.207068] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:38.439874] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:38.676457] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:38.676617] [INFO ] [CONFIGURE ] PD: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:11:38.676683] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1525 tests [2025-11-22T00:11:38.676721] [INFO ] [CONFIGURE ] PD: Testing feature 24/29: add_rsi [2025-11-22T00:11:38.676753] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-22T00:11:38.977045] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:11:39.260001] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:11:39.544108] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:39.830180] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:40.120688] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:40.433515] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:40.721603] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:41.002668] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:41.305759] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:41.585733] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:41.585885] [INFO ] [CONFIGURE ] PD: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:11:41.585930] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1524 tests [2025-11-22T00:11:41.585962] [INFO ] [CONFIGURE ] PD: Testing feature 25/29: add_tick_distribution [2025-11-22T00:11:41.585993] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-22T00:11:41.820598] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:42.059821] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:42.292414] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:11:42.533982] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:42.752894] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:42.981994] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:43.205244] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:43.452957] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:43.679511] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:11:43.899628] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:43.899799] [INFO ] [CONFIGURE ] PD: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-22T00:11:43.899843] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1523 tests [2025-11-22T00:11:43.899876] [INFO ] [CONFIGURE ] PD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:11:43.899907] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-22T00:11:44.113370] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:44.338523] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:44.551230] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:44.764717] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:44.989056] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:45.211854] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:45.432929] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:11:45.653549] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:45.883991] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:46.107422] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:46.107598] [INFO ] [CONFIGURE ] PD: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:11:46.107663] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1522 tests [2025-11-22T00:11:46.107712] [INFO ] [CONFIGURE ] PD: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:11:46.107747] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-22T00:11:46.339694] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:46.569008] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:46.797251] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:47.037157] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:47.285927] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:47.515108] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:47.741117] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:11:47.982255] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:48.213944] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:48.450105] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:11:48.450282] [INFO ] [CONFIGURE ] PD: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:11:48.450329] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1521 tests [2025-11-22T00:11:48.450365] [INFO ] [CONFIGURE ] PD: Testing feature 28/29: add_volume_profile [2025-11-22T00:11:48.450399] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-22T00:11:48.674942] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:48.901443] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:49.127110] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:11:49.352442] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:49.580824] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:49.803536] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:50.029673] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:50.288079] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:50.514867] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:11:50.744638] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:50.744802] [INFO ] [CONFIGURE ] PD: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T00:11:50.744844] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1520 tests [2025-11-22T00:11:50.744877] [INFO ] [CONFIGURE ] PD: Testing feature 29/29: add_vwap [2025-11-22T00:11:50.744910] [INFO ] [CONFIGURE ] PD: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-22T00:11:50.963213] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:51.191008] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:51.418540] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:11:51.646323] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:51.874415] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:11:52.105107] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:52.332368] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:11:52.565899] [DEBUG] [FORECASTER] PD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:11:52.799596] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:53.023547] [DEBUG] [FORECASTER] PD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:11:53.023741] [INFO ] [CONFIGURE ] PD: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:11:53.023786] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1519 tests [2025-11-22T00:11:53.023823] [INFO ] [CONFIGURE ] PD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:11:53.024245] [INFO ] [CONFIGURE ] PD: Best accuracy: 60.00% [2025-11-22T00:11:53.024282] [INFO ] [CONFIGURE ] PD: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-22T00:11:53.024311] [INFO ] [CONFIGURE ] PD: Improvement over baseline: 30.00% [2025-11-22T00:11:53.024338] [INFO ] [CONFIGURE ] PD: Total time: 1.2 minutes [2025-11-22T00:11:53.024369] [INFO ] [CONFIGURE ] PD: Average time per feature: 2.4 seconds [2025-11-22T00:11:53.024399] [INFO ] [CONFIGURE ] PD: Average speed: 0.41 features/sec [2025-11-22T00:11:53.024790] [INFO ] [LOCAL ] Saved configuration for PD: 1 features, 60.00% accuracy -> ./output/feature-sets/PD.json [2025-11-22T00:11:53.024835] [INFO ] [CONFIGURE ] PD: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-22T00:11:53.024872] [INFO ] [sig ] [41/93] Successfully configured PD | 0.01 sym/s | Total: 53.7m | ETA: 1.1h [2025-11-22T00:11:53.024903] [INFO ] [sig ] [42/93] Configuring PDI... [2025-11-22T00:11:53.024932] [INFO ] [CONFIGURE ] PDI: Configurate test run. [2025-11-22T00:11:53.024961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-11-22T00:11:53.036845] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDI'. [2025-11-22T00:11:53.037353] [INFO ] [CONFIGURE ] PDI: Testing with 29 available features [2025-11-22T00:11:53.037402] [INFO ] [CONFIGURE ] PDI: Establishing baseline with no features... [2025-11-22T00:11:53.218664] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:11:53.385985] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:53.554007] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:11:53.721069] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:53.891407] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:11:54.062203] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:54.230372] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:11:54.398123] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:11:54.567360] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:54.741946] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:11:54.742102] [INFO ] [CONFIGURE ] PDI: Baseline score (no features): 40.00% [2025-11-22T00:11:54.742145] [INFO ] [CONFIGURE ] PDI: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:11:54.742179] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:11:54.943176] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:55.145519] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:55.348471] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:11:55.551966] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:55.752856] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:11:55.952367] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:11:56.157234] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:11:56.390873] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:11:56.593781] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:56.793588] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:11:56.793757] [INFO ] [CONFIGURE ] PDI: KEPT add_bollinger_bands (score: 50.00%) [2025-11-22T00:11:56.793800] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1518 tests [2025-11-22T00:11:56.793833] [INFO ] [CONFIGURE ] PDI: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:11:56.793864] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:11:57.023432] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:11:57.261497] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:57.493517] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:11:57.727607] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:11:57.960841] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:11:58.197116] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:11:58.435841] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:11:58.669435] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:11:58.914591] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:11:59.159165] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:11:59.159312] [INFO ] [CONFIGURE ] PDI: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T00:11:59.159358] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1517 tests [2025-11-22T00:11:59.159393] [INFO ] [CONFIGURE ] PDI: Testing feature 3/29: add_daily_returns [2025-11-22T00:11:59.159425] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:11:59.394287] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:11:59.601718] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:11:59.815284] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:00.026382] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:00.234576] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:00.446700] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:01.336289] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:01.686802] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:01.901177] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:02.117055] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:02.117225] [INFO ] [CONFIGURE ] PDI: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:12:02.117268] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1516 tests [2025-11-22T00:12:02.117301] [INFO ] [CONFIGURE ] PDI: Testing feature 4/29: add_ema [2025-11-22T00:12:02.117332] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:12:02.360520] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:02.598924] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:02.847345] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:03.088472] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:03.334179] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:03.579308] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:03.825441] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:12:04.102075] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:04.340273] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:04.604143] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:04.604302] [INFO ] [CONFIGURE ] PDI: KEPT add_ema (score: 70.00%) [2025-11-22T00:12:04.604347] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1515 tests [2025-11-22T00:12:04.604383] [INFO ] [CONFIGURE ] PDI: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:12:04.604418] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:12:04.884870] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:05.184284] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:05.493095] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:05.825689] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:12:06.142879] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:06.470440] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:06.771843] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:07.061797] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:07.348864] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:07.688614] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:12:07.688796] [INFO ] [CONFIGURE ] PDI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:12:07.688840] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1514 tests [2025-11-22T00:12:07.688875] [INFO ] [CONFIGURE ] PDI: Testing feature 6/29: add_failed_moves [2025-11-22T00:12:07.688906] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-22T00:12:07.944803] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:08.222296] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:08.608392] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:08.908697] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:09.156530] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:09.411943] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:09.659901] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:09.910932] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:10.171205] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:10.430470] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:10.430633] [INFO ] [CONFIGURE ] PDI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:12:10.430697] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1513 tests [2025-11-22T00:12:10.430735] [INFO ] [CONFIGURE ] PDI: Testing feature 7/29: add_lag_shelf [2025-11-22T00:12:10.430767] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-22T00:12:10.681046] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:10.919424] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:11.159480] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:11.385089] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:11.609430] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:11.830171] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:12.061811] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:12.292722] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:12.527476] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:12.758098] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:12.758251] [INFO ] [CONFIGURE ] PDI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:12:12.758293] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1512 tests [2025-11-22T00:12:12.758333] [INFO ] [CONFIGURE ] PDI: Testing feature 8/29: add_macd [2025-11-22T00:12:12.758363] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-22T00:12:13.064743] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:12:13.365722] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:13.696296] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:13.998009] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:14.305827] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:14.639898] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:14.949086] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:12:15.252668] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:15.552087] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:15.855203] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:15.855369] [INFO ] [CONFIGURE ] PDI: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:12:15.855412] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1511 tests [2025-11-22T00:12:15.855481] [INFO ] [CONFIGURE ] PDI: Testing feature 9/29: add_mfi [2025-11-22T00:12:15.855554] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-22T00:12:16.102335] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:16.352487] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:16.614838] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:16.859913] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:17.103983] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:17.353015] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:17.624698] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:17.874580] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:18.131033] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:18.394990] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:18.395154] [INFO ] [CONFIGURE ] PDI: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:12:18.395197] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1510 tests [2025-11-22T00:12:18.395232] [INFO ] [CONFIGURE ] PDI: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:12:18.395263] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:12:18.714350] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:19.034225] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:19.356189] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:19.694778] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:20.017528] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:20.339925] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:20.691573] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:21.021372] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:21.359932] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:21.703613] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:21.703808] [INFO ] [CONFIGURE ] PDI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:12:21.703853] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1509 tests [2025-11-22T00:12:21.703892] [INFO ] [CONFIGURE ] PDI: Testing feature 11/29: add_obv_daily [2025-11-22T00:12:21.703927] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-22T00:12:21.986975] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:22.256387] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:12:22.522183] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:22.809502] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:23.081605] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:23.346186] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:23.640040] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:23.913199] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:24.181399] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:24.453993] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:24.454180] [INFO ] [CONFIGURE ] PDI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:12:24.454226] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1508 tests [2025-11-22T00:12:24.454261] [INFO ] [CONFIGURE ] PDI: Testing feature 12/29: add_obv_interval [2025-11-22T00:12:24.454294] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-22T00:12:24.716441] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:12:24.983350] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:25.245452] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:25.507710] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:25.794792] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:26.055583] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:26.320141] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:12:26.583039] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:26.843951] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:27.107404] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:27.107591] [INFO ] [CONFIGURE ] PDI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T00:12:27.107668] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1507 tests [2025-11-22T00:12:27.107709] [INFO ] [CONFIGURE ] PDI: Testing feature 13/29: add_opening_strength [2025-11-22T00:12:27.107743] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:12:27.390816] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:27.669552] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:27.964416] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:28.260602] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:28.545160] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:28.857145] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:29.163369] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:29.448225] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:29.763858] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:30.052029] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:30.052192] [INFO ] [CONFIGURE ] PDI: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T00:12:30.052247] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1506 tests [2025-11-22T00:12:30.052290] [INFO ] [CONFIGURE ] PDI: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:12:30.052326] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-22T00:12:30.317116] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:30.598568] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:30.899598] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:31.173309] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:31.439773] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:31.706357] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:31.974909] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:12:32.239996] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:32.512353] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:32.811374] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:32.811523] [INFO ] [CONFIGURE ] PDI: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:12:32.811565] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1505 tests [2025-11-22T00:12:32.811598] [INFO ] [CONFIGURE ] PDI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:12:32.811630] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-22T00:12:33.063264] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:33.315206] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:33.568026] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:33.821911] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:34.098178] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:34.351815] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:34.608216] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:34.879475] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:35.132053] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:35.389363] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:35.389513] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:12:35.389556] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1504 tests [2025-11-22T00:12:35.389589] [INFO ] [CONFIGURE ] PDI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:12:35.389620] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-22T00:12:35.638820] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:35.908411] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:36.174376] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:36.451792] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:36.711225] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:36.971885] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:37.233974] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:37.483949] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:37.730925] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:37.971072] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:37.971249] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:12:37.971293] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1503 tests [2025-11-22T00:12:37.971326] [INFO ] [CONFIGURE ] PDI: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:12:37.971358] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-22T00:12:38.231297] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:38.497300] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:38.783659] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:39.049463] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:39.311236] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:39.570151] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:39.832157] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:40.098335] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:40.359179] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:40.625895] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:40.626066] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T00:12:40.626110] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1502 tests [2025-11-22T00:12:40.626144] [INFO ] [CONFIGURE ] PDI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:12:40.626175] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-22T00:12:40.889057] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:41.130951] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:41.373191] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:41.621372] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:41.889848] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:42.134142] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:42.380776] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:42.625840] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:42.871101] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:43.116046] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:43.116189] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:12:43.116232] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1501 tests [2025-11-22T00:12:43.116266] [INFO ] [CONFIGURE ] PDI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:12:43.116298] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-22T00:12:43.347717] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:43.581144] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:43.832611] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:44.062125] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:44.292512] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:44.531482] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:44.762926] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:44.995853] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:45.228311] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:45.464925] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:45.465079] [INFO ] [CONFIGURE ] PDI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T00:12:45.465128] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1500 tests [2025-11-22T00:12:45.465172] [INFO ] [CONFIGURE ] PDI: Testing feature 20/29: add_price_rejection [2025-11-22T00:12:45.465205] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-22T00:12:45.734115] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:12:46.005774] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:46.272377] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:46.537045] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:46.820807] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:47.081902] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:47.343149] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:47.612748] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:47.909636] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:48.176898] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:48.177064] [INFO ] [CONFIGURE ] PDI: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:12:48.177109] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1499 tests [2025-11-22T00:12:48.177142] [INFO ] [CONFIGURE ] PDI: Testing feature 21/29: add_range_position [2025-11-22T00:12:48.177173] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-22T00:12:48.445104] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:48.711362] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:48.984348] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:49.253424] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:49.522339] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:49.790298] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:50.058346] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:50.329455] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:50.591753] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:50.883953] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:50.884093] [INFO ] [CONFIGURE ] PDI: DISCARDED add_range_position (score: 60.00%) [2025-11-22T00:12:50.884155] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1498 tests [2025-11-22T00:12:50.884191] [INFO ] [CONFIGURE ] PDI: Testing feature 22/29: add_realized_volatility [2025-11-22T00:12:50.884222] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-22T00:12:51.251908] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:51.616605] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:51.977622] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:52.338789] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:52.707192] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:53.086145] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:53.450788] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:53.840928] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:54.209789] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:54.572869] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:54.573044] [INFO ] [CONFIGURE ] PDI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:12:54.573089] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1497 tests [2025-11-22T00:12:54.573125] [INFO ] [CONFIGURE ] PDI: Testing feature 23/29: add_recent_range_context [2025-11-22T00:12:54.573159] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-22T00:12:54.837239] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:55.092337] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:55.350987] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:55.613412] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:55.871227] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:56.132231] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:12:56.392123] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:12:56.648311] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:56.934483] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:57.195260] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:57.195418] [INFO ] [CONFIGURE ] PDI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:12:57.195462] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1496 tests [2025-11-22T00:12:57.195496] [INFO ] [CONFIGURE ] PDI: Testing feature 24/29: add_rsi [2025-11-22T00:12:57.195528] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-22T00:12:57.452426] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:12:57.705190] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:12:57.961615] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:12:58.226051] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:12:58.483711] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:12:58.763377] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:12:59.050282] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:12:59.313732] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:12:59.579974] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:12:59.861217] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:12:59.861376] [INFO ] [CONFIGURE ] PDI: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:12:59.861421] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1495 tests [2025-11-22T00:12:59.861457] [INFO ] [CONFIGURE ] PDI: Testing feature 25/29: add_tick_distribution [2025-11-22T00:12:59.861490] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-22T00:13:00.119772] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:13:00.374178] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:13:00.692413] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:01.467358] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:13:01.774283] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:13:02.045353] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:13:02.294279] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:02.536961] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:02.775717] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:03.049704] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:13:03.049872] [INFO ] [CONFIGURE ] PDI: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:13:03.049918] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1494 tests [2025-11-22T00:13:03.049960] [INFO ] [CONFIGURE ] PDI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:13:03.049994] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-22T00:13:03.303937] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:13:03.570505] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:13:03.825100] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:04.083613] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:13:04.338397] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:13:04.591830] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:13:04.842884] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:05.124404] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:05.383330] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:05.654199] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:13:05.654389] [INFO ] [CONFIGURE ] PDI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:13:05.654439] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1493 tests [2025-11-22T00:13:05.654476] [INFO ] [CONFIGURE ] PDI: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:13:05.654535] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-22T00:13:05.937375] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:13:06.205320] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:13:06.474139] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:06.760068] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:13:07.044694] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:13:07.328235] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:13:07.619732] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:07.908696] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:08.200583] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:13:08.495407] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:13:08.495563] [INFO ] [CONFIGURE ] PDI: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:13:08.495609] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1492 tests [2025-11-22T00:13:08.495659] [INFO ] [CONFIGURE ] PDI: Testing feature 28/29: add_volume_profile [2025-11-22T00:13:08.495696] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-22T00:13:08.759892] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:13:09.050505] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:13:09.311814] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:09.569228] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:13:09.832449] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:13:10.091422] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:13:10.356582] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:10.615624] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:10.877617] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:11.164199] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:13:11.164363] [INFO ] [CONFIGURE ] PDI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:13:11.164405] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1491 tests [2025-11-22T00:13:11.164440] [INFO ] [CONFIGURE ] PDI: Testing feature 29/29: add_vwap [2025-11-22T00:13:11.164472] [INFO ] [CONFIGURE ] PDI: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-22T00:13:11.421471] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:13:11.683963] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:13:11.948917] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:12.213350] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:13:12.481450] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:13:12.749660] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:13:13.014308] [DEBUG] [FORECASTER] PDI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:13.282717] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:13.556448] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:13.822081] [DEBUG] [FORECASTER] PDI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:13:13.822231] [INFO ] [CONFIGURE ] PDI: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:13:13.822275] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1490 tests [2025-11-22T00:13:13.822310] [INFO ] [CONFIGURE ] PDI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:13:13.822340] [INFO ] [CONFIGURE ] PDI: Best accuracy: 70.00% [2025-11-22T00:13:13.822370] [INFO ] [CONFIGURE ] PDI: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:13:13.822397] [INFO ] [CONFIGURE ] PDI: Improvement over baseline: 30.00% [2025-11-22T00:13:13.822423] [INFO ] [CONFIGURE ] PDI: Total time: 1.3 minutes [2025-11-22T00:13:13.822449] [INFO ] [CONFIGURE ] PDI: Average time per feature: 2.7 seconds [2025-11-22T00:13:13.822475] [INFO ] [CONFIGURE ] PDI: Average speed: 0.37 features/sec [2025-11-22T00:13:13.822782] [INFO ] [LOCAL ] Saved configuration for PDI: 2 features, 70.00% accuracy -> ./output/feature-sets/PDI.json [2025-11-22T00:13:13.822824] [INFO ] [CONFIGURE ] PDI: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T00:13:13.822860] [INFO ] [sig ] [42/93] Successfully configured PDI | 0.01 sym/s | Total: 55.0m | ETA: 1.1h [2025-11-22T00:13:13.822891] [INFO ] [sig ] [43/93] Configuring PDM... [2025-11-22T00:13:13.822919] [INFO ] [CONFIGURE ] PDM: Configurate test run. [2025-11-22T00:13:13.822949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-11-22T00:13:13.833833] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDM'. [2025-11-22T00:13:13.834138] [INFO ] [CONFIGURE ] PDM: Testing with 29 available features [2025-11-22T00:13:13.834186] [INFO ] [CONFIGURE ] PDM: Establishing baseline with no features... [2025-11-22T00:13:14.008219] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:14.186406] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:14.362291] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:14.540156] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:14.717537] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:14.893939] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:15.099851] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:13:15.278712] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:15.457295] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:15.642530] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:13:15.642687] [INFO ] [CONFIGURE ] PDM: Baseline score (no features): 40.00% [2025-11-22T00:13:15.642731] [INFO ] [CONFIGURE ] PDM: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:13:15.642765] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:13:15.851386] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:16.059438] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:16.275338] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:16.517553] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:16.767664] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:17.095794] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:17.321302] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:17.533083] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:17.761738] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:17.979261] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:17.979434] [INFO ] [CONFIGURE ] PDM: KEPT add_bollinger_bands (score: 50.00%) [2025-11-22T00:13:17.979479] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1489 tests [2025-11-22T00:13:17.979512] [INFO ] [CONFIGURE ] PDM: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:13:17.979544] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:13:18.244428] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:18.493278] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:13:18.747870] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:18.996948] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:19.242145] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:19.483743] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:19.725952] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:19.961842] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:20.230072] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:20.479184] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:20.479333] [INFO ] [CONFIGURE ] PDM: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:13:20.479375] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1488 tests [2025-11-22T00:13:20.479408] [INFO ] [CONFIGURE ] PDM: Testing feature 3/29: add_daily_returns [2025-11-22T00:13:20.479438] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:13:20.697891] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:20.918359] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:21.167529] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:21.384689] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:21.605210] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:21.835691] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:22.058187] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:22.282489] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:22.505275] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:22.731069] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:22.731217] [INFO ] [CONFIGURE ] PDM: KEPT add_daily_returns (score: 60.00%) [2025-11-22T00:13:22.731259] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1487 tests [2025-11-22T00:13:22.731291] [INFO ] [CONFIGURE ] PDM: Testing feature 4/29: add_ema [2025-11-22T00:13:22.731347] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-22T00:13:23.003616] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:23.302484] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:23.583126] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:23.871066] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:24.199968] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:24.479020] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:24.761756] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:25.049339] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:25.338156] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:25.623772] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:25.623930] [INFO ] [CONFIGURE ] PDM: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:13:25.623976] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1486 tests [2025-11-22T00:13:25.624014] [INFO ] [CONFIGURE ] PDM: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:13:25.624048] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:13:25.900469] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:26.217864] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:26.501737] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:26.775271] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:27.055412] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:27.357324] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:27.637466] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:13:27.913683] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:28.192607] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:13:28.468423] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:13:28.468572] [INFO ] [CONFIGURE ] PDM: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T00:13:28.468614] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1485 tests [2025-11-22T00:13:28.468669] [INFO ] [CONFIGURE ] PDM: Testing feature 6/29: add_failed_moves [2025-11-22T00:13:28.468705] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-22T00:13:28.698996] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:28.937976] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:29.198846] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:29.438342] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:29.676139] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:29.922886] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:30.165992] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:30.419295] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:30.664852] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:30.900558] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:30.900785] [INFO ] [CONFIGURE ] PDM: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:13:30.900830] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1484 tests [2025-11-22T00:13:30.900864] [INFO ] [CONFIGURE ] PDM: Testing feature 7/29: add_lag_shelf [2025-11-22T00:13:30.901333] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-22T00:13:31.131113] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:31.354664] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:31.579261] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:31.810660] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:32.037562] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:32.279988] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:13:32.507270] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:13:32.728725] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:32.952108] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:33.184329] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:33.184481] [INFO ] [CONFIGURE ] PDM: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:13:33.184524] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1483 tests [2025-11-22T00:13:33.184559] [INFO ] [CONFIGURE ] PDM: Testing feature 8/29: add_macd [2025-11-22T00:13:33.184591] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-22T00:13:33.502638] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:33.818459] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:34.127711] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:34.450808] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:34.761272] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:35.064960] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:35.388307] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:13:35.717428] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:36.028151] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:13:36.364949] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:13:36.365138] [INFO ] [CONFIGURE ] PDM: DISCARDED add_macd (score: 30.00%) [2025-11-22T00:13:36.365182] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1482 tests [2025-11-22T00:13:36.365219] [INFO ] [CONFIGURE ] PDM: Testing feature 9/29: add_mfi [2025-11-22T00:13:36.365251] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-22T00:13:36.599771] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:36.826666] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:37.057074] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:37.290716] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:37.521782] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:37.756926] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:37.995671] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:38.240016] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:38.477524] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:38.720876] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:38.721091] [INFO ] [CONFIGURE ] PDM: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:13:38.721138] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1481 tests [2025-11-22T00:13:38.721177] [INFO ] [CONFIGURE ] PDM: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:13:38.721211] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:13:39.050367] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:39.395632] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:39.703556] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:13:40.018183] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:40.327670] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:40.646610] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:13:40.959821] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:41.277497] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:41.597790] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:41.908065] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:41.908215] [INFO ] [CONFIGURE ] PDM: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:13:41.908259] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1480 tests [2025-11-22T00:13:41.908293] [INFO ] [CONFIGURE ] PDM: Testing feature 11/29: add_obv_daily [2025-11-22T00:13:41.908323] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-22T00:13:42.137905] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:42.388589] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:42.619830] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:42.848170] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:13:43.075281] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:13:43.303001] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:13:43.531733] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:43.771766] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:44.011873] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:44.253844] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:44.254385] [INFO ] [CONFIGURE ] PDM: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:13:44.254430] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1479 tests [2025-11-22T00:13:44.254465] [INFO ] [CONFIGURE ] PDM: Testing feature 12/29: add_obv_interval [2025-11-22T00:13:44.254496] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-22T00:13:44.471310] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:44.687032] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:44.912297] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:45.131890] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:45.369738] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:45.586863] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:45.818177] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:13:46.040499] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:46.264860] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:46.496691] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:46.496850] [INFO ] [CONFIGURE ] PDM: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:13:46.496918] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1478 tests [2025-11-22T00:13:46.496958] [INFO ] [CONFIGURE ] PDM: Testing feature 13/29: add_opening_strength [2025-11-22T00:13:46.496997] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:13:46.725235] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:46.957158] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:47.203771] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:47.455242] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:47.689912] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:47.929529] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:48.160229] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:13:48.416341] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:48.645403] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:13:48.878400] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:48.878540] [INFO ] [CONFIGURE ] PDM: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T00:13:48.878583] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1477 tests [2025-11-22T00:13:48.878617] [INFO ] [CONFIGURE ] PDM: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:13:48.878668] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-22T00:13:49.123677] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:49.368369] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:49.614534] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:49.860415] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:50.107147] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:50.366611] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:50.617485] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:13:50.868486] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:51.117857] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:51.368952] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:51.369088] [INFO ] [CONFIGURE ] PDM: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T00:13:51.369136] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1476 tests [2025-11-22T00:13:51.369172] [INFO ] [CONFIGURE ] PDM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:13:51.369205] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-22T00:13:51.594674] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:51.815936] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:13:52.039373] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:52.256467] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:52.478238] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:52.704081] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:13:52.930690] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:53.148490] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:13:53.370488] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:53.598039] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:53.598181] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-22T00:13:53.598222] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1475 tests [2025-11-22T00:13:53.598255] [INFO ] [CONFIGURE ] PDM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:13:53.598285] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-22T00:13:53.837131] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:54.073739] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:54.319177] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:54.587860] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:54.825782] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:55.056076] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:55.285251] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:55.522228] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:55.749219] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:55.968890] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:13:55.969074] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-22T00:13:55.969118] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1474 tests [2025-11-22T00:13:55.969152] [INFO ] [CONFIGURE ] PDM: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:13:55.969183] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-22T00:13:56.187252] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:13:56.465015] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:56.709541] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:56.950148] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:57.188669] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:57.425668] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:57.662499] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:13:57.907276] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:13:58.149972] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:13:58.395153] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:13:58.395303] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:13:58.395347] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1473 tests [2025-11-22T00:13:58.395381] [INFO ] [CONFIGURE ] PDM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:13:58.395413] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-22T00:13:58.615016] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:13:58.832861] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:13:59.048923] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:13:59.272570] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:13:59.513266] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:13:59.733039] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:13:59.955772] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:00.179668] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:00.399351] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:00.640874] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:00.641010] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:14:00.641055] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1472 tests [2025-11-22T00:14:00.641091] [INFO ] [CONFIGURE ] PDM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:14:00.641124] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-22T00:14:01.476425] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:01.835417] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:02.055372] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:02.280296] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:02.528007] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:02.753395] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:14:02.974418] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:03.194922] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:03.419751] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:03.716110] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:03.716325] [INFO ] [CONFIGURE ] PDM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T00:14:03.716397] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1471 tests [2025-11-22T00:14:03.716458] [INFO ] [CONFIGURE ] PDM: Testing feature 20/29: add_price_rejection [2025-11-22T00:14:03.716514] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-22T00:14:04.082524] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:04.360243] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:04.607217] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:04.852054] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:05.089147] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:05.328293] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:14:05.591316] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:05.834111] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:06.074183] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:06.319306] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:06.319448] [INFO ] [CONFIGURE ] PDM: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:14:06.319491] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1470 tests [2025-11-22T00:14:06.319524] [INFO ] [CONFIGURE ] PDM: Testing feature 21/29: add_range_position [2025-11-22T00:14:06.319554] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-22T00:14:06.598049] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:06.842690] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:07.085978] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:07.343867] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:07.594045] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:07.839925] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:14:08.085873] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:08.330935] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:08.595862] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:14:08.844004] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:08.844144] [INFO ] [CONFIGURE ] PDM: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:14:08.844187] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1469 tests [2025-11-22T00:14:08.844258] [INFO ] [CONFIGURE ] PDM: Testing feature 22/29: add_realized_volatility [2025-11-22T00:14:08.844294] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-22T00:14:09.166841] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:09.523014] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:09.855465] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:10.179856] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:10.515527] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:10.852273] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:14:11.222158] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:11.563451] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:11.894222] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:12.232516] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:12.232678] [INFO ] [CONFIGURE ] PDM: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:14:12.232723] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1468 tests [2025-11-22T00:14:12.232756] [INFO ] [CONFIGURE ] PDM: Testing feature 23/29: add_recent_range_context [2025-11-22T00:14:12.232788] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-22T00:14:12.468845] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:12.727362] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:12.975081] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:13.225371] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:13.471903] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:13.713510] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:14:13.951118] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:14.190030] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:14.444784] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:14.717536] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:14.717717] [INFO ] [CONFIGURE ] PDM: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:14:14.717762] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1467 tests [2025-11-22T00:14:14.717797] [INFO ] [CONFIGURE ] PDM: Testing feature 24/29: add_rsi [2025-11-22T00:14:14.717831] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-22T00:14:15.008358] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:14:15.301468] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:15.585701] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:15.879706] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:16.172605] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:16.440341] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:14:16.711795] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:16.984713] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:17.264037] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:17.548830] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:17.548976] [INFO ] [CONFIGURE ] PDM: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:14:17.549020] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1466 tests [2025-11-22T00:14:17.549054] [INFO ] [CONFIGURE ] PDM: Testing feature 25/29: add_tick_distribution [2025-11-22T00:14:17.549084] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-22T00:14:17.774089] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:17.999996] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:18.230038] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:18.463045] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:18.716929] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:18.945540] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:14:19.181492] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:19.410534] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:19.643191] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:19.883079] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:19.883254] [INFO ] [CONFIGURE ] PDM: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-22T00:14:19.883299] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1465 tests [2025-11-22T00:14:19.883332] [INFO ] [CONFIGURE ] PDM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:14:19.883363] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-22T00:14:20.118078] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:20.348042] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:20.588195] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:20.820408] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:21.063438] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:21.289954] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:14:21.521088] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:21.788103] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:22.032863] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:22.275989] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:22.276169] [INFO ] [CONFIGURE ] PDM: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-22T00:14:22.276215] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1464 tests [2025-11-22T00:14:22.276251] [INFO ] [CONFIGURE ] PDM: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:14:22.276328] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-22T00:14:22.537418] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:22.784324] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:23.041963] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:23.294387] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:23.544552] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:23.799300] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:14:24.059352] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:24.313814] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:24.564368] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:24.858856] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:24.859034] [INFO ] [CONFIGURE ] PDM: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:14:24.859076] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1463 tests [2025-11-22T00:14:24.859109] [INFO ] [CONFIGURE ] PDM: Testing feature 28/29: add_volume_profile [2025-11-22T00:14:24.859140] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-22T00:14:25.114236] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:25.361465] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:25.602930] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:25.840213] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:26.080378] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:14:26.326672] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:14:26.571938] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:26.801004] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:27.032750] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:27.261363] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:27.261508] [INFO ] [CONFIGURE ] PDM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:14:27.261551] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1462 tests [2025-11-22T00:14:27.261585] [INFO ] [CONFIGURE ] PDM: Testing feature 29/29: add_vwap [2025-11-22T00:14:27.261615] [INFO ] [CONFIGURE ] PDM: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-22T00:14:27.489748] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:14:27.774545] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:28.016773] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:28.258993] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:14:28.502914] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:14:28.748197] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:14:28.993689] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:29.239352] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:29.479044] [DEBUG] [FORECASTER] PDM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:29.744451] [DEBUG] [FORECASTER] PDM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:29.744622] [INFO ] [CONFIGURE ] PDM: DISCARDED add_vwap (score: 40.00%) [2025-11-22T00:14:29.744688] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1461 tests [2025-11-22T00:14:29.744727] [INFO ] [CONFIGURE ] PDM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:14:29.744767] [INFO ] [CONFIGURE ] PDM: Best accuracy: 60.00% [2025-11-22T00:14:29.744800] [INFO ] [CONFIGURE ] PDM: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:14:29.744830] [INFO ] [CONFIGURE ] PDM: Improvement over baseline: 20.00% [2025-11-22T00:14:29.744858] [INFO ] [CONFIGURE ] PDM: Total time: 1.2 minutes [2025-11-22T00:14:29.744886] [INFO ] [CONFIGURE ] PDM: Average time per feature: 2.6 seconds [2025-11-22T00:14:29.744915] [INFO ] [CONFIGURE ] PDM: Average speed: 0.39 features/sec [2025-11-22T00:14:29.745341] [INFO ] [LOCAL ] Saved configuration for PDM: 2 features, 60.00% accuracy -> ./output/feature-sets/PDM.json [2025-11-22T00:14:29.745385] [INFO ] [CONFIGURE ] PDM: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-22T00:14:29.745423] [INFO ] [sig ] [43/93] Successfully configured PDM | 0.01 sym/s | Total: 56.3m | ETA: 1.1h [2025-11-22T00:14:29.745455] [INFO ] [sig ] [44/93] Configuring PDO... [2025-11-22T00:14:29.745485] [INFO ] [CONFIGURE ] PDO: Configurate test run. [2025-11-22T00:14:29.745514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-11-22T00:14:29.758378] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDO'. [2025-11-22T00:14:29.758754] [INFO ] [CONFIGURE ] PDO: Testing with 29 available features [2025-11-22T00:14:29.758828] [INFO ] [CONFIGURE ] PDO: Establishing baseline with no features... [2025-11-22T00:14:29.923724] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:30.092419] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:30.256390] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:30.422142] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:30.589116] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:30.760102] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:30.928854] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:31.097325] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:31.264905] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:31.437071] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:31.437235] [INFO ] [CONFIGURE ] PDO: Baseline score (no features): 50.00% [2025-11-22T00:14:31.437285] [INFO ] [CONFIGURE ] PDO: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:14:31.437321] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:14:31.635402] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:31.833228] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:32.036162] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:32.232246] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:32.428345] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:32.630291] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:32.831964] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:33.037571] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:33.236455] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:33.443168] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:33.443316] [INFO ] [CONFIGURE ] PDO: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-22T00:14:33.443359] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1460 tests [2025-11-22T00:14:33.443392] [INFO ] [CONFIGURE ] PDO: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:14:33.443423] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:14:33.651518] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:14:33.889086] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:34.094672] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:34.331478] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:34.538105] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:14:34.743710] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:34.948034] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:35.154496] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:35.363566] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:14:35.570215] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:14:35.570358] [INFO ] [CONFIGURE ] PDO: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:14:35.570401] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1459 tests [2025-11-22T00:14:35.570435] [INFO ] [CONFIGURE ] PDO: Testing feature 3/29: add_daily_returns [2025-11-22T00:14:35.570466] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_daily_returns'] [2025-11-22T00:14:35.772564] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:35.954438] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:36.133613] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:36.313993] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:36.498277] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:36.679481] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:36.885511] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:37.066386] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:37.247349] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:37.429040] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:37.429182] [INFO ] [CONFIGURE ] PDO: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:14:37.429224] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1458 tests [2025-11-22T00:14:37.429259] [INFO ] [CONFIGURE ] PDO: Testing feature 4/29: add_ema [2025-11-22T00:14:37.429311] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_ema'] [2025-11-22T00:14:37.639832] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:14:37.849851] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:38.052287] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:38.252691] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:38.453933] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:38.671980] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:38.883116] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:39.095858] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:39.309250] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:39.522426] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:39.522574] [INFO ] [CONFIGURE ] PDO: DISCARDED add_ema (score: 30.00%) [2025-11-22T00:14:39.522617] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1457 tests [2025-11-22T00:14:39.522672] [INFO ] [CONFIGURE ] PDO: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:14:39.522737] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:14:39.733855] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:14:39.975005] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:40.187485] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:40.399622] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:40.612931] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:14:40.823198] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:41.038522] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:41.253808] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:41.468969] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:41.683938] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:41.684083] [INFO ] [CONFIGURE ] PDO: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T00:14:41.684125] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1456 tests [2025-11-22T00:14:41.684160] [INFO ] [CONFIGURE ] PDO: Testing feature 6/29: add_failed_moves [2025-11-22T00:14:41.684191] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves'] [2025-11-22T00:14:41.866045] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:42.043716] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:42.221236] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:42.399363] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:42.578048] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:42.765182] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:42.981233] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:43.165104] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:43.343710] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:43.525502] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:43.525663] [INFO ] [CONFIGURE ] PDO: KEPT add_failed_moves (score: 60.00%) [2025-11-22T00:14:43.525708] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1455 tests [2025-11-22T00:14:43.525741] [INFO ] [CONFIGURE ] PDO: Testing feature 7/29: add_lag_shelf [2025-11-22T00:14:43.525772] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-22T00:14:43.701696] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:43.878233] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:44.056033] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:44.238800] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:44.419724] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:44.598734] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:44.799885] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:44.980296] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:45.161114] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:45.343782] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:45.343925] [INFO ] [CONFIGURE ] PDO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:14:45.343967] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1454 tests [2025-11-22T00:14:45.344008] [INFO ] [CONFIGURE ] PDO: Testing feature 8/29: add_macd [2025-11-22T00:14:45.344039] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-22T00:14:45.614597] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:45.874533] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:14:46.133993] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:46.393060] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:46.654126] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:46.917536] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:47.179688] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:47.453606] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:47.750990] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:14:48.017379] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:48.017584] [INFO ] [CONFIGURE ] PDO: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:14:48.017630] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1453 tests [2025-11-22T00:14:48.017688] [INFO ] [CONFIGURE ] PDO: Testing feature 9/29: add_mfi [2025-11-22T00:14:48.017723] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-22T00:14:48.213157] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:48.407220] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:48.599012] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:48.804217] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:49.021810] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:14:49.206273] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:49.408249] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:49.604441] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:49.812754] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:50.017798] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:50.017988] [INFO ] [CONFIGURE ] PDO: DISCARDED add_mfi (score: 40.00%) [2025-11-22T00:14:50.018034] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1452 tests [2025-11-22T00:14:50.018106] [INFO ] [CONFIGURE ] PDO: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:14:50.018141] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:14:50.307932] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:50.616125] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:50.926661] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:51.211556] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:51.493459] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:14:51.782019] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:52.092362] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:14:52.377752] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:52.662785] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:52.943482] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:52.943639] [INFO ] [CONFIGURE ] PDO: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-22T00:14:52.943705] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1451 tests [2025-11-22T00:14:52.943741] [INFO ] [CONFIGURE ] PDO: Testing feature 11/29: add_obv_daily [2025-11-22T00:14:52.943773] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-22T00:14:53.138813] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:14:53.334809] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:53.530336] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:53.730931] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:53.958663] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:54.165707] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:54.365186] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:54.574968] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:54.779317] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:54.981903] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:54.982051] [INFO ] [CONFIGURE ] PDO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:14:54.982140] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1450 tests [2025-11-22T00:14:54.982179] [INFO ] [CONFIGURE ] PDO: Testing feature 12/29: add_obv_interval [2025-11-22T00:14:54.982210] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-22T00:14:55.181120] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:14:55.376358] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:55.575512] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:55.795043] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:56.010689] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:56.268152] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:56.515740] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:56.729213] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:14:56.965491] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:57.168594] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:57.168763] [INFO ] [CONFIGURE ] PDO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:14:57.168805] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1449 tests [2025-11-22T00:14:57.168839] [INFO ] [CONFIGURE ] PDO: Testing feature 13/29: add_opening_strength [2025-11-22T00:14:57.168870] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:14:57.378513] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:14:57.595801] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:57.807411] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:14:58.020853] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:14:58.243420] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:14:58.461702] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:14:58.672997] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:14:58.894896] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:14:59.107335] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:14:59.319538] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:14:59.319714] [INFO ] [CONFIGURE ] PDO: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T00:14:59.319760] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1448 tests [2025-11-22T00:14:59.319794] [INFO ] [CONFIGURE ] PDO: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:14:59.319825] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-22T00:14:59.527082] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:14:59.735897] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:14:59.974477] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:00.181412] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:00.389284] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:15:00.598070] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:00.843077] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:01.619047] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:01.968851] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:02.208111] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:02.208304] [INFO ] [CONFIGURE ] PDO: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-22T00:15:02.208351] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1447 tests [2025-11-22T00:15:02.208388] [INFO ] [CONFIGURE ] PDO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:15:02.208421] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-22T00:15:02.407421] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:02.600124] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:02.788313] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:03.001697] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:03.188794] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:15:03.375156] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:03.561999] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:03.753870] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:03.944890] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:04.167853] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:04.167979] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-22T00:15:04.168023] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1446 tests [2025-11-22T00:15:04.168057] [INFO ] [CONFIGURE ] PDO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:15:04.168088] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-22T00:15:04.415418] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:04.620204] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:04.826111] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:05.036834] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:15:05.245461] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:15:05.450356] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:05.661400] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:05.869948] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:06.092910] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:06.305806] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:06.305977] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T00:15:06.306020] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1445 tests [2025-11-22T00:15:06.306056] [INFO ] [CONFIGURE ] PDO: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:15:06.306123] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-22T00:15:06.516323] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:06.736524] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:06.962182] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:07.205371] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:07.415556] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:07.624709] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:07.834769] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:08.041466] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:08.254999] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:08.466805] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:08.466990] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:15:08.467049] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1444 tests [2025-11-22T00:15:08.467121] [INFO ] [CONFIGURE ] PDO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:15:08.467172] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-22T00:15:08.650566] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:08.830495] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:09.038434] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:09.217861] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:09.399324] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:15:09.582965] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:15:09.763232] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:09.958960] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:15:10.152789] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:10.338836] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:10.338982] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_volatility_5d (score: 30.00%) [2025-11-22T00:15:10.339024] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1443 tests [2025-11-22T00:15:10.339058] [INFO ] [CONFIGURE ] PDO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:15:10.339090] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-22T00:15:10.519609] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:10.703091] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:10.896273] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:11.083692] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:11.279242] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:11.470774] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:11.659864] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:11.851047] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:12.061864] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:12.251896] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:12.252042] [INFO ] [CONFIGURE ] PDO: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T00:15:12.252086] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1442 tests [2025-11-22T00:15:12.252123] [INFO ] [CONFIGURE ] PDO: Testing feature 20/29: add_price_rejection [2025-11-22T00:15:12.252156] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-22T00:15:12.451780] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:15:12.649402] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:12.850775] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:13.045861] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:13.266950] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:13.468460] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:13.662159] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:13.857064] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:15:14.054706] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:14.260137] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:14.260293] [INFO ] [CONFIGURE ] PDO: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:15:14.260335] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1441 tests [2025-11-22T00:15:14.260370] [INFO ] [CONFIGURE ] PDO: Testing feature 21/29: add_range_position [2025-11-22T00:15:14.260403] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-22T00:15:14.474458] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:14.693915] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:14.910201] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:15.147079] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:15.373453] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:15.600752] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:15.826525] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:16.057558] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:15:16.313793] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:16.539266] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:16.539425] [INFO ] [CONFIGURE ] PDO: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:15:16.539470] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1440 tests [2025-11-22T00:15:16.539506] [INFO ] [CONFIGURE ] PDO: Testing feature 22/29: add_realized_volatility [2025-11-22T00:15:16.539539] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-22T00:15:16.843413] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:15:17.150466] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:17.471952] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:17.785842] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:15:18.108619] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:18.431939] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:18.754762] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:19.071743] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:15:19.406118] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:19.711434] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:19.711670] [INFO ] [CONFIGURE ] PDO: KEPT add_realized_volatility (score: 70.00%) [2025-11-22T00:15:19.711719] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1439 tests [2025-11-22T00:15:19.711755] [INFO ] [CONFIGURE ] PDO: Testing feature 23/29: add_recent_range_context [2025-11-22T00:15:19.711786] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-22T00:15:20.035706] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:15:20.356622] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:20.680460] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:20.998142] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:21.313918] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:21.632169] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:21.958136] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:22.286146] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:22.596305] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:15:22.922428] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:22.922662] [INFO ] [CONFIGURE ] PDO: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-22T00:15:22.922713] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1438 tests [2025-11-22T00:15:22.922753] [INFO ] [CONFIGURE ] PDO: Testing feature 24/29: add_rsi [2025-11-22T00:15:22.922787] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-22T00:15:23.291810] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:23.662454] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:24.027948] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:24.381886] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:24.734078] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:25.087670] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:25.474689] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:25.832285] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:15:26.195658] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:26.582394] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:26.582589] [INFO ] [CONFIGURE ] PDO: DISCARDED add_rsi (score: 40.00%) [2025-11-22T00:15:26.582634] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1437 tests [2025-11-22T00:15:26.582694] [INFO ] [CONFIGURE ] PDO: Testing feature 25/29: add_tick_distribution [2025-11-22T00:15:26.582728] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-22T00:15:26.927948] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:27.279536] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:27.615831] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:27.937076] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:28.248393] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:28.575198] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:28.892961] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:29.198036] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:29.505190] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:29.813598] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:29.813767] [INFO ] [CONFIGURE ] PDO: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-22T00:15:29.813810] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1436 tests [2025-11-22T00:15:29.813844] [INFO ] [CONFIGURE ] PDO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:15:29.813875] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-22T00:15:30.132780] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:15:30.455845] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:30.774532] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:31.096600] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:31.419811] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:31.745238] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:32.065159] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:32.383048] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:32.708744] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:33.047940] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:33.048147] [INFO ] [CONFIGURE ] PDO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:15:33.048193] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1435 tests [2025-11-22T00:15:33.048230] [INFO ] [CONFIGURE ] PDO: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:15:33.048262] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-22T00:15:33.390092] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:15:33.735924] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:34.081888] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:34.495129] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:34.833195] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:35.174397] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:35.522833] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:35.868860] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:15:36.231688] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:36.571931] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:36.572098] [INFO ] [CONFIGURE ] PDO: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:15:36.572141] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1434 tests [2025-11-22T00:15:36.572174] [INFO ] [CONFIGURE ] PDO: Testing feature 28/29: add_volume_profile [2025-11-22T00:15:36.572205] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_realized_volatility', 'add_volume_profile'] [2025-11-22T00:15:36.895501] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:37.211744] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:37.566233] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:37.892470] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:15:38.216476] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:15:38.542278] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:15:38.858024] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:15:39.175723] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:39.495368] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:39.824045] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:39.824197] [INFO ] [CONFIGURE ] PDO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:15:39.824241] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1433 tests [2025-11-22T00:15:39.824279] [INFO ] [CONFIGURE ] PDO: Testing feature 29/29: add_vwap [2025-11-22T00:15:39.824313] [INFO ] [CONFIGURE ] PDO: Testing with features: ['add_failed_moves', 'add_realized_volatility', 'add_vwap'] [2025-11-22T00:15:40.147351] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:40.469356] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:15:40.790433] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:15:41.129455] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:15:41.453314] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:15:41.781991] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:15:42.084254] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:42.425819] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:42.768503] [DEBUG] [FORECASTER] PDO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:43.257799] [DEBUG] [FORECASTER] PDO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:43.258031] [INFO ] [CONFIGURE ] PDO: DISCARDED add_vwap (score: 30.00%) [2025-11-22T00:15:43.258150] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1432 tests [2025-11-22T00:15:43.258207] [INFO ] [CONFIGURE ] PDO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:15:43.258251] [INFO ] [CONFIGURE ] PDO: Best accuracy: 70.00% [2025-11-22T00:15:43.258290] [INFO ] [CONFIGURE ] PDO: Best feature set (2 features): ['add_failed_moves', 'add_realized_volatility'] [2025-11-22T00:15:43.258328] [INFO ] [CONFIGURE ] PDO: Improvement over baseline: 20.00% [2025-11-22T00:15:43.258368] [INFO ] [CONFIGURE ] PDO: Total time: 1.2 minutes [2025-11-22T00:15:43.258407] [INFO ] [CONFIGURE ] PDO: Average time per feature: 2.5 seconds [2025-11-22T00:15:43.258447] [INFO ] [CONFIGURE ] PDO: Average speed: 0.40 features/sec [2025-11-22T00:15:43.258862] [INFO ] [LOCAL ] Saved configuration for PDO: 2 features, 70.00% accuracy -> ./output/feature-sets/PDO.json [2025-11-22T00:15:43.258922] [INFO ] [CONFIGURE ] PDO: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T00:15:43.258974] [INFO ] [sig ] [44/93] Successfully configured PDO | 0.01 sym/s | Total: 57.5m | ETA: 1.1h [2025-11-22T00:15:43.259020] [INFO ] [sig ] [45/93] Configuring PDS... [2025-11-22T00:15:43.259061] [INFO ] [CONFIGURE ] PDS: Configurate test run. [2025-11-22T00:15:43.259103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-11-22T00:15:43.282325] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDS'. [2025-11-22T00:15:43.282965] [INFO ] [CONFIGURE ] PDS: Testing with 29 available features [2025-11-22T00:15:43.283035] [INFO ] [CONFIGURE ] PDS: Establishing baseline with no features... [2025-11-22T00:15:43.541788] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:43.776141] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:43.959373] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:15:44.132191] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:44.315190] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:15:44.485424] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:15:44.657406] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:44.836952] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:45.017004] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:15:45.194147] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:45.194281] [INFO ] [CONFIGURE ] PDS: Baseline score (no features): 40.00% [2025-11-22T00:15:45.194323] [INFO ] [CONFIGURE ] PDS: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:15:45.194357] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:15:45.401711] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:45.609747] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:45.813423] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:15:46.018985] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:46.227570] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:15:46.438106] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:15:46.652164] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:46.868666] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:47.078704] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:15:47.290109] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:47.290274] [INFO ] [CONFIGURE ] PDS: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:15:47.290320] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1431 tests [2025-11-22T00:15:47.290355] [INFO ] [CONFIGURE ] PDS: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:15:47.290388] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:15:47.506058] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:47.719695] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:47.941911] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:15:48.153855] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:48.385896] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:15:48.591254] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:15:48.806938] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:49.026865] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:49.237342] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:15:49.443253] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:49.443406] [INFO ] [CONFIGURE ] PDS: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T00:15:49.443450] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1430 tests [2025-11-22T00:15:49.443483] [INFO ] [CONFIGURE ] PDS: Testing feature 3/29: add_daily_returns [2025-11-22T00:15:49.443515] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns'] [2025-11-22T00:15:49.648455] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:49.830225] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:50.003379] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:15:50.175911] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:15:50.357375] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:15:50.537863] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:15:50.718490] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:50.894738] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:51.071207] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:15:51.250827] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:15:51.250969] [INFO ] [CONFIGURE ] PDS: KEPT add_daily_returns (score: 60.00%) [2025-11-22T00:15:51.251014] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1429 tests [2025-11-22T00:15:51.251050] [INFO ] [CONFIGURE ] PDS: Testing feature 4/29: add_ema [2025-11-22T00:15:51.251083] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-22T00:15:51.471277] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:51.697368] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:51.927814] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:15:52.154569] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:15:52.378861] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:15:52.636669] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:15:52.865956] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:53.101222] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:53.330885] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:53.563866] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:15:53.564054] [INFO ] [CONFIGURE ] PDS: KEPT add_ema (score: 70.00%) [2025-11-22T00:15:53.564099] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1428 tests [2025-11-22T00:15:53.564139] [INFO ] [CONFIGURE ] PDS: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:15:53.564172] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:15:53.833105] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:54.111943] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:54.419901] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:15:54.697745] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:15:54.973113] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:15:55.242090] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:15:55.513146] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:55.807225] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:56.091341] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:56.379301] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:15:56.379487] [INFO ] [CONFIGURE ] PDS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:15:56.379533] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1427 tests [2025-11-22T00:15:56.379576] [INFO ] [CONFIGURE ] PDS: Testing feature 6/29: add_failed_moves [2025-11-22T00:15:56.379611] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-22T00:15:56.618923] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:56.847662] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:57.079995] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:15:57.311577] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:15:57.537524] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:15:57.765548] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:15:57.994480] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:15:58.225187] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:15:58.455057] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:15:58.712031] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:15:58.712161] [INFO ] [CONFIGURE ] PDS: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:15:58.712243] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1426 tests [2025-11-22T00:15:58.712280] [INFO ] [CONFIGURE ] PDS: Testing feature 7/29: add_lag_shelf [2025-11-22T00:15:58.712312] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-22T00:15:58.929984] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:15:59.149814] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:15:59.370916] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:15:59.592727] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:15:59.811466] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:00.039129] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:00.278160] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:00.509053] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:00.740104] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:01.721209] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:01.721396] [INFO ] [CONFIGURE ] PDS: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:16:01.721444] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1425 tests [2025-11-22T00:16:01.721479] [INFO ] [CONFIGURE ] PDS: Testing feature 8/29: add_macd [2025-11-22T00:16:01.721512] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-22T00:16:02.100185] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:16:02.412858] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:02.735083] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:03.050725] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:03.383257] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:03.689676] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:04.007762] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:04.310673] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:04.619426] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:04.926758] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:04.926983] [INFO ] [CONFIGURE ] PDS: DISCARDED add_macd (score: 70.00%) [2025-11-22T00:16:04.927031] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1424 tests [2025-11-22T00:16:04.927067] [INFO ] [CONFIGURE ] PDS: Testing feature 9/29: add_mfi [2025-11-22T00:16:04.927101] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-22T00:16:05.152006] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:05.399687] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:05.632013] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:05.858079] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:06.086913] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:06.314383] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:06.554233] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:06.788813] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:07.011511] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:07.238251] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:07.238448] [INFO ] [CONFIGURE ] PDS: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:16:07.238493] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1423 tests [2025-11-22T00:16:07.238527] [INFO ] [CONFIGURE ] PDS: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:16:07.238559] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:16:07.553398] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:07.899916] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:08.222239] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:08.551587] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:08.883804] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:09.205692] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:09.549757] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:09.879062] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:10.221292] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:10.569925] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:10.570095] [INFO ] [CONFIGURE ] PDS: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:16:10.570140] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1422 tests [2025-11-22T00:16:10.570177] [INFO ] [CONFIGURE ] PDS: Testing feature 11/29: add_obv_daily [2025-11-22T00:16:10.570211] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-22T00:16:10.842801] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:11.089327] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:11.347224] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:11.592256] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:16:11.840248] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:12.118078] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:12.364627] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:12.608484] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:12.842740] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:13.086121] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:13.086272] [INFO ] [CONFIGURE ] PDS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:16:13.086317] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1421 tests [2025-11-22T00:16:13.086357] [INFO ] [CONFIGURE ] PDS: Testing feature 12/29: add_obv_interval [2025-11-22T00:16:13.086395] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-22T00:16:13.318521] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:13.548606] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:13.779818] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:16:14.009365] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:14.240897] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:16:14.473697] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:14.722135] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:14.975164] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:15.223345] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:15.527230] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:15.527405] [INFO ] [CONFIGURE ] PDS: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:16:15.527460] [INFO ] [CONFIGURE ] JOB ETA: 1.1h | Avg: 2.7s/test | Remaining: 1420 tests [2025-11-22T00:16:15.527542] [INFO ] [CONFIGURE ] PDS: Testing feature 13/29: add_opening_strength [2025-11-22T00:16:15.527580] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-22T00:16:15.804350] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:16.079739] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:16.341472] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:16.603907] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:16:16.896354] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:17.156787] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:17.444861] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:17.731234] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:18.010324] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:18.292072] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:18.292221] [INFO ] [CONFIGURE ] PDS: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:16:18.292265] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1419 tests [2025-11-22T00:16:18.292299] [INFO ] [CONFIGURE ] PDS: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:16:18.292330] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-22T00:16:18.589359] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:18.868480] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:19.153448] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:19.428336] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:19.702722] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:20.004974] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:20.277452] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:20.534462] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:20.786154] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:21.042481] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:21.042697] [INFO ] [CONFIGURE ] PDS: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:16:21.042744] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1418 tests [2025-11-22T00:16:21.042778] [INFO ] [CONFIGURE ] PDS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:16:21.042811] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-22T00:16:21.262490] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:21.481858] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:21.707155] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:16:21.920270] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:16:22.143174] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:22.365099] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:22.587492] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:22.809678] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:23.032600] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:23.255542] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:23.255730] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T00:16:23.255775] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1417 tests [2025-11-22T00:16:23.255809] [INFO ] [CONFIGURE ] PDS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:16:23.255840] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-22T00:16:23.501902] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:23.749760] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:23.997463] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:16:24.261373] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:16:24.506188] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:24.749151] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:25.007608] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:25.254142] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:25.499542] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:25.744178] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:25.744323] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T00:16:25.744367] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1416 tests [2025-11-22T00:16:25.744401] [INFO ] [CONFIGURE ] PDS: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:16:25.744433] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-22T00:16:26.023377] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:26.269176] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:26.519365] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:26.765114] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:27.013454] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:27.294045] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:27.577399] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:16:27.859573] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:28.140432] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:28.392009] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:16:28.392152] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:16:28.392194] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1415 tests [2025-11-22T00:16:28.392227] [INFO ] [CONFIGURE ] PDS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:16:28.392259] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-22T00:16:28.619080] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:28.834096] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:29.071669] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:16:29.286785] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:29.518759] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:29.725073] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:29.938685] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:30.148974] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:30.379211] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:30.626495] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:16:30.626665] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:16:30.626713] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1414 tests [2025-11-22T00:16:30.626749] [INFO ] [CONFIGURE ] PDS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:16:30.626782] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-22T00:16:30.857350] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:31.085789] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:31.308666] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:31.533184] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:31.763299] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:32.019204] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:32.243876] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:32.478134] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:32.715078] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:32.957592] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:32.957806] [INFO ] [CONFIGURE ] PDS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:16:32.957851] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1413 tests [2025-11-22T00:16:32.957885] [INFO ] [CONFIGURE ] PDS: Testing feature 20/29: add_price_rejection [2025-11-22T00:16:32.957921] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-22T00:16:33.202305] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:33.444449] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:33.708308] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:33.959403] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:16:34.209932] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:34.489703] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:34.744604] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:35.026770] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:35.266938] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:35.515672] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:35.515837] [INFO ] [CONFIGURE ] PDS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:16:35.515885] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1412 tests [2025-11-22T00:16:35.515922] [INFO ] [CONFIGURE ] PDS: Testing feature 21/29: add_range_position [2025-11-22T00:16:35.515957] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-22T00:16:35.785401] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:36.049232] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:36.344439] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:36.632258] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:36.911778] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:37.196120] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:37.456560] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:37.753401] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:38.038768] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:38.323734] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:16:38.323942] [INFO ] [CONFIGURE ] PDS: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:16:38.323993] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1411 tests [2025-11-22T00:16:38.324031] [INFO ] [CONFIGURE ] PDS: Testing feature 22/29: add_realized_volatility [2025-11-22T00:16:38.324065] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_realized_volatility'] [2025-11-22T00:16:38.704944] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:39.062369] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:39.415991] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:39.788330] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:40.140795] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:40.492606] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:40.860547] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:41.256410] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:41.604939] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:41.962632] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:16:41.962818] [INFO ] [CONFIGURE ] PDS: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:16:41.962864] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1410 tests [2025-11-22T00:16:41.962899] [INFO ] [CONFIGURE ] PDS: Testing feature 23/29: add_recent_range_context [2025-11-22T00:16:41.962931] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_recent_range_context'] [2025-11-22T00:16:42.193265] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:42.429029] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:42.659315] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:42.890497] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:43.122636] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:43.352325] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:43.582751] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:43.822159] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:44.051582] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:44.286947] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:44.287117] [INFO ] [CONFIGURE ] PDS: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:16:44.287161] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1409 tests [2025-11-22T00:16:44.287197] [INFO ] [CONFIGURE ] PDS: Testing feature 24/29: add_rsi [2025-11-22T00:16:44.287230] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-22T00:16:44.529003] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:44.783136] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:45.032606] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:45.274875] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:45.519703] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:45.787007] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:46.039229] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:46.293912] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:46.549361] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:46.803416] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:46.803568] [INFO ] [CONFIGURE ] PDS: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:16:46.803614] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1408 tests [2025-11-22T00:16:46.803670] [INFO ] [CONFIGURE ] PDS: Testing feature 25/29: add_tick_distribution [2025-11-22T00:16:46.803757] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_tick_distribution'] [2025-11-22T00:16:47.043767] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:47.281524] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:47.521196] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:47.762601] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:48.005165] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:48.245424] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:48.488401] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:48.725682] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:48.965290] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:49.203834] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:16:49.204003] [INFO ] [CONFIGURE ] PDS: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:16:49.204047] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1407 tests [2025-11-22T00:16:49.204082] [INFO ] [CONFIGURE ] PDS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:16:49.204115] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-22T00:16:49.442191] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:49.685216] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:49.926294] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:50.195439] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:50.435706] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:50.677715] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:50.964456] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:51.313517] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:51.601983] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:51.902225] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:51.902381] [INFO ] [CONFIGURE ] PDS: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:16:51.902427] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1406 tests [2025-11-22T00:16:51.902463] [INFO ] [CONFIGURE ] PDS: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:16:51.902497] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_price_divergence'] [2025-11-22T00:16:52.131583] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:52.368845] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:52.612463] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:52.860881] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:16:53.110865] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:53.351231] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:53.613261] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:16:53.874345] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:54.106131] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:54.342886] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:16:54.343035] [INFO ] [CONFIGURE ] PDS: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:16:54.343080] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1405 tests [2025-11-22T00:16:54.343117] [INFO ] [CONFIGURE ] PDS: Testing feature 28/29: add_volume_profile [2025-11-22T00:16:54.343151] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_volume_profile'] [2025-11-22T00:16:54.569973] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:16:54.798995] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:55.042570] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:16:55.281118] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:16:55.520266] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:55.757061] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:16:55.994137] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:56.261583] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:56.505618] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:16:56.746186] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:16:56.746325] [INFO ] [CONFIGURE ] PDS: DISCARDED add_volume_profile (score: 30.00%) [2025-11-22T00:16:56.746368] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1404 tests [2025-11-22T00:16:56.746402] [INFO ] [CONFIGURE ] PDS: Testing feature 29/29: add_vwap [2025-11-22T00:16:56.746434] [INFO ] [CONFIGURE ] PDS: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap'] [2025-11-22T00:16:56.984812] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:16:57.223480] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:16:57.446987] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:16:57.676581] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:16:57.926612] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:16:58.160755] [DEBUG] [FORECASTER] PDS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:16:58.432123] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:16:58.703342] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:16:58.978086] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:16:59.275218] [DEBUG] [FORECASTER] PDS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:16:59.275364] [INFO ] [CONFIGURE ] PDS: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:16:59.275408] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1403 tests [2025-11-22T00:16:59.275444] [INFO ] [CONFIGURE ] PDS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:16:59.275475] [INFO ] [CONFIGURE ] PDS: Best accuracy: 70.00% [2025-11-22T00:16:59.275505] [INFO ] [CONFIGURE ] PDS: Best feature set (2 features): ['add_daily_returns', 'add_ema'] [2025-11-22T00:16:59.275552] [INFO ] [CONFIGURE ] PDS: Improvement over baseline: 30.00% [2025-11-22T00:16:59.275580] [INFO ] [CONFIGURE ] PDS: Total time: 1.2 minutes [2025-11-22T00:16:59.275605] [INFO ] [CONFIGURE ] PDS: Average time per feature: 2.6 seconds [2025-11-22T00:16:59.275631] [INFO ] [CONFIGURE ] PDS: Average speed: 0.39 features/sec [2025-11-22T00:16:59.275988] [INFO ] [LOCAL ] Saved configuration for PDS: 2 features, 70.00% accuracy -> ./output/feature-sets/PDS.json [2025-11-22T00:16:59.276031] [INFO ] [CONFIGURE ] PDS: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T00:16:59.276066] [INFO ] [sig ] [45/93] Successfully configured PDS | 0.01 sym/s | Total: 58.8m | ETA: 1.0h [2025-11-22T00:16:59.276097] [INFO ] [sig ] [46/93] Configuring PDT... [2025-11-22T00:16:59.276125] [INFO ] [CONFIGURE ] PDT: Configurate test run. [2025-11-22T00:16:59.276153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'. [2025-11-22T00:16:59.287856] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDT'. [2025-11-22T00:16:59.288122] [INFO ] [CONFIGURE ] PDT: Testing with 29 available features [2025-11-22T00:16:59.288168] [INFO ] [CONFIGURE ] PDT: Establishing baseline with no features... [2025-11-22T00:16:59.453960] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:16:59.620298] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:16:59.786396] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:16:59.951475] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:00.126481] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:17:00.295134] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:00.465345] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:00.633139] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:00.802432] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:01.694087] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:01.694226] [INFO ] [CONFIGURE ] PDT: Baseline score (no features): 40.00% [2025-11-22T00:17:01.694267] [INFO ] [CONFIGURE ] PDT: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:17:01.694302] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:17:01.905606] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:02.234886] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:02.448674] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:02.660285] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:02.874111] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:03.090556] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:03.312536] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:03.522255] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:03.733912] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:03.971882] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:03.972042] [INFO ] [CONFIGURE ] PDT: KEPT add_bollinger_bands (score: 50.00%) [2025-11-22T00:17:03.972085] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1402 tests [2025-11-22T00:17:03.972168] [INFO ] [CONFIGURE ] PDT: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:17:03.972204] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:17:04.202199] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:04.458571] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:17:04.691080] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:04.936455] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:05.170551] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:17:05.449113] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:05.703773] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:05.961713] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:06.221040] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:06.484512] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:06.484686] [INFO ] [CONFIGURE ] PDT: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T00:17:06.484736] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1401 tests [2025-11-22T00:17:06.484771] [INFO ] [CONFIGURE ] PDT: Testing feature 3/29: add_daily_returns [2025-11-22T00:17:06.484804] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:17:06.715191] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:17:06.998948] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:07.236048] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:07.507888] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:07.769614] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:08.020889] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:08.262186] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:08.497633] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:08.745354] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:08.992168] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:17:08.992351] [INFO ] [CONFIGURE ] PDT: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:17:08.992395] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1400 tests [2025-11-22T00:17:08.992429] [INFO ] [CONFIGURE ] PDT: Testing feature 4/29: add_ema [2025-11-22T00:17:08.992461] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:17:09.268137] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:09.530991] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:09.795134] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:10.086706] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:17:10.354600] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:10.623574] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:10.891588] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:17:11.169419] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:11.456400] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:11.718639] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:11.718819] [INFO ] [CONFIGURE ] PDT: KEPT add_ema (score: 60.00%) [2025-11-22T00:17:11.718862] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1399 tests [2025-11-22T00:17:11.718897] [INFO ] [CONFIGURE ] PDT: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:17:11.718929] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:17:12.052536] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:12.364231] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:12.672217] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:13.008748] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:13.319593] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:13.623472] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:13.923134] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:14.231093] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:14.559460] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:14.870204] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:14.870388] [INFO ] [CONFIGURE ] PDT: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T00:17:14.870433] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1398 tests [2025-11-22T00:17:14.870469] [INFO ] [CONFIGURE ] PDT: Testing feature 6/29: add_failed_moves [2025-11-22T00:17:14.870501] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-22T00:17:15.131747] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:15.398349] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:15.666804] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:15.935398] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:17:16.210334] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:16.473939] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:16.736587] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:17:16.996444] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:17.271840] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:17.579448] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:17.579604] [INFO ] [CONFIGURE ] PDT: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:17:17.579669] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1397 tests [2025-11-22T00:17:17.579708] [INFO ] [CONFIGURE ] PDT: Testing feature 7/29: add_lag_shelf [2025-11-22T00:17:17.579741] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-22T00:17:17.834805] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:18.083784] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:18.336945] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:18.596801] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:18.863437] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:19.156290] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:19.415179] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:19.676444] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:19.941403] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:20.210924] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:20.211097] [INFO ] [CONFIGURE ] PDT: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-22T00:17:20.211143] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1396 tests [2025-11-22T00:17:20.211176] [INFO ] [CONFIGURE ] PDT: Testing feature 8/29: add_macd [2025-11-22T00:17:20.211208] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-22T00:17:20.584696] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:20.931195] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:21.266700] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:21.598317] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:21.951971] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:22.287352] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:22.623072] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:22.955813] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:23.287252] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:23.655918] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:17:23.656079] [INFO ] [CONFIGURE ] PDT: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:17:23.656124] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1395 tests [2025-11-22T00:17:23.656158] [INFO ] [CONFIGURE ] PDT: Testing feature 9/29: add_mfi [2025-11-22T00:17:23.656188] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-22T00:17:23.928351] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:24.202670] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:24.479889] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:24.761189] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:17:25.048824] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:25.334184] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:25.619540] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:25.902152] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:26.191382] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:26.495748] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:17:26.495959] [INFO ] [CONFIGURE ] PDT: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:17:26.496006] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1394 tests [2025-11-22T00:17:26.496044] [INFO ] [CONFIGURE ] PDT: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:17:26.496078] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:17:26.851977] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:27.211487] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:27.570529] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:27.929315] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:28.311018] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:28.665867] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:29.011515] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:29.365049] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:17:29.766251] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:30.117067] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:30.117217] [INFO ] [CONFIGURE ] PDT: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:17:30.117259] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1393 tests [2025-11-22T00:17:30.117293] [INFO ] [CONFIGURE ] PDT: Testing feature 11/29: add_obv_daily [2025-11-22T00:17:30.117324] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-22T00:17:30.398668] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:30.684273] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:30.965096] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:31.273269] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:31.559670] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:31.851892] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:32.141236] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:32.430362] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:32.747150] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:33.035254] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:33.035416] [INFO ] [CONFIGURE ] PDT: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:17:33.035461] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1392 tests [2025-11-22T00:17:33.035498] [INFO ] [CONFIGURE ] PDT: Testing feature 12/29: add_obv_interval [2025-11-22T00:17:33.035529] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-22T00:17:33.302047] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:33.557050] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:33.819891] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:34.101068] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:34.384894] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:34.671292] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:34.948191] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:35.246342] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:35.521556] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:35.796172] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:35.796329] [INFO ] [CONFIGURE ] PDT: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:17:35.796372] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1391 tests [2025-11-22T00:17:35.796408] [INFO ] [CONFIGURE ] PDT: Testing feature 13/29: add_opening_strength [2025-11-22T00:17:35.796440] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:17:36.117953] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:36.435962] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:17:36.745067] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:37.047378] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:37.374580] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:37.685567] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:37.997606] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:38.310536] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:17:38.730090] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:39.163473] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:39.163676] [INFO ] [CONFIGURE ] PDT: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:17:39.163728] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1390 tests [2025-11-22T00:17:39.163766] [INFO ] [CONFIGURE ] PDT: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:17:39.163800] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-22T00:17:39.518633] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:39.816692] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:17:40.119355] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:40.408919] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:40.700352] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:40.992434] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:41.285625] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:41.575329] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:17:41.875836] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:42.147459] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:42.147624] [INFO ] [CONFIGURE ] PDT: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:17:42.147714] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1389 tests [2025-11-22T00:17:42.147753] [INFO ] [CONFIGURE ] PDT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:17:42.147786] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-22T00:17:42.423602] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:42.709330] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:42.997582] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:43.312704] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:43.629580] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:43.940789] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:44.256733] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:44.573443] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:44.898714] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:45.210683] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:45.210847] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-22T00:17:45.210925] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1388 tests [2025-11-22T00:17:45.210961] [INFO ] [CONFIGURE ] PDT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:17:45.210993] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-22T00:17:45.513409] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:45.817177] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:46.132461] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:46.458887] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:46.767930] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:47.078405] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:47.387635] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:47.702619] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:48.019985] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:48.334852] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:48.335004] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T00:17:48.335049] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1387 tests [2025-11-22T00:17:48.335096] [INFO ] [CONFIGURE ] PDT: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:17:48.335140] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-22T00:17:48.663839] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:48.994063] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:17:49.351149] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:49.681445] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:50.041101] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:50.365693] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:50.690140] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:51.024580] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:51.351134] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:17:51.689720] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:51.689898] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:17:51.689943] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1386 tests [2025-11-22T00:17:51.689978] [INFO ] [CONFIGURE ] PDT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:17:51.690010] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-22T00:17:52.003226] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:52.326442] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:17:52.638891] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:52.951222] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:53.250658] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:53.551556] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:53.866676] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:54.157094] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:17:54.437711] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:54.724674] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:54.724838] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:17:54.724882] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1385 tests [2025-11-22T00:17:54.724917] [INFO ] [CONFIGURE ] PDT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:17:54.724949] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-22T00:17:54.985942] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:55.245370] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:17:55.506818] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:55.767102] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:56.032781] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:56.293961] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:56.553558] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:56.814106] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:17:57.078608] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:17:57.338894] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:17:57.339041] [INFO ] [CONFIGURE ] PDT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:17:57.339083] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1384 tests [2025-11-22T00:17:57.339138] [INFO ] [CONFIGURE ] PDT: Testing feature 20/29: add_price_rejection [2025-11-22T00:17:57.339172] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-22T00:17:57.647300] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:17:57.941797] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:17:58.238848] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:17:58.540489] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:17:58.831694] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:17:59.123672] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:17:59.417174] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:17:59.720184] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:18:00.031337] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:18:01.185071] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:01.185254] [INFO ] [CONFIGURE ] PDT: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:18:01.185301] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1383 tests [2025-11-22T00:18:01.185337] [INFO ] [CONFIGURE ] PDT: Testing feature 21/29: add_range_position [2025-11-22T00:18:01.185370] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-22T00:18:01.520424] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:01.839843] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:18:02.171566] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:02.475374] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:18:02.774601] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:03.075984] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:18:03.410218] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:03.731680] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:18:04.075165] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:04.385515] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:04.385719] [INFO ] [CONFIGURE ] PDT: DISCARDED add_range_position (score: 30.00%) [2025-11-22T00:18:04.385765] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1382 tests [2025-11-22T00:18:04.385801] [INFO ] [CONFIGURE ] PDT: Testing feature 22/29: add_realized_volatility [2025-11-22T00:18:04.385832] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-22T00:18:04.795206] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:05.195913] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:18:05.599064] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:06.027996] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:18:06.432111] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:06.847853] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:18:07.246436] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:07.663166] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:18:08.068632] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:08.474980] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:08.475170] [INFO ] [CONFIGURE ] PDT: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:18:08.475219] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1381 tests [2025-11-22T00:18:08.475257] [INFO ] [CONFIGURE ] PDT: Testing feature 23/29: add_recent_range_context [2025-11-22T00:18:08.475292] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-22T00:18:08.783818] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:09.106964] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:18:09.400106] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:09.726171] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:18:10.031170] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:10.349561] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:18:10.638317] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:10.932160] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:18:11.249607] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:11.569573] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:11.569765] [INFO ] [CONFIGURE ] PDT: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:18:11.569814] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1380 tests [2025-11-22T00:18:11.569852] [INFO ] [CONFIGURE ] PDT: Testing feature 24/29: add_rsi [2025-11-22T00:18:11.569888] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_rsi'] [2025-11-22T00:18:11.905380] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:12.206660] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:18:12.537317] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:12.829355] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:18:13.126164] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:13.422831] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:18:13.710976] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:13.996317] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:18:14.303848] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:14.601179] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:14.601373] [INFO ] [CONFIGURE ] PDT: DISCARDED add_rsi (score: 50.00%) [2025-11-22T00:18:14.601420] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1379 tests [2025-11-22T00:18:14.601456] [INFO ] [CONFIGURE ] PDT: Testing feature 25/29: add_tick_distribution [2025-11-22T00:18:14.601514] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-22T00:18:14.891354] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:15.153718] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:18:15.418215] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:15.682668] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:18:15.959140] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:16.223468] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:18:16.508659] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:16.770994] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:18:17.039970] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:18:17.318841] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:18:17.319001] [INFO ] [CONFIGURE ] PDT: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T00:18:17.319045] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1378 tests [2025-11-22T00:18:17.319080] [INFO ] [CONFIGURE ] PDT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:18:17.319112] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-22T00:18:17.605579] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:17.891610] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:18:18.189470] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:18.485803] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:18:18.766083] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:19.049821] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:18:19.331817] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:19.644174] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:18:19.944245] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:18:20.253325] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:20.253484] [INFO ] [CONFIGURE ] PDT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:18:20.253527] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1377 tests [2025-11-22T00:18:20.253562] [INFO ] [CONFIGURE ] PDT: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:18:20.253595] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-22T00:18:20.580807] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:20.905988] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:18:21.229707] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:21.553108] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:18:21.880558] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:22.197766] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:18:22.512812] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:22.810154] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:18:23.111118] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:18:23.428838] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:23.429011] [INFO ] [CONFIGURE ] PDT: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:18:23.429056] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1376 tests [2025-11-22T00:18:23.429092] [INFO ] [CONFIGURE ] PDT: Testing feature 28/29: add_volume_profile [2025-11-22T00:18:23.429125] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-22T00:18:23.711715] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:23.990094] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:18:24.266343] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:24.546099] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:18:24.821882] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:25.098380] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:18:25.383014] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:25.700022] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:18:25.986541] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:26.276608] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:26.276781] [INFO ] [CONFIGURE ] PDT: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:18:26.276826] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1375 tests [2025-11-22T00:18:26.276861] [INFO ] [CONFIGURE ] PDT: Testing feature 29/29: add_vwap [2025-11-22T00:18:26.276893] [INFO ] [CONFIGURE ] PDT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-22T00:18:26.573636] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:26.872797] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:18:27.193546] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:27.495896] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:18:27.820220] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:28.137142] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:18:28.441581] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:18:28.779305] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:18:29.085842] [DEBUG] [FORECASTER] PDT: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:18:29.412564] [DEBUG] [FORECASTER] PDT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:29.412761] [INFO ] [CONFIGURE ] PDT: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:18:29.412805] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1374 tests [2025-11-22T00:18:29.412840] [INFO ] [CONFIGURE ] PDT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:18:29.412934] [INFO ] [CONFIGURE ] PDT: Best accuracy: 70.00% [2025-11-22T00:18:29.412988] [INFO ] [CONFIGURE ] PDT: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-22T00:18:29.413019] [INFO ] [CONFIGURE ] PDT: Improvement over baseline: 30.00% [2025-11-22T00:18:29.413046] [INFO ] [CONFIGURE ] PDT: Total time: 1.5 minutes [2025-11-22T00:18:29.413072] [INFO ] [CONFIGURE ] PDT: Average time per feature: 3.0 seconds [2025-11-22T00:18:29.413098] [INFO ] [CONFIGURE ] PDT: Average speed: 0.33 features/sec [2025-11-22T00:18:29.413537] [INFO ] [LOCAL ] Saved configuration for PDT: 3 features, 70.00% accuracy -> ./output/feature-sets/PDT.json [2025-11-22T00:18:29.413582] [INFO ] [CONFIGURE ] PDT: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-22T00:18:29.413618] [INFO ] [sig ] [46/93] Successfully configured PDT | 0.01 sym/s | Total: 1.0h | ETA: 1.0h [2025-11-22T00:18:29.413670] [INFO ] [sig ] [47/93] Configuring PDX... [2025-11-22T00:18:29.413703] [INFO ] [CONFIGURE ] PDX: Configurate test run. [2025-11-22T00:18:29.413732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-11-22T00:18:29.426459] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDX'. [2025-11-22T00:18:29.426871] [INFO ] [CONFIGURE ] PDX: Testing with 29 available features [2025-11-22T00:18:29.426938] [INFO ] [CONFIGURE ] PDX: Establishing baseline with no features... [2025-11-22T00:18:29.612050] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:18:29.801888] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:18:29.975626] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:30.176256] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:18:30.372670] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:18:30.557710] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:30.814133] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:31.054490] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:18:31.246858] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:31.441732] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:18:31.441876] [INFO ] [CONFIGURE ] PDX: Baseline score (no features): 30.00% [2025-11-22T00:18:31.441920] [INFO ] [CONFIGURE ] PDX: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:18:31.441955] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:18:31.668938] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:18:31.874212] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:18:32.077734] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:32.279466] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:18:32.482528] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:32.691321] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:32.900970] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:33.113292] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:18:33.326702] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:33.541889] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:18:33.542088] [INFO ] [CONFIGURE ] PDX: KEPT add_bollinger_bands (score: 50.00%) [2025-11-22T00:18:33.542134] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1373 tests [2025-11-22T00:18:33.542167] [INFO ] [CONFIGURE ] PDX: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:18:33.542199] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:18:33.776323] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:34.015482] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:18:34.262779] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:34.504201] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:18:34.768469] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:35.003592] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:35.239180] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:35.479546] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:18:35.719345] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:35.962818] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:18:35.962965] [INFO ] [CONFIGURE ] PDX: KEPT add_cumulative_delta (score: 70.00%) [2025-11-22T00:18:35.963007] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1372 tests [2025-11-22T00:18:35.963042] [INFO ] [CONFIGURE ] PDX: Testing feature 3/29: add_daily_returns [2025-11-22T00:18:35.963075] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:18:36.245324] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:18:36.503113] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:18:36.756983] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:37.014657] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:18:37.270561] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:37.526964] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:37.809436] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:38.073446] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:18:38.344362] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:38.615758] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:18:38.615929] [INFO ] [CONFIGURE ] PDX: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:18:38.615977] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1371 tests [2025-11-22T00:18:38.616011] [INFO ] [CONFIGURE ] PDX: Testing feature 4/29: add_ema [2025-11-22T00:18:38.616077] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-22T00:18:38.905424] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:39.247701] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:18:39.559678] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:18:39.870378] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:18:40.183100] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:40.502110] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:40.846431] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:41.163005] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:18:41.471523] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:41.787541] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:41.787774] [INFO ] [CONFIGURE ] PDX: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:18:41.787839] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1370 tests [2025-11-22T00:18:41.787889] [INFO ] [CONFIGURE ] PDX: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:18:41.787935] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:18:42.093166] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:42.419432] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:18:42.719802] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:43.017506] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:18:43.319781] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:43.629098] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:43.924224] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:44.208681] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:18:44.491285] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:44.776500] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:44.776717] [INFO ] [CONFIGURE ] PDX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:18:44.776782] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1369 tests [2025-11-22T00:18:44.776822] [INFO ] [CONFIGURE ] PDX: Testing feature 6/29: add_failed_moves [2025-11-22T00:18:44.776856] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-22T00:18:45.019932] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:18:45.285520] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:18:45.529090] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:45.771123] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:18:46.018904] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:46.264611] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:46.505235] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:46.768561] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:18:47.003925] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:47.241299] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:18:47.241467] [INFO ] [CONFIGURE ] PDX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:18:47.241512] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1368 tests [2025-11-22T00:18:47.241549] [INFO ] [CONFIGURE ] PDX: Testing feature 7/29: add_lag_shelf [2025-11-22T00:18:47.241606] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-22T00:18:47.500526] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:18:47.754962] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:18:48.005764] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:48.262774] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:18:48.509428] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:48.757552] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:49.024239] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:49.276220] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:18:49.523544] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:18:49.792969] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:18:49.793114] [INFO ] [CONFIGURE ] PDX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:18:49.793156] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1367 tests [2025-11-22T00:18:49.793211] [INFO ] [CONFIGURE ] PDX: Testing feature 8/29: add_macd [2025-11-22T00:18:49.793245] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-22T00:18:50.131854] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:18:50.469432] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:18:50.824707] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:51.191088] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:18:51.556800] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:51.930817] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:52.296355] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:52.664658] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:18:53.069122] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:18:53.444089] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:18:53.444306] [INFO ] [CONFIGURE ] PDX: KEPT add_macd (score: 80.00%) [2025-11-22T00:18:53.444353] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1366 tests [2025-11-22T00:18:53.444388] [INFO ] [CONFIGURE ] PDX: Testing feature 9/29: add_mfi [2025-11-22T00:18:53.444422] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-22T00:18:53.846440] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:18:54.251577] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:18:54.659488] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:55.055011] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:18:55.447377] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:18:55.875097] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:18:56.264555] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:18:56.657782] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:18:57.056049] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:18:57.484197] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:18:57.484370] [INFO ] [CONFIGURE ] PDX: DISCARDED add_mfi (score: 80.00%) [2025-11-22T00:18:57.484413] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1365 tests [2025-11-22T00:18:57.484447] [INFO ] [CONFIGURE ] PDX: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:18:57.484479] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:18:57.948635] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:18:58.430933] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:18:58.935127] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:18:59.421348] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:18:59.892234] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:01.191735] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:01.730768] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:02.186411] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:02.630708] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:03.066458] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:03.066618] [INFO ] [CONFIGURE ] PDX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-22T00:19:03.066681] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1364 tests [2025-11-22T00:19:03.066721] [INFO ] [CONFIGURE ] PDX: Testing feature 11/29: add_obv_daily [2025-11-22T00:19:03.066754] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-22T00:19:03.431075] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:03.787665] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:04.139634] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:04.536999] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:04.949313] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:05.339344] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:05.727212] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:06.108279] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:06.520872] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:06.911516] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:06.911713] [INFO ] [CONFIGURE ] PDX: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:19:06.911760] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1363 tests [2025-11-22T00:19:06.911795] [INFO ] [CONFIGURE ] PDX: Testing feature 12/29: add_obv_interval [2025-11-22T00:19:06.911827] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-22T00:19:07.270272] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:07.622258] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:07.989077] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:08.324213] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:08.671224] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:09.026561] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:09.381832] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:09.746438] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:10.125492] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:10.487790] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:10.487979] [INFO ] [CONFIGURE ] PDX: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:19:10.488027] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1362 tests [2025-11-22T00:19:10.488066] [INFO ] [CONFIGURE ] PDX: Testing feature 13/29: add_opening_strength [2025-11-22T00:19:10.488101] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:19:10.890395] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:11.290620] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:19:11.680343] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:12.080604] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:12.461379] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:12.851067] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:13.243523] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:13.629764] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:14.040515] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:19:14.426870] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:19:14.427085] [INFO ] [CONFIGURE ] PDX: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T00:19:14.427132] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1361 tests [2025-11-22T00:19:14.427171] [INFO ] [CONFIGURE ] PDX: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:19:14.427205] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-22T00:19:14.827582] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:19:15.210381] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:19:15.631375] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:16.029349] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:16.417941] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:16.799034] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:19:17.208242] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:17.628470] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:19:18.195206] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:18.614632] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:19:18.614800] [INFO ] [CONFIGURE ] PDX: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:19:18.614848] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1360 tests [2025-11-22T00:19:18.614883] [INFO ] [CONFIGURE ] PDX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:19:18.614918] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-22T00:19:18.967422] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:19.305050] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:19.650263] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:20.000181] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:20.342765] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:20.692178] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:21.030967] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:21.385046] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:21.796480] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:19:22.171243] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:19:22.171416] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:19:22.171459] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1359 tests [2025-11-22T00:19:22.171493] [INFO ] [CONFIGURE ] PDX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:19:22.171525] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-22T00:19:22.525774] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:22.910111] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:23.305100] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:23.710417] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:24.133070] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:24.515473] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:19:24.899566] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:25.279196] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:25.666353] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:26.044494] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:26.044694] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T00:19:26.044742] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1358 tests [2025-11-22T00:19:26.044776] [INFO ] [CONFIGURE ] PDX: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:19:26.044808] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-22T00:19:26.428334] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:19:26.827160] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:27.220466] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:27.609284] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:27.980210] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:28.363248] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:28.722208] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:29.094926] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:29.455555] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:29.823128] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:29.823308] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T00:19:29.823352] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1357 tests [2025-11-22T00:19:29.823387] [INFO ] [CONFIGURE ] PDX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:19:29.823418] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-22T00:19:30.160322] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:30.498233] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:19:30.859941] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:31.204137] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:31.539464] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:31.890954] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:32.254768] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:32.612457] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:19:32.972058] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:33.331039] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:19:33.331228] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:19:33.331275] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1356 tests [2025-11-22T00:19:33.331310] [INFO ] [CONFIGURE ] PDX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:19:33.331343] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-22T00:19:33.688866] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:34.059366] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:34.430478] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:34.829677] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:35.216682] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:35.558336] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:19:35.931234] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:36.279811] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:19:36.652018] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:19:36.990364] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:36.990553] [INFO ] [CONFIGURE ] PDX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:19:36.990598] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1355 tests [2025-11-22T00:19:36.990632] [INFO ] [CONFIGURE ] PDX: Testing feature 20/29: add_price_rejection [2025-11-22T00:19:36.990685] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-22T00:19:37.370054] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:37.755125] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:38.129576] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:38.506901] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:38.875137] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:39.236450] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:39.616393] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:40.004391] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:19:40.362953] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:19:40.730346] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:19:40.730528] [INFO ] [CONFIGURE ] PDX: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:19:40.730574] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1354 tests [2025-11-22T00:19:40.730609] [INFO ] [CONFIGURE ] PDX: Testing feature 21/29: add_range_position [2025-11-22T00:19:40.730659] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-22T00:19:41.092799] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:41.605384] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:19:41.970867] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:42.338246] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:42.709696] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:43.080443] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:43.448151] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:43.812996] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:44.186936] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:44.565592] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:44.565827] [INFO ] [CONFIGURE ] PDX: DISCARDED add_range_position (score: 30.00%) [2025-11-22T00:19:44.565897] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1353 tests [2025-11-22T00:19:44.565957] [INFO ] [CONFIGURE ] PDX: Testing feature 22/29: add_realized_volatility [2025-11-22T00:19:44.566008] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-22T00:19:45.030188] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:45.475657] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:45.958400] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:46.404003] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:46.854399] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:19:47.342345] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:19:47.820465] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:48.284277] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:48.748279] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:49.216833] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:49.217011] [INFO ] [CONFIGURE ] PDX: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-22T00:19:49.217054] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1352 tests [2025-11-22T00:19:49.217151] [INFO ] [CONFIGURE ] PDX: Testing feature 23/29: add_recent_range_context [2025-11-22T00:19:49.217184] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-22T00:19:49.595391] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:49.960168] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:50.354260] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:50.740046] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:51.119105] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:51.478055] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:19:51.830541] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:52.192598] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:52.548746] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:19:52.908047] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:19:52.908209] [INFO ] [CONFIGURE ] PDX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:19:52.908252] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1351 tests [2025-11-22T00:19:52.908289] [INFO ] [CONFIGURE ] PDX: Testing feature 24/29: add_rsi [2025-11-22T00:19:52.908322] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-22T00:19:53.300482] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:53.706430] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:19:54.094280] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:54.525396] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:54.949605] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:55.362033] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:19:55.777341] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:56.190094] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:19:56.580401] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:19:56.975441] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:19:56.975636] [INFO ] [CONFIGURE ] PDX: DISCARDED add_rsi (score: 50.00%) [2025-11-22T00:19:56.975700] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1350 tests [2025-11-22T00:19:56.975738] [INFO ] [CONFIGURE ] PDX: Testing feature 25/29: add_tick_distribution [2025-11-22T00:19:56.975770] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-22T00:19:57.316113] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:19:57.658883] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:19:58.029036] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:19:58.379381] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:19:58.730283] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:19:59.081512] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:19:59.457127] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:19:59.816340] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:20:00.173832] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:01.232413] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:20:01.232588] [INFO ] [CONFIGURE ] PDX: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T00:20:01.232633] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1349 tests [2025-11-22T00:20:01.232688] [INFO ] [CONFIGURE ] PDX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:20:01.232723] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-22T00:20:01.754156] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:02.103871] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:20:02.488262] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:02.835019] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:20:03.193620] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:03.555143] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:03.908357] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:04.276335] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:20:04.641305] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:05.042335] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:20:05.042528] [INFO ] [CONFIGURE ] PDX: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:20:05.042577] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1348 tests [2025-11-22T00:20:05.042615] [INFO ] [CONFIGURE ] PDX: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:20:05.042673] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-22T00:20:05.460916] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:05.826389] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:20:06.192093] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:06.571074] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:20:06.947762] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:07.322706] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:20:07.699970] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:08.067760] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:20:08.457492] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:08.824155] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:20:08.824371] [INFO ] [CONFIGURE ] PDX: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:20:08.824425] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1347 tests [2025-11-22T00:20:08.824461] [INFO ] [CONFIGURE ] PDX: Testing feature 28/29: add_volume_profile [2025-11-22T00:20:08.824493] [INFO ] [CONFIGURE ] PDX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-22T00:20:09.183423] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:09.536151] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:20:09.888705] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:10.267628] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:20:10.638799] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:10.999977] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:11.356146] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:11.716523] [DEBUG] [FORECASTER] PDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:20:12.078431] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:12.431313] [DEBUG] [FORECASTER] PDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:20:12.431456] [INFO ] [CONFIGURE ] PDX: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:20:12.431500] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1346 tests [2025-11-22T00:20:12.431537] [INFO ] [CONFIGURE ] PDX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:20:12.431568] [INFO ] [CONFIGURE ] PDX: Best accuracy: 80.00% [2025-11-22T00:20:12.431601] [INFO ] [CONFIGURE ] PDX: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-22T00:20:12.431631] [INFO ] [CONFIGURE ] PDX: Improvement over baseline: 50.00% [2025-11-22T00:20:12.431679] [INFO ] [CONFIGURE ] PDX: Total time: 1.7 minutes [2025-11-22T00:20:12.431710] [INFO ] [CONFIGURE ] PDX: Average time per feature: 3.6 seconds [2025-11-22T00:20:12.431738] [INFO ] [CONFIGURE ] PDX: Average speed: 0.29 features/sec [2025-11-22T00:20:12.432000] [INFO ] [LOCAL ] Saved configuration for PDX: 4 features, 80.00% accuracy -> ./output/feature-sets/PDX.json [2025-11-22T00:20:12.432054] [INFO ] [CONFIGURE ] PDX: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-22T00:20:12.432099] [INFO ] [sig ] [47/93] Successfully configured PDX | 0.01 sym/s | Total: 1.0h | ETA: 1.0h [2025-11-22T00:20:12.432132] [INFO ] [sig ] [48/93] Configuring PEB... [2025-11-22T00:20:12.432171] [INFO ] [CONFIGURE ] PEB: Configurate test run. [2025-11-22T00:20:12.432201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-11-22T00:20:12.443616] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PEB'. [2025-11-22T00:20:12.443947] [INFO ] [CONFIGURE ] PEB: Testing with 29 available features [2025-11-22T00:20:12.443996] [INFO ] [CONFIGURE ] PEB: Establishing baseline with no features... [2025-11-22T00:20:12.606671] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:12.770562] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:12.939996] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:13.132140] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:13.299782] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:13.466449] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:13.636662] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:13.812309] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:13.984854] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:14.160584] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:14.160729] [INFO ] [CONFIGURE ] PEB: Baseline score (no features): 70.00% [2025-11-22T00:20:14.160772] [INFO ] [CONFIGURE ] PEB: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:20:14.160805] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:20:14.361587] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:14.581539] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:14.783291] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:14.985592] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:15.190001] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:15.391418] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:15.593035] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:20:15.797275] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:16.000615] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:16.228722] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:16.228868] [INFO ] [CONFIGURE ] PEB: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-22T00:20:16.228910] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1345 tests [2025-11-22T00:20:16.228942] [INFO ] [CONFIGURE ] PEB: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:20:16.228972] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:20:16.440083] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:16.647685] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:16.853458] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:17.060709] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:17.267344] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:17.492008] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:17.709797] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:20:17.923290] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:18.135927] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:18.350348] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:20:18.350492] [INFO ] [CONFIGURE ] PEB: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-22T00:20:18.350536] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1344 tests [2025-11-22T00:20:18.350570] [INFO ] [CONFIGURE ] PEB: Testing feature 3/29: add_daily_returns [2025-11-22T00:20:18.350600] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns'] [2025-11-22T00:20:18.531426] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:18.716395] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:18.899971] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:19.082582] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:19.277278] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:19.463566] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:19.647897] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:19.837159] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:20.023523] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:20.210504] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:20.210663] [INFO ] [CONFIGURE ] PEB: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:20:20.210708] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1343 tests [2025-11-22T00:20:20.210741] [INFO ] [CONFIGURE ] PEB: Testing feature 4/29: add_ema [2025-11-22T00:20:20.210773] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_ema'] [2025-11-22T00:20:20.424338] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:20.651866] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:20.865989] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:21.080203] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:21.314907] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:21.530509] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:21.743145] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:20:21.968993] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:22.194367] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:22.411628] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:20:22.411805] [INFO ] [CONFIGURE ] PEB: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:20:22.411850] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1342 tests [2025-11-22T00:20:22.411884] [INFO ] [CONFIGURE ] PEB: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:20:22.411915] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:20:22.631906] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:22.847629] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:23.067896] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:23.290529] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:23.511893] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:23.733775] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:20:23.956061] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:24.181763] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:24.402938] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:24.622965] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:24.623172] [INFO ] [CONFIGURE ] PEB: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T00:20:24.623235] [INFO ] [CONFIGURE ] JOB ETA: 1.0h | Avg: 2.7s/test | Remaining: 1341 tests [2025-11-22T00:20:24.623280] [INFO ] [CONFIGURE ] PEB: Testing feature 6/29: add_failed_moves [2025-11-22T00:20:24.623320] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_failed_moves'] [2025-11-22T00:20:24.820827] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:25.038232] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:25.301773] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:25.537589] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:25.753278] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:25.943100] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:26.132035] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:26.314170] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:26.496996] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:26.677935] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:26.678084] [INFO ] [CONFIGURE ] PEB: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:20:26.678126] [INFO ] [CONFIGURE ] JOB ETA: 60.0m | Avg: 2.7s/test | Remaining: 1340 tests [2025-11-22T00:20:26.678159] [INFO ] [CONFIGURE ] PEB: Testing feature 7/29: add_lag_shelf [2025-11-22T00:20:26.678190] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_lag_shelf'] [2025-11-22T00:20:26.842406] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:27.004033] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:27.165379] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:27.331750] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:27.496619] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:27.664359] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:27.832155] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:28.000433] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:28.168130] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:28.365208] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:28.365348] [INFO ] [CONFIGURE ] PEB: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:20:28.365391] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 2.7s/test | Remaining: 1339 tests [2025-11-22T00:20:28.365424] [INFO ] [CONFIGURE ] PEB: Testing feature 8/29: add_macd [2025-11-22T00:20:28.365457] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:20:28.628124] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:28.892587] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:29.170612] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:29.429261] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:29.709685] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:20:29.989200] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:30.253850] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:20:30.516848] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:30.782017] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:31.045805] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:31.045960] [INFO ] [CONFIGURE ] PEB: DISCARDED add_macd (score: 30.00%) [2025-11-22T00:20:31.046004] [INFO ] [CONFIGURE ] JOB ETA: 59.9m | Avg: 2.7s/test | Remaining: 1338 tests [2025-11-22T00:20:31.046038] [INFO ] [CONFIGURE ] PEB: Testing feature 9/29: add_mfi [2025-11-22T00:20:31.046069] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_mfi'] [2025-11-22T00:20:31.221088] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:31.439360] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:31.626097] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:31.808742] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:32.002304] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:32.184422] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:32.364964] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:20:32.548447] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:32.744686] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:32.942069] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:32.942210] [INFO ] [CONFIGURE ] PEB: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:20:32.942253] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 2.7s/test | Remaining: 1337 tests [2025-11-22T00:20:32.942286] [INFO ] [CONFIGURE ] PEB: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:20:32.942316] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:20:33.219107] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:33.494685] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:33.773043] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:34.037133] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:34.323852] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:34.602539] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:34.869269] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:35.131240] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:35.407236] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:35.692688] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:35.692825] [INFO ] [CONFIGURE ] PEB: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-22T00:20:35.692868] [INFO ] [CONFIGURE ] JOB ETA: 59.8m | Avg: 2.7s/test | Remaining: 1336 tests [2025-11-22T00:20:35.692902] [INFO ] [CONFIGURE ] PEB: Testing feature 11/29: add_obv_daily [2025-11-22T00:20:35.692932] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_obv_daily'] [2025-11-22T00:20:35.869396] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:36.046249] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:36.223374] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:36.402854] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:36.582581] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:36.764383] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:36.948875] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:20:37.129782] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:37.312939] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:37.495098] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:20:37.495243] [INFO ] [CONFIGURE ] PEB: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:20:37.495286] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 2.7s/test | Remaining: 1335 tests [2025-11-22T00:20:37.495320] [INFO ] [CONFIGURE ] PEB: Testing feature 12/29: add_obv_interval [2025-11-22T00:20:37.495350] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_obv_interval'] [2025-11-22T00:20:37.668844] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:37.843411] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:38.023390] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:38.198889] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:38.378833] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:38.554488] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:38.754410] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:38.934386] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:39.111257] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:39.286214] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:39.286356] [INFO ] [CONFIGURE ] PEB: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:20:39.286398] [INFO ] [CONFIGURE ] JOB ETA: 59.7m | Avg: 2.7s/test | Remaining: 1334 tests [2025-11-22T00:20:39.286432] [INFO ] [CONFIGURE ] PEB: Testing feature 13/29: add_opening_strength [2025-11-22T00:20:39.286464] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-22T00:20:39.481252] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:39.684772] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:39.881318] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:40.084208] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:40.283453] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:40.512572] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:20:40.722214] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:40.928557] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:41.143385] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:41.362099] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:41.362239] [INFO ] [CONFIGURE ] PEB: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:20:41.362282] [INFO ] [CONFIGURE ] JOB ETA: 59.6m | Avg: 2.7s/test | Remaining: 1333 tests [2025-11-22T00:20:41.362315] [INFO ] [CONFIGURE ] PEB: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:20:41.362346] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_order_flow_imbalance'] [2025-11-22T00:20:41.578225] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:41.806611] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:42.006460] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:42.205060] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:42.403569] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:42.614415] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:42.815993] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:20:43.020267] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:43.222466] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:43.464580] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:43.464885] [INFO ] [CONFIGURE ] PEB: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:20:43.464934] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 2.7s/test | Remaining: 1332 tests [2025-11-22T00:20:43.464972] [INFO ] [CONFIGURE ] PEB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:20:43.465007] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum'] [2025-11-22T00:20:43.637578] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:43.812683] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:43.987107] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:20:44.161054] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:20:44.334513] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:44.503683] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:44.673866] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:44.846440] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:45.019006] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:45.190210] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:45.190350] [INFO ] [CONFIGURE ] PEB: KEPT add_pbf_morning_momentum (score: 80.00%) [2025-11-22T00:20:45.190392] [INFO ] [CONFIGURE ] JOB ETA: 59.5m | Avg: 2.7s/test | Remaining: 1331 tests [2025-11-22T00:20:45.190425] [INFO ] [CONFIGURE ] PEB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:20:45.190456] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-22T00:20:45.393875] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:45.597136] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:45.799608] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:20:46.017325] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:46.223139] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:46.425855] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:46.627221] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:46.829889] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:47.029323] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:47.234156] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:47.234306] [INFO ] [CONFIGURE ] PEB: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-22T00:20:47.234348] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 2.7s/test | Remaining: 1330 tests [2025-11-22T00:20:47.234383] [INFO ] [CONFIGURE ] PEB: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:20:47.234416] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-22T00:20:47.429549] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:47.625669] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:47.840317] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:48.037282] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:48.234256] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:48.428893] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:48.626242] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:48.835392] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:49.040129] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:20:49.253887] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:49.254026] [INFO ] [CONFIGURE ] PEB: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-22T00:20:49.254069] [INFO ] [CONFIGURE ] JOB ETA: 59.4m | Avg: 2.7s/test | Remaining: 1329 tests [2025-11-22T00:20:49.254103] [INFO ] [CONFIGURE ] PEB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:20:49.254135] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-22T00:20:49.436526] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:49.618420] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:49.805445] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:49.986851] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:20:50.170942] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:50.352930] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:50.534095] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:20:50.718555] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:50.904417] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:51.087559] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:51.087722] [INFO ] [CONFIGURE ] PEB: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:20:51.087766] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 2.7s/test | Remaining: 1328 tests [2025-11-22T00:20:51.087799] [INFO ] [CONFIGURE ] PEB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:20:51.087830] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-22T00:20:51.265946] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:51.444623] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:51.622859] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:51.804920] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:51.990250] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:52.169958] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:52.350883] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:52.558412] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:52.743638] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:52.927490] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:52.927663] [INFO ] [CONFIGURE ] PEB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:20:52.927709] [INFO ] [CONFIGURE ] JOB ETA: 59.3m | Avg: 2.7s/test | Remaining: 1327 tests [2025-11-22T00:20:52.927745] [INFO ] [CONFIGURE ] PEB: Testing feature 20/29: add_price_rejection [2025-11-22T00:20:52.927778] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-22T00:20:53.142000] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:53.342666] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:53.550847] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:20:53.753003] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:20:53.956961] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:54.166728] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:54.366260] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:54.564380] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:54.762008] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:54.960409] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:54.960561] [INFO ] [CONFIGURE ] PEB: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:20:54.960604] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 2.7s/test | Remaining: 1326 tests [2025-11-22T00:20:54.960637] [INFO ] [CONFIGURE ] PEB: Testing feature 21/29: add_range_position [2025-11-22T00:20:54.960689] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_range_position'] [2025-11-22T00:20:55.173008] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:20:55.385505] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:55.622754] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:20:55.834866] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:20:56.061741] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:56.283360] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:56.504401] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:56.727606] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:20:56.947753] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:20:57.168240] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:20:57.168437] [INFO ] [CONFIGURE ] PEB: DISCARDED add_range_position (score: 70.00%) [2025-11-22T00:20:57.168482] [INFO ] [CONFIGURE ] JOB ETA: 59.2m | Avg: 2.7s/test | Remaining: 1325 tests [2025-11-22T00:20:57.168516] [INFO ] [CONFIGURE ] PEB: Testing feature 22/29: add_realized_volatility [2025-11-22T00:20:57.168548] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-22T00:20:57.476478] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:20:57.768784] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:20:58.061301] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:20:58.354005] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:20:58.685621] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:20:58.994275] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:20:59.299387] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:20:59.594956] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:20:59.923090] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:00.225589] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:21:00.225759] [INFO ] [CONFIGURE ] PEB: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:21:00.225803] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 2.7s/test | Remaining: 1324 tests [2025-11-22T00:21:00.225836] [INFO ] [CONFIGURE ] PEB: Testing feature 23/29: add_recent_range_context [2025-11-22T00:21:00.225867] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-22T00:21:00.421202] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:00.616304] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:21:01.482202] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:21:01.833597] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:02.033155] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:21:02.231824] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:21:02.431868] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:21:02.640187] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:02.888474] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:03.102976] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:21:03.103125] [INFO ] [CONFIGURE ] PEB: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-22T00:21:03.103172] [INFO ] [CONFIGURE ] JOB ETA: 59.1m | Avg: 2.7s/test | Remaining: 1323 tests [2025-11-22T00:21:03.103210] [INFO ] [CONFIGURE ] PEB: Testing feature 24/29: add_rsi [2025-11-22T00:21:03.103243] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-22T00:21:03.349686] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:21:03.586676] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:21:03.827259] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:21:04.066942] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:04.305428] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:21:04.546703] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:21:04.831902] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:21:05.088419] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:05.344066] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:05.598444] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:21:05.598621] [INFO ] [CONFIGURE ] PEB: DISCARDED add_rsi (score: 50.00%) [2025-11-22T00:21:05.598689] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 2.7s/test | Remaining: 1322 tests [2025-11-22T00:21:05.598727] [INFO ] [CONFIGURE ] PEB: Testing feature 25/29: add_tick_distribution [2025-11-22T00:21:05.598758] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-22T00:21:05.815140] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:06.016993] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:21:06.231011] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:21:06.447072] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:06.660426] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:21:06.865929] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:21:07.068808] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:21:07.277571] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:07.480736] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:07.714193] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:21:07.714358] [INFO ] [CONFIGURE ] PEB: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:21:07.714402] [INFO ] [CONFIGURE ] JOB ETA: 59.0m | Avg: 2.7s/test | Remaining: 1321 tests [2025-11-22T00:21:07.714434] [INFO ] [CONFIGURE ] PEB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:21:07.714502] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-22T00:21:07.911531] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:08.102709] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:21:08.295926] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:08.486909] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:08.683486] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:21:08.926098] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:21:09.117421] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:21:09.317049] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:09.520385] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:09.711045] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:21:09.711184] [INFO ] [CONFIGURE ] PEB: KEPT add_volume_momentum_confirmation (score: 90.00%) [2025-11-22T00:21:09.711227] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 2.7s/test | Remaining: 1320 tests [2025-11-22T00:21:09.711632] [INFO ] [CONFIGURE ] PEB: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:21:09.711689] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-22T00:21:09.941836] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:10.181219] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:21:10.409580] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:21:10.635189] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:10.865616] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:21:11.095573] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:21:11.324032] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:21:11.563085] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:11.807779] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:12.095271] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:21:12.095451] [INFO ] [CONFIGURE ] PEB: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:21:12.095498] [INFO ] [CONFIGURE ] JOB ETA: 58.9m | Avg: 2.7s/test | Remaining: 1319 tests [2025-11-22T00:21:12.095535] [INFO ] [CONFIGURE ] PEB: Testing feature 28/29: add_volume_profile [2025-11-22T00:21:12.095569] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-22T00:21:12.385392] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:12.692103] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:21:12.949424] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:13.175725] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:13.392541] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:21:13.612266] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:21:13.829207] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:21:14.052223] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:21:14.276939] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:14.495807] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:21:14.495967] [INFO ] [CONFIGURE ] PEB: DISCARDED add_volume_profile (score: 80.00%) [2025-11-22T00:21:14.496010] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 2.7s/test | Remaining: 1318 tests [2025-11-22T00:21:14.496044] [INFO ] [CONFIGURE ] PEB: Testing feature 29/29: add_vwap [2025-11-22T00:21:14.496076] [INFO ] [CONFIGURE ] PEB: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-22T00:21:14.717032] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:14.935466] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:21:15.155872] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:21:15.378176] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:15.601723] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:21:15.823225] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:21:16.052465] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:21:16.276577] [DEBUG] [FORECASTER] PEB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:16.504414] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:16.763431] [DEBUG] [FORECASTER] PEB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:21:16.763584] [INFO ] [CONFIGURE ] PEB: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:21:16.763627] [INFO ] [CONFIGURE ] JOB ETA: 58.8m | Avg: 2.7s/test | Remaining: 1317 tests [2025-11-22T00:21:16.763681] [INFO ] [CONFIGURE ] PEB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:21:16.763712] [INFO ] [CONFIGURE ] PEB: Best accuracy: 90.00% [2025-11-22T00:21:16.763741] [INFO ] [CONFIGURE ] PEB: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-22T00:21:16.763769] [INFO ] [CONFIGURE ] PEB: Improvement over baseline: 20.00% [2025-11-22T00:21:16.763796] [INFO ] [CONFIGURE ] PEB: Total time: 1.0 minutes [2025-11-22T00:21:16.763821] [INFO ] [CONFIGURE ] PEB: Average time per feature: 2.2 seconds [2025-11-22T00:21:16.763848] [INFO ] [CONFIGURE ] PEB: Average speed: 0.46 features/sec [2025-11-22T00:21:16.764185] [INFO ] [LOCAL ] Saved configuration for PEB: 2 features, 90.00% accuracy -> ./output/feature-sets/PEB.json [2025-11-22T00:21:16.764229] [INFO ] [CONFIGURE ] PEB: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-22T00:21:16.764270] [INFO ] [sig ] [48/93] Successfully configured PEB | 0.01 sym/s | Total: 1.1h | ETA: 59.1m [2025-11-22T00:21:16.764304] [INFO ] [sig ] [49/93] Configuring PEG... [2025-11-22T00:21:16.764334] [INFO ] [CONFIGURE ] PEG: Configurate test run. [2025-11-22T00:21:16.764363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'. [2025-11-22T00:21:16.775483] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PEG'. [2025-11-22T00:21:16.775808] [INFO ] [CONFIGURE ] PEG: Testing with 29 available features [2025-11-22T00:21:16.775855] [INFO ] [CONFIGURE ] PEG: Establishing baseline with no features... [2025-11-22T00:21:16.940623] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:21:17.127452] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:17.299634] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:17.472960] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:17.642970] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:17.815003] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:18.013419] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:18.184316] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:18.355426] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:18.527101] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:18.527629] [INFO ] [CONFIGURE ] PEG: Baseline score (no features): 70.00% [2025-11-22T00:21:18.527699] [INFO ] [CONFIGURE ] PEG: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:21:18.527734] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:21:18.732270] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:18.940971] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:19.150662] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:19.356028] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:19.567237] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:21:19.807050] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:20.011235] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:20.217810] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:20.427563] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:20.635586] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:20.635763] [INFO ] [CONFIGURE ] PEG: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-22T00:21:20.635807] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 2.7s/test | Remaining: 1316 tests [2025-11-22T00:21:20.635842] [INFO ] [CONFIGURE ] PEG: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:21:20.635876] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:21:20.852078] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:21.082385] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:21.308970] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:21.539400] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:21.753372] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:21:21.965931] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:22.178445] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:22.393799] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:22.605456] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:22.847672] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:22.847845] [INFO ] [CONFIGURE ] PEG: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:21:22.847919] [INFO ] [CONFIGURE ] JOB ETA: 58.7m | Avg: 2.7s/test | Remaining: 1315 tests [2025-11-22T00:21:22.847956] [INFO ] [CONFIGURE ] PEG: Testing feature 3/29: add_daily_returns [2025-11-22T00:21:22.847986] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_daily_returns'] [2025-11-22T00:21:23.032514] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:23.214209] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:23.398699] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:23.582883] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:23.770828] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:23.960279] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:24.144494] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:24.327990] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:21:24.513106] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:24.696956] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:24.697116] [INFO ] [CONFIGURE ] PEG: DISCARDED add_daily_returns (score: 70.00%) [2025-11-22T00:21:24.697159] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 2.7s/test | Remaining: 1314 tests [2025-11-22T00:21:24.697193] [INFO ] [CONFIGURE ] PEG: Testing feature 4/29: add_ema [2025-11-22T00:21:24.697223] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_ema'] [2025-11-22T00:21:24.929348] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:21:25.158560] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:25.393233] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:25.623505] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:25.885437] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:21:26.115195] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:26.345735] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:26.583379] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:26.831947] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:27.107983] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:27.108143] [INFO ] [CONFIGURE ] PEG: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:21:27.108185] [INFO ] [CONFIGURE ] JOB ETA: 58.6m | Avg: 2.7s/test | Remaining: 1313 tests [2025-11-22T00:21:27.108220] [INFO ] [CONFIGURE ] PEG: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:21:27.108250] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:21:27.354705] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:21:27.622463] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:27.859246] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:21:28.093071] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:28.326376] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:28.561939] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:28.799273] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:29.040786] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:29.274848] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:29.517519] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:29.518121] [INFO ] [CONFIGURE ] PEG: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:21:29.518170] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 2.7s/test | Remaining: 1312 tests [2025-11-22T00:21:29.518204] [INFO ] [CONFIGURE ] PEG: Testing feature 6/29: add_failed_moves [2025-11-22T00:21:29.518235] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves'] [2025-11-22T00:21:29.723252] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:29.931779] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:30.164464] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:30.370901] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:30.573997] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:30.774854] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:30.975121] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:31.172796] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:31.374392] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:31.580228] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:31.580376] [INFO ] [CONFIGURE ] PEG: KEPT add_failed_moves (score: 80.00%) [2025-11-22T00:21:31.580418] [INFO ] [CONFIGURE ] JOB ETA: 58.5m | Avg: 2.7s/test | Remaining: 1311 tests [2025-11-22T00:21:31.580450] [INFO ] [CONFIGURE ] PEG: Testing feature 7/29: add_lag_shelf [2025-11-22T00:21:31.580482] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-22T00:21:31.780477] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:31.995663] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:32.191740] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:32.383391] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:32.563191] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:32.759673] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:32.958023] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:33.175538] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:33.371224] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:33.550914] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:33.551055] [INFO ] [CONFIGURE ] PEG: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-22T00:21:33.551096] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 2.7s/test | Remaining: 1310 tests [2025-11-22T00:21:33.551129] [INFO ] [CONFIGURE ] PEG: Testing feature 8/29: add_macd [2025-11-22T00:21:33.551160] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-22T00:21:33.819375] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:21:34.083812] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:34.348819] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:21:34.612843] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:34.938504] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:21:35.212520] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:35.480744] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:35.751493] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:21:36.018378] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:36.291321] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:36.291501] [INFO ] [CONFIGURE ] PEG: DISCARDED add_macd (score: 40.00%) [2025-11-22T00:21:36.291546] [INFO ] [CONFIGURE ] JOB ETA: 58.4m | Avg: 2.7s/test | Remaining: 1309 tests [2025-11-22T00:21:36.291580] [INFO ] [CONFIGURE ] PEG: Testing feature 9/29: add_mfi [2025-11-22T00:21:36.291611] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-22T00:21:36.484814] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:36.687188] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:36.890951] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:37.095531] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:37.304096] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:21:37.508061] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:37.712921] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:37.921720] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:38.124145] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:38.326899] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:38.327082] [INFO ] [CONFIGURE ] PEG: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:21:38.327126] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 2.7s/test | Remaining: 1308 tests [2025-11-22T00:21:38.327160] [INFO ] [CONFIGURE ] PEG: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:21:38.327189] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:21:38.620875] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:38.916622] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:39.231726] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:39.505311] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:39.781198] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:40.055827] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:40.334429] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:40.612852] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:40.888404] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:41.164004] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:41.164216] [INFO ] [CONFIGURE ] PEG: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-22T00:21:41.164261] [INFO ] [CONFIGURE ] JOB ETA: 58.3m | Avg: 2.7s/test | Remaining: 1307 tests [2025-11-22T00:21:41.164295] [INFO ] [CONFIGURE ] PEG: Testing feature 11/29: add_obv_daily [2025-11-22T00:21:41.164328] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-22T00:21:41.361336] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:41.557948] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:41.759578] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:41.958435] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:42.162164] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:42.360840] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:42.563821] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:42.778931] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:42.981800] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:43.181017] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:43.181170] [INFO ] [CONFIGURE ] PEG: DISCARDED add_obv_daily (score: 80.00%) [2025-11-22T00:21:43.181212] [INFO ] [CONFIGURE ] JOB ETA: 58.2m | Avg: 2.7s/test | Remaining: 1306 tests [2025-11-22T00:21:43.181246] [INFO ] [CONFIGURE ] PEG: Testing feature 12/29: add_obv_interval [2025-11-22T00:21:43.181277] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-22T00:21:43.375957] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:43.573219] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:43.769728] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:43.970384] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:44.168364] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:44.365368] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:44.562422] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:44.760967] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:44.960215] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:45.157562] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:45.157739] [INFO ] [CONFIGURE ] PEG: DISCARDED add_obv_interval (score: 80.00%) [2025-11-22T00:21:45.157786] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 2.7s/test | Remaining: 1305 tests [2025-11-22T00:21:45.157824] [INFO ] [CONFIGURE ] PEG: Testing feature 13/29: add_opening_strength [2025-11-22T00:21:45.157856] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:21:45.367721] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:45.581858] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:45.794691] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:46.010279] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:46.222243] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:46.445256] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:46.657417] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:46.881358] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:47.128255] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:47.354162] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:47.354325] [INFO ] [CONFIGURE ] PEG: DISCARDED add_opening_strength (score: 80.00%) [2025-11-22T00:21:47.354368] [INFO ] [CONFIGURE ] JOB ETA: 58.1m | Avg: 2.7s/test | Remaining: 1304 tests [2025-11-22T00:21:47.354403] [INFO ] [CONFIGURE ] PEG: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:21:47.354442] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-22T00:21:47.568180] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:47.781010] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:47.998726] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:48.262909] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:48.475573] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:48.702276] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:48.929433] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:49.162287] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:49.373867] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:49.585729] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:49.585887] [INFO ] [CONFIGURE ] PEG: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:21:49.585931] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 2.7s/test | Remaining: 1303 tests [2025-11-22T00:21:49.585967] [INFO ] [CONFIGURE ] PEG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:21:49.585997] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-22T00:21:49.765905] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:49.945195] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:50.160961] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:50.341424] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:50.522417] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:50.703660] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:50.888889] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:51.079938] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:51.295234] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:51.484310] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:51.484468] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T00:21:51.484513] [INFO ] [CONFIGURE ] JOB ETA: 58.0m | Avg: 2.7s/test | Remaining: 1302 tests [2025-11-22T00:21:51.484548] [INFO ] [CONFIGURE ] PEG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:21:51.484601] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-22T00:21:51.696025] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:51.909146] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:52.122786] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:52.333534] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:52.547605] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:52.764723] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:52.977288] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:53.201767] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:53.407942] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:21:53.615512] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:53.615691] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:21:53.615740] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 2.7s/test | Remaining: 1301 tests [2025-11-22T00:21:53.615776] [INFO ] [CONFIGURE ] PEG: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:21:53.615809] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-22T00:21:53.828906] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:54.041228] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:54.271913] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:54.493858] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:54.714307] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:21:54.936365] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:55.160550] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:55.380857] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:55.604167] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:55.832759] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:55.832918] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:21:55.832963] [INFO ] [CONFIGURE ] JOB ETA: 57.9m | Avg: 2.7s/test | Remaining: 1300 tests [2025-11-22T00:21:55.832999] [INFO ] [CONFIGURE ] PEG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:21:55.833031] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-22T00:21:56.031148] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:21:56.227371] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:56.424155] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:56.622096] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:56.819160] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:21:57.016999] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:57.217231] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:57.445342] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:57.648926] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:57.848798] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:57.848950] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:21:57.848997] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 2.7s/test | Remaining: 1299 tests [2025-11-22T00:21:57.849032] [INFO ] [CONFIGURE ] PEG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:21:57.849064] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-22T00:21:58.048344] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:21:58.250964] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:21:58.435813] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:21:58.627177] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:21:58.812989] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:21:59.002943] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:21:59.216518] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:21:59.406278] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:21:59.601258] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:21:59.795225] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:21:59.795372] [INFO ] [CONFIGURE ] PEG: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:21:59.795422] [INFO ] [CONFIGURE ] JOB ETA: 57.8m | Avg: 2.7s/test | Remaining: 1298 tests [2025-11-22T00:21:59.795465] [INFO ] [CONFIGURE ] PEG: Testing feature 20/29: add_price_rejection [2025-11-22T00:21:59.795503] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-22T00:22:00.002170] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:00.203170] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:22:00.446783] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:00.674843] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:01.588524] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:01.926123] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:02.197394] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:02.423181] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:02.654546] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:22:02.885003] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:02.885213] [INFO ] [CONFIGURE ] PEG: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:22:02.885259] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 2.7s/test | Remaining: 1297 tests [2025-11-22T00:22:02.885295] [INFO ] [CONFIGURE ] PEG: Testing feature 21/29: add_range_position [2025-11-22T00:22:02.885330] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-22T00:22:03.148712] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:03.422787] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:22:03.674265] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:03.923245] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:04.184288] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:22:04.446004] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:04.719541] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:22:05.010193] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:05.304401] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:22:05.560210] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:05.560395] [INFO ] [CONFIGURE ] PEG: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:22:05.560441] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 2.7s/test | Remaining: 1296 tests [2025-11-22T00:22:05.560479] [INFO ] [CONFIGURE ] PEG: Testing feature 22/29: add_realized_volatility [2025-11-22T00:22:05.560511] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-22T00:22:05.970347] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:06.298223] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:22:06.597768] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:06.905976] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:07.219159] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:07.535179] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:07.846555] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:08.156019] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:08.491678] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:08.837367] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:08.837555] [INFO ] [CONFIGURE ] PEG: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:22:08.837606] [INFO ] [CONFIGURE ] JOB ETA: 57.7m | Avg: 2.7s/test | Remaining: 1295 tests [2025-11-22T00:22:08.837658] [INFO ] [CONFIGURE ] PEG: Testing feature 23/29: add_recent_range_context [2025-11-22T00:22:08.837695] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-22T00:22:09.066816] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:09.296297] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:22:09.521547] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:09.730877] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:09.940608] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:22:10.150585] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:10.354479] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:10.554012] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:22:10.757029] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:10.948452] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:10.948663] [INFO ] [CONFIGURE ] PEG: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:22:10.948711] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 2.7s/test | Remaining: 1294 tests [2025-11-22T00:22:10.948750] [INFO ] [CONFIGURE ] PEG: Testing feature 24/29: add_rsi [2025-11-22T00:22:10.948783] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-22T00:22:11.188334] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:11.434606] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:22:11.678372] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:22:11.930585] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:12.167447] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:12.405459] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:22:12.657576] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:12.902561] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:13.145279] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:13.390358] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:13.390546] [INFO ] [CONFIGURE ] PEG: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:22:13.390610] [INFO ] [CONFIGURE ] JOB ETA: 57.6m | Avg: 2.7s/test | Remaining: 1293 tests [2025-11-22T00:22:13.390688] [INFO ] [CONFIGURE ] PEG: Testing feature 25/29: add_tick_distribution [2025-11-22T00:22:13.390751] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-22T00:22:13.595788] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:13.799106] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:22:13.999244] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:14.200730] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:14.408301] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:14.612169] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:14.813039] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:15.019190] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:15.218836] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:15.433628] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:15.433809] [INFO ] [CONFIGURE ] PEG: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:22:15.433856] [INFO ] [CONFIGURE ] JOB ETA: 57.5m | Avg: 2.7s/test | Remaining: 1292 tests [2025-11-22T00:22:15.433893] [INFO ] [CONFIGURE ] PEG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:22:15.433925] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-22T00:22:15.642250] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:15.846862] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:22:16.053062] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:16.255016] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:16.465244] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:16.673020] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:16.875108] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:17.081449] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:17.290385] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:22:17.492324] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:17.492477] [INFO ] [CONFIGURE ] PEG: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:22:17.492518] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 2.7s/test | Remaining: 1291 tests [2025-11-22T00:22:17.492551] [INFO ] [CONFIGURE ] PEG: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:22:17.492582] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-22T00:22:17.699315] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:17.908319] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:22:18.118736] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:18.326552] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:18.565598] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:22:18.778847] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:18.994059] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:19.201754] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:19.410248] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:19.630623] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:19.630793] [INFO ] [CONFIGURE ] PEG: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T00:22:19.630836] [INFO ] [CONFIGURE ] JOB ETA: 57.4m | Avg: 2.7s/test | Remaining: 1290 tests [2025-11-22T00:22:19.630870] [INFO ] [CONFIGURE ] PEG: Testing feature 28/29: add_volume_profile [2025-11-22T00:22:19.630903] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-22T00:22:19.839582] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:20.044442] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:22:20.263090] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:20.472427] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:20.684468] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:22:20.892367] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:21.099603] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:21.306413] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:21.543497] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:21.755778] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:21.755938] [INFO ] [CONFIGURE ] PEG: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:22:21.755994] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 2.7s/test | Remaining: 1289 tests [2025-11-22T00:22:21.756093] [INFO ] [CONFIGURE ] PEG: Testing feature 29/29: add_vwap [2025-11-22T00:22:21.756133] [INFO ] [CONFIGURE ] PEG: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-22T00:22:21.966801] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:22.174071] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:22:22.390710] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:22:22.611847] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:22.820895] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:23.030783] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:22:23.240240] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:22:23.478060] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:22:23.686785] [DEBUG] [FORECASTER] PEG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:22:23.904246] [DEBUG] [FORECASTER] PEG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:22:23.904444] [INFO ] [CONFIGURE ] PEG: DISCARDED add_vwap (score: 50.00%) [2025-11-22T00:22:23.904489] [INFO ] [CONFIGURE ] JOB ETA: 57.3m | Avg: 2.7s/test | Remaining: 1288 tests [2025-11-22T00:22:23.904525] [INFO ] [CONFIGURE ] PEG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:22:23.904555] [INFO ] [CONFIGURE ] PEG: Best accuracy: 80.00% [2025-11-22T00:22:23.904585] [INFO ] [CONFIGURE ] PEG: Best feature set (1 features): ['add_failed_moves'] [2025-11-22T00:22:23.904985] [INFO ] [CONFIGURE ] PEG: Improvement over baseline: 10.00% [2025-11-22T00:22:23.905026] [INFO ] [CONFIGURE ] PEG: Total time: 1.1 minutes [2025-11-22T00:22:23.905055] [INFO ] [CONFIGURE ] PEG: Average time per feature: 2.3 seconds [2025-11-22T00:22:23.905082] [INFO ] [CONFIGURE ] PEG: Average speed: 0.44 features/sec [2025-11-22T00:22:23.905595] [INFO ] [LOCAL ] Saved configuration for PEG: 1 features, 80.00% accuracy -> ./output/feature-sets/PEG.json [2025-11-22T00:22:23.905638] [INFO ] [CONFIGURE ] PEG: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-22T00:22:23.905707] [INFO ] [sig ] [49/93] Successfully configured PEG | 0.01 sym/s | Total: 1.1h | ETA: 57.6m [2025-11-22T00:22:23.905740] [INFO ] [sig ] [50/93] Configuring PEN... [2025-11-22T00:22:23.905768] [INFO ] [CONFIGURE ] PEN: Configurate test run. [2025-11-22T00:22:23.905797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'. [2025-11-22T00:22:23.918136] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PEN'. [2025-11-22T00:22:23.918488] [INFO ] [CONFIGURE ] PEN: Testing with 29 available features [2025-11-22T00:22:23.918537] [INFO ] [CONFIGURE ] PEN: Establishing baseline with no features... [2025-11-22T00:22:24.094409] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:24.266769] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:22:24.436457] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:24.630563] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:24.801812] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:24.974502] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:25.144071] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:25.321589] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:25.501283] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:25.674703] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:25.674835] [INFO ] [CONFIGURE ] PEN: Baseline score (no features): 70.00% [2025-11-22T00:22:25.674877] [INFO ] [CONFIGURE ] PEN: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:22:25.674911] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:22:25.884678] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:26.093946] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:26.307394] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:26.524955] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:26.735797] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:26.946376] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:27.157171] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:27.382886] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:27.622379] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:27.830912] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:27.831059] [INFO ] [CONFIGURE ] PEN: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-22T00:22:27.831101] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 2.7s/test | Remaining: 1287 tests [2025-11-22T00:22:27.831134] [INFO ] [CONFIGURE ] PEN: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:22:27.831164] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:22:28.040911] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:28.245866] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:28.462129] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:28.690596] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:28.924447] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:29.137152] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:29.348813] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:29.559922] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:22:29.780297] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:29.999371] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:22:29.999538] [INFO ] [CONFIGURE ] PEN: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:22:29.999589] [INFO ] [CONFIGURE ] JOB ETA: 57.2m | Avg: 2.7s/test | Remaining: 1286 tests [2025-11-22T00:22:29.999625] [INFO ] [CONFIGURE ] PEN: Testing feature 3/29: add_daily_returns [2025-11-22T00:22:29.999676] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_daily_returns'] [2025-11-22T00:22:30.193371] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:30.383513] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:30.580638] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:30.766965] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:30.963632] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:22:31.151904] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:31.338808] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:31.528201] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:31.731768] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:31.916231] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:31.916378] [INFO ] [CONFIGURE ] PEN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:22:31.916421] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 2.7s/test | Remaining: 1285 tests [2025-11-22T00:22:31.916454] [INFO ] [CONFIGURE ] PEN: Testing feature 4/29: add_ema [2025-11-22T00:22:31.916485] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_ema'] [2025-11-22T00:22:32.140793] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:32.356607] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:32.578246] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:22:32.796606] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:33.024790] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:33.244840] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:33.461485] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:33.698184] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:33.916845] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:34.130535] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:34.130710] [INFO ] [CONFIGURE ] PEN: DISCARDED add_ema (score: 40.00%) [2025-11-22T00:22:34.130758] [INFO ] [CONFIGURE ] JOB ETA: 57.1m | Avg: 2.7s/test | Remaining: 1284 tests [2025-11-22T00:22:34.130794] [INFO ] [CONFIGURE ] PEN: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:22:34.130826] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:22:34.350955] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:34.569105] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:34.791426] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:22:35.031366] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:35.251017] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:22:35.492256] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:35.723016] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:35.940929] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:36.164343] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:36.391834] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:22:36.391982] [INFO ] [CONFIGURE ] PEN: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T00:22:36.392025] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 2.7s/test | Remaining: 1283 tests [2025-11-22T00:22:36.392057] [INFO ] [CONFIGURE ] PEN: Testing feature 6/29: add_failed_moves [2025-11-22T00:22:36.392108] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_failed_moves'] [2025-11-22T00:22:36.571312] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:36.749443] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:22:36.927351] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:37.112923] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:37.298386] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:37.482745] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:37.668991] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:37.854447] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:38.040079] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:38.226587] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:38.226749] [INFO ] [CONFIGURE ] PEN: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:22:38.226792] [INFO ] [CONFIGURE ] JOB ETA: 57.0m | Avg: 2.7s/test | Remaining: 1282 tests [2025-11-22T00:22:38.226826] [INFO ] [CONFIGURE ] PEN: Testing feature 7/29: add_lag_shelf [2025-11-22T00:22:38.226856] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_lag_shelf'] [2025-11-22T00:22:38.398338] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:38.590967] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:22:38.760811] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:38.931850] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:39.104230] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:39.276169] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:39.446310] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:39.619163] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:39.789713] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:39.963434] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:39.963573] [INFO ] [CONFIGURE ] PEN: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:22:39.963614] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 2.7s/test | Remaining: 1281 tests [2025-11-22T00:22:39.963666] [INFO ] [CONFIGURE ] PEN: Testing feature 8/29: add_macd [2025-11-22T00:22:39.963700] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:22:40.235197] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:40.500634] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:40.767274] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:22:41.034073] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:41.310674] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:22:41.606699] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:41.878254] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:42.153951] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:42.426873] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:42.734742] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:42.734932] [INFO ] [CONFIGURE ] PEN: DISCARDED add_macd (score: 30.00%) [2025-11-22T00:22:42.734976] [INFO ] [CONFIGURE ] JOB ETA: 56.9m | Avg: 2.7s/test | Remaining: 1280 tests [2025-11-22T00:22:42.735013] [INFO ] [CONFIGURE ] PEN: Testing feature 9/29: add_mfi [2025-11-22T00:22:42.735045] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi'] [2025-11-22T00:22:42.920394] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:43.105161] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:22:43.289887] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:43.480475] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:43.671920] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:43.854968] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:44.039056] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:44.226448] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:44.413254] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:44.634735] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:44.634894] [INFO ] [CONFIGURE ] PEN: KEPT add_mfi (score: 80.00%) [2025-11-22T00:22:44.634937] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 2.7s/test | Remaining: 1279 tests [2025-11-22T00:22:44.634970] [INFO ] [CONFIGURE ] PEN: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:22:44.635002] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:22:44.927846] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:45.225116] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:45.508005] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:22:45.839338] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:46.143755] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:22:46.453826] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:46.762847] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:47.104467] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:47.429154] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:47.785743] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:47.785930] [INFO ] [CONFIGURE ] PEN: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-22T00:22:47.785989] [INFO ] [CONFIGURE ] JOB ETA: 56.8m | Avg: 2.7s/test | Remaining: 1278 tests [2025-11-22T00:22:47.786038] [INFO ] [CONFIGURE ] PEN: Testing feature 11/29: add_obv_daily [2025-11-22T00:22:47.786076] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-22T00:22:48.045054] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:48.289197] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:22:48.533160] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:48.806081] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:49.052403] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:49.304102] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:49.553302] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:22:49.797839] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:50.036430] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:50.279945] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:22:50.280097] [INFO ] [CONFIGURE ] PEN: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:22:50.280143] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 2.7s/test | Remaining: 1277 tests [2025-11-22T00:22:50.280177] [INFO ] [CONFIGURE ] PEN: Testing feature 12/29: add_obv_interval [2025-11-22T00:22:50.280208] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-22T00:22:50.512484] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:22:50.755068] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:22:50.989390] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:22:51.220613] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:51.450772] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:51.680020] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:51.909383] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:52.136135] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:22:52.362538] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:52.634342] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:52.634547] [INFO ] [CONFIGURE ] PEN: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:22:52.634620] [INFO ] [CONFIGURE ] JOB ETA: 56.7m | Avg: 2.7s/test | Remaining: 1276 tests [2025-11-22T00:22:52.634706] [INFO ] [CONFIGURE ] PEN: Testing feature 13/29: add_opening_strength [2025-11-22T00:22:52.634766] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:22:53.003877] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:53.317581] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:53.579048] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:53.806337] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:54.040755] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:54.283600] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:54.524694] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:54.763347] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:22:54.998424] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:55.238359] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:22:55.238513] [INFO ] [CONFIGURE ] PEN: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T00:22:55.238559] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 2.7s/test | Remaining: 1275 tests [2025-11-22T00:22:55.238618] [INFO ] [CONFIGURE ] PEN: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:22:55.239038] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-22T00:22:55.467777] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:55.702738] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:55.918197] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:22:56.131514] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:22:56.382177] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:56.618939] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:56.851598] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:57.082684] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:57.324974] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:57.567502] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:57.567667] [INFO ] [CONFIGURE ] PEN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T00:22:57.567714] [INFO ] [CONFIGURE ] JOB ETA: 56.6m | Avg: 2.7s/test | Remaining: 1274 tests [2025-11-22T00:22:57.567748] [INFO ] [CONFIGURE ] PEN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:22:57.567779] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-22T00:22:57.765564] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:22:57.963244] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:22:58.158954] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:22:58.358411] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:22:58.554434] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:22:58.750694] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:22:58.960637] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:22:59.159062] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:22:59.360133] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:22:59.578793] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:22:59.578980] [INFO ] [CONFIGURE ] PEN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:22:59.579026] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 2.7s/test | Remaining: 1273 tests [2025-11-22T00:22:59.579061] [INFO ] [CONFIGURE ] PEN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:22:59.579093] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-22T00:22:59.813889] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:23:00.034058] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:00.261125] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:00.483999] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:00.711692] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:01.619969] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:01.937223] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:02.165692] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:23:02.390538] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:02.603310] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:02.603461] [INFO ] [CONFIGURE ] PEN: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:23:02.603507] [INFO ] [CONFIGURE ] JOB ETA: 56.5m | Avg: 2.7s/test | Remaining: 1272 tests [2025-11-22T00:23:02.603542] [INFO ] [CONFIGURE ] PEN: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:23:02.603572] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-22T00:23:02.832920] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:03.042591] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:03.253206] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:03.464258] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:03.681354] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:03.931031] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:04.145195] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:04.356606] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:23:04.570672] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:04.784924] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:04.785101] [INFO ] [CONFIGURE ] PEN: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:23:04.785147] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 2.7s/test | Remaining: 1271 tests [2025-11-22T00:23:04.785182] [INFO ] [CONFIGURE ] PEN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:23:04.785215] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-22T00:23:05.021701] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:23:05.221616] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:05.419570] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:05.618443] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:05.854123] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:06.059953] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:23:06.260952] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:06.471633] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:23:06.679019] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:06.899240] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:06.899381] [INFO ] [CONFIGURE ] PEN: KEPT add_pbf_volatility_5d (score: 90.00%) [2025-11-22T00:23:06.899870] [INFO ] [CONFIGURE ] JOB ETA: 56.4m | Avg: 2.7s/test | Remaining: 1270 tests [2025-11-22T00:23:06.899909] [INFO ] [CONFIGURE ] PEN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:23:06.899945] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-22T00:23:07.112705] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:23:07.319962] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:07.526962] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:07.737630] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:07.946160] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:08.168002] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:08.385442] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:08.615614] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:23:08.862309] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:09.080190] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:09.080354] [INFO ] [CONFIGURE ] PEN: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:23:09.080398] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 2.7s/test | Remaining: 1269 tests [2025-11-22T00:23:09.080430] [INFO ] [CONFIGURE ] PEN: Testing feature 20/29: add_price_rejection [2025-11-22T00:23:09.080461] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-22T00:23:09.302323] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:09.528576] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:09.756243] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:09.998925] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:10.225871] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:10.458872] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:10.687737] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:10.922749] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:23:11.161881] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:11.404402] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:11.404559] [INFO ] [CONFIGURE ] PEN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:23:11.404604] [INFO ] [CONFIGURE ] JOB ETA: 56.3m | Avg: 2.7s/test | Remaining: 1268 tests [2025-11-22T00:23:11.404639] [INFO ] [CONFIGURE ] PEN: Testing feature 21/29: add_range_position [2025-11-22T00:23:11.404693] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-22T00:23:11.666734] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:11.959319] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:12.216176] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:12.466518] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:12.725525] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:13.004752] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:13.260690] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:13.520921] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:23:13.773595] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:14.030115] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:14.030284] [INFO ] [CONFIGURE ] PEN: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:23:14.030328] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 2.7s/test | Remaining: 1267 tests [2025-11-22T00:23:14.030363] [INFO ] [CONFIGURE ] PEN: Testing feature 22/29: add_realized_volatility [2025-11-22T00:23:14.030393] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-22T00:23:14.356753] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:23:14.674477] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:15.020265] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:15.333530] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:15.653001] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:15.975476] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:16.292986] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:16.612756] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:23:16.927436] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:17.248811] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:17.249002] [INFO ] [CONFIGURE ] PEN: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-22T00:23:17.249050] [INFO ] [CONFIGURE ] JOB ETA: 56.2m | Avg: 2.7s/test | Remaining: 1266 tests [2025-11-22T00:23:17.249085] [INFO ] [CONFIGURE ] PEN: Testing feature 23/29: add_recent_range_context [2025-11-22T00:23:17.249119] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-22T00:23:17.457011] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:17.660267] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:17.865380] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:18.077947] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:18.285784] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:18.499777] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:18.712853] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:18.916056] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:23:19.125366] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:19.340941] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:19.341101] [INFO ] [CONFIGURE ] PEN: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:23:19.341146] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 2.7s/test | Remaining: 1265 tests [2025-11-22T00:23:19.341183] [INFO ] [CONFIGURE ] PEN: Testing feature 24/29: add_rsi [2025-11-22T00:23:19.341217] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-22T00:23:19.599174] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:19.862801] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:20.123299] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:20.381361] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:23:20.635574] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:20.888102] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:21.147603] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:21.405962] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:23:21.661051] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:21.919396] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:23:21.919564] [INFO ] [CONFIGURE ] PEN: DISCARDED add_rsi (score: 30.00%) [2025-11-22T00:23:21.919609] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 2.7s/test | Remaining: 1264 tests [2025-11-22T00:23:21.919660] [INFO ] [CONFIGURE ] PEN: Testing feature 25/29: add_tick_distribution [2025-11-22T00:23:21.919697] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-22T00:23:22.143785] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:23:22.352377] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:22.567548] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:22.783194] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:22.995279] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:23.204128] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:23.424132] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:23.636835] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:23:23.853064] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:24.060609] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:24.060768] [INFO ] [CONFIGURE ] PEN: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-22T00:23:24.060812] [INFO ] [CONFIGURE ] JOB ETA: 56.1m | Avg: 2.7s/test | Remaining: 1263 tests [2025-11-22T00:23:24.060847] [INFO ] [CONFIGURE ] PEN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:23:24.060878] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-22T00:23:24.279150] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:24.500084] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:24.720185] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:24.942182] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:23:25.193033] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:25.412056] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:23:25.631253] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:25.845239] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:23:26.079991] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:26.294066] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:26.294255] [INFO ] [CONFIGURE ] PEN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:23:26.294301] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 2.7s/test | Remaining: 1262 tests [2025-11-22T00:23:26.294336] [INFO ] [CONFIGURE ] PEN: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:23:26.294368] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-22T00:23:26.514559] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:23:26.760842] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:27.026282] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:27.274454] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:23:27.521132] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:27.766682] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:23:28.013617] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:28.265239] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:23:28.520909] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:28.768465] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:28.768609] [INFO ] [CONFIGURE ] PEN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:23:28.768674] [INFO ] [CONFIGURE ] JOB ETA: 56.0m | Avg: 2.7s/test | Remaining: 1261 tests [2025-11-22T00:23:28.768710] [INFO ] [CONFIGURE ] PEN: Testing feature 28/29: add_volume_profile [2025-11-22T00:23:28.768740] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-22T00:23:28.989575] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:29.231351] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:29.480454] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:23:29.721016] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:23:29.939678] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:30.157869] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:23:30.390115] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:30.630508] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:23:30.871749] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:31.126852] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:23:31.127010] [INFO ] [CONFIGURE ] PEN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:23:31.127054] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 2.7s/test | Remaining: 1260 tests [2025-11-22T00:23:31.127088] [INFO ] [CONFIGURE ] PEN: Testing feature 29/29: add_vwap [2025-11-22T00:23:31.127120] [INFO ] [CONFIGURE ] PEN: Testing with features: ['add_mfi', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-22T00:23:31.362143] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:23:31.595952] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:31.844549] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:32.078699] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:23:32.322735] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:32.570964] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:23:32.821555] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:33.085857] [DEBUG] [FORECASTER] PEN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:23:33.334400] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:33.577942] [DEBUG] [FORECASTER] PEN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:23:33.578092] [INFO ] [CONFIGURE ] PEN: DISCARDED add_vwap (score: 40.00%) [2025-11-22T00:23:33.578136] [INFO ] [CONFIGURE ] JOB ETA: 55.9m | Avg: 2.7s/test | Remaining: 1259 tests [2025-11-22T00:23:33.578170] [INFO ] [CONFIGURE ] PEN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:23:33.578199] [INFO ] [CONFIGURE ] PEN: Best accuracy: 90.00% [2025-11-22T00:23:33.578228] [INFO ] [CONFIGURE ] PEN: Best feature set (2 features): ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-22T00:23:33.578255] [INFO ] [CONFIGURE ] PEN: Improvement over baseline: 20.00% [2025-11-22T00:23:33.578280] [INFO ] [CONFIGURE ] PEN: Total time: 1.1 minutes [2025-11-22T00:23:33.578306] [INFO ] [CONFIGURE ] PEN: Average time per feature: 2.3 seconds [2025-11-22T00:23:33.578332] [INFO ] [CONFIGURE ] PEN: Average speed: 0.43 features/sec [2025-11-22T00:23:33.578691] [INFO ] [LOCAL ] Saved configuration for PEN: 2 features, 90.00% accuracy -> ./output/feature-sets/PEN.json [2025-11-22T00:23:33.578746] [INFO ] [CONFIGURE ] PEN: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-22T00:23:33.578790] [INFO ] [sig ] [50/93] Successfully configured PEN | 0.01 sym/s | Total: 1.1h | ETA: 56.2m [2025-11-22T00:23:33.578829] [INFO ] [sig ] [51/93] Configuring PEO... [2025-11-22T00:23:33.578863] [INFO ] [CONFIGURE ] PEO: Configurate test run. [2025-11-22T00:23:33.578892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-11-22T00:23:33.590827] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PEO'. [2025-11-22T00:23:33.591105] [INFO ] [CONFIGURE ] PEO: Testing with 29 available features [2025-11-22T00:23:33.591152] [INFO ] [CONFIGURE ] PEO: Establishing baseline with no features... [2025-11-22T00:23:33.785245] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:33.975694] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:34.170132] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:34.354729] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:23:34.538883] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:34.720209] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:34.912108] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:35.087127] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:35.254255] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:35.427375] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:35.427514] [INFO ] [CONFIGURE ] PEO: Baseline score (no features): 40.00% [2025-11-22T00:23:35.427555] [INFO ] [CONFIGURE ] PEO: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:23:35.427588] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:23:35.628036] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:35.828770] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:36.066566] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:36.270301] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:23:36.494112] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:36.696523] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:36.899629] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:37.106058] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:37.330297] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:37.532796] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:37.532974] [INFO ] [CONFIGURE ] PEO: KEPT add_bollinger_bands (score: 60.00%) [2025-11-22T00:23:37.533018] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 2.7s/test | Remaining: 1258 tests [2025-11-22T00:23:37.533052] [INFO ] [CONFIGURE ] PEO: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:23:37.533085] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:23:37.771240] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:38.010085] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:38.248054] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:38.491968] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:23:38.734247] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:38.972308] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:39.216192] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:39.453190] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:39.693803] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:39.936373] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:39.936527] [INFO ] [CONFIGURE ] PEO: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:23:39.936570] [INFO ] [CONFIGURE ] JOB ETA: 55.8m | Avg: 2.7s/test | Remaining: 1257 tests [2025-11-22T00:23:39.936604] [INFO ] [CONFIGURE ] PEO: Testing feature 3/29: add_daily_returns [2025-11-22T00:23:39.936636] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:23:40.160857] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:40.399752] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:40.611667] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:40.829211] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:23:41.045412] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:41.265010] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:41.480935] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:41.697835] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:41.917053] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:42.165180] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:42.165352] [INFO ] [CONFIGURE ] PEO: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:23:42.165396] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 2.7s/test | Remaining: 1256 tests [2025-11-22T00:23:42.165429] [INFO ] [CONFIGURE ] PEO: Testing feature 4/29: add_ema [2025-11-22T00:23:42.165460] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:23:42.413635] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:42.660850] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:42.903677] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:43.151931] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:23:43.419114] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:43.679591] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:43.932432] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:44.191954] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:44.447688] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:44.713862] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:44.714055] [INFO ] [CONFIGURE ] PEO: KEPT add_ema (score: 70.00%) [2025-11-22T00:23:44.714102] [INFO ] [CONFIGURE ] JOB ETA: 55.7m | Avg: 2.7s/test | Remaining: 1255 tests [2025-11-22T00:23:44.714137] [INFO ] [CONFIGURE ] PEO: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:23:44.714170] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:23:45.010344] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:45.328617] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:23:45.630616] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:45.932183] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:23:46.238875] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:46.545100] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:46.836593] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:47.131144] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:47.430997] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:47.731446] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:47.731639] [INFO ] [CONFIGURE ] PEO: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T00:23:47.731706] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 2.7s/test | Remaining: 1254 tests [2025-11-22T00:23:47.731742] [INFO ] [CONFIGURE ] PEO: Testing feature 6/29: add_failed_moves [2025-11-22T00:23:47.731775] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-22T00:23:48.001157] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:48.293463] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:48.551001] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:48.805607] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:23:49.065123] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:49.321173] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:49.572665] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:49.826544] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:50.095903] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:23:50.363639] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:50.363818] [INFO ] [CONFIGURE ] PEO: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:23:50.363861] [INFO ] [CONFIGURE ] JOB ETA: 55.6m | Avg: 2.7s/test | Remaining: 1253 tests [2025-11-22T00:23:50.363895] [INFO ] [CONFIGURE ] PEO: Testing feature 7/29: add_lag_shelf [2025-11-22T00:23:50.363926] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf'] [2025-11-22T00:23:50.605700] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:50.849282] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:51.097014] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:51.383571] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:23:51.653213] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:23:51.903802] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:52.165837] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:52.450102] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:52.715976] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:52.981316] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:52.981477] [INFO ] [CONFIGURE ] PEO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:23:52.981522] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 2.7s/test | Remaining: 1252 tests [2025-11-22T00:23:52.981558] [INFO ] [CONFIGURE ] PEO: Testing feature 8/29: add_macd [2025-11-22T00:23:52.981591] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-22T00:23:53.332432] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:53.681070] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:54.051227] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:54.456393] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:23:54.803103] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:55.154999] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:55.537206] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:55.878154] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:56.221149] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:56.578100] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:56.578322] [INFO ] [CONFIGURE ] PEO: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:23:56.578369] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 2.7s/test | Remaining: 1251 tests [2025-11-22T00:23:56.578404] [INFO ] [CONFIGURE ] PEO: Testing feature 9/29: add_mfi [2025-11-22T00:23:56.578481] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi'] [2025-11-22T00:23:56.857339] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:23:57.138482] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:23:57.443677] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:23:57.734347] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:23:58.023073] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:23:58.307280] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:23:58.615802] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:23:58.893967] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:23:59.174787] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:23:59.457534] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:23:59.457716] [INFO ] [CONFIGURE ] PEO: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:23:59.457761] [INFO ] [CONFIGURE ] JOB ETA: 55.5m | Avg: 2.7s/test | Remaining: 1250 tests [2025-11-22T00:23:59.457796] [INFO ] [CONFIGURE ] PEO: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:23:59.457827] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:23:59.799351] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:00.159721] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:24:00.643933] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:01.874907] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:02.267493] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:02.602390] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:02.928553] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:03.259806] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:03.587872] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:03.927814] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:03.927996] [INFO ] [CONFIGURE ] PEO: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-22T00:24:03.928040] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 2.7s/test | Remaining: 1249 tests [2025-11-22T00:24:03.928075] [INFO ] [CONFIGURE ] PEO: Testing feature 11/29: add_obv_daily [2025-11-22T00:24:03.928108] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily'] [2025-11-22T00:24:04.228722] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:04.542350] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:04.836617] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:05.158742] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:05.443765] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:05.732617] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:06.031483] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:06.325223] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:06.615583] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:06.904134] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:24:06.904289] [INFO ] [CONFIGURE ] PEO: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:24:06.904333] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 2.7s/test | Remaining: 1248 tests [2025-11-22T00:24:06.904366] [INFO ] [CONFIGURE ] PEO: Testing feature 12/29: add_obv_interval [2025-11-22T00:24:06.904397] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval'] [2025-11-22T00:24:07.187326] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:07.464393] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:07.759136] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:08.038595] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:08.324657] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:08.603334] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:08.891206] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:09.174704] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:09.492190] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:09.768749] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:09.768928] [INFO ] [CONFIGURE ] PEO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T00:24:09.768971] [INFO ] [CONFIGURE ] JOB ETA: 55.4m | Avg: 2.7s/test | Remaining: 1247 tests [2025-11-22T00:24:09.769004] [INFO ] [CONFIGURE ] PEO: Testing feature 13/29: add_opening_strength [2025-11-22T00:24:09.769036] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:24:10.080814] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:10.389659] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:24:10.739147] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:11.053836] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:11.368567] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:11.670419] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:11.980273] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:12.291325] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:12.625066] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:24:12.927124] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:12.927277] [INFO ] [CONFIGURE ] PEO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:24:12.927320] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 2.7s/test | Remaining: 1246 tests [2025-11-22T00:24:12.927353] [INFO ] [CONFIGURE ] PEO: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:24:12.927384] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance'] [2025-11-22T00:24:13.212963] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:13.505384] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:13.794802] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:14.081706] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:14.379415] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:14.669111] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:14.952250] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:15.240421] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:15.561244] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:15.860442] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:15.860612] [INFO ] [CONFIGURE ] PEO: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T00:24:15.860680] [INFO ] [CONFIGURE ] JOB ETA: 55.3m | Avg: 2.7s/test | Remaining: 1245 tests [2025-11-22T00:24:15.860719] [INFO ] [CONFIGURE ] PEO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:24:15.860759] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-22T00:24:16.135951] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:16.402770] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:16.695766] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:16.968606] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:17.231397] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:24:17.502578] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:17.767051] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:18.031033] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:18.288271] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:18.583323] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:18.583488] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:24:18.583533] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 2.7s/test | Remaining: 1244 tests [2025-11-22T00:24:18.583568] [INFO ] [CONFIGURE ] PEO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:24:18.583601] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-22T00:24:18.863002] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:19.132908] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:19.405936] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:19.706358] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:19.978116] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:24:20.250168] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:20.519062] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:20.791144] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:21.060461] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:21.327926] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:21.328080] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:24:21.328124] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 2.7s/test | Remaining: 1243 tests [2025-11-22T00:24:21.328189] [INFO ] [CONFIGURE ] PEO: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:24:21.328222] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d'] [2025-11-22T00:24:21.631972] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:21.919623] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:24:22.210142] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:22.498699] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:22.814349] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:23.113115] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:23.415538] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:23.701621] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:23.983412] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:24.278564] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:24.278734] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T00:24:24.278781] [INFO ] [CONFIGURE ] JOB ETA: 55.2m | Avg: 2.7s/test | Remaining: 1242 tests [2025-11-22T00:24:24.278817] [INFO ] [CONFIGURE ] PEO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:24:24.278855] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-22T00:24:24.582029] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:24.857937] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:25.130793] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:25.399322] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:25.669047] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:25.941446] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:26.212685] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:26.486061] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:26.764940] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:24:27.032041] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:27.032190] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:24:27.032233] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 2.7s/test | Remaining: 1241 tests [2025-11-22T00:24:27.032266] [INFO ] [CONFIGURE ] PEO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:24:27.032297] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-22T00:24:27.278802] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:27.532000] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:27.773042] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:28.007912] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:28.241535] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:24:28.472589] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:28.737300] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:28.979109] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:29.225981] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:29.490974] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:29.491128] [INFO ] [CONFIGURE ] PEO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:24:29.491174] [INFO ] [CONFIGURE ] JOB ETA: 55.1m | Avg: 2.7s/test | Remaining: 1240 tests [2025-11-22T00:24:29.491209] [INFO ] [CONFIGURE ] PEO: Testing feature 20/29: add_price_rejection [2025-11-22T00:24:29.491241] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection'] [2025-11-22T00:24:29.791814] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:30.074860] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:30.360979] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:30.668911] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:30.954795] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:31.238259] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:31.527348] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:31.857807] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:32.148821] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:32.430915] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:32.431072] [INFO ] [CONFIGURE ] PEO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:24:32.431117] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 2.7s/test | Remaining: 1239 tests [2025-11-22T00:24:32.431153] [INFO ] [CONFIGURE ] PEO: Testing feature 21/29: add_range_position [2025-11-22T00:24:32.431187] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position'] [2025-11-22T00:24:32.735762] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:33.042515] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:33.349044] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:33.679865] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:33.989887] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:24:34.293579] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:34.600935] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:34.923308] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:35.256669] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:35.552907] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:35.553057] [INFO ] [CONFIGURE ] PEO: DISCARDED add_range_position (score: 60.00%) [2025-11-22T00:24:35.553126] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 2.7s/test | Remaining: 1238 tests [2025-11-22T00:24:35.553162] [INFO ] [CONFIGURE ] PEO: Testing feature 22/29: add_realized_volatility [2025-11-22T00:24:35.553194] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility'] [2025-11-22T00:24:35.939529] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:36.326578] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:36.717347] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:37.106978] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:37.493015] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:37.909209] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:38.301571] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:38.701343] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:39.092681] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:39.488376] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:39.488559] [INFO ] [CONFIGURE ] PEO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:24:39.488604] [INFO ] [CONFIGURE ] JOB ETA: 55.0m | Avg: 2.7s/test | Remaining: 1237 tests [2025-11-22T00:24:39.488639] [INFO ] [CONFIGURE ] PEO: Testing feature 23/29: add_recent_range_context [2025-11-22T00:24:39.488691] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context'] [2025-11-22T00:24:39.801970] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:40.069012] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:40.343088] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:40.618175] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:40.925320] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:41.205359] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:41.484044] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:41.774743] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:42.057726] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:42.336178] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:42.336362] [INFO ] [CONFIGURE ] PEO: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:24:42.336416] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 2.7s/test | Remaining: 1236 tests [2025-11-22T00:24:42.336455] [INFO ] [CONFIGURE ] PEO: Testing feature 24/29: add_rsi [2025-11-22T00:24:42.336487] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-22T00:24:42.617608] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:42.936523] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:43.231112] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:43.505391] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:43.787212] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:24:44.074755] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:44.362087] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:44.661769] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:44.948245] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:45.238231] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:45.238417] [INFO ] [CONFIGURE ] PEO: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:24:45.238462] [INFO ] [CONFIGURE ] JOB ETA: 54.9m | Avg: 2.7s/test | Remaining: 1235 tests [2025-11-22T00:24:45.238496] [INFO ] [CONFIGURE ] PEO: Testing feature 25/29: add_tick_distribution [2025-11-22T00:24:45.238527] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution'] [2025-11-22T00:24:45.512528] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:45.819089] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:46.091127] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:46.358433] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:46.624549] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:24:46.928866] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:47.208199] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:47.560445] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:47.932001] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:48.250120] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:48.250302] [INFO ] [CONFIGURE ] PEO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:24:48.250351] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 2.7s/test | Remaining: 1234 tests [2025-11-22T00:24:48.250389] [INFO ] [CONFIGURE ] PEO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:24:48.250422] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-22T00:24:48.513874] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:48.772071] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:49.055939] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:49.351818] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:49.629552] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:24:49.934029] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:50.220427] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:50.501535] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:50.778452] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:51.069993] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:51.070175] [INFO ] [CONFIGURE ] PEO: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:24:51.070222] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 2.7s/test | Remaining: 1233 tests [2025-11-22T00:24:51.070257] [INFO ] [CONFIGURE ] PEO: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:24:51.070310] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_price_divergence'] [2025-11-22T00:24:51.366771] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:51.665971] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:52.001232] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:52.336692] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:52.662338] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:24:52.989121] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:53.285551] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:53.597894] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:53.873511] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:54.152427] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:54.152598] [INFO ] [CONFIGURE ] PEO: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:24:54.152665] [INFO ] [CONFIGURE ] JOB ETA: 54.8m | Avg: 2.7s/test | Remaining: 1232 tests [2025-11-22T00:24:54.152708] [INFO ] [CONFIGURE ] PEO: Testing feature 28/29: add_volume_profile [2025-11-22T00:24:54.152743] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_volume_profile'] [2025-11-22T00:24:54.402550] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:54.651060] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:24:54.934660] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:55.197131] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:24:55.471257] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:55.743503] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:56.050016] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:56.327810] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:24:56.622170] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:56.901866] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:56.902396] [INFO ] [CONFIGURE ] PEO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:24:56.902442] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 2.7s/test | Remaining: 1231 tests [2025-11-22T00:24:56.902477] [INFO ] [CONFIGURE ] PEO: Testing feature 29/29: add_vwap [2025-11-22T00:24:56.902509] [INFO ] [CONFIGURE ] PEO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap'] [2025-11-22T00:24:57.180317] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:24:57.470717] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:24:57.746974] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:24:58.063039] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:24:58.347350] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:24:58.634593] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:24:58.915264] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:24:59.202095] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:24:59.493000] [DEBUG] [FORECASTER] PEO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:24:59.773378] [DEBUG] [FORECASTER] PEO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:24:59.773539] [INFO ] [CONFIGURE ] PEO: DISCARDED add_vwap (score: 40.00%) [2025-11-22T00:24:59.773585] [INFO ] [CONFIGURE ] JOB ETA: 54.7m | Avg: 2.7s/test | Remaining: 1230 tests [2025-11-22T00:24:59.773621] [INFO ] [CONFIGURE ] PEO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:24:59.773672] [INFO ] [CONFIGURE ] PEO: Best accuracy: 70.00% [2025-11-22T00:24:59.773706] [INFO ] [CONFIGURE ] PEO: Best feature set (2 features): ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:24:59.773735] [INFO ] [CONFIGURE ] PEO: Improvement over baseline: 30.00% [2025-11-22T00:24:59.773761] [INFO ] [CONFIGURE ] PEO: Total time: 1.4 minutes [2025-11-22T00:24:59.773788] [INFO ] [CONFIGURE ] PEO: Average time per feature: 2.9 seconds [2025-11-22T00:24:59.773816] [INFO ] [CONFIGURE ] PEO: Average speed: 0.34 features/sec [2025-11-22T00:24:59.774222] [INFO ] [LOCAL ] Saved configuration for PEO: 2 features, 70.00% accuracy -> ./output/feature-sets/PEO.json [2025-11-22T00:24:59.774267] [INFO ] [CONFIGURE ] PEO: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T00:24:59.774305] [INFO ] [sig ] [51/93] Successfully configured PEO | 0.01 sym/s | Total: 1.1h | ETA: 55.0m [2025-11-22T00:24:59.774339] [INFO ] [sig ] [52/93] Configuring PERF... [2025-11-22T00:24:59.774369] [INFO ] [CONFIGURE ] PERF: Configurate test run. [2025-11-22T00:24:59.774400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-11-22T00:24:59.787231] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PERF'. [2025-11-22T00:24:59.787556] [INFO ] [CONFIGURE ] PERF: Testing with 29 available features [2025-11-22T00:24:59.787605] [INFO ] [CONFIGURE ] PERF: Establishing baseline with no features... [2025-11-22T00:24:59.976914] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:00.177288] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:00.362992] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:00.551914] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:00.737336] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:00.971884] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:01.763266] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:02.088535] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:02.266868] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:02.453751] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:02.453902] [INFO ] [CONFIGURE ] PERF: Baseline score (no features): 50.00% [2025-11-22T00:25:02.453947] [INFO ] [CONFIGURE ] PERF: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:25:02.453982] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:25:02.672240] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:02.882430] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:03.100070] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:03.315597] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:25:03.539906] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:03.756630] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:25:04.004436] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:04.226724] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:04.445419] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:04.666933] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:04.667114] [INFO ] [CONFIGURE ] PERF: KEPT add_bollinger_bands (score: 60.00%) [2025-11-22T00:25:04.667158] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 2.7s/test | Remaining: 1229 tests [2025-11-22T00:25:04.667193] [INFO ] [CONFIGURE ] PERF: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:25:04.667226] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:25:04.923163] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:05.220613] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:05.468778] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:05.728127] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:05.977478] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:06.227975] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:25:06.477092] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:06.712165] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:25:06.943726] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:07.173511] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:07.173688] [INFO ] [CONFIGURE ] PERF: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:25:07.173734] [INFO ] [CONFIGURE ] JOB ETA: 54.6m | Avg: 2.7s/test | Remaining: 1228 tests [2025-11-22T00:25:07.173769] [INFO ] [CONFIGURE ] PERF: Testing feature 3/29: add_daily_returns [2025-11-22T00:25:07.173802] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:25:07.382388] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:07.589106] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:07.794479] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:08.002816] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:25:08.210749] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:08.422814] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:08.635162] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:08.846278] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:09.060257] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:09.275242] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:09.275400] [INFO ] [CONFIGURE ] PERF: KEPT add_daily_returns (score: 70.00%) [2025-11-22T00:25:09.275443] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 2.7s/test | Remaining: 1227 tests [2025-11-22T00:25:09.275539] [INFO ] [CONFIGURE ] PERF: Testing feature 4/29: add_ema [2025-11-22T00:25:09.275575] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-22T00:25:09.532147] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:25:09.787253] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:10.078929] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:10.335182] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:10.602457] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:10.863030] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:11.142539] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:11.402187] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:11.665422] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:11.926491] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:11.926692] [INFO ] [CONFIGURE ] PERF: DISCARDED add_ema (score: 70.00%) [2025-11-22T00:25:11.926741] [INFO ] [CONFIGURE ] JOB ETA: 54.5m | Avg: 2.7s/test | Remaining: 1226 tests [2025-11-22T00:25:11.926776] [INFO ] [CONFIGURE ] PERF: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:25:11.926808] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:25:12.187371] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:25:12.445950] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:12.718685] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:12.986194] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:13.250083] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:13.528950] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:13.802750] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:14.076879] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:14.348478] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:14.616248] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:14.616450] [INFO ] [CONFIGURE ] PERF: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:25:14.616495] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 2.7s/test | Remaining: 1225 tests [2025-11-22T00:25:14.616531] [INFO ] [CONFIGURE ] PERF: Testing feature 6/29: add_failed_moves [2025-11-22T00:25:14.616563] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-22T00:25:14.841047] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:15.070725] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:15.296741] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:15.522181] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:15.745005] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:15.971552] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:16.220927] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:16.444681] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:25:16.668113] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:16.889933] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:16.890080] [INFO ] [CONFIGURE ] PERF: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:25:16.890123] [INFO ] [CONFIGURE ] JOB ETA: 54.4m | Avg: 2.7s/test | Remaining: 1224 tests [2025-11-22T00:25:16.890156] [INFO ] [CONFIGURE ] PERF: Testing feature 7/29: add_lag_shelf [2025-11-22T00:25:16.890187] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-22T00:25:17.105221] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:17.325502] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:17.540114] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:17.753710] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:17.968835] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:18.181223] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:18.398715] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:18.611249] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:25:18.821084] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:19.033605] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:19.033821] [INFO ] [CONFIGURE ] PERF: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:25:19.033866] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 2.7s/test | Remaining: 1223 tests [2025-11-22T00:25:19.033901] [INFO ] [CONFIGURE ] PERF: Testing feature 8/29: add_macd [2025-11-22T00:25:19.033934] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-22T00:25:19.328548] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:25:19.627324] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:25:19.939556] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:20.256185] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:25:20.550237] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:20.853142] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:21.172301] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:21.470271] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:25:21.782857] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:22.089022] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:22.089190] [INFO ] [CONFIGURE ] PERF: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:25:22.089236] [INFO ] [CONFIGURE ] JOB ETA: 54.3m | Avg: 2.7s/test | Remaining: 1222 tests [2025-11-22T00:25:22.089277] [INFO ] [CONFIGURE ] PERF: Testing feature 9/29: add_mfi [2025-11-22T00:25:22.089310] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-22T00:25:22.316537] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:25:22.542132] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:22.801177] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:23.072215] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:23.358284] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:23.615926] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:23.873912] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:24.136550] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:24.389959] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:24.644244] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:24.644402] [INFO ] [CONFIGURE ] PERF: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:25:24.644446] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 2.7s/test | Remaining: 1221 tests [2025-11-22T00:25:24.644479] [INFO ] [CONFIGURE ] PERF: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:25:24.644510] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:25:24.989959] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:25.372338] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:25.716385] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:26.060220] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:26.405946] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:26.722328] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:27.044286] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:27.376612] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:27.729069] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:28.081677] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:28.081868] [INFO ] [CONFIGURE ] PERF: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:25:28.081914] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 2.7s/test | Remaining: 1220 tests [2025-11-22T00:25:28.081955] [INFO ] [CONFIGURE ] PERF: Testing feature 11/29: add_obv_daily [2025-11-22T00:25:28.081987] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-22T00:25:28.374738] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:28.629661] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:28.884430] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:29.135731] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:29.389060] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:29.641547] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:29.898395] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:30.154897] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:30.410576] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:30.652182] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:30.652328] [INFO ] [CONFIGURE ] PERF: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:25:30.652370] [INFO ] [CONFIGURE ] JOB ETA: 54.2m | Avg: 2.7s/test | Remaining: 1219 tests [2025-11-22T00:25:30.652405] [INFO ] [CONFIGURE ] PERF: Testing feature 12/29: add_obv_interval [2025-11-22T00:25:30.652436] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-22T00:25:30.872216] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:31.089508] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:31.344548] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:31.561409] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:31.780021] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:31.999307] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:32.217844] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:32.443893] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:32.669124] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:32.886353] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:32.886501] [INFO ] [CONFIGURE ] PERF: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T00:25:32.886544] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 2.7s/test | Remaining: 1218 tests [2025-11-22T00:25:32.886578] [INFO ] [CONFIGURE ] PERF: Testing feature 13/29: add_opening_strength [2025-11-22T00:25:32.886609] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:25:33.113725] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:25:33.332933] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:33.561025] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:33.786394] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:34.014728] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:25:34.243000] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:25:34.475471] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:34.712128] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:34.940129] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:35.170344] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:35.170528] [INFO ] [CONFIGURE ] PERF: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T00:25:35.170573] [INFO ] [CONFIGURE ] JOB ETA: 54.1m | Avg: 2.7s/test | Remaining: 1217 tests [2025-11-22T00:25:35.170620] [INFO ] [CONFIGURE ] PERF: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:25:35.170682] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-22T00:25:35.434631] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:35.683279] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:35.933601] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:36.175561] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:36.418694] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:25:36.663467] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:36.907801] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:37.152160] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:37.424509] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:37.669159] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:37.669681] [INFO ] [CONFIGURE ] PERF: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:25:37.669729] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 2.7s/test | Remaining: 1216 tests [2025-11-22T00:25:37.669764] [INFO ] [CONFIGURE ] PERF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:25:37.669796] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-22T00:25:37.884945] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:25:38.101062] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:38.339923] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:38.557715] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:38.774316] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:38.990438] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:39.213197] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:39.434594] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:39.661227] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:39.890320] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:39.890490] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:25:39.890541] [INFO ] [CONFIGURE ] JOB ETA: 54.0m | Avg: 2.7s/test | Remaining: 1215 tests [2025-11-22T00:25:39.890575] [INFO ] [CONFIGURE ] PERF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:25:39.890608] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-22T00:25:40.154072] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:40.477151] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:40.820706] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:41.146635] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:41.413898] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:41.653227] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:41.894881] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:42.137447] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:42.376608] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:42.621336] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:42.621486] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:25:42.621533] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 2.7s/test | Remaining: 1214 tests [2025-11-22T00:25:42.621569] [INFO ] [CONFIGURE ] PERF: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:25:42.621603] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-22T00:25:42.864753] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:25:43.112944] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:43.364961] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:43.631626] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:25:43.893407] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:44.139751] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:25:44.412792] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:44.658166] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:44.906557] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:45.153176] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:45.153323] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:25:45.153368] [INFO ] [CONFIGURE ] JOB ETA: 53.9m | Avg: 2.7s/test | Remaining: 1213 tests [2025-11-22T00:25:45.153403] [INFO ] [CONFIGURE ] PERF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:25:45.153436] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-22T00:25:45.372503] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:25:45.588164] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:45.804068] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:46.021901] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:25:46.238564] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:46.478675] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:46.694157] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:46.919892] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:47.139118] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:47.362830] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:47.362988] [INFO ] [CONFIGURE ] PERF: KEPT add_pbf_volatility_5d (score: 80.00%) [2025-11-22T00:25:47.363031] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 2.7s/test | Remaining: 1212 tests [2025-11-22T00:25:47.363064] [INFO ] [CONFIGURE ] PERF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:25:47.363096] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-22T00:25:47.577213] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:47.791750] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:48.004902] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:48.218558] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:48.434498] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:48.646863] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:48.864093] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:49.076307] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:49.292921] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:49.530698] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:49.530846] [INFO ] [CONFIGURE ] PERF: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T00:25:49.530888] [INFO ] [CONFIGURE ] JOB ETA: 53.8m | Avg: 2.7s/test | Remaining: 1211 tests [2025-11-22T00:25:49.530921] [INFO ] [CONFIGURE ] PERF: Testing feature 20/29: add_price_rejection [2025-11-22T00:25:49.530951] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-22T00:25:49.776668] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:50.016235] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:50.256131] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:50.518051] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:25:50.783946] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:25:51.026356] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:51.265604] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:51.512127] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:51.758220] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:52.009019] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:52.009231] [INFO ] [CONFIGURE ] PERF: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:25:52.009294] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 2.7s/test | Remaining: 1210 tests [2025-11-22T00:25:52.009349] [INFO ] [CONFIGURE ] PERF: Testing feature 21/29: add_range_position [2025-11-22T00:25:52.009386] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-22T00:25:52.265013] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:52.546178] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:52.805812] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:53.069545] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:53.326885] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:53.616369] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:25:53.886627] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:54.164057] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:54.429429] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:54.679753] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:54.679908] [INFO ] [CONFIGURE ] PERF: DISCARDED add_range_position (score: 40.00%) [2025-11-22T00:25:54.679950] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 2.7s/test | Remaining: 1209 tests [2025-11-22T00:25:54.679984] [INFO ] [CONFIGURE ] PERF: Testing feature 22/29: add_realized_volatility [2025-11-22T00:25:54.680015] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-22T00:25:55.022085] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:55.364633] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:55.704989] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:25:56.053213] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:25:56.406488] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:25:56.770424] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:57.140085] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:25:57.494382] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:25:57.848121] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:25:58.199300] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:25:58.199452] [INFO ] [CONFIGURE ] PERF: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:25:58.199495] [INFO ] [CONFIGURE ] JOB ETA: 53.7m | Avg: 2.7s/test | Remaining: 1208 tests [2025-11-22T00:25:58.199528] [INFO ] [CONFIGURE ] PERF: Testing feature 23/29: add_recent_range_context [2025-11-22T00:25:58.199561] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-22T00:25:58.453101] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:25:58.703675] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:25:58.950758] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:25:59.197598] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:25:59.456797] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:25:59.704990] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:25:59.952565] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:00.205241] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:26:00.457901] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:26:00.710895] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:26:00.711046] [INFO ] [CONFIGURE ] PERF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:26:00.711087] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 2.7s/test | Remaining: 1207 tests [2025-11-22T00:26:00.711121] [INFO ] [CONFIGURE ] PERF: Testing feature 24/29: add_rsi [2025-11-22T00:26:00.711159] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-22T00:26:00.997319] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:01.891252] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:02.209485] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:02.490488] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:02.788066] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:03.077639] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:26:03.376288] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:03.673474] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:26:03.962932] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:26:04.240190] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:26:04.240342] [INFO ] [CONFIGURE ] PERF: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:26:04.240385] [INFO ] [CONFIGURE ] JOB ETA: 53.6m | Avg: 2.7s/test | Remaining: 1206 tests [2025-11-22T00:26:04.240420] [INFO ] [CONFIGURE ] PERF: Testing feature 25/29: add_tick_distribution [2025-11-22T00:26:04.240454] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-22T00:26:04.468741] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:04.704563] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:04.930630] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:26:05.153873] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:05.383742] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:26:05.637602] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:26:05.867368] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:06.099262] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:26:06.322907] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:26:06.545301] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:26:06.545451] [INFO ] [CONFIGURE ] PERF: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-22T00:26:06.545494] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 2.7s/test | Remaining: 1205 tests [2025-11-22T00:26:06.545536] [INFO ] [CONFIGURE ] PERF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:26:06.545569] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-22T00:26:06.778963] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:07.013487] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:07.247998] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:26:07.482391] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:07.744145] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:26:07.981263] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:26:08.217322] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:08.456257] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:26:08.717254] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:26:08.954092] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:26:08.954274] [INFO ] [CONFIGURE ] PERF: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-22T00:26:08.954323] [INFO ] [CONFIGURE ] JOB ETA: 53.5m | Avg: 2.7s/test | Remaining: 1204 tests [2025-11-22T00:26:08.954358] [INFO ] [CONFIGURE ] PERF: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:26:08.954389] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-22T00:26:09.056469] [FATAL] [FORECASTER] Failed to test lookback=11: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:09.160778] [FATAL] [FORECASTER] Failed to test lookback=10: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:09.264282] [FATAL] [FORECASTER] Failed to test lookback=9: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:09.368757] [FATAL] [FORECASTER] Failed to test lookback=8: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:09.472801] [FATAL] [FORECASTER] Failed to test lookback=7: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:09.577809] [FATAL] [FORECASTER] Failed to test lookback=6: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:09.681465] [FATAL] [FORECASTER] Failed to test lookback=5: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:09.786883] [FATAL] [FORECASTER] Failed to test lookback=4: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:09.895020] [FATAL] [FORECASTER] Failed to test lookback=3: [00:26:09] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:10.001909] [FATAL] [FORECASTER] Failed to test lookback=2: [00:26:10] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T00:26:10.002225] [INFO ] [CONFIGURE ] PERF: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-22T00:26:10.002275] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 2.7s/test | Remaining: 1203 tests [2025-11-22T00:26:10.002313] [INFO ] [CONFIGURE ] PERF: Testing feature 28/29: add_volume_profile [2025-11-22T00:26:10.002346] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_volume_profile'] [2025-11-22T00:26:10.242689] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:10.472119] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:10.723753] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:26:10.952251] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:11.186317] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:11.422048] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:26:11.693350] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:11.945392] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:26:12.182075] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:26:12.429472] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:26:12.429637] [INFO ] [CONFIGURE ] PERF: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T00:26:12.429708] [INFO ] [CONFIGURE ] JOB ETA: 53.4m | Avg: 2.7s/test | Remaining: 1202 tests [2025-11-22T00:26:12.429743] [INFO ] [CONFIGURE ] PERF: Testing feature 29/29: add_vwap [2025-11-22T00:26:12.429775] [INFO ] [CONFIGURE ] PERF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d', 'add_vwap'] [2025-11-22T00:26:12.679621] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:12.928432] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:13.163175] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:26:13.401884] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:13.641361] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:13.890741] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:26:14.133737] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:14.381562] [DEBUG] [FORECASTER] PERF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:26:14.652993] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:26:14.891341] [DEBUG] [FORECASTER] PERF: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:26:14.891512] [INFO ] [CONFIGURE ] PERF: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:26:14.891558] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 2.7s/test | Remaining: 1201 tests [2025-11-22T00:26:14.891595] [INFO ] [CONFIGURE ] PERF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:26:14.891627] [INFO ] [CONFIGURE ] PERF: Best accuracy: 80.00% [2025-11-22T00:26:14.891682] [INFO ] [CONFIGURE ] PERF: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-22T00:26:14.891715] [INFO ] [CONFIGURE ] PERF: Improvement over baseline: 30.00% [2025-11-22T00:26:14.891745] [INFO ] [CONFIGURE ] PERF: Total time: 1.2 minutes [2025-11-22T00:26:14.891773] [INFO ] [CONFIGURE ] PERF: Average time per feature: 2.5 seconds [2025-11-22T00:26:14.891802] [INFO ] [CONFIGURE ] PERF: Average speed: 0.40 features/sec [2025-11-22T00:26:14.892248] [INFO ] [LOCAL ] Saved configuration for PERF: 3 features, 80.00% accuracy -> ./output/feature-sets/PERF.json [2025-11-22T00:26:14.892293] [INFO ] [CONFIGURE ] PERF: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-22T00:26:14.892332] [INFO ] [sig ] [52/93] Successfully configured PERF | 0.01 sym/s | Total: 1.1h | ETA: 53.6m [2025-11-22T00:26:14.892366] [INFO ] [sig ] [53/93] Configuring PFD... [2025-11-22T00:26:14.892396] [INFO ] [CONFIGURE ] PFD: Configurate test run. [2025-11-22T00:26:14.892426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-11-22T00:26:14.905250] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFD'. [2025-11-22T00:26:14.905794] [INFO ] [CONFIGURE ] PFD: Testing with 29 available features [2025-11-22T00:26:14.905858] [INFO ] [CONFIGURE ] PFD: Establishing baseline with no features... [2025-11-22T00:26:15.072177] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:15.235841] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:26:15.413516] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:15.584431] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:15.760303] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:15.936289] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:16.104442] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:16.262977] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:26:16.427795] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:16.585991] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:16.586129] [INFO ] [CONFIGURE ] PFD: Baseline score (no features): 60.00% [2025-11-22T00:26:16.586173] [INFO ] [CONFIGURE ] PFD: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:26:16.586206] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:26:16.792295] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:16.989815] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:26:17.200787] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:17.393391] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:26:17.593632] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:17.792171] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:17.999573] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:18.205474] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:26:18.406276] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:18.605041] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:18.605186] [INFO ] [CONFIGURE ] PFD: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-22T00:26:18.605233] [INFO ] [CONFIGURE ] JOB ETA: 53.3m | Avg: 2.7s/test | Remaining: 1200 tests [2025-11-22T00:26:18.605268] [INFO ] [CONFIGURE ] PFD: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:26:18.605300] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:26:18.811726] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:19.022746] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:26:19.226553] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:19.439956] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:19.646503] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:19.848316] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:20.063404] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:20.278103] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:20.479325] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:26:20.705891] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:20.706042] [INFO ] [CONFIGURE ] PFD: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:26:20.706084] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 2.7s/test | Remaining: 1199 tests [2025-11-22T00:26:20.706117] [INFO ] [CONFIGURE ] PFD: Testing feature 3/29: add_daily_returns [2025-11-22T00:26:20.706149] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_daily_returns'] [2025-11-22T00:26:20.877815] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:21.052363] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:21.222567] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:21.391435] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:21.559445] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:21.727813] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:21.900800] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:22.072505] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:22.245412] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:22.420047] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:22.420195] [INFO ] [CONFIGURE ] PFD: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:26:22.420237] [INFO ] [CONFIGURE ] JOB ETA: 53.2m | Avg: 2.7s/test | Remaining: 1198 tests [2025-11-22T00:26:22.420272] [INFO ] [CONFIGURE ] PFD: Testing feature 4/29: add_ema [2025-11-22T00:26:22.420306] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema'] [2025-11-22T00:26:22.620561] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:22.852332] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:23.061096] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:23.272005] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:23.473726] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:23.710080] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:23.921855] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:24.132460] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:26:24.345183] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:24.553954] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:24.554136] [INFO ] [CONFIGURE ] PFD: KEPT add_ema (score: 70.00%) [2025-11-22T00:26:24.554181] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 2.7s/test | Remaining: 1197 tests [2025-11-22T00:26:24.554217] [INFO ] [CONFIGURE ] PFD: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:26:24.554250] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:26:24.802424] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:25.050249] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:25.294138] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:25.559305] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:25.838146] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:26.085522] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:26.333592] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:26.587211] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:26:26.839937] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:26:27.093678] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:27.093852] [INFO ] [CONFIGURE ] PFD: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-22T00:26:27.093895] [INFO ] [CONFIGURE ] JOB ETA: 53.1m | Avg: 2.7s/test | Remaining: 1196 tests [2025-11-22T00:26:27.093931] [INFO ] [CONFIGURE ] PFD: Testing feature 6/29: add_failed_moves [2025-11-22T00:26:27.093962] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-22T00:26:27.308878] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:27.526373] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:27.743375] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:28.013203] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:26:28.338237] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:28.599390] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:28.895530] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:29.132733] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:26:29.366083] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:29.580674] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:29.580826] [INFO ] [CONFIGURE ] PFD: KEPT add_failed_moves (score: 80.00%) [2025-11-22T00:26:29.580877] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 2.7s/test | Remaining: 1195 tests [2025-11-22T00:26:29.580918] [INFO ] [CONFIGURE ] PFD: Testing feature 7/29: add_lag_shelf [2025-11-22T00:26:29.580951] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_lag_shelf'] [2025-11-22T00:26:29.837073] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:30.072361] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:30.306459] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:30.538184] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:26:30.766797] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:31.000840] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:31.229171] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:31.459677] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:26:31.694773] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:31.963356] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:31.963530] [INFO ] [CONFIGURE ] PFD: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-22T00:26:31.963573] [INFO ] [CONFIGURE ] JOB ETA: 53.0m | Avg: 2.7s/test | Remaining: 1194 tests [2025-11-22T00:26:31.963607] [INFO ] [CONFIGURE ] PFD: Testing feature 8/29: add_macd [2025-11-22T00:26:31.963639] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-22T00:26:32.267185] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:32.572454] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:32.899920] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:26:33.205829] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:33.512351] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:33.825856] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:26:34.146871] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:34.430633] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:34.724743] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:26:35.062206] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:35.062397] [INFO ] [CONFIGURE ] PFD: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:26:35.062441] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 2.7s/test | Remaining: 1193 tests [2025-11-22T00:26:35.062476] [INFO ] [CONFIGURE ] PFD: Testing feature 9/29: add_mfi [2025-11-22T00:26:35.062507] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_mfi'] [2025-11-22T00:26:35.345384] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:35.599218] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:35.890989] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:36.159515] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:36.426873] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:36.694323] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:36.954108] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:37.208108] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:37.443829] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:26:37.682529] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:37.682719] [INFO ] [CONFIGURE ] PFD: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:26:37.682765] [INFO ] [CONFIGURE ] JOB ETA: 52.9m | Avg: 2.7s/test | Remaining: 1192 tests [2025-11-22T00:26:37.682802] [INFO ] [CONFIGURE ] PFD: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:26:37.682835] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:26:38.003915] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:38.305462] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:38.609913] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:26:38.968933] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:39.307117] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:39.630031] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:39.946279] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:40.262251] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:40.578491] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:40.892963] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:40.893122] [INFO ] [CONFIGURE ] PFD: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:26:40.893165] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 2.7s/test | Remaining: 1191 tests [2025-11-22T00:26:40.893198] [INFO ] [CONFIGURE ] PFD: Testing feature 11/29: add_obv_daily [2025-11-22T00:26:40.893229] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_daily'] [2025-11-22T00:26:41.144518] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:41.399781] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:41.654931] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:41.938239] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:42.214090] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:42.464170] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:42.723573] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:42.982700] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:43.245569] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:43.514351] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:43.514509] [INFO ] [CONFIGURE ] PFD: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:26:43.514555] [INFO ] [CONFIGURE ] JOB ETA: 52.8m | Avg: 2.7s/test | Remaining: 1190 tests [2025-11-22T00:26:43.514602] [INFO ] [CONFIGURE ] PFD: Testing feature 12/29: add_obv_interval [2025-11-22T00:26:43.514638] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_interval'] [2025-11-22T00:26:43.765658] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:44.040846] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:44.280183] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:44.509848] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:44.762082] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:45.006826] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:26:45.235312] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:45.466257] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:45.699424] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:45.933015] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:45.933172] [INFO ] [CONFIGURE ] PFD: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:26:45.933222] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 2.7s/test | Remaining: 1189 tests [2025-11-22T00:26:45.933258] [INFO ] [CONFIGURE ] PFD: Testing feature 13/29: add_opening_strength [2025-11-22T00:26:45.933386] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:26:46.180594] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:26:46.423343] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:46.671733] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:46.925761] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:47.170623] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:47.420677] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:47.666074] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:47.946833] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:26:48.210023] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:26:48.474530] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:48.474721] [INFO ] [CONFIGURE ] PFD: DISCARDED add_opening_strength (score: 80.00%) [2025-11-22T00:26:48.474769] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 2.7s/test | Remaining: 1188 tests [2025-11-22T00:26:48.474805] [INFO ] [CONFIGURE ] PFD: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:26:48.474837] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-22T00:26:48.717368] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:48.961903] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:26:49.198596] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:26:49.434692] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:49.675442] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:49.922568] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:26:50.190293] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:50.447598] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:26:50.692572] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:26:50.959638] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:50.959871] [INFO ] [CONFIGURE ] PFD: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:26:50.959935] [INFO ] [CONFIGURE ] JOB ETA: 52.7m | Avg: 2.7s/test | Remaining: 1187 tests [2025-11-22T00:26:50.959993] [INFO ] [CONFIGURE ] PFD: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:26:50.960048] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-22T00:26:51.196332] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:51.425441] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:51.653547] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:51.879054] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:52.104482] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:52.336152] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:26:52.562601] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:52.797570] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:53.033789] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:53.266946] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:53.267174] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-22T00:26:53.267227] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 2.7s/test | Remaining: 1186 tests [2025-11-22T00:26:53.267264] [INFO ] [CONFIGURE ] PFD: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:26:53.267298] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-22T00:26:53.505530] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:53.747039] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:54.012639] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:54.250056] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:54.499849] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:54.733351] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:54.974687] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:26:55.227201] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:55.472919] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:55.702209] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:26:55.702378] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T00:26:55.702422] [INFO ] [CONFIGURE ] JOB ETA: 52.6m | Avg: 2.7s/test | Remaining: 1185 tests [2025-11-22T00:26:55.702458] [INFO ] [CONFIGURE ] PFD: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:26:55.702491] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-22T00:26:55.938199] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:56.199286] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:56.437586] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:56.669686] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:56.905699] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:57.143815] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:57.382466] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:57.620348] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:26:57.857900] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:26:58.103366] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:26:58.103518] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:26:58.103565] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 2.7s/test | Remaining: 1184 tests [2025-11-22T00:26:58.103600] [INFO ] [CONFIGURE ] PFD: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:26:58.103631] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-22T00:26:58.328473] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:26:58.552462] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:26:58.777128] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:26:59.002874] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:26:59.247830] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:26:59.467859] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:26:59.690681] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:26:59.919230] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:00.857715] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:27:01.219355] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:01.219520] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:27:01.219573] [INFO ] [CONFIGURE ] JOB ETA: 52.5m | Avg: 2.7s/test | Remaining: 1183 tests [2025-11-22T00:27:01.219615] [INFO ] [CONFIGURE ] PFD: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:27:01.219690] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-22T00:27:01.427357] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:01.630131] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:01.862107] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:02.100507] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:27:02.311917] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:02.532343] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:02.748142] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:27:02.963670] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:27:03.183110] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:27:03.401796] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:03.401967] [INFO ] [CONFIGURE ] PFD: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:27:03.402012] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 2.7s/test | Remaining: 1182 tests [2025-11-22T00:27:03.402050] [INFO ] [CONFIGURE ] PFD: Testing feature 20/29: add_price_rejection [2025-11-22T00:27:03.402085] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-22T00:27:03.661554] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:03.927389] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:04.185076] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:04.427448] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:04.691081] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:04.943935] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:05.236381] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:05.507634] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:05.774346] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:27:06.067163] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:06.067319] [INFO ] [CONFIGURE ] PFD: KEPT add_price_rejection (score: 90.00%) [2025-11-22T00:27:06.067363] [INFO ] [CONFIGURE ] JOB ETA: 52.4m | Avg: 2.7s/test | Remaining: 1181 tests [2025-11-22T00:27:06.067397] [INFO ] [CONFIGURE ] PFD: Testing feature 21/29: add_range_position [2025-11-22T00:27:06.067427] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_range_position'] [2025-11-22T00:27:06.357200] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:06.647283] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:06.940619] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:07.236703] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:27:07.513209] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:07.788416] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:08.072973] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:27:08.376159] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:08.655255] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:27:08.952790] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:08.952970] [INFO ] [CONFIGURE ] PFD: DISCARDED add_range_position (score: 90.00%) [2025-11-22T00:27:08.953016] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 2.7s/test | Remaining: 1180 tests [2025-11-22T00:27:08.953063] [INFO ] [CONFIGURE ] PFD: Testing feature 22/29: add_realized_volatility [2025-11-22T00:27:08.953097] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_realized_volatility'] [2025-11-22T00:27:09.296390] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:27:09.635328] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:09.974698] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:10.318593] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:10.661851] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:11.006214] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:11.373305] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:11.722935] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:12.070565] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:27:12.422878] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:12.423055] [INFO ] [CONFIGURE ] PFD: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-22T00:27:12.423497] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 2.7s/test | Remaining: 1179 tests [2025-11-22T00:27:12.423537] [INFO ] [CONFIGURE ] PFD: Testing feature 23/29: add_recent_range_context [2025-11-22T00:27:12.423569] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_recent_range_context'] [2025-11-22T00:27:12.687345] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:12.950150] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:13.214026] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:13.477109] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:13.744381] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:14.018505] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:14.329111] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:27:14.596999] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:14.864430] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:27:15.166164] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:15.166314] [INFO ] [CONFIGURE ] PFD: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:27:15.166356] [INFO ] [CONFIGURE ] JOB ETA: 52.3m | Avg: 2.7s/test | Remaining: 1178 tests [2025-11-22T00:27:15.166391] [INFO ] [CONFIGURE ] PFD: Testing feature 24/29: add_rsi [2025-11-22T00:27:15.166423] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_rsi'] [2025-11-22T00:27:15.430442] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:15.699484] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:15.966303] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:16.236756] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:16.508347] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:16.779845] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:17.047985] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:17.352122] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:17.621114] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:27:17.896835] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:17.897036] [INFO ] [CONFIGURE ] PFD: DISCARDED add_rsi (score: 80.00%) [2025-11-22T00:27:17.897080] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 2.7s/test | Remaining: 1177 tests [2025-11-22T00:27:17.897116] [INFO ] [CONFIGURE ] PFD: Testing feature 25/29: add_tick_distribution [2025-11-22T00:27:17.897148] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_tick_distribution'] [2025-11-22T00:27:18.190945] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:18.462223] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:18.732938] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:18.998071] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:19.257191] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:19.519989] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:19.787020] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:20.051637] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:20.316615] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:27:20.581518] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:20.581688] [INFO ] [CONFIGURE ] PFD: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-22T00:27:20.581757] [INFO ] [CONFIGURE ] JOB ETA: 52.2m | Avg: 2.7s/test | Remaining: 1176 tests [2025-11-22T00:27:20.581794] [INFO ] [CONFIGURE ] PFD: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:27:20.581825] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-22T00:27:20.858662] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:21.126825] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:21.394821] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:21.662099] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:21.940098] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:22.216619] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:22.490613] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:22.758758] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:23.029447] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:27:23.302324] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:23.302483] [INFO ] [CONFIGURE ] PFD: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-22T00:27:23.302525] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 2.7s/test | Remaining: 1175 tests [2025-11-22T00:27:23.302560] [INFO ] [CONFIGURE ] PFD: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:27:23.302592] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-22T00:27:23.584761] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:23.882012] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:24.162456] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:24.429718] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:24.714532] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:24.998423] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:25.285153] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:25.571425] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:25.884820] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:27:26.177633] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:26.177816] [INFO ] [CONFIGURE ] PFD: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-22T00:27:26.177862] [INFO ] [CONFIGURE ] JOB ETA: 52.1m | Avg: 2.7s/test | Remaining: 1174 tests [2025-11-22T00:27:26.177897] [INFO ] [CONFIGURE ] PFD: Testing feature 28/29: add_volume_profile [2025-11-22T00:27:26.177929] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_volume_profile'] [2025-11-22T00:27:26.479074] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:27:26.752802] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:27.027445] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:27.329232] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:27.610514] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:27:27.888923] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:28.174071] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:27:28.454548] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:27:28.739555] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:27:29.031461] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:29.031623] [INFO ] [CONFIGURE ] PFD: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T00:27:29.031688] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 2.7s/test | Remaining: 1173 tests [2025-11-22T00:27:29.031728] [INFO ] [CONFIGURE ] PFD: Testing feature 29/29: add_vwap [2025-11-22T00:27:29.031762] [INFO ] [CONFIGURE ] PFD: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection', 'add_vwap'] [2025-11-22T00:27:29.293614] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:27:29.585229] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:27:29.847534] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:27:30.109043] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:27:30.385924] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:30.665374] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:27:30.945918] [DEBUG] [FORECASTER] PFD: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:27:31.212845] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:27:31.474493] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:27:31.732206] [DEBUG] [FORECASTER] PFD: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:27:31.732349] [INFO ] [CONFIGURE ] PFD: DISCARDED add_vwap (score: 70.00%) [2025-11-22T00:27:31.732393] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 2.7s/test | Remaining: 1172 tests [2025-11-22T00:27:31.732428] [INFO ] [CONFIGURE ] PFD: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:27:31.732457] [INFO ] [CONFIGURE ] PFD: Best accuracy: 90.00% [2025-11-22T00:27:31.732486] [INFO ] [CONFIGURE ] PFD: Best feature set (3 features): ['add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-22T00:27:31.732513] [INFO ] [CONFIGURE ] PFD: Improvement over baseline: 30.00% [2025-11-22T00:27:31.732538] [INFO ] [CONFIGURE ] PFD: Total time: 1.3 minutes [2025-11-22T00:27:31.732564] [INFO ] [CONFIGURE ] PFD: Average time per feature: 2.6 seconds [2025-11-22T00:27:31.732590] [INFO ] [CONFIGURE ] PFD: Average speed: 0.39 features/sec [2025-11-22T00:27:31.733033] [INFO ] [LOCAL ] Saved configuration for PFD: 3 features, 90.00% accuracy -> ./output/feature-sets/PFD.json [2025-11-22T00:27:31.733078] [INFO ] [CONFIGURE ] PFD: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-22T00:27:31.733114] [INFO ] [sig ] [53/93] Successfully configured PFD | 0.01 sym/s | Total: 1.2h | ETA: 52.3m [2025-11-22T00:27:31.733144] [INFO ] [sig ] [54/93] Configuring PFE... [2025-11-22T00:27:31.733172] [INFO ] [CONFIGURE ] PFE: Configurate test run. [2025-11-22T00:27:31.733200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'. [2025-11-22T00:27:31.747782] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFE'. [2025-11-22T00:27:31.748069] [INFO ] [CONFIGURE ] PFE: Testing with 29 available features [2025-11-22T00:27:31.748129] [INFO ] [CONFIGURE ] PFE: Establishing baseline with no features... [2025-11-22T00:27:31.917270] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:32.085080] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:32.255118] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:32.422154] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:32.591519] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:32.761551] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:32.930931] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:33.099558] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:33.293673] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:33.467227] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:27:33.467348] [INFO ] [CONFIGURE ] PFE: Baseline score (no features): 50.00% [2025-11-22T00:27:33.467389] [INFO ] [CONFIGURE ] PFE: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:27:33.467420] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:27:33.668561] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:33.874247] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:34.077453] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:34.282918] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:34.493635] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:34.702951] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:34.908897] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:35.124007] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:35.352134] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:35.642526] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:27:35.642765] [INFO ] [CONFIGURE ] PFE: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-22T00:27:35.642820] [INFO ] [CONFIGURE ] JOB ETA: 52.0m | Avg: 2.7s/test | Remaining: 1171 tests [2025-11-22T00:27:35.642856] [INFO ] [CONFIGURE ] PFE: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:27:35.642888] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:27:35.900929] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:36.158460] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:36.396892] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:36.605637] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:36.811568] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:37.017413] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:37.226143] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:27:37.430454] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:37.638797] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:37.856360] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:27:37.856511] [INFO ] [CONFIGURE ] PFE: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T00:27:37.856553] [INFO ] [CONFIGURE ] JOB ETA: 51.9m | Avg: 2.7s/test | Remaining: 1170 tests [2025-11-22T00:27:37.856585] [INFO ] [CONFIGURE ] PFE: Testing feature 3/29: add_daily_returns [2025-11-22T00:27:37.856617] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_daily_returns'] [2025-11-22T00:27:38.041176] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:38.222821] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:38.404781] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:38.612371] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:38.798141] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:27:38.977454] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:39.157578] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:39.359120] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:39.539316] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:39.722277] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:27:39.722424] [INFO ] [CONFIGURE ] PFE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-22T00:27:39.722473] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 2.7s/test | Remaining: 1169 tests [2025-11-22T00:27:39.722508] [INFO ] [CONFIGURE ] PFE: Testing feature 4/29: add_ema [2025-11-22T00:27:39.722542] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_ema'] [2025-11-22T00:27:39.937925] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:40.153096] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:40.370333] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:40.591006] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:40.810934] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:27:41.029250] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:41.240599] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:41.458067] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:41.671898] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:41.891428] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:27:41.891639] [INFO ] [CONFIGURE ] PFE: DISCARDED add_ema (score: 30.00%) [2025-11-22T00:27:41.891735] [INFO ] [CONFIGURE ] JOB ETA: 51.8m | Avg: 2.7s/test | Remaining: 1168 tests [2025-11-22T00:27:41.891794] [INFO ] [CONFIGURE ] PFE: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:27:41.891848] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:27:42.116236] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:42.352377] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:42.573099] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:42.790149] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:43.017433] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:43.239962] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:43.463192] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:43.684783] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:43.908861] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:44.135382] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:27:44.135527] [INFO ] [CONFIGURE ] PFE: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:27:44.135572] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 2.7s/test | Remaining: 1167 tests [2025-11-22T00:27:44.135606] [INFO ] [CONFIGURE ] PFE: Testing feature 6/29: add_failed_moves [2025-11-22T00:27:44.135637] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_failed_moves'] [2025-11-22T00:27:44.320448] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:44.504007] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:44.688347] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:44.871452] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:45.058291] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:45.244315] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:45.454143] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:45.654093] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:45.843585] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:46.029120] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:27:46.029259] [INFO ] [CONFIGURE ] PFE: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:27:46.029299] [INFO ] [CONFIGURE ] JOB ETA: 51.7m | Avg: 2.7s/test | Remaining: 1166 tests [2025-11-22T00:27:46.029333] [INFO ] [CONFIGURE ] PFE: Testing feature 7/29: add_lag_shelf [2025-11-22T00:27:46.029364] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_lag_shelf'] [2025-11-22T00:27:46.198223] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:46.368628] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:46.537843] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:46.717594] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:46.887865] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:47.058663] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:47.230060] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:47.401309] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:47.582817] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:47.760872] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:27:47.761030] [INFO ] [CONFIGURE ] PFE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:27:47.761076] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 2.7s/test | Remaining: 1165 tests [2025-11-22T00:27:47.761111] [INFO ] [CONFIGURE ] PFE: Testing feature 8/29: add_macd [2025-11-22T00:27:47.761166] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:27:48.035262] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:27:48.295419] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:48.553290] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:48.814406] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:49.086508] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:49.351522] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:49.614748] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:49.879853] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:50.159032] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:50.425310] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:27:50.425475] [INFO ] [CONFIGURE ] PFE: KEPT add_macd (score: 60.00%) [2025-11-22T00:27:50.425542] [INFO ] [CONFIGURE ] JOB ETA: 51.6m | Avg: 2.7s/test | Remaining: 1164 tests [2025-11-22T00:27:50.425576] [INFO ] [CONFIGURE ] PFE: Testing feature 9/29: add_mfi [2025-11-22T00:27:50.425607] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-22T00:27:50.727976] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:27:51.004470] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:51.282419] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:51.578269] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:51.860802] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:52.141057] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:52.420926] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:52.704999] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:52.986627] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:53.265443] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:27:53.265628] [INFO ] [CONFIGURE ] PFE: DISCARDED add_mfi (score: 40.00%) [2025-11-22T00:27:53.265693] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 2.7s/test | Remaining: 1163 tests [2025-11-22T00:27:53.265728] [INFO ] [CONFIGURE ] PFE: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:27:53.265760] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:27:53.609372] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:27:53.953990] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:54.314998] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:54.665418] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:55.024235] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:27:55.404848] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:55.783939] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:56.159224] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:56.531487] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:27:56.906300] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:27:56.906483] [INFO ] [CONFIGURE ] PFE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:27:56.906528] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 2.7s/test | Remaining: 1162 tests [2025-11-22T00:27:56.906565] [INFO ] [CONFIGURE ] PFE: Testing feature 11/29: add_obv_daily [2025-11-22T00:27:56.906598] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-22T00:27:57.217786] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:27:57.553088] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:27:57.864676] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:27:58.180466] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:27:58.496686] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:27:58.813969] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:27:59.132728] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:27:59.440881] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:27:59.783437] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:00.098877] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:00.099048] [INFO ] [CONFIGURE ] PFE: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:28:00.099093] [INFO ] [CONFIGURE ] JOB ETA: 51.5m | Avg: 2.7s/test | Remaining: 1161 tests [2025-11-22T00:28:00.099128] [INFO ] [CONFIGURE ] PFE: Testing feature 12/29: add_obv_interval [2025-11-22T00:28:00.099162] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-22T00:28:01.205098] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:01.501079] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:01.797860] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:02.088694] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:02.363493] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:28:02.651410] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:02.948113] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:03.236829] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:03.563821] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:28:03.833552] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:03.833720] [INFO ] [CONFIGURE ] PFE: DISCARDED add_obv_interval (score: 30.00%) [2025-11-22T00:28:03.833767] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 2.7s/test | Remaining: 1160 tests [2025-11-22T00:28:03.833801] [INFO ] [CONFIGURE ] PFE: Testing feature 13/29: add_opening_strength [2025-11-22T00:28:03.833833] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:28:04.143276] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:04.458661] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:04.766927] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:05.073198] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:05.382481] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:28:05.710722] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:06.052469] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:06.373179] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:06.722702] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:07.048018] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:07.048178] [INFO ] [CONFIGURE ] PFE: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T00:28:07.048222] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 2.7s/test | Remaining: 1159 tests [2025-11-22T00:28:07.048256] [INFO ] [CONFIGURE ] PFE: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:28:07.048288] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-22T00:28:07.360904] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:07.672346] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:07.978775] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:08.268181] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:08.562070] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:08.883470] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:09.176385] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:09.475000] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:09.780358] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:28:10.088441] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:10.088685] [INFO ] [CONFIGURE ] PFE: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T00:28:10.088746] [INFO ] [CONFIGURE ] JOB ETA: 51.4m | Avg: 2.7s/test | Remaining: 1158 tests [2025-11-22T00:28:10.088790] [INFO ] [CONFIGURE ] PFE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:28:10.088833] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-22T00:28:10.368539] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:28:10.643106] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:10.913517] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:11.185252] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:11.456324] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:11.737430] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:12.022533] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:12.299670] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:12.586173] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:12.866431] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:12.866632] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:28:12.866699] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 2.7s/test | Remaining: 1157 tests [2025-11-22T00:28:12.866734] [INFO ] [CONFIGURE ] PFE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:28:12.866766] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-22T00:28:13.139879] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:13.408818] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:13.681162] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:13.957886] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:14.237565] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:28:14.504183] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:14.799847] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:15.068512] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:15.337098] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:28:15.604840] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:15.604996] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-22T00:28:15.605040] [INFO ] [CONFIGURE ] JOB ETA: 51.3m | Avg: 2.7s/test | Remaining: 1156 tests [2025-11-22T00:28:15.605074] [INFO ] [CONFIGURE ] PFE: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:28:15.605106] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-22T00:28:15.883699] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:16.162287] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:16.442768] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:16.730756] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:17.014286] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:28:17.300853] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:17.583154] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:17.889183] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:18.171780] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:18.460919] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:18.461062] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:28:18.461104] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 2.7s/test | Remaining: 1155 tests [2025-11-22T00:28:18.461139] [INFO ] [CONFIGURE ] PFE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:28:18.461170] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-22T00:28:18.748997] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:28:19.016096] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:19.280956] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:19.547334] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:19.813950] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:20.081981] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:20.351927] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:20.621914] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:20.898341] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:21.172891] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:21.173033] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:28:21.173076] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 2.7s/test | Remaining: 1154 tests [2025-11-22T00:28:21.173113] [INFO ] [CONFIGURE ] PFE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:28:21.173145] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-22T00:28:21.426360] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:28:21.707837] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:21.968542] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:22.278472] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:22.563157] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:28:22.909977] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:23.245302] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:23.502073] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:23.774427] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:24.065805] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:24.065976] [INFO ] [CONFIGURE ] PFE: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-22T00:28:24.066031] [INFO ] [CONFIGURE ] JOB ETA: 51.2m | Avg: 2.7s/test | Remaining: 1153 tests [2025-11-22T00:28:24.066068] [INFO ] [CONFIGURE ] PFE: Testing feature 20/29: add_price_rejection [2025-11-22T00:28:24.066101] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-22T00:28:24.357513] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:28:24.649632] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:24.939238] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:25.226185] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:25.516046] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:25.806174] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:26.100514] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:26.395256] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:26.681858] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:28:26.995861] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:26.996022] [INFO ] [CONFIGURE ] PFE: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:28:26.996067] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 2.7s/test | Remaining: 1152 tests [2025-11-22T00:28:26.996125] [INFO ] [CONFIGURE ] PFE: Testing feature 21/29: add_range_position [2025-11-22T00:28:26.996157] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-22T00:28:27.275195] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:28:27.557554] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:27.863705] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:28.148951] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:28.428091] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:28.709152] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:28.992771] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:28:29.267100] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:29.548438] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:28:29.843846] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:29.843995] [INFO ] [CONFIGURE ] PFE: DISCARDED add_range_position (score: 30.00%) [2025-11-22T00:28:29.844039] [INFO ] [CONFIGURE ] JOB ETA: 51.1m | Avg: 2.7s/test | Remaining: 1151 tests [2025-11-22T00:28:29.844073] [INFO ] [CONFIGURE ] PFE: Testing feature 22/29: add_realized_volatility [2025-11-22T00:28:29.844105] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-22T00:28:30.225031] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:28:30.599526] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:30.984486] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:31.368229] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:31.751909] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:32.144527] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:32.525933] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:32.911621] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:33.303825] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:33.697201] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:33.697372] [INFO ] [CONFIGURE ] PFE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:28:33.697417] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 2.7s/test | Remaining: 1150 tests [2025-11-22T00:28:33.697453] [INFO ] [CONFIGURE ] PFE: Testing feature 23/29: add_recent_range_context [2025-11-22T00:28:33.697487] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-22T00:28:34.005108] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:34.310431] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:34.601137] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:34.890244] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:35.179688] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:28:35.503722] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:35.805154] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:36.144323] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:36.445087] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:36.743184] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:36.743368] [INFO ] [CONFIGURE ] PFE: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-22T00:28:36.743412] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 2.7s/test | Remaining: 1149 tests [2025-11-22T00:28:36.743445] [INFO ] [CONFIGURE ] PFE: Testing feature 24/29: add_rsi [2025-11-22T00:28:36.743477] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-22T00:28:37.070772] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:37.394022] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:37.709509] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:38.026783] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:38.343526] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:38.666505] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:39.000912] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:39.314872] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:39.639734] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:39.980804] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:39.980993] [INFO ] [CONFIGURE ] PFE: DISCARDED add_rsi (score: 50.00%) [2025-11-22T00:28:39.981040] [INFO ] [CONFIGURE ] JOB ETA: 51.0m | Avg: 2.7s/test | Remaining: 1148 tests [2025-11-22T00:28:39.981075] [INFO ] [CONFIGURE ] PFE: Testing feature 25/29: add_tick_distribution [2025-11-22T00:28:39.981106] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-22T00:28:40.252848] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:28:40.543846] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:40.829769] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:41.113884] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:41.396701] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:41.682750] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:41.975096] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:28:42.263499] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:42.561267] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:42.878062] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:42.878214] [INFO ] [CONFIGURE ] PFE: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-22T00:28:42.878303] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 2.7s/test | Remaining: 1147 tests [2025-11-22T00:28:42.878338] [INFO ] [CONFIGURE ] PFE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:28:42.878368] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-22T00:28:43.185608] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:28:43.492568] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:28:43.800912] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:44.102243] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:44.407301] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:44.720984] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:45.037682] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:28:45.352549] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:45.652413] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:45.982596] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:45.982766] [INFO ] [CONFIGURE ] PFE: DISCARDED add_volume_momentum_confirmation (score: 30.00%) [2025-11-22T00:28:45.982810] [INFO ] [CONFIGURE ] JOB ETA: 50.9m | Avg: 2.7s/test | Remaining: 1146 tests [2025-11-22T00:28:45.982844] [INFO ] [CONFIGURE ] PFE: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:28:45.982874] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-22T00:28:46.291482] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:46.593410] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:46.890962] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:47.196805] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:47.502146] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:47.831987] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:48.143156] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:48.444072] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:48.784709] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:49.112192] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:49.112363] [INFO ] [CONFIGURE ] PFE: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:28:49.112407] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 2.7s/test | Remaining: 1145 tests [2025-11-22T00:28:49.112441] [INFO ] [CONFIGURE ] PFE: Testing feature 28/29: add_volume_profile [2025-11-22T00:28:49.112472] [INFO ] [CONFIGURE ] PFE: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-22T00:28:49.400911] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:28:49.693301] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:28:49.989991] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:28:50.283518] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:28:50.577513] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:50.876314] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:28:51.168509] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:51.458877] [DEBUG] [FORECASTER] PFE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:28:51.758197] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:28:52.078728] [DEBUG] [FORECASTER] PFE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:52.078903] [INFO ] [CONFIGURE ] PFE: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:28:52.078948] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 2.7s/test | Remaining: 1144 tests [2025-11-22T00:28:52.078982] [INFO ] [CONFIGURE ] PFE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:28:52.079012] [INFO ] [CONFIGURE ] PFE: Best accuracy: 60.00% [2025-11-22T00:28:52.079042] [INFO ] [CONFIGURE ] PFE: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-22T00:28:52.079079] [INFO ] [CONFIGURE ] PFE: Improvement over baseline: 10.00% [2025-11-22T00:28:52.079106] [INFO ] [CONFIGURE ] PFE: Total time: 1.3 minutes [2025-11-22T00:28:52.079135] [INFO ] [CONFIGURE ] PFE: Average time per feature: 2.8 seconds [2025-11-22T00:28:52.079161] [INFO ] [CONFIGURE ] PFE: Average speed: 0.37 features/sec [2025-11-22T00:28:52.079509] [INFO ] [LOCAL ] Saved configuration for PFE: 2 features, 60.00% accuracy -> ./output/feature-sets/PFE.json [2025-11-22T00:28:52.079553] [INFO ] [CONFIGURE ] PFE: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-22T00:28:52.079588] [INFO ] [sig ] [54/93] Successfully configured PFE | 0.01 sym/s | Total: 1.2h | ETA: 51.0m [2025-11-22T00:28:52.079619] [INFO ] [sig ] [55/93] Configuring PFGC... [2025-11-22T00:28:52.079670] [INFO ] [CONFIGURE ] PFGC: Configurate test run. [2025-11-22T00:28:52.079702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-11-22T00:28:52.091891] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFGC'. [2025-11-22T00:28:52.092350] [INFO ] [CONFIGURE ] PFGC: Testing with 29 available features [2025-11-22T00:28:52.092399] [INFO ] [CONFIGURE ] PFGC: Establishing baseline with no features... [2025-11-22T00:28:52.280329] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:28:52.469741] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:28:52.666003] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:28:52.860346] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:28:53.050996] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:53.238675] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:28:53.428404] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:28:53.624762] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:28:53.822806] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:28:54.014687] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:54.014831] [INFO ] [CONFIGURE ] PFGC: Baseline score (no features): 50.00% [2025-11-22T00:28:54.014874] [INFO ] [CONFIGURE ] PFGC: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:28:54.014906] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:28:54.267056] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:28:54.498181] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:28:54.725682] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:28:54.981639] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:28:55.216216] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:55.450784] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:28:55.691796] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:55.936500] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:28:56.194633] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:28:56.431135] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:28:56.431359] [INFO ] [CONFIGURE ] PFGC: KEPT add_bollinger_bands (score: 60.00%) [2025-11-22T00:28:56.431412] [INFO ] [CONFIGURE ] JOB ETA: 50.8m | Avg: 2.7s/test | Remaining: 1143 tests [2025-11-22T00:28:56.431459] [INFO ] [CONFIGURE ] PFGC: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:28:56.431505] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:28:56.703777] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:28:56.969713] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:28:57.268174] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:28:57.536833] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:28:57.815441] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:28:58.089375] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:28:58.379007] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:28:58.667963] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:28:58.951012] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:28:59.226492] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:28:59.226754] [INFO ] [CONFIGURE ] PFGC: KEPT add_cumulative_delta (score: 70.00%) [2025-11-22T00:28:59.226808] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 2.7s/test | Remaining: 1142 tests [2025-11-22T00:28:59.226848] [INFO ] [CONFIGURE ] PFGC: Testing feature 3/29: add_daily_returns [2025-11-22T00:28:59.226885] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:28:59.521782] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:28:59.821440] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:00.123193] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:01.144843] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:29:01.460115] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:29:01.750927] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:02.046166] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:02.330144] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:29:02.619295] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:02.908453] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:29:02.908612] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-22T00:29:02.908678] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 2.7s/test | Remaining: 1141 tests [2025-11-22T00:29:02.908718] [INFO ] [CONFIGURE ] PFGC: Testing feature 4/29: add_ema [2025-11-22T00:29:02.908754] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema'] [2025-11-22T00:29:03.231082] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:03.551384] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:03.889798] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:29:04.252452] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:04.575221] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:04.899773] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:05.220760] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:05.546500] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:29:05.870910] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:06.199963] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:29:06.200122] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:29:06.200167] [INFO ] [CONFIGURE ] JOB ETA: 50.7m | Avg: 2.7s/test | Remaining: 1140 tests [2025-11-22T00:29:06.200201] [INFO ] [CONFIGURE ] PFGC: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:29:06.200232] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:29:06.532184] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:06.836227] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:07.179318] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:07.494928] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:29:07.808073] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:08.100888] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:08.386666] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:08.674593] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:08.961599] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:09.246445] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:09.246602] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-22T00:29:09.246665] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 2.7s/test | Remaining: 1139 tests [2025-11-22T00:29:09.246704] [INFO ] [CONFIGURE ] PFGC: Testing feature 6/29: add_failed_moves [2025-11-22T00:29:09.246737] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves'] [2025-11-22T00:29:09.523413] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:09.775964] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:10.030257] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:29:10.275669] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:10.528262] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:10.777202] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:11.026289] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:11.276926] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:11.533843] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:11.783167] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:29:11.783333] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:29:11.783377] [INFO ] [CONFIGURE ] JOB ETA: 50.6m | Avg: 2.7s/test | Remaining: 1138 tests [2025-11-22T00:29:11.783413] [INFO ] [CONFIGURE ] PFGC: Testing feature 7/29: add_lag_shelf [2025-11-22T00:29:11.783446] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf'] [2025-11-22T00:29:12.039701] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:12.287133] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:12.570285] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:12.821994] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:13.070150] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:13.315599] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:13.568794] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:13.827331] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:29:14.083985] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:14.363320] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:14.363484] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:29:14.363529] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 2.7s/test | Remaining: 1137 tests [2025-11-22T00:29:14.363564] [INFO ] [CONFIGURE ] PFGC: Testing feature 8/29: add_macd [2025-11-22T00:29:14.363596] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-22T00:29:14.739374] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:15.191728] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:29:15.581617] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:15.932550] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:29:16.318315] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:29:16.681769] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:17.044303] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:17.402123] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:17.762100] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:18.122348] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:18.122520] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:29:18.122566] [INFO ] [CONFIGURE ] JOB ETA: 50.5m | Avg: 2.7s/test | Remaining: 1136 tests [2025-11-22T00:29:18.122600] [INFO ] [CONFIGURE ] PFGC: Testing feature 9/29: add_mfi [2025-11-22T00:29:18.122631] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi'] [2025-11-22T00:29:18.401041] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:18.679827] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:18.963535] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:19.275992] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:19.563911] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:19.850335] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:20.132534] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:20.411213] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:29:20.695169] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:20.979799] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:20.979963] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:29:20.980008] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 2.7s/test | Remaining: 1135 tests [2025-11-22T00:29:20.980041] [INFO ] [CONFIGURE ] PFGC: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:29:20.980072] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:29:21.341290] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:21.733566] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:22.099089] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:22.457541] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:22.801286] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:23.157290] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:23.545336] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:23.928413] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:29:24.306402] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:24.707803] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:24.707989] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-22T00:29:24.708034] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 2.7s/test | Remaining: 1134 tests [2025-11-22T00:29:24.708068] [INFO ] [CONFIGURE ] PFGC: Testing feature 11/29: add_obv_daily [2025-11-22T00:29:24.708100] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily'] [2025-11-22T00:29:24.991823] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:29:25.314675] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:29:25.608439] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:25.910737] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:26.220506] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:26.516774] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:29:26.832243] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:27.134762] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:29:27.433934] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:27.769726] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:29:27.769915] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:29:27.769962] [INFO ] [CONFIGURE ] JOB ETA: 50.4m | Avg: 2.7s/test | Remaining: 1133 tests [2025-11-22T00:29:27.770000] [INFO ] [CONFIGURE ] PFGC: Testing feature 12/29: add_obv_interval [2025-11-22T00:29:27.770034] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval'] [2025-11-22T00:29:28.050934] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:28.356926] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:29:28.649894] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:28.936323] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:29.229286] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:29.523908] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:29.817277] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:29:30.111853] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:30.396542] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:29:30.711988] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:29:30.712159] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T00:29:30.712205] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 2.7s/test | Remaining: 1132 tests [2025-11-22T00:29:30.712238] [INFO ] [CONFIGURE ] PFGC: Testing feature 13/29: add_opening_strength [2025-11-22T00:29:30.712269] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:29:31.023956] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:31.360038] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:29:31.671552] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:29:31.985751] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:32.293486] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:29:32.609685] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:29:32.927475] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:29:33.237318] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:33.554784] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:33.869757] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:33.869911] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:29:33.869962] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 2.7s/test | Remaining: 1131 tests [2025-11-22T00:29:33.869995] [INFO ] [CONFIGURE ] PFGC: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:29:33.870026] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-22T00:29:34.166849] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:34.481929] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:34.774504] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:35.045838] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:35.314696] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:35.586019] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:35.849556] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:36.148904] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:36.442907] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:36.758543] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:36.758712] [INFO ] [CONFIGURE ] PFGC: KEPT add_order_flow_imbalance (score: 90.00%) [2025-11-22T00:29:36.758757] [INFO ] [CONFIGURE ] JOB ETA: 50.3m | Avg: 2.7s/test | Remaining: 1130 tests [2025-11-22T00:29:36.758799] [INFO ] [CONFIGURE ] PFGC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:29:36.758831] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-22T00:29:37.057299] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:37.373038] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:37.666424] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:29:37.959325] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:38.268802] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:38.589989] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:38.920695] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:39.244346] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:29:39.559343] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:39.891819] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:39.891995] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T00:29:39.892039] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 2.7s/test | Remaining: 1129 tests [2025-11-22T00:29:39.892073] [INFO ] [CONFIGURE ] PFGC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:29:39.892104] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-22T00:29:40.198379] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:40.541578] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:40.851760] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:41.159345] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:41.459171] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:41.785523] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:42.097876] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:29:42.405902] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:29:42.712400] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:43.018184] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:29:43.018358] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:29:43.018401] [INFO ] [CONFIGURE ] JOB ETA: 50.2m | Avg: 2.7s/test | Remaining: 1128 tests [2025-11-22T00:29:43.018436] [INFO ] [CONFIGURE ] PFGC: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:29:43.018467] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-22T00:29:43.315073] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:43.611849] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:43.912870] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:44.214346] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:44.509893] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:44.801755] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:45.094572] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:45.388771] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:45.687339] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:45.991475] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:29:45.991629] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-22T00:29:45.991698] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 2.7s/test | Remaining: 1127 tests [2025-11-22T00:29:45.991732] [INFO ] [CONFIGURE ] PFGC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:29:45.991764] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-22T00:29:46.271142] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:46.575673] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:29:46.855933] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:47.146370] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:29:47.446909] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:29:47.742747] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:48.037128] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:48.330049] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:48.629930] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:48.942287] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:48.942440] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:29:48.942483] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 2.7s/test | Remaining: 1126 tests [2025-11-22T00:29:48.942517] [INFO ] [CONFIGURE ] PFGC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:29:48.942547] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-22T00:29:49.223712] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:49.531347] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:29:49.813606] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:50.115041] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:50.417591] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:50.716819] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:29:51.014117] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:51.314930] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:51.629802] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:51.947697] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:51.947857] [INFO ] [CONFIGURE ] PFGC: KEPT add_pbf_vs_sma_5 (score: 100.00%) [2025-11-22T00:29:51.947900] [INFO ] [CONFIGURE ] JOB ETA: 50.1m | Avg: 2.7s/test | Remaining: 1125 tests [2025-11-22T00:29:51.947934] [INFO ] [CONFIGURE ] PFGC: Testing feature 20/29: add_price_rejection [2025-11-22T00:29:51.947966] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-22T00:29:52.254960] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:52.596505] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:29:52.915148] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:53.251943] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:53.574671] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:53.919215] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:29:54.255100] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:54.593921] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:54.954251] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:55.281013] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:55.281229] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_price_rejection (score: 80.00%) [2025-11-22T00:29:55.281281] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 2.7s/test | Remaining: 1124 tests [2025-11-22T00:29:55.281328] [INFO ] [CONFIGURE ] PFGC: Testing feature 21/29: add_range_position [2025-11-22T00:29:55.281377] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-22T00:29:55.679713] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:56.007880] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:29:56.358844] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:29:56.701673] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:29:57.048563] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:29:57.423782] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:29:57.777386] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:29:58.127164] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:29:58.486827] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:29:58.827616] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:29:58.827804] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_range_position (score: 90.00%) [2025-11-22T00:29:58.827848] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 2.7s/test | Remaining: 1123 tests [2025-11-22T00:29:58.827882] [INFO ] [CONFIGURE ] PFGC: Testing feature 22/29: add_realized_volatility [2025-11-22T00:29:58.827913] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-22T00:29:59.253728] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:29:59.675869] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:30:00.094326] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:30:01.212036] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:30:01.703739] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:30:02.245887] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:02.707891] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:30:03.092468] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:30:03.469003] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:03.838431] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:30:03.838587] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:30:03.838630] [INFO ] [CONFIGURE ] JOB ETA: 50.0m | Avg: 2.7s/test | Remaining: 1122 tests [2025-11-22T00:30:03.838688] [INFO ] [CONFIGURE ] PFGC: Testing feature 23/29: add_recent_range_context [2025-11-22T00:30:03.838723] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-22T00:30:04.123236] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:04.415342] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:30:04.738299] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:05.034180] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:30:05.327036] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:05.629922] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:05.938169] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:06.245356] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:30:06.546389] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:06.846767] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:30:06.846914] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-22T00:30:06.846956] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 2.7s/test | Remaining: 1121 tests [2025-11-22T00:30:06.847012] [INFO ] [CONFIGURE ] PFGC: Testing feature 24/29: add_rsi [2025-11-22T00:30:06.847048] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-22T00:30:07.180415] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:07.519575] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:30:07.854182] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:30:08.187085] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:30:08.526500] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:08.871783] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:09.215369] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:09.568206] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:30:09.920121] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:10.315529] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:30:10.315710] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:30:10.315756] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 2.7s/test | Remaining: 1120 tests [2025-11-22T00:30:10.315796] [INFO ] [CONFIGURE ] PFGC: Testing feature 25/29: add_tick_distribution [2025-11-22T00:30:10.315862] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-22T00:30:10.680957] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:11.026155] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:30:11.375235] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:11.714495] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:30:12.053822] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:12.395144] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:12.750444] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:13.110771] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:30:13.409299] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:13.760794] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:30:13.760981] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-22T00:30:13.761026] [INFO ] [CONFIGURE ] JOB ETA: 49.9m | Avg: 2.7s/test | Remaining: 1119 tests [2025-11-22T00:30:13.761059] [INFO ] [CONFIGURE ] PFGC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:30:13.761090] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-22T00:30:14.084693] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:14.431361] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:30:14.767580] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:30:15.103566] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:30:15.423487] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:15.754843] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:16.124070] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:30:16.462738] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:30:16.801683] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:17.114287] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:30:17.114455] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:30:17.114499] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 2.7s/test | Remaining: 1118 tests [2025-11-22T00:30:17.114535] [INFO ] [CONFIGURE ] PFGC: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:30:17.114577] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-22T00:30:17.465132] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:17.788285] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:30:18.104958] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:18.451895] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:30:18.786142] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:19.140136] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:19.466400] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:19.817909] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:30:20.152571] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:20.482470] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:30:20.482677] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-22T00:30:20.482724] [INFO ] [CONFIGURE ] JOB ETA: 49.8m | Avg: 2.7s/test | Remaining: 1117 tests [2025-11-22T00:30:20.482759] [INFO ] [CONFIGURE ] PFGC: Testing feature 28/29: add_volume_profile [2025-11-22T00:30:20.482791] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-22T00:30:20.794918] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:21.103398] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:30:21.406622] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:30:21.709728] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:30:22.017911] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:22.323479] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:30:22.631010] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:30:22.987543] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:30:23.332469] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:23.655565] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:30:23.655771] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_volume_profile (score: 80.00%) [2025-11-22T00:30:23.655818] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 2.7s/test | Remaining: 1116 tests [2025-11-22T00:30:23.655856] [INFO ] [CONFIGURE ] PFGC: Testing feature 29/29: add_vwap [2025-11-22T00:30:23.655949] [INFO ] [CONFIGURE ] PFGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-22T00:30:23.977745] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:24.301050] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:30:24.618960] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:24.928997] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:30:25.261734] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:25.570133] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:25.905037] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:26.242146] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:30:26.584409] [DEBUG] [FORECASTER] PFGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:26.920027] [DEBUG] [FORECASTER] PFGC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:30:26.920222] [INFO ] [CONFIGURE ] PFGC: DISCARDED add_vwap (score: 70.00%) [2025-11-22T00:30:26.920289] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 2.7s/test | Remaining: 1115 tests [2025-11-22T00:30:26.920345] [INFO ] [CONFIGURE ] PFGC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:30:26.920393] [INFO ] [CONFIGURE ] PFGC: Best accuracy: 100.00% [2025-11-22T00:30:26.920434] [INFO ] [CONFIGURE ] PFGC: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-22T00:30:26.920470] [INFO ] [CONFIGURE ] PFGC: Improvement over baseline: 50.00% [2025-11-22T00:30:26.920508] [INFO ] [CONFIGURE ] PFGC: Total time: 1.5 minutes [2025-11-22T00:30:26.920536] [INFO ] [CONFIGURE ] PFGC: Average time per feature: 3.2 seconds [2025-11-22T00:30:26.920562] [INFO ] [CONFIGURE ] PFGC: Average speed: 0.31 features/sec [2025-11-22T00:30:26.921005] [INFO ] [LOCAL ] Saved configuration for PFGC: 4 features, 100.00% accuracy -> ./output/feature-sets/PFGC.json [2025-11-22T00:30:26.921050] [INFO ] [CONFIGURE ] PFGC: Configuration saved successfully: 4 features, 100.00% accuracy. [2025-11-22T00:30:26.921087] [INFO ] [sig ] [55/93] Successfully configured PFGC | 0.01 sym/s | Total: 1.2h | ETA: 49.9m [2025-11-22T00:30:26.921117] [INFO ] [sig ] [56/93] Configuring PFH... [2025-11-22T00:30:26.921152] [INFO ] [CONFIGURE ] PFH: Configurate test run. [2025-11-22T00:30:26.921190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-11-22T00:30:26.933970] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFH'. [2025-11-22T00:30:26.934341] [INFO ] [CONFIGURE ] PFH: Testing with 29 available features [2025-11-22T00:30:26.934390] [INFO ] [CONFIGURE ] PFH: Establishing baseline with no features... [2025-11-22T00:30:27.121820] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:27.306776] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:27.486192] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:27.672721] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:30:27.854263] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:28.041955] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:28.256872] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:28.438663] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:30:28.622954] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:28.831675] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:30:28.831841] [INFO ] [CONFIGURE ] PFH: Baseline score (no features): 40.00% [2025-11-22T00:30:28.831885] [INFO ] [CONFIGURE ] PFH: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:30:28.831920] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:30:29.048539] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:30:29.261224] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:29.476775] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:29.704025] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:30:29.925270] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:30.144827] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:30.367491] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:30:30.591203] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:30:30.823536] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:31.048531] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:30:31.048712] [INFO ] [CONFIGURE ] PFH: DISCARDED add_bollinger_bands (score: 20.00%) [2025-11-22T00:30:31.048757] [INFO ] [CONFIGURE ] JOB ETA: 49.7m | Avg: 2.7s/test | Remaining: 1114 tests [2025-11-22T00:30:31.048793] [INFO ] [CONFIGURE ] PFH: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:30:31.048824] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:30:31.298893] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:30:31.522273] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:31.737896] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:31.963407] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:32.181863] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:32.400043] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:32.621106] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:30:32.849808] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:30:33.079770] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:33.308965] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:30:33.309131] [INFO ] [CONFIGURE ] PFH: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:30:33.309184] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 2.7s/test | Remaining: 1113 tests [2025-11-22T00:30:33.309302] [INFO ] [CONFIGURE ] PFH: Testing feature 3/29: add_daily_returns [2025-11-22T00:30:33.309350] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns'] [2025-11-22T00:30:33.509347] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:33.705813] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:33.904437] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:30:34.108604] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:34.334182] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:34.549222] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:30:34.751018] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:34.951851] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:30:35.157881] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:35.362260] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:35.362416] [INFO ] [CONFIGURE ] PFH: KEPT add_daily_returns (score: 70.00%) [2025-11-22T00:30:35.362460] [INFO ] [CONFIGURE ] JOB ETA: 49.6m | Avg: 2.7s/test | Remaining: 1112 tests [2025-11-22T00:30:35.362494] [INFO ] [CONFIGURE ] PFH: Testing feature 4/29: add_ema [2025-11-22T00:30:35.362527] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-22T00:30:35.608298] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:35.851927] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:36.105596] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:36.361681] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:36.611618] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:36.844867] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:30:37.075764] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:37.354220] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:30:37.603062] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:37.875390] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:37.875573] [INFO ] [CONFIGURE ] PFH: KEPT add_ema (score: 90.00%) [2025-11-22T00:30:37.875618] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 2.7s/test | Remaining: 1111 tests [2025-11-22T00:30:37.875674] [INFO ] [CONFIGURE ] PFH: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:30:37.875710] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:30:38.167881] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:30:38.448402] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:38.753274] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:39.048781] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:39.341792] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:39.629214] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:39.916379] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:30:40.205461] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:30:40.470489] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:40.739131] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:30:40.739289] [INFO ] [CONFIGURE ] PFH: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T00:30:40.739331] [INFO ] [CONFIGURE ] JOB ETA: 49.5m | Avg: 2.7s/test | Remaining: 1110 tests [2025-11-22T00:30:40.739364] [INFO ] [CONFIGURE ] PFH: Testing feature 6/29: add_failed_moves [2025-11-22T00:30:40.739449] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-22T00:30:40.985858] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:41.207243] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:41.434086] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:41.659242] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:41.885632] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:42.116560] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:30:42.342429] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:42.570344] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:30:42.798988] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:43.027721] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:43.027875] [INFO ] [CONFIGURE ] PFH: DISCARDED add_failed_moves (score: 90.00%) [2025-11-22T00:30:43.027918] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 2.7s/test | Remaining: 1109 tests [2025-11-22T00:30:43.027951] [INFO ] [CONFIGURE ] PFH: Testing feature 7/29: add_lag_shelf [2025-11-22T00:30:43.027981] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-22T00:30:43.239253] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:43.451983] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:43.671265] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:43.908755] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:44.125727] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:44.347817] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:30:44.581701] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:44.805632] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:30:45.029092] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:45.262340] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:45.262894] [INFO ] [CONFIGURE ] PFH: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-22T00:30:45.262940] [INFO ] [CONFIGURE ] JOB ETA: 49.4m | Avg: 2.7s/test | Remaining: 1108 tests [2025-11-22T00:30:45.262975] [INFO ] [CONFIGURE ] PFH: Testing feature 8/29: add_macd [2025-11-22T00:30:45.263008] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-22T00:30:45.592307] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:30:45.913418] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:46.219595] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:46.531175] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:46.836285] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:47.169480] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:47.506015] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:47.822966] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:30:48.135931] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:48.453659] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:48.453834] [INFO ] [CONFIGURE ] PFH: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:30:48.453881] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 2.7s/test | Remaining: 1107 tests [2025-11-22T00:30:48.453917] [INFO ] [CONFIGURE ] PFH: Testing feature 9/29: add_mfi [2025-11-22T00:30:48.453950] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-22T00:30:48.704692] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:48.933709] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:49.164695] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:49.424898] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:49.655308] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:49.889386] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:30:50.126141] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:50.364499] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:30:50.597789] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:50.830194] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:50.830366] [INFO ] [CONFIGURE ] PFH: DISCARDED add_mfi (score: 90.00%) [2025-11-22T00:30:50.830410] [INFO ] [CONFIGURE ] JOB ETA: 49.3m | Avg: 2.7s/test | Remaining: 1106 tests [2025-11-22T00:30:50.830446] [INFO ] [CONFIGURE ] PFH: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:30:50.830478] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:30:51.155564] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:30:51.496850] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:51.827510] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:30:52.172062] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:52.543998] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:52.893475] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:30:53.245353] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:53.590197] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:30:53.915197] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:54.237833] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:54.238013] [INFO ] [CONFIGURE ] PFH: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-22T00:30:54.238056] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 2.7s/test | Remaining: 1105 tests [2025-11-22T00:30:54.238093] [INFO ] [CONFIGURE ] PFH: Testing feature 11/29: add_obv_daily [2025-11-22T00:30:54.238124] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-22T00:30:54.474341] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:54.719232] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:30:54.975280] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:30:55.220035] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:30:55.519868] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:55.799671] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:30:56.084913] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:30:56.345624] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:30:56.614906] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:30:56.871975] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:56.872144] [INFO ] [CONFIGURE ] PFH: DISCARDED add_obv_daily (score: 70.00%) [2025-11-22T00:30:56.872191] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 2.7s/test | Remaining: 1104 tests [2025-11-22T00:30:56.872224] [INFO ] [CONFIGURE ] PFH: Testing feature 12/29: add_obv_interval [2025-11-22T00:30:56.872257] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-22T00:30:57.126597] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:30:57.373755] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:30:57.618958] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:30:57.868532] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:30:58.128621] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:30:58.385182] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:30:58.647980] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:30:58.905877] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:30:59.166768] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:30:59.428350] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:30:59.428574] [INFO ] [CONFIGURE ] PFH: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:30:59.428622] [INFO ] [CONFIGURE ] JOB ETA: 49.2m | Avg: 2.7s/test | Remaining: 1103 tests [2025-11-22T00:30:59.428678] [INFO ] [CONFIGURE ] PFH: Testing feature 13/29: add_opening_strength [2025-11-22T00:30:59.428714] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-22T00:30:59.692256] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:30:59.962351] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:00.239558] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:01.138948] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:31:01.578574] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:01.862050] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:02.170685] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:02.457311] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:02.735275] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:03.015809] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:03.015994] [INFO ] [CONFIGURE ] PFH: DISCARDED add_opening_strength (score: 80.00%) [2025-11-22T00:31:03.016039] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 2.7s/test | Remaining: 1102 tests [2025-11-22T00:31:03.016074] [INFO ] [CONFIGURE ] PFH: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:31:03.016105] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-22T00:31:03.290867] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:03.570616] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:03.856624] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:31:04.138777] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:04.427897] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:04.721797] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:31:05.019867] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:05.299037] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:05.564273] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:05.873105] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:31:05.873278] [INFO ] [CONFIGURE ] PFH: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:31:05.873322] [INFO ] [CONFIGURE ] JOB ETA: 49.1m | Avg: 2.7s/test | Remaining: 1101 tests [2025-11-22T00:31:05.873355] [INFO ] [CONFIGURE ] PFH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:31:05.873386] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-22T00:31:06.108409] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:06.344902] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:06.586329] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:31:06.824818] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:07.073200] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:07.320512] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:07.610870] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:07.860452] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:08.130292] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:08.384614] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:08.384802] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T00:31:08.384846] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 2.7s/test | Remaining: 1100 tests [2025-11-22T00:31:08.384880] [INFO ] [CONFIGURE ] PFH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:31:08.384912] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-22T00:31:08.660240] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:08.945161] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:09.220428] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:31:09.515462] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:31:09.788478] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:10.119005] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:31:10.516538] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:10.845154] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:11.148895] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:11.392376] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:11.392561] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T00:31:11.392607] [INFO ] [CONFIGURE ] JOB ETA: 49.0m | Avg: 2.7s/test | Remaining: 1099 tests [2025-11-22T00:31:11.392658] [INFO ] [CONFIGURE ] PFH: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:31:11.392695] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-22T00:31:11.644303] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:11.906897] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:31:12.154504] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:31:12.402008] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:12.658486] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:12.915855] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:13.179068] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:13.439146] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:31:13.729409] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:31:13.983132] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:13.983305] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:31:13.983349] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 2.7s/test | Remaining: 1098 tests [2025-11-22T00:31:13.983384] [INFO ] [CONFIGURE ] PFH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:31:13.983416] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-22T00:31:14.236424] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:31:14.456846] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:14.675945] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:14.912867] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:15.130342] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:15.366602] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:15.616780] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:15.864528] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:16.108422] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:31:16.344105] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:16.344264] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:31:16.344310] [INFO ] [CONFIGURE ] JOB ETA: 48.9m | Avg: 2.7s/test | Remaining: 1097 tests [2025-11-22T00:31:16.344403] [INFO ] [CONFIGURE ] PFH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:31:16.344440] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-22T00:31:16.583609] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:16.818359] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:17.052349] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:17.302951] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:17.534415] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:17.756002] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:17.978497] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:18.207051] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:18.456391] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:18.680303] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:18.680458] [INFO ] [CONFIGURE ] PFH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-22T00:31:18.680502] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 2.7s/test | Remaining: 1096 tests [2025-11-22T00:31:18.680535] [INFO ] [CONFIGURE ] PFH: Testing feature 20/29: add_price_rejection [2025-11-22T00:31:18.680566] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-22T00:31:18.910445] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:19.141707] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:19.370219] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:19.605120] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:31:19.843225] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:20.087229] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:20.328768] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:20.588664] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:20.844734] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:31:21.088155] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:21.088329] [INFO ] [CONFIGURE ] PFH: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:31:21.088372] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 2.7s/test | Remaining: 1095 tests [2025-11-22T00:31:21.088406] [INFO ] [CONFIGURE ] PFH: Testing feature 21/29: add_range_position [2025-11-22T00:31:21.088438] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-22T00:31:21.345535] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:21.596386] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:31:21.849503] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:22.101401] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:22.358027] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:22.624630] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:22.888912] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:23.153586] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:23.418840] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:23.685721] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:23.685895] [INFO ] [CONFIGURE ] PFH: KEPT add_range_position (score: 100.00%) [2025-11-22T00:31:23.685938] [INFO ] [CONFIGURE ] JOB ETA: 48.8m | Avg: 2.7s/test | Remaining: 1094 tests [2025-11-22T00:31:23.685974] [INFO ] [CONFIGURE ] PFH: Testing feature 22/29: add_realized_volatility [2025-11-22T00:31:23.686008] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position', 'add_realized_volatility'] [2025-11-22T00:31:24.071350] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:24.464853] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:31:24.865850] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:25.266574] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:25.670938] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:26.075604] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:31:26.476696] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:26.893123] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:31:27.307598] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:31:27.715499] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:31:27.715732] [INFO ] [CONFIGURE ] PFH: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:31:27.715785] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 2.7s/test | Remaining: 1093 tests [2025-11-22T00:31:27.715821] [INFO ] [CONFIGURE ] PFH: Testing feature 23/29: add_recent_range_context [2025-11-22T00:31:27.715854] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position', 'add_recent_range_context'] [2025-11-22T00:31:28.014034] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:28.311622] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:28.610521] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:28.921105] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:31:29.215631] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:29.502576] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:29.789616] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:30.076586] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:31:30.364543] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:30.650133] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:30.650307] [INFO ] [CONFIGURE ] PFH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:31:30.650351] [INFO ] [CONFIGURE ] JOB ETA: 48.7m | Avg: 2.7s/test | Remaining: 1092 tests [2025-11-22T00:31:30.650386] [INFO ] [CONFIGURE ] PFH: Testing feature 24/29: add_rsi [2025-11-22T00:31:30.650419] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position', 'add_rsi'] [2025-11-22T00:31:30.947112] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:31.245078] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:31.560828] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:31:31.886842] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:31:32.191000] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:32.483016] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:32.780567] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:33.086316] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:33.375122] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:33.666761] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:33.666932] [INFO ] [CONFIGURE ] PFH: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:31:33.666995] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 2.7s/test | Remaining: 1091 tests [2025-11-22T00:31:33.667032] [INFO ] [CONFIGURE ] PFH: Testing feature 25/29: add_tick_distribution [2025-11-22T00:31:33.667064] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position', 'add_tick_distribution'] [2025-11-22T00:31:33.950851] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:31:34.249928] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:34.523609] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:31:34.807504] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:35.072815] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:35.362030] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:35.636351] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:35.910403] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:31:36.187813] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:31:36.466391] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:36.466596] [INFO ] [CONFIGURE ] PFH: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:31:36.466663] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 2.7s/test | Remaining: 1090 tests [2025-11-22T00:31:36.466705] [INFO ] [CONFIGURE ] PFH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:31:36.466740] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-22T00:31:36.763118] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:31:37.051252] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:37.338564] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:37.638374] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:37.967476] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:38.255693] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:38.544830] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:38.835803] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:31:39.123197] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:31:39.408343] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:39.408515] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:31:39.408559] [INFO ] [CONFIGURE ] JOB ETA: 48.6m | Avg: 2.7s/test | Remaining: 1089 tests [2025-11-22T00:31:39.408593] [INFO ] [CONFIGURE ] PFH: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:31:39.408714] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position', 'add_volume_price_divergence'] [2025-11-22T00:31:39.706684] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:31:40.004419] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:40.302381] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:40.607684] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:40.937886] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:41.232375] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:41.530459] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:41.837326] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:31:42.136812] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:31:42.449490] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:42.449708] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T00:31:42.449757] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 2.7s/test | Remaining: 1088 tests [2025-11-22T00:31:42.449794] [INFO ] [CONFIGURE ] PFH: Testing feature 28/29: add_volume_profile [2025-11-22T00:31:42.449827] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position', 'add_volume_profile'] [2025-11-22T00:31:42.725179] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:42.999045] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:43.269834] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:31:43.545356] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:43.833842] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:44.102033] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:44.388737] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:44.664910] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:44.937780] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:45.221150] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:31:45.221332] [INFO ] [CONFIGURE ] PFH: DISCARDED add_volume_profile (score: 90.00%) [2025-11-22T00:31:45.221377] [INFO ] [CONFIGURE ] JOB ETA: 48.5m | Avg: 2.7s/test | Remaining: 1087 tests [2025-11-22T00:31:45.221411] [INFO ] [CONFIGURE ] PFH: Testing feature 29/29: add_vwap [2025-11-22T00:31:45.221444] [INFO ] [CONFIGURE ] PFH: Testing with features: ['add_daily_returns', 'add_ema', 'add_range_position', 'add_vwap'] [2025-11-22T00:31:45.493763] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:31:45.768096] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:31:46.041638] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:31:46.317240] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:31:46.593740] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:46.876939] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:47.153874] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:47.466690] [DEBUG] [FORECASTER] PFH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:31:47.745934] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:31:48.027336] [DEBUG] [FORECASTER] PFH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:31:48.027527] [INFO ] [CONFIGURE ] PFH: DISCARDED add_vwap (score: 40.00%) [2025-11-22T00:31:48.027581] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 2.7s/test | Remaining: 1086 tests [2025-11-22T00:31:48.027617] [INFO ] [CONFIGURE ] PFH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:31:48.027666] [INFO ] [CONFIGURE ] PFH: Best accuracy: 100.00% [2025-11-22T00:31:48.027703] [INFO ] [CONFIGURE ] PFH: Best feature set (3 features): ['add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-22T00:31:48.027738] [INFO ] [CONFIGURE ] PFH: Improvement over baseline: 60.00% [2025-11-22T00:31:48.027766] [INFO ] [CONFIGURE ] PFH: Total time: 1.3 minutes [2025-11-22T00:31:48.027796] [INFO ] [CONFIGURE ] PFH: Average time per feature: 2.7 seconds [2025-11-22T00:31:48.027824] [INFO ] [CONFIGURE ] PFH: Average speed: 0.37 features/sec [2025-11-22T00:31:48.028164] [INFO ] [LOCAL ] Saved configuration for PFH: 3 features, 100.00% accuracy -> ./output/feature-sets/PFH.json [2025-11-22T00:31:48.028216] [INFO ] [CONFIGURE ] PFH: Configuration saved successfully: 3 features, 100.00% accuracy. [2025-11-22T00:31:48.028266] [INFO ] [sig ] [56/93] Successfully configured PFH | 0.01 sym/s | Total: 1.2h | ETA: 48.6m [2025-11-22T00:31:48.028307] [INFO ] [sig ] [57/93] Configuring PFL... [2025-11-22T00:31:48.028347] [INFO ] [CONFIGURE ] PFL: Configurate test run. [2025-11-22T00:31:48.028378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-11-22T00:31:48.039921] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFL'. [2025-11-22T00:31:48.040247] [INFO ] [CONFIGURE ] PFL: Testing with 29 available features [2025-11-22T00:31:48.040296] [INFO ] [CONFIGURE ] PFL: Establishing baseline with no features... [2025-11-22T00:31:48.225200] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:48.407282] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:31:48.589728] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:31:48.771953] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:31:48.951855] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:49.135702] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:49.319585] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:31:49.504223] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:31:49.687160] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:49.861091] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:31:49.861264] [INFO ] [CONFIGURE ] PFL: Baseline score (no features): 70.00% [2025-11-22T00:31:49.861339] [INFO ] [CONFIGURE ] PFL: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:31:49.861372] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:31:50.071459] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:50.277382] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:31:50.504503] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:31:50.724379] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:31:50.931477] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:51.138854] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:51.343263] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:51.550473] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:31:51.762397] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:51.971701] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:31:51.971857] [INFO ] [CONFIGURE ] PFL: KEPT add_bollinger_bands (score: 80.00%) [2025-11-22T00:31:51.971900] [INFO ] [CONFIGURE ] JOB ETA: 48.4m | Avg: 2.7s/test | Remaining: 1085 tests [2025-11-22T00:31:51.971934] [INFO ] [CONFIGURE ] PFL: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:31:51.971965] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:31:52.206408] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:52.437393] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:31:52.670977] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:31:52.912545] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:31:53.145766] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:53.386481] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:53.636874] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:53.881936] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:31:54.123835] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:54.361037] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:31:54.361192] [INFO ] [CONFIGURE ] PFL: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-22T00:31:54.361236] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 2.7s/test | Remaining: 1084 tests [2025-11-22T00:31:54.361269] [INFO ] [CONFIGURE ] PFL: Testing feature 3/29: add_daily_returns [2025-11-22T00:31:54.361301] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:31:54.587919] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:54.798019] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:31:55.008082] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:31:55.223195] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:31:55.438793] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:55.661016] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:31:55.881482] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:56.129862] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:31:56.345242] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:56.585116] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:31:56.585299] [INFO ] [CONFIGURE ] PFL: DISCARDED add_daily_returns (score: 70.00%) [2025-11-22T00:31:56.585341] [INFO ] [CONFIGURE ] JOB ETA: 48.3m | Avg: 2.7s/test | Remaining: 1083 tests [2025-11-22T00:31:56.585375] [INFO ] [CONFIGURE ] PFL: Testing feature 4/29: add_ema [2025-11-22T00:31:56.585407] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:31:56.831207] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:31:57.079103] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:31:57.389899] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:31:57.738617] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:31:58.023981] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:31:58.280516] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:31:58.537960] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:31:58.784380] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:31:59.053113] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:31:59.288513] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:31:59.288713] [INFO ] [CONFIGURE ] PFL: DISCARDED add_ema (score: 80.00%) [2025-11-22T00:31:59.288758] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 2.7s/test | Remaining: 1082 tests [2025-11-22T00:31:59.288793] [INFO ] [CONFIGURE ] PFL: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:31:59.288824] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:31:59.554537] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:31:59.803801] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:00.047563] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:32:00.294059] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:01.220762] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:01.618096] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:32:01.864908] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:02.146725] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:02.394862] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:02.652138] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:02.652341] [INFO ] [CONFIGURE ] PFL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:32:02.652387] [INFO ] [CONFIGURE ] JOB ETA: 48.2m | Avg: 2.7s/test | Remaining: 1081 tests [2025-11-22T00:32:02.652422] [INFO ] [CONFIGURE ] PFL: Testing feature 6/29: add_failed_moves [2025-11-22T00:32:02.652455] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:32:02.861175] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:03.070083] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:03.284999] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:03.490743] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:03.696545] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:03.905505] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:04.111367] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:04.323962] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:04.530880] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:04.742062] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:04.742252] [INFO ] [CONFIGURE ] PFL: DISCARDED add_failed_moves (score: 80.00%) [2025-11-22T00:32:04.742297] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 2.7s/test | Remaining: 1080 tests [2025-11-22T00:32:04.742331] [INFO ] [CONFIGURE ] PFL: Testing feature 7/29: add_lag_shelf [2025-11-22T00:32:04.742363] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:32:04.947210] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:05.189187] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:05.396825] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:32:05.626032] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:05.857039] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:06.063204] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:06.268570] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:06.475384] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:06.678578] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:06.880449] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:06.880603] [INFO ] [CONFIGURE ] PFL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:32:06.880665] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 2.7s/test | Remaining: 1079 tests [2025-11-22T00:32:06.880703] [INFO ] [CONFIGURE ] PFL: Testing feature 8/29: add_macd [2025-11-22T00:32:06.880735] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:32:07.168507] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:07.460127] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:07.759786] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:32:08.075786] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:08.374944] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:32:08.694163] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:32:09.015193] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:09.339136] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:09.665784] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:09.990591] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:09.990797] [INFO ] [CONFIGURE ] PFL: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:32:09.990842] [INFO ] [CONFIGURE ] JOB ETA: 48.1m | Avg: 2.7s/test | Remaining: 1078 tests [2025-11-22T00:32:09.990878] [INFO ] [CONFIGURE ] PFL: Testing feature 9/29: add_mfi [2025-11-22T00:32:09.990909] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T00:32:10.246604] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:10.481095] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:10.714526] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:10.947968] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:11.183751] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:11.394312] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:11.630432] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:11.852770] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:12.070251] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:12.281041] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:12.281203] [INFO ] [CONFIGURE ] PFL: DISCARDED add_mfi (score: 80.00%) [2025-11-22T00:32:12.281247] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 2.7s/test | Remaining: 1077 tests [2025-11-22T00:32:12.281280] [INFO ] [CONFIGURE ] PFL: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:32:12.281313] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:32:12.585589] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:12.888987] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:13.189423] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:13.508026] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:13.812928] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:14.133111] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:14.452824] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:14.775420] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:32:15.081482] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:15.387577] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:15.387798] [INFO ] [CONFIGURE ] PFL: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-22T00:32:15.387852] [INFO ] [CONFIGURE ] JOB ETA: 48.0m | Avg: 2.7s/test | Remaining: 1076 tests [2025-11-22T00:32:15.387894] [INFO ] [CONFIGURE ] PFL: Testing feature 11/29: add_obv_daily [2025-11-22T00:32:15.387931] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T00:32:15.606488] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:15.840282] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:16.071827] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:16.292288] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:16.516149] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:16.733323] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:16.951806] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:32:17.171579] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:17.393835] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:17.639471] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:32:17.639710] [INFO ] [CONFIGURE ] PFL: DISCARDED add_obv_daily (score: 80.00%) [2025-11-22T00:32:17.639771] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 2.7s/test | Remaining: 1075 tests [2025-11-22T00:32:17.639820] [INFO ] [CONFIGURE ] PFL: Testing feature 12/29: add_obv_interval [2025-11-22T00:32:17.639864] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T00:32:17.877365] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:18.096995] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:18.315897] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:18.534627] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:18.757462] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:18.977547] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:19.197899] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:19.428078] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:19.660454] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:19.881431] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:32:19.881592] [INFO ] [CONFIGURE ] PFL: KEPT add_obv_interval (score: 90.00%) [2025-11-22T00:32:19.881634] [INFO ] [CONFIGURE ] JOB ETA: 47.9m | Avg: 2.7s/test | Remaining: 1074 tests [2025-11-22T00:32:19.881697] [INFO ] [CONFIGURE ] PFL: Testing feature 13/29: add_opening_strength [2025-11-22T00:32:19.881730] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:32:20.142869] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:20.399788] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:20.695432] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:32:20.958784] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:21.218791] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:21.482994] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:21.745173] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:32:22.014180] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:22.269089] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:22.523493] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:22.523696] [INFO ] [CONFIGURE ] PFL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:32:22.523742] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 2.7s/test | Remaining: 1073 tests [2025-11-22T00:32:22.523801] [INFO ] [CONFIGURE ] PFL: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:32:22.523835] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-22T00:32:22.775437] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:23.024490] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:23.304350] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:23.563814] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:23.857279] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:24.129061] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:24.385843] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:24.649027] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:24.900970] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:25.168859] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:25.169085] [INFO ] [CONFIGURE ] PFL: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-22T00:32:25.169138] [INFO ] [CONFIGURE ] JOB ETA: 47.8m | Avg: 2.7s/test | Remaining: 1072 tests [2025-11-22T00:32:25.169180] [INFO ] [CONFIGURE ] PFL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:32:25.169218] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-22T00:32:25.395794] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:25.626290] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:25.857042] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:26.086852] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:26.341750] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:26.570981] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:26.824891] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:27.060103] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:27.293666] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:27.523219] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:27.523405] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-22T00:32:27.523449] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 2.7s/test | Remaining: 1071 tests [2025-11-22T00:32:27.523483] [INFO ] [CONFIGURE ] PFL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:32:27.523517] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-22T00:32:27.784479] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:28.039408] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:28.294398] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:28.545287] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:28.797257] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:29.040380] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:29.319857] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:29.569288] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:29.837127] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:30.090890] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:32:30.091057] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-22T00:32:30.091102] [INFO ] [CONFIGURE ] JOB ETA: 47.7m | Avg: 2.7s/test | Remaining: 1070 tests [2025-11-22T00:32:30.091139] [INFO ] [CONFIGURE ] PFL: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:32:30.091171] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-22T00:32:30.339489] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:30.595800] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:30.848424] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:31.100281] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:31.351343] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:31.602118] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:32:31.860891] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:32.116535] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:32.388075] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:32.634085] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:32.634241] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:32:32.634284] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 2.7s/test | Remaining: 1069 tests [2025-11-22T00:32:32.634317] [INFO ] [CONFIGURE ] PFL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:32:32.634349] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-22T00:32:32.873957] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:33.107137] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:33.335788] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:33.562671] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:33.797484] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:34.026533] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:34.257269] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:32:34.489802] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:34.716943] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:34.953839] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:34.954018] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:32:34.954064] [INFO ] [CONFIGURE ] JOB ETA: 47.6m | Avg: 2.7s/test | Remaining: 1068 tests [2025-11-22T00:32:34.954100] [INFO ] [CONFIGURE ] PFL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:32:34.954132] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-22T00:32:35.178505] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:35.425794] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:35.648581] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:32:35.918572] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:36.136754] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:36.358469] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:36.577685] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:36.802063] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:37.033738] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:37.254781] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:37.254933] [INFO ] [CONFIGURE ] PFL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:32:37.254991] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 2.7s/test | Remaining: 1067 tests [2025-11-22T00:32:37.255025] [INFO ] [CONFIGURE ] PFL: Testing feature 20/29: add_price_rejection [2025-11-22T00:32:37.255056] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_price_rejection'] [2025-11-22T00:32:37.498349] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:37.736411] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:37.980899] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:38.227921] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:32:38.491939] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:38.745013] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:38.985076] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:39.223032] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:39.460942] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:39.697782] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:39.697935] [INFO ] [CONFIGURE ] PFL: DISCARDED add_price_rejection (score: 90.00%) [2025-11-22T00:32:39.697978] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 2.7s/test | Remaining: 1066 tests [2025-11-22T00:32:39.698014] [INFO ] [CONFIGURE ] PFL: Testing feature 21/29: add_range_position [2025-11-22T00:32:39.698046] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_range_position'] [2025-11-22T00:32:39.955103] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:32:40.212110] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:40.467516] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:32:40.728437] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:40.982146] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:41.246354] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:32:41.537163] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:41.804215] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:42.059882] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:42.316006] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:42.316164] [INFO ] [CONFIGURE ] PFL: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:32:42.316208] [INFO ] [CONFIGURE ] JOB ETA: 47.5m | Avg: 2.7s/test | Remaining: 1065 tests [2025-11-22T00:32:42.316244] [INFO ] [CONFIGURE ] PFL: Testing feature 22/29: add_realized_volatility [2025-11-22T00:32:42.316276] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_realized_volatility'] [2025-11-22T00:32:42.644713] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:42.974633] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:43.297667] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:43.625149] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:43.956040] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:32:44.288988] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:44.659868] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:32:45.010241] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:45.344422] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:45.675139] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:32:45.675295] [INFO ] [CONFIGURE ] PFL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-22T00:32:45.675338] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 2.7s/test | Remaining: 1064 tests [2025-11-22T00:32:45.675373] [INFO ] [CONFIGURE ] PFL: Testing feature 23/29: add_recent_range_context [2025-11-22T00:32:45.675404] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_recent_range_context'] [2025-11-22T00:32:45.906292] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:46.137612] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:46.372504] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:46.603403] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:46.838233] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:47.071215] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:32:47.310415] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:47.577524] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:47.818046] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:48.058743] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:48.058899] [INFO ] [CONFIGURE ] PFL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:32:48.058943] [INFO ] [CONFIGURE ] JOB ETA: 47.4m | Avg: 2.7s/test | Remaining: 1063 tests [2025-11-22T00:32:48.058977] [INFO ] [CONFIGURE ] PFL: Testing feature 24/29: add_rsi [2025-11-22T00:32:48.059009] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-22T00:32:48.339100] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:48.622125] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:48.901845] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:49.187998] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:49.509695] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:49.916480] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:50.242126] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:50.563168] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:50.850583] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:51.153133] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:51.153301] [INFO ] [CONFIGURE ] PFL: DISCARDED add_rsi (score: 80.00%) [2025-11-22T00:32:51.153346] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 2.7s/test | Remaining: 1062 tests [2025-11-22T00:32:51.153380] [INFO ] [CONFIGURE ] PFL: Testing feature 25/29: add_tick_distribution [2025-11-22T00:32:51.153451] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution'] [2025-11-22T00:32:51.387607] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:51.619173] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:51.861016] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:52.120087] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:32:52.356239] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:52.590936] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:52.827122] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:53.061836] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:53.299145] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:53.540243] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:53.540379] [INFO ] [CONFIGURE ] PFL: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-22T00:32:53.540423] [INFO ] [CONFIGURE ] JOB ETA: 47.3m | Avg: 2.7s/test | Remaining: 1061 tests [2025-11-22T00:32:53.540458] [INFO ] [CONFIGURE ] PFL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:32:53.540489] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-22T00:32:53.787073] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:54.041738] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:54.280991] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:54.519616] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:54.757438] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:55.002513] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:55.239202] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:32:55.475471] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:55.713462] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:55.956371] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:55.956521] [INFO ] [CONFIGURE ] PFL: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-22T00:32:55.956564] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 2.7s/test | Remaining: 1060 tests [2025-11-22T00:32:55.956599] [INFO ] [CONFIGURE ] PFL: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:32:55.956631] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-22T00:32:56.211663] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:56.471431] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:56.741053] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:57.016319] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:57.277411] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:32:57.545592] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:32:57.826141] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:32:58.089350] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:32:58.347817] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:32:58.597436] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:32:58.597610] [INFO ] [CONFIGURE ] PFL: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:32:58.597675] [INFO ] [CONFIGURE ] JOB ETA: 47.2m | Avg: 2.7s/test | Remaining: 1059 tests [2025-11-22T00:32:58.597713] [INFO ] [CONFIGURE ] PFL: Testing feature 28/29: add_volume_profile [2025-11-22T00:32:58.597747] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_profile'] [2025-11-22T00:32:58.829907] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:32:59.062584] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:32:59.295990] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:32:59.528152] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:32:59.791669] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:33:00.051722] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:00.291574] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:00.577629] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:01.377613] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:33:01.702454] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:33:01.702684] [INFO ] [CONFIGURE ] PFL: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:33:01.702752] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 2.7s/test | Remaining: 1058 tests [2025-11-22T00:33:01.702792] [INFO ] [CONFIGURE ] PFL: Testing feature 29/29: add_vwap [2025-11-22T00:33:01.702831] [INFO ] [CONFIGURE ] PFL: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_vwap'] [2025-11-22T00:33:01.950610] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:02.189887] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:02.430246] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:33:02.698075] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:02.947022] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:33:03.203303] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:03.445467] [DEBUG] [FORECASTER] PFL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:03.691915] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:03.938494] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:33:04.198252] [DEBUG] [FORECASTER] PFL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:33:04.198409] [INFO ] [CONFIGURE ] PFL: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:33:04.198453] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 2.7s/test | Remaining: 1057 tests [2025-11-22T00:33:04.198489] [INFO ] [CONFIGURE ] PFL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:33:04.198520] [INFO ] [CONFIGURE ] PFL: Best accuracy: 90.00% [2025-11-22T00:33:04.198552] [INFO ] [CONFIGURE ] PFL: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T00:33:04.198581] [INFO ] [CONFIGURE ] PFL: Improvement over baseline: 20.00% [2025-11-22T00:33:04.198607] [INFO ] [CONFIGURE ] PFL: Total time: 1.2 minutes [2025-11-22T00:33:04.198635] [INFO ] [CONFIGURE ] PFL: Average time per feature: 2.6 seconds [2025-11-22T00:33:04.198683] [INFO ] [CONFIGURE ] PFL: Average speed: 0.39 features/sec [2025-11-22T00:33:04.199007] [INFO ] [LOCAL ] Saved configuration for PFL: 2 features, 90.00% accuracy -> ./output/feature-sets/PFL.json [2025-11-22T00:33:04.199059] [INFO ] [CONFIGURE ] PFL: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-22T00:33:04.199105] [INFO ] [sig ] [57/93] Successfully configured PFL | 0.01 sym/s | Total: 1.2h | ETA: 47.3m [2025-11-22T00:33:04.199145] [INFO ] [sig ] [58/93] Configuring PFLT... [2025-11-22T00:33:04.199175] [INFO ] [CONFIGURE ] PFLT: Configurate test run. [2025-11-22T00:33:04.199204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'. [2025-11-22T00:33:04.211567] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFLT'. [2025-11-22T00:33:04.211895] [INFO ] [CONFIGURE ] PFLT: Testing with 29 available features [2025-11-22T00:33:04.211944] [INFO ] [CONFIGURE ] PFLT: Establishing baseline with no features... [2025-11-22T00:33:04.395216] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:04.565607] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:04.736146] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:04.905531] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:05.078869] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:05.249270] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:05.424040] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:05.595564] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:05.775071] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:05.944501] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:05.944669] [INFO ] [CONFIGURE ] PFLT: Baseline score (no features): 50.00% [2025-11-22T00:33:05.944714] [INFO ] [CONFIGURE ] PFLT: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:33:05.944749] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:33:06.148403] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:33:06.349605] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:33:06.548979] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:06.747733] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:06.951168] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:07.154347] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:07.365956] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:07.575716] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:07.787085] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:08.001300] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:08.001473] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:33:08.001517] [INFO ] [CONFIGURE ] JOB ETA: 47.1m | Avg: 2.7s/test | Remaining: 1056 tests [2025-11-22T00:33:08.001551] [INFO ] [CONFIGURE ] PFLT: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:33:08.001583] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:33:08.213293] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:33:08.427598] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:33:08.643001] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:08.885376] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:09.130319] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:09.357823] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:09.576394] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:09.802034] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:10.023087] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:10.247164] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:10.247358] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T00:33:10.247404] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 2.7s/test | Remaining: 1055 tests [2025-11-22T00:33:10.247438] [INFO ] [CONFIGURE ] PFLT: Testing feature 3/29: add_daily_returns [2025-11-22T00:33:10.247469] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns'] [2025-11-22T00:33:10.441948] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:10.639047] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:10.830067] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:11.027002] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:11.222220] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:11.423420] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:11.621946] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:11.858288] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:12.086417] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:12.272998] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:12.273163] [INFO ] [CONFIGURE ] PFLT: KEPT add_daily_returns (score: 60.00%) [2025-11-22T00:33:12.273206] [INFO ] [CONFIGURE ] JOB ETA: 47.0m | Avg: 2.7s/test | Remaining: 1054 tests [2025-11-22T00:33:12.273239] [INFO ] [CONFIGURE ] PFLT: Testing feature 4/29: add_ema [2025-11-22T00:33:12.273270] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-22T00:33:12.519232] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:12.770351] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:13.023589] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:13.281224] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:13.540156] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:13.797426] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:14.050089] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:14.302620] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:14.548123] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:14.823806] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:14.824021] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:33:14.824074] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 2.7s/test | Remaining: 1053 tests [2025-11-22T00:33:14.824109] [INFO ] [CONFIGURE ] PFLT: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:33:14.824140] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:33:15.068303] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:15.316918] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:33:15.558713] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:15.801735] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:16.054871] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:16.304716] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:16.568947] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:16.813857] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:17.056985] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:17.299941] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:17.300103] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:33:17.300146] [INFO ] [CONFIGURE ] JOB ETA: 46.9m | Avg: 2.7s/test | Remaining: 1052 tests [2025-11-22T00:33:17.300180] [INFO ] [CONFIGURE ] PFLT: Testing feature 6/29: add_failed_moves [2025-11-22T00:33:17.300211] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-22T00:33:17.510750] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:17.716081] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:33:17.921509] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:18.149169] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:18.364882] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:18.572332] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:18.791757] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:19.003592] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:19.212443] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:19.421255] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:19.421427] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:33:19.421470] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 2.7s/test | Remaining: 1051 tests [2025-11-22T00:33:19.421504] [INFO ] [CONFIGURE ] PFLT: Testing feature 7/29: add_lag_shelf [2025-11-22T00:33:19.421544] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-22T00:33:19.618451] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:19.813579] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:20.008518] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:20.203776] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:20.397465] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:20.599360] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:20.796081] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:20.990839] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:21.210305] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:21.406904] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:21.407090] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:33:21.407137] [INFO ] [CONFIGURE ] JOB ETA: 46.8m | Avg: 2.7s/test | Remaining: 1050 tests [2025-11-22T00:33:21.407170] [INFO ] [CONFIGURE ] PFLT: Testing feature 8/29: add_macd [2025-11-22T00:33:21.407201] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-22T00:33:21.709048] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:21.987447] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:33:22.256253] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:22.540254] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:22.827916] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:23.104702] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:23.397814] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:23.697050] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:24.018764] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:24.340939] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:24.341103] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:33:24.341198] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 2.7s/test | Remaining: 1049 tests [2025-11-22T00:33:24.341236] [INFO ] [CONFIGURE ] PFLT: Testing feature 9/29: add_mfi [2025-11-22T00:33:24.341268] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-22T00:33:24.552345] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:24.762781] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:33:24.978853] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:25.191492] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:25.404155] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:25.624290] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:25.841186] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:26.050438] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:26.266824] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:26.483183] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:26.483358] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_mfi (score: 40.00%) [2025-11-22T00:33:26.483403] [INFO ] [CONFIGURE ] JOB ETA: 46.7m | Avg: 2.7s/test | Remaining: 1048 tests [2025-11-22T00:33:26.483436] [INFO ] [CONFIGURE ] PFLT: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:33:26.483466] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:33:26.774428] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:27.068682] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:27.382848] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:27.681411] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:27.978737] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:28.276108] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:28.575379] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:28.863876] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:29.149132] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:29.441317] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:29.441490] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:33:29.441536] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 2.7s/test | Remaining: 1047 tests [2025-11-22T00:33:29.441571] [INFO ] [CONFIGURE ] PFLT: Testing feature 11/29: add_obv_daily [2025-11-22T00:33:29.441606] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-22T00:33:29.652592] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:29.873894] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:30.098203] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:30.341165] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:30.567133] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:30.792286] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:31.022874] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:31.252103] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:33:31.483129] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:31.710406] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:31.710568] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:33:31.710612] [INFO ] [CONFIGURE ] JOB ETA: 46.6m | Avg: 2.7s/test | Remaining: 1046 tests [2025-11-22T00:33:31.710667] [INFO ] [CONFIGURE ] PFLT: Testing feature 12/29: add_obv_interval [2025-11-22T00:33:31.710703] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-22T00:33:31.916784] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:32.120741] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:33:32.325512] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:32.532400] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:33:32.716814] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:32.902724] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:33.088434] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:33.304860] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:33.501322] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:33.697269] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:33.697434] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:33:33.697478] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 2.7s/test | Remaining: 1045 tests [2025-11-22T00:33:33.697512] [INFO ] [CONFIGURE ] PFLT: Testing feature 13/29: add_opening_strength [2025-11-22T00:33:33.697545] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-22T00:33:33.904623] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:34.113301] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:34.322567] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:34.526720] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:34.740557] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:34.949870] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:35.159274] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:35.398095] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:35.611383] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:35.822803] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:35.823008] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T00:33:35.823054] [INFO ] [CONFIGURE ] JOB ETA: 46.5m | Avg: 2.7s/test | Remaining: 1044 tests [2025-11-22T00:33:35.823092] [INFO ] [CONFIGURE ] PFLT: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:33:35.823147] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-22T00:33:36.033824] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:36.301596] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:36.608632] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:36.932474] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:37.239778] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:37.475801] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:37.694000] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:37.911469] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:38.131902] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:38.346386] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:38.346565] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:33:38.346609] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 2.7s/test | Remaining: 1043 tests [2025-11-22T00:33:38.346670] [INFO ] [CONFIGURE ] PFLT: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:33:38.346707] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-22T00:33:38.530158] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:38.721529] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:38.907180] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:39.093488] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:39.320696] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:39.506134] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:39.696771] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:39.887942] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:33:40.076566] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:33:40.266805] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:33:40.266956] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T00:33:40.267011] [INFO ] [CONFIGURE ] JOB ETA: 46.4m | Avg: 2.7s/test | Remaining: 1042 tests [2025-11-22T00:33:40.267046] [INFO ] [CONFIGURE ] PFLT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:33:40.267077] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-22T00:33:40.475041] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:40.684279] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:40.894094] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:41.108003] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:33:41.321128] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:41.535836] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:41.749203] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:41.965004] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:42.179185] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:42.409338] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:42.409510] [INFO ] [CONFIGURE ] PFLT: KEPT add_pbf_overnight_gap (score: 80.00%) [2025-11-22T00:33:42.409557] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 2.7s/test | Remaining: 1041 tests [2025-11-22T00:33:42.409592] [INFO ] [CONFIGURE ] PFLT: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:33:42.409624] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-22T00:33:42.645938] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:42.877340] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:43.108452] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:43.338914] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:43.569293] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:43.804187] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:44.067177] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:44.321724] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:44.560814] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:44.810133] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:44.810306] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:33:44.810350] [INFO ] [CONFIGURE ] JOB ETA: 46.3m | Avg: 2.7s/test | Remaining: 1040 tests [2025-11-22T00:33:44.810385] [INFO ] [CONFIGURE ] PFLT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:33:44.810418] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-22T00:33:45.016245] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:45.220101] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:45.445249] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:45.646201] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:33:45.848331] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:46.054987] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:46.261197] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:33:46.467951] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:46.677910] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:46.882047] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:46.882203] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-22T00:33:46.882245] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 2.7s/test | Remaining: 1039 tests [2025-11-22T00:33:46.882278] [INFO ] [CONFIGURE ] PFLT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:33:46.882309] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-22T00:33:47.090365] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:47.298856] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:47.509480] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:47.723136] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:33:47.936595] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:48.146822] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:48.409761] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:48.631216] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:48.850187] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:49.083676] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:49.083840] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-22T00:33:49.083885] [INFO ] [CONFIGURE ] JOB ETA: 46.2m | Avg: 2.7s/test | Remaining: 1038 tests [2025-11-22T00:33:49.083919] [INFO ] [CONFIGURE ] PFLT: Testing feature 20/29: add_price_rejection [2025-11-22T00:33:49.083951] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-22T00:33:49.307863] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:49.530755] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:49.756782] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:49.986433] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:50.229391] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:50.450332] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:50.677791] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:50.909219] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:51.131358] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:51.378284] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:51.378445] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:33:51.378490] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 2.7s/test | Remaining: 1037 tests [2025-11-22T00:33:51.378526] [INFO ] [CONFIGURE ] PFLT: Testing feature 21/29: add_range_position [2025-11-22T00:33:51.378558] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_range_position'] [2025-11-22T00:33:51.607106] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:51.841090] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:52.080638] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:52.317919] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:52.559780] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:52.804534] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:53.045454] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:53.287259] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:53.526836] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:53.776498] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:53.776673] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_range_position (score: 70.00%) [2025-11-22T00:33:53.776719] [INFO ] [CONFIGURE ] JOB ETA: 46.1m | Avg: 2.7s/test | Remaining: 1036 tests [2025-11-22T00:33:53.776753] [INFO ] [CONFIGURE ] PFLT: Testing feature 22/29: add_realized_volatility [2025-11-22T00:33:53.776785] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-22T00:33:54.109745] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:54.464032] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:54.788253] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:55.118523] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:55.457434] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:55.801812] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:33:56.151407] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:56.499819] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:56.845560] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:57.197857] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:57.198109] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-22T00:33:57.198154] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 2.7s/test | Remaining: 1035 tests [2025-11-22T00:33:57.198189] [INFO ] [CONFIGURE ] PFLT: Testing feature 23/29: add_recent_range_context [2025-11-22T00:33:57.198321] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-22T00:33:57.489927] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:33:57.728337] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:33:57.965866] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:33:58.188815] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:33:58.429187] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:33:58.670010] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:33:58.911823] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:33:59.153958] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:33:59.391122] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:33:59.638052] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:33:59.638209] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:33:59.638254] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 2.7s/test | Remaining: 1034 tests [2025-11-22T00:33:59.638287] [INFO ] [CONFIGURE ] PFLT: Testing feature 24/29: add_rsi [2025-11-22T00:33:59.638320] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-22T00:33:59.927820] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:34:00.221504] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:00.565344] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:01.609288] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:34:01.906472] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:02.207932] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:34:02.504107] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:02.807266] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:03.100809] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:34:03.393256] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:34:03.393430] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_rsi (score: 80.00%) [2025-11-22T00:34:03.393476] [INFO ] [CONFIGURE ] JOB ETA: 46.0m | Avg: 2.7s/test | Remaining: 1033 tests [2025-11-22T00:34:03.393511] [INFO ] [CONFIGURE ] PFLT: Testing feature 25/29: add_tick_distribution [2025-11-22T00:34:03.393543] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-22T00:34:03.654211] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:34:03.902141] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:34:04.145326] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:04.380158] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:04.613391] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:04.851126] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:34:05.086147] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:05.329433] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:05.567067] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:34:05.809303] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:34:05.809458] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:34:05.809504] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 2.7s/test | Remaining: 1032 tests [2025-11-22T00:34:05.809540] [INFO ] [CONFIGURE ] PFLT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:34:05.809572] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-22T00:34:06.094530] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:34:06.333882] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:06.638843] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:06.880206] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:07.130864] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:07.379957] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:34:07.630421] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:07.885130] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:08.141731] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:34:08.387994] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:34:08.388149] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:34:08.388196] [INFO ] [CONFIGURE ] JOB ETA: 45.9m | Avg: 2.7s/test | Remaining: 1031 tests [2025-11-22T00:34:08.388230] [INFO ] [CONFIGURE ] PFLT: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:34:08.388261] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-22T00:34:08.639712] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:34:08.868457] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:09.108609] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:09.331453] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:34:09.603116] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:09.829081] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:10.057683] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:10.288621] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:10.524987] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:34:10.749095] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:34:10.749258] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-22T00:34:10.749303] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 2.7s/test | Remaining: 1030 tests [2025-11-22T00:34:10.749336] [INFO ] [CONFIGURE ] PFLT: Testing feature 28/29: add_volume_profile [2025-11-22T00:34:10.749366] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-22T00:34:10.970606] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:34:11.194935] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:11.420249] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:11.645341] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:34:11.878775] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:12.113827] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:34:12.356242] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:12.634955] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:12.860055] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:34:13.109222] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:34:13.109393] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:34:13.109439] [INFO ] [CONFIGURE ] JOB ETA: 45.8m | Avg: 2.7s/test | Remaining: 1029 tests [2025-11-22T00:34:13.109474] [INFO ] [CONFIGURE ] PFLT: Testing feature 29/29: add_vwap [2025-11-22T00:34:13.109506] [INFO ] [CONFIGURE ] PFLT: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap', 'add_vwap'] [2025-11-22T00:34:13.335622] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:34:13.558859] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:34:13.784811] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:14.021518] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:14.246356] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:14.484207] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:34:14.724209] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:14.953152] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:15.183216] [DEBUG] [FORECASTER] PFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:34:15.434965] [DEBUG] [FORECASTER] PFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:34:15.435122] [INFO ] [CONFIGURE ] PFLT: DISCARDED add_vwap (score: 50.00%) [2025-11-22T00:34:15.435165] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 2.7s/test | Remaining: 1028 tests [2025-11-22T00:34:15.435200] [INFO ] [CONFIGURE ] PFLT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:34:15.435229] [INFO ] [CONFIGURE ] PFLT: Best accuracy: 80.00% [2025-11-22T00:34:15.435260] [INFO ] [CONFIGURE ] PFLT: Best feature set (2 features): ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-22T00:34:15.435287] [INFO ] [CONFIGURE ] PFLT: Improvement over baseline: 30.00% [2025-11-22T00:34:15.435313] [INFO ] [CONFIGURE ] PFLT: Total time: 1.2 minutes [2025-11-22T00:34:15.435339] [INFO ] [CONFIGURE ] PFLT: Average time per feature: 2.4 seconds [2025-11-22T00:34:15.435365] [INFO ] [CONFIGURE ] PFLT: Average speed: 0.42 features/sec [2025-11-22T00:34:15.435707] [INFO ] [LOCAL ] Saved configuration for PFLT: 2 features, 80.00% accuracy -> ./output/feature-sets/PFLT.json [2025-11-22T00:34:15.435752] [INFO ] [CONFIGURE ] PFLT: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-22T00:34:15.435788] [INFO ] [sig ] [58/93] Successfully configured PFLT | 0.01 sym/s | Total: 1.3h | ETA: 45.9m [2025-11-22T00:34:15.435820] [INFO ] [sig ] [59/93] Configuring PFN... [2025-11-22T00:34:15.435847] [INFO ] [CONFIGURE ] PFN: Configurate test run. [2025-11-22T00:34:15.435875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-11-22T00:34:15.448984] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFN'. [2025-11-22T00:34:15.449502] [INFO ] [CONFIGURE ] PFN: Testing with 29 available features [2025-11-22T00:34:15.449556] [INFO ] [CONFIGURE ] PFN: Establishing baseline with no features... [2025-11-22T00:34:15.671395] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:15.841333] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:16.007353] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:16.175613] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:16.348114] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:16.516667] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:34:16.695465] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:16.877604] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:34:17.056244] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:17.234074] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:34:17.234241] [INFO ] [CONFIGURE ] PFN: Baseline score (no features): 50.00% [2025-11-22T00:34:17.234285] [INFO ] [CONFIGURE ] PFN: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:34:17.234376] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:34:17.450808] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:17.659815] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:17.869881] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:18.084216] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:18.298843] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:18.519671] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:18.753435] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:18.966821] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:34:19.175356] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:19.385459] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:19.385633] [INFO ] [CONFIGURE ] PFN: KEPT add_bollinger_bands (score: 70.00%) [2025-11-22T00:34:19.385699] [INFO ] [CONFIGURE ] JOB ETA: 45.7m | Avg: 2.7s/test | Remaining: 1027 tests [2025-11-22T00:34:19.385735] [INFO ] [CONFIGURE ] PFN: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:34:19.385769] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:34:19.621231] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:19.849853] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:20.082395] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:34:20.313446] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:20.544562] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:20.775304] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:21.003199] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:21.234791] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:34:21.466246] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:21.744339] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:34:21.744485] [INFO ] [CONFIGURE ] PFN: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T00:34:21.744528] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 2.7s/test | Remaining: 1026 tests [2025-11-22T00:34:21.744561] [INFO ] [CONFIGURE ] PFN: Testing feature 3/29: add_daily_returns [2025-11-22T00:34:21.744592] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:34:21.953144] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:34:22.162254] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:34:22.370057] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:22.576827] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:22.791103] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:22.999590] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:23.211444] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:23.427998] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:34:23.652417] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:23.884969] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:23.885116] [INFO ] [CONFIGURE ] PFN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:34:23.885160] [INFO ] [CONFIGURE ] JOB ETA: 45.6m | Avg: 2.7s/test | Remaining: 1025 tests [2025-11-22T00:34:23.885195] [INFO ] [CONFIGURE ] PFN: Testing feature 4/29: add_ema [2025-11-22T00:34:23.885227] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:34:24.154452] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:24.422018] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:24.743717] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:25.003853] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:25.267287] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:25.514938] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:25.764189] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:26.010939] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:26.258484] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:26.508699] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:26.508866] [INFO ] [CONFIGURE ] PFN: KEPT add_ema (score: 80.00%) [2025-11-22T00:34:26.508911] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 2.7s/test | Remaining: 1024 tests [2025-11-22T00:34:26.508944] [INFO ] [CONFIGURE ] PFN: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:34:26.508976] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:34:26.801521] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:27.111960] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:27.411808] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:27.750268] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:34:28.051304] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:28.346770] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:28.638227] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:28.931132] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:29.245380] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:29.543836] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:29.544005] [INFO ] [CONFIGURE ] PFN: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-22T00:34:29.544051] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 2.7s/test | Remaining: 1023 tests [2025-11-22T00:34:29.544088] [INFO ] [CONFIGURE ] PFN: Testing feature 6/29: add_failed_moves [2025-11-22T00:34:29.544121] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-22T00:34:29.804057] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:30.079315] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:30.336124] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:30.591271] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:34:30.886044] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:31.168442] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:31.447535] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:31.728818] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:32.002287] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:32.285060] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:32.285236] [INFO ] [CONFIGURE ] PFN: KEPT add_failed_moves (score: 90.00%) [2025-11-22T00:34:32.285288] [INFO ] [CONFIGURE ] JOB ETA: 45.5m | Avg: 2.7s/test | Remaining: 1022 tests [2025-11-22T00:34:32.285322] [INFO ] [CONFIGURE ] PFN: Testing feature 7/29: add_lag_shelf [2025-11-22T00:34:32.285353] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_lag_shelf'] [2025-11-22T00:34:32.552270] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:32.820941] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:33.092739] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:33.349795] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:34:33.608387] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:33.899852] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:34.158879] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:34.423903] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:34.682132] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:34.942544] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:34.942714] [INFO ] [CONFIGURE ] PFN: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-22T00:34:34.942758] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 2.7s/test | Remaining: 1021 tests [2025-11-22T00:34:34.942793] [INFO ] [CONFIGURE ] PFN: Testing feature 8/29: add_macd [2025-11-22T00:34:34.942824] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-22T00:34:35.262761] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:35.584544] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:35.905070] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:34:36.220844] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:36.555731] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:36.923925] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:37.249216] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:37.569707] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:37.892181] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:38.212081] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:38.212283] [INFO ] [CONFIGURE ] PFN: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:34:38.212328] [INFO ] [CONFIGURE ] JOB ETA: 45.4m | Avg: 2.7s/test | Remaining: 1020 tests [2025-11-22T00:34:38.212363] [INFO ] [CONFIGURE ] PFN: Testing feature 9/29: add_mfi [2025-11-22T00:34:38.212394] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_mfi'] [2025-11-22T00:34:38.483011] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:38.758595] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:39.035285] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:39.314361] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:34:39.586429] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:39.913163] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:40.192608] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:40.469468] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:40.750223] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:41.026232] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:41.026399] [INFO ] [CONFIGURE ] PFN: DISCARDED add_mfi (score: 90.00%) [2025-11-22T00:34:41.026444] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 2.7s/test | Remaining: 1019 tests [2025-11-22T00:34:41.026479] [INFO ] [CONFIGURE ] PFN: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:34:41.026510] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:34:41.360235] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:34:41.696502] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:42.074858] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:42.439503] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:42.806583] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:43.192145] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:43.547133] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:44.010446] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:34:44.440072] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:44.799728] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:44.799919] [INFO ] [CONFIGURE ] PFN: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-22T00:34:44.799964] [INFO ] [CONFIGURE ] JOB ETA: 45.3m | Avg: 2.7s/test | Remaining: 1018 tests [2025-11-22T00:34:44.799998] [INFO ] [CONFIGURE ] PFN: Testing feature 11/29: add_obv_daily [2025-11-22T00:34:44.800030] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily'] [2025-11-22T00:34:45.092924] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:45.376143] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:45.666336] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:34:45.996936] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:46.304607] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:34:46.615353] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:46.904836] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:47.196438] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:47.496790] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:47.793091] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:47.793241] [INFO ] [CONFIGURE ] PFN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:34:47.793282] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 2.7s/test | Remaining: 1017 tests [2025-11-22T00:34:47.793316] [INFO ] [CONFIGURE ] PFN: Testing feature 12/29: add_obv_interval [2025-11-22T00:34:47.793347] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_interval'] [2025-11-22T00:34:48.076311] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:48.362851] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:48.667881] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:48.997597] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:49.283629] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:49.582254] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:49.873495] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:50.158931] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:50.444461] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:50.736865] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:50.737077] [INFO ] [CONFIGURE ] PFN: DISCARDED add_obv_interval (score: 70.00%) [2025-11-22T00:34:50.737121] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 2.7s/test | Remaining: 1016 tests [2025-11-22T00:34:50.737156] [INFO ] [CONFIGURE ] PFN: Testing feature 13/29: add_opening_strength [2025-11-22T00:34:50.737188] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:34:51.054255] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:51.372875] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:51.680436] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:52.034118] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:52.350801] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:52.664464] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:52.975238] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:34:53.273955] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:53.574522] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:53.875782] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:53.875943] [INFO ] [CONFIGURE ] PFN: DISCARDED add_opening_strength (score: 80.00%) [2025-11-22T00:34:53.875986] [INFO ] [CONFIGURE ] JOB ETA: 45.2m | Avg: 2.7s/test | Remaining: 1015 tests [2025-11-22T00:34:53.876087] [INFO ] [CONFIGURE ] PFN: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:34:53.876125] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-22T00:34:54.171890] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:54.466616] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:54.761371] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:55.086138] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:55.377176] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:55.662450] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:55.953749] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:56.235700] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:34:56.523950] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:56.810192] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:56.810344] [INFO ] [CONFIGURE ] PFN: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:34:56.810385] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 2.7s/test | Remaining: 1014 tests [2025-11-22T00:34:56.810419] [INFO ] [CONFIGURE ] PFN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:34:56.810450] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-22T00:34:57.072274] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:34:57.339338] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:34:57.603382] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:34:57.873490] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:34:58.136475] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:34:58.401273] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:34:58.675063] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:34:58.943434] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:34:59.221087] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:34:59.486102] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:34:59.486255] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:34:59.486298] [INFO ] [CONFIGURE ] JOB ETA: 45.1m | Avg: 2.7s/test | Remaining: 1013 tests [2025-11-22T00:34:59.486333] [INFO ] [CONFIGURE ] PFN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:34:59.486364] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-22T00:34:59.749564] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:00.013030] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:00.276206] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:35:00.543809] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:01.421399] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:01.859942] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:02.145099] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:35:02.416552] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:35:02.683304] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:02.946045] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:02.946217] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:35:02.946259] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 2.7s/test | Remaining: 1012 tests [2025-11-22T00:35:02.946294] [INFO ] [CONFIGURE ] PFN: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:35:02.946326] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-22T00:35:03.228662] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:03.504557] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:03.793156] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:04.110560] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:04.398808] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:04.687475] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:04.968470] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:35:05.252054] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:35:05.530870] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:05.814210] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:05.814397] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:35:05.814441] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 2.7s/test | Remaining: 1011 tests [2025-11-22T00:35:05.814476] [INFO ] [CONFIGURE ] PFN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:35:05.814508] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-22T00:35:06.123320] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:06.400188] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:06.667905] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:06.939384] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:07.235128] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:07.516946] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:07.795698] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:08.076748] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:35:08.344889] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:08.618446] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:08.618685] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-22T00:35:08.618734] [INFO ] [CONFIGURE ] JOB ETA: 45.0m | Avg: 2.7s/test | Remaining: 1010 tests [2025-11-22T00:35:08.618771] [INFO ] [CONFIGURE ] PFN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:35:08.618834] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-22T00:35:08.880748] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:09.141129] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:09.392129] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:09.648489] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:09.902928] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:10.204326] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:10.475691] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:10.744893] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:35:11.008338] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:11.275200] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:11.275368] [INFO ] [CONFIGURE ] PFN: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-22T00:35:11.275415] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 2.7s/test | Remaining: 1009 tests [2025-11-22T00:35:11.275452] [INFO ] [CONFIGURE ] PFN: Testing feature 20/29: add_price_rejection [2025-11-22T00:35:11.275482] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_price_rejection'] [2025-11-22T00:35:11.584978] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:11.888916] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:12.189831] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:35:12.496497] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:12.837627] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:13.194133] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:13.501747] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:13.811361] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:35:14.122589] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:14.436728] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:14.436901] [INFO ] [CONFIGURE ] PFN: DISCARDED add_price_rejection (score: 80.00%) [2025-11-22T00:35:14.436991] [INFO ] [CONFIGURE ] JOB ETA: 44.9m | Avg: 2.7s/test | Remaining: 1008 tests [2025-11-22T00:35:14.437028] [INFO ] [CONFIGURE ] PFN: Testing feature 21/29: add_range_position [2025-11-22T00:35:14.437060] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_range_position'] [2025-11-22T00:35:14.752493] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:15.051874] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:15.338847] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:15.636454] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:15.937308] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:16.295367] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:16.586839] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:16.861977] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:35:17.177227] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:17.489413] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:17.489579] [INFO ] [CONFIGURE ] PFN: DISCARDED add_range_position (score: 70.00%) [2025-11-22T00:35:17.489624] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 2.7s/test | Remaining: 1007 tests [2025-11-22T00:35:17.489683] [INFO ] [CONFIGURE ] PFN: Testing feature 22/29: add_realized_volatility [2025-11-22T00:35:17.489719] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_realized_volatility'] [2025-11-22T00:35:17.900590] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:18.303977] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:18.702594] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:19.101168] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:19.499226] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:19.904714] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:20.306380] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:35:20.717018] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:35:21.120765] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:21.523790] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:21.523990] [INFO ] [CONFIGURE ] PFN: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-22T00:35:21.524035] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 2.7s/test | Remaining: 1006 tests [2025-11-22T00:35:21.524069] [INFO ] [CONFIGURE ] PFN: Testing feature 23/29: add_recent_range_context [2025-11-22T00:35:21.524101] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_recent_range_context'] [2025-11-22T00:35:21.824369] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:22.126035] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:22.433796] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:35:22.738639] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:23.046444] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:23.354256] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:23.669859] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:23.980852] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:35:24.290041] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:24.601950] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:24.602130] [INFO ] [CONFIGURE ] PFN: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-22T00:35:24.602174] [INFO ] [CONFIGURE ] JOB ETA: 44.8m | Avg: 2.7s/test | Remaining: 1005 tests [2025-11-22T00:35:24.602209] [INFO ] [CONFIGURE ] PFN: Testing feature 24/29: add_rsi [2025-11-22T00:35:24.602241] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_rsi'] [2025-11-22T00:35:24.907576] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:25.233341] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:25.542897] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:35:25.856370] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:26.168960] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:26.487312] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:26.794986] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:27.100843] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:35:27.424241] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:27.743840] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:27.744011] [INFO ] [CONFIGURE ] PFN: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:35:27.744054] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 2.7s/test | Remaining: 1004 tests [2025-11-22T00:35:27.744088] [INFO ] [CONFIGURE ] PFN: Testing feature 25/29: add_tick_distribution [2025-11-22T00:35:27.744119] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_tick_distribution'] [2025-11-22T00:35:28.034337] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:28.378522] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:28.671576] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:28.968854] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:29.256485] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:29.555158] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:29.834355] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:35:30.119406] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:35:30.395636] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:30.681208] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:30.681389] [INFO ] [CONFIGURE ] PFN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:35:30.681433] [INFO ] [CONFIGURE ] JOB ETA: 44.7m | Avg: 2.7s/test | Remaining: 1003 tests [2025-11-22T00:35:30.681469] [INFO ] [CONFIGURE ] PFN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:35:30.681503] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-22T00:35:30.994672] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:31.452525] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:31.836011] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:32.115580] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:32.378150] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:32.644360] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:32.913496] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:33.183138] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:35:33.453886] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:33.738172] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:33.738322] [INFO ] [CONFIGURE ] PFN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:35:33.738364] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 2.7s/test | Remaining: 1002 tests [2025-11-22T00:35:33.738397] [INFO ] [CONFIGURE ] PFN: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:35:33.738427] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-22T00:35:34.016248] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:34.300035] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:34.598798] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:34.906433] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:35.212702] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:35.520135] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:35.826003] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:35:36.171244] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:35:36.483744] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:36.789866] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:36.790024] [INFO ] [CONFIGURE ] PFN: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-22T00:35:36.790067] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 2.7s/test | Remaining: 1001 tests [2025-11-22T00:35:36.790100] [INFO ] [CONFIGURE ] PFN: Testing feature 28/29: add_volume_profile [2025-11-22T00:35:36.790132] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_volume_profile'] [2025-11-22T00:35:37.065793] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:37.399745] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:37.700772] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:37.978763] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:38.243742] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:38.515475] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:38.782682] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:35:39.054477] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:35:39.323414] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:39.596221] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:39.596400] [INFO ] [CONFIGURE ] PFN: DISCARDED add_volume_profile (score: 80.00%) [2025-11-22T00:35:39.596447] [INFO ] [CONFIGURE ] JOB ETA: 44.6m | Avg: 2.7s/test | Remaining: 1000 tests [2025-11-22T00:35:39.596486] [INFO ] [CONFIGURE ] PFN: Testing feature 29/29: add_vwap [2025-11-22T00:35:39.596521] [INFO ] [CONFIGURE ] PFN: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_vwap'] [2025-11-22T00:35:39.864117] [DEBUG] [FORECASTER] PFN: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:40.137389] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:35:40.451859] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:35:40.721233] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:40.988834] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:41.257118] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:41.521769] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:41.794349] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:35:42.064364] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:35:42.333430] [DEBUG] [FORECASTER] PFN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:35:42.333596] [INFO ] [CONFIGURE ] PFN: DISCARDED add_vwap (score: 90.00%) [2025-11-22T00:35:42.333658] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 2.7s/test | Remaining: 999 tests [2025-11-22T00:35:42.333717] [INFO ] [CONFIGURE ] PFN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:35:42.333750] [INFO ] [CONFIGURE ] PFN: Best accuracy: 90.00% [2025-11-22T00:35:42.333783] [INFO ] [CONFIGURE ] PFN: Best feature set (3 features): ['add_bollinger_bands', 'add_ema', 'add_failed_moves'] [2025-11-22T00:35:42.333825] [INFO ] [CONFIGURE ] PFN: Improvement over baseline: 40.00% [2025-11-22T00:35:42.333857] [INFO ] [CONFIGURE ] PFN: Total time: 1.4 minutes [2025-11-22T00:35:42.333886] [INFO ] [CONFIGURE ] PFN: Average time per feature: 2.9 seconds [2025-11-22T00:35:42.333914] [INFO ] [CONFIGURE ] PFN: Average speed: 0.34 features/sec [2025-11-22T00:35:42.334320] [INFO ] [LOCAL ] Saved configuration for PFN: 3 features, 90.00% accuracy -> ./output/feature-sets/PFN.json [2025-11-22T00:35:42.334391] [INFO ] [CONFIGURE ] PFN: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-22T00:35:42.334429] [INFO ] [sig ] [59/93] Successfully configured PFN | 0.01 sym/s | Total: 1.3h | ETA: 44.7m [2025-11-22T00:35:42.334460] [INFO ] [sig ] [60/93] Configuring PFO... [2025-11-22T00:35:42.334489] [INFO ] [CONFIGURE ] PFO: Configurate test run. [2025-11-22T00:35:42.334517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-11-22T00:35:42.345851] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFO'. [2025-11-22T00:35:42.346217] [INFO ] [CONFIGURE ] PFO: Testing with 29 available features [2025-11-22T00:35:42.346266] [INFO ] [CONFIGURE ] PFO: Establishing baseline with no features... [2025-11-22T00:35:42.516504] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:35:42.682324] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:35:42.848301] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:35:43.012017] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:43.176681] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:43.340915] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:35:43.533079] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:43.703080] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:35:43.873607] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:35:44.044317] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:35:44.044457] [INFO ] [CONFIGURE ] PFO: Baseline score (no features): 50.00% [2025-11-22T00:35:44.044552] [INFO ] [CONFIGURE ] PFO: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:35:44.044590] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:35:44.243903] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:44.441582] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:35:44.643003] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:35:44.842757] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:45.043877] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:45.248800] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:35:45.449921] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:45.651724] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:35:45.850164] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:35:46.052272] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:35:46.052440] [INFO ] [CONFIGURE ] PFO: KEPT add_bollinger_bands (score: 60.00%) [2025-11-22T00:35:46.052486] [INFO ] [CONFIGURE ] JOB ETA: 44.5m | Avg: 2.7s/test | Remaining: 998 tests [2025-11-22T00:35:46.052520] [INFO ] [CONFIGURE ] PFO: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:35:46.052555] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:35:46.278988] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:46.561628] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:35:46.786157] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:35:47.014443] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:35:47.240490] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:35:47.474148] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:35:47.708002] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:47.941994] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:35:48.170226] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:35:48.401368] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:35:48.401523] [INFO ] [CONFIGURE ] PFO: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:35:48.401571] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 2.7s/test | Remaining: 997 tests [2025-11-22T00:35:48.401607] [INFO ] [CONFIGURE ] PFO: Testing feature 3/29: add_daily_returns [2025-11-22T00:35:48.401673] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:35:48.611951] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:48.825413] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:35:49.040514] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:35:49.248344] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:49.490595] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:35:49.700210] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:35:49.911849] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:50.131685] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:35:50.341630] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:35:50.552058] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:35:50.552232] [INFO ] [CONFIGURE ] PFO: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:35:50.552276] [INFO ] [CONFIGURE ] JOB ETA: 44.4m | Avg: 2.7s/test | Remaining: 996 tests [2025-11-22T00:35:50.552313] [INFO ] [CONFIGURE ] PFO: Testing feature 4/29: add_ema [2025-11-22T00:35:50.552349] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:35:50.791743] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:51.032691] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:35:51.272111] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:35:51.511412] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:51.761922] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:35:52.006347] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:35:52.249491] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:52.520365] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:35:52.767383] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:35:53.013755] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:35:53.013921] [INFO ] [CONFIGURE ] PFO: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:35:53.013969] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 2.7s/test | Remaining: 995 tests [2025-11-22T00:35:53.014004] [INFO ] [CONFIGURE ] PFO: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:35:53.014035] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:35:53.258124] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:53.511670] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:35:53.761427] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:35:54.003925] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:54.248371] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:35:54.496914] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:35:54.747949] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:54.997681] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:35:55.242501] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:35:55.506025] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:35:55.506181] [INFO ] [CONFIGURE ] PFO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:35:55.506224] [INFO ] [CONFIGURE ] JOB ETA: 44.3m | Avg: 2.7s/test | Remaining: 994 tests [2025-11-22T00:35:55.506257] [INFO ] [CONFIGURE ] PFO: Testing feature 6/29: add_failed_moves [2025-11-22T00:35:55.506288] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:35:55.709855] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:55.913397] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:35:56.117668] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:35:56.321635] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:56.525189] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:56.730678] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:35:56.936691] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:57.144311] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:35:57.353055] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:35:57.565504] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:35:57.565672] [INFO ] [CONFIGURE ] PFO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:35:57.565718] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 2.7s/test | Remaining: 993 tests [2025-11-22T00:35:57.565751] [INFO ] [CONFIGURE ] PFO: Testing feature 7/29: add_lag_shelf [2025-11-22T00:35:57.565782] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:35:57.757598] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:35:57.948287] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:35:58.140532] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:35:58.336079] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:35:58.559591] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:35:58.760473] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:35:58.961900] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:35:59.163530] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:35:59.364724] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:35:59.567432] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:35:59.567582] [INFO ] [CONFIGURE ] PFO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:35:59.567625] [INFO ] [CONFIGURE ] JOB ETA: 44.2m | Avg: 2.7s/test | Remaining: 992 tests [2025-11-22T00:35:59.567678] [INFO ] [CONFIGURE ] PFO: Testing feature 8/29: add_macd [2025-11-22T00:35:59.567712] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:35:59.852846] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:00.141631] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:00.419247] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:36:00.699913] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:36:01.761403] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:02.046055] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:02.328550] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:02.617145] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:36:02.909680] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:03.194660] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:03.194845] [INFO ] [CONFIGURE ] PFO: DISCARDED add_macd (score: 40.00%) [2025-11-22T00:36:03.194889] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 2.7s/test | Remaining: 991 tests [2025-11-22T00:36:03.194923] [INFO ] [CONFIGURE ] PFO: Testing feature 9/29: add_mfi [2025-11-22T00:36:03.194954] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T00:36:03.397167] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:03.604084] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:03.817066] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:04.030280] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:04.251219] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:36:04.472094] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:04.706313] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:04.911370] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:05.116399] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:05.320096] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:05.320273] [INFO ] [CONFIGURE ] PFO: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:36:05.320317] [INFO ] [CONFIGURE ] JOB ETA: 44.1m | Avg: 2.7s/test | Remaining: 990 tests [2025-11-22T00:36:05.320352] [INFO ] [CONFIGURE ] PFO: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:36:05.320383] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:36:05.609448] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:05.898301] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:06.218884] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:06.509484] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:06.796592] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:07.085417] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:07.374824] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:07.696442] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:08.026394] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:08.337357] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:08.337527] [INFO ] [CONFIGURE ] PFO: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:36:08.337574] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 2.7s/test | Remaining: 989 tests [2025-11-22T00:36:08.337608] [INFO ] [CONFIGURE ] PFO: Testing feature 11/29: add_obv_daily [2025-11-22T00:36:08.337664] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T00:36:08.556124] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:08.771378] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:08.986037] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:36:09.199351] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:09.405471] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:09.612332] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:09.826142] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:10.046412] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:10.259400] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:36:10.469480] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:10.469661] [INFO ] [CONFIGURE ] PFO: DISCARDED add_obv_daily (score: 30.00%) [2025-11-22T00:36:10.469711] [INFO ] [CONFIGURE ] JOB ETA: 44.0m | Avg: 2.7s/test | Remaining: 988 tests [2025-11-22T00:36:10.469747] [INFO ] [CONFIGURE ] PFO: Testing feature 12/29: add_obv_interval [2025-11-22T00:36:10.469780] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T00:36:10.726636] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:10.941829] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:11.153445] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:11.367552] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:11.593562] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:11.809479] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:12.028570] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:12.241827] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:12.458343] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:12.676277] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:12.676448] [INFO ] [CONFIGURE ] PFO: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T00:36:12.676494] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 2.7s/test | Remaining: 987 tests [2025-11-22T00:36:12.676530] [INFO ] [CONFIGURE ] PFO: Testing feature 13/29: add_opening_strength [2025-11-22T00:36:12.676563] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:36:12.901535] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:13.124785] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:13.347162] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:13.570363] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:13.843453] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:36:14.092334] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:14.344522] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:14.593763] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:14.853814] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:15.108881] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:15.109036] [INFO ] [CONFIGURE ] PFO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:36:15.109080] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 2.7s/test | Remaining: 986 tests [2025-11-22T00:36:15.109121] [INFO ] [CONFIGURE ] PFO: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:36:15.109177] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T00:36:15.348301] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:36:15.594060] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:15.838941] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:16.085509] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:16.306473] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:16.535763] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:16.801768] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:17.026245] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:17.250796] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:36:17.480543] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:17.481605] [INFO ] [CONFIGURE ] PFO: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-22T00:36:17.481666] [INFO ] [CONFIGURE ] JOB ETA: 43.9m | Avg: 2.7s/test | Remaining: 985 tests [2025-11-22T00:36:17.481704] [INFO ] [CONFIGURE ] PFO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:36:17.481736] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T00:36:17.682582] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:17.878081] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:18.082557] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:18.279120] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:18.475456] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:18.679913] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:18.879455] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:19.082087] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:19.283699] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:36:19.484460] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:19.484601] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T00:36:19.484668] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 2.7s/test | Remaining: 984 tests [2025-11-22T00:36:19.484705] [INFO ] [CONFIGURE ] PFO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:36:19.484738] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T00:36:19.727086] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:19.958525] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:20.199770] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:20.443293] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:20.685122] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:20.922455] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:21.146501] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:21.371705] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:36:21.608131] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:21.839357] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:21.839521] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:36:21.839568] [INFO ] [CONFIGURE ] JOB ETA: 43.8m | Avg: 2.7s/test | Remaining: 983 tests [2025-11-22T00:36:21.839604] [INFO ] [CONFIGURE ] PFO: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:36:21.839635] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T00:36:22.066447] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:22.292093] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:22.532084] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:22.800240] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:23.031271] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:23.316459] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:23.622608] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:23.895528] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:36:24.130241] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:24.361418] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:24.361569] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:36:24.361616] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 2.7s/test | Remaining: 982 tests [2025-11-22T00:36:24.361680] [INFO ] [CONFIGURE ] PFO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:36:24.361724] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-22T00:36:24.562434] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:36:24.762117] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:24.957855] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:25.152281] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:25.353228] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:25.547991] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:25.765539] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:25.964886] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:26.154036] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:26.346867] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:26.347025] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-22T00:36:26.347071] [INFO ] [CONFIGURE ] JOB ETA: 43.7m | Avg: 2.7s/test | Remaining: 981 tests [2025-11-22T00:36:26.347104] [INFO ] [CONFIGURE ] PFO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:36:26.347262] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-22T00:36:26.542988] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:26.734014] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:26.928930] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:27.129862] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:27.330612] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:36:27.527462] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:27.729292] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:27.928672] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:28.133295] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:28.342742] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:28.342897] [INFO ] [CONFIGURE ] PFO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T00:36:28.342941] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 2.7s/test | Remaining: 980 tests [2025-11-22T00:36:28.342976] [INFO ] [CONFIGURE ] PFO: Testing feature 20/29: add_price_rejection [2025-11-22T00:36:28.343008] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-22T00:36:28.561222] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:36:28.804097] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:29.025043] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:29.247014] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:29.471808] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:29.696328] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:29.915025] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:30.134674] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:30.351496] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:30.578210] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:36:30.578402] [INFO ] [CONFIGURE ] PFO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:36:30.578448] [INFO ] [CONFIGURE ] JOB ETA: 43.6m | Avg: 2.7s/test | Remaining: 979 tests [2025-11-22T00:36:30.578482] [INFO ] [CONFIGURE ] PFO: Testing feature 21/29: add_range_position [2025-11-22T00:36:30.578514] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-22T00:36:30.819557] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:31.060509] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:31.294061] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:31.530585] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:31.796687] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:32.038815] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:32.282992] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:32.527392] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:32.768623] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:33.016277] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:33.016457] [INFO ] [CONFIGURE ] PFO: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:36:33.016509] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 2.7s/test | Remaining: 978 tests [2025-11-22T00:36:33.016544] [INFO ] [CONFIGURE ] PFO: Testing feature 22/29: add_realized_volatility [2025-11-22T00:36:33.016576] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-22T00:36:33.337532] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:36:33.666532] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:33.992945] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:34.310871] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:34.634223] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:35.002543] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:35.327393] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:35.655473] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:35.984670] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:36:36.346801] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:36.347005] [INFO ] [CONFIGURE ] PFO: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-22T00:36:36.347071] [INFO ] [CONFIGURE ] JOB ETA: 43.5m | Avg: 2.7s/test | Remaining: 977 tests [2025-11-22T00:36:36.347118] [INFO ] [CONFIGURE ] PFO: Testing feature 23/29: add_recent_range_context [2025-11-22T00:36:36.347165] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-22T00:36:36.557500] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:36.761620] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:36.971311] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:37.175981] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:37.386627] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:37.593080] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:37.799408] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:38.040213] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:38.250626] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:38.460372] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:36:38.460577] [INFO ] [CONFIGURE ] PFO: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:36:38.460623] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 2.7s/test | Remaining: 976 tests [2025-11-22T00:36:38.461069] [INFO ] [CONFIGURE ] PFO: Testing feature 24/29: add_rsi [2025-11-22T00:36:38.461125] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-22T00:36:38.717103] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:38.986196] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:39.241625] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:39.501615] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:39.755706] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:40.012610] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:40.270491] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:40.526124] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:40.780220] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:41.061594] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:36:41.061771] [INFO ] [CONFIGURE ] PFO: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:36:41.061815] [INFO ] [CONFIGURE ] JOB ETA: 43.4m | Avg: 2.7s/test | Remaining: 975 tests [2025-11-22T00:36:41.061850] [INFO ] [CONFIGURE ] PFO: Testing feature 25/29: add_tick_distribution [2025-11-22T00:36:41.061883] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-22T00:36:41.269469] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:41.481010] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:41.697603] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:41.911690] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:42.129141] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:42.337569] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:42.548661] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:42.760591] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:42.973999] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:43.182431] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:43.182577] [INFO ] [CONFIGURE ] PFO: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:36:43.182622] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 2.7s/test | Remaining: 974 tests [2025-11-22T00:36:43.182677] [INFO ] [CONFIGURE ] PFO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:36:43.182712] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-22T00:36:43.391208] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:43.603496] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:36:43.816917] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:44.055815] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:44.275210] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:36:44.486958] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:44.699968] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:44.910461] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:45.123417] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:36:45.337881] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:45.338058] [INFO ] [CONFIGURE ] PFO: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:36:45.338101] [INFO ] [CONFIGURE ] JOB ETA: 43.3m | Avg: 2.7s/test | Remaining: 973 tests [2025-11-22T00:36:45.338187] [INFO ] [CONFIGURE ] PFO: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:36:45.338230] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-22T00:36:45.560873] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:45.784221] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:46.007287] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:46.232400] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:46.456421] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:46.680564] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:46.926774] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:47.162537] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:47.403575] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:36:47.643403] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:47.643556] [INFO ] [CONFIGURE ] PFO: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:36:47.643604] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 2.7s/test | Remaining: 972 tests [2025-11-22T00:36:47.643636] [INFO ] [CONFIGURE ] PFO: Testing feature 28/29: add_volume_profile [2025-11-22T00:36:47.643690] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-22T00:36:47.865147] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:48.087733] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:48.308869] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:48.530866] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:48.745353] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:48.960081] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:36:49.180898] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:49.399375] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:49.617987] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:49.840427] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:36:49.840562] [INFO ] [CONFIGURE ] PFO: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:36:49.840604] [INFO ] [CONFIGURE ] JOB ETA: 43.2m | Avg: 2.7s/test | Remaining: 971 tests [2025-11-22T00:36:49.840637] [INFO ] [CONFIGURE ] PFO: Testing feature 29/29: add_vwap [2025-11-22T00:36:49.840690] [INFO ] [CONFIGURE ] PFO: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-22T00:36:50.083613] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:50.302929] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:36:50.527223] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:36:50.746813] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:50.964067] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:36:51.183348] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:36:51.403819] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:36:51.626024] [DEBUG] [FORECASTER] PFO: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:36:51.855792] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:36:52.084152] [DEBUG] [FORECASTER] PFO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:36:52.084312] [INFO ] [CONFIGURE ] PFO: KEPT add_vwap (score: 80.00%) [2025-11-22T00:36:52.084359] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 2.7s/test | Remaining: 970 tests [2025-11-22T00:36:52.084398] [INFO ] [CONFIGURE ] PFO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:36:52.084429] [INFO ] [CONFIGURE ] PFO: Best accuracy: 80.00% [2025-11-22T00:36:52.084462] [INFO ] [CONFIGURE ] PFO: Best feature set (2 features): ['add_bollinger_bands', 'add_vwap'] [2025-11-22T00:36:52.084493] [INFO ] [CONFIGURE ] PFO: Improvement over baseline: 30.00% [2025-11-22T00:36:52.084521] [INFO ] [CONFIGURE ] PFO: Total time: 1.1 minutes [2025-11-22T00:36:52.084549] [INFO ] [CONFIGURE ] PFO: Average time per feature: 2.3 seconds [2025-11-22T00:36:52.084577] [INFO ] [CONFIGURE ] PFO: Average speed: 0.43 features/sec [2025-11-22T00:36:52.084946] [INFO ] [LOCAL ] Saved configuration for PFO: 2 features, 80.00% accuracy -> ./output/feature-sets/PFO.json [2025-11-22T00:36:52.084992] [INFO ] [CONFIGURE ] PFO: Configuration saved successfully: 2 features, 80.00% accuracy. [2025-11-22T00:36:52.085031] [INFO ] [sig ] [60/93] Successfully configured PFO | 0.01 sym/s | Total: 1.3h | ETA: 43.3m [2025-11-22T00:36:52.085064] [INFO ] [sig ] [61/93] Configuring PFS... [2025-11-22T00:36:52.085094] [INFO ] [CONFIGURE ] PFS: Configurate test run. [2025-11-22T00:36:52.085124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-11-22T00:36:52.098063] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFS'. [2025-11-22T00:36:52.098470] [INFO ] [CONFIGURE ] PFS: Testing with 29 available features [2025-11-22T00:36:52.098520] [INFO ] [CONFIGURE ] PFS: Establishing baseline with no features... [2025-11-22T00:36:52.269196] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:36:52.436859] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:52.610994] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:36:52.782362] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:52.980698] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:36:53.180685] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:36:53.357085] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:36:53.532247] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:36:53.705743] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:36:53.885962] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:36:53.886099] [INFO ] [CONFIGURE ] PFS: Baseline score (no features): 40.00% [2025-11-22T00:36:53.886143] [INFO ] [CONFIGURE ] PFS: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:36:53.886179] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:36:54.093507] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:54.297837] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:36:54.498106] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:36:54.705099] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:54.913527] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:36:55.123490] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:36:55.335746] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:36:55.548202] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:36:55.755588] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:36:56.000946] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:36:56.001092] [INFO ] [CONFIGURE ] PFS: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:36:56.001134] [INFO ] [CONFIGURE ] JOB ETA: 43.1m | Avg: 2.7s/test | Remaining: 969 tests [2025-11-22T00:36:56.001167] [INFO ] [CONFIGURE ] PFS: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:36:56.001199] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:36:56.237460] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:36:56.444094] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:36:56.652252] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:36:56.863063] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:57.073255] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:36:57.282925] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:36:57.491291] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:36:57.700732] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:36:57.912094] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:36:58.124742] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:36:58.124916] [INFO ] [CONFIGURE ] PFS: KEPT add_cumulative_delta (score: 70.00%) [2025-11-22T00:36:58.124959] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 2.7s/test | Remaining: 968 tests [2025-11-22T00:36:58.124992] [INFO ] [CONFIGURE ] PFS: Testing feature 3/29: add_daily_returns [2025-11-22T00:36:58.125024] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:36:58.350133] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:36:58.573455] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:36:58.798816] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:36:59.053171] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:36:59.283158] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:36:59.506377] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:36:59.752821] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:36:59.997480] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:00.253040] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:00.499566] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:00.499734] [INFO ] [CONFIGURE ] PFS: DISCARDED add_daily_returns (score: 40.00%) [2025-11-22T00:37:00.499777] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 2.7s/test | Remaining: 967 tests [2025-11-22T00:37:00.499860] [INFO ] [CONFIGURE ] PFS: Testing feature 4/29: add_ema [2025-11-22T00:37:00.499897] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-22T00:37:01.317916] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:37:01.968019] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:02.295879] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:02.584485] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:02.870867] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:03.151171] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:03.430580] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:03.719043] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:04.002295] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:04.294251] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:04.294416] [INFO ] [CONFIGURE ] PFS: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:37:04.294458] [INFO ] [CONFIGURE ] JOB ETA: 43.0m | Avg: 2.7s/test | Remaining: 966 tests [2025-11-22T00:37:04.294492] [INFO ] [CONFIGURE ] PFS: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:37:04.294525] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:37:04.559217] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:37:04.827229] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:05.126601] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:05.394631] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:05.662840] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:05.934074] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:06.204197] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:06.477952] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:06.747961] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:07.017036] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:07.017198] [INFO ] [CONFIGURE ] PFS: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:37:07.017242] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 2.7s/test | Remaining: 965 tests [2025-11-22T00:37:07.017277] [INFO ] [CONFIGURE ] PFS: Testing feature 6/29: add_failed_moves [2025-11-22T00:37:07.017308] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-22T00:37:07.264056] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:07.500166] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:07.739945] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:07.971945] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:08.202885] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:08.428014] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:08.655320] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:08.884832] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:09.116797] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:09.352823] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:09.352992] [INFO ] [CONFIGURE ] PFS: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:37:09.353037] [INFO ] [CONFIGURE ] JOB ETA: 42.9m | Avg: 2.7s/test | Remaining: 964 tests [2025-11-22T00:37:09.353070] [INFO ] [CONFIGURE ] PFS: Testing feature 7/29: add_lag_shelf [2025-11-22T00:37:09.353099] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-22T00:37:09.575205] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:09.794579] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:10.008918] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:10.253384] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:10.532244] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:10.805322] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:11.103961] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:11.336961] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:11.540398] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:11.745960] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:11.746121] [INFO ] [CONFIGURE ] PFS: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:37:11.746165] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 2.7s/test | Remaining: 963 tests [2025-11-22T00:37:11.746199] [INFO ] [CONFIGURE ] PFS: Testing feature 8/29: add_macd [2025-11-22T00:37:11.746231] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-22T00:37:12.048747] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:37:12.355125] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:37:12.659689] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:12.965600] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:13.276113] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:13.603381] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:37:13.933114] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:14.270759] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:14.619564] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:37:14.968938] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:14.969128] [INFO ] [CONFIGURE ] PFS: DISCARDED add_macd (score: 40.00%) [2025-11-22T00:37:14.969177] [INFO ] [CONFIGURE ] JOB ETA: 42.8m | Avg: 2.7s/test | Remaining: 962 tests [2025-11-22T00:37:14.969213] [INFO ] [CONFIGURE ] PFS: Testing feature 9/29: add_mfi [2025-11-22T00:37:14.969247] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-22T00:37:15.215132] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:15.472503] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:37:15.720523] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:15.976722] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:16.229964] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:16.476818] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:16.728502] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:16.979162] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:17.251155] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:17.510491] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:17.510756] [INFO ] [CONFIGURE ] PFS: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:37:17.510818] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 2.7s/test | Remaining: 961 tests [2025-11-22T00:37:17.510869] [INFO ] [CONFIGURE ] PFS: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:37:17.510906] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:37:17.849325] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:18.196249] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:18.545813] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:18.889738] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:19.228164] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:19.556835] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:19.885627] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:20.248040] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:20.591361] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:20.938303] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:20.938512] [INFO ] [CONFIGURE ] PFS: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:37:20.938560] [INFO ] [CONFIGURE ] JOB ETA: 42.7m | Avg: 2.7s/test | Remaining: 960 tests [2025-11-22T00:37:20.938596] [INFO ] [CONFIGURE ] PFS: Testing feature 11/29: add_obv_daily [2025-11-22T00:37:20.938628] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-22T00:37:21.191093] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:21.442854] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:37:21.688079] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:21.934238] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:22.185054] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:22.432087] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:22.679421] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:22.925056] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:23.174558] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:23.446728] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:23.446878] [INFO ] [CONFIGURE ] PFS: DISCARDED add_obv_daily (score: 70.00%) [2025-11-22T00:37:23.446920] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 2.7s/test | Remaining: 959 tests [2025-11-22T00:37:23.446953] [INFO ] [CONFIGURE ] PFS: Testing feature 12/29: add_obv_interval [2025-11-22T00:37:23.447006] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-22T00:37:23.683461] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:23.922881] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:24.166009] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:24.406444] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:24.646938] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:24.897350] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:37:25.150055] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:25.395741] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:25.636414] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:25.874324] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:25.874477] [INFO ] [CONFIGURE ] PFS: DISCARDED add_obv_interval (score: 70.00%) [2025-11-22T00:37:25.874519] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 2.7s/test | Remaining: 958 tests [2025-11-22T00:37:25.874554] [INFO ] [CONFIGURE ] PFS: Testing feature 13/29: add_opening_strength [2025-11-22T00:37:25.874587] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:37:26.141471] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:37:26.436724] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:26.700822] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:26.969878] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:27.239573] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:27.500138] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:37:27.760598] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:28.020097] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:28.279531] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:37:28.533894] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:28.534056] [INFO ] [CONFIGURE ] PFS: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T00:37:28.534102] [INFO ] [CONFIGURE ] JOB ETA: 42.6m | Avg: 2.7s/test | Remaining: 957 tests [2025-11-22T00:37:28.534138] [INFO ] [CONFIGURE ] PFS: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:37:28.534172] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-22T00:37:28.773296] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:29.010880] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:29.273856] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:29.541200] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:29.784708] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:30.028585] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:30.274703] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:30.525717] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:30.766053] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:31.007312] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:31.007476] [INFO ] [CONFIGURE ] PFS: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:37:31.007520] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 2.7s/test | Remaining: 956 tests [2025-11-22T00:37:31.007555] [INFO ] [CONFIGURE ] PFS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:37:31.007587] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-22T00:37:31.234204] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:37:31.468258] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:31.694341] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:31.925356] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:32.157156] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:32.411506] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:32.651448] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:32.886491] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:33.115783] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:33.344160] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:33.344330] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:37:33.344373] [INFO ] [CONFIGURE ] JOB ETA: 42.5m | Avg: 2.7s/test | Remaining: 955 tests [2025-11-22T00:37:33.344406] [INFO ] [CONFIGURE ] PFS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:37:33.344436] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-22T00:37:33.597219] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:33.847325] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:34.099231] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:34.349751] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:34.599270] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:34.847985] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:37:35.095683] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:35.372728] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:35.654550] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:35.915507] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:35.915690] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T00:37:35.915737] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 2.7s/test | Remaining: 954 tests [2025-11-22T00:37:35.915793] [INFO ] [CONFIGURE ] PFS: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:37:35.915826] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-22T00:37:36.157841] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:36.426756] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:36.688882] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:36.933749] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:37.198066] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:37.459772] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:37:37.726098] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:37.981315] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:38.243271] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:38.514508] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:38.514692] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:37:38.514740] [INFO ] [CONFIGURE ] JOB ETA: 42.4m | Avg: 2.7s/test | Remaining: 953 tests [2025-11-22T00:37:38.514776] [INFO ] [CONFIGURE ] PFS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:37:38.514808] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-22T00:37:38.766987] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:39.014081] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:39.262802] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:39.515109] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:39.774070] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:40.035624] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:40.293193] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:40.550470] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:40.807098] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:41.066090] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:41.066241] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:37:41.066286] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 2.7s/test | Remaining: 952 tests [2025-11-22T00:37:41.066323] [INFO ] [CONFIGURE ] PFS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:37:41.066356] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-22T00:37:41.319554] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:41.598195] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:41.850103] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:42.090011] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:42.335813] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:42.577788] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:42.819855] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:43.063089] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:43.305001] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:43.549109] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:43.549257] [INFO ] [CONFIGURE ] PFS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:37:43.549300] [INFO ] [CONFIGURE ] JOB ETA: 42.3m | Avg: 2.7s/test | Remaining: 951 tests [2025-11-22T00:37:43.549333] [INFO ] [CONFIGURE ] PFS: Testing feature 20/29: add_price_rejection [2025-11-22T00:37:43.549363] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-22T00:37:43.815414] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:44.080879] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:44.340518] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:44.636500] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:44.905718] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:45.179293] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:45.443008] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:45.710506] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:45.985959] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:46.267721] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:37:46.267873] [INFO ] [CONFIGURE ] PFS: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:37:46.267917] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 2.7s/test | Remaining: 950 tests [2025-11-22T00:37:46.267952] [INFO ] [CONFIGURE ] PFS: Testing feature 21/29: add_range_position [2025-11-22T00:37:46.267987] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-22T00:37:46.560518] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:46.847477] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:37:47.127357] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:47.430285] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:47.745984] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:48.036274] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:48.329856] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:48.615020] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:48.900612] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:49.190260] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:49.190478] [INFO ] [CONFIGURE ] PFS: DISCARDED add_range_position (score: 40.00%) [2025-11-22T00:37:49.190531] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 2.7s/test | Remaining: 949 tests [2025-11-22T00:37:49.190574] [INFO ] [CONFIGURE ] PFS: Testing feature 22/29: add_realized_volatility [2025-11-22T00:37:49.190718] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-22T00:37:49.566994] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:49.939267] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:37:50.316343] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:37:50.688066] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:51.065402] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:37:51.444622] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:51.821029] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:52.188604] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:37:52.559723] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:52.920250] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:52.920477] [INFO ] [CONFIGURE ] PFS: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-22T00:37:52.920524] [INFO ] [CONFIGURE ] JOB ETA: 42.2m | Avg: 2.7s/test | Remaining: 948 tests [2025-11-22T00:37:52.920560] [INFO ] [CONFIGURE ] PFS: Testing feature 23/29: add_recent_range_context [2025-11-22T00:37:52.920593] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-22T00:37:53.185707] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:37:53.470125] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:37:53.771321] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:54.054778] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:54.319843] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:54.582765] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:37:54.843839] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:55.104116] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:55.345816] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:55.583038] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:55.583222] [INFO ] [CONFIGURE ] PFS: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-22T00:37:55.583265] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 2.7s/test | Remaining: 947 tests [2025-11-22T00:37:55.583298] [INFO ] [CONFIGURE ] PFS: Testing feature 24/29: add_rsi [2025-11-22T00:37:55.583329] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-22T00:37:55.859292] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:56.136314] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:37:56.412549] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:56.691299] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:56.973820] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:57.252683] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:37:57.529275] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:37:57.804044] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:37:58.075771] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:37:58.351003] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:37:58.351197] [INFO ] [CONFIGURE ] PFS: DISCARDED add_rsi (score: 50.00%) [2025-11-22T00:37:58.351249] [INFO ] [CONFIGURE ] JOB ETA: 42.1m | Avg: 2.7s/test | Remaining: 946 tests [2025-11-22T00:37:58.351285] [INFO ] [CONFIGURE ] PFS: Testing feature 25/29: add_tick_distribution [2025-11-22T00:37:58.351316] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-22T00:37:58.573617] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:37:58.798307] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:37:59.024586] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:37:59.250465] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:37:59.477078] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:37:59.708498] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:37:59.933316] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:38:00.177038] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:00.407405] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:00.636804] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:38:00.637000] [INFO ] [CONFIGURE ] PFS: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:38:00.637047] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 2.7s/test | Remaining: 945 tests [2025-11-22T00:38:00.637082] [INFO ] [CONFIGURE ] PFS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:38:00.637113] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-22T00:38:00.853189] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:01.772810] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:02.119753] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:02.342953] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:02.589497] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:02.840389] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:38:03.067965] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:38:03.287972] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:03.511136] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:03.737922] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:38:03.738175] [INFO ] [CONFIGURE ] PFS: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:38:03.738220] [INFO ] [CONFIGURE ] JOB ETA: 42.0m | Avg: 2.7s/test | Remaining: 944 tests [2025-11-22T00:38:03.738256] [INFO ] [CONFIGURE ] PFS: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:38:03.738287] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence'] [2025-11-22T00:38:03.982492] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:38:04.226918] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:04.473781] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:04.719776] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:04.964257] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:05.210272] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:38:05.455226] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:38:05.706213] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:05.953411] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:06.199602] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:38:06.199782] [INFO ] [CONFIGURE ] PFS: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:38:06.199825] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 2.7s/test | Remaining: 943 tests [2025-11-22T00:38:06.199860] [INFO ] [CONFIGURE ] PFS: Testing feature 28/29: add_volume_profile [2025-11-22T00:38:06.199891] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_volume_profile'] [2025-11-22T00:38:06.453458] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:06.689041] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:38:06.923612] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:07.161160] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:07.396626] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:07.630748] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:38:07.863556] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:38:08.097777] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:08.359357] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:08.624611] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:38:08.624783] [INFO ] [CONFIGURE ] PFS: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:38:08.624827] [INFO ] [CONFIGURE ] JOB ETA: 41.9m | Avg: 2.7s/test | Remaining: 942 tests [2025-11-22T00:38:08.624862] [INFO ] [CONFIGURE ] PFS: Testing feature 29/29: add_vwap [2025-11-22T00:38:08.624893] [INFO ] [CONFIGURE ] PFS: Testing with features: ['add_cumulative_delta', 'add_vwap'] [2025-11-22T00:38:08.891250] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:09.133908] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:38:09.372698] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:09.614230] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:09.855775] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:10.101166] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:38:10.344046] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:38:10.598424] [DEBUG] [FORECASTER] PFS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:10.848333] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:11.090394] [DEBUG] [FORECASTER] PFS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:11.090551] [INFO ] [CONFIGURE ] PFS: DISCARDED add_vwap (score: 70.00%) [2025-11-22T00:38:11.090618] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 2.7s/test | Remaining: 941 tests [2025-11-22T00:38:11.090674] [INFO ] [CONFIGURE ] PFS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:38:11.090707] [INFO ] [CONFIGURE ] PFS: Best accuracy: 70.00% [2025-11-22T00:38:11.090739] [INFO ] [CONFIGURE ] PFS: Best feature set (1 features): ['add_cumulative_delta'] [2025-11-22T00:38:11.090767] [INFO ] [CONFIGURE ] PFS: Improvement over baseline: 30.00% [2025-11-22T00:38:11.090794] [INFO ] [CONFIGURE ] PFS: Total time: 1.3 minutes [2025-11-22T00:38:11.090820] [INFO ] [CONFIGURE ] PFS: Average time per feature: 2.7 seconds [2025-11-22T00:38:11.090847] [INFO ] [CONFIGURE ] PFS: Average speed: 0.38 features/sec [2025-11-22T00:38:11.091140] [INFO ] [LOCAL ] Saved configuration for PFS: 1 features, 70.00% accuracy -> ./output/feature-sets/PFS.json [2025-11-22T00:38:11.091183] [INFO ] [CONFIGURE ] PFS: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-22T00:38:11.091219] [INFO ] [sig ] [61/93] Successfully configured PFS | 0.01 sym/s | Total: 1.3h | ETA: 42.0m [2025-11-22T00:38:11.091251] [INFO ] [sig ] [62/93] Configuring PFSI... [2025-11-22T00:38:11.091280] [INFO ] [CONFIGURE ] PFSI: Configurate test run. [2025-11-22T00:38:11.091309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-11-22T00:38:11.102752] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFSI'. [2025-11-22T00:38:11.103035] [INFO ] [CONFIGURE ] PFSI: Testing with 29 available features [2025-11-22T00:38:11.103082] [INFO ] [CONFIGURE ] PFSI: Establishing baseline with no features... [2025-11-22T00:38:11.270991] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:38:11.437238] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:11.631623] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:11.798935] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:11.967522] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:12.137995] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:38:12.307225] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:12.488184] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:12.662570] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:12.839380] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:12.839529] [INFO ] [CONFIGURE ] PFSI: Baseline score (no features): 30.00% [2025-11-22T00:38:12.839572] [INFO ] [CONFIGURE ] PFSI: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:38:12.839607] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:38:13.046455] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:13.249488] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:13.457665] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:13.663434] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:13.862908] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:38:14.070476] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:14.277528] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:14.485711] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:14.716401] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:14.949460] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:14.949636] [INFO ] [CONFIGURE ] PFSI: KEPT add_bollinger_bands (score: 40.00%) [2025-11-22T00:38:14.949710] [INFO ] [CONFIGURE ] JOB ETA: 41.8m | Avg: 2.7s/test | Remaining: 940 tests [2025-11-22T00:38:14.949747] [INFO ] [CONFIGURE ] PFSI: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:38:14.949781] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:38:15.189986] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:15.446604] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:15.689733] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:15.935442] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:16.175804] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:16.416320] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:38:16.654339] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:16.894142] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:17.136338] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:17.379868] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:17.380074] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T00:38:17.380120] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 2.7s/test | Remaining: 939 tests [2025-11-22T00:38:17.380158] [INFO ] [CONFIGURE ] PFSI: Testing feature 3/29: add_daily_returns [2025-11-22T00:38:17.380191] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:38:17.619882] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:17.952207] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:18.270881] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:18.562022] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:18.796918] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:38:19.011602] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:38:19.228756] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:19.441226] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:19.658443] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:19.873802] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:19.873957] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_daily_returns (score: 30.00%) [2025-11-22T00:38:19.873998] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 2.7s/test | Remaining: 938 tests [2025-11-22T00:38:19.874032] [INFO ] [CONFIGURE ] PFSI: Testing feature 4/29: add_ema [2025-11-22T00:38:19.874063] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:38:20.117509] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:38:20.356368] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:20.604696] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:20.847389] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:21.082400] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:38:21.323088] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:21.565993] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:21.820778] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:22.070600] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:22.317931] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:22.318105] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_ema (score: 30.00%) [2025-11-22T00:38:22.318149] [INFO ] [CONFIGURE ] JOB ETA: 41.7m | Avg: 2.7s/test | Remaining: 937 tests [2025-11-22T00:38:22.318182] [INFO ] [CONFIGURE ] PFSI: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:38:22.318213] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:38:22.577104] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:38:22.842868] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:23.094109] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:23.340565] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:23.593947] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:23.844586] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:24.122670] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:24.373065] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:24.620548] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:38:24.869019] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:24.869185] [INFO ] [CONFIGURE ] PFSI: KEPT add_exhaustion_signals (score: 50.00%) [2025-11-22T00:38:24.869228] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 2.7s/test | Remaining: 936 tests [2025-11-22T00:38:24.869262] [INFO ] [CONFIGURE ] PFSI: Testing feature 6/29: add_failed_moves [2025-11-22T00:38:24.869294] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-22T00:38:25.129767] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:38:25.387742] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:25.646962] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:25.905042] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:26.188899] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:26.480075] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:26.772767] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:27.059850] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:27.318255] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:38:27.582165] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:27.582433] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:38:27.582478] [INFO ] [CONFIGURE ] JOB ETA: 41.6m | Avg: 2.7s/test | Remaining: 935 tests [2025-11-22T00:38:27.582512] [INFO ] [CONFIGURE ] PFSI: Testing feature 7/29: add_lag_shelf [2025-11-22T00:38:27.582545] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-22T00:38:27.820519] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:28.063233] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:28.306491] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:28.546622] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:28.787176] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:29.027908] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:29.268681] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:29.510240] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:38:29.775794] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:30.027638] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:30.027843] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-22T00:38:30.027886] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 2.7s/test | Remaining: 934 tests [2025-11-22T00:38:30.027920] [INFO ] [CONFIGURE ] PFSI: Testing feature 8/29: add_macd [2025-11-22T00:38:30.027952] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-22T00:38:30.344800] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:30.656573] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:30.967254] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:31.285727] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:31.606545] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:31.914632] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:38:32.218671] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:38:32.535340] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:32.865859] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:33.216765] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:33.216965] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_macd (score: 40.00%) [2025-11-22T00:38:33.217030] [INFO ] [CONFIGURE ] JOB ETA: 41.5m | Avg: 2.7s/test | Remaining: 933 tests [2025-11-22T00:38:33.217067] [INFO ] [CONFIGURE ] PFSI: Testing feature 9/29: add_mfi [2025-11-22T00:38:33.217098] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-22T00:38:33.466840] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:33.729150] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:33.982192] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:34.234013] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:34.491349] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:34.745201] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:35.002864] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:38:35.257751] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:35.512789] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:35.776727] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:35.776911] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_mfi (score: 40.00%) [2025-11-22T00:38:35.776955] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 2.7s/test | Remaining: 932 tests [2025-11-22T00:38:35.777004] [INFO ] [CONFIGURE ] PFSI: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:38:35.777041] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:38:36.119324] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:38:36.498381] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:36.845041] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:37.197336] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:37.540746] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:37.888285] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:38.242175] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:38.624935] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:39.019829] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:39.366553] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:39.366748] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-22T00:38:39.366792] [INFO ] [CONFIGURE ] JOB ETA: 41.4m | Avg: 2.7s/test | Remaining: 931 tests [2025-11-22T00:38:39.366828] [INFO ] [CONFIGURE ] PFSI: Testing feature 11/29: add_obv_daily [2025-11-22T00:38:39.366860] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-22T00:38:39.634004] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:39.899936] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:40.168846] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:40.433805] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:40.702768] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:40.966691] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:41.227239] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:41.495897] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:41.761495] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:38:42.032144] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:42.032389] [INFO ] [CONFIGURE ] PFSI: KEPT add_obv_daily (score: 70.00%) [2025-11-22T00:38:42.032435] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 2.7s/test | Remaining: 930 tests [2025-11-22T00:38:42.032469] [INFO ] [CONFIGURE ] PFSI: Testing feature 12/29: add_obv_interval [2025-11-22T00:38:42.032501] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_obv_interval'] [2025-11-22T00:38:42.326907] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:38:42.620439] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:42.908790] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:43.197211] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:43.486544] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:43.774302] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:44.077482] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:44.388181] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:44.692732] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:45.019438] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:45.019638] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T00:38:45.019702] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 2.7s/test | Remaining: 929 tests [2025-11-22T00:38:45.019739] [INFO ] [CONFIGURE ] PFSI: Testing feature 13/29: add_opening_strength [2025-11-22T00:38:45.019772] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:38:45.368838] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:45.693441] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:46.017811] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:46.343182] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:38:46.669589] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:46.991972] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:47.316717] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:47.644861] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:48.000586] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:38:48.355865] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:48.356035] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-22T00:38:48.356078] [INFO ] [CONFIGURE ] JOB ETA: 41.3m | Avg: 2.7s/test | Remaining: 928 tests [2025-11-22T00:38:48.356112] [INFO ] [CONFIGURE ] PFSI: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:38:48.356144] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-22T00:38:48.657466] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:48.963347] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:49.266779] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:49.575131] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:49.872150] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:50.191963] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:50.509863] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:50.827148] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:51.118777] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:38:51.422103] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:51.422293] [INFO ] [CONFIGURE ] PFSI: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-22T00:38:51.422336] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 2.7s/test | Remaining: 927 tests [2025-11-22T00:38:51.422371] [INFO ] [CONFIGURE ] PFSI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:38:51.422403] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-22T00:38:51.740571] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:52.059059] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:52.365815] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:52.675139] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:52.988675] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:38:53.296127] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:53.633900] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:53.993529] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:54.341575] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:38:54.646163] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:54.646328] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:38:54.646370] [INFO ] [CONFIGURE ] JOB ETA: 41.2m | Avg: 2.7s/test | Remaining: 926 tests [2025-11-22T00:38:54.646404] [INFO ] [CONFIGURE ] PFSI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:38:54.646436] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-22T00:38:54.962785] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:55.279161] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:55.608298] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:38:55.923990] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:56.245053] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:56.561372] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:38:56.878662] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:38:57.204245] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:38:57.535211] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:38:57.857621] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:38:57.857813] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:38:57.857855] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 2.7s/test | Remaining: 925 tests [2025-11-22T00:38:57.857889] [INFO ] [CONFIGURE ] PFSI: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:38:57.857921] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-22T00:38:58.168053] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:38:58.484441] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:38:58.794569] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:38:59.107832] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:38:59.420219] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:38:59.725140] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:00.053424] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:00.423319] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:00.746603] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:01.775768] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:01.775993] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:39:01.776037] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 2.7s/test | Remaining: 924 tests [2025-11-22T00:39:01.776074] [INFO ] [CONFIGURE ] PFSI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:39:01.776107] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-22T00:39:02.221244] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:02.533585] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:02.853086] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:03.182041] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:03.515333] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:03.822116] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:04.135588] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:04.450637] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:04.783359] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:05.225172] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:05.225428] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:39:05.225502] [INFO ] [CONFIGURE ] JOB ETA: 41.1m | Avg: 2.7s/test | Remaining: 923 tests [2025-11-22T00:39:05.225563] [INFO ] [CONFIGURE ] PFSI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:39:05.225612] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-22T00:39:05.601562] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:39:05.927865] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:06.245957] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:39:06.611984] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:06.931240] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:07.253903] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:07.574924] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:07.886527] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:08.227133] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:08.567044] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:08.567208] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:39:08.567250] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 2.7s/test | Remaining: 922 tests [2025-11-22T00:39:08.567284] [INFO ] [CONFIGURE ] PFSI: Testing feature 20/29: add_price_rejection [2025-11-22T00:39:08.567315] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-22T00:39:08.884276] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:09.224081] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:09.575056] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:39:09.892401] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:10.223739] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:10.538794] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:10.869732] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:39:11.192277] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:11.520830] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:39:11.850873] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:11.851953] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:39:11.852006] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 2.7s/test | Remaining: 921 tests [2025-11-22T00:39:11.852045] [INFO ] [CONFIGURE ] PFSI: Testing feature 21/29: add_range_position [2025-11-22T00:39:11.852079] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-22T00:39:12.209369] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:39:12.574765] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:12.919581] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:39:13.265756] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:39:13.614123] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:13.966083] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:14.326425] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:14.672859] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:15.024252] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:15.369594] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:15.369824] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_range_position (score: 60.00%) [2025-11-22T00:39:15.369873] [INFO ] [CONFIGURE ] JOB ETA: 41.0m | Avg: 2.7s/test | Remaining: 920 tests [2025-11-22T00:39:15.369912] [INFO ] [CONFIGURE ] PFSI: Testing feature 22/29: add_realized_volatility [2025-11-22T00:39:15.369948] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-22T00:39:15.811429] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:39:16.256774] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:16.697491] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:17.125603] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:39:17.571553] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:18.015699] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:18.460882] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:18.914595] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:19.372061] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:19.823022] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:19.823227] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:39:19.823288] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 2.7s/test | Remaining: 919 tests [2025-11-22T00:39:19.823348] [INFO ] [CONFIGURE ] PFSI: Testing feature 23/29: add_recent_range_context [2025-11-22T00:39:19.823393] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-22T00:39:20.185433] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:20.539442] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:20.890822] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:21.251804] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:39:21.630404] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:21.994163] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:22.335851] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:22.680788] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:23.033625] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:23.387563] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:23.387758] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-22T00:39:23.387807] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 2.7s/test | Remaining: 918 tests [2025-11-22T00:39:23.387854] [INFO ] [CONFIGURE ] PFSI: Testing feature 24/29: add_rsi [2025-11-22T00:39:23.387896] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-22T00:39:23.773770] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:39:24.165610] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:24.570387] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:39:24.975912] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:25.387227] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:25.783289] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:26.194091] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:26.606683] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:27.021215] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:27.452065] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:27.452301] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:39:27.452348] [INFO ] [CONFIGURE ] JOB ETA: 40.9m | Avg: 2.7s/test | Remaining: 917 tests [2025-11-22T00:39:27.452386] [INFO ] [CONFIGURE ] PFSI: Testing feature 25/29: add_tick_distribution [2025-11-22T00:39:27.452423] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-22T00:39:27.829434] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:39:28.175629] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:28.542549] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:28.916455] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:29.280525] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:39:29.626709] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:29.979207] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:30.349840] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:30.730845] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:31.054324] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:31.054496] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:39:31.054540] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 2.7s/test | Remaining: 916 tests [2025-11-22T00:39:31.054575] [INFO ] [CONFIGURE ] PFSI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:39:31.054607] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-22T00:39:31.394949] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:39:31.737214] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:39:32.090594] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:39:32.429577] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:32.767539] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:33.109244] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:33.478228] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:39:33.834923] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:34.180695] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:34.521363] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:34.521663] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:39:34.521714] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 2.7s/test | Remaining: 915 tests [2025-11-22T00:39:34.521755] [INFO ] [CONFIGURE ] PFSI: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:39:34.521791] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-22T00:39:34.883269] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:39:35.265142] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:35.633472] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:39:36.003254] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:36.403854] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:36.810114] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:37.178518] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:37.547222] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:37.913224] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:38.295488] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:38.295797] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:39:38.295847] [INFO ] [CONFIGURE ] JOB ETA: 40.8m | Avg: 2.7s/test | Remaining: 914 tests [2025-11-22T00:39:38.295885] [INFO ] [CONFIGURE ] PFSI: Testing feature 28/29: add_volume_profile [2025-11-22T00:39:38.295919] [INFO ] [CONFIGURE ] PFSI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-22T00:39:38.687528] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:39.072846] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:39.460428] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:39.810526] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:40.141893] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:40.476663] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:40.812957] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:41.150842] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:39:41.484534] [DEBUG] [FORECASTER] PFSI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:39:41.816450] [DEBUG] [FORECASTER] PFSI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:39:41.816640] [INFO ] [CONFIGURE ] PFSI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:39:41.816705] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 2.7s/test | Remaining: 913 tests [2025-11-22T00:39:41.816742] [INFO ] [CONFIGURE ] PFSI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:39:41.816791] [INFO ] [CONFIGURE ] PFSI: Best accuracy: 80.00% [2025-11-22T00:39:41.816825] [INFO ] [CONFIGURE ] PFSI: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-22T00:39:41.816854] [INFO ] [CONFIGURE ] PFSI: Improvement over baseline: 50.00% [2025-11-22T00:39:41.816880] [INFO ] [CONFIGURE ] PFSI: Total time: 1.5 minutes [2025-11-22T00:39:41.816907] [INFO ] [CONFIGURE ] PFSI: Average time per feature: 3.2 seconds [2025-11-22T00:39:41.816934] [INFO ] [CONFIGURE ] PFSI: Average speed: 0.33 features/sec [2025-11-22T00:39:41.817292] [INFO ] [LOCAL ] Saved configuration for PFSI: 5 features, 80.00% accuracy -> ./output/feature-sets/PFSI.json [2025-11-22T00:39:41.817335] [INFO ] [CONFIGURE ] PFSI: Configuration saved successfully: 5 features, 80.00% accuracy. [2025-11-22T00:39:41.817371] [INFO ] [sig ] [62/93] Successfully configured PFSI | 0.01 sym/s | Total: 1.4h | ETA: 40.7m [2025-11-22T00:39:41.817402] [INFO ] [sig ] [63/93] Configuring PH... [2025-11-22T00:39:41.817430] [INFO ] [CONFIGURE ] PH: Configurate test run. [2025-11-22T00:39:41.817458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'. [2025-11-22T00:39:41.828495] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PH'. [2025-11-22T00:39:41.828787] [INFO ] [CONFIGURE ] PH: Testing with 29 available features [2025-11-22T00:39:41.828835] [INFO ] [CONFIGURE ] PH: Establishing baseline with no features... [2025-11-22T00:39:41.996018] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:42.162225] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:42.334972] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:42.504740] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:39:42.673910] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:42.847564] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:43.027179] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:43.194827] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:39:43.364732] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:43.535987] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:39:43.536118] [INFO ] [CONFIGURE ] PH: Baseline score (no features): 30.00% [2025-11-22T00:39:43.536159] [INFO ] [CONFIGURE ] PH: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:39:43.536192] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:39:43.739749] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:43.965819] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:39:44.188865] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:44.391309] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:44.595885] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:39:44.803619] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:39:45.008408] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:45.226587] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:39:45.459818] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:45.669267] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:39:45.669451] [INFO ] [CONFIGURE ] PH: KEPT add_bollinger_bands (score: 40.00%) [2025-11-22T00:39:45.669495] [INFO ] [CONFIGURE ] JOB ETA: 40.7m | Avg: 2.7s/test | Remaining: 912 tests [2025-11-22T00:39:45.669528] [INFO ] [CONFIGURE ] PH: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:39:45.669559] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:39:45.919327] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:46.156196] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:39:46.399938] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:46.642563] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:39:46.880038] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:39:47.120844] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:39:47.356369] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:47.594672] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:39:47.836366] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:48.076031] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:39:48.076184] [INFO ] [CONFIGURE ] PH: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-22T00:39:48.076229] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 2.7s/test | Remaining: 911 tests [2025-11-22T00:39:48.076264] [INFO ] [CONFIGURE ] PH: Testing feature 3/29: add_daily_returns [2025-11-22T00:39:48.076296] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:39:48.291827] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:48.534583] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:48.749745] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:48.962823] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:49.181006] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:49.395346] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:39:49.612847] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:49.829082] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:39:50.049134] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:50.270827] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:39:50.271011] [INFO ] [CONFIGURE ] PH: DISCARDED add_daily_returns (score: 30.00%) [2025-11-22T00:39:50.271057] [INFO ] [CONFIGURE ] JOB ETA: 40.6m | Avg: 2.7s/test | Remaining: 910 tests [2025-11-22T00:39:50.271092] [INFO ] [CONFIGURE ] PH: Testing feature 4/29: add_ema [2025-11-22T00:39:50.271126] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:39:50.525843] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:50.774463] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:39:51.021946] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:39:51.262142] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:39:51.529429] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:51.774397] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:39:52.025463] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:52.275383] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:39:52.531928] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:52.783174] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:39:52.783332] [INFO ] [CONFIGURE ] PH: DISCARDED add_ema (score: 40.00%) [2025-11-22T00:39:52.783376] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 2.7s/test | Remaining: 909 tests [2025-11-22T00:39:52.783411] [INFO ] [CONFIGURE ] PH: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:39:52.783443] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:39:53.033157] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:53.283882] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:39:53.542601] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:53.792053] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:39:54.040577] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:54.290294] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:39:54.567667] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:54.816533] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:39:55.068811] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:55.326086] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:39:55.326601] [INFO ] [CONFIGURE ] PH: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T00:39:55.326668] [INFO ] [CONFIGURE ] JOB ETA: 40.5m | Avg: 2.7s/test | Remaining: 908 tests [2025-11-22T00:39:55.326706] [INFO ] [CONFIGURE ] PH: Testing feature 6/29: add_failed_moves [2025-11-22T00:39:55.326738] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:39:55.540162] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:55.751453] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:39:55.966991] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:56.183598] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:39:56.401523] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:39:56.621232] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:39:56.840947] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:57.056075] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:39:57.281284] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:57.598041] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:39:57.598246] [INFO ] [CONFIGURE ] PH: DISCARDED add_failed_moves (score: 30.00%) [2025-11-22T00:39:57.598294] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 2.7s/test | Remaining: 907 tests [2025-11-22T00:39:57.598414] [INFO ] [CONFIGURE ] PH: Testing feature 7/29: add_lag_shelf [2025-11-22T00:39:57.598456] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:39:57.938484] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:39:58.217612] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:39:58.419126] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:39:58.616178] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:39:58.820897] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:39:59.018236] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:39:59.217725] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:39:59.419172] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:39:59.618257] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:39:59.819141] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:39:59.819285] [INFO ] [CONFIGURE ] PH: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-22T00:39:59.819326] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 2.7s/test | Remaining: 906 tests [2025-11-22T00:39:59.819360] [INFO ] [CONFIGURE ] PH: Testing feature 8/29: add_macd [2025-11-22T00:39:59.819390] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:40:00.838382] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:01.291324] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:01.607214] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:01.928102] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:40:02.236614] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:02.540833] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:02.854281] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:03.146372] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:40:03.449382] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:03.737919] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:03.738095] [INFO ] [CONFIGURE ] PH: KEPT add_macd (score: 50.00%) [2025-11-22T00:40:03.738140] [INFO ] [CONFIGURE ] JOB ETA: 40.4m | Avg: 2.7s/test | Remaining: 905 tests [2025-11-22T00:40:03.738175] [INFO ] [CONFIGURE ] PH: Testing feature 9/29: add_mfi [2025-11-22T00:40:03.738206] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-22T00:40:04.071340] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:04.369282] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:04.675891] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:04.978149] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:40:05.278559] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:40:05.579266] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:40:05.884023] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:06.189063] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:40:06.589964] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:06.931328] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:06.931547] [INFO ] [CONFIGURE ] PH: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:40:06.931595] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 2.7s/test | Remaining: 904 tests [2025-11-22T00:40:06.931633] [INFO ] [CONFIGURE ] PH: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:40:06.931691] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:40:07.340582] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:07.758237] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:08.187130] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:08.626633] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:09.058281] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:09.493786] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:40:09.903884] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:10.302368] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:10.710634] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:11.111596] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:11.111819] [INFO ] [CONFIGURE ] PH: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-22T00:40:11.111865] [INFO ] [CONFIGURE ] JOB ETA: 40.3m | Avg: 2.7s/test | Remaining: 903 tests [2025-11-22T00:40:11.111902] [INFO ] [CONFIGURE ] PH: Testing feature 11/29: add_obv_daily [2025-11-22T00:40:11.111936] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-22T00:40:11.562428] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:12.013233] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:40:12.473484] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:12.936049] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:13.404803] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:13.856377] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:40:14.342156] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:14.795539] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:15.254569] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:15.750861] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:40:15.751043] [INFO ] [CONFIGURE ] PH: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:40:15.751088] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 2.7s/test | Remaining: 902 tests [2025-11-22T00:40:15.751124] [INFO ] [CONFIGURE ] PH: Testing feature 12/29: add_obv_interval [2025-11-22T00:40:15.751157] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-22T00:40:16.235917] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:16.673308] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:17.112626] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:17.559415] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:18.008070] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:18.450237] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:18.927516] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:19.397230] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:40:19.858567] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:20.295571] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:20.295769] [INFO ] [CONFIGURE ] PH: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:40:20.295816] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 2.7s/test | Remaining: 901 tests [2025-11-22T00:40:20.295854] [INFO ] [CONFIGURE ] PH: Testing feature 13/29: add_opening_strength [2025-11-22T00:40:20.295890] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:40:20.753437] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:21.207321] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:21.665438] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:22.127850] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:22.596580] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:23.062597] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:23.546944] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:24.040036] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:24.523822] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:24.984355] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:24.984580] [INFO ] [CONFIGURE ] PH: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T00:40:24.984627] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 2.7s/test | Remaining: 900 tests [2025-11-22T00:40:24.984689] [INFO ] [CONFIGURE ] PH: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:40:24.984726] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-22T00:40:25.400561] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:25.808857] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:40:26.212825] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:26.611150] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:27.020372] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:27.426617] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:27.850442] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:28.278931] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:28.680814] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:29.088756] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:29.088912] [INFO ] [CONFIGURE ] PH: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T00:40:29.088955] [INFO ] [CONFIGURE ] JOB ETA: 40.2m | Avg: 2.7s/test | Remaining: 899 tests [2025-11-22T00:40:29.088989] [INFO ] [CONFIGURE ] PH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:40:29.089021] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-22T00:40:29.498854] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:29.904715] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:30.311386] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:30.725458] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:31.135989] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:31.541623] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:31.946456] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:32.355054] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:40:32.765736] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:33.196844] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:33.197282] [INFO ] [CONFIGURE ] PH: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:40:33.197425] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 2.7s/test | Remaining: 898 tests [2025-11-22T00:40:33.197467] [INFO ] [CONFIGURE ] PH: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:40:33.197501] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-22T00:40:33.601479] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:34.012443] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:34.446152] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:34.868949] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:35.300951] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:35.720855] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:36.130687] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:36.530826] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:36.955838] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:37.388376] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:37.388541] [INFO ] [CONFIGURE ] PH: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T00:40:37.388585] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 2.7s/test | Remaining: 897 tests [2025-11-22T00:40:37.388621] [INFO ] [CONFIGURE ] PH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:40:37.388673] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-22T00:40:37.785220] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:38.182779] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:38.578730] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:38.988548] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:39.395678] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:39.794209] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:40:40.197022] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:40.595383] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:40.990225] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:41.396579] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:41.396771] [INFO ] [CONFIGURE ] PH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:40:41.396816] [INFO ] [CONFIGURE ] JOB ETA: 40.1m | Avg: 2.7s/test | Remaining: 896 tests [2025-11-22T00:40:41.396853] [INFO ] [CONFIGURE ] PH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:40:41.396888] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-22T00:40:41.801741] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:42.197846] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:42.605297] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:43.004941] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:43.415637] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:43.799331] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:44.196346] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:44.697111] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:45.248896] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:45.672262] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:45.672410] [INFO ] [CONFIGURE ] PH: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T00:40:45.672452] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 2.7s/test | Remaining: 895 tests [2025-11-22T00:40:45.672488] [INFO ] [CONFIGURE ] PH: Testing feature 20/29: add_price_rejection [2025-11-22T00:40:45.672519] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-22T00:40:46.107155] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:46.540891] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:40:46.949802] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:40:47.361757] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:47.787046] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:48.187242] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:48.592839] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:49.015821] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:49.448958] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:49.866469] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:49.866634] [INFO ] [CONFIGURE ] PH: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:40:49.866699] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 2.7s/test | Remaining: 894 tests [2025-11-22T00:40:49.866737] [INFO ] [CONFIGURE ] PH: Testing feature 21/29: add_range_position [2025-11-22T00:40:49.866772] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-22T00:40:50.289235] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:50.753629] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:51.219942] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:51.675864] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:52.148494] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:52.595844] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:53.005299] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:53.429195] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:53.849985] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:54.280153] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:54.280322] [INFO ] [CONFIGURE ] PH: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:40:54.280365] [INFO ] [CONFIGURE ] JOB ETA: 40.0m | Avg: 2.7s/test | Remaining: 893 tests [2025-11-22T00:40:54.280400] [INFO ] [CONFIGURE ] PH: Testing feature 22/29: add_realized_volatility [2025-11-22T00:40:54.280432] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-22T00:40:54.800974] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:40:55.322272] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:40:55.843199] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:40:56.370536] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:40:56.902922] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:40:57.428591] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:40:57.951408] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:40:58.470328] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:40:58.995500] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:40:59.505798] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:40:59.505990] [INFO ] [CONFIGURE ] PH: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:40:59.506036] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 2.7s/test | Remaining: 892 tests [2025-11-22T00:40:59.506079] [INFO ] [CONFIGURE ] PH: Testing feature 23/29: add_recent_range_context [2025-11-22T00:40:59.506118] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-22T00:40:59.913073] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:01.002266] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:01.593441] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:41:02.031564] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:02.444098] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:41:02.856580] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:41:03.272789] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:03.658315] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:41:04.124271] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:41:04.533933] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:04.534102] [INFO ] [CONFIGURE ] PH: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:41:04.534145] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 2.7s/test | Remaining: 891 tests [2025-11-22T00:41:04.534180] [INFO ] [CONFIGURE ] PH: Testing feature 24/29: add_rsi [2025-11-22T00:41:04.534213] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-22T00:41:05.002318] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:05.466147] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:05.913592] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:41:06.365874] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:06.845890] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:41:07.312738] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:41:07.771429] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:08.210463] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:41:08.641635] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:41:09.099483] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:09.099634] [INFO ] [CONFIGURE ] PH: DISCARDED add_rsi (score: 50.00%) [2025-11-22T00:41:09.099696] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 2.7s/test | Remaining: 890 tests [2025-11-22T00:41:09.099730] [INFO ] [CONFIGURE ] PH: Testing feature 25/29: add_tick_distribution [2025-11-22T00:41:09.099762] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-22T00:41:09.498954] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:09.895157] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:10.335441] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:41:10.765737] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:11.174686] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:41:11.576173] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:11.984783] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:12.413369] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:41:12.815744] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:41:13.241924] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:13.242091] [INFO ] [CONFIGURE ] PH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:41:13.242135] [INFO ] [CONFIGURE ] JOB ETA: 39.9m | Avg: 2.7s/test | Remaining: 889 tests [2025-11-22T00:41:13.242169] [INFO ] [CONFIGURE ] PH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:41:13.242201] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-22T00:41:13.628244] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:14.009122] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:14.397342] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:41:14.781292] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:15.165263] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:41:15.565321] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:41:15.961951] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:16.374940] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:41:16.790576] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:41:17.195058] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:17.195255] [INFO ] [CONFIGURE ] PH: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:41:17.195300] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 2.7s/test | Remaining: 888 tests [2025-11-22T00:41:17.195335] [INFO ] [CONFIGURE ] PH: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:41:17.195369] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-22T00:41:17.638410] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:18.067666] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:18.509109] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:41:18.934362] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:19.386630] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:41:19.847496] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:41:20.273461] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:20.704478] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:41:21.149083] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:41:21.599460] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:21.599628] [INFO ] [CONFIGURE ] PH: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T00:41:21.599693] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 2.7s/test | Remaining: 887 tests [2025-11-22T00:41:21.599731] [INFO ] [CONFIGURE ] PH: Testing feature 28/29: add_volume_profile [2025-11-22T00:41:21.599808] [INFO ] [CONFIGURE ] PH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-22T00:41:22.027919] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:22.451377] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:22.911816] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:41:23.316944] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:23.727963] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:41:24.157529] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:24.586303] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:25.006466] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:41:25.447081] [DEBUG] [FORECASTER] PH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:41:25.890220] [DEBUG] [FORECASTER] PH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:25.890376] [INFO ] [CONFIGURE ] PH: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:41:25.890419] [INFO ] [CONFIGURE ] JOB ETA: 39.8m | Avg: 2.7s/test | Remaining: 886 tests [2025-11-22T00:41:25.890456] [INFO ] [CONFIGURE ] PH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:41:25.890487] [INFO ] [CONFIGURE ] PH: Best accuracy: 60.00% [2025-11-22T00:41:25.890518] [INFO ] [CONFIGURE ] PH: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:41:25.890547] [INFO ] [CONFIGURE ] PH: Improvement over baseline: 30.00% [2025-11-22T00:41:25.890575] [INFO ] [CONFIGURE ] PH: Total time: 1.7 minutes [2025-11-22T00:41:25.890601] [INFO ] [CONFIGURE ] PH: Average time per feature: 3.8 seconds [2025-11-22T00:41:25.890629] [INFO ] [CONFIGURE ] PH: Average speed: 0.28 features/sec [2025-11-22T00:41:25.890959] [INFO ] [LOCAL ] Saved configuration for PH: 5 features, 60.00% accuracy -> ./output/feature-sets/PH.json [2025-11-22T00:41:25.891002] [INFO ] [CONFIGURE ] PH: Configuration saved successfully: 5 features, 60.00% accuracy. [2025-11-22T00:41:25.891039] [INFO ] [sig ] [63/93] Successfully configured PH | 0.01 sym/s | Total: 1.4h | ETA: 39.6m [2025-11-22T00:41:25.891069] [INFO ] [sig ] [64/93] Configuring PHG... [2025-11-22T00:41:25.891098] [INFO ] [CONFIGURE ] PHG: Configurate test run. [2025-11-22T00:41:25.891127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'. [2025-11-22T00:41:25.902476] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PHG'. [2025-11-22T00:41:25.902798] [INFO ] [CONFIGURE ] PHG: Testing with 29 available features [2025-11-22T00:41:25.902850] [INFO ] [CONFIGURE ] PHG: Establishing baseline with no features... [2025-11-22T00:41:26.073966] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:26.243205] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:26.415185] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:26.587400] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:26.759802] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:26.932478] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:27.103585] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:27.278111] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:27.457964] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:27.632014] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:41:27.632147] [INFO ] [CONFIGURE ] PHG: Baseline score (no features): 40.00% [2025-11-22T00:41:27.632188] [INFO ] [CONFIGURE ] PHG: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:41:27.632222] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:41:27.834723] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:41:28.042324] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:28.251737] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:28.455932] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:28.659252] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:28.876794] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:29.083441] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:29.285880] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:29.489176] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:29.702255] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:29.702414] [INFO ] [CONFIGURE ] PHG: KEPT add_bollinger_bands (score: 70.00%) [2025-11-22T00:41:29.702459] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 2.7s/test | Remaining: 885 tests [2025-11-22T00:41:29.702495] [INFO ] [CONFIGURE ] PHG: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:41:29.702529] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:41:29.941458] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:41:30.177184] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:30.417719] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:30.654779] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:30.892752] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:31.131176] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:31.388151] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:41:31.628969] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:31.894257] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:41:32.134012] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:41:32.134161] [INFO ] [CONFIGURE ] PHG: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:41:32.134207] [INFO ] [CONFIGURE ] JOB ETA: 39.7m | Avg: 2.7s/test | Remaining: 884 tests [2025-11-22T00:41:32.134242] [INFO ] [CONFIGURE ] PHG: Testing feature 3/29: add_daily_returns [2025-11-22T00:41:32.134274] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:41:32.348267] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:41:32.567205] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:32.785620] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:33.010075] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:33.225942] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:33.448995] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:33.668745] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:33.890296] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:34.120054] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:34.358478] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:34.358629] [INFO ] [CONFIGURE ] PHG: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:41:34.358693] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 2.7s/test | Remaining: 883 tests [2025-11-22T00:41:34.358728] [INFO ] [CONFIGURE ] PHG: Testing feature 4/29: add_ema [2025-11-22T00:41:34.358759] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:41:34.599071] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:34.875576] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:35.136755] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:35.388997] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:35.639474] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:35.892255] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:36.138135] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:41:36.382534] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:36.624723] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:41:36.893588] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:41:36.893758] [INFO ] [CONFIGURE ] PHG: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:41:36.893802] [INFO ] [CONFIGURE ] JOB ETA: 39.6m | Avg: 2.7s/test | Remaining: 882 tests [2025-11-22T00:41:36.893840] [INFO ] [CONFIGURE ] PHG: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:41:36.893872] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:41:37.137708] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:41:37.403257] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:37.650775] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:41:37.922226] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:38.170826] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:38.438307] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:38.693716] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:38.958596] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:39.209834] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:39.460384] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:39.460565] [INFO ] [CONFIGURE ] PHG: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:41:39.460610] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 2.7s/test | Remaining: 881 tests [2025-11-22T00:41:39.460691] [INFO ] [CONFIGURE ] PHG: Testing feature 6/29: add_failed_moves [2025-11-22T00:41:39.460728] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:41:39.673163] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:41:39.885925] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:40.098032] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:40.311917] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:40.533616] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:40.756778] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:40.991703] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:41:41.201952] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:41.425312] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:41.667453] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:41.667603] [INFO ] [CONFIGURE ] PHG: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:41:41.667667] [INFO ] [CONFIGURE ] JOB ETA: 39.5m | Avg: 2.7s/test | Remaining: 880 tests [2025-11-22T00:41:41.667706] [INFO ] [CONFIGURE ] PHG: Testing feature 7/29: add_lag_shelf [2025-11-22T00:41:41.667737] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:41:41.875967] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:42.088213] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:42.299844] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:42.508840] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:42.710975] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:42.914876] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:43.143100] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:43.381398] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:43.605028] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:43.832221] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:43.832369] [INFO ] [CONFIGURE ] PHG: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:41:43.832411] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 2.7s/test | Remaining: 879 tests [2025-11-22T00:41:43.832444] [INFO ] [CONFIGURE ] PHG: Testing feature 8/29: add_macd [2025-11-22T00:41:43.832475] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:41:44.155740] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:41:44.480894] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:44.810808] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:41:45.151836] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:45.481573] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:45.810581] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:46.136998] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:46.482411] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:46.798818] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:47.127582] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:41:47.127777] [INFO ] [CONFIGURE ] PHG: DISCARDED add_macd (score: 40.00%) [2025-11-22T00:41:47.127823] [INFO ] [CONFIGURE ] JOB ETA: 39.4m | Avg: 2.7s/test | Remaining: 878 tests [2025-11-22T00:41:47.127857] [INFO ] [CONFIGURE ] PHG: Testing feature 9/29: add_mfi [2025-11-22T00:41:47.127889] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T00:41:47.337472] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:47.545800] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:47.754665] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:47.964117] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:48.177299] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:48.384829] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:48.595092] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:48.814832] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:49.025948] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:49.236136] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:49.236292] [INFO ] [CONFIGURE ] PHG: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:41:49.236337] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 2.7s/test | Remaining: 877 tests [2025-11-22T00:41:49.236371] [INFO ] [CONFIGURE ] PHG: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:41:49.236402] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:41:49.554101] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:49.861937] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:50.161888] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:50.458990] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:50.755188] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:51.052798] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:51.357810] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:51.660215] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:51.970287] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:52.368175] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:41:52.368436] [INFO ] [CONFIGURE ] PHG: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:41:52.368510] [INFO ] [CONFIGURE ] JOB ETA: 39.3m | Avg: 2.7s/test | Remaining: 876 tests [2025-11-22T00:41:52.368571] [INFO ] [CONFIGURE ] PHG: Testing feature 11/29: add_obv_daily [2025-11-22T00:41:52.368624] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T00:41:52.668434] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:52.916287] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:53.146182] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:53.375668] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:53.596713] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:53.817009] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:54.039307] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:54.273865] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:54.505977] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:54.724149] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:41:54.724300] [INFO ] [CONFIGURE ] PHG: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:41:54.724342] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 2.7s/test | Remaining: 875 tests [2025-11-22T00:41:54.724375] [INFO ] [CONFIGURE ] PHG: Testing feature 12/29: add_obv_interval [2025-11-22T00:41:54.724406] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T00:41:54.941815] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:55.154019] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:55.368355] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:55.608186] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:41:55.824597] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:56.071546] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:56.286669] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:56.501723] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:56.717266] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:56.933749] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:41:56.933908] [INFO ] [CONFIGURE ] PHG: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:41:56.933951] [INFO ] [CONFIGURE ] JOB ETA: 39.2m | Avg: 2.7s/test | Remaining: 874 tests [2025-11-22T00:41:56.933985] [INFO ] [CONFIGURE ] PHG: Testing feature 13/29: add_opening_strength [2025-11-22T00:41:56.934017] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:41:57.164736] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:41:57.395626] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:57.627000] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:41:57.856389] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:41:58.086714] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:41:58.317116] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:41:58.570728] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:41:58.802034] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:41:59.041872] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:41:59.274076] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:41:59.274233] [INFO ] [CONFIGURE ] PHG: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T00:41:59.274274] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 2.7s/test | Remaining: 873 tests [2025-11-22T00:41:59.274307] [INFO ] [CONFIGURE ] PHG: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:41:59.274338] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T00:41:59.504239] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:41:59.731600] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:41:59.966235] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:00.198750] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:01.114888] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:01.475581] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:01.711112] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:42:01.948212] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:02.210668] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:42:02.443502] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:02.443668] [INFO ] [CONFIGURE ] PHG: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T00:42:02.443713] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 2.7s/test | Remaining: 872 tests [2025-11-22T00:42:02.443746] [INFO ] [CONFIGURE ] PHG: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:42:02.443777] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T00:42:02.644397] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:02.847129] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:03.047544] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:03.247881] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:03.450435] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:03.655519] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:03.857173] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:42:04.059973] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:04.267886] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:04.475062] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:04.475205] [INFO ] [CONFIGURE ] PHG: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-22T00:42:04.475247] [INFO ] [CONFIGURE ] JOB ETA: 39.1m | Avg: 2.7s/test | Remaining: 871 tests [2025-11-22T00:42:04.475281] [INFO ] [CONFIGURE ] PHG: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:42:04.475312] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T00:42:04.702212] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:42:04.932154] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:05.194391] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:05.419975] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:05.662022] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:05.912416] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:06.155574] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:42:06.393981] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:06.634830] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:06.902954] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:42:06.903121] [INFO ] [CONFIGURE ] PHG: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-22T00:42:06.903164] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 2.7s/test | Remaining: 870 tests [2025-11-22T00:42:06.903198] [INFO ] [CONFIGURE ] PHG: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:42:06.903238] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T00:42:07.151404] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:07.399948] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:07.675850] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:07.922802] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:08.194189] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:08.436561] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:08.691308] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:08.939523] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:09.188772] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:09.439929] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:42:09.440082] [INFO ] [CONFIGURE ] PHG: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T00:42:09.440164] [INFO ] [CONFIGURE ] JOB ETA: 39.0m | Avg: 2.7s/test | Remaining: 869 tests [2025-11-22T00:42:09.440199] [INFO ] [CONFIGURE ] PHG: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:42:09.440230] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-22T00:42:09.659390] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:42:09.881443] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:10.092580] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:10.303383] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:10.517430] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:10.757286] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:10.980539] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:11.218344] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:11.433121] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:42:11.630181] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:11.630330] [INFO ] [CONFIGURE ] PHG: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:42:11.630397] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 2.7s/test | Remaining: 868 tests [2025-11-22T00:42:11.630433] [INFO ] [CONFIGURE ] PHG: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:42:11.630464] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-22T00:42:11.832268] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:42:12.034674] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:12.235217] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:12.436288] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:42:12.636538] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:12.840940] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:13.060331] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:13.283343] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:13.501504] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:13.748993] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:13.749149] [INFO ] [CONFIGURE ] PHG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T00:42:13.749190] [INFO ] [CONFIGURE ] JOB ETA: 38.9m | Avg: 2.7s/test | Remaining: 867 tests [2025-11-22T00:42:13.749224] [INFO ] [CONFIGURE ] PHG: Testing feature 20/29: add_price_rejection [2025-11-22T00:42:13.749255] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-22T00:42:13.979609] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:14.246994] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:14.481541] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:42:14.722428] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:14.958717] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:42:15.193076] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:15.430504] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:42:15.668135] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:15.908005] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:16.150290] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:16.150439] [INFO ] [CONFIGURE ] PHG: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:42:16.150481] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 2.7s/test | Remaining: 866 tests [2025-11-22T00:42:16.150515] [INFO ] [CONFIGURE ] PHG: Testing feature 21/29: add_range_position [2025-11-22T00:42:16.150547] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-22T00:42:16.412551] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:16.669140] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:16.931589] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:17.195098] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:17.457102] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:17.718406] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:17.969507] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:42:18.214599] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:18.457004] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:18.700589] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:18.700760] [INFO ] [CONFIGURE ] PHG: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:42:18.700807] [INFO ] [CONFIGURE ] JOB ETA: 38.8m | Avg: 2.7s/test | Remaining: 865 tests [2025-11-22T00:42:18.700841] [INFO ] [CONFIGURE ] PHG: Testing feature 22/29: add_realized_volatility [2025-11-22T00:42:18.700874] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-22T00:42:19.022852] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:19.377131] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:19.728445] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:20.080753] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:20.461532] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:20.822195] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:21.176806] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:21.531316] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:21.889917] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:42:22.244881] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:42:22.245049] [INFO ] [CONFIGURE ] PHG: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:42:22.245102] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 2.7s/test | Remaining: 864 tests [2025-11-22T00:42:22.245139] [INFO ] [CONFIGURE ] PHG: Testing feature 23/29: add_recent_range_context [2025-11-22T00:42:22.245172] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-22T00:42:22.480506] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:42:22.728581] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:22.967049] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:42:23.197943] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:23.447334] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:23.662212] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:23.875732] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:24.087547] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:24.301447] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:24.516783] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:42:24.516935] [INFO ] [CONFIGURE ] PHG: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-22T00:42:24.517005] [INFO ] [CONFIGURE ] JOB ETA: 38.7m | Avg: 2.7s/test | Remaining: 863 tests [2025-11-22T00:42:24.517051] [INFO ] [CONFIGURE ] PHG: Testing feature 24/29: add_rsi [2025-11-22T00:42:24.517091] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-22T00:42:24.774942] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:25.033775] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:25.294412] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:42:25.552768] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:42:25.839339] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:26.098403] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:26.395542] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:26.655704] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:26.916501] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:27.181169] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:27.181348] [INFO ] [CONFIGURE ] PHG: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:42:27.181393] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 2.7s/test | Remaining: 862 tests [2025-11-22T00:42:27.181427] [INFO ] [CONFIGURE ] PHG: Testing feature 25/29: add_tick_distribution [2025-11-22T00:42:27.181458] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-22T00:42:27.394637] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:27.609250] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:27.825551] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:28.041915] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:28.260497] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:28.477275] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:28.692581] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:42:28.912454] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:29.125975] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:29.346671] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:29.346815] [INFO ] [CONFIGURE ] PHG: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:42:29.346858] [INFO ] [CONFIGURE ] JOB ETA: 38.6m | Avg: 2.7s/test | Remaining: 861 tests [2025-11-22T00:42:29.346891] [INFO ] [CONFIGURE ] PHG: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:42:29.346925] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-22T00:42:29.566529] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:29.784753] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:30.005543] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:30.228464] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:30.447515] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:30.668153] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:30.891491] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:31.112036] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:31.331831] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:42:31.561876] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:42:31.562032] [INFO ] [CONFIGURE ] PHG: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:42:31.562077] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 2.7s/test | Remaining: 860 tests [2025-11-22T00:42:31.562111] [INFO ] [CONFIGURE ] PHG: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:42:31.562142] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-22T00:42:31.799703] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:42:32.035263] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:32.269844] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:32.532293] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:42:32.763402] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:32.991462] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:33.216613] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:33.440843] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:33.671315] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:42:33.899369] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:42:33.899536] [INFO ] [CONFIGURE ] PHG: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:42:33.899581] [INFO ] [CONFIGURE ] JOB ETA: 38.5m | Avg: 2.7s/test | Remaining: 859 tests [2025-11-22T00:42:33.899616] [INFO ] [CONFIGURE ] PHG: Testing feature 28/29: add_volume_profile [2025-11-22T00:42:33.899667] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-22T00:42:34.117840] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:42:34.335430] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:34.551950] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:34.774300] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:42:35.005820] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:35.231701] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:35.475257] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:42:35.703899] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:35.922074] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:42:36.142996] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:42:36.143162] [INFO ] [CONFIGURE ] PHG: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:42:36.143206] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 2.7s/test | Remaining: 858 tests [2025-11-22T00:42:36.143243] [INFO ] [CONFIGURE ] PHG: Testing feature 29/29: add_vwap [2025-11-22T00:42:36.143277] [INFO ] [CONFIGURE ] PHG: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-22T00:42:36.373472] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:42:36.604862] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:36.852852] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:37.098766] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:42:37.343329] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:37.592922] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:42:37.843762] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:42:38.096838] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:42:38.355593] [DEBUG] [FORECASTER] PHG: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:42:38.620999] [DEBUG] [FORECASTER] PHG: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:42:38.621213] [INFO ] [CONFIGURE ] PHG: DISCARDED add_vwap (score: 70.00%) [2025-11-22T00:42:38.621268] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 2.7s/test | Remaining: 857 tests [2025-11-22T00:42:38.621306] [INFO ] [CONFIGURE ] PHG: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:42:38.621335] [INFO ] [CONFIGURE ] PHG: Best accuracy: 70.00% [2025-11-22T00:42:38.621365] [INFO ] [CONFIGURE ] PHG: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-22T00:42:38.621392] [INFO ] [CONFIGURE ] PHG: Improvement over baseline: 30.00% [2025-11-22T00:42:38.621418] [INFO ] [CONFIGURE ] PHG: Total time: 1.2 minutes [2025-11-22T00:42:38.621444] [INFO ] [CONFIGURE ] PHG: Average time per feature: 2.4 seconds [2025-11-22T00:42:38.621470] [INFO ] [CONFIGURE ] PHG: Average speed: 0.41 features/sec [2025-11-22T00:42:38.621760] [INFO ] [LOCAL ] Saved configuration for PHG: 1 features, 70.00% accuracy -> ./output/feature-sets/PHG.json [2025-11-22T00:42:38.621805] [INFO ] [CONFIGURE ] PHG: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-22T00:42:38.621843] [INFO ] [sig ] [64/93] Successfully configured PHG | 0.01 sym/s | Total: 1.4h | ETA: 38.3m [2025-11-22T00:42:38.621876] [INFO ] [sig ] [65/93] Configuring PHI... [2025-11-22T00:42:38.621905] [INFO ] [CONFIGURE ] PHI: Configurate test run. [2025-11-22T00:42:38.621935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-11-22T00:42:38.646003] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PHI'. [2025-11-22T00:42:38.646312] [INFO ] [CONFIGURE ] PHI: Testing with 29 available features [2025-11-22T00:42:38.646363] [INFO ] [CONFIGURE ] PHI: Establishing baseline with no features... [2025-11-22T00:42:38.837416] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:42:39.045901] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:39.242745] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:42:39.502127] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:42:39.735898] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:42:39.924506] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:42:40.097216] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:42:40.261591] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:42:40.432244] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:42:40.609828] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:42:40.609965] [INFO ] [CONFIGURE ] PHI: Baseline score (no features): 40.00% [2025-11-22T00:42:40.610007] [INFO ] [CONFIGURE ] PHI: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:42:40.610041] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:42:40.828268] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:42:41.051223] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:41.272319] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:42:41.520498] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:42:41.741387] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:42:41.964053] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:42:42.186810] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:42:42.402528] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:42:42.626056] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:42:42.846155] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:42:42.846305] [INFO ] [CONFIGURE ] PHI: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:42:42.846348] [INFO ] [CONFIGURE ] JOB ETA: 38.4m | Avg: 2.7s/test | Remaining: 856 tests [2025-11-22T00:42:42.846381] [INFO ] [CONFIGURE ] PHI: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:42:42.846413] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:42:43.077119] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:42:43.299797] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:43.524049] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:42:43.749627] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:42:44.004898] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:42:44.235676] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:42:44.470735] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:42:44.707618] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:42:44.935965] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:42:45.167315] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:42:45.167517] [INFO ] [CONFIGURE ] PHI: KEPT add_cumulative_delta (score: 50.00%) [2025-11-22T00:42:45.167565] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 2.7s/test | Remaining: 855 tests [2025-11-22T00:42:45.167605] [INFO ] [CONFIGURE ] PHI: Testing feature 3/29: add_daily_returns [2025-11-22T00:42:45.167665] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:42:45.406933] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:42:45.646619] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:42:45.899416] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:42:46.171541] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:42:46.411428] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:42:46.650686] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:42:46.888184] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:42:47.128507] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:42:47.371283] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:42:47.647191] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:42:47.647342] [INFO ] [CONFIGURE ] PHI: DISCARDED add_daily_returns (score: 30.00%) [2025-11-22T00:42:47.647385] [INFO ] [CONFIGURE ] JOB ETA: 38.3m | Avg: 2.7s/test | Remaining: 854 tests [2025-11-22T00:42:47.647418] [INFO ] [CONFIGURE ] PHI: Testing feature 4/29: add_ema [2025-11-22T00:42:47.647449] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-22T00:42:47.923315] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:42:48.204358] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:48.481665] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:48.760318] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:42:49.038128] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:42:49.317758] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:42:49.597482] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:42:49.878169] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:42:50.162043] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:42:50.446053] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:42:50.446211] [INFO ] [CONFIGURE ] PHI: KEPT add_ema (score: 60.00%) [2025-11-22T00:42:50.446256] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 2.7s/test | Remaining: 853 tests [2025-11-22T00:42:50.446291] [INFO ] [CONFIGURE ] PHI: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:42:50.446323] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:42:50.794398] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:42:51.114977] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:51.438525] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:42:51.760342] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:42:52.099129] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:42:52.430699] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:42:52.748452] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:42:53.117028] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:42:53.443917] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:42:53.798705] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:42:53.798876] [INFO ] [CONFIGURE ] PHI: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T00:42:53.798930] [INFO ] [CONFIGURE ] JOB ETA: 38.2m | Avg: 2.7s/test | Remaining: 852 tests [2025-11-22T00:42:53.798972] [INFO ] [CONFIGURE ] PHI: Testing feature 6/29: add_failed_moves [2025-11-22T00:42:53.799003] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves'] [2025-11-22T00:42:54.086266] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:42:54.371339] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:54.659742] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:54.950415] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:42:55.241107] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:42:55.545717] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:42:55.853024] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:42:56.182934] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:42:56.486425] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:42:56.806776] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:42:56.806947] [INFO ] [CONFIGURE ] PHI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:42:56.807014] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 2.7s/test | Remaining: 851 tests [2025-11-22T00:42:56.807050] [INFO ] [CONFIGURE ] PHI: Testing feature 7/29: add_lag_shelf [2025-11-22T00:42:56.807083] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf'] [2025-11-22T00:42:57.094757] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:42:57.370257] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:42:57.658540] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:42:57.955611] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:42:58.260950] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:42:58.565891] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:42:58.875184] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:42:59.198997] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:42:59.516395] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:42:59.833140] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:42:59.833311] [INFO ] [CONFIGURE ] PHI: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:42:59.833355] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 2.7s/test | Remaining: 850 tests [2025-11-22T00:42:59.833388] [INFO ] [CONFIGURE ] PHI: Testing feature 8/29: add_macd [2025-11-22T00:42:59.833420] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-22T00:43:00.212461] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:01.293367] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:01.820988] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:02.268941] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:02.693823] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:03.098464] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:03.505947] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:43:03.922872] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:04.350304] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:04.754401] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:04.754704] [INFO ] [CONFIGURE ] PHI: DISCARDED add_macd (score: 30.00%) [2025-11-22T00:43:04.754871] [INFO ] [CONFIGURE ] JOB ETA: 38.1m | Avg: 2.7s/test | Remaining: 849 tests [2025-11-22T00:43:04.754914] [INFO ] [CONFIGURE ] PHI: Testing feature 9/29: add_mfi [2025-11-22T00:43:04.754949] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi'] [2025-11-22T00:43:05.062339] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:05.370241] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:05.678999] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:05.995438] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:43:06.321675] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:06.629623] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:06.973868] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:43:07.299320] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:07.623109] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:07.937459] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:07.937746] [INFO ] [CONFIGURE ] PHI: DISCARDED add_mfi (score: 30.00%) [2025-11-22T00:43:07.937798] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 2.7s/test | Remaining: 848 tests [2025-11-22T00:43:07.937837] [INFO ] [CONFIGURE ] PHI: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:43:07.937871] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:43:08.359227] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:08.770025] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:09.164040] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:09.588857] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:09.990499] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:43:10.388455] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:10.780832] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:11.168872] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:43:11.575099] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:12.005856] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:12.006133] [INFO ] [CONFIGURE ] PHI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:43:12.006183] [INFO ] [CONFIGURE ] JOB ETA: 38.0m | Avg: 2.7s/test | Remaining: 847 tests [2025-11-22T00:43:12.006221] [INFO ] [CONFIGURE ] PHI: Testing feature 11/29: add_obv_daily [2025-11-22T00:43:12.006258] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily'] [2025-11-22T00:43:12.317173] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:12.627910] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:12.946388] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:13.277175] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:13.592633] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:13.906959] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:14.247248] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:43:14.572208] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:43:14.912094] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:15.229446] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:15.229701] [INFO ] [CONFIGURE ] PHI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:43:15.229750] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 2.7s/test | Remaining: 846 tests [2025-11-22T00:43:15.229786] [INFO ] [CONFIGURE ] PHI: Testing feature 12/29: add_obv_interval [2025-11-22T00:43:15.229820] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval'] [2025-11-22T00:43:15.511783] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:15.800354] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:16.088592] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:16.385604] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:16.682147] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:16.966440] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:17.274527] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:43:17.555490] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:17.843678] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:18.155285] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:18.155525] [INFO ] [CONFIGURE ] PHI: DISCARDED add_obv_interval (score: 30.00%) [2025-11-22T00:43:18.155592] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 2.7s/test | Remaining: 845 tests [2025-11-22T00:43:18.155673] [INFO ] [CONFIGURE ] PHI: Testing feature 13/29: add_opening_strength [2025-11-22T00:43:18.155724] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:43:18.488586] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:18.828327] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:19.183349] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:19.511637] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:19.844586] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:43:20.191770] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:20.542271] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:20.867426] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:21.196767] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:21.526371] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:21.526662] [INFO ] [CONFIGURE ] PHI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T00:43:21.526720] [INFO ] [CONFIGURE ] JOB ETA: 37.9m | Avg: 2.7s/test | Remaining: 844 tests [2025-11-22T00:43:21.526758] [INFO ] [CONFIGURE ] PHI: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:43:21.526825] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance'] [2025-11-22T00:43:21.844499] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:22.160342] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:22.476865] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:22.817200] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:43:23.144233] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:23.471340] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:23.804402] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:43:24.138746] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:24.442658] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:24.741014] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:24.741167] [INFO ] [CONFIGURE ] PHI: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:43:24.741213] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 2.7s/test | Remaining: 843 tests [2025-11-22T00:43:24.741249] [INFO ] [CONFIGURE ] PHI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:43:24.741281] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-22T00:43:25.012103] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:25.288103] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:25.561706] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:25.838090] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:26.103333] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:26.394562] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:26.668301] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:43:26.969230] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:27.243341] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:27.519249] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:27.519424] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T00:43:27.519498] [INFO ] [CONFIGURE ] JOB ETA: 37.8m | Avg: 2.7s/test | Remaining: 842 tests [2025-11-22T00:43:27.519546] [INFO ] [CONFIGURE ] PHI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:43:27.519580] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-22T00:43:27.815013] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:28.106388] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:28.399328] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:28.689289] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:43:28.988989] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:29.278008] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:29.568618] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:29.863156] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:30.186242] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:30.482525] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:30.482703] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T00:43:30.482747] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 2.7s/test | Remaining: 841 tests [2025-11-22T00:43:30.482782] [INFO ] [CONFIGURE ] PHI: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:43:30.482813] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d'] [2025-11-22T00:43:30.787431] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:31.089782] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:31.467872] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:31.848078] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:32.216700] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:32.517129] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:32.808160] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:33.138453] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:33.444657] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:33.754138] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:33.754308] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:43:33.754352] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 2.7s/test | Remaining: 840 tests [2025-11-22T00:43:33.754386] [INFO ] [CONFIGURE ] PHI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:43:33.754417] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-22T00:43:34.033450] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:34.319846] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:34.598375] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:34.852069] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:35.109677] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:35.378422] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:35.642464] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:43:35.901251] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:36.185073] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:36.449829] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:36.449979] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:43:36.450021] [INFO ] [CONFIGURE ] JOB ETA: 37.7m | Avg: 2.7s/test | Remaining: 839 tests [2025-11-22T00:43:36.450056] [INFO ] [CONFIGURE ] PHI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:43:36.450088] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-22T00:43:36.714322] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:36.994967] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:37.248520] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:37.503595] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:43:37.760447] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:38.009135] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:38.273962] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:43:38.547945] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:38.798595] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:39.061931] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:39.062081] [INFO ] [CONFIGURE ] PHI: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-22T00:43:39.062123] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 2.7s/test | Remaining: 838 tests [2025-11-22T00:43:39.062158] [INFO ] [CONFIGURE ] PHI: Testing feature 20/29: add_price_rejection [2025-11-22T00:43:39.062190] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection'] [2025-11-22T00:43:39.343237] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:39.633205] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:39.916966] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:40.200882] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:43:40.490961] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:40.775285] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:41.066692] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:41.361202] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:43:41.672063] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:41.980414] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:41.980579] [INFO ] [CONFIGURE ] PHI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:43:41.980705] [INFO ] [CONFIGURE ] JOB ETA: 37.6m | Avg: 2.7s/test | Remaining: 837 tests [2025-11-22T00:43:41.980744] [INFO ] [CONFIGURE ] PHI: Testing feature 21/29: add_range_position [2025-11-22T00:43:41.980776] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position'] [2025-11-22T00:43:42.314539] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:42.632081] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:42.950612] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:43.266324] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:43:43.586524] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:43.915918] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:44.247517] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:44.585464] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:44.906176] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:45.279292] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:45.279486] [INFO ] [CONFIGURE ] PHI: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:43:45.279551] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 2.7s/test | Remaining: 836 tests [2025-11-22T00:43:45.279597] [INFO ] [CONFIGURE ] PHI: Testing feature 22/29: add_realized_volatility [2025-11-22T00:43:45.279667] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility'] [2025-11-22T00:43:45.689532] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:46.095511] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:46.496349] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:46.878427] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:47.266228] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:47.676958] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:48.076669] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:48.468875] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:43:48.862097] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:49.246462] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:49.246701] [INFO ] [CONFIGURE ] PHI: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:43:49.246750] [INFO ] [CONFIGURE ] JOB ETA: 37.5m | Avg: 2.7s/test | Remaining: 835 tests [2025-11-22T00:43:49.246785] [INFO ] [CONFIGURE ] PHI: Testing feature 23/29: add_recent_range_context [2025-11-22T00:43:49.246818] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context'] [2025-11-22T00:43:49.531451] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:49.822530] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:50.114863] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:50.403395] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:50.713864] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:50.993615] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:51.303668] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:51.587760] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:43:51.877245] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:52.162314] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:43:52.162503] [INFO ] [CONFIGURE ] PHI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:43:52.162548] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 2.7s/test | Remaining: 834 tests [2025-11-22T00:43:52.162583] [INFO ] [CONFIGURE ] PHI: Testing feature 24/29: add_rsi [2025-11-22T00:43:52.162615] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-22T00:43:52.448494] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:52.737813] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:53.040382] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:43:53.326832] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:53.642580] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:53.944253] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:54.235968] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:54.524180] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:43:54.817988] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:55.113970] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:55.114143] [INFO ] [CONFIGURE ] PHI: DISCARDED add_rsi (score: 40.00%) [2025-11-22T00:43:55.114189] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 2.7s/test | Remaining: 833 tests [2025-11-22T00:43:55.114229] [INFO ] [CONFIGURE ] PHI: Testing feature 25/29: add_tick_distribution [2025-11-22T00:43:55.114264] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution'] [2025-11-22T00:43:55.397252] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:55.686861] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:55.970100] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:56.247764] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:56.530160] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:56.803769] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:43:57.079569] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:43:57.384290] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:43:57.654070] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:43:57.918493] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:43:57.918664] [INFO ] [CONFIGURE ] PHI: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-22T00:43:57.918713] [INFO ] [CONFIGURE ] JOB ETA: 37.4m | Avg: 2.7s/test | Remaining: 832 tests [2025-11-22T00:43:57.918747] [INFO ] [CONFIGURE ] PHI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:43:57.918779] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-22T00:43:58.181609] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:43:58.472294] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:43:58.764266] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:43:59.056068] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:43:59.352363] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:43:59.668666] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:43:59.950876] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:00.237265] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:44:00.521038] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:44:01.573573] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:44:01.573773] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:44:01.573841] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 2.7s/test | Remaining: 831 tests [2025-11-22T00:44:01.573877] [INFO ] [CONFIGURE ] PHI: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:44:01.573908] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence'] [2025-11-22T00:44:01.897899] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:44:02.190606] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:44:02.484990] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:44:02.834559] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:03.179713] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:03.546403] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:03.874138] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:44:04.171065] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:44:04.483035] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:44:04.806463] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:44:04.806719] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T00:44:04.806768] [INFO ] [CONFIGURE ] JOB ETA: 37.3m | Avg: 2.7s/test | Remaining: 830 tests [2025-11-22T00:44:04.806808] [INFO ] [CONFIGURE ] PHI: Testing feature 28/29: add_volume_profile [2025-11-22T00:44:04.806844] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile'] [2025-11-22T00:44:05.112013] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:44:05.415911] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:44:05.750889] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:44:06.061269] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:06.368233] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:06.679546] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:44:07.026869] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:07.350942] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:44:07.683402] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:44:08.006125] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:44:08.006418] [INFO ] [CONFIGURE ] PHI: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T00:44:08.006477] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 2.7s/test | Remaining: 829 tests [2025-11-22T00:44:08.006522] [INFO ] [CONFIGURE ] PHI: Testing feature 29/29: add_vwap [2025-11-22T00:44:08.006558] [INFO ] [CONFIGURE ] PHI: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap'] [2025-11-22T00:44:08.336841] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:44:08.670427] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:44:08.983159] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:44:09.258149] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:09.557372] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:09.845115] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:44:10.138952] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:10.420833] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:44:10.700022] [DEBUG] [FORECASTER] PHI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:44:10.980720] [DEBUG] [FORECASTER] PHI: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:44:10.980931] [INFO ] [CONFIGURE ] PHI: DISCARDED add_vwap (score: 50.00%) [2025-11-22T00:44:10.980978] [INFO ] [CONFIGURE ] JOB ETA: 37.2m | Avg: 2.7s/test | Remaining: 828 tests [2025-11-22T00:44:10.981014] [INFO ] [CONFIGURE ] PHI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:44:10.981046] [INFO ] [CONFIGURE ] PHI: Best accuracy: 60.00% [2025-11-22T00:44:10.981079] [INFO ] [CONFIGURE ] PHI: Best feature set (2 features): ['add_cumulative_delta', 'add_ema'] [2025-11-22T00:44:10.981108] [INFO ] [CONFIGURE ] PHI: Improvement over baseline: 20.00% [2025-11-22T00:44:10.981138] [INFO ] [CONFIGURE ] PHI: Total time: 1.5 minutes [2025-11-22T00:44:10.981166] [INFO ] [CONFIGURE ] PHI: Average time per feature: 3.1 seconds [2025-11-22T00:44:10.981202] [INFO ] [CONFIGURE ] PHI: Average speed: 0.32 features/sec [2025-11-22T00:44:10.981534] [INFO ] [LOCAL ] Saved configuration for PHI: 2 features, 60.00% accuracy -> ./output/feature-sets/PHI.json [2025-11-22T00:44:10.981624] [INFO ] [CONFIGURE ] PHI: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-22T00:44:10.981693] [INFO ] [sig ] [65/93] Successfully configured PHI | 0.01 sym/s | Total: 1.4h | ETA: 37.0m [2025-11-22T00:44:10.981742] [INFO ] [sig ] [66/93] Configuring PMO... [2025-11-22T00:44:10.981785] [INFO ] [CONFIGURE ] PMO: Configurate test run. [2025-11-22T00:44:10.981828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-11-22T00:44:10.993561] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PMO'. [2025-11-22T00:44:10.993881] [INFO ] [CONFIGURE ] PMO: Testing with 29 available features [2025-11-22T00:44:10.993931] [INFO ] [CONFIGURE ] PMO: Establishing baseline with no features... [2025-11-22T00:44:11.162525] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:11.329008] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:11.493097] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:11.663309] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:11.830020] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:12.000719] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:12.170840] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:12.342924] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:12.541344] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:12.707189] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:12.707326] [INFO ] [CONFIGURE ] PMO: Baseline score (no features): 60.00% [2025-11-22T00:44:12.707365] [INFO ] [CONFIGURE ] PMO: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:44:12.707398] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:44:12.904796] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:13.108995] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:13.307426] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:44:13.507658] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:13.706322] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:13.911737] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:14.111616] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:14.315126] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:14.521387] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:14.746341] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:14.746475] [INFO ] [CONFIGURE ] PMO: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-22T00:44:14.746517] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 2.7s/test | Remaining: 827 tests [2025-11-22T00:44:14.746550] [INFO ] [CONFIGURE ] PMO: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:44:14.746581] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:44:14.949802] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:44:15.155451] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:15.367214] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:15.600570] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:44:15.808455] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:16.020096] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:16.227996] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:16.437901] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:16.653010] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:16.864045] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:16.864207] [INFO ] [CONFIGURE ] PMO: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:44:16.864250] [INFO ] [CONFIGURE ] JOB ETA: 37.1m | Avg: 2.7s/test | Remaining: 826 tests [2025-11-22T00:44:16.864283] [INFO ] [CONFIGURE ] PMO: Testing feature 3/29: add_daily_returns [2025-11-22T00:44:16.864314] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_daily_returns'] [2025-11-22T00:44:17.042781] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:17.221631] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:17.407549] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:17.590158] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:17.800208] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:17.983087] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:18.167376] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:18.351465] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:18.557612] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:18.754024] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:18.754245] [INFO ] [CONFIGURE ] PMO: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:44:18.754294] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 2.7s/test | Remaining: 825 tests [2025-11-22T00:44:18.754330] [INFO ] [CONFIGURE ] PMO: Testing feature 4/29: add_ema [2025-11-22T00:44:18.754361] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_ema'] [2025-11-22T00:44:18.980441] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:19.252533] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:44:19.526903] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:44:19.796672] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:20.010440] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:20.228969] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:20.442289] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:20.658627] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:20.895802] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:21.113497] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:21.113681] [INFO ] [CONFIGURE ] PMO: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:44:21.113730] [INFO ] [CONFIGURE ] JOB ETA: 37.0m | Avg: 2.7s/test | Remaining: 824 tests [2025-11-22T00:44:21.113767] [INFO ] [CONFIGURE ] PMO: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:44:21.113801] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:44:21.333871] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:21.578537] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:21.808521] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:44:22.041806] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:22.271347] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:22.502056] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:22.737075] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:22.967530] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:23.197357] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:23.417614] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:23.417798] [INFO ] [CONFIGURE ] PMO: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:44:23.417849] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 2.7s/test | Remaining: 823 tests [2025-11-22T00:44:23.417890] [INFO ] [CONFIGURE ] PMO: Testing feature 6/29: add_failed_moves [2025-11-22T00:44:23.417928] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_failed_moves'] [2025-11-22T00:44:23.596949] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:23.804685] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:23.989730] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:24.173223] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:24.353791] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:24.533869] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:24.713921] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:24.892000] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:25.079928] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:25.278377] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:25.278529] [INFO ] [CONFIGURE ] PMO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:44:25.278574] [INFO ] [CONFIGURE ] JOB ETA: 36.9m | Avg: 2.7s/test | Remaining: 822 tests [2025-11-22T00:44:25.278609] [INFO ] [CONFIGURE ] PMO: Testing feature 7/29: add_lag_shelf [2025-11-22T00:44:25.278658] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_lag_shelf'] [2025-11-22T00:44:25.459716] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:25.642247] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:25.820584] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:26.005051] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:26.189001] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:26.373316] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:26.554237] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:26.737517] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:26.936396] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:27.118725] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:27.118875] [INFO ] [CONFIGURE ] PMO: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:44:27.118923] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 2.7s/test | Remaining: 821 tests [2025-11-22T00:44:27.118965] [INFO ] [CONFIGURE ] PMO: Testing feature 8/29: add_macd [2025-11-22T00:44:27.119005] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:44:27.391179] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:27.674472] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:27.934718] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:44:28.196575] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:28.454191] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:28.717872] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:28.978787] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:29.239948] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:29.495195] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:29.761588] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:29.761824] [INFO ] [CONFIGURE ] PMO: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:44:29.761875] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 2.7s/test | Remaining: 820 tests [2025-11-22T00:44:29.761915] [INFO ] [CONFIGURE ] PMO: Testing feature 9/29: add_mfi [2025-11-22T00:44:29.761951] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_mfi'] [2025-11-22T00:44:29.961741] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:30.149375] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:30.332495] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:30.518983] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:30.714457] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:30.897302] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:31.082959] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:31.269718] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:31.453995] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:31.641669] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:31.641847] [INFO ] [CONFIGURE ] PMO: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:44:31.641901] [INFO ] [CONFIGURE ] JOB ETA: 36.8m | Avg: 2.7s/test | Remaining: 819 tests [2025-11-22T00:44:31.641938] [INFO ] [CONFIGURE ] PMO: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:44:31.641972] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:44:31.919246] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:32.196440] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:44:32.468639] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:32.751147] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:33.062702] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:33.362004] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:33.650977] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:33.941286] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:34.230058] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:34.517817] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:34.517990] [INFO ] [CONFIGURE ] PMO: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-22T00:44:34.518037] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 2.7s/test | Remaining: 818 tests [2025-11-22T00:44:34.518072] [INFO ] [CONFIGURE ] PMO: Testing feature 11/29: add_obv_daily [2025-11-22T00:44:34.518105] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-22T00:44:34.811583] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:44:35.102161] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:35.416263] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:35.716033] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:36.035507] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:36.334995] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:36.639006] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:36.939807] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:37.243256] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:37.550824] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:37.550992] [INFO ] [CONFIGURE ] PMO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:44:37.551038] [INFO ] [CONFIGURE ] JOB ETA: 36.7m | Avg: 2.7s/test | Remaining: 817 tests [2025-11-22T00:44:37.551073] [INFO ] [CONFIGURE ] PMO: Testing feature 12/29: add_obv_interval [2025-11-22T00:44:37.551106] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-22T00:44:37.833592] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:38.113923] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:38.393133] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:38.678713] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:39.009160] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:39.314340] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:39.617877] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:39.928108] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:40.237043] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:40.548039] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:40.548208] [INFO ] [CONFIGURE ] PMO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:44:40.548257] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 2.7s/test | Remaining: 816 tests [2025-11-22T00:44:40.548299] [INFO ] [CONFIGURE ] PMO: Testing feature 13/29: add_opening_strength [2025-11-22T00:44:40.548338] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:44:40.863486] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:41.181673] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:41.521815] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:44:41.854013] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:42.183693] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:42.518522] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:42.885863] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:43.219476] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:43.565603] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:44:43.905918] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:43.906069] [INFO ] [CONFIGURE ] PMO: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T00:44:43.906111] [INFO ] [CONFIGURE ] JOB ETA: 36.6m | Avg: 2.7s/test | Remaining: 815 tests [2025-11-22T00:44:43.906145] [INFO ] [CONFIGURE ] PMO: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:44:43.906176] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-22T00:44:44.223679] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:44.544965] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:44.878965] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:44:45.210445] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:45.539073] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:45.902934] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:46.229507] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:46.556810] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:46.879855] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:44:47.208504] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:47.208696] [INFO ] [CONFIGURE ] PMO: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T00:44:47.208745] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 2.7s/test | Remaining: 814 tests [2025-11-22T00:44:47.208783] [INFO ] [CONFIGURE ] PMO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:44:47.208844] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-22T00:44:47.516307] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:47.820983] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:48.147875] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:48.453889] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:44:48.769706] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:49.069275] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:49.375217] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:49.680785] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:49.988451] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:50.303602] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:50.303821] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:44:50.303870] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 2.7s/test | Remaining: 813 tests [2025-11-22T00:44:50.303907] [INFO ] [CONFIGURE ] PMO: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:44:50.303941] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-22T00:44:50.618388] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:50.934240] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:51.247949] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:51.560900] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:51.915825] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:52.232137] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:52.554947] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:52.871311] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:53.195469] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:53.518284] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:53.518488] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:44:53.518536] [INFO ] [CONFIGURE ] JOB ETA: 36.5m | Avg: 2.7s/test | Remaining: 812 tests [2025-11-22T00:44:53.518579] [INFO ] [CONFIGURE ] PMO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:44:53.518617] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-22T00:44:53.804606] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:54.078892] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:44:54.367546] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:44:54.655867] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:54.976513] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:55.270275] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:55.566718] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:55.856418] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:56.148036] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:44:56.444408] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:56.444586] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:44:56.444630] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 2.7s/test | Remaining: 811 tests [2025-11-22T00:44:56.444689] [INFO ] [CONFIGURE ] PMO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:44:56.444723] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-22T00:44:56.714067] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:56.984509] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:44:57.261722] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:44:57.531540] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:44:57.809978] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:44:58.084504] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:44:58.364120] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:44:58.642901] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:44:58.936590] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:44:59.215825] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:44:59.215993] [INFO ] [CONFIGURE ] PMO: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T00:44:59.216038] [INFO ] [CONFIGURE ] JOB ETA: 36.4m | Avg: 2.7s/test | Remaining: 810 tests [2025-11-22T00:44:59.216072] [INFO ] [CONFIGURE ] PMO: Testing feature 20/29: add_price_rejection [2025-11-22T00:44:59.216140] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-22T00:44:59.530320] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:44:59.841381] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:00.157316] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:45:00.469923] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:01.505132] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:02.002712] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:02.328911] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:02.648377] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:02.986524] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:45:03.345246] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:03.345396] [INFO ] [CONFIGURE ] PMO: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:45:03.345439] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 2.7s/test | Remaining: 809 tests [2025-11-22T00:45:03.345473] [INFO ] [CONFIGURE ] PMO: Testing feature 21/29: add_range_position [2025-11-22T00:45:03.345504] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-22T00:45:03.674302] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:45:04.022834] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:04.334695] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:45:04.659806] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:04.960608] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:05.254684] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:05.571754] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:05.887972] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:06.224031] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:45:06.545796] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:06.545966] [INFO ] [CONFIGURE ] PMO: DISCARDED add_range_position (score: 50.00%) [2025-11-22T00:45:06.546012] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 2.7s/test | Remaining: 808 tests [2025-11-22T00:45:06.546049] [INFO ] [CONFIGURE ] PMO: Testing feature 22/29: add_realized_volatility [2025-11-22T00:45:06.546082] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-22T00:45:06.960760] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:45:07.372195] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:07.791896] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:45:08.184582] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:08.586528] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:08.977883] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:09.394110] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:09.778346] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:10.204223] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:45:10.595153] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:10.595307] [INFO ] [CONFIGURE ] PMO: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:45:10.595414] [INFO ] [CONFIGURE ] JOB ETA: 36.3m | Avg: 2.7s/test | Remaining: 807 tests [2025-11-22T00:45:10.595452] [INFO ] [CONFIGURE ] PMO: Testing feature 23/29: add_recent_range_context [2025-11-22T00:45:10.595483] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-22T00:45:10.873128] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:45:11.155762] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:11.436509] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:45:11.718138] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:12.005877] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:12.310155] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:12.603367] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:12.919956] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:13.205848] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:45:13.498984] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:13.499188] [INFO ] [CONFIGURE ] PMO: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:45:13.499240] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 2.7s/test | Remaining: 806 tests [2025-11-22T00:45:13.499276] [INFO ] [CONFIGURE ] PMO: Testing feature 24/29: add_rsi [2025-11-22T00:45:13.499309] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-22T00:45:13.807369] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:45:14.113103] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:14.425226] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:45:14.735206] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:15.069371] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:15.423033] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:15.755681] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:16.088288] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:16.433250] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:45:16.768934] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:16.769120] [INFO ] [CONFIGURE ] PMO: DISCARDED add_rsi (score: 40.00%) [2025-11-22T00:45:16.769167] [INFO ] [CONFIGURE ] JOB ETA: 36.2m | Avg: 2.7s/test | Remaining: 805 tests [2025-11-22T00:45:16.769201] [INFO ] [CONFIGURE ] PMO: Testing feature 25/29: add_tick_distribution [2025-11-22T00:45:16.769232] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-22T00:45:17.056179] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:45:17.350028] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:17.635505] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:45:17.918340] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:18.193612] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:18.483488] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:18.772183] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:19.069434] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:19.367054] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:45:19.676846] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:19.677036] [INFO ] [CONFIGURE ] PMO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:45:19.677083] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 2.7s/test | Remaining: 804 tests [2025-11-22T00:45:19.677120] [INFO ] [CONFIGURE ] PMO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:45:19.677154] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-22T00:45:19.999884] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:20.312735] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:20.624520] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:45:20.943484] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:21.257769] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:21.577218] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:21.893632] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:22.243443] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:22.546048] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:45:22.865516] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:22.865708] [INFO ] [CONFIGURE ] PMO: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T00:45:22.865769] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 2.7s/test | Remaining: 803 tests [2025-11-22T00:45:22.865818] [INFO ] [CONFIGURE ] PMO: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:45:22.865854] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-22T00:45:23.195382] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:45:23.512344] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:23.839365] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:45:24.171268] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:24.529580] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:24.855194] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:25.193366] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:25.518465] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:25.870379] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:45:26.297960] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:26.298161] [INFO ] [CONFIGURE ] PMO: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:45:26.298236] [INFO ] [CONFIGURE ] JOB ETA: 36.1m | Avg: 2.7s/test | Remaining: 802 tests [2025-11-22T00:45:26.298369] [INFO ] [CONFIGURE ] PMO: Testing feature 28/29: add_volume_profile [2025-11-22T00:45:26.298429] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-22T00:45:26.651907] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:45:26.960755] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:27.242815] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:45:27.546405] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:27.833130] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:28.138942] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:45:28.427564] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:28.733089] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:29.027834] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:45:29.313800] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:29.313992] [INFO ] [CONFIGURE ] PMO: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:45:29.314037] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 2.7s/test | Remaining: 801 tests [2025-11-22T00:45:29.314071] [INFO ] [CONFIGURE ] PMO: Testing feature 29/29: add_vwap [2025-11-22T00:45:29.314104] [INFO ] [CONFIGURE ] PMO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-22T00:45:29.603785] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:45:29.895200] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:30.188621] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:45:30.502351] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:45:30.795679] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:31.087748] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:31.375736] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:45:31.675760] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:31.972145] [DEBUG] [FORECASTER] PMO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:45:32.263068] [DEBUG] [FORECASTER] PMO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:45:32.263234] [INFO ] [CONFIGURE ] PMO: DISCARDED add_vwap (score: 40.00%) [2025-11-22T00:45:32.263279] [INFO ] [CONFIGURE ] JOB ETA: 36.0m | Avg: 2.7s/test | Remaining: 800 tests [2025-11-22T00:45:32.263315] [INFO ] [CONFIGURE ] PMO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:45:32.263346] [INFO ] [CONFIGURE ] PMO: Best accuracy: 70.00% [2025-11-22T00:45:32.263381] [INFO ] [CONFIGURE ] PMO: Best feature set (2 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:45:32.263411] [INFO ] [CONFIGURE ] PMO: Improvement over baseline: 10.00% [2025-11-22T00:45:32.263437] [INFO ] [CONFIGURE ] PMO: Total time: 1.3 minutes [2025-11-22T00:45:32.263464] [INFO ] [CONFIGURE ] PMO: Average time per feature: 2.8 seconds [2025-11-22T00:45:32.263493] [INFO ] [CONFIGURE ] PMO: Average speed: 0.36 features/sec [2025-11-22T00:45:32.263871] [INFO ] [LOCAL ] Saved configuration for PMO: 2 features, 70.00% accuracy -> ./output/feature-sets/PMO.json [2025-11-22T00:45:32.263917] [INFO ] [CONFIGURE ] PMO: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T00:45:32.263975] [INFO ] [sig ] [66/93] Successfully configured PMO | 0.01 sym/s | Total: 1.5h | ETA: 35.7m [2025-11-22T00:45:32.264010] [INFO ] [sig ] [67/93] Configuring RLJ... [2025-11-22T00:45:32.264039] [INFO ] [CONFIGURE ] RLJ: Configurate test run. [2025-11-22T00:45:32.264069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-11-22T00:45:32.274013] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RLJ'. [2025-11-22T00:45:32.274289] [INFO ] [CONFIGURE ] RLJ: Testing with 29 available features [2025-11-22T00:45:32.274334] [INFO ] [CONFIGURE ] RLJ: Establishing baseline with no features... [2025-11-22T00:45:32.444679] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:32.615068] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:45:32.785473] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:32.955443] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:45:33.131523] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:33.301194] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:33.495032] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:33.668586] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:33.842025] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:34.014456] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:34.014596] [INFO ] [CONFIGURE ] RLJ: Baseline score (no features): 30.00% [2025-11-22T00:45:34.014637] [INFO ] [CONFIGURE ] RLJ: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:45:34.014692] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:45:34.245016] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:34.452558] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:34.664423] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:34.865725] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:45:35.069079] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:35.270314] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:35.474766] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:35.682508] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:35.894682] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:36.107406] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:36.107565] [INFO ] [CONFIGURE ] RLJ: KEPT add_bollinger_bands (score: 50.00%) [2025-11-22T00:45:36.107617] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 2.7s/test | Remaining: 799 tests [2025-11-22T00:45:36.107682] [INFO ] [CONFIGURE ] RLJ: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:45:36.107722] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:45:36.348425] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:36.602514] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:36.842666] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:37.095126] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:45:37.355588] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:37.594122] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:37.833752] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:38.073519] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:38.314774] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:45:38.554402] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:45:38.554549] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T00:45:38.554592] [INFO ] [CONFIGURE ] JOB ETA: 35.9m | Avg: 2.7s/test | Remaining: 798 tests [2025-11-22T00:45:38.554627] [INFO ] [CONFIGURE ] RLJ: Testing feature 3/29: add_daily_returns [2025-11-22T00:45:38.554689] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:45:38.769258] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:38.981525] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:39.195978] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:39.411504] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:45:39.627426] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:39.843537] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:40.061967] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:40.307426] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:40.527343] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:40.746844] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:40.746998] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T00:45:40.747041] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 2.7s/test | Remaining: 797 tests [2025-11-22T00:45:40.747075] [INFO ] [CONFIGURE ] RLJ: Testing feature 4/29: add_ema [2025-11-22T00:45:40.747106] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:45:41.002498] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:41.258417] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:41.512929] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:41.766343] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:45:42.028502] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:42.287430] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:42.574987] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:42.830585] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:43.085232] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:43.359953] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:43.360108] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_ema (score: 40.00%) [2025-11-22T00:45:43.360207] [INFO ] [CONFIGURE ] JOB ETA: 35.8m | Avg: 2.7s/test | Remaining: 796 tests [2025-11-22T00:45:43.360247] [INFO ] [CONFIGURE ] RLJ: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:45:43.360279] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:45:43.610167] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:43.865315] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:44.117246] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:44.367084] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:45:44.625587] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:45:44.886190] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:45.137786] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:45.390866] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:45.671812] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:45.925761] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:45.925921] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T00:45:45.925965] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 2.7s/test | Remaining: 795 tests [2025-11-22T00:45:45.925999] [INFO ] [CONFIGURE ] RLJ: Testing feature 6/29: add_failed_moves [2025-11-22T00:45:45.926029] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:45:46.139736] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:46.379249] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:46.617466] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:46.841805] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:45:47.067102] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:47.300450] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:47.524577] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:47.746756] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:47.965406] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:48.187736] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:48.187913] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:45:48.187965] [INFO ] [CONFIGURE ] JOB ETA: 35.7m | Avg: 2.7s/test | Remaining: 794 tests [2025-11-22T00:45:48.188008] [INFO ] [CONFIGURE ] RLJ: Testing feature 7/29: add_lag_shelf [2025-11-22T00:45:48.188047] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:45:48.394851] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:48.625210] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:48.838819] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:49.042998] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:45:49.248675] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:49.479752] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:49.686327] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:49.896948] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:50.104154] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:50.327070] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:50.327235] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:45:50.327279] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 2.7s/test | Remaining: 793 tests [2025-11-22T00:45:50.327315] [INFO ] [CONFIGURE ] RLJ: Testing feature 8/29: add_macd [2025-11-22T00:45:50.327350] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:45:50.626905] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:50.920869] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:51.220350] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:51.521176] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:45:51.838551] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:52.172974] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:52.522873] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:45:52.850154] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:53.174515] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:53.502688] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:45:53.502853] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:45:53.502897] [INFO ] [CONFIGURE ] JOB ETA: 35.6m | Avg: 2.7s/test | Remaining: 792 tests [2025-11-22T00:45:53.502931] [INFO ] [CONFIGURE ] RLJ: Testing feature 9/29: add_mfi [2025-11-22T00:45:53.502965] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T00:45:53.739969] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:53.952031] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:54.168614] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:54.382884] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:45:54.620248] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:45:54.835455] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:55.051976] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:55.268985] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:55.513934] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:55.732123] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:55.732279] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_mfi (score: 40.00%) [2025-11-22T00:45:55.732323] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 2.7s/test | Remaining: 791 tests [2025-11-22T00:45:55.732357] [INFO ] [CONFIGURE ] RLJ: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:45:55.732389] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:45:56.034082] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:56.350959] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:56.659210] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:56.966789] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:45:57.273524] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:45:57.584033] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:45:57.895491] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:45:58.206313] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:45:58.547501] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:45:58.866574] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:45:58.866775] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-22T00:45:58.866825] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 2.7s/test | Remaining: 790 tests [2025-11-22T00:45:58.866862] [INFO ] [CONFIGURE ] RLJ: Testing feature 11/29: add_obv_daily [2025-11-22T00:45:58.866896] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T00:45:59.093784] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:45:59.318791] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:45:59.542001] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:45:59.773048] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:46:00.003327] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:00.234410] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:00.466467] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:00.722579] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:01.665459] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:02.047348] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:02.047533] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_obv_daily (score: 30.00%) [2025-11-22T00:46:02.047581] [INFO ] [CONFIGURE ] JOB ETA: 35.5m | Avg: 2.7s/test | Remaining: 789 tests [2025-11-22T00:46:02.047617] [INFO ] [CONFIGURE ] RLJ: Testing feature 12/29: add_obv_interval [2025-11-22T00:46:02.047671] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T00:46:02.271960] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:02.517830] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:02.741558] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:46:02.959956] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:46:03.179419] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:03.396577] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:03.610636] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:03.824493] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:04.048340] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:04.278826] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:04.279011] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_obv_interval (score: 30.00%) [2025-11-22T00:46:04.279058] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 2.7s/test | Remaining: 788 tests [2025-11-22T00:46:04.279093] [INFO ] [CONFIGURE ] RLJ: Testing feature 13/29: add_opening_strength [2025-11-22T00:46:04.279126] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:46:04.573168] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:04.835824] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:46:05.104995] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:05.385349] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:05.660024] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:05.934625] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:06.205978] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:06.490152] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:06.786107] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:07.074799] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:07.074975] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_opening_strength (score: 30.00%) [2025-11-22T00:46:07.075034] [INFO ] [CONFIGURE ] JOB ETA: 35.4m | Avg: 2.7s/test | Remaining: 787 tests [2025-11-22T00:46:07.075082] [INFO ] [CONFIGURE ] RLJ: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:46:07.075131] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T00:46:07.350918] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:07.649984] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:07.925168] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:08.180426] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:08.440834] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:08.689678] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:08.941902] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:09.206192] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:09.458945] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:46:09.742385] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:09.742580] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T00:46:09.742625] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 2.7s/test | Remaining: 786 tests [2025-11-22T00:46:09.742679] [INFO ] [CONFIGURE ] RLJ: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:46:09.742714] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T00:46:09.957798] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:10.182761] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:10.405770] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:10.656524] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:10.875547] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:46:11.098782] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:11.316412] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:11.546916] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:11.767912] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:11.980278] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:11.980428] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T00:46:11.980479] [INFO ] [CONFIGURE ] JOB ETA: 35.3m | Avg: 2.7s/test | Remaining: 785 tests [2025-11-22T00:46:11.980515] [INFO ] [CONFIGURE ] RLJ: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:46:11.980548] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T00:46:12.217197] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:12.445354] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:12.680272] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:12.958889] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:46:13.276859] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:13.597257] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:13.886874] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:14.154593] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:14.399334] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:14.652438] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:14.652614] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_overnight_gap (score: 20.00%) [2025-11-22T00:46:14.652679] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 2.7s/test | Remaining: 784 tests [2025-11-22T00:46:14.652717] [INFO ] [CONFIGURE ] RLJ: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:46:14.652750] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T00:46:14.907155] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:15.151672] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:15.399608] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:46:15.644632] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:15.905408] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:46:16.140408] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:16.376618] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:16.612360] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:16.848875] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:17.085797] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:17.085949] [INFO ] [CONFIGURE ] RLJ: KEPT add_pbf_return_2d (score: 60.00%) [2025-11-22T00:46:17.086041] [INFO ] [CONFIGURE ] JOB ETA: 35.2m | Avg: 2.7s/test | Remaining: 783 tests [2025-11-22T00:46:17.086106] [INFO ] [CONFIGURE ] RLJ: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:46:17.086142] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-22T00:46:17.313144] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:17.549962] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:17.776848] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:18.007633] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:18.240719] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:18.476774] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:18.725120] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:18.977169] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:19.210225] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:19.445906] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:19.446056] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-22T00:46:19.446098] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 2.7s/test | Remaining: 782 tests [2025-11-22T00:46:19.446131] [INFO ] [CONFIGURE ] RLJ: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:46:19.446162] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-22T00:46:19.714433] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:19.950596] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:20.180735] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:20.420832] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:20.653619] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:46:20.886621] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:21.128287] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:21.360944] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:21.604673] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:21.866144] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:21.866297] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T00:46:21.866341] [INFO ] [CONFIGURE ] JOB ETA: 35.1m | Avg: 2.7s/test | Remaining: 781 tests [2025-11-22T00:46:21.866375] [INFO ] [CONFIGURE ] RLJ: Testing feature 20/29: add_price_rejection [2025-11-22T00:46:21.866407] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-22T00:46:22.113976] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:22.363471] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:22.622098] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:22.873538] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:23.122457] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:23.368511] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:23.617260] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:23.864963] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:24.114088] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:24.367324] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:24.367478] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_price_rejection (score: 30.00%) [2025-11-22T00:46:24.367521] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 2.7s/test | Remaining: 780 tests [2025-11-22T00:46:24.367554] [INFO ] [CONFIGURE ] RLJ: Testing feature 21/29: add_range_position [2025-11-22T00:46:24.367585] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_range_position'] [2025-11-22T00:46:24.636461] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:24.947628] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:25.223723] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:25.501462] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:25.808593] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:26.092879] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:26.367676] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:26.648228] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:26.925119] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:46:27.202325] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:27.202497] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_range_position (score: 40.00%) [2025-11-22T00:46:27.202550] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 2.7s/test | Remaining: 779 tests [2025-11-22T00:46:27.202586] [INFO ] [CONFIGURE ] RLJ: Testing feature 22/29: add_realized_volatility [2025-11-22T00:46:27.202617] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-22T00:46:27.559038] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:27.919638] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:28.282747] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:28.637408] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:28.994699] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:46:29.351266] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:29.713665] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:30.069259] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:30.433809] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:30.817719] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:30.817917] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-22T00:46:30.817962] [INFO ] [CONFIGURE ] JOB ETA: 35.0m | Avg: 2.7s/test | Remaining: 778 tests [2025-11-22T00:46:30.818021] [INFO ] [CONFIGURE ] RLJ: Testing feature 23/29: add_recent_range_context [2025-11-22T00:46:30.818055] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-22T00:46:31.055867] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:31.297425] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:31.531095] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:46:31.773568] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:46:32.022568] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:46:32.266083] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:32.507135] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:32.746749] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:33.000810] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:33.245576] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:33.245767] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:46:33.245812] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 2.7s/test | Remaining: 777 tests [2025-11-22T00:46:33.245845] [INFO ] [CONFIGURE ] RLJ: Testing feature 24/29: add_rsi [2025-11-22T00:46:33.245877] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-22T00:46:33.541897] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:33.842784] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:34.138863] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:34.439667] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:46:34.740181] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:46:35.042747] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:35.344138] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:35.648467] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:35.950388] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:36.257447] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:36.257627] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_rsi (score: 30.00%) [2025-11-22T00:46:36.257695] [INFO ] [CONFIGURE ] JOB ETA: 34.9m | Avg: 2.7s/test | Remaining: 776 tests [2025-11-22T00:46:36.257733] [INFO ] [CONFIGURE ] RLJ: Testing feature 25/29: add_tick_distribution [2025-11-22T00:46:36.257767] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-22T00:46:36.504713] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:36.758909] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:37.036283] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:37.318498] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:46:37.580574] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:37.864614] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:38.119269] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:38.375319] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:38.635731] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:38.890838] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:38.890985] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_tick_distribution (score: 20.00%) [2025-11-22T00:46:38.891029] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 2.7s/test | Remaining: 775 tests [2025-11-22T00:46:38.891064] [INFO ] [CONFIGURE ] RLJ: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:46:38.891098] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-22T00:46:39.142241] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:39.391346] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:39.645958] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:46:39.902088] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:40.155555] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:40.413600] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:40.673902] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:40.964793] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:41.215522] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:41.468411] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:46:41.468587] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-22T00:46:41.468634] [INFO ] [CONFIGURE ] JOB ETA: 34.8m | Avg: 2.7s/test | Remaining: 774 tests [2025-11-22T00:46:41.468692] [INFO ] [CONFIGURE ] RLJ: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:46:41.468726] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-22T00:46:41.731696] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:41.983532] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:42.235342] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:42.489460] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:46:42.748778] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:43.038152] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:43.294521] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:43.560091] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:43.831729] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:44.103786] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:44.103942] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-22T00:46:44.103989] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 2.7s/test | Remaining: 773 tests [2025-11-22T00:46:44.104023] [INFO ] [CONFIGURE ] RLJ: Testing feature 28/29: add_volume_profile [2025-11-22T00:46:44.104055] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-22T00:46:44.360741] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:44.617702] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:44.878759] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:45.152050] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:45.424224] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:46:45.700066] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:45.972846] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:46.241765] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:46.513296] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:46:46.786730] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:46.786874] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:46:46.786918] [INFO ] [CONFIGURE ] JOB ETA: 34.7m | Avg: 2.7s/test | Remaining: 772 tests [2025-11-22T00:46:46.786952] [INFO ] [CONFIGURE ] RLJ: Testing feature 29/29: add_vwap [2025-11-22T00:46:46.787001] [INFO ] [CONFIGURE ] RLJ: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_vwap'] [2025-11-22T00:46:47.089172] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:47.365157] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:47.643517] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:46:47.918356] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:46:48.195377] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:46:48.478803] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:46:48.761867] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:46:49.075674] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:46:49.345471] [DEBUG] [FORECASTER] RLJ: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:46:49.638141] [DEBUG] [FORECASTER] RLJ: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:46:49.638295] [INFO ] [CONFIGURE ] RLJ: DISCARDED add_vwap (score: 50.00%) [2025-11-22T00:46:49.638340] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 2.7s/test | Remaining: 771 tests [2025-11-22T00:46:49.638375] [INFO ] [CONFIGURE ] RLJ: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:46:49.638404] [INFO ] [CONFIGURE ] RLJ: Best accuracy: 60.00% [2025-11-22T00:46:49.638434] [INFO ] [CONFIGURE ] RLJ: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T00:46:49.638463] [INFO ] [CONFIGURE ] RLJ: Improvement over baseline: 30.00% [2025-11-22T00:46:49.638488] [INFO ] [CONFIGURE ] RLJ: Total time: 1.3 minutes [2025-11-22T00:46:49.638514] [INFO ] [CONFIGURE ] RLJ: Average time per feature: 2.6 seconds [2025-11-22T00:46:49.638540] [INFO ] [CONFIGURE ] RLJ: Average speed: 0.38 features/sec [2025-11-22T00:46:49.638985] [INFO ] [LOCAL ] Saved configuration for RLJ: 2 features, 60.00% accuracy -> ./output/feature-sets/RLJ.json [2025-11-22T00:46:49.639030] [INFO ] [CONFIGURE ] RLJ: Configuration saved successfully: 2 features, 60.00% accuracy. [2025-11-22T00:46:49.639066] [INFO ] [sig ] [67/93] Successfully configured RLJ | 0.01 sym/s | Total: 1.5h | ETA: 34.4m [2025-11-22T00:46:49.639097] [INFO ] [sig ] [68/93] Configuring RLX... [2025-11-22T00:46:49.639136] [INFO ] [CONFIGURE ] RLX: Configurate test run. [2025-11-22T00:46:49.639166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-11-22T00:46:49.649789] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RLX'. [2025-11-22T00:46:49.650082] [INFO ] [CONFIGURE ] RLX: Testing with 29 available features [2025-11-22T00:46:49.650129] [INFO ] [CONFIGURE ] RLX: Establishing baseline with no features... [2025-11-22T00:46:49.834581] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:46:50.046559] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:50.229301] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:46:50.418616] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:46:50.613695] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:46:50.804064] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:46:50.995518] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:46:51.186175] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:46:51.380885] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:46:51.572762] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:46:51.572904] [INFO ] [CONFIGURE ] RLX: Baseline score (no features): 70.00% [2025-11-22T00:46:51.572947] [INFO ] [CONFIGURE ] RLX: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:46:51.572981] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:46:51.803180] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:46:52.030255] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:52.255000] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:46:52.488144] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:46:52.717114] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:46:52.956401] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:46:53.188150] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:46:53.419938] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:46:53.650703] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:46:53.870382] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:46:53.870537] [INFO ] [CONFIGURE ] RLX: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-22T00:46:53.870579] [INFO ] [CONFIGURE ] JOB ETA: 34.6m | Avg: 2.7s/test | Remaining: 770 tests [2025-11-22T00:46:53.870611] [INFO ] [CONFIGURE ] RLX: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:46:53.870660] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:46:54.084278] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:46:54.297207] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:54.521972] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:46:54.734181] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:46:54.943442] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:46:55.177832] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:46:55.389958] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:46:55.600077] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:46:55.811836] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:46:56.053172] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:46:56.053331] [INFO ] [CONFIGURE ] RLX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T00:46:56.053374] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 2.7s/test | Remaining: 769 tests [2025-11-22T00:46:56.053408] [INFO ] [CONFIGURE ] RLX: Testing feature 3/29: add_daily_returns [2025-11-22T00:46:56.053438] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns'] [2025-11-22T00:46:56.235911] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:46:56.418347] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:56.603186] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:46:56.786634] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:46:56.969333] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:46:57.160495] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:46:57.343908] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:46:57.541419] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:46:57.740939] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:46:57.938305] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:46:57.938454] [INFO ] [CONFIGURE ] RLX: KEPT add_daily_returns (score: 80.00%) [2025-11-22T00:46:57.938505] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 2.7s/test | Remaining: 768 tests [2025-11-22T00:46:57.938546] [INFO ] [CONFIGURE ] RLX: Testing feature 4/29: add_ema [2025-11-22T00:46:57.938584] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-22T00:46:58.204045] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:46:58.445584] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:46:58.691349] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:46:58.932634] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:46:59.202371] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:46:59.453155] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:46:59.705212] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:46:59.952939] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:00.917044] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:01.241918] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:01.242084] [INFO ] [CONFIGURE ] RLX: DISCARDED add_ema (score: 80.00%) [2025-11-22T00:47:01.242128] [INFO ] [CONFIGURE ] JOB ETA: 34.5m | Avg: 2.7s/test | Remaining: 767 tests [2025-11-22T00:47:01.242163] [INFO ] [CONFIGURE ] RLX: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:47:01.242196] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:47:01.478271] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:01.718943] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:47:01.992715] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:47:02.249072] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:02.503697] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:47:02.761985] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:03.023340] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:03.275534] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:03.524631] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:03.765365] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:47:03.765524] [INFO ] [CONFIGURE ] RLX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:47:03.765569] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 2.7s/test | Remaining: 766 tests [2025-11-22T00:47:03.765605] [INFO ] [CONFIGURE ] RLX: Testing feature 6/29: add_failed_moves [2025-11-22T00:47:03.765639] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-22T00:47:03.958606] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:04.173867] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:04.368951] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:47:04.565271] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:04.763671] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:47:04.964452] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:05.224489] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:05.487339] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:05.768932] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:47:06.023426] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:06.023631] [INFO ] [CONFIGURE ] RLX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:47:06.023723] [INFO ] [CONFIGURE ] JOB ETA: 34.4m | Avg: 2.7s/test | Remaining: 765 tests [2025-11-22T00:47:06.023781] [INFO ] [CONFIGURE ] RLX: Testing feature 7/29: add_lag_shelf [2025-11-22T00:47:06.023835] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-22T00:47:06.214284] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:06.397414] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:06.576017] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:47:06.753496] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:06.932623] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:47:07.111477] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:07.309716] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:07.485463] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:07.663877] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:07.844485] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:07.844629] [INFO ] [CONFIGURE ] RLX: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-22T00:47:07.844690] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 2.7s/test | Remaining: 764 tests [2025-11-22T00:47:07.844725] [INFO ] [CONFIGURE ] RLX: Testing feature 8/29: add_macd [2025-11-22T00:47:07.844760] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-22T00:47:08.116080] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:08.401147] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:08.673706] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:08.954420] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:09.233197] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:09.511276] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:09.787159] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:10.070257] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:10.372515] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:10.671606] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:10.671784] [INFO ] [CONFIGURE ] RLX: KEPT add_macd (score: 100.00%) [2025-11-22T00:47:10.671828] [INFO ] [CONFIGURE ] JOB ETA: 34.3m | Avg: 2.7s/test | Remaining: 763 tests [2025-11-22T00:47:10.671863] [INFO ] [CONFIGURE ] RLX: Testing feature 9/29: add_mfi [2025-11-22T00:47:10.671895] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-22T00:47:10.945562] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:11.245435] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:11.527897] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:11.803231] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:12.072895] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:12.348227] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:12.622704] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:12.899146] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:13.176917] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:13.463472] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:13.463676] [INFO ] [CONFIGURE ] RLX: DISCARDED add_mfi (score: 100.00%) [2025-11-22T00:47:13.463723] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 2.7s/test | Remaining: 762 tests [2025-11-22T00:47:13.463758] [INFO ] [CONFIGURE ] RLX: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:47:13.463791] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:47:13.843860] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:14.223117] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:14.625906] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:47:15.019991] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:47:15.401625] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:15.782915] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:16.165854] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:16.542795] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:16.918882] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:17.322740] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:17.322894] [INFO ] [CONFIGURE ] RLX: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-22T00:47:17.322937] [INFO ] [CONFIGURE ] JOB ETA: 34.2m | Avg: 2.7s/test | Remaining: 761 tests [2025-11-22T00:47:17.322972] [INFO ] [CONFIGURE ] RLX: Testing feature 11/29: add_obv_daily [2025-11-22T00:47:17.323002] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-22T00:47:17.602117] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:17.879150] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:18.157553] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:18.441659] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:18.724154] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:19.006164] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:19.310735] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:19.594501] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:47:19.882619] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:20.167358] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:20.167510] [INFO ] [CONFIGURE ] RLX: DISCARDED add_obv_daily (score: 80.00%) [2025-11-22T00:47:20.167554] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 2.7s/test | Remaining: 760 tests [2025-11-22T00:47:20.167590] [INFO ] [CONFIGURE ] RLX: Testing feature 12/29: add_obv_interval [2025-11-22T00:47:20.167622] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-22T00:47:20.474133] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:20.783093] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:21.101708] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:47:21.413965] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:21.727556] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:22.040922] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:22.378897] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:22.696638] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:47:23.016014] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:23.355124] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:23.355283] [INFO ] [CONFIGURE ] RLX: DISCARDED add_obv_interval (score: 70.00%) [2025-11-22T00:47:23.355349] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 2.7s/test | Remaining: 759 tests [2025-11-22T00:47:23.355384] [INFO ] [CONFIGURE ] RLX: Testing feature 13/29: add_opening_strength [2025-11-22T00:47:23.355416] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-22T00:47:23.680735] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:24.007671] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:24.313178] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:24.611971] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:24.946633] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:25.280339] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:25.632699] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:25.977243] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:47:26.320343] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:26.655936] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:26.656101] [INFO ] [CONFIGURE ] RLX: DISCARDED add_opening_strength (score: 80.00%) [2025-11-22T00:47:26.656143] [INFO ] [CONFIGURE ] JOB ETA: 34.1m | Avg: 2.7s/test | Remaining: 758 tests [2025-11-22T00:47:26.656177] [INFO ] [CONFIGURE ] RLX: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:47:26.656209] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-22T00:47:26.990551] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:27.330496] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:27.656451] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:27.984910] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:47:28.319201] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:28.651895] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:28.987493] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:29.323725] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:29.667155] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:30.019420] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:30.019596] [INFO ] [CONFIGURE ] RLX: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-22T00:47:30.019639] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 2.7s/test | Remaining: 757 tests [2025-11-22T00:47:30.019695] [INFO ] [CONFIGURE ] RLX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:47:30.019727] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-22T00:47:30.330419] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:30.642512] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:30.937083] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:31.234253] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:31.556929] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:31.860785] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:32.162429] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:32.492894] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:32.805193] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:33.113782] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:33.113941] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_morning_momentum (score: 100.00%) [2025-11-22T00:47:33.113984] [INFO ] [CONFIGURE ] JOB ETA: 34.0m | Avg: 2.7s/test | Remaining: 756 tests [2025-11-22T00:47:33.114018] [INFO ] [CONFIGURE ] RLX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:47:33.114085] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-22T00:47:33.440300] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:33.766470] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:34.093484] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:34.441598] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:34.768303] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:35.092534] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:35.439167] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:35.763749] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:36.092040] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:36.418067] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:36.418257] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-22T00:47:36.418300] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 2.7s/test | Remaining: 755 tests [2025-11-22T00:47:36.418333] [INFO ] [CONFIGURE ] RLX: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:47:36.418364] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-22T00:47:36.740893] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:37.070894] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:37.444162] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:37.780701] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:38.110660] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:38.474062] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:38.813112] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:39.150795] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:39.479061] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:39.802256] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:39.802470] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_return_2d (score: 100.00%) [2025-11-22T00:47:39.802514] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 2.7s/test | Remaining: 754 tests [2025-11-22T00:47:39.802552] [INFO ] [CONFIGURE ] RLX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:47:39.802705] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-22T00:47:40.089295] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:40.376421] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:40.677248] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:40.969424] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:41.264594] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:41.586240] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:41.885265] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:42.191254] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:42.488143] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:42.781238] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:42.781403] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_volatility_5d (score: 100.00%) [2025-11-22T00:47:42.781446] [INFO ] [CONFIGURE ] JOB ETA: 33.9m | Avg: 2.7s/test | Remaining: 753 tests [2025-11-22T00:47:42.781479] [INFO ] [CONFIGURE ] RLX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:47:42.781512] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-22T00:47:43.078169] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:43.352615] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:43.690889] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:44.019662] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:44.330992] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:44.666600] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:44.973289] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:45.281426] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:45.600546] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:45.923261] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:45.923412] [INFO ] [CONFIGURE ] RLX: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-22T00:47:45.923458] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 2.7s/test | Remaining: 752 tests [2025-11-22T00:47:45.923491] [INFO ] [CONFIGURE ] RLX: Testing feature 20/29: add_price_rejection [2025-11-22T00:47:45.923521] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-22T00:47:46.231559] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:46.560183] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:46.870879] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:47.183291] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:47.502251] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:47.816816] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:48.131874] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:48.441368] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:47:48.758209] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:49.078971] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:49.079187] [INFO ] [CONFIGURE ] RLX: DISCARDED add_price_rejection (score: 90.00%) [2025-11-22T00:47:49.079231] [INFO ] [CONFIGURE ] JOB ETA: 33.8m | Avg: 2.7s/test | Remaining: 751 tests [2025-11-22T00:47:49.079265] [INFO ] [CONFIGURE ] RLX: Testing feature 21/29: add_range_position [2025-11-22T00:47:49.079295] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-22T00:47:49.415539] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:49.757200] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:50.094872] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:50.427847] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:50.782736] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:51.126274] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:51.463041] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:51.804537] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:52.145264] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:52.541516] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:52.541764] [INFO ] [CONFIGURE ] RLX: DISCARDED add_range_position (score: 100.00%) [2025-11-22T00:47:52.541860] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 2.7s/test | Remaining: 750 tests [2025-11-22T00:47:52.541924] [INFO ] [CONFIGURE ] RLX: Testing feature 22/29: add_realized_volatility [2025-11-22T00:47:52.541981] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-22T00:47:53.115962] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:47:53.569237] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:53.971248] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:54.367158] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:47:54.765018] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:55.166564] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:55.575973] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:56.011854] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:47:56.434945] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:56.881871] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:56.882037] [INFO ] [CONFIGURE ] RLX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-22T00:47:56.882080] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 2.7s/test | Remaining: 749 tests [2025-11-22T00:47:56.882114] [INFO ] [CONFIGURE ] RLX: Testing feature 23/29: add_recent_range_context [2025-11-22T00:47:56.882145] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-22T00:47:57.180423] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:47:57.476586] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:47:57.772205] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:47:58.072823] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:47:58.384169] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:47:58.712124] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:47:59.020162] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:47:59.328702] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:47:59.632399] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:47:59.937092] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:47:59.937241] [INFO ] [CONFIGURE ] RLX: DISCARDED add_recent_range_context (score: 100.00%) [2025-11-22T00:47:59.937283] [INFO ] [CONFIGURE ] JOB ETA: 33.7m | Avg: 2.7s/test | Remaining: 748 tests [2025-11-22T00:47:59.937318] [INFO ] [CONFIGURE ] RLX: Testing feature 24/29: add_rsi [2025-11-22T00:47:59.937351] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-22T00:48:01.026501] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:01.569098] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:01.949324] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:48:02.321152] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:02.721203] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:48:03.068748] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:48:03.408309] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:03.753687] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:04.094359] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:48:04.428330] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:48:04.428478] [INFO ] [CONFIGURE ] RLX: DISCARDED add_rsi (score: 90.00%) [2025-11-22T00:48:04.428521] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 2.7s/test | Remaining: 747 tests [2025-11-22T00:48:04.428556] [INFO ] [CONFIGURE ] RLX: Testing feature 25/29: add_tick_distribution [2025-11-22T00:48:04.428589] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-22T00:48:04.740446] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:48:05.026902] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:05.316419] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:48:05.612922] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:05.903993] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:48:06.191411] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:48:06.484015] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:06.771150] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:48:07.059582] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:48:07.384689] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:48:07.384846] [INFO ] [CONFIGURE ] RLX: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-22T00:48:07.384891] [INFO ] [CONFIGURE ] JOB ETA: 33.6m | Avg: 2.7s/test | Remaining: 746 tests [2025-11-22T00:48:07.384925] [INFO ] [CONFIGURE ] RLX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:48:07.384956] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-22T00:48:07.672402] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:07.963244] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:08.298580] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:48:08.616185] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:08.907528] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:48:09.216401] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:48:09.513632] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:09.812939] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:10.123414] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:48:10.428274] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:48:10.428463] [INFO ] [CONFIGURE ] RLX: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-22T00:48:10.428512] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 2.7s/test | Remaining: 745 tests [2025-11-22T00:48:10.428547] [INFO ] [CONFIGURE ] RLX: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:48:10.428579] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-22T00:48:10.717910] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:10.996633] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:11.289207] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:48:11.580406] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:11.900783] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:48:12.188584] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:48:12.487107] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:12.797402] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:13.087309] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:48:13.369478] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:48:13.369632] [INFO ] [CONFIGURE ] RLX: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-22T00:48:13.369696] [INFO ] [CONFIGURE ] JOB ETA: 33.5m | Avg: 2.7s/test | Remaining: 744 tests [2025-11-22T00:48:13.369731] [INFO ] [CONFIGURE ] RLX: Testing feature 28/29: add_volume_profile [2025-11-22T00:48:13.369762] [INFO ] [CONFIGURE ] RLX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-22T00:48:13.647276] [DEBUG] [FORECASTER] RLX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:48:13.937841] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:14.235526] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:48:14.527715] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:14.848482] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:48:15.140229] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:48:15.432553] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:15.725232] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:48:16.019862] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:48:16.310077] [DEBUG] [FORECASTER] RLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:48:16.310249] [INFO ] [CONFIGURE ] RLX: DISCARDED add_volume_profile (score: 90.00%) [2025-11-22T00:48:16.310296] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 2.7s/test | Remaining: 743 tests [2025-11-22T00:48:16.310331] [INFO ] [CONFIGURE ] RLX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:48:16.310361] [INFO ] [CONFIGURE ] RLX: Best accuracy: 100.00% [2025-11-22T00:48:16.310394] [INFO ] [CONFIGURE ] RLX: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-22T00:48:16.310423] [INFO ] [CONFIGURE ] RLX: Improvement over baseline: 30.00% [2025-11-22T00:48:16.310450] [INFO ] [CONFIGURE ] RLX: Total time: 1.4 minutes [2025-11-22T00:48:16.310476] [INFO ] [CONFIGURE ] RLX: Average time per feature: 3.0 seconds [2025-11-22T00:48:16.310504] [INFO ] [CONFIGURE ] RLX: Average speed: 0.34 features/sec [2025-11-22T00:48:16.310813] [INFO ] [LOCAL ] Saved configuration for RLX: 3 features, 100.00% accuracy -> ./output/feature-sets/RLX.json [2025-11-22T00:48:16.310856] [INFO ] [CONFIGURE ] RLX: Configuration saved successfully: 3 features, 100.00% accuracy. [2025-11-22T00:48:16.310892] [INFO ] [sig ] [68/93] Successfully configured RLX | 0.01 sym/s | Total: 1.5h | ETA: 33.1m [2025-11-22T00:48:16.310922] [INFO ] [sig ] [69/93] Configuring RVTY... [2025-11-22T00:48:16.310951] [INFO ] [CONFIGURE ] RVTY: Configurate test run. [2025-11-22T00:48:16.310979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'. [2025-11-22T00:48:16.321824] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RVTY'. [2025-11-22T00:48:16.322190] [INFO ] [CONFIGURE ] RVTY: Testing with 29 available features [2025-11-22T00:48:16.322237] [INFO ] [CONFIGURE ] RVTY: Establishing baseline with no features... [2025-11-22T00:48:16.484252] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:16.643312] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:48:16.827332] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:48:16.990694] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:17.159524] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:17.330919] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:17.511235] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:17.677699] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:17.870992] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:48:18.039435] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:18.039569] [INFO ] [CONFIGURE ] RVTY: Baseline score (no features): 40.00% [2025-11-22T00:48:18.039633] [INFO ] [CONFIGURE ] RVTY: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:48:18.039688] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:48:18.245875] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:18.449912] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:18.649857] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:48:18.851533] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:19.053900] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:19.253861] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:19.457251] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:19.661665] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:19.892669] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:20.097046] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:20.097227] [INFO ] [CONFIGURE ] RVTY: KEPT add_bollinger_bands (score: 70.00%) [2025-11-22T00:48:20.097270] [INFO ] [CONFIGURE ] JOB ETA: 33.4m | Avg: 2.7s/test | Remaining: 742 tests [2025-11-22T00:48:20.097305] [INFO ] [CONFIGURE ] RVTY: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:48:20.097336] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:48:20.329306] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:20.570545] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:20.813167] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:48:21.051442] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:48:21.291890] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:21.558180] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:21.820360] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:22.080494] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:22.335382] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:22.593564] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:22.593747] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-22T00:48:22.593792] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 2.7s/test | Remaining: 741 tests [2025-11-22T00:48:22.593825] [INFO ] [CONFIGURE ] RVTY: Testing feature 3/29: add_daily_returns [2025-11-22T00:48:22.593856] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:48:22.862377] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:23.109991] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:23.345500] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:48:23.595901] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:48:23.832571] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:48:24.089355] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:24.324557] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:24.559475] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:24.794469] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:25.033779] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:25.033940] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_daily_returns (score: 40.00%) [2025-11-22T00:48:25.033983] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 2.7s/test | Remaining: 740 tests [2025-11-22T00:48:25.034015] [INFO ] [CONFIGURE ] RVTY: Testing feature 4/29: add_ema [2025-11-22T00:48:25.034046] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:48:25.309119] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:25.580942] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:48:25.869058] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:48:26.119991] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:26.368174] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:26.616197] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:26.865683] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:27.112583] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:27.361790] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:27.610487] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:27.610636] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:48:27.610700] [INFO ] [CONFIGURE ] JOB ETA: 33.3m | Avg: 2.7s/test | Remaining: 739 tests [2025-11-22T00:48:27.610736] [INFO ] [CONFIGURE ] RVTY: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:48:27.610768] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:48:27.859683] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:28.112231] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:28.362611] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:48:28.609381] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:28.860195] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:29.110312] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:29.358732] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:29.614324] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:29.860941] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:30.107919] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:30.108091] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:48:30.108134] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 2.7s/test | Remaining: 738 tests [2025-11-22T00:48:30.108168] [INFO ] [CONFIGURE ] RVTY: Testing feature 6/29: add_failed_moves [2025-11-22T00:48:30.108199] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:48:30.314048] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:30.524240] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:30.733238] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:48:30.945390] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:31.158282] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:31.369834] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:31.583523] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:31.801499] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:32.023769] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:32.237332] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:32.237476] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:48:32.237518] [INFO ] [CONFIGURE ] JOB ETA: 33.2m | Avg: 2.7s/test | Remaining: 737 tests [2025-11-22T00:48:32.237553] [INFO ] [CONFIGURE ] RVTY: Testing feature 7/29: add_lag_shelf [2025-11-22T00:48:32.237585] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:48:32.436405] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:32.636109] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:32.835890] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:48:33.064172] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:33.264603] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:48:33.467425] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:33.669301] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:33.869623] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:34.070985] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:34.277018] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:34.277211] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:48:34.277257] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 2.7s/test | Remaining: 736 tests [2025-11-22T00:48:34.277293] [INFO ] [CONFIGURE ] RVTY: Testing feature 8/29: add_macd [2025-11-22T00:48:34.277327] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:48:34.567829] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:34.864151] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:35.152145] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:48:35.441464] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:35.735765] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:36.068490] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:36.368541] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:36.666514] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:36.954078] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:48:37.251020] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:37.251251] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:48:37.251309] [INFO ] [CONFIGURE ] JOB ETA: 33.1m | Avg: 2.7s/test | Remaining: 735 tests [2025-11-22T00:48:37.251347] [INFO ] [CONFIGURE ] RVTY: Testing feature 9/29: add_mfi [2025-11-22T00:48:37.251379] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T00:48:37.479037] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:37.685702] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:37.893555] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:48:38.104520] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:48:38.318665] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:38.531704] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:38.742360] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:38.962177] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:39.181215] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:39.396249] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:39.396463] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:48:39.396512] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 2.7s/test | Remaining: 734 tests [2025-11-22T00:48:39.396554] [INFO ] [CONFIGURE ] RVTY: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:48:39.396588] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:48:39.701265] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:40.009897] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:40.327431] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:48:40.627760] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:40.923841] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:41.220209] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:41.520530] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:41.826058] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:48:42.161149] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:42.463527] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:42.463733] [INFO ] [CONFIGURE ] RVTY: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-22T00:48:42.463783] [INFO ] [CONFIGURE ] JOB ETA: 33.0m | Avg: 2.7s/test | Remaining: 733 tests [2025-11-22T00:48:42.463819] [INFO ] [CONFIGURE ] RVTY: Testing feature 11/29: add_obv_daily [2025-11-22T00:48:42.463851] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-22T00:48:42.789312] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:43.112819] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:43.433836] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:48:43.760202] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:44.102419] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:44.430893] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:44.761181] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:45.090537] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:45.419523] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:45.746427] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:45.746620] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:48:45.746686] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 2.7s/test | Remaining: 732 tests [2025-11-22T00:48:45.746722] [INFO ] [CONFIGURE ] RVTY: Testing feature 12/29: add_obv_interval [2025-11-22T00:48:45.746754] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-22T00:48:46.057945] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:46.368912] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:46.682275] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:48:47.006916] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:47.322555] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:47.637867] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:47.947194] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:48.271133] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:48.584287] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:48.899622] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:48.899798] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_obv_interval (score: 70.00%) [2025-11-22T00:48:48.899841] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 2.7s/test | Remaining: 731 tests [2025-11-22T00:48:48.899883] [INFO ] [CONFIGURE ] RVTY: Testing feature 13/29: add_opening_strength [2025-11-22T00:48:48.899916] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:48:49.239424] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:49.582503] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:49.921775] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:48:50.261873] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:48:50.621871] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:50.995575] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:51.355220] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:48:51.717315] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:52.080420] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:52.470389] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:48:52.470616] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_opening_strength (score: 70.00%) [2025-11-22T00:48:52.470686] [INFO ] [CONFIGURE ] JOB ETA: 32.9m | Avg: 2.7s/test | Remaining: 730 tests [2025-11-22T00:48:52.470735] [INFO ] [CONFIGURE ] RVTY: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:48:52.470772] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-22T00:48:52.836122] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:53.228035] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:53.588072] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:48:53.944921] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:48:54.327828] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:54.679588] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:55.029418] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:55.387869] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:55.742705] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:56.093639] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:56.093826] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:48:56.093907] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 2.7s/test | Remaining: 729 tests [2025-11-22T00:48:56.093943] [INFO ] [CONFIGURE ] RVTY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:48:56.093975] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-22T00:48:56.441748] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:48:56.772601] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:48:57.100929] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:48:57.438290] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:48:57.773499] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:48:58.120594] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:48:58.466029] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:48:58.806788] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:48:59.171541] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:48:59.509380] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:48:59.509540] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-22T00:48:59.509584] [INFO ] [CONFIGURE ] JOB ETA: 32.8m | Avg: 2.7s/test | Remaining: 728 tests [2025-11-22T00:48:59.509617] [INFO ] [CONFIGURE ] RVTY: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:48:59.509667] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-22T00:48:59.863344] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:00.213102] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:01.556232] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:01.937513] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:49:02.339476] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:02.694314] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:03.054940] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:49:03.436386] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:03.799980] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:04.161309] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:04.161516] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-22T00:49:04.161565] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 2.7s/test | Remaining: 727 tests [2025-11-22T00:49:04.161603] [INFO ] [CONFIGURE ] RVTY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:49:04.161638] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-22T00:49:04.491319] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:04.823207] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:05.167757] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:05.504367] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:49:05.835725] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:06.171918] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:06.504121] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:06.845676] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:07.180182] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:07.546030] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:07.546184] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:49:07.546230] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 2.7s/test | Remaining: 726 tests [2025-11-22T00:49:07.546267] [INFO ] [CONFIGURE ] RVTY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:49:07.546300] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-22T00:49:07.881131] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:08.199891] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:08.534319] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:08.856035] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:49:09.194262] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:09.531739] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:09.845577] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:10.160049] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:10.466894] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:10.774404] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:10.774628] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T00:49:10.774693] [INFO ] [CONFIGURE ] JOB ETA: 32.7m | Avg: 2.7s/test | Remaining: 725 tests [2025-11-22T00:49:10.774728] [INFO ] [CONFIGURE ] RVTY: Testing feature 20/29: add_price_rejection [2025-11-22T00:49:10.774758] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-22T00:49:11.110797] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:11.448231] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:11.767721] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:12.092095] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:49:12.439562] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:12.814964] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:13.151905] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:13.505437] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:13.862413] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:14.217221] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:14.217348] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T00:49:14.217391] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 2.7s/test | Remaining: 724 tests [2025-11-22T00:49:14.217425] [INFO ] [CONFIGURE ] RVTY: Testing feature 21/29: add_range_position [2025-11-22T00:49:14.217457] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-22T00:49:14.582246] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:14.931318] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:15.274611] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:15.637888] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:49:15.991081] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:16.350121] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:16.713025] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:17.083893] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:17.469416] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:17.856514] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:17.856738] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_range_position (score: 70.00%) [2025-11-22T00:49:17.856791] [INFO ] [CONFIGURE ] JOB ETA: 32.6m | Avg: 2.7s/test | Remaining: 723 tests [2025-11-22T00:49:17.856829] [INFO ] [CONFIGURE ] RVTY: Testing feature 22/29: add_realized_volatility [2025-11-22T00:49:17.856861] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-22T00:49:18.305839] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:18.742929] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:19.185850] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:19.638620] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:49:20.084192] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:20.535111] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:20.970558] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:21.389318] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:21.804635] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:49:22.222594] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:22.222787] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:49:22.222831] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 2.7s/test | Remaining: 722 tests [2025-11-22T00:49:22.222866] [INFO ] [CONFIGURE ] RVTY: Testing feature 23/29: add_recent_range_context [2025-11-22T00:49:22.222898] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-22T00:49:22.535047] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:22.847881] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:23.177535] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:23.520193] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:49:23.865301] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:24.201255] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:24.564718] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:24.901485] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:25.238494] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:25.575528] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:25.575721] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:49:25.575767] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 2.7s/test | Remaining: 721 tests [2025-11-22T00:49:25.575801] [INFO ] [CONFIGURE ] RVTY: Testing feature 24/29: add_rsi [2025-11-22T00:49:25.575833] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-22T00:49:25.942050] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:26.304951] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:26.668499] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:27.035603] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:49:27.410673] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:27.787910] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:28.136358] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:49:28.488348] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:28.862634] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:29.255073] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:29.255240] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_rsi (score: 80.00%) [2025-11-22T00:49:29.255283] [INFO ] [CONFIGURE ] JOB ETA: 32.5m | Avg: 2.7s/test | Remaining: 720 tests [2025-11-22T00:49:29.255317] [INFO ] [CONFIGURE ] RVTY: Testing feature 25/29: add_tick_distribution [2025-11-22T00:49:29.255348] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-22T00:49:29.581931] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:29.905697] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:30.225551] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:30.576084] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:49:30.916243] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:31.242264] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:31.564270] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:31.888770] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:32.208959] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:32.529674] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:32.529845] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T00:49:32.529888] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 2.7s/test | Remaining: 719 tests [2025-11-22T00:49:32.529922] [INFO ] [CONFIGURE ] RVTY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:49:32.529954] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-22T00:49:32.865940] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:33.203001] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:33.569247] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:33.882008] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:49:34.193805] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:34.513949] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:34.834288] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:35.150130] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:35.499896] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:35.836502] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:35.836680] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:49:35.836726] [INFO ] [CONFIGURE ] JOB ETA: 32.4m | Avg: 2.7s/test | Remaining: 718 tests [2025-11-22T00:49:35.836762] [INFO ] [CONFIGURE ] RVTY: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:49:35.836795] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-22T00:49:36.185963] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:49:36.549364] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:36.897982] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:37.247507] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:49:37.631980] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:37.982966] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:38.340257] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:38.712397] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:39.085620] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:39.450489] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:39.450680] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:49:39.450729] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 2.7s/test | Remaining: 717 tests [2025-11-22T00:49:39.450764] [INFO ] [CONFIGURE ] RVTY: Testing feature 28/29: add_volume_profile [2025-11-22T00:49:39.450795] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-22T00:49:39.804368] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:40.151438] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:40.482607] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:40.813833] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:49:41.158905] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:41.520567] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:41.854387] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:42.187878] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:42.534929] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:49:42.872015] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:42.872182] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:49:42.872224] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 2.7s/test | Remaining: 716 tests [2025-11-22T00:49:42.872259] [INFO ] [CONFIGURE ] RVTY: Testing feature 29/29: add_vwap [2025-11-22T00:49:42.872293] [INFO ] [CONFIGURE ] RVTY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap'] [2025-11-22T00:49:43.201275] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:49:43.533211] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:49:43.866622] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:49:44.199963] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:49:44.560575] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:44.896182] [DEBUG] [FORECASTER] RVTY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:49:45.238295] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:45.579946] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:45.925257] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:49:46.267489] [DEBUG] [FORECASTER] RVTY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:46.267769] [INFO ] [CONFIGURE ] RVTY: DISCARDED add_vwap (score: 50.00%) [2025-11-22T00:49:46.267818] [INFO ] [CONFIGURE ] JOB ETA: 32.3m | Avg: 2.7s/test | Remaining: 715 tests [2025-11-22T00:49:46.267853] [INFO ] [CONFIGURE ] RVTY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:49:46.267884] [INFO ] [CONFIGURE ] RVTY: Best accuracy: 80.00% [2025-11-22T00:49:46.267916] [INFO ] [CONFIGURE ] RVTY: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:49:46.267944] [INFO ] [CONFIGURE ] RVTY: Improvement over baseline: 40.00% [2025-11-22T00:49:46.267971] [INFO ] [CONFIGURE ] RVTY: Total time: 1.5 minutes [2025-11-22T00:49:46.267997] [INFO ] [CONFIGURE ] RVTY: Average time per feature: 3.2 seconds [2025-11-22T00:49:46.268026] [INFO ] [CONFIGURE ] RVTY: Average speed: 0.33 features/sec [2025-11-22T00:49:46.268324] [INFO ] [LOCAL ] Saved configuration for RVTY: 3 features, 80.00% accuracy -> ./output/feature-sets/RVTY.json [2025-11-22T00:49:46.268368] [INFO ] [CONFIGURE ] RVTY: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-22T00:49:46.268407] [INFO ] [sig ] [69/93] Successfully configured RVTY | 0.01 sym/s | Total: 1.5h | ETA: 31.8m [2025-11-22T00:49:46.268441] [INFO ] [sig ] [70/93] Configuring RXO... [2025-11-22T00:49:46.268471] [INFO ] [CONFIGURE ] RXO: Configurate test run. [2025-11-22T00:49:46.268500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-11-22T00:49:46.279720] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RXO'. [2025-11-22T00:49:46.280016] [INFO ] [CONFIGURE ] RXO: Testing with 29 available features [2025-11-22T00:49:46.280063] [INFO ] [CONFIGURE ] RXO: Establishing baseline with no features... [2025-11-22T00:49:46.479850] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:49:46.673758] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:49:46.866012] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:49:47.057835] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:49:47.252381] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:47.471741] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:49:47.678045] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:49:47.883095] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:48.104924] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:49:48.362444] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:49:48.362630] [INFO ] [CONFIGURE ] RXO: Baseline score (no features): 70.00% [2025-11-22T00:49:48.362712] [INFO ] [CONFIGURE ] RXO: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:49:48.362756] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:49:48.701721] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:49:48.953473] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:49:49.170743] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:49:49.390266] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:49:49.613801] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:49.825445] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:49:50.030897] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:49:50.258869] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:50.510593] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:49:50.745314] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:49:50.745471] [INFO ] [CONFIGURE ] RXO: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-22T00:49:50.745525] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 2.7s/test | Remaining: 714 tests [2025-11-22T00:49:50.745566] [INFO ] [CONFIGURE ] RXO: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:49:50.745605] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:49:50.982564] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:49:51.216969] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:49:51.451056] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:49:51.712956] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:49:51.943192] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:49:52.178358] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:49:52.421986] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:49:52.663473] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:52.907746] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:49:53.144528] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:53.144717] [INFO ] [CONFIGURE ] RXO: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:49:53.144762] [INFO ] [CONFIGURE ] JOB ETA: 32.2m | Avg: 2.7s/test | Remaining: 713 tests [2025-11-22T00:49:53.144797] [INFO ] [CONFIGURE ] RXO: Testing feature 3/29: add_daily_returns [2025-11-22T00:49:53.144830] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_daily_returns'] [2025-11-22T00:49:53.353070] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:49:53.594245] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:49:53.802082] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:49:53.994177] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:49:54.184906] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:54.376256] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:49:54.567634] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:49:54.785260] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:54.977030] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:49:55.164398] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:49:55.164617] [INFO ] [CONFIGURE ] RXO: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:49:55.165071] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 2.7s/test | Remaining: 712 tests [2025-11-22T00:49:55.165113] [INFO ] [CONFIGURE ] RXO: Testing feature 4/29: add_ema [2025-11-22T00:49:55.165147] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_ema'] [2025-11-22T00:49:55.376228] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:49:55.589796] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:49:55.814012] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:49:56.024731] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:49:56.234141] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:49:56.444932] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:49:56.663994] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:49:56.875326] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:57.090582] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:49:57.306573] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:49:57.306732] [INFO ] [CONFIGURE ] RXO: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:49:57.306776] [INFO ] [CONFIGURE ] JOB ETA: 32.1m | Avg: 2.7s/test | Remaining: 711 tests [2025-11-22T00:49:57.306809] [INFO ] [CONFIGURE ] RXO: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:49:57.306839] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:49:57.524363] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:49:57.766037] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:49:57.991127] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:49:58.209071] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:49:58.428687] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:49:58.649008] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:49:58.869955] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:49:59.097539] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:49:59.319318] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:49:59.539457] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:49:59.539610] [INFO ] [CONFIGURE ] RXO: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:49:59.539685] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 2.7s/test | Remaining: 710 tests [2025-11-22T00:49:59.539722] [INFO ] [CONFIGURE ] RXO: Testing feature 6/29: add_failed_moves [2025-11-22T00:49:59.539753] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_failed_moves'] [2025-11-22T00:49:59.722849] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:49:59.907999] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:00.090750] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:00.276267] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:00.459904] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:00.643324] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:50:01.528358] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:01.895553] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:02.090533] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:02.292313] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:02.292457] [INFO ] [CONFIGURE ] RXO: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:50:02.292498] [INFO ] [CONFIGURE ] JOB ETA: 32.0m | Avg: 2.7s/test | Remaining: 709 tests [2025-11-22T00:50:02.292531] [INFO ] [CONFIGURE ] RXO: Testing feature 7/29: add_lag_shelf [2025-11-22T00:50:02.292562] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_lag_shelf'] [2025-11-22T00:50:02.476576] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:02.697526] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:02.879549] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:03.051740] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:03.225569] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:03.399904] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:03.576534] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:03.751061] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:03.934284] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:04.122737] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:04.122899] [INFO ] [CONFIGURE ] RXO: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:50:04.122945] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 2.7s/test | Remaining: 708 tests [2025-11-22T00:50:04.122977] [INFO ] [CONFIGURE ] RXO: Testing feature 8/29: add_macd [2025-11-22T00:50:04.123009] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:50:04.402987] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:04.695860] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:04.962947] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:05.252290] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:05.534783] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:50:05.800925] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:06.067095] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:06.352124] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:06.633872] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:50:06.918367] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:50:06.918532] [INFO ] [CONFIGURE ] RXO: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:50:06.918576] [INFO ] [CONFIGURE ] JOB ETA: 31.9m | Avg: 2.7s/test | Remaining: 707 tests [2025-11-22T00:50:06.918612] [INFO ] [CONFIGURE ] RXO: Testing feature 9/29: add_mfi [2025-11-22T00:50:06.918662] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_mfi'] [2025-11-22T00:50:07.103996] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:07.288162] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:07.511250] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:07.702082] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:07.897189] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:08.084206] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:08.269292] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:08.458350] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:08.659848] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:08.847344] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:08.847505] [INFO ] [CONFIGURE ] RXO: DISCARDED add_mfi (score: 70.00%) [2025-11-22T00:50:08.847549] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 2.7s/test | Remaining: 706 tests [2025-11-22T00:50:08.847583] [INFO ] [CONFIGURE ] RXO: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:50:08.847615] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:50:09.115969] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:50:09.390744] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:50:09.672949] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:50:09.971597] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:10.250333] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:10.533828] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:10.812456] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:11.080882] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:11.351983] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:11.624576] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:11.624775] [INFO ] [CONFIGURE ] RXO: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:50:11.624820] [INFO ] [CONFIGURE ] JOB ETA: 31.8m | Avg: 2.7s/test | Remaining: 705 tests [2025-11-22T00:50:11.624855] [INFO ] [CONFIGURE ] RXO: Testing feature 11/29: add_obv_daily [2025-11-22T00:50:11.624888] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_obv_daily'] [2025-11-22T00:50:11.815920] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:12.011184] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:50:12.202251] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:50:12.395071] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:12.591207] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:50:12.786386] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:12.996924] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:50:13.190811] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:13.390169] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:13.584661] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:13.584806] [INFO ] [CONFIGURE ] RXO: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:50:13.584851] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 2.7s/test | Remaining: 704 tests [2025-11-22T00:50:13.584885] [INFO ] [CONFIGURE ] RXO: Testing feature 12/29: add_obv_interval [2025-11-22T00:50:13.584918] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_obv_interval'] [2025-11-22T00:50:13.788520] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:13.980853] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:14.180429] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:14.381993] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:14.583874] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:50:14.794537] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:14.991197] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:15.184046] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:15.381626] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:15.577789] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:15.577939] [INFO ] [CONFIGURE ] RXO: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:50:15.577985] [INFO ] [CONFIGURE ] JOB ETA: 31.7m | Avg: 2.7s/test | Remaining: 703 tests [2025-11-22T00:50:15.578021] [INFO ] [CONFIGURE ] RXO: Testing feature 13/29: add_opening_strength [2025-11-22T00:50:15.578060] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-22T00:50:15.793886] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:16.024467] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:16.237371] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:16.452128] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:16.666337] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:16.879008] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:50:17.096608] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:17.313277] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:17.531143] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:17.777207] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:17.777361] [INFO ] [CONFIGURE ] RXO: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:50:17.777416] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 2.7s/test | Remaining: 702 tests [2025-11-22T00:50:17.777452] [INFO ] [CONFIGURE ] RXO: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:50:17.777484] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_order_flow_imbalance'] [2025-11-22T00:50:17.987110] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:18.191780] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:50:18.402076] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:18.612748] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:18.825874] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:19.045853] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:19.249731] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:19.460100] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:19.673075] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:50:19.886534] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:19.886709] [INFO ] [CONFIGURE ] RXO: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:50:19.886753] [INFO ] [CONFIGURE ] JOB ETA: 31.6m | Avg: 2.7s/test | Remaining: 701 tests [2025-11-22T00:50:19.886787] [INFO ] [CONFIGURE ] RXO: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:50:19.886818] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_pbf_morning_momentum'] [2025-11-22T00:50:20.072720] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:50:20.250599] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:50:20.428670] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:20.606374] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:20.802855] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:20.978716] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:21.155021] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:21.328722] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:21.501215] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:21.684434] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:21.684579] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-22T00:50:21.684637] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 2.7s/test | Remaining: 700 tests [2025-11-22T00:50:21.684700] [INFO ] [CONFIGURE ] RXO: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:50:21.684734] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_pbf_overnight_gap'] [2025-11-22T00:50:21.897307] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:22.103885] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:22.306042] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:22.504776] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:22.699769] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:22.895236] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:50:23.089831] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:23.302323] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:23.511929] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:23.722537] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:23.722721] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:50:23.722765] [INFO ] [CONFIGURE ] JOB ETA: 31.5m | Avg: 2.7s/test | Remaining: 699 tests [2025-11-22T00:50:23.722805] [INFO ] [CONFIGURE ] RXO: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:50:23.722837] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_pbf_return_2d'] [2025-11-22T00:50:23.919909] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:24.115878] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:24.332468] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:24.535362] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:24.738708] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:24.940092] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:25.141386] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:25.343747] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:25.545858] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:25.747233] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:25.747391] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:50:25.747438] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 2.7s/test | Remaining: 698 tests [2025-11-22T00:50:25.747473] [INFO ] [CONFIGURE ] RXO: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:50:25.747505] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_pbf_volatility_5d'] [2025-11-22T00:50:25.919366] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:26.096115] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:26.273378] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:26.450779] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:26.627463] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:26.827263] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:27.004336] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:27.179634] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:27.362346] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:27.542794] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:27.542944] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:50:27.542990] [INFO ] [CONFIGURE ] JOB ETA: 31.4m | Avg: 2.7s/test | Remaining: 697 tests [2025-11-22T00:50:27.543026] [INFO ] [CONFIGURE ] RXO: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:50:27.543057] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-22T00:50:27.721321] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:27.901280] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:28.108315] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:28.292913] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:28.478789] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:28.659094] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:28.840133] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:29.025919] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:29.209055] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:29.398469] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:29.398613] [INFO ] [CONFIGURE ] RXO: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:50:29.398675] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 2.7s/test | Remaining: 696 tests [2025-11-22T00:50:29.398736] [INFO ] [CONFIGURE ] RXO: Testing feature 20/29: add_price_rejection [2025-11-22T00:50:29.398769] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_price_rejection'] [2025-11-22T00:50:29.597548] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:29.814890] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:30.010726] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:30.206366] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:30.401487] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:30.596572] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:30.793884] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:30.990483] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:31.188778] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:31.393686] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:50:31.393833] [INFO ] [CONFIGURE ] RXO: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:50:31.393875] [INFO ] [CONFIGURE ] JOB ETA: 31.3m | Avg: 2.7s/test | Remaining: 695 tests [2025-11-22T00:50:31.393910] [INFO ] [CONFIGURE ] RXO: Testing feature 21/29: add_range_position [2025-11-22T00:50:31.393941] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_range_position'] [2025-11-22T00:50:31.613051] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:31.829498] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:32.053024] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:32.275528] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:32.495624] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:32.715899] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:32.952298] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:33.172713] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:33.392712] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:33.612034] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:33.612183] [INFO ] [CONFIGURE ] RXO: DISCARDED add_range_position (score: 70.00%) [2025-11-22T00:50:33.612233] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 2.7s/test | Remaining: 694 tests [2025-11-22T00:50:33.612270] [INFO ] [CONFIGURE ] RXO: Testing feature 22/29: add_realized_volatility [2025-11-22T00:50:33.612302] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_realized_volatility'] [2025-11-22T00:50:33.911696] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:50:34.228083] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:34.545505] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:34.866816] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:50:35.179937] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:35.497188] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:35.802796] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:50:36.107774] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:36.430460] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:36.742884] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:36.743078] [INFO ] [CONFIGURE ] RXO: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-22T00:50:36.743124] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 2.7s/test | Remaining: 693 tests [2025-11-22T00:50:36.743160] [INFO ] [CONFIGURE ] RXO: Testing feature 23/29: add_recent_range_context [2025-11-22T00:50:36.743193] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_recent_range_context'] [2025-11-22T00:50:36.928378] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:37.142284] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:37.333530] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:37.560490] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:37.757270] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:37.947142] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:38.137318] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:38.327486] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:38.521433] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:38.707224] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:38.707365] [INFO ] [CONFIGURE ] RXO: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:50:38.707411] [INFO ] [CONFIGURE ] JOB ETA: 31.2m | Avg: 2.7s/test | Remaining: 692 tests [2025-11-22T00:50:38.707446] [INFO ] [CONFIGURE ] RXO: Testing feature 24/29: add_rsi [2025-11-22T00:50:38.707478] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_ema', 'add_rsi'] [2025-11-22T00:50:38.964170] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:39.199090] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:50:39.450777] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:39.693255] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:39.934273] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:40.214455] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:50:40.535020] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:40.891256] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:41.184948] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:41.425751] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:50:41.425925] [INFO ] [CONFIGURE ] RXO: DISCARDED add_rsi (score: 40.00%) [2025-11-22T00:50:41.425970] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 2.7s/test | Remaining: 691 tests [2025-11-22T00:50:41.426008] [INFO ] [CONFIGURE ] RXO: Testing feature 25/29: add_tick_distribution [2025-11-22T00:50:41.426040] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_tick_distribution'] [2025-11-22T00:50:41.616625] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:50:41.808202] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:42.003440] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:42.197995] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:42.397386] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:42.590262] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:42.772182] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:42.952200] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:43.158751] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:50:43.348018] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:50:43.348173] [INFO ] [CONFIGURE ] RXO: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:50:43.348216] [INFO ] [CONFIGURE ] JOB ETA: 31.1m | Avg: 2.7s/test | Remaining: 690 tests [2025-11-22T00:50:43.348251] [INFO ] [CONFIGURE ] RXO: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:50:43.348282] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-22T00:50:43.545896] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:43.746009] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:43.945020] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:44.140981] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:44.335503] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:44.526879] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:44.723296] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:44.935267] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:45.128315] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:45.321882] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:45.322021] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:50:45.322062] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 2.7s/test | Remaining: 689 tests [2025-11-22T00:50:45.322096] [INFO ] [CONFIGURE ] RXO: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:50:45.322127] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_volume_price_divergence'] [2025-11-22T00:50:45.521060] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:45.719267] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:45.918745] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:46.116481] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:46.318492] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:50:46.521549] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:50:46.721885] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:46.925940] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:47.128738] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:47.343125] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:47.343412] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T00:50:47.343461] [INFO ] [CONFIGURE ] JOB ETA: 31.0m | Avg: 2.7s/test | Remaining: 688 tests [2025-11-22T00:50:47.343496] [INFO ] [CONFIGURE ] RXO: Testing feature 28/29: add_volume_profile [2025-11-22T00:50:47.343527] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_volume_profile'] [2025-11-22T00:50:47.550763] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:47.760384] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:50:47.989198] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:48.199951] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:48.406861] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:48.609676] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:48.809094] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:50:49.008412] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:49.236602] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:50:49.442307] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:49.442452] [INFO ] [CONFIGURE ] RXO: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:50:49.442493] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 2.7s/test | Remaining: 687 tests [2025-11-22T00:50:49.442528] [INFO ] [CONFIGURE ] RXO: Testing feature 29/29: add_vwap [2025-11-22T00:50:49.442559] [INFO ] [CONFIGURE ] RXO: Testing with features: ['add_vwap'] [2025-11-22T00:50:49.645740] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:49.844444] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:50:50.045835] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:50:50.249177] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:50:50.451797] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:50.663290] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:50:50.864283] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:50:51.084863] [DEBUG] [FORECASTER] RXO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:51.284188] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:50:51.489971] [DEBUG] [FORECASTER] RXO: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:50:51.490310] [INFO ] [CONFIGURE ] RXO: DISCARDED add_vwap (score: 60.00%) [2025-11-22T00:50:51.490355] [INFO ] [CONFIGURE ] JOB ETA: 30.9m | Avg: 2.7s/test | Remaining: 686 tests [2025-11-22T00:50:51.490389] [INFO ] [CONFIGURE ] RXO: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:50:51.490419] [INFO ] [CONFIGURE ] RXO: Best accuracy: 70.00% [2025-11-22T00:50:51.490448] [INFO ] [CONFIGURE ] RXO: Best feature set (0 features): [] [2025-11-22T00:50:51.490475] [INFO ] [CONFIGURE ] RXO: Improvement over baseline: 0.00% [2025-11-22T00:50:51.490502] [INFO ] [CONFIGURE ] RXO: Total time: 1.1 minutes [2025-11-22T00:50:51.490528] [INFO ] [CONFIGURE ] RXO: Average time per feature: 2.2 seconds [2025-11-22T00:50:51.490555] [INFO ] [CONFIGURE ] RXO: Average speed: 0.46 features/sec [2025-11-22T00:50:51.491176] [INFO ] [LOCAL ] Saved configuration for RXO: 0 features, 70.00% accuracy -> ./output/feature-sets/RXO.json [2025-11-22T00:50:51.491236] [INFO ] [CONFIGURE ] RXO: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-22T00:50:51.491274] [INFO ] [sig ] [70/93] Successfully configured RXO | 0.01 sym/s | Total: 1.5h | ETA: 30.4m [2025-11-22T00:50:51.491306] [INFO ] [sig ] [71/93] Configuring SDRL... [2025-11-22T00:50:51.491334] [INFO ] [CONFIGURE ] SDRL: Configurate test run. [2025-11-22T00:50:51.491362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-11-22T00:50:51.502693] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SDRL'. [2025-11-22T00:50:51.503010] [INFO ] [CONFIGURE ] SDRL: Testing with 29 available features [2025-11-22T00:50:51.503059] [INFO ] [CONFIGURE ] SDRL: Establishing baseline with no features... [2025-11-22T00:50:51.673857] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:50:51.841563] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:50:52.014477] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:50:52.190901] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:50:52.370788] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:50:52.542130] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:52.712167] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:50:52.884948] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:53.053695] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:50:53.222341] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:50:53.222463] [INFO ] [CONFIGURE ] SDRL: Baseline score (no features): 60.00% [2025-11-22T00:50:53.222505] [INFO ] [CONFIGURE ] SDRL: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:50:53.222536] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:50:53.434254] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:50:53.642247] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:50:53.843593] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:50:54.070584] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:50:54.296367] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:50:54.504805] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:54.708019] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:50:54.912431] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:50:55.118544] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:50:55.353461] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:50:55.353618] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-22T00:50:55.353683] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 2.7s/test | Remaining: 685 tests [2025-11-22T00:50:55.353720] [INFO ] [CONFIGURE ] SDRL: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:50:55.353752] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:50:55.561010] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:50:55.777025] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:50:55.987734] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:50:56.195743] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:50:56.406091] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:50:56.612944] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:56.828011] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:50:57.058998] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:50:57.275697] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:50:57.488195] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:50:57.488337] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T00:50:57.488379] [INFO ] [CONFIGURE ] JOB ETA: 30.8m | Avg: 2.7s/test | Remaining: 684 tests [2025-11-22T00:50:57.488412] [INFO ] [CONFIGURE ] SDRL: Testing feature 3/29: add_daily_returns [2025-11-22T00:50:57.488441] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_daily_returns'] [2025-11-22T00:50:57.673748] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:50:57.859619] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:50:58.044587] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:50:58.233924] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:50:58.426320] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:50:58.609893] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:50:58.791870] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:50:58.975795] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:50:59.160548] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:50:59.346246] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:50:59.346405] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:50:59.346450] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 2.7s/test | Remaining: 683 tests [2025-11-22T00:50:59.346483] [INFO ] [CONFIGURE ] SDRL: Testing feature 4/29: add_ema [2025-11-22T00:50:59.346513] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_ema'] [2025-11-22T00:50:59.555575] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:50:59.771832] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:50:59.989412] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:00.213462] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:00.432625] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:00.645774] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:51:00.960139] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:01.738330] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:51:02.032787] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:02.248929] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:02.249082] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_ema (score: 40.00%) [2025-11-22T00:51:02.249149] [INFO ] [CONFIGURE ] JOB ETA: 30.7m | Avg: 2.7s/test | Remaining: 682 tests [2025-11-22T00:51:02.249185] [INFO ] [CONFIGURE ] SDRL: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:51:02.249216] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:51:02.463310] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:02.678831] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:02.896692] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:03.143515] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:03.365561] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:03.598523] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:03.855926] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:04.094435] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:04.328134] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:04.544725] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:04.544883] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:51:04.544925] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 2.7s/test | Remaining: 681 tests [2025-11-22T00:51:04.544959] [INFO ] [CONFIGURE ] SDRL: Testing feature 6/29: add_failed_moves [2025-11-22T00:51:04.544990] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_failed_moves'] [2025-11-22T00:51:04.725905] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:04.905608] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:05.094739] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:05.298958] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:51:05.485600] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:05.684067] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:05.872566] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:06.067937] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:51:06.259318] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:06.439613] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:06.439776] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_failed_moves (score: 40.00%) [2025-11-22T00:51:06.439820] [INFO ] [CONFIGURE ] JOB ETA: 30.6m | Avg: 2.7s/test | Remaining: 680 tests [2025-11-22T00:51:06.439870] [INFO ] [CONFIGURE ] SDRL: Testing feature 7/29: add_lag_shelf [2025-11-22T00:51:06.439903] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_lag_shelf'] [2025-11-22T00:51:06.606014] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:06.774020] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:06.936548] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:07.101971] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:07.270010] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:07.463500] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:07.649623] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:07.814402] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:51:07.978996] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:08.143621] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:08.143765] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:51:08.143807] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 2.7s/test | Remaining: 679 tests [2025-11-22T00:51:08.143841] [INFO ] [CONFIGURE ] SDRL: Testing feature 8/29: add_macd [2025-11-22T00:51:08.143872] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:51:08.401767] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:08.663235] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:08.929217] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:09.211923] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:09.466014] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:09.704584] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:09.946758] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:10.187902] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:10.470692] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:10.738140] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:10.738323] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:51:10.738371] [INFO ] [CONFIGURE ] JOB ETA: 30.5m | Avg: 2.7s/test | Remaining: 678 tests [2025-11-22T00:51:10.738417] [INFO ] [CONFIGURE ] SDRL: Testing feature 9/29: add_mfi [2025-11-22T00:51:10.738452] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_mfi'] [2025-11-22T00:51:10.923606] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:11.117904] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:11.296390] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:11.480430] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:11.665683] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:11.852763] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:12.037595] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:12.246419] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:51:12.433704] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:12.623998] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:12.624172] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:51:12.624215] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 2.7s/test | Remaining: 677 tests [2025-11-22T00:51:12.624250] [INFO ] [CONFIGURE ] SDRL: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:51:12.624282] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:51:12.894981] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:13.166881] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:13.436325] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:51:13.709445] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:13.988081] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:14.261680] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:14.539627] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:14.822291] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:51:15.086933] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:15.359783] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:15.359928] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:51:15.359969] [INFO ] [CONFIGURE ] JOB ETA: 30.4m | Avg: 2.7s/test | Remaining: 676 tests [2025-11-22T00:51:15.360003] [INFO ] [CONFIGURE ] SDRL: Testing feature 11/29: add_obv_daily [2025-11-22T00:51:15.360034] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily'] [2025-11-22T00:51:15.566849] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:15.770018] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:15.974075] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:16.176973] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:16.379287] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:16.581286] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:16.783786] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:51:16.988325] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:17.191614] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:17.399368] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:17.399514] [INFO ] [CONFIGURE ] SDRL: KEPT add_obv_daily (score: 80.00%) [2025-11-22T00:51:17.399556] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 2.7s/test | Remaining: 675 tests [2025-11-22T00:51:17.399591] [INFO ] [CONFIGURE ] SDRL: Testing feature 12/29: add_obv_interval [2025-11-22T00:51:17.399622] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_obv_interval'] [2025-11-22T00:51:17.621010] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:17.842703] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:18.067013] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:18.313597] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:18.541045] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:18.769779] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:18.995426] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:19.214824] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:19.418320] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:19.645725] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:19.645886] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T00:51:19.645929] [INFO ] [CONFIGURE ] JOB ETA: 30.3m | Avg: 2.7s/test | Remaining: 674 tests [2025-11-22T00:51:19.645963] [INFO ] [CONFIGURE ] SDRL: Testing feature 13/29: add_opening_strength [2025-11-22T00:51:19.645994] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:51:19.911273] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:51:20.171552] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:51:20.435034] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:20.700480] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:20.961294] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:21.241291] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:21.493617] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:21.748700] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:22.007377] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:22.265789] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:22.265953] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:51:22.265994] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 2.7s/test | Remaining: 673 tests [2025-11-22T00:51:22.266027] [INFO ] [CONFIGURE ] SDRL: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:51:22.266058] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance'] [2025-11-22T00:51:22.489007] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:22.706595] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:22.924582] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:23.142045] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:23.364346] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:23.588173] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:23.803723] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:24.024439] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:24.258470] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:24.477994] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:24.478140] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T00:51:24.478182] [INFO ] [CONFIGURE ] JOB ETA: 30.2m | Avg: 2.7s/test | Remaining: 672 tests [2025-11-22T00:51:24.478216] [INFO ] [CONFIGURE ] SDRL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:51:24.478248] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-22T00:51:24.678626] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:24.878799] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:25.081549] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:25.285726] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:25.503677] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:25.704709] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:25.903288] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:26.104629] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:26.303749] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:51:26.509193] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:26.509338] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:51:26.509380] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 2.7s/test | Remaining: 671 tests [2025-11-22T00:51:26.509413] [INFO ] [CONFIGURE ] SDRL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:51:26.509444] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-22T00:51:26.728184] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:51:26.946829] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:27.165084] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:27.420797] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:27.707085] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:27.990817] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:28.250625] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:28.453337] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:28.677462] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:28.879204] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:28.879362] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-22T00:51:28.879415] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 2.7s/test | Remaining: 670 tests [2025-11-22T00:51:28.879451] [INFO ] [CONFIGURE ] SDRL: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:51:28.879485] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_return_2d'] [2025-11-22T00:51:29.087140] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:29.291752] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:29.497659] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:51:29.702702] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:29.908568] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:30.115798] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:30.343591] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:30.549406] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:30.756596] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:30.964086] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:30.964225] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:51:30.964291] [INFO ] [CONFIGURE ] JOB ETA: 30.1m | Avg: 2.7s/test | Remaining: 669 tests [2025-11-22T00:51:30.964327] [INFO ] [CONFIGURE ] SDRL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:51:30.964359] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-22T00:51:31.157551] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:31.352933] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:31.557241] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:31.763387] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:31.963860] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:32.168634] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:32.370468] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:51:32.571745] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:32.776685] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:32.978454] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:32.978613] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-22T00:51:32.978676] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 2.7s/test | Remaining: 668 tests [2025-11-22T00:51:32.978714] [INFO ] [CONFIGURE ] SDRL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:51:32.978747] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-22T00:51:33.176738] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:51:33.396412] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:33.598306] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:33.805810] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:34.011383] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:34.212585] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:34.417444] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:51:34.646585] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:34.850787] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:35.057957] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:35.058125] [INFO ] [CONFIGURE ] SDRL: KEPT add_pbf_vs_sma_5 (score: 90.00%) [2025-11-22T00:51:35.058172] [INFO ] [CONFIGURE ] JOB ETA: 30.0m | Avg: 2.7s/test | Remaining: 667 tests [2025-11-22T00:51:35.058207] [INFO ] [CONFIGURE ] SDRL: Testing feature 20/29: add_price_rejection [2025-11-22T00:51:35.058240] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_price_rejection'] [2025-11-22T00:51:35.278394] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:51:35.492936] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:35.709316] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:51:35.930560] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:36.155604] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:36.412749] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:36.642775] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:51:36.864797] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:37.087093] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:37.311460] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:37.311627] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_price_rejection (score: 90.00%) [2025-11-22T00:51:37.311696] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 2.7s/test | Remaining: 666 tests [2025-11-22T00:51:37.311735] [INFO ] [CONFIGURE ] SDRL: Testing feature 21/29: add_range_position [2025-11-22T00:51:37.311769] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_range_position'] [2025-11-22T00:51:37.552480] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:51:37.795822] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:38.029957] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:51:38.266090] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:38.504935] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:38.743753] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:38.984232] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:51:39.240323] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:39.503840] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:51:39.747114] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:39.747275] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_range_position (score: 70.00%) [2025-11-22T00:51:39.747776] [INFO ] [CONFIGURE ] JOB ETA: 29.9m | Avg: 2.7s/test | Remaining: 665 tests [2025-11-22T00:51:39.747819] [INFO ] [CONFIGURE ] SDRL: Testing feature 22/29: add_realized_volatility [2025-11-22T00:51:39.747854] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_realized_volatility'] [2025-11-22T00:51:40.062742] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:40.400708] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:40.753837] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:41.068751] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:51:41.378105] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:41.695318] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:42.006724] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:42.342497] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:42.667795] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:42.983411] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:42.983571] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:51:42.983615] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 2.7s/test | Remaining: 664 tests [2025-11-22T00:51:42.983669] [INFO ] [CONFIGURE ] SDRL: Testing feature 23/29: add_recent_range_context [2025-11-22T00:51:42.983871] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_recent_range_context'] [2025-11-22T00:51:43.195743] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:43.408125] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:43.622030] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:51:43.839480] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:44.061885] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:44.309613] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:44.525811] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:51:44.740825] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:51:44.955804] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:45.173294] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:45.173443] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:51:45.173485] [INFO ] [CONFIGURE ] JOB ETA: 29.8m | Avg: 2.7s/test | Remaining: 663 tests [2025-11-22T00:51:45.173519] [INFO ] [CONFIGURE ] SDRL: Testing feature 24/29: add_rsi [2025-11-22T00:51:45.173551] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi'] [2025-11-22T00:51:45.441493] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:45.705357] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:45.972132] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:51:46.234382] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:46.502463] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:46.784290] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:47.039487] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:51:47.293256] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:51:47.552725] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:47.810282] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:47.810439] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:51:47.810484] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 2.7s/test | Remaining: 662 tests [2025-11-22T00:51:47.810521] [INFO ] [CONFIGURE ] SDRL: Testing feature 25/29: add_tick_distribution [2025-11-22T00:51:47.810554] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_tick_distribution'] [2025-11-22T00:51:48.020322] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:48.234479] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:51:48.443505] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:48.660191] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:48.870172] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:49.079407] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:49.295761] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:49.508785] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:49.721051] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:49.932209] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:49.932368] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:51:49.932419] [INFO ] [CONFIGURE ] JOB ETA: 29.7m | Avg: 2.7s/test | Remaining: 661 tests [2025-11-22T00:51:49.932460] [INFO ] [CONFIGURE ] SDRL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:51:49.932492] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation'] [2025-11-22T00:51:50.150065] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:51:50.362209] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:51:50.577014] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:50.790005] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:51.004935] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:51.218849] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:51.434394] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:51:51.650658] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:51:51.867242] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:52.087778] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:52.087930] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:51:52.087974] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 2.7s/test | Remaining: 660 tests [2025-11-22T00:51:52.088019] [INFO ] [CONFIGURE ] SDRL: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:51:52.088064] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_volume_price_divergence'] [2025-11-22T00:51:52.322529] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:51:52.558413] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:51:52.823418] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:51:53.055038] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:53.287019] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:51:53.534851] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:53.783449] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:54.029392] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:54.266810] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:54.507621] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:51:54.507794] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:51:54.507840] [INFO ] [CONFIGURE ] JOB ETA: 29.6m | Avg: 2.7s/test | Remaining: 659 tests [2025-11-22T00:51:54.507873] [INFO ] [CONFIGURE ] SDRL: Testing feature 28/29: add_volume_profile [2025-11-22T00:51:54.507905] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_volume_profile'] [2025-11-22T00:51:54.727700] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:51:54.945431] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:51:55.164901] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:55.381853] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:55.613847] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:55.870332] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:56.101225] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:56.331942] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:56.563493] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:56.796486] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:56.796669] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:51:56.796725] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 2.7s/test | Remaining: 658 tests [2025-11-22T00:51:56.796764] [INFO ] [CONFIGURE ] SDRL: Testing feature 29/29: add_vwap [2025-11-22T00:51:56.796799] [INFO ] [CONFIGURE ] SDRL: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5', 'add_vwap'] [2025-11-22T00:51:57.029041] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:51:57.262504] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:51:57.496372] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:51:57.726159] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:51:57.957159] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:51:58.192747] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:51:58.425590] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:51:58.657608] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:51:58.917057] [DEBUG] [FORECASTER] SDRL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:51:59.151797] [DEBUG] [FORECASTER] SDRL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:51:59.151972] [INFO ] [CONFIGURE ] SDRL: DISCARDED add_vwap (score: 80.00%) [2025-11-22T00:51:59.152023] [INFO ] [CONFIGURE ] JOB ETA: 29.5m | Avg: 2.7s/test | Remaining: 657 tests [2025-11-22T00:51:59.152060] [INFO ] [CONFIGURE ] SDRL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:51:59.152089] [INFO ] [CONFIGURE ] SDRL: Best accuracy: 90.00% [2025-11-22T00:51:59.152119] [INFO ] [CONFIGURE ] SDRL: Best feature set (2 features): ['add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-22T00:51:59.152146] [INFO ] [CONFIGURE ] SDRL: Improvement over baseline: 30.00% [2025-11-22T00:51:59.152172] [INFO ] [CONFIGURE ] SDRL: Total time: 1.1 minutes [2025-11-22T00:51:59.152198] [INFO ] [CONFIGURE ] SDRL: Average time per feature: 2.3 seconds [2025-11-22T00:51:59.152223] [INFO ] [CONFIGURE ] SDRL: Average speed: 0.44 features/sec [2025-11-22T00:51:59.152555] [INFO ] [LOCAL ] Saved configuration for SDRL: 2 features, 90.00% accuracy -> ./output/feature-sets/SDRL.json [2025-11-22T00:51:59.152599] [INFO ] [CONFIGURE ] SDRL: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-22T00:51:59.152635] [INFO ] [sig ] [71/93] Successfully configured SDRL | 0.01 sym/s | Total: 1.6h | ETA: 29.1m [2025-11-22T00:51:59.152687] [INFO ] [sig ] [72/93] Configuring SE... [2025-11-22T00:51:59.152717] [INFO ] [CONFIGURE ] SE: Configurate test run. [2025-11-22T00:51:59.152754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-11-22T00:51:59.164068] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SE'. [2025-11-22T00:51:59.164362] [INFO ] [CONFIGURE ] SE: Testing with 29 available features [2025-11-22T00:51:59.164409] [INFO ] [CONFIGURE ] SE: Establishing baseline with no features... [2025-11-22T00:51:59.342834] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:51:59.520850] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:51:59.699699] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:51:59.878163] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:00.056469] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:00.241029] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:00.424626] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:00.626468] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:00.811350] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:01.679198] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:01.679352] [INFO ] [CONFIGURE ] SE: Baseline score (no features): 50.00% [2025-11-22T00:52:01.679394] [INFO ] [CONFIGURE ] SE: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:52:01.679426] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:52:02.070799] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:02.299546] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:52:02.531485] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:52:02.757396] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:52:02.993660] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:03.230620] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:03.459676] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:52:03.710141] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:03.941526] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:04.174727] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:04.174869] [INFO ] [CONFIGURE ] SE: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-22T00:52:04.174911] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 2.7s/test | Remaining: 656 tests [2025-11-22T00:52:04.174944] [INFO ] [CONFIGURE ] SE: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:52:04.174974] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:52:04.406030] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:52:04.637663] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:52:04.869167] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:05.103863] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:52:05.333825] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:05.562419] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:05.798062] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:06.032520] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:06.251411] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:06.482019] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:06.482176] [INFO ] [CONFIGURE ] SE: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:52:06.482218] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 2.7s/test | Remaining: 655 tests [2025-11-22T00:52:06.482251] [INFO ] [CONFIGURE ] SE: Testing feature 3/29: add_daily_returns [2025-11-22T00:52:06.482281] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns'] [2025-11-22T00:52:06.704957] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:06.903353] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:07.098418] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:07.298513] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:07.502713] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:07.737704] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:07.972262] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:08.183142] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:08.391054] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:08.597195] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:08.597357] [INFO ] [CONFIGURE ] SE: KEPT add_daily_returns (score: 70.00%) [2025-11-22T00:52:08.597400] [INFO ] [CONFIGURE ] JOB ETA: 29.4m | Avg: 2.7s/test | Remaining: 654 tests [2025-11-22T00:52:08.597433] [INFO ] [CONFIGURE ] SE: Testing feature 4/29: add_ema [2025-11-22T00:52:08.597466] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-22T00:52:08.849106] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:09.090676] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:09.330596] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:09.564610] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:09.802913] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:10.047079] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:10.278984] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:10.512272] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:10.750063] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:11.008545] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:11.008721] [INFO ] [CONFIGURE ] SE: DISCARDED add_ema (score: 70.00%) [2025-11-22T00:52:11.008767] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 2.7s/test | Remaining: 653 tests [2025-11-22T00:52:11.008803] [INFO ] [CONFIGURE ] SE: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:52:11.008835] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:52:11.243566] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:11.484557] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:11.719701] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:52:11.960209] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:52:12.195403] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:52:12.435044] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:12.703894] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:52:12.944317] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:13.185402] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:13.421505] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:13.421672] [INFO ] [CONFIGURE ] SE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-22T00:52:13.421718] [INFO ] [CONFIGURE ] JOB ETA: 29.3m | Avg: 2.7s/test | Remaining: 652 tests [2025-11-22T00:52:13.421753] [INFO ] [CONFIGURE ] SE: Testing feature 6/29: add_failed_moves [2025-11-22T00:52:13.421785] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-22T00:52:13.619328] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:13.816545] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:14.049904] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:14.250475] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:14.452629] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:14.664853] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:14.869432] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:15.081694] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:15.282084] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:15.487393] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:15.487566] [INFO ] [CONFIGURE ] SE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T00:52:15.487612] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 2.7s/test | Remaining: 651 tests [2025-11-22T00:52:15.487666] [INFO ] [CONFIGURE ] SE: Testing feature 7/29: add_lag_shelf [2025-11-22T00:52:15.487704] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-22T00:52:15.702373] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:15.888683] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:16.075574] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:16.264577] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:16.463160] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:16.652516] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:16.841884] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:17.054707] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:17.241530] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:17.433021] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:17.433207] [INFO ] [CONFIGURE ] SE: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T00:52:17.433250] [INFO ] [CONFIGURE ] JOB ETA: 29.2m | Avg: 2.7s/test | Remaining: 650 tests [2025-11-22T00:52:17.433284] [INFO ] [CONFIGURE ] SE: Testing feature 8/29: add_macd [2025-11-22T00:52:17.433315] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-22T00:52:17.705593] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:17.980763] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:18.261114] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:52:18.543086] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:52:18.837509] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:19.117720] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:19.395930] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:52:19.670835] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:19.949006] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:52:20.250922] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:20.251088] [INFO ] [CONFIGURE ] SE: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:52:20.251132] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 2.7s/test | Remaining: 649 tests [2025-11-22T00:52:20.251168] [INFO ] [CONFIGURE ] SE: Testing feature 9/29: add_mfi [2025-11-22T00:52:20.251199] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-22T00:52:20.452636] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:20.653666] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:20.855891] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:52:21.060257] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:21.267150] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:21.472108] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:21.677588] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:21.883319] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:22.090591] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:22.294163] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:22.294322] [INFO ] [CONFIGURE ] SE: DISCARDED add_mfi (score: 50.00%) [2025-11-22T00:52:22.294364] [INFO ] [CONFIGURE ] JOB ETA: 29.1m | Avg: 2.7s/test | Remaining: 648 tests [2025-11-22T00:52:22.294399] [INFO ] [CONFIGURE ] SE: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:52:22.294432] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:52:22.577581] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:22.861252] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:23.180857] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:23.466863] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:23.777543] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:24.087280] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:24.398094] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:24.708179] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:25.020526] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:25.327147] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:25.327360] [INFO ] [CONFIGURE ] SE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:52:25.327407] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 2.7s/test | Remaining: 647 tests [2025-11-22T00:52:25.327443] [INFO ] [CONFIGURE ] SE: Testing feature 11/29: add_obv_daily [2025-11-22T00:52:25.327478] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-22T00:52:25.552010] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:25.773234] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:25.993965] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:26.242245] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:26.469127] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:52:26.702068] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:26.926606] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:27.155471] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:27.380193] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:27.608834] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:27.608986] [INFO ] [CONFIGURE ] SE: KEPT add_obv_daily (score: 90.00%) [2025-11-22T00:52:27.609030] [INFO ] [CONFIGURE ] JOB ETA: 29.0m | Avg: 2.7s/test | Remaining: 646 tests [2025-11-22T00:52:27.609064] [INFO ] [CONFIGURE ] SE: Testing feature 12/29: add_obv_interval [2025-11-22T00:52:27.609096] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_obv_interval'] [2025-11-22T00:52:27.884003] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:28.128346] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:28.370320] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:28.610805] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:28.856321] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:29.101205] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:29.343100] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:52:29.586825] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:29.831606] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:30.074627] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:30.074799] [INFO ] [CONFIGURE ] SE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:52:30.074848] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 2.7s/test | Remaining: 645 tests [2025-11-22T00:52:30.074882] [INFO ] [CONFIGURE ] SE: Testing feature 13/29: add_opening_strength [2025-11-22T00:52:30.074913] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_opening_strength'] [2025-11-22T00:52:30.334098] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:52:30.596388] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:30.897542] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:31.164168] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:31.427610] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:31.696279] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:31.960379] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:52:32.259972] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:32.526757] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:32.787896] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:32.788048] [INFO ] [CONFIGURE ] SE: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:52:32.788092] [INFO ] [CONFIGURE ] JOB ETA: 28.9m | Avg: 2.7s/test | Remaining: 644 tests [2025-11-22T00:52:32.788128] [INFO ] [CONFIGURE ] SE: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:52:32.788159] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-22T00:52:33.056320] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:52:33.315796] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:33.585916] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:33.879278] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:34.147792] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:52:34.428128] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:34.787686] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:35.145468] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:35.434586] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:35.697496] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:35.697675] [INFO ] [CONFIGURE ] SE: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T00:52:35.697723] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 2.7s/test | Remaining: 643 tests [2025-11-22T00:52:35.697760] [INFO ] [CONFIGURE ] SE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:52:35.697793] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-22T00:52:35.912579] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:36.124518] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:36.339331] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:36.552677] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:36.765201] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:37.002804] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:37.220017] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:37.440854] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:37.676201] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:37.898747] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:37.898920] [INFO ] [CONFIGURE ] SE: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T00:52:37.898982] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 2.7s/test | Remaining: 642 tests [2025-11-22T00:52:37.899026] [INFO ] [CONFIGURE ] SE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:52:37.899059] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-22T00:52:38.126578] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:38.362754] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:38.594922] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:38.820386] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:39.047077] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:39.267791] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:39.488729] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:39.712916] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:39.959487] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:40.184052] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:40.184204] [INFO ] [CONFIGURE ] SE: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:52:40.184251] [INFO ] [CONFIGURE ] JOB ETA: 28.8m | Avg: 2.7s/test | Remaining: 641 tests [2025-11-22T00:52:40.184288] [INFO ] [CONFIGURE ] SE: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:52:40.184322] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-22T00:52:40.417040] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:52:40.655604] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:40.888218] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:41.120684] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:41.381779] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:52:41.621542] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:41.859063] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:42.095413] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:42.347134] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:42.604461] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:42.604669] [INFO ] [CONFIGURE ] SE: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:52:42.604719] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 2.7s/test | Remaining: 640 tests [2025-11-22T00:52:42.604755] [INFO ] [CONFIGURE ] SE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:52:42.604787] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-22T00:52:42.845563] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:52:43.083532] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:43.320545] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:43.558391] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:43.789405] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:44.027178] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:44.277952] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:44.515277] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:44.756456] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:44.996867] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:44.997038] [INFO ] [CONFIGURE ] SE: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:52:44.997088] [INFO ] [CONFIGURE ] JOB ETA: 28.7m | Avg: 2.7s/test | Remaining: 639 tests [2025-11-22T00:52:44.997122] [INFO ] [CONFIGURE ] SE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:52:44.997154] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-22T00:52:45.217635] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:45.440664] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:45.664293] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:45.884583] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:46.110175] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:46.335784] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:46.558765] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:46.782411] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:47.011141] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:47.238879] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:47.239024] [INFO ] [CONFIGURE ] SE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T00:52:47.239067] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 2.7s/test | Remaining: 638 tests [2025-11-22T00:52:47.239101] [INFO ] [CONFIGURE ] SE: Testing feature 20/29: add_price_rejection [2025-11-22T00:52:47.239140] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_price_rejection'] [2025-11-22T00:52:47.495777] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:52:47.750786] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:48.010177] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:48.262434] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:48.514418] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:48.770524] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:49.043982] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:49.293111] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:49.543342] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:49.791443] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:49.791620] [INFO ] [CONFIGURE ] SE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:52:49.791684] [INFO ] [CONFIGURE ] JOB ETA: 28.6m | Avg: 2.7s/test | Remaining: 637 tests [2025-11-22T00:52:49.791720] [INFO ] [CONFIGURE ] SE: Testing feature 21/29: add_range_position [2025-11-22T00:52:49.791750] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_range_position'] [2025-11-22T00:52:50.057304] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:50.322400] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:50.584205] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:50.846935] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:51.117823] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:51.383637] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:51.649999] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:51.927995] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:52:52.183793] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:52.436779] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:52.436956] [INFO ] [CONFIGURE ] SE: DISCARDED add_range_position (score: 70.00%) [2025-11-22T00:52:52.437016] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 2.7s/test | Remaining: 636 tests [2025-11-22T00:52:52.437053] [INFO ] [CONFIGURE ] SE: Testing feature 22/29: add_realized_volatility [2025-11-22T00:52:52.437084] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_realized_volatility'] [2025-11-22T00:52:52.781211] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:52:53.127240] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:53.497063] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:52:53.857491] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:54.218190] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:54.566626] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:54.908443] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:52:55.248895] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:55.587752] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:55.928466] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:52:55.928675] [INFO ] [CONFIGURE ] SE: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:52:55.928725] [INFO ] [CONFIGURE ] JOB ETA: 28.5m | Avg: 2.7s/test | Remaining: 635 tests [2025-11-22T00:52:55.928760] [INFO ] [CONFIGURE ] SE: Testing feature 23/29: add_recent_range_context [2025-11-22T00:52:55.928791] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_recent_range_context'] [2025-11-22T00:52:56.166050] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:52:56.435038] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:56.669968] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:56.909766] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:57.146094] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:52:57.383039] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:52:57.623186] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:52:57.865678] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:52:58.128542] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:52:58.377312] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:52:58.377467] [INFO ] [CONFIGURE ] SE: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:52:58.377513] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 2.7s/test | Remaining: 634 tests [2025-11-22T00:52:58.377548] [INFO ] [CONFIGURE ] SE: Testing feature 24/29: add_rsi [2025-11-22T00:52:58.377580] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-22T00:52:58.647699] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:52:58.926952] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:52:59.196788] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:52:59.490253] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:52:59.769292] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:53:00.044517] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:53:00.321863] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:00.591432] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:53:00.865371] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:53:01.862526] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:53:01.862751] [INFO ] [CONFIGURE ] SE: DISCARDED add_rsi (score: 70.00%) [2025-11-22T00:53:01.862799] [INFO ] [CONFIGURE ] JOB ETA: 28.4m | Avg: 2.7s/test | Remaining: 633 tests [2025-11-22T00:53:01.862873] [INFO ] [CONFIGURE ] SE: Testing feature 25/29: add_tick_distribution [2025-11-22T00:53:01.862909] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_tick_distribution'] [2025-11-22T00:53:02.319191] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:53:02.575048] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:53:02.798688] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:03.020179] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:53:03.241101] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:53:03.469792] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:53:03.694148] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:03.916548] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:53:04.169473] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:53:04.395928] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:53:04.396065] [INFO ] [CONFIGURE ] SE: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T00:53:04.396107] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 2.7s/test | Remaining: 632 tests [2025-11-22T00:53:04.396141] [INFO ] [CONFIGURE ] SE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:53:04.396213] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-22T00:53:04.629206] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:53:04.866392] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:53:05.091183] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:05.314524] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:53:05.580181] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:53:05.817025] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:53:06.049038] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:06.285295] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:53:06.522124] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:53:06.745390] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:53:06.745540] [INFO ] [CONFIGURE ] SE: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:53:06.745582] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 2.7s/test | Remaining: 631 tests [2025-11-22T00:53:06.745615] [INFO ] [CONFIGURE ] SE: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:53:06.745666] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-22T00:53:06.986528] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:07.248867] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T00:53:07.496225] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:07.745689] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:53:07.988130] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:53:08.232296] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:53:08.474083] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:08.721505] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:53:08.967896] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:53:09.215619] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:53:09.215795] [INFO ] [CONFIGURE ] SE: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T00:53:09.215839] [INFO ] [CONFIGURE ] JOB ETA: 28.3m | Avg: 2.7s/test | Remaining: 630 tests [2025-11-22T00:53:09.215873] [INFO ] [CONFIGURE ] SE: Testing feature 28/29: add_volume_profile [2025-11-22T00:53:09.215903] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_volume_profile'] [2025-11-22T00:53:09.438811] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:53:09.662894] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:53:09.885057] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:10.118935] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:53:10.343741] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:53:10.567040] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:53:10.810606] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:53:11.037441] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:53:11.269749] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:53:11.496663] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:53:11.496829] [INFO ] [CONFIGURE ] SE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:53:11.496874] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 2.7s/test | Remaining: 629 tests [2025-11-22T00:53:11.496909] [INFO ] [CONFIGURE ] SE: Testing feature 29/29: add_vwap [2025-11-22T00:53:11.496942] [INFO ] [CONFIGURE ] SE: Testing with features: ['add_daily_returns', 'add_obv_daily', 'add_vwap'] [2025-11-22T00:53:11.736444] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:53:11.962950] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T00:53:12.190970] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:12.414543] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:53:12.652150] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:53:12.880040] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:53:13.106689] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:13.337628] [DEBUG] [FORECASTER] SE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:53:13.564559] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:53:13.792048] [DEBUG] [FORECASTER] SE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:53:13.792195] [INFO ] [CONFIGURE ] SE: DISCARDED add_vwap (score: 70.00%) [2025-11-22T00:53:13.792243] [INFO ] [CONFIGURE ] JOB ETA: 28.2m | Avg: 2.7s/test | Remaining: 628 tests [2025-11-22T00:53:13.792285] [INFO ] [CONFIGURE ] SE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:53:13.792321] [INFO ] [CONFIGURE ] SE: Best accuracy: 90.00% [2025-11-22T00:53:13.792359] [INFO ] [CONFIGURE ] SE: Best feature set (2 features): ['add_daily_returns', 'add_obv_daily'] [2025-11-22T00:53:13.792394] [INFO ] [CONFIGURE ] SE: Improvement over baseline: 40.00% [2025-11-22T00:53:13.792428] [INFO ] [CONFIGURE ] SE: Total time: 1.2 minutes [2025-11-22T00:53:13.792457] [INFO ] [CONFIGURE ] SE: Average time per feature: 2.5 seconds [2025-11-22T00:53:13.792485] [INFO ] [CONFIGURE ] SE: Average speed: 0.40 features/sec [2025-11-22T00:53:13.792822] [INFO ] [LOCAL ] Saved configuration for SE: 2 features, 90.00% accuracy -> ./output/feature-sets/SE.json [2025-11-22T00:53:13.792865] [INFO ] [CONFIGURE ] SE: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-22T00:53:13.792901] [INFO ] [sig ] [72/93] Successfully configured SE | 0.01 sym/s | Total: 1.6h | ETA: 27.7m [2025-11-22T00:53:13.792932] [INFO ] [sig ] [73/93] Configuring SEE... [2025-11-22T00:53:13.792960] [INFO ] [CONFIGURE ] SEE: Configurate test run. [2025-11-22T00:53:13.792989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-11-22T00:53:13.804205] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SEE'. [2025-11-22T00:53:13.804579] [INFO ] [CONFIGURE ] SEE: Testing with 29 available features [2025-11-22T00:53:13.804628] [INFO ] [CONFIGURE ] SEE: Establishing baseline with no features... [2025-11-22T00:53:13.975061] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:14.144884] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:14.318287] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:14.489530] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:14.677362] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:14.848768] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:15.019580] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:15.189103] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:15.361602] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:15.532017] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:15.532158] [INFO ] [CONFIGURE ] SEE: Baseline score (no features): 50.00% [2025-11-22T00:53:15.532199] [INFO ] [CONFIGURE ] SEE: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:53:15.532231] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:53:15.737184] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:15.939948] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:16.142291] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:53:16.351111] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:16.555061] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:16.757454] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:16.961513] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:17.165321] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:17.369816] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:17.575353] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:53:17.575503] [INFO ] [CONFIGURE ] SEE: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:53:17.575545] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 2.7s/test | Remaining: 627 tests [2025-11-22T00:53:17.575579] [INFO ] [CONFIGURE ] SEE: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:53:17.575609] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:53:17.781849] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:17.987747] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:18.194796] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:53:18.403416] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:18.610726] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:18.820480] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:53:19.031444] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:19.260038] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:19.468261] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:19.680227] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:19.680390] [INFO ] [CONFIGURE ] SEE: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T00:53:19.680432] [INFO ] [CONFIGURE ] JOB ETA: 28.1m | Avg: 2.7s/test | Remaining: 626 tests [2025-11-22T00:53:19.680467] [INFO ] [CONFIGURE ] SEE: Testing feature 3/29: add_daily_returns [2025-11-22T00:53:19.680526] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_daily_returns'] [2025-11-22T00:53:19.863571] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:20.046196] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:53:20.231277] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:20.416913] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:20.621942] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:20.809218] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:53:20.997679] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:53:21.184064] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:21.372295] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:21.562795] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:21.562972] [INFO ] [CONFIGURE ] SEE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-22T00:53:21.563015] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 2.7s/test | Remaining: 625 tests [2025-11-22T00:53:21.563050] [INFO ] [CONFIGURE ] SEE: Testing feature 4/29: add_ema [2025-11-22T00:53:21.563082] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_ema'] [2025-11-22T00:53:21.795443] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:22.060715] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:22.390377] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:22.691442] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:22.907314] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:23.124488] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:23.339421] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:53:23.559781] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:23.789510] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:24.032381] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:24.032547] [INFO ] [CONFIGURE ] SEE: DISCARDED add_ema (score: 30.00%) [2025-11-22T00:53:24.032590] [INFO ] [CONFIGURE ] JOB ETA: 28.0m | Avg: 2.7s/test | Remaining: 624 tests [2025-11-22T00:53:24.032627] [INFO ] [CONFIGURE ] SEE: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:53:24.032680] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:53:24.257812] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:53:24.484847] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:24.710434] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:24.934873] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:25.165729] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:25.405079] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:25.634206] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:53:25.867370] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:26.095833] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:26.332802] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:26.333038] [INFO ] [CONFIGURE ] SEE: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T00:53:26.333097] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 2.7s/test | Remaining: 623 tests [2025-11-22T00:53:26.333142] [INFO ] [CONFIGURE ] SEE: Testing feature 6/29: add_failed_moves [2025-11-22T00:53:26.333182] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_failed_moves'] [2025-11-22T00:53:26.523075] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:26.740076] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:26.945593] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:27.141302] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:27.334816] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:27.534545] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:27.736597] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:27.933396] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:28.128602] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:28.343670] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:53:28.343842] [INFO ] [CONFIGURE ] SEE: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:53:28.343889] [INFO ] [CONFIGURE ] JOB ETA: 27.9m | Avg: 2.7s/test | Remaining: 622 tests [2025-11-22T00:53:28.343925] [INFO ] [CONFIGURE ] SEE: Testing feature 7/29: add_lag_shelf [2025-11-22T00:53:28.343957] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_lag_shelf'] [2025-11-22T00:53:28.521991] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:28.693416] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:28.871066] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:29.046065] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:29.220923] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:29.396965] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:29.576433] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:29.776028] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:29.951517] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:30.128893] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:30.129029] [INFO ] [CONFIGURE ] SEE: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T00:53:30.129070] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 2.7s/test | Remaining: 621 tests [2025-11-22T00:53:30.129103] [INFO ] [CONFIGURE ] SEE: Testing feature 8/29: add_macd [2025-11-22T00:53:30.129135] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:53:30.391679] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:30.656251] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:53:30.922081] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:31.191623] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:31.470002] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:31.733521] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:31.990360] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:53:32.254198] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:32.513045] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:32.820050] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:32.820215] [INFO ] [CONFIGURE ] SEE: DISCARDED add_macd (score: 50.00%) [2025-11-22T00:53:32.820261] [INFO ] [CONFIGURE ] JOB ETA: 27.8m | Avg: 2.7s/test | Remaining: 620 tests [2025-11-22T00:53:32.820298] [INFO ] [CONFIGURE ] SEE: Testing feature 9/29: add_mfi [2025-11-22T00:53:32.820331] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi'] [2025-11-22T00:53:33.005261] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:33.185908] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:33.365353] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:33.545476] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:33.733147] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:33.917156] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:34.103759] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:34.289459] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:34.474624] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:34.660533] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:53:34.660714] [INFO ] [CONFIGURE ] SEE: KEPT add_mfi (score: 60.00%) [2025-11-22T00:53:34.660761] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 2.7s/test | Remaining: 619 tests [2025-11-22T00:53:34.660799] [INFO ] [CONFIGURE ] SEE: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:53:34.660833] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:53:34.951490] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:53:35.252858] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:35.572760] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:35.932332] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:36.250002] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:36.556725] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:36.851091] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:37.147271] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:37.458532] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:37.763888] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:37.764095] [INFO ] [CONFIGURE ] SEE: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:53:37.764782] [INFO ] [CONFIGURE ] JOB ETA: 27.7m | Avg: 2.7s/test | Remaining: 618 tests [2025-11-22T00:53:37.764888] [INFO ] [CONFIGURE ] SEE: Testing feature 11/29: add_obv_daily [2025-11-22T00:53:37.764946] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_obv_daily'] [2025-11-22T00:53:37.992616] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:38.224478] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:53:38.451339] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:38.711673] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:38.966140] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:39.198224] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:53:39.429777] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:53:39.667125] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:39.918302] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:40.152202] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:53:40.152353] [INFO ] [CONFIGURE ] SEE: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T00:53:40.152395] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 2.7s/test | Remaining: 617 tests [2025-11-22T00:53:40.152429] [INFO ] [CONFIGURE ] SEE: Testing feature 12/29: add_obv_interval [2025-11-22T00:53:40.152460] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_obv_interval'] [2025-11-22T00:53:40.369461] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:40.613876] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:40.836186] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:41.058051] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:41.277223] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:41.486454] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:41.717049] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:41.968950] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:42.194589] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:42.413950] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:53:42.414095] [INFO ] [CONFIGURE ] SEE: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:53:42.414140] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 2.7s/test | Remaining: 616 tests [2025-11-22T00:53:42.414175] [INFO ] [CONFIGURE ] SEE: Testing feature 13/29: add_opening_strength [2025-11-22T00:53:42.414207] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:53:42.659240] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:42.905940] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:53:43.153289] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:53:43.405775] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:43.665315] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:43.909211] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:44.152722] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:44.397339] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:44.645212] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:44.925454] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:53:44.925614] [INFO ] [CONFIGURE ] SEE: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:53:44.925674] [INFO ] [CONFIGURE ] JOB ETA: 27.6m | Avg: 2.7s/test | Remaining: 615 tests [2025-11-22T00:53:44.925712] [INFO ] [CONFIGURE ] SEE: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:53:44.925742] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_order_flow_imbalance'] [2025-11-22T00:53:45.154378] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:45.381190] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:45.611180] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:45.843453] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:46.072846] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:46.304523] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:46.532767] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:46.761073] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:46.989676] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:47.213729] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:53:47.213873] [INFO ] [CONFIGURE ] SEE: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:53:47.213916] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 2.7s/test | Remaining: 614 tests [2025-11-22T00:53:47.213949] [INFO ] [CONFIGURE ] SEE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:53:47.213980] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_pbf_morning_momentum'] [2025-11-22T00:53:47.416034] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:47.627178] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:47.836203] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:48.059716] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:48.272124] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:48.475395] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:48.673663] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:48.870993] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:49.070774] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:49.267325] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:49.267474] [INFO ] [CONFIGURE ] SEE: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T00:53:49.267517] [INFO ] [CONFIGURE ] JOB ETA: 27.5m | Avg: 2.7s/test | Remaining: 613 tests [2025-11-22T00:53:49.267551] [INFO ] [CONFIGURE ] SEE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:53:49.267582] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_pbf_overnight_gap'] [2025-11-22T00:53:49.481070] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:49.695284] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:49.909536] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:50.125217] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:50.345257] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:50.561616] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:50.777548] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:51.020558] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:51.238847] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:51.456386] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:51.456531] [INFO ] [CONFIGURE ] SEE: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T00:53:51.456575] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 2.7s/test | Remaining: 612 tests [2025-11-22T00:53:51.456609] [INFO ] [CONFIGURE ] SEE: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:53:51.456657] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_pbf_return_2d'] [2025-11-22T00:53:51.661241] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:51.871313] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:53:52.077867] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:52.313556] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:52.522764] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:52.731252] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:53:52.944376] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:53:53.154124] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:53.363375] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:53.583614] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:53.583791] [INFO ] [CONFIGURE ] SEE: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:53:53.583836] [INFO ] [CONFIGURE ] JOB ETA: 27.4m | Avg: 2.7s/test | Remaining: 611 tests [2025-11-22T00:53:53.583870] [INFO ] [CONFIGURE ] SEE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:53:53.583902] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_pbf_volatility_5d'] [2025-11-22T00:53:53.788856] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:54.013524] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:54.204733] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:54.395029] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:53:54.590822] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:54.784861] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:54.985377] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:55.187623] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:55.379383] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:55.572768] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:55.572913] [INFO ] [CONFIGURE ] SEE: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:53:55.572955] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 2.7s/test | Remaining: 610 tests [2025-11-22T00:53:55.572988] [INFO ] [CONFIGURE ] SEE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:53:55.573019] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5'] [2025-11-22T00:53:55.761924] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:55.953330] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:53:56.145638] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:56.338935] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:56.531565] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:53:56.724675] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:56.917824] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:57.111486] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:57.309702] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:57.505049] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:53:57.505202] [INFO ] [CONFIGURE ] SEE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T00:53:57.505245] [INFO ] [CONFIGURE ] JOB ETA: 27.3m | Avg: 2.7s/test | Remaining: 609 tests [2025-11-22T00:53:57.505279] [INFO ] [CONFIGURE ] SEE: Testing feature 20/29: add_price_rejection [2025-11-22T00:53:57.505314] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_price_rejection'] [2025-11-22T00:53:57.718319] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:53:57.932117] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:53:58.145110] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:53:58.359446] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:53:58.581736] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:53:58.798259] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:53:59.013431] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:53:59.228796] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:53:59.450477] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:53:59.682064] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:53:59.682224] [INFO ] [CONFIGURE ] SEE: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:53:59.682271] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 2.7s/test | Remaining: 608 tests [2025-11-22T00:53:59.682305] [INFO ] [CONFIGURE ] SEE: Testing feature 21/29: add_range_position [2025-11-22T00:53:59.682337] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_range_position'] [2025-11-22T00:53:59.928394] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:00.158328] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:01.028106] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:54:01.319171] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:01.588221] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:54:01.825506] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:02.072050] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:02.325254] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:02.583537] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:02.845990] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:54:02.846246] [INFO ] [CONFIGURE ] SEE: DISCARDED add_range_position (score: 40.00%) [2025-11-22T00:54:02.846295] [INFO ] [CONFIGURE ] JOB ETA: 27.2m | Avg: 2.7s/test | Remaining: 607 tests [2025-11-22T00:54:02.846333] [INFO ] [CONFIGURE ] SEE: Testing feature 22/29: add_realized_volatility [2025-11-22T00:54:02.846365] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_realized_volatility'] [2025-11-22T00:54:03.214250] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:03.552982] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:03.892072] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:54:04.227858] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:04.579156] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:54:04.927006] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:05.276554] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:05.621476] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:05.969176] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:06.326744] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:54:06.326977] [INFO ] [CONFIGURE ] SEE: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-22T00:54:06.327050] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 2.7s/test | Remaining: 606 tests [2025-11-22T00:54:06.327091] [INFO ] [CONFIGURE ] SEE: Testing feature 23/29: add_recent_range_context [2025-11-22T00:54:06.327126] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_recent_range_context'] [2025-11-22T00:54:06.565522] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:06.799514] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:54:07.038451] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:54:07.282812] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:07.529819] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:54:07.807889] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:08.045076] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:08.282585] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:08.528333] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:08.756602] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:54:08.756786] [INFO ] [CONFIGURE ] SEE: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T00:54:08.756831] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Avg: 2.7s/test | Remaining: 605 tests [2025-11-22T00:54:08.756892] [INFO ] [CONFIGURE ] SEE: Testing feature 24/29: add_rsi [2025-11-22T00:54:08.756928] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_ema', 'add_rsi'] [2025-11-22T00:54:09.018664] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:09.272083] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:54:09.528794] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:54:09.783133] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:10.043134] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:54:10.300448] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:54:10.551270] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:10.827929] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:11.078227] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:11.330429] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:54:11.330584] [INFO ] [CONFIGURE ] SEE: DISCARDED add_rsi (score: 40.00%) [2025-11-22T00:54:11.330632] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 2.7s/test | Remaining: 604 tests [2025-11-22T00:54:11.330687] [INFO ] [CONFIGURE ] SEE: Testing feature 25/29: add_tick_distribution [2025-11-22T00:54:11.330720] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_tick_distribution'] [2025-11-22T00:54:11.532198] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:11.732899] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:11.935062] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:54:12.163475] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:12.369058] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:54:12.598892] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:12.810297] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:13.018659] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:13.229993] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:13.441281] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:13.441482] [INFO ] [CONFIGURE ] SEE: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T00:54:13.441529] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Avg: 2.7s/test | Remaining: 603 tests [2025-11-22T00:54:13.441565] [INFO ] [CONFIGURE ] SEE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:54:13.441600] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-22T00:54:13.649232] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:13.853860] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:54:14.080763] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:54:14.365212] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:14.642099] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:54:14.889387] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:15.113010] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:15.318284] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:15.526946] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:15.735096] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:15.735267] [INFO ] [CONFIGURE ] SEE: KEPT add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:54:15.735321] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 2.7s/test | Remaining: 602 tests [2025-11-22T00:54:15.735366] [INFO ] [CONFIGURE ] SEE: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:54:15.735399] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-22T00:54:15.996308] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:16.255026] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:16.519240] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:54:16.804786] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:17.061280] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:54:17.326187] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:17.595601] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:17.856620] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:18.125213] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:18.379194] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:18.379349] [INFO ] [CONFIGURE ] SEE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T00:54:18.379393] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 2.7s/test | Remaining: 601 tests [2025-11-22T00:54:18.379427] [INFO ] [CONFIGURE ] SEE: Testing feature 28/29: add_volume_profile [2025-11-22T00:54:18.379458] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-22T00:54:18.609773] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:18.841517] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:54:19.071833] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:54:19.305959] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:19.538768] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T00:54:19.776490] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:20.006094] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:20.237978] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:20.470708] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:20.721108] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:20.721288] [INFO ] [CONFIGURE ] SEE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T00:54:20.721333] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Avg: 2.7s/test | Remaining: 600 tests [2025-11-22T00:54:20.721366] [INFO ] [CONFIGURE ] SEE: Testing feature 29/29: add_vwap [2025-11-22T00:54:20.721398] [INFO ] [CONFIGURE ] SEE: Testing with features: ['add_mfi', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-22T00:54:20.975349] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:54:21.263519] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:21.518812] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:54:21.774830] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:54:22.013267] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T00:54:22.244205] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:54:22.477425] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:22.710431] [DEBUG] [FORECASTER] SEE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:22.954881] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:54:23.205286] [DEBUG] [FORECASTER] SEE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:23.205454] [INFO ] [CONFIGURE ] SEE: DISCARDED add_vwap (score: 20.00%) [2025-11-22T00:54:23.205498] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 2.7s/test | Remaining: 599 tests [2025-11-22T00:54:23.205533] [INFO ] [CONFIGURE ] SEE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:54:23.205562] [INFO ] [CONFIGURE ] SEE: Best accuracy: 70.00% [2025-11-22T00:54:23.205592] [INFO ] [CONFIGURE ] SEE: Best feature set (2 features): ['add_mfi', 'add_volume_momentum_confirmation'] [2025-11-22T00:54:23.205619] [INFO ] [CONFIGURE ] SEE: Improvement over baseline: 20.00% [2025-11-22T00:54:23.205665] [INFO ] [CONFIGURE ] SEE: Total time: 1.1 minutes [2025-11-22T00:54:23.205695] [INFO ] [CONFIGURE ] SEE: Average time per feature: 2.3 seconds [2025-11-22T00:54:23.205723] [INFO ] [CONFIGURE ] SEE: Average speed: 0.43 features/sec [2025-11-22T00:54:23.206023] [INFO ] [LOCAL ] Saved configuration for SEE: 2 features, 70.00% accuracy -> ./output/feature-sets/SEE.json [2025-11-22T00:54:23.206065] [INFO ] [CONFIGURE ] SEE: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T00:54:23.206101] [INFO ] [sig ] [73/93] Successfully configured SEE | 0.01 sym/s | Total: 1.6h | ETA: 26.4m [2025-11-22T00:54:23.206132] [INFO ] [sig ] [74/93] Configuring SEM... [2025-11-22T00:54:23.206160] [INFO ] [CONFIGURE ] SEM: Configurate test run. [2025-11-22T00:54:23.206189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-11-22T00:54:23.216772] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SEM'. [2025-11-22T00:54:23.217064] [INFO ] [CONFIGURE ] SEM: Testing with 29 available features [2025-11-22T00:54:23.217113] [INFO ] [CONFIGURE ] SEM: Establishing baseline with no features... [2025-11-22T00:54:23.380049] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:54:23.551364] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:54:23.722781] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:23.891499] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:24.062601] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:54:24.262393] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:24.435736] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:24.606110] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:24.775815] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:54:24.950827] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:24.950989] [INFO ] [CONFIGURE ] SEM: Baseline score (no features): 50.00% [2025-11-22T00:54:24.951032] [INFO ] [CONFIGURE ] SEM: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:54:24.951068] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:54:25.158232] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:54:25.363570] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:25.572009] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:25.778192] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:25.985817] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:54:26.194009] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:54:26.407480] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:26.610550] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:26.816944] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:54:27.031499] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:54:27.031680] [INFO ] [CONFIGURE ] SEM: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T00:54:27.031726] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Avg: 2.7s/test | Remaining: 598 tests [2025-11-22T00:54:27.031759] [INFO ] [CONFIGURE ] SEM: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:54:27.031790] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:54:27.238387] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:54:27.446146] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:27.656748] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:27.865481] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:28.070924] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:54:28.279205] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:28.490253] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:28.712862] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:28.949665] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:29.162791] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:29.162952] [INFO ] [CONFIGURE ] SEM: KEPT add_cumulative_delta (score: 60.00%) [2025-11-22T00:54:29.162995] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 2.7s/test | Remaining: 597 tests [2025-11-22T00:54:29.163029] [INFO ] [CONFIGURE ] SEM: Testing feature 3/29: add_daily_returns [2025-11-22T00:54:29.163064] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:54:29.381014] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:54:29.601738] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:29.826962] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:30.056211] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:30.292603] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:30.520906] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:30.748187] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:30.979226] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:31.205795] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:31.439173] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:31.439357] [INFO ] [CONFIGURE ] SEM: KEPT add_daily_returns (score: 70.00%) [2025-11-22T00:54:31.439401] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Avg: 2.7s/test | Remaining: 596 tests [2025-11-22T00:54:31.439435] [INFO ] [CONFIGURE ] SEM: Testing feature 4/29: add_ema [2025-11-22T00:54:31.439467] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-22T00:54:31.691347] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:54:31.967073] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:32.218601] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:32.475093] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:32.748008] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:33.021200] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:33.275688] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:33.533589] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:33.794485] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:34.055355] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:34.055973] [INFO ] [CONFIGURE ] SEM: DISCARDED add_ema (score: 70.00%) [2025-11-22T00:54:34.056022] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 2.7s/test | Remaining: 595 tests [2025-11-22T00:54:34.056058] [INFO ] [CONFIGURE ] SEM: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:54:34.056091] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:54:34.337326] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:54:34.607254] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:34.880457] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:35.155756] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:35.433478] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:35.715181] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:54:35.997959] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:36.277763] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:36.559956] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:36.831271] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:36.831429] [INFO ] [CONFIGURE ] SEM: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:54:36.831472] [INFO ] [CONFIGURE ] JOB ETA: 26.6m | Avg: 2.7s/test | Remaining: 594 tests [2025-11-22T00:54:36.831506] [INFO ] [CONFIGURE ] SEM: Testing feature 6/29: add_failed_moves [2025-11-22T00:54:36.831537] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-22T00:54:37.062821] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:54:37.296221] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:37.530154] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:54:37.770796] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:38.030151] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:38.267952] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:38.507954] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:38.745139] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:38.980842] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:39.226726] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:39.226884] [INFO ] [CONFIGURE ] SEM: KEPT add_failed_moves (score: 80.00%) [2025-11-22T00:54:39.226928] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 2.7s/test | Remaining: 593 tests [2025-11-22T00:54:39.227028] [INFO ] [CONFIGURE ] SEM: Testing feature 7/29: add_lag_shelf [2025-11-22T00:54:39.227063] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_lag_shelf'] [2025-11-22T00:54:39.504259] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:54:39.740067] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:39.980031] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:54:40.222068] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:40.459430] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:40.704160] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:40.965461] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:41.204840] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:41.445659] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:41.686506] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:41.686663] [INFO ] [CONFIGURE ] SEM: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-22T00:54:41.686709] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Avg: 2.7s/test | Remaining: 592 tests [2025-11-22T00:54:41.686743] [INFO ] [CONFIGURE ] SEM: Testing feature 8/29: add_macd [2025-11-22T00:54:41.686775] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-22T00:54:41.994460] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:54:42.300721] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:42.612132] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:42.928930] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:43.230342] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:43.542949] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:54:43.855272] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:54:44.198269] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:44.517045] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:44.832385] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:44.832566] [INFO ] [CONFIGURE ] SEM: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:54:44.832609] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 2.7s/test | Remaining: 591 tests [2025-11-22T00:54:44.832662] [INFO ] [CONFIGURE ] SEM: Testing feature 9/29: add_mfi [2025-11-22T00:54:44.832699] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_mfi'] [2025-11-22T00:54:45.092751] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:54:45.344792] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:45.591913] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:54:45.847329] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:46.095188] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:46.348862] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:54:46.599128] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:46.850051] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:47.140003] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:47.401475] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:47.401629] [INFO ] [CONFIGURE ] SEM: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:54:47.401693] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 2.7s/test | Remaining: 590 tests [2025-11-22T00:54:47.401729] [INFO ] [CONFIGURE ] SEM: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:54:47.401762] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:54:47.712701] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:54:48.028264] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:48.349728] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:54:48.666467] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:48.994810] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:54:49.321085] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:49.636840] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:49.926762] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:50.272139] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:50.618337] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:50.618504] [INFO ] [CONFIGURE ] SEM: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T00:54:50.618554] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Avg: 2.7s/test | Remaining: 589 tests [2025-11-22T00:54:50.618589] [INFO ] [CONFIGURE ] SEM: Testing feature 11/29: add_obv_daily [2025-11-22T00:54:50.618622] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_obv_daily'] [2025-11-22T00:54:50.899440] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:54:51.173568] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:51.450923] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:51.726329] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:52.005235] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:52.282419] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:54:52.557721] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:52.831361] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:53.151002] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:54:53.434565] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:53.434750] [INFO ] [CONFIGURE ] SEM: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:54:53.434799] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 2.7s/test | Remaining: 588 tests [2025-11-22T00:54:53.434834] [INFO ] [CONFIGURE ] SEM: Testing feature 12/29: add_obv_interval [2025-11-22T00:54:53.434866] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_obv_interval'] [2025-11-22T00:54:53.722732] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:54:53.988744] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:54.255871] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:54:54.553864] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:54.819713] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:54:55.076756] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:54:55.329631] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:55.586900] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:54:55.846338] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:54:56.128100] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:56.128267] [INFO ] [CONFIGURE ] SEM: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:54:56.128313] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Avg: 2.7s/test | Remaining: 587 tests [2025-11-22T00:54:56.128348] [INFO ] [CONFIGURE ] SEM: Testing feature 13/29: add_opening_strength [2025-11-22T00:54:56.128381] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_opening_strength'] [2025-11-22T00:54:56.416763] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:54:56.714267] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:56.998410] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:54:57.282968] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:54:57.607320] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:54:57.900792] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:54:58.188198] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:54:58.478550] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:54:58.773461] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:54:59.064696] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:54:59.064846] [INFO ] [CONFIGURE ] SEM: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T00:54:59.064888] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 2.7s/test | Remaining: 586 tests [2025-11-22T00:54:59.064928] [INFO ] [CONFIGURE ] SEM: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:54:59.064962] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_order_flow_imbalance'] [2025-11-22T00:54:59.356579] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:54:59.646353] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:54:59.947257] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:55:01.012290] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:01.568081] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:01.944572] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:02.319307] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:02.612478] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:55:02.900439] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:55:03.174300] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:03.174480] [INFO ] [CONFIGURE ] SEM: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:55:03.174528] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Avg: 2.7s/test | Remaining: 585 tests [2025-11-22T00:55:03.174564] [INFO ] [CONFIGURE ] SEM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:55:03.174598] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-22T00:55:03.424601] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:03.709721] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:03.963542] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:04.228008] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:04.488183] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:04.762525] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:05.025921] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:05.326206] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:05.591866] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:05.881000] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:05.881141] [INFO ] [CONFIGURE ] SEM: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T00:55:05.881183] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 2.7s/test | Remaining: 584 tests [2025-11-22T00:55:05.881215] [INFO ] [CONFIGURE ] SEM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:55:05.881244] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-22T00:55:06.161371] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:55:06.440053] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:06.736825] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:07.008454] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:07.289811] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:55:07.561101] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:07.839880] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:08.088841] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:08.354781] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:08.602389] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:08.602565] [INFO ] [CONFIGURE ] SEM: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T00:55:08.602609] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 2.7s/test | Remaining: 583 tests [2025-11-22T00:55:08.602662] [INFO ] [CONFIGURE ] SEM: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:55:08.602700] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_return_2d'] [2025-11-22T00:55:08.889191] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:09.163929] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:09.458196] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:09.789743] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:10.097026] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:10.409100] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:10.680898] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:10.928694] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:55:11.175998] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:11.422140] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:11.422287] [INFO ] [CONFIGURE ] SEM: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T00:55:11.422330] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Avg: 2.7s/test | Remaining: 582 tests [2025-11-22T00:55:11.422363] [INFO ] [CONFIGURE ] SEM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:55:11.422394] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-22T00:55:11.646747] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:55:11.883022] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:12.127114] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:12.368870] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:12.612446] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:12.861118] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:13.104066] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:13.346284] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:13.591451] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:13.833821] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:13.833978] [INFO ] [CONFIGURE ] SEM: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T00:55:13.834020] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 2.7s/test | Remaining: 581 tests [2025-11-22T00:55:13.834054] [INFO ] [CONFIGURE ] SEM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:55:13.834085] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-22T00:55:14.049805] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:14.287278] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:14.505387] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:14.734922] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:14.989463] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:15.237613] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:15.481402] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:15.744220] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:15.996877] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:16.244122] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:16.244288] [INFO ] [CONFIGURE ] SEM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T00:55:16.244333] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Avg: 2.7s/test | Remaining: 580 tests [2025-11-22T00:55:16.244367] [INFO ] [CONFIGURE ] SEM: Testing feature 20/29: add_price_rejection [2025-11-22T00:55:16.244398] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_price_rejection'] [2025-11-22T00:55:16.523398] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:16.805055] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:17.085515] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:17.389512] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:55:17.652336] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:17.916059] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:18.174284] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:18.432683] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:18.694953] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:18.952026] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:18.952180] [INFO ] [CONFIGURE ] SEM: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T00:55:18.952225] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 2.7s/test | Remaining: 579 tests [2025-11-22T00:55:18.952262] [INFO ] [CONFIGURE ] SEM: Testing feature 21/29: add_range_position [2025-11-22T00:55:18.952294] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_range_position'] [2025-11-22T00:55:19.209142] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:55:19.467589] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:19.725250] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:19.993261] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:20.250491] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:20.521850] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:20.789058] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:21.049175] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:55:21.323040] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:21.606468] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:21.606623] [INFO ] [CONFIGURE ] SEM: DISCARDED add_range_position (score: 60.00%) [2025-11-22T00:55:21.606685] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Avg: 2.7s/test | Remaining: 578 tests [2025-11-22T00:55:21.606723] [INFO ] [CONFIGURE ] SEM: Testing feature 22/29: add_realized_volatility [2025-11-22T00:55:21.606754] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_realized_volatility'] [2025-11-22T00:55:21.983246] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:22.325797] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:22.682150] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:23.038610] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:23.437102] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:23.817862] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:24.184145] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:24.552346] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:24.961481] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:55:25.341184] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:25.341345] [INFO ] [CONFIGURE ] SEM: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:55:25.341389] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 2.7s/test | Remaining: 577 tests [2025-11-22T00:55:25.341425] [INFO ] [CONFIGURE ] SEM: Testing feature 23/29: add_recent_range_context [2025-11-22T00:55:25.341456] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_recent_range_context'] [2025-11-22T00:55:25.607617] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:55:25.876468] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:26.150403] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:26.442422] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:26.714202] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:26.983108] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:27.253859] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:27.533021] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:27.804084] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:28.075131] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:28.075308] [INFO ] [CONFIGURE ] SEM: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T00:55:28.075353] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Avg: 2.7s/test | Remaining: 576 tests [2025-11-22T00:55:28.075388] [INFO ] [CONFIGURE ] SEM: Testing feature 24/29: add_rsi [2025-11-22T00:55:28.075419] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-22T00:55:28.369589] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:28.645289] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:28.919945] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:29.197790] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:29.492470] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:29.765487] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:30.044736] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:30.345965] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:30.646104] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:30.968337] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:30.968520] [INFO ] [CONFIGURE ] SEM: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:55:30.968564] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 2.7s/test | Remaining: 575 tests [2025-11-22T00:55:30.968602] [INFO ] [CONFIGURE ] SEM: Testing feature 25/29: add_tick_distribution [2025-11-22T00:55:30.968634] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_tick_distribution'] [2025-11-22T00:55:31.205244] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:31.437191] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:31.674345] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:55:31.911877] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:32.150068] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:32.381236] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:32.613125] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:32.844290] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:33.077171] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:55:33.305872] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:33.306044] [INFO ] [CONFIGURE ] SEM: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T00:55:33.306088] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 2.7s/test | Remaining: 574 tests [2025-11-22T00:55:33.306123] [INFO ] [CONFIGURE ] SEM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:55:33.306154] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-22T00:55:33.556308] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:55:33.806867] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:34.076955] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:55:34.326192] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:34.574719] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:34.824786] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:55:35.083469] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:35.348524] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:35.605117] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:35.862424] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:35.862592] [INFO ] [CONFIGURE ] SEM: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:55:35.862657] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Avg: 2.7s/test | Remaining: 573 tests [2025-11-22T00:55:35.862696] [INFO ] [CONFIGURE ] SEM: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:55:35.862727] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_price_divergence'] [2025-11-22T00:55:36.125436] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:36.390446] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:36.659083] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:55:36.985174] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:37.277539] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:37.567202] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:37.857482] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:55:38.145841] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:55:38.462154] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:38.750732] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:38.750910] [INFO ] [CONFIGURE ] SEM: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:55:38.750956] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 2.7s/test | Remaining: 572 tests [2025-11-22T00:55:38.750992] [INFO ] [CONFIGURE ] SEM: Testing feature 28/29: add_volume_profile [2025-11-22T00:55:38.751025] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_volume_profile'] [2025-11-22T00:55:39.004412] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:39.260468] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:39.514786] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:39.761896] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:40.054059] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:55:40.325799] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:40.590607] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:40.867197] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:41.132508] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:41.397013] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:41.397158] [INFO ] [CONFIGURE ] SEM: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T00:55:41.397224] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Avg: 2.7s/test | Remaining: 571 tests [2025-11-22T00:55:41.397259] [INFO ] [CONFIGURE ] SEM: Testing feature 29/29: add_vwap [2025-11-22T00:55:41.397289] [INFO ] [CONFIGURE ] SEM: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves', 'add_vwap'] [2025-11-22T00:55:41.676224] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:55:41.947756] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:42.216435] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:55:42.487667] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:55:42.762118] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:43.065272] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:55:43.330520] [DEBUG] [FORECASTER] SEM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:43.604701] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:43.879224] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:55:44.154150] [DEBUG] [FORECASTER] SEM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:44.154305] [INFO ] [CONFIGURE ] SEM: DISCARDED add_vwap (score: 50.00%) [2025-11-22T00:55:44.154349] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 2.7s/test | Remaining: 570 tests [2025-11-22T00:55:44.154385] [INFO ] [CONFIGURE ] SEM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:55:44.154415] [INFO ] [CONFIGURE ] SEM: Best accuracy: 80.00% [2025-11-22T00:55:44.154446] [INFO ] [CONFIGURE ] SEM: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-22T00:55:44.154475] [INFO ] [CONFIGURE ] SEM: Improvement over baseline: 30.00% [2025-11-22T00:55:44.154502] [INFO ] [CONFIGURE ] SEM: Total time: 1.3 minutes [2025-11-22T00:55:44.154529] [INFO ] [CONFIGURE ] SEM: Average time per feature: 2.7 seconds [2025-11-22T00:55:44.154558] [INFO ] [CONFIGURE ] SEM: Average speed: 0.37 features/sec [2025-11-22T00:55:44.154974] [INFO ] [LOCAL ] Saved configuration for SEM: 3 features, 80.00% accuracy -> ./output/feature-sets/SEM.json [2025-11-22T00:55:44.155021] [INFO ] [CONFIGURE ] SEM: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-22T00:55:44.155086] [INFO ] [sig ] [74/93] Successfully configured SEM | 0.01 sym/s | Total: 1.6h | ETA: 25.0m [2025-11-22T00:55:44.155120] [INFO ] [sig ] [75/93] Configuring SEMR... [2025-11-22T00:55:44.155150] [INFO ] [CONFIGURE ] SEMR: Configurate test run. [2025-11-22T00:55:44.155180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'. [2025-11-22T00:55:44.166343] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SEMR'. [2025-11-22T00:55:44.166632] [INFO ] [CONFIGURE ] SEMR: Testing with 29 available features [2025-11-22T00:55:44.166710] [INFO ] [CONFIGURE ] SEMR: Establishing baseline with no features... [2025-11-22T00:55:44.354509] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:55:44.576317] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:55:44.771125] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:55:44.971876] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:55:45.170696] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:45.360799] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:45.549872] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:55:45.742047] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:45.932790] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:55:46.147164] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:46.147307] [INFO ] [CONFIGURE ] SEMR: Baseline score (no features): 90.00% [2025-11-22T00:55:46.147348] [INFO ] [CONFIGURE ] SEMR: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:55:46.147381] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:55:46.375545] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:55:46.583728] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:46.815346] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:55:47.050313] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:55:47.285309] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:55:47.544906] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:47.786972] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:48.019039] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:48.248974] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:55:48.479898] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:48.480054] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-22T00:55:48.480097] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Avg: 2.7s/test | Remaining: 569 tests [2025-11-22T00:55:48.480131] [INFO ] [CONFIGURE ] SEMR: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:55:48.480162] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:55:48.717707] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:55:48.949915] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:55:49.209106] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:55:49.447346] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:55:49.685338] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:55:49.925319] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:50.163007] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:50.398082] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:55:50.660183] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:55:50.897784] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:50.897986] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:55:50.898032] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 2.7s/test | Remaining: 568 tests [2025-11-22T00:55:50.898069] [INFO ] [CONFIGURE ] SEMR: Testing feature 3/29: add_daily_returns [2025-11-22T00:55:50.898102] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_daily_returns'] [2025-11-22T00:55:51.104291] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:55:51.310008] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:55:51.522673] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:55:51.736464] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:55:51.946324] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:55:52.184108] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:52.388493] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:55:52.598239] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:52.790362] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:55:52.982413] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:52.982566] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_daily_returns (score: 70.00%) [2025-11-22T00:55:52.982610] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Avg: 2.7s/test | Remaining: 567 tests [2025-11-22T00:55:52.982665] [INFO ] [CONFIGURE ] SEMR: Testing feature 4/29: add_ema [2025-11-22T00:55:52.982703] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_ema'] [2025-11-22T00:55:53.197522] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:55:53.408549] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:55:53.647228] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:55:53.867238] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:55:54.077457] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:54.289445] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:54.509615] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:55:54.728305] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:54.947070] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:55:55.193138] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:55.193312] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_ema (score: 80.00%) [2025-11-22T00:55:55.193356] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 2.7s/test | Remaining: 566 tests [2025-11-22T00:55:55.193390] [INFO ] [CONFIGURE ] SEMR: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:55:55.193422] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:55:55.414388] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:55:55.637997] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:55:55.859980] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:55:56.082234] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:55:56.307353] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:55:56.532008] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:56.756133] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:55:56.975905] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:55:57.199824] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:55:57.420823] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:57.420995] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:55:57.421040] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Avg: 2.7s/test | Remaining: 565 tests [2025-11-22T00:55:57.421074] [INFO ] [CONFIGURE ] SEMR: Testing feature 6/29: add_failed_moves [2025-11-22T00:55:57.421106] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_failed_moves'] [2025-11-22T00:55:57.601974] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:55:57.783421] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:55:57.966308] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:55:58.178718] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:55:58.363484] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:55:58.546159] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:55:58.729065] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:55:58.915336] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:55:59.098785] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:55:59.281403] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:55:59.281545] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_failed_moves (score: 90.00%) [2025-11-22T00:55:59.281598] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 2.7s/test | Remaining: 564 tests [2025-11-22T00:55:59.281639] [INFO ] [CONFIGURE ] SEMR: Testing feature 7/29: add_lag_shelf [2025-11-22T00:55:59.281699] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_lag_shelf'] [2025-11-22T00:55:59.449463] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:55:59.640828] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:55:59.808088] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:55:59.974039] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:00.148107] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:00.315150] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:00.487461] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:01.285599] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:01.590068] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:01.763344] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:01.763487] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-22T00:56:01.763531] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Avg: 2.7s/test | Remaining: 563 tests [2025-11-22T00:56:01.763565] [INFO ] [CONFIGURE ] SEMR: Testing feature 8/29: add_macd [2025-11-22T00:56:01.763597] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T00:56:02.031166] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:02.296094] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:02.578379] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:02.870909] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:03.141834] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:03.414682] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:03.679591] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:56:03.946459] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:04.223460] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:56:04.486861] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:04.487039] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_macd (score: 40.00%) [2025-11-22T00:56:04.487088] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 2.7s/test | Remaining: 562 tests [2025-11-22T00:56:04.487123] [INFO ] [CONFIGURE ] SEMR: Testing feature 9/29: add_mfi [2025-11-22T00:56:04.487154] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_mfi'] [2025-11-22T00:56:04.666580] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:04.848516] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:05.034102] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:05.233459] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:05.414497] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:05.599052] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:05.781015] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:05.974155] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:06.162084] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:06.358744] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:06.358917] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_mfi (score: 80.00%) [2025-11-22T00:56:06.358963] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 2.7s/test | Remaining: 561 tests [2025-11-22T00:56:06.359000] [INFO ] [CONFIGURE ] SEMR: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:56:06.359045] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:56:06.638997] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:06.933481] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:07.231402] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:07.511884] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:07.783435] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:08.088131] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:08.395932] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:08.852762] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:09.207457] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:09.497778] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:09.497953] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_momentum_acceleration (score: 90.00%) [2025-11-22T00:56:09.498001] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Avg: 2.7s/test | Remaining: 560 tests [2025-11-22T00:56:09.498041] [INFO ] [CONFIGURE ] SEMR: Testing feature 11/29: add_obv_daily [2025-11-22T00:56:09.498075] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_obv_daily'] [2025-11-22T00:56:09.693964] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:09.892669] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:10.092319] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:10.308076] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:10.502343] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:10.694815] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:10.889327] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:11.093679] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:11.287753] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:11.480975] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:11.481127] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_obv_daily (score: 90.00%) [2025-11-22T00:56:11.481169] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 2.7s/test | Remaining: 559 tests [2025-11-22T00:56:11.481202] [INFO ] [CONFIGURE ] SEMR: Testing feature 12/29: add_obv_interval [2025-11-22T00:56:11.481233] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_obv_interval'] [2025-11-22T00:56:11.666596] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:11.856853] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:12.046010] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T00:56:12.231535] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:12.422599] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:12.611506] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:12.804620] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:12.993312] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:13.180211] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:13.397857] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:13.398004] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_obv_interval (score: 80.00%) [2025-11-22T00:56:13.398047] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Avg: 2.7s/test | Remaining: 558 tests [2025-11-22T00:56:13.398081] [INFO ] [CONFIGURE ] SEMR: Testing feature 13/29: add_opening_strength [2025-11-22T00:56:13.398113] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-22T00:56:13.604188] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:13.811337] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:14.019982] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:14.226468] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:14.432496] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:14.638535] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:14.849758] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:56:15.058249] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:15.265302] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:15.477115] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:15.477254] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:56:15.477298] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 2.7s/test | Remaining: 557 tests [2025-11-22T00:56:15.477331] [INFO ] [CONFIGURE ] SEMR: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:56:15.477361] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_order_flow_imbalance'] [2025-11-22T00:56:15.675023] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:15.872381] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:16.079965] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:16.282140] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:16.486216] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:16.691985] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:16.892895] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:17.094768] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:17.301424] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:17.532737] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:17.532928] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_order_flow_imbalance (score: 90.00%) [2025-11-22T00:56:17.532972] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Avg: 2.7s/test | Remaining: 556 tests [2025-11-22T00:56:17.533006] [INFO ] [CONFIGURE ] SEMR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:56:17.533038] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_pbf_morning_momentum'] [2025-11-22T00:56:17.707221] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:17.881110] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:18.057572] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:18.231745] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:18.408812] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:18.582972] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:18.762322] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:18.936966] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:19.112095] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:19.286704] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:19.286866] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-22T00:56:19.286910] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 2.7s/test | Remaining: 555 tests [2025-11-22T00:56:19.286944] [INFO ] [CONFIGURE ] SEMR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:56:19.286976] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_pbf_overnight_gap'] [2025-11-22T00:56:19.484621] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:19.679792] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:19.878074] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:20.081243] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:20.278962] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:20.485007] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:20.685477] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:20.884958] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:21.090376] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:21.296952] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:21.297132] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_pbf_overnight_gap (score: 90.00%) [2025-11-22T00:56:21.297183] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Avg: 2.7s/test | Remaining: 554 tests [2025-11-22T00:56:21.297226] [INFO ] [CONFIGURE ] SEMR: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:56:21.297259] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_pbf_return_2d'] [2025-11-22T00:56:21.493330] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:21.695114] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:21.905294] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:22.122016] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:22.331086] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:22.541737] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:22.759729] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:56:22.974843] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:23.187390] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T00:56:23.412158] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:23.412348] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T00:56:23.412415] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 2.7s/test | Remaining: 553 tests [2025-11-22T00:56:23.412457] [INFO ] [CONFIGURE ] SEMR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:56:23.412489] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_pbf_volatility_5d'] [2025-11-22T00:56:23.621086] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:23.830959] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:24.021596] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:24.191997] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:24.360931] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:24.527636] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:24.702294] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:24.874028] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:25.049393] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:25.221181] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:25.221319] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_pbf_volatility_5d (score: 90.00%) [2025-11-22T00:56:25.221362] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Avg: 2.7s/test | Remaining: 552 tests [2025-11-22T00:56:25.221437] [INFO ] [CONFIGURE ] SEMR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:56:25.221472] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-22T00:56:25.439359] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:25.612961] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:25.788693] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:25.967261] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:26.141181] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:26.315154] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:26.530275] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:26.711287] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:26.914966] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:27.101291] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:27.101451] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-22T00:56:27.101497] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 2.7s/test | Remaining: 551 tests [2025-11-22T00:56:27.101532] [INFO ] [CONFIGURE ] SEMR: Testing feature 20/29: add_price_rejection [2025-11-22T00:56:27.101563] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_price_rejection'] [2025-11-22T00:56:27.296430] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:27.492964] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:27.685312] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:27.877166] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:28.073230] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:28.269074] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:28.487342] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:28.677387] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:28.868414] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:29.070252] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:29.070450] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_price_rejection (score: 80.00%) [2025-11-22T00:56:29.070498] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Avg: 2.7s/test | Remaining: 550 tests [2025-11-22T00:56:29.070534] [INFO ] [CONFIGURE ] SEMR: Testing feature 21/29: add_range_position [2025-11-22T00:56:29.070566] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_range_position'] [2025-11-22T00:56:29.289405] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:29.503564] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:29.716272] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:29.950975] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:30.168215] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:30.382351] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:30.600560] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:30.814140] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:56:31.025850] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:31.236469] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:56:31.236610] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_range_position (score: 70.00%) [2025-11-22T00:56:31.236673] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 2.7s/test | Remaining: 549 tests [2025-11-22T00:56:31.236711] [INFO ] [CONFIGURE ] SEMR: Testing feature 22/29: add_realized_volatility [2025-11-22T00:56:31.236741] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_realized_volatility'] [2025-11-22T00:56:31.559850] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:31.850842] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:32.159085] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:32.450262] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:32.742436] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:33.055826] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:33.363495] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:33.672221] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:33.984626] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:34.305588] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:34.305790] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-22T00:56:34.305836] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Avg: 2.7s/test | Remaining: 548 tests [2025-11-22T00:56:34.305871] [INFO ] [CONFIGURE ] SEMR: Testing feature 23/29: add_recent_range_context [2025-11-22T00:56:34.305902] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_recent_range_context'] [2025-11-22T00:56:34.535706] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:34.751955] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:34.955995] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:35.168092] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:35.373345] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:35.578582] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:35.794690] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:36.014609] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:36.214393] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:36.416323] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:36.416476] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-22T00:56:36.416522] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 2.7s/test | Remaining: 547 tests [2025-11-22T00:56:36.416561] [INFO ] [CONFIGURE ] SEMR: Testing feature 24/29: add_rsi [2025-11-22T00:56:36.416597] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_ema', 'add_rsi'] [2025-11-22T00:56:36.670809] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:36.920098] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:37.153934] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:37.388387] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:37.646225] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:37.883590] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:38.155461] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:38.401204] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:38.639432] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:38.876704] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:38.876854] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_rsi (score: 90.00%) [2025-11-22T00:56:38.876897] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Avg: 2.7s/test | Remaining: 546 tests [2025-11-22T00:56:38.876930] [INFO ] [CONFIGURE ] SEMR: Testing feature 25/29: add_tick_distribution [2025-11-22T00:56:38.876961] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_tick_distribution'] [2025-11-22T00:56:39.070913] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:39.264049] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:39.460410] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:39.657138] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:39.848492] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:40.031266] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:40.219353] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:40.407603] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:40.623932] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:40.811467] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:40.811610] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T00:56:40.811673] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 2.7s/test | Remaining: 545 tests [2025-11-22T00:56:40.811713] [INFO ] [CONFIGURE ] SEMR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:56:40.811747] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-22T00:56:41.019748] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:41.233176] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:41.423915] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:41.621708] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:41.821385] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:42.044460] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:42.239459] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:42.436313] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:42.633579] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:42.825542] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:42.825722] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-22T00:56:42.825767] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 2.7s/test | Remaining: 544 tests [2025-11-22T00:56:42.825801] [INFO ] [CONFIGURE ] SEMR: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:56:42.825832] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_volume_price_divergence'] [2025-11-22T00:56:43.026728] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:43.243024] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:43.462360] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:43.692202] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:43.895468] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:44.115436] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:44.312097] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:44.510181] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:44.719574] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:44.926794] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:44.926949] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:56:44.927013] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Avg: 2.7s/test | Remaining: 543 tests [2025-11-22T00:56:44.927050] [INFO ] [CONFIGURE ] SEMR: Testing feature 28/29: add_volume_profile [2025-11-22T00:56:44.927081] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_volume_profile'] [2025-11-22T00:56:45.113368] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:45.327773] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:45.532067] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:45.729977] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:45.930290] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:46.124665] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:46.328981] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T00:56:46.523245] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:46.727418] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:46.919005] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:46.919147] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_volume_profile (score: 80.00%) [2025-11-22T00:56:46.919191] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 2.7s/test | Remaining: 542 tests [2025-11-22T00:56:46.919255] [INFO ] [CONFIGURE ] SEMR: Testing feature 29/29: add_vwap [2025-11-22T00:56:46.919289] [INFO ] [CONFIGURE ] SEMR: Testing with features: ['add_vwap'] [2025-11-22T00:56:47.113126] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T00:56:47.314514] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:56:47.511576] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T00:56:47.709485] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:56:47.912164] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:56:48.108785] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:48.313389] [DEBUG] [FORECASTER] SEMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:56:48.517806] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:56:48.714125] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T00:56:48.913001] [DEBUG] [FORECASTER] SEMR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:56:48.913154] [INFO ] [CONFIGURE ] SEMR: DISCARDED add_vwap (score: 70.00%) [2025-11-22T00:56:48.913198] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Avg: 2.7s/test | Remaining: 541 tests [2025-11-22T00:56:48.913233] [INFO ] [CONFIGURE ] SEMR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:56:48.913262] [INFO ] [CONFIGURE ] SEMR: Best accuracy: 90.00% [2025-11-22T00:56:48.913291] [INFO ] [CONFIGURE ] SEMR: Best feature set (0 features): [] [2025-11-22T00:56:48.913319] [INFO ] [CONFIGURE ] SEMR: Improvement over baseline: 0.00% [2025-11-22T00:56:48.913345] [INFO ] [CONFIGURE ] SEMR: Total time: 1.0 minutes [2025-11-22T00:56:48.913372] [INFO ] [CONFIGURE ] SEMR: Average time per feature: 2.2 seconds [2025-11-22T00:56:48.913399] [INFO ] [CONFIGURE ] SEMR: Average speed: 0.46 features/sec [2025-11-22T00:56:48.913766] [INFO ] [LOCAL ] Saved configuration for SEMR: 0 features, 90.00% accuracy -> ./output/feature-sets/SEMR.json [2025-11-22T00:56:48.913810] [INFO ] [CONFIGURE ] SEMR: Configuration saved successfully: 0 features, 90.00% accuracy. [2025-11-22T00:56:48.913846] [INFO ] [sig ] [75/93] Successfully configured SEMR | 0.01 sym/s | Total: 1.6h | ETA: 23.7m [2025-11-22T00:56:48.913877] [INFO ] [sig ] [76/93] Configuring SFB... [2025-11-22T00:56:48.913906] [INFO ] [CONFIGURE ] SFB: Configurate test run. [2025-11-22T00:56:48.913936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-11-22T00:56:48.924705] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SFB'. [2025-11-22T00:56:48.925073] [INFO ] [CONFIGURE ] SFB: Testing with 29 available features [2025-11-22T00:56:48.925121] [INFO ] [CONFIGURE ] SFB: Establishing baseline with no features... [2025-11-22T00:56:49.089249] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:49.252313] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:49.414527] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:56:49.581270] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:56:49.747292] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:49.914903] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:50.082814] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:56:50.247739] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:56:50.416168] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:56:50.581745] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:56:50.581888] [INFO ] [CONFIGURE ] SFB: Baseline score (no features): 50.00% [2025-11-22T00:56:50.581930] [INFO ] [CONFIGURE ] SFB: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:56:50.581964] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:56:50.778281] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:50.973541] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:51.170964] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:56:51.366413] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:56:51.565432] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:51.768792] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:51.968734] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:56:52.167431] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:56:52.363735] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:56:52.567743] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:56:52.567960] [INFO ] [CONFIGURE ] SFB: KEPT add_bollinger_bands (score: 80.00%) [2025-11-22T00:56:52.568010] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 2.7s/test | Remaining: 540 tests [2025-11-22T00:56:52.568047] [INFO ] [CONFIGURE ] SFB: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:56:52.568081] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:56:52.801730] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:53.028545] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:53.254755] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:56:53.479587] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:56:53.703054] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:53.934109] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:56:54.165738] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:56:54.397143] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:56:54.629457] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:56:54.858083] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:56:54.858257] [INFO ] [CONFIGURE ] SFB: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:56:54.858304] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Avg: 2.7s/test | Remaining: 539 tests [2025-11-22T00:56:54.858339] [INFO ] [CONFIGURE ] SFB: Testing feature 3/29: add_daily_returns [2025-11-22T00:56:54.858839] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:56:55.066032] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:55.272444] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:55.479685] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:56:55.772081] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:56:56.049573] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:56.320618] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:56.535307] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:56:56.748239] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:56:56.959614] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:56:57.172504] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:56:57.172698] [INFO ] [CONFIGURE ] SFB: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:56:57.172749] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 2.7s/test | Remaining: 538 tests [2025-11-22T00:56:57.172784] [INFO ] [CONFIGURE ] SFB: Testing feature 4/29: add_ema [2025-11-22T00:56:57.172817] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:56:57.411465] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:56:57.643555] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:56:57.879020] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:56:58.117893] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:56:58.359353] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:56:58.602107] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:56:58.879841] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:56:59.126269] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:56:59.368423] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:56:59.611378] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:56:59.611558] [INFO ] [CONFIGURE ] SFB: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:56:59.611612] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Avg: 2.7s/test | Remaining: 537 tests [2025-11-22T00:56:59.611678] [INFO ] [CONFIGURE ] SFB: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:56:59.611715] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:56:59.855019] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:00.121619] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:00.374255] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:01.346886] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:01.676051] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:01.963517] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:02.239828] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:02.516487] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:02.797444] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:03.081801] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:57:03.082215] [INFO ] [CONFIGURE ] SFB: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T00:57:03.082264] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 2.7s/test | Remaining: 536 tests [2025-11-22T00:57:03.082303] [INFO ] [CONFIGURE ] SFB: Testing feature 6/29: add_failed_moves [2025-11-22T00:57:03.082338] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T00:57:03.321480] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:03.550174] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:03.780918] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:04.024828] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:04.287198] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:04.537494] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:04.781370] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:05.019341] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:05.257040] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:05.492297] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:05.492523] [INFO ] [CONFIGURE ] SFB: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T00:57:05.492577] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Avg: 2.7s/test | Remaining: 535 tests [2025-11-22T00:57:05.492611] [INFO ] [CONFIGURE ] SFB: Testing feature 7/29: add_lag_shelf [2025-11-22T00:57:05.492663] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T00:57:05.709566] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:05.927258] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:06.185150] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:06.401046] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:57:06.606425] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:06.810825] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:07.017294] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:57:07.235715] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:07.451884] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:07.663997] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:57:07.664142] [INFO ] [CONFIGURE ] SFB: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:57:07.664519] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 2.7s/test | Remaining: 534 tests [2025-11-22T00:57:07.664557] [INFO ] [CONFIGURE ] SFB: Testing feature 8/29: add_macd [2025-11-22T00:57:07.664590] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T00:57:08.017742] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:08.341124] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:08.650218] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:08.964767] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:09.319497] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:57:09.625472] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:09.932525] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:10.257114] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:57:10.572152] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:57:10.925218] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:10.925409] [INFO ] [CONFIGURE ] SFB: DISCARDED add_macd (score: 30.00%) [2025-11-22T00:57:10.925458] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Avg: 2.7s/test | Remaining: 533 tests [2025-11-22T00:57:10.925494] [INFO ] [CONFIGURE ] SFB: Testing feature 9/29: add_mfi [2025-11-22T00:57:10.925526] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T00:57:11.149976] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:11.375030] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:11.607402] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:11.837911] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:12.066419] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:12.311481] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:12.536551] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:12.757415] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:12.983367] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:13.202233] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:13.202411] [INFO ] [CONFIGURE ] SFB: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:57:13.202465] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 2.7s/test | Remaining: 532 tests [2025-11-22T00:57:13.202507] [INFO ] [CONFIGURE ] SFB: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:57:13.202547] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:57:13.512124] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:13.831397] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:14.145185] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:14.458596] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:57:14.772130] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:15.078254] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:15.385099] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:15.695994] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:16.019306] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:16.337509] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:16.337698] [INFO ] [CONFIGURE ] SFB: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T00:57:16.337744] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 2.7s/test | Remaining: 531 tests [2025-11-22T00:57:16.337778] [INFO ] [CONFIGURE ] SFB: Testing feature 11/29: add_obv_daily [2025-11-22T00:57:16.337810] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T00:57:16.570666] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:16.806447] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:17.065560] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:17.304783] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:17.535405] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:17.770124] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:18.006127] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:18.271954] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:18.509612] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:18.747022] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:57:18.747235] [INFO ] [CONFIGURE ] SFB: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T00:57:18.747281] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Avg: 2.7s/test | Remaining: 530 tests [2025-11-22T00:57:18.747316] [INFO ] [CONFIGURE ] SFB: Testing feature 12/29: add_obv_interval [2025-11-22T00:57:18.747355] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T00:57:18.983564] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:19.215627] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:19.453329] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:19.688808] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:19.920735] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:20.153363] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:20.382566] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:20.610926] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:57:20.838087] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:21.073436] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:57:21.073718] [INFO ] [CONFIGURE ] SFB: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T00:57:21.073768] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 2.7s/test | Remaining: 529 tests [2025-11-22T00:57:21.073803] [INFO ] [CONFIGURE ] SFB: Testing feature 13/29: add_opening_strength [2025-11-22T00:57:21.073836] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:57:21.337371] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:21.592754] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:21.850367] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:22.097847] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:57:22.345168] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:57:22.598462] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:22.846681] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:23.130148] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:23.383627] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:23.651847] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:23.652083] [INFO ] [CONFIGURE ] SFB: DISCARDED add_opening_strength (score: 30.00%) [2025-11-22T00:57:23.652132] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Avg: 2.7s/test | Remaining: 528 tests [2025-11-22T00:57:23.652167] [INFO ] [CONFIGURE ] SFB: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:57:23.652200] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T00:57:23.902433] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:24.167523] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:24.435604] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:24.700578] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:24.959661] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:25.210423] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:25.461028] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:25.705853] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:25.963968] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:26.205936] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:26.206092] [INFO ] [CONFIGURE ] SFB: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T00:57:26.206135] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 2.7s/test | Remaining: 527 tests [2025-11-22T00:57:26.206168] [INFO ] [CONFIGURE ] SFB: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:57:26.206200] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T00:57:26.415705] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:26.627785] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:26.841364] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:27.056068] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:27.276626] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:27.487318] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:27.701339] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:27.911775] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:28.125502] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:28.338466] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:28.338618] [INFO ] [CONFIGURE ] SFB: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T00:57:28.338682] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Avg: 2.7s/test | Remaining: 526 tests [2025-11-22T00:57:28.338719] [INFO ] [CONFIGURE ] SFB: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:57:28.338751] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T00:57:28.569122] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:28.795485] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:29.023471] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:29.253898] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:57:29.492574] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:29.732842] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:29.976473] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:30.216447] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:30.471529] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:30.714079] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:30.714260] [INFO ] [CONFIGURE ] SFB: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T00:57:30.714304] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 2.7s/test | Remaining: 525 tests [2025-11-22T00:57:30.714338] [INFO ] [CONFIGURE ] SFB: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:57:30.714370] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T00:57:30.948866] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:31.192970] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:31.428849] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:31.669978] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:57:31.905016] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:32.181689] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:32.418098] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:32.654111] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:32.889761] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:33.125820] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:57:33.125970] [INFO ] [CONFIGURE ] SFB: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T00:57:33.126013] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Avg: 2.7s/test | Remaining: 524 tests [2025-11-22T00:57:33.126046] [INFO ] [CONFIGURE ] SFB: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:57:33.126077] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-22T00:57:33.340180] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:33.551815] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:33.762343] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:33.982610] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:34.196425] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:34.409948] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:34.627193] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:57:34.839776] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:35.052133] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:35.263955] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:35.264114] [INFO ] [CONFIGURE ] SFB: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T00:57:35.264157] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 2.7s/test | Remaining: 523 tests [2025-11-22T00:57:35.264191] [INFO ] [CONFIGURE ] SFB: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:57:35.264223] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-22T00:57:35.476889] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:35.685319] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:35.895974] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:36.111675] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:36.324224] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:36.532353] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:36.741114] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:36.952166] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:37.164148] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:37.377433] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:37.377592] [INFO ] [CONFIGURE ] SFB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T00:57:37.377636] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Avg: 2.7s/test | Remaining: 522 tests [2025-11-22T00:57:37.377692] [INFO ] [CONFIGURE ] SFB: Testing feature 20/29: add_price_rejection [2025-11-22T00:57:37.377725] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-22T00:57:37.604127] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:37.832506] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:38.062866] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:38.326325] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:38.562289] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:38.793235] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:39.026863] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:39.249545] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:39.499803] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:39.728002] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:39.728152] [INFO ] [CONFIGURE ] SFB: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:57:39.728196] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 2.7s/test | Remaining: 521 tests [2025-11-22T00:57:39.728229] [INFO ] [CONFIGURE ] SFB: Testing feature 21/29: add_range_position [2025-11-22T00:57:39.728260] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-22T00:57:39.982078] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:40.233041] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:40.484698] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:40.745918] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:40.999898] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:41.281892] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:41.536244] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:57:41.803413] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:42.067254] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:42.326016] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:42.326192] [INFO ] [CONFIGURE ] SFB: DISCARDED add_range_position (score: 80.00%) [2025-11-22T00:57:42.326239] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 2.7s/test | Remaining: 520 tests [2025-11-22T00:57:42.326275] [INFO ] [CONFIGURE ] SFB: Testing feature 22/29: add_realized_volatility [2025-11-22T00:57:42.326330] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-22T00:57:42.645849] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:42.964960] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:43.278008] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:43.607210] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:43.934623] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:44.306455] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:44.628892] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:57:44.963536] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:45.292595] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:45.625779] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:45.625975] [INFO ] [CONFIGURE ] SFB: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T00:57:45.626020] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Avg: 2.7s/test | Remaining: 519 tests [2025-11-22T00:57:45.626053] [INFO ] [CONFIGURE ] SFB: Testing feature 23/29: add_recent_range_context [2025-11-22T00:57:45.626083] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-22T00:57:45.831497] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:46.042560] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:46.265788] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:46.488201] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:46.701549] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:46.923504] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:47.134097] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:47.360266] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:57:47.559988] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:47.769967] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:47.770150] [INFO ] [CONFIGURE ] SFB: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:57:47.770195] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 2.7s/test | Remaining: 518 tests [2025-11-22T00:57:47.770232] [INFO ] [CONFIGURE ] SFB: Testing feature 24/29: add_rsi [2025-11-22T00:57:47.770265] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-22T00:57:48.026757] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:48.298397] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:48.640629] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:48.995672] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:57:49.300425] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:49.562859] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:49.818892] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:50.073558] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:50.358789] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:50.619477] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:50.619668] [INFO ] [CONFIGURE ] SFB: DISCARDED add_rsi (score: 50.00%) [2025-11-22T00:57:50.619717] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Avg: 2.7s/test | Remaining: 517 tests [2025-11-22T00:57:50.619752] [INFO ] [CONFIGURE ] SFB: Testing feature 25/29: add_tick_distribution [2025-11-22T00:57:50.619785] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-22T00:57:50.831367] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:51.041429] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:51.261353] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:51.484755] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:51.704439] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:51.913347] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:57:52.131379] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:57:52.339251] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:52.556495] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:52.766351] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:52.766497] [INFO ] [CONFIGURE ] SFB: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T00:57:52.766541] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 2.7s/test | Remaining: 516 tests [2025-11-22T00:57:52.766573] [INFO ] [CONFIGURE ] SFB: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:57:52.766604] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-22T00:57:52.976088] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:53.188403] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:53.423129] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:53.633736] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:57:53.846230] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:54.062789] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:54.276111] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:57:54.485898] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:57:54.702559] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:54.914968] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:54.915123] [INFO ] [CONFIGURE ] SFB: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T00:57:54.915166] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Avg: 2.7s/test | Remaining: 515 tests [2025-11-22T00:57:54.915206] [INFO ] [CONFIGURE ] SFB: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:57:54.915237] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-22T00:57:55.133767] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:55.350002] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:55.573967] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:57:55.805335] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:56.032839] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:57:56.265554] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:56.496208] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:56.722256] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:57:56.948252] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:57.168400] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:57:57.168554] [INFO ] [CONFIGURE ] SFB: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T00:57:57.168598] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 2.7s/test | Remaining: 514 tests [2025-11-22T00:57:57.168632] [INFO ] [CONFIGURE ] SFB: Testing feature 28/29: add_volume_profile [2025-11-22T00:57:57.168687] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-22T00:57:57.380961] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:57.614624] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:57:57.825022] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:57:58.045701] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:57:58.265846] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:57:58.489223] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:57:58.708892] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:57:58.933121] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:57:59.152039] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:57:59.395308] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T00:57:59.395453] [INFO ] [CONFIGURE ] SFB: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T00:57:59.395494] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Avg: 2.7s/test | Remaining: 513 tests [2025-11-22T00:57:59.395528] [INFO ] [CONFIGURE ] SFB: Testing feature 29/29: add_vwap [2025-11-22T00:57:59.395560] [INFO ] [CONFIGURE ] SFB: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-22T00:57:59.606983] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T00:57:59.818944] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:58:00.031393] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:58:00.251594] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:58:00.464913] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:58:01.309310] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:58:01.592889] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:58:01.851788] [DEBUG] [FORECASTER] SFB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:58:02.107237] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:02.350143] [DEBUG] [FORECASTER] SFB: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T00:58:02.350295] [INFO ] [CONFIGURE ] SFB: DISCARDED add_vwap (score: 40.00%) [2025-11-22T00:58:02.350340] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 2.7s/test | Remaining: 512 tests [2025-11-22T00:58:02.350377] [INFO ] [CONFIGURE ] SFB: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:58:02.350408] [INFO ] [CONFIGURE ] SFB: Best accuracy: 80.00% [2025-11-22T00:58:02.350440] [INFO ] [CONFIGURE ] SFB: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-22T00:58:02.350470] [INFO ] [CONFIGURE ] SFB: Improvement over baseline: 30.00% [2025-11-22T00:58:02.350496] [INFO ] [CONFIGURE ] SFB: Total time: 1.2 minutes [2025-11-22T00:58:02.350523] [INFO ] [CONFIGURE ] SFB: Average time per feature: 2.5 seconds [2025-11-22T00:58:02.350551] [INFO ] [CONFIGURE ] SFB: Average speed: 0.40 features/sec [2025-11-22T00:58:02.350890] [INFO ] [LOCAL ] Saved configuration for SFB: 1 features, 80.00% accuracy -> ./output/feature-sets/SFB.json [2025-11-22T00:58:02.350935] [INFO ] [CONFIGURE ] SFB: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-22T00:58:02.350972] [INFO ] [sig ] [76/93] Successfully configured SFB | 0.01 sym/s | Total: 1.7h | ETA: 22.3m [2025-11-22T00:58:02.351004] [INFO ] [sig ] [77/93] Configuring SLF... [2025-11-22T00:58:02.351033] [INFO ] [CONFIGURE ] SLF: Configurate test run. [2025-11-22T00:58:02.351062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-11-22T00:58:02.362347] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SLF'. [2025-11-22T00:58:02.362698] [INFO ] [CONFIGURE ] SLF: Testing with 29 available features [2025-11-22T00:58:02.362752] [INFO ] [CONFIGURE ] SLF: Establishing baseline with no features... [2025-11-22T00:58:02.531856] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:02.701668] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T00:58:02.874352] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:03.047255] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:58:03.219039] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:03.389714] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:03.561259] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:03.735505] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:03.908860] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:04.083007] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:04.083140] [INFO ] [CONFIGURE ] SLF: Baseline score (no features): 30.00% [2025-11-22T00:58:04.083181] [INFO ] [CONFIGURE ] SLF: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:58:04.083215] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:58:04.294558] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:04.507221] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:04.717143] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:58:04.928760] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:58:05.140147] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:05.350800] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:05.564751] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:05.788892] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:05.997311] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:06.213203] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:06.213355] [INFO ] [CONFIGURE ] SLF: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-22T00:58:06.213398] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Avg: 2.7s/test | Remaining: 511 tests [2025-11-22T00:58:06.213432] [INFO ] [CONFIGURE ] SLF: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:58:06.213463] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta'] [2025-11-22T00:58:06.422872] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:06.660637] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:06.872637] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:07.082603] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:07.296961] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:07.508697] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:07.719399] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:07.929488] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:08.159815] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:08.374104] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:08.374259] [INFO ] [CONFIGURE ] SLF: KEPT add_cumulative_delta (score: 60.00%) [2025-11-22T00:58:08.374302] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 2.7s/test | Remaining: 510 tests [2025-11-22T00:58:08.374335] [INFO ] [CONFIGURE ] SLF: Testing feature 3/29: add_daily_returns [2025-11-22T00:58:08.374366] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-22T00:58:08.598372] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:08.830009] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:09.047276] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:09.265220] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:09.482827] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:09.726631] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:09.948784] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:10.171316] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:10.411555] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:10.656131] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:10.656276] [INFO ] [CONFIGURE ] SLF: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:58:10.656318] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 2.7s/test | Remaining: 509 tests [2025-11-22T00:58:10.656351] [INFO ] [CONFIGURE ] SLF: Testing feature 4/29: add_ema [2025-11-22T00:58:10.656382] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-22T00:58:10.932971] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:11.213301] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:11.532402] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:11.825380] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:12.114417] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:12.405678] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:12.720609] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:13.011517] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:13.315106] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:13.610753] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:13.610917] [INFO ] [CONFIGURE ] SLF: DISCARDED add_ema (score: 50.00%) [2025-11-22T00:58:13.610964] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Avg: 2.7s/test | Remaining: 508 tests [2025-11-22T00:58:13.610999] [INFO ] [CONFIGURE ] SLF: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:58:13.611031] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:58:13.890212] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:14.168745] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:14.454870] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:58:14.734160] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:58:15.016951] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:15.301629] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:15.585966] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:15.879495] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:16.138973] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:16.394198] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:58:16.394402] [INFO ] [CONFIGURE ] SLF: DISCARDED add_exhaustion_signals (score: 20.00%) [2025-11-22T00:58:16.394448] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 2.7s/test | Remaining: 507 tests [2025-11-22T00:58:16.394482] [INFO ] [CONFIGURE ] SLF: Testing feature 6/29: add_failed_moves [2025-11-22T00:58:16.394513] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-22T00:58:16.610145] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:16.823828] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:17.037920] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:58:17.253741] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:17.475317] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:17.693066] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:17.925174] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:18.158450] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:18.376536] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:58:18.596971] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:58:18.597139] [INFO ] [CONFIGURE ] SLF: DISCARDED add_failed_moves (score: 20.00%) [2025-11-22T00:58:18.597184] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Avg: 2.7s/test | Remaining: 506 tests [2025-11-22T00:58:18.597220] [INFO ] [CONFIGURE ] SLF: Testing feature 7/29: add_lag_shelf [2025-11-22T00:58:18.597254] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-22T00:58:18.827607] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:19.035165] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:19.242043] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:19.448083] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:19.654886] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:19.868967] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:20.082541] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:20.305264] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:20.565758] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:20.789553] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:20.789727] [INFO ] [CONFIGURE ] SLF: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:58:20.789773] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 2.7s/test | Remaining: 505 tests [2025-11-22T00:58:20.789807] [INFO ] [CONFIGURE ] SLF: Testing feature 8/29: add_macd [2025-11-22T00:58:20.789840] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-22T00:58:21.127857] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:21.451411] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:21.818104] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:58:22.140109] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:22.468859] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:22.814590] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:23.145951] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:23.470346] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:23.780859] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:24.108014] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:24.108260] [INFO ] [CONFIGURE ] SLF: DISCARDED add_macd (score: 60.00%) [2025-11-22T00:58:24.108331] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Avg: 2.7s/test | Remaining: 504 tests [2025-11-22T00:58:24.108384] [INFO ] [CONFIGURE ] SLF: Testing feature 9/29: add_mfi [2025-11-22T00:58:24.108430] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-22T00:58:24.349582] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:24.587312] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:24.857523] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:25.099708] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:25.359068] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:25.600305] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:25.837915] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:26.076423] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:26.315178] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:26.557301] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:26.557462] [INFO ] [CONFIGURE ] SLF: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:58:26.557506] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 2.7s/test | Remaining: 503 tests [2025-11-22T00:58:26.557542] [INFO ] [CONFIGURE ] SLF: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:58:26.557575] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:58:26.873336] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:27.192400] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:27.513425] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T00:58:27.857689] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:58:28.177710] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:28.515992] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:28.852699] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:29.180441] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:29.502544] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:29.830213] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:58:29.830391] [INFO ] [CONFIGURE ] SLF: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-22T00:58:29.830435] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Avg: 2.7s/test | Remaining: 502 tests [2025-11-22T00:58:29.830527] [INFO ] [CONFIGURE ] SLF: Testing feature 11/29: add_obv_daily [2025-11-22T00:58:29.830561] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-22T00:58:30.068987] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:30.307822] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:30.551700] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:30.792736] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:31.034932] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:31.270123] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:31.515826] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:31.765571] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:32.016158] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:32.251865] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:32.252024] [INFO ] [CONFIGURE ] SLF: KEPT add_obv_daily (score: 70.00%) [2025-11-22T00:58:32.252068] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 2.7s/test | Remaining: 501 tests [2025-11-22T00:58:32.252102] [INFO ] [CONFIGURE ] SLF: Testing feature 12/29: add_obv_interval [2025-11-22T00:58:32.252157] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval'] [2025-11-22T00:58:32.502559] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:32.775967] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:33.035577] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:33.294737] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:33.569009] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:33.882278] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:34.161378] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:34.423975] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:34.681392] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:34.952674] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:34.952826] [INFO ] [CONFIGURE ] SLF: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:58:34.952872] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 2.7s/test | Remaining: 500 tests [2025-11-22T00:58:34.952906] [INFO ] [CONFIGURE ] SLF: Testing feature 13/29: add_opening_strength [2025-11-22T00:58:34.952938] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:58:35.222923] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:35.508019] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:35.877826] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:36.249186] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:36.554673] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:36.826705] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:37.098372] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:37.371146] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:37.656520] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:37.939964] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:58:37.940118] [INFO ] [CONFIGURE ] SLF: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T00:58:37.940163] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Avg: 2.7s/test | Remaining: 499 tests [2025-11-22T00:58:37.940197] [INFO ] [CONFIGURE ] SLF: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T00:58:37.940228] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-22T00:58:38.215864] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:38.506244] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:38.805375] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:39.080519] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:39.354209] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:39.622488] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:39.888605] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:40.159892] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:40.440048] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:40.707978] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:40.708127] [INFO ] [CONFIGURE ] SLF: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T00:58:40.708170] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 2.7s/test | Remaining: 498 tests [2025-11-22T00:58:40.708202] [INFO ] [CONFIGURE ] SLF: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T00:58:40.708233] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum'] [2025-11-22T00:58:40.945340] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:41.180779] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:41.419004] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:41.656347] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:58:41.889262] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:42.155776] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:42.395239] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:42.641421] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:42.884615] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:43.130078] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:43.130250] [INFO ] [CONFIGURE ] SLF: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-22T00:58:43.130295] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Avg: 2.7s/test | Remaining: 497 tests [2025-11-22T00:58:43.130329] [INFO ] [CONFIGURE ] SLF: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T00:58:43.130360] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap'] [2025-11-22T00:58:43.391228] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:43.657251] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:43.926240] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:44.207504] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:44.503358] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:44.840295] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:45.105424] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:45.371598] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:45.636883] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:45.903451] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:45.903594] [INFO ] [CONFIGURE ] SLF: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T00:58:45.903637] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 2.7s/test | Remaining: 496 tests [2025-11-22T00:58:45.903692] [INFO ] [CONFIGURE ] SLF: Testing feature 17/29: add_pbf_return_2d [2025-11-22T00:58:45.903724] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d'] [2025-11-22T00:58:46.167149] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:46.430058] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:46.700751] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:46.969706] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:47.246873] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:47.553371] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:47.871600] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:48.173172] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:48.453701] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:48.738487] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:48.738696] [INFO ] [CONFIGURE ] SLF: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T00:58:48.738745] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Avg: 2.7s/test | Remaining: 495 tests [2025-11-22T00:58:48.738781] [INFO ] [CONFIGURE ] SLF: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T00:58:48.738816] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d'] [2025-11-22T00:58:49.006194] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:49.289952] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:49.554872] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:49.819909] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:50.095858] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:50.377158] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:50.655050] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:50.960014] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:51.237533] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:51.506700] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:58:51.506853] [INFO ] [CONFIGURE ] SLF: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T00:58:51.506896] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 2.7s/test | Remaining: 494 tests [2025-11-22T00:58:51.506930] [INFO ] [CONFIGURE ] SLF: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T00:58:51.506963] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5'] [2025-11-22T00:58:51.791154] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:52.098982] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:52.366727] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:52.646260] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:58:52.914543] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:53.179190] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:53.446421] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:53.738183] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:54.055818] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:54.339819] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:58:54.339975] [INFO ] [CONFIGURE ] SLF: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T00:58:54.340018] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Avg: 2.7s/test | Remaining: 493 tests [2025-11-22T00:58:54.340059] [INFO ] [CONFIGURE ] SLF: Testing feature 20/29: add_price_rejection [2025-11-22T00:58:54.340106] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection'] [2025-11-22T00:58:54.630903] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:54.921187] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:55.217359] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:55.507853] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:58:55.782213] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:56.050508] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:58:56.319264] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:56.589468] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:58:56.822267] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:57.084499] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:58:57.084670] [INFO ] [CONFIGURE ] SLF: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T00:58:57.084717] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 2.7s/test | Remaining: 492 tests [2025-11-22T00:58:57.084755] [INFO ] [CONFIGURE ] SLF: Testing feature 21/29: add_range_position [2025-11-22T00:58:57.084789] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position'] [2025-11-22T00:58:57.368975] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:58:57.649355] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:58:57.937299] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:58:58.225025] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:58:58.507156] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:58:58.796288] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:58:59.107535] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:58:59.390939] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:58:59.671195] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:58:59.981679] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:58:59.981909] [INFO ] [CONFIGURE ] SLF: DISCARDED add_range_position (score: 30.00%) [2025-11-22T00:58:59.981955] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 2.7s/test | Remaining: 491 tests [2025-11-22T00:58:59.981993] [INFO ] [CONFIGURE ] SLF: Testing feature 22/29: add_realized_volatility [2025-11-22T00:58:59.982026] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility'] [2025-11-22T00:59:00.346664] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:59:01.384375] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:01.760993] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:02.137894] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T00:59:02.522241] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:02.908763] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:59:03.291562] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:59:03.677511] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:59:04.067641] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:04.453394] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T00:59:04.453585] [INFO ] [CONFIGURE ] SLF: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T00:59:04.453629] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Avg: 2.7s/test | Remaining: 490 tests [2025-11-22T00:59:04.453684] [INFO ] [CONFIGURE ] SLF: Testing feature 23/29: add_recent_range_context [2025-11-22T00:59:04.453718] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context'] [2025-11-22T00:59:04.718291] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:59:04.983891] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:05.251739] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:05.515587] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:59:05.795837] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:06.093104] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:59:06.362290] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:59:06.650143] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:59:06.915811] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:07.208681] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:07.208840] [INFO ] [CONFIGURE ] SLF: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T00:59:07.208884] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 2.7s/test | Remaining: 489 tests [2025-11-22T00:59:07.208919] [INFO ] [CONFIGURE ] SLF: Testing feature 24/29: add_rsi [2025-11-22T00:59:07.208952] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi'] [2025-11-22T00:59:07.538095] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:59:07.877184] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:08.212307] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:08.589418] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:59:08.920076] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:09.271982] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T00:59:09.606444] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:59:09.943715] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:59:10.307720] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:10.637256] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:10.637432] [INFO ] [CONFIGURE ] SLF: DISCARDED add_rsi (score: 60.00%) [2025-11-22T00:59:10.637475] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Avg: 2.7s/test | Remaining: 488 tests [2025-11-22T00:59:10.637508] [INFO ] [CONFIGURE ] SLF: Testing feature 25/29: add_tick_distribution [2025-11-22T00:59:10.637539] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution'] [2025-11-22T00:59:10.911457] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:59:11.192212] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:11.476863] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:11.755903] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:59:12.056267] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:12.329615] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:59:12.605185] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:59:12.883857] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:59:13.164238] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:13.437626] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:13.437816] [INFO ] [CONFIGURE ] SLF: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T00:59:13.437865] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 2.7s/test | Remaining: 487 tests [2025-11-22T00:59:13.437898] [INFO ] [CONFIGURE ] SLF: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T00:59:13.437929] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation'] [2025-11-22T00:59:13.715807] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:59:14.001088] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:14.264617] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:14.517243] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:59:14.770793] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:15.021454] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:59:15.278956] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:59:15.531469] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:59:15.784520] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:16.040552] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:16.040727] [INFO ] [CONFIGURE ] SLF: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T00:59:16.040769] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Avg: 2.7s/test | Remaining: 486 tests [2025-11-22T00:59:16.040803] [INFO ] [CONFIGURE ] SLF: Testing feature 27/29: add_volume_price_divergence [2025-11-22T00:59:16.040835] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence'] [2025-11-22T00:59:16.317090] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:59:16.576167] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:16.837231] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:17.102064] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:59:17.384448] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:17.671987] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:59:17.958884] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:59:18.246148] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:59:18.507280] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:18.774751] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:18.774905] [INFO ] [CONFIGURE ] SLF: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T00:59:18.774948] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 2.7s/test | Remaining: 485 tests [2025-11-22T00:59:18.774981] [INFO ] [CONFIGURE ] SLF: Testing feature 28/29: add_volume_profile [2025-11-22T00:59:18.775011] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_profile'] [2025-11-22T00:59:19.033293] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:59:19.314459] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:19.579677] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:19.847250] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:59:20.109214] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:20.376149] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:59:20.639241] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:59:20.928445] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T00:59:21.248736] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:21.526603] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:21.526776] [INFO ] [CONFIGURE ] SLF: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T00:59:21.526822] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 2.7s/test | Remaining: 484 tests [2025-11-22T00:59:21.526856] [INFO ] [CONFIGURE ] SLF: Testing feature 29/29: add_vwap [2025-11-22T00:59:21.526891] [INFO ] [CONFIGURE ] SLF: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_vwap'] [2025-11-22T00:59:21.800397] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T00:59:22.068711] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:22.365493] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:22.632154] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T00:59:22.894426] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:23.157788] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T00:59:23.421116] [DEBUG] [FORECASTER] SLF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T00:59:23.694309] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T00:59:23.971122] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:24.269086] [DEBUG] [FORECASTER] SLF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:24.269238] [INFO ] [CONFIGURE ] SLF: DISCARDED add_vwap (score: 70.00%) [2025-11-22T00:59:24.269283] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Avg: 2.7s/test | Remaining: 483 tests [2025-11-22T00:59:24.269374] [INFO ] [CONFIGURE ] SLF: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T00:59:24.269407] [INFO ] [CONFIGURE ] SLF: Best accuracy: 70.00% [2025-11-22T00:59:24.269438] [INFO ] [CONFIGURE ] SLF: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_daily'] [2025-11-22T00:59:24.269510] [INFO ] [CONFIGURE ] SLF: Improvement over baseline: 40.00% [2025-11-22T00:59:24.269538] [INFO ] [CONFIGURE ] SLF: Total time: 1.3 minutes [2025-11-22T00:59:24.269565] [INFO ] [CONFIGURE ] SLF: Average time per feature: 2.8 seconds [2025-11-22T00:59:24.269591] [INFO ] [CONFIGURE ] SLF: Average speed: 0.36 features/sec [2025-11-22T00:59:24.269916] [INFO ] [LOCAL ] Saved configuration for SLF: 2 features, 70.00% accuracy -> ./output/feature-sets/SLF.json [2025-11-22T00:59:24.269959] [INFO ] [CONFIGURE ] SLF: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T00:59:24.269997] [INFO ] [sig ] [77/93] Successfully configured SLF | 0.01 sym/s | Total: 1.7h | ETA: 21.0m [2025-11-22T00:59:24.270029] [INFO ] [sig ] [78/93] Configuring SLGN... [2025-11-22T00:59:24.270058] [INFO ] [CONFIGURE ] SLGN: Configurate test run. [2025-11-22T00:59:24.270087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-11-22T00:59:24.280621] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SLGN'. [2025-11-22T00:59:24.280960] [INFO ] [CONFIGURE ] SLGN: Testing with 29 available features [2025-11-22T00:59:24.281008] [INFO ] [CONFIGURE ] SLGN: Establishing baseline with no features... [2025-11-22T00:59:24.448320] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:24.612694] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:24.777897] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:24.949476] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:25.119983] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:25.311369] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:59:25.481163] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:25.656205] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:25.826219] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:26.004494] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:26.004990] [INFO ] [CONFIGURE ] SLGN: Baseline score (no features): 50.00% [2025-11-22T00:59:26.005034] [INFO ] [CONFIGURE ] SLGN: Testing feature 1/29: add_bollinger_bands [2025-11-22T00:59:26.005067] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands'] [2025-11-22T00:59:26.208918] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:26.417747] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:26.631088] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:26.839526] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:27.045861] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:27.272595] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:59:27.476581] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:27.687251] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:27.894006] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:28.100227] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:28.100382] [INFO ] [CONFIGURE ] SLGN: KEPT add_bollinger_bands (score: 60.00%) [2025-11-22T00:59:28.100425] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 2.7s/test | Remaining: 482 tests [2025-11-22T00:59:28.100459] [INFO ] [CONFIGURE ] SLGN: Testing feature 2/29: add_cumulative_delta [2025-11-22T00:59:28.100491] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T00:59:28.361209] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:28.593715] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:28.825910] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:29.059963] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T00:59:29.298373] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:59:29.537276] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:59:29.776462] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T00:59:30.012837] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:30.274117] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:30.514395] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:30.514540] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T00:59:30.514584] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Avg: 2.7s/test | Remaining: 481 tests [2025-11-22T00:59:30.514617] [INFO ] [CONFIGURE ] SLGN: Testing feature 3/29: add_daily_returns [2025-11-22T00:59:30.514676] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T00:59:30.728508] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:30.938006] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:31.150313] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:31.386736] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:31.602231] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:59:31.814789] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:59:32.030249] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:32.250272] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:32.469316] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:32.689315] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:32.689474] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-22T00:59:32.689517] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 2.7s/test | Remaining: 480 tests [2025-11-22T00:59:32.689550] [INFO ] [CONFIGURE ] SLGN: Testing feature 4/29: add_ema [2025-11-22T00:59:32.689581] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T00:59:32.946414] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:33.198502] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:33.450840] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:33.702361] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:33.964616] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:34.219332] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:59:34.524199] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:34.800107] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:35.075207] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:35.350092] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:35.350260] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_ema (score: 60.00%) [2025-11-22T00:59:35.350315] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Avg: 2.7s/test | Remaining: 479 tests [2025-11-22T00:59:35.350353] [INFO ] [CONFIGURE ] SLGN: Testing feature 5/29: add_exhaustion_signals [2025-11-22T00:59:35.350385] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T00:59:35.634167] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:35.922639] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:36.205289] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:36.483248] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:36.749349] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:37.021368] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:59:37.291805] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:37.566615] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:59:37.838246] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:38.110704] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:38.110859] [INFO ] [CONFIGURE ] SLGN: KEPT add_exhaustion_signals (score: 70.00%) [2025-11-22T00:59:38.110904] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 2.7s/test | Remaining: 478 tests [2025-11-22T00:59:38.110937] [INFO ] [CONFIGURE ] SLGN: Testing feature 6/29: add_failed_moves [2025-11-22T00:59:38.110971] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-22T00:59:38.390928] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:38.704627] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:38.981050] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:39.249677] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:39.518080] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:39.787258] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:59:40.054094] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:40.336296] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:40.616847] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:40.895903] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:40.896114] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T00:59:40.896160] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Avg: 2.7s/test | Remaining: 477 tests [2025-11-22T00:59:40.896196] [INFO ] [CONFIGURE ] SLGN: Testing feature 7/29: add_lag_shelf [2025-11-22T00:59:40.896228] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-22T00:59:41.144878] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:41.399226] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:41.656014] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:41.923011] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:42.185076] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:42.498923] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:59:42.798433] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:43.116541] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:43.533725] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:43.826392] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:43.826570] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T00:59:43.826615] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 2.7s/test | Remaining: 476 tests [2025-11-22T00:59:43.826673] [INFO ] [CONFIGURE ] SLGN: Testing feature 8/29: add_macd [2025-11-22T00:59:43.826711] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-22T00:59:44.161968] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:44.477354] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:44.789692] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:45.103309] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:45.458761] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T00:59:45.790638] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:59:46.139863] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:46.503321] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:46.862034] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:47.210344] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:47.210522] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_macd (score: 70.00%) [2025-11-22T00:59:47.210569] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 2.7s/test | Remaining: 475 tests [2025-11-22T00:59:47.210678] [INFO ] [CONFIGURE ] SLGN: Testing feature 9/29: add_mfi [2025-11-22T00:59:47.210713] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-22T00:59:47.483166] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:47.765302] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:48.043231] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:48.321632] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:48.597628] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:48.877718] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:59:49.149098] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:49.423692] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:49.696154] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:49.972130] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:49.972318] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_mfi (score: 60.00%) [2025-11-22T00:59:49.972366] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Avg: 2.7s/test | Remaining: 474 tests [2025-11-22T00:59:49.972405] [INFO ] [CONFIGURE ] SLGN: Testing feature 10/29: add_momentum_acceleration [2025-11-22T00:59:49.972438] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T00:59:50.342970] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:50.711455] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:51.074165] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:51.430147] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:51.791022] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:52.176286] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T00:59:52.552061] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:52.921468] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T00:59:53.284588] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T00:59:53.646774] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:53.646952] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-22T00:59:53.647131] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 2.7s/test | Remaining: 473 tests [2025-11-22T00:59:53.647172] [INFO ] [CONFIGURE ] SLGN: Testing feature 11/29: add_obv_daily [2025-11-22T00:59:53.647206] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily'] [2025-11-22T00:59:53.932452] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:54.214662] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:54.521960] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:54.801605] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:55.076325] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:55.355669] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:59:55.656975] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:55.929901] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:56.196544] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:56.462287] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:56.462433] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T00:59:56.462521] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Avg: 2.7s/test | Remaining: 472 tests [2025-11-22T00:59:56.462558] [INFO ] [CONFIGURE ] SLGN: Testing feature 12/29: add_obv_interval [2025-11-22T00:59:56.462589] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval'] [2025-11-22T00:59:56.758627] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T00:59:57.047112] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T00:59:57.336711] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T00:59:57.652054] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T00:59:57.946819] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T00:59:58.248486] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T00:59:58.534388] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T00:59:58.841212] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T00:59:59.135549] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T00:59:59.427988] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T00:59:59.428138] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T00:59:59.428180] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 2.7s/test | Remaining: 471 tests [2025-11-22T00:59:59.428213] [INFO ] [CONFIGURE ] SLGN: Testing feature 13/29: add_opening_strength [2025-11-22T00:59:59.428244] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T00:59:59.726501] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:00.039919] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:00.338536] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:01.395985] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:02.075606] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:00:02.414729] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:00:02.753934] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:03.072909] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:03.400366] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:00:03.769893] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:03.770086] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_opening_strength (score: 70.00%) [2025-11-22T01:00:03.770131] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Avg: 2.7s/test | Remaining: 470 tests [2025-11-22T01:00:03.770167] [INFO ] [CONFIGURE ] SLGN: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:00:03.770199] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance'] [2025-11-22T01:00:04.106949] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:04.430614] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:04.778164] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:05.099224] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:05.430819] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:05.773868] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:00:06.112086] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:06.442584] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:06.796544] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:00:07.120172] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:07.120342] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T01:00:07.120387] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 2.7s/test | Remaining: 469 tests [2025-11-22T01:00:07.120422] [INFO ] [CONFIGURE ] SLGN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:00:07.120454] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum'] [2025-11-22T01:00:07.407865] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:07.738960] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:08.025225] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:08.306371] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:08.661442] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:08.972823] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:09.291403] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:00:09.592872] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:09.893933] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:10.200881] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:10.201050] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-22T01:00:10.201101] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 2.7s/test | Remaining: 468 tests [2025-11-22T01:00:10.201136] [INFO ] [CONFIGURE ] SLGN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:00:10.201167] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap'] [2025-11-22T01:00:10.523771] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:10.842237] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:00:11.140311] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:11.441529] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:11.748590] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:12.062333] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:12.376823] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:12.724610] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:00:13.046934] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:13.362283] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:13.362441] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T01:00:13.362487] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Avg: 2.7s/test | Remaining: 467 tests [2025-11-22T01:00:13.362547] [INFO ] [CONFIGURE ] SLGN: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:00:13.362581] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d'] [2025-11-22T01:00:13.690130] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:13.996419] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:14.342234] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:14.680849] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:15.003965] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:15.325378] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:00:15.647499] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:15.968145] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:16.296046] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:00:16.619314] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:16.619480] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T01:00:16.619523] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 2.7s/test | Remaining: 466 tests [2025-11-22T01:00:16.619557] [INFO ] [CONFIGURE ] SLGN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:00:16.619589] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d'] [2025-11-22T01:00:16.957845] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:17.234054] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:17.509414] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:17.790259] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:18.069237] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:18.338043] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:18.613040] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:18.897082] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:19.164758] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:19.436352] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:19.436517] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T01:00:19.436561] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Avg: 2.7s/test | Remaining: 465 tests [2025-11-22T01:00:19.436595] [INFO ] [CONFIGURE ] SLGN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:00:19.436626] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5'] [2025-11-22T01:00:19.724442] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:20.005912] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:20.289150] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:20.583678] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:20.871897] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:21.162999] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:21.459225] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:21.793947] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:22.093608] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:22.373117] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:22.373276] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T01:00:22.373319] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 2.7s/test | Remaining: 464 tests [2025-11-22T01:00:22.373352] [INFO ] [CONFIGURE ] SLGN: Testing feature 20/29: add_price_rejection [2025-11-22T01:00:22.373383] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection'] [2025-11-22T01:00:22.661842] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:22.978734] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:23.282606] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:23.592224] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:23.889235] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:24.190452] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:24.506769] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:24.843455] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:00:25.136816] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:25.427318] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:25.427479] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T01:00:25.427524] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Avg: 2.7s/test | Remaining: 463 tests [2025-11-22T01:00:25.427559] [INFO ] [CONFIGURE ] SLGN: Testing feature 21/29: add_range_position [2025-11-22T01:00:25.427591] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position'] [2025-11-22T01:00:25.744147] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:26.095628] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:26.413772] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:26.735661] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:27.043812] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:27.352453] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:00:27.681493] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:28.044717] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:28.380187] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:28.705474] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:28.705681] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_range_position (score: 50.00%) [2025-11-22T01:00:28.705731] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 2.7s/test | Remaining: 462 tests [2025-11-22T01:00:28.705811] [INFO ] [CONFIGURE ] SLGN: Testing feature 22/29: add_realized_volatility [2025-11-22T01:00:28.705848] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility'] [2025-11-22T01:00:29.130758] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:00:29.542268] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:29.958435] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:30.446942] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:31.033532] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:31.444441] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:00:31.880667] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:00:32.303173] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:32.734406] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:33.147067] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:33.147250] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-22T01:00:33.147297] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 2.7s/test | Remaining: 461 tests [2025-11-22T01:00:33.147335] [INFO ] [CONFIGURE ] SLGN: Testing feature 23/29: add_recent_range_context [2025-11-22T01:00:33.147369] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context'] [2025-11-22T01:00:33.436439] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:33.715565] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:34.021139] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:34.300304] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:34.579340] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:00:34.865692] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:00:35.140953] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:35.417732] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:35.704474] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:35.979446] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:35.979671] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T01:00:35.979723] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Avg: 2.7s/test | Remaining: 460 tests [2025-11-22T01:00:35.979759] [INFO ] [CONFIGURE ] SLGN: Testing feature 24/29: add_rsi [2025-11-22T01:00:35.979792] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi'] [2025-11-22T01:00:36.325690] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:36.666167] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:37.018564] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:37.359959] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:37.676866] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:38.032398] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:38.353044] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:38.702947] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:39.023080] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:00:39.343209] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:39.343359] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_rsi (score: 70.00%) [2025-11-22T01:00:39.343402] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 2.7s/test | Remaining: 459 tests [2025-11-22T01:00:39.343437] [INFO ] [CONFIGURE ] SLGN: Testing feature 25/29: add_tick_distribution [2025-11-22T01:00:39.343469] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution'] [2025-11-22T01:00:39.619376] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:39.912308] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:40.181178] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:40.453471] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:40.727218] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:41.015895] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:41.287800] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:41.559917] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:41.838525] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:42.102339] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:42.102509] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T01:00:42.102553] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Avg: 2.7s/test | Remaining: 458 tests [2025-11-22T01:00:42.102587] [INFO ] [CONFIGURE ] SLGN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:00:42.102619] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation'] [2025-11-22T01:00:42.383656] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:42.651374] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:42.920989] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:43.189334] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:43.478907] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:43.746164] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:44.051430] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:44.349084] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:44.646413] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:00:44.949914] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:44.950077] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T01:00:44.950122] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 2.7s/test | Remaining: 457 tests [2025-11-22T01:00:44.950203] [INFO ] [CONFIGURE ] SLGN: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:00:44.950240] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence'] [2025-11-22T01:00:45.245585] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:45.535760] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:45.822343] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:46.122620] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:46.386574] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:46.656423] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:46.952506] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:47.250205] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:00:47.559969] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:00:47.860246] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:47.860432] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T01:00:47.860478] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Avg: 2.7s/test | Remaining: 456 tests [2025-11-22T01:00:47.860514] [INFO ] [CONFIGURE ] SLGN: Testing feature 28/29: add_volume_profile [2025-11-22T01:00:47.860548] [INFO ] [CONFIGURE ] SLGN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile'] [2025-11-22T01:00:48.151630] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:00:48.444740] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:00:48.737053] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:00:49.041692] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:00:49.333490] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:49.639454] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:00:49.927496] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:00:50.254383] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:00:50.544468] [DEBUG] [FORECASTER] SLGN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:00:50.843809] [DEBUG] [FORECASTER] SLGN: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:00:50.844009] [INFO ] [CONFIGURE ] SLGN: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T01:00:50.844053] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 2.7s/test | Remaining: 455 tests [2025-11-22T01:00:50.844089] [INFO ] [CONFIGURE ] SLGN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:00:50.844118] [INFO ] [CONFIGURE ] SLGN: Best accuracy: 70.00% [2025-11-22T01:00:50.844148] [INFO ] [CONFIGURE ] SLGN: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:00:50.844176] [INFO ] [CONFIGURE ] SLGN: Improvement over baseline: 20.00% [2025-11-22T01:00:50.844202] [INFO ] [CONFIGURE ] SLGN: Total time: 1.4 minutes [2025-11-22T01:00:50.844228] [INFO ] [CONFIGURE ] SLGN: Average time per feature: 3.0 seconds [2025-11-22T01:00:50.844254] [INFO ] [CONFIGURE ] SLGN: Average speed: 0.34 features/sec [2025-11-22T01:00:50.844595] [INFO ] [LOCAL ] Saved configuration for SLGN: 3 features, 70.00% accuracy -> ./output/feature-sets/SLGN.json [2025-11-22T01:00:50.844664] [INFO ] [CONFIGURE ] SLGN: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-22T01:00:50.844704] [INFO ] [sig ] [78/93] Successfully configured SLGN | 0.01 sym/s | Total: 1.7h | ETA: 19.7m [2025-11-22T01:00:50.844736] [INFO ] [sig ] [79/93] Configuring SMR... [2025-11-22T01:00:50.844765] [INFO ] [CONFIGURE ] SMR: Configurate test run. [2025-11-22T01:00:50.844794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'. [2025-11-22T01:00:50.856086] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SMR'. [2025-11-22T01:00:50.856395] [INFO ] [CONFIGURE ] SMR: Testing with 29 available features [2025-11-22T01:00:50.856442] [INFO ] [CONFIGURE ] SMR: Establishing baseline with no features... [2025-11-22T01:00:51.043625] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:00:51.232778] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:00:51.426471] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:00:51.636934] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:00:51.846231] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:52.048485] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:52.243322] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:00:52.434121] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:00:52.634632] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:00:52.840615] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:00:52.840770] [INFO ] [CONFIGURE ] SMR: Baseline score (no features): 50.00% [2025-11-22T01:00:52.840813] [INFO ] [CONFIGURE ] SMR: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:00:52.840846] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:00:53.085468] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:00:53.313343] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:00:53.542256] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:00:53.770889] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:00:54.002230] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:54.238679] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:54.468588] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:00:54.698064] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:00:54.930441] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:00:55.187164] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:00:55.187330] [INFO ] [CONFIGURE ] SMR: KEPT add_bollinger_bands (score: 60.00%) [2025-11-22T01:00:55.187374] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Avg: 2.7s/test | Remaining: 454 tests [2025-11-22T01:00:55.187407] [INFO ] [CONFIGURE ] SMR: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:00:55.187439] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:00:55.448898] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:00:55.711270] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:00:55.979106] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:00:56.266151] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:00:56.533316] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:56.794624] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:57.057109] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:00:57.318524] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:00:57.584071] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:00:57.854830] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:00:57.855021] [INFO ] [CONFIGURE ] SMR: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-22T01:00:57.855065] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 2.7s/test | Remaining: 453 tests [2025-11-22T01:00:57.855107] [INFO ] [CONFIGURE ] SMR: Testing feature 3/29: add_daily_returns [2025-11-22T01:00:57.855142] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:00:58.093823] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:00:58.335746] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:00:58.575386] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:00:58.813032] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:00:59.054833] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:00:59.277037] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:00:59.496284] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:00:59.715711] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:00:59.941041] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:00.161006] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:00.161153] [INFO ] [CONFIGURE ] SMR: KEPT add_daily_returns (score: 70.00%) [2025-11-22T01:01:00.161195] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 2.7s/test | Remaining: 452 tests [2025-11-22T01:01:00.161228] [INFO ] [CONFIGURE ] SMR: Testing feature 4/29: add_ema [2025-11-22T01:01:00.161259] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-22T01:01:00.428985] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:00.698269] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:01.731745] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:02.125379] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:01:02.434205] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:02.723757] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:03.013604] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:01:03.298446] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:01:03.599050] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:03.910457] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:01:03.910672] [INFO ] [CONFIGURE ] SMR: DISCARDED add_ema (score: 30.00%) [2025-11-22T01:01:03.910723] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Avg: 2.7s/test | Remaining: 451 tests [2025-11-22T01:01:03.910760] [INFO ] [CONFIGURE ] SMR: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:01:03.910794] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:01:04.250683] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:04.567561] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:04.859464] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:05.160712] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:01:05.457205] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:05.771047] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:01:06.071803] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:01:06.380080] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:06.685142] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:06.988564] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:06.988738] [INFO ] [CONFIGURE ] SMR: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T01:01:06.988782] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 2.7s/test | Remaining: 450 tests [2025-11-22T01:01:06.988817] [INFO ] [CONFIGURE ] SMR: Testing feature 6/29: add_failed_moves [2025-11-22T01:01:06.988852] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-22T01:01:07.273611] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:07.512391] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:07.749113] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:07.979449] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:08.230979] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:08.463981] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:08.729494] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:08.958752] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:09.192627] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:09.423657] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:09.423803] [INFO ] [CONFIGURE ] SMR: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T01:01:09.423846] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Avg: 2.7s/test | Remaining: 449 tests [2025-11-22T01:01:09.423884] [INFO ] [CONFIGURE ] SMR: Testing feature 7/29: add_lag_shelf [2025-11-22T01:01:09.423916] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-22T01:01:09.642997] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:09.866598] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:10.085313] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:01:10.330685] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:10.554596] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:10.778041] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:11.000152] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:11.244332] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:11.481331] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:11.716461] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:11.716615] [INFO ] [CONFIGURE ] SMR: KEPT add_lag_shelf (score: 80.00%) [2025-11-22T01:01:11.716677] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 2.7s/test | Remaining: 448 tests [2025-11-22T01:01:11.716712] [INFO ] [CONFIGURE ] SMR: Testing feature 8/29: add_macd [2025-11-22T01:01:11.716744] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd'] [2025-11-22T01:01:12.068087] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:12.376693] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:12.704309] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:01:13.038395] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:13.391117] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:13.721582] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:01:14.059339] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:01:14.433098] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:14.788731] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:15.132681] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:15.132855] [INFO ] [CONFIGURE ] SMR: DISCARDED add_macd (score: 60.00%) [2025-11-22T01:01:15.132900] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Avg: 2.7s/test | Remaining: 447 tests [2025-11-22T01:01:15.132934] [INFO ] [CONFIGURE ] SMR: Testing feature 9/29: add_mfi [2025-11-22T01:01:15.132966] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_mfi'] [2025-11-22T01:01:15.378740] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:15.628105] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:15.873613] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:01:16.131544] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:16.430740] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:16.703040] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:16.966619] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:17.234109] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:17.515284] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:17.787378] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:17.787555] [INFO ] [CONFIGURE ] SMR: DISCARDED add_mfi (score: 70.00%) [2025-11-22T01:01:17.787609] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 2.7s/test | Remaining: 446 tests [2025-11-22T01:01:17.787673] [INFO ] [CONFIGURE ] SMR: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:01:17.787769] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:01:18.143237] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:18.485982] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:18.834741] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:19.187533] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:01:19.573071] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:19.925769] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:20.281540] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:20.636598] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:21.001085] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:21.360039] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:21.360196] [INFO ] [CONFIGURE ] SMR: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T01:01:21.360241] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 2.7s/test | Remaining: 445 tests [2025-11-22T01:01:21.360297] [INFO ] [CONFIGURE ] SMR: Testing feature 11/29: add_obv_daily [2025-11-22T01:01:21.360332] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily'] [2025-11-22T01:01:21.647791] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:21.941028] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:22.242434] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:22.608310] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:22.936029] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:23.251317] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:23.493623] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:23.729944] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:23.967832] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:24.208151] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:24.208303] [INFO ] [CONFIGURE ] SMR: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T01:01:24.208350] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Avg: 2.7s/test | Remaining: 444 tests [2025-11-22T01:01:24.208385] [INFO ] [CONFIGURE ] SMR: Testing feature 12/29: add_obv_interval [2025-11-22T01:01:24.208422] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_interval'] [2025-11-22T01:01:24.444472] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:24.683931] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:24.928535] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:25.166051] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:25.405816] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:25.651513] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:25.903590] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:26.150584] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:26.405767] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:26.652835] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:26.653014] [INFO ] [CONFIGURE ] SMR: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T01:01:26.653062] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 2.7s/test | Remaining: 443 tests [2025-11-22T01:01:26.653101] [INFO ] [CONFIGURE ] SMR: Testing feature 13/29: add_opening_strength [2025-11-22T01:01:26.653136] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_opening_strength'] [2025-11-22T01:01:26.909134] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:27.158424] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:27.413320] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:01:27.670523] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:27.925347] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:28.179371] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:01:28.486449] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:28.770346] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:29.050723] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:29.326762] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:01:29.326915] [INFO ] [CONFIGURE ] SMR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T01:01:29.326960] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Avg: 2.7s/test | Remaining: 442 tests [2025-11-22T01:01:29.327016] [INFO ] [CONFIGURE ] SMR: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:01:29.327054] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_order_flow_imbalance'] [2025-11-22T01:01:29.611189] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:29.892279] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:30.175863] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:30.456906] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:30.714759] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:30.974165] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:31.264200] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:31.584589] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:31.850841] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:32.109010] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:01:32.109171] [INFO ] [CONFIGURE ] SMR: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T01:01:32.109216] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 2.7s/test | Remaining: 441 tests [2025-11-22T01:01:32.109251] [INFO ] [CONFIGURE ] SMR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:01:32.109284] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum'] [2025-11-22T01:01:32.351097] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:32.595249] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:32.839350] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:33.094412] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:33.317114] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:33.539622] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:33.772611] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:34.000194] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:34.224208] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:34.447310] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:34.447467] [INFO ] [CONFIGURE ] SMR: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T01:01:34.447511] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Avg: 2.7s/test | Remaining: 440 tests [2025-11-22T01:01:34.447546] [INFO ] [CONFIGURE ] SMR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:01:34.447579] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_overnight_gap'] [2025-11-22T01:01:34.698664] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:34.948095] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:35.195756] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:01:35.465950] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:35.719513] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:35.971472] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:36.240842] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:36.516955] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:36.767686] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:37.021619] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:37.021819] [INFO ] [CONFIGURE ] SMR: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-22T01:01:37.021865] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 2.7s/test | Remaining: 439 tests [2025-11-22T01:01:37.021901] [INFO ] [CONFIGURE ] SMR: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:01:37.021936] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_return_2d'] [2025-11-22T01:01:37.267568] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:37.516157] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:37.771344] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:38.023053] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:38.276494] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:38.557266] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:38.852051] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:39.118040] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:39.379393] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:39.644804] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:39.644953] [INFO ] [CONFIGURE ] SMR: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T01:01:39.644995] [INFO ] [CONFIGURE ] JOB ETA: 19.6m | Avg: 2.7s/test | Remaining: 438 tests [2025-11-22T01:01:39.645028] [INFO ] [CONFIGURE ] SMR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:01:39.645064] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_volatility_5d'] [2025-11-22T01:01:39.898524] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:40.149276] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:40.364308] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:01:40.604666] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:40.822042] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:41.056572] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:41.300707] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:41.570489] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:41.786910] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:42.007208] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:42.007377] [INFO ] [CONFIGURE ] SMR: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-22T01:01:42.007421] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 2.7s/test | Remaining: 437 tests [2025-11-22T01:01:42.007455] [INFO ] [CONFIGURE ] SMR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:01:42.007486] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_vs_sma_5'] [2025-11-22T01:01:42.235185] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:42.477283] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:42.714667] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:01:42.947937] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:43.177502] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:43.407558] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:43.662307] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:43.892911] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:44.137545] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:44.413160] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:44.413321] [INFO ] [CONFIGURE ] SMR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T01:01:44.413366] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Avg: 2.7s/test | Remaining: 436 tests [2025-11-22T01:01:44.413400] [INFO ] [CONFIGURE ] SMR: Testing feature 20/29: add_price_rejection [2025-11-22T01:01:44.413612] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_price_rejection'] [2025-11-22T01:01:44.717068] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:44.986522] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:45.272818] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:45.588285] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:45.875181] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:46.164762] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:46.447283] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:46.737856] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:46.990449] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:47.240044] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:47.240204] [INFO ] [CONFIGURE ] SMR: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T01:01:47.240249] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 2.7s/test | Remaining: 435 tests [2025-11-22T01:01:47.240292] [INFO ] [CONFIGURE ] SMR: Testing feature 21/29: add_range_position [2025-11-22T01:01:47.240333] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_range_position'] [2025-11-22T01:01:47.526974] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:47.801475] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:48.062687] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:48.331587] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:48.602309] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:48.866412] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:49.130906] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:49.396904] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:49.676701] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:49.952561] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:49.952777] [INFO ] [CONFIGURE ] SMR: DISCARDED add_range_position (score: 60.00%) [2025-11-22T01:01:49.952824] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 2.7s/test | Remaining: 434 tests [2025-11-22T01:01:49.952894] [INFO ] [CONFIGURE ] SMR: Testing feature 22/29: add_realized_volatility [2025-11-22T01:01:49.952930] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_realized_volatility'] [2025-11-22T01:01:50.303243] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:50.683701] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:51.039017] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:51.411009] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:51.765716] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:52.115570] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:52.465993] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:52.864242] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:53.218133] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:53.580596] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:53.580791] [INFO ] [CONFIGURE ] SMR: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-22T01:01:53.580837] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Avg: 2.7s/test | Remaining: 433 tests [2025-11-22T01:01:53.580873] [INFO ] [CONFIGURE ] SMR: Testing feature 23/29: add_recent_range_context [2025-11-22T01:01:53.580906] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_recent_range_context'] [2025-11-22T01:01:53.815279] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:54.050503] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:54.306160] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:54.568550] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:54.826333] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:55.079115] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:55.335678] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:01:55.603602] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:01:55.901755] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:56.158513] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:56.158704] [INFO ] [CONFIGURE ] SMR: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T01:01:56.158751] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 2.7s/test | Remaining: 432 tests [2025-11-22T01:01:56.158786] [INFO ] [CONFIGURE ] SMR: Testing feature 24/29: add_rsi [2025-11-22T01:01:56.158819] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_ema', 'add_rsi'] [2025-11-22T01:01:56.468697] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:01:56.801770] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:01:57.115258] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:01:57.431197] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:01:57.741126] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:01:58.051084] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:01:58.358167] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:01:58.667687] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:01:58.990572] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:01:59.307740] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:01:59.307915] [INFO ] [CONFIGURE ] SMR: DISCARDED add_rsi (score: 50.00%) [2025-11-22T01:01:59.307962] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Avg: 2.7s/test | Remaining: 431 tests [2025-11-22T01:01:59.308001] [INFO ] [CONFIGURE ] SMR: Testing feature 25/29: add_tick_distribution [2025-11-22T01:01:59.308037] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_tick_distribution'] [2025-11-22T01:01:59.570875] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:01:59.826406] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:02:00.080839] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:02:00.325326] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:00.564662] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:00.804969] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:01.771598] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:02:02.029078] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:02:02.356676] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:02:02.605333] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:02.605478] [INFO ] [CONFIGURE ] SMR: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T01:02:02.605524] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 2.7s/test | Remaining: 430 tests [2025-11-22T01:02:02.605560] [INFO ] [CONFIGURE ] SMR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:02:02.605594] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_momentum_confirmation'] [2025-11-22T01:02:02.854787] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:03.092184] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:02:03.329278] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:02:03.574285] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:03.815110] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:04.057593] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:04.307266] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:04.555630] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:02:04.803479] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:02:05.069382] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:05.069563] [INFO ] [CONFIGURE ] SMR: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T01:02:05.069630] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Avg: 2.7s/test | Remaining: 429 tests [2025-11-22T01:02:05.069722] [INFO ] [CONFIGURE ] SMR: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:02:05.069780] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence'] [2025-11-22T01:02:05.318968] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:05.560158] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:02:05.840555] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:02:06.088606] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:06.340414] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:06.598631] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:06.848075] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:02:07.103426] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:02:07.358320] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:02:07.606670] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:07.606846] [INFO ] [CONFIGURE ] SMR: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T01:02:07.606916] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 2.7s/test | Remaining: 428 tests [2025-11-22T01:02:07.606955] [INFO ] [CONFIGURE ] SMR: Testing feature 28/29: add_volume_profile [2025-11-22T01:02:07.606990] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_profile'] [2025-11-22T01:02:07.892449] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:08.144024] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:02:08.394911] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-10, Predicted=1.0, Actual=0 [2025-11-22T01:02:08.651828] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:08.927462] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:09.208265] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:09.463095] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:02:09.726078] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:02:10.057595] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:02:10.394275] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:10.394478] [INFO ] [CONFIGURE ] SMR: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T01:02:10.394525] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 2.7s/test | Remaining: 427 tests [2025-11-22T01:02:10.394562] [INFO ] [CONFIGURE ] SMR: Testing feature 29/29: add_vwap [2025-11-22T01:02:10.394596] [INFO ] [CONFIGURE ] SMR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap'] [2025-11-22T01:02:10.689996] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:10.980143] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:02:11.232720] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-10, Predicted=0.0, Actual=0 [2025-11-22T01:02:11.472421] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:11.769293] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:12.053738] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:12.323614] [DEBUG] [FORECASTER] SMR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:12.578806] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:02:12.826083] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:02:13.077360] [DEBUG] [FORECASTER] SMR: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:13.077517] [INFO ] [CONFIGURE ] SMR: DISCARDED add_vwap (score: 70.00%) [2025-11-22T01:02:13.077561] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Avg: 2.7s/test | Remaining: 426 tests [2025-11-22T01:02:13.077599] [INFO ] [CONFIGURE ] SMR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:02:13.077631] [INFO ] [CONFIGURE ] SMR: Best accuracy: 80.00% [2025-11-22T01:02:13.077685] [INFO ] [CONFIGURE ] SMR: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-22T01:02:13.077717] [INFO ] [CONFIGURE ] SMR: Improvement over baseline: 30.00% [2025-11-22T01:02:13.077746] [INFO ] [CONFIGURE ] SMR: Total time: 1.3 minutes [2025-11-22T01:02:13.077820] [INFO ] [CONFIGURE ] SMR: Average time per feature: 2.8 seconds [2025-11-22T01:02:13.077853] [INFO ] [CONFIGURE ] SMR: Average speed: 0.36 features/sec [2025-11-22T01:02:13.078144] [INFO ] [LOCAL ] Saved configuration for SMR: 3 features, 80.00% accuracy -> ./output/feature-sets/SMR.json [2025-11-22T01:02:13.078188] [INFO ] [CONFIGURE ] SMR: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-22T01:02:13.078224] [INFO ] [sig ] [79/93] Successfully configured SMR | 0.01 sym/s | Total: 1.7h | ETA: 18.4m [2025-11-22T01:02:13.078256] [INFO ] [sig ] [80/93] Configuring SNOW... [2025-11-22T01:02:13.078286] [INFO ] [CONFIGURE ] SNOW: Configurate test run. [2025-11-22T01:02:13.078318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'. [2025-11-22T01:02:13.089886] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SNOW'. [2025-11-22T01:02:13.090202] [INFO ] [CONFIGURE ] SNOW: Testing with 29 available features [2025-11-22T01:02:13.090252] [INFO ] [CONFIGURE ] SNOW: Establishing baseline with no features... [2025-11-22T01:02:13.265199] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:13.437883] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:02:13.618511] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:13.797424] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:13.997488] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:14.178101] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:14.357885] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:14.536232] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:14.708827] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:02:14.882203] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:02:14.882344] [INFO ] [CONFIGURE ] SNOW: Baseline score (no features): 50.00% [2025-11-22T01:02:14.882385] [INFO ] [CONFIGURE ] SNOW: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:02:14.882417] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:02:15.092295] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:15.305314] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:02:15.519360] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:02:15.736801] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:15.951829] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:16.163594] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:16.375048] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:16.592962] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:16.809433] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:02:17.073447] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:17.073609] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-22T01:02:17.073673] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 2.7s/test | Remaining: 425 tests [2025-11-22T01:02:17.073711] [INFO ] [CONFIGURE ] SNOW: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:02:17.073765] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_cumulative_delta'] [2025-11-22T01:02:17.309576] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:17.558171] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:17.828323] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:02:18.062794] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:02:18.298503] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:18.530582] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:18.782715] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:19.034211] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:19.286786] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:19.538569] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:02:19.538737] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T01:02:19.538781] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Avg: 2.7s/test | Remaining: 424 tests [2025-11-22T01:02:19.538814] [INFO ] [CONFIGURE ] SNOW: Testing feature 3/29: add_daily_returns [2025-11-22T01:02:19.538844] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_daily_returns'] [2025-11-22T01:02:19.756562] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:19.998458] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:20.208457] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:20.414566] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:20.619032] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:20.854791] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:21.063871] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:21.270143] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:21.476494] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:02:21.691590] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:21.691762] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T01:02:21.691808] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 2.7s/test | Remaining: 423 tests [2025-11-22T01:02:21.691843] [INFO ] [CONFIGURE ] SNOW: Testing feature 4/29: add_ema [2025-11-22T01:02:21.691875] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_ema'] [2025-11-22T01:02:21.928538] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:22.167171] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:22.402343] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:02:22.642019] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:22.892289] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:23.174200] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:23.412109] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:23.657275] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:23.939291] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:24.188173] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:02:24.188331] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_ema (score: 40.00%) [2025-11-22T01:02:24.188374] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Avg: 2.7s/test | Remaining: 422 tests [2025-11-22T01:02:24.188408] [INFO ] [CONFIGURE ] SNOW: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:02:24.188439] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:02:24.441196] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:24.679902] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:24.921753] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:25.160246] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:25.398130] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:25.641681] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:25.884284] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:26.157828] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:26.407926] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:26.646878] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:02:26.647061] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T01:02:26.647105] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 2.7s/test | Remaining: 421 tests [2025-11-22T01:02:26.647140] [INFO ] [CONFIGURE ] SNOW: Testing feature 6/29: add_failed_moves [2025-11-22T01:02:26.647172] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_failed_moves'] [2025-11-22T01:02:26.854916] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:27.057119] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:02:27.260193] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:02:27.462858] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:27.675018] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:27.880491] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:28.089357] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:28.293233] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:28.495544] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:02:28.700843] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:02:28.701070] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_failed_moves (score: 30.00%) [2025-11-22T01:02:28.701139] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Avg: 2.7s/test | Remaining: 420 tests [2025-11-22T01:02:28.701189] [INFO ] [CONFIGURE ] SNOW: Testing feature 7/29: add_lag_shelf [2025-11-22T01:02:28.701255] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_lag_shelf'] [2025-11-22T01:02:28.881880] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:29.062068] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:02:29.257151] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:29.451896] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:29.649559] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:29.863565] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:30.069093] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:30.265514] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:30.439791] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:02:30.616587] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:02:30.616749] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T01:02:30.616793] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 2.7s/test | Remaining: 419 tests [2025-11-22T01:02:30.616827] [INFO ] [CONFIGURE ] SNOW: Testing feature 8/29: add_macd [2025-11-22T01:02:30.616858] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T01:02:30.907505] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:31.198614] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:31.491243] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:31.783338] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:32.046239] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:32.312956] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:32.586267] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:32.862865] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:33.141144] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:33.427769] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:33.427956] [INFO ] [CONFIGURE ] SNOW: KEPT add_macd (score: 70.00%) [2025-11-22T01:02:33.428007] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Avg: 2.7s/test | Remaining: 418 tests [2025-11-22T01:02:33.428044] [INFO ] [CONFIGURE ] SNOW: Testing feature 9/29: add_mfi [2025-11-22T01:02:33.428088] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-22T01:02:33.726174] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:34.023583] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:34.324914] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:34.611549] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:34.911637] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:02:35.233503] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:35.526363] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:35.843580] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:36.149711] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:36.450274] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:36.450453] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_mfi (score: 60.00%) [2025-11-22T01:02:36.450545] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 2.7s/test | Remaining: 417 tests [2025-11-22T01:02:36.450586] [INFO ] [CONFIGURE ] SNOW: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:02:36.450621] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:02:36.804387] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:37.156983] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:37.516369] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:37.880222] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:38.265100] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:38.632508] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:39.054925] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:39.418606] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:39.794689] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:40.172793] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:40.173074] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-22T01:02:40.173121] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 2.7s/test | Remaining: 416 tests [2025-11-22T01:02:40.173155] [INFO ] [CONFIGURE ] SNOW: Testing feature 11/29: add_obv_daily [2025-11-22T01:02:40.173187] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-22T01:02:40.464278] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:40.765986] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:41.066753] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:02:41.391495] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:41.699013] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:42.063882] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:02:42.383681] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:42.697903] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:43.006441] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:02:43.305639] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:43.305848] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T01:02:43.305893] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Avg: 2.7s/test | Remaining: 415 tests [2025-11-22T01:02:43.305927] [INFO ] [CONFIGURE ] SNOW: Testing feature 12/29: add_obv_interval [2025-11-22T01:02:43.305958] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-22T01:02:43.587718] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:43.867513] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:44.156403] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:44.446189] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:44.737944] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:45.037314] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:45.322259] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:45.614209] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:45.899708] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:46.196052] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:46.196582] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T01:02:46.196629] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 2.7s/test | Remaining: 414 tests [2025-11-22T01:02:46.196684] [INFO ] [CONFIGURE ] SNOW: Testing feature 13/29: add_opening_strength [2025-11-22T01:02:46.196720] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:02:46.513941] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:02:46.850714] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:47.166850] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:47.478947] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:47.824954] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:48.190871] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:48.539608] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:48.862854] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:49.186402] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:49.510657] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:49.510849] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_opening_strength (score: 70.00%) [2025-11-22T01:02:49.510895] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Avg: 2.7s/test | Remaining: 413 tests [2025-11-22T01:02:49.510929] [INFO ] [CONFIGURE ] SNOW: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:02:49.510959] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-22T01:02:49.810003] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:50.111369] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:50.436588] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:02:50.743118] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:02:51.044740] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:51.344780] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:51.654514] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:51.965463] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:52.265414] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:52.574493] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:52.574669] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T01:02:52.574717] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 2.7s/test | Remaining: 412 tests [2025-11-22T01:02:52.574752] [INFO ] [CONFIGURE ] SNOW: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:02:52.574807] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-22T01:02:52.858180] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:53.149318] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:53.459713] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:53.739565] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:54.024219] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:54.311623] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:54.590497] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:54.870422] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:55.160210] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:55.445294] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:55.445451] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T01:02:55.445496] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Avg: 2.7s/test | Remaining: 411 tests [2025-11-22T01:02:55.445531] [INFO ] [CONFIGURE ] SNOW: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:02:55.445562] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-22T01:02:55.717872] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:55.991577] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:56.267669] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:56.539130] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:56.814793] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:02:57.091593] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:02:57.374679] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:02:57.658477] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:02:57.939688] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:02:58.223963] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:02:58.224138] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T01:02:58.224185] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 2.7s/test | Remaining: 410 tests [2025-11-22T01:02:58.224222] [INFO ] [CONFIGURE ] SNOW: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:02:58.224254] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-22T01:02:58.522069] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:02:58.815694] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:02:59.112350] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:02:59.448468] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:02:59.762899] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:00.081627] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:01.114714] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:01.466116] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:01.801137] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:02.151401] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:02.151686] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T01:03:02.151738] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 2.7s/test | Remaining: 409 tests [2025-11-22T01:03:02.151774] [INFO ] [CONFIGURE ] SNOW: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:03:02.151807] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-22T01:03:02.494621] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:03:02.817195] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:03.100995] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:03.391271] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:03.682852] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:03.973991] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:04.273911] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:04.570890] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:04.862719] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:05.145980] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:05.146135] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T01:03:05.146178] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Avg: 2.7s/test | Remaining: 408 tests [2025-11-22T01:03:05.146212] [INFO ] [CONFIGURE ] SNOW: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:03:05.146244] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-22T01:03:05.407972] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:03:05.671612] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:05.936266] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:06.223399] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:06.482118] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:06.767296] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:07.045018] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:07.331749] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:07.620702] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:07.906419] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:07.906621] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T01:03:07.906729] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 2.7s/test | Remaining: 407 tests [2025-11-22T01:03:07.906767] [INFO ] [CONFIGURE ] SNOW: Testing feature 20/29: add_price_rejection [2025-11-22T01:03:07.906799] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-22T01:03:08.216331] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:03:08.549828] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:08.888568] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:09.196331] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:09.501494] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:09.810336] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:10.116312] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:10.418451] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:10.722015] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:11.027788] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:11.027989] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T01:03:11.028037] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Avg: 2.7s/test | Remaining: 406 tests [2025-11-22T01:03:11.028074] [INFO ] [CONFIGURE ] SNOW: Testing feature 21/29: add_range_position [2025-11-22T01:03:11.028107] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_range_position'] [2025-11-22T01:03:11.315657] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:03:11.645133] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:11.940683] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:12.246543] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:12.544124] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:12.850285] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:13.163014] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:13.475390] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:13.802236] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:14.120701] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:14.120862] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_range_position (score: 50.00%) [2025-11-22T01:03:14.120908] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 2.7s/test | Remaining: 405 tests [2025-11-22T01:03:14.120943] [INFO ] [CONFIGURE ] SNOW: Testing feature 22/29: add_realized_volatility [2025-11-22T01:03:14.120975] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-22T01:03:14.531821] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:03:14.933024] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:15.355020] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:15.755868] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:16.161738] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:16.569322] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:16.988285] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:17.509913] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:17.962105] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:18.396968] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:18.397175] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T01:03:18.397223] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Avg: 2.7s/test | Remaining: 404 tests [2025-11-22T01:03:18.397258] [INFO ] [CONFIGURE ] SNOW: Testing feature 23/29: add_recent_range_context [2025-11-22T01:03:18.397291] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-22T01:03:18.685973] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:03:18.982953] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:19.271963] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:19.557098] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:19.848570] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:20.130506] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:20.421256] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:20.737825] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:21.026994] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:21.340936] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:21.341107] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T01:03:21.341150] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 2.7s/test | Remaining: 403 tests [2025-11-22T01:03:21.341185] [INFO ] [CONFIGURE ] SNOW: Testing feature 24/29: add_rsi [2025-11-22T01:03:21.341218] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_ema', 'add_rsi'] [2025-11-22T01:03:21.646979] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:03:21.966103] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:22.291219] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:22.601538] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:22.957024] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:23.272509] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:23.587360] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:23.896471] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:24.214305] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:24.545295] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:24.545461] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_rsi (score: 50.00%) [2025-11-22T01:03:24.545507] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Avg: 2.7s/test | Remaining: 402 tests [2025-11-22T01:03:24.545548] [INFO ] [CONFIGURE ] SNOW: Testing feature 25/29: add_tick_distribution [2025-11-22T01:03:24.545586] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-22T01:03:24.821568] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:03:25.091790] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:25.357332] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:25.625582] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:25.893240] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:26.155563] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:26.427188] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:26.727945] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:27.003130] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:27.280183] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:27.280380] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T01:03:27.280426] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 2.7s/test | Remaining: 401 tests [2025-11-22T01:03:27.280462] [INFO ] [CONFIGURE ] SNOW: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:03:27.280494] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-22T01:03:27.566506] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:03:27.854083] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:28.137361] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:28.428840] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:28.739173] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:29.041358] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:29.337285] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:29.642735] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:29.953168] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:30.262289] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:30.262442] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T01:03:30.262486] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 2.7s/test | Remaining: 400 tests [2025-11-22T01:03:30.262520] [INFO ] [CONFIGURE ] SNOW: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:03:30.262552] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-22T01:03:30.589414] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:03:30.913827] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:31.223877] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:31.532069] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:31.833636] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:32.144587] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:32.444800] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:32.781681] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:33.083366] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:33.408834] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:33.409067] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T01:03:33.409114] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Avg: 2.7s/test | Remaining: 399 tests [2025-11-22T01:03:33.409152] [INFO ] [CONFIGURE ] SNOW: Testing feature 28/29: add_volume_profile [2025-11-22T01:03:33.409184] [INFO ] [CONFIGURE ] SNOW: Testing with features: ['add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-22T01:03:33.702207] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:03:33.993633] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:34.288372] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:34.583096] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:03:34.874308] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:35.166703] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:03:35.465263] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:35.789685] [DEBUG] [FORECASTER] SNOW: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:03:36.088277] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:36.386366] [DEBUG] [FORECASTER] SNOW: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:03:36.386523] [INFO ] [CONFIGURE ] SNOW: DISCARDED add_volume_profile (score: 60.00%) [2025-11-22T01:03:36.386566] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 2.7s/test | Remaining: 398 tests [2025-11-22T01:03:36.386601] [INFO ] [CONFIGURE ] SNOW: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:03:36.386631] [INFO ] [CONFIGURE ] SNOW: Best accuracy: 70.00% [2025-11-22T01:03:36.386684] [INFO ] [CONFIGURE ] SNOW: Best feature set (2 features): ['add_vwap', 'add_macd'] [2025-11-22T01:03:36.386715] [INFO ] [CONFIGURE ] SNOW: Improvement over baseline: 20.00% [2025-11-22T01:03:36.386743] [INFO ] [CONFIGURE ] SNOW: Total time: 1.4 minutes [2025-11-22T01:03:36.386770] [INFO ] [CONFIGURE ] SNOW: Average time per feature: 2.9 seconds [2025-11-22T01:03:36.386797] [INFO ] [CONFIGURE ] SNOW: Average speed: 0.36 features/sec [2025-11-22T01:03:36.387170] [INFO ] [LOCAL ] Saved configuration for SNOW: 2 features, 70.00% accuracy -> ./output/feature-sets/SNOW.json [2025-11-22T01:03:36.387252] [INFO ] [CONFIGURE ] SNOW: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T01:03:36.387289] [INFO ] [sig ] [80/93] Successfully configured SNOW | 0.01 sym/s | Total: 1.8h | ETA: 17.1m [2025-11-22T01:03:36.387319] [INFO ] [sig ] [81/93] Configuring SWX... [2025-11-22T01:03:36.387347] [INFO ] [CONFIGURE ] SWX: Configurate test run. [2025-11-22T01:03:36.387376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-11-22T01:03:36.397829] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SWX'. [2025-11-22T01:03:36.398170] [INFO ] [CONFIGURE ] SWX: Testing with 29 available features [2025-11-22T01:03:36.398217] [INFO ] [CONFIGURE ] SWX: Establishing baseline with no features... [2025-11-22T01:03:36.571759] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:03:36.754338] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:36.930271] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:03:37.108288] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:03:37.288678] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:37.472529] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:37.650738] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:03:37.830595] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:03:38.009611] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:38.191293] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:03:38.191443] [INFO ] [CONFIGURE ] SWX: Baseline score (no features): 50.00% [2025-11-22T01:03:38.191485] [INFO ] [CONFIGURE ] SWX: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:03:38.191519] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:03:38.402547] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:03:38.611149] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:38.850515] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:39.057468] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:03:39.270371] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:39.502005] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:39.719790] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:03:39.934340] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:03:40.146426] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:40.362748] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:03:40.362917] [INFO ] [CONFIGURE ] SWX: KEPT add_bollinger_bands (score: 70.00%) [2025-11-22T01:03:40.362961] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Avg: 2.7s/test | Remaining: 397 tests [2025-11-22T01:03:40.362993] [INFO ] [CONFIGURE ] SWX: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:03:40.363023] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:03:40.608232] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:03:40.855553] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:41.100513] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:41.330512] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:03:41.562731] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:41.813230] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:42.048269] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:03:42.286735] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:03:42.547796] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:42.789803] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:03:42.789951] [INFO ] [CONFIGURE ] SWX: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T01:03:42.789994] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 2.7s/test | Remaining: 396 tests [2025-11-22T01:03:42.790031] [INFO ] [CONFIGURE ] SWX: Testing feature 3/29: add_daily_returns [2025-11-22T01:03:42.790063] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:03:43.000451] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:03:43.214430] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:43.425406] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:43.636432] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:03:43.865244] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:44.084794] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:44.300029] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:44.514225] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:03:44.729930] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:03:44.970552] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:03:44.970720] [INFO ] [CONFIGURE ] SWX: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T01:03:44.970765] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Avg: 2.7s/test | Remaining: 395 tests [2025-11-22T01:03:44.970798] [INFO ] [CONFIGURE ] SWX: Testing feature 4/29: add_ema [2025-11-22T01:03:44.970830] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T01:03:45.212426] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:03:45.465827] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:45.719459] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:45.963413] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:03:46.211102] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:46.451814] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:46.695477] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:03:46.935351] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:03:47.183959] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:47.431796] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:03:47.431980] [INFO ] [CONFIGURE ] SWX: DISCARDED add_ema (score: 60.00%) [2025-11-22T01:03:47.432026] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 2.7s/test | Remaining: 394 tests [2025-11-22T01:03:47.432062] [INFO ] [CONFIGURE ] SWX: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:03:47.432095] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:03:47.683229] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:03:47.961125] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:48.209009] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:03:48.455938] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:03:48.703486] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:48.949482] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:49.196154] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:49.446028] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:03:49.693663] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:49.947359] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:03:49.947554] [INFO ] [CONFIGURE ] SWX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T01:03:49.947600] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Avg: 2.7s/test | Remaining: 393 tests [2025-11-22T01:03:49.947634] [INFO ] [CONFIGURE ] SWX: Testing feature 6/29: add_failed_moves [2025-11-22T01:03:49.947686] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T01:03:50.162741] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:03:50.371349] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:50.580774] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:50.786268] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:03:51.022478] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:51.237155] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:51.446728] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:03:51.676152] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:03:51.914347] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:52.124798] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:03:52.124944] [INFO ] [CONFIGURE ] SWX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T01:03:52.124987] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 2.7s/test | Remaining: 392 tests [2025-11-22T01:03:52.125021] [INFO ] [CONFIGURE ] SWX: Testing feature 7/29: add_lag_shelf [2025-11-22T01:03:52.125051] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T01:03:52.325250] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:03:52.527210] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:52.743658] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:52.959698] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:03:53.171367] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:03:53.391570] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:53.608301] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:53.811342] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:03:54.044988] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:54.268717] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:03:54.268872] [INFO ] [CONFIGURE ] SWX: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T01:03:54.268917] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 2.7s/test | Remaining: 391 tests [2025-11-22T01:03:54.268953] [INFO ] [CONFIGURE ] SWX: Testing feature 8/29: add_macd [2025-11-22T01:03:54.268987] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T01:03:54.566395] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:03:54.854765] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:55.142479] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:03:55.430197] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:03:55.718248] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:56.005796] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:56.294678] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:56.591606] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:03:56.885088] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:03:57.181910] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:03:57.182095] [INFO ] [CONFIGURE ] SWX: DISCARDED add_macd (score: 50.00%) [2025-11-22T01:03:57.182142] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Avg: 2.7s/test | Remaining: 390 tests [2025-11-22T01:03:57.182179] [INFO ] [CONFIGURE ] SWX: Testing feature 9/29: add_mfi [2025-11-22T01:03:57.182213] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T01:03:57.392235] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:03:57.621675] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:03:57.823530] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:03:58.026824] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:03:58.231056] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:03:58.450785] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:03:58.654193] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:03:58.862444] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:03:59.070716] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:03:59.277204] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:03:59.277356] [INFO ] [CONFIGURE ] SWX: DISCARDED add_mfi (score: 50.00%) [2025-11-22T01:03:59.277401] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 2.7s/test | Remaining: 389 tests [2025-11-22T01:03:59.277437] [INFO ] [CONFIGURE ] SWX: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:03:59.277469] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:03:59.563613] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:03:59.851952] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:00.166725] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:01.117975] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:01.431708] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:01.758363] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:02.096124] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:04:02.422846] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:02.739231] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:03.094327] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:03.094508] [INFO ] [CONFIGURE ] SWX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T01:04:03.094555] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Avg: 2.7s/test | Remaining: 388 tests [2025-11-22T01:04:03.094592] [INFO ] [CONFIGURE ] SWX: Testing feature 11/29: add_obv_daily [2025-11-22T01:04:03.094667] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T01:04:03.318205] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:03.535538] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:03.794120] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:04.058153] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:04.334976] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:04.629421] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:04.927675] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:05.171522] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:05.394631] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:05.618217] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:05.618373] [INFO ] [CONFIGURE ] SWX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T01:04:05.618417] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 2.7s/test | Remaining: 387 tests [2025-11-22T01:04:05.618455] [INFO ] [CONFIGURE ] SWX: Testing feature 12/29: add_obv_interval [2025-11-22T01:04:05.618492] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T01:04:05.832078] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:04:06.076325] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:06.288951] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:06.510360] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:06.749137] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:06.962783] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:07.178075] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:07.396181] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:07.614361] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:07.851772] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:07.851938] [INFO ] [CONFIGURE ] SWX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T01:04:07.851983] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Avg: 2.7s/test | Remaining: 386 tests [2025-11-22T01:04:07.852017] [INFO ] [CONFIGURE ] SWX: Testing feature 13/29: add_opening_strength [2025-11-22T01:04:07.852049] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:04:08.095294] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:08.331991] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:08.567592] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:08.799706] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:09.063090] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:09.299792] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:09.540268] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:04:09.796553] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:10.028768] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:10.262224] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:10.262370] [INFO ] [CONFIGURE ] SWX: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T01:04:10.262418] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 2.7s/test | Remaining: 385 tests [2025-11-22T01:04:10.262454] [INFO ] [CONFIGURE ] SWX: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:04:10.262487] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T01:04:10.488197] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:10.718765] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:10.951053] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:11.180850] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:11.406821] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:11.629984] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:11.865897] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:12.106070] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:12.330599] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:12.557483] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:12.557638] [INFO ] [CONFIGURE ] SWX: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T01:04:12.557702] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Avg: 2.7s/test | Remaining: 384 tests [2025-11-22T01:04:12.557737] [INFO ] [CONFIGURE ] SWX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:04:12.557768] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T01:04:12.780393] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:04:12.974688] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:13.172290] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:13.372802] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:13.574033] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:13.772565] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:13.974426] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:14.178360] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:14.386221] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:14.595676] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:14.595900] [INFO ] [CONFIGURE ] SWX: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T01:04:14.595946] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 2.7s/test | Remaining: 383 tests [2025-11-22T01:04:14.595981] [INFO ] [CONFIGURE ] SWX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:04:14.596012] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T01:04:14.820588] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:15.043199] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:15.273700] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:15.493996] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:15.714954] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:15.938102] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:16.163175] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:04:16.402802] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:16.644826] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:16.886961] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:16.887163] [INFO ] [CONFIGURE ] SWX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T01:04:16.887209] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Avg: 2.7s/test | Remaining: 382 tests [2025-11-22T01:04:16.887243] [INFO ] [CONFIGURE ] SWX: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:04:16.887274] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T01:04:17.112820] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:17.338461] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:17.560436] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:17.781958] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:18.007060] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:18.258047] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:18.481523] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:18.705544] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:18.935759] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:19.164406] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:19.164554] [INFO ] [CONFIGURE ] SWX: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T01:04:19.164597] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 2.7s/test | Remaining: 381 tests [2025-11-22T01:04:19.164629] [INFO ] [CONFIGURE ] SWX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:04:19.164692] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-22T01:04:19.362547] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:04:19.559998] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:19.762542] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:19.962213] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:20.168357] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:20.374449] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:20.574539] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:20.774041] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:20.972536] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:21.176158] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:21.176361] [INFO ] [CONFIGURE ] SWX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-22T01:04:21.176407] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Avg: 2.7s/test | Remaining: 380 tests [2025-11-22T01:04:21.176440] [INFO ] [CONFIGURE ] SWX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:04:21.176516] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-22T01:04:21.408306] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:21.616991] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:21.844376] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:22.040894] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:22.236366] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:22.434665] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:22.631374] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:04:22.830612] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:23.031470] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:23.235073] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:23.235223] [INFO ] [CONFIGURE ] SWX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T01:04:23.235268] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 2.7s/test | Remaining: 379 tests [2025-11-22T01:04:23.235304] [INFO ] [CONFIGURE ] SWX: Testing feature 20/29: add_price_rejection [2025-11-22T01:04:23.235336] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-22T01:04:23.451935] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:04:23.669247] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:23.910595] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:24.128934] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:24.352712] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:24.575460] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:24.805302] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:25.025516] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:25.246745] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:25.463573] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:25.463755] [INFO ] [CONFIGURE ] SWX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T01:04:25.463800] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 2.7s/test | Remaining: 378 tests [2025-11-22T01:04:25.463845] [INFO ] [CONFIGURE ] SWX: Testing feature 21/29: add_range_position [2025-11-22T01:04:25.463881] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-22T01:04:25.702248] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:04:25.946307] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:26.187695] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:26.431052] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:26.665960] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:26.907710] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:27.146179] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:27.389781] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:27.633639] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:27.899157] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:27.899314] [INFO ] [CONFIGURE ] SWX: DISCARDED add_range_position (score: 60.00%) [2025-11-22T01:04:27.899359] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Avg: 2.7s/test | Remaining: 377 tests [2025-11-22T01:04:27.899396] [INFO ] [CONFIGURE ] SWX: Testing feature 22/29: add_realized_volatility [2025-11-22T01:04:27.899430] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-22T01:04:28.239255] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:28.564917] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:28.897911] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:29.223288] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:29.558522] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:29.884909] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:30.204617] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:30.529299] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:30.853541] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:31.193315] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:31.193467] [INFO ] [CONFIGURE ] SWX: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-22T01:04:31.193512] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 2.7s/test | Remaining: 376 tests [2025-11-22T01:04:31.193546] [INFO ] [CONFIGURE ] SWX: Testing feature 23/29: add_recent_range_context [2025-11-22T01:04:31.193577] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-22T01:04:31.401993] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:31.609473] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:31.822225] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:32.031752] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:32.238481] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:32.443818] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:32.650344] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:32.863685] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:33.075846] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:33.316156] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:33.316688] [INFO ] [CONFIGURE ] SWX: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T01:04:33.316736] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Avg: 2.7s/test | Remaining: 375 tests [2025-11-22T01:04:33.316799] [INFO ] [CONFIGURE ] SWX: Testing feature 24/29: add_rsi [2025-11-22T01:04:33.316835] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-22T01:04:33.587755] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:33.857437] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:34.130589] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:34.401208] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:34.669404] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:34.930514] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:35.190248] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:35.455524] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:35.730234] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:36.001935] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:36.002145] [INFO ] [CONFIGURE ] SWX: DISCARDED add_rsi (score: 40.00%) [2025-11-22T01:04:36.002202] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 2.7s/test | Remaining: 374 tests [2025-11-22T01:04:36.002243] [INFO ] [CONFIGURE ] SWX: Testing feature 25/29: add_tick_distribution [2025-11-22T01:04:36.002275] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-22T01:04:36.220016] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:36.467749] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:36.690381] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:36.936561] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:37.152559] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:37.364561] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:37.582397] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:04:37.798708] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:38.011874] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:38.221517] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:38.221714] [INFO ] [CONFIGURE ] SWX: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-22T01:04:38.221759] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Avg: 2.7s/test | Remaining: 373 tests [2025-11-22T01:04:38.221794] [INFO ] [CONFIGURE ] SWX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:04:38.221826] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-22T01:04:38.429856] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:04:38.637571] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:38.845893] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:39.090017] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:39.294887] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:39.512821] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:39.728631] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:39.966296] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:40.184558] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:40.418948] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:04:40.419106] [INFO ] [CONFIGURE ] SWX: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T01:04:40.419150] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 2.7s/test | Remaining: 372 tests [2025-11-22T01:04:40.419183] [INFO ] [CONFIGURE ] SWX: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:04:40.419214] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-22T01:04:40.650246] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:04:40.874707] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:41.099274] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:41.320906] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:04:41.549808] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:41.776788] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:42.004832] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:42.233197] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:42.488176] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:42.715208] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:42.715358] [INFO ] [CONFIGURE ] SWX: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T01:04:42.715402] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Avg: 2.7s/test | Remaining: 371 tests [2025-11-22T01:04:42.715440] [INFO ] [CONFIGURE ] SWX: Testing feature 28/29: add_volume_profile [2025-11-22T01:04:42.715471] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-22T01:04:42.937849] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:43.157524] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:43.380775] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:04:43.600785] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:43.823600] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:44.042848] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:44.272137] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:44.495772] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:44.722200] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:44.948399] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:44.948539] [INFO ] [CONFIGURE ] SWX: DISCARDED add_volume_profile (score: 20.00%) [2025-11-22T01:04:44.948584] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 2.7s/test | Remaining: 370 tests [2025-11-22T01:04:44.948620] [INFO ] [CONFIGURE ] SWX: Testing feature 29/29: add_vwap [2025-11-22T01:04:44.948671] [INFO ] [CONFIGURE ] SWX: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-22T01:04:45.189793] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:04:45.440880] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:45.662900] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:45.888868] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:46.121603] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:46.349992] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-22T01:04:46.582768] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:46.810527] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:47.035770] [DEBUG] [FORECASTER] SWX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:04:47.263686] [DEBUG] [FORECASTER] SWX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:47.263830] [INFO ] [CONFIGURE ] SWX: DISCARDED add_vwap (score: 50.00%) [2025-11-22T01:04:47.263875] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Avg: 2.7s/test | Remaining: 369 tests [2025-11-22T01:04:47.263912] [INFO ] [CONFIGURE ] SWX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:04:47.263945] [INFO ] [CONFIGURE ] SWX: Best accuracy: 70.00% [2025-11-22T01:04:47.263977] [INFO ] [CONFIGURE ] SWX: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-22T01:04:47.264007] [INFO ] [CONFIGURE ] SWX: Improvement over baseline: 20.00% [2025-11-22T01:04:47.264035] [INFO ] [CONFIGURE ] SWX: Total time: 1.2 minutes [2025-11-22T01:04:47.264063] [INFO ] [CONFIGURE ] SWX: Average time per feature: 2.4 seconds [2025-11-22T01:04:47.264092] [INFO ] [CONFIGURE ] SWX: Average speed: 0.42 features/sec [2025-11-22T01:04:47.264450] [INFO ] [LOCAL ] Saved configuration for SWX: 1 features, 70.00% accuracy -> ./output/feature-sets/SWX.json [2025-11-22T01:04:47.264496] [INFO ] [CONFIGURE ] SWX: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-22T01:04:47.264534] [INFO ] [sig ] [81/93] Successfully configured SWX | 0.01 sym/s | Total: 1.8h | ETA: 15.8m [2025-11-22T01:04:47.264566] [INFO ] [sig ] [82/93] Configuring TJX... [2025-11-22T01:04:47.264597] [INFO ] [CONFIGURE ] TJX: Configurate test run. [2025-11-22T01:04:47.264626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-11-22T01:04:47.275831] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TJX'. [2025-11-22T01:04:47.276110] [INFO ] [CONFIGURE ] TJX: Testing with 29 available features [2025-11-22T01:04:47.276159] [INFO ] [CONFIGURE ] TJX: Establishing baseline with no features... [2025-11-22T01:04:47.443568] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:04:47.621522] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:47.787361] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:47.952063] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:48.119334] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:48.284573] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:04:48.477038] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:48.644330] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:48.812274] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:48.983122] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:48.983243] [INFO ] [CONFIGURE ] TJX: Baseline score (no features): 50.00% [2025-11-22T01:04:48.983328] [INFO ] [CONFIGURE ] TJX: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:04:48.983363] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:04:49.185401] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:04:49.386536] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:49.592114] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:49.802812] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:50.002686] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:50.203272] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:04:50.405508] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:50.607344] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:50.812232] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:51.017693] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:51.017834] [INFO ] [CONFIGURE ] TJX: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-22T01:04:51.017877] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 2.7s/test | Remaining: 368 tests [2025-11-22T01:04:51.017909] [INFO ] [CONFIGURE ] TJX: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:04:51.017938] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_cumulative_delta'] [2025-11-22T01:04:51.217575] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:04:51.422909] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:51.626804] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:51.831173] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:52.057774] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:52.261631] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:04:52.473318] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:52.682522] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:52.892526] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:53.101518] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:53.101676] [INFO ] [CONFIGURE ] TJX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T01:04:53.101720] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 2.7s/test | Remaining: 367 tests [2025-11-22T01:04:53.101755] [INFO ] [CONFIGURE ] TJX: Testing feature 3/29: add_daily_returns [2025-11-22T01:04:53.101785] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_daily_returns'] [2025-11-22T01:04:53.285974] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:04:53.469208] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:53.659421] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:53.843842] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:54.029624] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:54.213738] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:04:54.402679] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:54.607968] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:54.794346] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:54.986662] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:54.986820] [INFO ] [CONFIGURE ] TJX: DISCARDED add_daily_returns (score: 30.00%) [2025-11-22T01:04:54.986863] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Avg: 2.7s/test | Remaining: 366 tests [2025-11-22T01:04:54.986897] [INFO ] [CONFIGURE ] TJX: Testing feature 4/29: add_ema [2025-11-22T01:04:54.986928] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_ema'] [2025-11-22T01:04:55.217753] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:04:55.442333] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:55.674062] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:55.901077] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:56.128453] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:04:56.405303] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:04:56.698525] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:04:57.002457] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:04:57.243617] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:57.481823] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:57.481977] [INFO ] [CONFIGURE ] TJX: DISCARDED add_ema (score: 30.00%) [2025-11-22T01:04:57.482020] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 2.7s/test | Remaining: 365 tests [2025-11-22T01:04:57.482056] [INFO ] [CONFIGURE ] TJX: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:04:57.482087] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:04:57.702593] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:04:57.929131] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:04:58.170970] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:04:58.390810] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:04:58.619588] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:04:58.849721] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:04:59.086753] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:04:59.331086] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:04:59.569306] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:04:59.805592] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:04:59.805782] [INFO ] [CONFIGURE ] TJX: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T01:04:59.805831] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Avg: 2.7s/test | Remaining: 364 tests [2025-11-22T01:04:59.805868] [INFO ] [CONFIGURE ] TJX: Testing feature 6/29: add_failed_moves [2025-11-22T01:04:59.805901] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_failed_moves'] [2025-11-22T01:04:59.992474] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:00.183372] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:01.129306] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:01.456568] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:01.644105] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:05:01.830537] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:02.029205] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:02.216352] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:02.401748] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:02.588477] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:02.588620] [INFO ] [CONFIGURE ] TJX: DISCARDED add_failed_moves (score: 50.00%) [2025-11-22T01:05:02.588682] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 2.7s/test | Remaining: 363 tests [2025-11-22T01:05:02.588718] [INFO ] [CONFIGURE ] TJX: Testing feature 7/29: add_lag_shelf [2025-11-22T01:05:02.588749] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_lag_shelf'] [2025-11-22T01:05:02.756417] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:02.929545] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:03.098347] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:03.268743] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:03.441931] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:05:03.642284] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:03.817281] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:03.995327] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:04.197797] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:04.379944] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:04.380099] [INFO ] [CONFIGURE ] TJX: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T01:05:04.380141] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Avg: 2.7s/test | Remaining: 362 tests [2025-11-22T01:05:04.380173] [INFO ] [CONFIGURE ] TJX: Testing feature 8/29: add_macd [2025-11-22T01:05:04.380203] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T01:05:04.648725] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:05:04.913951] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:05.176182] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:05.446473] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:05:05.713676] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:05.980568] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:06.245793] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:06.513478] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:06.788177] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:07.062926] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:07.063115] [INFO ] [CONFIGURE ] TJX: DISCARDED add_macd (score: 40.00%) [2025-11-22T01:05:07.063183] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 2.7s/test | Remaining: 361 tests [2025-11-22T01:05:07.063220] [INFO ] [CONFIGURE ] TJX: Testing feature 9/29: add_mfi [2025-11-22T01:05:07.063251] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_mfi'] [2025-11-22T01:05:07.246361] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:07.428117] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:07.615630] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:07.807220] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:07.996564] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:05:08.180810] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:08.370370] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:08.549420] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:08.729580] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:08.912327] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:08.912491] [INFO ] [CONFIGURE ] TJX: DISCARDED add_mfi (score: 50.00%) [2025-11-22T01:05:08.912538] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Avg: 2.7s/test | Remaining: 360 tests [2025-11-22T01:05:08.912573] [INFO ] [CONFIGURE ] TJX: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:05:08.912605] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:05:09.201552] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:09.474757] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:09.773903] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:10.061153] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:10.337742] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:10.617299] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:10.895535] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:11.173307] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:11.452412] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:11.725609] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:11.725806] [INFO ] [CONFIGURE ] TJX: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-22T01:05:11.725851] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 2.7s/test | Remaining: 359 tests [2025-11-22T01:05:11.725886] [INFO ] [CONFIGURE ] TJX: Testing feature 11/29: add_obv_daily [2025-11-22T01:05:11.725918] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_obv_daily'] [2025-11-22T01:05:11.932101] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:05:12.127023] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:12.327224] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:12.532308] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:12.756909] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:12.962084] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:13.171230] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:05:13.376783] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:13.577320] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:13.787999] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:13.788179] [INFO ] [CONFIGURE ] TJX: DISCARDED add_obv_daily (score: 30.00%) [2025-11-22T01:05:13.788239] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Avg: 2.7s/test | Remaining: 358 tests [2025-11-22T01:05:13.788273] [INFO ] [CONFIGURE ] TJX: Testing feature 12/29: add_obv_interval [2025-11-22T01:05:13.788306] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_obv_interval'] [2025-11-22T01:05:13.979511] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:14.178178] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:14.370248] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:14.563288] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:05:14.756550] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:14.953031] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:15.148988] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:05:15.342003] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:15.534019] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:15.753843] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:15.753988] [INFO ] [CONFIGURE ] TJX: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T01:05:15.754032] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 2.7s/test | Remaining: 357 tests [2025-11-22T01:05:15.754067] [INFO ] [CONFIGURE ] TJX: Testing feature 13/29: add_opening_strength [2025-11-22T01:05:15.754098] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-22T01:05:15.964128] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:05:16.177294] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:16.389762] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:16.611858] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:16.820826] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:17.024991] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:17.238135] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:05:17.448417] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:17.666593] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:17.893927] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:17.894114] [INFO ] [CONFIGURE ] TJX: DISCARDED add_opening_strength (score: 30.00%) [2025-11-22T01:05:17.894162] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 2.7s/test | Remaining: 356 tests [2025-11-22T01:05:17.894197] [INFO ] [CONFIGURE ] TJX: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:05:17.894228] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance'] [2025-11-22T01:05:18.107816] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:18.318740] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:18.520535] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:18.754462] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:18.961631] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:05:19.170803] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:19.377264] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:19.592358] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:19.804988] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:20.018782] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:20.018926] [INFO ] [CONFIGURE ] TJX: KEPT add_order_flow_imbalance (score: 60.00%) [2025-11-22T01:05:20.018969] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Avg: 2.7s/test | Remaining: 355 tests [2025-11-22T01:05:20.019002] [INFO ] [CONFIGURE ] TJX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:05:20.019034] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-22T01:05:20.234101] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:05:20.442586] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:20.649003] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:20.864767] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:21.074698] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:21.282689] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:21.490817] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:21.702790] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:21.911913] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:22.121682] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:22.121852] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T01:05:22.121894] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 2.7s/test | Remaining: 354 tests [2025-11-22T01:05:22.121927] [INFO ] [CONFIGURE ] TJX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:05:22.121958] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-22T01:05:22.372330] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:22.599227] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:22.829552] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:23.059015] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:23.297873] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:23.526073] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:23.760702] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:23.991870] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:24.223782] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:24.453956] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:24.454107] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T01:05:24.454149] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Avg: 2.7s/test | Remaining: 353 tests [2025-11-22T01:05:24.454184] [INFO ] [CONFIGURE ] TJX: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:05:24.454214] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-22T01:05:24.685164] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:24.914106] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:25.142924] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:25.394542] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:25.626681] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:25.872509] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:26.118847] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:26.363389] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:26.611086] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:26.864558] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:26.864736] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T01:05:26.864781] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 2.7s/test | Remaining: 352 tests [2025-11-22T01:05:26.864814] [INFO ] [CONFIGURE ] TJX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:05:26.864844] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-22T01:05:27.081954] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:27.286846] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:27.503009] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:27.725753] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:27.949545] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:28.173824] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:28.418770] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:28.642219] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:28.861445] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:29.082390] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:29.082552] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-22T01:05:29.082596] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Avg: 2.7s/test | Remaining: 351 tests [2025-11-22T01:05:29.082631] [INFO ] [CONFIGURE ] TJX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:05:29.082694] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-22T01:05:29.294248] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:29.509176] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:29.733788] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:29.954431] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:30.176559] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:05:30.403402] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:30.632779] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:30.902009] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:31.123327] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:31.368011] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:31.368143] [INFO ] [CONFIGURE ] TJX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T01:05:31.368186] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 2.7s/test | Remaining: 350 tests [2025-11-22T01:05:31.368220] [INFO ] [CONFIGURE ] TJX: Testing feature 20/29: add_price_rejection [2025-11-22T01:05:31.368250] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection'] [2025-11-22T01:05:31.601461] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:31.835288] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:32.071915] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:32.311861] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:05:32.547082] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:05:32.786156] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:33.023436] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:33.250457] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:33.490947] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:33.734893] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:33.735097] [INFO ] [CONFIGURE ] TJX: KEPT add_price_rejection (score: 70.00%) [2025-11-22T01:05:33.735144] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Avg: 2.7s/test | Remaining: 349 tests [2025-11-22T01:05:33.735178] [INFO ] [CONFIGURE ] TJX: Testing feature 21/29: add_range_position [2025-11-22T01:05:33.735210] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_range_position'] [2025-11-22T01:05:34.019540] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:34.289285] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:34.557423] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:34.826128] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:05:35.102340] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:35.372572] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:35.642717] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:05:35.920980] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:36.195963] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:36.475989] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:36.476143] [INFO ] [CONFIGURE ] TJX: DISCARDED add_range_position (score: 40.00%) [2025-11-22T01:05:36.476230] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 2.7s/test | Remaining: 348 tests [2025-11-22T01:05:36.476272] [INFO ] [CONFIGURE ] TJX: Testing feature 22/29: add_realized_volatility [2025-11-22T01:05:36.476303] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_realized_volatility'] [2025-11-22T01:05:36.815380] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:05:37.184549] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:37.558115] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:37.916309] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-22T01:05:38.290170] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:05:38.687302] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:39.090329] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:39.473431] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:39.855475] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:40.255848] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:05:40.256038] [INFO ] [CONFIGURE ] TJX: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-22T01:05:40.256100] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Avg: 2.7s/test | Remaining: 347 tests [2025-11-22T01:05:40.256140] [INFO ] [CONFIGURE ] TJX: Testing feature 23/29: add_recent_range_context [2025-11-22T01:05:40.256174] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_recent_range_context'] [2025-11-22T01:05:40.523499] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:40.771817] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:41.017455] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:41.263811] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:41.512062] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:41.758347] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:42.006624] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:05:42.254466] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:42.506418] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:42.760264] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:42.760417] [INFO ] [CONFIGURE ] TJX: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-22T01:05:42.760462] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 2.7s/test | Remaining: 346 tests [2025-11-22T01:05:42.760497] [INFO ] [CONFIGURE ] TJX: Testing feature 24/29: add_rsi [2025-11-22T01:05:42.760530] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-22T01:05:43.075335] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:05:43.394005] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:43.784151] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:44.181850] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:44.501626] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:44.797596] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:45.094379] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:45.400358] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:45.711843] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:46.027879] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:46.028025] [INFO ] [CONFIGURE ] TJX: DISCARDED add_rsi (score: 30.00%) [2025-11-22T01:05:46.028068] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 2.7s/test | Remaining: 345 tests [2025-11-22T01:05:46.028102] [INFO ] [CONFIGURE ] TJX: Testing feature 25/29: add_tick_distribution [2025-11-22T01:05:46.028133] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_tick_distribution'] [2025-11-22T01:05:46.264692] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:46.520705] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:46.758381] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:47.026505] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:47.290692] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:47.542124] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:47.792868] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:48.037139] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:48.287099] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:48.542151] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:48.542301] [INFO ] [CONFIGURE ] TJX: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T01:05:48.542344] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Avg: 2.7s/test | Remaining: 344 tests [2025-11-22T01:05:48.542377] [INFO ] [CONFIGURE ] TJX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:05:48.542408] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-22T01:05:48.793432] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:49.064939] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:49.297755] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:05:49.555728] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:49.800023] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:50.042059] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:05:50.283961] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:50.520449] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:50.774886] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:51.033609] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:51.033823] [INFO ] [CONFIGURE ] TJX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T01:05:51.033925] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 2.7s/test | Remaining: 343 tests [2025-11-22T01:05:51.033987] [INFO ] [CONFIGURE ] TJX: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:05:51.034024] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-22T01:05:51.301296] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:05:51.563627] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:51.825434] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:05:52.117314] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:52.386700] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:52.641833] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:05:52.881703] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:53.130391] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:05:53.387266] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:53.662613] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:53.662762] [INFO ] [CONFIGURE ] TJX: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-22T01:05:53.662809] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Avg: 2.7s/test | Remaining: 342 tests [2025-11-22T01:05:53.662855] [INFO ] [CONFIGURE ] TJX: Testing feature 28/29: add_volume_profile [2025-11-22T01:05:53.662901] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_volume_profile'] [2025-11-22T01:05:53.907438] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:05:54.150914] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:05:54.399546] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:05:54.646371] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:54.893529] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:55.166730] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:55.413691] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:55.682916] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:55.929201] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:56.176406] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:56.176533] [INFO ] [CONFIGURE ] TJX: DISCARDED add_volume_profile (score: 30.00%) [2025-11-22T01:05:56.176575] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 2.7s/test | Remaining: 341 tests [2025-11-22T01:05:56.176608] [INFO ] [CONFIGURE ] TJX: Testing feature 29/29: add_vwap [2025-11-22T01:05:56.176638] [INFO ] [CONFIGURE ] TJX: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection', 'add_vwap'] [2025-11-22T01:05:56.426563] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:05:56.671321] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:05:56.917136] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:05:57.169210] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-22T01:05:57.420659] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:05:57.675608] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:05:57.929633] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:05:58.209235] [DEBUG] [FORECASTER] TJX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:05:58.466849] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:05:58.722391] [DEBUG] [FORECASTER] TJX: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:05:58.722544] [INFO ] [CONFIGURE ] TJX: DISCARDED add_vwap (score: 50.00%) [2025-11-22T01:05:58.722590] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Avg: 2.7s/test | Remaining: 340 tests [2025-11-22T01:05:58.722625] [INFO ] [CONFIGURE ] TJX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:05:58.722676] [INFO ] [CONFIGURE ] TJX: Best accuracy: 70.00% [2025-11-22T01:05:58.722710] [INFO ] [CONFIGURE ] TJX: Best feature set (2 features): ['add_order_flow_imbalance', 'add_price_rejection'] [2025-11-22T01:05:58.722740] [INFO ] [CONFIGURE ] TJX: Improvement over baseline: 20.00% [2025-11-22T01:05:58.722767] [INFO ] [CONFIGURE ] TJX: Total time: 1.2 minutes [2025-11-22T01:05:58.722795] [INFO ] [CONFIGURE ] TJX: Average time per feature: 2.4 seconds [2025-11-22T01:05:58.722822] [INFO ] [CONFIGURE ] TJX: Average speed: 0.42 features/sec [2025-11-22T01:05:58.723192] [INFO ] [LOCAL ] Saved configuration for TJX: 2 features, 70.00% accuracy -> ./output/feature-sets/TJX.json [2025-11-22T01:05:58.723251] [INFO ] [CONFIGURE ] TJX: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T01:05:58.723296] [INFO ] [sig ] [82/93] Successfully configured TJX | 0.01 sym/s | Total: 1.8h | ETA: 14.5m [2025-11-22T01:05:58.723330] [INFO ] [sig ] [83/93] Configuring UAA... [2025-11-22T01:05:58.723360] [INFO ] [CONFIGURE ] UAA: Configurate test run. [2025-11-22T01:05:58.723391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-11-22T01:05:58.733694] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UAA'. [2025-11-22T01:05:58.733997] [INFO ] [CONFIGURE ] UAA: Testing with 29 available features [2025-11-22T01:05:58.734051] [INFO ] [CONFIGURE ] UAA: Establishing baseline with no features... [2025-11-22T01:05:58.908328] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:05:59.081165] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:05:59.256692] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:05:59.432714] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:05:59.611303] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:05:59.787686] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:05:59.961585] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:06:00.133213] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:00.309914] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:01.192814] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:01.192951] [INFO ] [CONFIGURE ] UAA: Baseline score (no features): 40.00% [2025-11-22T01:06:01.192994] [INFO ] [CONFIGURE ] UAA: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:06:01.193027] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:06:01.538034] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:01.756285] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:01.961314] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:02.169840] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:02.375358] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:02.585508] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:02.792843] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:06:03.002671] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:03.208762] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:06:03.414137] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:03.414295] [INFO ] [CONFIGURE ] UAA: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-22T01:06:03.414338] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 2.7s/test | Remaining: 339 tests [2025-11-22T01:06:03.414372] [INFO ] [CONFIGURE ] UAA: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:06:03.414403] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_cumulative_delta'] [2025-11-22T01:06:03.616472] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:03.832933] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:04.048108] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:04.274707] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:04.483540] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:04.707329] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:04.914772] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:05.124201] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:06:05.332776] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:06:05.538857] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:05.539029] [INFO ] [CONFIGURE ] UAA: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T01:06:05.539076] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Avg: 2.7s/test | Remaining: 338 tests [2025-11-22T01:06:05.539111] [INFO ] [CONFIGURE ] UAA: Testing feature 3/29: add_daily_returns [2025-11-22T01:06:05.539142] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns'] [2025-11-22T01:06:05.723479] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:05.904188] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:06.082138] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:06.263814] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:06.446773] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:06.629985] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:06.811595] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:06:06.994941] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:06:07.214366] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:07.405892] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:07.406047] [INFO ] [CONFIGURE ] UAA: KEPT add_daily_returns (score: 50.00%) [2025-11-22T01:06:07.406159] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 2.7s/test | Remaining: 337 tests [2025-11-22T01:06:07.406199] [INFO ] [CONFIGURE ] UAA: Testing feature 4/29: add_ema [2025-11-22T01:06:07.406232] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-22T01:06:07.658450] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:07.890761] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:08.121524] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:08.357531] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:08.587852] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:08.820388] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:09.055263] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:06:09.310778] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:09.549286] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:09.773927] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:09.774129] [INFO ] [CONFIGURE ] UAA: KEPT add_ema (score: 60.00%) [2025-11-22T01:06:09.774176] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 2.7s/test | Remaining: 336 tests [2025-11-22T01:06:09.774211] [INFO ] [CONFIGURE ] UAA: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:06:09.774242] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:06:10.046962] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:10.361098] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:10.675283] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:10.966275] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:11.268112] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:06:11.563603] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:11.862615] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:12.159272] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:12.454309] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:12.747459] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:12.747621] [INFO ] [CONFIGURE ] UAA: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T01:06:12.747686] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Avg: 2.7s/test | Remaining: 335 tests [2025-11-22T01:06:12.747721] [INFO ] [CONFIGURE ] UAA: Testing feature 6/29: add_failed_moves [2025-11-22T01:06:12.747752] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-22T01:06:12.995517] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:13.270194] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:13.524330] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:13.806113] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:14.063888] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:14.319623] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:14.570980] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:06:14.824830] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:15.073289] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:15.323196] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:15.323371] [INFO ] [CONFIGURE ] UAA: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T01:06:15.323416] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 2.7s/test | Remaining: 334 tests [2025-11-22T01:06:15.323449] [INFO ] [CONFIGURE ] UAA: Testing feature 7/29: add_lag_shelf [2025-11-22T01:06:15.323483] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-22T01:06:15.562026] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:15.800574] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:16.034383] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:16.297895] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:16.543519] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:16.800812] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:17.027822] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:06:17.271333] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:17.519264] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:17.761158] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:17.761319] [INFO ] [CONFIGURE ] UAA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T01:06:17.761363] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Avg: 2.7s/test | Remaining: 333 tests [2025-11-22T01:06:17.761397] [INFO ] [CONFIGURE ] UAA: Testing feature 8/29: add_macd [2025-11-22T01:06:17.761430] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-22T01:06:18.087939] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:18.410227] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:18.732809] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:19.069284] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:06:19.422951] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:19.779307] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:20.112364] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:20.435867] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:20.764085] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:21.088728] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:21.088893] [INFO ] [CONFIGURE ] UAA: KEPT add_macd (score: 80.00%) [2025-11-22T01:06:21.088937] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 2.7s/test | Remaining: 332 tests [2025-11-22T01:06:21.088973] [INFO ] [CONFIGURE ] UAA: Testing feature 9/29: add_mfi [2025-11-22T01:06:21.089005] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-22T01:06:21.433328] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:21.771274] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:22.127276] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:06:22.497531] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:22.864310] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:23.210103] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:23.549430] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:23.904685] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:24.267611] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:24.635615] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:24.635817] [INFO ] [CONFIGURE ] UAA: DISCARDED add_mfi (score: 80.00%) [2025-11-22T01:06:24.635863] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Avg: 2.7s/test | Remaining: 331 tests [2025-11-22T01:06:24.635898] [INFO ] [CONFIGURE ] UAA: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:06:24.635931] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:06:25.058198] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:25.503685] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:25.941473] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:26.358693] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:26.773267] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:27.194715] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:27.613190] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:28.015893] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:28.411802] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:06:28.808917] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:28.809092] [INFO ] [CONFIGURE ] UAA: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T01:06:28.809136] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 2.7s/test | Remaining: 330 tests [2025-11-22T01:06:28.809171] [INFO ] [CONFIGURE ] UAA: Testing feature 11/29: add_obv_daily [2025-11-22T01:06:28.809203] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-22T01:06:29.152265] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:29.501218] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:29.842386] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:06:30.174820] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:30.509685] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:30.845943] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:31.185075] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:31.547094] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:31.910138] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:32.249037] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:32.249197] [INFO ] [CONFIGURE ] UAA: DISCARDED add_obv_daily (score: 80.00%) [2025-11-22T01:06:32.249240] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Avg: 2.7s/test | Remaining: 329 tests [2025-11-22T01:06:32.249275] [INFO ] [CONFIGURE ] UAA: Testing feature 12/29: add_obv_interval [2025-11-22T01:06:32.249306] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-22T01:06:32.596198] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:32.943514] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:33.268487] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:33.621029] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:33.970300] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:34.323364] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:34.688872] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:35.060758] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:35.430203] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:35.768177] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:35.768332] [INFO ] [CONFIGURE ] UAA: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T01:06:35.768375] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 2.7s/test | Remaining: 328 tests [2025-11-22T01:06:35.768409] [INFO ] [CONFIGURE ] UAA: Testing feature 13/29: add_opening_strength [2025-11-22T01:06:35.768441] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-22T01:06:36.122928] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:36.478910] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:36.840139] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:06:37.205299] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:37.600541] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:37.983374] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:38.351790] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:38.711703] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:39.078940] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:39.430322] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:39.430477] [INFO ] [CONFIGURE ] UAA: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T01:06:39.430522] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 2.7s/test | Remaining: 327 tests [2025-11-22T01:06:39.430557] [INFO ] [CONFIGURE ] UAA: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:06:39.430588] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-22T01:06:39.764561] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:40.112541] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:40.457468] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:40.798661] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:06:41.138248] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:41.490385] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:41.847259] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:06:42.213109] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:42.581382] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:42.945585] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:06:42.945774] [INFO ] [CONFIGURE ] UAA: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-22T01:06:42.945820] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Avg: 2.7s/test | Remaining: 326 tests [2025-11-22T01:06:42.945856] [INFO ] [CONFIGURE ] UAA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:06:42.945888] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-22T01:06:43.286456] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:06:43.655525] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:44.027709] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:44.384989] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:44.733847] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:45.079774] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:45.422861] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:45.767414] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:46.111417] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:46.456793] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:46.456944] [INFO ] [CONFIGURE ] UAA: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-22T01:06:46.456987] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 2.7s/test | Remaining: 325 tests [2025-11-22T01:06:46.457037] [INFO ] [CONFIGURE ] UAA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:06:46.457080] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-22T01:06:46.792148] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:47.153348] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:47.497681] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:47.834027] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:48.172993] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:48.515069] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:48.863226] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:49.207362] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:49.543371] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:49.882794] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:49.882959] [INFO ] [CONFIGURE ] UAA: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T01:06:49.883003] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Avg: 2.7s/test | Remaining: 324 tests [2025-11-22T01:06:49.883036] [INFO ] [CONFIGURE ] UAA: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:06:49.883068] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-22T01:06:50.238460] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:50.605915] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:50.983416] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:51.347894] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:06:51.730167] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:06:52.192220] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:52.731405] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:53.115355] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:53.461065] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:53.823752] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:53.823921] [INFO ] [CONFIGURE ] UAA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T01:06:53.823965] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 2.7s/test | Remaining: 323 tests [2025-11-22T01:06:53.823999] [INFO ] [CONFIGURE ] UAA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:06:53.824031] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-22T01:06:54.139858] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:54.464146] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:06:54.781725] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:06:55.098008] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:06:55.416798] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:55.763452] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:06:56.114543] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:56.441305] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:56.773893] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:06:57.112725] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:06:57.112926] [INFO ] [CONFIGURE ] UAA: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T01:06:57.112992] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Avg: 2.7s/test | Remaining: 322 tests [2025-11-22T01:06:57.113043] [INFO ] [CONFIGURE ] UAA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:06:57.113094] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-22T01:06:57.430632] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:06:57.737845] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:06:58.045177] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:06:58.345153] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:06:58.654478] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:06:58.965585] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:06:59.276796] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:06:59.596345] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:06:59.909378] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:00.221159] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:00.221306] [INFO ] [CONFIGURE ] UAA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-22T01:07:00.221352] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 2.7s/test | Remaining: 321 tests [2025-11-22T01:07:00.221385] [INFO ] [CONFIGURE ] UAA: Testing feature 20/29: add_price_rejection [2025-11-22T01:07:00.221415] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-22T01:07:01.336052] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:07:01.862850] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:02.239190] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:02.609343] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:02.964891] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:03.322065] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:07:03.690578] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:04.059927] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:04.416388] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:04.798389] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:04.798550] [INFO ] [CONFIGURE ] UAA: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T01:07:04.798594] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 2.7s/test | Remaining: 320 tests [2025-11-22T01:07:04.798631] [INFO ] [CONFIGURE ] UAA: Testing feature 21/29: add_range_position [2025-11-22T01:07:04.798696] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_range_position'] [2025-11-22T01:07:05.164110] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:07:05.504492] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:05.856191] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:06.197378] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:06.540278] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:06.883829] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:07.233679] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:07.601706] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:07.981818] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:08.363130] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:08.363364] [INFO ] [CONFIGURE ] UAA: DISCARDED add_range_position (score: 60.00%) [2025-11-22T01:07:08.363413] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Avg: 2.7s/test | Remaining: 319 tests [2025-11-22T01:07:08.363451] [INFO ] [CONFIGURE ] UAA: Testing feature 22/29: add_realized_volatility [2025-11-22T01:07:08.363482] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_realized_volatility'] [2025-11-22T01:07:08.810733] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:07:09.253823] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:09.695530] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:10.152592] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:10.599590] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:11.087119] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:11.535894] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:11.975821] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:12.396791] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:12.825845] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:12.826029] [INFO ] [CONFIGURE ] UAA: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T01:07:12.826075] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 2.7s/test | Remaining: 318 tests [2025-11-22T01:07:12.826109] [INFO ] [CONFIGURE ] UAA: Testing feature 23/29: add_recent_range_context [2025-11-22T01:07:12.826142] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_recent_range_context'] [2025-11-22T01:07:13.139101] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:07:13.456491] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:07:13.783237] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:14.117687] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:07:14.452604] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:14.786815] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:15.119008] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:15.454443] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:15.810595] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:16.172121] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:16.172286] [INFO ] [CONFIGURE ] UAA: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-22T01:07:16.172331] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Avg: 2.7s/test | Remaining: 317 tests [2025-11-22T01:07:16.172366] [INFO ] [CONFIGURE ] UAA: Testing feature 24/29: add_rsi [2025-11-22T01:07:16.172398] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_rsi'] [2025-11-22T01:07:16.507389] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:07:16.831339] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:17.170255] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:17.500500] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:17.849907] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:18.203407] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:07:18.551460] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:18.895430] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:19.240464] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:19.591595] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:19.591830] [INFO ] [CONFIGURE ] UAA: DISCARDED add_rsi (score: 60.00%) [2025-11-22T01:07:19.591909] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 2.7s/test | Remaining: 316 tests [2025-11-22T01:07:19.591945] [INFO ] [CONFIGURE ] UAA: Testing feature 25/29: add_tick_distribution [2025-11-22T01:07:19.591978] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_tick_distribution'] [2025-11-22T01:07:19.935803] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:07:20.275553] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:20.597689] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:20.913354] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:21.229140] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:21.546307] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:07:21.867932] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:22.172516] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:22.483043] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:22.815027] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:22.815228] [INFO ] [CONFIGURE ] UAA: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T01:07:22.815277] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 2.7s/test | Remaining: 315 tests [2025-11-22T01:07:22.815311] [INFO ] [CONFIGURE ] UAA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:07:22.815342] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation'] [2025-11-22T01:07:23.148301] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:07:23.483262] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:23.809611] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:24.132831] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:07:24.465827] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:24.806431] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:07:25.156925] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:25.509190] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:25.864037] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:26.215588] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:26.215790] [INFO ] [CONFIGURE ] UAA: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T01:07:26.215863] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Avg: 2.7s/test | Remaining: 314 tests [2025-11-22T01:07:26.215899] [INFO ] [CONFIGURE ] UAA: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:07:26.215931] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_price_divergence'] [2025-11-22T01:07:26.582823] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:07:26.940935] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:07:27.298423] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:27.662140] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:07:28.026083] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:28.393471] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:07:28.756989] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:29.148760] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:29.534079] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:29.902060] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:29.902235] [INFO ] [CONFIGURE ] UAA: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T01:07:29.902281] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 2.7s/test | Remaining: 313 tests [2025-11-22T01:07:29.902316] [INFO ] [CONFIGURE ] UAA: Testing feature 28/29: add_volume_profile [2025-11-22T01:07:29.902346] [INFO ] [CONFIGURE ] UAA: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd', 'add_volume_profile'] [2025-11-22T01:07:30.238971] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:07:30.572842] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:30.909540] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:31.244576] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:31.587173] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:07:31.940968] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:32.277261] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:32.623945] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:07:32.972141] [DEBUG] [FORECASTER] UAA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:07:33.309436] [DEBUG] [FORECASTER] UAA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:33.309632] [INFO ] [CONFIGURE ] UAA: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T01:07:33.309696] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Avg: 2.7s/test | Remaining: 312 tests [2025-11-22T01:07:33.309735] [INFO ] [CONFIGURE ] UAA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:07:33.309765] [INFO ] [CONFIGURE ] UAA: Best accuracy: 80.00% [2025-11-22T01:07:33.309799] [INFO ] [CONFIGURE ] UAA: Best feature set (4 features): ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-22T01:07:33.309828] [INFO ] [CONFIGURE ] UAA: Improvement over baseline: 40.00% [2025-11-22T01:07:33.309855] [INFO ] [CONFIGURE ] UAA: Total time: 1.5 minutes [2025-11-22T01:07:33.309882] [INFO ] [CONFIGURE ] UAA: Average time per feature: 3.3 seconds [2025-11-22T01:07:33.309909] [INFO ] [CONFIGURE ] UAA: Average speed: 0.31 features/sec [2025-11-22T01:07:33.310260] [INFO ] [LOCAL ] Saved configuration for UAA: 4 features, 80.00% accuracy -> ./output/feature-sets/UAA.json [2025-11-22T01:07:33.310311] [INFO ] [CONFIGURE ] UAA: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-22T01:07:33.310347] [INFO ] [sig ] [83/93] Successfully configured UAA | 0.01 sym/s | Total: 1.8h | ETA: 13.2m [2025-11-22T01:07:33.310413] [INFO ] [sig ] [84/93] Configuring UBER... [2025-11-22T01:07:33.310442] [INFO ] [CONFIGURE ] UBER: Configurate test run. [2025-11-22T01:07:33.310470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'. [2025-11-22T01:07:33.322803] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UBER'. [2025-11-22T01:07:33.323159] [INFO ] [CONFIGURE ] UBER: Testing with 29 available features [2025-11-22T01:07:33.323207] [INFO ] [CONFIGURE ] UBER: Establishing baseline with no features... [2025-11-22T01:07:33.517110] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:33.710237] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:33.908518] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:34.105106] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:34.298635] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:34.494898] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:34.690520] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:34.882172] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:35.107048] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:07:35.302221] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:35.302365] [INFO ] [CONFIGURE ] UBER: Baseline score (no features): 60.00% [2025-11-22T01:07:35.302410] [INFO ] [CONFIGURE ] UBER: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:07:35.302442] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:07:35.532731] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:35.766506] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:07:36.004048] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:36.238740] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:36.473169] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:36.700721] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:36.926475] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:07:37.159250] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:37.383159] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:07:37.611434] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:37.611581] [INFO ] [CONFIGURE ] UBER: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-22T01:07:37.611622] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 2.7s/test | Remaining: 311 tests [2025-11-22T01:07:37.611674] [INFO ] [CONFIGURE ] UBER: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:07:37.611707] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_cumulative_delta'] [2025-11-22T01:07:37.838571] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:38.103395] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:38.330019] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:38.561397] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:38.785579] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:39.019846] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:39.327154] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:07:39.621228] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:39.841248] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:07:40.050692] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:40.050885] [INFO ] [CONFIGURE ] UBER: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-22T01:07:40.050946] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Avg: 2.7s/test | Remaining: 310 tests [2025-11-22T01:07:40.050999] [INFO ] [CONFIGURE ] UBER: Testing feature 3/29: add_daily_returns [2025-11-22T01:07:40.051055] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_daily_returns'] [2025-11-22T01:07:40.229346] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:40.412552] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:40.591591] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:40.771486] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:40.950668] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:41.158353] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:41.338222] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:41.519790] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:41.708986] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:07:41.892716] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:41.892864] [INFO ] [CONFIGURE ] UBER: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T01:07:41.892908] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 2.7s/test | Remaining: 309 tests [2025-11-22T01:07:41.892940] [INFO ] [CONFIGURE ] UBER: Testing feature 4/29: add_ema [2025-11-22T01:07:41.892969] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_ema'] [2025-11-22T01:07:42.119290] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:42.345527] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:07:42.571067] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:42.797419] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:43.018631] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:43.240023] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:43.458001] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:07:43.679624] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:43.902038] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:07:44.129543] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:44.129767] [INFO ] [CONFIGURE ] UBER: DISCARDED add_ema (score: 40.00%) [2025-11-22T01:07:44.129840] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Avg: 2.7s/test | Remaining: 308 tests [2025-11-22T01:07:44.129876] [INFO ] [CONFIGURE ] UBER: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:07:44.129906] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:07:44.350789] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:44.572343] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:07:44.793473] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:45.019881] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:45.243930] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:45.469902] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:45.698892] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:07:45.925544] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:46.155352] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:07:46.384817] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:46.384985] [INFO ] [CONFIGURE ] UBER: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T01:07:46.385028] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 2.7s/test | Remaining: 307 tests [2025-11-22T01:07:46.385063] [INFO ] [CONFIGURE ] UBER: Testing feature 6/29: add_failed_moves [2025-11-22T01:07:46.385093] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_failed_moves'] [2025-11-22T01:07:46.569027] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:46.753637] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:46.936092] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:47.119044] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:47.319390] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:47.526697] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:47.710341] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:47.895345] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:48.085629] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:07:48.269856] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:48.270001] [INFO ] [CONFIGURE ] UBER: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T01:07:48.270044] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Avg: 2.7s/test | Remaining: 306 tests [2025-11-22T01:07:48.270077] [INFO ] [CONFIGURE ] UBER: Testing feature 7/29: add_lag_shelf [2025-11-22T01:07:48.270109] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_lag_shelf'] [2025-11-22T01:07:48.438724] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:48.609117] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:48.780408] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:48.961970] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:49.140323] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:49.310674] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:49.480625] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:49.655974] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:49.830175] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:07:50.004111] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:50.004251] [INFO ] [CONFIGURE ] UBER: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T01:07:50.004292] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 2.7s/test | Remaining: 305 tests [2025-11-22T01:07:50.004326] [INFO ] [CONFIGURE ] UBER: Testing feature 8/29: add_macd [2025-11-22T01:07:50.004358] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_vwap', 'add_macd'] [2025-11-22T01:07:50.298774] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:50.585876] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:50.850115] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:51.112007] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:51.391299] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:51.671153] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:51.949005] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:07:52.224170] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:52.496411] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:07:52.766526] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:52.766703] [INFO ] [CONFIGURE ] UBER: DISCARDED add_macd (score: 50.00%) [2025-11-22T01:07:52.766749] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 2.7s/test | Remaining: 304 tests [2025-11-22T01:07:52.766784] [INFO ] [CONFIGURE ] UBER: Testing feature 9/29: add_mfi [2025-11-22T01:07:52.766816] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_mfi'] [2025-11-22T01:07:52.952092] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:53.146010] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:53.339058] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:07:53.550194] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:53.734560] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:53.924355] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:54.124522] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:07:54.318306] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:54.515461] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:07:54.719403] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:54.719599] [INFO ] [CONFIGURE ] UBER: DISCARDED add_mfi (score: 50.00%) [2025-11-22T01:07:54.719663] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Avg: 2.7s/test | Remaining: 303 tests [2025-11-22T01:07:54.719702] [INFO ] [CONFIGURE ] UBER: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:07:54.719733] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:07:55.004305] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:07:55.285688] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:07:55.569853] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:55.852959] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:56.146298] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:56.436188] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:56.720402] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:07:57.003079] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:07:57.290538] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:07:57.577392] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:07:57.577571] [INFO ] [CONFIGURE ] UBER: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-22T01:07:57.577633] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 2.7s/test | Remaining: 302 tests [2025-11-22T01:07:57.577693] [INFO ] [CONFIGURE ] UBER: Testing feature 11/29: add_obv_daily [2025-11-22T01:07:57.577727] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_obv_daily'] [2025-11-22T01:07:57.788443] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:07:57.994612] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:07:58.199521] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:07:58.410663] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:07:58.620092] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:07:58.830595] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:07:59.037569] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:07:59.245940] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:07:59.449947] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:07:59.681149] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:07:59.681314] [INFO ] [CONFIGURE ] UBER: DISCARDED add_obv_daily (score: 30.00%) [2025-11-22T01:07:59.681359] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Avg: 2.7s/test | Remaining: 301 tests [2025-11-22T01:07:59.681392] [INFO ] [CONFIGURE ] UBER: Testing feature 12/29: add_obv_interval [2025-11-22T01:07:59.681423] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_obv_interval'] [2025-11-22T01:07:59.879729] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:00.084763] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:08:00.290950] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:00.489086] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:01.394722] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:01.741915] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:08:01.942477] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:02.154317] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:02.382578] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:02.609035] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:02.609178] [INFO ] [CONFIGURE ] UBER: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T01:08:02.609223] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 2.7s/test | Remaining: 300 tests [2025-11-22T01:08:02.609258] [INFO ] [CONFIGURE ] UBER: Testing feature 13/29: add_opening_strength [2025-11-22T01:08:02.609289] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-22T01:08:02.830917] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:03.056241] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:03.282065] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:08:03.503482] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:03.727974] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:03.954379] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:08:04.181554] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:04.411309] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:04.639040] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:04.870103] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:04.870261] [INFO ] [CONFIGURE ] UBER: DISCARDED add_opening_strength (score: 30.00%) [2025-11-22T01:08:04.870306] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Avg: 2.7s/test | Remaining: 299 tests [2025-11-22T01:08:04.870340] [INFO ] [CONFIGURE ] UBER: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:08:04.870372] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_order_flow_imbalance'] [2025-11-22T01:08:05.085520] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:08:05.300764] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:05.519628] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:05.735482] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:05.951064] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:06.170833] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:08:06.374558] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:06.575870] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:06.775098] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:06.978240] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:06.978393] [INFO ] [CONFIGURE ] UBER: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-22T01:08:06.978437] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 2.7s/test | Remaining: 298 tests [2025-11-22T01:08:06.978470] [INFO ] [CONFIGURE ] UBER: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:08:06.978502] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_pbf_morning_momentum'] [2025-11-22T01:08:07.151290] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:07.326499] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:07.502052] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:07.677506] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:07.850503] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:08.021081] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:08.202093] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:08.405133] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:08:08.585095] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:08.763598] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:08:08.763766] [INFO ] [CONFIGURE ] UBER: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T01:08:08.763810] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Avg: 2.7s/test | Remaining: 297 tests [2025-11-22T01:08:08.763844] [INFO ] [CONFIGURE ] UBER: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:08:08.763875] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_pbf_overnight_gap'] [2025-11-22T01:08:08.964045] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:09.163719] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:09.392062] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:09.593941] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:09.789726] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:09.990972] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:10.188681] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:10.389365] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:10.589592] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:10.787501] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:10.787669] [INFO ] [CONFIGURE ] UBER: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T01:08:10.787717] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 2.7s/test | Remaining: 296 tests [2025-11-22T01:08:10.787752] [INFO ] [CONFIGURE ] UBER: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:08:10.787784] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_pbf_return_2d'] [2025-11-22T01:08:10.985149] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:11.182081] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:08:11.406012] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:11.608357] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:11.807182] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:12.008200] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:12.206428] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:12.408137] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:12.606013] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:12.799460] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:12.799625] [INFO ] [CONFIGURE ] UBER: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T01:08:12.799690] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Avg: 2.7s/test | Remaining: 295 tests [2025-11-22T01:08:12.799725] [INFO ] [CONFIGURE ] UBER: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:08:12.799755] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_pbf_volatility_5d'] [2025-11-22T01:08:12.970138] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:13.146483] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:13.324355] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:13.501214] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:13.676919] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:13.853030] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:14.030318] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:14.209487] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:14.391306] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:14.572628] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:14.572797] [INFO ] [CONFIGURE ] UBER: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T01:08:14.572841] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 2.7s/test | Remaining: 294 tests [2025-11-22T01:08:14.572875] [INFO ] [CONFIGURE ] UBER: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:08:14.572906] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-22T01:08:14.758090] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:08:14.936396] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:15.114119] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:15.291388] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:15.465326] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:15.641917] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:15.818053] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:15.997763] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:16.173570] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:16.352259] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:16.352406] [INFO ] [CONFIGURE ] UBER: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T01:08:16.352449] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Avg: 2.7s/test | Remaining: 293 tests [2025-11-22T01:08:16.352482] [INFO ] [CONFIGURE ] UBER: Testing feature 20/29: add_price_rejection [2025-11-22T01:08:16.352512] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_price_rejection'] [2025-11-22T01:08:16.542764] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:16.742147] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:16.938372] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:17.131481] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:17.323012] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:17.540669] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:17.754268] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:17.945374] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:18.137394] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:18.330196] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:18.330338] [INFO ] [CONFIGURE ] UBER: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T01:08:18.330380] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 2.7s/test | Remaining: 292 tests [2025-11-22T01:08:18.330415] [INFO ] [CONFIGURE ] UBER: Testing feature 21/29: add_range_position [2025-11-22T01:08:18.330446] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_range_position'] [2025-11-22T01:08:18.542285] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:18.755697] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:18.970322] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:19.186890] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:19.404221] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:19.621350] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:19.840511] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:20.056584] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:08:20.291035] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:20.552346] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:08:20.552531] [INFO ] [CONFIGURE ] UBER: DISCARDED add_range_position (score: 40.00%) [2025-11-22T01:08:20.552576] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 2.7s/test | Remaining: 291 tests [2025-11-22T01:08:20.552610] [INFO ] [CONFIGURE ] UBER: Testing feature 22/29: add_realized_volatility [2025-11-22T01:08:20.552772] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_realized_volatility'] [2025-11-22T01:08:20.875014] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:21.180517] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:21.484684] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:21.793498] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:22.102516] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:22.409393] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:08:22.721720] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:23.026842] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:23.331785] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:23.680453] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:08:23.680632] [INFO ] [CONFIGURE ] UBER: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-22T01:08:23.680697] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Avg: 2.7s/test | Remaining: 290 tests [2025-11-22T01:08:23.680733] [INFO ] [CONFIGURE ] UBER: Testing feature 23/29: add_recent_range_context [2025-11-22T01:08:23.680764] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_recent_range_context'] [2025-11-22T01:08:23.885468] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:24.084166] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:08:24.284696] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:24.480806] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:24.682431] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:24.880950] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:25.077219] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:25.275399] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:25.469592] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:25.663402] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:25.663548] [INFO ] [CONFIGURE ] UBER: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T01:08:25.663597] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 2.7s/test | Remaining: 289 tests [2025-11-22T01:08:25.663633] [INFO ] [CONFIGURE ] UBER: Testing feature 24/29: add_rsi [2025-11-22T01:08:25.663693] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_ema', 'add_rsi'] [2025-11-22T01:08:25.922051] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:26.178509] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:08:26.437603] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:26.718575] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:26.978519] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:27.230767] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:27.484212] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:27.738676] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:27.993460] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:28.248437] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:08:28.248602] [INFO ] [CONFIGURE ] UBER: DISCARDED add_rsi (score: 40.00%) [2025-11-22T01:08:28.248809] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Avg: 2.7s/test | Remaining: 288 tests [2025-11-22T01:08:28.248856] [INFO ] [CONFIGURE ] UBER: Testing feature 25/29: add_tick_distribution [2025-11-22T01:08:28.248889] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_tick_distribution'] [2025-11-22T01:08:28.443908] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:28.639858] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:28.835171] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:29.034420] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:29.229370] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:29.425915] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:29.655448] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:29.876883] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:30.077519] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:30.278422] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:30.278570] [INFO ] [CONFIGURE ] UBER: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T01:08:30.278613] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 2.7s/test | Remaining: 287 tests [2025-11-22T01:08:30.278676] [INFO ] [CONFIGURE ] UBER: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:08:30.278718] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-22T01:08:30.478741] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:30.680121] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:30.868574] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:31.074022] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:31.335139] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:31.615077] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:31.882920] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:32.098952] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:32.298572] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:32.493502] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:32.493703] [INFO ] [CONFIGURE ] UBER: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T01:08:32.493751] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Avg: 2.7s/test | Remaining: 286 tests [2025-11-22T01:08:32.493786] [INFO ] [CONFIGURE ] UBER: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:08:32.493818] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_volume_price_divergence'] [2025-11-22T01:08:32.726616] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:32.933124] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:33.148871] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:33.358450] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:33.572926] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:33.794213] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:34.011304] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:34.224601] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:34.441239] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:34.662803] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:34.662975] [INFO ] [CONFIGURE ] UBER: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T01:08:34.663022] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 2.7s/test | Remaining: 285 tests [2025-11-22T01:08:34.663057] [INFO ] [CONFIGURE ] UBER: Testing feature 28/29: add_volume_profile [2025-11-22T01:08:34.663097] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_volume_profile'] [2025-11-22T01:08:34.863379] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:35.079795] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:35.293611] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:35.507928] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:35.758152] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:35.981930] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:08:36.208339] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:36.425563] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:36.638457] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:36.850452] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:36.850608] [INFO ] [CONFIGURE ] UBER: DISCARDED add_volume_profile (score: 30.00%) [2025-11-22T01:08:36.850669] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Avg: 2.7s/test | Remaining: 284 tests [2025-11-22T01:08:36.850707] [INFO ] [CONFIGURE ] UBER: Testing feature 29/29: add_vwap [2025-11-22T01:08:36.850808] [INFO ] [CONFIGURE ] UBER: Testing with features: ['add_vwap'] [2025-11-22T01:08:37.062913] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:37.278112] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:37.489051] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:37.717197] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:08:37.947089] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:38.170547] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:38.392806] [DEBUG] [FORECASTER] UBER: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:38.619923] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:08:38.817360] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:39.044509] [DEBUG] [FORECASTER] UBER: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:08:39.045080] [INFO ] [CONFIGURE ] UBER: DISCARDED add_vwap (score: 40.00%) [2025-11-22T01:08:39.045128] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 2.7s/test | Remaining: 283 tests [2025-11-22T01:08:39.045165] [INFO ] [CONFIGURE ] UBER: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:08:39.045195] [INFO ] [CONFIGURE ] UBER: Best accuracy: 60.00% [2025-11-22T01:08:39.045226] [INFO ] [CONFIGURE ] UBER: Best feature set (0 features): [] [2025-11-22T01:08:39.045254] [INFO ] [CONFIGURE ] UBER: Improvement over baseline: 0.00% [2025-11-22T01:08:39.045280] [INFO ] [CONFIGURE ] UBER: Total time: 1.1 minutes [2025-11-22T01:08:39.045306] [INFO ] [CONFIGURE ] UBER: Average time per feature: 2.2 seconds [2025-11-22T01:08:39.045333] [INFO ] [CONFIGURE ] UBER: Average speed: 0.45 features/sec [2025-11-22T01:08:39.045945] [INFO ] [LOCAL ] Saved configuration for UBER: 0 features, 60.00% accuracy -> ./output/feature-sets/UBER.json [2025-11-22T01:08:39.045991] [INFO ] [CONFIGURE ] UBER: Configuration saved successfully: 0 features, 60.00% accuracy. [2025-11-22T01:08:39.046028] [INFO ] [sig ] [84/93] Successfully configured UBER | 0.01 sym/s | Total: 1.8h | ETA: 11.8m [2025-11-22T01:08:39.046061] [INFO ] [sig ] [85/93] Configuring UBS... [2025-11-22T01:08:39.046091] [INFO ] [CONFIGURE ] UBS: Configurate test run. [2025-11-22T01:08:39.046122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-11-22T01:08:39.058273] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UBS'. [2025-11-22T01:08:39.058756] [INFO ] [CONFIGURE ] UBS: Testing with 29 available features [2025-11-22T01:08:39.058808] [INFO ] [CONFIGURE ] UBS: Establishing baseline with no features... [2025-11-22T01:08:39.250594] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:39.482953] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:39.673988] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:08:39.868408] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:08:40.062425] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:40.257538] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:40.455168] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:40.649998] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:08:40.842598] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:41.037740] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:08:41.037874] [INFO ] [CONFIGURE ] UBS: Baseline score (no features): 30.00% [2025-11-22T01:08:41.037914] [INFO ] [CONFIGURE ] UBS: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:08:41.037947] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:08:41.267843] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:41.499873] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:41.758618] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:42.015439] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:08:42.250156] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:08:42.477142] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:42.706680] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:08:42.939905] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:08:43.171410] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:43.403744] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:08:43.403901] [INFO ] [CONFIGURE ] UBS: KEPT add_bollinger_bands (score: 50.00%) [2025-11-22T01:08:43.403944] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 2.7s/test | Remaining: 282 tests [2025-11-22T01:08:43.403978] [INFO ] [CONFIGURE ] UBS: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:08:43.404009] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:08:43.666982] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:43.925814] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:44.192221] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:44.453805] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:08:44.715450] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:45.000303] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:45.260337] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:45.519632] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:08:45.787705] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:46.054829] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:46.054983] [INFO ] [CONFIGURE ] UBS: KEPT add_cumulative_delta (score: 70.00%) [2025-11-22T01:08:46.055026] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Avg: 2.7s/test | Remaining: 281 tests [2025-11-22T01:08:46.055060] [INFO ] [CONFIGURE ] UBS: Testing feature 3/29: add_daily_returns [2025-11-22T01:08:46.055092] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns'] [2025-11-22T01:08:46.334312] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:46.614853] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:46.900222] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:47.164430] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:08:47.420445] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:08:47.674926] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:47.982512] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:48.240914] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:08:48.501467] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:48.775710] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:48.775859] [INFO ] [CONFIGURE ] UBS: KEPT add_daily_returns (score: 80.00%) [2025-11-22T01:08:48.775901] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 2.7s/test | Remaining: 280 tests [2025-11-22T01:08:48.775935] [INFO ] [CONFIGURE ] UBS: Testing feature 4/29: add_ema [2025-11-22T01:08:48.775967] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-22T01:08:49.069550] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:49.372016] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:08:49.658117] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:49.967333] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:08:50.287525] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:50.602950] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:50.926038] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:51.207506] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:08:51.494121] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:08:51.783367] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:08:51.783556] [INFO ] [CONFIGURE ] UBS: DISCARDED add_ema (score: 60.00%) [2025-11-22T01:08:51.783601] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Avg: 2.7s/test | Remaining: 279 tests [2025-11-22T01:08:51.783638] [INFO ] [CONFIGURE ] UBS: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:08:51.783695] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:08:52.091950] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:52.407489] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:08:52.707487] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:53.018856] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:08:53.317931] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:53.626786] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:53.962181] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:54.264919] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:08:54.574390] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:54.885520] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:54.885721] [INFO ] [CONFIGURE ] UBS: KEPT add_exhaustion_signals (score: 90.00%) [2025-11-22T01:08:54.885769] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 2.7s/test | Remaining: 278 tests [2025-11-22T01:08:54.885805] [INFO ] [CONFIGURE ] UBS: Testing feature 6/29: add_failed_moves [2025-11-22T01:08:54.885839] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-22T01:08:55.204357] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:55.526811] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:08:55.843284] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:56.169670] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:08:56.492339] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:08:56.810546] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:08:57.181877] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:08:57.522275] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:08:57.870276] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:08:58.214213] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:08:58.214384] [INFO ] [CONFIGURE ] UBS: DISCARDED add_failed_moves (score: 90.00%) [2025-11-22T01:08:58.214431] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Avg: 2.7s/test | Remaining: 277 tests [2025-11-22T01:08:58.214469] [INFO ] [CONFIGURE ] UBS: Testing feature 7/29: add_lag_shelf [2025-11-22T01:08:58.214502] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-22T01:08:58.551745] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:08:58.899115] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:08:59.238747] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:08:59.575639] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:08:59.949079] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:09:00.284395] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:00.593382] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:01.610671] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:01.953174] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:02.267714] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:02.268223] [INFO ] [CONFIGURE ] UBS: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-22T01:09:02.268268] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 2.7s/test | Remaining: 276 tests [2025-11-22T01:09:02.268302] [INFO ] [CONFIGURE ] UBS: Testing feature 8/29: add_macd [2025-11-22T01:09:02.268335] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-22T01:09:02.651911] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:03.064967] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:03.439110] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:09:03.822513] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:09:04.217186] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:04.581790] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:04.958422] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:05.351047] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:05.741672] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:09:06.157423] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:06.157610] [INFO ] [CONFIGURE ] UBS: DISCARDED add_macd (score: 70.00%) [2025-11-22T01:09:06.157677] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Avg: 2.7s/test | Remaining: 275 tests [2025-11-22T01:09:06.157716] [INFO ] [CONFIGURE ] UBS: Testing feature 9/29: add_mfi [2025-11-22T01:09:06.157750] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-22T01:09:06.479347] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:06.801106] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:07.121365] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:09:07.449723] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:07.770633] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:08.121273] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:08.478698] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:09:08.808525] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:09.185333] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:09.540012] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:09.540245] [INFO ] [CONFIGURE ] UBS: KEPT add_mfi (score: 100.00%) [2025-11-22T01:09:09.540292] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 2.7s/test | Remaining: 274 tests [2025-11-22T01:09:09.540327] [INFO ] [CONFIGURE ] UBS: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:09:09.540360] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:09:09.956984] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:10.387265] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:09:10.804315] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:11.230057] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:11.643922] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:12.084484] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:12.499454] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:12.912396] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:13.332247] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:13.750498] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:13.750700] [INFO ] [CONFIGURE ] UBS: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-22T01:09:13.750746] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 2.7s/test | Remaining: 273 tests [2025-11-22T01:09:13.750782] [INFO ] [CONFIGURE ] UBS: Testing feature 11/29: add_obv_daily [2025-11-22T01:09:13.750815] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_daily'] [2025-11-22T01:09:14.086920] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:14.425409] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:09:14.766880] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:15.129893] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:09:15.472249] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:09:15.814606] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:16.167088] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:09:16.511207] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:16.857521] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:17.211823] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:17.211993] [INFO ] [CONFIGURE ] UBS: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T01:09:17.212039] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Avg: 2.7s/test | Remaining: 272 tests [2025-11-22T01:09:17.212073] [INFO ] [CONFIGURE ] UBS: Testing feature 12/29: add_obv_interval [2025-11-22T01:09:17.212105] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_obv_interval'] [2025-11-22T01:09:17.551349] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:17.885944] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:09:18.324852] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:18.774672] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:19.212426] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:19.541599] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:19.860981] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:20.222007] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:20.588040] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:09:20.947239] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:20.947413] [INFO ] [CONFIGURE ] UBS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-22T01:09:20.947456] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 2.7s/test | Remaining: 271 tests [2025-11-22T01:09:20.947491] [INFO ] [CONFIGURE ] UBS: Testing feature 13/29: add_opening_strength [2025-11-22T01:09:20.947523] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_opening_strength'] [2025-11-22T01:09:21.302659] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:21.625728] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:21.959976] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:22.314384] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:22.664321] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:23.008273] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:23.335014] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:23.687587] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:24.049420] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:09:24.435188] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:24.435359] [INFO ] [CONFIGURE ] UBS: DISCARDED add_opening_strength (score: 70.00%) [2025-11-22T01:09:24.435405] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Avg: 2.7s/test | Remaining: 270 tests [2025-11-22T01:09:24.435440] [INFO ] [CONFIGURE ] UBS: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:09:24.435472] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_order_flow_imbalance'] [2025-11-22T01:09:24.824132] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:25.206692] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:25.570588] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:25.952848] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:26.323390] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:26.692845] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:27.063059] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:27.457768] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:27.827580] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:28.185115] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:28.185270] [INFO ] [CONFIGURE ] UBS: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-22T01:09:28.185314] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 2.7s/test | Remaining: 269 tests [2025-11-22T01:09:28.185348] [INFO ] [CONFIGURE ] UBS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:09:28.185379] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_morning_momentum'] [2025-11-22T01:09:28.508776] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:28.826920] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:09:29.149201] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:29.485875] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:29.821215] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:30.149867] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:30.519711] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:30.851798] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:31.177126] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:31.504740] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:31.504893] [INFO ] [CONFIGURE ] UBS: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T01:09:31.504937] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Avg: 2.7s/test | Remaining: 268 tests [2025-11-22T01:09:31.504971] [INFO ] [CONFIGURE ] UBS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:09:31.505002] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_overnight_gap'] [2025-11-22T01:09:31.848995] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:32.189972] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:09:32.530099] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:09:32.868267] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:09:33.235165] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:33.585665] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:33.937727] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:34.286709] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:34.628142] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:09:34.981331] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:34.981480] [INFO ] [CONFIGURE ] UBS: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T01:09:34.981524] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 2.7s/test | Remaining: 267 tests [2025-11-22T01:09:34.981558] [INFO ] [CONFIGURE ] UBS: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:09:34.981592] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_return_2d'] [2025-11-22T01:09:35.328005] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:35.673620] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:09:36.019734] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:09:36.423065] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:09:36.762025] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:37.115126] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:37.462766] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:09:37.827727] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:38.188412] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:38.544155] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:38.544351] [INFO ] [CONFIGURE ] UBS: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-22T01:09:38.544397] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 2.7s/test | Remaining: 266 tests [2025-11-22T01:09:38.544432] [INFO ] [CONFIGURE ] UBS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:09:38.544464] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_volatility_5d'] [2025-11-22T01:09:38.873193] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:39.214584] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:39.600508] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:39.931932] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:09:40.264437] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:40.625796] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:40.986218] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:09:41.316230] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:41.649717] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:09:41.976302] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:41.976487] [INFO ] [CONFIGURE ] UBS: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T01:09:41.976532] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Avg: 2.7s/test | Remaining: 265 tests [2025-11-22T01:09:41.976567] [INFO ] [CONFIGURE ] UBS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:09:41.976600] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_pbf_vs_sma_5'] [2025-11-22T01:09:42.332756] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:42.696091] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:43.032566] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:09:43.367832] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:43.697376] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:09:44.041525] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:44.381017] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:09:44.721868] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:45.061169] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:45.423404] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:45.423558] [INFO ] [CONFIGURE ] UBS: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-22T01:09:45.423600] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 2.7s/test | Remaining: 264 tests [2025-11-22T01:09:45.423634] [INFO ] [CONFIGURE ] UBS: Testing feature 20/29: add_price_rejection [2025-11-22T01:09:45.423689] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_price_rejection'] [2025-11-22T01:09:45.780900] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:46.140983] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:46.500128] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:46.873274] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:09:47.245303] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:47.602456] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:47.963779] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:48.324882] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:48.692888] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:49.039404] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:49.039600] [INFO ] [CONFIGURE ] UBS: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T01:09:49.039664] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Avg: 2.7s/test | Remaining: 263 tests [2025-11-22T01:09:49.039704] [INFO ] [CONFIGURE ] UBS: Testing feature 21/29: add_range_position [2025-11-22T01:09:49.039736] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_range_position'] [2025-11-22T01:09:49.402553] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:49.767092] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:50.137223] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:09:50.500214] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:50.866704] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:51.230695] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:51.613440] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:51.995945] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:52.372715] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:09:52.752076] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:52.752245] [INFO ] [CONFIGURE ] UBS: DISCARDED add_range_position (score: 80.00%) [2025-11-22T01:09:52.752290] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 2.7s/test | Remaining: 262 tests [2025-11-22T01:09:52.752325] [INFO ] [CONFIGURE ] UBS: Testing feature 22/29: add_realized_volatility [2025-11-22T01:09:52.752358] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_realized_volatility'] [2025-11-22T01:09:53.188916] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:53.639097] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:54.081160] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:09:54.547899] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:54.983319] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:09:55.418436] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:55.891730] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:09:56.348306] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:09:56.788587] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:09:57.231704] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:09:57.231866] [INFO ] [CONFIGURE ] UBS: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-22T01:09:57.231910] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Avg: 2.7s/test | Remaining: 261 tests [2025-11-22T01:09:57.231944] [INFO ] [CONFIGURE ] UBS: Testing feature 23/29: add_recent_range_context [2025-11-22T01:09:57.231975] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_recent_range_context'] [2025-11-22T01:09:57.624722] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:09:57.978991] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:09:58.332439] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:09:58.664152] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:09:59.001680] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:09:59.363194] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:09:59.729146] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:00.099973] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:10:00.483480] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:10:01.568932] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:10:01.569373] [INFO ] [CONFIGURE ] UBS: DISCARDED add_recent_range_context (score: 100.00%) [2025-11-22T01:10:01.569420] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 2.7s/test | Remaining: 260 tests [2025-11-22T01:10:01.569457] [INFO ] [CONFIGURE ] UBS: Testing feature 24/29: add_rsi [2025-11-22T01:10:01.569492] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_ema', 'add_rsi'] [2025-11-22T01:10:02.214266] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:10:02.656920] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:10:03.152038] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:10:03.671904] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:10:04.100389] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:04.572497] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:10:05.061105] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:10:05.500768] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:10:05.930154] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:10:06.373701] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:10:06.373934] [INFO ] [CONFIGURE ] UBS: DISCARDED add_rsi (score: 60.00%) [2025-11-22T01:10:06.373981] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 2.7s/test | Remaining: 259 tests [2025-11-22T01:10:06.374093] [INFO ] [CONFIGURE ] UBS: Testing feature 25/29: add_tick_distribution [2025-11-22T01:10:06.374134] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_tick_distribution'] [2025-11-22T01:10:06.804854] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:10:07.207776] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:07.600951] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:07.965829] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:10:08.298177] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:10:08.630351] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:10:08.960967] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:10:09.323392] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:10:09.754507] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:10:10.115584] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:10:10.115757] [INFO ] [CONFIGURE ] UBS: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T01:10:10.115803] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Avg: 2.7s/test | Remaining: 258 tests [2025-11-22T01:10:10.115839] [INFO ] [CONFIGURE ] UBS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:10:10.115871] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_momentum_confirmation'] [2025-11-22T01:10:10.479600] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:10:10.837222] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:11.174519] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:11.508834] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:10:11.846391] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:10:12.175108] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:10:12.535619] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:12.900217] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:10:13.259148] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:10:13.629063] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:10:13.629232] [INFO ] [CONFIGURE ] UBS: DISCARDED add_volume_momentum_confirmation (score: 100.00%) [2025-11-22T01:10:13.629276] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 2.7s/test | Remaining: 257 tests [2025-11-22T01:10:13.629311] [INFO ] [CONFIGURE ] UBS: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:10:13.629343] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_price_divergence'] [2025-11-22T01:10:14.012363] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:10:14.394193] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:10:14.770150] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:10:15.149454] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:10:15.493961] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:15.905344] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:10:16.288024] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:10:16.680144] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:10:17.077758] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:10:17.480963] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:10:17.481148] [INFO ] [CONFIGURE ] UBS: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-22T01:10:17.481202] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Avg: 2.7s/test | Remaining: 256 tests [2025-11-22T01:10:17.481242] [INFO ] [CONFIGURE ] UBS: Testing feature 28/29: add_volume_profile [2025-11-22T01:10:17.481273] [INFO ] [CONFIGURE ] UBS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi', 'add_volume_profile'] [2025-11-22T01:10:17.872542] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:10:18.262161] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:18.682227] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:19.085208] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:19.478450] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:10:19.879972] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:10:20.282877] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:10:20.672601] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:10:21.074977] [DEBUG] [FORECASTER] UBS: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:10:21.455283] [DEBUG] [FORECASTER] UBS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:10:21.455441] [INFO ] [CONFIGURE ] UBS: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T01:10:21.455484] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 2.7s/test | Remaining: 255 tests [2025-11-22T01:10:21.455519] [INFO ] [CONFIGURE ] UBS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:10:21.455550] [INFO ] [CONFIGURE ] UBS: Best accuracy: 100.00% [2025-11-22T01:10:21.455582] [INFO ] [CONFIGURE ] UBS: Best feature set (6 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi'] [2025-11-22T01:10:21.455611] [INFO ] [CONFIGURE ] UBS: Improvement over baseline: 70.00% [2025-11-22T01:10:21.455637] [INFO ] [CONFIGURE ] UBS: Total time: 1.7 minutes [2025-11-22T01:10:21.455685] [INFO ] [CONFIGURE ] UBS: Average time per feature: 3.6 seconds [2025-11-22T01:10:21.455713] [INFO ] [CONFIGURE ] UBS: Average speed: 0.29 features/sec [2025-11-22T01:10:21.456102] [INFO ] [LOCAL ] Saved configuration for UBS: 6 features, 100.00% accuracy -> ./output/feature-sets/UBS.json [2025-11-22T01:10:21.456145] [INFO ] [CONFIGURE ] UBS: Configuration saved successfully: 6 features, 100.00% accuracy. [2025-11-22T01:10:21.456180] [INFO ] [sig ] [85/93] Successfully configured UBS | 0.01 sym/s | Total: 1.9h | ETA: 10.6m [2025-11-22T01:10:21.456210] [INFO ] [sig ] [86/93] Configuring UDR... [2025-11-22T01:10:21.456238] [INFO ] [CONFIGURE ] UDR: Configurate test run. [2025-11-22T01:10:21.456266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'. [2025-11-22T01:10:21.468889] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UDR'. [2025-11-22T01:10:21.469225] [INFO ] [CONFIGURE ] UDR: Testing with 29 available features [2025-11-22T01:10:21.469274] [INFO ] [CONFIGURE ] UDR: Establishing baseline with no features... [2025-11-22T01:10:21.686780] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:10:21.876528] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:22.065429] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:22.253583] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:22.442026] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:22.631592] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:22.824129] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:10:23.013164] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:23.201541] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:23.389339] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:23.389444] [INFO ] [CONFIGURE ] UDR: Baseline score (no features): 50.00% [2025-11-22T01:10:23.389485] [INFO ] [CONFIGURE ] UDR: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:10:23.389516] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:10:23.624230] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:10:23.866131] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:24.124287] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:24.369985] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:10:24.616570] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:24.893970] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:25.172167] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:25.501339] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:25.801631] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:26.054932] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:26.055090] [INFO ] [CONFIGURE ] UDR: KEPT add_bollinger_bands (score: 70.00%) [2025-11-22T01:10:26.055134] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Avg: 2.7s/test | Remaining: 254 tests [2025-11-22T01:10:26.055168] [INFO ] [CONFIGURE ] UDR: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:10:26.055201] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:10:26.307127] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:26.552298] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:26.803847] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:27.065686] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:27.322616] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:27.584318] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:27.898540] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:28.153764] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:28.409299] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:28.668163] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:28.668369] [INFO ] [CONFIGURE ] UDR: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T01:10:28.668414] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 2.7s/test | Remaining: 253 tests [2025-11-22T01:10:28.668446] [INFO ] [CONFIGURE ] UDR: Testing feature 3/29: add_daily_returns [2025-11-22T01:10:28.668477] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:10:28.897609] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:29.129706] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:29.361923] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:29.593013] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:29.825725] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:30.053290] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:30.285341] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:30.521455] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:30.785844] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:31.026057] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:31.026218] [INFO ] [CONFIGURE ] UDR: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T01:10:31.026264] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 2.7s/test | Remaining: 252 tests [2025-11-22T01:10:31.026297] [INFO ] [CONFIGURE ] UDR: Testing feature 4/29: add_ema [2025-11-22T01:10:31.026328] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T01:10:31.284506] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:31.548991] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:31.813871] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:32.074387] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:32.333582] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:32.597493] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:32.868734] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:33.125689] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:33.390526] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:10:33.654311] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:33.654495] [INFO ] [CONFIGURE ] UDR: DISCARDED add_ema (score: 40.00%) [2025-11-22T01:10:33.654539] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Avg: 2.7s/test | Remaining: 251 tests [2025-11-22T01:10:33.654572] [INFO ] [CONFIGURE ] UDR: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:10:33.654608] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:10:33.980537] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:34.251955] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:10:34.524065] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:34.804708] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:35.085997] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:35.359443] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:35.635996] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:10:35.909926] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:36.189102] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:36.477776] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:36.477928] [INFO ] [CONFIGURE ] UDR: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T01:10:36.477971] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 2.7s/test | Remaining: 250 tests [2025-11-22T01:10:36.478003] [INFO ] [CONFIGURE ] UDR: Testing feature 6/29: add_failed_moves [2025-11-22T01:10:36.478068] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T01:10:36.708359] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:10:36.995198] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:37.226812] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:10:37.439321] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:10:37.655675] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:37.876277] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:38.107813] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:38.336229] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:38.570560] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:38.808295] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:38.808475] [INFO ] [CONFIGURE ] UDR: DISCARDED add_failed_moves (score: 60.00%) [2025-11-22T01:10:38.808520] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Avg: 2.7s/test | Remaining: 249 tests [2025-11-22T01:10:38.808555] [INFO ] [CONFIGURE ] UDR: Testing feature 7/29: add_lag_shelf [2025-11-22T01:10:38.808588] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T01:10:39.037968] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:39.256566] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:39.472285] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:39.705354] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:39.957929] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:40.168304] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:40.385159] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:40.597142] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:40.812165] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:41.031227] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:41.031407] [INFO ] [CONFIGURE ] UDR: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-22T01:10:41.031455] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 2.7s/test | Remaining: 248 tests [2025-11-22T01:10:41.031499] [INFO ] [CONFIGURE ] UDR: Testing feature 8/29: add_macd [2025-11-22T01:10:41.031545] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T01:10:41.345685] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:41.660096] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:41.967348] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:42.293708] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:42.598772] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:42.946605] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:43.248398] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:10:43.560013] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:43.873562] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:44.202980] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:10:44.203178] [INFO ] [CONFIGURE ] UDR: DISCARDED add_macd (score: 50.00%) [2025-11-22T01:10:44.203223] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Avg: 2.7s/test | Remaining: 247 tests [2025-11-22T01:10:44.203283] [INFO ] [CONFIGURE ] UDR: Testing feature 9/29: add_mfi [2025-11-22T01:10:44.203320] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T01:10:44.432953] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:44.656262] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:44.881232] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:45.103912] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:10:45.325968] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:45.557126] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:45.782789] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:46.039184] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:46.268532] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:46.506817] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:46.507001] [INFO ] [CONFIGURE ] UDR: DISCARDED add_mfi (score: 60.00%) [2025-11-22T01:10:46.507058] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 2.7s/test | Remaining: 246 tests [2025-11-22T01:10:46.507092] [INFO ] [CONFIGURE ] UDR: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:10:46.507123] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:10:46.810595] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:47.113557] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:47.423193] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:47.719996] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:48.016787] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:48.323557] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:48.636447] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:48.944941] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:49.247219] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:49.541889] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:49.542068] [INFO ] [CONFIGURE ] UDR: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T01:10:49.542149] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Avg: 2.7s/test | Remaining: 245 tests [2025-11-22T01:10:49.542184] [INFO ] [CONFIGURE ] UDR: Testing feature 11/29: add_obv_daily [2025-11-22T01:10:49.542217] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T01:10:49.753336] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:49.964187] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:50.175745] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:50.394400] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:50.611779] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:50.828757] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:51.046799] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:51.264488] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:51.489747] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:51.717879] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:51.718027] [INFO ] [CONFIGURE ] UDR: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T01:10:51.718072] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 2.7s/test | Remaining: 244 tests [2025-11-22T01:10:51.718107] [INFO ] [CONFIGURE ] UDR: Testing feature 12/29: add_obv_interval [2025-11-22T01:10:51.718140] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T01:10:51.939040] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:52.156838] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:52.370398] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:52.587516] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:52.805555] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:53.025920] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:53.241732] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:53.461278] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:10:53.682201] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:10:53.920861] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:53.921026] [INFO ] [CONFIGURE ] UDR: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T01:10:53.921080] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Avg: 2.7s/test | Remaining: 243 tests [2025-11-22T01:10:53.921123] [INFO ] [CONFIGURE ] UDR: Testing feature 13/29: add_opening_strength [2025-11-22T01:10:53.921162] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:10:54.182785] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:54.441895] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:54.701510] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:54.952241] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:55.203826] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:55.456537] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:55.716026] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:10:55.978612] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:56.231325] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:56.483960] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:56.484107] [INFO ] [CONFIGURE ] UDR: DISCARDED add_opening_strength (score: 50.00%) [2025-11-22T01:10:56.484150] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 2.7s/test | Remaining: 242 tests [2025-11-22T01:10:56.484184] [INFO ] [CONFIGURE ] UDR: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:10:56.484215] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T01:10:56.731614] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:56.981842] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:10:57.234128] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:10:57.480107] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:10:57.726753] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:10:57.973813] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:10:58.219584] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:10:58.471323] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:10:58.719087] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:10:58.970572] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:10:58.970740] [INFO ] [CONFIGURE ] UDR: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-22T01:10:58.970784] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 2.7s/test | Remaining: 241 tests [2025-11-22T01:10:58.970817] [INFO ] [CONFIGURE ] UDR: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:10:58.970848] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T01:10:59.187878] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:10:59.406377] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:10:59.632603] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:10:59.847137] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:00.068295] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:00.288630] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:00.506211] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:00.725243] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:00.959825] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:01.871056] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:01.871296] [INFO ] [CONFIGURE ] UDR: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-22T01:11:01.871346] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Avg: 2.7s/test | Remaining: 240 tests [2025-11-22T01:11:01.871382] [INFO ] [CONFIGURE ] UDR: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:11:01.871415] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T01:11:02.191216] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:02.419466] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:02.640902] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:02.872160] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:03.094878] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:03.323522] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:03.556111] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:03.785096] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:04.015020] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:04.258512] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:04.258695] [INFO ] [CONFIGURE ] UDR: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T01:11:04.258742] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 2.7s/test | Remaining: 239 tests [2025-11-22T01:11:04.258777] [INFO ] [CONFIGURE ] UDR: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:11:04.258809] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T01:11:04.488098] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:04.714523] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:04.940074] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:05.182554] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:05.423166] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:05.649557] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:05.874807] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:06.106153] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:06.340889] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:06.575345] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:06.575486] [INFO ] [CONFIGURE ] UDR: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-22T01:11:06.575530] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Avg: 2.7s/test | Remaining: 238 tests [2025-11-22T01:11:06.575563] [INFO ] [CONFIGURE ] UDR: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:11:06.575594] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-22T01:11:06.768260] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:06.963999] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:07.212895] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:07.417183] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:07.613142] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:07.811848] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:08.009405] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:08.209318] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:08.414873] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:08.620418] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:08.620564] [INFO ] [CONFIGURE ] UDR: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-22T01:11:08.620608] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 2.7s/test | Remaining: 237 tests [2025-11-22T01:11:08.620660] [INFO ] [CONFIGURE ] UDR: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:11:08.620697] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-22T01:11:08.823088] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:11:09.042024] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:09.241454] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:09.444525] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:09.679868] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:09.885747] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:10.090054] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:10.304360] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:10.507108] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:10.710793] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:10.710934] [INFO ] [CONFIGURE ] UDR: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T01:11:10.710978] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Avg: 2.7s/test | Remaining: 236 tests [2025-11-22T01:11:10.711013] [INFO ] [CONFIGURE ] UDR: Testing feature 20/29: add_price_rejection [2025-11-22T01:11:10.711044] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-22T01:11:10.922961] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:11.137291] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:11.354675] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:11.567622] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:11.780433] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:11.996809] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:12.210706] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:12.425756] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:12.677091] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:12.963190] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:12.963451] [INFO ] [CONFIGURE ] UDR: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T01:11:12.963505] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 2.7s/test | Remaining: 235 tests [2025-11-22T01:11:12.963545] [INFO ] [CONFIGURE ] UDR: Testing feature 21/29: add_range_position [2025-11-22T01:11:12.963580] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-22T01:11:13.348266] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:11:13.610413] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:13.861861] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:14.109970] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:14.353571] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:14.593070] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:14.831470] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:15.073738] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:11:15.318985] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:15.560918] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:15.561095] [INFO ] [CONFIGURE ] UDR: DISCARDED add_range_position (score: 70.00%) [2025-11-22T01:11:15.561139] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Avg: 2.7s/test | Remaining: 234 tests [2025-11-22T01:11:15.561173] [INFO ] [CONFIGURE ] UDR: Testing feature 22/29: add_realized_volatility [2025-11-22T01:11:15.561204] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-22T01:11:15.892475] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:16.251975] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:16.587483] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:16.915495] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:17.256971] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:17.599731] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:17.947456] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:18.302143] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:18.644637] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:18.998940] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:18.999129] [INFO ] [CONFIGURE ] UDR: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-22T01:11:18.999177] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 2.7s/test | Remaining: 233 tests [2025-11-22T01:11:18.999212] [INFO ] [CONFIGURE ] UDR: Testing feature 23/29: add_recent_range_context [2025-11-22T01:11:18.999245] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-22T01:11:19.248533] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:11:19.479333] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:19.709986] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:19.947382] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:11:20.178864] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:20.414254] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:20.643300] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:20.884542] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:21.131967] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:21.366406] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:21.366557] [INFO ] [CONFIGURE ] UDR: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T01:11:21.366601] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 2.7s/test | Remaining: 232 tests [2025-11-22T01:11:21.366635] [INFO ] [CONFIGURE ] UDR: Testing feature 24/29: add_rsi [2025-11-22T01:11:21.366691] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-22T01:11:21.665176] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:21.935215] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:22.221933] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:22.511766] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:22.789939] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:23.066802] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:23.339330] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:23.615389] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:23.896831] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:24.177404] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:24.177580] [INFO ] [CONFIGURE ] UDR: DISCARDED add_rsi (score: 50.00%) [2025-11-22T01:11:24.177625] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Avg: 2.7s/test | Remaining: 231 tests [2025-11-22T01:11:24.177681] [INFO ] [CONFIGURE ] UDR: Testing feature 25/29: add_tick_distribution [2025-11-22T01:11:24.177716] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-22T01:11:24.415227] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:24.637771] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:24.862766] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:25.091481] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:25.375634] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:25.605593] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:25.835208] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:26.079793] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:26.328442] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:26.584247] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:26.584824] [INFO ] [CONFIGURE ] UDR: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T01:11:26.584871] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 2.7s/test | Remaining: 230 tests [2025-11-22T01:11:26.585024] [INFO ] [CONFIGURE ] UDR: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:11:26.585069] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-22T01:11:26.830881] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:11:27.078947] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:27.327525] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:27.573699] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:27.823221] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:28.078780] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:28.356332] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:11:28.609063] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:28.859522] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:29.105523] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:29.105692] [INFO ] [CONFIGURE ] UDR: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-22T01:11:29.105737] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Avg: 2.7s/test | Remaining: 229 tests [2025-11-22T01:11:29.105770] [INFO ] [CONFIGURE ] UDR: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:11:29.105801] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-22T01:11:29.361954] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:29.615455] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:29.872251] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:30.125353] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:30.378028] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:30.629980] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:30.887428] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:31.138079] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:31.440532] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:31.696564] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:31.696741] [INFO ] [CONFIGURE ] UDR: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T01:11:31.696786] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 2.7s/test | Remaining: 228 tests [2025-11-22T01:11:31.696820] [INFO ] [CONFIGURE ] UDR: Testing feature 28/29: add_volume_profile [2025-11-22T01:11:31.696851] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-22T01:11:31.944687] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:32.197395] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:32.448489] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:32.696552] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:32.955801] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:33.209186] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:33.468775] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:33.732006] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:34.004202] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:34.269024] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:34.269183] [INFO ] [CONFIGURE ] UDR: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T01:11:34.269235] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Avg: 2.7s/test | Remaining: 227 tests [2025-11-22T01:11:34.269275] [INFO ] [CONFIGURE ] UDR: Testing feature 29/29: add_vwap [2025-11-22T01:11:34.269307] [INFO ] [CONFIGURE ] UDR: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-22T01:11:34.588155] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:11:34.849749] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:35.109788] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:35.381852] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:35.646482] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:35.914922] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-22T01:11:36.169569] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:36.423523] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:11:36.685008] [DEBUG] [FORECASTER] UDR: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:11:36.933194] [DEBUG] [FORECASTER] UDR: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:36.933345] [INFO ] [CONFIGURE ] UDR: DISCARDED add_vwap (score: 40.00%) [2025-11-22T01:11:36.933388] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 2.7s/test | Remaining: 226 tests [2025-11-22T01:11:36.933423] [INFO ] [CONFIGURE ] UDR: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:11:36.933452] [INFO ] [CONFIGURE ] UDR: Best accuracy: 70.00% [2025-11-22T01:11:36.933483] [INFO ] [CONFIGURE ] UDR: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-22T01:11:36.933512] [INFO ] [CONFIGURE ] UDR: Improvement over baseline: 20.00% [2025-11-22T01:11:36.933964] [INFO ] [CONFIGURE ] UDR: Total time: 1.2 minutes [2025-11-22T01:11:36.933997] [INFO ] [CONFIGURE ] UDR: Average time per feature: 2.5 seconds [2025-11-22T01:11:36.934025] [INFO ] [CONFIGURE ] UDR: Average speed: 0.39 features/sec [2025-11-22T01:11:36.934399] [INFO ] [LOCAL ] Saved configuration for UDR: 1 features, 70.00% accuracy -> ./output/feature-sets/UDR.json [2025-11-22T01:11:36.934442] [INFO ] [CONFIGURE ] UDR: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-22T01:11:36.934477] [INFO ] [sig ] [86/93] Successfully configured UDR | 0.01 sym/s | Total: 1.9h | ETA: 9.2m [2025-11-22T01:11:36.934507] [INFO ] [sig ] [87/93] Configuring UE... [2025-11-22T01:11:36.934535] [INFO ] [CONFIGURE ] UE: Configurate test run. [2025-11-22T01:11:36.934564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-11-22T01:11:36.947062] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UE'. [2025-11-22T01:11:36.947675] [INFO ] [CONFIGURE ] UE: Testing with 29 available features [2025-11-22T01:11:36.947729] [INFO ] [CONFIGURE ] UE: Establishing baseline with no features... [2025-11-22T01:11:37.131048] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:37.319007] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:37.541375] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:37.723595] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:11:37.905888] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:38.086699] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:11:38.269699] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:38.451102] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:11:38.635680] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:38.828059] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:38.828214] [INFO ] [CONFIGURE ] UE: Baseline score (no features): 50.00% [2025-11-22T01:11:38.828256] [INFO ] [CONFIGURE ] UE: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:11:38.828288] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:11:39.048583] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:39.268483] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:39.483451] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:39.701754] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:39.918422] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:40.139892] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:11:40.360161] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:40.605491] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:11:40.825108] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:41.043442] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:41.043609] [INFO ] [CONFIGURE ] UE: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-22T01:11:41.043673] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Avg: 2.7s/test | Remaining: 225 tests [2025-11-22T01:11:41.043710] [INFO ] [CONFIGURE ] UE: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:11:41.043742] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_cumulative_delta'] [2025-11-22T01:11:41.267242] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:41.488586] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:41.710446] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:41.942233] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:42.162495] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:11:42.381198] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:11:42.607999] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:42.832399] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:11:43.051322] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:43.267616] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:43.267795] [INFO ] [CONFIGURE ] UE: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T01:11:43.267839] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 2.7s/test | Remaining: 224 tests [2025-11-22T01:11:43.267922] [INFO ] [CONFIGURE ] UE: Testing feature 3/29: add_daily_returns [2025-11-22T01:11:43.267957] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_daily_returns'] [2025-11-22T01:11:43.490740] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:43.681144] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:43.870601] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:44.071488] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:44.260503] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:44.448443] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:11:44.637160] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:44.835627] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:11:45.025206] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:45.214112] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:45.214263] [INFO ] [CONFIGURE ] UE: DISCARDED add_daily_returns (score: 30.00%) [2025-11-22T01:11:45.214308] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Avg: 2.7s/test | Remaining: 223 tests [2025-11-22T01:11:45.214341] [INFO ] [CONFIGURE ] UE: Testing feature 4/29: add_ema [2025-11-22T01:11:45.214371] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_ema'] [2025-11-22T01:11:45.432616] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:11:45.647409] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:45.856683] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:46.074226] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:46.290917] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:46.529567] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:11:46.746142] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:46.965397] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:11:47.191011] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:47.418581] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:47.418789] [INFO ] [CONFIGURE ] UE: DISCARDED add_ema (score: 20.00%) [2025-11-22T01:11:47.418838] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 2.7s/test | Remaining: 222 tests [2025-11-22T01:11:47.418875] [INFO ] [CONFIGURE ] UE: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:11:47.418909] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:11:47.650408] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:47.881974] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:48.108681] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:48.339408] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:11:48.569010] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:48.797173] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:11:49.031402] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:49.259486] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:11:49.484893] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:49.723295] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:49.723457] [INFO ] [CONFIGURE ] UE: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T01:11:49.723500] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 2.7s/test | Remaining: 221 tests [2025-11-22T01:11:49.723534] [INFO ] [CONFIGURE ] UE: Testing feature 6/29: add_failed_moves [2025-11-22T01:11:49.723565] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves'] [2025-11-22T01:11:49.918175] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:50.108571] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:50.297088] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:50.485284] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:11:50.678935] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:50.877525] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:11:51.070309] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:51.261449] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:11:51.455238] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:51.646342] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:51.646487] [INFO ] [CONFIGURE ] UE: KEPT add_failed_moves (score: 60.00%) [2025-11-22T01:11:51.646528] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Avg: 2.7s/test | Remaining: 220 tests [2025-11-22T01:11:51.646561] [INFO ] [CONFIGURE ] UE: Testing feature 7/29: add_lag_shelf [2025-11-22T01:11:51.646593] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_lag_shelf'] [2025-11-22T01:11:51.837473] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:52.031933] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:52.225887] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:52.419973] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:11:52.677578] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:52.877465] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:11:53.080160] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:53.274466] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:11:53.459825] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:53.632455] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:53.632601] [INFO ] [CONFIGURE ] UE: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-22T01:11:53.632662] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 2.7s/test | Remaining: 219 tests [2025-11-22T01:11:53.632699] [INFO ] [CONFIGURE ] UE: Testing feature 8/29: add_macd [2025-11-22T01:11:53.632732] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_vwap', 'add_macd'] [2025-11-22T01:11:53.888137] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:54.148251] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:54.404170] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:54.660685] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:54.918186] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:11:55.176806] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:11:55.434289] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:55.745197] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:11:56.015201] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:56.286668] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:11:56.286839] [INFO ] [CONFIGURE ] UE: DISCARDED add_macd (score: 50.00%) [2025-11-22T01:11:56.286883] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Avg: 2.7s/test | Remaining: 218 tests [2025-11-22T01:11:56.286918] [INFO ] [CONFIGURE ] UE: Testing feature 9/29: add_mfi [2025-11-22T01:11:56.286949] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_mfi'] [2025-11-22T01:11:56.472766] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:11:56.657833] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:56.843097] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:57.026275] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:57.211832] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:11:57.398998] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:11:57.590546] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:11:57.775217] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:11:57.960209] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:11:58.163713] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:11:58.163886] [INFO ] [CONFIGURE ] UE: DISCARDED add_mfi (score: 30.00%) [2025-11-22T01:11:58.163930] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 2.7s/test | Remaining: 217 tests [2025-11-22T01:11:58.163965] [INFO ] [CONFIGURE ] UE: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:11:58.163996] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:11:58.431914] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:11:58.758050] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:11:59.025225] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:11:59.321034] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:11:59.627336] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:11:59.899291] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:00.902174] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:01.283039] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:01.558723] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:01.852398] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:01.852551] [INFO ] [CONFIGURE ] UE: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-22T01:12:01.852593] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Avg: 2.7s/test | Remaining: 216 tests [2025-11-22T01:12:01.852667] [INFO ] [CONFIGURE ] UE: Testing feature 11/29: add_obv_daily [2025-11-22T01:12:01.852704] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_obv_daily'] [2025-11-22T01:12:02.070758] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:02.289260] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:02.516296] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:02.730286] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:02.943070] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:03.144575] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:12:03.347802] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:03.547840] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:03.748288] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:03.948433] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:12:03.948581] [INFO ] [CONFIGURE ] UE: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T01:12:03.948624] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 2.7s/test | Remaining: 215 tests [2025-11-22T01:12:03.948682] [INFO ] [CONFIGURE ] UE: Testing feature 12/29: add_obv_interval [2025-11-22T01:12:03.948717] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_obv_interval'] [2025-11-22T01:12:04.143031] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:04.335500] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:04.525857] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:04.828442] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:05.133637] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:05.419727] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:05.640736] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:05.855277] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:12:06.050506] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:06.244391] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:06.244541] [INFO ] [CONFIGURE ] UE: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T01:12:06.244584] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Avg: 2.7s/test | Remaining: 214 tests [2025-11-22T01:12:06.244619] [INFO ] [CONFIGURE ] UE: Testing feature 13/29: add_opening_strength [2025-11-22T01:12:06.244670] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:12:06.450137] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:06.657006] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:06.861569] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:12:07.063408] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:07.263857] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:07.476119] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:12:07.708115] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:07.921629] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:08.127461] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:08.335992] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:08.336148] [INFO ] [CONFIGURE ] UE: DISCARDED add_opening_strength (score: 30.00%) [2025-11-22T01:12:08.336194] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 2.7s/test | Remaining: 213 tests [2025-11-22T01:12:08.336230] [INFO ] [CONFIGURE ] UE: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:12:08.336262] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_order_flow_imbalance'] [2025-11-22T01:12:08.542518] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:12:08.753929] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:12:08.976605] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:09.197459] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:09.409677] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:09.621659] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:09.868683] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:10.089530] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:10.311758] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:10.538410] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:10.538580] [INFO ] [CONFIGURE ] UE: DISCARDED add_order_flow_imbalance (score: 20.00%) [2025-11-22T01:12:10.538626] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Avg: 2.7s/test | Remaining: 212 tests [2025-11-22T01:12:10.538681] [INFO ] [CONFIGURE ] UE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:12:10.538715] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_pbf_morning_momentum'] [2025-11-22T01:12:10.749425] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:10.937681] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:12:11.125349] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:11.316318] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:11.509557] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:11.702698] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:11.897620] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:12.088985] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:12.283877] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:12.483449] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:12.483599] [INFO ] [CONFIGURE ] UE: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-22T01:12:12.483663] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 2.7s/test | Remaining: 211 tests [2025-11-22T01:12:12.483705] [INFO ] [CONFIGURE ] UE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:12:12.483739] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_pbf_overnight_gap'] [2025-11-22T01:12:12.703408] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:12.920064] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:13.121179] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:13.319299] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:13.517700] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:13.723346] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:13.952507] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:14.179442] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:12:14.403728] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:14.625997] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:14.626157] [INFO ] [CONFIGURE ] UE: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T01:12:14.626203] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 2.7s/test | Remaining: 210 tests [2025-11-22T01:12:14.626236] [INFO ] [CONFIGURE ] UE: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:12:14.626268] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_pbf_return_2d'] [2025-11-22T01:12:14.845590] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:15.071613] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:15.295856] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:15.518760] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:15.740154] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:15.965180] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:16.189513] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:16.407769] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:16.629063] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:16.905359] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:16.905521] [INFO ] [CONFIGURE ] UE: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-22T01:12:16.905564] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Avg: 2.7s/test | Remaining: 209 tests [2025-11-22T01:12:16.905600] [INFO ] [CONFIGURE ] UE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:12:16.905632] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_pbf_volatility_5d'] [2025-11-22T01:12:17.099462] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:17.301891] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:17.503130] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:17.700747] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:17.921296] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:18.124205] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:12:18.327204] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:18.522743] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:18.723396] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:18.922673] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:18.922827] [INFO ] [CONFIGURE ] UE: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-22T01:12:18.922870] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 2.7s/test | Remaining: 208 tests [2025-11-22T01:12:18.923276] [INFO ] [CONFIGURE ] UE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:12:18.923311] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_pbf_vs_sma_5'] [2025-11-22T01:12:19.120811] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:19.318693] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:19.517512] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:19.718110] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:19.947318] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:20.153429] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:12:20.351559] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:20.556536] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:20.755049] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:20.955040] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:20.955193] [INFO ] [CONFIGURE ] UE: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T01:12:20.955236] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Avg: 2.7s/test | Remaining: 207 tests [2025-11-22T01:12:20.955268] [INFO ] [CONFIGURE ] UE: Testing feature 20/29: add_price_rejection [2025-11-22T01:12:20.955298] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_price_rejection'] [2025-11-22T01:12:21.162086] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:21.376318] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:21.590869] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:21.801675] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:22.009709] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:22.216806] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:22.425995] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:22.640070] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:12:22.877462] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:23.106274] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:23.106449] [INFO ] [CONFIGURE ] UE: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T01:12:23.106496] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 2.7s/test | Remaining: 206 tests [2025-11-22T01:12:23.106530] [INFO ] [CONFIGURE ] UE: Testing feature 21/29: add_range_position [2025-11-22T01:12:23.106563] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_range_position'] [2025-11-22T01:12:23.338972] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:12:23.574759] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:23.791583] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:24.007158] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:24.226634] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:24.450173] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:24.671873] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:24.894573] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:12:25.114211] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:25.335244] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:25.335411] [INFO ] [CONFIGURE ] UE: DISCARDED add_range_position (score: 40.00%) [2025-11-22T01:12:25.335454] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Avg: 2.7s/test | Remaining: 205 tests [2025-11-22T01:12:25.335488] [INFO ] [CONFIGURE ] UE: Testing feature 22/29: add_realized_volatility [2025-11-22T01:12:25.335518] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_realized_volatility'] [2025-11-22T01:12:25.646401] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:26.017820] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:12:26.338182] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:26.658272] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:26.976187] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:27.300608] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:27.624348] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:27.954041] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:28.286824] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:28.614115] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:28.614292] [INFO ] [CONFIGURE ] UE: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-22T01:12:28.614336] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 2.7s/test | Remaining: 204 tests [2025-11-22T01:12:28.614371] [INFO ] [CONFIGURE ] UE: Testing feature 23/29: add_recent_range_context [2025-11-22T01:12:28.614402] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_recent_range_context'] [2025-11-22T01:12:28.820074] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:29.067779] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:29.284764] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:29.501801] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:29.721327] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:29.948209] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:30.177357] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:30.402561] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:30.623009] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:30.837166] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:30.837385] [INFO ] [CONFIGURE ] UE: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-22T01:12:30.837433] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Avg: 2.7s/test | Remaining: 203 tests [2025-11-22T01:12:30.837469] [INFO ] [CONFIGURE ] UE: Testing feature 24/29: add_rsi [2025-11-22T01:12:30.837520] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_ema', 'add_rsi'] [2025-11-22T01:12:31.093252] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:31.349624] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:31.595359] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:31.842365] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:32.123180] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:32.371727] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:32.610454] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:32.849657] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:33.079508] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:33.307924] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:33.308089] [INFO ] [CONFIGURE ] UE: DISCARDED add_rsi (score: 30.00%) [2025-11-22T01:12:33.308132] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 2.7s/test | Remaining: 202 tests [2025-11-22T01:12:33.308166] [INFO ] [CONFIGURE ] UE: Testing feature 25/29: add_tick_distribution [2025-11-22T01:12:33.308196] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_tick_distribution'] [2025-11-22T01:12:33.497263] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:33.684941] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:33.873387] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:34.065027] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:34.254401] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:34.444376] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:34.635111] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:34.826354] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:35.025272] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:35.217748] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:35.217913] [INFO ] [CONFIGURE ] UE: DISCARDED add_tick_distribution (score: 30.00%) [2025-11-22T01:12:35.217955] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Avg: 2.7s/test | Remaining: 201 tests [2025-11-22T01:12:35.217988] [INFO ] [CONFIGURE ] UE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:12:35.218019] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_volume_momentum_confirmation'] [2025-11-22T01:12:35.410599] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:35.604401] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:35.799516] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:12:35.997385] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:36.190972] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:36.382890] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:36.580017] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:36.775211] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:36.969416] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:37.162240] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:37.162405] [INFO ] [CONFIGURE ] UE: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-22T01:12:37.162449] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 2.7s/test | Remaining: 200 tests [2025-11-22T01:12:37.162485] [INFO ] [CONFIGURE ] UE: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:12:37.162517] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_volume_price_divergence'] [2025-11-22T01:12:37.355796] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:37.552001] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:37.746523] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:37.963593] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:38.176505] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:38.375546] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:12:38.575860] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:38.775262] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:38.977614] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:39.181232] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:39.181392] [INFO ] [CONFIGURE ] UE: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T01:12:39.181436] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 2.7s/test | Remaining: 199 tests [2025-11-22T01:12:39.181471] [INFO ] [CONFIGURE ] UE: Testing feature 28/29: add_volume_profile [2025-11-22T01:12:39.181503] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_volume_profile'] [2025-11-22T01:12:39.373875] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:12:39.575056] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:39.777106] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:39.977834] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:40.195173] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:40.403131] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:40.601487] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:40.800595] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:41.028978] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:41.233256] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:41.233448] [INFO ] [CONFIGURE ] UE: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T01:12:41.233495] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Avg: 2.7s/test | Remaining: 198 tests [2025-11-22T01:12:41.233532] [INFO ] [CONFIGURE ] UE: Testing feature 29/29: add_vwap [2025-11-22T01:12:41.233572] [INFO ] [CONFIGURE ] UE: Testing with features: ['add_failed_moves', 'add_vwap'] [2025-11-22T01:12:41.438941] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:41.640996] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:12:41.845214] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:42.053388] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:12:42.258083] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:42.465877] [DEBUG] [FORECASTER] UE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:12:42.674589] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:42.881193] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:12:43.087137] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:12:43.288100] [DEBUG] [FORECASTER] UE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:12:43.288247] [INFO ] [CONFIGURE ] UE: DISCARDED add_vwap (score: 40.00%) [2025-11-22T01:12:43.288290] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 2.7s/test | Remaining: 197 tests [2025-11-22T01:12:43.288324] [INFO ] [CONFIGURE ] UE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:12:43.288354] [INFO ] [CONFIGURE ] UE: Best accuracy: 60.00% [2025-11-22T01:12:43.288386] [INFO ] [CONFIGURE ] UE: Best feature set (1 features): ['add_failed_moves'] [2025-11-22T01:12:43.288414] [INFO ] [CONFIGURE ] UE: Improvement over baseline: 10.00% [2025-11-22T01:12:43.288441] [INFO ] [CONFIGURE ] UE: Total time: 1.1 minutes [2025-11-22T01:12:43.288468] [INFO ] [CONFIGURE ] UE: Average time per feature: 2.2 seconds [2025-11-22T01:12:43.288495] [INFO ] [CONFIGURE ] UE: Average speed: 0.45 features/sec [2025-11-22T01:12:43.288874] [INFO ] [LOCAL ] Saved configuration for UE: 1 features, 60.00% accuracy -> ./output/feature-sets/UE.json [2025-11-22T01:12:43.288918] [INFO ] [CONFIGURE ] UE: Configuration saved successfully: 1 features, 60.00% accuracy. [2025-11-22T01:12:43.288954] [INFO ] [sig ] [87/93] Successfully configured UE | 0.01 sym/s | Total: 1.9h | ETA: 7.9m [2025-11-22T01:12:43.288985] [INFO ] [sig ] [88/93] Configuring UFI... [2025-11-22T01:12:43.289013] [INFO ] [CONFIGURE ] UFI: Configurate test run. [2025-11-22T01:12:43.289042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-11-22T01:12:43.299407] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UFI'. [2025-11-22T01:12:43.299726] [INFO ] [CONFIGURE ] UFI: Testing with 29 available features [2025-11-22T01:12:43.299776] [INFO ] [CONFIGURE ] UFI: Establishing baseline with no features... [2025-11-22T01:12:43.468007] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:43.636710] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:12:43.806481] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:12:43.988664] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:44.180443] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:44.337369] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:44.496985] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:12:44.667568] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:12:44.833972] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:12:45.000028] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:12:45.000167] [INFO ] [CONFIGURE ] UFI: Baseline score (no features): 40.00% [2025-11-22T01:12:45.000207] [INFO ] [CONFIGURE ] UFI: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:12:45.000284] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:12:45.200704] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:45.399039] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:12:45.599736] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:45.797177] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:45.997044] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:46.196057] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:46.397524] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:12:46.600969] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:12:46.801481] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:12:47.023288] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:12:47.023434] [INFO ] [CONFIGURE ] UFI: KEPT add_bollinger_bands (score: 80.00%) [2025-11-22T01:12:47.023475] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Avg: 2.7s/test | Remaining: 196 tests [2025-11-22T01:12:47.023509] [INFO ] [CONFIGURE ] UFI: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:12:47.023540] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:12:47.278910] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:12:47.509136] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:12:47.746162] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:47.983206] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:48.218830] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:48.449867] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:48.685453] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:12:48.919306] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:12:49.154053] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:12:49.389621] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:12:49.389802] [INFO ] [CONFIGURE ] UFI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T01:12:49.389847] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 2.7s/test | Remaining: 195 tests [2025-11-22T01:12:49.389880] [INFO ] [CONFIGURE ] UFI: Testing feature 3/29: add_daily_returns [2025-11-22T01:12:49.389910] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:12:49.602242] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:12:49.818760] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:12:50.053668] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:12:50.294459] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:50.507903] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:12:50.722004] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:50.935923] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:12:51.148625] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:12:51.357924] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:12:51.565962] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:12:51.566097] [INFO ] [CONFIGURE ] UFI: DISCARDED add_daily_returns (score: 50.00%) [2025-11-22T01:12:51.566139] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Avg: 2.7s/test | Remaining: 194 tests [2025-11-22T01:12:51.566172] [INFO ] [CONFIGURE ] UFI: Testing feature 4/29: add_ema [2025-11-22T01:12:51.566202] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T01:12:51.812335] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:52.104027] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:12:52.445579] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:12:52.729428] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:52.986764] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:53.254012] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:12:53.503257] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:12:53.753862] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:12:54.006378] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:12:54.259176] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:12:54.259377] [INFO ] [CONFIGURE ] UFI: DISCARDED add_ema (score: 80.00%) [2025-11-22T01:12:54.259422] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 2.7s/test | Remaining: 193 tests [2025-11-22T01:12:54.259458] [INFO ] [CONFIGURE ] UFI: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:12:54.259491] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:12:54.512182] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:54.767600] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:12:55.024614] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:55.276376] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:55.527949] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:55.780041] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:56.040918] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:12:56.322468] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:12:56.585419] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:12:56.840801] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:12:56.840966] [INFO ] [CONFIGURE ] UFI: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-22T01:12:56.841012] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Avg: 2.7s/test | Remaining: 192 tests [2025-11-22T01:12:56.841049] [INFO ] [CONFIGURE ] UFI: Testing feature 6/29: add_failed_moves [2025-11-22T01:12:56.841081] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T01:12:57.051483] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:57.261436] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:12:57.475418] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:57.685538] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:12:57.898939] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:12:58.111565] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:12:58.326419] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:12:58.536294] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:12:58.753997] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:12:58.971246] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:12:58.971425] [INFO ] [CONFIGURE ] UFI: DISCARDED add_failed_moves (score: 80.00%) [2025-11-22T01:12:58.971486] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 2.7s/test | Remaining: 191 tests [2025-11-22T01:12:58.971538] [INFO ] [CONFIGURE ] UFI: Testing feature 7/29: add_lag_shelf [2025-11-22T01:12:58.971585] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T01:12:59.201941] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:12:59.409291] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:12:59.607432] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:12:59.809904] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:00.016514] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:00.878207] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:01.079234] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:01.327842] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:01.527562] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:01.724234] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:01.724376] [INFO ] [CONFIGURE ] UFI: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-22T01:13:01.724418] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Avg: 2.7s/test | Remaining: 190 tests [2025-11-22T01:13:01.724452] [INFO ] [CONFIGURE ] UFI: Testing feature 8/29: add_macd [2025-11-22T01:13:01.724484] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T01:13:02.014889] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:02.332824] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:02.621859] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:02.912868] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:03.201921] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:03.491582] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:03.783902] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:04.084554] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:04.383470] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:04.672156] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:04.672339] [INFO ] [CONFIGURE ] UFI: DISCARDED add_macd (score: 80.00%) [2025-11-22T01:13:04.672405] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 2.7s/test | Remaining: 189 tests [2025-11-22T01:13:04.672441] [INFO ] [CONFIGURE ] UFI: Testing feature 9/29: add_mfi [2025-11-22T01:13:04.672472] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T01:13:04.873168] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:05.075355] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:05.277830] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:05.484868] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:05.686638] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:05.889223] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:06.095049] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:06.300583] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:06.503954] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:06.711904] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:06.712061] [INFO ] [CONFIGURE ] UFI: DISCARDED add_mfi (score: 70.00%) [2025-11-22T01:13:06.712105] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 2.7s/test | Remaining: 188 tests [2025-11-22T01:13:06.712140] [INFO ] [CONFIGURE ] UFI: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:13:06.712172] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:13:07.017930] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:07.335116] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:07.661415] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:13:07.950967] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:08.263864] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:13:08.558109] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:08.863341] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:09.159102] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:09.480332] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:09.791048] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:09.791213] [INFO ] [CONFIGURE ] UFI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-22T01:13:09.791260] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Avg: 2.7s/test | Remaining: 187 tests [2025-11-22T01:13:09.791293] [INFO ] [CONFIGURE ] UFI: Testing feature 11/29: add_obv_daily [2025-11-22T01:13:09.791323] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T01:13:10.007704] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:10.222008] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:10.462817] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:13:10.707306] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:10.981524] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:11.262687] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:13:11.505441] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:11.727445] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:11.955324] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:12.177796] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:12.177958] [INFO ] [CONFIGURE ] UFI: DISCARDED add_obv_daily (score: 80.00%) [2025-11-22T01:13:12.178002] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 2.7s/test | Remaining: 186 tests [2025-11-22T01:13:12.178038] [INFO ] [CONFIGURE ] UFI: Testing feature 12/29: add_obv_interval [2025-11-22T01:13:12.178070] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T01:13:12.389190] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:12.601111] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:13:12.816452] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:13:13.028736] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:13.242895] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:13.459555] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:13.675545] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:13.890393] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:14.104537] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:14.338291] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:14.338453] [INFO ] [CONFIGURE ] UFI: DISCARDED add_obv_interval (score: 80.00%) [2025-11-22T01:13:14.338498] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Avg: 2.7s/test | Remaining: 185 tests [2025-11-22T01:13:14.338535] [INFO ] [CONFIGURE ] UFI: Testing feature 13/29: add_opening_strength [2025-11-22T01:13:14.338568] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:13:14.569717] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:14.810029] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:15.042318] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:15.275933] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:15.513404] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:13:15.749080] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:15.981590] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:16.216064] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:16.451554] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:16.686128] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:16.686280] [INFO ] [CONFIGURE ] UFI: DISCARDED add_opening_strength (score: 70.00%) [2025-11-22T01:13:16.686326] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 2.7s/test | Remaining: 184 tests [2025-11-22T01:13:16.686362] [INFO ] [CONFIGURE ] UFI: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:13:16.686397] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T01:13:16.917773] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:17.151186] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:17.377673] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:17.603189] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:17.830070] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:18.079688] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:18.325517] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:18.566773] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:18.793797] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:13:19.024485] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:13:19.024628] [INFO ] [CONFIGURE ] UFI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-22T01:13:19.024692] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Avg: 2.7s/test | Remaining: 183 tests [2025-11-22T01:13:19.024729] [INFO ] [CONFIGURE ] UFI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:13:19.024760] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T01:13:19.224937] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:19.420835] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:19.621370] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:19.819229] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:20.024432] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:13:20.232807] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:20.426260] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:20.621891] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:20.826689] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:21.037795] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:21.037961] [INFO ] [CONFIGURE ] UFI: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T01:13:21.038005] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 2.7s/test | Remaining: 182 tests [2025-11-22T01:13:21.038039] [INFO ] [CONFIGURE ] UFI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:13:21.038072] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T01:13:21.274408] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:21.503459] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:21.735598] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:21.985914] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:22.222907] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:22.458131] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:13:22.687216] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:13:22.923269] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:13:23.161473] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:23.408899] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:13:23.409061] [INFO ] [CONFIGURE ] UFI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-22T01:13:23.409110] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Avg: 2.7s/test | Remaining: 181 tests [2025-11-22T01:13:23.409161] [INFO ] [CONFIGURE ] UFI: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:13:23.409213] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T01:13:23.629527] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:23.853919] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:24.078213] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:24.308000] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:24.562302] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:24.784291] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:25.007971] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:25.255746] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:25.498155] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:25.738216] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:25.738366] [INFO ] [CONFIGURE ] UFI: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-22T01:13:25.738409] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 2.7s/test | Remaining: 180 tests [2025-11-22T01:13:25.738442] [INFO ] [CONFIGURE ] UFI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:13:25.738473] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-22T01:13:25.945905] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:26.144595] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:26.364857] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:26.589496] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:26.796235] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:26.995702] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:27.194601] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:27.393751] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:27.606567] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:27.809353] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:27.809503] [INFO ] [CONFIGURE ] UFI: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-22T01:13:27.809546] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 2.7s/test | Remaining: 179 tests [2025-11-22T01:13:27.809579] [INFO ] [CONFIGURE ] UFI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:13:27.809610] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-22T01:13:28.007788] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:28.210903] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:28.418794] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:28.619944] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:28.821590] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:29.022892] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:29.226183] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:29.434117] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:29.654605] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:29.856879] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:29.857045] [INFO ] [CONFIGURE ] UFI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-22T01:13:29.857095] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Avg: 2.7s/test | Remaining: 178 tests [2025-11-22T01:13:29.857130] [INFO ] [CONFIGURE ] UFI: Testing feature 20/29: add_price_rejection [2025-11-22T01:13:29.857163] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-22T01:13:30.074501] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:30.283317] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:30.499866] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:30.717408] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:30.935871] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:31.147357] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:31.360275] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:31.577987] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:31.796366] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:32.015242] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:32.015413] [INFO ] [CONFIGURE ] UFI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-22T01:13:32.015457] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 2.7s/test | Remaining: 177 tests [2025-11-22T01:13:32.015492] [INFO ] [CONFIGURE ] UFI: Testing feature 21/29: add_range_position [2025-11-22T01:13:32.015526] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-22T01:13:32.241693] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:32.473775] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:13:32.728181] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:32.980043] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:33.211782] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:33.460482] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:33.704979] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:33.950143] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:34.195508] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:34.446448] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:34.446607] [INFO ] [CONFIGURE ] UFI: KEPT add_range_position (score: 90.00%) [2025-11-22T01:13:34.446693] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Avg: 2.7s/test | Remaining: 176 tests [2025-11-22T01:13:34.446731] [INFO ] [CONFIGURE ] UFI: Testing feature 22/29: add_realized_volatility [2025-11-22T01:13:34.446763] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_realized_volatility'] [2025-11-22T01:13:34.814940] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:35.182270] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:35.569114] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:35.958173] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:13:36.349559] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:13:36.726317] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:37.094860] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:37.464279] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:37.830912] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:38.218584] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:38.218780] [INFO ] [CONFIGURE ] UFI: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T01:13:38.218826] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 2.7s/test | Remaining: 175 tests [2025-11-22T01:13:38.218864] [INFO ] [CONFIGURE ] UFI: Testing feature 23/29: add_recent_range_context [2025-11-22T01:13:38.218903] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_recent_range_context'] [2025-11-22T01:13:38.517518] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:13:38.792164] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:39.063875] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:39.337562] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:39.613108] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:13:39.901222] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:40.178195] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:40.450195] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:40.724605] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:41.001988] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:41.002145] [INFO ] [CONFIGURE ] UFI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-22T01:13:41.002189] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Avg: 2.7s/test | Remaining: 174 tests [2025-11-22T01:13:41.002222] [INFO ] [CONFIGURE ] UFI: Testing feature 24/29: add_rsi [2025-11-22T01:13:41.002254] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-22T01:13:41.306579] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:41.643116] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:41.942470] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:42.240580] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:42.546242] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:42.850438] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:43.157328] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:43.474041] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:43.790269] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:44.097724] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:13:44.097882] [INFO ] [CONFIGURE ] UFI: DISCARDED add_rsi (score: 60.00%) [2025-11-22T01:13:44.097928] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 2.7s/test | Remaining: 173 tests [2025-11-22T01:13:44.097964] [INFO ] [CONFIGURE ] UFI: Testing feature 25/29: add_tick_distribution [2025-11-22T01:13:44.097995] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_tick_distribution'] [2025-11-22T01:13:44.354860] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:44.641848] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:44.896660] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:45.153670] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:45.409208] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:45.673532] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:45.936232] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:46.201303] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:13:46.459907] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:46.736557] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:46.736726] [INFO ] [CONFIGURE ] UFI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T01:13:46.736773] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Avg: 2.7s/test | Remaining: 172 tests [2025-11-22T01:13:46.736810] [INFO ] [CONFIGURE ] UFI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:13:46.736843] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-22T01:13:47.013699] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:47.291079] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:47.603504] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:13:47.886912] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:48.155241] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:48.420207] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:48.674931] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:48.930771] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:13:49.186104] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:49.450435] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:49.450614] [INFO ] [CONFIGURE ] UFI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T01:13:49.450679] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 2.7s/test | Remaining: 171 tests [2025-11-22T01:13:49.450784] [INFO ] [CONFIGURE ] UFI: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:13:49.450820] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_price_divergence'] [2025-11-22T01:13:49.562037] [FATAL] [FORECASTER] Failed to test lookback=11: [01:13:49] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:49.673671] [FATAL] [FORECASTER] Failed to test lookback=10: [01:13:49] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:49.786421] [FATAL] [FORECASTER] Failed to test lookback=9: [01:13:49] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:49.899126] [FATAL] [FORECASTER] Failed to test lookback=8: [01:13:49] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:50.011799] [FATAL] [FORECASTER] Failed to test lookback=7: [01:13:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:50.123290] [FATAL] [FORECASTER] Failed to test lookback=6: [01:13:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:50.235781] [FATAL] [FORECASTER] Failed to test lookback=5: [01:13:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:50.345836] [FATAL] [FORECASTER] Failed to test lookback=4: [01:13:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:50.456041] [FATAL] [FORECASTER] Failed to test lookback=3: [01:13:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:50.566518] [FATAL] [FORECASTER] Failed to test lookback=2: [01:13:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f05d9aa6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f05d9deba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f05d9de96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f05d9dea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f05d9d7b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f05d99b9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f0601df3056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f0601dee74d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f0601df164e] [2025-11-22T01:13:50.566830] [INFO ] [CONFIGURE ] UFI: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-22T01:13:50.566881] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 2.7s/test | Remaining: 170 tests [2025-11-22T01:13:50.566917] [INFO ] [CONFIGURE ] UFI: Testing feature 28/29: add_volume_profile [2025-11-22T01:13:50.566947] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_volume_profile'] [2025-11-22T01:13:50.873934] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:51.146616] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:13:51.414374] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:51.683121] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:13:51.959122] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:52.230803] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:52.500892] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:52.780322] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:13:53.058866] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:13:53.335383] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:53.335559] [INFO ] [CONFIGURE ] UFI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-22T01:13:53.335602] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Avg: 2.7s/test | Remaining: 169 tests [2025-11-22T01:13:53.335636] [INFO ] [CONFIGURE ] UFI: Testing feature 29/29: add_vwap [2025-11-22T01:13:53.335688] [INFO ] [CONFIGURE ] UFI: Testing with features: ['add_bollinger_bands', 'add_range_position', 'add_vwap'] [2025-11-22T01:13:53.658931] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:13:53.946894] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:13:54.228298] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:54.510174] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:13:54.787756] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:13:55.065678] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:55.343506] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:13:55.625408] [DEBUG] [FORECASTER] UFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:13:55.907858] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:13:56.186674] [DEBUG] [FORECASTER] UFI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:13:56.186824] [INFO ] [CONFIGURE ] UFI: DISCARDED add_vwap (score: 60.00%) [2025-11-22T01:13:56.186867] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 2.7s/test | Remaining: 168 tests [2025-11-22T01:13:56.186921] [INFO ] [CONFIGURE ] UFI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:13:56.186953] [INFO ] [CONFIGURE ] UFI: Best accuracy: 90.00% [2025-11-22T01:13:56.186984] [INFO ] [CONFIGURE ] UFI: Best feature set (2 features): ['add_bollinger_bands', 'add_range_position'] [2025-11-22T01:13:56.187011] [INFO ] [CONFIGURE ] UFI: Improvement over baseline: 50.00% [2025-11-22T01:13:56.187054] [INFO ] [CONFIGURE ] UFI: Total time: 1.2 minutes [2025-11-22T01:13:56.187081] [INFO ] [CONFIGURE ] UFI: Average time per feature: 2.5 seconds [2025-11-22T01:13:56.187107] [INFO ] [CONFIGURE ] UFI: Average speed: 0.41 features/sec [2025-11-22T01:13:56.187455] [INFO ] [LOCAL ] Saved configuration for UFI: 2 features, 90.00% accuracy -> ./output/feature-sets/UFI.json [2025-11-22T01:13:56.187497] [INFO ] [CONFIGURE ] UFI: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-22T01:13:56.187531] [INFO ] [sig ] [88/93] Successfully configured UFI | 0.01 sym/s | Total: 1.9h | ETA: 6.6m [2025-11-22T01:13:56.187561] [INFO ] [sig ] [89/93] Configuring VMC... [2025-11-22T01:13:56.187589] [INFO ] [CONFIGURE ] VMC: Configurate test run. [2025-11-22T01:13:56.187617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'. [2025-11-22T01:13:56.199518] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VMC'. [2025-11-22T01:13:56.199827] [INFO ] [CONFIGURE ] VMC: Testing with 29 available features [2025-11-22T01:13:56.199875] [INFO ] [CONFIGURE ] VMC: Establishing baseline with no features... [2025-11-22T01:13:56.383184] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:13:56.566763] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:13:56.801318] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:56.991170] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:13:57.180813] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:13:57.369505] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:13:57.564475] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:13:57.755121] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:13:57.946149] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:13:58.138994] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:13:58.139133] [INFO ] [CONFIGURE ] VMC: Baseline score (no features): 30.00% [2025-11-22T01:13:58.139193] [INFO ] [CONFIGURE ] VMC: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:13:58.139228] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:13:58.365210] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:13:58.597980] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:13:58.838771] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:13:59.094459] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:13:59.416924] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:13:59.761290] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:00.055345] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:01.051097] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:01.425041] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:01.647462] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:01.647615] [INFO ] [CONFIGURE ] VMC: KEPT add_bollinger_bands (score: 40.00%) [2025-11-22T01:14:01.647676] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Avg: 2.7s/test | Remaining: 167 tests [2025-11-22T01:14:01.647712] [INFO ] [CONFIGURE ] VMC: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:14:01.647743] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:14:01.890003] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:02.126314] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:02.365447] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:02.614154] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:02.915436] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:03.174635] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:03.437722] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:03.711352] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:03.969885] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:04.234468] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:04.234682] [INFO ] [CONFIGURE ] VMC: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-22T01:14:04.234749] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 2.7s/test | Remaining: 166 tests [2025-11-22T01:14:04.234864] [INFO ] [CONFIGURE ] VMC: Testing feature 3/29: add_daily_returns [2025-11-22T01:14:04.234915] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:14:04.474548] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:04.704085] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:04.921502] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:05.141942] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:05.378931] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:05.609721] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:05.887080] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:06.114443] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:06.345502] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:06.575704] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:06.575854] [INFO ] [CONFIGURE ] VMC: DISCARDED add_daily_returns (score: 30.00%) [2025-11-22T01:14:06.575897] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Avg: 2.7s/test | Remaining: 165 tests [2025-11-22T01:14:06.575931] [INFO ] [CONFIGURE ] VMC: Testing feature 4/29: add_ema [2025-11-22T01:14:06.575961] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T01:14:06.840336] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:07.108050] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:07.369702] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:07.629491] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:07.896935] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:08.169062] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:08.429286] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:08.689371] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:08.978560] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:09.248231] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:09.248451] [INFO ] [CONFIGURE ] VMC: DISCARDED add_ema (score: 30.00%) [2025-11-22T01:14:09.248496] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 2.7s/test | Remaining: 164 tests [2025-11-22T01:14:09.248533] [INFO ] [CONFIGURE ] VMC: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:14:09.248565] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:14:09.525325] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:14:09.793906] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:14:10.097564] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:10.366562] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:10.631143] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:10.900368] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:11.172299] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:11.444393] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:11.712122] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:12.013871] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:12.014033] [INFO ] [CONFIGURE ] VMC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T01:14:12.014078] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Avg: 2.7s/test | Remaining: 163 tests [2025-11-22T01:14:12.014113] [INFO ] [CONFIGURE ] VMC: Testing feature 6/29: add_failed_moves [2025-11-22T01:14:12.014145] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T01:14:12.240748] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:12.476947] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:12.710675] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:12.937327] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:13.162541] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:13.386020] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:13.612186] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:13.849377] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:14.076636] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:14.312893] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:14.313064] [INFO ] [CONFIGURE ] VMC: DISCARDED add_failed_moves (score: 20.00%) [2025-11-22T01:14:14.313109] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 2.7s/test | Remaining: 162 tests [2025-11-22T01:14:14.313147] [INFO ] [CONFIGURE ] VMC: Testing feature 7/29: add_lag_shelf [2025-11-22T01:14:14.313180] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T01:14:14.535327] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:14.756154] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:14.997473] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:15.211752] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:15.424327] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:15.637789] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:15.850942] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:16.066725] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:16.290383] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:16.497354] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:16.497500] [INFO ] [CONFIGURE ] VMC: DISCARDED add_lag_shelf (score: 30.00%) [2025-11-22T01:14:16.497543] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Avg: 2.7s/test | Remaining: 161 tests [2025-11-22T01:14:16.497578] [INFO ] [CONFIGURE ] VMC: Testing feature 8/29: add_macd [2025-11-22T01:14:16.497611] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T01:14:16.791362] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:14:17.084835] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:17.380070] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:17.675687] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:18.023746] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:18.322415] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:18.619697] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:18.921743] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:19.223805] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:19.529255] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:19.529430] [INFO ] [CONFIGURE ] VMC: DISCARDED add_macd (score: 20.00%) [2025-11-22T01:14:19.529475] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 2.7s/test | Remaining: 160 tests [2025-11-22T01:14:19.529508] [INFO ] [CONFIGURE ] VMC: Testing feature 9/29: add_mfi [2025-11-22T01:14:19.529540] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T01:14:19.755959] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:19.972938] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:14:20.199875] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:20.416491] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:20.645007] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:20.867523] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:21.110247] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:21.327448] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:21.546110] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:21.767974] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:21.768137] [INFO ] [CONFIGURE ] VMC: DISCARDED add_mfi (score: 40.00%) [2025-11-22T01:14:21.768182] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 2.7s/test | Remaining: 159 tests [2025-11-22T01:14:21.768217] [INFO ] [CONFIGURE ] VMC: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:14:21.768249] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:14:22.079366] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:22.387150] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:22.694470] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:23.004890] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:23.313809] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:23.622772] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:23.959984] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:24.269950] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:24.576846] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:24.887899] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:24.888101] [INFO ] [CONFIGURE ] VMC: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-22T01:14:24.888145] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Avg: 2.7s/test | Remaining: 158 tests [2025-11-22T01:14:24.888180] [INFO ] [CONFIGURE ] VMC: Testing feature 11/29: add_obv_daily [2025-11-22T01:14:24.888212] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T01:14:25.108777] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:25.324664] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:25.541778] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:25.759442] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:25.979710] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:26.202423] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:26.432204] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:26.660090] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:26.883944] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:27.134740] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:27.134918] [INFO ] [CONFIGURE ] VMC: DISCARDED add_obv_daily (score: 40.00%) [2025-11-22T01:14:27.134961] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 2.7s/test | Remaining: 157 tests [2025-11-22T01:14:27.134995] [INFO ] [CONFIGURE ] VMC: Testing feature 12/29: add_obv_interval [2025-11-22T01:14:27.135026] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T01:14:27.352898] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:27.570460] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:27.802957] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:28.026275] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:28.252028] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:28.478463] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:28.705349] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:28.933973] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:29.167034] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:29.412731] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:29.412907] [INFO ] [CONFIGURE ] VMC: DISCARDED add_obv_interval (score: 40.00%) [2025-11-22T01:14:29.412957] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Avg: 2.7s/test | Remaining: 156 tests [2025-11-22T01:14:29.412997] [INFO ] [CONFIGURE ] VMC: Testing feature 13/29: add_opening_strength [2025-11-22T01:14:29.413033] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:14:29.670396] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:14:29.939126] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:30.229470] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:30.484426] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:14:30.731448] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:30.990916] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:31.244802] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:31.499414] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:31.761688] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:32.023813] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:32.024007] [INFO ] [CONFIGURE ] VMC: DISCARDED add_opening_strength (score: 30.00%) [2025-11-22T01:14:32.024053] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 2.7s/test | Remaining: 155 tests [2025-11-22T01:14:32.024089] [INFO ] [CONFIGURE ] VMC: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:14:32.024123] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-22T01:14:32.274417] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:32.522622] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:32.774561] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:33.053601] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:33.305382] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:33.562277] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:33.822950] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:34.080314] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:34.339277] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:34.599805] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:34.599960] [INFO ] [CONFIGURE ] VMC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T01:14:34.600002] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Avg: 2.7s/test | Remaining: 154 tests [2025-11-22T01:14:34.600036] [INFO ] [CONFIGURE ] VMC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:14:34.600066] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-22T01:14:34.825110] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:35.048759] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:35.271211] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:35.499887] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:35.726360] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:35.951809] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:36.210520] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:36.446992] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:36.672168] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:36.898477] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:36.898621] [INFO ] [CONFIGURE ] VMC: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-22T01:14:36.898706] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 2.7s/test | Remaining: 153 tests [2025-11-22T01:14:36.898744] [INFO ] [CONFIGURE ] VMC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:14:36.898776] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-22T01:14:37.150245] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:37.402441] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:14:37.657855] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:37.908003] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:38.158996] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:38.414978] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:38.665282] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:38.920495] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:39.188343] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:39.439012] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:39.439180] [INFO ] [CONFIGURE ] VMC: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T01:14:39.439224] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Avg: 2.7s/test | Remaining: 152 tests [2025-11-22T01:14:39.439264] [INFO ] [CONFIGURE ] VMC: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:14:39.439302] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T01:14:39.689026] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:39.932261] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:40.176174] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:40.423556] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:40.683029] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:40.934568] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:41.180537] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:41.430674] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:41.690279] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:41.956353] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:41.956522] [INFO ] [CONFIGURE ] VMC: KEPT add_pbf_return_2d (score: 50.00%) [2025-11-22T01:14:41.956568] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 2.7s/test | Remaining: 151 tests [2025-11-22T01:14:41.956603] [INFO ] [CONFIGURE ] VMC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:14:41.956636] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-22T01:14:42.213016] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:42.451161] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:42.708165] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:42.980258] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:43.237443] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:43.490194] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:43.751994] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:44.019565] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:44.281504] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:44.531905] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:44.532098] [INFO ] [CONFIGURE ] VMC: DISCARDED add_pbf_volatility_5d (score: 20.00%) [2025-11-22T01:14:44.532160] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 2.7s/test | Remaining: 150 tests [2025-11-22T01:14:44.532196] [INFO ] [CONFIGURE ] VMC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:14:44.532229] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-22T01:14:44.783261] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:45.038503] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:45.314660] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:45.570675] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:45.828795] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:46.089965] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:46.437348] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:46.784207] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:47.110807] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:47.363058] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:47.363206] [INFO ] [CONFIGURE ] VMC: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-22T01:14:47.363252] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Avg: 2.7s/test | Remaining: 149 tests [2025-11-22T01:14:47.363289] [INFO ] [CONFIGURE ] VMC: Testing feature 20/29: add_price_rejection [2025-11-22T01:14:47.363325] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-22T01:14:47.608585] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:47.865253] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:48.162875] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:48.461674] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:48.744003] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:49.028355] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:49.304428] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:49.575472] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:49.820875] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:50.090966] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:50.091132] [INFO ] [CONFIGURE ] VMC: DISCARDED add_price_rejection (score: 40.00%) [2025-11-22T01:14:50.091180] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 2.7s/test | Remaining: 148 tests [2025-11-22T01:14:50.091261] [INFO ] [CONFIGURE ] VMC: Testing feature 21/29: add_range_position [2025-11-22T01:14:50.091297] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_range_position'] [2025-11-22T01:14:50.395267] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:50.682708] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:50.969360] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:51.295839] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:51.590996] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:51.906788] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:52.197370] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:52.490205] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:52.802904] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:53.097149] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:53.097302] [INFO ] [CONFIGURE ] VMC: DISCARDED add_range_position (score: 40.00%) [2025-11-22T01:14:53.097345] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Avg: 2.7s/test | Remaining: 147 tests [2025-11-22T01:14:53.097379] [INFO ] [CONFIGURE ] VMC: Testing feature 22/29: add_realized_volatility [2025-11-22T01:14:53.097411] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-22T01:14:53.490788] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:53.886185] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:54.296148] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:54.680409] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:55.094051] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:55.471769] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:55.859116] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:14:56.233453] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:14:56.605453] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:56.975389] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:14:56.975547] [INFO ] [CONFIGURE ] VMC: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-22T01:14:56.975591] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 2.7s/test | Remaining: 146 tests [2025-11-22T01:14:56.975624] [INFO ] [CONFIGURE ] VMC: Testing feature 23/29: add_recent_range_context [2025-11-22T01:14:56.975675] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-22T01:14:57.256137] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:14:57.542961] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:14:57.804192] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:14:58.060269] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:14:58.315225] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:14:58.567240] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:14:58.819604] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:14:59.075168] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:14:59.328316] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:14:59.583235] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:14:59.583385] [INFO ] [CONFIGURE ] VMC: DISCARDED add_recent_range_context (score: 30.00%) [2025-11-22T01:14:59.583429] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Avg: 2.7s/test | Remaining: 145 tests [2025-11-22T01:14:59.583462] [INFO ] [CONFIGURE ] VMC: Testing feature 24/29: add_rsi [2025-11-22T01:14:59.583492] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-22T01:14:59.894711] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:15:00.245941] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:01.527297] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:01.851875] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:15:02.193269] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:02.533326] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:02.852883] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:15:03.168359] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:03.510664] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:03.826777] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:03.826942] [INFO ] [CONFIGURE ] VMC: DISCARDED add_rsi (score: 50.00%) [2025-11-22T01:15:03.826986] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 2.7s/test | Remaining: 144 tests [2025-11-22T01:15:03.827044] [INFO ] [CONFIGURE ] VMC: Testing feature 25/29: add_tick_distribution [2025-11-22T01:15:03.827080] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-22T01:15:04.079245] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:15:04.342979] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:04.609256] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:04.866138] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:15:05.137482] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:05.411027] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:05.674865] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:15:05.938883] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:06.204116] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:06.480120] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:06.480282] [INFO ] [CONFIGURE ] VMC: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-22T01:15:06.480326] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Avg: 2.7s/test | Remaining: 143 tests [2025-11-22T01:15:06.480361] [INFO ] [CONFIGURE ] VMC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:15:06.480394] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-22T01:15:06.746234] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:15:06.993687] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:07.274090] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:07.560207] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:15:07.832766] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:08.086608] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:08.339255] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:15:08.578919] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:15:08.840326] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:09.099839] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:09.099987] [INFO ] [CONFIGURE ] VMC: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-22T01:15:09.100030] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 2.7s/test | Remaining: 142 tests [2025-11-22T01:15:09.100064] [INFO ] [CONFIGURE ] VMC: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:15:09.100097] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-22T01:15:09.411734] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:09.693432] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:09.989102] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:10.258872] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:10.529500] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:10.801975] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:11.087555] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:15:11.365835] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:11.630933] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:11.908599] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:11.908793] [INFO ] [CONFIGURE ] VMC: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-22T01:15:11.908840] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 2.7s/test | Remaining: 141 tests [2025-11-22T01:15:11.908877] [INFO ] [CONFIGURE ] VMC: Testing feature 28/29: add_volume_profile [2025-11-22T01:15:11.908912] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-22T01:15:12.186790] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:15:12.470804] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:12.765576] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:13.065405] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:15:13.358095] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:13.655912] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:13.927406] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:15:14.210588] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:14.492063] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:14.772492] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:14.772751] [INFO ] [CONFIGURE ] VMC: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T01:15:14.772799] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Avg: 2.7s/test | Remaining: 140 tests [2025-11-22T01:15:14.772838] [INFO ] [CONFIGURE ] VMC: Testing feature 29/29: add_vwap [2025-11-22T01:15:14.772873] [INFO ] [CONFIGURE ] VMC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d', 'add_vwap'] [2025-11-22T01:15:15.062345] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:15:15.362163] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:15.671012] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:15.973112] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:15:16.267296] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:16.562494] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:16.857508] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:15:17.152833] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:17.458036] [DEBUG] [FORECASTER] VMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:17.759147] [DEBUG] [FORECASTER] VMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:17.759383] [INFO ] [CONFIGURE ] VMC: DISCARDED add_vwap (score: 50.00%) [2025-11-22T01:15:17.759430] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 2.7s/test | Remaining: 139 tests [2025-11-22T01:15:17.759469] [INFO ] [CONFIGURE ] VMC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:15:17.759500] [INFO ] [CONFIGURE ] VMC: Best accuracy: 50.00% [2025-11-22T01:15:17.759535] [INFO ] [CONFIGURE ] VMC: Best feature set (2 features): ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-22T01:15:17.759564] [INFO ] [CONFIGURE ] VMC: Improvement over baseline: 20.00% [2025-11-22T01:15:17.759590] [INFO ] [CONFIGURE ] VMC: Total time: 1.3 minutes [2025-11-22T01:15:17.759619] [INFO ] [CONFIGURE ] VMC: Average time per feature: 2.7 seconds [2025-11-22T01:15:17.759667] [INFO ] [CONFIGURE ] VMC: Average speed: 0.36 features/sec [2025-11-22T01:15:17.760128] [INFO ] [LOCAL ] Saved configuration for VMC: 2 features, 50.00% accuracy -> ./output/feature-sets/VMC.json [2025-11-22T01:15:17.760178] [INFO ] [CONFIGURE ] VMC: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-11-22T01:15:17.760304] [INFO ] [sig ] [89/93] Successfully configured VMC | 0.01 sym/s | Total: 2.0h | ETA: 5.3m [2025-11-22T01:15:17.760354] [INFO ] [sig ] [90/93] Configuring WFC... [2025-11-22T01:15:17.760389] [INFO ] [CONFIGURE ] WFC: Configurate test run. [2025-11-22T01:15:17.760421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-11-22T01:15:17.776093] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WFC'. [2025-11-22T01:15:17.776755] [INFO ] [CONFIGURE ] WFC: Testing with 29 available features [2025-11-22T01:15:17.776812] [INFO ] [CONFIGURE ] WFC: Establishing baseline with no features... [2025-11-22T01:15:17.977765] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:18.159596] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:18.362608] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:18.560422] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:15:18.754603] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:18.946747] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:15:19.144405] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:19.336196] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:15:19.529855] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:19.730557] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:19.730776] [INFO ] [CONFIGURE ] WFC: Baseline score (no features): 50.00% [2025-11-22T01:15:19.730822] [INFO ] [CONFIGURE ] WFC: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:15:19.730856] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:15:19.967666] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:20.221473] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:20.473615] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:20.720595] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:20.955369] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:21.193559] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:21.459861] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:21.721074] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:21.920452] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:22.122235] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:22.122387] [INFO ] [CONFIGURE ] WFC: KEPT add_bollinger_bands (score: 60.00%) [2025-11-22T01:15:22.122430] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Avg: 2.7s/test | Remaining: 138 tests [2025-11-22T01:15:22.122463] [INFO ] [CONFIGURE ] WFC: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:15:22.122493] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:15:22.358120] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:15:22.599815] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:22.837216] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:23.068789] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:23.301997] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:23.536698] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:23.772409] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:24.012624] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:24.251792] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:24.515447] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:24.515595] [INFO ] [CONFIGURE ] WFC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T01:15:24.515637] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 2.7s/test | Remaining: 137 tests [2025-11-22T01:15:24.515703] [INFO ] [CONFIGURE ] WFC: Testing feature 3/29: add_daily_returns [2025-11-22T01:15:24.515735] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:15:24.756246] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:24.982683] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:25.209295] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:25.436569] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:25.659581] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:25.885760] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:26.124427] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:26.377105] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:26.634836] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:26.874446] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:26.874596] [INFO ] [CONFIGURE ] WFC: KEPT add_daily_returns (score: 70.00%) [2025-11-22T01:15:26.874656] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Avg: 2.7s/test | Remaining: 136 tests [2025-11-22T01:15:26.874694] [INFO ] [CONFIGURE ] WFC: Testing feature 4/29: add_ema [2025-11-22T01:15:26.874726] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-22T01:15:27.162622] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:27.474978] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:27.795588] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:28.075983] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:28.363892] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:28.641361] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:28.919081] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:15:29.189274] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:29.456234] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:29.725835] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:29.726019] [INFO ] [CONFIGURE ] WFC: DISCARDED add_ema (score: 40.00%) [2025-11-22T01:15:29.726065] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 2.7s/test | Remaining: 135 tests [2025-11-22T01:15:29.726102] [INFO ] [CONFIGURE ] WFC: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:15:29.726135] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:15:29.997614] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:30.276826] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:30.568459] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:30.872307] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:31.149146] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:31.432062] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:31.717366] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:15:31.997736] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:15:32.277831] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:32.546799] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:32.546983] [INFO ] [CONFIGURE ] WFC: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-22T01:15:32.547046] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Avg: 2.7s/test | Remaining: 134 tests [2025-11-22T01:15:32.547080] [INFO ] [CONFIGURE ] WFC: Testing feature 6/29: add_failed_moves [2025-11-22T01:15:32.547112] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-22T01:15:32.797731] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:33.043400] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:33.298614] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:33.576304] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:33.847993] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:34.101409] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:34.345458] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:34.572308] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:34.799003] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:35.029397] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:35.029541] [INFO ] [CONFIGURE ] WFC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T01:15:35.029583] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 2.7s/test | Remaining: 133 tests [2025-11-22T01:15:35.029615] [INFO ] [CONFIGURE ] WFC: Testing feature 7/29: add_lag_shelf [2025-11-22T01:15:35.029664] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-22T01:15:35.250869] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:35.472301] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:35.701672] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:35.923468] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:36.142954] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:36.363153] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:15:36.603869] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:36.851912] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:37.073058] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:37.292238] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:37.292388] [INFO ] [CONFIGURE ] WFC: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-22T01:15:37.292440] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 2.7s/test | Remaining: 132 tests [2025-11-22T01:15:37.292484] [INFO ] [CONFIGURE ] WFC: Testing feature 8/29: add_macd [2025-11-22T01:15:37.292518] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-22T01:15:37.604518] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:37.917295] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:38.233554] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:38.566941] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:38.933497] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:39.393251] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:39.751433] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:15:40.139676] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:15:40.504163] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:40.841976] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:40.842168] [INFO ] [CONFIGURE ] WFC: DISCARDED add_macd (score: 30.00%) [2025-11-22T01:15:40.842213] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Avg: 2.7s/test | Remaining: 131 tests [2025-11-22T01:15:40.842251] [INFO ] [CONFIGURE ] WFC: Testing feature 9/29: add_mfi [2025-11-22T01:15:40.842285] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi'] [2025-11-22T01:15:41.085284] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:41.353584] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:41.593476] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:41.831750] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:42.078356] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:42.315709] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:42.561204] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:42.808292] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:43.062072] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:43.302625] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:43.302815] [INFO ] [CONFIGURE ] WFC: DISCARDED add_mfi (score: 70.00%) [2025-11-22T01:15:43.302861] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 2.7s/test | Remaining: 130 tests [2025-11-22T01:15:43.302898] [INFO ] [CONFIGURE ] WFC: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:15:43.302930] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:15:43.638608] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:43.963835] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:44.291922] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:44.613458] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:44.948744] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:45.262486] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:15:45.577701] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:45.920443] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:46.236148] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:46.591110] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:46.591324] [INFO ] [CONFIGURE ] WFC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T01:15:46.591370] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Avg: 2.7s/test | Remaining: 129 tests [2025-11-22T01:15:46.591404] [INFO ] [CONFIGURE ] WFC: Testing feature 11/29: add_obv_daily [2025-11-22T01:15:46.591437] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily'] [2025-11-22T01:15:46.827161] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:47.062921] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:47.302794] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:47.538044] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:47.776889] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:48.015917] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:48.250732] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:48.486600] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:48.748062] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:49.009386] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:49.009539] [INFO ] [CONFIGURE ] WFC: DISCARDED add_obv_daily (score: 50.00%) [2025-11-22T01:15:49.009584] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 2.7s/test | Remaining: 128 tests [2025-11-22T01:15:49.009618] [INFO ] [CONFIGURE ] WFC: Testing feature 12/29: add_obv_interval [2025-11-22T01:15:49.009676] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval'] [2025-11-22T01:15:49.243274] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:49.464084] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:49.687271] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:49.911754] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:50.131432] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:50.357833] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:50.578497] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:15:50.819200] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:51.054775] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:51.287001] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:51.287186] [INFO ] [CONFIGURE ] WFC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T01:15:51.287232] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Avg: 2.7s/test | Remaining: 127 tests [2025-11-22T01:15:51.287267] [INFO ] [CONFIGURE ] WFC: Testing feature 13/29: add_opening_strength [2025-11-22T01:15:51.287299] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:15:51.528807] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:51.815134] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:52.058054] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:15:52.318380] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:52.558206] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:15:52.812372] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:53.061897] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:15:53.298008] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:53.538666] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:53.775506] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:15:53.775667] [INFO ] [CONFIGURE ] WFC: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T01:15:53.775713] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 2.7s/test | Remaining: 126 tests [2025-11-22T01:15:53.775748] [INFO ] [CONFIGURE ] WFC: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:15:53.775779] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-22T01:15:54.031787] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:54.287386] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:15:54.544890] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:54.834154] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:55.121977] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:55.385531] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:55.664420] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:15:55.944915] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:15:56.227703] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:15:56.510493] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:56.510673] [INFO ] [CONFIGURE ] WFC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T01:15:56.510722] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Avg: 2.7s/test | Remaining: 125 tests [2025-11-22T01:15:56.510761] [INFO ] [CONFIGURE ] WFC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:15:56.510808] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-22T01:15:56.759684] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:56.998662] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:57.242878] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:15:57.491639] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:15:57.761627] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:15:58.025967] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:15:58.273257] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:15:58.516300] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:15:58.757744] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:15:59.005342] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:15:59.005501] [INFO ] [CONFIGURE ] WFC: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-22T01:15:59.005544] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 2.7s/test | Remaining: 124 tests [2025-11-22T01:15:59.005658] [INFO ] [CONFIGURE ] WFC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:15:59.005698] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-22T01:15:59.277863] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:15:59.545539] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:15:59.804677] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:00.063839] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:00.331426] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:16:01.412189] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:16:01.931910] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:02.197857] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:02.473518] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:02.752786] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:16:02.752946] [INFO ] [CONFIGURE ] WFC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T01:16:02.752993] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 2.7s/test | Remaining: 123 tests [2025-11-22T01:16:02.753029] [INFO ] [CONFIGURE ] WFC: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:16:02.753062] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-22T01:16:03.035687] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:03.309890] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:03.583550] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:03.882883] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:04.184990] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:16:04.447875] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:16:04.714779] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:04.991693] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:05.263199] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:05.536750] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:05.536908] [INFO ] [CONFIGURE ] WFC: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-22T01:16:05.536959] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Avg: 2.7s/test | Remaining: 122 tests [2025-11-22T01:16:05.536994] [INFO ] [CONFIGURE ] WFC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:16:05.537052] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-22T01:16:05.780110] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:06.012520] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:06.256841] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:06.493850] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:06.725955] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:16:06.956861] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:16:07.221499] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:07.465182] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:07.711410] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:07.952963] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:07.953139] [INFO ] [CONFIGURE ] WFC: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T01:16:07.953191] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 2.7s/test | Remaining: 121 tests [2025-11-22T01:16:07.953272] [INFO ] [CONFIGURE ] WFC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:16:07.953310] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-22T01:16:08.189587] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:08.431291] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:08.666822] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:08.898374] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:09.135267] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:16:09.371325] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:09.603363] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:09.858055] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:10.146184] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:10.401772] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:10.401957] [INFO ] [CONFIGURE ] WFC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T01:16:10.402003] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Avg: 2.7s/test | Remaining: 120 tests [2025-11-22T01:16:10.402039] [INFO ] [CONFIGURE ] WFC: Testing feature 20/29: add_price_rejection [2025-11-22T01:16:10.402072] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection'] [2025-11-22T01:16:10.666149] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:10.917943] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:11.165229] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:11.414381] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:11.657674] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:11.902818] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:12.151381] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:12.398626] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:12.659591] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:12.929722] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:12.929909] [INFO ] [CONFIGURE ] WFC: DISCARDED add_price_rejection (score: 30.00%) [2025-11-22T01:16:12.929952] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 2.7s/test | Remaining: 119 tests [2025-11-22T01:16:12.929987] [INFO ] [CONFIGURE ] WFC: Testing feature 21/29: add_range_position [2025-11-22T01:16:12.930018] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position'] [2025-11-22T01:16:13.208892] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:13.463601] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:13.735946] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:14.003615] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:14.268735] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:14.538102] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:14.804971] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:15.071036] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:15.333719] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:15.591177] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:15.591331] [INFO ] [CONFIGURE ] WFC: DISCARDED add_range_position (score: 40.00%) [2025-11-22T01:16:15.591373] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Avg: 2.7s/test | Remaining: 118 tests [2025-11-22T01:16:15.591409] [INFO ] [CONFIGURE ] WFC: Testing feature 22/29: add_realized_volatility [2025-11-22T01:16:15.591440] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility'] [2025-11-22T01:16:15.953538] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:16.309921] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:16.640745] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:16.964426] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:17.293906] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:17.622312] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:17.946186] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:18.294627] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:18.635340] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:18.996462] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:18.996664] [INFO ] [CONFIGURE ] WFC: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-22T01:16:18.996715] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 2.7s/test | Remaining: 117 tests [2025-11-22T01:16:18.996753] [INFO ] [CONFIGURE ] WFC: Testing feature 23/29: add_recent_range_context [2025-11-22T01:16:18.996788] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context'] [2025-11-22T01:16:19.255592] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:19.485546] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:19.727793] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:19.969288] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:20.202119] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:16:20.443053] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:20.685530] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:20.935835] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:21.174844] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:21.420126] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:21.420278] [INFO ] [CONFIGURE ] WFC: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T01:16:21.420321] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Avg: 2.7s/test | Remaining: 116 tests [2025-11-22T01:16:21.420353] [INFO ] [CONFIGURE ] WFC: Testing feature 24/29: add_rsi [2025-11-22T01:16:21.420386] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-22T01:16:21.709636] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:16:22.013507] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:22.326592] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:22.618340] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:22.907308] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:23.198221] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:23.487119] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:23.774607] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:24.066275] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:24.358692] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:16:24.358848] [INFO ] [CONFIGURE ] WFC: DISCARDED add_rsi (score: 60.00%) [2025-11-22T01:16:24.358894] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 2.7s/test | Remaining: 115 tests [2025-11-22T01:16:24.358931] [INFO ] [CONFIGURE ] WFC: Testing feature 25/29: add_tick_distribution [2025-11-22T01:16:24.358964] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution'] [2025-11-22T01:16:24.600411] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:24.850904] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:25.082762] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:25.345260] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:25.583466] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:16:25.905558] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:16:26.235639] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:26.535456] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:26.784602] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:27.017557] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:27.017728] [INFO ] [CONFIGURE ] WFC: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-22T01:16:27.017771] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Avg: 2.7s/test | Remaining: 114 tests [2025-11-22T01:16:27.017805] [INFO ] [CONFIGURE ] WFC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:16:27.017837] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-22T01:16:27.257673] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:27.498215] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:27.741171] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:28.024952] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:28.278715] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:16:28.517634] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:28.758522] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:29.011419] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:29.250841] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:29.483988] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:16:29.484129] [INFO ] [CONFIGURE ] WFC: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-22T01:16:29.484170] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 2.7s/test | Remaining: 113 tests [2025-11-22T01:16:29.484203] [INFO ] [CONFIGURE ] WFC: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:16:29.484236] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence'] [2025-11-22T01:16:29.727412] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:29.980435] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:30.243294] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:30.505033] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:30.757477] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:31.031670] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:31.280926] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:31.529073] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:31.782558] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:32.038322] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:16:32.038494] [INFO ] [CONFIGURE ] WFC: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-22T01:16:32.038538] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 2.7s/test | Remaining: 112 tests [2025-11-22T01:16:32.038572] [INFO ] [CONFIGURE ] WFC: Testing feature 28/29: add_volume_profile [2025-11-22T01:16:32.038604] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile'] [2025-11-22T01:16:32.275193] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:32.512072] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:32.748276] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:32.984990] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:33.222512] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:16:33.471232] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:16:33.708769] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:16:33.947967] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:16:34.215626] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:34.490560] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:16:34.490741] [INFO ] [CONFIGURE ] WFC: DISCARDED add_volume_profile (score: 70.00%) [2025-11-22T01:16:34.490786] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Avg: 2.7s/test | Remaining: 111 tests [2025-11-22T01:16:34.490823] [INFO ] [CONFIGURE ] WFC: Testing feature 29/29: add_vwap [2025-11-22T01:16:34.490854] [INFO ] [CONFIGURE ] WFC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap'] [2025-11-22T01:16:34.737858] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:16:34.983566] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:35.243104] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:16:35.489155] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:16:35.731506] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:35.974040] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:36.220078] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:36.466682] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:16:36.713276] [DEBUG] [FORECASTER] WFC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:16:36.959213] [DEBUG] [FORECASTER] WFC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:16:36.959357] [INFO ] [CONFIGURE ] WFC: DISCARDED add_vwap (score: 20.00%) [2025-11-22T01:16:36.959400] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 2.7s/test | Remaining: 110 tests [2025-11-22T01:16:36.959436] [INFO ] [CONFIGURE ] WFC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:16:36.959465] [INFO ] [CONFIGURE ] WFC: Best accuracy: 70.00% [2025-11-22T01:16:36.959496] [INFO ] [CONFIGURE ] WFC: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:16:36.959525] [INFO ] [CONFIGURE ] WFC: Improvement over baseline: 20.00% [2025-11-22T01:16:36.959551] [INFO ] [CONFIGURE ] WFC: Total time: 1.3 minutes [2025-11-22T01:16:36.959578] [INFO ] [CONFIGURE ] WFC: Average time per feature: 2.7 seconds [2025-11-22T01:16:36.959605] [INFO ] [CONFIGURE ] WFC: Average speed: 0.38 features/sec [2025-11-22T01:16:36.960202] [INFO ] [LOCAL ] Saved configuration for WFC: 2 features, 70.00% accuracy -> ./output/feature-sets/WFC.json [2025-11-22T01:16:36.960246] [INFO ] [CONFIGURE ] WFC: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-22T01:16:36.960282] [INFO ] [sig ] [90/93] Successfully configured WFC | 0.01 sym/s | Total: 2.0h | ETA: 3.9m [2025-11-22T01:16:36.960312] [INFO ] [sig ] [91/93] Configuring WLY... [2025-11-22T01:16:36.960340] [INFO ] [CONFIGURE ] WLY: Configurate test run. [2025-11-22T01:16:36.960369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'. [2025-11-22T01:16:36.972376] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WLY'. [2025-11-22T01:16:36.972695] [INFO ] [CONFIGURE ] WLY: Testing with 29 available features [2025-11-22T01:16:36.972745] [INFO ] [CONFIGURE ] WLY: Establishing baseline with no features... [2025-11-22T01:16:37.145330] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:37.315082] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:37.488059] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:37.663353] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:37.833337] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:38.004678] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:38.177687] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:38.353980] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:38.534320] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:16:38.715056] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:38.715203] [INFO ] [CONFIGURE ] WLY: Baseline score (no features): 30.00% [2025-11-22T01:16:38.715245] [INFO ] [CONFIGURE ] WLY: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:16:38.715279] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:16:38.923696] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:39.126080] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:39.325205] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:39.524318] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:39.727853] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:39.934109] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:40.199798] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:40.431758] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:40.642509] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:16:40.851924] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:40.852075] [INFO ] [CONFIGURE ] WLY: KEPT add_bollinger_bands (score: 40.00%) [2025-11-22T01:16:40.852118] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Avg: 2.7s/test | Remaining: 109 tests [2025-11-22T01:16:40.852152] [INFO ] [CONFIGURE ] WLY: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:16:40.852184] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:16:41.088743] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:41.327628] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:41.562156] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:41.801539] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:42.042328] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:42.287095] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:42.526972] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:42.764999] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:43.005634] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:16:43.246151] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:43.246297] [INFO ] [CONFIGURE ] WLY: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T01:16:43.246339] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 2.7s/test | Remaining: 108 tests [2025-11-22T01:16:43.246373] [INFO ] [CONFIGURE ] WLY: Testing feature 3/29: add_daily_returns [2025-11-22T01:16:43.246404] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:16:43.496351] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:16:43.715327] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:43.950323] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:44.172765] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:44.393224] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:44.613876] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:44.836677] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:45.059540] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:45.276717] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:16:45.521728] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:45.521870] [INFO ] [CONFIGURE ] WLY: DISCARDED add_daily_returns (score: 40.00%) [2025-11-22T01:16:45.521912] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Avg: 2.7s/test | Remaining: 107 tests [2025-11-22T01:16:45.521945] [INFO ] [CONFIGURE ] WLY: Testing feature 4/29: add_ema [2025-11-22T01:16:45.521976] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T01:16:45.775792] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:46.023748] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:46.273618] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:46.552034] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:46.801437] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:47.050479] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:47.302154] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:47.553726] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:47.816373] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:48.068963] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:48.069138] [INFO ] [CONFIGURE ] WLY: DISCARDED add_ema (score: 30.00%) [2025-11-22T01:16:48.069180] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 2.7s/test | Remaining: 106 tests [2025-11-22T01:16:48.069216] [INFO ] [CONFIGURE ] WLY: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:16:48.069249] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:16:48.324684] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:48.575838] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:48.833450] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:49.103168] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:49.369797] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:49.650331] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:49.952473] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:50.208431] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:50.467383] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:16:50.730308] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:50.730508] [INFO ] [CONFIGURE ] WLY: DISCARDED add_exhaustion_signals (score: 30.00%) [2025-11-22T01:16:50.730561] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Avg: 2.7s/test | Remaining: 105 tests [2025-11-22T01:16:50.730598] [INFO ] [CONFIGURE ] WLY: Testing feature 6/29: add_failed_moves [2025-11-22T01:16:50.730630] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T01:16:50.950086] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:51.189528] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:51.405976] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:51.617246] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:51.834840] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:52.052303] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:52.269349] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:52.482706] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:52.696378] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:16:52.909326] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:52.909464] [INFO ] [CONFIGURE ] WLY: DISCARDED add_failed_moves (score: 40.00%) [2025-11-22T01:16:52.909511] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 2.7s/test | Remaining: 104 tests [2025-11-22T01:16:52.909544] [INFO ] [CONFIGURE ] WLY: Testing feature 7/29: add_lag_shelf [2025-11-22T01:16:52.909575] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T01:16:53.110149] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:53.310687] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:53.516053] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:53.716973] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:53.918462] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:54.121231] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:54.322882] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:54.525910] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:54.727851] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:16:54.932619] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:54.932783] [INFO ] [CONFIGURE ] WLY: DISCARDED add_lag_shelf (score: 20.00%) [2025-11-22T01:16:54.932826] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 2.7s/test | Remaining: 103 tests [2025-11-22T01:16:54.932859] [INFO ] [CONFIGURE ] WLY: Testing feature 8/29: add_macd [2025-11-22T01:16:54.932891] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T01:16:55.247936] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:55.538140] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:16:55.826728] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:56.118127] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:56.418231] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:56.710779] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:57.006085] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:57.301737] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:57.592117] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:16:57.890782] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:16:57.890959] [INFO ] [CONFIGURE ] WLY: DISCARDED add_macd (score: 40.00%) [2025-11-22T01:16:57.891005] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Avg: 2.7s/test | Remaining: 102 tests [2025-11-22T01:16:57.891041] [INFO ] [CONFIGURE ] WLY: Testing feature 9/29: add_mfi [2025-11-22T01:16:57.891074] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-22T01:16:58.100159] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:16:58.308394] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:16:58.519959] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:16:58.730826] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:16:58.939541] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:16:59.150143] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:16:59.364922] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:16:59.573397] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:16:59.789135] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:00.002273] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:00.002463] [INFO ] [CONFIGURE ] WLY: DISCARDED add_mfi (score: 30.00%) [2025-11-22T01:17:00.002508] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 2.7s/test | Remaining: 101 tests [2025-11-22T01:17:00.002544] [INFO ] [CONFIGURE ] WLY: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:17:00.002575] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:17:00.312105] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:17:00.640207] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:01.773590] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:02.285851] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:02.592069] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:02.899916] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:03.208181] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:03.517808] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:03.826845] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:17:04.136695] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-22T01:17:04.136867] [INFO ] [CONFIGURE ] WLY: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-22T01:17:04.136959] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Avg: 2.7s/test | Remaining: 100 tests [2025-11-22T01:17:04.136997] [INFO ] [CONFIGURE ] WLY: Testing feature 11/29: add_obv_daily [2025-11-22T01:17:04.137040] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-22T01:17:04.391711] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:04.618359] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:04.848430] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:17:05.078328] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:05.310761] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:05.543274] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:05.782058] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:06.030427] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:06.268539] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:06.506825] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:06.506976] [INFO ] [CONFIGURE ] WLY: DISCARDED add_obv_daily (score: 30.00%) [2025-11-22T01:17:06.507046] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 2.7s/test | Remaining: 99 tests [2025-11-22T01:17:06.507088] [INFO ] [CONFIGURE ] WLY: Testing feature 12/29: add_obv_interval [2025-11-22T01:17:06.507119] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T01:17:06.735075] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:06.965475] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:07.195218] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:07.430326] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:07.686172] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:07.914668] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:08.145254] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:08.373043] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:08.602415] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:08.826873] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:08.827015] [INFO ] [CONFIGURE ] WLY: KEPT add_obv_interval (score: 50.00%) [2025-11-22T01:17:08.827087] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Avg: 2.7s/test | Remaining: 98 tests [2025-11-22T01:17:08.827121] [INFO ] [CONFIGURE ] WLY: Testing feature 13/29: add_opening_strength [2025-11-22T01:17:08.827151] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:17:09.091893] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:09.355914] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:09.621138] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:09.881931] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:10.152124] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:10.444862] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:10.740565] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:11.011180] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:11.282554] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:11.559954] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:11.560137] [INFO ] [CONFIGURE ] WLY: DISCARDED add_opening_strength (score: 40.00%) [2025-11-22T01:17:11.560183] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 2.7s/test | Remaining: 97 tests [2025-11-22T01:17:11.560220] [INFO ] [CONFIGURE ] WLY: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:17:11.560252] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-22T01:17:11.820465] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:12.077701] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:12.331763] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:12.594060] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:12.858832] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:13.139735] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:13.448485] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:13.768625] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:14.036747] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:14.311034] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:14.311198] [INFO ] [CONFIGURE ] WLY: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-22T01:17:14.311244] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Avg: 2.7s/test | Remaining: 96 tests [2025-11-22T01:17:14.311281] [INFO ] [CONFIGURE ] WLY: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:17:14.311313] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-22T01:17:14.557148] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:14.791141] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:15.021385] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:15.263834] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:15.503826] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:15.736064] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:15.958181] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:16.178965] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:16.423097] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:17:16.657463] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:16.657673] [INFO ] [CONFIGURE ] WLY: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-22T01:17:16.657720] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 2.7s/test | Remaining: 95 tests [2025-11-22T01:17:16.657754] [INFO ] [CONFIGURE ] WLY: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:17:16.657829] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-22T01:17:16.917005] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:17.167984] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:17.437700] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:17.701345] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:17.961323] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:18.222918] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:18.485391] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:18.736851] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:18.996052] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:19.258982] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:19.259239] [INFO ] [CONFIGURE ] WLY: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-22T01:17:19.259286] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 2.7s/test | Remaining: 94 tests [2025-11-22T01:17:19.259322] [INFO ] [CONFIGURE ] WLY: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:17:19.259431] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-22T01:17:19.539257] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:19.823690] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:20.081112] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:20.356196] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:20.606745] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:20.874260] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:21.141632] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:21.419403] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:21.699700] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:21.978924] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:21.979074] [INFO ] [CONFIGURE ] WLY: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T01:17:21.979119] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Avg: 2.7s/test | Remaining: 93 tests [2025-11-22T01:17:21.979156] [INFO ] [CONFIGURE ] WLY: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:17:21.979188] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-22T01:17:22.228876] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:22.507909] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:22.768131] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:23.021190] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:23.269949] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:23.526824] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:23.790062] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:24.051991] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:24.310108] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:24.562895] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:24.563055] [INFO ] [CONFIGURE ] WLY: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T01:17:24.563098] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 2.7s/test | Remaining: 92 tests [2025-11-22T01:17:24.563131] [INFO ] [CONFIGURE ] WLY: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:17:24.563163] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-22T01:17:24.806055] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:25.056372] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:25.300860] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:25.573635] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:25.824556] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:26.074157] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:26.322670] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:26.574526] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:26.824698] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:27.074200] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:27.074349] [INFO ] [CONFIGURE ] WLY: DISCARDED add_pbf_vs_sma_5 (score: 40.00%) [2025-11-22T01:17:27.074394] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Avg: 2.7s/test | Remaining: 91 tests [2025-11-22T01:17:27.074429] [INFO ] [CONFIGURE ] WLY: Testing feature 20/29: add_price_rejection [2025-11-22T01:17:27.074461] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_price_rejection'] [2025-11-22T01:17:27.338524] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:17:27.608262] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:27.877165] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:28.150493] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:17:28.423419] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:28.697582] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:29.008896] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:29.290804] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:29.578994] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:29.881937] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:29.882095] [INFO ] [CONFIGURE ] WLY: DISCARDED add_price_rejection (score: 40.00%) [2025-11-22T01:17:29.882142] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 2.7s/test | Remaining: 90 tests [2025-11-22T01:17:29.882179] [INFO ] [CONFIGURE ] WLY: Testing feature 21/29: add_range_position [2025-11-22T01:17:29.882211] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_range_position'] [2025-11-22T01:17:30.189559] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:17:30.490565] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:30.781022] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:31.064109] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:31.348617] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:31.667529] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:31.977980] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:32.259409] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:32.540961] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:32.840493] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:32.840739] [INFO ] [CONFIGURE ] WLY: DISCARDED add_range_position (score: 30.00%) [2025-11-22T01:17:32.840786] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Avg: 2.7s/test | Remaining: 89 tests [2025-11-22T01:17:32.840822] [INFO ] [CONFIGURE ] WLY: Testing feature 22/29: add_realized_volatility [2025-11-22T01:17:32.840855] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_realized_volatility'] [2025-11-22T01:17:33.285777] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:17:33.782404] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:34.178206] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:34.536486] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:34.910853] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:35.274660] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:35.638795] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:35.985055] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:36.336184] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:36.696346] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:36.696513] [INFO ] [CONFIGURE ] WLY: DISCARDED add_realized_volatility (score: 30.00%) [2025-11-22T01:17:36.696557] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 2.7s/test | Remaining: 88 tests [2025-11-22T01:17:36.696592] [INFO ] [CONFIGURE ] WLY: Testing feature 23/29: add_recent_range_context [2025-11-22T01:17:36.696624] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_recent_range_context'] [2025-11-22T01:17:36.957856] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:37.222778] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:37.484187] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:37.748736] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:38.035695] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:38.294418] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:38.552439] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:38.822847] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:39.088925] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:39.346139] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:39.346288] [INFO ] [CONFIGURE ] WLY: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-22T01:17:39.346331] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Avg: 2.7s/test | Remaining: 87 tests [2025-11-22T01:17:39.346365] [INFO ] [CONFIGURE ] WLY: Testing feature 24/29: add_rsi [2025-11-22T01:17:39.346396] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-22T01:17:39.644160] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:39.948429] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:40.299452] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:40.632419] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:40.942254] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:41.259818] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:41.577971] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:41.898164] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:42.211511] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:42.523063] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:42.523236] [INFO ] [CONFIGURE ] WLY: DISCARDED add_rsi (score: 50.00%) [2025-11-22T01:17:42.523279] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 2.7s/test | Remaining: 86 tests [2025-11-22T01:17:42.523314] [INFO ] [CONFIGURE ] WLY: Testing feature 25/29: add_tick_distribution [2025-11-22T01:17:42.523346] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution'] [2025-11-22T01:17:42.775860] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:43.030929] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:43.282628] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:43.537059] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:43.794593] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:44.082853] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:44.357827] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:44.614988] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:44.887742] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:45.149070] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:45.149244] [INFO ] [CONFIGURE ] WLY: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-22T01:17:45.149288] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 2.7s/test | Remaining: 85 tests [2025-11-22T01:17:45.149322] [INFO ] [CONFIGURE ] WLY: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:17:45.149353] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-22T01:17:45.409044] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:45.684734] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:45.945698] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:46.207368] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:46.473005] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:46.780316] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:47.049997] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:47.318883] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:47.591823] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:47.878358] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:47.878501] [INFO ] [CONFIGURE ] WLY: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-22T01:17:47.878544] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Avg: 2.7s/test | Remaining: 84 tests [2025-11-22T01:17:47.878577] [INFO ] [CONFIGURE ] WLY: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:17:47.878608] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-22T01:17:48.165317] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:48.460059] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:48.747101] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:49.035084] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:49.343082] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:49.637133] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:49.940418] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:50.268032] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:50.557355] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:50.852196] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:50.852360] [INFO ] [CONFIGURE ] WLY: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-22T01:17:50.852404] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 2.7s/test | Remaining: 83 tests [2025-11-22T01:17:50.852438] [INFO ] [CONFIGURE ] WLY: Testing feature 28/29: add_volume_profile [2025-11-22T01:17:50.852470] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_profile'] [2025-11-22T01:17:51.130142] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:51.398494] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:17:51.680935] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:51.973769] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:52.245589] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:52.526568] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:52.837772] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:53.138096] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:53.419382] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:17:53.708412] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:53.708614] [INFO ] [CONFIGURE ] WLY: DISCARDED add_volume_profile (score: 30.00%) [2025-11-22T01:17:53.708701] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Avg: 2.7s/test | Remaining: 82 tests [2025-11-22T01:17:53.708740] [INFO ] [CONFIGURE ] WLY: Testing feature 29/29: add_vwap [2025-11-22T01:17:53.708775] [INFO ] [CONFIGURE ] WLY: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_vwap'] [2025-11-22T01:17:53.993242] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:54.280505] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:17:54.565467] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:17:54.835438] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:55.114436] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:55.394393] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:55.673385] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:55.953579] [DEBUG] [FORECASTER] WLY: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:17:56.255428] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:17:56.546672] [DEBUG] [FORECASTER] WLY: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-22T01:17:56.546856] [INFO ] [CONFIGURE ] WLY: DISCARDED add_vwap (score: 50.00%) [2025-11-22T01:17:56.546902] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 2.7s/test | Remaining: 81 tests [2025-11-22T01:17:56.546937] [INFO ] [CONFIGURE ] WLY: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:17:56.546965] [INFO ] [CONFIGURE ] WLY: Best accuracy: 50.00% [2025-11-22T01:17:56.547002] [INFO ] [CONFIGURE ] WLY: Best feature set (2 features): ['add_bollinger_bands', 'add_obv_interval'] [2025-11-22T01:17:56.547053] [INFO ] [CONFIGURE ] WLY: Improvement over baseline: 20.00% [2025-11-22T01:17:56.547084] [INFO ] [CONFIGURE ] WLY: Total time: 1.3 minutes [2025-11-22T01:17:56.547113] [INFO ] [CONFIGURE ] WLY: Average time per feature: 2.7 seconds [2025-11-22T01:17:56.547141] [INFO ] [CONFIGURE ] WLY: Average speed: 0.37 features/sec [2025-11-22T01:17:56.547501] [INFO ] [LOCAL ] Saved configuration for WLY: 2 features, 50.00% accuracy -> ./output/feature-sets/WLY.json [2025-11-22T01:17:56.547546] [INFO ] [CONFIGURE ] WLY: Configuration saved successfully: 2 features, 50.00% accuracy. [2025-11-22T01:17:56.547582] [INFO ] [sig ] [91/93] Successfully configured WLY | 0.01 sym/s | Total: 2.0h | ETA: 2.6m [2025-11-22T01:17:56.547615] [INFO ] [sig ] [92/93] Configuring XFLT... [2025-11-22T01:17:56.547665] [INFO ] [CONFIGURE ] XFLT: Configurate test run. [2025-11-22T01:17:56.547700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'. [2025-11-22T01:17:56.559622] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XFLT'. [2025-11-22T01:17:56.559926] [INFO ] [CONFIGURE ] XFLT: Testing with 29 available features [2025-11-22T01:17:56.559975] [INFO ] [CONFIGURE ] XFLT: Establishing baseline with no features... [2025-11-22T01:17:56.754893] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:56.952916] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:17:57.149236] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:17:57.345092] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:17:57.543694] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:17:57.745118] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:17:57.945671] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:17:58.150937] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:17:58.352408] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:17:58.549706] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:17:58.549850] [INFO ] [CONFIGURE ] XFLT: Baseline score (no features): 20.00% [2025-11-22T01:17:58.549892] [INFO ] [CONFIGURE ] XFLT: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:17:58.549926] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:17:58.819260] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:17:59.050545] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:17:59.317256] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:17:59.552751] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:17:59.799898] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:00.051442] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:01.048691] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:01.505011] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:01.743749] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:01.981776] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:18:01.981951] [INFO ] [CONFIGURE ] XFLT: KEPT add_bollinger_bands (score: 50.00%) [2025-11-22T01:18:01.982001] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Avg: 2.7s/test | Remaining: 80 tests [2025-11-22T01:18:01.982037] [INFO ] [CONFIGURE ] XFLT: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:18:01.982069] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-22T01:18:02.313815] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:18:02.595380] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:02.872592] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:03.149180] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:03.424979] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:03.710015] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:03.991886] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:04.269857] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:04.555170] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:04.864540] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:04.864749] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-22T01:18:04.864796] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 2.7s/test | Remaining: 79 tests [2025-11-22T01:18:04.864829] [INFO ] [CONFIGURE ] XFLT: Testing feature 3/29: add_daily_returns [2025-11-22T01:18:04.864861] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-22T01:18:05.112826] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:05.380975] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:05.626740] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:05.880944] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:06.129705] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:06.375854] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:18:06.637292] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:18:06.884194] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:07.127773] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:07.370809] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:18:07.370966] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_daily_returns (score: 30.00%) [2025-11-22T01:18:07.371008] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Avg: 2.7s/test | Remaining: 78 tests [2025-11-22T01:18:07.371041] [INFO ] [CONFIGURE ] XFLT: Testing feature 4/29: add_ema [2025-11-22T01:18:07.371073] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-22T01:18:07.653471] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:07.957311] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:08.243529] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:08.525561] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:08.785260] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:09.039675] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:18:09.290149] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-22T01:18:09.542760] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:09.824956] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:10.107608] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:18:10.107816] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_ema (score: 30.00%) [2025-11-22T01:18:10.107861] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 2.7s/test | Remaining: 77 tests [2025-11-22T01:18:10.107895] [INFO ] [CONFIGURE ] XFLT: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:18:10.107925] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:18:10.418981] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:10.702919] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:18:11.005055] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:11.280911] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:11.553459] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:11.833032] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:12.112299] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:12.392675] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-22T01:18:12.673111] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:12.953710] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:18:12.953872] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-22T01:18:12.953917] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 2.7s/test | Remaining: 76 tests [2025-11-22T01:18:12.953952] [INFO ] [CONFIGURE ] XFLT: Testing feature 6/29: add_failed_moves [2025-11-22T01:18:12.953989] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-22T01:18:13.198367] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:13.433371] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:13.670613] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:13.929242] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:18:14.170732] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:14.453449] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:14.689864] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:14.935344] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:15.183347] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:15.427517] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:18:15.427685] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_failed_moves (score: 40.00%) [2025-11-22T01:18:15.427730] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Avg: 2.7s/test | Remaining: 75 tests [2025-11-22T01:18:15.427763] [INFO ] [CONFIGURE ] XFLT: Testing feature 7/29: add_lag_shelf [2025-11-22T01:18:15.427794] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-22T01:18:15.657182] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:18:15.852312] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:16.048556] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:16.246333] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:16.452286] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:16.671621] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:16.890755] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:17.104306] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:17.318276] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:17.538141] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:18:17.538319] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-22T01:18:17.538366] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 2.7s/test | Remaining: 74 tests [2025-11-22T01:18:17.538401] [INFO ] [CONFIGURE ] XFLT: Testing feature 8/29: add_macd [2025-11-22T01:18:17.538435] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-22T01:18:17.837923] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:18.138245] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:18:18.435133] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:18:18.741258] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:19.032887] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:19.335848] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:18:19.671246] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:20.000122] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:20.389816] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:20.788287] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:20.788505] [INFO ] [CONFIGURE ] XFLT: KEPT add_macd (score: 70.00%) [2025-11-22T01:18:20.788554] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Avg: 2.7s/test | Remaining: 73 tests [2025-11-22T01:18:20.788592] [INFO ] [CONFIGURE ] XFLT: Testing feature 9/29: add_mfi [2025-11-22T01:18:20.788625] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-22T01:18:21.116807] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:18:21.435104] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:18:21.753843] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:22.069953] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:22.381317] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:22.694193] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:18:23.037320] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:23.354714] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:23.708002] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:24.037426] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:24.037617] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_mfi (score: 50.00%) [2025-11-22T01:18:24.037682] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 2.7s/test | Remaining: 72 tests [2025-11-22T01:18:24.037722] [INFO ] [CONFIGURE ] XFLT: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:18:24.037755] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:18:24.418629] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:24.815803] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:18:25.187599] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:18:25.561433] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:25.932980] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:18:26.309045] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:18:26.709349] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:27.084533] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:27.486592] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:27.882712] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:27.882920] [INFO ] [CONFIGURE ] XFLT: KEPT add_momentum_acceleration (score: 80.00%) [2025-11-22T01:18:27.882991] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Avg: 2.7s/test | Remaining: 71 tests [2025-11-22T01:18:27.883028] [INFO ] [CONFIGURE ] XFLT: Testing feature 11/29: add_obv_daily [2025-11-22T01:18:27.883062] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-22T01:18:28.314769] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:18:28.754565] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:29.200812] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:29.638173] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:30.045970] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:18:30.479199] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:30.892524] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:31.305056] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:31.715055] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:32.152407] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:32.152579] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_obv_daily (score: 60.00%) [2025-11-22T01:18:32.152623] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 2.7s/test | Remaining: 70 tests [2025-11-22T01:18:32.152696] [INFO ] [CONFIGURE ] XFLT: Testing feature 12/29: add_obv_interval [2025-11-22T01:18:32.152803] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-22T01:18:32.611473] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:18:33.014440] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:33.418751] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:33.825774] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:34.222286] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:34.621448] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:35.042475] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:35.472967] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:35.907736] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:18:36.322796] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:18:36.322976] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T01:18:36.323025] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Avg: 2.7s/test | Remaining: 69 tests [2025-11-22T01:18:36.323059] [INFO ] [CONFIGURE ] XFLT: Testing feature 13/29: add_opening_strength [2025-11-22T01:18:36.323091] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-22T01:18:36.752806] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:37.182409] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:37.614459] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:38.050052] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:38.490984] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:38.920576] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:18:39.353087] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:39.792478] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:40.221749] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:18:40.680776] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:40.680981] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T01:18:40.681026] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 2.7s/test | Remaining: 68 tests [2025-11-22T01:18:40.681060] [INFO ] [CONFIGURE ] XFLT: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:18:40.681092] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-22T01:18:41.073215] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:41.468889] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:41.890993] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:18:42.312682] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:42.737267] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:18:43.144311] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:43.545174] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:43.950855] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:44.367899] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:44.799936] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:44.800151] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-22T01:18:44.800194] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 2.7s/test | Remaining: 67 tests [2025-11-22T01:18:44.800229] [INFO ] [CONFIGURE ] XFLT: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:18:44.800261] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-22T01:18:45.199955] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:45.605393] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:18:46.027936] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:18:46.452902] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:46.879826] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:47.326953] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:47.759390] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:48.186244] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:48.616479] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:49.044752] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:49.044963] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-22T01:18:49.045011] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Avg: 2.7s/test | Remaining: 66 tests [2025-11-22T01:18:49.045048] [INFO ] [CONFIGURE ] XFLT: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:18:49.045080] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-22T01:18:49.455571] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:49.846883] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:50.266427] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:50.671503] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:51.074724] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:51.479373] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:18:51.888376] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:52.335013] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:52.769510] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:53.195827] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:18:53.196015] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-22T01:18:53.196060] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 2.7s/test | Remaining: 65 tests [2025-11-22T01:18:53.196095] [INFO ] [CONFIGURE ] XFLT: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:18:53.196127] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-22T01:18:53.622271] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:54.030947] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:54.466371] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:54.899211] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:55.308400] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:18:55.713954] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:18:56.154253] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:18:56.594676] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:18:57.057743] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:18:57.511455] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:18:57.511675] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-22T01:18:57.511725] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Avg: 2.7s/test | Remaining: 64 tests [2025-11-22T01:18:57.511761] [INFO ] [CONFIGURE ] XFLT: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:18:57.511802] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-22T01:18:57.939749] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:18:58.375901] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:18:58.782347] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:18:59.196279] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:18:59.598321] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:19:00.069345] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:19:00.571187] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:01.353467] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:01.772431] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:19:02.208189] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:02.208359] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-22T01:19:02.208403] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 2.7s/test | Remaining: 63 tests [2025-11-22T01:19:02.208437] [INFO ] [CONFIGURE ] XFLT: Testing feature 20/29: add_price_rejection [2025-11-22T01:19:02.208470] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-22T01:19:02.673980] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:19:03.164880] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:19:03.625243] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:19:04.057943] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:04.501780] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:19:04.944234] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:05.423233] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:05.878313] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:06.356394] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:19:06.849799] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:19:06.849973] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_price_rejection (score: 50.00%) [2025-11-22T01:19:06.850019] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Avg: 2.7s/test | Remaining: 62 tests [2025-11-22T01:19:06.850053] [INFO ] [CONFIGURE ] XFLT: Testing feature 21/29: add_range_position [2025-11-22T01:19:06.850085] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-22T01:19:07.332386] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:19:07.802108] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:19:08.267599] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:08.728666] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:09.231596] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:19:09.683563] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:10.148268] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:10.633880] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:11.102130] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:19:11.582868] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:19:11.583071] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_range_position (score: 70.00%) [2025-11-22T01:19:11.583118] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 2.7s/test | Remaining: 61 tests [2025-11-22T01:19:11.583152] [INFO ] [CONFIGURE ] XFLT: Testing feature 22/29: add_realized_volatility [2025-11-22T01:19:11.583184] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-22T01:19:12.166580] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:19:12.884236] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:19:13.551032] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:14.101112] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:14.684635] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:19:15.274252] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:15.829851] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:16.411135] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:16.972701] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:19:17.550503] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:19:17.550691] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T01:19:17.550736] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Avg: 2.7s/test | Remaining: 60 tests [2025-11-22T01:19:17.550771] [INFO ] [CONFIGURE ] XFLT: Testing feature 23/29: add_recent_range_context [2025-11-22T01:19:17.550804] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-22T01:19:18.015677] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:19:18.479324] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:19:18.934046] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:19:19.397461] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:19.856853] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:19:20.347774] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:20.815049] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:21.347580] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:21.822370] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:19:22.261013] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:22.261171] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-22T01:19:22.261213] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 2.7s/test | Remaining: 59 tests [2025-11-22T01:19:22.261248] [INFO ] [CONFIGURE ] XFLT: Testing feature 24/29: add_rsi [2025-11-22T01:19:22.261280] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-22T01:19:22.698924] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:19:23.141298] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:19:23.638992] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:19:24.093461] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:24.536846] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-22T01:19:24.997585] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:25.472913] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:25.936065] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:26.393624] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-22T01:19:26.843788] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:26.843955] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_rsi (score: 70.00%) [2025-11-22T01:19:26.844001] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 2.7s/test | Remaining: 58 tests [2025-11-22T01:19:26.844047] [INFO ] [CONFIGURE ] XFLT: Testing feature 25/29: add_tick_distribution [2025-11-22T01:19:26.844143] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-22T01:19:27.268848] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:19:27.666985] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-07, Predicted=0.0, Actual=0 [2025-11-22T01:19:28.069989] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:28.520490] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:28.944892] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:19:29.377705] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:29.783045] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:30.213927] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:30.624866] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:19:31.044163] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:31.044369] [INFO ] [CONFIGURE ] XFLT: KEPT add_tick_distribution (score: 90.00%) [2025-11-22T01:19:31.044420] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Avg: 2.7s/test | Remaining: 57 tests [2025-11-22T01:19:31.044460] [INFO ] [CONFIGURE ] XFLT: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:19:31.044496] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_momentum_confirmation'] [2025-11-22T01:19:31.472380] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:19:31.899242] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:19:32.328912] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:32.774221] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:33.213279] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:19:33.647156] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:34.074233] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:34.513035] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:34.947047] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:19:35.420633] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:35.420887] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-22T01:19:35.420943] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 2.7s/test | Remaining: 56 tests [2025-11-22T01:19:35.420984] [INFO ] [CONFIGURE ] XFLT: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:19:35.421018] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_price_divergence'] [2025-11-22T01:19:35.882204] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-06, Predicted=0.0, Actual=0 [2025-11-22T01:19:36.369179] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:19:36.824763] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:19:37.279718] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:37.746883] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:19:38.214958] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:38.704680] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:39.148730] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:39.584429] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:19:40.022997] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:40.023158] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T01:19:40.023203] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Avg: 2.7s/test | Remaining: 55 tests [2025-11-22T01:19:40.023259] [INFO ] [CONFIGURE ] XFLT: Testing feature 28/29: add_volume_profile [2025-11-22T01:19:40.023296] [INFO ] [CONFIGURE ] XFLT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution', 'add_volume_profile'] [2025-11-22T01:19:40.477280] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-06, Predicted=1.0, Actual=0 [2025-11-22T01:19:40.900599] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-07, Predicted=1.0, Actual=0 [2025-11-22T01:19:41.378349] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-10, Predicted=0.0, Actual=1 [2025-11-22T01:19:41.871740] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:42.326336] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-22T01:19:42.756587] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:19:43.189879] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-22T01:19:43.632954] [DEBUG] [FORECASTER] XFLT: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-22T01:19:44.072532] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-22T01:19:44.498258] [DEBUG] [FORECASTER] XFLT: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:19:44.498428] [INFO ] [CONFIGURE ] XFLT: DISCARDED add_volume_profile (score: 40.00%) [2025-11-22T01:19:44.498475] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 2.7s/test | Remaining: 54 tests [2025-11-22T01:19:44.498512] [INFO ] [CONFIGURE ] XFLT: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:19:44.498589] [INFO ] [CONFIGURE ] XFLT: Best accuracy: 90.00% [2025-11-22T01:19:44.498625] [INFO ] [CONFIGURE ] XFLT: Best feature set (6 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-22T01:19:44.498674] [INFO ] [CONFIGURE ] XFLT: Improvement over baseline: 70.00% [2025-11-22T01:19:44.498703] [INFO ] [CONFIGURE ] XFLT: Total time: 1.8 minutes [2025-11-22T01:19:44.498730] [INFO ] [CONFIGURE ] XFLT: Average time per feature: 3.9 seconds [2025-11-22T01:19:44.498757] [INFO ] [CONFIGURE ] XFLT: Average speed: 0.27 features/sec [2025-11-22T01:19:44.499108] [INFO ] [LOCAL ] Saved configuration for XFLT: 6 features, 90.00% accuracy -> ./output/feature-sets/XFLT.json [2025-11-22T01:19:44.499152] [INFO ] [CONFIGURE ] XFLT: Configuration saved successfully: 6 features, 90.00% accuracy. [2025-11-22T01:19:44.499227] [INFO ] [sig ] [92/93] Successfully configured XFLT | 0.01 sym/s | Total: 2.0h | ETA: 1.3m [2025-11-22T01:19:44.499260] [INFO ] [sig ] [93/93] Configuring YUMC... [2025-11-22T01:19:44.499289] [INFO ] [CONFIGURE ] YUMC: Configurate test run. [2025-11-22T01:19:44.499319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-11-22T01:19:44.509847] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YUMC'. [2025-11-22T01:19:44.510153] [INFO ] [CONFIGURE ] YUMC: Testing with 29 available features [2025-11-22T01:19:44.510200] [INFO ] [CONFIGURE ] YUMC: Establishing baseline with no features... [2025-11-22T01:19:44.698716] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:19:44.868843] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:19:45.038056] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:45.209822] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:19:45.412242] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:19:45.587850] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:45.762921] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:19:45.939283] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:19:46.116401] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:19:46.289832] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:46.289970] [INFO ] [CONFIGURE ] YUMC: Baseline score (no features): 50.00% [2025-11-22T01:19:46.290010] [INFO ] [CONFIGURE ] YUMC: Testing feature 1/29: add_bollinger_bands [2025-11-22T01:19:46.290041] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_bollinger_bands'] [2025-11-22T01:19:46.502339] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:19:46.711331] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:19:46.916779] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:47.124010] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:19:47.330695] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:19:47.539484] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:47.770566] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:19:47.978286] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:19:48.188149] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:19:48.426957] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:48.427149] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-22T01:19:48.427195] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Avg: 2.7s/test | Remaining: 53 tests [2025-11-22T01:19:48.427229] [INFO ] [CONFIGURE ] YUMC: Testing feature 2/29: add_cumulative_delta [2025-11-22T01:19:48.427259] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_cumulative_delta'] [2025-11-22T01:19:48.641814] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:19:48.849658] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:19:49.058172] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:49.267997] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:19:49.486487] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:19:49.710761] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-22T01:19:49.933426] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:19:50.165265] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:19:50.378063] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:19:50.587762] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:50.587915] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-22T01:19:50.587957] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Avg: 2.7s/test | Remaining: 52 tests [2025-11-22T01:19:50.587990] [INFO ] [CONFIGURE ] YUMC: Testing feature 3/29: add_daily_returns [2025-11-22T01:19:50.588021] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns'] [2025-11-22T01:19:50.779960] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:19:50.962950] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:19:51.149435] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:51.335915] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:51.520765] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:19:51.708131] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:51.895821] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:19:52.083287] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:19:52.271574] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:19:52.464867] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:52.465015] [INFO ] [CONFIGURE ] YUMC: KEPT add_daily_returns (score: 80.00%) [2025-11-22T01:19:52.465061] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Avg: 2.7s/test | Remaining: 51 tests [2025-11-22T01:19:52.465096] [INFO ] [CONFIGURE ] YUMC: Testing feature 4/29: add_ema [2025-11-22T01:19:52.465129] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-22T01:19:52.704673] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:19:52.938348] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:19:53.194272] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:53.452840] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:53.734812] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:19:53.984611] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:54.242564] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:19:54.509472] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:19:54.752174] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:19:54.990513] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:54.990698] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_ema (score: 80.00%) [2025-11-22T01:19:54.990744] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Avg: 2.7s/test | Remaining: 50 tests [2025-11-22T01:19:54.990778] [INFO ] [CONFIGURE ] YUMC: Testing feature 5/29: add_exhaustion_signals [2025-11-22T01:19:54.990810] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-22T01:19:55.228272] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:19:55.463440] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:19:55.699282] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:55.930440] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:19:56.159427] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:19:56.393713] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:56.631156] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:19:56.864407] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:19:57.101834] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:19:57.347662] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:57.347847] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-22T01:19:57.347903] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Avg: 2.7s/test | Remaining: 49 tests [2025-11-22T01:19:57.347939] [INFO ] [CONFIGURE ] YUMC: Testing feature 6/29: add_failed_moves [2025-11-22T01:19:57.347972] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-22T01:19:57.558991] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:19:57.758557] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:19:57.954186] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:19:58.150255] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:19:58.347657] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:19:58.554922] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:19:58.763814] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:19:58.969140] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:19:59.175848] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:19:59.384022] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:19:59.384179] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_failed_moves (score: 70.00%) [2025-11-22T01:19:59.384226] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Avg: 2.7s/test | Remaining: 48 tests [2025-11-22T01:19:59.384310] [INFO ] [CONFIGURE ] YUMC: Testing feature 7/29: add_lag_shelf [2025-11-22T01:19:59.384347] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-22T01:19:59.577180] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:19:59.797144] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:00.021459] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:00.265686] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:01.332734] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:01.700705] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:01.894256] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:02.096041] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:02.295034] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:20:02.487250] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:02.487405] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-22T01:20:02.487452] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Avg: 2.7s/test | Remaining: 47 tests [2025-11-22T01:20:02.487487] [INFO ] [CONFIGURE ] YUMC: Testing feature 8/29: add_macd [2025-11-22T01:20:02.487519] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-22T01:20:02.835910] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:03.146397] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:03.451669] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:03.747020] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:04.043328] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:04.355855] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:04.673578] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:20:04.954292] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:05.240500] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:05.528156] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:05.528324] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_macd (score: 80.00%) [2025-11-22T01:20:05.528372] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Avg: 2.7s/test | Remaining: 46 tests [2025-11-22T01:20:05.528411] [INFO ] [CONFIGURE ] YUMC: Testing feature 9/29: add_mfi [2025-11-22T01:20:05.528449] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-22T01:20:05.739846] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:05.943890] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:06.141616] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:06.340209] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:06.563730] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:06.780538] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:07.003944] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:07.205458] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:07.417440] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:07.618959] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:07.619125] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_mfi (score: 70.00%) [2025-11-22T01:20:07.619170] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Avg: 2.7s/test | Remaining: 45 tests [2025-11-22T01:20:07.619205] [INFO ] [CONFIGURE ] YUMC: Testing feature 10/29: add_momentum_acceleration [2025-11-22T01:20:07.619237] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-22T01:20:07.903273] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:08.190097] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:08.467384] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:08.753155] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:09.068813] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:20:09.355826] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:09.674430] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:09.965065] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:10.254369] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:10.573740] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:10.573922] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-22T01:20:10.573966] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Avg: 2.7s/test | Remaining: 44 tests [2025-11-22T01:20:10.574002] [INFO ] [CONFIGURE ] YUMC: Testing feature 11/29: add_obv_daily [2025-11-22T01:20:10.574035] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-22T01:20:10.792758] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:11.006921] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:11.219699] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:11.427359] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:11.638717] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:20:11.878239] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:12.094888] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:12.307354] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:12.530560] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:12.761856] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:12.762005] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_obv_daily (score: 70.00%) [2025-11-22T01:20:12.762049] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 2.7s/test | Remaining: 43 tests [2025-11-22T01:20:12.762091] [INFO ] [CONFIGURE ] YUMC: Testing feature 12/29: add_obv_interval [2025-11-22T01:20:12.762134] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-22T01:20:12.979094] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:13.178302] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:13.380052] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:13.582151] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:13.778317] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:20:13.973853] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:14.169838] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:14.368481] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:14.563222] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:14.758970] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-22T01:20:14.759114] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_obv_interval (score: 50.00%) [2025-11-22T01:20:14.759156] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Avg: 2.7s/test | Remaining: 42 tests [2025-11-22T01:20:14.759190] [INFO ] [CONFIGURE ] YUMC: Testing feature 13/29: add_opening_strength [2025-11-22T01:20:14.759222] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-22T01:20:14.980783] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-06, Predicted=0.0, Actual=1 [2025-11-22T01:20:15.190932] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:15.397298] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:15.626996] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:15.831898] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:16.039432] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:16.244089] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:16.456024] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:16.666471] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:16.879313] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:16.879456] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_opening_strength (score: 60.00%) [2025-11-22T01:20:16.879497] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 2.7s/test | Remaining: 41 tests [2025-11-22T01:20:16.879531] [INFO ] [CONFIGURE ] YUMC: Testing feature 14/29: add_order_flow_imbalance [2025-11-22T01:20:16.879563] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-22T01:20:17.101186] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:17.320100] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:17.549684] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:17.777115] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:18.019122] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:18.238951] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:18.458033] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:18.703141] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:18.918568] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:19.144276] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:19.144446] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-22T01:20:19.144489] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Avg: 2.7s/test | Remaining: 40 tests [2025-11-22T01:20:19.144522] [INFO ] [CONFIGURE ] YUMC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-22T01:20:19.144552] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-22T01:20:19.334358] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:19.565717] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:19.774757] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:19.974707] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:20.182404] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:20.375367] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:20.573865] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:20.765657] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:20.983355] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:21.175924] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:21.176090] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-22T01:20:21.176134] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 2.7s/test | Remaining: 39 tests [2025-11-22T01:20:21.176168] [INFO ] [CONFIGURE ] YUMC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-22T01:20:21.176200] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-22T01:20:21.388164] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:21.600665] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:21.813948] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:22.016687] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:22.225021] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:22.437916] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:22.650993] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:22.863805] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:23.079367] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:23.293970] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:23.294126] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-22T01:20:23.294168] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 2.7s/test | Remaining: 38 tests [2025-11-22T01:20:23.294203] [INFO ] [CONFIGURE ] YUMC: Testing feature 17/29: add_pbf_return_2d [2025-11-22T01:20:23.294234] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-22T01:20:23.507963] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:23.726010] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:23.963876] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:24.181087] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:24.404496] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:24.622422] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:24.841592] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:25.059569] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:25.279692] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:20:25.500551] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:25.500732] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-22T01:20:25.500780] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Avg: 2.7s/test | Remaining: 37 tests [2025-11-22T01:20:25.500813] [INFO ] [CONFIGURE ] YUMC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-22T01:20:25.500845] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-22T01:20:25.695250] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:25.893275] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:26.084973] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:26.280059] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:26.475848] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:26.674554] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:26.867462] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:27.079714] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:27.274922] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:27.469740] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:27.469887] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-22T01:20:27.469930] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 2.7s/test | Remaining: 36 tests [2025-11-22T01:20:27.469966] [INFO ] [CONFIGURE ] YUMC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-22T01:20:27.469999] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-22T01:20:27.661571] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:27.864722] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:28.054891] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:28.244817] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:28.439356] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:20:28.642737] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:28.848155] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:29.054464] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:29.258540] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:29.461466] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:29.461619] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-22T01:20:29.461708] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Avg: 2.7s/test | Remaining: 35 tests [2025-11-22T01:20:29.461746] [INFO ] [CONFIGURE ] YUMC: Testing feature 20/29: add_price_rejection [2025-11-22T01:20:29.461776] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-22T01:20:29.683973] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:29.900752] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:30.139304] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:30.349360] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:30.563424] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:20:30.808509] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:31.033252] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:31.268155] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:31.482900] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:31.705395] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:31.705574] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_price_rejection (score: 60.00%) [2025-11-22T01:20:31.705628] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 2.7s/test | Remaining: 34 tests [2025-11-22T01:20:31.705692] [INFO ] [CONFIGURE ] YUMC: Testing feature 21/29: add_range_position [2025-11-22T01:20:31.705727] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-22T01:20:31.937858] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:32.169105] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:32.404068] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:32.629902] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:32.855793] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:20:33.115882] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:33.350975] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:33.575144] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:33.828431] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:34.053754] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:34.053899] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_range_position (score: 60.00%) [2025-11-22T01:20:34.053942] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Avg: 2.7s/test | Remaining: 33 tests [2025-11-22T01:20:34.053975] [INFO ] [CONFIGURE ] YUMC: Testing feature 22/29: add_realized_volatility [2025-11-22T01:20:34.054007] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-22T01:20:34.353446] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:34.656978] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:34.960128] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:35.265101] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:35.564027] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:35.865006] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:36.192325] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:36.493934] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:36.802475] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:37.106536] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:37.106734] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-22T01:20:37.106788] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 2.7s/test | Remaining: 32 tests [2025-11-22T01:20:37.106825] [INFO ] [CONFIGURE ] YUMC: Testing feature 23/29: add_recent_range_context [2025-11-22T01:20:37.106857] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-22T01:20:37.307531] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:37.509660] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:37.712907] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:37.918258] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:38.124544] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:38.335730] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:38.542368] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:38.747122] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:38.958974] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:20:39.198275] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:39.198429] [INFO ] [CONFIGURE ] YUMC: KEPT add_recent_range_context (score: 90.00%) [2025-11-22T01:20:39.198529] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Avg: 2.7s/test | Remaining: 31 tests [2025-11-22T01:20:39.198564] [INFO ] [CONFIGURE ] YUMC: Testing feature 24/29: add_rsi [2025-11-22T01:20:39.198596] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_ema', 'add_rsi'] [2025-11-22T01:20:39.444859] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:39.696546] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:39.976107] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:40.230943] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:40.517835] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:40.769869] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:41.022937] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:41.271987] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:41.521114] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-22T01:20:41.780121] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:41.780270] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_rsi (score: 80.00%) [2025-11-22T01:20:41.780311] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 2.7s/test | Remaining: 30 tests [2025-11-22T01:20:41.780354] [INFO ] [CONFIGURE ] YUMC: Testing feature 25/29: add_tick_distribution [2025-11-22T01:20:41.780409] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_tick_distribution'] [2025-11-22T01:20:41.987539] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:42.220205] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-07, Predicted=0.0, Actual=1 [2025-11-22T01:20:42.432443] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:42.645059] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:42.882611] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:20:43.089713] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:43.305268] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:43.513499] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:43.723171] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:43.941922] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:43.942399] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-22T01:20:43.942444] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 2.7s/test | Remaining: 29 tests [2025-11-22T01:20:43.942478] [INFO ] [CONFIGURE ] YUMC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-22T01:20:43.942509] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_volume_momentum_confirmation'] [2025-11-22T01:20:44.163283] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:44.387163] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:44.616991] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:44.848866] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:45.083285] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:45.311974] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:45.542934] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:45.771622] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:46.015596] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:46.253165] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:46.253314] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-22T01:20:46.253357] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Avg: 2.7s/test | Remaining: 28 tests [2025-11-22T01:20:46.253389] [INFO ] [CONFIGURE ] YUMC: Testing feature 27/29: add_volume_price_divergence [2025-11-22T01:20:46.253420] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_volume_price_divergence'] [2025-11-22T01:20:46.499921] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:46.732970] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:46.968871] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:47.200901] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:47.433668] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-22T01:20:47.672292] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:47.910507] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:48.185691] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:48.433507] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:48.677399] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:48.677551] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-22T01:20:48.677593] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 2.7s/test | Remaining: 27 tests [2025-11-22T01:20:48.677627] [INFO ] [CONFIGURE ] YUMC: Testing feature 28/29: add_volume_profile [2025-11-22T01:20:48.677682] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_volume_profile'] [2025-11-22T01:20:48.888331] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:49.105878] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:49.324977] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:49.548958] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-22T01:20:49.771035] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:49.987870] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:50.214049] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-22T01:20:50.434982] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-22T01:20:50.656880] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:50.880279] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:50.880435] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_volume_profile (score: 80.00%) [2025-11-22T01:20:50.880479] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Avg: 2.7s/test | Remaining: 26 tests [2025-11-22T01:20:50.880513] [INFO ] [CONFIGURE ] YUMC: Testing feature 29/29: add_vwap [2025-11-22T01:20:50.880544] [INFO ] [CONFIGURE ] YUMC: Testing with features: ['add_daily_returns', 'add_recent_range_context', 'add_vwap'] [2025-11-22T01:20:51.105103] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-06, Predicted=1.0, Actual=1 [2025-11-22T01:20:51.333611] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-07, Predicted=1.0, Actual=1 [2025-11-22T01:20:51.559458] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-10, Predicted=1.0, Actual=1 [2025-11-22T01:20:51.786968] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-22T01:20:52.050045] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-22T01:20:52.272256] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-22T01:20:52.494448] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-22T01:20:52.720902] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-22T01:20:52.946629] [DEBUG] [FORECASTER] YUMC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-22T01:20:53.170224] [DEBUG] [FORECASTER] YUMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-22T01:20:53.170368] [INFO ] [CONFIGURE ] YUMC: DISCARDED add_vwap (score: 70.00%) [2025-11-22T01:20:53.170413] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Avg: 2.7s/test | Remaining: 25 tests [2025-11-22T01:20:53.170449] [INFO ] [CONFIGURE ] YUMC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-22T01:20:53.170480] [INFO ] [CONFIGURE ] YUMC: Best accuracy: 90.00% [2025-11-22T01:20:53.170513] [INFO ] [CONFIGURE ] YUMC: Best feature set (2 features): ['add_daily_returns', 'add_recent_range_context'] [2025-11-22T01:20:53.170585] [INFO ] [CONFIGURE ] YUMC: Improvement over baseline: 40.00% [2025-11-22T01:20:53.170617] [INFO ] [CONFIGURE ] YUMC: Total time: 1.1 minutes [2025-11-22T01:20:53.170663] [INFO ] [CONFIGURE ] YUMC: Average time per feature: 2.3 seconds [2025-11-22T01:20:53.170697] [INFO ] [CONFIGURE ] YUMC: Average speed: 0.43 features/sec [2025-11-22T01:20:53.171099] [INFO ] [LOCAL ] Saved configuration for YUMC: 2 features, 90.00% accuracy -> ./output/feature-sets/YUMC.json [2025-11-22T01:20:53.171143] [INFO ] [CONFIGURE ] YUMC: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-22T01:20:53.171182] [INFO ] [sig ] [93/93] Successfully configured YUMC | 0.01 sym/s | Total: 2.0h | ETA: 0s [2025-11-22T01:20:53.171215] [INFO ] [sig ] ================================================== [2025-11-22T01:20:53.171245] [INFO ] [sig ] Configuration complete: 93/93 symbols succeeded [2025-11-22T01:20:53.903954] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION' [2025-11-22T01:20:53.904134] [INFO ] [sig ] Email notification sent [2025-11-22T01:20:53.904452] [INFO ] [sig ] Generating forecasts for all active symbols [2025-11-22T01:20:53.904532] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-22T01:20:53.938345] [DEBUG] [REMOTE ] Fetched 1897 unique symbols from directory listing. [2025-11-22T01:20:53.942246] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-11-22T01:20:53.942304] [INFO ] [sig ] Found 1897 active symbols to forecast [2025-11-22T01:20:53.942680] [INFO ] [sig ] [1/1897] Forecasting A... [2025-11-22T01:20:53.942719] [INFO ] [sig ] Generating forecast for: A [2025-11-22T01:20:53.942749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-11-22T01:20:53.955957] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'A'. [2025-11-22T01:20:53.957172] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-11-22T01:20:53.957226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:54.121971] [INFO ] [sig ] A: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:54.269779] [INFO ] [LOCAL ] Saved forecast: A 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/A.txt [2025-11-22T01:20:54.269912] [INFO ] [sig ] [1/1897] Completed A in 0.3s | 3.06 sym/s | Total: 0.3s | ETA: 10.3m [2025-11-22T01:20:54.269952] [INFO ] [sig ] [2/1897] Forecasting AA... [2025-11-22T01:20:54.269983] [INFO ] [sig ] Generating forecast for: AA [2025-11-22T01:20:54.270014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-11-22T01:20:54.281745] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AA'. [2025-11-22T01:20:54.282829] [DEBUG] [LOCAL ] No optimal features file found for AA: ./output/feature-sets/AA.txt [2025-11-22T01:20:54.282883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:54.457822] [INFO ] [sig ] AA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:20:54.596357] [INFO ] [LOCAL ] Saved forecast: AA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AA.txt [2025-11-22T01:20:54.596499] [INFO ] [sig ] [2/1897] Completed AA in 0.3s | 3.06 sym/s | Total: 0.7s | ETA: 10.3m [2025-11-22T01:20:54.596540] [INFO ] [sig ] [3/1897] Forecasting AAP... [2025-11-22T01:20:54.596571] [INFO ] [sig ] Generating forecast for: AAP [2025-11-22T01:20:54.596601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-11-22T01:20:54.608826] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AAP'. [2025-11-22T01:20:54.609964] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-11-22T01:20:54.610018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:54.777843] [INFO ] [sig ] AAP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:54.914946] [INFO ] [LOCAL ] Saved forecast: AAP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AAP.txt [2025-11-22T01:20:54.915075] [INFO ] [sig ] [3/1897] Completed AAP in 0.3s | 3.09 sym/s | Total: 1.0s | ETA: 10.2m [2025-11-22T01:20:54.915114] [INFO ] [sig ] [4/1897] Forecasting AAT... [2025-11-22T01:20:54.915149] [INFO ] [sig ] Generating forecast for: AAT [2025-11-22T01:20:54.915179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'. [2025-11-22T01:20:54.926175] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AAT'. [2025-11-22T01:20:54.927306] [DEBUG] [LOCAL ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt [2025-11-22T01:20:54.927358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:55.096830] [INFO ] [sig ] AAT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:55.235536] [INFO ] [LOCAL ] Saved forecast: AAT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AAT.txt [2025-11-22T01:20:55.235682] [INFO ] [sig ] [4/1897] Completed AAT in 0.3s | 3.09 sym/s | Total: 1.3s | ETA: 10.2m [2025-11-22T01:20:55.235724] [INFO ] [sig ] [5/1897] Forecasting ABBV... [2025-11-22T01:20:55.235755] [INFO ] [sig ] Generating forecast for: ABBV [2025-11-22T01:20:55.235785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'. [2025-11-22T01:20:55.249014] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABBV'. [2025-11-22T01:20:55.250174] [DEBUG] [LOCAL ] No optimal features file found for ABBV: ./output/feature-sets/ABBV.txt [2025-11-22T01:20:55.250227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:55.418950] [INFO ] [sig ] ABBV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:55.560910] [INFO ] [LOCAL ] Saved forecast: ABBV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ABBV.txt [2025-11-22T01:20:55.561070] [INFO ] [sig ] [5/1897] Completed ABBV in 0.3s | 3.09 sym/s | Total: 1.6s | ETA: 10.2m [2025-11-22T01:20:55.561111] [INFO ] [sig ] [6/1897] Forecasting ABCB... [2025-11-22T01:20:55.561142] [INFO ] [sig ] Generating forecast for: ABCB [2025-11-22T01:20:55.561172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-11-22T01:20:55.571372] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABCB'. [2025-11-22T01:20:55.572498] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-11-22T01:20:55.572550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:55.738508] [INFO ] [sig ] ABCB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:55.880500] [INFO ] [LOCAL ] Saved forecast: ABCB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ABCB.txt [2025-11-22T01:20:55.880670] [INFO ] [sig ] [6/1897] Completed ABCB in 0.3s | 3.10 sym/s | Total: 1.9s | ETA: 10.2m [2025-11-22T01:20:55.880806] [INFO ] [sig ] [7/1897] Forecasting ABEV... [2025-11-22T01:20:55.880842] [INFO ] [sig ] Generating forecast for: ABEV [2025-11-22T01:20:55.880882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'. [2025-11-22T01:20:55.892542] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABEV'. [2025-11-22T01:20:55.893679] [DEBUG] [LOCAL ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt [2025-11-22T01:20:55.893733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:56.061927] [INFO ] [sig ] ABEV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:56.200146] [INFO ] [LOCAL ] Saved forecast: ABEV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ABEV.txt [2025-11-22T01:20:56.200273] [INFO ] [sig ] [7/1897] Completed ABEV in 0.3s | 3.10 sym/s | Total: 2.3s | ETA: 10.2m [2025-11-22T01:20:56.200312] [INFO ] [sig ] [8/1897] Forecasting ABM... [2025-11-22T01:20:56.200342] [INFO ] [sig ] Generating forecast for: ABM [2025-11-22T01:20:56.200372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-11-22T01:20:56.211743] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABM'. [2025-11-22T01:20:56.212851] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-11-22T01:20:56.212904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:56.378476] [INFO ] [sig ] ABM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:56.563320] [INFO ] [LOCAL ] Saved forecast: ABM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ABM.txt [2025-11-22T01:20:56.563458] [INFO ] [sig ] [8/1897] Completed ABM in 0.4s | 3.05 sym/s | Total: 2.6s | ETA: 10.3m [2025-11-22T01:20:56.563497] [INFO ] [sig ] [9/1897] Forecasting ABR... [2025-11-22T01:20:56.563528] [INFO ] [sig ] Generating forecast for: ABR [2025-11-22T01:20:56.563558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'. [2025-11-22T01:20:56.575353] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABR'. [2025-11-22T01:20:56.576471] [DEBUG] [LOCAL ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt [2025-11-22T01:20:56.576524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:56.744058] [INFO ] [sig ] ABR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:20:56.890438] [INFO ] [LOCAL ] Saved forecast: ABR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ABR.txt [2025-11-22T01:20:56.890624] [INFO ] [sig ] [9/1897] Completed ABR in 0.3s | 3.05 sym/s | Total: 2.9s | ETA: 10.3m [2025-11-22T01:20:56.890706] [INFO ] [sig ] [10/1897] Forecasting ABT... [2025-11-22T01:20:56.890757] [INFO ] [sig ] Generating forecast for: ABT [2025-11-22T01:20:56.890800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABT' from 'https://tdm.silogroup.org/data/derivative_storage/ABT.csv'. [2025-11-22T01:20:56.909382] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ABT'. [2025-11-22T01:20:56.910591] [DEBUG] [LOCAL ] No optimal features file found for ABT: ./output/feature-sets/ABT.txt [2025-11-22T01:20:56.910683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:57.087845] [INFO ] [sig ] ABT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:57.228853] [INFO ] [LOCAL ] Saved forecast: ABT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ABT.txt [2025-11-22T01:20:57.229025] [INFO ] [sig ] [10/1897] Completed ABT in 0.3s | 3.04 sym/s | Total: 3.3s | ETA: 10.3m [2025-11-22T01:20:57.229077] [INFO ] [sig ] [11/1897] Forecasting ACCO... [2025-11-22T01:20:57.229108] [INFO ] [sig ] Generating forecast for: ACCO [2025-11-22T01:20:57.229137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-11-22T01:20:57.243189] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACCO'. [2025-11-22T01:20:57.244401] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-11-22T01:20:57.244456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:57.420570] [INFO ] [sig ] ACCO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:20:57.564969] [INFO ] [LOCAL ] Saved forecast: ACCO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ACCO.txt [2025-11-22T01:20:57.565126] [INFO ] [sig ] [11/1897] Completed ACCO in 0.3s | 3.04 sym/s | Total: 3.6s | ETA: 10.4m [2025-11-22T01:20:57.565168] [INFO ] [sig ] [12/1897] Forecasting ACHR... [2025-11-22T01:20:57.565204] [INFO ] [sig ] Generating forecast for: ACHR [2025-11-22T01:20:57.565236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'. [2025-11-22T01:20:57.578832] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACHR'. [2025-11-22T01:20:57.579954] [DEBUG] [LOCAL ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt [2025-11-22T01:20:57.580007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:57.752602] [INFO ] [sig ] ACHR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:20:57.891603] [INFO ] [LOCAL ] Saved forecast: ACHR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ACHR.txt [2025-11-22T01:20:57.891757] [INFO ] [sig ] [12/1897] Completed ACHR in 0.3s | 3.04 sym/s | Total: 3.9s | ETA: 10.3m [2025-11-22T01:20:57.891798] [INFO ] [sig ] [13/1897] Forecasting ACI... [2025-11-22T01:20:57.891828] [INFO ] [sig ] Generating forecast for: ACI [2025-11-22T01:20:57.891858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-11-22T01:20:57.904790] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACI'. [2025-11-22T01:20:57.905974] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-11-22T01:20:57.906027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:58.102663] [INFO ] [sig ] ACI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:20:58.241304] [INFO ] [LOCAL ] Saved forecast: ACI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ACI.txt [2025-11-22T01:20:58.241450] [INFO ] [sig ] [13/1897] Completed ACI in 0.3s | 3.02 sym/s | Total: 4.3s | ETA: 10.4m [2025-11-22T01:20:58.241490] [INFO ] [sig ] [14/1897] Forecasting ACN... [2025-11-22T01:20:58.241520] [INFO ] [sig ] Generating forecast for: ACN [2025-11-22T01:20:58.241550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-11-22T01:20:58.255577] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACN'. [2025-11-22T01:20:58.256735] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-11-22T01:20:58.256788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:58.433067] [INFO ] [sig ] ACN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:58.572317] [INFO ] [LOCAL ] Saved forecast: ACN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ACN.txt [2025-11-22T01:20:58.572491] [INFO ] [sig ] [14/1897] Completed ACN in 0.3s | 3.02 sym/s | Total: 4.6s | ETA: 10.4m [2025-11-22T01:20:58.572533] [INFO ] [sig ] [15/1897] Forecasting ACR... [2025-11-22T01:20:58.572563] [INFO ] [sig ] Generating forecast for: ACR [2025-11-22T01:20:58.572594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'. [2025-11-22T01:20:58.584101] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACR'. [2025-11-22T01:20:58.585308] [DEBUG] [LOCAL ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt [2025-11-22T01:20:58.585362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:58.764358] [INFO ] [sig ] ACR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:20:58.907946] [INFO ] [LOCAL ] Saved forecast: ACR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ACR.txt [2025-11-22T01:20:58.908100] [INFO ] [sig ] [15/1897] Completed ACR in 0.3s | 3.02 sym/s | Total: 5.0s | ETA: 10.4m [2025-11-22T01:20:58.908141] [INFO ] [sig ] [16/1897] Forecasting ACV... [2025-11-22T01:20:58.908170] [INFO ] [sig ] Generating forecast for: ACV [2025-11-22T01:20:58.908201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'. [2025-11-22T01:20:58.925293] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACV'. [2025-11-22T01:20:58.926571] [DEBUG] [LOCAL ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt [2025-11-22T01:20:58.926625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:59.100637] [INFO ] [sig ] ACV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:20:59.243824] [INFO ] [LOCAL ] Saved forecast: ACV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ACV.txt [2025-11-22T01:20:59.243996] [INFO ] [sig ] [16/1897] Completed ACV in 0.3s | 3.02 sym/s | Total: 5.3s | ETA: 10.4m [2025-11-22T01:20:59.244038] [INFO ] [sig ] [17/1897] Forecasting ACVA... [2025-11-22T01:20:59.244067] [INFO ] [sig ] Generating forecast for: ACVA [2025-11-22T01:20:59.244098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'. [2025-11-22T01:20:59.264144] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ACVA'. [2025-11-22T01:20:59.265376] [DEBUG] [LOCAL ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt [2025-11-22T01:20:59.265430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:59.437388] [INFO ] [sig ] ACVA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:59.576830] [INFO ] [LOCAL ] Saved forecast: ACVA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ACVA.txt [2025-11-22T01:20:59.576985] [INFO ] [sig ] [17/1897] Completed ACVA in 0.3s | 3.02 sym/s | Total: 5.6s | ETA: 10.4m [2025-11-22T01:20:59.577036] [INFO ] [sig ] [18/1897] Forecasting ADC... [2025-11-22T01:20:59.577068] [INFO ] [sig ] Generating forecast for: ADC [2025-11-22T01:20:59.577100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-11-22T01:20:59.590611] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADC'. [2025-11-22T01:20:59.592170] [DEBUG] [LOCAL ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt [2025-11-22T01:20:59.592234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:20:59.767948] [INFO ] [sig ] ADC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:20:59.909702] [INFO ] [LOCAL ] Saved forecast: ADC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ADC.txt [2025-11-22T01:20:59.909868] [INFO ] [sig ] [18/1897] Completed ADC in 0.3s | 3.02 sym/s | Total: 6.0s | ETA: 10.4m [2025-11-22T01:20:59.909909] [INFO ] [sig ] [19/1897] Forecasting ADCT... [2025-11-22T01:20:59.909940] [INFO ] [sig ] Generating forecast for: ADCT [2025-11-22T01:20:59.909969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'. [2025-11-22T01:20:59.921488] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADCT'. [2025-11-22T01:20:59.922529] [DEBUG] [LOCAL ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt [2025-11-22T01:20:59.922581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:00.096620] [INFO ] [sig ] ADCT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:00.235437] [INFO ] [LOCAL ] Saved forecast: ADCT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ADCT.txt [2025-11-22T01:21:00.235559] [INFO ] [sig ] [19/1897] Completed ADCT in 0.3s | 3.02 sym/s | Total: 6.3s | ETA: 10.4m [2025-11-22T01:21:00.235598] [INFO ] [sig ] [20/1897] Forecasting ADNT... [2025-11-22T01:21:00.235628] [INFO ] [sig ] Generating forecast for: ADNT [2025-11-22T01:21:00.235682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'. [2025-11-22T01:21:00.246118] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADNT'. [2025-11-22T01:21:00.247187] [DEBUG] [LOCAL ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt [2025-11-22T01:21:00.247243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:00.420581] [INFO ] [sig ] ADNT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:00.558490] [INFO ] [LOCAL ] Saved forecast: ADNT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ADNT.txt [2025-11-22T01:21:00.558616] [INFO ] [sig ] [20/1897] Completed ADNT in 0.3s | 3.02 sym/s | Total: 6.6s | ETA: 10.3m [2025-11-22T01:21:00.558674] [INFO ] [sig ] [21/1897] Forecasting ADT... [2025-11-22T01:21:00.558706] [INFO ] [sig ] Generating forecast for: ADT [2025-11-22T01:21:00.558736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'. [2025-11-22T01:21:00.575586] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADT'. [2025-11-22T01:21:00.576804] [DEBUG] [LOCAL ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt [2025-11-22T01:21:00.576856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:01.457183] [INFO ] [sig ] ADT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:01.600129] [INFO ] [LOCAL ] Saved forecast: ADT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ADT.txt [2025-11-22T01:21:01.600270] [INFO ] [sig ] [21/1897] Completed ADT in 1.0s | 2.74 sym/s | Total: 7.7s | ETA: 11.4m [2025-11-22T01:21:01.600310] [INFO ] [sig ] [22/1897] Forecasting ADX... [2025-11-22T01:21:01.600342] [INFO ] [sig ] Generating forecast for: ADX [2025-11-22T01:21:01.600373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-11-22T01:21:01.611127] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ADX'. [2025-11-22T01:21:01.612243] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-11-22T01:21:01.612298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:01.887313] [INFO ] [sig ] ADX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:02.026855] [INFO ] [LOCAL ] Saved forecast: ADX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ADX.txt [2025-11-22T01:21:02.027018] [INFO ] [sig ] [22/1897] Completed ADX in 0.4s | 2.72 sym/s | Total: 8.1s | ETA: 11.5m [2025-11-22T01:21:02.027083] [INFO ] [sig ] [23/1897] Forecasting AEE... [2025-11-22T01:21:02.027114] [INFO ] [sig ] Generating forecast for: AEE [2025-11-22T01:21:02.027144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-11-22T01:21:02.039609] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEE'. [2025-11-22T01:21:02.040860] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-11-22T01:21:02.040914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:02.225585] [INFO ] [sig ] AEE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:02.365264] [INFO ] [LOCAL ] Saved forecast: AEE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AEE.txt [2025-11-22T01:21:02.365455] [INFO ] [sig ] [23/1897] Completed AEE in 0.3s | 2.73 sym/s | Total: 8.4s | ETA: 11.4m [2025-11-22T01:21:02.365497] [INFO ] [sig ] [24/1897] Forecasting AEFC... [2025-11-22T01:21:02.365528] [INFO ] [sig ] Generating forecast for: AEFC [2025-11-22T01:21:02.365559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'. [2025-11-22T01:21:02.384057] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEFC'. [2025-11-22T01:21:02.385747] [DEBUG] [LOCAL ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt [2025-11-22T01:21:02.385805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:02.562568] [INFO ] [sig ] AEFC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:02.700491] [INFO ] [LOCAL ] Saved forecast: AEFC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AEFC.txt [2025-11-22T01:21:02.700630] [INFO ] [sig ] [24/1897] Completed AEFC in 0.3s | 2.74 sym/s | Total: 8.8s | ETA: 11.4m [2025-11-22T01:21:02.700690] [INFO ] [sig ] [25/1897] Forecasting AEG... [2025-11-22T01:21:02.700721] [INFO ] [sig ] Generating forecast for: AEG [2025-11-22T01:21:02.700750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-11-22T01:21:02.715358] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEG'. [2025-11-22T01:21:02.716584] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-11-22T01:21:02.716653] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:02.906849] [INFO ] [sig ] AEG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:03.044071] [INFO ] [LOCAL ] Saved forecast: AEG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AEG.txt [2025-11-22T01:21:03.044209] [INFO ] [sig ] [25/1897] Completed AEG in 0.3s | 2.75 sym/s | Total: 9.1s | ETA: 11.4m [2025-11-22T01:21:03.044248] [INFO ] [sig ] [26/1897] Forecasting AEO... [2025-11-22T01:21:03.044281] [INFO ] [sig ] Generating forecast for: AEO [2025-11-22T01:21:03.044311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-11-22T01:21:03.057446] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AEO'. [2025-11-22T01:21:03.058724] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-11-22T01:21:03.058796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:03.251594] [INFO ] [sig ] AEO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:03.392038] [INFO ] [LOCAL ] Saved forecast: AEO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AEO.txt [2025-11-22T01:21:03.392191] [INFO ] [sig ] [26/1897] Completed AEO in 0.3s | 2.75 sym/s | Total: 9.4s | ETA: 11.3m [2025-11-22T01:21:03.392233] [INFO ] [sig ] [27/1897] Forecasting AES... [2025-11-22T01:21:03.392266] [INFO ] [sig ] Generating forecast for: AES [2025-11-22T01:21:03.392297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-11-22T01:21:03.404773] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AES'. [2025-11-22T01:21:03.405967] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-11-22T01:21:03.406022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:03.593762] [INFO ] [sig ] AES: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:03.739585] [INFO ] [LOCAL ] Saved forecast: AES 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AES.txt [2025-11-22T01:21:03.739805] [INFO ] [sig ] [27/1897] Completed AES in 0.3s | 2.76 sym/s | Total: 9.8s | ETA: 11.3m [2025-11-22T01:21:03.739847] [INFO ] [sig ] [28/1897] Forecasting AESI... [2025-11-22T01:21:03.739880] [INFO ] [sig ] Generating forecast for: AESI [2025-11-22T01:21:03.739911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-11-22T01:21:03.752719] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AESI'. [2025-11-22T01:21:03.754036] [DEBUG] [LOCAL ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt [2025-11-22T01:21:03.754090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:03.945522] [INFO ] [sig ] AESI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:04.094214] [INFO ] [LOCAL ] Saved forecast: AESI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AESI.txt [2025-11-22T01:21:04.094380] [INFO ] [sig ] [28/1897] Completed AESI in 0.4s | 2.76 sym/s | Total: 10.2s | ETA: 11.3m [2025-11-22T01:21:04.094420] [INFO ] [sig ] [29/1897] Forecasting AFB... [2025-11-22T01:21:04.094451] [INFO ] [sig ] Generating forecast for: AFB [2025-11-22T01:21:04.094481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-11-22T01:21:04.105266] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFB'. [2025-11-22T01:21:04.106419] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-11-22T01:21:04.106472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:04.291613] [INFO ] [sig ] AFB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:04.430426] [INFO ] [LOCAL ] Saved forecast: AFB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AFB.txt [2025-11-22T01:21:04.430556] [INFO ] [sig ] [29/1897] Completed AFB in 0.3s | 2.77 sym/s | Total: 10.5s | ETA: 11.3m [2025-11-22T01:21:04.430594] [INFO ] [sig ] [30/1897] Forecasting AFG... [2025-11-22T01:21:04.430624] [INFO ] [sig ] Generating forecast for: AFG [2025-11-22T01:21:04.430674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'. [2025-11-22T01:21:04.442525] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFG'. [2025-11-22T01:21:04.443626] [DEBUG] [LOCAL ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt [2025-11-22T01:21:04.443698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:04.628905] [INFO ] [sig ] AFG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:04.769887] [INFO ] [LOCAL ] Saved forecast: AFG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AFG.txt [2025-11-22T01:21:04.770069] [INFO ] [sig ] [30/1897] Completed AFG in 0.3s | 2.77 sym/s | Total: 10.8s | ETA: 11.2m [2025-11-22T01:21:04.770110] [INFO ] [sig ] [31/1897] Forecasting AFGC... [2025-11-22T01:21:04.770141] [INFO ] [sig ] Generating forecast for: AFGC [2025-11-22T01:21:04.770171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-11-22T01:21:04.782940] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFGC'. [2025-11-22T01:21:04.784346] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-11-22T01:21:04.784401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:04.966039] [INFO ] [sig ] AFGC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:05.103966] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AFGC.txt [2025-11-22T01:21:05.104104] [INFO ] [sig ] [31/1897] Completed AFGC in 0.3s | 2.78 sym/s | Total: 11.2s | ETA: 11.2m [2025-11-22T01:21:05.104144] [INFO ] [sig ] [32/1897] Forecasting AFL... [2025-11-22T01:21:05.104174] [INFO ] [sig ] Generating forecast for: AFL [2025-11-22T01:21:05.104205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-11-22T01:21:05.115193] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AFL'. [2025-11-22T01:21:05.116293] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-11-22T01:21:05.116346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:05.299129] [INFO ] [sig ] AFL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:05.437153] [INFO ] [LOCAL ] Saved forecast: AFL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AFL.txt [2025-11-22T01:21:05.437271] [INFO ] [sig ] [32/1897] Completed AFL in 0.3s | 2.78 sym/s | Total: 11.5s | ETA: 11.2m [2025-11-22T01:21:05.437310] [INFO ] [sig ] [33/1897] Forecasting AG... [2025-11-22T01:21:05.437339] [INFO ] [sig ] Generating forecast for: AG [2025-11-22T01:21:05.437368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-11-22T01:21:05.454040] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AG'. [2025-11-22T01:21:05.455158] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-11-22T01:21:05.455211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:05.648439] [INFO ] [sig ] AG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:05.787542] [INFO ] [LOCAL ] Saved forecast: AG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AG.txt [2025-11-22T01:21:05.787687] [INFO ] [sig ] [33/1897] Completed AG in 0.4s | 2.79 sym/s | Total: 11.8s | ETA: 11.2m [2025-11-22T01:21:05.787729] [INFO ] [sig ] [34/1897] Forecasting AGD... [2025-11-22T01:21:05.787759] [INFO ] [sig ] Generating forecast for: AGD [2025-11-22T01:21:05.787789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-11-22T01:21:05.799229] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGD'. [2025-11-22T01:21:05.800347] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-11-22T01:21:05.800399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:05.986996] [INFO ] [sig ] AGD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:06.128419] [INFO ] [LOCAL ] Saved forecast: AGD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AGD.txt [2025-11-22T01:21:06.128569] [INFO ] [sig ] [34/1897] Completed AGD in 0.3s | 2.79 sym/s | Total: 12.2s | ETA: 11.1m [2025-11-22T01:21:06.128611] [INFO ] [sig ] [35/1897] Forecasting AGI... [2025-11-22T01:21:06.128681] [INFO ] [sig ] Generating forecast for: AGI [2025-11-22T01:21:06.128722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-11-22T01:21:06.141265] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGI'. [2025-11-22T01:21:06.142475] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-11-22T01:21:06.142535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:06.354780] [INFO ] [sig ] AGI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:06.507825] [INFO ] [LOCAL ] Saved forecast: AGI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AGI.txt [2025-11-22T01:21:06.507998] [INFO ] [sig ] [35/1897] Completed AGI in 0.4s | 2.79 sym/s | Total: 12.6s | ETA: 11.1m [2025-11-22T01:21:06.508039] [INFO ] [sig ] [36/1897] Forecasting AGRO... [2025-11-22T01:21:06.508070] [INFO ] [sig ] Generating forecast for: AGRO [2025-11-22T01:21:06.508100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-11-22T01:21:06.519966] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AGRO'. [2025-11-22T01:21:06.521235] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-11-22T01:21:06.521290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:06.709130] [INFO ] [sig ] AGRO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:06.850039] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AGRO.txt [2025-11-22T01:21:06.850180] [INFO ] [sig ] [36/1897] Completed AGRO in 0.3s | 2.79 sym/s | Total: 12.9s | ETA: 11.1m [2025-11-22T01:21:06.850219] [INFO ] [sig ] [37/1897] Forecasting AHH... [2025-11-22T01:21:06.850249] [INFO ] [sig ] Generating forecast for: AHH [2025-11-22T01:21:06.850279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-11-22T01:21:06.863834] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AHH'. [2025-11-22T01:21:06.864944] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-11-22T01:21:06.864996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:07.049202] [INFO ] [sig ] AHH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:07.187533] [INFO ] [LOCAL ] Saved forecast: AHH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AHH.txt [2025-11-22T01:21:07.187705] [INFO ] [sig ] [37/1897] Completed AHH in 0.3s | 2.79 sym/s | Total: 13.2s | ETA: 11.1m [2025-11-22T01:21:07.187749] [INFO ] [sig ] [38/1897] Forecasting AI... [2025-11-22T01:21:07.187780] [INFO ] [sig ] Generating forecast for: AI [2025-11-22T01:21:07.187819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-11-22T01:21:07.208199] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AI'. [2025-11-22T01:21:07.209334] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-11-22T01:21:07.209395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:07.400848] [INFO ] [sig ] AI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:07.549501] [INFO ] [LOCAL ] Saved forecast: AI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AI.txt [2025-11-22T01:21:07.549885] [INFO ] [sig ] [38/1897] Completed AI in 0.4s | 2.79 sym/s | Total: 13.6s | ETA: 11.1m [2025-11-22T01:21:07.549936] [INFO ] [sig ] [39/1897] Forecasting AIG... [2025-11-22T01:21:07.549969] [INFO ] [sig ] Generating forecast for: AIG [2025-11-22T01:21:07.549998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-11-22T01:21:07.565012] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIG'. [2025-11-22T01:21:07.566710] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-11-22T01:21:07.566779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:07.757022] [INFO ] [sig ] AIG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:07.940847] [INFO ] [LOCAL ] Saved forecast: AIG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AIG.txt [2025-11-22T01:21:07.941079] [INFO ] [sig ] [39/1897] Completed AIG in 0.4s | 2.79 sym/s | Total: 14.0s | ETA: 11.1m [2025-11-22T01:21:07.941192] [INFO ] [sig ] [40/1897] Forecasting AIN... [2025-11-22T01:21:07.941253] [INFO ] [sig ] Generating forecast for: AIN [2025-11-22T01:21:07.941310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'. [2025-11-22T01:21:07.957921] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIN'. [2025-11-22T01:21:07.959682] [DEBUG] [LOCAL ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt [2025-11-22T01:21:07.959767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:08.205614] [INFO ] [sig ] AIN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:08.433874] [INFO ] [LOCAL ] Saved forecast: AIN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AIN.txt [2025-11-22T01:21:08.434104] [INFO ] [sig ] [40/1897] Completed AIN in 0.5s | 2.76 sym/s | Total: 14.5s | ETA: 11.2m [2025-11-22T01:21:08.434165] [INFO ] [sig ] [41/1897] Forecasting AIO... [2025-11-22T01:21:08.434207] [INFO ] [sig ] Generating forecast for: AIO [2025-11-22T01:21:08.434249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-11-22T01:21:08.450380] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIO'. [2025-11-22T01:21:08.452215] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-11-22T01:21:08.452290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:08.662276] [INFO ] [sig ] AIO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:08.806618] [INFO ] [LOCAL ] Saved forecast: AIO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AIO.txt [2025-11-22T01:21:08.806810] [INFO ] [sig ] [41/1897] Completed AIO in 0.4s | 2.76 sym/s | Total: 14.9s | ETA: 11.2m [2025-11-22T01:21:08.806853] [INFO ] [sig ] [42/1897] Forecasting AIR... [2025-11-22T01:21:08.806893] [INFO ] [sig ] Generating forecast for: AIR [2025-11-22T01:21:08.806926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'. [2025-11-22T01:21:08.819607] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIR'. [2025-11-22T01:21:08.821334] [DEBUG] [LOCAL ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt [2025-11-22T01:21:08.821393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:08.984003] [INFO ] [sig ] AIR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:09.124496] [INFO ] [LOCAL ] Saved forecast: AIR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AIR.txt [2025-11-22T01:21:09.124637] [INFO ] [sig ] [42/1897] Completed AIR in 0.3s | 2.77 sym/s | Total: 15.2s | ETA: 11.2m [2025-11-22T01:21:09.124698] [INFO ] [sig ] [43/1897] Forecasting AIV... [2025-11-22T01:21:09.124729] [INFO ] [sig ] Generating forecast for: AIV [2025-11-22T01:21:09.124759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'. [2025-11-22T01:21:09.135847] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIV'. [2025-11-22T01:21:09.137105] [DEBUG] [LOCAL ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt [2025-11-22T01:21:09.137159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:09.327062] [INFO ] [sig ] AIV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:09.470090] [INFO ] [LOCAL ] Saved forecast: AIV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AIV.txt [2025-11-22T01:21:09.470236] [INFO ] [sig ] [43/1897] Completed AIV in 0.3s | 2.77 sym/s | Total: 15.5s | ETA: 11.2m [2025-11-22T01:21:09.470278] [INFO ] [sig ] [44/1897] Forecasting AIZ... [2025-11-22T01:21:09.470310] [INFO ] [sig ] Generating forecast for: AIZ [2025-11-22T01:21:09.470341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'. [2025-11-22T01:21:09.482409] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIZ'. [2025-11-22T01:21:09.483525] [DEBUG] [LOCAL ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt [2025-11-22T01:21:09.483586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:09.673154] [INFO ] [sig ] AIZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:09.816108] [INFO ] [LOCAL ] Saved forecast: AIZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AIZ.txt [2025-11-22T01:21:09.816261] [INFO ] [sig ] [44/1897] Completed AIZ in 0.3s | 2.77 sym/s | Total: 15.9s | ETA: 11.1m [2025-11-22T01:21:09.816302] [INFO ] [sig ] [45/1897] Forecasting AIZN... [2025-11-22T01:21:09.816344] [INFO ] [sig ] Generating forecast for: AIZN [2025-11-22T01:21:09.816378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-11-22T01:21:09.828475] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AIZN'. [2025-11-22T01:21:09.829758] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-11-22T01:21:09.829814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:09.997701] [INFO ] [sig ] AIZN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:10.145168] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AIZN.txt [2025-11-22T01:21:10.145320] [INFO ] [sig ] [45/1897] Completed AIZN in 0.3s | 2.78 sym/s | Total: 16.2s | ETA: 11.1m [2025-11-22T01:21:10.145370] [INFO ] [sig ] [46/1897] Forecasting AJG... [2025-11-22T01:21:10.145415] [INFO ] [sig ] Generating forecast for: AJG [2025-11-22T01:21:10.145458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-11-22T01:21:10.157880] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AJG'. [2025-11-22T01:21:10.159189] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-11-22T01:21:10.159246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:10.352282] [INFO ] [sig ] AJG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:10.491138] [INFO ] [LOCAL ] Saved forecast: AJG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AJG.txt [2025-11-22T01:21:10.491274] [INFO ] [sig ] [46/1897] Completed AJG in 0.3s | 2.78 sym/s | Total: 16.5s | ETA: 11.1m [2025-11-22T01:21:10.491315] [INFO ] [sig ] [47/1897] Forecasting AKR... [2025-11-22T01:21:10.491346] [INFO ] [sig ] Generating forecast for: AKR [2025-11-22T01:21:10.491377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'. [2025-11-22T01:21:10.502592] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AKR'. [2025-11-22T01:21:10.503687] [DEBUG] [LOCAL ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt [2025-11-22T01:21:10.503740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:10.693541] [INFO ] [sig ] AKR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:10.832466] [INFO ] [LOCAL ] Saved forecast: AKR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AKR.txt [2025-11-22T01:21:10.832612] [INFO ] [sig ] [47/1897] Completed AKR in 0.3s | 2.78 sym/s | Total: 16.9s | ETA: 11.1m [2025-11-22T01:21:10.832675] [INFO ] [sig ] [48/1897] Forecasting AL... [2025-11-22T01:21:10.832709] [INFO ] [sig ] Generating forecast for: AL [2025-11-22T01:21:10.832741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-11-22T01:21:10.843737] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AL'. [2025-11-22T01:21:10.844843] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-11-22T01:21:10.844897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:11.032131] [INFO ] [sig ] AL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:11.171163] [INFO ] [LOCAL ] Saved forecast: AL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AL.txt [2025-11-22T01:21:11.171322] [INFO ] [sig ] [48/1897] Completed AL in 0.3s | 2.79 sym/s | Total: 17.2s | ETA: 11.1m [2025-11-22T01:21:11.171364] [INFO ] [sig ] [49/1897] Forecasting ALC... [2025-11-22T01:21:11.171394] [INFO ] [sig ] Generating forecast for: ALC [2025-11-22T01:21:11.171425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-11-22T01:21:11.183538] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALC'. [2025-11-22T01:21:11.184861] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-11-22T01:21:11.184919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:11.396454] [INFO ] [sig ] ALC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:11.546416] [INFO ] [LOCAL ] Saved forecast: ALC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ALC.txt [2025-11-22T01:21:11.546577] [INFO ] [sig ] [49/1897] Completed ALC in 0.4s | 2.78 sym/s | Total: 17.6s | ETA: 11.1m [2025-11-22T01:21:11.546626] [INFO ] [sig ] [50/1897] Forecasting ALE... [2025-11-22T01:21:11.546698] [INFO ] [sig ] Generating forecast for: ALE [2025-11-22T01:21:11.546739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-11-22T01:21:11.560817] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALE'. [2025-11-22T01:21:11.562320] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-11-22T01:21:11.562375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:11.757585] [INFO ] [sig ] ALE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:11.897858] [INFO ] [LOCAL ] Saved forecast: ALE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ALE.txt [2025-11-22T01:21:11.898001] [INFO ] [sig ] [50/1897] Completed ALE in 0.4s | 2.78 sym/s | Total: 18.0s | ETA: 11.1m [2025-11-22T01:21:11.898042] [INFO ] [sig ] [51/1897] Forecasting ALEX... [2025-11-22T01:21:11.898073] [INFO ] [sig ] Generating forecast for: ALEX [2025-11-22T01:21:11.898104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-11-22T01:21:11.910427] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALEX'. [2025-11-22T01:21:11.911499] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-11-22T01:21:11.911551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:12.085140] [INFO ] [sig ] ALEX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:12.222347] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ALEX.txt [2025-11-22T01:21:12.222481] [INFO ] [sig ] [51/1897] Completed ALEX in 0.3s | 2.79 sym/s | Total: 18.3s | ETA: 11.0m [2025-11-22T01:21:12.222523] [INFO ] [sig ] [52/1897] Forecasting ALG... [2025-11-22T01:21:12.222553] [INFO ] [sig ] Generating forecast for: ALG [2025-11-22T01:21:12.222582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-11-22T01:21:12.234405] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALG'. [2025-11-22T01:21:12.235481] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-11-22T01:21:12.235533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:12.482989] [INFO ] [sig ] ALG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:12.624532] [INFO ] [LOCAL ] Saved forecast: ALG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ALG.txt [2025-11-22T01:21:12.624918] [INFO ] [sig ] [52/1897] Completed ALG in 0.4s | 2.78 sym/s | Total: 18.7s | ETA: 11.0m [2025-11-22T01:21:12.624998] [INFO ] [sig ] [53/1897] Forecasting ALIT... [2025-11-22T01:21:12.625031] [INFO ] [sig ] Generating forecast for: ALIT [2025-11-22T01:21:12.625061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'. [2025-11-22T01:21:12.637611] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALIT'. [2025-11-22T01:21:12.638928] [DEBUG] [LOCAL ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt [2025-11-22T01:21:12.638982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:12.809231] [INFO ] [sig ] ALIT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:12.946879] [INFO ] [LOCAL ] Saved forecast: ALIT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ALIT.txt [2025-11-22T01:21:12.947002] [INFO ] [sig ] [53/1897] Completed ALIT in 0.3s | 2.79 sym/s | Total: 19.0s | ETA: 11.0m [2025-11-22T01:21:12.947058] [INFO ] [sig ] [54/1897] Forecasting ALK... [2025-11-22T01:21:12.947092] [INFO ] [sig ] Generating forecast for: ALK [2025-11-22T01:21:12.947123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-11-22T01:21:12.960243] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALK'. [2025-11-22T01:21:12.961534] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-11-22T01:21:12.961588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:13.134901] [INFO ] [sig ] ALK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:13.272025] [INFO ] [LOCAL ] Saved forecast: ALK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ALK.txt [2025-11-22T01:21:13.272159] [INFO ] [sig ] [54/1897] Completed ALK in 0.3s | 2.79 sym/s | Total: 19.3s | ETA: 11.0m [2025-11-22T01:21:13.272199] [INFO ] [sig ] [55/1897] Forecasting ALLE... [2025-11-22T01:21:13.272228] [INFO ] [sig ] Generating forecast for: ALLE [2025-11-22T01:21:13.272257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-11-22T01:21:13.283856] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALLE'. [2025-11-22T01:21:13.284966] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-11-22T01:21:13.285021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:13.459054] [INFO ] [sig ] ALLE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:13.600548] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ALLE.txt [2025-11-22T01:21:13.600773] [INFO ] [sig ] [55/1897] Completed ALLE in 0.3s | 2.80 sym/s | Total: 19.7s | ETA: 11.0m [2025-11-22T01:21:13.600820] [INFO ] [sig ] [56/1897] Forecasting ALLY... [2025-11-22T01:21:13.600850] [INFO ] [sig ] Generating forecast for: ALLY [2025-11-22T01:21:13.600890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-11-22T01:21:13.612240] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALLY'. [2025-11-22T01:21:13.613319] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-11-22T01:21:13.613371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:13.784316] [INFO ] [sig ] ALLY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:13.929863] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ALLY.txt [2025-11-22T01:21:13.929999] [INFO ] [sig ] [56/1897] Completed ALLY in 0.3s | 2.80 sym/s | Total: 20.0s | ETA: 11.0m [2025-11-22T01:21:13.930075] [INFO ] [sig ] [57/1897] Forecasting ALSN... [2025-11-22T01:21:13.930106] [INFO ] [sig ] Generating forecast for: ALSN [2025-11-22T01:21:13.930136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-11-22T01:21:13.941365] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALSN'. [2025-11-22T01:21:13.942628] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-11-22T01:21:13.942723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:14.119213] [INFO ] [sig ] ALSN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:14.261897] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ALSN.txt [2025-11-22T01:21:14.262039] [INFO ] [sig ] [57/1897] Completed ALSN in 0.3s | 2.81 sym/s | Total: 20.3s | ETA: 10.9m [2025-11-22T01:21:14.262081] [INFO ] [sig ] [58/1897] Forecasting ALTG... [2025-11-22T01:21:14.262113] [INFO ] [sig ] Generating forecast for: ALTG [2025-11-22T01:21:14.262146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-11-22T01:21:14.272582] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALTG'. [2025-11-22T01:21:14.273728] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-11-22T01:21:14.273780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:14.475509] [INFO ] [sig ] ALTG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:14.619550] [INFO ] [LOCAL ] Saved forecast: ALTG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ALTG.txt [2025-11-22T01:21:14.619714] [INFO ] [sig ] [58/1897] Completed ALTG in 0.4s | 2.81 sym/s | Total: 20.7s | ETA: 10.9m [2025-11-22T01:21:14.619759] [INFO ] [sig ] [59/1897] Forecasting ALV... [2025-11-22T01:21:14.619790] [INFO ] [sig ] Generating forecast for: ALV [2025-11-22T01:21:14.619820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'. [2025-11-22T01:21:14.640009] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALV'. [2025-11-22T01:21:14.641250] [DEBUG] [LOCAL ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt [2025-11-22T01:21:14.641306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:14.855532] [INFO ] [sig ] ALV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:14.994528] [INFO ] [LOCAL ] Saved forecast: ALV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ALV.txt [2025-11-22T01:21:14.994726] [INFO ] [sig ] [59/1897] Completed ALV in 0.4s | 2.80 sym/s | Total: 21.1s | ETA: 10.9m [2025-11-22T01:21:14.994773] [INFO ] [sig ] [60/1897] Forecasting ALX... [2025-11-22T01:21:14.994805] [INFO ] [sig ] Generating forecast for: ALX [2025-11-22T01:21:14.994834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-11-22T01:21:15.006774] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ALX'. [2025-11-22T01:21:15.008415] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-11-22T01:21:15.008469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:15.196724] [INFO ] [sig ] ALX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:15.336196] [INFO ] [LOCAL ] Saved forecast: ALX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ALX.txt [2025-11-22T01:21:15.336326] [INFO ] [sig ] [60/1897] Completed ALX in 0.3s | 2.80 sym/s | Total: 21.4s | ETA: 10.9m [2025-11-22T01:21:15.336364] [INFO ] [sig ] [61/1897] Forecasting AM... [2025-11-22T01:21:15.336393] [INFO ] [sig ] Generating forecast for: AM [2025-11-22T01:21:15.336423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-11-22T01:21:15.349036] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AM'. [2025-11-22T01:21:15.350227] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-11-22T01:21:15.350292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:15.539396] [INFO ] [sig ] AM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:15.680116] [INFO ] [LOCAL ] Saved forecast: AM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AM.txt [2025-11-22T01:21:15.680267] [INFO ] [sig ] [61/1897] Completed AM in 0.3s | 2.81 sym/s | Total: 21.7s | ETA: 10.9m [2025-11-22T01:21:15.680318] [INFO ] [sig ] [62/1897] Forecasting AMC... [2025-11-22T01:21:15.680348] [INFO ] [sig ] Generating forecast for: AMC [2025-11-22T01:21:15.680377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-11-22T01:21:15.700211] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMC'. [2025-11-22T01:21:15.701324] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-11-22T01:21:15.701376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:15.893119] [INFO ] [sig ] AMC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:16.040758] [INFO ] [LOCAL ] Saved forecast: AMC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AMC.txt [2025-11-22T01:21:16.040932] [INFO ] [sig ] [62/1897] Completed AMC in 0.4s | 2.81 sym/s | Total: 22.1s | ETA: 10.9m [2025-11-22T01:21:16.040975] [INFO ] [sig ] [63/1897] Forecasting AMCR... [2025-11-22T01:21:16.041008] [INFO ] [sig ] Generating forecast for: AMCR [2025-11-22T01:21:16.041039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'. [2025-11-22T01:21:16.053782] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMCR'. [2025-11-22T01:21:16.055039] [DEBUG] [LOCAL ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt [2025-11-22T01:21:16.055096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:16.294329] [INFO ] [sig ] AMCR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:16.437864] [INFO ] [LOCAL ] Saved forecast: AMCR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AMCR.txt [2025-11-22T01:21:16.438011] [INFO ] [sig ] [63/1897] Completed AMCR in 0.4s | 2.80 sym/s | Total: 22.5s | ETA: 10.9m [2025-11-22T01:21:16.438052] [INFO ] [sig ] [64/1897] Forecasting AME... [2025-11-22T01:21:16.438083] [INFO ] [sig ] Generating forecast for: AME [2025-11-22T01:21:16.438113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-11-22T01:21:16.450479] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AME'. [2025-11-22T01:21:16.451728] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-11-22T01:21:16.451783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:16.647811] [INFO ] [sig ] AME: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:16.792335] [INFO ] [LOCAL ] Saved forecast: AME 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AME.txt [2025-11-22T01:21:16.792481] [INFO ] [sig ] [64/1897] Completed AME in 0.4s | 2.80 sym/s | Total: 22.8s | ETA: 10.9m [2025-11-22T01:21:16.792521] [INFO ] [sig ] [65/1897] Forecasting AMG... [2025-11-22T01:21:16.792554] [INFO ] [sig ] Generating forecast for: AMG [2025-11-22T01:21:16.792585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-11-22T01:21:16.805144] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMG'. [2025-11-22T01:21:16.806360] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-11-22T01:21:16.806415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:16.995540] [INFO ] [sig ] AMG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:17.139504] [INFO ] [LOCAL ] Saved forecast: AMG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AMG.txt [2025-11-22T01:21:17.139712] [INFO ] [sig ] [65/1897] Completed AMG in 0.3s | 2.80 sym/s | Total: 23.2s | ETA: 10.9m [2025-11-22T01:21:17.139757] [INFO ] [sig ] [66/1897] Forecasting AMN... [2025-11-22T01:21:17.139788] [INFO ] [sig ] Generating forecast for: AMN [2025-11-22T01:21:17.139820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-11-22T01:21:17.152677] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMN'. [2025-11-22T01:21:17.153864] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-11-22T01:21:17.153918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:17.352737] [INFO ] [sig ] AMN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:17.491460] [INFO ] [LOCAL ] Saved forecast: AMN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AMN.txt [2025-11-22T01:21:17.491610] [INFO ] [sig ] [66/1897] Completed AMN in 0.4s | 2.80 sym/s | Total: 23.5s | ETA: 10.9m [2025-11-22T01:21:17.491674] [INFO ] [sig ] [67/1897] Forecasting AMP... [2025-11-22T01:21:17.491709] [INFO ] [sig ] Generating forecast for: AMP [2025-11-22T01:21:17.491738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-11-22T01:21:17.505667] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMP'. [2025-11-22T01:21:17.506767] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-11-22T01:21:17.506821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:17.702228] [INFO ] [sig ] AMP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:17.842161] [INFO ] [LOCAL ] Saved forecast: AMP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AMP.txt [2025-11-22T01:21:17.842291] [INFO ] [sig ] [67/1897] Completed AMP in 0.4s | 2.80 sym/s | Total: 23.9s | ETA: 10.9m [2025-11-22T01:21:17.842331] [INFO ] [sig ] [68/1897] Forecasting AMPX... [2025-11-22T01:21:17.842362] [INFO ] [sig ] Generating forecast for: AMPX [2025-11-22T01:21:17.842392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-11-22T01:21:17.856723] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMPX'. [2025-11-22T01:21:17.858217] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-11-22T01:21:17.858272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:18.071632] [INFO ] [sig ] AMPX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:18.222919] [INFO ] [LOCAL ] Saved forecast: AMPX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AMPX.txt [2025-11-22T01:21:18.223123] [INFO ] [sig ] [68/1897] Completed AMPX in 0.4s | 2.80 sym/s | Total: 24.3s | ETA: 10.9m [2025-11-22T01:21:18.223166] [INFO ] [sig ] [69/1897] Forecasting AMPY... [2025-11-22T01:21:18.223199] [INFO ] [sig ] Generating forecast for: AMPY [2025-11-22T01:21:18.223231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'. [2025-11-22T01:21:18.254485] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMPY'. [2025-11-22T01:21:18.256281] [DEBUG] [LOCAL ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt [2025-11-22T01:21:18.256337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:18.483253] [INFO ] [sig ] AMPY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:18.626943] [INFO ] [LOCAL ] Saved forecast: AMPY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AMPY.txt [2025-11-22T01:21:18.627189] [INFO ] [sig ] [69/1897] Completed AMPY in 0.4s | 2.80 sym/s | Total: 24.7s | ETA: 10.9m [2025-11-22T01:21:18.627240] [INFO ] [sig ] [70/1897] Forecasting AMRC... [2025-11-22T01:21:18.627273] [INFO ] [sig ] Generating forecast for: AMRC [2025-11-22T01:21:18.627305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-11-22T01:21:18.643055] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMRC'. [2025-11-22T01:21:18.644476] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-11-22T01:21:18.644531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:18.869167] [INFO ] [sig ] AMRC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:19.019736] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AMRC.txt [2025-11-22T01:21:19.019936] [INFO ] [sig ] [70/1897] Completed AMRC in 0.4s | 2.79 sym/s | Total: 25.1s | ETA: 10.9m [2025-11-22T01:21:19.019977] [INFO ] [sig ] [71/1897] Forecasting AMTB... [2025-11-22T01:21:19.020009] [INFO ] [sig ] Generating forecast for: AMTB [2025-11-22T01:21:19.020042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-11-22T01:21:19.036609] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMTB'. [2025-11-22T01:21:19.038051] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-11-22T01:21:19.038105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:19.276670] [INFO ] [sig ] AMTB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:19.422124] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AMTB.txt [2025-11-22T01:21:19.422350] [INFO ] [sig ] [71/1897] Completed AMTB in 0.4s | 2.79 sym/s | Total: 25.5s | ETA: 10.9m [2025-11-22T01:21:19.422396] [INFO ] [sig ] [72/1897] Forecasting AMWL... [2025-11-22T01:21:19.422427] [INFO ] [sig ] Generating forecast for: AMWL [2025-11-22T01:21:19.422460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-11-22T01:21:19.435720] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AMWL'. [2025-11-22T01:21:19.437151] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-11-22T01:21:19.437213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:19.633179] [INFO ] [sig ] AMWL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:19.782069] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AMWL.txt [2025-11-22T01:21:19.782272] [INFO ] [sig ] [72/1897] Completed AMWL in 0.4s | 2.79 sym/s | Total: 25.8s | ETA: 10.9m [2025-11-22T01:21:19.782318] [INFO ] [sig ] [73/1897] Forecasting AN... [2025-11-22T01:21:19.782382] [INFO ] [sig ] Generating forecast for: AN [2025-11-22T01:21:19.782423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-11-22T01:21:19.796139] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AN'. [2025-11-22T01:21:19.797549] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-11-22T01:21:19.797605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:20.003822] [INFO ] [sig ] AN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:20.155328] [INFO ] [LOCAL ] Saved forecast: AN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AN.txt [2025-11-22T01:21:20.155528] [INFO ] [sig ] [73/1897] Completed AN in 0.4s | 2.78 sym/s | Total: 26.2s | ETA: 10.9m [2025-11-22T01:21:20.155612] [INFO ] [sig ] [74/1897] Forecasting ANET... [2025-11-22T01:21:20.155665] [INFO ] [sig ] Generating forecast for: ANET [2025-11-22T01:21:20.155701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'. [2025-11-22T01:21:20.175112] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ANET'. [2025-11-22T01:21:20.176630] [DEBUG] [LOCAL ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt [2025-11-22T01:21:20.176702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:20.368231] [INFO ] [sig ] ANET: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:20.510593] [INFO ] [LOCAL ] Saved forecast: ANET 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ANET.txt [2025-11-22T01:21:20.510835] [INFO ] [sig ] [74/1897] Completed ANET in 0.4s | 2.79 sym/s | Total: 26.6s | ETA: 10.9m [2025-11-22T01:21:20.510881] [INFO ] [sig ] [75/1897] Forecasting ANF... [2025-11-22T01:21:20.510912] [INFO ] [sig ] Generating forecast for: ANF [2025-11-22T01:21:20.510947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-11-22T01:21:20.524418] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ANF'. [2025-11-22T01:21:20.525743] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-11-22T01:21:20.525799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:20.718415] [INFO ] [sig ] ANF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:20.864875] [INFO ] [LOCAL ] Saved forecast: ANF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ANF.txt [2025-11-22T01:21:20.865053] [INFO ] [sig ] [75/1897] Completed ANF in 0.4s | 2.79 sym/s | Total: 26.9s | ETA: 10.9m [2025-11-22T01:21:20.865098] [INFO ] [sig ] [76/1897] Forecasting ANVS... [2025-11-22T01:21:20.865128] [INFO ] [sig ] Generating forecast for: ANVS [2025-11-22T01:21:20.865159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-11-22T01:21:20.876813] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ANVS'. [2025-11-22T01:21:20.878011] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-11-22T01:21:20.878065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:21.064502] [INFO ] [sig ] ANVS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:21.205061] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ANVS.txt [2025-11-22T01:21:21.205225] [INFO ] [sig ] [76/1897] Completed ANVS in 0.3s | 2.79 sym/s | Total: 27.3s | ETA: 10.9m [2025-11-22T01:21:21.205275] [INFO ] [sig ] [77/1897] Forecasting AON... [2025-11-22T01:21:21.205306] [INFO ] [sig ] Generating forecast for: AON [2025-11-22T01:21:21.205337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-11-22T01:21:21.217594] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AON'. [2025-11-22T01:21:21.218759] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-11-22T01:21:21.218813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:21.443819] [INFO ] [sig ] AON: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:21.581703] [INFO ] [LOCAL ] Saved forecast: AON 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AON.txt [2025-11-22T01:21:21.581856] [INFO ] [sig ] [77/1897] Completed AON in 0.4s | 2.79 sym/s | Total: 27.6s | ETA: 10.9m [2025-11-22T01:21:21.581924] [INFO ] [sig ] [78/1897] Forecasting AORT... [2025-11-22T01:21:21.581971] [INFO ] [sig ] Generating forecast for: AORT [2025-11-22T01:21:21.582004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'. [2025-11-22T01:21:21.597869] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AORT'. [2025-11-22T01:21:21.599107] [DEBUG] [LOCAL ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt [2025-11-22T01:21:21.599162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:21.777454] [INFO ] [sig ] AORT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:21.917107] [INFO ] [LOCAL ] Saved forecast: AORT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AORT.txt [2025-11-22T01:21:21.917272] [INFO ] [sig ] [78/1897] Completed AORT in 0.3s | 2.79 sym/s | Total: 28.0s | ETA: 10.9m [2025-11-22T01:21:21.917323] [INFO ] [sig ] [79/1897] Forecasting AOS... [2025-11-22T01:21:21.917352] [INFO ] [sig ] Generating forecast for: AOS [2025-11-22T01:21:21.917383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-11-22T01:21:21.928523] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AOS'. [2025-11-22T01:21:21.929781] [DEBUG] [LOCAL ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt [2025-11-22T01:21:21.929845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:22.103345] [INFO ] [sig ] AOS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:22.242918] [INFO ] [LOCAL ] Saved forecast: AOS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AOS.txt [2025-11-22T01:21:22.243053] [INFO ] [sig ] [79/1897] Completed AOS in 0.3s | 2.79 sym/s | Total: 28.3s | ETA: 10.9m [2025-11-22T01:21:22.243093] [INFO ] [sig ] [80/1897] Forecasting AP... [2025-11-22T01:21:22.243124] [INFO ] [sig ] Generating forecast for: AP [2025-11-22T01:21:22.243154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-11-22T01:21:22.255118] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AP'. [2025-11-22T01:21:22.256345] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-11-22T01:21:22.256400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:22.425409] [INFO ] [sig ] AP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:22.565945] [INFO ] [LOCAL ] Saved forecast: AP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AP.txt [2025-11-22T01:21:22.566091] [INFO ] [sig ] [80/1897] Completed AP in 0.3s | 2.79 sym/s | Total: 28.6s | ETA: 10.8m [2025-11-22T01:21:22.566133] [INFO ] [sig ] [81/1897] Forecasting APAM... [2025-11-22T01:21:22.566163] [INFO ] [sig ] Generating forecast for: APAM [2025-11-22T01:21:22.566194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-11-22T01:21:22.577620] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APAM'. [2025-11-22T01:21:22.578864] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-11-22T01:21:22.578917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:22.757895] [INFO ] [sig ] APAM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:22.900527] [INFO ] [LOCAL ] Saved forecast: APAM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/APAM.txt [2025-11-22T01:21:22.900716] [INFO ] [sig ] [81/1897] Completed APAM in 0.3s | 2.80 sym/s | Total: 29.0s | ETA: 10.8m [2025-11-22T01:21:22.900762] [INFO ] [sig ] [82/1897] Forecasting APH... [2025-11-22T01:21:22.900794] [INFO ] [sig ] Generating forecast for: APH [2025-11-22T01:21:22.900825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-11-22T01:21:22.913708] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APH'. [2025-11-22T01:21:22.914878] [DEBUG] [LOCAL ] No optimal features file found for APH: ./output/feature-sets/APH.txt [2025-11-22T01:21:22.914934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:23.107499] [INFO ] [sig ] APH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:23.244881] [INFO ] [LOCAL ] Saved forecast: APH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/APH.txt [2025-11-22T01:21:23.245000] [INFO ] [sig ] [82/1897] Completed APH in 0.3s | 2.80 sym/s | Total: 29.3s | ETA: 10.8m [2025-11-22T01:21:23.245039] [INFO ] [sig ] [83/1897] Forecasting APO... [2025-11-22T01:21:23.245068] [INFO ] [sig ] Generating forecast for: APO [2025-11-22T01:21:23.245098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'. [2025-11-22T01:21:23.256530] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APO'. [2025-11-22T01:21:23.257616] [DEBUG] [LOCAL ] No optimal features file found for APO: ./output/feature-sets/APO.txt [2025-11-22T01:21:23.257820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:23.443453] [INFO ] [sig ] APO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:23.580349] [INFO ] [LOCAL ] Saved forecast: APO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/APO.txt [2025-11-22T01:21:23.580463] [INFO ] [sig ] [83/1897] Completed APO in 0.3s | 2.80 sym/s | Total: 29.6s | ETA: 10.8m [2025-11-22T01:21:23.580501] [INFO ] [sig ] [84/1897] Forecasting APOS... [2025-11-22T01:21:23.580530] [INFO ] [sig ] Generating forecast for: APOS [2025-11-22T01:21:23.580559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-11-22T01:21:23.591150] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APOS'. [2025-11-22T01:21:23.592266] [DEBUG] [LOCAL ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt [2025-11-22T01:21:23.592319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:23.768186] [INFO ] [sig ] APOS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:23.907278] [INFO ] [LOCAL ] Saved forecast: APOS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/APOS.txt [2025-11-22T01:21:23.907427] [INFO ] [sig ] [84/1897] Completed APOS in 0.3s | 2.80 sym/s | Total: 30.0s | ETA: 10.8m [2025-11-22T01:21:23.907467] [INFO ] [sig ] [85/1897] Forecasting APTV... [2025-11-22T01:21:23.907497] [INFO ] [sig ] Generating forecast for: APTV [2025-11-22T01:21:23.907528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'. [2025-11-22T01:21:23.919203] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'APTV'. [2025-11-22T01:21:23.920257] [DEBUG] [LOCAL ] No optimal features file found for APTV: ./output/feature-sets/APTV.txt [2025-11-22T01:21:23.920310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:24.108549] [INFO ] [sig ] APTV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:24.248370] [INFO ] [LOCAL ] Saved forecast: APTV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/APTV.txt [2025-11-22T01:21:24.248523] [INFO ] [sig ] [85/1897] Completed APTV in 0.3s | 2.80 sym/s | Total: 30.3s | ETA: 10.8m [2025-11-22T01:21:24.248563] [INFO ] [sig ] [86/1897] Forecasting AQN... [2025-11-22T01:21:24.248593] [INFO ] [sig ] Generating forecast for: AQN [2025-11-22T01:21:24.248624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-11-22T01:21:24.261114] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AQN'. [2025-11-22T01:21:24.262200] [DEBUG] [LOCAL ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt [2025-11-22T01:21:24.262254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:24.458290] [INFO ] [sig ] AQN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:24.601065] [INFO ] [LOCAL ] Saved forecast: AQN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AQN.txt [2025-11-22T01:21:24.601232] [INFO ] [sig ] [86/1897] Completed AQN in 0.4s | 2.81 sym/s | Total: 30.7s | ETA: 10.8m [2025-11-22T01:21:24.601272] [INFO ] [sig ] [87/1897] Forecasting AQNB... [2025-11-22T01:21:24.601300] [INFO ] [sig ] Generating forecast for: AQNB [2025-11-22T01:21:24.601330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-11-22T01:21:24.612686] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AQNB'. [2025-11-22T01:21:24.613820] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-11-22T01:21:24.613873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:24.790841] [INFO ] [sig ] AQNB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:24.936591] [INFO ] [LOCAL ] Saved forecast: AQNB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AQNB.txt [2025-11-22T01:21:24.936760] [INFO ] [sig ] [87/1897] Completed AQNB in 0.3s | 2.81 sym/s | Total: 31.0s | ETA: 10.7m [2025-11-22T01:21:24.936803] [INFO ] [sig ] [88/1897] Forecasting AR... [2025-11-22T01:21:24.936833] [INFO ] [sig ] Generating forecast for: AR [2025-11-22T01:21:24.936863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'. [2025-11-22T01:21:24.949617] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AR'. [2025-11-22T01:21:24.950800] [DEBUG] [LOCAL ] No optimal features file found for AR: ./output/feature-sets/AR.txt [2025-11-22T01:21:24.950854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:25.131900] [INFO ] [sig ] AR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:25.272946] [INFO ] [LOCAL ] Saved forecast: AR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AR.txt [2025-11-22T01:21:25.273115] [INFO ] [sig ] [88/1897] Completed AR in 0.3s | 2.81 sym/s | Total: 31.3s | ETA: 10.7m [2025-11-22T01:21:25.273156] [INFO ] [sig ] [89/1897] Forecasting ARCO... [2025-11-22T01:21:25.273185] [INFO ] [sig ] Generating forecast for: ARCO [2025-11-22T01:21:25.273217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'. [2025-11-22T01:21:25.285535] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARCO'. [2025-11-22T01:21:25.287001] [DEBUG] [LOCAL ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt [2025-11-22T01:21:25.287088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:25.484734] [INFO ] [sig ] ARCO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:25.633413] [INFO ] [LOCAL ] Saved forecast: ARCO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ARCO.txt [2025-11-22T01:21:25.633636] [INFO ] [sig ] [89/1897] Completed ARCO in 0.4s | 2.81 sym/s | Total: 31.7s | ETA: 10.7m [2025-11-22T01:21:25.633704] [INFO ] [sig ] [90/1897] Forecasting ARDC... [2025-11-22T01:21:25.633735] [INFO ] [sig ] Generating forecast for: ARDC [2025-11-22T01:21:25.633770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-11-22T01:21:25.648442] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARDC'. [2025-11-22T01:21:25.649879] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-11-22T01:21:25.649933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:25.830807] [INFO ] [sig ] ARDC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:25.977177] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ARDC.txt [2025-11-22T01:21:25.977322] [INFO ] [sig ] [90/1897] Completed ARDC in 0.3s | 2.81 sym/s | Total: 32.0s | ETA: 10.7m [2025-11-22T01:21:25.977389] [INFO ] [sig ] [91/1897] Forecasting ARI... [2025-11-22T01:21:25.977420] [INFO ] [sig ] Generating forecast for: ARI [2025-11-22T01:21:25.977450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-11-22T01:21:25.997457] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARI'. [2025-11-22T01:21:25.998571] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-11-22T01:21:25.998637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:26.183788] [INFO ] [sig ] ARI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:26.324536] [INFO ] [LOCAL ] Saved forecast: ARI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ARI.txt [2025-11-22T01:21:26.324694] [INFO ] [sig ] [91/1897] Completed ARI in 0.3s | 2.81 sym/s | Total: 32.4s | ETA: 10.7m [2025-11-22T01:21:26.324738] [INFO ] [sig ] [92/1897] Forecasting ARLO... [2025-11-22T01:21:26.324768] [INFO ] [sig ] Generating forecast for: ARLO [2025-11-22T01:21:26.324799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-11-22T01:21:26.338916] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARLO'. [2025-11-22T01:21:26.340457] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-11-22T01:21:26.340542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:26.551900] [INFO ] [sig ] ARLO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:26.694532] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ARLO.txt [2025-11-22T01:21:26.694774] [INFO ] [sig ] [92/1897] Completed ARLO in 0.4s | 2.81 sym/s | Total: 32.8s | ETA: 10.7m [2025-11-22T01:21:26.694823] [INFO ] [sig ] [93/1897] Forecasting ARMK... [2025-11-22T01:21:26.694853] [INFO ] [sig ] Generating forecast for: ARMK [2025-11-22T01:21:26.694886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-11-22T01:21:26.708075] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARMK'. [2025-11-22T01:21:26.709450] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-11-22T01:21:26.709504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:26.909218] [INFO ] [sig ] ARMK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:27.051143] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ARMK.txt [2025-11-22T01:21:27.051368] [INFO ] [sig ] [93/1897] Completed ARMK in 0.4s | 2.81 sym/s | Total: 33.1s | ETA: 10.7m [2025-11-22T01:21:27.051417] [INFO ] [sig ] [94/1897] Forecasting AROC... [2025-11-22T01:21:27.051447] [INFO ] [sig ] Generating forecast for: AROC [2025-11-22T01:21:27.051481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-11-22T01:21:27.065923] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AROC'. [2025-11-22T01:21:27.067481] [DEBUG] [LOCAL ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt [2025-11-22T01:21:27.067547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:27.269843] [INFO ] [sig ] AROC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:27.411008] [INFO ] [LOCAL ] Saved forecast: AROC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AROC.txt [2025-11-22T01:21:27.411203] [INFO ] [sig ] [94/1897] Completed AROC in 0.4s | 2.81 sym/s | Total: 33.5s | ETA: 10.7m [2025-11-22T01:21:27.411246] [INFO ] [sig ] [95/1897] Forecasting ARR... [2025-11-22T01:21:27.411276] [INFO ] [sig ] Generating forecast for: ARR [2025-11-22T01:21:27.411309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'. [2025-11-22T01:21:27.426446] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARR'. [2025-11-22T01:21:27.427797] [DEBUG] [LOCAL ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt [2025-11-22T01:21:27.427851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:27.625407] [INFO ] [sig ] ARR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:27.792492] [INFO ] [LOCAL ] Saved forecast: ARR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ARR.txt [2025-11-22T01:21:27.792748] [INFO ] [sig ] [95/1897] Completed ARR in 0.4s | 2.81 sym/s | Total: 33.9s | ETA: 10.7m [2025-11-22T01:21:27.792824] [INFO ] [sig ] [96/1897] Forecasting ARW... [2025-11-22T01:21:27.792861] [INFO ] [sig ] Generating forecast for: ARW [2025-11-22T01:21:27.792904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'. [2025-11-22T01:21:27.807471] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ARW'. [2025-11-22T01:21:27.809147] [DEBUG] [LOCAL ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt [2025-11-22T01:21:27.809204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:28.027260] [INFO ] [sig ] ARW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:28.180418] [INFO ] [LOCAL ] Saved forecast: ARW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ARW.txt [2025-11-22T01:21:28.180624] [INFO ] [sig ] [96/1897] Completed ARW in 0.4s | 2.80 sym/s | Total: 34.2s | ETA: 10.7m [2025-11-22T01:21:28.180690] [INFO ] [sig ] [97/1897] Forecasting ASAN... [2025-11-22T01:21:28.180724] [INFO ] [sig ] Generating forecast for: ASAN [2025-11-22T01:21:28.180755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'. [2025-11-22T01:21:28.194802] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASAN'. [2025-11-22T01:21:28.196475] [DEBUG] [LOCAL ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt [2025-11-22T01:21:28.196543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:28.431275] [INFO ] [sig ] ASAN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:28.579729] [INFO ] [LOCAL ] Saved forecast: ASAN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ASAN.txt [2025-11-22T01:21:28.579955] [INFO ] [sig ] [97/1897] Completed ASAN in 0.4s | 2.80 sym/s | Total: 34.6s | ETA: 10.7m [2025-11-22T01:21:28.580000] [INFO ] [sig ] [98/1897] Forecasting ASB... [2025-11-22T01:21:28.580033] [INFO ] [sig ] Generating forecast for: ASB [2025-11-22T01:21:28.580065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-11-22T01:21:28.594087] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASB'. [2025-11-22T01:21:28.595725] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-11-22T01:21:28.595782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:28.796040] [INFO ] [sig ] ASB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:28.940141] [INFO ] [LOCAL ] Saved forecast: ASB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ASB.txt [2025-11-22T01:21:28.940366] [INFO ] [sig ] [98/1897] Completed ASB in 0.4s | 2.80 sym/s | Total: 35.0s | ETA: 10.7m [2025-11-22T01:21:28.940411] [INFO ] [sig ] [99/1897] Forecasting ASBA... [2025-11-22T01:21:28.940445] [INFO ] [sig ] Generating forecast for: ASBA [2025-11-22T01:21:28.940478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-11-22T01:21:28.953672] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASBA'. [2025-11-22T01:21:28.955189] [DEBUG] [LOCAL ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt [2025-11-22T01:21:28.955246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:29.139106] [INFO ] [sig ] ASBA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:29.284028] [INFO ] [LOCAL ] Saved forecast: ASBA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ASBA.txt [2025-11-22T01:21:29.284225] [INFO ] [sig ] [99/1897] Completed ASBA in 0.3s | 2.80 sym/s | Total: 35.3s | ETA: 10.7m [2025-11-22T01:21:29.284269] [INFO ] [sig ] [100/1897] Forecasting ASG... [2025-11-22T01:21:29.284301] [INFO ] [sig ] Generating forecast for: ASG [2025-11-22T01:21:29.284333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-11-22T01:21:29.297478] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASG'. [2025-11-22T01:21:29.298966] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-11-22T01:21:29.299022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:29.498975] [INFO ] [sig ] ASG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:29.641959] [INFO ] [LOCAL ] Saved forecast: ASG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ASG.txt [2025-11-22T01:21:29.642155] [INFO ] [sig ] [100/1897] Completed ASG in 0.4s | 2.80 sym/s | Total: 35.7s | ETA: 10.7m [2025-11-22T01:21:29.642197] [INFO ] [sig ] [101/1897] Forecasting ASGI... [2025-11-22T01:21:29.642230] [INFO ] [sig ] Generating forecast for: ASGI [2025-11-22T01:21:29.642262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-11-22T01:21:29.656041] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASGI'. [2025-11-22T01:21:29.657791] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-11-22T01:21:29.657851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:29.832994] [INFO ] [sig ] ASGI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:29.973654] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ASGI.txt [2025-11-22T01:21:29.973793] [INFO ] [sig ] [101/1897] Completed ASGI in 0.3s | 2.80 sym/s | Total: 36.0s | ETA: 10.7m [2025-11-22T01:21:29.973832] [INFO ] [sig ] [102/1897] Forecasting ASGN... [2025-11-22T01:21:29.973862] [INFO ] [sig ] Generating forecast for: ASGN [2025-11-22T01:21:29.973892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-11-22T01:21:29.985181] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASGN'. [2025-11-22T01:21:29.986209] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-11-22T01:21:29.986262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:30.165755] [INFO ] [sig ] ASGN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:30.306099] [INFO ] [LOCAL ] Saved forecast: ASGN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ASGN.txt [2025-11-22T01:21:30.306223] [INFO ] [sig ] [102/1897] Completed ASGN in 0.3s | 2.81 sym/s | Total: 36.4s | ETA: 10.7m [2025-11-22T01:21:30.306262] [INFO ] [sig ] [103/1897] Forecasting ASPN... [2025-11-22T01:21:30.306293] [INFO ] [sig ] Generating forecast for: ASPN [2025-11-22T01:21:30.306322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-11-22T01:21:30.316636] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASPN'. [2025-11-22T01:21:30.317729] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-11-22T01:21:30.317782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:30.487388] [INFO ] [sig ] ASPN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:30.643039] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ASPN.txt [2025-11-22T01:21:30.643200] [INFO ] [sig ] [103/1897] Completed ASPN in 0.3s | 2.81 sym/s | Total: 36.7s | ETA: 10.7m [2025-11-22T01:21:30.643241] [INFO ] [sig ] [104/1897] Forecasting ASR... [2025-11-22T01:21:30.643281] [INFO ] [sig ] Generating forecast for: ASR [2025-11-22T01:21:30.643314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'. [2025-11-22T01:21:30.655511] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASR'. [2025-11-22T01:21:30.656633] [DEBUG] [LOCAL ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt [2025-11-22T01:21:30.656706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:30.834042] [INFO ] [sig ] ASR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:30.978992] [INFO ] [LOCAL ] Saved forecast: ASR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ASR.txt [2025-11-22T01:21:30.979134] [INFO ] [sig ] [104/1897] Completed ASR in 0.3s | 2.81 sym/s | Total: 37.0s | ETA: 10.6m [2025-11-22T01:21:30.979173] [INFO ] [sig ] [105/1897] Forecasting ASX... [2025-11-22T01:21:30.979206] [INFO ] [sig ] Generating forecast for: ASX [2025-11-22T01:21:30.979236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'. [2025-11-22T01:21:30.992222] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ASX'. [2025-11-22T01:21:30.993354] [DEBUG] [LOCAL ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt [2025-11-22T01:21:30.993408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:31.175104] [INFO ] [sig ] ASX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:31.314769] [INFO ] [LOCAL ] Saved forecast: ASX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ASX.txt [2025-11-22T01:21:31.314905] [INFO ] [sig ] [105/1897] Completed ASX in 0.3s | 2.81 sym/s | Total: 37.4s | ETA: 10.6m [2025-11-22T01:21:31.314945] [INFO ] [sig ] [106/1897] Forecasting ATGE... [2025-11-22T01:21:31.314974] [INFO ] [sig ] Generating forecast for: ATGE [2025-11-22T01:21:31.315004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-11-22T01:21:31.326699] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATGE'. [2025-11-22T01:21:31.327870] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-11-22T01:21:31.327924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:31.501357] [INFO ] [sig ] ATGE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:31.641057] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ATGE.txt [2025-11-22T01:21:31.641221] [INFO ] [sig ] [106/1897] Completed ATGE in 0.3s | 2.81 sym/s | Total: 37.7s | ETA: 10.6m [2025-11-22T01:21:31.641261] [INFO ] [sig ] [107/1897] Forecasting ATHM... [2025-11-22T01:21:31.641291] [INFO ] [sig ] Generating forecast for: ATHM [2025-11-22T01:21:31.641321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-11-22T01:21:31.659269] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATHM'. [2025-11-22T01:21:31.660520] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-11-22T01:21:31.660574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:31.835459] [INFO ] [sig ] ATHM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:31.981374] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ATHM.txt [2025-11-22T01:21:31.981574] [INFO ] [sig ] [107/1897] Completed ATHM in 0.3s | 2.81 sym/s | Total: 38.0s | ETA: 10.6m [2025-11-22T01:21:31.981618] [INFO ] [sig ] [108/1897] Forecasting ATI... [2025-11-22T01:21:31.981675] [INFO ] [sig ] Generating forecast for: ATI [2025-11-22T01:21:31.981709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-11-22T01:21:31.995076] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATI'. [2025-11-22T01:21:31.996208] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-11-22T01:21:31.996262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:32.176161] [INFO ] [sig ] ATI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:32.318839] [INFO ] [LOCAL ] Saved forecast: ATI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ATI.txt [2025-11-22T01:21:32.318980] [INFO ] [sig ] [108/1897] Completed ATI in 0.3s | 2.81 sym/s | Total: 38.4s | ETA: 10.6m [2025-11-22T01:21:32.319020] [INFO ] [sig ] [109/1897] Forecasting ATKR... [2025-11-22T01:21:32.319050] [INFO ] [sig ] Generating forecast for: ATKR [2025-11-22T01:21:32.319081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'. [2025-11-22T01:21:32.331424] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATKR'. [2025-11-22T01:21:32.332512] [DEBUG] [LOCAL ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt [2025-11-22T01:21:32.332569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:32.498797] [INFO ] [sig ] ATKR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:32.641085] [INFO ] [LOCAL ] Saved forecast: ATKR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ATKR.txt [2025-11-22T01:21:32.641249] [INFO ] [sig ] [109/1897] Completed ATKR in 0.3s | 2.82 sym/s | Total: 38.7s | ETA: 10.6m [2025-11-22T01:21:32.641292] [INFO ] [sig ] [110/1897] Forecasting ATMU... [2025-11-22T01:21:32.641322] [INFO ] [sig ] Generating forecast for: ATMU [2025-11-22T01:21:32.641354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'. [2025-11-22T01:21:32.653410] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATMU'. [2025-11-22T01:21:32.654672] [DEBUG] [LOCAL ] No optimal features file found for ATMU: ./output/feature-sets/ATMU.txt [2025-11-22T01:21:32.654730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:32.820529] [INFO ] [sig ] ATMU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:32.960118] [INFO ] [LOCAL ] Saved forecast: ATMU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ATMU.txt [2025-11-22T01:21:32.960243] [INFO ] [sig ] [110/1897] Completed ATMU in 0.3s | 2.82 sym/s | Total: 39.0s | ETA: 10.6m [2025-11-22T01:21:32.960282] [INFO ] [sig ] [111/1897] Forecasting ATR... [2025-11-22T01:21:32.960312] [INFO ] [sig ] Generating forecast for: ATR [2025-11-22T01:21:32.960341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'. [2025-11-22T01:21:32.971550] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ATR'. [2025-11-22T01:21:32.972661] [DEBUG] [LOCAL ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt [2025-11-22T01:21:32.972717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:33.139532] [INFO ] [sig ] ATR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:33.277989] [INFO ] [LOCAL ] Saved forecast: ATR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ATR.txt [2025-11-22T01:21:33.278132] [INFO ] [sig ] [111/1897] Completed ATR in 0.3s | 2.82 sym/s | Total: 39.3s | ETA: 10.5m [2025-11-22T01:21:33.278173] [INFO ] [sig ] [112/1897] Forecasting AU... [2025-11-22T01:21:33.278202] [INFO ] [sig ] Generating forecast for: AU [2025-11-22T01:21:33.278232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'. [2025-11-22T01:21:33.289978] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AU'. [2025-11-22T01:21:33.291031] [DEBUG] [LOCAL ] No optimal features file found for AU: ./output/feature-sets/AU.txt [2025-11-22T01:21:33.291083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:33.462784] [INFO ] [sig ] AU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:33.603433] [INFO ] [LOCAL ] Saved forecast: AU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AU.txt [2025-11-22T01:21:33.603569] [INFO ] [sig ] [112/1897] Completed AU in 0.3s | 2.82 sym/s | Total: 39.7s | ETA: 10.5m [2025-11-22T01:21:33.603608] [INFO ] [sig ] [113/1897] Forecasting AVA... [2025-11-22T01:21:33.603637] [INFO ] [sig ] Generating forecast for: AVA [2025-11-22T01:21:33.603690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-11-22T01:21:33.615153] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVA'. [2025-11-22T01:21:33.616441] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-11-22T01:21:33.616496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:33.788286] [INFO ] [sig ] AVA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:33.925976] [INFO ] [LOCAL ] Saved forecast: AVA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AVA.txt [2025-11-22T01:21:33.926091] [INFO ] [sig ] [113/1897] Completed AVA in 0.3s | 2.83 sym/s | Total: 40.0s | ETA: 10.5m [2025-11-22T01:21:33.926130] [INFO ] [sig ] [114/1897] Forecasting AVAL... [2025-11-22T01:21:33.926159] [INFO ] [sig ] Generating forecast for: AVAL [2025-11-22T01:21:33.926190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-11-22T01:21:33.936873] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVAL'. [2025-11-22T01:21:33.938004] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-11-22T01:21:33.938069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:34.103940] [INFO ] [sig ] AVAL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:34.241811] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AVAL.txt [2025-11-22T01:21:34.241934] [INFO ] [sig ] [114/1897] Completed AVAL in 0.3s | 2.83 sym/s | Total: 40.3s | ETA: 10.5m [2025-11-22T01:21:34.241981] [INFO ] [sig ] [115/1897] Forecasting AVB... [2025-11-22T01:21:34.242014] [INFO ] [sig ] Generating forecast for: AVB [2025-11-22T01:21:34.242047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-11-22T01:21:34.254970] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVB'. [2025-11-22T01:21:34.256045] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-11-22T01:21:34.256099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:34.444386] [INFO ] [sig ] AVB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:34.594343] [INFO ] [LOCAL ] Saved forecast: AVB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AVB.txt [2025-11-22T01:21:34.594481] [INFO ] [sig ] [115/1897] Completed AVB in 0.4s | 2.83 sym/s | Total: 40.7s | ETA: 10.5m [2025-11-22T01:21:34.594521] [INFO ] [sig ] [116/1897] Forecasting AVD... [2025-11-22T01:21:34.594550] [INFO ] [sig ] Generating forecast for: AVD [2025-11-22T01:21:34.594580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-11-22T01:21:34.606102] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVD'. [2025-11-22T01:21:34.607320] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-11-22T01:21:34.607382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:34.777245] [INFO ] [sig ] AVD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:34.921448] [INFO ] [LOCAL ] Saved forecast: AVD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AVD.txt [2025-11-22T01:21:34.921613] [INFO ] [sig ] [116/1897] Completed AVD in 0.3s | 2.83 sym/s | Total: 41.0s | ETA: 10.5m [2025-11-22T01:21:34.921674] [INFO ] [sig ] [117/1897] Forecasting AVNS... [2025-11-22T01:21:34.921707] [INFO ] [sig ] Generating forecast for: AVNS [2025-11-22T01:21:34.921738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-11-22T01:21:34.933909] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVNS'. [2025-11-22T01:21:34.935051] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-11-22T01:21:34.935105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:35.101470] [INFO ] [sig ] AVNS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:35.240338] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AVNS.txt [2025-11-22T01:21:35.240464] [INFO ] [sig ] [117/1897] Completed AVNS in 0.3s | 2.83 sym/s | Total: 41.3s | ETA: 10.5m [2025-11-22T01:21:35.240504] [INFO ] [sig ] [118/1897] Forecasting AVNT... [2025-11-22T01:21:35.240533] [INFO ] [sig ] Generating forecast for: AVNT [2025-11-22T01:21:35.240564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'. [2025-11-22T01:21:35.251708] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVNT'. [2025-11-22T01:21:35.252776] [DEBUG] [LOCAL ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt [2025-11-22T01:21:35.252830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:35.424025] [INFO ] [sig ] AVNT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:35.561877] [INFO ] [LOCAL ] Saved forecast: AVNT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AVNT.txt [2025-11-22T01:21:35.562004] [INFO ] [sig ] [118/1897] Completed AVNT in 0.3s | 2.84 sym/s | Total: 41.6s | ETA: 10.5m [2025-11-22T01:21:35.562044] [INFO ] [sig ] [119/1897] Forecasting AVTR... [2025-11-22T01:21:35.562074] [INFO ] [sig ] Generating forecast for: AVTR [2025-11-22T01:21:35.562104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'. [2025-11-22T01:21:35.578863] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AVTR'. [2025-11-22T01:21:35.579927] [DEBUG] [LOCAL ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt [2025-11-22T01:21:35.579997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:35.751192] [INFO ] [sig ] AVTR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:35.890505] [INFO ] [LOCAL ] Saved forecast: AVTR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AVTR.txt [2025-11-22T01:21:35.890659] [INFO ] [sig ] [119/1897] Completed AVTR in 0.3s | 2.84 sym/s | Total: 41.9s | ETA: 10.4m [2025-11-22T01:21:35.890703] [INFO ] [sig ] [120/1897] Forecasting AWI... [2025-11-22T01:21:35.890733] [INFO ] [sig ] Generating forecast for: AWI [2025-11-22T01:21:35.890763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-11-22T01:21:35.902330] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AWI'. [2025-11-22T01:21:35.903443] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-11-22T01:21:35.903496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:36.070743] [INFO ] [sig ] AWI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:36.210027] [INFO ] [LOCAL ] Saved forecast: AWI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AWI.txt [2025-11-22T01:21:36.210202] [INFO ] [sig ] [120/1897] Completed AWI in 0.3s | 2.84 sym/s | Total: 42.3s | ETA: 10.4m [2025-11-22T01:21:36.210244] [INFO ] [sig ] [121/1897] Forecasting AWK... [2025-11-22T01:21:36.210277] [INFO ] [sig ] Generating forecast for: AWK [2025-11-22T01:21:36.210308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-11-22T01:21:36.222127] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AWK'. [2025-11-22T01:21:36.223270] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-11-22T01:21:36.223324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:36.403077] [INFO ] [sig ] AWK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:36.540780] [INFO ] [LOCAL ] Saved forecast: AWK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AWK.txt [2025-11-22T01:21:36.540915] [INFO ] [sig ] [121/1897] Completed AWK in 0.3s | 2.84 sym/s | Total: 42.6s | ETA: 10.4m [2025-11-22T01:21:36.540954] [INFO ] [sig ] [122/1897] Forecasting AWP... [2025-11-22T01:21:36.540985] [INFO ] [sig ] Generating forecast for: AWP [2025-11-22T01:21:36.541014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-11-22T01:21:36.551818] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AWP'. [2025-11-22T01:21:36.553054] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-11-22T01:21:36.553107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:36.734052] [INFO ] [sig ] AWP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:36.876962] [INFO ] [LOCAL ] Saved forecast: AWP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AWP.txt [2025-11-22T01:21:36.877158] [INFO ] [sig ] [122/1897] Completed AWP in 0.3s | 2.84 sym/s | Total: 42.9s | ETA: 10.4m [2025-11-22T01:21:36.877198] [INFO ] [sig ] [123/1897] Forecasting AWR... [2025-11-22T01:21:36.877227] [INFO ] [sig ] Generating forecast for: AWR [2025-11-22T01:21:36.877256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'. [2025-11-22T01:21:36.887464] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AWR'. [2025-11-22T01:21:36.888695] [DEBUG] [LOCAL ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt [2025-11-22T01:21:36.888749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:37.056237] [INFO ] [sig ] AWR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:37.193945] [INFO ] [LOCAL ] Saved forecast: AWR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AWR.txt [2025-11-22T01:21:37.194100] [INFO ] [sig ] [123/1897] Completed AWR in 0.3s | 2.84 sym/s | Total: 43.3s | ETA: 10.4m [2025-11-22T01:21:37.194139] [INFO ] [sig ] [124/1897] Forecasting AX... [2025-11-22T01:21:37.194170] [INFO ] [sig ] Generating forecast for: AX [2025-11-22T01:21:37.194199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'. [2025-11-22T01:21:37.205658] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AX'. [2025-11-22T01:21:37.206766] [DEBUG] [LOCAL ] No optimal features file found for AX: ./output/feature-sets/AX.txt [2025-11-22T01:21:37.206819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:37.398759] [INFO ] [sig ] AX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:37.535949] [INFO ] [LOCAL ] Saved forecast: AX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AX.txt [2025-11-22T01:21:37.536093] [INFO ] [sig ] [124/1897] Completed AX in 0.3s | 2.84 sym/s | Total: 43.6s | ETA: 10.4m [2025-11-22T01:21:37.536137] [INFO ] [sig ] [125/1897] Forecasting AXP... [2025-11-22T01:21:37.536167] [INFO ] [sig ] Generating forecast for: AXP [2025-11-22T01:21:37.536197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-11-22T01:21:37.546067] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AXP'. [2025-11-22T01:21:37.550159] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-11-22T01:21:37.550250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:37.721214] [INFO ] [sig ] AXP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:37.859763] [INFO ] [LOCAL ] Saved forecast: AXP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AXP.txt [2025-11-22T01:21:37.859896] [INFO ] [sig ] [125/1897] Completed AXP in 0.3s | 2.85 sym/s | Total: 43.9s | ETA: 10.4m [2025-11-22T01:21:37.859935] [INFO ] [sig ] [126/1897] Forecasting AXR... [2025-11-22T01:21:37.859965] [INFO ] [sig ] Generating forecast for: AXR [2025-11-22T01:21:37.859995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'. [2025-11-22T01:21:37.869633] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AXR'. [2025-11-22T01:21:37.870733] [DEBUG] [LOCAL ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt [2025-11-22T01:21:37.870786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:38.034622] [INFO ] [sig ] AXR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:38.173002] [INFO ] [LOCAL ] Saved forecast: AXR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AXR.txt [2025-11-22T01:21:38.173124] [INFO ] [sig ] [126/1897] Completed AXR in 0.3s | 2.85 sym/s | Total: 44.2s | ETA: 10.4m [2025-11-22T01:21:38.173163] [INFO ] [sig ] [127/1897] Forecasting AXS... [2025-11-22T01:21:38.173192] [INFO ] [sig ] Generating forecast for: AXS [2025-11-22T01:21:38.173221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-11-22T01:21:38.184355] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AXS'. [2025-11-22T01:21:38.185429] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-11-22T01:21:38.185482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:38.364817] [INFO ] [sig ] AXS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:38.502480] [INFO ] [LOCAL ] Saved forecast: AXS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/AXS.txt [2025-11-22T01:21:38.502615] [INFO ] [sig ] [127/1897] Completed AXS in 0.3s | 2.85 sym/s | Total: 44.6s | ETA: 10.4m [2025-11-22T01:21:38.502673] [INFO ] [sig ] [128/1897] Forecasting AXTA... [2025-11-22T01:21:38.502706] [INFO ] [sig ] Generating forecast for: AXTA [2025-11-22T01:21:38.502735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-11-22T01:21:38.521450] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AXTA'. [2025-11-22T01:21:38.522544] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-11-22T01:21:38.522597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:38.699368] [INFO ] [sig ] AXTA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:38.840301] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AXTA.txt [2025-11-22T01:21:38.840425] [INFO ] [sig ] [128/1897] Completed AXTA in 0.3s | 2.85 sym/s | Total: 44.9s | ETA: 10.3m [2025-11-22T01:21:38.840464] [INFO ] [sig ] [129/1897] Forecasting AYI... [2025-11-22T01:21:38.840494] [INFO ] [sig ] Generating forecast for: AYI [2025-11-22T01:21:38.840522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-11-22T01:21:38.853875] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AYI'. [2025-11-22T01:21:38.854953] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-11-22T01:21:38.855007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:39.031359] [INFO ] [sig ] AYI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:39.171705] [INFO ] [LOCAL ] Saved forecast: AYI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AYI.txt [2025-11-22T01:21:39.171845] [INFO ] [sig ] [129/1897] Completed AYI in 0.3s | 2.85 sym/s | Total: 45.2s | ETA: 10.3m [2025-11-22T01:21:39.171884] [INFO ] [sig ] [130/1897] Forecasting AZO... [2025-11-22T01:21:39.171913] [INFO ] [sig ] Generating forecast for: AZO [2025-11-22T01:21:39.171943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-11-22T01:21:39.190036] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AZO'. [2025-11-22T01:21:39.191077] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-11-22T01:21:39.191130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:39.359312] [INFO ] [sig ] AZO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:39.498768] [INFO ] [LOCAL ] Saved forecast: AZO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AZO.txt [2025-11-22T01:21:39.498884] [INFO ] [sig ] [130/1897] Completed AZO in 0.3s | 2.85 sym/s | Total: 45.6s | ETA: 10.3m [2025-11-22T01:21:39.498921] [INFO ] [sig ] [131/1897] Forecasting AZZ... [2025-11-22T01:21:39.498951] [INFO ] [sig ] Generating forecast for: AZZ [2025-11-22T01:21:39.499003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-11-22T01:21:39.510129] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'AZZ'. [2025-11-22T01:21:39.511376] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-11-22T01:21:39.511428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:39.689703] [INFO ] [sig ] AZZ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:39.831613] [INFO ] [LOCAL ] Saved forecast: AZZ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/AZZ.txt [2025-11-22T01:21:39.831785] [INFO ] [sig ] [131/1897] Completed AZZ in 0.3s | 2.85 sym/s | Total: 45.9s | ETA: 10.3m [2025-11-22T01:21:39.831827] [INFO ] [sig ] [132/1897] Forecasting BA... [2025-11-22T01:21:39.831857] [INFO ] [sig ] Generating forecast for: BA [2025-11-22T01:21:39.831886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-11-22T01:21:39.845319] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BA'. [2025-11-22T01:21:39.846585] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-11-22T01:21:39.846656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:40.008747] [INFO ] [sig ] BA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:40.149193] [INFO ] [LOCAL ] Saved forecast: BA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BA.txt [2025-11-22T01:21:40.149344] [INFO ] [sig ] [132/1897] Completed BA in 0.3s | 2.86 sym/s | Total: 46.2s | ETA: 10.3m [2025-11-22T01:21:40.149383] [INFO ] [sig ] [133/1897] Forecasting BABA... [2025-11-22T01:21:40.149413] [INFO ] [sig ] Generating forecast for: BABA [2025-11-22T01:21:40.149442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-11-22T01:21:40.161961] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BABA'. [2025-11-22T01:21:40.163123] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-11-22T01:21:40.163181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:40.332281] [INFO ] [sig ] BABA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:40.472984] [INFO ] [LOCAL ] Saved forecast: BABA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BABA.txt [2025-11-22T01:21:40.474520] [INFO ] [sig ] [133/1897] Completed BABA in 0.3s | 2.86 sym/s | Total: 46.5s | ETA: 10.3m [2025-11-22T01:21:40.474566] [INFO ] [sig ] [134/1897] Forecasting BAH... [2025-11-22T01:21:40.474597] [INFO ] [sig ] Generating forecast for: BAH [2025-11-22T01:21:40.474629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-11-22T01:21:40.496033] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAH'. [2025-11-22T01:21:40.497191] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-11-22T01:21:40.497246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:40.678927] [INFO ] [sig ] BAH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:40.819163] [INFO ] [LOCAL ] Saved forecast: BAH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BAH.txt [2025-11-22T01:21:40.819302] [INFO ] [sig ] [134/1897] Completed BAH in 0.3s | 2.86 sym/s | Total: 46.9s | ETA: 10.3m [2025-11-22T01:21:40.819341] [INFO ] [sig ] [135/1897] Forecasting BAM... [2025-11-22T01:21:40.819392] [INFO ] [sig ] Generating forecast for: BAM [2025-11-22T01:21:40.819426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-11-22T01:21:40.831741] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAM'. [2025-11-22T01:21:40.832927] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-11-22T01:21:40.832980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:41.006700] [INFO ] [sig ] BAM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:41.144982] [INFO ] [LOCAL ] Saved forecast: BAM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BAM.txt [2025-11-22T01:21:41.145112] [INFO ] [sig ] [135/1897] Completed BAM in 0.3s | 2.86 sym/s | Total: 47.2s | ETA: 10.3m [2025-11-22T01:21:41.145152] [INFO ] [sig ] [136/1897] Forecasting BANC... [2025-11-22T01:21:41.145182] [INFO ] [sig ] Generating forecast for: BANC [2025-11-22T01:21:41.145213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-11-22T01:21:41.157204] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BANC'. [2025-11-22T01:21:41.158291] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-11-22T01:21:41.158343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:41.328427] [INFO ] [sig ] BANC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:41.468144] [INFO ] [LOCAL ] Saved forecast: BANC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BANC.txt [2025-11-22T01:21:41.468288] [INFO ] [sig ] [136/1897] Completed BANC in 0.3s | 2.86 sym/s | Total: 47.5s | ETA: 10.3m [2025-11-22T01:21:41.468330] [INFO ] [sig ] [137/1897] Forecasting BAP... [2025-11-22T01:21:41.468360] [INFO ] [sig ] Generating forecast for: BAP [2025-11-22T01:21:41.468392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-11-22T01:21:41.480930] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BAP'. [2025-11-22T01:21:41.482062] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-11-22T01:21:41.482114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:41.655531] [INFO ] [sig ] BAP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:41.794079] [INFO ] [LOCAL ] Saved forecast: BAP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BAP.txt [2025-11-22T01:21:41.794233] [INFO ] [sig ] [137/1897] Completed BAP in 0.3s | 2.86 sym/s | Total: 47.9s | ETA: 10.2m [2025-11-22T01:21:41.794277] [INFO ] [sig ] [138/1897] Forecasting BARK... [2025-11-22T01:21:41.794310] [INFO ] [sig ] Generating forecast for: BARK [2025-11-22T01:21:41.794342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'. [2025-11-22T01:21:41.805721] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BARK'. [2025-11-22T01:21:41.806871] [DEBUG] [LOCAL ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt [2025-11-22T01:21:41.806923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:41.982803] [INFO ] [sig ] BARK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:42.121235] [INFO ] [LOCAL ] Saved forecast: BARK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BARK.txt [2025-11-22T01:21:42.121395] [INFO ] [sig ] [138/1897] Completed BARK in 0.3s | 2.86 sym/s | Total: 48.2s | ETA: 10.2m [2025-11-22T01:21:42.121437] [INFO ] [sig ] [139/1897] Forecasting BB... [2025-11-22T01:21:42.121467] [INFO ] [sig ] Generating forecast for: BB [2025-11-22T01:21:42.121498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-11-22T01:21:42.135185] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BB'. [2025-11-22T01:21:42.136250] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-11-22T01:21:42.136302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:42.304819] [INFO ] [sig ] BB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:42.489254] [INFO ] [LOCAL ] Saved forecast: BB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BB.txt [2025-11-22T01:21:42.489414] [INFO ] [sig ] [139/1897] Completed BB in 0.4s | 2.86 sym/s | Total: 48.5s | ETA: 10.2m [2025-11-22T01:21:42.489454] [INFO ] [sig ] [140/1897] Forecasting BBAI... [2025-11-22T01:21:42.489486] [INFO ] [sig ] Generating forecast for: BBAI [2025-11-22T01:21:42.489516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-11-22T01:21:42.501249] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBAI'. [2025-11-22T01:21:42.502525] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-11-22T01:21:42.502582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:42.713300] [INFO ] [sig ] BBAI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:42.860492] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BBAI.txt [2025-11-22T01:21:42.860663] [INFO ] [sig ] [140/1897] Completed BBAI in 0.4s | 2.86 sym/s | Total: 48.9s | ETA: 10.2m [2025-11-22T01:21:42.860708] [INFO ] [sig ] [141/1897] Forecasting BBAR... [2025-11-22T01:21:42.860738] [INFO ] [sig ] Generating forecast for: BBAR [2025-11-22T01:21:42.860769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'. [2025-11-22T01:21:42.871899] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBAR'. [2025-11-22T01:21:42.873046] [DEBUG] [LOCAL ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt [2025-11-22T01:21:42.873099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:43.037777] [INFO ] [sig ] BBAR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:43.174977] [INFO ] [LOCAL ] Saved forecast: BBAR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BBAR.txt [2025-11-22T01:21:43.175141] [INFO ] [sig ] [141/1897] Completed BBAR in 0.3s | 2.86 sym/s | Total: 49.2s | ETA: 10.2m [2025-11-22T01:21:43.175183] [INFO ] [sig ] [142/1897] Forecasting BBD... [2025-11-22T01:21:43.175214] [INFO ] [sig ] Generating forecast for: BBD [2025-11-22T01:21:43.175248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-11-22T01:21:43.185928] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBD'. [2025-11-22T01:21:43.186999] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-11-22T01:21:43.187080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:43.347198] [INFO ] [sig ] BBD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:43.487335] [INFO ] [LOCAL ] Saved forecast: BBD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BBD.txt [2025-11-22T01:21:43.487473] [INFO ] [sig ] [142/1897] Completed BBD in 0.3s | 2.87 sym/s | Total: 49.5s | ETA: 10.2m [2025-11-22T01:21:43.487513] [INFO ] [sig ] [143/1897] Forecasting BBDC... [2025-11-22T01:21:43.487543] [INFO ] [sig ] Generating forecast for: BBDC [2025-11-22T01:21:43.487573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'. [2025-11-22T01:21:43.498192] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBDC'. [2025-11-22T01:21:43.499304] [DEBUG] [LOCAL ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt [2025-11-22T01:21:43.499356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:43.656563] [INFO ] [sig ] BBDC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:43.796264] [INFO ] [LOCAL ] Saved forecast: BBDC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BBDC.txt [2025-11-22T01:21:43.796423] [INFO ] [sig ] [143/1897] Completed BBDC in 0.3s | 2.87 sym/s | Total: 49.9s | ETA: 10.2m [2025-11-22T01:21:43.796463] [INFO ] [sig ] [144/1897] Forecasting BBN... [2025-11-22T01:21:43.796495] [INFO ] [sig ] Generating forecast for: BBN [2025-11-22T01:21:43.796525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-11-22T01:21:43.808218] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBN'. [2025-11-22T01:21:43.809418] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-11-22T01:21:43.809471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:43.967126] [INFO ] [sig ] BBN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:44.107667] [INFO ] [LOCAL ] Saved forecast: BBN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BBN.txt [2025-11-22T01:21:44.107828] [INFO ] [sig ] [144/1897] Completed BBN in 0.3s | 2.87 sym/s | Total: 50.2s | ETA: 10.2m [2025-11-22T01:21:44.107869] [INFO ] [sig ] [145/1897] Forecasting BBVA... [2025-11-22T01:21:44.107900] [INFO ] [sig ] Generating forecast for: BBVA [2025-11-22T01:21:44.107931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-11-22T01:21:44.119878] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBVA'. [2025-11-22T01:21:44.121361] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-11-22T01:21:44.121427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:44.299360] [INFO ] [sig ] BBVA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:44.438594] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BBVA.txt [2025-11-22T01:21:44.438760] [INFO ] [sig ] [145/1897] Completed BBVA in 0.3s | 2.87 sym/s | Total: 50.5s | ETA: 10.2m [2025-11-22T01:21:44.438804] [INFO ] [sig ] [146/1897] Forecasting BBW... [2025-11-22T01:21:44.438834] [INFO ] [sig ] Generating forecast for: BBW [2025-11-22T01:21:44.438865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'. [2025-11-22T01:21:44.451840] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBW'. [2025-11-22T01:21:44.452994] [DEBUG] [LOCAL ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt [2025-11-22T01:21:44.453048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:44.620858] [INFO ] [sig ] BBW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:44.758955] [INFO ] [LOCAL ] Saved forecast: BBW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BBW.txt [2025-11-22T01:21:44.759108] [INFO ] [sig ] [146/1897] Completed BBW in 0.3s | 2.87 sym/s | Total: 50.8s | ETA: 10.2m [2025-11-22T01:21:44.759148] [INFO ] [sig ] [147/1897] Forecasting BBY... [2025-11-22T01:21:44.759178] [INFO ] [sig ] Generating forecast for: BBY [2025-11-22T01:21:44.759208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-11-22T01:21:44.771238] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BBY'. [2025-11-22T01:21:44.772393] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-11-22T01:21:44.772448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:44.948092] [INFO ] [sig ] BBY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:45.087497] [INFO ] [LOCAL ] Saved forecast: BBY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BBY.txt [2025-11-22T01:21:45.087665] [INFO ] [sig ] [147/1897] Completed BBY in 0.3s | 2.87 sym/s | Total: 51.1s | ETA: 10.1m [2025-11-22T01:21:45.087709] [INFO ] [sig ] [148/1897] Forecasting BC... [2025-11-22T01:21:45.087740] [INFO ] [sig ] Generating forecast for: BC [2025-11-22T01:21:45.087770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-11-22T01:21:45.099349] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BC'. [2025-11-22T01:21:45.100510] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-11-22T01:21:45.100562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:45.261666] [INFO ] [sig ] BC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:45.400436] [INFO ] [LOCAL ] Saved forecast: BC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BC.txt [2025-11-22T01:21:45.400607] [INFO ] [sig ] [148/1897] Completed BC in 0.3s | 2.88 sym/s | Total: 51.5s | ETA: 10.1m [2025-11-22T01:21:45.400670] [INFO ] [sig ] [149/1897] Forecasting BCAT... [2025-11-22T01:21:45.400704] [INFO ] [sig ] Generating forecast for: BCAT [2025-11-22T01:21:45.400735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'. [2025-11-22T01:21:45.412559] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCAT'. [2025-11-22T01:21:45.413701] [DEBUG] [LOCAL ] No optimal features file found for BCAT: ./output/feature-sets/BCAT.txt [2025-11-22T01:21:45.413755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:45.587879] [INFO ] [sig ] BCAT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:45.730973] [INFO ] [LOCAL ] Saved forecast: BCAT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BCAT.txt [2025-11-22T01:21:45.731113] [INFO ] [sig ] [149/1897] Completed BCAT in 0.3s | 2.88 sym/s | Total: 51.8s | ETA: 10.1m [2025-11-22T01:21:45.731153] [INFO ] [sig ] [150/1897] Forecasting BCC... [2025-11-22T01:21:45.731186] [INFO ] [sig ] Generating forecast for: BCC [2025-11-22T01:21:45.731217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-11-22T01:21:45.742071] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCC'. [2025-11-22T01:21:45.743120] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-11-22T01:21:45.743190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:45.908704] [INFO ] [sig ] BCC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:46.047942] [INFO ] [LOCAL ] Saved forecast: BCC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BCC.txt [2025-11-22T01:21:46.048070] [INFO ] [sig ] [150/1897] Completed BCC in 0.3s | 2.88 sym/s | Total: 52.1s | ETA: 10.1m [2025-11-22T01:21:46.048109] [INFO ] [sig ] [151/1897] Forecasting BCE... [2025-11-22T01:21:46.048138] [INFO ] [sig ] Generating forecast for: BCE [2025-11-22T01:21:46.048168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-11-22T01:21:46.059864] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCE'. [2025-11-22T01:21:46.061018] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-11-22T01:21:46.061070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:46.229816] [INFO ] [sig ] BCE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:46.369936] [INFO ] [LOCAL ] Saved forecast: BCE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BCE.txt [2025-11-22T01:21:46.370085] [INFO ] [sig ] [151/1897] Completed BCE in 0.3s | 2.88 sym/s | Total: 52.4s | ETA: 10.1m [2025-11-22T01:21:46.370126] [INFO ] [sig ] [152/1897] Forecasting BCH... [2025-11-22T01:21:46.370156] [INFO ] [sig ] Generating forecast for: BCH [2025-11-22T01:21:46.370186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'. [2025-11-22T01:21:46.381210] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCH'. [2025-11-22T01:21:46.382314] [DEBUG] [LOCAL ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt [2025-11-22T01:21:46.382367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:46.563714] [INFO ] [sig ] BCH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:46.703156] [INFO ] [LOCAL ] Saved forecast: BCH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BCH.txt [2025-11-22T01:21:46.703305] [INFO ] [sig ] [152/1897] Completed BCH in 0.3s | 2.88 sym/s | Total: 52.8s | ETA: 10.1m [2025-11-22T01:21:46.703345] [INFO ] [sig ] [153/1897] Forecasting BCO... [2025-11-22T01:21:46.703375] [INFO ] [sig ] Generating forecast for: BCO [2025-11-22T01:21:46.703406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-11-22T01:21:46.714513] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCO'. [2025-11-22T01:21:46.715560] [DEBUG] [LOCAL ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt [2025-11-22T01:21:46.715613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:46.884615] [INFO ] [sig ] BCO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:47.022856] [INFO ] [LOCAL ] Saved forecast: BCO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BCO.txt [2025-11-22T01:21:47.022977] [INFO ] [sig ] [153/1897] Completed BCO in 0.3s | 2.88 sym/s | Total: 53.1s | ETA: 10.1m [2025-11-22T01:21:47.023016] [INFO ] [sig ] [154/1897] Forecasting BCS... [2025-11-22T01:21:47.023045] [INFO ] [sig ] Generating forecast for: BCS [2025-11-22T01:21:47.023076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-11-22T01:21:47.033907] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCS'. [2025-11-22T01:21:47.034996] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-11-22T01:21:47.035049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:47.201227] [INFO ] [sig ] BCS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:47.338249] [INFO ] [LOCAL ] Saved forecast: BCS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BCS.txt [2025-11-22T01:21:47.338368] [INFO ] [sig ] [154/1897] Completed BCS in 0.3s | 2.88 sym/s | Total: 53.4s | ETA: 10.1m [2025-11-22T01:21:47.338407] [INFO ] [sig ] [155/1897] Forecasting BCSF... [2025-11-22T01:21:47.338437] [INFO ] [sig ] Generating forecast for: BCSF [2025-11-22T01:21:47.338467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-11-22T01:21:47.349912] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCSF'. [2025-11-22T01:21:47.351035] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-11-22T01:21:47.351089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:47.518547] [INFO ] [sig ] BCSF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:47.658093] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BCSF.txt [2025-11-22T01:21:47.658256] [INFO ] [sig ] [155/1897] Completed BCSF in 0.3s | 2.89 sym/s | Total: 53.7s | ETA: 10.1m [2025-11-22T01:21:47.658297] [INFO ] [sig ] [156/1897] Forecasting BCX... [2025-11-22T01:21:47.658327] [INFO ] [sig ] Generating forecast for: BCX [2025-11-22T01:21:47.658358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-11-22T01:21:47.669296] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BCX'. [2025-11-22T01:21:47.670433] [DEBUG] [LOCAL ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt [2025-11-22T01:21:47.670487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:47.840918] [INFO ] [sig ] BCX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:47.978253] [INFO ] [LOCAL ] Saved forecast: BCX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BCX.txt [2025-11-22T01:21:47.978381] [INFO ] [sig ] [156/1897] Completed BCX in 0.3s | 2.89 sym/s | Total: 54.0s | ETA: 10.1m [2025-11-22T01:21:47.978421] [INFO ] [sig ] [157/1897] Forecasting BDJ... [2025-11-22T01:21:47.978450] [INFO ] [sig ] Generating forecast for: BDJ [2025-11-22T01:21:47.978481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-11-22T01:21:47.989457] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BDJ'. [2025-11-22T01:21:47.990571] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-11-22T01:21:47.990623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:48.155716] [INFO ] [sig ] BDJ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:48.293923] [INFO ] [LOCAL ] Saved forecast: BDJ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BDJ.txt [2025-11-22T01:21:48.294032] [INFO ] [sig ] [157/1897] Completed BDJ in 0.3s | 2.89 sym/s | Total: 54.4s | ETA: 10.0m [2025-11-22T01:21:48.294070] [INFO ] [sig ] [158/1897] Forecasting BDN... [2025-11-22T01:21:48.294099] [INFO ] [sig ] Generating forecast for: BDN [2025-11-22T01:21:48.294128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'. [2025-11-22T01:21:48.305030] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BDN'. [2025-11-22T01:21:48.306157] [DEBUG] [LOCAL ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt [2025-11-22T01:21:48.306210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:48.474780] [INFO ] [sig ] BDN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:48.618162] [INFO ] [LOCAL ] Saved forecast: BDN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BDN.txt [2025-11-22T01:21:48.618343] [INFO ] [sig ] [158/1897] Completed BDN in 0.3s | 2.89 sym/s | Total: 54.7s | ETA: 10.0m [2025-11-22T01:21:48.618411] [INFO ] [sig ] [159/1897] Forecasting BDX... [2025-11-22T01:21:48.618442] [INFO ] [sig ] Generating forecast for: BDX [2025-11-22T01:21:48.618473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-11-22T01:21:48.630078] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BDX'. [2025-11-22T01:21:48.631168] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-11-22T01:21:48.631223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:48.810367] [INFO ] [sig ] BDX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:48.954432] [INFO ] [LOCAL ] Saved forecast: BDX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BDX.txt [2025-11-22T01:21:48.954556] [INFO ] [sig ] [159/1897] Completed BDX in 0.3s | 2.89 sym/s | Total: 55.0s | ETA: 10.0m [2025-11-22T01:21:48.954596] [INFO ] [sig ] [160/1897] Forecasting BE... [2025-11-22T01:21:48.954627] [INFO ] [sig ] Generating forecast for: BE [2025-11-22T01:21:48.954678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-11-22T01:21:48.966992] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BE'. [2025-11-22T01:21:48.968168] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-11-22T01:21:48.968236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:49.144668] [INFO ] [sig ] BE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:49.291445] [INFO ] [LOCAL ] Saved forecast: BE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BE.txt [2025-11-22T01:21:49.291572] [INFO ] [sig ] [160/1897] Completed BE in 0.3s | 2.89 sym/s | Total: 55.3s | ETA: 10.0m [2025-11-22T01:21:49.291612] [INFO ] [sig ] [161/1897] Forecasting BEP... [2025-11-22T01:21:49.291661] [INFO ] [sig ] Generating forecast for: BEP [2025-11-22T01:21:49.291696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-11-22T01:21:49.302559] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BEP'. [2025-11-22T01:21:49.303621] [DEBUG] [LOCAL ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt [2025-11-22T01:21:49.303695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:49.474021] [INFO ] [sig ] BEP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:49.615777] [INFO ] [LOCAL ] Saved forecast: BEP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BEP.txt [2025-11-22T01:21:49.615900] [INFO ] [sig ] [161/1897] Completed BEP in 0.3s | 2.89 sym/s | Total: 55.7s | ETA: 10.0m [2025-11-22T01:21:49.615939] [INFO ] [sig ] [162/1897] Forecasting BEPC... [2025-11-22T01:21:49.615969] [INFO ] [sig ] Generating forecast for: BEPC [2025-11-22T01:21:49.616008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'. [2025-11-22T01:21:49.626341] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BEPC'. [2025-11-22T01:21:49.627392] [DEBUG] [LOCAL ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt [2025-11-22T01:21:49.627445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:49.791480] [INFO ] [sig ] BEPC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:49.930802] [INFO ] [LOCAL ] Saved forecast: BEPC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BEPC.txt [2025-11-22T01:21:49.930911] [INFO ] [sig ] [162/1897] Completed BEPC in 0.3s | 2.89 sym/s | Total: 56.0s | ETA: 10.0m [2025-11-22T01:21:49.930950] [INFO ] [sig ] [163/1897] Forecasting BEPH... [2025-11-22T01:21:49.930980] [INFO ] [sig ] Generating forecast for: BEPH [2025-11-22T01:21:49.931010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-11-22T01:21:49.941490] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BEPH'. [2025-11-22T01:21:49.942556] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-11-22T01:21:49.942609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:50.112337] [INFO ] [sig ] BEPH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:50.269030] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BEPH.txt [2025-11-22T01:21:50.269213] [INFO ] [sig ] [163/1897] Completed BEPH in 0.3s | 2.89 sym/s | Total: 56.3s | ETA: 10.0m [2025-11-22T01:21:50.269266] [INFO ] [sig ] [164/1897] Forecasting BEPI... [2025-11-22T01:21:50.269312] [INFO ] [sig ] Generating forecast for: BEPI [2025-11-22T01:21:50.269357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-11-22T01:21:50.281460] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BEPI'. [2025-11-22T01:21:50.282754] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-11-22T01:21:50.282810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:50.461226] [INFO ] [sig ] BEPI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:50.604636] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BEPI.txt [2025-11-22T01:21:50.604793] [INFO ] [sig ] [164/1897] Completed BEPI in 0.3s | 2.89 sym/s | Total: 56.7s | ETA: 10.0m [2025-11-22T01:21:50.604834] [INFO ] [sig ] [165/1897] Forecasting BFAM... [2025-11-22T01:21:50.604864] [INFO ] [sig ] Generating forecast for: BFAM [2025-11-22T01:21:50.604896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-11-22T01:21:50.615786] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFAM'. [2025-11-22T01:21:50.616856] [DEBUG] [LOCAL ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt [2025-11-22T01:21:50.616910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:50.786450] [INFO ] [sig ] BFAM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:50.923942] [INFO ] [LOCAL ] Saved forecast: BFAM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BFAM.txt [2025-11-22T01:21:50.924062] [INFO ] [sig ] [165/1897] Completed BFAM in 0.3s | 2.90 sym/s | Total: 57.0s | ETA: 10.0m [2025-11-22T01:21:50.924111] [INFO ] [sig ] [166/1897] Forecasting BFH... [2025-11-22T01:21:50.924143] [INFO ] [sig ] Generating forecast for: BFH [2025-11-22T01:21:50.924174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-11-22T01:21:50.939680] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFH'. [2025-11-22T01:21:50.940909] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-11-22T01:21:50.940962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:51.108060] [INFO ] [sig ] BFH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:51.244309] [INFO ] [LOCAL ] Saved forecast: BFH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BFH.txt [2025-11-22T01:21:51.244428] [INFO ] [sig ] [166/1897] Completed BFH in 0.3s | 2.90 sym/s | Total: 57.3s | ETA: 10.0m [2025-11-22T01:21:51.244467] [INFO ] [sig ] [167/1897] Forecasting BFK... [2025-11-22T01:21:51.244495] [INFO ] [sig ] Generating forecast for: BFK [2025-11-22T01:21:51.244526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-11-22T01:21:51.255415] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFK'. [2025-11-22T01:21:51.256485] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-11-22T01:21:51.256537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:51.424475] [INFO ] [sig ] BFK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:51.562349] [INFO ] [LOCAL ] Saved forecast: BFK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BFK.txt [2025-11-22T01:21:51.562462] [INFO ] [sig ] [167/1897] Completed BFK in 0.3s | 2.90 sym/s | Total: 57.6s | ETA: 9.9m [2025-11-22T01:21:51.562500] [INFO ] [sig ] [168/1897] Forecasting BFLY... [2025-11-22T01:21:51.562529] [INFO ] [sig ] Generating forecast for: BFLY [2025-11-22T01:21:51.562560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-11-22T01:21:51.577624] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFLY'. [2025-11-22T01:21:51.578700] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-11-22T01:21:51.578753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:51.756359] [INFO ] [sig ] BFLY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:51.894714] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BFLY.txt [2025-11-22T01:21:51.894826] [INFO ] [sig ] [168/1897] Completed BFLY in 0.3s | 2.90 sym/s | Total: 58.0s | ETA: 9.9m [2025-11-22T01:21:51.894864] [INFO ] [sig ] [169/1897] Forecasting BFZ... [2025-11-22T01:21:51.894894] [INFO ] [sig ] Generating forecast for: BFZ [2025-11-22T01:21:51.894923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-11-22T01:21:51.906120] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BFZ'. [2025-11-22T01:21:51.907194] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-11-22T01:21:51.907246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:52.073149] [INFO ] [sig ] BFZ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:52.209950] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BFZ.txt [2025-11-22T01:21:52.210072] [INFO ] [sig ] [169/1897] Completed BFZ in 0.3s | 2.90 sym/s | Total: 58.3s | ETA: 9.9m [2025-11-22T01:21:52.210111] [INFO ] [sig ] [170/1897] Forecasting BG... [2025-11-22T01:21:52.210141] [INFO ] [sig ] Generating forecast for: BG [2025-11-22T01:21:52.210170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-11-22T01:21:52.220113] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BG'. [2025-11-22T01:21:52.221179] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-11-22T01:21:52.221232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:52.393537] [INFO ] [sig ] BG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:52.533969] [INFO ] [LOCAL ] Saved forecast: BG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BG.txt [2025-11-22T01:21:52.534082] [INFO ] [sig ] [170/1897] Completed BG in 0.3s | 2.90 sym/s | Total: 58.6s | ETA: 9.9m [2025-11-22T01:21:52.534120] [INFO ] [sig ] [171/1897] Forecasting BGB... [2025-11-22T01:21:52.534148] [INFO ] [sig ] Generating forecast for: BGB [2025-11-22T01:21:52.534178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-11-22T01:21:52.544391] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGB'. [2025-11-22T01:21:52.545439] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-11-22T01:21:52.545493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:52.706972] [INFO ] [sig ] BGB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:52.845766] [INFO ] [LOCAL ] Saved forecast: BGB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BGB.txt [2025-11-22T01:21:52.845882] [INFO ] [sig ] [171/1897] Completed BGB in 0.3s | 2.90 sym/s | Total: 58.9s | ETA: 9.9m [2025-11-22T01:21:52.845921] [INFO ] [sig ] [172/1897] Forecasting BGH... [2025-11-22T01:21:52.845950] [INFO ] [sig ] Generating forecast for: BGH [2025-11-22T01:21:52.845980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-11-22T01:21:52.856583] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGH'. [2025-11-22T01:21:52.857669] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-11-22T01:21:52.857722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:53.018340] [INFO ] [sig ] BGH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:53.160024] [INFO ] [LOCAL ] Saved forecast: BGH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BGH.txt [2025-11-22T01:21:53.160145] [INFO ] [sig ] [172/1897] Completed BGH in 0.3s | 2.90 sym/s | Total: 59.2s | ETA: 9.9m [2025-11-22T01:21:53.160185] [INFO ] [sig ] [173/1897] Forecasting BGS... [2025-11-22T01:21:53.160214] [INFO ] [sig ] Generating forecast for: BGS [2025-11-22T01:21:53.160245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-11-22T01:21:53.171169] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGS'. [2025-11-22T01:21:53.172206] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-11-22T01:21:53.172260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:53.340520] [INFO ] [sig ] BGS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:53.480344] [INFO ] [LOCAL ] Saved forecast: BGS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BGS.txt [2025-11-22T01:21:53.480479] [INFO ] [sig ] [173/1897] Completed BGS in 0.3s | 2.91 sym/s | Total: 59.5s | ETA: 9.9m [2025-11-22T01:21:53.480520] [INFO ] [sig ] [174/1897] Forecasting BGX... [2025-11-22T01:21:53.480549] [INFO ] [sig ] Generating forecast for: BGX [2025-11-22T01:21:53.480580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-11-22T01:21:53.492195] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGX'. [2025-11-22T01:21:53.493312] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-11-22T01:21:53.493365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:53.656242] [INFO ] [sig ] BGX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:53.793169] [INFO ] [LOCAL ] Saved forecast: BGX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BGX.txt [2025-11-22T01:21:53.793299] [INFO ] [sig ] [174/1897] Completed BGX in 0.3s | 2.91 sym/s | Total: 59.9s | ETA: 9.9m [2025-11-22T01:21:53.793339] [INFO ] [sig ] [175/1897] Forecasting BGY... [2025-11-22T01:21:53.793369] [INFO ] [sig ] Generating forecast for: BGY [2025-11-22T01:21:53.793399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-11-22T01:21:53.804020] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BGY'. [2025-11-22T01:21:53.805146] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-11-22T01:21:53.805198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:53.969473] [INFO ] [sig ] BGY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:54.107305] [INFO ] [LOCAL ] Saved forecast: BGY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BGY.txt [2025-11-22T01:21:54.107482] [INFO ] [sig ] [175/1897] Completed BGY in 0.3s | 2.91 sym/s | Total: 1.0m | ETA: 9.9m [2025-11-22T01:21:54.107524] [INFO ] [sig ] [176/1897] Forecasting BH... [2025-11-22T01:21:54.107553] [INFO ] [sig ] Generating forecast for: BH [2025-11-22T01:21:54.107587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'. [2025-11-22T01:21:54.118501] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BH'. [2025-11-22T01:21:54.119586] [DEBUG] [LOCAL ] No optimal features file found for BH: ./output/feature-sets/BH.txt [2025-11-22T01:21:54.119658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:54.284523] [INFO ] [sig ] BH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:54.423941] [INFO ] [LOCAL ] Saved forecast: BH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BH.txt [2025-11-22T01:21:54.424075] [INFO ] [sig ] [176/1897] Completed BH in 0.3s | 2.91 sym/s | Total: 1.0m | ETA: 9.9m [2025-11-22T01:21:54.424114] [INFO ] [sig ] [177/1897] Forecasting BHC... [2025-11-22T01:21:54.424144] [INFO ] [sig ] Generating forecast for: BHC [2025-11-22T01:21:54.424175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-11-22T01:21:54.435554] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHC'. [2025-11-22T01:21:54.436629] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-11-22T01:21:54.436702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:54.600840] [INFO ] [sig ] BHC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:54.739051] [INFO ] [LOCAL ] Saved forecast: BHC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BHC.txt [2025-11-22T01:21:54.739185] [INFO ] [sig ] [177/1897] Completed BHC in 0.3s | 2.91 sym/s | Total: 1.0m | ETA: 9.8m [2025-11-22T01:21:54.739225] [INFO ] [sig ] [178/1897] Forecasting BHK... [2025-11-22T01:21:54.739254] [INFO ] [sig ] Generating forecast for: BHK [2025-11-22T01:21:54.739284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-11-22T01:21:54.751182] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHK'. [2025-11-22T01:21:54.752316] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-11-22T01:21:54.752370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:54.946542] [INFO ] [sig ] BHK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:55.091344] [INFO ] [LOCAL ] Saved forecast: BHK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BHK.txt [2025-11-22T01:21:55.091515] [INFO ] [sig ] [178/1897] Completed BHK in 0.4s | 2.91 sym/s | Total: 1.0m | ETA: 9.8m [2025-11-22T01:21:55.091559] [INFO ] [sig ] [179/1897] Forecasting BHP... [2025-11-22T01:21:55.091589] [INFO ] [sig ] Generating forecast for: BHP [2025-11-22T01:21:55.091620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-11-22T01:21:55.106578] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHP'. [2025-11-22T01:21:55.108350] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-11-22T01:21:55.108424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:55.347600] [INFO ] [sig ] BHP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:55.550350] [INFO ] [LOCAL ] Saved forecast: BHP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BHP.txt [2025-11-22T01:21:55.550583] [INFO ] [sig ] [179/1897] Completed BHP in 0.5s | 2.91 sym/s | Total: 1.0m | ETA: 9.9m [2025-11-22T01:21:55.550680] [INFO ] [sig ] [180/1897] Forecasting BHVN... [2025-11-22T01:21:55.550734] [INFO ] [sig ] Generating forecast for: BHVN [2025-11-22T01:21:55.550788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-11-22T01:21:55.570556] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BHVN'. [2025-11-22T01:21:55.572295] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-11-22T01:21:55.572380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:55.817212] [INFO ] [sig ] BHVN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:55.996192] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BHVN.txt [2025-11-22T01:21:55.996378] [INFO ] [sig ] [180/1897] Completed BHVN in 0.4s | 2.90 sym/s | Total: 1.0m | ETA: 9.9m [2025-11-22T01:21:55.996421] [INFO ] [sig ] [181/1897] Forecasting BIO... [2025-11-22T01:21:55.996450] [INFO ] [sig ] Generating forecast for: BIO [2025-11-22T01:21:55.996482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-11-22T01:21:56.008991] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIO'. [2025-11-22T01:21:56.010158] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-11-22T01:21:56.010230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:56.174893] [INFO ] [sig ] BIO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:56.315065] [INFO ] [LOCAL ] Saved forecast: BIO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BIO.txt [2025-11-22T01:21:56.315223] [INFO ] [sig ] [181/1897] Completed BIO in 0.3s | 2.90 sym/s | Total: 1.0m | ETA: 9.9m [2025-11-22T01:21:56.315263] [INFO ] [sig ] [182/1897] Forecasting BIP... [2025-11-22T01:21:56.315293] [INFO ] [sig ] Generating forecast for: BIP [2025-11-22T01:21:56.315324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-11-22T01:21:56.327218] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIP'. [2025-11-22T01:21:56.328389] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-11-22T01:21:56.328442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:56.497333] [INFO ] [sig ] BIP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:56.637808] [INFO ] [LOCAL ] Saved forecast: BIP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BIP.txt [2025-11-22T01:21:56.637927] [INFO ] [sig ] [182/1897] Completed BIP in 0.3s | 2.90 sym/s | Total: 1.0m | ETA: 9.8m [2025-11-22T01:21:56.637966] [INFO ] [sig ] [183/1897] Forecasting BIPC... [2025-11-22T01:21:56.637995] [INFO ] [sig ] Generating forecast for: BIPC [2025-11-22T01:21:56.638027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'. [2025-11-22T01:21:56.648935] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIPC'. [2025-11-22T01:21:56.650020] [DEBUG] [LOCAL ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt [2025-11-22T01:21:56.650073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:56.809781] [INFO ] [sig ] BIPC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:56.949290] [INFO ] [LOCAL ] Saved forecast: BIPC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BIPC.txt [2025-11-22T01:21:56.949419] [INFO ] [sig ] [183/1897] Completed BIPC in 0.3s | 2.90 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:56.949460] [INFO ] [sig ] [184/1897] Forecasting BIPI... [2025-11-22T01:21:56.949490] [INFO ] [sig ] Generating forecast for: BIPI [2025-11-22T01:21:56.949522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-11-22T01:21:56.960962] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIPI'. [2025-11-22T01:21:56.962063] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-11-22T01:21:56.962116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:57.115587] [INFO ] [sig ] BIPI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:57.255499] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BIPI.txt [2025-11-22T01:21:57.255613] [INFO ] [sig ] [184/1897] Completed BIPI in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:57.255672] [INFO ] [sig ] [185/1897] Forecasting BIRK... [2025-11-22T01:21:57.255704] [INFO ] [sig ] Generating forecast for: BIRK [2025-11-22T01:21:57.255735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-11-22T01:21:57.266534] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIRK'. [2025-11-22T01:21:57.267684] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-11-22T01:21:57.267738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:57.431011] [INFO ] [sig ] BIRK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:57.571400] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BIRK.txt [2025-11-22T01:21:57.571534] [INFO ] [sig ] [185/1897] Completed BIRK in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:57.571581] [INFO ] [sig ] [186/1897] Forecasting BIT... [2025-11-22T01:21:57.571617] [INFO ] [sig ] Generating forecast for: BIT [2025-11-22T01:21:57.571678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'. [2025-11-22T01:21:57.583095] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BIT'. [2025-11-22T01:21:57.584137] [DEBUG] [LOCAL ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt [2025-11-22T01:21:57.584190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:57.770148] [INFO ] [sig ] BIT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:57.909702] [INFO ] [LOCAL ] Saved forecast: BIT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BIT.txt [2025-11-22T01:21:57.909821] [INFO ] [sig ] [186/1897] Completed BIT in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:57.909861] [INFO ] [sig ] [187/1897] Forecasting BK... [2025-11-22T01:21:57.909890] [INFO ] [sig ] Generating forecast for: BK [2025-11-22T01:21:57.909920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-11-22T01:21:57.920780] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BK'. [2025-11-22T01:21:57.921866] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-11-22T01:21:57.921919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:58.089741] [INFO ] [sig ] BK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:58.230132] [INFO ] [LOCAL ] Saved forecast: BK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BK.txt [2025-11-22T01:21:58.230254] [INFO ] [sig ] [187/1897] Completed BK in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:58.230296] [INFO ] [sig ] [188/1897] Forecasting BKD... [2025-11-22T01:21:58.230326] [INFO ] [sig ] Generating forecast for: BKD [2025-11-22T01:21:58.230358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-11-22T01:21:58.240991] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKD'. [2025-11-22T01:21:58.242055] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-11-22T01:21:58.242109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:58.399558] [INFO ] [sig ] BKD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:58.538889] [INFO ] [LOCAL ] Saved forecast: BKD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BKD.txt [2025-11-22T01:21:58.539003] [INFO ] [sig ] [188/1897] Completed BKD in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:58.539042] [INFO ] [sig ] [189/1897] Forecasting BKE... [2025-11-22T01:21:58.539073] [INFO ] [sig ] Generating forecast for: BKE [2025-11-22T01:21:58.539104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-11-22T01:21:58.549906] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKE'. [2025-11-22T01:21:58.550957] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-11-22T01:21:58.551010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:58.720040] [INFO ] [sig ] BKE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:21:58.859405] [INFO ] [LOCAL ] Saved forecast: BKE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BKE.txt [2025-11-22T01:21:58.859561] [INFO ] [sig ] [189/1897] Completed BKE in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:58.859601] [INFO ] [sig ] [190/1897] Forecasting BKKT... [2025-11-22T01:21:58.859631] [INFO ] [sig ] Generating forecast for: BKKT [2025-11-22T01:21:58.859687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'. [2025-11-22T01:21:58.871783] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKKT'. [2025-11-22T01:21:58.872916] [DEBUG] [LOCAL ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt [2025-11-22T01:21:58.872971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:59.042048] [INFO ] [sig ] BKKT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:59.180691] [INFO ] [LOCAL ] Saved forecast: BKKT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BKKT.txt [2025-11-22T01:21:59.180858] [INFO ] [sig ] [190/1897] Completed BKKT in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:59.180898] [INFO ] [sig ] [191/1897] Forecasting BKN... [2025-11-22T01:21:59.180929] [INFO ] [sig ] Generating forecast for: BKN [2025-11-22T01:21:59.180961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-11-22T01:21:59.192895] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKN'. [2025-11-22T01:21:59.193942] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-11-22T01:21:59.193995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:59.364941] [INFO ] [sig ] BKN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:59.503053] [INFO ] [LOCAL ] Saved forecast: BKN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BKN.txt [2025-11-22T01:21:59.503170] [INFO ] [sig ] [191/1897] Completed BKN in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:59.503210] [INFO ] [sig ] [192/1897] Forecasting BKT... [2025-11-22T01:21:59.503240] [INFO ] [sig ] Generating forecast for: BKT [2025-11-22T01:21:59.503271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'. [2025-11-22T01:21:59.514420] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKT'. [2025-11-22T01:21:59.515510] [DEBUG] [LOCAL ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt [2025-11-22T01:21:59.515563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:59.682429] [INFO ] [sig ] BKT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:21:59.821328] [INFO ] [LOCAL ] Saved forecast: BKT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BKT.txt [2025-11-22T01:21:59.821470] [INFO ] [sig ] [192/1897] Completed BKT in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:21:59.821510] [INFO ] [sig ] [193/1897] Forecasting BKU... [2025-11-22T01:21:59.821539] [INFO ] [sig ] Generating forecast for: BKU [2025-11-22T01:21:59.821570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'. [2025-11-22T01:21:59.832418] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BKU'. [2025-11-22T01:21:59.833456] [DEBUG] [LOCAL ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt [2025-11-22T01:21:59.833508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:21:59.998434] [INFO ] [sig ] BKU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:00.136979] [INFO ] [LOCAL ] Saved forecast: BKU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BKU.txt [2025-11-22T01:22:00.137133] [INFO ] [sig ] [193/1897] Completed BKU in 0.3s | 2.92 sym/s | Total: 1.1m | ETA: 9.7m [2025-11-22T01:22:00.137173] [INFO ] [sig ] [194/1897] Forecasting BLD... [2025-11-22T01:22:00.137203] [INFO ] [sig ] Generating forecast for: BLD [2025-11-22T01:22:00.137233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-11-22T01:22:00.147698] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLD'. [2025-11-22T01:22:00.148753] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-11-22T01:22:00.148806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:00.334739] [INFO ] [sig ] BLD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:00.473289] [INFO ] [LOCAL ] Saved forecast: BLD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BLD.txt [2025-11-22T01:22:00.473414] [INFO ] [sig ] [194/1897] Completed BLD in 0.3s | 2.92 sym/s | Total: 1.1m | ETA: 9.7m [2025-11-22T01:22:00.473454] [INFO ] [sig ] [195/1897] Forecasting BLDR... [2025-11-22T01:22:00.473482] [INFO ] [sig ] Generating forecast for: BLDR [2025-11-22T01:22:00.473512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'. [2025-11-22T01:22:00.485858] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLDR'. [2025-11-22T01:22:00.486911] [DEBUG] [LOCAL ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt [2025-11-22T01:22:00.486965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:00.657685] [INFO ] [sig ] BLDR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:00.795902] [INFO ] [LOCAL ] Saved forecast: BLDR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BLDR.txt [2025-11-22T01:22:00.796036] [INFO ] [sig ] [195/1897] Completed BLDR in 0.3s | 2.92 sym/s | Total: 1.1m | ETA: 9.7m [2025-11-22T01:22:00.796076] [INFO ] [sig ] [196/1897] Forecasting BLE... [2025-11-22T01:22:00.796105] [INFO ] [sig ] Generating forecast for: BLE [2025-11-22T01:22:00.796136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-11-22T01:22:00.818461] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLE'. [2025-11-22T01:22:00.820032] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-11-22T01:22:00.820093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:01.557724] [INFO ] [sig ] BLE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:01.727145] [INFO ] [LOCAL ] Saved forecast: BLE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BLE.txt [2025-11-22T01:22:01.727317] [INFO ] [sig ] [196/1897] Completed BLE in 0.9s | 2.89 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:22:01.727361] [INFO ] [sig ] [197/1897] Forecasting BLK... [2025-11-22T01:22:01.727401] [INFO ] [sig ] Generating forecast for: BLK [2025-11-22T01:22:01.727434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-11-22T01:22:01.740031] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLK'. [2025-11-22T01:22:01.741205] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-11-22T01:22:01.741259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:01.943256] [INFO ] [sig ] BLK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:02.081342] [INFO ] [LOCAL ] Saved forecast: BLK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BLK.txt [2025-11-22T01:22:02.081490] [INFO ] [sig ] [197/1897] Completed BLK in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:22:02.081531] [INFO ] [sig ] [198/1897] Forecasting BLND... [2025-11-22T01:22:02.081561] [INFO ] [sig ] Generating forecast for: BLND [2025-11-22T01:22:02.081592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-11-22T01:22:02.094388] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLND'. [2025-11-22T01:22:02.095762] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-11-22T01:22:02.095818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:02.301135] [INFO ] [sig ] BLND: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:02.449362] [INFO ] [LOCAL ] Saved forecast: BLND 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BLND.txt [2025-11-22T01:22:02.449511] [INFO ] [sig ] [198/1897] Completed BLND in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:22:02.449552] [INFO ] [sig ] [199/1897] Forecasting BLW... [2025-11-22T01:22:02.449582] [INFO ] [sig ] Generating forecast for: BLW [2025-11-22T01:22:02.449614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'. [2025-11-22T01:22:02.461248] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLW'. [2025-11-22T01:22:02.462443] [DEBUG] [LOCAL ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt [2025-11-22T01:22:02.462496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:02.643447] [INFO ] [sig ] BLW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:02.785813] [INFO ] [LOCAL ] Saved forecast: BLW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BLW.txt [2025-11-22T01:22:02.785975] [INFO ] [sig ] [199/1897] Completed BLW in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 9.8m [2025-11-22T01:22:02.786017] [INFO ] [sig ] [200/1897] Forecasting BLX... [2025-11-22T01:22:02.786048] [INFO ] [sig ] Generating forecast for: BLX [2025-11-22T01:22:02.786079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-11-22T01:22:02.797557] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BLX'. [2025-11-22T01:22:02.798800] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-11-22T01:22:02.798858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:02.989139] [INFO ] [sig ] BLX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:03.146607] [INFO ] [LOCAL ] Saved forecast: BLX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BLX.txt [2025-11-22T01:22:03.146770] [INFO ] [sig ] [200/1897] Completed BLX in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 9.8m [2025-11-22T01:22:03.146819] [INFO ] [sig ] [201/1897] Forecasting BME... [2025-11-22T01:22:03.146851] [INFO ] [sig ] Generating forecast for: BME [2025-11-22T01:22:03.146881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-11-22T01:22:03.158576] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BME'. [2025-11-22T01:22:03.159755] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-11-22T01:22:03.159808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:03.328763] [INFO ] [sig ] BME: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:03.467255] [INFO ] [LOCAL ] Saved forecast: BME 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BME.txt [2025-11-22T01:22:03.467377] [INFO ] [sig ] [201/1897] Completed BME in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 9.8m [2025-11-22T01:22:03.467415] [INFO ] [sig ] [202/1897] Forecasting BMEZ... [2025-11-22T01:22:03.467444] [INFO ] [sig ] Generating forecast for: BMEZ [2025-11-22T01:22:03.467475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-11-22T01:22:03.484929] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMEZ'. [2025-11-22T01:22:03.486042] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-11-22T01:22:03.486093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:03.655054] [INFO ] [sig ] BMEZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:03.795180] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BMEZ.txt [2025-11-22T01:22:03.795319] [INFO ] [sig ] [202/1897] Completed BMEZ in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 9.8m [2025-11-22T01:22:03.795361] [INFO ] [sig ] [203/1897] Forecasting BMI... [2025-11-22T01:22:03.795391] [INFO ] [sig ] Generating forecast for: BMI [2025-11-22T01:22:03.795423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-11-22T01:22:03.806962] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMI'. [2025-11-22T01:22:03.808116] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-11-22T01:22:03.808170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:04.006280] [INFO ] [sig ] BMI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:04.149851] [INFO ] [LOCAL ] Saved forecast: BMI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BMI.txt [2025-11-22T01:22:04.149990] [INFO ] [sig ] [203/1897] Completed BMI in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 9.8m [2025-11-22T01:22:04.150032] [INFO ] [sig ] [204/1897] Forecasting BMN... [2025-11-22T01:22:04.150062] [INFO ] [sig ] Generating forecast for: BMN [2025-11-22T01:22:04.150093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'. [2025-11-22T01:22:04.162162] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMN'. [2025-11-22T01:22:04.163308] [DEBUG] [LOCAL ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt [2025-11-22T01:22:04.163361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:04.330741] [INFO ] [sig ] BMN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:04.469249] [INFO ] [LOCAL ] Saved forecast: BMN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BMN.txt [2025-11-22T01:22:04.469403] [INFO ] [sig ] [204/1897] Completed BMN in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 9.8m [2025-11-22T01:22:04.469444] [INFO ] [sig ] [205/1897] Forecasting BMY... [2025-11-22T01:22:04.469474] [INFO ] [sig ] Generating forecast for: BMY [2025-11-22T01:22:04.469505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-11-22T01:22:04.481307] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BMY'. [2025-11-22T01:22:04.482429] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-11-22T01:22:04.482482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:04.691235] [INFO ] [sig ] BMY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:04.835199] [INFO ] [LOCAL ] Saved forecast: BMY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BMY.txt [2025-11-22T01:22:04.835366] [INFO ] [sig ] [205/1897] Completed BMY in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 9.8m [2025-11-22T01:22:04.835408] [INFO ] [sig ] [206/1897] Forecasting BN... [2025-11-22T01:22:04.835438] [INFO ] [sig ] Generating forecast for: BN [2025-11-22T01:22:04.835470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-11-22T01:22:04.847860] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BN'. [2025-11-22T01:22:04.848976] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-11-22T01:22:04.849029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:05.021164] [INFO ] [sig ] BN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:05.160228] [INFO ] [LOCAL ] Saved forecast: BN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BN.txt [2025-11-22T01:22:05.160367] [INFO ] [sig ] [206/1897] Completed BN in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:05.160408] [INFO ] [sig ] [207/1897] Forecasting BNED... [2025-11-22T01:22:05.160439] [INFO ] [sig ] Generating forecast for: BNED [2025-11-22T01:22:05.160470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-11-22T01:22:05.172502] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNED'. [2025-11-22T01:22:05.173677] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-11-22T01:22:05.173732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:05.343551] [INFO ] [sig ] BNED: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:05.484201] [INFO ] [LOCAL ] Saved forecast: BNED 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BNED.txt [2025-11-22T01:22:05.484341] [INFO ] [sig ] [207/1897] Completed BNED in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:05.484381] [INFO ] [sig ] [208/1897] Forecasting BNJ... [2025-11-22T01:22:05.484411] [INFO ] [sig ] Generating forecast for: BNJ [2025-11-22T01:22:05.484442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-11-22T01:22:05.500076] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNJ'. [2025-11-22T01:22:05.501417] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-11-22T01:22:05.501480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:05.681798] [INFO ] [sig ] BNJ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:05.823919] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BNJ.txt [2025-11-22T01:22:05.824066] [INFO ] [sig ] [208/1897] Completed BNJ in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:05.824107] [INFO ] [sig ] [209/1897] Forecasting BNL... [2025-11-22T01:22:05.824137] [INFO ] [sig ] Generating forecast for: BNL [2025-11-22T01:22:05.824169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-11-22T01:22:05.835822] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNL'. [2025-11-22T01:22:05.836899] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-11-22T01:22:05.836952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:06.006915] [INFO ] [sig ] BNL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:06.150035] [INFO ] [LOCAL ] Saved forecast: BNL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BNL.txt [2025-11-22T01:22:06.150202] [INFO ] [sig ] [209/1897] Completed BNL in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:06.150244] [INFO ] [sig ] [210/1897] Forecasting BNS... [2025-11-22T01:22:06.150273] [INFO ] [sig ] Generating forecast for: BNS [2025-11-22T01:22:06.150304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-11-22T01:22:06.168893] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNS'. [2025-11-22T01:22:06.169963] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-11-22T01:22:06.170016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:06.339807] [INFO ] [sig ] BNS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:06.481232] [INFO ] [LOCAL ] Saved forecast: BNS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BNS.txt [2025-11-22T01:22:06.481391] [INFO ] [sig ] [210/1897] Completed BNS in 0.3s | 2.90 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:06.481431] [INFO ] [sig ] [211/1897] Forecasting BNY... [2025-11-22T01:22:06.481460] [INFO ] [sig ] Generating forecast for: BNY [2025-11-22T01:22:06.481491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-11-22T01:22:06.492143] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BNY'. [2025-11-22T01:22:06.493236] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-11-22T01:22:06.493289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:06.661618] [INFO ] [sig ] BNY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:06.805590] [INFO ] [LOCAL ] Saved forecast: BNY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BNY.txt [2025-11-22T01:22:06.805772] [INFO ] [sig ] [211/1897] Completed BNY in 0.3s | 2.90 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:06.805816] [INFO ] [sig ] [212/1897] Forecasting BOC... [2025-11-22T01:22:06.805848] [INFO ] [sig ] Generating forecast for: BOC [2025-11-22T01:22:06.805880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-11-22T01:22:06.819394] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOC'. [2025-11-22T01:22:06.820471] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-11-22T01:22:06.820526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:06.996412] [INFO ] [sig ] BOC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:07.135842] [INFO ] [LOCAL ] Saved forecast: BOC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BOC.txt [2025-11-22T01:22:07.135969] [INFO ] [sig ] [212/1897] Completed BOC in 0.3s | 2.90 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:07.136008] [INFO ] [sig ] [213/1897] Forecasting BOE... [2025-11-22T01:22:07.136038] [INFO ] [sig ] Generating forecast for: BOE [2025-11-22T01:22:07.136068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-11-22T01:22:07.149355] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOE'. [2025-11-22T01:22:07.150400] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-11-22T01:22:07.150453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:07.324297] [INFO ] [sig ] BOE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:07.464983] [INFO ] [LOCAL ] Saved forecast: BOE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BOE.txt [2025-11-22T01:22:07.465130] [INFO ] [sig ] [213/1897] Completed BOE in 0.3s | 2.90 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:07.465170] [INFO ] [sig ] [214/1897] Forecasting BOH... [2025-11-22T01:22:07.465200] [INFO ] [sig ] Generating forecast for: BOH [2025-11-22T01:22:07.465231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-11-22T01:22:07.476090] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOH'. [2025-11-22T01:22:07.477204] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-11-22T01:22:07.477256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:07.647803] [INFO ] [sig ] BOH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:07.791776] [INFO ] [LOCAL ] Saved forecast: BOH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BOH.txt [2025-11-22T01:22:07.791913] [INFO ] [sig ] [214/1897] Completed BOH in 0.3s | 2.90 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:07.791953] [INFO ] [sig ] [215/1897] Forecasting BOND... [2025-11-22T01:22:07.791983] [INFO ] [sig ] Generating forecast for: BOND [2025-11-22T01:22:07.792015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-11-22T01:22:07.803422] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOND'. [2025-11-22T01:22:07.804562] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-11-22T01:22:07.804616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:07.981532] [INFO ] [sig ] BOND: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:08.119940] [INFO ] [LOCAL ] Saved forecast: BOND 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BOND.txt [2025-11-22T01:22:08.120077] [INFO ] [sig ] [215/1897] Completed BOND in 0.3s | 2.90 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:08.120117] [INFO ] [sig ] [216/1897] Forecasting BOOT... [2025-11-22T01:22:08.120146] [INFO ] [sig ] Generating forecast for: BOOT [2025-11-22T01:22:08.120177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'. [2025-11-22T01:22:08.134426] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BOOT'. [2025-11-22T01:22:08.135523] [DEBUG] [LOCAL ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt [2025-11-22T01:22:08.135595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:08.308723] [INFO ] [sig ] BOOT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:08.447753] [INFO ] [LOCAL ] Saved forecast: BOOT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BOOT.txt [2025-11-22T01:22:08.447919] [INFO ] [sig ] [216/1897] Completed BOOT in 0.3s | 2.90 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:08.447963] [INFO ] [sig ] [217/1897] Forecasting BR... [2025-11-22T01:22:08.447995] [INFO ] [sig ] Generating forecast for: BR [2025-11-22T01:22:08.448027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'. [2025-11-22T01:22:08.460875] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BR'. [2025-11-22T01:22:08.462066] [DEBUG] [LOCAL ] No optimal features file found for BR: ./output/feature-sets/BR.txt [2025-11-22T01:22:08.462121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:08.644362] [INFO ] [sig ] BR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:08.789390] [INFO ] [LOCAL ] Saved forecast: BR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BR.txt [2025-11-22T01:22:08.789533] [INFO ] [sig ] [217/1897] Completed BR in 0.3s | 2.90 sym/s | Total: 1.2m | ETA: 9.7m [2025-11-22T01:22:08.789573] [INFO ] [sig ] [218/1897] Forecasting BRBR... [2025-11-22T01:22:08.789605] [INFO ] [sig ] Generating forecast for: BRBR [2025-11-22T01:22:08.789636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'. [2025-11-22T01:22:08.801589] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRBR'. [2025-11-22T01:22:08.802793] [DEBUG] [LOCAL ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt [2025-11-22T01:22:08.802850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:08.974048] [INFO ] [sig ] BRBR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:09.125794] [INFO ] [LOCAL ] Saved forecast: BRBR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BRBR.txt [2025-11-22T01:22:09.125933] [INFO ] [sig ] [218/1897] Completed BRBR in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.7m [2025-11-22T01:22:09.125974] [INFO ] [sig ] [219/1897] Forecasting BRC... [2025-11-22T01:22:09.126004] [INFO ] [sig ] Generating forecast for: BRC [2025-11-22T01:22:09.126035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-11-22T01:22:09.137352] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRC'. [2025-11-22T01:22:09.138457] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-11-22T01:22:09.138510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:09.304324] [INFO ] [sig ] BRC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:09.452867] [INFO ] [LOCAL ] Saved forecast: BRC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BRC.txt [2025-11-22T01:22:09.453010] [INFO ] [sig ] [219/1897] Completed BRC in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:09.453050] [INFO ] [sig ] [220/1897] Forecasting BROS... [2025-11-22T01:22:09.453254] [INFO ] [sig ] Generating forecast for: BROS [2025-11-22T01:22:09.453284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-11-22T01:22:09.464300] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BROS'. [2025-11-22T01:22:09.465447] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-11-22T01:22:09.465500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:09.641083] [INFO ] [sig ] BROS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:09.786366] [INFO ] [LOCAL ] Saved forecast: BROS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BROS.txt [2025-11-22T01:22:09.786503] [INFO ] [sig ] [220/1897] Completed BROS in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:09.786543] [INFO ] [sig ] [221/1897] Forecasting BRSP... [2025-11-22T01:22:09.786574] [INFO ] [sig ] Generating forecast for: BRSP [2025-11-22T01:22:09.786605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-11-22T01:22:09.797457] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRSP'. [2025-11-22T01:22:09.798580] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-11-22T01:22:09.798634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:09.974294] [INFO ] [sig ] BRSP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:10.117274] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BRSP.txt [2025-11-22T01:22:10.117417] [INFO ] [sig ] [221/1897] Completed BRSP in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:10.117458] [INFO ] [sig ] [222/1897] Forecasting BRT... [2025-11-22T01:22:10.117487] [INFO ] [sig ] Generating forecast for: BRT [2025-11-22T01:22:10.117517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'. [2025-11-22T01:22:10.128603] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BRT'. [2025-11-22T01:22:10.129730] [DEBUG] [LOCAL ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt [2025-11-22T01:22:10.129784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:10.299561] [INFO ] [sig ] BRT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:10.439789] [INFO ] [LOCAL ] Saved forecast: BRT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BRT.txt [2025-11-22T01:22:10.439967] [INFO ] [sig ] [222/1897] Completed BRT in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:10.440008] [INFO ] [sig ] [223/1897] Forecasting BSAC... [2025-11-22T01:22:10.440038] [INFO ] [sig ] Generating forecast for: BSAC [2025-11-22T01:22:10.440069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-11-22T01:22:10.452278] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSAC'. [2025-11-22T01:22:10.453444] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-11-22T01:22:10.453497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:10.660298] [INFO ] [sig ] BSAC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:10.799819] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BSAC.txt [2025-11-22T01:22:10.799955] [INFO ] [sig ] [223/1897] Completed BSAC in 0.4s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:10.799995] [INFO ] [sig ] [224/1897] Forecasting BSBR... [2025-11-22T01:22:10.800026] [INFO ] [sig ] Generating forecast for: BSBR [2025-11-22T01:22:10.800056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'. [2025-11-22T01:22:10.810817] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSBR'. [2025-11-22T01:22:10.811891] [DEBUG] [LOCAL ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt [2025-11-22T01:22:10.811943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:10.976619] [INFO ] [sig ] BSBR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:11.117760] [INFO ] [LOCAL ] Saved forecast: BSBR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BSBR.txt [2025-11-22T01:22:11.117894] [INFO ] [sig ] [224/1897] Completed BSBR in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:11.117933] [INFO ] [sig ] [225/1897] Forecasting BSL... [2025-11-22T01:22:11.117962] [INFO ] [sig ] Generating forecast for: BSL [2025-11-22T01:22:11.117993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-11-22T01:22:11.129082] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSL'. [2025-11-22T01:22:11.130139] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-11-22T01:22:11.130193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:11.296004] [INFO ] [sig ] BSL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:11.434631] [INFO ] [LOCAL ] Saved forecast: BSL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BSL.txt [2025-11-22T01:22:11.434806] [INFO ] [sig ] [225/1897] Completed BSL in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:11.434846] [INFO ] [sig ] [226/1897] Forecasting BSM... [2025-11-22T01:22:11.434876] [INFO ] [sig ] Generating forecast for: BSM [2025-11-22T01:22:11.434907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-11-22T01:22:11.456257] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSM'. [2025-11-22T01:22:11.457495] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-11-22T01:22:11.457547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:11.625473] [INFO ] [sig ] BSM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:11.765414] [INFO ] [LOCAL ] Saved forecast: BSM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BSM.txt [2025-11-22T01:22:11.765578] [INFO ] [sig ] [226/1897] Completed BSM in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:11.765618] [INFO ] [sig ] [227/1897] Forecasting BST... [2025-11-22T01:22:11.765669] [INFO ] [sig ] Generating forecast for: BST [2025-11-22T01:22:11.765703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BST' from 'https://tdm.silogroup.org/data/derivative_storage/BST.csv'. [2025-11-22T01:22:11.782871] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BST'. [2025-11-22T01:22:11.783920] [DEBUG] [LOCAL ] No optimal features file found for BST: ./output/feature-sets/BST.txt [2025-11-22T01:22:11.783973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:11.953460] [INFO ] [sig ] BST: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:12.093234] [INFO ] [LOCAL ] Saved forecast: BST 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BST.txt [2025-11-22T01:22:12.093391] [INFO ] [sig ] [227/1897] Completed BST in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:12.093433] [INFO ] [sig ] [228/1897] Forecasting BSX... [2025-11-22T01:22:12.093466] [INFO ] [sig ] Generating forecast for: BSX [2025-11-22T01:22:12.093507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-11-22T01:22:12.105612] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BSX'. [2025-11-22T01:22:12.106685] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-11-22T01:22:12.106738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:12.293788] [INFO ] [sig ] BSX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:12.434483] [INFO ] [LOCAL ] Saved forecast: BSX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BSX.txt [2025-11-22T01:22:12.434671] [INFO ] [sig ] [228/1897] Completed BSX in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:12.434715] [INFO ] [sig ] [229/1897] Forecasting BTA... [2025-11-22T01:22:12.434744] [INFO ] [sig ] Generating forecast for: BTA [2025-11-22T01:22:12.434774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-11-22T01:22:12.453494] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTA'. [2025-11-22T01:22:12.454701] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-11-22T01:22:12.454755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:12.648126] [INFO ] [sig ] BTA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:12.800539] [INFO ] [LOCAL ] Saved forecast: BTA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BTA.txt [2025-11-22T01:22:12.800719] [INFO ] [sig ] [229/1897] Completed BTA in 0.4s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:12.800763] [INFO ] [sig ] [230/1897] Forecasting BTE... [2025-11-22T01:22:12.800794] [INFO ] [sig ] Generating forecast for: BTE [2025-11-22T01:22:12.800824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'. [2025-11-22T01:22:12.811917] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTE'. [2025-11-22T01:22:12.813061] [DEBUG] [LOCAL ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt [2025-11-22T01:22:12.813115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:12.988764] [INFO ] [sig ] BTE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:13.127360] [INFO ] [LOCAL ] Saved forecast: BTE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BTE.txt [2025-11-22T01:22:13.127516] [INFO ] [sig ] [230/1897] Completed BTE in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:13.127557] [INFO ] [sig ] [231/1897] Forecasting BTI... [2025-11-22T01:22:13.127587] [INFO ] [sig ] Generating forecast for: BTI [2025-11-22T01:22:13.127618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-11-22T01:22:13.139006] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTI'. [2025-11-22T01:22:13.140191] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-11-22T01:22:13.140244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:13.316244] [INFO ] [sig ] BTI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:13.460061] [INFO ] [LOCAL ] Saved forecast: BTI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BTI.txt [2025-11-22T01:22:13.460216] [INFO ] [sig ] [231/1897] Completed BTI in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:13.460268] [INFO ] [sig ] [232/1897] Forecasting BTO... [2025-11-22T01:22:13.460301] [INFO ] [sig ] Generating forecast for: BTO [2025-11-22T01:22:13.460333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'. [2025-11-22T01:22:13.471753] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTO'. [2025-11-22T01:22:13.473062] [DEBUG] [LOCAL ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt [2025-11-22T01:22:13.473122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:13.650549] [INFO ] [sig ] BTO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:13.798015] [INFO ] [LOCAL ] Saved forecast: BTO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BTO.txt [2025-11-22T01:22:13.798160] [INFO ] [sig ] [232/1897] Completed BTO in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 9.6m [2025-11-22T01:22:13.798202] [INFO ] [sig ] [233/1897] Forecasting BTT... [2025-11-22T01:22:13.798234] [INFO ] [sig ] Generating forecast for: BTT [2025-11-22T01:22:13.798266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'. [2025-11-22T01:22:13.809918] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTT'. [2025-11-22T01:22:13.811089] [DEBUG] [LOCAL ] No optimal features file found for BTT: ./output/feature-sets/BTT.txt [2025-11-22T01:22:13.811152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:13.991818] [INFO ] [sig ] BTT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:14.152985] [INFO ] [LOCAL ] Saved forecast: BTT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BTT.txt [2025-11-22T01:22:14.153129] [INFO ] [sig ] [233/1897] Completed BTT in 0.4s | 2.90 sym/s | Total: 1.3m | ETA: 9.5m [2025-11-22T01:22:14.153170] [INFO ] [sig ] [234/1897] Forecasting BTU... [2025-11-22T01:22:14.153200] [INFO ] [sig ] Generating forecast for: BTU [2025-11-22T01:22:14.153231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'. [2025-11-22T01:22:14.166078] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BTU'. [2025-11-22T01:22:14.167259] [DEBUG] [LOCAL ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt [2025-11-22T01:22:14.167313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:14.343301] [INFO ] [sig ] BTU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:14.482920] [INFO ] [LOCAL ] Saved forecast: BTU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BTU.txt [2025-11-22T01:22:14.483071] [INFO ] [sig ] [234/1897] Completed BTU in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 9.5m [2025-11-22T01:22:14.483113] [INFO ] [sig ] [235/1897] Forecasting BUD... [2025-11-22T01:22:14.483142] [INFO ] [sig ] Generating forecast for: BUD [2025-11-22T01:22:14.483173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-11-22T01:22:14.494278] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BUD'. [2025-11-22T01:22:14.495316] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-11-22T01:22:14.495369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:14.662499] [INFO ] [sig ] BUD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:14.801730] [INFO ] [LOCAL ] Saved forecast: BUD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BUD.txt [2025-11-22T01:22:14.801872] [INFO ] [sig ] [235/1897] Completed BUD in 0.3s | 2.91 sym/s | Total: 1.3m | ETA: 9.5m [2025-11-22T01:22:14.801913] [INFO ] [sig ] [236/1897] Forecasting BUI... [2025-11-22T01:22:14.801943] [INFO ] [sig ] Generating forecast for: BUI [2025-11-22T01:22:14.801973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-11-22T01:22:14.812983] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BUI'. [2025-11-22T01:22:14.814024] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-11-22T01:22:14.814077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:14.983904] [INFO ] [sig ] BUI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:15.123182] [INFO ] [LOCAL ] Saved forecast: BUI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BUI.txt [2025-11-22T01:22:15.123312] [INFO ] [sig ] [236/1897] Completed BUI in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:15.123352] [INFO ] [sig ] [237/1897] Forecasting BUR... [2025-11-22T01:22:15.123382] [INFO ] [sig ] Generating forecast for: BUR [2025-11-22T01:22:15.123413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'. [2025-11-22T01:22:15.134747] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BUR'. [2025-11-22T01:22:15.135965] [DEBUG] [LOCAL ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt [2025-11-22T01:22:15.136025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:15.332185] [INFO ] [sig ] BUR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:15.473537] [INFO ] [LOCAL ] Saved forecast: BUR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BUR.txt [2025-11-22T01:22:15.473697] [INFO ] [sig ] [237/1897] Completed BUR in 0.4s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:15.473740] [INFO ] [sig ] [238/1897] Forecasting BUXX... [2025-11-22T01:22:15.473770] [INFO ] [sig ] Generating forecast for: BUXX [2025-11-22T01:22:15.473802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-11-22T01:22:15.485308] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BUXX'. [2025-11-22T01:22:15.486395] [DEBUG] [LOCAL ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt [2025-11-22T01:22:15.486450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:15.673829] [INFO ] [sig ] BUXX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:15.821573] [INFO ] [LOCAL ] Saved forecast: BUXX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BUXX.txt [2025-11-22T01:22:15.821760] [INFO ] [sig ] [238/1897] Completed BUXX in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:15.821814] [INFO ] [sig ] [239/1897] Forecasting BV... [2025-11-22T01:22:15.821846] [INFO ] [sig ] Generating forecast for: BV [2025-11-22T01:22:15.821880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'. [2025-11-22T01:22:15.833304] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BV'. [2025-11-22T01:22:15.834477] [DEBUG] [LOCAL ] No optimal features file found for BV: ./output/feature-sets/BV.txt [2025-11-22T01:22:15.834532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:16.012313] [INFO ] [sig ] BV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:16.153503] [INFO ] [LOCAL ] Saved forecast: BV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BV.txt [2025-11-22T01:22:16.153636] [INFO ] [sig ] [239/1897] Completed BV in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:16.153697] [INFO ] [sig ] [240/1897] Forecasting BVN... [2025-11-22T01:22:16.153727] [INFO ] [sig ] Generating forecast for: BVN [2025-11-22T01:22:16.153757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-11-22T01:22:16.165049] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BVN'. [2025-11-22T01:22:16.166163] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-11-22T01:22:16.166215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:16.348154] [INFO ] [sig ] BVN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:16.487606] [INFO ] [LOCAL ] Saved forecast: BVN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BVN.txt [2025-11-22T01:22:16.487756] [INFO ] [sig ] [240/1897] Completed BVN in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:16.487797] [INFO ] [sig ] [241/1897] Forecasting BW... [2025-11-22T01:22:16.487827] [INFO ] [sig ] Generating forecast for: BW [2025-11-22T01:22:16.487857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'. [2025-11-22T01:22:16.498904] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BW'. [2025-11-22T01:22:16.500010] [DEBUG] [LOCAL ] No optimal features file found for BW: ./output/feature-sets/BW.txt [2025-11-22T01:22:16.500063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:16.670028] [INFO ] [sig ] BW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:16.808348] [INFO ] [LOCAL ] Saved forecast: BW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BW.txt [2025-11-22T01:22:16.808487] [INFO ] [sig ] [241/1897] Completed BW in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:16.808528] [INFO ] [sig ] [242/1897] Forecasting BWA... [2025-11-22T01:22:16.808557] [INFO ] [sig ] Generating forecast for: BWA [2025-11-22T01:22:16.808588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-11-22T01:22:16.820111] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWA'. [2025-11-22T01:22:16.821174] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-11-22T01:22:16.821228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:16.990954] [INFO ] [sig ] BWA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:17.129254] [INFO ] [LOCAL ] Saved forecast: BWA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BWA.txt [2025-11-22T01:22:17.129386] [INFO ] [sig ] [242/1897] Completed BWA in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:17.129425] [INFO ] [sig ] [243/1897] Forecasting BWMX... [2025-11-22T01:22:17.129455] [INFO ] [sig ] Generating forecast for: BWMX [2025-11-22T01:22:17.129486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMX' from 'https://tdm.silogroup.org/data/derivative_storage/BWMX.csv'. [2025-11-22T01:22:17.140689] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWMX'. [2025-11-22T01:22:17.141731] [DEBUG] [LOCAL ] No optimal features file found for BWMX: ./output/feature-sets/BWMX.txt [2025-11-22T01:22:17.141784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:17.312341] [INFO ] [sig ] BWMX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:17.450863] [INFO ] [LOCAL ] Saved forecast: BWMX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BWMX.txt [2025-11-22T01:22:17.451010] [INFO ] [sig ] [243/1897] Completed BWMX in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:17.451083] [INFO ] [sig ] [244/1897] Forecasting BWNB... [2025-11-22T01:22:17.451114] [INFO ] [sig ] Generating forecast for: BWNB [2025-11-22T01:22:17.451151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'. [2025-11-22T01:22:17.462661] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWNB'. [2025-11-22T01:22:17.463882] [DEBUG] [LOCAL ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt [2025-11-22T01:22:17.463938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:17.640698] [INFO ] [sig ] BWNB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:17.780509] [INFO ] [LOCAL ] Saved forecast: BWNB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BWNB.txt [2025-11-22T01:22:17.780683] [INFO ] [sig ] [244/1897] Completed BWNB in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:17.780727] [INFO ] [sig ] [245/1897] Forecasting BWSN... [2025-11-22T01:22:17.780758] [INFO ] [sig ] Generating forecast for: BWSN [2025-11-22T01:22:17.780790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'. [2025-11-22T01:22:17.793205] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWSN'. [2025-11-22T01:22:17.794405] [DEBUG] [LOCAL ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt [2025-11-22T01:22:17.794461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:17.984316] [INFO ] [sig ] BWSN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:18.124434] [INFO ] [LOCAL ] Saved forecast: BWSN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BWSN.txt [2025-11-22T01:22:18.124569] [INFO ] [sig ] [245/1897] Completed BWSN in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:18.124609] [INFO ] [sig ] [246/1897] Forecasting BWXT... [2025-11-22T01:22:18.124660] [INFO ] [sig ] Generating forecast for: BWXT [2025-11-22T01:22:18.124696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'. [2025-11-22T01:22:18.261499] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BWXT'. [2025-11-22T01:22:18.262691] [DEBUG] [LOCAL ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt [2025-11-22T01:22:18.262749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:18.460372] [INFO ] [sig ] BWXT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:18.608630] [INFO ] [LOCAL ] Saved forecast: BWXT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BWXT.txt [2025-11-22T01:22:18.608814] [INFO ] [sig ] [246/1897] Completed BWXT in 0.5s | 2.91 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:18.608855] [INFO ] [sig ] [247/1897] Forecasting BX... [2025-11-22T01:22:18.608885] [INFO ] [sig ] Generating forecast for: BX [2025-11-22T01:22:18.608916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'. [2025-11-22T01:22:18.620901] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BX'. [2025-11-22T01:22:18.621997] [DEBUG] [LOCAL ] No optimal features file found for BX: ./output/feature-sets/BX.txt [2025-11-22T01:22:18.622065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:18.817015] [INFO ] [sig ] BX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:18.971872] [INFO ] [LOCAL ] Saved forecast: BX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BX.txt [2025-11-22T01:22:18.972003] [INFO ] [sig ] [247/1897] Completed BX in 0.4s | 2.90 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:18.972042] [INFO ] [sig ] [248/1897] Forecasting BXC... [2025-11-22T01:22:18.972073] [INFO ] [sig ] Generating forecast for: BXC [2025-11-22T01:22:18.972103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-11-22T01:22:18.983334] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BXC'. [2025-11-22T01:22:18.984474] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-11-22T01:22:18.984529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:19.186859] [INFO ] [sig ] BXC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:19.331854] [INFO ] [LOCAL ] Saved forecast: BXC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BXC.txt [2025-11-22T01:22:19.331986] [INFO ] [sig ] [248/1897] Completed BXC in 0.4s | 2.90 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:19.332026] [INFO ] [sig ] [249/1897] Forecasting BXMT... [2025-11-22T01:22:19.332056] [INFO ] [sig ] Generating forecast for: BXMT [2025-11-22T01:22:19.332087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'. [2025-11-22T01:22:19.344518] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BXMT'. [2025-11-22T01:22:19.345703] [DEBUG] [LOCAL ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt [2025-11-22T01:22:19.345759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:19.522998] [INFO ] [sig ] BXMT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:19.661731] [INFO ] [LOCAL ] Saved forecast: BXMT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BXMT.txt [2025-11-22T01:22:19.661854] [INFO ] [sig ] [249/1897] Completed BXMT in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:19.661893] [INFO ] [sig ] [250/1897] Forecasting BXP... [2025-11-22T01:22:19.661922] [INFO ] [sig ] Generating forecast for: BXP [2025-11-22T01:22:19.661952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-11-22T01:22:19.674279] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BXP'. [2025-11-22T01:22:19.675325] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-11-22T01:22:19.675378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:19.870269] [INFO ] [sig ] BXP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:20.009181] [INFO ] [LOCAL ] Saved forecast: BXP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BXP.txt [2025-11-22T01:22:20.009338] [INFO ] [sig ] [250/1897] Completed BXP in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 9.5m [2025-11-22T01:22:20.009379] [INFO ] [sig ] [251/1897] Forecasting BY... [2025-11-22T01:22:20.009410] [INFO ] [sig ] Generating forecast for: BY [2025-11-22T01:22:20.009441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'. [2025-11-22T01:22:20.021116] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BY'. [2025-11-22T01:22:20.022357] [DEBUG] [LOCAL ] No optimal features file found for BY: ./output/feature-sets/BY.txt [2025-11-22T01:22:20.022411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:20.193669] [INFO ] [sig ] BY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:20.333029] [INFO ] [LOCAL ] Saved forecast: BY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BY.txt [2025-11-22T01:22:20.333172] [INFO ] [sig ] [251/1897] Completed BY in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.4m [2025-11-22T01:22:20.333213] [INFO ] [sig ] [252/1897] Forecasting BYD... [2025-11-22T01:22:20.333243] [INFO ] [sig ] Generating forecast for: BYD [2025-11-22T01:22:20.333273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-11-22T01:22:20.344247] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BYD'. [2025-11-22T01:22:20.345310] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-11-22T01:22:20.345364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:20.514076] [INFO ] [sig ] BYD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:20.652609] [INFO ] [LOCAL ] Saved forecast: BYD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BYD.txt [2025-11-22T01:22:20.652787] [INFO ] [sig ] [252/1897] Completed BYD in 0.3s | 2.91 sym/s | Total: 1.4m | ETA: 9.4m [2025-11-22T01:22:20.652829] [INFO ] [sig ] [253/1897] Forecasting BYM... [2025-11-22T01:22:20.652860] [INFO ] [sig ] Generating forecast for: BYM [2025-11-22T01:22:20.652891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-11-22T01:22:20.664325] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BYM'. [2025-11-22T01:22:20.665386] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-11-22T01:22:20.665438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:20.834540] [INFO ] [sig ] BYM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:20.972715] [INFO ] [LOCAL ] Saved forecast: BYM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/BYM.txt [2025-11-22T01:22:20.972845] [INFO ] [sig ] [253/1897] Completed BYM in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:20.972884] [INFO ] [sig ] [254/1897] Forecasting BZH... [2025-11-22T01:22:20.972915] [INFO ] [sig ] Generating forecast for: BZH [2025-11-22T01:22:20.972946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-11-22T01:22:20.984184] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'BZH'. [2025-11-22T01:22:20.985259] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-11-22T01:22:20.985320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:21.159176] [INFO ] [sig ] BZH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:21.298158] [INFO ] [LOCAL ] Saved forecast: BZH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/BZH.txt [2025-11-22T01:22:21.298291] [INFO ] [sig ] [254/1897] Completed BZH in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:21.298330] [INFO ] [sig ] [255/1897] Forecasting CABO... [2025-11-22T01:22:21.298360] [INFO ] [sig ] Generating forecast for: CABO [2025-11-22T01:22:21.298390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-11-22T01:22:21.309546] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CABO'. [2025-11-22T01:22:21.310572] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-11-22T01:22:21.310625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:21.478880] [INFO ] [sig ] CABO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:21.618121] [INFO ] [LOCAL ] Saved forecast: CABO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CABO.txt [2025-11-22T01:22:21.618254] [INFO ] [sig ] [255/1897] Completed CABO in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:21.618292] [INFO ] [sig ] [256/1897] Forecasting CADE... [2025-11-22T01:22:21.618322] [INFO ] [sig ] Generating forecast for: CADE [2025-11-22T01:22:21.618352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-11-22T01:22:21.629408] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CADE'. [2025-11-22T01:22:21.630445] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-11-22T01:22:21.630498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:21.805309] [INFO ] [sig ] CADE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:21.944404] [INFO ] [LOCAL ] Saved forecast: CADE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CADE.txt [2025-11-22T01:22:21.944533] [INFO ] [sig ] [256/1897] Completed CADE in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:21.944573] [INFO ] [sig ] [257/1897] Forecasting CAF... [2025-11-22T01:22:21.944604] [INFO ] [sig ] Generating forecast for: CAF [2025-11-22T01:22:21.944634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-11-22T01:22:21.955430] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAF'. [2025-11-22T01:22:21.956494] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-11-22T01:22:21.956546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:22.124839] [INFO ] [sig ] CAF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:22.266766] [INFO ] [LOCAL ] Saved forecast: CAF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CAF.txt [2025-11-22T01:22:22.266893] [INFO ] [sig ] [257/1897] Completed CAF in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:22.266932] [INFO ] [sig ] [258/1897] Forecasting CAG... [2025-11-22T01:22:22.266963] [INFO ] [sig ] Generating forecast for: CAG [2025-11-22T01:22:22.266994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-11-22T01:22:22.278436] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAG'. [2025-11-22T01:22:22.279473] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-11-22T01:22:22.279525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:22.462059] [INFO ] [sig ] CAG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:22.608820] [INFO ] [LOCAL ] Saved forecast: CAG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CAG.txt [2025-11-22T01:22:22.608976] [INFO ] [sig ] [258/1897] Completed CAG in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:22.609019] [INFO ] [sig ] [259/1897] Forecasting CAH... [2025-11-22T01:22:22.609049] [INFO ] [sig ] Generating forecast for: CAH [2025-11-22T01:22:22.609081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-11-22T01:22:22.621740] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAH'. [2025-11-22T01:22:22.623021] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-11-22T01:22:22.623077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:22.831872] [INFO ] [sig ] CAH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:22.974135] [INFO ] [LOCAL ] Saved forecast: CAH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CAH.txt [2025-11-22T01:22:22.974280] [INFO ] [sig ] [259/1897] Completed CAH in 0.4s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:22.974321] [INFO ] [sig ] [260/1897] Forecasting CAL... [2025-11-22T01:22:22.974351] [INFO ] [sig ] Generating forecast for: CAL [2025-11-22T01:22:22.974382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-11-22T01:22:22.986636] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAL'. [2025-11-22T01:22:22.988041] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-11-22T01:22:22.988097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:23.154520] [INFO ] [sig ] CAL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:23.292992] [INFO ] [LOCAL ] Saved forecast: CAL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CAL.txt [2025-11-22T01:22:23.293128] [INFO ] [sig ] [260/1897] Completed CAL in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:23.293167] [INFO ] [sig ] [261/1897] Forecasting CALX... [2025-11-22T01:22:23.293225] [INFO ] [sig ] Generating forecast for: CALX [2025-11-22T01:22:23.293256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-11-22T01:22:23.303946] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CALX'. [2025-11-22T01:22:23.304999] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-11-22T01:22:23.305053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:23.472297] [INFO ] [sig ] CALX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:23.611625] [INFO ] [LOCAL ] Saved forecast: CALX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CALX.txt [2025-11-22T01:22:23.611804] [INFO ] [sig ] [261/1897] Completed CALX in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:23.611845] [INFO ] [sig ] [262/1897] Forecasting CANG... [2025-11-22T01:22:23.611876] [INFO ] [sig ] Generating forecast for: CANG [2025-11-22T01:22:23.611906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-11-22T01:22:23.623947] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CANG'. [2025-11-22T01:22:23.625132] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-11-22T01:22:23.625185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:23.791283] [INFO ] [sig ] CANG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:23.937687] [INFO ] [LOCAL ] Saved forecast: CANG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CANG.txt [2025-11-22T01:22:23.937890] [INFO ] [sig ] [262/1897] Completed CANG in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:23.937956] [INFO ] [sig ] [263/1897] Forecasting CAPL... [2025-11-22T01:22:23.938020] [INFO ] [sig ] Generating forecast for: CAPL [2025-11-22T01:22:23.938070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-11-22T01:22:23.951737] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAPL'. [2025-11-22T01:22:23.953119] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-11-22T01:22:23.953189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:24.129602] [INFO ] [sig ] CAPL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:24.271373] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CAPL.txt [2025-11-22T01:22:24.271529] [INFO ] [sig ] [263/1897] Completed CAPL in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.4m [2025-11-22T01:22:24.271569] [INFO ] [sig ] [264/1897] Forecasting CARS... [2025-11-22T01:22:24.271600] [INFO ] [sig ] Generating forecast for: CARS [2025-11-22T01:22:24.271630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-11-22T01:22:24.283283] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CARS'. [2025-11-22T01:22:24.284458] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-11-22T01:22:24.284511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:24.457307] [INFO ] [sig ] CARS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:24.597084] [INFO ] [LOCAL ] Saved forecast: CARS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CARS.txt [2025-11-22T01:22:24.597230] [INFO ] [sig ] [264/1897] Completed CARS in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.3m [2025-11-22T01:22:24.597270] [INFO ] [sig ] [265/1897] Forecasting CAT... [2025-11-22T01:22:24.597301] [INFO ] [sig ] Generating forecast for: CAT [2025-11-22T01:22:24.597332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'. [2025-11-22T01:22:24.609257] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAT'. [2025-11-22T01:22:24.610350] [DEBUG] [LOCAL ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt [2025-11-22T01:22:24.610404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:24.786175] [INFO ] [sig ] CAT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:24.924979] [INFO ] [LOCAL ] Saved forecast: CAT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CAT.txt [2025-11-22T01:22:24.925116] [INFO ] [sig ] [265/1897] Completed CAT in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.3m [2025-11-22T01:22:24.925156] [INFO ] [sig ] [266/1897] Forecasting CATO... [2025-11-22T01:22:24.925189] [INFO ] [sig ] Generating forecast for: CATO [2025-11-22T01:22:24.925221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-11-22T01:22:24.936200] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CATO'. [2025-11-22T01:22:24.937295] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-11-22T01:22:24.937348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:25.107936] [INFO ] [sig ] CATO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:25.246061] [INFO ] [LOCAL ] Saved forecast: CATO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CATO.txt [2025-11-22T01:22:25.246194] [INFO ] [sig ] [266/1897] Completed CATO in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.3m [2025-11-22T01:22:25.246264] [INFO ] [sig ] [267/1897] Forecasting CAVA... [2025-11-22T01:22:25.246296] [INFO ] [sig ] Generating forecast for: CAVA [2025-11-22T01:22:25.246327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-11-22T01:22:25.258300] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CAVA'. [2025-11-22T01:22:25.259429] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-11-22T01:22:25.259483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:25.430146] [INFO ] [sig ] CAVA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:25.569847] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CAVA.txt [2025-11-22T01:22:25.569980] [INFO ] [sig ] [267/1897] Completed CAVA in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.3m [2025-11-22T01:22:25.570020] [INFO ] [sig ] [268/1897] Forecasting CBAN... [2025-11-22T01:22:25.570050] [INFO ] [sig ] Generating forecast for: CBAN [2025-11-22T01:22:25.570080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-11-22T01:22:25.581804] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBAN'. [2025-11-22T01:22:25.582855] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-11-22T01:22:25.582908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:25.750917] [INFO ] [sig ] CBAN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:25.894784] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CBAN.txt [2025-11-22T01:22:25.894934] [INFO ] [sig ] [268/1897] Completed CBAN in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.3m [2025-11-22T01:22:25.894974] [INFO ] [sig ] [269/1897] Forecasting CBL... [2025-11-22T01:22:25.895003] [INFO ] [sig ] Generating forecast for: CBL [2025-11-22T01:22:25.895034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-11-22T01:22:25.906996] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBL'. [2025-11-22T01:22:25.908156] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-11-22T01:22:25.908210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:26.078559] [INFO ] [sig ] CBL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:26.220727] [INFO ] [LOCAL ] Saved forecast: CBL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CBL.txt [2025-11-22T01:22:26.220880] [INFO ] [sig ] [269/1897] Completed CBL in 0.3s | 2.92 sym/s | Total: 1.5m | ETA: 9.3m [2025-11-22T01:22:26.220923] [INFO ] [sig ] [270/1897] Forecasting CBRE... [2025-11-22T01:22:26.220956] [INFO ] [sig ] Generating forecast for: CBRE [2025-11-22T01:22:26.220990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-11-22T01:22:26.233309] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBRE'. [2025-11-22T01:22:26.234471] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-11-22T01:22:26.234523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:26.412162] [INFO ] [sig ] CBRE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:26.596999] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CBRE.txt [2025-11-22T01:22:26.597158] [INFO ] [sig ] [270/1897] Completed CBRE in 0.4s | 2.91 sym/s | Total: 1.5m | ETA: 9.3m [2025-11-22T01:22:26.597200] [INFO ] [sig ] [271/1897] Forecasting CBU... [2025-11-22T01:22:26.597232] [INFO ] [sig ] Generating forecast for: CBU [2025-11-22T01:22:26.597265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'. [2025-11-22T01:22:26.608544] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBU'. [2025-11-22T01:22:26.609665] [DEBUG] [LOCAL ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt [2025-11-22T01:22:26.609719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:26.776695] [INFO ] [sig ] CBU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:26.921300] [INFO ] [LOCAL ] Saved forecast: CBU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CBU.txt [2025-11-22T01:22:26.921455] [INFO ] [sig ] [271/1897] Completed CBU in 0.3s | 2.91 sym/s | Total: 1.5m | ETA: 9.3m [2025-11-22T01:22:26.921496] [INFO ] [sig ] [272/1897] Forecasting CBZ... [2025-11-22T01:22:26.921527] [INFO ] [sig ] Generating forecast for: CBZ [2025-11-22T01:22:26.921557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-11-22T01:22:26.933257] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CBZ'. [2025-11-22T01:22:26.934343] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-11-22T01:22:26.934395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:27.099831] [INFO ] [sig ] CBZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:27.240682] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CBZ.txt [2025-11-22T01:22:27.240825] [INFO ] [sig ] [272/1897] Completed CBZ in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.3m [2025-11-22T01:22:27.240868] [INFO ] [sig ] [273/1897] Forecasting CCI... [2025-11-22T01:22:27.240899] [INFO ] [sig ] Generating forecast for: CCI [2025-11-22T01:22:27.240929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-11-22T01:22:27.259889] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCI'. [2025-11-22T01:22:27.260961] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-11-22T01:22:27.261014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:27.425249] [INFO ] [sig ] CCI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:27.564986] [INFO ] [LOCAL ] Saved forecast: CCI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CCI.txt [2025-11-22T01:22:27.565114] [INFO ] [sig ] [273/1897] Completed CCI in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.3m [2025-11-22T01:22:27.565153] [INFO ] [sig ] [274/1897] Forecasting CCIF... [2025-11-22T01:22:27.565184] [INFO ] [sig ] Generating forecast for: CCIF [2025-11-22T01:22:27.565212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-11-22T01:22:27.575262] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCIF'. [2025-11-22T01:22:27.576336] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-11-22T01:22:27.576388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:27.745200] [INFO ] [sig ] CCIF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:27.885367] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CCIF.txt [2025-11-22T01:22:27.885492] [INFO ] [sig ] [274/1897] Completed CCIF in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.3m [2025-11-22T01:22:27.885531] [INFO ] [sig ] [275/1897] Forecasting CCJ... [2025-11-22T01:22:27.885562] [INFO ] [sig ] Generating forecast for: CCJ [2025-11-22T01:22:27.885592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-11-22T01:22:27.896613] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCJ'. [2025-11-22T01:22:27.897807] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-11-22T01:22:27.897861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:28.065137] [INFO ] [sig ] CCJ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:28.204611] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CCJ.txt [2025-11-22T01:22:28.204759] [INFO ] [sig ] [275/1897] Completed CCJ in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.3m [2025-11-22T01:22:28.204799] [INFO ] [sig ] [276/1897] Forecasting CCL... [2025-11-22T01:22:28.204830] [INFO ] [sig ] Generating forecast for: CCL [2025-11-22T01:22:28.204860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-11-22T01:22:28.216054] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCL'. [2025-11-22T01:22:28.217141] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-11-22T01:22:28.217196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:28.374741] [INFO ] [sig ] CCL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:28.516082] [INFO ] [LOCAL ] Saved forecast: CCL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CCL.txt [2025-11-22T01:22:28.516213] [INFO ] [sig ] [276/1897] Completed CCL in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.3m [2025-11-22T01:22:28.516253] [INFO ] [sig ] [277/1897] Forecasting CCO... [2025-11-22T01:22:28.516283] [INFO ] [sig ] Generating forecast for: CCO [2025-11-22T01:22:28.516312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-11-22T01:22:28.527427] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCO'. [2025-11-22T01:22:28.528465] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-11-22T01:22:28.528517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:28.696939] [INFO ] [sig ] CCO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:28.834579] [INFO ] [LOCAL ] Saved forecast: CCO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CCO.txt [2025-11-22T01:22:28.834719] [INFO ] [sig ] [277/1897] Completed CCO in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:28.834789] [INFO ] [sig ] [278/1897] Forecasting CCS... [2025-11-22T01:22:28.834821] [INFO ] [sig ] Generating forecast for: CCS [2025-11-22T01:22:28.834850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-11-22T01:22:28.845477] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCS'. [2025-11-22T01:22:28.846592] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-11-22T01:22:28.846688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:29.022301] [INFO ] [sig ] CCS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:29.159447] [INFO ] [LOCAL ] Saved forecast: CCS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CCS.txt [2025-11-22T01:22:29.159565] [INFO ] [sig ] [278/1897] Completed CCS in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:29.159605] [INFO ] [sig ] [279/1897] Forecasting CCU... [2025-11-22T01:22:29.159635] [INFO ] [sig ] Generating forecast for: CCU [2025-11-22T01:22:29.159687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'. [2025-11-22T01:22:29.170608] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CCU'. [2025-11-22T01:22:29.171701] [DEBUG] [LOCAL ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt [2025-11-22T01:22:29.171756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:29.342703] [INFO ] [sig ] CCU: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:29.482505] [INFO ] [LOCAL ] Saved forecast: CCU 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CCU.txt [2025-11-22T01:22:29.482622] [INFO ] [sig ] [279/1897] Completed CCU in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:29.482681] [INFO ] [sig ] [280/1897] Forecasting CDE... [2025-11-22T01:22:29.482713] [INFO ] [sig ] Generating forecast for: CDE [2025-11-22T01:22:29.482745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-11-22T01:22:29.495338] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CDE'. [2025-11-22T01:22:29.496682] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-11-22T01:22:29.496739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:29.676448] [INFO ] [sig ] CDE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:29.815565] [INFO ] [LOCAL ] Saved forecast: CDE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CDE.txt [2025-11-22T01:22:29.815755] [INFO ] [sig ] [280/1897] Completed CDE in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:29.815801] [INFO ] [sig ] [281/1897] Forecasting CDP... [2025-11-22T01:22:29.815831] [INFO ] [sig ] Generating forecast for: CDP [2025-11-22T01:22:29.815864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-11-22T01:22:29.828040] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CDP'. [2025-11-22T01:22:29.829230] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-11-22T01:22:29.829284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:30.001856] [INFO ] [sig ] CDP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:30.144989] [INFO ] [LOCAL ] Saved forecast: CDP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CDP.txt [2025-11-22T01:22:30.145163] [INFO ] [sig ] [281/1897] Completed CDP in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:30.145206] [INFO ] [sig ] [282/1897] Forecasting CDRE... [2025-11-22T01:22:30.145238] [INFO ] [sig ] Generating forecast for: CDRE [2025-11-22T01:22:30.145270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-11-22T01:22:30.156566] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CDRE'. [2025-11-22T01:22:30.157773] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-11-22T01:22:30.157827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:30.329177] [INFO ] [sig ] CDRE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:30.467957] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CDRE.txt [2025-11-22T01:22:30.468094] [INFO ] [sig ] [282/1897] Completed CDRE in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:30.468135] [INFO ] [sig ] [283/1897] Forecasting CE... [2025-11-22T01:22:30.468167] [INFO ] [sig ] Generating forecast for: CE [2025-11-22T01:22:30.468198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-11-22T01:22:30.480539] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CE'. [2025-11-22T01:22:30.481610] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-11-22T01:22:30.481685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:30.655139] [INFO ] [sig ] CE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:30.795596] [INFO ] [LOCAL ] Saved forecast: CE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CE.txt [2025-11-22T01:22:30.795752] [INFO ] [sig ] [283/1897] Completed CE in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:30.795794] [INFO ] [sig ] [284/1897] Forecasting CEE... [2025-11-22T01:22:30.795824] [INFO ] [sig ] Generating forecast for: CEE [2025-11-22T01:22:30.795854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'. [2025-11-22T01:22:30.807245] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CEE'. [2025-11-22T01:22:30.808382] [DEBUG] [LOCAL ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt [2025-11-22T01:22:30.808435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:30.999368] [INFO ] [sig ] CEE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:31.138875] [INFO ] [LOCAL ] Saved forecast: CEE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CEE.txt [2025-11-22T01:22:31.139013] [INFO ] [sig ] [284/1897] Completed CEE in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:31.139053] [INFO ] [sig ] [285/1897] Forecasting CF... [2025-11-22T01:22:31.139084] [INFO ] [sig ] Generating forecast for: CF [2025-11-22T01:22:31.139115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-11-22T01:22:31.150185] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CF'. [2025-11-22T01:22:31.151335] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-11-22T01:22:31.151390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:31.320696] [INFO ] [sig ] CF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:31.458342] [INFO ] [LOCAL ] Saved forecast: CF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CF.txt [2025-11-22T01:22:31.458481] [INFO ] [sig ] [285/1897] Completed CF in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:31.458520] [INFO ] [sig ] [286/1897] Forecasting CFG... [2025-11-22T01:22:31.458549] [INFO ] [sig ] Generating forecast for: CFG [2025-11-22T01:22:31.458578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-11-22T01:22:31.469984] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CFG'. [2025-11-22T01:22:31.471075] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-11-22T01:22:31.471128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:31.644069] [INFO ] [sig ] CFG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:31.787970] [INFO ] [LOCAL ] Saved forecast: CFG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CFG.txt [2025-11-22T01:22:31.788132] [INFO ] [sig ] [286/1897] Completed CFG in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:31.788174] [INFO ] [sig ] [287/1897] Forecasting CGV... [2025-11-22T01:22:31.788206] [INFO ] [sig ] Generating forecast for: CGV [2025-11-22T01:22:31.788237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'. [2025-11-22T01:22:31.800031] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CGV'. [2025-11-22T01:22:31.801445] [DEBUG] [LOCAL ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt [2025-11-22T01:22:31.801498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:31.968383] [INFO ] [sig ] CGV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:32.109212] [INFO ] [LOCAL ] Saved forecast: CGV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CGV.txt [2025-11-22T01:22:32.109374] [INFO ] [sig ] [287/1897] Completed CGV in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:32.109417] [INFO ] [sig ] [288/1897] Forecasting CHCT... [2025-11-22T01:22:32.109447] [INFO ] [sig ] Generating forecast for: CHCT [2025-11-22T01:22:32.109479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'. [2025-11-22T01:22:32.121310] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHCT'. [2025-11-22T01:22:32.122542] [DEBUG] [LOCAL ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt [2025-11-22T01:22:32.122595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:32.294439] [INFO ] [sig ] CHCT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:32.437957] [INFO ] [LOCAL ] Saved forecast: CHCT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CHCT.txt [2025-11-22T01:22:32.438152] [INFO ] [sig ] [288/1897] Completed CHCT in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:32.438193] [INFO ] [sig ] [289/1897] Forecasting CHD... [2025-11-22T01:22:32.438224] [INFO ] [sig ] Generating forecast for: CHD [2025-11-22T01:22:32.438254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-11-22T01:22:32.450446] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHD'. [2025-11-22T01:22:32.451687] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-11-22T01:22:32.451742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:32.626415] [INFO ] [sig ] CHD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:32.768631] [INFO ] [LOCAL ] Saved forecast: CHD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CHD.txt [2025-11-22T01:22:32.768832] [INFO ] [sig ] [289/1897] Completed CHD in 0.3s | 2.92 sym/s | Total: 1.6m | ETA: 9.2m [2025-11-22T01:22:32.768874] [INFO ] [sig ] [290/1897] Forecasting CHE... [2025-11-22T01:22:32.768904] [INFO ] [sig ] Generating forecast for: CHE [2025-11-22T01:22:32.768936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-11-22T01:22:32.780755] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHE'. [2025-11-22T01:22:32.781858] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-11-22T01:22:32.781912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:32.956277] [INFO ] [sig ] CHE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:33.099780] [INFO ] [LOCAL ] Saved forecast: CHE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CHE.txt [2025-11-22T01:22:33.099937] [INFO ] [sig ] [290/1897] Completed CHE in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.2m [2025-11-22T01:22:33.099983] [INFO ] [sig ] [291/1897] Forecasting CHGG... [2025-11-22T01:22:33.100013] [INFO ] [sig ] Generating forecast for: CHGG [2025-11-22T01:22:33.100044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'. [2025-11-22T01:22:33.113905] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHGG'. [2025-11-22T01:22:33.115083] [DEBUG] [LOCAL ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt [2025-11-22T01:22:33.115135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:33.306245] [INFO ] [sig ] CHGG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:33.446896] [INFO ] [LOCAL ] Saved forecast: CHGG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CHGG.txt [2025-11-22T01:22:33.447065] [INFO ] [sig ] [291/1897] Completed CHGG in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.2m [2025-11-22T01:22:33.447111] [INFO ] [sig ] [292/1897] Forecasting CHMI... [2025-11-22T01:22:33.447142] [INFO ] [sig ] Generating forecast for: CHMI [2025-11-22T01:22:33.447173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-11-22T01:22:33.463260] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHMI'. [2025-11-22T01:22:33.464476] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-11-22T01:22:33.464528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:33.651157] [INFO ] [sig ] CHMI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:33.790133] [INFO ] [LOCAL ] Saved forecast: CHMI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CHMI.txt [2025-11-22T01:22:33.790267] [INFO ] [sig ] [292/1897] Completed CHMI in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:33.790307] [INFO ] [sig ] [293/1897] Forecasting CHPT... [2025-11-22T01:22:33.790335] [INFO ] [sig ] Generating forecast for: CHPT [2025-11-22T01:22:33.790365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'. [2025-11-22T01:22:33.801962] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHPT'. [2025-11-22T01:22:33.803002] [DEBUG] [LOCAL ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt [2025-11-22T01:22:33.803057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:34.024987] [INFO ] [sig ] CHPT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:34.164149] [INFO ] [LOCAL ] Saved forecast: CHPT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CHPT.txt [2025-11-22T01:22:34.164331] [INFO ] [sig ] [293/1897] Completed CHPT in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:34.164374] [INFO ] [sig ] [294/1897] Forecasting CHWY... [2025-11-22T01:22:34.164414] [INFO ] [sig ] Generating forecast for: CHWY [2025-11-22T01:22:34.164448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-11-22T01:22:34.176590] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CHWY'. [2025-11-22T01:22:34.178028] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-11-22T01:22:34.178084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:34.377046] [INFO ] [sig ] CHWY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:34.517637] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CHWY.txt [2025-11-22T01:22:34.517796] [INFO ] [sig ] [294/1897] Completed CHWY in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:34.517864] [INFO ] [sig ] [295/1897] Forecasting CI... [2025-11-22T01:22:34.517896] [INFO ] [sig ] Generating forecast for: CI [2025-11-22T01:22:34.517925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-11-22T01:22:34.529287] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CI'. [2025-11-22T01:22:34.530359] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-11-22T01:22:34.530424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:34.727405] [INFO ] [sig ] CI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:34.865430] [INFO ] [LOCAL ] Saved forecast: CI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CI.txt [2025-11-22T01:22:34.865558] [INFO ] [sig ] [295/1897] Completed CI in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:34.865597] [INFO ] [sig ] [296/1897] Forecasting CIA... [2025-11-22T01:22:34.865626] [INFO ] [sig ] Generating forecast for: CIA [2025-11-22T01:22:34.865679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-11-22T01:22:34.878524] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIA'. [2025-11-22T01:22:34.879837] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-11-22T01:22:34.879894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:35.078513] [INFO ] [sig ] CIA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:35.219215] [INFO ] [LOCAL ] Saved forecast: CIA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CIA.txt [2025-11-22T01:22:35.219379] [INFO ] [sig ] [296/1897] Completed CIA in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:35.219421] [INFO ] [sig ] [297/1897] Forecasting CIB... [2025-11-22T01:22:35.219451] [INFO ] [sig ] Generating forecast for: CIB [2025-11-22T01:22:35.219483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-11-22T01:22:35.231764] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIB'. [2025-11-22T01:22:35.232958] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-11-22T01:22:35.233011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:35.425198] [INFO ] [sig ] CIB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:35.565678] [INFO ] [LOCAL ] Saved forecast: CIB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CIB.txt [2025-11-22T01:22:35.565850] [INFO ] [sig ] [297/1897] Completed CIB in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:35.565912] [INFO ] [sig ] [298/1897] Forecasting CIEN... [2025-11-22T01:22:35.565945] [INFO ] [sig ] Generating forecast for: CIEN [2025-11-22T01:22:35.565980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-11-22T01:22:35.577851] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIEN'. [2025-11-22T01:22:35.579014] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-11-22T01:22:35.579071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:35.777260] [INFO ] [sig ] CIEN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:35.919085] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CIEN.txt [2025-11-22T01:22:35.919224] [INFO ] [sig ] [298/1897] Completed CIEN in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:35.919264] [INFO ] [sig ] [299/1897] Forecasting CIF... [2025-11-22T01:22:35.919293] [INFO ] [sig ] Generating forecast for: CIF [2025-11-22T01:22:35.919324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-11-22T01:22:35.936229] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIF'. [2025-11-22T01:22:35.937395] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-11-22T01:22:35.937448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:36.118148] [INFO ] [sig ] CIF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:36.257744] [INFO ] [LOCAL ] Saved forecast: CIF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CIF.txt [2025-11-22T01:22:36.257884] [INFO ] [sig ] [299/1897] Completed CIF in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:36.257923] [INFO ] [sig ] [300/1897] Forecasting CIM... [2025-11-22T01:22:36.257965] [INFO ] [sig ] Generating forecast for: CIM [2025-11-22T01:22:36.257995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-11-22T01:22:36.276821] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIM'. [2025-11-22T01:22:36.278082] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-11-22T01:22:36.278135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:36.471591] [INFO ] [sig ] CIM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:36.612366] [INFO ] [LOCAL ] Saved forecast: CIM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CIM.txt [2025-11-22T01:22:36.612525] [INFO ] [sig ] [300/1897] Completed CIM in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:36.612573] [INFO ] [sig ] [301/1897] Forecasting CIO... [2025-11-22T01:22:36.612602] [INFO ] [sig ] Generating forecast for: CIO [2025-11-22T01:22:36.612634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-11-22T01:22:36.625022] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIO'. [2025-11-22T01:22:36.626332] [DEBUG] [LOCAL ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt [2025-11-22T01:22:36.626389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:36.796136] [INFO ] [sig ] CIO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:36.937719] [INFO ] [LOCAL ] Saved forecast: CIO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CIO.txt [2025-11-22T01:22:36.937891] [INFO ] [sig ] [301/1897] Completed CIO in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:36.937933] [INFO ] [sig ] [302/1897] Forecasting CION... [2025-11-22T01:22:36.937963] [INFO ] [sig ] Generating forecast for: CION [2025-11-22T01:22:36.937995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-11-22T01:22:36.952229] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CION'. [2025-11-22T01:22:36.953507] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-11-22T01:22:36.953560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:37.143311] [INFO ] [sig ] CION: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:37.284568] [INFO ] [LOCAL ] Saved forecast: CION 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CION.txt [2025-11-22T01:22:37.284766] [INFO ] [sig ] [302/1897] Completed CION in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:37.284810] [INFO ] [sig ] [303/1897] Forecasting CIVI... [2025-11-22T01:22:37.284840] [INFO ] [sig ] Generating forecast for: CIVI [2025-11-22T01:22:37.284871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-11-22T01:22:37.297744] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CIVI'. [2025-11-22T01:22:37.299056] [DEBUG] [LOCAL ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt [2025-11-22T01:22:37.299111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:37.493340] [INFO ] [sig ] CIVI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:37.633713] [INFO ] [LOCAL ] Saved forecast: CIVI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CIVI.txt [2025-11-22T01:22:37.633870] [INFO ] [sig ] [303/1897] Completed CIVI in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:37.633911] [INFO ] [sig ] [304/1897] Forecasting CL... [2025-11-22T01:22:37.633941] [INFO ] [sig ] Generating forecast for: CL [2025-11-22T01:22:37.633971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'. [2025-11-22T01:22:37.645177] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CL'. [2025-11-22T01:22:37.646276] [DEBUG] [LOCAL ] No optimal features file found for CL: ./output/feature-sets/CL.txt [2025-11-22T01:22:37.646330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:37.843589] [INFO ] [sig ] CL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:37.989730] [INFO ] [LOCAL ] Saved forecast: CL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CL.txt [2025-11-22T01:22:37.989906] [INFO ] [sig ] [304/1897] Completed CL in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:37.989956] [INFO ] [sig ] [305/1897] Forecasting CLDT... [2025-11-22T01:22:37.989990] [INFO ] [sig ] Generating forecast for: CLDT [2025-11-22T01:22:37.990020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'. [2025-11-22T01:22:38.001710] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLDT'. [2025-11-22T01:22:38.002962] [DEBUG] [LOCAL ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt [2025-11-22T01:22:38.003019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:38.198125] [INFO ] [sig ] CLDT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:38.344941] [INFO ] [LOCAL ] Saved forecast: CLDT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CLDT.txt [2025-11-22T01:22:38.345103] [INFO ] [sig ] [305/1897] Completed CLDT in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:38.345146] [INFO ] [sig ] [306/1897] Forecasting CLF... [2025-11-22T01:22:38.345175] [INFO ] [sig ] Generating forecast for: CLF [2025-11-22T01:22:38.345205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-11-22T01:22:38.357989] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLF'. [2025-11-22T01:22:38.359168] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-11-22T01:22:38.359221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:38.561692] [INFO ] [sig ] CLF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:38.728696] [INFO ] [LOCAL ] Saved forecast: CLF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CLF.txt [2025-11-22T01:22:38.728871] [INFO ] [sig ] [306/1897] Completed CLF in 0.4s | 2.92 sym/s | Total: 1.7m | ETA: 9.1m [2025-11-22T01:22:38.728919] [INFO ] [sig ] [307/1897] Forecasting CLH... [2025-11-22T01:22:38.728951] [INFO ] [sig ] Generating forecast for: CLH [2025-11-22T01:22:38.728984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-11-22T01:22:38.743999] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLH'. [2025-11-22T01:22:38.745236] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-11-22T01:22:38.745293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:38.922188] [INFO ] [sig ] CLH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:39.080204] [INFO ] [LOCAL ] Saved forecast: CLH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CLH.txt [2025-11-22T01:22:39.080361] [INFO ] [sig ] [307/1897] Completed CLH in 0.4s | 2.92 sym/s | Total: 1.8m | ETA: 9.1m [2025-11-22T01:22:39.080401] [INFO ] [sig ] [308/1897] Forecasting CLPR... [2025-11-22T01:22:39.080431] [INFO ] [sig ] Generating forecast for: CLPR [2025-11-22T01:22:39.080462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'. [2025-11-22T01:22:39.092149] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLPR'. [2025-11-22T01:22:39.093341] [DEBUG] [LOCAL ] No optimal features file found for CLPR: ./output/feature-sets/CLPR.txt [2025-11-22T01:22:39.093394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:39.263336] [INFO ] [sig ] CLPR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:39.401636] [INFO ] [LOCAL ] Saved forecast: CLPR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CLPR.txt [2025-11-22T01:22:39.401822] [INFO ] [sig ] [308/1897] Completed CLPR in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.1m [2025-11-22T01:22:39.401862] [INFO ] [sig ] [309/1897] Forecasting CLS... [2025-11-22T01:22:39.401892] [INFO ] [sig ] Generating forecast for: CLS [2025-11-22T01:22:39.401923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-11-22T01:22:39.421224] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLS'. [2025-11-22T01:22:39.422404] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-11-22T01:22:39.422458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:39.599311] [INFO ] [sig ] CLS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:39.739879] [INFO ] [LOCAL ] Saved forecast: CLS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CLS.txt [2025-11-22T01:22:39.740041] [INFO ] [sig ] [309/1897] Completed CLS in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.1m [2025-11-22T01:22:39.740093] [INFO ] [sig ] [310/1897] Forecasting CLVT... [2025-11-22T01:22:39.740125] [INFO ] [sig ] Generating forecast for: CLVT [2025-11-22T01:22:39.740157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'. [2025-11-22T01:22:39.752053] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLVT'. [2025-11-22T01:22:39.753275] [DEBUG] [LOCAL ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt [2025-11-22T01:22:39.753331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:39.918040] [INFO ] [sig ] CLVT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:40.057825] [INFO ] [LOCAL ] Saved forecast: CLVT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CLVT.txt [2025-11-22T01:22:40.057975] [INFO ] [sig ] [310/1897] Completed CLVT in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.1m [2025-11-22T01:22:40.058016] [INFO ] [sig ] [311/1897] Forecasting CLW... [2025-11-22T01:22:40.058046] [INFO ] [sig ] Generating forecast for: CLW [2025-11-22T01:22:40.058077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'. [2025-11-22T01:22:40.077889] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CLW'. [2025-11-22T01:22:40.079682] [DEBUG] [LOCAL ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt [2025-11-22T01:22:40.079771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:40.266179] [INFO ] [sig ] CLW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:40.409960] [INFO ] [LOCAL ] Saved forecast: CLW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CLW.txt [2025-11-22T01:22:40.410180] [INFO ] [sig ] [311/1897] Completed CLW in 0.4s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:40.410274] [INFO ] [sig ] [312/1897] Forecasting CM... [2025-11-22T01:22:40.410322] [INFO ] [sig ] Generating forecast for: CM [2025-11-22T01:22:40.410358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-11-22T01:22:40.430802] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CM'. [2025-11-22T01:22:40.432041] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-11-22T01:22:40.432095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:40.648353] [INFO ] [sig ] CM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:40.793748] [INFO ] [LOCAL ] Saved forecast: CM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CM.txt [2025-11-22T01:22:40.793917] [INFO ] [sig ] [312/1897] Completed CM in 0.4s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:40.793957] [INFO ] [sig ] [313/1897] Forecasting CMA... [2025-11-22T01:22:40.793987] [INFO ] [sig ] Generating forecast for: CMA [2025-11-22T01:22:40.794020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-11-22T01:22:40.805810] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMA'. [2025-11-22T01:22:40.807321] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-11-22T01:22:40.807561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:41.021711] [INFO ] [sig ] CMA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:41.159574] [INFO ] [LOCAL ] Saved forecast: CMA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CMA.txt [2025-11-22T01:22:41.159725] [INFO ] [sig ] [313/1897] Completed CMA in 0.4s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:41.159769] [INFO ] [sig ] [314/1897] Forecasting CMCM... [2025-11-22T01:22:41.159799] [INFO ] [sig ] Generating forecast for: CMCM [2025-11-22T01:22:41.159829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-11-22T01:22:41.170433] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMCM'. [2025-11-22T01:22:41.171552] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-11-22T01:22:41.171605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:41.330596] [INFO ] [sig ] CMCM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:41.467791] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CMCM.txt [2025-11-22T01:22:41.467924] [INFO ] [sig ] [314/1897] Completed CMCM in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:41.467964] [INFO ] [sig ] [315/1897] Forecasting CMG... [2025-11-22T01:22:41.467994] [INFO ] [sig ] Generating forecast for: CMG [2025-11-22T01:22:41.468023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-11-22T01:22:41.479081] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMG'. [2025-11-22T01:22:41.480149] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-11-22T01:22:41.480202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:41.674854] [INFO ] [sig ] CMG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:41.812447] [INFO ] [LOCAL ] Saved forecast: CMG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CMG.txt [2025-11-22T01:22:41.812592] [INFO ] [sig ] [315/1897] Completed CMG in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:41.812632] [INFO ] [sig ] [316/1897] Forecasting CMP... [2025-11-22T01:22:41.812687] [INFO ] [sig ] Generating forecast for: CMP [2025-11-22T01:22:41.812721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-11-22T01:22:41.832710] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMP'. [2025-11-22T01:22:41.833807] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-11-22T01:22:41.833860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:42.023258] [INFO ] [sig ] CMP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:42.162230] [INFO ] [LOCAL ] Saved forecast: CMP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CMP.txt [2025-11-22T01:22:42.162368] [INFO ] [sig ] [316/1897] Completed CMP in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:42.162409] [INFO ] [sig ] [317/1897] Forecasting CMPO... [2025-11-22T01:22:42.162451] [INFO ] [sig ] Generating forecast for: CMPO [2025-11-22T01:22:42.162481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-11-22T01:22:42.175621] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMPO'. [2025-11-22T01:22:42.176729] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-11-22T01:22:42.176800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:42.374855] [INFO ] [sig ] CMPO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:42.515556] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CMPO.txt [2025-11-22T01:22:42.515746] [INFO ] [sig ] [317/1897] Completed CMPO in 0.4s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:42.515790] [INFO ] [sig ] [318/1897] Forecasting CMRE... [2025-11-22T01:22:42.515819] [INFO ] [sig ] Generating forecast for: CMRE [2025-11-22T01:22:42.515850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-11-22T01:22:42.529962] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMRE'. [2025-11-22T01:22:42.531107] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-11-22T01:22:42.531160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:42.724275] [INFO ] [sig ] CMRE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:42.863149] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CMRE.txt [2025-11-22T01:22:42.863290] [INFO ] [sig ] [318/1897] Completed CMRE in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:42.863329] [INFO ] [sig ] [319/1897] Forecasting CMS... [2025-11-22T01:22:42.863359] [INFO ] [sig ] Generating forecast for: CMS [2025-11-22T01:22:42.863388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-11-22T01:22:42.874547] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMS'. [2025-11-22T01:22:42.875661] [DEBUG] [LOCAL ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt [2025-11-22T01:22:42.875714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:43.097337] [INFO ] [sig ] CMS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:43.237834] [INFO ] [LOCAL ] Saved forecast: CMS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CMS.txt [2025-11-22T01:22:43.238005] [INFO ] [sig ] [319/1897] Completed CMS in 0.4s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:43.238046] [INFO ] [sig ] [320/1897] Forecasting CMSA... [2025-11-22T01:22:43.238076] [INFO ] [sig ] Generating forecast for: CMSA [2025-11-22T01:22:43.238108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-11-22T01:22:43.250856] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMSA'. [2025-11-22T01:22:43.252170] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-11-22T01:22:43.252223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:43.418224] [INFO ] [sig ] CMSA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:43.557740] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CMSA.txt [2025-11-22T01:22:43.557878] [INFO ] [sig ] [320/1897] Completed CMSA in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:43.557918] [INFO ] [sig ] [321/1897] Forecasting CMSC... [2025-11-22T01:22:43.557947] [INFO ] [sig ] Generating forecast for: CMSC [2025-11-22T01:22:43.557978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-11-22T01:22:43.569452] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMSC'. [2025-11-22T01:22:43.570684] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-11-22T01:22:43.570738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:43.741027] [INFO ] [sig ] CMSC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:43.881530] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CMSC.txt [2025-11-22T01:22:43.881726] [INFO ] [sig ] [321/1897] Completed CMSC in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:43.881770] [INFO ] [sig ] [322/1897] Forecasting CMSD... [2025-11-22T01:22:43.881801] [INFO ] [sig ] Generating forecast for: CMSD [2025-11-22T01:22:43.881831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-11-22T01:22:43.893496] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMSD'. [2025-11-22T01:22:43.894721] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-11-22T01:22:43.894774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:44.099717] [INFO ] [sig ] CMSD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:44.243683] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CMSD.txt [2025-11-22T01:22:44.243844] [INFO ] [sig ] [322/1897] Completed CMSD in 0.4s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:44.243884] [INFO ] [sig ] [323/1897] Forecasting CMTG... [2025-11-22T01:22:44.243916] [INFO ] [sig ] Generating forecast for: CMTG [2025-11-22T01:22:44.243946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-11-22T01:22:44.258380] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CMTG'. [2025-11-22T01:22:44.259635] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-11-22T01:22:44.259719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:44.457924] [INFO ] [sig ] CMTG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:44.597783] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CMTG.txt [2025-11-22T01:22:44.597949] [INFO ] [sig ] [323/1897] Completed CMTG in 0.4s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:44.597989] [INFO ] [sig ] [324/1897] Forecasting CNC... [2025-11-22T01:22:44.598019] [INFO ] [sig ] Generating forecast for: CNC [2025-11-22T01:22:44.598049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-11-22T01:22:44.609944] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNC'. [2025-11-22T01:22:44.611167] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-11-22T01:22:44.611220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:44.782889] [INFO ] [sig ] CNC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:44.922017] [INFO ] [LOCAL ] Saved forecast: CNC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CNC.txt [2025-11-22T01:22:44.922178] [INFO ] [sig ] [324/1897] Completed CNC in 0.3s | 2.92 sym/s | Total: 1.8m | ETA: 9.0m [2025-11-22T01:22:44.922219] [INFO ] [sig ] [325/1897] Forecasting CNF... [2025-11-22T01:22:44.922260] [INFO ] [sig ] Generating forecast for: CNF [2025-11-22T01:22:44.922291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-11-22T01:22:44.933685] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNF'. [2025-11-22T01:22:44.934867] [DEBUG] [LOCAL ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt [2025-11-22T01:22:44.934922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:45.127491] [INFO ] [sig ] CNF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:45.267445] [INFO ] [LOCAL ] Saved forecast: CNF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CNF.txt [2025-11-22T01:22:45.267584] [INFO ] [sig ] [325/1897] Completed CNF in 0.3s | 2.92 sym/s | Total: 1.9m | ETA: 9.0m [2025-11-22T01:22:45.267626] [INFO ] [sig ] [326/1897] Forecasting CNI... [2025-11-22T01:22:45.267680] [INFO ] [sig ] Generating forecast for: CNI [2025-11-22T01:22:45.267714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-11-22T01:22:45.280521] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNI'. [2025-11-22T01:22:45.281755] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-11-22T01:22:45.281809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:45.476842] [INFO ] [sig ] CNI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:45.616979] [INFO ] [LOCAL ] Saved forecast: CNI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CNI.txt [2025-11-22T01:22:45.617157] [INFO ] [sig ] [326/1897] Completed CNI in 0.3s | 2.92 sym/s | Total: 1.9m | ETA: 9.0m [2025-11-22T01:22:45.617200] [INFO ] [sig ] [327/1897] Forecasting CNO... [2025-11-22T01:22:45.617229] [INFO ] [sig ] Generating forecast for: CNO [2025-11-22T01:22:45.617264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-11-22T01:22:45.628166] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNO'. [2025-11-22T01:22:45.629352] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-11-22T01:22:45.629409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:45.805743] [INFO ] [sig ] CNO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:45.946423] [INFO ] [LOCAL ] Saved forecast: CNO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CNO.txt [2025-11-22T01:22:45.946559] [INFO ] [sig ] [327/1897] Completed CNO in 0.3s | 2.92 sym/s | Total: 1.9m | ETA: 9.0m [2025-11-22T01:22:45.946599] [INFO ] [sig ] [328/1897] Forecasting CNP... [2025-11-22T01:22:45.946628] [INFO ] [sig ] Generating forecast for: CNP [2025-11-22T01:22:45.946682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-11-22T01:22:45.957909] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNP'. [2025-11-22T01:22:45.958995] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-11-22T01:22:45.959048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:46.154190] [INFO ] [sig ] CNP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:46.296689] [INFO ] [LOCAL ] Saved forecast: CNP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CNP.txt [2025-11-22T01:22:46.296852] [INFO ] [sig ] [328/1897] Completed CNP in 0.4s | 2.92 sym/s | Total: 1.9m | ETA: 9.0m [2025-11-22T01:22:46.296931] [INFO ] [sig ] [329/1897] Forecasting CNS... [2025-11-22T01:22:46.296964] [INFO ] [sig ] Generating forecast for: CNS [2025-11-22T01:22:46.296994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-11-22T01:22:46.315604] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNS'. [2025-11-22T01:22:46.316879] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-11-22T01:22:46.316933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:46.493526] [INFO ] [sig ] CNS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:46.634038] [INFO ] [LOCAL ] Saved forecast: CNS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CNS.txt [2025-11-22T01:22:46.634210] [INFO ] [sig ] [329/1897] Completed CNS in 0.3s | 2.92 sym/s | Total: 1.9m | ETA: 9.0m [2025-11-22T01:22:46.634250] [INFO ] [sig ] [330/1897] Forecasting CNX... [2025-11-22T01:22:46.634281] [INFO ] [sig ] Generating forecast for: CNX [2025-11-22T01:22:46.634312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-11-22T01:22:46.645933] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CNX'. [2025-11-22T01:22:46.647172] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-11-22T01:22:46.647225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:46.824461] [INFO ] [sig ] CNX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:46.968906] [INFO ] [LOCAL ] Saved forecast: CNX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CNX.txt [2025-11-22T01:22:46.969065] [INFO ] [sig ] [330/1897] Completed CNX in 0.3s | 2.92 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:46.969108] [INFO ] [sig ] [331/1897] Forecasting CODI... [2025-11-22T01:22:46.969140] [INFO ] [sig ] Generating forecast for: CODI [2025-11-22T01:22:46.969173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-11-22T01:22:46.982275] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CODI'. [2025-11-22T01:22:46.983498] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-11-22T01:22:46.983553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:47.170037] [INFO ] [sig ] CODI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:47.324877] [INFO ] [LOCAL ] Saved forecast: CODI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CODI.txt [2025-11-22T01:22:47.325047] [INFO ] [sig ] [331/1897] Completed CODI in 0.4s | 2.92 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:47.325090] [INFO ] [sig ] [332/1897] Forecasting COF... [2025-11-22T01:22:47.325121] [INFO ] [sig ] Generating forecast for: COF [2025-11-22T01:22:47.325152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-11-22T01:22:47.339217] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COF'. [2025-11-22T01:22:47.340983] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-11-22T01:22:47.341062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:47.594165] [INFO ] [sig ] COF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:47.815631] [INFO ] [LOCAL ] Saved forecast: COF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/COF.txt [2025-11-22T01:22:47.815915] [INFO ] [sig ] [332/1897] Completed COF in 0.5s | 2.92 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:47.815968] [INFO ] [sig ] [333/1897] Forecasting COMP... [2025-11-22T01:22:47.816003] [INFO ] [sig ] Generating forecast for: COMP [2025-11-22T01:22:47.816041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-11-22T01:22:47.841126] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COMP'. [2025-11-22T01:22:47.842954] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-11-22T01:22:47.843031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:48.082886] [INFO ] [sig ] COMP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:48.262373] [INFO ] [LOCAL ] Saved forecast: COMP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/COMP.txt [2025-11-22T01:22:48.262534] [INFO ] [sig ] [333/1897] Completed COMP in 0.4s | 2.91 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:48.262575] [INFO ] [sig ] [334/1897] Forecasting COP... [2025-11-22T01:22:48.262605] [INFO ] [sig ] Generating forecast for: COP [2025-11-22T01:22:48.262658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-11-22T01:22:48.279097] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COP'. [2025-11-22T01:22:48.280716] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-11-22T01:22:48.280788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:48.459508] [INFO ] [sig ] COP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:48.600826] [INFO ] [LOCAL ] Saved forecast: COP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/COP.txt [2025-11-22T01:22:48.600988] [INFO ] [sig ] [334/1897] Completed COP in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:48.601029] [INFO ] [sig ] [335/1897] Forecasting COR... [2025-11-22T01:22:48.601059] [INFO ] [sig ] Generating forecast for: COR [2025-11-22T01:22:48.601089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'. [2025-11-22T01:22:48.615164] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COR'. [2025-11-22T01:22:48.616366] [DEBUG] [LOCAL ] No optimal features file found for COR: ./output/feature-sets/COR.txt [2025-11-22T01:22:48.616420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:48.787384] [INFO ] [sig ] COR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:48.929563] [INFO ] [LOCAL ] Saved forecast: COR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/COR.txt [2025-11-22T01:22:48.929741] [INFO ] [sig ] [335/1897] Completed COR in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:48.929784] [INFO ] [sig ] [336/1897] Forecasting COUR... [2025-11-22T01:22:48.929814] [INFO ] [sig ] Generating forecast for: COUR [2025-11-22T01:22:48.929846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'. [2025-11-22T01:22:48.940603] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'COUR'. [2025-11-22T01:22:48.941770] [DEBUG] [LOCAL ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt [2025-11-22T01:22:48.941824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:49.141464] [INFO ] [sig ] COUR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:49.280951] [INFO ] [LOCAL ] Saved forecast: COUR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/COUR.txt [2025-11-22T01:22:49.281108] [INFO ] [sig ] [336/1897] Completed COUR in 0.4s | 2.91 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:49.281150] [INFO ] [sig ] [337/1897] Forecasting CP... [2025-11-22T01:22:49.281181] [INFO ] [sig ] Generating forecast for: CP [2025-11-22T01:22:49.281212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-11-22T01:22:49.292186] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CP'. [2025-11-22T01:22:49.293312] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-11-22T01:22:49.293365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:49.464936] [INFO ] [sig ] CP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:49.603157] [INFO ] [LOCAL ] Saved forecast: CP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CP.txt [2025-11-22T01:22:49.603289] [INFO ] [sig ] [337/1897] Completed CP in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:49.603328] [INFO ] [sig ] [338/1897] Forecasting CPA... [2025-11-22T01:22:49.603357] [INFO ] [sig ] Generating forecast for: CPA [2025-11-22T01:22:49.603387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-11-22T01:22:49.615352] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPA'. [2025-11-22T01:22:49.616583] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-11-22T01:22:49.616665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:49.791608] [INFO ] [sig ] CPA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:49.935731] [INFO ] [LOCAL ] Saved forecast: CPA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CPA.txt [2025-11-22T01:22:49.935918] [INFO ] [sig ] [338/1897] Completed CPA in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:49.935965] [INFO ] [sig ] [339/1897] Forecasting CPF... [2025-11-22T01:22:49.935998] [INFO ] [sig ] Generating forecast for: CPF [2025-11-22T01:22:49.936028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-11-22T01:22:49.958633] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPF'. [2025-11-22T01:22:49.959938] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-11-22T01:22:49.959993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:50.138338] [INFO ] [sig ] CPF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:50.281839] [INFO ] [LOCAL ] Saved forecast: CPF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CPF.txt [2025-11-22T01:22:50.281993] [INFO ] [sig ] [339/1897] Completed CPF in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:50.282033] [INFO ] [sig ] [340/1897] Forecasting CPNG... [2025-11-22T01:22:50.282063] [INFO ] [sig ] Generating forecast for: CPNG [2025-11-22T01:22:50.282093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-11-22T01:22:50.293296] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPNG'. [2025-11-22T01:22:50.294463] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-11-22T01:22:50.294517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:50.463996] [INFO ] [sig ] CPNG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:50.612863] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CPNG.txt [2025-11-22T01:22:50.613057] [INFO ] [sig ] [340/1897] Completed CPNG in 0.3s | 2.91 sym/s | Total: 1.9m | ETA: 8.9m [2025-11-22T01:22:50.613119] [INFO ] [sig ] [341/1897] Forecasting CPRI... [2025-11-22T01:22:50.613166] [INFO ] [sig ] Generating forecast for: CPRI [2025-11-22T01:22:50.613216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-11-22T01:22:50.633680] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPRI'. [2025-11-22T01:22:50.635171] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-11-22T01:22:50.635238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:50.817283] [INFO ] [sig ] CPRI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:50.957673] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CPRI.txt [2025-11-22T01:22:50.957832] [INFO ] [sig ] [341/1897] Completed CPRI in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 8.9m [2025-11-22T01:22:50.957880] [INFO ] [sig ] [342/1897] Forecasting CPS... [2025-11-22T01:22:50.957917] [INFO ] [sig ] Generating forecast for: CPS [2025-11-22T01:22:50.957956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-11-22T01:22:50.969688] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CPS'. [2025-11-22T01:22:50.970773] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-11-22T01:22:50.970826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:51.141926] [INFO ] [sig ] CPS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:51.280824] [INFO ] [LOCAL ] Saved forecast: CPS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CPS.txt [2025-11-22T01:22:51.280987] [INFO ] [sig ] [342/1897] Completed CPS in 0.3s | 2.91 sym/s | Total: 2.0m | ETA: 8.9m [2025-11-22T01:22:51.281028] [INFO ] [sig ] [343/1897] Forecasting CQP... [2025-11-22T01:22:51.281058] [INFO ] [sig ] Generating forecast for: CQP [2025-11-22T01:22:51.281090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-11-22T01:22:51.292098] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CQP'. [2025-11-22T01:22:51.293234] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-11-22T01:22:51.293286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:51.463769] [INFO ] [sig ] CQP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:51.602963] [INFO ] [LOCAL ] Saved forecast: CQP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CQP.txt [2025-11-22T01:22:51.603127] [INFO ] [sig ] [343/1897] Completed CQP in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.9m [2025-11-22T01:22:51.603168] [INFO ] [sig ] [344/1897] Forecasting CRBG... [2025-11-22T01:22:51.603198] [INFO ] [sig ] Generating forecast for: CRBG [2025-11-22T01:22:51.603229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-11-22T01:22:51.616051] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRBG'. [2025-11-22T01:22:51.617295] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-11-22T01:22:51.617370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:51.791690] [INFO ] [sig ] CRBG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:51.930051] [INFO ] [LOCAL ] Saved forecast: CRBG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CRBG.txt [2025-11-22T01:22:51.930183] [INFO ] [sig ] [344/1897] Completed CRBG in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.9m [2025-11-22T01:22:51.930224] [INFO ] [sig ] [345/1897] Forecasting CRGY... [2025-11-22T01:22:51.930253] [INFO ] [sig ] Generating forecast for: CRGY [2025-11-22T01:22:51.930284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-11-22T01:22:51.941618] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRGY'. [2025-11-22T01:22:51.942715] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-11-22T01:22:51.942768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:52.136731] [INFO ] [sig ] CRGY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:52.274395] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CRGY.txt [2025-11-22T01:22:52.274562] [INFO ] [sig ] [345/1897] Completed CRGY in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.9m [2025-11-22T01:22:52.274659] [INFO ] [sig ] [346/1897] Forecasting CRH... [2025-11-22T01:22:52.274695] [INFO ] [sig ] Generating forecast for: CRH [2025-11-22T01:22:52.274726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-11-22T01:22:52.286299] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRH'. [2025-11-22T01:22:52.287486] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-11-22T01:22:52.287539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:52.462288] [INFO ] [sig ] CRH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:52.599790] [INFO ] [LOCAL ] Saved forecast: CRH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CRH.txt [2025-11-22T01:22:52.599942] [INFO ] [sig ] [346/1897] Completed CRH in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.9m [2025-11-22T01:22:52.599983] [INFO ] [sig ] [347/1897] Forecasting CRK... [2025-11-22T01:22:52.600012] [INFO ] [sig ] Generating forecast for: CRK [2025-11-22T01:22:52.600043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-11-22T01:22:52.611585] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRK'. [2025-11-22T01:22:52.612733] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-11-22T01:22:52.612787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:52.788995] [INFO ] [sig ] CRK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:52.927112] [INFO ] [LOCAL ] Saved forecast: CRK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CRK.txt [2025-11-22T01:22:52.927258] [INFO ] [sig ] [347/1897] Completed CRK in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.9m [2025-11-22T01:22:52.927299] [INFO ] [sig ] [348/1897] Forecasting CRM... [2025-11-22T01:22:52.927328] [INFO ] [sig ] Generating forecast for: CRM [2025-11-22T01:22:52.927358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-11-22T01:22:52.939193] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CRM'. [2025-11-22T01:22:52.940345] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-11-22T01:22:52.940398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:53.133424] [INFO ] [sig ] CRM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:53.270276] [INFO ] [LOCAL ] Saved forecast: CRM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CRM.txt [2025-11-22T01:22:53.270405] [INFO ] [sig ] [348/1897] Completed CRM in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.9m [2025-11-22T01:22:53.270445] [INFO ] [sig ] [349/1897] Forecasting CSAN... [2025-11-22T01:22:53.270474] [INFO ] [sig ] Generating forecast for: CSAN [2025-11-22T01:22:53.270512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-11-22T01:22:53.281507] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSAN'. [2025-11-22T01:22:53.282555] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-11-22T01:22:53.282608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:53.449773] [INFO ] [sig ] CSAN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:53.589221] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CSAN.txt [2025-11-22T01:22:53.589352] [INFO ] [sig ] [349/1897] Completed CSAN in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:53.589391] [INFO ] [sig ] [350/1897] Forecasting CSL... [2025-11-22T01:22:53.589420] [INFO ] [sig ] Generating forecast for: CSL [2025-11-22T01:22:53.589450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'. [2025-11-22T01:22:53.600596] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSL'. [2025-11-22T01:22:53.601672] [DEBUG] [LOCAL ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt [2025-11-22T01:22:53.601740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:53.766524] [INFO ] [sig ] CSL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:53.905781] [INFO ] [LOCAL ] Saved forecast: CSL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CSL.txt [2025-11-22T01:22:53.905903] [INFO ] [sig ] [350/1897] Completed CSL in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:53.905941] [INFO ] [sig ] [351/1897] Forecasting CSR... [2025-11-22T01:22:53.905972] [INFO ] [sig ] Generating forecast for: CSR [2025-11-22T01:22:53.906001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'. [2025-11-22T01:22:53.916543] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSR'. [2025-11-22T01:22:53.917628] [DEBUG] [LOCAL ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt [2025-11-22T01:22:53.917709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:54.081962] [INFO ] [sig ] CSR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:54.220483] [INFO ] [LOCAL ] Saved forecast: CSR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CSR.txt [2025-11-22T01:22:54.220605] [INFO ] [sig ] [351/1897] Completed CSR in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:54.220662] [INFO ] [sig ] [352/1897] Forecasting CSTM... [2025-11-22T01:22:54.220696] [INFO ] [sig ] Generating forecast for: CSTM [2025-11-22T01:22:54.220726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-11-22T01:22:54.230628] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CSTM'. [2025-11-22T01:22:54.231734] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-11-22T01:22:54.231786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:54.391491] [INFO ] [sig ] CSTM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:54.531159] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CSTM.txt [2025-11-22T01:22:54.531279] [INFO ] [sig ] [352/1897] Completed CSTM in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:54.531318] [INFO ] [sig ] [353/1897] Forecasting CTDD... [2025-11-22T01:22:54.531349] [INFO ] [sig ] Generating forecast for: CTDD [2025-11-22T01:22:54.531379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-11-22T01:22:54.542118] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTDD'. [2025-11-22T01:22:54.543320] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-11-22T01:22:54.543375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:54.706730] [INFO ] [sig ] CTDD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:54.850352] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CTDD.txt [2025-11-22T01:22:54.850481] [INFO ] [sig ] [353/1897] Completed CTDD in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:54.850521] [INFO ] [sig ] [354/1897] Forecasting CTO... [2025-11-22T01:22:54.850551] [INFO ] [sig ] Generating forecast for: CTO [2025-11-22T01:22:54.850582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-11-22T01:22:54.862105] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTO'. [2025-11-22T01:22:54.863224] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-11-22T01:22:54.863278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:55.031926] [INFO ] [sig ] CTO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:55.174519] [INFO ] [LOCAL ] Saved forecast: CTO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CTO.txt [2025-11-22T01:22:55.174695] [INFO ] [sig ] [354/1897] Completed CTO in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:55.174740] [INFO ] [sig ] [355/1897] Forecasting CTRA... [2025-11-22T01:22:55.174771] [INFO ] [sig ] Generating forecast for: CTRA [2025-11-22T01:22:55.174802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-11-22T01:22:55.186504] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTRA'. [2025-11-22T01:22:55.187731] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-11-22T01:22:55.187786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:55.357264] [INFO ] [sig ] CTRA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:55.496447] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CTRA.txt [2025-11-22T01:22:55.496571] [INFO ] [sig ] [355/1897] Completed CTRA in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:55.496610] [INFO ] [sig ] [356/1897] Forecasting CTRE... [2025-11-22T01:22:55.496659] [INFO ] [sig ] Generating forecast for: CTRE [2025-11-22T01:22:55.496723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-11-22T01:22:55.516846] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CTRE'. [2025-11-22T01:22:55.518206] [DEBUG] [LOCAL ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt [2025-11-22T01:22:55.518262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:55.686437] [INFO ] [sig ] CTRE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:55.830761] [INFO ] [LOCAL ] Saved forecast: CTRE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CTRE.txt [2025-11-22T01:22:55.830895] [INFO ] [sig ] [356/1897] Completed CTRE in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:55.830935] [INFO ] [sig ] [357/1897] Forecasting CUBE... [2025-11-22T01:22:55.830965] [INFO ] [sig ] Generating forecast for: CUBE [2025-11-22T01:22:55.830995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-11-22T01:22:55.842731] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CUBE'. [2025-11-22T01:22:55.843840] [DEBUG] [LOCAL ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt [2025-11-22T01:22:55.843893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:56.012460] [INFO ] [sig ] CUBE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:56.154963] [INFO ] [LOCAL ] Saved forecast: CUBE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CUBE.txt [2025-11-22T01:22:56.155096] [INFO ] [sig ] [357/1897] Completed CUBE in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:56.155135] [INFO ] [sig ] [358/1897] Forecasting CUBI... [2025-11-22T01:22:56.155164] [INFO ] [sig ] Generating forecast for: CUBI [2025-11-22T01:22:56.155195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'. [2025-11-22T01:22:56.165605] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CUBI'. [2025-11-22T01:22:56.166675] [DEBUG] [LOCAL ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt [2025-11-22T01:22:56.166729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:56.334720] [INFO ] [sig ] CUBI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:56.474942] [INFO ] [LOCAL ] Saved forecast: CUBI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CUBI.txt [2025-11-22T01:22:56.475075] [INFO ] [sig ] [358/1897] Completed CUBI in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:56.475115] [INFO ] [sig ] [359/1897] Forecasting CUK... [2025-11-22T01:22:56.475144] [INFO ] [sig ] Generating forecast for: CUK [2025-11-22T01:22:56.475174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-11-22T01:22:56.486663] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CUK'. [2025-11-22T01:22:56.487744] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-11-22T01:22:56.487797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:56.655133] [INFO ] [sig ] CUK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:56.796200] [INFO ] [LOCAL ] Saved forecast: CUK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CUK.txt [2025-11-22T01:22:56.796327] [INFO ] [sig ] [359/1897] Completed CUK in 0.3s | 2.92 sym/s | Total: 2.0m | ETA: 8.8m [2025-11-22T01:22:56.796374] [INFO ] [sig ] [360/1897] Forecasting CULP... [2025-11-22T01:22:56.796406] [INFO ] [sig ] Generating forecast for: CULP [2025-11-22T01:22:56.796436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-11-22T01:22:56.807101] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CULP'. [2025-11-22T01:22:56.808178] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-11-22T01:22:56.808231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:56.969687] [INFO ] [sig ] CULP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:57.108171] [INFO ] [LOCAL ] Saved forecast: CULP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CULP.txt [2025-11-22T01:22:57.108289] [INFO ] [sig ] [360/1897] Completed CULP in 0.3s | 2.92 sym/s | Total: 2.1m | ETA: 8.8m [2025-11-22T01:22:57.108328] [INFO ] [sig ] [361/1897] Forecasting CURV... [2025-11-22T01:22:57.108358] [INFO ] [sig ] Generating forecast for: CURV [2025-11-22T01:22:57.108387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'. [2025-11-22T01:22:57.120179] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CURV'. [2025-11-22T01:22:57.121296] [DEBUG] [LOCAL ] No optimal features file found for CURV: ./output/feature-sets/CURV.txt [2025-11-22T01:22:57.121349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:57.291767] [INFO ] [sig ] CURV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:57.429179] [INFO ] [LOCAL ] Saved forecast: CURV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CURV.txt [2025-11-22T01:22:57.429306] [INFO ] [sig ] [361/1897] Completed CURV in 0.3s | 2.92 sym/s | Total: 2.1m | ETA: 8.8m [2025-11-22T01:22:57.429345] [INFO ] [sig ] [362/1897] Forecasting CUZ... [2025-11-22T01:22:57.429375] [INFO ] [sig ] Generating forecast for: CUZ [2025-11-22T01:22:57.429405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-11-22T01:22:57.440790] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CUZ'. [2025-11-22T01:22:57.441884] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-11-22T01:22:57.441937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:57.609688] [INFO ] [sig ] CUZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:57.749814] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CUZ.txt [2025-11-22T01:22:57.749955] [INFO ] [sig ] [362/1897] Completed CUZ in 0.3s | 2.92 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:22:57.750057] [INFO ] [sig ] [363/1897] Forecasting CVE... [2025-11-22T01:22:57.750096] [INFO ] [sig ] Generating forecast for: CVE [2025-11-22T01:22:57.750126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-11-22T01:22:57.761275] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVE'. [2025-11-22T01:22:57.762322] [DEBUG] [LOCAL ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt [2025-11-22T01:22:57.762375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:57.930464] [INFO ] [sig ] CVE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:58.069497] [INFO ] [LOCAL ] Saved forecast: CVE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CVE.txt [2025-11-22T01:22:58.069627] [INFO ] [sig ] [363/1897] Completed CVE in 0.3s | 2.92 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:22:58.069687] [INFO ] [sig ] [364/1897] Forecasting CVEO... [2025-11-22T01:22:58.069719] [INFO ] [sig ] Generating forecast for: CVEO [2025-11-22T01:22:58.069748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'. [2025-11-22T01:22:58.081281] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVEO'. [2025-11-22T01:22:58.082315] [DEBUG] [LOCAL ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt [2025-11-22T01:22:58.082367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:58.258423] [INFO ] [sig ] CVEO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:58.397163] [INFO ] [LOCAL ] Saved forecast: CVEO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CVEO.txt [2025-11-22T01:22:58.397289] [INFO ] [sig ] [364/1897] Completed CVEO in 0.3s | 2.92 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:22:58.397328] [INFO ] [sig ] [365/1897] Forecasting CVI... [2025-11-22T01:22:58.397359] [INFO ] [sig ] Generating forecast for: CVI [2025-11-22T01:22:58.397388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-11-22T01:22:58.408268] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVI'. [2025-11-22T01:22:58.409315] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-11-22T01:22:58.409368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:58.578216] [INFO ] [sig ] CVI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:22:58.717597] [INFO ] [LOCAL ] Saved forecast: CVI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CVI.txt [2025-11-22T01:22:58.717753] [INFO ] [sig ] [365/1897] Completed CVI in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:22:58.717793] [INFO ] [sig ] [366/1897] Forecasting CVNA... [2025-11-22T01:22:58.717823] [INFO ] [sig ] Generating forecast for: CVNA [2025-11-22T01:22:58.717854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-11-22T01:22:58.728389] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVNA'. [2025-11-22T01:22:58.729457] [DEBUG] [LOCAL ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt [2025-11-22T01:22:58.729509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:58.895577] [INFO ] [sig ] CVNA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:59.039135] [INFO ] [LOCAL ] Saved forecast: CVNA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CVNA.txt [2025-11-22T01:22:59.039265] [INFO ] [sig ] [366/1897] Completed CVNA in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:22:59.039304] [INFO ] [sig ] [367/1897] Forecasting CVS... [2025-11-22T01:22:59.039334] [INFO ] [sig ] Generating forecast for: CVS [2025-11-22T01:22:59.039364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-11-22T01:22:59.054077] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVS'. [2025-11-22T01:22:59.055135] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-11-22T01:22:59.055188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:59.224571] [INFO ] [sig ] CVS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:59.361706] [INFO ] [LOCAL ] Saved forecast: CVS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CVS.txt [2025-11-22T01:22:59.361824] [INFO ] [sig ] [367/1897] Completed CVS in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:22:59.361864] [INFO ] [sig ] [368/1897] Forecasting CVX... [2025-11-22T01:22:59.361893] [INFO ] [sig ] Generating forecast for: CVX [2025-11-22T01:22:59.361924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-11-22T01:22:59.376930] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CVX'. [2025-11-22T01:22:59.378005] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-11-22T01:22:59.378061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:59.546523] [INFO ] [sig ] CVX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:22:59.685704] [INFO ] [LOCAL ] Saved forecast: CVX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CVX.txt [2025-11-22T01:22:59.685852] [INFO ] [sig ] [368/1897] Completed CVX in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:22:59.685894] [INFO ] [sig ] [369/1897] Forecasting CWAN... [2025-11-22T01:22:59.685928] [INFO ] [sig ] Generating forecast for: CWAN [2025-11-22T01:22:59.685960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-11-22T01:22:59.698002] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWAN'. [2025-11-22T01:22:59.699464] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-11-22T01:22:59.699521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:22:59.877178] [INFO ] [sig ] CWAN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:00.017498] [INFO ] [LOCAL ] Saved forecast: CWAN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CWAN.txt [2025-11-22T01:23:00.017684] [INFO ] [sig ] [369/1897] Completed CWAN in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:23:00.017729] [INFO ] [sig ] [370/1897] Forecasting CWEN... [2025-11-22T01:23:00.017780] [INFO ] [sig ] Generating forecast for: CWEN [2025-11-22T01:23:00.017816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-11-22T01:23:00.029838] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWEN'. [2025-11-22T01:23:00.031008] [DEBUG] [LOCAL ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt [2025-11-22T01:23:00.031063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:00.208136] [INFO ] [sig ] CWEN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:00.354891] [INFO ] [LOCAL ] Saved forecast: CWEN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CWEN.txt [2025-11-22T01:23:00.355031] [INFO ] [sig ] [370/1897] Completed CWEN in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:23:00.355074] [INFO ] [sig ] [371/1897] Forecasting CWH... [2025-11-22T01:23:00.355109] [INFO ] [sig ] Generating forecast for: CWH [2025-11-22T01:23:00.355141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-11-22T01:23:00.367332] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWH'. [2025-11-22T01:23:00.368557] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-11-22T01:23:00.368614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:00.555691] [INFO ] [sig ] CWH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:00.703367] [INFO ] [LOCAL ] Saved forecast: CWH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CWH.txt [2025-11-22T01:23:00.703524] [INFO ] [sig ] [371/1897] Completed CWH in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:23:00.703565] [INFO ] [sig ] [372/1897] Forecasting CWK... [2025-11-22T01:23:00.703595] [INFO ] [sig ] Generating forecast for: CWK [2025-11-22T01:23:00.703626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-11-22T01:23:00.715429] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWK'. [2025-11-22T01:23:00.716524] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-11-22T01:23:00.716578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:01.566356] [INFO ] [sig ] CWK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:01.705501] [INFO ] [LOCAL ] Saved forecast: CWK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CWK.txt [2025-11-22T01:23:01.705659] [INFO ] [sig ] [372/1897] Completed CWK in 1.0s | 2.91 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:23:01.705703] [INFO ] [sig ] [373/1897] Forecasting CWT... [2025-11-22T01:23:01.705734] [INFO ] [sig ] Generating forecast for: CWT [2025-11-22T01:23:01.705765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'. [2025-11-22T01:23:01.727916] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CWT'. [2025-11-22T01:23:01.729377] [DEBUG] [LOCAL ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt [2025-11-22T01:23:01.729436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:01.923526] [INFO ] [sig ] CWT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:02.067004] [INFO ] [LOCAL ] Saved forecast: CWT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CWT.txt [2025-11-22T01:23:02.067241] [INFO ] [sig ] [373/1897] Completed CWT in 0.4s | 2.91 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:23:02.067297] [INFO ] [sig ] [374/1897] Forecasting CX... [2025-11-22T01:23:02.067341] [INFO ] [sig ] Generating forecast for: CX [2025-11-22T01:23:02.067390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'. [2025-11-22T01:23:02.084892] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CX'. [2025-11-22T01:23:02.086244] [DEBUG] [LOCAL ] No optimal features file found for CX: ./output/feature-sets/CX.txt [2025-11-22T01:23:02.086299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:02.267900] [INFO ] [sig ] CX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:02.411337] [INFO ] [LOCAL ] Saved forecast: CX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CX.txt [2025-11-22T01:23:02.411490] [INFO ] [sig ] [374/1897] Completed CX in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:23:02.411531] [INFO ] [sig ] [375/1897] Forecasting CXE... [2025-11-22T01:23:02.411561] [INFO ] [sig ] Generating forecast for: CXE [2025-11-22T01:23:02.411593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-11-22T01:23:02.423292] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CXE'. [2025-11-22T01:23:02.424531] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-11-22T01:23:02.424606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:02.589813] [INFO ] [sig ] CXE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:02.727888] [INFO ] [LOCAL ] Saved forecast: CXE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CXE.txt [2025-11-22T01:23:02.728021] [INFO ] [sig ] [375/1897] Completed CXE in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 8.7m [2025-11-22T01:23:02.728061] [INFO ] [sig ] [376/1897] Forecasting CXH... [2025-11-22T01:23:02.728093] [INFO ] [sig ] Generating forecast for: CXH [2025-11-22T01:23:02.728127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'. [2025-11-22T01:23:02.739014] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CXH'. [2025-11-22T01:23:02.740132] [DEBUG] [LOCAL ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt [2025-11-22T01:23:02.740186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:02.911679] [INFO ] [sig ] CXH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:03.058732] [INFO ] [LOCAL ] Saved forecast: CXH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CXH.txt [2025-11-22T01:23:03.058873] [INFO ] [sig ] [376/1897] Completed CXH in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:03.058914] [INFO ] [sig ] [377/1897] Forecasting CXW... [2025-11-22T01:23:03.058944] [INFO ] [sig ] Generating forecast for: CXW [2025-11-22T01:23:03.058975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'. [2025-11-22T01:23:03.071452] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CXW'. [2025-11-22T01:23:03.072535] [DEBUG] [LOCAL ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt [2025-11-22T01:23:03.072588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:03.240420] [INFO ] [sig ] CXW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:03.383207] [INFO ] [LOCAL ] Saved forecast: CXW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/CXW.txt [2025-11-22T01:23:03.383343] [INFO ] [sig ] [377/1897] Completed CXW in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:03.383385] [INFO ] [sig ] [378/1897] Forecasting CYD... [2025-11-22T01:23:03.383416] [INFO ] [sig ] Generating forecast for: CYD [2025-11-22T01:23:03.383448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-11-22T01:23:03.395133] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CYD'. [2025-11-22T01:23:03.396311] [DEBUG] [LOCAL ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt [2025-11-22T01:23:03.396365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:03.568926] [INFO ] [sig ] CYD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:03.713682] [INFO ] [LOCAL ] Saved forecast: CYD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CYD.txt [2025-11-22T01:23:03.713819] [INFO ] [sig ] [378/1897] Completed CYD in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:03.713858] [INFO ] [sig ] [379/1897] Forecasting CYH... [2025-11-22T01:23:03.713888] [INFO ] [sig ] Generating forecast for: CYH [2025-11-22T01:23:03.713918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'. [2025-11-22T01:23:03.725330] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'CYH'. [2025-11-22T01:23:03.726552] [DEBUG] [LOCAL ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt [2025-11-22T01:23:03.726607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:03.893904] [INFO ] [sig ] CYH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:04.033515] [INFO ] [LOCAL ] Saved forecast: CYH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/CYH.txt [2025-11-22T01:23:04.033714] [INFO ] [sig ] [379/1897] Completed CYH in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:04.033814] [INFO ] [sig ] [380/1897] Forecasting D... [2025-11-22T01:23:04.033847] [INFO ] [sig ] Generating forecast for: D [2025-11-22T01:23:04.033878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'D' from 'https://tdm.silogroup.org/data/derivative_storage/D.csv'. [2025-11-22T01:23:04.045396] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'D'. [2025-11-22T01:23:04.046698] [DEBUG] [LOCAL ] No optimal features file found for D: ./output/feature-sets/D.txt [2025-11-22T01:23:04.046754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:04.243211] [INFO ] [sig ] D: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:04.387381] [INFO ] [LOCAL ] Saved forecast: D 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/D.txt [2025-11-22T01:23:04.387535] [INFO ] [sig ] [380/1897] Completed D in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:04.387575] [INFO ] [sig ] [381/1897] Forecasting DAC... [2025-11-22T01:23:04.387606] [INFO ] [sig ] Generating forecast for: DAC [2025-11-22T01:23:04.387637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'. [2025-11-22T01:23:04.398555] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAC'. [2025-11-22T01:23:04.399610] [DEBUG] [LOCAL ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt [2025-11-22T01:23:04.399692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:04.570603] [INFO ] [sig ] DAC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:04.711225] [INFO ] [LOCAL ] Saved forecast: DAC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DAC.txt [2025-11-22T01:23:04.711389] [INFO ] [sig ] [381/1897] Completed DAC in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:04.711430] [INFO ] [sig ] [382/1897] Forecasting DAL... [2025-11-22T01:23:04.711461] [INFO ] [sig ] Generating forecast for: DAL [2025-11-22T01:23:04.711493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-11-22T01:23:04.723386] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAL'. [2025-11-22T01:23:04.724576] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-11-22T01:23:04.724629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:04.918945] [INFO ] [sig ] DAL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:05.061065] [INFO ] [LOCAL ] Saved forecast: DAL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DAL.txt [2025-11-22T01:23:05.061225] [INFO ] [sig ] [382/1897] Completed DAL in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:05.061266] [INFO ] [sig ] [383/1897] Forecasting DAN... [2025-11-22T01:23:05.061296] [INFO ] [sig ] Generating forecast for: DAN [2025-11-22T01:23:05.061329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-11-22T01:23:05.073082] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAN'. [2025-11-22T01:23:05.074280] [DEBUG] [LOCAL ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt [2025-11-22T01:23:05.074334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:05.272052] [INFO ] [sig ] DAN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:05.413529] [INFO ] [LOCAL ] Saved forecast: DAN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DAN.txt [2025-11-22T01:23:05.413761] [INFO ] [sig ] [383/1897] Completed DAN in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:05.413830] [INFO ] [sig ] [384/1897] Forecasting DAO... [2025-11-22T01:23:05.413866] [INFO ] [sig ] Generating forecast for: DAO [2025-11-22T01:23:05.413904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-11-22T01:23:05.425545] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAO'. [2025-11-22T01:23:05.426754] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-11-22T01:23:05.426809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:05.617169] [INFO ] [sig ] DAO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:05.765613] [INFO ] [LOCAL ] Saved forecast: DAO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DAO.txt [2025-11-22T01:23:05.765792] [INFO ] [sig ] [384/1897] Completed DAO in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:05.765834] [INFO ] [sig ] [385/1897] Forecasting DAVA... [2025-11-22T01:23:05.765866] [INFO ] [sig ] Generating forecast for: DAVA [2025-11-22T01:23:05.765897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-11-22T01:23:05.790831] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DAVA'. [2025-11-22T01:23:05.792031] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-11-22T01:23:05.792085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:05.995509] [INFO ] [sig ] DAVA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:06.136324] [INFO ] [LOCAL ] Saved forecast: DAVA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DAVA.txt [2025-11-22T01:23:06.136472] [INFO ] [sig ] [385/1897] Completed DAVA in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 8.7m [2025-11-22T01:23:06.136513] [INFO ] [sig ] [386/1897] Forecasting DB... [2025-11-22T01:23:06.136544] [INFO ] [sig ] Generating forecast for: DB [2025-11-22T01:23:06.136576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-11-22T01:23:06.151335] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DB'. [2025-11-22T01:23:06.152481] [DEBUG] [LOCAL ] No optimal features file found for DB: ./output/feature-sets/DB.txt [2025-11-22T01:23:06.152535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:06.332377] [INFO ] [sig ] DB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:06.470090] [INFO ] [LOCAL ] Saved forecast: DB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DB.txt [2025-11-22T01:23:06.470243] [INFO ] [sig ] [386/1897] Completed DB in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.6m [2025-11-22T01:23:06.470284] [INFO ] [sig ] [387/1897] Forecasting DBI... [2025-11-22T01:23:06.470313] [INFO ] [sig ] Generating forecast for: DBI [2025-11-22T01:23:06.470353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-11-22T01:23:06.481513] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DBI'. [2025-11-22T01:23:06.482601] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-11-22T01:23:06.482675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:06.667167] [INFO ] [sig ] DBI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:06.805703] [INFO ] [LOCAL ] Saved forecast: DBI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DBI.txt [2025-11-22T01:23:06.805841] [INFO ] [sig ] [387/1897] Completed DBI in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.6m [2025-11-22T01:23:06.805881] [INFO ] [sig ] [388/1897] Forecasting DBL... [2025-11-22T01:23:06.805910] [INFO ] [sig ] Generating forecast for: DBL [2025-11-22T01:23:06.805941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-11-22T01:23:06.818420] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DBL'. [2025-11-22T01:23:06.819674] [DEBUG] [LOCAL ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt [2025-11-22T01:23:06.819739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:07.015061] [INFO ] [sig ] DBL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:07.153523] [INFO ] [LOCAL ] Saved forecast: DBL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DBL.txt [2025-11-22T01:23:07.153694] [INFO ] [sig ] [388/1897] Completed DBL in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.6m [2025-11-22T01:23:07.153737] [INFO ] [sig ] [389/1897] Forecasting DBRG... [2025-11-22T01:23:07.153767] [INFO ] [sig ] Generating forecast for: DBRG [2025-11-22T01:23:07.153797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-11-22T01:23:07.173109] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DBRG'. [2025-11-22T01:23:07.174210] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-11-22T01:23:07.174262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:07.376740] [INFO ] [sig ] DBRG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:07.516377] [INFO ] [LOCAL ] Saved forecast: DBRG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DBRG.txt [2025-11-22T01:23:07.516523] [INFO ] [sig ] [389/1897] Completed DBRG in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 8.6m [2025-11-22T01:23:07.516563] [INFO ] [sig ] [390/1897] Forecasting DCI... [2025-11-22T01:23:07.516594] [INFO ] [sig ] Generating forecast for: DCI [2025-11-22T01:23:07.516623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-11-22T01:23:07.528471] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DCI'. [2025-11-22T01:23:07.529667] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-11-22T01:23:07.529721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:07.739328] [INFO ] [sig ] DCI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:07.880012] [INFO ] [LOCAL ] Saved forecast: DCI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DCI.txt [2025-11-22T01:23:07.880152] [INFO ] [sig ] [390/1897] Completed DCI in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 8.6m [2025-11-22T01:23:07.880192] [INFO ] [sig ] [391/1897] Forecasting DCO... [2025-11-22T01:23:07.880233] [INFO ] [sig ] Generating forecast for: DCO [2025-11-22T01:23:07.880267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-11-22T01:23:07.891230] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DCO'. [2025-11-22T01:23:07.892314] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-11-22T01:23:07.892368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:08.071752] [INFO ] [sig ] DCO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:08.209005] [INFO ] [LOCAL ] Saved forecast: DCO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DCO.txt [2025-11-22T01:23:08.209148] [INFO ] [sig ] [391/1897] Completed DCO in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 8.6m [2025-11-22T01:23:08.209187] [INFO ] [sig ] [392/1897] Forecasting DDD... [2025-11-22T01:23:08.209218] [INFO ] [sig ] Generating forecast for: DDD [2025-11-22T01:23:08.209249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'. [2025-11-22T01:23:08.220449] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DDD'. [2025-11-22T01:23:08.221532] [DEBUG] [LOCAL ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt [2025-11-22T01:23:08.221584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:08.434928] [INFO ] [sig ] DDD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:08.582803] [INFO ] [LOCAL ] Saved forecast: DDD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DDD.txt [2025-11-22T01:23:08.582972] [INFO ] [sig ] [392/1897] Completed DDD in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 8.6m [2025-11-22T01:23:08.583011] [INFO ] [sig ] [393/1897] Forecasting DDL... [2025-11-22T01:23:08.583040] [INFO ] [sig ] Generating forecast for: DDL [2025-11-22T01:23:08.583070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-11-22T01:23:08.597911] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DDL'. [2025-11-22T01:23:08.599062] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-11-22T01:23:08.599115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:08.797550] [INFO ] [sig ] DDL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:08.934784] [INFO ] [LOCAL ] Saved forecast: DDL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DDL.txt [2025-11-22T01:23:08.934917] [INFO ] [sig ] [393/1897] Completed DDL in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 8.6m [2025-11-22T01:23:08.934957] [INFO ] [sig ] [394/1897] Forecasting DDS... [2025-11-22T01:23:08.934987] [INFO ] [sig ] Generating forecast for: DDS [2025-11-22T01:23:08.935017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'. [2025-11-22T01:23:08.946086] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DDS'. [2025-11-22T01:23:08.947173] [DEBUG] [LOCAL ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt [2025-11-22T01:23:08.947226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:09.139159] [INFO ] [sig ] DDS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:09.276977] [INFO ] [LOCAL ] Saved forecast: DDS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DDS.txt [2025-11-22T01:23:09.277131] [INFO ] [sig ] [394/1897] Completed DDS in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:09.277181] [INFO ] [sig ] [395/1897] Forecasting DEA... [2025-11-22T01:23:09.277211] [INFO ] [sig ] Generating forecast for: DEA [2025-11-22T01:23:09.277243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-11-22T01:23:09.289112] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DEA'. [2025-11-22T01:23:09.290334] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-11-22T01:23:09.290397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:09.490795] [INFO ] [sig ] DEA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:09.630799] [INFO ] [LOCAL ] Saved forecast: DEA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DEA.txt [2025-11-22T01:23:09.630932] [INFO ] [sig ] [395/1897] Completed DEA in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:09.630971] [INFO ] [sig ] [396/1897] Forecasting DECK... [2025-11-22T01:23:09.631000] [INFO ] [sig ] Generating forecast for: DECK [2025-11-22T01:23:09.631030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-11-22T01:23:09.643456] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DECK'. [2025-11-22T01:23:09.644540] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-11-22T01:23:09.644592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:09.846629] [INFO ] [sig ] DECK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:09.988392] [INFO ] [LOCAL ] Saved forecast: DECK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DECK.txt [2025-11-22T01:23:09.988559] [INFO ] [sig ] [396/1897] Completed DECK in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:09.988633] [INFO ] [sig ] [397/1897] Forecasting DEI... [2025-11-22T01:23:09.988686] [INFO ] [sig ] Generating forecast for: DEI [2025-11-22T01:23:09.988718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'. [2025-11-22T01:23:10.002547] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DEI'. [2025-11-22T01:23:10.003812] [DEBUG] [LOCAL ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt [2025-11-22T01:23:10.003867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:10.193136] [INFO ] [sig ] DEI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:10.334596] [INFO ] [LOCAL ] Saved forecast: DEI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DEI.txt [2025-11-22T01:23:10.334760] [INFO ] [sig ] [397/1897] Completed DEI in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:10.334802] [INFO ] [sig ] [398/1897] Forecasting DELL... [2025-11-22T01:23:10.334832] [INFO ] [sig ] Generating forecast for: DELL [2025-11-22T01:23:10.334862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'. [2025-11-22T01:23:10.346496] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DELL'. [2025-11-22T01:23:10.347636] [DEBUG] [LOCAL ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt [2025-11-22T01:23:10.347711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:10.533483] [INFO ] [sig ] DELL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:10.673228] [INFO ] [LOCAL ] Saved forecast: DELL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DELL.txt [2025-11-22T01:23:10.673378] [INFO ] [sig ] [398/1897] Completed DELL in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:10.673420] [INFO ] [sig ] [399/1897] Forecasting DEO... [2025-11-22T01:23:10.673456] [INFO ] [sig ] Generating forecast for: DEO [2025-11-22T01:23:10.673498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-11-22T01:23:10.684815] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DEO'. [2025-11-22T01:23:10.685926] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-11-22T01:23:10.685979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:10.882114] [INFO ] [sig ] DEO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:11.021325] [INFO ] [LOCAL ] Saved forecast: DEO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DEO.txt [2025-11-22T01:23:11.021488] [INFO ] [sig ] [399/1897] Completed DEO in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:11.021529] [INFO ] [sig ] [400/1897] Forecasting DFH... [2025-11-22T01:23:11.021558] [INFO ] [sig ] Generating forecast for: DFH [2025-11-22T01:23:11.021589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-11-22T01:23:11.033599] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DFH'. [2025-11-22T01:23:11.034920] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-11-22T01:23:11.034975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:11.242592] [INFO ] [sig ] DFH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:11.381225] [INFO ] [LOCAL ] Saved forecast: DFH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DFH.txt [2025-11-22T01:23:11.381352] [INFO ] [sig ] [400/1897] Completed DFH in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:11.381392] [INFO ] [sig ] [401/1897] Forecasting DFIN... [2025-11-22T01:23:11.381420] [INFO ] [sig ] Generating forecast for: DFIN [2025-11-22T01:23:11.381451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-11-22T01:23:11.393562] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DFIN'. [2025-11-22T01:23:11.394590] [DEBUG] [LOCAL ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt [2025-11-22T01:23:11.394671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:11.579025] [INFO ] [sig ] DFIN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:11.777548] [INFO ] [LOCAL ] Saved forecast: DFIN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DFIN.txt [2025-11-22T01:23:11.777741] [INFO ] [sig ] [401/1897] Completed DFIN in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:11.777786] [INFO ] [sig ] [402/1897] Forecasting DFP... [2025-11-22T01:23:11.777817] [INFO ] [sig ] Generating forecast for: DFP [2025-11-22T01:23:11.777848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-11-22T01:23:11.790428] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DFP'. [2025-11-22T01:23:11.791608] [DEBUG] [LOCAL ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt [2025-11-22T01:23:11.791684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:11.970898] [INFO ] [sig ] DFP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:12.111754] [INFO ] [LOCAL ] Saved forecast: DFP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DFP.txt [2025-11-22T01:23:12.111921] [INFO ] [sig ] [402/1897] Completed DFP in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:12.111963] [INFO ] [sig ] [403/1897] Forecasting DG... [2025-11-22T01:23:12.111993] [INFO ] [sig ] Generating forecast for: DG [2025-11-22T01:23:12.112025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-11-22T01:23:12.123257] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DG'. [2025-11-22T01:23:12.124500] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-11-22T01:23:12.124553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:12.301076] [INFO ] [sig ] DG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:12.440761] [INFO ] [LOCAL ] Saved forecast: DG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DG.txt [2025-11-22T01:23:12.440884] [INFO ] [sig ] [403/1897] Completed DG in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:12.440923] [INFO ] [sig ] [404/1897] Forecasting DGX... [2025-11-22T01:23:12.440953] [INFO ] [sig ] Generating forecast for: DGX [2025-11-22T01:23:12.440984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-11-22T01:23:12.456658] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DGX'. [2025-11-22T01:23:12.457879] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-11-22T01:23:12.457932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:12.642037] [INFO ] [sig ] DGX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:12.781076] [INFO ] [LOCAL ] Saved forecast: DGX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DGX.txt [2025-11-22T01:23:12.781193] [INFO ] [sig ] [404/1897] Completed DGX in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.6m [2025-11-22T01:23:12.781232] [INFO ] [sig ] [405/1897] Forecasting DHF... [2025-11-22T01:23:12.781261] [INFO ] [sig ] Generating forecast for: DHF [2025-11-22T01:23:12.781292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-11-22T01:23:12.793428] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHF'. [2025-11-22T01:23:12.794591] [DEBUG] [LOCAL ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt [2025-11-22T01:23:12.794664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:12.984136] [INFO ] [sig ] DHF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:13.126090] [INFO ] [LOCAL ] Saved forecast: DHF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DHF.txt [2025-11-22T01:23:13.126233] [INFO ] [sig ] [405/1897] Completed DHF in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.5m [2025-11-22T01:23:13.126272] [INFO ] [sig ] [406/1897] Forecasting DHI... [2025-11-22T01:23:13.126303] [INFO ] [sig ] Generating forecast for: DHI [2025-11-22T01:23:13.126334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'. [2025-11-22T01:23:13.138500] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHI'. [2025-11-22T01:23:13.139672] [DEBUG] [LOCAL ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt [2025-11-22T01:23:13.139726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:13.370081] [INFO ] [sig ] DHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:13.515056] [INFO ] [LOCAL ] Saved forecast: DHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DHI.txt [2025-11-22T01:23:13.515173] [INFO ] [sig ] [406/1897] Completed DHI in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 8.5m [2025-11-22T01:23:13.515213] [INFO ] [sig ] [407/1897] Forecasting DHR... [2025-11-22T01:23:13.515244] [INFO ] [sig ] Generating forecast for: DHR [2025-11-22T01:23:13.515278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHR' from 'https://tdm.silogroup.org/data/derivative_storage/DHR.csv'. [2025-11-22T01:23:13.527828] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHR'. [2025-11-22T01:23:13.529123] [DEBUG] [LOCAL ] No optimal features file found for DHR: ./output/feature-sets/DHR.txt [2025-11-22T01:23:13.529177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:13.723966] [INFO ] [sig ] DHR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:13.864484] [INFO ] [LOCAL ] Saved forecast: DHR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DHR.txt [2025-11-22T01:23:13.864664] [INFO ] [sig ] [407/1897] Completed DHR in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.5m [2025-11-22T01:23:13.864708] [INFO ] [sig ] [408/1897] Forecasting DHT... [2025-11-22T01:23:13.864738] [INFO ] [sig ] Generating forecast for: DHT [2025-11-22T01:23:13.864769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'. [2025-11-22T01:23:13.877426] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DHT'. [2025-11-22T01:23:13.878584] [DEBUG] [LOCAL ] No optimal features file found for DHT: ./output/feature-sets/DHT.txt [2025-11-22T01:23:13.878636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:14.061110] [INFO ] [sig ] DHT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:14.205403] [INFO ] [LOCAL ] Saved forecast: DHT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DHT.txt [2025-11-22T01:23:14.205569] [INFO ] [sig ] [408/1897] Completed DHT in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.5m [2025-11-22T01:23:14.205611] [INFO ] [sig ] [409/1897] Forecasting DIAX... [2025-11-22T01:23:14.205659] [INFO ] [sig ] Generating forecast for: DIAX [2025-11-22T01:23:14.205695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'. [2025-11-22T01:23:14.218415] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DIAX'. [2025-11-22T01:23:14.219523] [DEBUG] [LOCAL ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt [2025-11-22T01:23:14.219576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:14.405933] [INFO ] [sig ] DIAX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:14.547362] [INFO ] [LOCAL ] Saved forecast: DIAX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DIAX.txt [2025-11-22T01:23:14.547548] [INFO ] [sig ] [409/1897] Completed DIAX in 0.3s | 2.91 sym/s | Total: 2.3m | ETA: 8.5m [2025-11-22T01:23:14.547589] [INFO ] [sig ] [410/1897] Forecasting DIN... [2025-11-22T01:23:14.547619] [INFO ] [sig ] Generating forecast for: DIN [2025-11-22T01:23:14.547685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-11-22T01:23:14.559052] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DIN'. [2025-11-22T01:23:14.560290] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-11-22T01:23:14.560386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:14.754785] [INFO ] [sig ] DIN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:14.901531] [INFO ] [LOCAL ] Saved forecast: DIN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DIN.txt [2025-11-22T01:23:14.901726] [INFO ] [sig ] [410/1897] Completed DIN in 0.4s | 2.91 sym/s | Total: 2.3m | ETA: 8.5m [2025-11-22T01:23:14.901771] [INFO ] [sig ] [411/1897] Forecasting DINO... [2025-11-22T01:23:14.901802] [INFO ] [sig ] Generating forecast for: DINO [2025-11-22T01:23:14.901834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-11-22T01:23:14.913435] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DINO'. [2025-11-22T01:23:14.914780] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-11-22T01:23:14.914837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:15.101771] [INFO ] [sig ] DINO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:15.262240] [INFO ] [LOCAL ] Saved forecast: DINO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DINO.txt [2025-11-22T01:23:15.262399] [INFO ] [sig ] [411/1897] Completed DINO in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:15.262440] [INFO ] [sig ] [412/1897] Forecasting DIS... [2025-11-22T01:23:15.262470] [INFO ] [sig ] Generating forecast for: DIS [2025-11-22T01:23:15.262501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-11-22T01:23:15.274469] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DIS'. [2025-11-22T01:23:15.275626] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-11-22T01:23:15.275704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:15.467258] [INFO ] [sig ] DIS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:15.614382] [INFO ] [LOCAL ] Saved forecast: DIS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DIS.txt [2025-11-22T01:23:15.614506] [INFO ] [sig ] [412/1897] Completed DIS in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:15.614545] [INFO ] [sig ] [413/1897] Forecasting DKL... [2025-11-22T01:23:15.614575] [INFO ] [sig ] Generating forecast for: DKL [2025-11-22T01:23:15.614605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-11-22T01:23:15.625933] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DKL'. [2025-11-22T01:23:15.627068] [DEBUG] [LOCAL ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt [2025-11-22T01:23:15.627123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:15.821200] [INFO ] [sig ] DKL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:15.967638] [INFO ] [LOCAL ] Saved forecast: DKL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DKL.txt [2025-11-22T01:23:15.967825] [INFO ] [sig ] [413/1897] Completed DKL in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:15.967902] [INFO ] [sig ] [414/1897] Forecasting DKS... [2025-11-22T01:23:15.967934] [INFO ] [sig ] Generating forecast for: DKS [2025-11-22T01:23:15.967964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-11-22T01:23:15.979950] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DKS'. [2025-11-22T01:23:15.981172] [DEBUG] [LOCAL ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt [2025-11-22T01:23:15.981225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:16.169531] [INFO ] [sig ] DKS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:16.310307] [INFO ] [LOCAL ] Saved forecast: DKS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DKS.txt [2025-11-22T01:23:16.310429] [INFO ] [sig ] [414/1897] Completed DKS in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:16.310469] [INFO ] [sig ] [415/1897] Forecasting DLNG... [2025-11-22T01:23:16.310498] [INFO ] [sig ] Generating forecast for: DLNG [2025-11-22T01:23:16.310528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-11-22T01:23:16.323384] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DLNG'. [2025-11-22T01:23:16.325023] [DEBUG] [LOCAL ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt [2025-11-22T01:23:16.325080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:16.505917] [INFO ] [sig ] DLNG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:16.645526] [INFO ] [LOCAL ] Saved forecast: DLNG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DLNG.txt [2025-11-22T01:23:16.645675] [INFO ] [sig ] [415/1897] Completed DLNG in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:16.645719] [INFO ] [sig ] [416/1897] Forecasting DLX... [2025-11-22T01:23:16.645749] [INFO ] [sig ] Generating forecast for: DLX [2025-11-22T01:23:16.645779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-11-22T01:23:16.657255] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DLX'. [2025-11-22T01:23:16.658349] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-11-22T01:23:16.658402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:16.844061] [INFO ] [sig ] DLX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:16.984774] [INFO ] [LOCAL ] Saved forecast: DLX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DLX.txt [2025-11-22T01:23:16.984920] [INFO ] [sig ] [416/1897] Completed DLX in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:16.984961] [INFO ] [sig ] [417/1897] Forecasting DMB... [2025-11-22T01:23:16.984992] [INFO ] [sig ] Generating forecast for: DMB [2025-11-22T01:23:16.985022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-11-22T01:23:16.996506] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DMB'. [2025-11-22T01:23:16.997587] [DEBUG] [LOCAL ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt [2025-11-22T01:23:16.997658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:17.169391] [INFO ] [sig ] DMB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:17.310224] [INFO ] [LOCAL ] Saved forecast: DMB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DMB.txt [2025-11-22T01:23:17.310355] [INFO ] [sig ] [417/1897] Completed DMB in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:17.310395] [INFO ] [sig ] [418/1897] Forecasting DNA... [2025-11-22T01:23:17.310426] [INFO ] [sig ] Generating forecast for: DNA [2025-11-22T01:23:17.310456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-11-22T01:23:17.322287] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DNA'. [2025-11-22T01:23:17.323407] [DEBUG] [LOCAL ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt [2025-11-22T01:23:17.323460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:17.522691] [INFO ] [sig ] DNA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:17.662177] [INFO ] [LOCAL ] Saved forecast: DNA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DNA.txt [2025-11-22T01:23:17.662308] [INFO ] [sig ] [418/1897] Completed DNA in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:17.662349] [INFO ] [sig ] [419/1897] Forecasting DNOW... [2025-11-22T01:23:17.662379] [INFO ] [sig ] Generating forecast for: DNOW [2025-11-22T01:23:17.662409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'. [2025-11-22T01:23:17.673834] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DNOW'. [2025-11-22T01:23:17.674902] [DEBUG] [LOCAL ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt [2025-11-22T01:23:17.674954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:17.855989] [INFO ] [sig ] DNOW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:17.994402] [INFO ] [LOCAL ] Saved forecast: DNOW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DNOW.txt [2025-11-22T01:23:17.994574] [INFO ] [sig ] [419/1897] Completed DNOW in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:17.994616] [INFO ] [sig ] [420/1897] Forecasting DNP... [2025-11-22T01:23:17.994669] [INFO ] [sig ] Generating forecast for: DNP [2025-11-22T01:23:17.994702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-11-22T01:23:18.005720] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DNP'. [2025-11-22T01:23:18.006826] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-11-22T01:23:18.006879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:18.182371] [INFO ] [sig ] DNP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:18.322261] [INFO ] [LOCAL ] Saved forecast: DNP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DNP.txt [2025-11-22T01:23:18.322410] [INFO ] [sig ] [420/1897] Completed DNP in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:18.322451] [INFO ] [sig ] [421/1897] Forecasting DOCN... [2025-11-22T01:23:18.322482] [INFO ] [sig ] Generating forecast for: DOCN [2025-11-22T01:23:18.322512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-11-22T01:23:18.335109] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DOCN'. [2025-11-22T01:23:18.336437] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-11-22T01:23:18.336494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:18.533229] [INFO ] [sig ] DOCN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:18.694416] [INFO ] [LOCAL ] Saved forecast: DOCN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DOCN.txt [2025-11-22T01:23:18.694627] [INFO ] [sig ] [421/1897] Completed DOCN in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:18.694704] [INFO ] [sig ] [422/1897] Forecasting DOCS... [2025-11-22T01:23:18.694757] [INFO ] [sig ] Generating forecast for: DOCS [2025-11-22T01:23:18.694803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-11-22T01:23:18.709124] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DOCS'. [2025-11-22T01:23:18.710611] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-11-22T01:23:18.710702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:18.898891] [INFO ] [sig ] DOCS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:19.047686] [INFO ] [LOCAL ] Saved forecast: DOCS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DOCS.txt [2025-11-22T01:23:19.047845] [INFO ] [sig ] [422/1897] Completed DOCS in 0.4s | 2.91 sym/s | Total: 2.4m | ETA: 8.5m [2025-11-22T01:23:19.047887] [INFO ] [sig ] [423/1897] Forecasting DOLE... [2025-11-22T01:23:19.047916] [INFO ] [sig ] Generating forecast for: DOLE [2025-11-22T01:23:19.047948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-11-22T01:23:19.059370] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DOLE'. [2025-11-22T01:23:19.060549] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-11-22T01:23:19.060601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:19.255357] [INFO ] [sig ] DOLE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:19.397007] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DOLE.txt [2025-11-22T01:23:19.397189] [INFO ] [sig ] [423/1897] Completed DOLE in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.4m [2025-11-22T01:23:19.397231] [INFO ] [sig ] [424/1897] Forecasting DOUG... [2025-11-22T01:23:19.397264] [INFO ] [sig ] Generating forecast for: DOUG [2025-11-22T01:23:19.397294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-11-22T01:23:19.417383] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DOUG'. [2025-11-22T01:23:19.418692] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-11-22T01:23:19.418747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:19.591781] [INFO ] [sig ] DOUG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:19.736339] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DOUG.txt [2025-11-22T01:23:19.736537] [INFO ] [sig ] [424/1897] Completed DOUG in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.4m [2025-11-22T01:23:19.736611] [INFO ] [sig ] [425/1897] Forecasting DOV... [2025-11-22T01:23:19.736800] [INFO ] [sig ] Generating forecast for: DOV [2025-11-22T01:23:19.736841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'. [2025-11-22T01:23:19.749218] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DOV'. [2025-11-22T01:23:19.750480] [DEBUG] [LOCAL ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt [2025-11-22T01:23:19.750541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:19.924024] [INFO ] [sig ] DOV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:20.070604] [INFO ] [LOCAL ] Saved forecast: DOV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DOV.txt [2025-11-22T01:23:20.070781] [INFO ] [sig ] [425/1897] Completed DOV in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.4m [2025-11-22T01:23:20.070842] [INFO ] [sig ] [426/1897] Forecasting DOW... [2025-11-22T01:23:20.070875] [INFO ] [sig ] Generating forecast for: DOW [2025-11-22T01:23:20.070905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'. [2025-11-22T01:23:20.082618] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DOW'. [2025-11-22T01:23:20.083776] [DEBUG] [LOCAL ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt [2025-11-22T01:23:20.083830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:20.259463] [INFO ] [sig ] DOW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:20.403287] [INFO ] [LOCAL ] Saved forecast: DOW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DOW.txt [2025-11-22T01:23:20.403446] [INFO ] [sig ] [426/1897] Completed DOW in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.4m [2025-11-22T01:23:20.403489] [INFO ] [sig ] [427/1897] Forecasting DPG... [2025-11-22T01:23:20.403521] [INFO ] [sig ] Generating forecast for: DPG [2025-11-22T01:23:20.403552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'. [2025-11-22T01:23:20.415442] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DPG'. [2025-11-22T01:23:20.416607] [DEBUG] [LOCAL ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt [2025-11-22T01:23:20.416682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:20.602371] [INFO ] [sig ] DPG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:20.742152] [INFO ] [LOCAL ] Saved forecast: DPG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DPG.txt [2025-11-22T01:23:20.742312] [INFO ] [sig ] [427/1897] Completed DPG in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 8.4m [2025-11-22T01:23:20.742354] [INFO ] [sig ] [428/1897] Forecasting DRI... [2025-11-22T01:23:20.742386] [INFO ] [sig ] Generating forecast for: DRI [2025-11-22T01:23:20.742419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-11-22T01:23:20.759533] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DRI'. [2025-11-22T01:23:20.760700] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-11-22T01:23:20.760755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:20.954151] [INFO ] [sig ] DRI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:21.098528] [INFO ] [LOCAL ] Saved forecast: DRI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DRI.txt [2025-11-22T01:23:21.098713] [INFO ] [sig ] [428/1897] Completed DRI in 0.4s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:21.098757] [INFO ] [sig ] [429/1897] Forecasting DSMC... [2025-11-22T01:23:21.098787] [INFO ] [sig ] Generating forecast for: DSMC [2025-11-22T01:23:21.098816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'. [2025-11-22T01:23:21.109679] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DSMC'. [2025-11-22T01:23:21.110843] [DEBUG] [LOCAL ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt [2025-11-22T01:23:21.110898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:21.277065] [INFO ] [sig ] DSMC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:21.425126] [INFO ] [LOCAL ] Saved forecast: DSMC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DSMC.txt [2025-11-22T01:23:21.425302] [INFO ] [sig ] [429/1897] Completed DSMC in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:21.425344] [INFO ] [sig ] [430/1897] Forecasting DSU... [2025-11-22T01:23:21.425374] [INFO ] [sig ] Generating forecast for: DSU [2025-11-22T01:23:21.425405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'. [2025-11-22T01:23:21.440277] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DSU'. [2025-11-22T01:23:21.441490] [DEBUG] [LOCAL ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt [2025-11-22T01:23:21.441545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:21.631387] [INFO ] [sig ] DSU: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:21.801195] [INFO ] [LOCAL ] Saved forecast: DSU 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DSU.txt [2025-11-22T01:23:21.801439] [INFO ] [sig ] [430/1897] Completed DSU in 0.4s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:21.801526] [INFO ] [sig ] [431/1897] Forecasting DSX... [2025-11-22T01:23:21.801564] [INFO ] [sig ] Generating forecast for: DSX [2025-11-22T01:23:21.801596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-11-22T01:23:21.820159] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DSX'. [2025-11-22T01:23:21.821450] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-11-22T01:23:21.821504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:22.027535] [INFO ] [sig ] DSX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:22.171722] [INFO ] [LOCAL ] Saved forecast: DSX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DSX.txt [2025-11-22T01:23:22.171879] [INFO ] [sig ] [431/1897] Completed DSX in 0.4s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:22.171922] [INFO ] [sig ] [432/1897] Forecasting DT... [2025-11-22T01:23:22.171955] [INFO ] [sig ] Generating forecast for: DT [2025-11-22T01:23:22.171988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'. [2025-11-22T01:23:22.184098] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DT'. [2025-11-22T01:23:22.185293] [DEBUG] [LOCAL ] No optimal features file found for DT: ./output/feature-sets/DT.txt [2025-11-22T01:23:22.185348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:22.411949] [INFO ] [sig ] DT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:22.559081] [INFO ] [LOCAL ] Saved forecast: DT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DT.txt [2025-11-22T01:23:22.559262] [INFO ] [sig ] [432/1897] Completed DT in 0.4s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:22.559306] [INFO ] [sig ] [433/1897] Forecasting DTB... [2025-11-22T01:23:22.559337] [INFO ] [sig ] Generating forecast for: DTB [2025-11-22T01:23:22.559368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-11-22T01:23:22.570749] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DTB'. [2025-11-22T01:23:22.571972] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-11-22T01:23:22.572025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:22.736802] [INFO ] [sig ] DTB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:22.882086] [INFO ] [LOCAL ] Saved forecast: DTB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DTB.txt [2025-11-22T01:23:22.882219] [INFO ] [sig ] [433/1897] Completed DTB in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:22.882259] [INFO ] [sig ] [434/1897] Forecasting DTE... [2025-11-22T01:23:22.882289] [INFO ] [sig ] Generating forecast for: DTE [2025-11-22T01:23:22.882319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'. [2025-11-22T01:23:22.894769] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DTE'. [2025-11-22T01:23:22.895865] [DEBUG] [LOCAL ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt [2025-11-22T01:23:22.895920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:23.066866] [INFO ] [sig ] DTE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:23.213032] [INFO ] [LOCAL ] Saved forecast: DTE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DTE.txt [2025-11-22T01:23:23.213175] [INFO ] [sig ] [434/1897] Completed DTE in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:23.213217] [INFO ] [sig ] [435/1897] Forecasting DTG... [2025-11-22T01:23:23.213247] [INFO ] [sig ] Generating forecast for: DTG [2025-11-22T01:23:23.213279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-11-22T01:23:23.224312] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DTG'. [2025-11-22T01:23:23.225365] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-11-22T01:23:23.225419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:23.420238] [INFO ] [sig ] DTG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:23.561753] [INFO ] [LOCAL ] Saved forecast: DTG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DTG.txt [2025-11-22T01:23:23.561885] [INFO ] [sig ] [435/1897] Completed DTG in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:23.561925] [INFO ] [sig ] [436/1897] Forecasting DTM... [2025-11-22T01:23:23.561956] [INFO ] [sig ] Generating forecast for: DTM [2025-11-22T01:23:23.561986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-11-22T01:23:23.573605] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DTM'. [2025-11-22T01:23:23.574757] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-11-22T01:23:23.574811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:23.754981] [INFO ] [sig ] DTM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:23.895768] [INFO ] [LOCAL ] Saved forecast: DTM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DTM.txt [2025-11-22T01:23:23.895930] [INFO ] [sig ] [436/1897] Completed DTM in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:23.895984] [INFO ] [sig ] [437/1897] Forecasting DTW... [2025-11-22T01:23:23.896024] [INFO ] [sig ] Generating forecast for: DTW [2025-11-22T01:23:23.896058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'. [2025-11-22T01:23:23.907002] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DTW'. [2025-11-22T01:23:23.908143] [DEBUG] [LOCAL ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt [2025-11-22T01:23:23.908196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:24.074110] [INFO ] [sig ] DTW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:24.221700] [INFO ] [LOCAL ] Saved forecast: DTW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DTW.txt [2025-11-22T01:23:24.221849] [INFO ] [sig ] [437/1897] Completed DTW in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:24.221889] [INFO ] [sig ] [438/1897] Forecasting DUK... [2025-11-22T01:23:24.221919] [INFO ] [sig ] Generating forecast for: DUK [2025-11-22T01:23:24.221950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-11-22T01:23:24.234153] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DUK'. [2025-11-22T01:23:24.235242] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-11-22T01:23:24.235296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:24.414505] [INFO ] [sig ] DUK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:24.557823] [INFO ] [LOCAL ] Saved forecast: DUK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DUK.txt [2025-11-22T01:23:24.557966] [INFO ] [sig ] [438/1897] Completed DUK in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:24.558005] [INFO ] [sig ] [439/1897] Forecasting DUKB... [2025-11-22T01:23:24.558034] [INFO ] [sig ] Generating forecast for: DUKB [2025-11-22T01:23:24.558064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-11-22T01:23:24.570764] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DUKB'. [2025-11-22T01:23:24.571854] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-11-22T01:23:24.571906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:24.748937] [INFO ] [sig ] DUKB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:24.889498] [INFO ] [LOCAL ] Saved forecast: DUKB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DUKB.txt [2025-11-22T01:23:24.889669] [INFO ] [sig ] [439/1897] Completed DUKB in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:24.889712] [INFO ] [sig ] [440/1897] Forecasting DVN... [2025-11-22T01:23:24.889742] [INFO ] [sig ] Generating forecast for: DVN [2025-11-22T01:23:24.889773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'. [2025-11-22T01:23:24.901299] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DVN'. [2025-11-22T01:23:24.902574] [DEBUG] [LOCAL ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt [2025-11-22T01:23:24.902635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:25.096694] [INFO ] [sig ] DVN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:25.244120] [INFO ] [LOCAL ] Saved forecast: DVN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DVN.txt [2025-11-22T01:23:25.244287] [INFO ] [sig ] [440/1897] Completed DVN in 0.4s | 2.91 sym/s | Total: 2.5m | ETA: 8.4m [2025-11-22T01:23:25.244328] [INFO ] [sig ] [441/1897] Forecasting DX... [2025-11-22T01:23:25.244361] [INFO ] [sig ] Generating forecast for: DX [2025-11-22T01:23:25.244391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'. [2025-11-22T01:23:25.257505] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DX'. [2025-11-22T01:23:25.258753] [DEBUG] [LOCAL ] No optimal features file found for DX: ./output/feature-sets/DX.txt [2025-11-22T01:23:25.258826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:25.466290] [INFO ] [sig ] DX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:25.614332] [INFO ] [LOCAL ] Saved forecast: DX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DX.txt [2025-11-22T01:23:25.614531] [INFO ] [sig ] [441/1897] Completed DX in 0.4s | 2.91 sym/s | Total: 2.5m | ETA: 8.3m [2025-11-22T01:23:25.614575] [INFO ] [sig ] [442/1897] Forecasting DXC... [2025-11-22T01:23:25.614609] [INFO ] [sig ] Generating forecast for: DXC [2025-11-22T01:23:25.614663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-11-22T01:23:25.626453] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DXC'. [2025-11-22T01:23:25.627762] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-11-22T01:23:25.627816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:25.808321] [INFO ] [sig ] DXC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:25.947635] [INFO ] [LOCAL ] Saved forecast: DXC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/DXC.txt [2025-11-22T01:23:25.947825] [INFO ] [sig ] [442/1897] Completed DXC in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.3m [2025-11-22T01:23:25.947868] [INFO ] [sig ] [443/1897] Forecasting DY... [2025-11-22T01:23:25.947898] [INFO ] [sig ] Generating forecast for: DY [2025-11-22T01:23:25.947929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-11-22T01:23:25.959772] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'DY'. [2025-11-22T01:23:25.961000] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-11-22T01:23:25.961053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:26.134311] [INFO ] [sig ] DY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:26.274893] [INFO ] [LOCAL ] Saved forecast: DY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/DY.txt [2025-11-22T01:23:26.275023] [INFO ] [sig ] [443/1897] Completed DY in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.3m [2025-11-22T01:23:26.275062] [INFO ] [sig ] [444/1897] Forecasting E... [2025-11-22T01:23:26.275092] [INFO ] [sig ] Generating forecast for: E [2025-11-22T01:23:26.275121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-11-22T01:23:26.287984] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'E'. [2025-11-22T01:23:26.289026] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-11-22T01:23:26.289078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:26.456322] [INFO ] [sig ] E: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:26.593804] [INFO ] [LOCAL ] Saved forecast: E 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/E.txt [2025-11-22T01:23:26.593928] [INFO ] [sig ] [444/1897] Completed E in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.3m [2025-11-22T01:23:26.593968] [INFO ] [sig ] [445/1897] Forecasting EAF... [2025-11-22T01:23:26.593998] [INFO ] [sig ] Generating forecast for: EAF [2025-11-22T01:23:26.594028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-11-22T01:23:26.610677] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EAF'. [2025-11-22T01:23:26.611762] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-11-22T01:23:26.611816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:26.784171] [INFO ] [sig ] EAF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:26.931419] [INFO ] [LOCAL ] Saved forecast: EAF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EAF.txt [2025-11-22T01:23:26.931564] [INFO ] [sig ] [445/1897] Completed EAF in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 8.3m [2025-11-22T01:23:26.931605] [INFO ] [sig ] [446/1897] Forecasting EAI... [2025-11-22T01:23:26.931663] [INFO ] [sig ] Generating forecast for: EAI [2025-11-22T01:23:26.931704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'. [2025-11-22T01:23:26.949439] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EAI'. [2025-11-22T01:23:26.950697] [DEBUG] [LOCAL ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt [2025-11-22T01:23:26.950760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:27.120512] [INFO ] [sig ] EAI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:27.266411] [INFO ] [LOCAL ] Saved forecast: EAI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EAI.txt [2025-11-22T01:23:27.266552] [INFO ] [sig ] [446/1897] Completed EAI in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:27.266595] [INFO ] [sig ] [447/1897] Forecasting EARN... [2025-11-22T01:23:27.266626] [INFO ] [sig ] Generating forecast for: EARN [2025-11-22T01:23:27.266676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-11-22T01:23:27.279875] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EARN'. [2025-11-22T01:23:27.281021] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-11-22T01:23:27.281075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:27.467370] [INFO ] [sig ] EARN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:27.612777] [INFO ] [LOCAL ] Saved forecast: EARN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EARN.txt [2025-11-22T01:23:27.612914] [INFO ] [sig ] [447/1897] Completed EARN in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:27.612955] [INFO ] [sig ] [448/1897] Forecasting EAT... [2025-11-22T01:23:27.613014] [INFO ] [sig ] Generating forecast for: EAT [2025-11-22T01:23:27.613046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'. [2025-11-22T01:23:27.625955] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EAT'. [2025-11-22T01:23:27.627175] [DEBUG] [LOCAL ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt [2025-11-22T01:23:27.627229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:27.845132] [INFO ] [sig ] EAT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:27.984794] [INFO ] [LOCAL ] Saved forecast: EAT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EAT.txt [2025-11-22T01:23:27.984945] [INFO ] [sig ] [448/1897] Completed EAT in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:27.984986] [INFO ] [sig ] [449/1897] Forecasting EB... [2025-11-22T01:23:27.985017] [INFO ] [sig ] Generating forecast for: EB [2025-11-22T01:23:27.985046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-11-22T01:23:27.996704] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EB'. [2025-11-22T01:23:27.997960] [DEBUG] [LOCAL ] No optimal features file found for EB: ./output/feature-sets/EB.txt [2025-11-22T01:23:27.998017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:28.189440] [INFO ] [sig ] EB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:28.344251] [INFO ] [LOCAL ] Saved forecast: EB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EB.txt [2025-11-22T01:23:28.344422] [INFO ] [sig ] [449/1897] Completed EB in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:28.344485] [INFO ] [sig ] [450/1897] Forecasting EBF... [2025-11-22T01:23:28.344523] [INFO ] [sig ] Generating forecast for: EBF [2025-11-22T01:23:28.344555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-11-22T01:23:28.356617] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EBF'. [2025-11-22T01:23:28.357929] [DEBUG] [LOCAL ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt [2025-11-22T01:23:28.357983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:28.548112] [INFO ] [sig ] EBF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:28.688705] [INFO ] [LOCAL ] Saved forecast: EBF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EBF.txt [2025-11-22T01:23:28.688856] [INFO ] [sig ] [450/1897] Completed EBF in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:28.688896] [INFO ] [sig ] [451/1897] Forecasting EBS... [2025-11-22T01:23:28.688927] [INFO ] [sig ] Generating forecast for: EBS [2025-11-22T01:23:28.688957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-11-22T01:23:28.700418] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EBS'. [2025-11-22T01:23:28.701569] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-11-22T01:23:28.701624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:28.905743] [INFO ] [sig ] EBS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:29.050475] [INFO ] [LOCAL ] Saved forecast: EBS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EBS.txt [2025-11-22T01:23:29.050621] [INFO ] [sig ] [451/1897] Completed EBS in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:29.050686] [INFO ] [sig ] [452/1897] Forecasting ECAT... [2025-11-22T01:23:29.050721] [INFO ] [sig ] Generating forecast for: ECAT [2025-11-22T01:23:29.050751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'. [2025-11-22T01:23:29.063570] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ECAT'. [2025-11-22T01:23:29.064766] [DEBUG] [LOCAL ] No optimal features file found for ECAT: ./output/feature-sets/ECAT.txt [2025-11-22T01:23:29.064819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:29.265100] [INFO ] [sig ] ECAT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:29.405759] [INFO ] [LOCAL ] Saved forecast: ECAT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ECAT.txt [2025-11-22T01:23:29.405900] [INFO ] [sig ] [452/1897] Completed ECAT in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:29.405940] [INFO ] [sig ] [453/1897] Forecasting ECL... [2025-11-22T01:23:29.405969] [INFO ] [sig ] Generating forecast for: ECL [2025-11-22T01:23:29.406001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'. [2025-11-22T01:23:29.418460] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ECL'. [2025-11-22T01:23:29.419672] [DEBUG] [LOCAL ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt [2025-11-22T01:23:29.419728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:29.623875] [INFO ] [sig ] ECL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:29.770008] [INFO ] [LOCAL ] Saved forecast: ECL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ECL.txt [2025-11-22T01:23:29.770170] [INFO ] [sig ] [453/1897] Completed ECL in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:29.770211] [INFO ] [sig ] [454/1897] Forecasting ECVT... [2025-11-22T01:23:29.770241] [INFO ] [sig ] Generating forecast for: ECVT [2025-11-22T01:23:29.770272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'. [2025-11-22T01:23:29.786906] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ECVT'. [2025-11-22T01:23:29.788588] [DEBUG] [LOCAL ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt [2025-11-22T01:23:29.788666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:29.993069] [INFO ] [sig ] ECVT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:30.137838] [INFO ] [LOCAL ] Saved forecast: ECVT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ECVT.txt [2025-11-22T01:23:30.138031] [INFO ] [sig ] [454/1897] Completed ECVT in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:30.138075] [INFO ] [sig ] [455/1897] Forecasting ED... [2025-11-22T01:23:30.138109] [INFO ] [sig ] Generating forecast for: ED [2025-11-22T01:23:30.138145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-11-22T01:23:30.156182] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ED'. [2025-11-22T01:23:30.157828] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-11-22T01:23:30.157885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:30.335312] [INFO ] [sig ] ED: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:30.477252] [INFO ] [LOCAL ] Saved forecast: ED 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ED.txt [2025-11-22T01:23:30.477468] [INFO ] [sig ] [455/1897] Completed ED in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:30.477516] [INFO ] [sig ] [456/1897] Forecasting EDD... [2025-11-22T01:23:30.477548] [INFO ] [sig ] Generating forecast for: EDD [2025-11-22T01:23:30.477582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-11-22T01:23:30.491879] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EDD'. [2025-11-22T01:23:30.493377] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-11-22T01:23:30.493435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:30.687328] [INFO ] [sig ] EDD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:30.831431] [INFO ] [LOCAL ] Saved forecast: EDD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EDD.txt [2025-11-22T01:23:30.831612] [INFO ] [sig ] [456/1897] Completed EDD in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:30.831676] [INFO ] [sig ] [457/1897] Forecasting EDF... [2025-11-22T01:23:30.831720] [INFO ] [sig ] Generating forecast for: EDF [2025-11-22T01:23:30.831754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-11-22T01:23:30.845403] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EDF'. [2025-11-22T01:23:30.846842] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-11-22T01:23:30.846896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:31.033502] [INFO ] [sig ] EDF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:31.177378] [INFO ] [LOCAL ] Saved forecast: EDF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EDF.txt [2025-11-22T01:23:31.177549] [INFO ] [sig ] [457/1897] Completed EDF in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:31.177591] [INFO ] [sig ] [458/1897] Forecasting EDN... [2025-11-22T01:23:31.177619] [INFO ] [sig ] Generating forecast for: EDN [2025-11-22T01:23:31.177671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-11-22T01:23:31.190535] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EDN'. [2025-11-22T01:23:31.191823] [DEBUG] [LOCAL ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt [2025-11-22T01:23:31.191915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:31.382761] [INFO ] [sig ] EDN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:31.530272] [INFO ] [LOCAL ] Saved forecast: EDN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EDN.txt [2025-11-22T01:23:31.530432] [INFO ] [sig ] [458/1897] Completed EDN in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 8.3m [2025-11-22T01:23:31.530475] [INFO ] [sig ] [459/1897] Forecasting EDU... [2025-11-22T01:23:31.530505] [INFO ] [sig ] Generating forecast for: EDU [2025-11-22T01:23:31.530536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'. [2025-11-22T01:23:31.544118] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EDU'. [2025-11-22T01:23:31.545263] [DEBUG] [LOCAL ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt [2025-11-22T01:23:31.545316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:31.730119] [INFO ] [sig ] EDU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:31.868709] [INFO ] [LOCAL ] Saved forecast: EDU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EDU.txt [2025-11-22T01:23:31.868845] [INFO ] [sig ] [459/1897] Completed EDU in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.2m [2025-11-22T01:23:31.868892] [INFO ] [sig ] [460/1897] Forecasting EE... [2025-11-22T01:23:31.868920] [INFO ] [sig ] Generating forecast for: EE [2025-11-22T01:23:31.868950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'. [2025-11-22T01:23:31.881382] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EE'. [2025-11-22T01:23:31.882450] [DEBUG] [LOCAL ] No optimal features file found for EE: ./output/feature-sets/EE.txt [2025-11-22T01:23:31.882503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:32.042017] [INFO ] [sig ] EE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:32.179223] [INFO ] [LOCAL ] Saved forecast: EE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EE.txt [2025-11-22T01:23:32.179352] [INFO ] [sig ] [460/1897] Completed EE in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.2m [2025-11-22T01:23:32.179400] [INFO ] [sig ] [461/1897] Forecasting EEX... [2025-11-22T01:23:32.179432] [INFO ] [sig ] Generating forecast for: EEX [2025-11-22T01:23:32.179462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'. [2025-11-22T01:23:32.190391] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EEX'. [2025-11-22T01:23:32.191464] [DEBUG] [LOCAL ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt [2025-11-22T01:23:32.191516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:32.349255] [INFO ] [sig ] EEX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:32.508536] [INFO ] [LOCAL ] Saved forecast: EEX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EEX.txt [2025-11-22T01:23:32.508686] [INFO ] [sig ] [461/1897] Completed EEX in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.2m [2025-11-22T01:23:32.508730] [INFO ] [sig ] [462/1897] Forecasting EFC... [2025-11-22T01:23:32.508760] [INFO ] [sig ] Generating forecast for: EFC [2025-11-22T01:23:32.508791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'. [2025-11-22T01:23:32.522768] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EFC'. [2025-11-22T01:23:32.523917] [DEBUG] [LOCAL ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt [2025-11-22T01:23:32.523972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:32.689346] [INFO ] [sig ] EFC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:32.825825] [INFO ] [LOCAL ] Saved forecast: EFC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EFC.txt [2025-11-22T01:23:32.825951] [INFO ] [sig ] [462/1897] Completed EFC in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 8.2m [2025-11-22T01:23:32.825990] [INFO ] [sig ] [463/1897] Forecasting EFR... [2025-11-22T01:23:32.826020] [INFO ] [sig ] Generating forecast for: EFR [2025-11-22T01:23:32.826050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'. [2025-11-22T01:23:32.838444] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EFR'. [2025-11-22T01:23:32.839988] [DEBUG] [LOCAL ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt [2025-11-22T01:23:32.840047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:33.024774] [INFO ] [sig ] EFR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:33.164248] [INFO ] [LOCAL ] Saved forecast: EFR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EFR.txt [2025-11-22T01:23:33.164425] [INFO ] [sig ] [463/1897] Completed EFR in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:33.164482] [INFO ] [sig ] [464/1897] Forecasting EFT... [2025-11-22T01:23:33.164518] [INFO ] [sig ] Generating forecast for: EFT [2025-11-22T01:23:33.164551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'. [2025-11-22T01:23:33.180273] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EFT'. [2025-11-22T01:23:33.181538] [DEBUG] [LOCAL ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt [2025-11-22T01:23:33.181592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:33.367917] [INFO ] [sig ] EFT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:33.508230] [INFO ] [LOCAL ] Saved forecast: EFT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EFT.txt [2025-11-22T01:23:33.508404] [INFO ] [sig ] [464/1897] Completed EFT in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:33.508448] [INFO ] [sig ] [465/1897] Forecasting EFX... [2025-11-22T01:23:33.508479] [INFO ] [sig ] Generating forecast for: EFX [2025-11-22T01:23:33.508508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-11-22T01:23:33.521231] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EFX'. [2025-11-22T01:23:33.522333] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-11-22T01:23:33.522386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:33.700678] [INFO ] [sig ] EFX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:33.842284] [INFO ] [LOCAL ] Saved forecast: EFX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EFX.txt [2025-11-22T01:23:33.842417] [INFO ] [sig ] [465/1897] Completed EFX in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:33.842457] [INFO ] [sig ] [466/1897] Forecasting EFXT... [2025-11-22T01:23:33.842486] [INFO ] [sig ] Generating forecast for: EFXT [2025-11-22T01:23:33.842518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'. [2025-11-22T01:23:33.854143] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EFXT'. [2025-11-22T01:23:33.855253] [DEBUG] [LOCAL ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt [2025-11-22T01:23:33.855306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:34.032072] [INFO ] [sig ] EFXT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:34.174175] [INFO ] [LOCAL ] Saved forecast: EFXT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EFXT.txt [2025-11-22T01:23:34.174339] [INFO ] [sig ] [466/1897] Completed EFXT in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:34.174381] [INFO ] [sig ] [467/1897] Forecasting EG... [2025-11-22T01:23:34.174414] [INFO ] [sig ] Generating forecast for: EG [2025-11-22T01:23:34.174444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-11-22T01:23:34.187950] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EG'. [2025-11-22T01:23:34.189171] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-11-22T01:23:34.189226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:34.383001] [INFO ] [sig ] EG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:34.603011] [INFO ] [LOCAL ] Saved forecast: EG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EG.txt [2025-11-22T01:23:34.603252] [INFO ] [sig ] [467/1897] Completed EG in 0.4s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:34.603322] [INFO ] [sig ] [468/1897] Forecasting EGO... [2025-11-22T01:23:34.603378] [INFO ] [sig ] Generating forecast for: EGO [2025-11-22T01:23:34.603435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'. [2025-11-22T01:23:34.628617] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EGO'. [2025-11-22T01:23:34.630252] [DEBUG] [LOCAL ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt [2025-11-22T01:23:34.630319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:34.886142] [INFO ] [sig ] EGO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:35.067079] [INFO ] [LOCAL ] Saved forecast: EGO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EGO.txt [2025-11-22T01:23:35.067261] [INFO ] [sig ] [468/1897] Completed EGO in 0.5s | 2.90 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:35.067306] [INFO ] [sig ] [469/1897] Forecasting EGP... [2025-11-22T01:23:35.067337] [INFO ] [sig ] Generating forecast for: EGP [2025-11-22T01:23:35.067378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'. [2025-11-22T01:23:35.081236] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EGP'. [2025-11-22T01:23:35.082632] [DEBUG] [LOCAL ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt [2025-11-22T01:23:35.082720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:35.275855] [INFO ] [sig ] EGP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:35.443838] [INFO ] [LOCAL ] Saved forecast: EGP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EGP.txt [2025-11-22T01:23:35.444015] [INFO ] [sig ] [469/1897] Completed EGP in 0.4s | 2.90 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:35.444058] [INFO ] [sig ] [470/1897] Forecasting EGY... [2025-11-22T01:23:35.444276] [INFO ] [sig ] Generating forecast for: EGY [2025-11-22T01:23:35.444307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-11-22T01:23:35.458020] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EGY'. [2025-11-22T01:23:35.459430] [DEBUG] [LOCAL ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt [2025-11-22T01:23:35.459485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:35.632815] [INFO ] [sig ] EGY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:35.773347] [INFO ] [LOCAL ] Saved forecast: EGY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EGY.txt [2025-11-22T01:23:35.773504] [INFO ] [sig ] [470/1897] Completed EGY in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:35.773545] [INFO ] [sig ] [471/1897] Forecasting EHAB... [2025-11-22T01:23:35.773575] [INFO ] [sig ] Generating forecast for: EHAB [2025-11-22T01:23:35.773606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-11-22T01:23:35.787233] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EHAB'. [2025-11-22T01:23:35.788418] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-11-22T01:23:35.788473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:35.955794] [INFO ] [sig ] EHAB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:36.095336] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EHAB.txt [2025-11-22T01:23:36.095494] [INFO ] [sig ] [471/1897] Completed EHAB in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:36.095535] [INFO ] [sig ] [472/1897] Forecasting EHC... [2025-11-22T01:23:36.095565] [INFO ] [sig ] Generating forecast for: EHC [2025-11-22T01:23:36.095596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-11-22T01:23:36.106277] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EHC'. [2025-11-22T01:23:36.107365] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-11-22T01:23:36.107419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:36.252828] [INFO ] [sig ] EHC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:36.391219] [INFO ] [LOCAL ] Saved forecast: EHC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EHC.txt [2025-11-22T01:23:36.391356] [INFO ] [sig ] [472/1897] Completed EHC in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:36.391395] [INFO ] [sig ] [473/1897] Forecasting EHI... [2025-11-22T01:23:36.391426] [INFO ] [sig ] Generating forecast for: EHI [2025-11-22T01:23:36.391456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-11-22T01:23:36.402037] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EHI'. [2025-11-22T01:23:36.403228] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-11-22T01:23:36.403284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:36.568883] [INFO ] [sig ] EHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:36.716474] [INFO ] [LOCAL ] Saved forecast: EHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EHI.txt [2025-11-22T01:23:36.716624] [INFO ] [sig ] [473/1897] Completed EHI in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:36.716691] [INFO ] [sig ] [474/1897] Forecasting EIC... [2025-11-22T01:23:36.716724] [INFO ] [sig ] Generating forecast for: EIC [2025-11-22T01:23:36.716757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-11-22T01:23:36.730681] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EIC'. [2025-11-22T01:23:36.731832] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-11-22T01:23:36.731891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:36.894993] [INFO ] [sig ] EIC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:37.034894] [INFO ] [LOCAL ] Saved forecast: EIC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EIC.txt [2025-11-22T01:23:37.035027] [INFO ] [sig ] [474/1897] Completed EIC in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:37.035068] [INFO ] [sig ] [475/1897] Forecasting EIG... [2025-11-22T01:23:37.035097] [INFO ] [sig ] Generating forecast for: EIG [2025-11-22T01:23:37.035126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-11-22T01:23:37.045938] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EIG'. [2025-11-22T01:23:37.046987] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-11-22T01:23:37.047063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:37.208588] [INFO ] [sig ] EIG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:37.350547] [INFO ] [LOCAL ] Saved forecast: EIG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EIG.txt [2025-11-22T01:23:37.350752] [INFO ] [sig ] [475/1897] Completed EIG in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.2m [2025-11-22T01:23:37.350799] [INFO ] [sig ] [476/1897] Forecasting EIX... [2025-11-22T01:23:37.350831] [INFO ] [sig ] Generating forecast for: EIX [2025-11-22T01:23:37.350871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-11-22T01:23:37.362592] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EIX'. [2025-11-22T01:23:37.363855] [DEBUG] [LOCAL ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt [2025-11-22T01:23:37.363961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:37.575929] [INFO ] [sig ] EIX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:37.718847] [INFO ] [LOCAL ] Saved forecast: EIX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EIX.txt [2025-11-22T01:23:37.718994] [INFO ] [sig ] [476/1897] Completed EIX in 0.4s | 2.91 sym/s | Total: 2.7m | ETA: 8.1m [2025-11-22T01:23:37.719036] [INFO ] [sig ] [477/1897] Forecasting EL... [2025-11-22T01:23:37.719068] [INFO ] [sig ] Generating forecast for: EL [2025-11-22T01:23:37.719099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-11-22T01:23:37.732222] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EL'. [2025-11-22T01:23:37.733504] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-11-22T01:23:37.733569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:37.934005] [INFO ] [sig ] EL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:38.081173] [INFO ] [LOCAL ] Saved forecast: EL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EL.txt [2025-11-22T01:23:38.081355] [INFO ] [sig ] [477/1897] Completed EL in 0.4s | 2.91 sym/s | Total: 2.7m | ETA: 8.1m [2025-11-22T01:23:38.081415] [INFO ] [sig ] [478/1897] Forecasting ELAN... [2025-11-22T01:23:38.081447] [INFO ] [sig ] Generating forecast for: ELAN [2025-11-22T01:23:38.081480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-11-22T01:23:38.092523] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELAN'. [2025-11-22T01:23:38.093827] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-11-22T01:23:38.093890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:38.272222] [INFO ] [sig ] ELAN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:38.409946] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ELAN.txt [2025-11-22T01:23:38.410061] [INFO ] [sig ] [478/1897] Completed ELAN in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.1m [2025-11-22T01:23:38.410099] [INFO ] [sig ] [479/1897] Forecasting ELC... [2025-11-22T01:23:38.410129] [INFO ] [sig ] Generating forecast for: ELC [2025-11-22T01:23:38.410158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-11-22T01:23:38.420771] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELC'. [2025-11-22T01:23:38.421989] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-11-22T01:23:38.422043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:38.597807] [INFO ] [sig ] ELC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:38.748133] [INFO ] [LOCAL ] Saved forecast: ELC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ELC.txt [2025-11-22T01:23:38.748337] [INFO ] [sig ] [479/1897] Completed ELC in 0.3s | 2.91 sym/s | Total: 2.7m | ETA: 8.1m [2025-11-22T01:23:38.748396] [INFO ] [sig ] [480/1897] Forecasting ELF... [2025-11-22T01:23:38.748433] [INFO ] [sig ] Generating forecast for: ELF [2025-11-22T01:23:38.748465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-11-22T01:23:38.763301] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELF'. [2025-11-22T01:23:38.764531] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-11-22T01:23:38.764584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:38.940625] [INFO ] [sig ] ELF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:39.083113] [INFO ] [LOCAL ] Saved forecast: ELF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ELF.txt [2025-11-22T01:23:39.083272] [INFO ] [sig ] [480/1897] Completed ELF in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:39.083315] [INFO ] [sig ] [481/1897] Forecasting ELME... [2025-11-22T01:23:39.083346] [INFO ] [sig ] Generating forecast for: ELME [2025-11-22T01:23:39.083377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-11-22T01:23:39.095416] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELME'. [2025-11-22T01:23:39.096455] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-11-22T01:23:39.096507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:39.270184] [INFO ] [sig ] ELME: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:39.408439] [INFO ] [LOCAL ] Saved forecast: ELME 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ELME.txt [2025-11-22T01:23:39.408551] [INFO ] [sig ] [481/1897] Completed ELME in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:39.408592] [INFO ] [sig ] [482/1897] Forecasting ELP... [2025-11-22T01:23:39.408621] [INFO ] [sig ] Generating forecast for: ELP [2025-11-22T01:23:39.408671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-11-22T01:23:39.419599] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELP'. [2025-11-22T01:23:39.420671] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-11-22T01:23:39.420724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:39.595676] [INFO ] [sig ] ELP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:39.736155] [INFO ] [LOCAL ] Saved forecast: ELP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ELP.txt [2025-11-22T01:23:39.736284] [INFO ] [sig ] [482/1897] Completed ELP in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:39.736323] [INFO ] [sig ] [483/1897] Forecasting ELS... [2025-11-22T01:23:39.736352] [INFO ] [sig ] Generating forecast for: ELS [2025-11-22T01:23:39.736382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-11-22T01:23:39.749039] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELS'. [2025-11-22T01:23:39.750307] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-11-22T01:23:39.750361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:39.919266] [INFO ] [sig ] ELS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:40.056928] [INFO ] [LOCAL ] Saved forecast: ELS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ELS.txt [2025-11-22T01:23:40.057098] [INFO ] [sig ] [483/1897] Completed ELS in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:40.057141] [INFO ] [sig ] [484/1897] Forecasting ELV... [2025-11-22T01:23:40.057171] [INFO ] [sig ] Generating forecast for: ELV [2025-11-22T01:23:40.057203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'. [2025-11-22T01:23:40.069252] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ELV'. [2025-11-22T01:23:40.070406] [DEBUG] [LOCAL ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt [2025-11-22T01:23:40.070458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:40.244949] [INFO ] [sig ] ELV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:40.385230] [INFO ] [LOCAL ] Saved forecast: ELV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ELV.txt [2025-11-22T01:23:40.385365] [INFO ] [sig ] [484/1897] Completed ELV in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:40.385404] [INFO ] [sig ] [485/1897] Forecasting EMD... [2025-11-22T01:23:40.385435] [INFO ] [sig ] Generating forecast for: EMD [2025-11-22T01:23:40.385465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-11-22T01:23:40.403881] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EMD'. [2025-11-22T01:23:40.405018] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-11-22T01:23:40.405073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:40.590920] [INFO ] [sig ] EMD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:40.734240] [INFO ] [LOCAL ] Saved forecast: EMD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EMD.txt [2025-11-22T01:23:40.734398] [INFO ] [sig ] [485/1897] Completed EMD in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:40.734438] [INFO ] [sig ] [486/1897] Forecasting EME... [2025-11-22T01:23:40.734469] [INFO ] [sig ] Generating forecast for: EME [2025-11-22T01:23:40.734502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'. [2025-11-22T01:23:40.745267] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EME'. [2025-11-22T01:23:40.746396] [DEBUG] [LOCAL ] No optimal features file found for EME: ./output/feature-sets/EME.txt [2025-11-22T01:23:40.746449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:40.943358] [INFO ] [sig ] EME: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:41.089166] [INFO ] [LOCAL ] Saved forecast: EME 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EME.txt [2025-11-22T01:23:41.089317] [INFO ] [sig ] [486/1897] Completed EME in 0.4s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:41.089364] [INFO ] [sig ] [487/1897] Forecasting EMF... [2025-11-22T01:23:41.089396] [INFO ] [sig ] Generating forecast for: EMF [2025-11-22T01:23:41.089428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-11-22T01:23:41.101260] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EMF'. [2025-11-22T01:23:41.102392] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-11-22T01:23:41.102447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:41.293635] [INFO ] [sig ] EMF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:41.439003] [INFO ] [LOCAL ] Saved forecast: EMF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EMF.txt [2025-11-22T01:23:41.439178] [INFO ] [sig ] [487/1897] Completed EMF in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:41.439236] [INFO ] [sig ] [488/1897] Forecasting EMN... [2025-11-22T01:23:41.439269] [INFO ] [sig ] Generating forecast for: EMN [2025-11-22T01:23:41.439301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-11-22T01:23:41.452350] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EMN'. [2025-11-22T01:23:41.453532] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-11-22T01:23:41.453596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:41.659731] [INFO ] [sig ] EMN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:41.808995] [INFO ] [LOCAL ] Saved forecast: EMN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EMN.txt [2025-11-22T01:23:41.809173] [INFO ] [sig ] [488/1897] Completed EMN in 0.4s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:41.809214] [INFO ] [sig ] [489/1897] Forecasting EMO... [2025-11-22T01:23:41.809250] [INFO ] [sig ] Generating forecast for: EMO [2025-11-22T01:23:41.809291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-11-22T01:23:41.821381] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EMO'. [2025-11-22T01:23:41.822689] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-11-22T01:23:41.822744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:41.999621] [INFO ] [sig ] EMO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:42.137313] [INFO ] [LOCAL ] Saved forecast: EMO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EMO.txt [2025-11-22T01:23:42.137458] [INFO ] [sig ] [489/1897] Completed EMO in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:42.137498] [INFO ] [sig ] [490/1897] Forecasting EMP... [2025-11-22T01:23:42.137530] [INFO ] [sig ] Generating forecast for: EMP [2025-11-22T01:23:42.137563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'. [2025-11-22T01:23:42.149009] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EMP'. [2025-11-22T01:23:42.150178] [DEBUG] [LOCAL ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt [2025-11-22T01:23:42.150232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:42.317051] [INFO ] [sig ] EMP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:42.459487] [INFO ] [LOCAL ] Saved forecast: EMP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EMP.txt [2025-11-22T01:23:42.459723] [INFO ] [sig ] [490/1897] Completed EMP in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:42.459777] [INFO ] [sig ] [491/1897] Forecasting EMR... [2025-11-22T01:23:42.459817] [INFO ] [sig ] Generating forecast for: EMR [2025-11-22T01:23:42.459858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'. [2025-11-22T01:23:42.474584] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EMR'. [2025-11-22T01:23:42.475970] [DEBUG] [LOCAL ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt [2025-11-22T01:23:42.476040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:42.665114] [INFO ] [sig ] EMR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:42.815302] [INFO ] [LOCAL ] Saved forecast: EMR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EMR.txt [2025-11-22T01:23:42.815461] [INFO ] [sig ] [491/1897] Completed EMR in 0.4s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:42.815501] [INFO ] [sig ] [492/1897] Forecasting ENB... [2025-11-22T01:23:42.815540] [INFO ] [sig ] Generating forecast for: ENB [2025-11-22T01:23:42.815574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-11-22T01:23:42.827315] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ENB'. [2025-11-22T01:23:42.828497] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-11-22T01:23:42.828550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:43.003545] [INFO ] [sig ] ENB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:43.146093] [INFO ] [LOCAL ] Saved forecast: ENB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ENB.txt [2025-11-22T01:23:43.146241] [INFO ] [sig ] [492/1897] Completed ENB in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.1m [2025-11-22T01:23:43.146281] [INFO ] [sig ] [493/1897] Forecasting ENIC... [2025-11-22T01:23:43.146310] [INFO ] [sig ] Generating forecast for: ENIC [2025-11-22T01:23:43.146340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-11-22T01:23:43.157246] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ENIC'. [2025-11-22T01:23:43.158344] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-11-22T01:23:43.158397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:43.329018] [INFO ] [sig ] ENIC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:43.468376] [INFO ] [LOCAL ] Saved forecast: ENIC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ENIC.txt [2025-11-22T01:23:43.468513] [INFO ] [sig ] [493/1897] Completed ENIC in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.0m [2025-11-22T01:23:43.468553] [INFO ] [sig ] [494/1897] Forecasting ENO... [2025-11-22T01:23:43.468583] [INFO ] [sig ] Generating forecast for: ENO [2025-11-22T01:23:43.468613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'. [2025-11-22T01:23:43.479628] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ENO'. [2025-11-22T01:23:43.481070] [DEBUG] [LOCAL ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt [2025-11-22T01:23:43.481126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:43.644631] [INFO ] [sig ] ENO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:43.786473] [INFO ] [LOCAL ] Saved forecast: ENO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ENO.txt [2025-11-22T01:23:43.786628] [INFO ] [sig ] [494/1897] Completed ENO in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.0m [2025-11-22T01:23:43.786691] [INFO ] [sig ] [495/1897] Forecasting ENOV... [2025-11-22T01:23:43.786722] [INFO ] [sig ] Generating forecast for: ENOV [2025-11-22T01:23:43.786755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'. [2025-11-22T01:23:43.798437] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ENOV'. [2025-11-22T01:23:43.799674] [DEBUG] [LOCAL ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt [2025-11-22T01:23:43.799728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:43.991595] [INFO ] [sig ] ENOV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:44.129432] [INFO ] [LOCAL ] Saved forecast: ENOV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ENOV.txt [2025-11-22T01:23:44.129550] [INFO ] [sig ] [495/1897] Completed ENOV in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.0m [2025-11-22T01:23:44.129598] [INFO ] [sig ] [496/1897] Forecasting ENR... [2025-11-22T01:23:44.129629] [INFO ] [sig ] Generating forecast for: ENR [2025-11-22T01:23:44.129680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'. [2025-11-22T01:23:44.141467] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ENR'. [2025-11-22T01:23:44.142712] [DEBUG] [LOCAL ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt [2025-11-22T01:23:44.142765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:44.313905] [INFO ] [sig ] ENR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:44.452053] [INFO ] [LOCAL ] Saved forecast: ENR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ENR.txt [2025-11-22T01:23:44.452240] [INFO ] [sig ] [496/1897] Completed ENR in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.0m [2025-11-22T01:23:44.452281] [INFO ] [sig ] [497/1897] Forecasting ENS... [2025-11-22T01:23:44.452311] [INFO ] [sig ] Generating forecast for: ENS [2025-11-22T01:23:44.452342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-11-22T01:23:44.464075] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ENS'. [2025-11-22T01:23:44.465327] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-11-22T01:23:44.465384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:44.629096] [INFO ] [sig ] ENS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:44.774492] [INFO ] [LOCAL ] Saved forecast: ENS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ENS.txt [2025-11-22T01:23:44.774657] [INFO ] [sig ] [497/1897] Completed ENS in 0.3s | 2.91 sym/s | Total: 2.8m | ETA: 8.0m [2025-11-22T01:23:44.774701] [INFO ] [sig ] [498/1897] Forecasting ENVA... [2025-11-22T01:23:44.774733] [INFO ] [sig ] Generating forecast for: ENVA [2025-11-22T01:23:44.774766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-11-22T01:23:44.786165] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ENVA'. [2025-11-22T01:23:44.787376] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-11-22T01:23:44.787431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:44.955917] [INFO ] [sig ] ENVA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:45.094286] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ENVA.txt [2025-11-22T01:23:45.094444] [INFO ] [sig ] [498/1897] Completed ENVA in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:45.094483] [INFO ] [sig ] [499/1897] Forecasting EOD... [2025-11-22T01:23:45.094514] [INFO ] [sig ] Generating forecast for: EOD [2025-11-22T01:23:45.094545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-11-22T01:23:45.106995] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EOD'. [2025-11-22T01:23:45.108124] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-11-22T01:23:45.108176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:45.299117] [INFO ] [sig ] EOD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:45.437084] [INFO ] [LOCAL ] Saved forecast: EOD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EOD.txt [2025-11-22T01:23:45.437227] [INFO ] [sig ] [499/1897] Completed EOD in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:45.437268] [INFO ] [sig ] [500/1897] Forecasting EOG... [2025-11-22T01:23:45.437298] [INFO ] [sig ] Generating forecast for: EOG [2025-11-22T01:23:45.437328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-11-22T01:23:45.448987] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EOG'. [2025-11-22T01:23:45.450036] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-11-22T01:23:45.450094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:45.636180] [INFO ] [sig ] EOG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:45.774380] [INFO ] [LOCAL ] Saved forecast: EOG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EOG.txt [2025-11-22T01:23:45.774501] [INFO ] [sig ] [500/1897] Completed EOG in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:45.774540] [INFO ] [sig ] [501/1897] Forecasting EOI... [2025-11-22T01:23:45.774570] [INFO ] [sig ] Generating forecast for: EOI [2025-11-22T01:23:45.774599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-11-22T01:23:45.785729] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EOI'. [2025-11-22T01:23:45.786786] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-11-22T01:23:45.786839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:45.957190] [INFO ] [sig ] EOI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:46.098115] [INFO ] [LOCAL ] Saved forecast: EOI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EOI.txt [2025-11-22T01:23:46.098236] [INFO ] [sig ] [501/1897] Completed EOI in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:46.098275] [INFO ] [sig ] [502/1897] Forecasting EOS... [2025-11-22T01:23:46.098306] [INFO ] [sig ] Generating forecast for: EOS [2025-11-22T01:23:46.098335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-11-22T01:23:46.109486] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EOS'. [2025-11-22T01:23:46.110529] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-11-22T01:23:46.110581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:46.255241] [INFO ] [sig ] EOS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:46.394974] [INFO ] [LOCAL ] Saved forecast: EOS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EOS.txt [2025-11-22T01:23:46.395097] [INFO ] [sig ] [502/1897] Completed EOS in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:46.395137] [INFO ] [sig ] [503/1897] Forecasting EOT... [2025-11-22T01:23:46.395167] [INFO ] [sig ] Generating forecast for: EOT [2025-11-22T01:23:46.395197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'. [2025-11-22T01:23:46.405956] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EOT'. [2025-11-22T01:23:46.406993] [DEBUG] [LOCAL ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt [2025-11-22T01:23:46.407068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:46.548752] [INFO ] [sig ] EOT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:46.687169] [INFO ] [LOCAL ] Saved forecast: EOT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EOT.txt [2025-11-22T01:23:46.687292] [INFO ] [sig ] [503/1897] Completed EOT in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:46.687331] [INFO ] [sig ] [504/1897] Forecasting EPAC... [2025-11-22T01:23:46.687360] [INFO ] [sig ] Generating forecast for: EPAC [2025-11-22T01:23:46.687389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-11-22T01:23:46.698402] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EPAC'. [2025-11-22T01:23:46.699482] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-11-22T01:23:46.699534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:46.869553] [INFO ] [sig ] EPAC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:47.013299] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EPAC.txt [2025-11-22T01:23:47.013459] [INFO ] [sig ] [504/1897] Completed EPAC in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:47.013499] [INFO ] [sig ] [505/1897] Forecasting EPAM... [2025-11-22T01:23:47.013530] [INFO ] [sig ] Generating forecast for: EPAM [2025-11-22T01:23:47.013561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-11-22T01:23:47.025211] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EPAM'. [2025-11-22T01:23:47.026333] [DEBUG] [LOCAL ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt [2025-11-22T01:23:47.026387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:47.199272] [INFO ] [sig ] EPAM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:47.338752] [INFO ] [LOCAL ] Saved forecast: EPAM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EPAM.txt [2025-11-22T01:23:47.338913] [INFO ] [sig ] [505/1897] Completed EPAM in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:47.338954] [INFO ] [sig ] [506/1897] Forecasting EPC... [2025-11-22T01:23:47.338983] [INFO ] [sig ] Generating forecast for: EPC [2025-11-22T01:23:47.339013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'. [2025-11-22T01:23:47.349898] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EPC'. [2025-11-22T01:23:47.350925] [DEBUG] [LOCAL ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt [2025-11-22T01:23:47.350977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:47.518466] [INFO ] [sig ] EPC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:47.659440] [INFO ] [LOCAL ] Saved forecast: EPC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EPC.txt [2025-11-22T01:23:47.659567] [INFO ] [sig ] [506/1897] Completed EPC in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:47.659605] [INFO ] [sig ] [507/1897] Forecasting EPD... [2025-11-22T01:23:47.659635] [INFO ] [sig ] Generating forecast for: EPD [2025-11-22T01:23:47.659687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-11-22T01:23:47.671401] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EPD'. [2025-11-22T01:23:47.672750] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-11-22T01:23:47.672804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:47.848810] [INFO ] [sig ] EPD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:47.988228] [INFO ] [LOCAL ] Saved forecast: EPD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EPD.txt [2025-11-22T01:23:47.988364] [INFO ] [sig ] [507/1897] Completed EPD in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 8.0m [2025-11-22T01:23:47.988404] [INFO ] [sig ] [508/1897] Forecasting EPR... [2025-11-22T01:23:47.988434] [INFO ] [sig ] Generating forecast for: EPR [2025-11-22T01:23:47.988463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'. [2025-11-22T01:23:48.000137] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EPR'. [2025-11-22T01:23:48.001209] [DEBUG] [LOCAL ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt [2025-11-22T01:23:48.001263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:48.161037] [INFO ] [sig ] EPR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:48.301280] [INFO ] [LOCAL ] Saved forecast: EPR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EPR.txt [2025-11-22T01:23:48.301417] [INFO ] [sig ] [508/1897] Completed EPR in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:48.301456] [INFO ] [sig ] [509/1897] Forecasting EPRT... [2025-11-22T01:23:48.301486] [INFO ] [sig ] Generating forecast for: EPRT [2025-11-22T01:23:48.301516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'. [2025-11-22T01:23:48.313395] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EPRT'. [2025-11-22T01:23:48.314550] [DEBUG] [LOCAL ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt [2025-11-22T01:23:48.314605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:48.484416] [INFO ] [sig ] EPRT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:48.627153] [INFO ] [LOCAL ] Saved forecast: EPRT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EPRT.txt [2025-11-22T01:23:48.627290] [INFO ] [sig ] [509/1897] Completed EPRT in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:48.627328] [INFO ] [sig ] [510/1897] Forecasting EQBK... [2025-11-22T01:23:48.627358] [INFO ] [sig ] Generating forecast for: EQBK [2025-11-22T01:23:48.627387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-11-22T01:23:48.638529] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EQBK'. [2025-11-22T01:23:48.639678] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-11-22T01:23:48.639733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:48.810765] [INFO ] [sig ] EQBK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:48.952034] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EQBK.txt [2025-11-22T01:23:48.952196] [INFO ] [sig ] [510/1897] Completed EQBK in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:48.952243] [INFO ] [sig ] [511/1897] Forecasting EQH... [2025-11-22T01:23:48.952274] [INFO ] [sig ] Generating forecast for: EQH [2025-11-22T01:23:48.952306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'. [2025-11-22T01:23:48.965620] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EQH'. [2025-11-22T01:23:48.966880] [DEBUG] [LOCAL ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt [2025-11-22T01:23:48.966955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:49.146860] [INFO ] [sig ] EQH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:49.285807] [INFO ] [LOCAL ] Saved forecast: EQH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EQH.txt [2025-11-22T01:23:49.285920] [INFO ] [sig ] [511/1897] Completed EQH in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:49.285959] [INFO ] [sig ] [512/1897] Forecasting EQNR... [2025-11-22T01:23:49.285988] [INFO ] [sig ] Generating forecast for: EQNR [2025-11-22T01:23:49.286017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'. [2025-11-22T01:23:49.297161] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EQNR'. [2025-11-22T01:23:49.298208] [DEBUG] [LOCAL ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt [2025-11-22T01:23:49.298264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:49.470771] [INFO ] [sig ] EQNR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:49.610184] [INFO ] [LOCAL ] Saved forecast: EQNR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EQNR.txt [2025-11-22T01:23:49.610300] [INFO ] [sig ] [512/1897] Completed EQNR in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:49.610339] [INFO ] [sig ] [513/1897] Forecasting EQR... [2025-11-22T01:23:49.610368] [INFO ] [sig ] Generating forecast for: EQR [2025-11-22T01:23:49.610398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'. [2025-11-22T01:23:49.626054] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EQR'. [2025-11-22T01:23:49.627120] [DEBUG] [LOCAL ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt [2025-11-22T01:23:49.627184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:49.793750] [INFO ] [sig ] EQR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:49.936742] [INFO ] [LOCAL ] Saved forecast: EQR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EQR.txt [2025-11-22T01:23:49.936871] [INFO ] [sig ] [513/1897] Completed EQR in 0.3s | 2.91 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:49.936911] [INFO ] [sig ] [514/1897] Forecasting EQT... [2025-11-22T01:23:49.936941] [INFO ] [sig ] Generating forecast for: EQT [2025-11-22T01:23:49.936971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'. [2025-11-22T01:23:49.947374] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EQT'. [2025-11-22T01:23:49.948452] [DEBUG] [LOCAL ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt [2025-11-22T01:23:49.948504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:50.122170] [INFO ] [sig ] EQT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:50.260501] [INFO ] [LOCAL ] Saved forecast: EQT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EQT.txt [2025-11-22T01:23:50.260612] [INFO ] [sig ] [514/1897] Completed EQT in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:50.260668] [INFO ] [sig ] [515/1897] Forecasting ERO... [2025-11-22T01:23:50.260701] [INFO ] [sig ] Generating forecast for: ERO [2025-11-22T01:23:50.260732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-11-22T01:23:50.271693] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ERO'. [2025-11-22T01:23:50.272757] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-11-22T01:23:50.272810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:50.441365] [INFO ] [sig ] ERO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:50.579703] [INFO ] [LOCAL ] Saved forecast: ERO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ERO.txt [2025-11-22T01:23:50.579843] [INFO ] [sig ] [515/1897] Completed ERO in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:50.579882] [INFO ] [sig ] [516/1897] Forecasting ES... [2025-11-22T01:23:50.579912] [INFO ] [sig ] Generating forecast for: ES [2025-11-22T01:23:50.579942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-11-22T01:23:50.590799] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ES'. [2025-11-22T01:23:50.591844] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-11-22T01:23:50.591896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:50.764165] [INFO ] [sig ] ES: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:50.904721] [INFO ] [LOCAL ] Saved forecast: ES 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ES.txt [2025-11-22T01:23:50.904877] [INFO ] [sig ] [516/1897] Completed ES in 0.3s | 2.92 sym/s | Total: 2.9m | ETA: 7.9m [2025-11-22T01:23:50.904919] [INFO ] [sig ] [517/1897] Forecasting ESAB... [2025-11-22T01:23:50.904950] [INFO ] [sig ] Generating forecast for: ESAB [2025-11-22T01:23:50.904981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-11-22T01:23:50.917611] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESAB'. [2025-11-22T01:23:50.918816] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-11-22T01:23:50.918869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:51.088663] [INFO ] [sig ] ESAB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:51.226105] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ESAB.txt [2025-11-22T01:23:51.226232] [INFO ] [sig ] [517/1897] Completed ESAB in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.9m [2025-11-22T01:23:51.226271] [INFO ] [sig ] [518/1897] Forecasting ESE... [2025-11-22T01:23:51.226301] [INFO ] [sig ] Generating forecast for: ESE [2025-11-22T01:23:51.226331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-11-22T01:23:51.237805] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESE'. [2025-11-22T01:23:51.238891] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-11-22T01:23:51.238945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:51.409782] [INFO ] [sig ] ESE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:51.550076] [INFO ] [LOCAL ] Saved forecast: ESE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ESE.txt [2025-11-22T01:23:51.550211] [INFO ] [sig ] [518/1897] Completed ESE in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.9m [2025-11-22T01:23:51.550254] [INFO ] [sig ] [519/1897] Forecasting ESI... [2025-11-22T01:23:51.550284] [INFO ] [sig ] Generating forecast for: ESI [2025-11-22T01:23:51.550316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-11-22T01:23:51.562361] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESI'. [2025-11-22T01:23:51.563472] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-11-22T01:23:51.563524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:51.745824] [INFO ] [sig ] ESI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:51.889017] [INFO ] [LOCAL ] Saved forecast: ESI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ESI.txt [2025-11-22T01:23:51.889147] [INFO ] [sig ] [519/1897] Completed ESI in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.9m [2025-11-22T01:23:51.889191] [INFO ] [sig ] [520/1897] Forecasting ESNT... [2025-11-22T01:23:51.889226] [INFO ] [sig ] Generating forecast for: ESNT [2025-11-22T01:23:51.889263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'. [2025-11-22T01:23:51.901817] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESNT'. [2025-11-22T01:23:51.902913] [DEBUG] [LOCAL ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt [2025-11-22T01:23:51.902965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:52.077360] [INFO ] [sig ] ESNT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:52.219316] [INFO ] [LOCAL ] Saved forecast: ESNT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ESNT.txt [2025-11-22T01:23:52.219452] [INFO ] [sig ] [520/1897] Completed ESNT in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.9m [2025-11-22T01:23:52.219492] [INFO ] [sig ] [521/1897] Forecasting ESRT... [2025-11-22T01:23:52.219523] [INFO ] [sig ] Generating forecast for: ESRT [2025-11-22T01:23:52.219553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'. [2025-11-22T01:23:52.231736] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESRT'. [2025-11-22T01:23:52.232846] [DEBUG] [LOCAL ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt [2025-11-22T01:23:52.232898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:52.407386] [INFO ] [sig ] ESRT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:52.549432] [INFO ] [LOCAL ] Saved forecast: ESRT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ESRT.txt [2025-11-22T01:23:52.549568] [INFO ] [sig ] [521/1897] Completed ESRT in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.9m [2025-11-22T01:23:52.549608] [INFO ] [sig ] [522/1897] Forecasting ESS... [2025-11-22T01:23:52.549657] [INFO ] [sig ] Generating forecast for: ESS [2025-11-22T01:23:52.549691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'. [2025-11-22T01:23:52.564318] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESS'. [2025-11-22T01:23:52.565530] [DEBUG] [LOCAL ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt [2025-11-22T01:23:52.565584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:52.742222] [INFO ] [sig ] ESS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:52.883679] [INFO ] [LOCAL ] Saved forecast: ESS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ESS.txt [2025-11-22T01:23:52.883841] [INFO ] [sig ] [522/1897] Completed ESS in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.9m [2025-11-22T01:23:52.883883] [INFO ] [sig ] [523/1897] Forecasting ESTC... [2025-11-22T01:23:52.883913] [INFO ] [sig ] Generating forecast for: ESTC [2025-11-22T01:23:52.883953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-11-22T01:23:52.895363] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ESTC'. [2025-11-22T01:23:52.896452] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-11-22T01:23:52.896505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:53.089093] [INFO ] [sig ] ESTC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:53.227534] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ESTC.txt [2025-11-22T01:23:53.227683] [INFO ] [sig ] [523/1897] Completed ESTC in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.9m [2025-11-22T01:23:53.227726] [INFO ] [sig ] [524/1897] Forecasting ET... [2025-11-22T01:23:53.227755] [INFO ] [sig ] Generating forecast for: ET [2025-11-22T01:23:53.227784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'. [2025-11-22T01:23:53.244256] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ET'. [2025-11-22T01:23:53.246143] [DEBUG] [LOCAL ] No optimal features file found for ET: ./output/feature-sets/ET.txt [2025-11-22T01:23:53.246208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:53.455526] [INFO ] [sig ] ET: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:53.611180] [INFO ] [LOCAL ] Saved forecast: ET 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ET.txt [2025-11-22T01:23:53.611842] [INFO ] [sig ] [524/1897] Completed ET in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:53.611899] [INFO ] [sig ] [525/1897] Forecasting ETB... [2025-11-22T01:23:53.611937] [INFO ] [sig ] Generating forecast for: ETB [2025-11-22T01:23:53.611977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-11-22T01:23:53.623482] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETB'. [2025-11-22T01:23:53.624697] [DEBUG] [LOCAL ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt [2025-11-22T01:23:53.624777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:53.778358] [INFO ] [sig ] ETB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:53.920364] [INFO ] [LOCAL ] Saved forecast: ETB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ETB.txt [2025-11-22T01:23:53.920485] [INFO ] [sig ] [525/1897] Completed ETB in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:53.920523] [INFO ] [sig ] [526/1897] Forecasting ETD... [2025-11-22T01:23:53.920552] [INFO ] [sig ] Generating forecast for: ETD [2025-11-22T01:23:53.920581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-11-22T01:23:53.933051] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETD'. [2025-11-22T01:23:53.934364] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-11-22T01:23:53.934419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:54.130725] [INFO ] [sig ] ETD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:54.277078] [INFO ] [LOCAL ] Saved forecast: ETD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ETD.txt [2025-11-22T01:23:54.277237] [INFO ] [sig ] [526/1897] Completed ETD in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:54.277288] [INFO ] [sig ] [527/1897] Forecasting ETG... [2025-11-22T01:23:54.277319] [INFO ] [sig ] Generating forecast for: ETG [2025-11-22T01:23:54.277352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-11-22T01:23:54.289948] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETG'. [2025-11-22T01:23:54.291205] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-11-22T01:23:54.291261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:54.485988] [INFO ] [sig ] ETG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:54.633291] [INFO ] [LOCAL ] Saved forecast: ETG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ETG.txt [2025-11-22T01:23:54.633441] [INFO ] [sig ] [527/1897] Completed ETG in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:54.633482] [INFO ] [sig ] [528/1897] Forecasting ETJ... [2025-11-22T01:23:54.633512] [INFO ] [sig ] Generating forecast for: ETJ [2025-11-22T01:23:54.633543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-11-22T01:23:54.645591] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETJ'. [2025-11-22T01:23:54.646872] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-11-22T01:23:54.646928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:54.837531] [INFO ] [sig ] ETJ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:54.982461] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ETJ.txt [2025-11-22T01:23:54.982615] [INFO ] [sig ] [528/1897] Completed ETJ in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:54.982680] [INFO ] [sig ] [529/1897] Forecasting ETN... [2025-11-22T01:23:54.982713] [INFO ] [sig ] Generating forecast for: ETN [2025-11-22T01:23:54.982748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-11-22T01:23:54.995105] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETN'. [2025-11-22T01:23:54.996233] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-11-22T01:23:54.996298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:55.193130] [INFO ] [sig ] ETN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:55.333596] [INFO ] [LOCAL ] Saved forecast: ETN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ETN.txt [2025-11-22T01:23:55.333760] [INFO ] [sig ] [529/1897] Completed ETN in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:55.333802] [INFO ] [sig ] [530/1897] Forecasting ETO... [2025-11-22T01:23:55.333833] [INFO ] [sig ] Generating forecast for: ETO [2025-11-22T01:23:55.333864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-11-22T01:23:55.347183] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETO'. [2025-11-22T01:23:55.348607] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-11-22T01:23:55.348684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:55.535452] [INFO ] [sig ] ETO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:55.675021] [INFO ] [LOCAL ] Saved forecast: ETO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ETO.txt [2025-11-22T01:23:55.675171] [INFO ] [sig ] [530/1897] Completed ETO in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:55.675213] [INFO ] [sig ] [531/1897] Forecasting ETR... [2025-11-22T01:23:55.675242] [INFO ] [sig ] Generating forecast for: ETR [2025-11-22T01:23:55.675272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'. [2025-11-22T01:23:55.689022] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETR'. [2025-11-22T01:23:55.690111] [DEBUG] [LOCAL ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt [2025-11-22T01:23:55.690165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:55.875729] [INFO ] [sig ] ETR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:56.016173] [INFO ] [LOCAL ] Saved forecast: ETR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ETR.txt [2025-11-22T01:23:56.016321] [INFO ] [sig ] [531/1897] Completed ETR in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:56.016362] [INFO ] [sig ] [532/1897] Forecasting ETSY... [2025-11-22T01:23:56.016391] [INFO ] [sig ] Generating forecast for: ETSY [2025-11-22T01:23:56.016422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'. [2025-11-22T01:23:56.030046] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETSY'. [2025-11-22T01:23:56.031197] [DEBUG] [LOCAL ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt [2025-11-22T01:23:56.031250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:56.219956] [INFO ] [sig ] ETSY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:56.408422] [INFO ] [LOCAL ] Saved forecast: ETSY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ETSY.txt [2025-11-22T01:23:56.408590] [INFO ] [sig ] [532/1897] Completed ETSY in 0.4s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:56.408635] [INFO ] [sig ] [533/1897] Forecasting ETV... [2025-11-22T01:23:56.408696] [INFO ] [sig ] Generating forecast for: ETV [2025-11-22T01:23:56.408726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'. [2025-11-22T01:23:56.422152] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETV'. [2025-11-22T01:23:56.423405] [DEBUG] [LOCAL ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt [2025-11-22T01:23:56.423459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:56.603934] [INFO ] [sig ] ETV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:56.742290] [INFO ] [LOCAL ] Saved forecast: ETV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ETV.txt [2025-11-22T01:23:56.742429] [INFO ] [sig ] [533/1897] Completed ETV in 0.3s | 2.92 sym/s | Total: 3.0m | ETA: 7.8m [2025-11-22T01:23:56.742469] [INFO ] [sig ] [534/1897] Forecasting ETW... [2025-11-22T01:23:56.742498] [INFO ] [sig ] Generating forecast for: ETW [2025-11-22T01:23:56.742528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'. [2025-11-22T01:23:56.754772] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETW'. [2025-11-22T01:23:56.755958] [DEBUG] [LOCAL ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt [2025-11-22T01:23:56.756012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:56.933497] [INFO ] [sig ] ETW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:57.076956] [INFO ] [LOCAL ] Saved forecast: ETW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ETW.txt [2025-11-22T01:23:57.077131] [INFO ] [sig ] [534/1897] Completed ETW in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 7.8m [2025-11-22T01:23:57.077174] [INFO ] [sig ] [535/1897] Forecasting ETX... [2025-11-22T01:23:57.077206] [INFO ] [sig ] Generating forecast for: ETX [2025-11-22T01:23:57.077237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'. [2025-11-22T01:23:57.092503] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETX'. [2025-11-22T01:23:57.094057] [DEBUG] [LOCAL ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt [2025-11-22T01:23:57.094124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:57.280032] [INFO ] [sig ] ETX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:57.420630] [INFO ] [LOCAL ] Saved forecast: ETX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ETX.txt [2025-11-22T01:23:57.420815] [INFO ] [sig ] [535/1897] Completed ETX in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 7.8m [2025-11-22T01:23:57.420856] [INFO ] [sig ] [536/1897] Forecasting ETY... [2025-11-22T01:23:57.420885] [INFO ] [sig ] Generating forecast for: ETY [2025-11-22T01:23:57.420916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-11-22T01:23:57.432425] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ETY'. [2025-11-22T01:23:57.433615] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-11-22T01:23:57.433694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:57.611205] [INFO ] [sig ] ETY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:57.751078] [INFO ] [LOCAL ] Saved forecast: ETY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ETY.txt [2025-11-22T01:23:57.751210] [INFO ] [sig ] [536/1897] Completed ETY in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 7.8m [2025-11-22T01:23:57.751250] [INFO ] [sig ] [537/1897] Forecasting EVC... [2025-11-22T01:23:57.751280] [INFO ] [sig ] Generating forecast for: EVC [2025-11-22T01:23:57.751311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-11-22T01:23:57.763463] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVC'. [2025-11-22T01:23:57.764635] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-11-22T01:23:57.764711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:57.953990] [INFO ] [sig ] EVC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:58.103754] [INFO ] [LOCAL ] Saved forecast: EVC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EVC.txt [2025-11-22T01:23:58.103919] [INFO ] [sig ] [537/1897] Completed EVC in 0.4s | 2.92 sym/s | Total: 3.1m | ETA: 7.8m [2025-11-22T01:23:58.103962] [INFO ] [sig ] [538/1897] Forecasting EVEX... [2025-11-22T01:23:58.103993] [INFO ] [sig ] Generating forecast for: EVEX [2025-11-22T01:23:58.104024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-11-22T01:23:58.115599] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVEX'. [2025-11-22T01:23:58.116740] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-11-22T01:23:58.116794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:58.287831] [INFO ] [sig ] EVEX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:58.426980] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EVEX.txt [2025-11-22T01:23:58.427138] [INFO ] [sig ] [538/1897] Completed EVEX in 0.3s | 2.92 sym/s | Total: 3.1m | ETA: 7.8m [2025-11-22T01:23:58.427179] [INFO ] [sig ] [539/1897] Forecasting EVF... [2025-11-22T01:23:58.427209] [INFO ] [sig ] Generating forecast for: EVF [2025-11-22T01:23:58.427239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-11-22T01:23:58.440302] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVF'. [2025-11-22T01:23:58.441456] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-11-22T01:23:58.441511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:58.641587] [INFO ] [sig ] EVF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:58.784158] [INFO ] [LOCAL ] Saved forecast: EVF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EVF.txt [2025-11-22T01:23:58.784291] [INFO ] [sig ] [539/1897] Completed EVF in 0.4s | 2.92 sym/s | Total: 3.1m | ETA: 7.8m [2025-11-22T01:23:58.784359] [INFO ] [sig ] [540/1897] Forecasting EVG... [2025-11-22T01:23:58.784394] [INFO ] [sig ] Generating forecast for: EVG [2025-11-22T01:23:58.784425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-11-22T01:23:58.795865] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVG'. [2025-11-22T01:23:58.796922] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-11-22T01:23:58.796975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:59.015340] [INFO ] [sig ] EVG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:59.159265] [INFO ] [LOCAL ] Saved forecast: EVG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EVG.txt [2025-11-22T01:23:59.159433] [INFO ] [sig ] [540/1897] Completed EVG in 0.4s | 2.92 sym/s | Total: 3.1m | ETA: 7.8m [2025-11-22T01:23:59.159474] [INFO ] [sig ] [541/1897] Forecasting EVH... [2025-11-22T01:23:59.159503] [INFO ] [sig ] Generating forecast for: EVH [2025-11-22T01:23:59.159536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-11-22T01:23:59.171263] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVH'. [2025-11-22T01:23:59.172357] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-11-22T01:23:59.172411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:59.367453] [INFO ] [sig ] EVH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:23:59.515751] [INFO ] [LOCAL ] Saved forecast: EVH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EVH.txt [2025-11-22T01:23:59.515903] [INFO ] [sig ] [541/1897] Completed EVH in 0.4s | 2.92 sym/s | Total: 3.1m | ETA: 7.8m [2025-11-22T01:23:59.515949] [INFO ] [sig ] [542/1897] Forecasting EVN... [2025-11-22T01:23:59.515979] [INFO ] [sig ] Generating forecast for: EVN [2025-11-22T01:23:59.516009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-11-22T01:23:59.528964] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVN'. [2025-11-22T01:23:59.530084] [DEBUG] [LOCAL ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt [2025-11-22T01:23:59.530180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:23:59.764627] [INFO ] [sig ] EVN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:23:59.920704] [INFO ] [LOCAL ] Saved forecast: EVN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EVN.txt [2025-11-22T01:23:59.920844] [INFO ] [sig ] [542/1897] Completed EVN in 0.4s | 2.91 sym/s | Total: 3.1m | ETA: 7.7m [2025-11-22T01:23:59.920885] [INFO ] [sig ] [543/1897] Forecasting EVR... [2025-11-22T01:23:59.920914] [INFO ] [sig ] Generating forecast for: EVR [2025-11-22T01:23:59.920945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'. [2025-11-22T01:23:59.946145] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVR'. [2025-11-22T01:23:59.947313] [DEBUG] [LOCAL ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt [2025-11-22T01:23:59.947369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:00.139933] [INFO ] [sig ] EVR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:00.277841] [INFO ] [LOCAL ] Saved forecast: EVR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EVR.txt [2025-11-22T01:24:00.277972] [INFO ] [sig ] [543/1897] Completed EVR in 0.4s | 2.91 sym/s | Total: 3.1m | ETA: 7.7m [2025-11-22T01:24:00.278011] [INFO ] [sig ] [544/1897] Forecasting EVT... [2025-11-22T01:24:00.278042] [INFO ] [sig ] Generating forecast for: EVT [2025-11-22T01:24:00.278071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'. [2025-11-22T01:24:00.290196] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVT'. [2025-11-22T01:24:00.291257] [DEBUG] [LOCAL ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt [2025-11-22T01:24:00.291310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:00.473210] [INFO ] [sig ] EVT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:00.612579] [INFO ] [LOCAL ] Saved forecast: EVT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EVT.txt [2025-11-22T01:24:00.612731] [INFO ] [sig ] [544/1897] Completed EVT in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 7.7m [2025-11-22T01:24:00.612773] [INFO ] [sig ] [545/1897] Forecasting EVTC... [2025-11-22T01:24:00.612803] [INFO ] [sig ] Generating forecast for: EVTC [2025-11-22T01:24:00.612833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'. [2025-11-22T01:24:00.624172] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVTC'. [2025-11-22T01:24:00.625257] [DEBUG] [LOCAL ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt [2025-11-22T01:24:00.625310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:00.814086] [INFO ] [sig ] EVTC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:00.953710] [INFO ] [LOCAL ] Saved forecast: EVTC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EVTC.txt [2025-11-22T01:24:00.953845] [INFO ] [sig ] [545/1897] Completed EVTC in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 7.7m [2025-11-22T01:24:00.953884] [INFO ] [sig ] [546/1897] Forecasting EVTL... [2025-11-22T01:24:00.953912] [INFO ] [sig ] Generating forecast for: EVTL [2025-11-22T01:24:00.953941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-11-22T01:24:00.965049] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EVTL'. [2025-11-22T01:24:00.966119] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-11-22T01:24:00.966172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:01.691202] [INFO ] [sig ] EVTL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:01.832384] [INFO ] [LOCAL ] Saved forecast: EVTL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EVTL.txt [2025-11-22T01:24:01.832553] [INFO ] [sig ] [546/1897] Completed EVTL in 0.9s | 2.91 sym/s | Total: 3.1m | ETA: 7.7m [2025-11-22T01:24:01.832595] [INFO ] [sig ] [547/1897] Forecasting EW... [2025-11-22T01:24:01.832629] [INFO ] [sig ] Generating forecast for: EW [2025-11-22T01:24:01.832691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'. [2025-11-22T01:24:01.844512] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EW'. [2025-11-22T01:24:01.845844] [DEBUG] [LOCAL ] No optimal features file found for EW: ./output/feature-sets/EW.txt [2025-11-22T01:24:01.845899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:02.080016] [INFO ] [sig ] EW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:02.217765] [INFO ] [LOCAL ] Saved forecast: EW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EW.txt [2025-11-22T01:24:02.217885] [INFO ] [sig ] [547/1897] Completed EW in 0.4s | 2.91 sym/s | Total: 3.1m | ETA: 7.7m [2025-11-22T01:24:02.217925] [INFO ] [sig ] [548/1897] Forecasting EXG... [2025-11-22T01:24:02.217956] [INFO ] [sig ] Generating forecast for: EXG [2025-11-22T01:24:02.217986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-11-22T01:24:02.229875] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EXG'. [2025-11-22T01:24:02.231212] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-11-22T01:24:02.231269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:02.420148] [INFO ] [sig ] EXG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:02.559671] [INFO ] [LOCAL ] Saved forecast: EXG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EXG.txt [2025-11-22T01:24:02.559804] [INFO ] [sig ] [548/1897] Completed EXG in 0.3s | 2.91 sym/s | Total: 3.1m | ETA: 7.7m [2025-11-22T01:24:02.559845] [INFO ] [sig ] [549/1897] Forecasting EXK... [2025-11-22T01:24:02.559875] [INFO ] [sig ] Generating forecast for: EXK [2025-11-22T01:24:02.559906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-11-22T01:24:02.572233] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EXK'. [2025-11-22T01:24:02.573397] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-11-22T01:24:02.573452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:02.775779] [INFO ] [sig ] EXK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:02.922914] [INFO ] [LOCAL ] Saved forecast: EXK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EXK.txt [2025-11-22T01:24:02.923068] [INFO ] [sig ] [549/1897] Completed EXK in 0.4s | 2.91 sym/s | Total: 3.1m | ETA: 7.7m [2025-11-22T01:24:02.923108] [INFO ] [sig ] [550/1897] Forecasting EXP... [2025-11-22T01:24:02.923141] [INFO ] [sig ] Generating forecast for: EXP [2025-11-22T01:24:02.923172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'. [2025-11-22T01:24:02.935181] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EXP'. [2025-11-22T01:24:02.936422] [DEBUG] [LOCAL ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt [2025-11-22T01:24:02.936475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:03.122140] [INFO ] [sig ] EXP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:03.259905] [INFO ] [LOCAL ] Saved forecast: EXP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EXP.txt [2025-11-22T01:24:03.260043] [INFO ] [sig ] [550/1897] Completed EXP in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:03.260081] [INFO ] [sig ] [551/1897] Forecasting EXPD... [2025-11-22T01:24:03.260111] [INFO ] [sig ] Generating forecast for: EXPD [2025-11-22T01:24:03.260141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'. [2025-11-22T01:24:03.271838] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EXPD'. [2025-11-22T01:24:03.272891] [DEBUG] [LOCAL ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt [2025-11-22T01:24:03.272943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:03.451827] [INFO ] [sig ] EXPD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:03.591015] [INFO ] [LOCAL ] Saved forecast: EXPD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/EXPD.txt [2025-11-22T01:24:03.591160] [INFO ] [sig ] [551/1897] Completed EXPD in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:03.591201] [INFO ] [sig ] [552/1897] Forecasting EXR... [2025-11-22T01:24:03.591231] [INFO ] [sig ] Generating forecast for: EXR [2025-11-22T01:24:03.591261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'. [2025-11-22T01:24:03.603466] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'EXR'. [2025-11-22T01:24:03.604551] [DEBUG] [LOCAL ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt [2025-11-22T01:24:03.604604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:03.788387] [INFO ] [sig ] EXR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:03.926380] [INFO ] [LOCAL ] Saved forecast: EXR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/EXR.txt [2025-11-22T01:24:03.926509] [INFO ] [sig ] [552/1897] Completed EXR in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:03.926548] [INFO ] [sig ] [553/1897] Forecasting F... [2025-11-22T01:24:03.926578] [INFO ] [sig ] Generating forecast for: F [2025-11-22T01:24:03.926608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-11-22T01:24:03.937908] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'F'. [2025-11-22T01:24:03.939011] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-11-22T01:24:03.939065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:04.123616] [INFO ] [sig ] F: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:04.261434] [INFO ] [LOCAL ] Saved forecast: F 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/F.txt [2025-11-22T01:24:04.261591] [INFO ] [sig ] [553/1897] Completed F in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:04.261632] [INFO ] [sig ] [554/1897] Forecasting FAF... [2025-11-22T01:24:04.261688] [INFO ] [sig ] Generating forecast for: FAF [2025-11-22T01:24:04.261721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-11-22T01:24:04.272718] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FAF'. [2025-11-22T01:24:04.273773] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-11-22T01:24:04.273827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:04.455321] [INFO ] [sig ] FAF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:04.595263] [INFO ] [LOCAL ] Saved forecast: FAF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FAF.txt [2025-11-22T01:24:04.595428] [INFO ] [sig ] [554/1897] Completed FAF in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:04.595469] [INFO ] [sig ] [555/1897] Forecasting FBIN... [2025-11-22T01:24:04.595501] [INFO ] [sig ] Generating forecast for: FBIN [2025-11-22T01:24:04.595531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-11-22T01:24:04.606403] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FBIN'. [2025-11-22T01:24:04.607479] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-11-22T01:24:04.607537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:04.792748] [INFO ] [sig ] FBIN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:04.933078] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FBIN.txt [2025-11-22T01:24:04.933216] [INFO ] [sig ] [555/1897] Completed FBIN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:04.933256] [INFO ] [sig ] [556/1897] Forecasting FBK... [2025-11-22T01:24:04.933285] [INFO ] [sig ] Generating forecast for: FBK [2025-11-22T01:24:04.933316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-11-22T01:24:04.944018] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FBK'. [2025-11-22T01:24:04.945079] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-11-22T01:24:04.945131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:05.125959] [INFO ] [sig ] FBK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:05.276678] [INFO ] [LOCAL ] Saved forecast: FBK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FBK.txt [2025-11-22T01:24:05.276841] [INFO ] [sig ] [556/1897] Completed FBK in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:05.276916] [INFO ] [sig ] [557/1897] Forecasting FBP... [2025-11-22T01:24:05.276947] [INFO ] [sig ] Generating forecast for: FBP [2025-11-22T01:24:05.276976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-11-22T01:24:05.289554] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FBP'. [2025-11-22T01:24:05.290751] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-11-22T01:24:05.290804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:05.487759] [INFO ] [sig ] FBP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:05.626133] [INFO ] [LOCAL ] Saved forecast: FBP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FBP.txt [2025-11-22T01:24:05.626253] [INFO ] [sig ] [557/1897] Completed FBP in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:05.626291] [INFO ] [sig ] [558/1897] Forecasting FBRT... [2025-11-22T01:24:05.626329] [INFO ] [sig ] Generating forecast for: FBRT [2025-11-22T01:24:05.626361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'. [2025-11-22T01:24:05.638481] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FBRT'. [2025-11-22T01:24:05.639551] [DEBUG] [LOCAL ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt [2025-11-22T01:24:05.639603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:05.852182] [INFO ] [sig ] FBRT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:05.991191] [INFO ] [LOCAL ] Saved forecast: FBRT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FBRT.txt [2025-11-22T01:24:05.991331] [INFO ] [sig ] [558/1897] Completed FBRT in 0.4s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:05.991372] [INFO ] [sig ] [559/1897] Forecasting FC... [2025-11-22T01:24:05.991404] [INFO ] [sig ] Generating forecast for: FC [2025-11-22T01:24:05.991434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-11-22T01:24:06.003698] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FC'. [2025-11-22T01:24:06.004984] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-11-22T01:24:06.005038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:06.211755] [INFO ] [sig ] FC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:06.350099] [INFO ] [LOCAL ] Saved forecast: FC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FC.txt [2025-11-22T01:24:06.350273] [INFO ] [sig ] [559/1897] Completed FC in 0.4s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:06.350314] [INFO ] [sig ] [560/1897] Forecasting FCF... [2025-11-22T01:24:06.350344] [INFO ] [sig ] Generating forecast for: FCF [2025-11-22T01:24:06.350373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-11-22T01:24:06.362318] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FCF'. [2025-11-22T01:24:06.363548] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-11-22T01:24:06.363602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:06.539389] [INFO ] [sig ] FCF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:06.677269] [INFO ] [LOCAL ] Saved forecast: FCF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FCF.txt [2025-11-22T01:24:06.677398] [INFO ] [sig ] [560/1897] Completed FCF in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:06.677437] [INFO ] [sig ] [561/1897] Forecasting FCN... [2025-11-22T01:24:06.677466] [INFO ] [sig ] Generating forecast for: FCN [2025-11-22T01:24:06.677495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-11-22T01:24:06.689257] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FCN'. [2025-11-22T01:24:06.690365] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-11-22T01:24:06.690417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:06.860302] [INFO ] [sig ] FCN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:06.997921] [INFO ] [LOCAL ] Saved forecast: FCN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FCN.txt [2025-11-22T01:24:06.998047] [INFO ] [sig ] [561/1897] Completed FCN in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:06.998096] [INFO ] [sig ] [562/1897] Forecasting FCPT... [2025-11-22T01:24:06.998127] [INFO ] [sig ] Generating forecast for: FCPT [2025-11-22T01:24:06.998157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'. [2025-11-22T01:24:07.009172] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FCPT'. [2025-11-22T01:24:07.010244] [DEBUG] [LOCAL ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt [2025-11-22T01:24:07.010295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:07.182882] [INFO ] [sig ] FCPT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:07.321376] [INFO ] [LOCAL ] Saved forecast: FCPT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FCPT.txt [2025-11-22T01:24:07.321512] [INFO ] [sig ] [562/1897] Completed FCPT in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.7m [2025-11-22T01:24:07.321551] [INFO ] [sig ] [563/1897] Forecasting FCT... [2025-11-22T01:24:07.321581] [INFO ] [sig ] Generating forecast for: FCT [2025-11-22T01:24:07.321611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'. [2025-11-22T01:24:07.333046] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FCT'. [2025-11-22T01:24:07.334105] [DEBUG] [LOCAL ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt [2025-11-22T01:24:07.334158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:07.510519] [INFO ] [sig ] FCT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:07.650703] [INFO ] [LOCAL ] Saved forecast: FCT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FCT.txt [2025-11-22T01:24:07.650833] [INFO ] [sig ] [563/1897] Completed FCT in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.6m [2025-11-22T01:24:07.650874] [INFO ] [sig ] [564/1897] Forecasting FCX... [2025-11-22T01:24:07.650911] [INFO ] [sig ] Generating forecast for: FCX [2025-11-22T01:24:07.650942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-11-22T01:24:07.663121] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FCX'. [2025-11-22T01:24:07.664265] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-11-22T01:24:07.664319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:07.853884] [INFO ] [sig ] FCX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:07.998355] [INFO ] [LOCAL ] Saved forecast: FCX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FCX.txt [2025-11-22T01:24:07.998493] [INFO ] [sig ] [564/1897] Completed FCX in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.6m [2025-11-22T01:24:07.998534] [INFO ] [sig ] [565/1897] Forecasting FDP... [2025-11-22T01:24:07.998564] [INFO ] [sig ] Generating forecast for: FDP [2025-11-22T01:24:07.998597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-11-22T01:24:08.009377] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FDP'. [2025-11-22T01:24:08.010427] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-11-22T01:24:08.010479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:08.198315] [INFO ] [sig ] FDP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:08.341329] [INFO ] [LOCAL ] Saved forecast: FDP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FDP.txt [2025-11-22T01:24:08.341474] [INFO ] [sig ] [565/1897] Completed FDP in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.6m [2025-11-22T01:24:08.341514] [INFO ] [sig ] [566/1897] Forecasting FDS... [2025-11-22T01:24:08.341542] [INFO ] [sig ] Generating forecast for: FDS [2025-11-22T01:24:08.341572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'. [2025-11-22T01:24:08.354009] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FDS'. [2025-11-22T01:24:08.355176] [DEBUG] [LOCAL ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt [2025-11-22T01:24:08.355230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:08.539985] [INFO ] [sig ] FDS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:08.681520] [INFO ] [LOCAL ] Saved forecast: FDS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FDS.txt [2025-11-22T01:24:08.681702] [INFO ] [sig ] [566/1897] Completed FDS in 0.3s | 2.91 sym/s | Total: 3.2m | ETA: 7.6m [2025-11-22T01:24:08.681757] [INFO ] [sig ] [567/1897] Forecasting FDX... [2025-11-22T01:24:08.681790] [INFO ] [sig ] Generating forecast for: FDX [2025-11-22T01:24:08.681822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-11-22T01:24:08.693553] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FDX'. [2025-11-22T01:24:08.694690] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-11-22T01:24:08.694743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:08.883539] [INFO ] [sig ] FDX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:09.030578] [INFO ] [LOCAL ] Saved forecast: FDX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FDX.txt [2025-11-22T01:24:09.030736] [INFO ] [sig ] [567/1897] Completed FDX in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:09.030778] [INFO ] [sig ] [568/1897] Forecasting FE... [2025-11-22T01:24:09.030810] [INFO ] [sig ] Generating forecast for: FE [2025-11-22T01:24:09.030853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-11-22T01:24:09.042363] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FE'. [2025-11-22T01:24:09.043514] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-11-22T01:24:09.043567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:09.229451] [INFO ] [sig ] FE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:09.371119] [INFO ] [LOCAL ] Saved forecast: FE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FE.txt [2025-11-22T01:24:09.371260] [INFO ] [sig ] [568/1897] Completed FE in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:09.371301] [INFO ] [sig ] [569/1897] Forecasting FERG... [2025-11-22T01:24:09.371331] [INFO ] [sig ] Generating forecast for: FERG [2025-11-22T01:24:09.371362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-11-22T01:24:09.383292] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FERG'. [2025-11-22T01:24:09.384417] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-11-22T01:24:09.384471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:09.572812] [INFO ] [sig ] FERG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:09.712871] [INFO ] [LOCAL ] Saved forecast: FERG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FERG.txt [2025-11-22T01:24:09.713007] [INFO ] [sig ] [569/1897] Completed FERG in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:09.713046] [INFO ] [sig ] [570/1897] Forecasting FET... [2025-11-22T01:24:09.713075] [INFO ] [sig ] Generating forecast for: FET [2025-11-22T01:24:09.713104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'. [2025-11-22T01:24:09.724638] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FET'. [2025-11-22T01:24:09.725738] [DEBUG] [LOCAL ] No optimal features file found for FET: ./output/feature-sets/FET.txt [2025-11-22T01:24:09.725791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:09.908492] [INFO ] [sig ] FET: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:10.056944] [INFO ] [LOCAL ] Saved forecast: FET 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FET.txt [2025-11-22T01:24:10.057195] [INFO ] [sig ] [570/1897] Completed FET in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:10.057248] [INFO ] [sig ] [571/1897] Forecasting FF... [2025-11-22T01:24:10.057280] [INFO ] [sig ] Generating forecast for: FF [2025-11-22T01:24:10.057313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-11-22T01:24:10.069761] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FF'. [2025-11-22T01:24:10.071101] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-11-22T01:24:10.071157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:10.269917] [INFO ] [sig ] FF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:10.410484] [INFO ] [LOCAL ] Saved forecast: FF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FF.txt [2025-11-22T01:24:10.410622] [INFO ] [sig ] [571/1897] Completed FF in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:10.410688] [INFO ] [sig ] [572/1897] Forecasting FFA... [2025-11-22T01:24:10.410719] [INFO ] [sig ] Generating forecast for: FFA [2025-11-22T01:24:10.410750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-11-22T01:24:10.423088] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FFA'. [2025-11-22T01:24:10.424229] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-11-22T01:24:10.424294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:10.617681] [INFO ] [sig ] FFA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:10.764132] [INFO ] [LOCAL ] Saved forecast: FFA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FFA.txt [2025-11-22T01:24:10.764279] [INFO ] [sig ] [572/1897] Completed FFA in 0.4s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:10.764319] [INFO ] [sig ] [573/1897] Forecasting FFC... [2025-11-22T01:24:10.764349] [INFO ] [sig ] Generating forecast for: FFC [2025-11-22T01:24:10.764381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-11-22T01:24:10.776969] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FFC'. [2025-11-22T01:24:10.778137] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-11-22T01:24:10.778193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:10.969799] [INFO ] [sig ] FFC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:11.110797] [INFO ] [LOCAL ] Saved forecast: FFC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FFC.txt [2025-11-22T01:24:11.110949] [INFO ] [sig ] [573/1897] Completed FFC in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:11.111018] [INFO ] [sig ] [574/1897] Forecasting FFWM... [2025-11-22T01:24:11.111049] [INFO ] [sig ] Generating forecast for: FFWM [2025-11-22T01:24:11.111078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-11-22T01:24:11.122703] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FFWM'. [2025-11-22T01:24:11.123848] [DEBUG] [LOCAL ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt [2025-11-22T01:24:11.123911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:11.310768] [INFO ] [sig ] FFWM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:11.453337] [INFO ] [LOCAL ] Saved forecast: FFWM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FFWM.txt [2025-11-22T01:24:11.453474] [INFO ] [sig ] [574/1897] Completed FFWM in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:11.453514] [INFO ] [sig ] [575/1897] Forecasting FG... [2025-11-22T01:24:11.453545] [INFO ] [sig ] Generating forecast for: FG [2025-11-22T01:24:11.453573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-11-22T01:24:11.464956] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FG'. [2025-11-22T01:24:11.466092] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-11-22T01:24:11.466146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:11.657664] [INFO ] [sig ] FG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:11.800232] [INFO ] [LOCAL ] Saved forecast: FG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FG.txt [2025-11-22T01:24:11.800374] [INFO ] [sig ] [575/1897] Completed FG in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:11.800415] [INFO ] [sig ] [576/1897] Forecasting FHI... [2025-11-22T01:24:11.800445] [INFO ] [sig ] Generating forecast for: FHI [2025-11-22T01:24:11.800473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-11-22T01:24:11.811583] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FHI'. [2025-11-22T01:24:11.812926] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-11-22T01:24:11.812979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:12.008690] [INFO ] [sig ] FHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:12.146349] [INFO ] [LOCAL ] Saved forecast: FHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FHI.txt [2025-11-22T01:24:12.146500] [INFO ] [sig ] [576/1897] Completed FHI in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:12.146540] [INFO ] [sig ] [577/1897] Forecasting FHN... [2025-11-22T01:24:12.146571] [INFO ] [sig ] Generating forecast for: FHN [2025-11-22T01:24:12.146600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-11-22T01:24:12.158144] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FHN'. [2025-11-22T01:24:12.159257] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-11-22T01:24:12.159329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:12.346465] [INFO ] [sig ] FHN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:12.486168] [INFO ] [LOCAL ] Saved forecast: FHN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FHN.txt [2025-11-22T01:24:12.486337] [INFO ] [sig ] [577/1897] Completed FHN in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:12.486380] [INFO ] [sig ] [578/1897] Forecasting FICO... [2025-11-22T01:24:12.486411] [INFO ] [sig ] Generating forecast for: FICO [2025-11-22T01:24:12.486441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-11-22T01:24:12.498565] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FICO'. [2025-11-22T01:24:12.499916] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-11-22T01:24:12.499969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:12.671235] [INFO ] [sig ] FICO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:12.810683] [INFO ] [LOCAL ] Saved forecast: FICO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FICO.txt [2025-11-22T01:24:12.810837] [INFO ] [sig ] [578/1897] Completed FICO in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:12.810877] [INFO ] [sig ] [579/1897] Forecasting FIGS... [2025-11-22T01:24:12.810909] [INFO ] [sig ] Generating forecast for: FIGS [2025-11-22T01:24:12.810939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-11-22T01:24:12.826147] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FIGS'. [2025-11-22T01:24:12.827314] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-11-22T01:24:12.827368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:13.003789] [INFO ] [sig ] FIGS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:13.140861] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FIGS.txt [2025-11-22T01:24:13.140987] [INFO ] [sig ] [579/1897] Completed FIGS in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:13.141026] [INFO ] [sig ] [580/1897] Forecasting FIHL... [2025-11-22T01:24:13.141056] [INFO ] [sig ] Generating forecast for: FIHL [2025-11-22T01:24:13.141086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-11-22T01:24:13.157798] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FIHL'. [2025-11-22T01:24:13.158864] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-11-22T01:24:13.158917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:13.330551] [INFO ] [sig ] FIHL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:13.470919] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FIHL.txt [2025-11-22T01:24:13.471037] [INFO ] [sig ] [580/1897] Completed FIHL in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.6m [2025-11-22T01:24:13.471076] [INFO ] [sig ] [581/1897] Forecasting FINS... [2025-11-22T01:24:13.471107] [INFO ] [sig ] Generating forecast for: FINS [2025-11-22T01:24:13.471137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-11-22T01:24:13.482225] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FINS'. [2025-11-22T01:24:13.483290] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-11-22T01:24:13.483343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:13.650060] [INFO ] [sig ] FINS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:13.788833] [INFO ] [LOCAL ] Saved forecast: FINS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FINS.txt [2025-11-22T01:24:13.788970] [INFO ] [sig ] [581/1897] Completed FINS in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.5m [2025-11-22T01:24:13.789010] [INFO ] [sig ] [582/1897] Forecasting FINV... [2025-11-22T01:24:13.789040] [INFO ] [sig ] Generating forecast for: FINV [2025-11-22T01:24:13.789071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'. [2025-11-22T01:24:13.800292] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FINV'. [2025-11-22T01:24:13.801351] [DEBUG] [LOCAL ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt [2025-11-22T01:24:13.801404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:13.978610] [INFO ] [sig ] FINV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:14.118700] [INFO ] [LOCAL ] Saved forecast: FINV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FINV.txt [2025-11-22T01:24:14.118830] [INFO ] [sig ] [582/1897] Completed FINV in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.5m [2025-11-22T01:24:14.118870] [INFO ] [sig ] [583/1897] Forecasting FIS... [2025-11-22T01:24:14.118901] [INFO ] [sig ] Generating forecast for: FIS [2025-11-22T01:24:14.118931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-11-22T01:24:14.131904] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FIS'. [2025-11-22T01:24:14.132979] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-11-22T01:24:14.133032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:14.317597] [INFO ] [sig ] FIS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:14.457204] [INFO ] [LOCAL ] Saved forecast: FIS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FIS.txt [2025-11-22T01:24:14.457318] [INFO ] [sig ] [583/1897] Completed FIS in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.5m [2025-11-22T01:24:14.457356] [INFO ] [sig ] [584/1897] Forecasting FIX... [2025-11-22T01:24:14.457387] [INFO ] [sig ] Generating forecast for: FIX [2025-11-22T01:24:14.457416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-11-22T01:24:14.468799] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FIX'. [2025-11-22T01:24:14.469915] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-11-22T01:24:14.469968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:14.644910] [INFO ] [sig ] FIX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:14.787885] [INFO ] [LOCAL ] Saved forecast: FIX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FIX.txt [2025-11-22T01:24:14.788030] [INFO ] [sig ] [584/1897] Completed FIX in 0.3s | 2.91 sym/s | Total: 3.3m | ETA: 7.5m [2025-11-22T01:24:14.788070] [INFO ] [sig ] [585/1897] Forecasting FLC... [2025-11-22T01:24:14.788099] [INFO ] [sig ] Generating forecast for: FLC [2025-11-22T01:24:14.788129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'. [2025-11-22T01:24:14.799349] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FLC'. [2025-11-22T01:24:14.800384] [DEBUG] [LOCAL ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt [2025-11-22T01:24:14.800437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:14.969851] [INFO ] [sig ] FLC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:15.110330] [INFO ] [LOCAL ] Saved forecast: FLC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FLC.txt [2025-11-22T01:24:15.110453] [INFO ] [sig ] [585/1897] Completed FLC in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:15.110491] [INFO ] [sig ] [586/1897] Forecasting FLNG... [2025-11-22T01:24:15.110522] [INFO ] [sig ] Generating forecast for: FLNG [2025-11-22T01:24:15.110552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-11-22T01:24:15.122317] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FLNG'. [2025-11-22T01:24:15.123378] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-11-22T01:24:15.123430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:15.288117] [INFO ] [sig ] FLNG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:15.427420] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FLNG.txt [2025-11-22T01:24:15.427535] [INFO ] [sig ] [586/1897] Completed FLNG in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:15.427573] [INFO ] [sig ] [587/1897] Forecasting FLO... [2025-11-22T01:24:15.427603] [INFO ] [sig ] Generating forecast for: FLO [2025-11-22T01:24:15.427632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-11-22T01:24:15.438825] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FLO'. [2025-11-22T01:24:15.439908] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-11-22T01:24:15.439961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:15.609051] [INFO ] [sig ] FLO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:15.748392] [INFO ] [LOCAL ] Saved forecast: FLO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FLO.txt [2025-11-22T01:24:15.748519] [INFO ] [sig ] [587/1897] Completed FLO in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:15.748557] [INFO ] [sig ] [588/1897] Forecasting FLR... [2025-11-22T01:24:15.748587] [INFO ] [sig ] Generating forecast for: FLR [2025-11-22T01:24:15.748617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'. [2025-11-22T01:24:15.759436] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FLR'. [2025-11-22T01:24:15.760487] [DEBUG] [LOCAL ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt [2025-11-22T01:24:15.760540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:15.926113] [INFO ] [sig ] FLR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:16.063772] [INFO ] [LOCAL ] Saved forecast: FLR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FLR.txt [2025-11-22T01:24:16.063895] [INFO ] [sig ] [588/1897] Completed FLR in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:16.063934] [INFO ] [sig ] [589/1897] Forecasting FLS... [2025-11-22T01:24:16.063963] [INFO ] [sig ] Generating forecast for: FLS [2025-11-22T01:24:16.064003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-11-22T01:24:16.075133] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FLS'. [2025-11-22T01:24:16.076200] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-11-22T01:24:16.076254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:16.255919] [INFO ] [sig ] FLS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:16.408249] [INFO ] [LOCAL ] Saved forecast: FLS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FLS.txt [2025-11-22T01:24:16.408394] [INFO ] [sig ] [589/1897] Completed FLS in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:16.408435] [INFO ] [sig ] [590/1897] Forecasting FMC... [2025-11-22T01:24:16.408466] [INFO ] [sig ] Generating forecast for: FMC [2025-11-22T01:24:16.408498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-11-22T01:24:16.420026] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FMC'. [2025-11-22T01:24:16.421191] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-11-22T01:24:16.421245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:16.631614] [INFO ] [sig ] FMC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:16.799495] [INFO ] [LOCAL ] Saved forecast: FMC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FMC.txt [2025-11-22T01:24:16.799680] [INFO ] [sig ] [590/1897] Completed FMC in 0.4s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:16.799770] [INFO ] [sig ] [591/1897] Forecasting FMN... [2025-11-22T01:24:16.799807] [INFO ] [sig ] Generating forecast for: FMN [2025-11-22T01:24:16.799838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-11-22T01:24:16.812447] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FMN'. [2025-11-22T01:24:16.813741] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-11-22T01:24:16.813796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:16.985596] [INFO ] [sig ] FMN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:17.131116] [INFO ] [LOCAL ] Saved forecast: FMN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FMN.txt [2025-11-22T01:24:17.131282] [INFO ] [sig ] [591/1897] Completed FMN in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:17.131324] [INFO ] [sig ] [592/1897] Forecasting FMS... [2025-11-22T01:24:17.131356] [INFO ] [sig ] Generating forecast for: FMS [2025-11-22T01:24:17.131388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-11-22T01:24:17.143426] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FMS'. [2025-11-22T01:24:17.144582] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-11-22T01:24:17.144635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:17.315275] [INFO ] [sig ] FMS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:17.452912] [INFO ] [LOCAL ] Saved forecast: FMS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FMS.txt [2025-11-22T01:24:17.453030] [INFO ] [sig ] [592/1897] Completed FMS in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:17.453069] [INFO ] [sig ] [593/1897] Forecasting FMX... [2025-11-22T01:24:17.453109] [INFO ] [sig ] Generating forecast for: FMX [2025-11-22T01:24:17.453140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-11-22T01:24:17.464137] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FMX'. [2025-11-22T01:24:17.465162] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-11-22T01:24:17.465215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:17.634967] [INFO ] [sig ] FMX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:17.774892] [INFO ] [LOCAL ] Saved forecast: FMX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FMX.txt [2025-11-22T01:24:17.775010] [INFO ] [sig ] [593/1897] Completed FMX in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:17.775048] [INFO ] [sig ] [594/1897] Forecasting FN... [2025-11-22T01:24:17.775078] [INFO ] [sig ] Generating forecast for: FN [2025-11-22T01:24:17.775108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-11-22T01:24:17.786429] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FN'. [2025-11-22T01:24:17.787478] [DEBUG] [LOCAL ] No optimal features file found for FN: ./output/feature-sets/FN.txt [2025-11-22T01:24:17.787530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:17.960316] [INFO ] [sig ] FN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:18.101002] [INFO ] [LOCAL ] Saved forecast: FN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FN.txt [2025-11-22T01:24:18.101115] [INFO ] [sig ] [594/1897] Completed FN in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:18.101154] [INFO ] [sig ] [595/1897] Forecasting FNB... [2025-11-22T01:24:18.101183] [INFO ] [sig ] Generating forecast for: FNB [2025-11-22T01:24:18.101214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-11-22T01:24:18.113917] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FNB'. [2025-11-22T01:24:18.115054] [DEBUG] [LOCAL ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt [2025-11-22T01:24:18.115108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:18.285669] [INFO ] [sig ] FNB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:18.429164] [INFO ] [LOCAL ] Saved forecast: FNB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FNB.txt [2025-11-22T01:24:18.429301] [INFO ] [sig ] [595/1897] Completed FNB in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:18.429341] [INFO ] [sig ] [596/1897] Forecasting FND... [2025-11-22T01:24:18.429373] [INFO ] [sig ] Generating forecast for: FND [2025-11-22T01:24:18.429403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-11-22T01:24:18.442785] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FND'. [2025-11-22T01:24:18.443866] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-11-22T01:24:18.443931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:18.621187] [INFO ] [sig ] FND: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:18.762628] [INFO ] [LOCAL ] Saved forecast: FND 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FND.txt [2025-11-22T01:24:18.762773] [INFO ] [sig ] [596/1897] Completed FND in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.5m [2025-11-22T01:24:18.762822] [INFO ] [sig ] [597/1897] Forecasting FNF... [2025-11-22T01:24:18.762853] [INFO ] [sig ] Generating forecast for: FNF [2025-11-22T01:24:18.762882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-11-22T01:24:18.774273] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FNF'. [2025-11-22T01:24:18.775458] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-11-22T01:24:18.775511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:18.947404] [INFO ] [sig ] FNF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:19.092084] [INFO ] [LOCAL ] Saved forecast: FNF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FNF.txt [2025-11-22T01:24:19.092222] [INFO ] [sig ] [597/1897] Completed FNF in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.4m [2025-11-22T01:24:19.092262] [INFO ] [sig ] [598/1897] Forecasting FNV... [2025-11-22T01:24:19.092292] [INFO ] [sig ] Generating forecast for: FNV [2025-11-22T01:24:19.092322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'. [2025-11-22T01:24:19.105022] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FNV'. [2025-11-22T01:24:19.106129] [DEBUG] [LOCAL ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt [2025-11-22T01:24:19.106182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:19.275766] [INFO ] [sig ] FNV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:19.414141] [INFO ] [LOCAL ] Saved forecast: FNV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FNV.txt [2025-11-22T01:24:19.414275] [INFO ] [sig ] [598/1897] Completed FNV in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.4m [2025-11-22T01:24:19.414315] [INFO ] [sig ] [599/1897] Forecasting FOA... [2025-11-22T01:24:19.414344] [INFO ] [sig ] Generating forecast for: FOA [2025-11-22T01:24:19.414374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-11-22T01:24:19.426096] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FOA'. [2025-11-22T01:24:19.427236] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-11-22T01:24:19.427289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:19.600397] [INFO ] [sig ] FOA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:19.744521] [INFO ] [LOCAL ] Saved forecast: FOA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FOA.txt [2025-11-22T01:24:19.744686] [INFO ] [sig ] [599/1897] Completed FOA in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.4m [2025-11-22T01:24:19.744728] [INFO ] [sig ] [600/1897] Forecasting FOF... [2025-11-22T01:24:19.744758] [INFO ] [sig ] Generating forecast for: FOF [2025-11-22T01:24:19.744789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-11-22T01:24:19.756572] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FOF'. [2025-11-22T01:24:19.757723] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-11-22T01:24:19.757776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:19.923462] [INFO ] [sig ] FOF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:20.067541] [INFO ] [LOCAL ] Saved forecast: FOF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FOF.txt [2025-11-22T01:24:20.067734] [INFO ] [sig ] [600/1897] Completed FOF in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.4m [2025-11-22T01:24:20.067780] [INFO ] [sig ] [601/1897] Forecasting FOR... [2025-11-22T01:24:20.067812] [INFO ] [sig ] Generating forecast for: FOR [2025-11-22T01:24:20.067846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'. [2025-11-22T01:24:20.083701] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FOR'. [2025-11-22T01:24:20.084804] [DEBUG] [LOCAL ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt [2025-11-22T01:24:20.084858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:20.257864] [INFO ] [sig ] FOR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:20.396843] [INFO ] [LOCAL ] Saved forecast: FOR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FOR.txt [2025-11-22T01:24:20.396977] [INFO ] [sig ] [601/1897] Completed FOR in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.4m [2025-11-22T01:24:20.397022] [INFO ] [sig ] [602/1897] Forecasting FOUR... [2025-11-22T01:24:20.397072] [INFO ] [sig ] Generating forecast for: FOUR [2025-11-22T01:24:20.397102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'. [2025-11-22T01:24:20.408354] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FOUR'. [2025-11-22T01:24:20.409397] [DEBUG] [LOCAL ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt [2025-11-22T01:24:20.409450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:20.586844] [INFO ] [sig ] FOUR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:20.726931] [INFO ] [LOCAL ] Saved forecast: FOUR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FOUR.txt [2025-11-22T01:24:20.727049] [INFO ] [sig ] [602/1897] Completed FOUR in 0.3s | 2.91 sym/s | Total: 3.4m | ETA: 7.4m [2025-11-22T01:24:20.727089] [INFO ] [sig ] [603/1897] Forecasting FPF... [2025-11-22T01:24:20.727119] [INFO ] [sig ] Generating forecast for: FPF [2025-11-22T01:24:20.727149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-11-22T01:24:20.738398] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FPF'. [2025-11-22T01:24:20.739434] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-11-22T01:24:20.739486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:20.930259] [INFO ] [sig ] FPF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:21.068770] [INFO ] [LOCAL ] Saved forecast: FPF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FPF.txt [2025-11-22T01:24:21.068929] [INFO ] [sig ] [603/1897] Completed FPF in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:21.068973] [INFO ] [sig ] [604/1897] Forecasting FPH... [2025-11-22T01:24:21.069004] [INFO ] [sig ] Generating forecast for: FPH [2025-11-22T01:24:21.069034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-11-22T01:24:21.080189] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FPH'. [2025-11-22T01:24:21.081345] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-11-22T01:24:21.081398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:21.255479] [INFO ] [sig ] FPH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:21.392773] [INFO ] [LOCAL ] Saved forecast: FPH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FPH.txt [2025-11-22T01:24:21.392893] [INFO ] [sig ] [604/1897] Completed FPH in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:21.392940] [INFO ] [sig ] [605/1897] Forecasting FPI... [2025-11-22T01:24:21.392976] [INFO ] [sig ] Generating forecast for: FPI [2025-11-22T01:24:21.393013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-11-22T01:24:21.404347] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FPI'. [2025-11-22T01:24:21.405405] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-11-22T01:24:21.405457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:21.574779] [INFO ] [sig ] FPI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:21.714525] [INFO ] [LOCAL ] Saved forecast: FPI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FPI.txt [2025-11-22T01:24:21.714634] [INFO ] [sig ] [605/1897] Completed FPI in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:21.714693] [INFO ] [sig ] [606/1897] Forecasting FR... [2025-11-22T01:24:21.714723] [INFO ] [sig ] Generating forecast for: FR [2025-11-22T01:24:21.714753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'. [2025-11-22T01:24:21.727019] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FR'. [2025-11-22T01:24:21.728081] [DEBUG] [LOCAL ] No optimal features file found for FR: ./output/feature-sets/FR.txt [2025-11-22T01:24:21.728134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:21.905246] [INFO ] [sig ] FR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:22.044592] [INFO ] [LOCAL ] Saved forecast: FR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FR.txt [2025-11-22T01:24:22.044726] [INFO ] [sig ] [606/1897] Completed FR in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:22.044769] [INFO ] [sig ] [607/1897] Forecasting FRA... [2025-11-22T01:24:22.044799] [INFO ] [sig ] Generating forecast for: FRA [2025-11-22T01:24:22.044829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-11-22T01:24:22.055843] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FRA'. [2025-11-22T01:24:22.056866] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-11-22T01:24:22.056921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:22.226385] [INFO ] [sig ] FRA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:22.366014] [INFO ] [LOCAL ] Saved forecast: FRA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FRA.txt [2025-11-22T01:24:22.366125] [INFO ] [sig ] [607/1897] Completed FRA in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:22.366163] [INFO ] [sig ] [608/1897] Forecasting FRGE... [2025-11-22T01:24:22.366243] [INFO ] [sig ] Generating forecast for: FRGE [2025-11-22T01:24:22.366275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-11-22T01:24:22.377353] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FRGE'. [2025-11-22T01:24:22.378371] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-11-22T01:24:22.378423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:22.555487] [INFO ] [sig ] FRGE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:22.695741] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FRGE.txt [2025-11-22T01:24:22.695850] [INFO ] [sig ] [608/1897] Completed FRGE in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:22.695889] [INFO ] [sig ] [609/1897] Forecasting FRO... [2025-11-22T01:24:22.695919] [INFO ] [sig ] Generating forecast for: FRO [2025-11-22T01:24:22.695950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-11-22T01:24:22.707420] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FRO'. [2025-11-22T01:24:22.708498] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-11-22T01:24:22.708551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:22.878689] [INFO ] [sig ] FRO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:23.017765] [INFO ] [LOCAL ] Saved forecast: FRO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FRO.txt [2025-11-22T01:24:23.017877] [INFO ] [sig ] [609/1897] Completed FRO in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:23.017915] [INFO ] [sig ] [610/1897] Forecasting FRT... [2025-11-22T01:24:23.017944] [INFO ] [sig ] Generating forecast for: FRT [2025-11-22T01:24:23.017973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'. [2025-11-22T01:24:23.030181] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FRT'. [2025-11-22T01:24:23.031469] [DEBUG] [LOCAL ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt [2025-11-22T01:24:23.031525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:23.217406] [INFO ] [sig ] FRT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:23.357602] [INFO ] [LOCAL ] Saved forecast: FRT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FRT.txt [2025-11-22T01:24:23.357772] [INFO ] [sig ] [610/1897] Completed FRT in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:23.357814] [INFO ] [sig ] [611/1897] Forecasting FSCO... [2025-11-22T01:24:23.357844] [INFO ] [sig ] Generating forecast for: FSCO [2025-11-22T01:24:23.357875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-11-22T01:24:23.369570] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FSCO'. [2025-11-22T01:24:23.370690] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-11-22T01:24:23.370744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:23.548280] [INFO ] [sig ] FSCO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:23.688478] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FSCO.txt [2025-11-22T01:24:23.688675] [INFO ] [sig ] [611/1897] Completed FSCO in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:23.688748] [INFO ] [sig ] [612/1897] Forecasting FSK... [2025-11-22T01:24:23.688782] [INFO ] [sig ] Generating forecast for: FSK [2025-11-22T01:24:23.688814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-11-22T01:24:23.700802] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FSK'. [2025-11-22T01:24:23.702001] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-11-22T01:24:23.702074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:23.905609] [INFO ] [sig ] FSK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:24.051214] [INFO ] [LOCAL ] Saved forecast: FSK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FSK.txt [2025-11-22T01:24:24.051358] [INFO ] [sig ] [612/1897] Completed FSK in 0.4s | 2.91 sym/s | Total: 3.5m | ETA: 7.4m [2025-11-22T01:24:24.051397] [INFO ] [sig ] [613/1897] Forecasting FSLY... [2025-11-22T01:24:24.051428] [INFO ] [sig ] Generating forecast for: FSLY [2025-11-22T01:24:24.051459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-11-22T01:24:24.063254] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FSLY'. [2025-11-22T01:24:24.064469] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-11-22T01:24:24.064533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:24.254308] [INFO ] [sig ] FSLY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:24.395174] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FSLY.txt [2025-11-22T01:24:24.395315] [INFO ] [sig ] [613/1897] Completed FSLY in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.3m [2025-11-22T01:24:24.395355] [INFO ] [sig ] [614/1897] Forecasting FSM... [2025-11-22T01:24:24.395385] [INFO ] [sig ] Generating forecast for: FSM [2025-11-22T01:24:24.395416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-11-22T01:24:24.410824] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FSM'. [2025-11-22T01:24:24.411929] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-11-22T01:24:24.411987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:24.582449] [INFO ] [sig ] FSM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:24.728287] [INFO ] [LOCAL ] Saved forecast: FSM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FSM.txt [2025-11-22T01:24:24.728431] [INFO ] [sig ] [614/1897] Completed FSM in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.3m [2025-11-22T01:24:24.728474] [INFO ] [sig ] [615/1897] Forecasting FSS... [2025-11-22T01:24:24.728505] [INFO ] [sig ] Generating forecast for: FSS [2025-11-22T01:24:24.728539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-11-22T01:24:24.740322] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FSS'. [2025-11-22T01:24:24.741470] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-11-22T01:24:24.741524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:24.923564] [INFO ] [sig ] FSS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:25.070808] [INFO ] [LOCAL ] Saved forecast: FSS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FSS.txt [2025-11-22T01:24:25.070981] [INFO ] [sig ] [615/1897] Completed FSS in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.3m [2025-11-22T01:24:25.071023] [INFO ] [sig ] [616/1897] Forecasting FT... [2025-11-22T01:24:25.071053] [INFO ] [sig ] Generating forecast for: FT [2025-11-22T01:24:25.071085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'. [2025-11-22T01:24:25.082516] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FT'. [2025-11-22T01:24:25.083694] [DEBUG] [LOCAL ] No optimal features file found for FT: ./output/feature-sets/FT.txt [2025-11-22T01:24:25.083749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:25.267126] [INFO ] [sig ] FT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:25.405630] [INFO ] [LOCAL ] Saved forecast: FT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FT.txt [2025-11-22T01:24:25.405812] [INFO ] [sig ] [616/1897] Completed FT in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.3m [2025-11-22T01:24:25.405854] [INFO ] [sig ] [617/1897] Forecasting FTHY... [2025-11-22T01:24:25.405883] [INFO ] [sig ] Generating forecast for: FTHY [2025-11-22T01:24:25.405915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-11-22T01:24:25.418453] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FTHY'. [2025-11-22T01:24:25.419593] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-11-22T01:24:25.419667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:25.587583] [INFO ] [sig ] FTHY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:25.724661] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FTHY.txt [2025-11-22T01:24:25.724776] [INFO ] [sig ] [617/1897] Completed FTHY in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.3m [2025-11-22T01:24:25.724814] [INFO ] [sig ] [618/1897] Forecasting FTI... [2025-11-22T01:24:25.724845] [INFO ] [sig ] Generating forecast for: FTI [2025-11-22T01:24:25.724874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'. [2025-11-22T01:24:25.743056] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FTI'. [2025-11-22T01:24:25.744125] [DEBUG] [LOCAL ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt [2025-11-22T01:24:25.744178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:25.915482] [INFO ] [sig ] FTI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:26.055560] [INFO ] [LOCAL ] Saved forecast: FTI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FTI.txt [2025-11-22T01:24:26.055729] [INFO ] [sig ] [618/1897] Completed FTI in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.3m [2025-11-22T01:24:26.055773] [INFO ] [sig ] [619/1897] Forecasting FTK... [2025-11-22T01:24:26.055804] [INFO ] [sig ] Generating forecast for: FTK [2025-11-22T01:24:26.055835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-11-22T01:24:26.067840] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FTK'. [2025-11-22T01:24:26.068969] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-11-22T01:24:26.069025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:26.241589] [INFO ] [sig ] FTK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:26.380324] [INFO ] [LOCAL ] Saved forecast: FTK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FTK.txt [2025-11-22T01:24:26.380461] [INFO ] [sig ] [619/1897] Completed FTK in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.3m [2025-11-22T01:24:26.380508] [INFO ] [sig ] [620/1897] Forecasting FTS... [2025-11-22T01:24:26.380538] [INFO ] [sig ] Generating forecast for: FTS [2025-11-22T01:24:26.380568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-11-22T01:24:26.392430] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FTS'. [2025-11-22T01:24:26.393498] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-11-22T01:24:26.393549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:26.571831] [INFO ] [sig ] FTS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:26.711799] [INFO ] [LOCAL ] Saved forecast: FTS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FTS.txt [2025-11-22T01:24:26.711938] [INFO ] [sig ] [620/1897] Completed FTS in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 7.3m [2025-11-22T01:24:26.711980] [INFO ] [sig ] [621/1897] Forecasting FTV... [2025-11-22T01:24:26.712010] [INFO ] [sig ] Generating forecast for: FTV [2025-11-22T01:24:26.712039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'. [2025-11-22T01:24:26.723630] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FTV'. [2025-11-22T01:24:26.724713] [DEBUG] [LOCAL ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt [2025-11-22T01:24:26.724767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:26.932978] [INFO ] [sig ] FTV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:27.079268] [INFO ] [LOCAL ] Saved forecast: FTV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/FTV.txt [2025-11-22T01:24:27.079442] [INFO ] [sig ] [621/1897] Completed FTV in 0.4s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:27.079483] [INFO ] [sig ] [622/1897] Forecasting FUBO... [2025-11-22T01:24:27.079515] [INFO ] [sig ] Generating forecast for: FUBO [2025-11-22T01:24:27.079547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-11-22T01:24:27.091125] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FUBO'. [2025-11-22T01:24:27.092293] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-11-22T01:24:27.092346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:27.268066] [INFO ] [sig ] FUBO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:27.410185] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FUBO.txt [2025-11-22T01:24:27.410359] [INFO ] [sig ] [622/1897] Completed FUBO in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:27.410402] [INFO ] [sig ] [623/1897] Forecasting FUL... [2025-11-22T01:24:27.410433] [INFO ] [sig ] Generating forecast for: FUL [2025-11-22T01:24:27.410462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-11-22T01:24:27.422567] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FUL'. [2025-11-22T01:24:27.423748] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-11-22T01:24:27.423804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:27.596836] [INFO ] [sig ] FUL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:27.735832] [INFO ] [LOCAL ] Saved forecast: FUL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FUL.txt [2025-11-22T01:24:27.735961] [INFO ] [sig ] [623/1897] Completed FUL in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:27.736001] [INFO ] [sig ] [624/1897] Forecasting FUN... [2025-11-22T01:24:27.736031] [INFO ] [sig ] Generating forecast for: FUN [2025-11-22T01:24:27.736071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-11-22T01:24:27.748075] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FUN'. [2025-11-22T01:24:27.749365] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-11-22T01:24:27.749421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:27.928955] [INFO ] [sig ] FUN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:28.070549] [INFO ] [LOCAL ] Saved forecast: FUN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FUN.txt [2025-11-22T01:24:28.070747] [INFO ] [sig ] [624/1897] Completed FUN in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:28.070826] [INFO ] [sig ] [625/1897] Forecasting FVRR... [2025-11-22T01:24:28.070860] [INFO ] [sig ] Generating forecast for: FVRR [2025-11-22T01:24:28.070891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'. [2025-11-22T01:24:28.082427] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'FVRR'. [2025-11-22T01:24:28.083620] [DEBUG] [LOCAL ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt [2025-11-22T01:24:28.083700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:28.260823] [INFO ] [sig ] FVRR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:28.399319] [INFO ] [LOCAL ] Saved forecast: FVRR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/FVRR.txt [2025-11-22T01:24:28.399479] [INFO ] [sig ] [625/1897] Completed FVRR in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:28.399520] [INFO ] [sig ] [626/1897] Forecasting G... [2025-11-22T01:24:28.399551] [INFO ] [sig ] Generating forecast for: G [2025-11-22T01:24:28.399582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-11-22T01:24:28.411246] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'G'. [2025-11-22T01:24:28.412386] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-11-22T01:24:28.412439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:28.589205] [INFO ] [sig ] G: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:28.734159] [INFO ] [LOCAL ] Saved forecast: G 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/G.txt [2025-11-22T01:24:28.734314] [INFO ] [sig ] [626/1897] Completed G in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:28.734355] [INFO ] [sig ] [627/1897] Forecasting GAB... [2025-11-22T01:24:28.734385] [INFO ] [sig ] Generating forecast for: GAB [2025-11-22T01:24:28.734416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-11-22T01:24:28.745279] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GAB'. [2025-11-22T01:24:28.746380] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-11-22T01:24:28.746433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:28.916198] [INFO ] [sig ] GAB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:29.063028] [INFO ] [LOCAL ] Saved forecast: GAB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GAB.txt [2025-11-22T01:24:29.063173] [INFO ] [sig ] [627/1897] Completed GAB in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:29.063214] [INFO ] [sig ] [628/1897] Forecasting GAM... [2025-11-22T01:24:29.063262] [INFO ] [sig ] Generating forecast for: GAM [2025-11-22T01:24:29.063294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-11-22T01:24:29.084984] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GAM'. [2025-11-22T01:24:29.086158] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-11-22T01:24:29.086214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:29.266746] [INFO ] [sig ] GAM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:29.406388] [INFO ] [LOCAL ] Saved forecast: GAM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GAM.txt [2025-11-22T01:24:29.406566] [INFO ] [sig ] [628/1897] Completed GAM in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:29.406606] [INFO ] [sig ] [629/1897] Forecasting GATX... [2025-11-22T01:24:29.406636] [INFO ] [sig ] Generating forecast for: GATX [2025-11-22T01:24:29.406689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-11-22T01:24:29.418878] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GATX'. [2025-11-22T01:24:29.419961] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-11-22T01:24:29.420014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:29.596561] [INFO ] [sig ] GATX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:29.739019] [INFO ] [LOCAL ] Saved forecast: GATX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GATX.txt [2025-11-22T01:24:29.739150] [INFO ] [sig ] [629/1897] Completed GATX in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.3m [2025-11-22T01:24:29.739193] [INFO ] [sig ] [630/1897] Forecasting GBAB... [2025-11-22T01:24:29.739223] [INFO ] [sig ] Generating forecast for: GBAB [2025-11-22T01:24:29.739253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-11-22T01:24:29.750895] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GBAB'. [2025-11-22T01:24:29.751989] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-11-22T01:24:29.752044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:29.927937] [INFO ] [sig ] GBAB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:30.068163] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GBAB.txt [2025-11-22T01:24:30.068293] [INFO ] [sig ] [630/1897] Completed GBAB in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:30.068333] [INFO ] [sig ] [631/1897] Forecasting GBCI... [2025-11-22T01:24:30.068363] [INFO ] [sig ] Generating forecast for: GBCI [2025-11-22T01:24:30.068394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-11-22T01:24:30.080800] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GBCI'. [2025-11-22T01:24:30.082000] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-11-22T01:24:30.082056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:30.262380] [INFO ] [sig ] GBCI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:30.412709] [INFO ] [LOCAL ] Saved forecast: GBCI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GBCI.txt [2025-11-22T01:24:30.412874] [INFO ] [sig ] [631/1897] Completed GBCI in 0.3s | 2.91 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:30.412917] [INFO ] [sig ] [632/1897] Forecasting GBTG... [2025-11-22T01:24:30.412950] [INFO ] [sig ] Generating forecast for: GBTG [2025-11-22T01:24:30.412982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-11-22T01:24:30.425001] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GBTG'. [2025-11-22T01:24:30.426194] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-11-22T01:24:30.426248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:30.602792] [INFO ] [sig ] GBTG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:30.744351] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GBTG.txt [2025-11-22T01:24:30.744513] [INFO ] [sig ] [632/1897] Completed GBTG in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:30.744555] [INFO ] [sig ] [633/1897] Forecasting GBX... [2025-11-22T01:24:30.744586] [INFO ] [sig ] Generating forecast for: GBX [2025-11-22T01:24:30.744617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-11-22T01:24:30.756404] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GBX'. [2025-11-22T01:24:30.757525] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-11-22T01:24:30.757578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:30.931884] [INFO ] [sig ] GBX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:31.073364] [INFO ] [LOCAL ] Saved forecast: GBX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GBX.txt [2025-11-22T01:24:31.073523] [INFO ] [sig ] [633/1897] Completed GBX in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:31.073564] [INFO ] [sig ] [634/1897] Forecasting GCO... [2025-11-22T01:24:31.073595] [INFO ] [sig ] Generating forecast for: GCO [2025-11-22T01:24:31.073626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-11-22T01:24:31.085050] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GCO'. [2025-11-22T01:24:31.086187] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-11-22T01:24:31.086239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:31.266012] [INFO ] [sig ] GCO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:31.404285] [INFO ] [LOCAL ] Saved forecast: GCO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GCO.txt [2025-11-22T01:24:31.404419] [INFO ] [sig ] [634/1897] Completed GCO in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:31.404458] [INFO ] [sig ] [635/1897] Forecasting GCV... [2025-11-22T01:24:31.404490] [INFO ] [sig ] Generating forecast for: GCV [2025-11-22T01:24:31.404519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'. [2025-11-22T01:24:31.415488] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GCV'. [2025-11-22T01:24:31.416585] [DEBUG] [LOCAL ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt [2025-11-22T01:24:31.416658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:31.605135] [INFO ] [sig ] GCV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:31.744512] [INFO ] [LOCAL ] Saved forecast: GCV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GCV.txt [2025-11-22T01:24:31.744676] [INFO ] [sig ] [635/1897] Completed GCV in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:31.744720] [INFO ] [sig ] [636/1897] Forecasting GD... [2025-11-22T01:24:31.744750] [INFO ] [sig ] Generating forecast for: GD [2025-11-22T01:24:31.744781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-11-22T01:24:31.756010] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GD'. [2025-11-22T01:24:31.757068] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-11-22T01:24:31.757120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:31.956454] [INFO ] [sig ] GD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:32.095969] [INFO ] [LOCAL ] Saved forecast: GD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GD.txt [2025-11-22T01:24:32.096119] [INFO ] [sig ] [636/1897] Completed GD in 0.4s | 2.92 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:32.096160] [INFO ] [sig ] [637/1897] Forecasting GDDY... [2025-11-22T01:24:32.096191] [INFO ] [sig ] Generating forecast for: GDDY [2025-11-22T01:24:32.096221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-11-22T01:24:32.107701] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GDDY'. [2025-11-22T01:24:32.108785] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-11-22T01:24:32.108838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:32.301969] [INFO ] [sig ] GDDY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:32.445057] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GDDY.txt [2025-11-22T01:24:32.445239] [INFO ] [sig ] [637/1897] Completed GDDY in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:32.445289] [INFO ] [sig ] [638/1897] Forecasting GDIV... [2025-11-22T01:24:32.445329] [INFO ] [sig ] Generating forecast for: GDIV [2025-11-22T01:24:32.445361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'. [2025-11-22T01:24:32.457734] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GDIV'. [2025-11-22T01:24:32.458997] [DEBUG] [LOCAL ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt [2025-11-22T01:24:32.459052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:32.653781] [INFO ] [sig ] GDIV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:32.792112] [INFO ] [LOCAL ] Saved forecast: GDIV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GDIV.txt [2025-11-22T01:24:32.792231] [INFO ] [sig ] [638/1897] Completed GDIV in 0.3s | 2.92 sym/s | Total: 3.6m | ETA: 7.2m [2025-11-22T01:24:32.792273] [INFO ] [sig ] [639/1897] Forecasting GDO... [2025-11-22T01:24:32.792303] [INFO ] [sig ] Generating forecast for: GDO [2025-11-22T01:24:32.792334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'. [2025-11-22T01:24:32.803546] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GDO'. [2025-11-22T01:24:32.804595] [DEBUG] [LOCAL ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt [2025-11-22T01:24:32.804673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:33.016429] [INFO ] [sig ] GDO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:33.156397] [INFO ] [LOCAL ] Saved forecast: GDO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GDO.txt [2025-11-22T01:24:33.156572] [INFO ] [sig ] [639/1897] Completed GDO in 0.4s | 2.91 sym/s | Total: 3.7m | ETA: 7.2m [2025-11-22T01:24:33.156617] [INFO ] [sig ] [640/1897] Forecasting GDOT... [2025-11-22T01:24:33.156670] [INFO ] [sig ] Generating forecast for: GDOT [2025-11-22T01:24:33.156705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'. [2025-11-22T01:24:33.179504] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GDOT'. [2025-11-22T01:24:33.180685] [DEBUG] [LOCAL ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt [2025-11-22T01:24:33.180738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:33.377893] [INFO ] [sig ] GDOT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:33.518161] [INFO ] [LOCAL ] Saved forecast: GDOT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GDOT.txt [2025-11-22T01:24:33.518328] [INFO ] [sig ] [640/1897] Completed GDOT in 0.4s | 2.91 sym/s | Total: 3.7m | ETA: 7.2m [2025-11-22T01:24:33.518367] [INFO ] [sig ] [641/1897] Forecasting GDV... [2025-11-22T01:24:33.518397] [INFO ] [sig ] Generating forecast for: GDV [2025-11-22T01:24:33.518427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'. [2025-11-22T01:24:33.530192] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GDV'. [2025-11-22T01:24:33.531342] [DEBUG] [LOCAL ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt [2025-11-22T01:24:33.531394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:33.719990] [INFO ] [sig ] GDV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:33.861237] [INFO ] [LOCAL ] Saved forecast: GDV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GDV.txt [2025-11-22T01:24:33.861367] [INFO ] [sig ] [641/1897] Completed GDV in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 7.2m [2025-11-22T01:24:33.861443] [INFO ] [sig ] [642/1897] Forecasting GE... [2025-11-22T01:24:33.861475] [INFO ] [sig ] Generating forecast for: GE [2025-11-22T01:24:33.861506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-11-22T01:24:33.872635] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GE'. [2025-11-22T01:24:33.873795] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-11-22T01:24:33.873848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:34.072691] [INFO ] [sig ] GE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:34.214577] [INFO ] [LOCAL ] Saved forecast: GE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GE.txt [2025-11-22T01:24:34.214732] [INFO ] [sig ] [642/1897] Completed GE in 0.4s | 2.91 sym/s | Total: 3.7m | ETA: 7.2m [2025-11-22T01:24:34.214775] [INFO ] [sig ] [643/1897] Forecasting GEF... [2025-11-22T01:24:34.214805] [INFO ] [sig ] Generating forecast for: GEF [2025-11-22T01:24:34.214836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-11-22T01:24:34.226577] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GEF'. [2025-11-22T01:24:34.227837] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-11-22T01:24:34.227911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:34.427109] [INFO ] [sig ] GEF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:34.568712] [INFO ] [LOCAL ] Saved forecast: GEF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GEF.txt [2025-11-22T01:24:34.568850] [INFO ] [sig ] [643/1897] Completed GEF in 0.4s | 2.91 sym/s | Total: 3.7m | ETA: 7.2m [2025-11-22T01:24:34.568891] [INFO ] [sig ] [644/1897] Forecasting GEL... [2025-11-22T01:24:34.568922] [INFO ] [sig ] Generating forecast for: GEL [2025-11-22T01:24:34.568952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-11-22T01:24:34.581056] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GEL'. [2025-11-22T01:24:34.582156] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-11-22T01:24:34.582209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:34.764878] [INFO ] [sig ] GEL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:34.907401] [INFO ] [LOCAL ] Saved forecast: GEL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GEL.txt [2025-11-22T01:24:34.907618] [INFO ] [sig ] [644/1897] Completed GEL in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 7.2m [2025-11-22T01:24:34.907712] [INFO ] [sig ] [645/1897] Forecasting GENI... [2025-11-22T01:24:34.907750] [INFO ] [sig ] Generating forecast for: GENI [2025-11-22T01:24:34.907782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-11-22T01:24:34.919333] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GENI'. [2025-11-22T01:24:34.920463] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-11-22T01:24:34.920515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:35.100794] [INFO ] [sig ] GENI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:35.242118] [INFO ] [LOCAL ] Saved forecast: GENI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GENI.txt [2025-11-22T01:24:35.242278] [INFO ] [sig ] [645/1897] Completed GENI in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 7.2m [2025-11-22T01:24:35.242320] [INFO ] [sig ] [646/1897] Forecasting GEO... [2025-11-22T01:24:35.242349] [INFO ] [sig ] Generating forecast for: GEO [2025-11-22T01:24:35.242380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'. [2025-11-22T01:24:35.257197] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GEO'. [2025-11-22T01:24:35.258329] [DEBUG] [LOCAL ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt [2025-11-22T01:24:35.258391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:35.429236] [INFO ] [sig ] GEO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:35.568395] [INFO ] [LOCAL ] Saved forecast: GEO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GEO.txt [2025-11-22T01:24:35.568510] [INFO ] [sig ] [646/1897] Completed GEO in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 7.2m [2025-11-22T01:24:35.568549] [INFO ] [sig ] [647/1897] Forecasting GES... [2025-11-22T01:24:35.568580] [INFO ] [sig ] Generating forecast for: GES [2025-11-22T01:24:35.568609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-11-22T01:24:35.579586] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GES'. [2025-11-22T01:24:35.580622] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-11-22T01:24:35.580695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:35.746719] [INFO ] [sig ] GES: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:35.886246] [INFO ] [LOCAL ] Saved forecast: GES 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GES.txt [2025-11-22T01:24:35.886357] [INFO ] [sig ] [647/1897] Completed GES in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:35.886395] [INFO ] [sig ] [648/1897] Forecasting GETY... [2025-11-22T01:24:35.886423] [INFO ] [sig ] Generating forecast for: GETY [2025-11-22T01:24:35.886452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'. [2025-11-22T01:24:35.897585] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GETY'. [2025-11-22T01:24:35.898600] [DEBUG] [LOCAL ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt [2025-11-22T01:24:35.898672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:36.089237] [INFO ] [sig ] GETY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:36.229072] [INFO ] [LOCAL ] Saved forecast: GETY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GETY.txt [2025-11-22T01:24:36.229192] [INFO ] [sig ] [648/1897] Completed GETY in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:36.229231] [INFO ] [sig ] [649/1897] Forecasting GF... [2025-11-22T01:24:36.229261] [INFO ] [sig ] Generating forecast for: GF [2025-11-22T01:24:36.229291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'. [2025-11-22T01:24:36.239537] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GF'. [2025-11-22T01:24:36.240830] [DEBUG] [LOCAL ] No optimal features file found for GF: ./output/feature-sets/GF.txt [2025-11-22T01:24:36.240886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:36.401143] [INFO ] [sig ] GF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:36.538782] [INFO ] [LOCAL ] Saved forecast: GF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GF.txt [2025-11-22T01:24:36.538898] [INFO ] [sig ] [649/1897] Completed GF in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:36.538937] [INFO ] [sig ] [650/1897] Forecasting GFF... [2025-11-22T01:24:36.538966] [INFO ] [sig ] Generating forecast for: GFF [2025-11-22T01:24:36.538996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-11-22T01:24:36.549451] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GFF'. [2025-11-22T01:24:36.550482] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-11-22T01:24:36.550534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:36.716234] [INFO ] [sig ] GFF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:36.855115] [INFO ] [LOCAL ] Saved forecast: GFF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GFF.txt [2025-11-22T01:24:36.855231] [INFO ] [sig ] [650/1897] Completed GFF in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:36.855273] [INFO ] [sig ] [651/1897] Forecasting GFI... [2025-11-22T01:24:36.855302] [INFO ] [sig ] Generating forecast for: GFI [2025-11-22T01:24:36.855333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'. [2025-11-22T01:24:36.866002] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GFI'. [2025-11-22T01:24:36.867063] [DEBUG] [LOCAL ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt [2025-11-22T01:24:36.867120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:37.031853] [INFO ] [sig ] GFI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:37.171332] [INFO ] [LOCAL ] Saved forecast: GFI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GFI.txt [2025-11-22T01:24:37.171449] [INFO ] [sig ] [651/1897] Completed GFI in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:37.171487] [INFO ] [sig ] [652/1897] Forecasting GFL... [2025-11-22T01:24:37.171517] [INFO ] [sig ] Generating forecast for: GFL [2025-11-22T01:24:37.171547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-11-22T01:24:37.182453] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GFL'. [2025-11-22T01:24:37.183522] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-11-22T01:24:37.183574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:37.357350] [INFO ] [sig ] GFL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:37.497763] [INFO ] [LOCAL ] Saved forecast: GFL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GFL.txt [2025-11-22T01:24:37.497880] [INFO ] [sig ] [652/1897] Completed GFL in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:37.497919] [INFO ] [sig ] [653/1897] Forecasting GFR... [2025-11-22T01:24:37.497949] [INFO ] [sig ] Generating forecast for: GFR [2025-11-22T01:24:37.497979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'. [2025-11-22T01:24:37.508196] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GFR'. [2025-11-22T01:24:37.509225] [DEBUG] [LOCAL ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt [2025-11-22T01:24:37.509278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:37.668929] [INFO ] [sig ] GFR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:37.806941] [INFO ] [LOCAL ] Saved forecast: GFR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GFR.txt [2025-11-22T01:24:37.807063] [INFO ] [sig ] [653/1897] Completed GFR in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:37.807103] [INFO ] [sig ] [654/1897] Forecasting GGB... [2025-11-22T01:24:37.807133] [INFO ] [sig ] Generating forecast for: GGB [2025-11-22T01:24:37.807163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-11-22T01:24:37.817776] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GGB'. [2025-11-22T01:24:37.818809] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-11-22T01:24:37.818861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:37.982214] [INFO ] [sig ] GGB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:38.122330] [INFO ] [LOCAL ] Saved forecast: GGB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GGB.txt [2025-11-22T01:24:38.122443] [INFO ] [sig ] [654/1897] Completed GGB in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:38.122482] [INFO ] [sig ] [655/1897] Forecasting GGG... [2025-11-22T01:24:38.122512] [INFO ] [sig ] Generating forecast for: GGG [2025-11-22T01:24:38.122541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-11-22T01:24:38.133109] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GGG'. [2025-11-22T01:24:38.134148] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-11-22T01:24:38.134200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:38.322427] [INFO ] [sig ] GGG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:38.463709] [INFO ] [LOCAL ] Saved forecast: GGG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GGG.txt [2025-11-22T01:24:38.463839] [INFO ] [sig ] [655/1897] Completed GGG in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:38.463878] [INFO ] [sig ] [656/1897] Forecasting GGT... [2025-11-22T01:24:38.463907] [INFO ] [sig ] Generating forecast for: GGT [2025-11-22T01:24:38.463938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'. [2025-11-22T01:24:38.474708] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GGT'. [2025-11-22T01:24:38.475762] [DEBUG] [LOCAL ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt [2025-11-22T01:24:38.475815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:38.642226] [INFO ] [sig ] GGT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:38.783144] [INFO ] [LOCAL ] Saved forecast: GGT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GGT.txt [2025-11-22T01:24:38.783258] [INFO ] [sig ] [656/1897] Completed GGT in 0.3s | 2.92 sym/s | Total: 3.7m | ETA: 7.1m [2025-11-22T01:24:38.783303] [INFO ] [sig ] [657/1897] Forecasting GGZ... [2025-11-22T01:24:38.783339] [INFO ] [sig ] Generating forecast for: GGZ [2025-11-22T01:24:38.783376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'. [2025-11-22T01:24:38.794222] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GGZ'. [2025-11-22T01:24:38.795300] [DEBUG] [LOCAL ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt [2025-11-22T01:24:38.795366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:38.950513] [INFO ] [sig ] GGZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:39.090847] [INFO ] [LOCAL ] Saved forecast: GGZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GGZ.txt [2025-11-22T01:24:39.090958] [INFO ] [sig ] [657/1897] Completed GGZ in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.1m [2025-11-22T01:24:39.090998] [INFO ] [sig ] [658/1897] Forecasting GHG... [2025-11-22T01:24:39.091027] [INFO ] [sig ] Generating forecast for: GHG [2025-11-22T01:24:39.091057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'. [2025-11-22T01:24:39.101550] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GHG'. [2025-11-22T01:24:39.102596] [DEBUG] [LOCAL ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt [2025-11-22T01:24:39.102674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:39.257954] [INFO ] [sig ] GHG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:39.397424] [INFO ] [LOCAL ] Saved forecast: GHG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GHG.txt [2025-11-22T01:24:39.397585] [INFO ] [sig ] [658/1897] Completed GHG in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.1m [2025-11-22T01:24:39.397679] [INFO ] [sig ] [659/1897] Forecasting GHI... [2025-11-22T01:24:39.397733] [INFO ] [sig ] Generating forecast for: GHI [2025-11-22T01:24:39.397768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-11-22T01:24:39.409414] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GHI'. [2025-11-22T01:24:39.410521] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-11-22T01:24:39.410573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:39.575581] [INFO ] [sig ] GHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:39.716352] [INFO ] [LOCAL ] Saved forecast: GHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GHI.txt [2025-11-22T01:24:39.716472] [INFO ] [sig ] [659/1897] Completed GHI in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.1m [2025-11-22T01:24:39.716511] [INFO ] [sig ] [660/1897] Forecasting GHM... [2025-11-22T01:24:39.716541] [INFO ] [sig ] Generating forecast for: GHM [2025-11-22T01:24:39.716571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-11-22T01:24:39.727662] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GHM'. [2025-11-22T01:24:39.728695] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-11-22T01:24:39.728748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:39.894966] [INFO ] [sig ] GHM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:40.037069] [INFO ] [LOCAL ] Saved forecast: GHM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GHM.txt [2025-11-22T01:24:40.037195] [INFO ] [sig ] [660/1897] Completed GHM in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.1m [2025-11-22T01:24:40.037234] [INFO ] [sig ] [661/1897] Forecasting GHY... [2025-11-22T01:24:40.037263] [INFO ] [sig ] Generating forecast for: GHY [2025-11-22T01:24:40.037296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-11-22T01:24:40.048666] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GHY'. [2025-11-22T01:24:40.049684] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-11-22T01:24:40.049739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:40.215288] [INFO ] [sig ] GHY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:40.356279] [INFO ] [LOCAL ] Saved forecast: GHY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GHY.txt [2025-11-22T01:24:40.356394] [INFO ] [sig ] [661/1897] Completed GHY in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.1m [2025-11-22T01:24:40.356432] [INFO ] [sig ] [662/1897] Forecasting GIB... [2025-11-22T01:24:40.356462] [INFO ] [sig ] Generating forecast for: GIB [2025-11-22T01:24:40.356492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-11-22T01:24:40.367949] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GIB'. [2025-11-22T01:24:40.368962] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-11-22T01:24:40.369015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:40.537570] [INFO ] [sig ] GIB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:40.679261] [INFO ] [LOCAL ] Saved forecast: GIB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GIB.txt [2025-11-22T01:24:40.679381] [INFO ] [sig ] [662/1897] Completed GIB in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:40.679428] [INFO ] [sig ] [663/1897] Forecasting GIC... [2025-11-22T01:24:40.679458] [INFO ] [sig ] Generating forecast for: GIC [2025-11-22T01:24:40.679488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'. [2025-11-22T01:24:40.690241] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GIC'. [2025-11-22T01:24:40.691278] [DEBUG] [LOCAL ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt [2025-11-22T01:24:40.691348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:40.885449] [INFO ] [sig ] GIC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:41.069482] [INFO ] [LOCAL ] Saved forecast: GIC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GIC.txt [2025-11-22T01:24:41.069619] [INFO ] [sig ] [663/1897] Completed GIC in 0.4s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:41.069679] [INFO ] [sig ] [664/1897] Forecasting GIL... [2025-11-22T01:24:41.069713] [INFO ] [sig ] Generating forecast for: GIL [2025-11-22T01:24:41.069743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-11-22T01:24:41.081359] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GIL'. [2025-11-22T01:24:41.082403] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-11-22T01:24:41.082455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:41.272458] [INFO ] [sig ] GIL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:41.411365] [INFO ] [LOCAL ] Saved forecast: GIL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GIL.txt [2025-11-22T01:24:41.411502] [INFO ] [sig ] [664/1897] Completed GIL in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:41.411549] [INFO ] [sig ] [665/1897] Forecasting GIS... [2025-11-22T01:24:41.411581] [INFO ] [sig ] Generating forecast for: GIS [2025-11-22T01:24:41.411611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-11-22T01:24:41.423040] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GIS'. [2025-11-22T01:24:41.424073] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-11-22T01:24:41.424126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:41.592130] [INFO ] [sig ] GIS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:41.732061] [INFO ] [LOCAL ] Saved forecast: GIS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GIS.txt [2025-11-22T01:24:41.732178] [INFO ] [sig ] [665/1897] Completed GIS in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:41.732217] [INFO ] [sig ] [666/1897] Forecasting GKOS... [2025-11-22T01:24:41.732246] [INFO ] [sig ] Generating forecast for: GKOS [2025-11-22T01:24:41.732275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-11-22T01:24:41.744184] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GKOS'. [2025-11-22T01:24:41.745221] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-11-22T01:24:41.745274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:41.915798] [INFO ] [sig ] GKOS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:42.054852] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GKOS.txt [2025-11-22T01:24:42.054975] [INFO ] [sig ] [666/1897] Completed GKOS in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:42.055016] [INFO ] [sig ] [667/1897] Forecasting GL... [2025-11-22T01:24:42.055047] [INFO ] [sig ] Generating forecast for: GL [2025-11-22T01:24:42.055078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-11-22T01:24:42.071246] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GL'. [2025-11-22T01:24:42.072273] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-11-22T01:24:42.072325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:42.246964] [INFO ] [sig ] GL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:42.387065] [INFO ] [LOCAL ] Saved forecast: GL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GL.txt [2025-11-22T01:24:42.387178] [INFO ] [sig ] [667/1897] Completed GL in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:42.387215] [INFO ] [sig ] [668/1897] Forecasting GLOB... [2025-11-22T01:24:42.387245] [INFO ] [sig ] Generating forecast for: GLOB [2025-11-22T01:24:42.387274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-11-22T01:24:42.398718] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GLOB'. [2025-11-22T01:24:42.399770] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-11-22T01:24:42.399823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:42.575603] [INFO ] [sig ] GLOB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:42.721189] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GLOB.txt [2025-11-22T01:24:42.721344] [INFO ] [sig ] [668/1897] Completed GLOB in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:42.721387] [INFO ] [sig ] [669/1897] Forecasting GLP... [2025-11-22T01:24:42.721419] [INFO ] [sig ] Generating forecast for: GLP [2025-11-22T01:24:42.721451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-11-22T01:24:42.733483] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GLP'. [2025-11-22T01:24:42.734893] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-11-22T01:24:42.734951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:42.957378] [INFO ] [sig ] GLP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:43.179500] [INFO ] [LOCAL ] Saved forecast: GLP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GLP.txt [2025-11-22T01:24:43.179684] [INFO ] [sig ] [669/1897] Completed GLP in 0.5s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:43.179729] [INFO ] [sig ] [670/1897] Forecasting GLW... [2025-11-22T01:24:43.179761] [INFO ] [sig ] Generating forecast for: GLW [2025-11-22T01:24:43.179795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'. [2025-11-22T01:24:43.201370] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GLW'. [2025-11-22T01:24:43.203151] [DEBUG] [LOCAL ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt [2025-11-22T01:24:43.203226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:43.453781] [INFO ] [sig ] GLW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:43.633953] [INFO ] [LOCAL ] Saved forecast: GLW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GLW.txt [2025-11-22T01:24:43.634123] [INFO ] [sig ] [670/1897] Completed GLW in 0.5s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:43.634166] [INFO ] [sig ] [671/1897] Forecasting GM... [2025-11-22T01:24:43.634196] [INFO ] [sig ] Generating forecast for: GM [2025-11-22T01:24:43.634233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'. [2025-11-22T01:24:43.645924] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GM'. [2025-11-22T01:24:43.647360] [DEBUG] [LOCAL ] No optimal features file found for GM: ./output/feature-sets/GM.txt [2025-11-22T01:24:43.647417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:43.822401] [INFO ] [sig ] GM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:43.968209] [INFO ] [LOCAL ] Saved forecast: GM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GM.txt [2025-11-22T01:24:43.968369] [INFO ] [sig ] [671/1897] Completed GM in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:43.968416] [INFO ] [sig ] [672/1897] Forecasting GME... [2025-11-22T01:24:43.968449] [INFO ] [sig ] Generating forecast for: GME [2025-11-22T01:24:43.968479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-11-22T01:24:43.990904] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GME'. [2025-11-22T01:24:43.992105] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-11-22T01:24:43.992158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:44.168904] [INFO ] [sig ] GME: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:44.314215] [INFO ] [LOCAL ] Saved forecast: GME 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GME.txt [2025-11-22T01:24:44.314374] [INFO ] [sig ] [672/1897] Completed GME in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:44.314417] [INFO ] [sig ] [673/1897] Forecasting GMED... [2025-11-22T01:24:44.314450] [INFO ] [sig ] Generating forecast for: GMED [2025-11-22T01:24:44.314483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-11-22T01:24:44.333266] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GMED'. [2025-11-22T01:24:44.334507] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-11-22T01:24:44.334562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:44.514059] [INFO ] [sig ] GMED: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:44.655559] [INFO ] [LOCAL ] Saved forecast: GMED 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GMED.txt [2025-11-22T01:24:44.655718] [INFO ] [sig ] [673/1897] Completed GMED in 0.3s | 2.92 sym/s | Total: 3.8m | ETA: 7.0m [2025-11-22T01:24:44.655761] [INFO ] [sig ] [674/1897] Forecasting GMRE... [2025-11-22T01:24:44.655792] [INFO ] [sig ] Generating forecast for: GMRE [2025-11-22T01:24:44.655823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-11-22T01:24:44.666754] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GMRE'. [2025-11-22T01:24:44.667825] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-11-22T01:24:44.667878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:44.855395] [INFO ] [sig ] GMRE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:44.997027] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GMRE.txt [2025-11-22T01:24:44.997190] [INFO ] [sig ] [674/1897] Completed GMRE in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 7.0m [2025-11-22T01:24:44.997229] [INFO ] [sig ] [675/1897] Forecasting GNE... [2025-11-22T01:24:44.997259] [INFO ] [sig ] Generating forecast for: GNE [2025-11-22T01:24:44.997288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-11-22T01:24:45.009942] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNE'. [2025-11-22T01:24:45.011206] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-11-22T01:24:45.011260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:45.210325] [INFO ] [sig ] GNE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:45.349886] [INFO ] [LOCAL ] Saved forecast: GNE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GNE.txt [2025-11-22T01:24:45.350009] [INFO ] [sig ] [675/1897] Completed GNE in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 7.0m [2025-11-22T01:24:45.350047] [INFO ] [sig ] [676/1897] Forecasting GNK... [2025-11-22T01:24:45.350076] [INFO ] [sig ] Generating forecast for: GNK [2025-11-22T01:24:45.350133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'. [2025-11-22T01:24:45.361611] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNK'. [2025-11-22T01:24:45.362673] [DEBUG] [LOCAL ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt [2025-11-22T01:24:45.362727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:45.544952] [INFO ] [sig ] GNK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:45.685885] [INFO ] [LOCAL ] Saved forecast: GNK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GNK.txt [2025-11-22T01:24:45.686007] [INFO ] [sig ] [676/1897] Completed GNK in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 7.0m [2025-11-22T01:24:45.686045] [INFO ] [sig ] [677/1897] Forecasting GNL... [2025-11-22T01:24:45.686075] [INFO ] [sig ] Generating forecast for: GNL [2025-11-22T01:24:45.686105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-11-22T01:24:45.698520] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNL'. [2025-11-22T01:24:45.699604] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-11-22T01:24:45.699677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:45.891993] [INFO ] [sig ] GNL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:46.031495] [INFO ] [LOCAL ] Saved forecast: GNL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GNL.txt [2025-11-22T01:24:46.031631] [INFO ] [sig ] [677/1897] Completed GNL in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 7.0m [2025-11-22T01:24:46.031690] [INFO ] [sig ] [678/1897] Forecasting GNRC... [2025-11-22T01:24:46.031721] [INFO ] [sig ] Generating forecast for: GNRC [2025-11-22T01:24:46.031751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-11-22T01:24:46.043150] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNRC'. [2025-11-22T01:24:46.044234] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-11-22T01:24:46.044301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:46.230076] [INFO ] [sig ] GNRC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:46.368426] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GNRC.txt [2025-11-22T01:24:46.368570] [INFO ] [sig ] [678/1897] Completed GNRC in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 7.0m [2025-11-22T01:24:46.368616] [INFO ] [sig ] [679/1897] Forecasting GNT... [2025-11-22T01:24:46.368670] [INFO ] [sig ] Generating forecast for: GNT [2025-11-22T01:24:46.368702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'. [2025-11-22T01:24:46.379879] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNT'. [2025-11-22T01:24:46.381134] [DEBUG] [LOCAL ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt [2025-11-22T01:24:46.381190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:46.562525] [INFO ] [sig ] GNT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:46.707709] [INFO ] [LOCAL ] Saved forecast: GNT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GNT.txt [2025-11-22T01:24:46.707920] [INFO ] [sig ] [679/1897] Completed GNT in 0.3s | 2.92 sym/s | Total: 3.9m | ETA: 7.0m [2025-11-22T01:24:46.707985] [INFO ] [sig ] [680/1897] Forecasting GNW... [2025-11-22T01:24:46.708032] [INFO ] [sig ] Generating forecast for: GNW [2025-11-22T01:24:46.708075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'. [2025-11-22T01:24:46.721586] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GNW'. [2025-11-22T01:24:46.722891] [DEBUG] [LOCAL ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt [2025-11-22T01:24:46.722945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:46.931514] [INFO ] [sig ] GNW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:47.079079] [INFO ] [LOCAL ] Saved forecast: GNW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GNW.txt [2025-11-22T01:24:47.079238] [INFO ] [sig ] [680/1897] Completed GNW in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 7.0m [2025-11-22T01:24:47.079280] [INFO ] [sig ] [681/1897] Forecasting GOF... [2025-11-22T01:24:47.079311] [INFO ] [sig ] Generating forecast for: GOF [2025-11-22T01:24:47.079343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-11-22T01:24:47.093402] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GOF'. [2025-11-22T01:24:47.094749] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-11-22T01:24:47.094811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:47.311210] [INFO ] [sig ] GOF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:47.458823] [INFO ] [LOCAL ] Saved forecast: GOF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GOF.txt [2025-11-22T01:24:47.458990] [INFO ] [sig ] [681/1897] Completed GOF in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:47.459035] [INFO ] [sig ] [682/1897] Forecasting GOLF... [2025-11-22T01:24:47.459068] [INFO ] [sig ] Generating forecast for: GOLF [2025-11-22T01:24:47.459101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-11-22T01:24:47.473777] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GOLF'. [2025-11-22T01:24:47.475116] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-11-22T01:24:47.475170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:47.670365] [INFO ] [sig ] GOLF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:47.811007] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GOLF.txt [2025-11-22T01:24:47.811154] [INFO ] [sig ] [682/1897] Completed GOLF in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:47.811193] [INFO ] [sig ] [683/1897] Forecasting GOOS... [2025-11-22T01:24:47.811224] [INFO ] [sig ] Generating forecast for: GOOS [2025-11-22T01:24:47.811254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-11-22T01:24:47.833618] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GOOS'. [2025-11-22T01:24:47.834982] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-11-22T01:24:47.835037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:48.028123] [INFO ] [sig ] GOOS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:48.179337] [INFO ] [LOCAL ] Saved forecast: GOOS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GOOS.txt [2025-11-22T01:24:48.179484] [INFO ] [sig ] [683/1897] Completed GOOS in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:48.179527] [INFO ] [sig ] [684/1897] Forecasting GOTU... [2025-11-22T01:24:48.179558] [INFO ] [sig ] Generating forecast for: GOTU [2025-11-22T01:24:48.179591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'. [2025-11-22T01:24:48.190910] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GOTU'. [2025-11-22T01:24:48.192198] [DEBUG] [LOCAL ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt [2025-11-22T01:24:48.192257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:48.399817] [INFO ] [sig ] GOTU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:48.554371] [INFO ] [LOCAL ] Saved forecast: GOTU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GOTU.txt [2025-11-22T01:24:48.554529] [INFO ] [sig ] [684/1897] Completed GOTU in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:48.554571] [INFO ] [sig ] [685/1897] Forecasting GPC... [2025-11-22T01:24:48.554600] [INFO ] [sig ] Generating forecast for: GPC [2025-11-22T01:24:48.554631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-11-22T01:24:48.567296] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPC'. [2025-11-22T01:24:48.568548] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-11-22T01:24:48.568604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:48.761290] [INFO ] [sig ] GPC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:48.906225] [INFO ] [LOCAL ] Saved forecast: GPC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GPC.txt [2025-11-22T01:24:48.906376] [INFO ] [sig ] [685/1897] Completed GPC in 0.4s | 2.92 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:48.906419] [INFO ] [sig ] [686/1897] Forecasting GPI... [2025-11-22T01:24:48.906451] [INFO ] [sig ] Generating forecast for: GPI [2025-11-22T01:24:48.906485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-11-22T01:24:48.918473] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPI'. [2025-11-22T01:24:48.919712] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-11-22T01:24:48.919766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:49.127021] [INFO ] [sig ] GPI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:49.277756] [INFO ] [LOCAL ] Saved forecast: GPI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GPI.txt [2025-11-22T01:24:49.277913] [INFO ] [sig ] [686/1897] Completed GPI in 0.4s | 2.91 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:49.277955] [INFO ] [sig ] [687/1897] Forecasting GPJA... [2025-11-22T01:24:49.277987] [INFO ] [sig ] Generating forecast for: GPJA [2025-11-22T01:24:49.278020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-11-22T01:24:49.290528] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPJA'. [2025-11-22T01:24:49.291798] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-11-22T01:24:49.291852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:49.469083] [INFO ] [sig ] GPJA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:49.628531] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GPJA.txt [2025-11-22T01:24:49.628733] [INFO ] [sig ] [687/1897] Completed GPJA in 0.4s | 2.91 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:49.628778] [INFO ] [sig ] [688/1897] Forecasting GPK... [2025-11-22T01:24:49.628807] [INFO ] [sig ] Generating forecast for: GPK [2025-11-22T01:24:49.628839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-11-22T01:24:49.642035] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPK'. [2025-11-22T01:24:49.643275] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-11-22T01:24:49.643329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:49.820605] [INFO ] [sig ] GPK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:49.978256] [INFO ] [LOCAL ] Saved forecast: GPK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GPK.txt [2025-11-22T01:24:49.978465] [INFO ] [sig ] [688/1897] Completed GPK in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:49.978530] [INFO ] [sig ] [689/1897] Forecasting GPMT... [2025-11-22T01:24:49.978576] [INFO ] [sig ] Generating forecast for: GPMT [2025-11-22T01:24:49.978620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'. [2025-11-22T01:24:49.991438] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPMT'. [2025-11-22T01:24:49.992748] [DEBUG] [LOCAL ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt [2025-11-22T01:24:49.992804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:50.176032] [INFO ] [sig ] GPMT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:50.319850] [INFO ] [LOCAL ] Saved forecast: GPMT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GPMT.txt [2025-11-22T01:24:50.319995] [INFO ] [sig ] [689/1897] Completed GPMT in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:50.320036] [INFO ] [sig ] [690/1897] Forecasting GPN... [2025-11-22T01:24:50.320066] [INFO ] [sig ] Generating forecast for: GPN [2025-11-22T01:24:50.320106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-11-22T01:24:50.330843] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPN'. [2025-11-22T01:24:50.331997] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-11-22T01:24:50.332050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:50.513419] [INFO ] [sig ] GPN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:50.657404] [INFO ] [LOCAL ] Saved forecast: GPN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GPN.txt [2025-11-22T01:24:50.657567] [INFO ] [sig ] [690/1897] Completed GPN in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 6.9m [2025-11-22T01:24:50.657609] [INFO ] [sig ] [691/1897] Forecasting GPOR... [2025-11-22T01:24:50.657642] [INFO ] [sig ] Generating forecast for: GPOR [2025-11-22T01:24:50.657697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'. [2025-11-22T01:24:50.669854] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPOR'. [2025-11-22T01:24:50.671071] [DEBUG] [LOCAL ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt [2025-11-22T01:24:50.671127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:50.839697] [INFO ] [sig ] GPOR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:50.977585] [INFO ] [LOCAL ] Saved forecast: GPOR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GPOR.txt [2025-11-22T01:24:50.977751] [INFO ] [sig ] [691/1897] Completed GPOR in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.9m [2025-11-22T01:24:50.977797] [INFO ] [sig ] [692/1897] Forecasting GPRK... [2025-11-22T01:24:50.977830] [INFO ] [sig ] Generating forecast for: GPRK [2025-11-22T01:24:50.977862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-11-22T01:24:50.989263] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GPRK'. [2025-11-22T01:24:50.990396] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-11-22T01:24:50.990449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:51.188135] [INFO ] [sig ] GPRK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:51.331233] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GPRK.txt [2025-11-22T01:24:51.331373] [INFO ] [sig ] [692/1897] Completed GPRK in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 6.9m [2025-11-22T01:24:51.331442] [INFO ] [sig ] [693/1897] Forecasting GRBK... [2025-11-22T01:24:51.331474] [INFO ] [sig ] Generating forecast for: GRBK [2025-11-22T01:24:51.331504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-11-22T01:24:51.342553] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRBK'. [2025-11-22T01:24:51.343733] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-11-22T01:24:51.343787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:51.520153] [INFO ] [sig ] GRBK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:51.661401] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GRBK.txt [2025-11-22T01:24:51.661546] [INFO ] [sig ] [693/1897] Completed GRBK in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.9m [2025-11-22T01:24:51.661595] [INFO ] [sig ] [694/1897] Forecasting GRC... [2025-11-22T01:24:51.661626] [INFO ] [sig ] Generating forecast for: GRC [2025-11-22T01:24:51.661678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-11-22T01:24:51.673200] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRC'. [2025-11-22T01:24:51.674322] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-11-22T01:24:51.674375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:51.856773] [INFO ] [sig ] GRC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:51.994578] [INFO ] [LOCAL ] Saved forecast: GRC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GRC.txt [2025-11-22T01:24:51.994744] [INFO ] [sig ] [694/1897] Completed GRC in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.9m [2025-11-22T01:24:51.994787] [INFO ] [sig ] [695/1897] Forecasting GRMN... [2025-11-22T01:24:51.994817] [INFO ] [sig ] Generating forecast for: GRMN [2025-11-22T01:24:51.994847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-11-22T01:24:52.006281] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRMN'. [2025-11-22T01:24:52.007450] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-11-22T01:24:52.007511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:52.184971] [INFO ] [sig ] GRMN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:52.326060] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GRMN.txt [2025-11-22T01:24:52.326262] [INFO ] [sig ] [695/1897] Completed GRMN in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.9m [2025-11-22T01:24:52.326319] [INFO ] [sig ] [696/1897] Forecasting GRND... [2025-11-22T01:24:52.326353] [INFO ] [sig ] Generating forecast for: GRND [2025-11-22T01:24:52.326385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-11-22T01:24:52.338465] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRND'. [2025-11-22T01:24:52.339881] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-11-22T01:24:52.339935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:52.521390] [INFO ] [sig ] GRND: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:52.661590] [INFO ] [LOCAL ] Saved forecast: GRND 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GRND.txt [2025-11-22T01:24:52.661754] [INFO ] [sig ] [696/1897] Completed GRND in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.9m [2025-11-22T01:24:52.661796] [INFO ] [sig ] [697/1897] Forecasting GRNT... [2025-11-22T01:24:52.661829] [INFO ] [sig ] Generating forecast for: GRNT [2025-11-22T01:24:52.661861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'. [2025-11-22T01:24:52.673546] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRNT'. [2025-11-22T01:24:52.674733] [DEBUG] [LOCAL ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt [2025-11-22T01:24:52.674787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:52.848425] [INFO ] [sig ] GRNT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:52.987336] [INFO ] [LOCAL ] Saved forecast: GRNT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GRNT.txt [2025-11-22T01:24:52.987507] [INFO ] [sig ] [697/1897] Completed GRNT in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.9m [2025-11-22T01:24:52.987552] [INFO ] [sig ] [698/1897] Forecasting GROV... [2025-11-22T01:24:52.987582] [INFO ] [sig ] Generating forecast for: GROV [2025-11-22T01:24:52.987612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'. [2025-11-22T01:24:53.001299] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GROV'. [2025-11-22T01:24:53.002528] [DEBUG] [LOCAL ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt [2025-11-22T01:24:53.002583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:53.186517] [INFO ] [sig ] GROV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:53.328672] [INFO ] [LOCAL ] Saved forecast: GROV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GROV.txt [2025-11-22T01:24:53.328834] [INFO ] [sig ] [698/1897] Completed GROV in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.9m [2025-11-22T01:24:53.328877] [INFO ] [sig ] [699/1897] Forecasting GRX... [2025-11-22T01:24:53.328909] [INFO ] [sig ] Generating forecast for: GRX [2025-11-22T01:24:53.328942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-11-22T01:24:53.341924] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GRX'. [2025-11-22T01:24:53.343119] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-11-22T01:24:53.343172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:53.519025] [INFO ] [sig ] GRX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:53.661721] [INFO ] [LOCAL ] Saved forecast: GRX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GRX.txt [2025-11-22T01:24:53.661863] [INFO ] [sig ] [699/1897] Completed GRX in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:53.661902] [INFO ] [sig ] [700/1897] Forecasting GS... [2025-11-22T01:24:53.661933] [INFO ] [sig ] Generating forecast for: GS [2025-11-22T01:24:53.661962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-11-22T01:24:53.673996] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GS'. [2025-11-22T01:24:53.675156] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-11-22T01:24:53.675210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:53.849506] [INFO ] [sig ] GS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:53.991584] [INFO ] [LOCAL ] Saved forecast: GS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GS.txt [2025-11-22T01:24:53.991745] [INFO ] [sig ] [700/1897] Completed GS in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:53.991786] [INFO ] [sig ] [701/1897] Forecasting GSBD... [2025-11-22T01:24:53.991816] [INFO ] [sig ] Generating forecast for: GSBD [2025-11-22T01:24:53.991846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-11-22T01:24:54.003524] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GSBD'. [2025-11-22T01:24:54.004787] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-11-22T01:24:54.004841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:54.205162] [INFO ] [sig ] GSBD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:54.350105] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GSBD.txt [2025-11-22T01:24:54.350255] [INFO ] [sig ] [701/1897] Completed GSBD in 0.4s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:54.350297] [INFO ] [sig ] [702/1897] Forecasting GSK... [2025-11-22T01:24:54.350329] [INFO ] [sig ] Generating forecast for: GSK [2025-11-22T01:24:54.350362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-11-22T01:24:54.362764] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GSK'. [2025-11-22T01:24:54.364057] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-11-22T01:24:54.364109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:54.550925] [INFO ] [sig ] GSK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:54.691598] [INFO ] [LOCAL ] Saved forecast: GSK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GSK.txt [2025-11-22T01:24:54.691757] [INFO ] [sig ] [702/1897] Completed GSK in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:54.691797] [INFO ] [sig ] [703/1897] Forecasting GSL... [2025-11-22T01:24:54.691828] [INFO ] [sig ] Generating forecast for: GSL [2025-11-22T01:24:54.691857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-11-22T01:24:54.702934] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GSL'. [2025-11-22T01:24:54.704075] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-11-22T01:24:54.704128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:54.885109] [INFO ] [sig ] GSL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:55.024241] [INFO ] [LOCAL ] Saved forecast: GSL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GSL.txt [2025-11-22T01:24:55.024378] [INFO ] [sig ] [703/1897] Completed GSL in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:55.024418] [INFO ] [sig ] [704/1897] Forecasting GTES... [2025-11-22T01:24:55.024448] [INFO ] [sig ] Generating forecast for: GTES [2025-11-22T01:24:55.024479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-11-22T01:24:55.035912] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GTES'. [2025-11-22T01:24:55.037008] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-11-22T01:24:55.037087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:55.207377] [INFO ] [sig ] GTES: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:55.348481] [INFO ] [LOCAL ] Saved forecast: GTES 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GTES.txt [2025-11-22T01:24:55.348615] [INFO ] [sig ] [704/1897] Completed GTES in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:55.348681] [INFO ] [sig ] [705/1897] Forecasting GTLS... [2025-11-22T01:24:55.348722] [INFO ] [sig ] Generating forecast for: GTLS [2025-11-22T01:24:55.348760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-11-22T01:24:55.359945] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GTLS'. [2025-11-22T01:24:55.361056] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-11-22T01:24:55.361109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:55.546981] [INFO ] [sig ] GTLS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:55.688247] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GTLS.txt [2025-11-22T01:24:55.688394] [INFO ] [sig ] [705/1897] Completed GTLS in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:55.688434] [INFO ] [sig ] [706/1897] Forecasting GTN... [2025-11-22T01:24:55.688465] [INFO ] [sig ] Generating forecast for: GTN [2025-11-22T01:24:55.688495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-11-22T01:24:55.699717] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GTN'. [2025-11-22T01:24:55.700812] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-11-22T01:24:55.700865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:55.879007] [INFO ] [sig ] GTN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:56.017269] [INFO ] [LOCAL ] Saved forecast: GTN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GTN.txt [2025-11-22T01:24:56.017401] [INFO ] [sig ] [706/1897] Completed GTN in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:56.017441] [INFO ] [sig ] [707/1897] Forecasting GTY... [2025-11-22T01:24:56.017471] [INFO ] [sig ] Generating forecast for: GTY [2025-11-22T01:24:56.017500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-11-22T01:24:56.028072] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GTY'. [2025-11-22T01:24:56.029148] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-11-22T01:24:56.029200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:56.199848] [INFO ] [sig ] GTY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:56.341686] [INFO ] [LOCAL ] Saved forecast: GTY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GTY.txt [2025-11-22T01:24:56.341830] [INFO ] [sig ] [707/1897] Completed GTY in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:56.341871] [INFO ] [sig ] [708/1897] Forecasting GUG... [2025-11-22T01:24:56.341901] [INFO ] [sig ] Generating forecast for: GUG [2025-11-22T01:24:56.341930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-11-22T01:24:56.352293] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GUG'. [2025-11-22T01:24:56.353358] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-11-22T01:24:56.353411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:56.521438] [INFO ] [sig ] GUG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:56.661525] [INFO ] [LOCAL ] Saved forecast: GUG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GUG.txt [2025-11-22T01:24:56.661702] [INFO ] [sig ] [708/1897] Completed GUG in 0.3s | 2.92 sym/s | Total: 4.0m | ETA: 6.8m [2025-11-22T01:24:56.661744] [INFO ] [sig ] [709/1897] Forecasting GUT... [2025-11-22T01:24:56.661774] [INFO ] [sig ] Generating forecast for: GUT [2025-11-22T01:24:56.661804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'. [2025-11-22T01:24:56.673870] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GUT'. [2025-11-22T01:24:56.675052] [DEBUG] [LOCAL ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt [2025-11-22T01:24:56.675136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:56.849083] [INFO ] [sig ] GUT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:56.993047] [INFO ] [LOCAL ] Saved forecast: GUT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GUT.txt [2025-11-22T01:24:56.993199] [INFO ] [sig ] [709/1897] Completed GUT in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.8m [2025-11-22T01:24:56.993283] [INFO ] [sig ] [710/1897] Forecasting GVA... [2025-11-22T01:24:56.993325] [INFO ] [sig ] Generating forecast for: GVA [2025-11-22T01:24:56.993356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-11-22T01:24:57.008054] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GVA'. [2025-11-22T01:24:57.009274] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-11-22T01:24:57.009329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:57.190464] [INFO ] [sig ] GVA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:57.334071] [INFO ] [LOCAL ] Saved forecast: GVA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GVA.txt [2025-11-22T01:24:57.334230] [INFO ] [sig ] [710/1897] Completed GVA in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.8m [2025-11-22T01:24:57.334271] [INFO ] [sig ] [711/1897] Forecasting GWH... [2025-11-22T01:24:57.334301] [INFO ] [sig ] Generating forecast for: GWH [2025-11-22T01:24:57.334333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-11-22T01:24:57.345323] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GWH'. [2025-11-22T01:24:57.346632] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-11-22T01:24:57.346721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:57.521523] [INFO ] [sig ] GWH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:57.662674] [INFO ] [LOCAL ] Saved forecast: GWH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GWH.txt [2025-11-22T01:24:57.662841] [INFO ] [sig ] [711/1897] Completed GWH in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.8m [2025-11-22T01:24:57.662884] [INFO ] [sig ] [712/1897] Forecasting GWRE... [2025-11-22T01:24:57.662914] [INFO ] [sig ] Generating forecast for: GWRE [2025-11-22T01:24:57.662946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'. [2025-11-22T01:24:57.674598] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GWRE'. [2025-11-22T01:24:57.675817] [DEBUG] [LOCAL ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt [2025-11-22T01:24:57.675871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:57.850108] [INFO ] [sig ] GWRE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:57.988492] [INFO ] [LOCAL ] Saved forecast: GWRE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GWRE.txt [2025-11-22T01:24:57.988629] [INFO ] [sig ] [712/1897] Completed GWRE in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.8m [2025-11-22T01:24:57.988689] [INFO ] [sig ] [713/1897] Forecasting GWW... [2025-11-22T01:24:57.988720] [INFO ] [sig ] Generating forecast for: GWW [2025-11-22T01:24:57.988751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'. [2025-11-22T01:24:58.000439] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GWW'. [2025-11-22T01:24:58.001611] [DEBUG] [LOCAL ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt [2025-11-22T01:24:58.001683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:58.177442] [INFO ] [sig ] GWW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:58.317556] [INFO ] [LOCAL ] Saved forecast: GWW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/GWW.txt [2025-11-22T01:24:58.317724] [INFO ] [sig ] [713/1897] Completed GWW in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.8m [2025-11-22T01:24:58.317775] [INFO ] [sig ] [714/1897] Forecasting GXO... [2025-11-22T01:24:58.317806] [INFO ] [sig ] Generating forecast for: GXO [2025-11-22T01:24:58.317837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'. [2025-11-22T01:24:58.329368] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'GXO'. [2025-11-22T01:24:58.330518] [DEBUG] [LOCAL ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt [2025-11-22T01:24:58.330570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:58.509905] [INFO ] [sig ] GXO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:58.650005] [INFO ] [LOCAL ] Saved forecast: GXO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/GXO.txt [2025-11-22T01:24:58.650152] [INFO ] [sig ] [714/1897] Completed GXO in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.8m [2025-11-22T01:24:58.650192] [INFO ] [sig ] [715/1897] Forecasting H... [2025-11-22T01:24:58.650221] [INFO ] [sig ] Generating forecast for: H [2025-11-22T01:24:58.650252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-11-22T01:24:58.661585] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'H'. [2025-11-22T01:24:58.662712] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-11-22T01:24:58.662766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:58.836338] [INFO ] [sig ] H: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:58.976262] [INFO ] [LOCAL ] Saved forecast: H 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/H.txt [2025-11-22T01:24:58.976401] [INFO ] [sig ] [715/1897] Completed H in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.8m [2025-11-22T01:24:58.976441] [INFO ] [sig ] [716/1897] Forecasting HAE... [2025-11-22T01:24:58.976470] [INFO ] [sig ] Generating forecast for: HAE [2025-11-22T01:24:58.976502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-11-22T01:24:58.987461] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HAE'. [2025-11-22T01:24:58.988555] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-11-22T01:24:58.988607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:59.162278] [INFO ] [sig ] HAE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:59.301539] [INFO ] [LOCAL ] Saved forecast: HAE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HAE.txt [2025-11-22T01:24:59.301690] [INFO ] [sig ] [716/1897] Completed HAE in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:24:59.301732] [INFO ] [sig ] [717/1897] Forecasting HAL... [2025-11-22T01:24:59.301762] [INFO ] [sig ] Generating forecast for: HAL [2025-11-22T01:24:59.301793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-11-22T01:24:59.313622] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HAL'. [2025-11-22T01:24:59.314698] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-11-22T01:24:59.314751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:59.485245] [INFO ] [sig ] HAL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:24:59.625941] [INFO ] [LOCAL ] Saved forecast: HAL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HAL.txt [2025-11-22T01:24:59.626100] [INFO ] [sig ] [717/1897] Completed HAL in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:24:59.626140] [INFO ] [sig ] [718/1897] Forecasting HASI... [2025-11-22T01:24:59.626170] [INFO ] [sig ] Generating forecast for: HASI [2025-11-22T01:24:59.626201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-11-22T01:24:59.637947] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HASI'. [2025-11-22T01:24:59.639089] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-11-22T01:24:59.639144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:24:59.811731] [INFO ] [sig ] HASI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:24:59.951175] [INFO ] [LOCAL ] Saved forecast: HASI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HASI.txt [2025-11-22T01:24:59.951318] [INFO ] [sig ] [718/1897] Completed HASI in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:24:59.951358] [INFO ] [sig ] [719/1897] Forecasting HAYW... [2025-11-22T01:24:59.951389] [INFO ] [sig ] Generating forecast for: HAYW [2025-11-22T01:24:59.951419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'. [2025-11-22T01:24:59.963420] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HAYW'. [2025-11-22T01:24:59.964533] [DEBUG] [LOCAL ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt [2025-11-22T01:24:59.964586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:00.135628] [INFO ] [sig ] HAYW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:00.276018] [INFO ] [LOCAL ] Saved forecast: HAYW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HAYW.txt [2025-11-22T01:25:00.276141] [INFO ] [sig ] [719/1897] Completed HAYW in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:25:00.276180] [INFO ] [sig ] [720/1897] Forecasting HBB... [2025-11-22T01:25:00.276212] [INFO ] [sig ] Generating forecast for: HBB [2025-11-22T01:25:00.276241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-11-22T01:25:00.287569] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HBB'. [2025-11-22T01:25:00.288804] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-11-22T01:25:00.288870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:00.457719] [INFO ] [sig ] HBB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:00.598471] [INFO ] [LOCAL ] Saved forecast: HBB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HBB.txt [2025-11-22T01:25:00.598679] [INFO ] [sig ] [720/1897] Completed HBB in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:25:00.598724] [INFO ] [sig ] [721/1897] Forecasting HBM... [2025-11-22T01:25:00.598756] [INFO ] [sig ] Generating forecast for: HBM [2025-11-22T01:25:00.598798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-11-22T01:25:00.610592] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HBM'. [2025-11-22T01:25:00.611865] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-11-22T01:25:00.611919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:00.794323] [INFO ] [sig ] HBM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:00.933896] [INFO ] [LOCAL ] Saved forecast: HBM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HBM.txt [2025-11-22T01:25:00.934028] [INFO ] [sig ] [721/1897] Completed HBM in 0.3s | 2.92 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:25:00.934068] [INFO ] [sig ] [722/1897] Forecasting HCA... [2025-11-22T01:25:00.934098] [INFO ] [sig ] Generating forecast for: HCA [2025-11-22T01:25:00.934129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-11-22T01:25:00.952872] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HCA'. [2025-11-22T01:25:00.954103] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-11-22T01:25:00.954157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:01.793794] [INFO ] [sig ] HCA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:01.947424] [INFO ] [LOCAL ] Saved forecast: HCA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HCA.txt [2025-11-22T01:25:01.947596] [INFO ] [sig ] [722/1897] Completed HCA in 1.0s | 2.91 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:25:01.947657] [INFO ] [sig ] [723/1897] Forecasting HCC... [2025-11-22T01:25:01.947691] [INFO ] [sig ] Generating forecast for: HCC [2025-11-22T01:25:01.947723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-11-22T01:25:01.964024] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HCC'. [2025-11-22T01:25:01.965523] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-11-22T01:25:01.965590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:02.208674] [INFO ] [sig ] HCC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:02.346871] [INFO ] [LOCAL ] Saved forecast: HCC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HCC.txt [2025-11-22T01:25:02.346991] [INFO ] [sig ] [723/1897] Completed HCC in 0.4s | 2.91 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:25:02.347030] [INFO ] [sig ] [724/1897] Forecasting HCI... [2025-11-22T01:25:02.347086] [INFO ] [sig ] Generating forecast for: HCI [2025-11-22T01:25:02.347119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-11-22T01:25:02.358394] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HCI'. [2025-11-22T01:25:02.359513] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-11-22T01:25:02.359566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:02.531360] [INFO ] [sig ] HCI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:02.669979] [INFO ] [LOCAL ] Saved forecast: HCI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HCI.txt [2025-11-22T01:25:02.670135] [INFO ] [sig ] [724/1897] Completed HCI in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 6.7m [2025-11-22T01:25:02.670177] [INFO ] [sig ] [725/1897] Forecasting HD... [2025-11-22T01:25:02.670218] [INFO ] [sig ] Generating forecast for: HD [2025-11-22T01:25:02.670251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-11-22T01:25:02.682197] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HD'. [2025-11-22T01:25:02.683395] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-11-22T01:25:02.683449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:02.848561] [INFO ] [sig ] HD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:02.988228] [INFO ] [LOCAL ] Saved forecast: HD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HD.txt [2025-11-22T01:25:02.988368] [INFO ] [sig ] [725/1897] Completed HD in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:02.988406] [INFO ] [sig ] [726/1897] Forecasting HDB... [2025-11-22T01:25:02.988435] [INFO ] [sig ] Generating forecast for: HDB [2025-11-22T01:25:02.988466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-11-22T01:25:02.999774] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HDB'. [2025-11-22T01:25:03.000914] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-11-22T01:25:03.000968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:03.172910] [INFO ] [sig ] HDB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:03.318530] [INFO ] [LOCAL ] Saved forecast: HDB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HDB.txt [2025-11-22T01:25:03.318702] [INFO ] [sig ] [726/1897] Completed HDB in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:03.318775] [INFO ] [sig ] [727/1897] Forecasting HE... [2025-11-22T01:25:03.318807] [INFO ] [sig ] Generating forecast for: HE [2025-11-22T01:25:03.318837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-11-22T01:25:03.333670] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HE'. [2025-11-22T01:25:03.335432] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-11-22T01:25:03.335494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:03.537080] [INFO ] [sig ] HE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:03.689536] [INFO ] [LOCAL ] Saved forecast: HE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HE.txt [2025-11-22T01:25:03.689781] [INFO ] [sig ] [727/1897] Completed HE in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:03.689833] [INFO ] [sig ] [728/1897] Forecasting HEI... [2025-11-22T01:25:03.689873] [INFO ] [sig ] Generating forecast for: HEI [2025-11-22T01:25:03.689908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-11-22T01:25:03.703638] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HEI'. [2025-11-22T01:25:03.705199] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-11-22T01:25:03.705256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:03.903140] [INFO ] [sig ] HEI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:04.046125] [INFO ] [LOCAL ] Saved forecast: HEI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HEI.txt [2025-11-22T01:25:04.046348] [INFO ] [sig ] [728/1897] Completed HEI in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:04.046408] [INFO ] [sig ] [729/1897] Forecasting HEQ... [2025-11-22T01:25:04.046439] [INFO ] [sig ] Generating forecast for: HEQ [2025-11-22T01:25:04.046470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-11-22T01:25:04.060167] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HEQ'. [2025-11-22T01:25:04.061698] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-11-22T01:25:04.061753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:04.265661] [INFO ] [sig ] HEQ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:04.410122] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HEQ.txt [2025-11-22T01:25:04.410447] [INFO ] [sig ] [729/1897] Completed HEQ in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:04.410508] [INFO ] [sig ] [730/1897] Forecasting HESM... [2025-11-22T01:25:04.410549] [INFO ] [sig ] Generating forecast for: HESM [2025-11-22T01:25:04.410591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-11-22T01:25:04.424771] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HESM'. [2025-11-22T01:25:04.426332] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-11-22T01:25:04.426390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:04.626080] [INFO ] [sig ] HESM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:04.770224] [INFO ] [LOCAL ] Saved forecast: HESM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HESM.txt [2025-11-22T01:25:04.770451] [INFO ] [sig ] [730/1897] Completed HESM in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:04.770495] [INFO ] [sig ] [731/1897] Forecasting HFRO... [2025-11-22T01:25:04.770527] [INFO ] [sig ] Generating forecast for: HFRO [2025-11-22T01:25:04.770560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-11-22T01:25:04.783734] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HFRO'. [2025-11-22T01:25:04.785046] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-11-22T01:25:04.785100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:04.977263] [INFO ] [sig ] HFRO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:05.115796] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HFRO.txt [2025-11-22T01:25:05.115920] [INFO ] [sig ] [731/1897] Completed HFRO in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:05.115958] [INFO ] [sig ] [732/1897] Forecasting HG... [2025-11-22T01:25:05.115989] [INFO ] [sig ] Generating forecast for: HG [2025-11-22T01:25:05.116018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'. [2025-11-22T01:25:05.127981] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HG'. [2025-11-22T01:25:05.129045] [DEBUG] [LOCAL ] No optimal features file found for HG: ./output/feature-sets/HG.txt [2025-11-22T01:25:05.129098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:05.316182] [INFO ] [sig ] HG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:05.455102] [INFO ] [LOCAL ] Saved forecast: HG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HG.txt [2025-11-22T01:25:05.455297] [INFO ] [sig ] [732/1897] Completed HG in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:05.455339] [INFO ] [sig ] [733/1897] Forecasting HGER... [2025-11-22T01:25:05.455370] [INFO ] [sig ] Generating forecast for: HGER [2025-11-22T01:25:05.455400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'. [2025-11-22T01:25:05.468036] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HGER'. [2025-11-22T01:25:05.469386] [DEBUG] [LOCAL ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt [2025-11-22T01:25:05.469440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:05.662307] [INFO ] [sig ] HGER: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:05.802288] [INFO ] [LOCAL ] Saved forecast: HGER 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HGER.txt [2025-11-22T01:25:05.802449] [INFO ] [sig ] [733/1897] Completed HGER in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:05.802490] [INFO ] [sig ] [734/1897] Forecasting HGLB... [2025-11-22T01:25:05.802520] [INFO ] [sig ] Generating forecast for: HGLB [2025-11-22T01:25:05.802552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'. [2025-11-22T01:25:05.814282] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HGLB'. [2025-11-22T01:25:05.815439] [DEBUG] [LOCAL ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt [2025-11-22T01:25:05.815492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:06.000867] [INFO ] [sig ] HGLB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:06.139112] [INFO ] [LOCAL ] Saved forecast: HGLB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HGLB.txt [2025-11-22T01:25:06.139255] [INFO ] [sig ] [734/1897] Completed HGLB in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:06.139295] [INFO ] [sig ] [735/1897] Forecasting HGTY... [2025-11-22T01:25:06.139324] [INFO ] [sig ] Generating forecast for: HGTY [2025-11-22T01:25:06.139354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-11-22T01:25:06.150898] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HGTY'. [2025-11-22T01:25:06.152015] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-11-22T01:25:06.152069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:06.369757] [INFO ] [sig ] HGTY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:06.509232] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HGTY.txt [2025-11-22T01:25:06.509392] [INFO ] [sig ] [735/1897] Completed HGTY in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.7m [2025-11-22T01:25:06.509433] [INFO ] [sig ] [736/1897] Forecasting HGV... [2025-11-22T01:25:06.509462] [INFO ] [sig ] Generating forecast for: HGV [2025-11-22T01:25:06.509493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'. [2025-11-22T01:25:06.520626] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HGV'. [2025-11-22T01:25:06.521721] [DEBUG] [LOCAL ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt [2025-11-22T01:25:06.521780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:06.713550] [INFO ] [sig ] HGV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:06.853005] [INFO ] [LOCAL ] Saved forecast: HGV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HGV.txt [2025-11-22T01:25:06.853166] [INFO ] [sig ] [736/1897] Completed HGV in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 6.6m [2025-11-22T01:25:06.853206] [INFO ] [sig ] [737/1897] Forecasting HHH... [2025-11-22T01:25:06.853239] [INFO ] [sig ] Generating forecast for: HHH [2025-11-22T01:25:06.853277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-11-22T01:25:06.874687] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HHH'. [2025-11-22T01:25:06.876428] [DEBUG] [LOCAL ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt [2025-11-22T01:25:06.876487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:07.081824] [INFO ] [sig ] HHH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:07.222576] [INFO ] [LOCAL ] Saved forecast: HHH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HHH.txt [2025-11-22T01:25:07.222784] [INFO ] [sig ] [737/1897] Completed HHH in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.6m [2025-11-22T01:25:07.222828] [INFO ] [sig ] [738/1897] Forecasting HI... [2025-11-22T01:25:07.222859] [INFO ] [sig ] Generating forecast for: HI [2025-11-22T01:25:07.222891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-11-22T01:25:07.235786] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HI'. [2025-11-22T01:25:07.237110] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-11-22T01:25:07.237165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:07.431520] [INFO ] [sig ] HI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:07.574552] [INFO ] [LOCAL ] Saved forecast: HI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HI.txt [2025-11-22T01:25:07.574754] [INFO ] [sig ] [738/1897] Completed HI in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.6m [2025-11-22T01:25:07.574798] [INFO ] [sig ] [739/1897] Forecasting HIG... [2025-11-22T01:25:07.574828] [INFO ] [sig ] Generating forecast for: HIG [2025-11-22T01:25:07.574859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-11-22T01:25:07.595738] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HIG'. [2025-11-22T01:25:07.597085] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-11-22T01:25:07.597140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:07.797534] [INFO ] [sig ] HIG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:07.960355] [INFO ] [LOCAL ] Saved forecast: HIG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HIG.txt [2025-11-22T01:25:07.960561] [INFO ] [sig ] [739/1897] Completed HIG in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.6m [2025-11-22T01:25:07.960604] [INFO ] [sig ] [740/1897] Forecasting HII... [2025-11-22T01:25:07.960635] [INFO ] [sig ] Generating forecast for: HII [2025-11-22T01:25:07.960705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-11-22T01:25:07.981691] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HII'. [2025-11-22T01:25:07.983338] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-11-22T01:25:07.983401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:08.189883] [INFO ] [sig ] HII: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:08.348105] [INFO ] [LOCAL ] Saved forecast: HII 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HII.txt [2025-11-22T01:25:08.348347] [INFO ] [sig ] [740/1897] Completed HII in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.6m [2025-11-22T01:25:08.348397] [INFO ] [sig ] [741/1897] Forecasting HIMS... [2025-11-22T01:25:08.348432] [INFO ] [sig ] Generating forecast for: HIMS [2025-11-22T01:25:08.348468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-11-22T01:25:08.365949] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HIMS'. [2025-11-22T01:25:08.367872] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-11-22T01:25:08.367976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:08.565770] [INFO ] [sig ] HIMS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:08.708316] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HIMS.txt [2025-11-22T01:25:08.708480] [INFO ] [sig ] [741/1897] Completed HIMS in 0.4s | 2.91 sym/s | Total: 4.2m | ETA: 6.6m [2025-11-22T01:25:08.708522] [INFO ] [sig ] [742/1897] Forecasting HIO... [2025-11-22T01:25:08.708553] [INFO ] [sig ] Generating forecast for: HIO [2025-11-22T01:25:08.708584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-11-22T01:25:08.720416] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HIO'. [2025-11-22T01:25:08.721776] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-11-22T01:25:08.721832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:08.898177] [INFO ] [sig ] HIO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:09.041401] [INFO ] [LOCAL ] Saved forecast: HIO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HIO.txt [2025-11-22T01:25:09.041561] [INFO ] [sig ] [742/1897] Completed HIO in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:09.041603] [INFO ] [sig ] [743/1897] Forecasting HIPO... [2025-11-22T01:25:09.041634] [INFO ] [sig ] Generating forecast for: HIPO [2025-11-22T01:25:09.041697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-11-22T01:25:09.056255] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HIPO'. [2025-11-22T01:25:09.057529] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-11-22T01:25:09.057583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:09.237917] [INFO ] [sig ] HIPO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:09.389972] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HIPO.txt [2025-11-22T01:25:09.390134] [INFO ] [sig ] [743/1897] Completed HIPO in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:09.390210] [INFO ] [sig ] [744/1897] Forecasting HIW... [2025-11-22T01:25:09.390244] [INFO ] [sig ] Generating forecast for: HIW [2025-11-22T01:25:09.390275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'. [2025-11-22T01:25:09.414866] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HIW'. [2025-11-22T01:25:09.416080] [DEBUG] [LOCAL ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt [2025-11-22T01:25:09.416156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:09.599617] [INFO ] [sig ] HIW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:09.755457] [INFO ] [LOCAL ] Saved forecast: HIW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HIW.txt [2025-11-22T01:25:09.755616] [INFO ] [sig ] [744/1897] Completed HIW in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:09.755684] [INFO ] [sig ] [745/1897] Forecasting HIX... [2025-11-22T01:25:09.755716] [INFO ] [sig ] Generating forecast for: HIX [2025-11-22T01:25:09.755748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-11-22T01:25:09.769188] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HIX'. [2025-11-22T01:25:09.770421] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-11-22T01:25:09.770476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:09.944843] [INFO ] [sig ] HIX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:10.105406] [INFO ] [LOCAL ] Saved forecast: HIX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HIX.txt [2025-11-22T01:25:10.105617] [INFO ] [sig ] [745/1897] Completed HIX in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:10.105690] [INFO ] [sig ] [746/1897] Forecasting HKD... [2025-11-22T01:25:10.105724] [INFO ] [sig ] Generating forecast for: HKD [2025-11-22T01:25:10.105756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'. [2025-11-22T01:25:10.118636] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HKD'. [2025-11-22T01:25:10.119855] [DEBUG] [LOCAL ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt [2025-11-22T01:25:10.119910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:10.302015] [INFO ] [sig ] HKD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:10.445955] [INFO ] [LOCAL ] Saved forecast: HKD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HKD.txt [2025-11-22T01:25:10.446116] [INFO ] [sig ] [746/1897] Completed HKD in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:10.446156] [INFO ] [sig ] [747/1897] Forecasting HL... [2025-11-22T01:25:10.446186] [INFO ] [sig ] Generating forecast for: HL [2025-11-22T01:25:10.446217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-11-22T01:25:10.458757] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HL'. [2025-11-22T01:25:10.460003] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-11-22T01:25:10.460059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:10.639350] [INFO ] [sig ] HL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:10.783029] [INFO ] [LOCAL ] Saved forecast: HL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HL.txt [2025-11-22T01:25:10.783171] [INFO ] [sig ] [747/1897] Completed HL in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:10.783211] [INFO ] [sig ] [748/1897] Forecasting HLF... [2025-11-22T01:25:10.783241] [INFO ] [sig ] Generating forecast for: HLF [2025-11-22T01:25:10.783272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-11-22T01:25:10.797699] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLF'. [2025-11-22T01:25:10.798873] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-11-22T01:25:10.798926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:11.004512] [INFO ] [sig ] HLF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:11.153528] [INFO ] [LOCAL ] Saved forecast: HLF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HLF.txt [2025-11-22T01:25:11.153686] [INFO ] [sig ] [748/1897] Completed HLF in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:11.153730] [INFO ] [sig ] [749/1897] Forecasting HLI... [2025-11-22T01:25:11.153761] [INFO ] [sig ] Generating forecast for: HLI [2025-11-22T01:25:11.153791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-11-22T01:25:11.165614] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLI'. [2025-11-22T01:25:11.166803] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-11-22T01:25:11.166857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:11.342168] [INFO ] [sig ] HLI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:11.493256] [INFO ] [LOCAL ] Saved forecast: HLI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HLI.txt [2025-11-22T01:25:11.493432] [INFO ] [sig ] [749/1897] Completed HLI in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:11.493484] [INFO ] [sig ] [750/1897] Forecasting HLIO... [2025-11-22T01:25:11.493531] [INFO ] [sig ] Generating forecast for: HLIO [2025-11-22T01:25:11.493579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-11-22T01:25:11.514072] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLIO'. [2025-11-22T01:25:11.515290] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-11-22T01:25:11.515343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:11.691587] [INFO ] [sig ] HLIO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:11.835960] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HLIO.txt [2025-11-22T01:25:11.836138] [INFO ] [sig ] [750/1897] Completed HLIO in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:11.836188] [INFO ] [sig ] [751/1897] Forecasting HLLY... [2025-11-22T01:25:11.836223] [INFO ] [sig ] Generating forecast for: HLLY [2025-11-22T01:25:11.836255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-11-22T01:25:11.849032] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLLY'. [2025-11-22T01:25:11.850214] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-11-22T01:25:11.850268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:12.022225] [INFO ] [sig ] HLLY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:12.162158] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HLLY.txt [2025-11-22T01:25:12.162310] [INFO ] [sig ] [751/1897] Completed HLLY in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:12.162352] [INFO ] [sig ] [752/1897] Forecasting HLN... [2025-11-22T01:25:12.162382] [INFO ] [sig ] Generating forecast for: HLN [2025-11-22T01:25:12.162414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-11-22T01:25:12.174363] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLN'. [2025-11-22T01:25:12.175571] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-11-22T01:25:12.175637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:12.384898] [INFO ] [sig ] HLN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:12.533264] [INFO ] [LOCAL ] Saved forecast: HLN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HLN.txt [2025-11-22T01:25:12.533612] [INFO ] [sig ] [752/1897] Completed HLN in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:12.533673] [INFO ] [sig ] [753/1897] Forecasting HLT... [2025-11-22T01:25:12.533707] [INFO ] [sig ] Generating forecast for: HLT [2025-11-22T01:25:12.533738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'. [2025-11-22T01:25:12.545930] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLT'. [2025-11-22T01:25:12.547187] [DEBUG] [LOCAL ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt [2025-11-22T01:25:12.547243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:12.728351] [INFO ] [sig ] HLT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:12.871521] [INFO ] [LOCAL ] Saved forecast: HLT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HLT.txt [2025-11-22T01:25:12.871681] [INFO ] [sig ] [753/1897] Completed HLT in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.6m [2025-11-22T01:25:12.871725] [INFO ] [sig ] [754/1897] Forecasting HLX... [2025-11-22T01:25:12.871757] [INFO ] [sig ] Generating forecast for: HLX [2025-11-22T01:25:12.871788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-11-22T01:25:12.882488] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HLX'. [2025-11-22T01:25:12.883635] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-11-22T01:25:12.883710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:13.053139] [INFO ] [sig ] HLX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:13.189720] [INFO ] [LOCAL ] Saved forecast: HLX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HLX.txt [2025-11-22T01:25:13.189852] [INFO ] [sig ] [754/1897] Completed HLX in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.5m [2025-11-22T01:25:13.189891] [INFO ] [sig ] [755/1897] Forecasting HMC... [2025-11-22T01:25:13.189922] [INFO ] [sig ] Generating forecast for: HMC [2025-11-22T01:25:13.189952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-11-22T01:25:13.200752] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HMC'. [2025-11-22T01:25:13.201840] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-11-22T01:25:13.201893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:13.372040] [INFO ] [sig ] HMC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:13.510596] [INFO ] [LOCAL ] Saved forecast: HMC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HMC.txt [2025-11-22T01:25:13.510752] [INFO ] [sig ] [755/1897] Completed HMC in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.5m [2025-11-22T01:25:13.510793] [INFO ] [sig ] [756/1897] Forecasting HMN... [2025-11-22T01:25:13.510822] [INFO ] [sig ] Generating forecast for: HMN [2025-11-22T01:25:13.510861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-11-22T01:25:13.521892] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HMN'. [2025-11-22T01:25:13.523002] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-11-22T01:25:13.523057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:13.691565] [INFO ] [sig ] HMN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:13.828996] [INFO ] [LOCAL ] Saved forecast: HMN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HMN.txt [2025-11-22T01:25:13.829148] [INFO ] [sig ] [756/1897] Completed HMN in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.5m [2025-11-22T01:25:13.829188] [INFO ] [sig ] [757/1897] Forecasting HMY... [2025-11-22T01:25:13.829218] [INFO ] [sig ] Generating forecast for: HMY [2025-11-22T01:25:13.829248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-11-22T01:25:13.841244] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HMY'. [2025-11-22T01:25:13.842420] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-11-22T01:25:13.842473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:14.015483] [INFO ] [sig ] HMY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:14.154215] [INFO ] [LOCAL ] Saved forecast: HMY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HMY.txt [2025-11-22T01:25:14.154371] [INFO ] [sig ] [757/1897] Completed HMY in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.5m [2025-11-22T01:25:14.154412] [INFO ] [sig ] [758/1897] Forecasting HNI... [2025-11-22T01:25:14.154443] [INFO ] [sig ] Generating forecast for: HNI [2025-11-22T01:25:14.154473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-11-22T01:25:14.172173] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HNI'. [2025-11-22T01:25:14.173337] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-11-22T01:25:14.173390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:14.347521] [INFO ] [sig ] HNI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:14.487405] [INFO ] [LOCAL ] Saved forecast: HNI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HNI.txt [2025-11-22T01:25:14.487563] [INFO ] [sig ] [758/1897] Completed HNI in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.5m [2025-11-22T01:25:14.487604] [INFO ] [sig ] [759/1897] Forecasting HOG... [2025-11-22T01:25:14.487633] [INFO ] [sig ] Generating forecast for: HOG [2025-11-22T01:25:14.487692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-11-22T01:25:14.498536] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HOG'. [2025-11-22T01:25:14.499737] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-11-22T01:25:14.499790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:14.680017] [INFO ] [sig ] HOG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:14.819245] [INFO ] [LOCAL ] Saved forecast: HOG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HOG.txt [2025-11-22T01:25:14.819399] [INFO ] [sig ] [759/1897] Completed HOG in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 6.5m [2025-11-22T01:25:14.819448] [INFO ] [sig ] [760/1897] Forecasting HOMB... [2025-11-22T01:25:14.819479] [INFO ] [sig ] Generating forecast for: HOMB [2025-11-22T01:25:14.819510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-11-22T01:25:14.830732] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HOMB'. [2025-11-22T01:25:14.831870] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-11-22T01:25:14.831923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:15.003983] [INFO ] [sig ] HOMB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:15.152820] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HOMB.txt [2025-11-22T01:25:15.152988] [INFO ] [sig ] [760/1897] Completed HOMB in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:15.153066] [INFO ] [sig ] [761/1897] Forecasting HOUS... [2025-11-22T01:25:15.153101] [INFO ] [sig ] Generating forecast for: HOUS [2025-11-22T01:25:15.153138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-11-22T01:25:15.164564] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HOUS'. [2025-11-22T01:25:15.165744] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-11-22T01:25:15.165798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:15.346811] [INFO ] [sig ] HOUS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:15.487891] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HOUS.txt [2025-11-22T01:25:15.488044] [INFO ] [sig ] [761/1897] Completed HOUS in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:15.488084] [INFO ] [sig ] [762/1897] Forecasting HOV... [2025-11-22T01:25:15.488114] [INFO ] [sig ] Generating forecast for: HOV [2025-11-22T01:25:15.488144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'. [2025-11-22T01:25:15.500054] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HOV'. [2025-11-22T01:25:15.501121] [DEBUG] [LOCAL ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt [2025-11-22T01:25:15.501178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:15.671005] [INFO ] [sig ] HOV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:15.809411] [INFO ] [LOCAL ] Saved forecast: HOV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HOV.txt [2025-11-22T01:25:15.809556] [INFO ] [sig ] [762/1897] Completed HOV in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:15.809597] [INFO ] [sig ] [763/1897] Forecasting HP... [2025-11-22T01:25:15.809628] [INFO ] [sig ] Generating forecast for: HP [2025-11-22T01:25:15.809682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-11-22T01:25:15.822578] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HP'. [2025-11-22T01:25:15.824066] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-11-22T01:25:15.824124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:16.007703] [INFO ] [sig ] HP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:16.152799] [INFO ] [LOCAL ] Saved forecast: HP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HP.txt [2025-11-22T01:25:16.152949] [INFO ] [sig ] [763/1897] Completed HP in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:16.152989] [INFO ] [sig ] [764/1897] Forecasting HPE... [2025-11-22T01:25:16.153018] [INFO ] [sig ] Generating forecast for: HPE [2025-11-22T01:25:16.153047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-11-22T01:25:16.164452] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HPE'. [2025-11-22T01:25:16.165602] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-11-22T01:25:16.165677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:16.344923] [INFO ] [sig ] HPE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:16.492194] [INFO ] [LOCAL ] Saved forecast: HPE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HPE.txt [2025-11-22T01:25:16.492370] [INFO ] [sig ] [764/1897] Completed HPE in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:16.492423] [INFO ] [sig ] [765/1897] Forecasting HPF... [2025-11-22T01:25:16.492456] [INFO ] [sig ] Generating forecast for: HPF [2025-11-22T01:25:16.492488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-11-22T01:25:16.504477] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HPF'. [2025-11-22T01:25:16.505698] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-11-22T01:25:16.505753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:16.672604] [INFO ] [sig ] HPF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:16.811686] [INFO ] [LOCAL ] Saved forecast: HPF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HPF.txt [2025-11-22T01:25:16.811823] [INFO ] [sig ] [765/1897] Completed HPF in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:16.811863] [INFO ] [sig ] [766/1897] Forecasting HPI... [2025-11-22T01:25:16.811894] [INFO ] [sig ] Generating forecast for: HPI [2025-11-22T01:25:16.811925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-11-22T01:25:16.822792] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HPI'. [2025-11-22T01:25:16.823869] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-11-22T01:25:16.823922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:16.995978] [INFO ] [sig ] HPI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:17.133998] [INFO ] [LOCAL ] Saved forecast: HPI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HPI.txt [2025-11-22T01:25:17.134135] [INFO ] [sig ] [766/1897] Completed HPI in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:17.134175] [INFO ] [sig ] [767/1897] Forecasting HPP... [2025-11-22T01:25:17.134204] [INFO ] [sig ] Generating forecast for: HPP [2025-11-22T01:25:17.134237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-11-22T01:25:17.145596] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HPP'. [2025-11-22T01:25:17.146907] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-11-22T01:25:17.146962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:17.328403] [INFO ] [sig ] HPP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:17.474388] [INFO ] [LOCAL ] Saved forecast: HPP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HPP.txt [2025-11-22T01:25:17.474580] [INFO ] [sig ] [767/1897] Completed HPP in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:17.474672] [INFO ] [sig ] [768/1897] Forecasting HPQ... [2025-11-22T01:25:17.474731] [INFO ] [sig ] Generating forecast for: HPQ [2025-11-22T01:25:17.474787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-11-22T01:25:17.487021] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HPQ'. [2025-11-22T01:25:17.488475] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-11-22T01:25:17.488535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:17.675404] [INFO ] [sig ] HPQ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:17.820304] [INFO ] [LOCAL ] Saved forecast: HPQ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HPQ.txt [2025-11-22T01:25:17.820457] [INFO ] [sig ] [768/1897] Completed HPQ in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:17.820499] [INFO ] [sig ] [769/1897] Forecasting HPS... [2025-11-22T01:25:17.820529] [INFO ] [sig ] Generating forecast for: HPS [2025-11-22T01:25:17.820560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-11-22T01:25:17.832713] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HPS'. [2025-11-22T01:25:17.833880] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-11-22T01:25:17.833933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:18.003987] [INFO ] [sig ] HPS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:18.144309] [INFO ] [LOCAL ] Saved forecast: HPS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HPS.txt [2025-11-22T01:25:18.144435] [INFO ] [sig ] [769/1897] Completed HPS in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:18.144473] [INFO ] [sig ] [770/1897] Forecasting HQH... [2025-11-22T01:25:18.144503] [INFO ] [sig ] Generating forecast for: HQH [2025-11-22T01:25:18.144534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'. [2025-11-22T01:25:18.155990] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HQH'. [2025-11-22T01:25:18.157108] [DEBUG] [LOCAL ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt [2025-11-22T01:25:18.157162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:18.328997] [INFO ] [sig ] HQH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:18.469809] [INFO ] [LOCAL ] Saved forecast: HQH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HQH.txt [2025-11-22T01:25:18.469948] [INFO ] [sig ] [770/1897] Completed HQH in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.5m [2025-11-22T01:25:18.469988] [INFO ] [sig ] [771/1897] Forecasting HQL... [2025-11-22T01:25:18.470018] [INFO ] [sig ] Generating forecast for: HQL [2025-11-22T01:25:18.470050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-11-22T01:25:18.480923] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HQL'. [2025-11-22T01:25:18.482034] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-11-22T01:25:18.482087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:18.653497] [INFO ] [sig ] HQL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:18.794384] [INFO ] [LOCAL ] Saved forecast: HQL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HQL.txt [2025-11-22T01:25:18.794526] [INFO ] [sig ] [771/1897] Completed HQL in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.4m [2025-11-22T01:25:18.794565] [INFO ] [sig ] [772/1897] Forecasting HR... [2025-11-22T01:25:18.794596] [INFO ] [sig ] Generating forecast for: HR [2025-11-22T01:25:18.794625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'. [2025-11-22T01:25:18.806166] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HR'. [2025-11-22T01:25:18.807296] [DEBUG] [LOCAL ] No optimal features file found for HR: ./output/feature-sets/HR.txt [2025-11-22T01:25:18.807348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:18.983939] [INFO ] [sig ] HR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:19.124521] [INFO ] [LOCAL ] Saved forecast: HR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HR.txt [2025-11-22T01:25:19.124668] [INFO ] [sig ] [772/1897] Completed HR in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.4m [2025-11-22T01:25:19.124710] [INFO ] [sig ] [773/1897] Forecasting HRB... [2025-11-22T01:25:19.124740] [INFO ] [sig ] Generating forecast for: HRB [2025-11-22T01:25:19.124770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-11-22T01:25:19.136152] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HRB'. [2025-11-22T01:25:19.137327] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-11-22T01:25:19.137381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:19.301289] [INFO ] [sig ] HRB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:19.445077] [INFO ] [LOCAL ] Saved forecast: HRB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HRB.txt [2025-11-22T01:25:19.445214] [INFO ] [sig ] [773/1897] Completed HRB in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.4m [2025-11-22T01:25:19.445264] [INFO ] [sig ] [774/1897] Forecasting HRI... [2025-11-22T01:25:19.445300] [INFO ] [sig ] Generating forecast for: HRI [2025-11-22T01:25:19.445337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'. [2025-11-22T01:25:19.456216] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HRI'. [2025-11-22T01:25:19.457345] [DEBUG] [LOCAL ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt [2025-11-22T01:25:19.457400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:19.628507] [INFO ] [sig ] HRI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:19.769122] [INFO ] [LOCAL ] Saved forecast: HRI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HRI.txt [2025-11-22T01:25:19.769253] [INFO ] [sig ] [774/1897] Completed HRI in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.4m [2025-11-22T01:25:19.769298] [INFO ] [sig ] [775/1897] Forecasting HRL... [2025-11-22T01:25:19.769329] [INFO ] [sig ] Generating forecast for: HRL [2025-11-22T01:25:19.769364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-11-22T01:25:19.780311] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HRL'. [2025-11-22T01:25:19.781358] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-11-22T01:25:19.781410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:19.935529] [INFO ] [sig ] HRL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:20.074657] [INFO ] [LOCAL ] Saved forecast: HRL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HRL.txt [2025-11-22T01:25:20.074785] [INFO ] [sig ] [775/1897] Completed HRL in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.4m [2025-11-22T01:25:20.074823] [INFO ] [sig ] [776/1897] Forecasting HRTG... [2025-11-22T01:25:20.074853] [INFO ] [sig ] Generating forecast for: HRTG [2025-11-22T01:25:20.074883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-11-22T01:25:20.086131] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HRTG'. [2025-11-22T01:25:20.087192] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-11-22T01:25:20.087245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:20.254778] [INFO ] [sig ] HRTG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:20.394457] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HRTG.txt [2025-11-22T01:25:20.394586] [INFO ] [sig ] [776/1897] Completed HRTG in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.4m [2025-11-22T01:25:20.394628] [INFO ] [sig ] [777/1897] Forecasting HSBC... [2025-11-22T01:25:20.394680] [INFO ] [sig ] Generating forecast for: HSBC [2025-11-22T01:25:20.394711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-11-22T01:25:20.405704] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HSBC'. [2025-11-22T01:25:20.406796] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-11-22T01:25:20.406848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:20.600263] [INFO ] [sig ] HSBC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:20.739157] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HSBC.txt [2025-11-22T01:25:20.739298] [INFO ] [sig ] [777/1897] Completed HSBC in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 6.4m [2025-11-22T01:25:20.739372] [INFO ] [sig ] [778/1897] Forecasting HSHP... [2025-11-22T01:25:20.739405] [INFO ] [sig ] Generating forecast for: HSHP [2025-11-22T01:25:20.739438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-11-22T01:25:20.758218] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HSHP'. [2025-11-22T01:25:20.759365] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-11-22T01:25:20.759417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:20.938141] [INFO ] [sig ] HSHP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:21.081500] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HSHP.txt [2025-11-22T01:25:21.081664] [INFO ] [sig ] [778/1897] Completed HSHP in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:21.081711] [INFO ] [sig ] [779/1897] Forecasting HSY... [2025-11-22T01:25:21.081741] [INFO ] [sig ] Generating forecast for: HSY [2025-11-22T01:25:21.081771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-11-22T01:25:21.093561] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HSY'. [2025-11-22T01:25:21.094719] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-11-22T01:25:21.094773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:21.268129] [INFO ] [sig ] HSY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:21.406219] [INFO ] [LOCAL ] Saved forecast: HSY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HSY.txt [2025-11-22T01:25:21.406359] [INFO ] [sig ] [779/1897] Completed HSY in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:21.406400] [INFO ] [sig ] [780/1897] Forecasting HTD... [2025-11-22T01:25:21.406431] [INFO ] [sig ] Generating forecast for: HTD [2025-11-22T01:25:21.406460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'. [2025-11-22T01:25:21.417516] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HTD'. [2025-11-22T01:25:21.419195] [DEBUG] [LOCAL ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt [2025-11-22T01:25:21.419257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:21.588730] [INFO ] [sig ] HTD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:21.728572] [INFO ] [LOCAL ] Saved forecast: HTD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HTD.txt [2025-11-22T01:25:21.728764] [INFO ] [sig ] [780/1897] Completed HTD in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:21.728810] [INFO ] [sig ] [781/1897] Forecasting HTGC... [2025-11-22T01:25:21.728842] [INFO ] [sig ] Generating forecast for: HTGC [2025-11-22T01:25:21.728872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-11-22T01:25:21.740884] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HTGC'. [2025-11-22T01:25:21.742008] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-11-22T01:25:21.742060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:21.909700] [INFO ] [sig ] HTGC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:22.049367] [INFO ] [LOCAL ] Saved forecast: HTGC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HTGC.txt [2025-11-22T01:25:22.049517] [INFO ] [sig ] [781/1897] Completed HTGC in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:22.049559] [INFO ] [sig ] [782/1897] Forecasting HTH... [2025-11-22T01:25:22.049592] [INFO ] [sig ] Generating forecast for: HTH [2025-11-22T01:25:22.049624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-11-22T01:25:22.061778] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HTH'. [2025-11-22T01:25:22.062995] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-11-22T01:25:22.063050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:22.235277] [INFO ] [sig ] HTH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:22.383423] [INFO ] [LOCAL ] Saved forecast: HTH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HTH.txt [2025-11-22T01:25:22.383565] [INFO ] [sig ] [782/1897] Completed HTH in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:22.383606] [INFO ] [sig ] [783/1897] Forecasting HUBB... [2025-11-22T01:25:22.383636] [INFO ] [sig ] Generating forecast for: HUBB [2025-11-22T01:25:22.383690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-11-22T01:25:22.395034] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HUBB'. [2025-11-22T01:25:22.396096] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-11-22T01:25:22.396149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:22.569937] [INFO ] [sig ] HUBB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:22.709204] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HUBB.txt [2025-11-22T01:25:22.709322] [INFO ] [sig ] [783/1897] Completed HUBB in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:22.709361] [INFO ] [sig ] [784/1897] Forecasting HUBS... [2025-11-22T01:25:22.709390] [INFO ] [sig ] Generating forecast for: HUBS [2025-11-22T01:25:22.709420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-11-22T01:25:22.720686] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HUBS'. [2025-11-22T01:25:22.721761] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-11-22T01:25:22.721815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:22.897864] [INFO ] [sig ] HUBS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:23.040424] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HUBS.txt [2025-11-22T01:25:23.040572] [INFO ] [sig ] [784/1897] Completed HUBS in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:23.040612] [INFO ] [sig ] [785/1897] Forecasting HUM... [2025-11-22T01:25:23.040663] [INFO ] [sig ] Generating forecast for: HUM [2025-11-22T01:25:23.040700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-11-22T01:25:23.053486] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HUM'. [2025-11-22T01:25:23.054769] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-11-22T01:25:23.054825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:23.228344] [INFO ] [sig ] HUM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:23.370386] [INFO ] [LOCAL ] Saved forecast: HUM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HUM.txt [2025-11-22T01:25:23.370541] [INFO ] [sig ] [785/1897] Completed HUM in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:23.370580] [INFO ] [sig ] [786/1897] Forecasting HUN... [2025-11-22T01:25:23.370609] [INFO ] [sig ] Generating forecast for: HUN [2025-11-22T01:25:23.370663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-11-22T01:25:23.382146] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HUN'. [2025-11-22T01:25:23.383180] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-11-22T01:25:23.383233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:23.581901] [INFO ] [sig ] HUN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:23.725056] [INFO ] [LOCAL ] Saved forecast: HUN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HUN.txt [2025-11-22T01:25:23.725181] [INFO ] [sig ] [786/1897] Completed HUN in 0.4s | 2.91 sym/s | Total: 4.5m | ETA: 6.4m [2025-11-22T01:25:23.725220] [INFO ] [sig ] [787/1897] Forecasting HUYA... [2025-11-22T01:25:23.725250] [INFO ] [sig ] Generating forecast for: HUYA [2025-11-22T01:25:23.725291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-11-22T01:25:23.738898] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HUYA'. [2025-11-22T01:25:23.739934] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-11-22T01:25:23.739987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:23.921197] [INFO ] [sig ] HUYA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:24.060044] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HUYA.txt [2025-11-22T01:25:24.060184] [INFO ] [sig ] [787/1897] Completed HUYA in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:24.060227] [INFO ] [sig ] [788/1897] Forecasting HVT... [2025-11-22T01:25:24.060257] [INFO ] [sig ] Generating forecast for: HVT [2025-11-22T01:25:24.060288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'. [2025-11-22T01:25:24.074217] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HVT'. [2025-11-22T01:25:24.075343] [DEBUG] [LOCAL ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt [2025-11-22T01:25:24.075408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:24.250253] [INFO ] [sig ] HVT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:24.389707] [INFO ] [LOCAL ] Saved forecast: HVT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HVT.txt [2025-11-22T01:25:24.389841] [INFO ] [sig ] [788/1897] Completed HVT in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:24.389882] [INFO ] [sig ] [789/1897] Forecasting HWM... [2025-11-22T01:25:24.389912] [INFO ] [sig ] Generating forecast for: HWM [2025-11-22T01:25:24.389943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'. [2025-11-22T01:25:24.403698] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HWM'. [2025-11-22T01:25:24.404863] [DEBUG] [LOCAL ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt [2025-11-22T01:25:24.404916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:24.576108] [INFO ] [sig ] HWM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:24.715304] [INFO ] [LOCAL ] Saved forecast: HWM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HWM.txt [2025-11-22T01:25:24.715452] [INFO ] [sig ] [789/1897] Completed HWM in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:24.715492] [INFO ] [sig ] [790/1897] Forecasting HXL... [2025-11-22T01:25:24.715523] [INFO ] [sig ] Generating forecast for: HXL [2025-11-22T01:25:24.715554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-11-22T01:25:24.729998] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HXL'. [2025-11-22T01:25:24.731100] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-11-22T01:25:24.731153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:24.903746] [INFO ] [sig ] HXL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:25.041945] [INFO ] [LOCAL ] Saved forecast: HXL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HXL.txt [2025-11-22T01:25:25.042080] [INFO ] [sig ] [790/1897] Completed HXL in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:25.042119] [INFO ] [sig ] [791/1897] Forecasting HY... [2025-11-22T01:25:25.042157] [INFO ] [sig ] Generating forecast for: HY [2025-11-22T01:25:25.042189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-11-22T01:25:25.053154] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HY'. [2025-11-22T01:25:25.054295] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-11-22T01:25:25.054348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:25.228486] [INFO ] [sig ] HY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:25.366922] [INFO ] [LOCAL ] Saved forecast: HY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HY.txt [2025-11-22T01:25:25.367073] [INFO ] [sig ] [791/1897] Completed HY in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:25.367115] [INFO ] [sig ] [792/1897] Forecasting HYI... [2025-11-22T01:25:25.367145] [INFO ] [sig ] Generating forecast for: HYI [2025-11-22T01:25:25.367176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-11-22T01:25:25.378858] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HYI'. [2025-11-22T01:25:25.379927] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-11-22T01:25:25.379981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:25.546677] [INFO ] [sig ] HYI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:25.684256] [INFO ] [LOCAL ] Saved forecast: HYI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HYI.txt [2025-11-22T01:25:25.684409] [INFO ] [sig ] [792/1897] Completed HYI in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:25.684450] [INFO ] [sig ] [793/1897] Forecasting HYT... [2025-11-22T01:25:25.684484] [INFO ] [sig ] Generating forecast for: HYT [2025-11-22T01:25:25.684515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'. [2025-11-22T01:25:25.695493] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HYT'. [2025-11-22T01:25:25.696546] [DEBUG] [LOCAL ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt [2025-11-22T01:25:25.696599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:25.863024] [INFO ] [sig ] HYT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:26.000489] [INFO ] [LOCAL ] Saved forecast: HYT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/HYT.txt [2025-11-22T01:25:26.000625] [INFO ] [sig ] [793/1897] Completed HYT in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:26.000687] [INFO ] [sig ] [794/1897] Forecasting HZO... [2025-11-22T01:25:26.000721] [INFO ] [sig ] Generating forecast for: HZO [2025-11-22T01:25:26.000752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-11-22T01:25:26.015882] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'HZO'. [2025-11-22T01:25:26.017005] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-11-22T01:25:26.017080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:26.191625] [INFO ] [sig ] HZO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:26.382488] [INFO ] [LOCAL ] Saved forecast: HZO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/HZO.txt [2025-11-22T01:25:26.382661] [INFO ] [sig ] [794/1897] Completed HZO in 0.4s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:26.382743] [INFO ] [sig ] [795/1897] Forecasting IAE... [2025-11-22T01:25:26.382776] [INFO ] [sig ] Generating forecast for: IAE [2025-11-22T01:25:26.382805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-11-22T01:25:26.396699] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IAE'. [2025-11-22T01:25:26.397773] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-11-22T01:25:26.397827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:26.586188] [INFO ] [sig ] IAE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:26.733747] [INFO ] [LOCAL ] Saved forecast: IAE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IAE.txt [2025-11-22T01:25:26.733939] [INFO ] [sig ] [795/1897] Completed IAE in 0.4s | 2.91 sym/s | Total: 4.5m | ETA: 6.3m [2025-11-22T01:25:26.733987] [INFO ] [sig ] [796/1897] Forecasting IAG... [2025-11-22T01:25:26.734020] [INFO ] [sig ] Generating forecast for: IAG [2025-11-22T01:25:26.734050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-11-22T01:25:26.745526] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IAG'. [2025-11-22T01:25:26.746872] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-11-22T01:25:26.746941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:26.923995] [INFO ] [sig ] IAG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:27.070127] [INFO ] [LOCAL ] Saved forecast: IAG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IAG.txt [2025-11-22T01:25:27.070282] [INFO ] [sig ] [796/1897] Completed IAG in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.3m [2025-11-22T01:25:27.070326] [INFO ] [sig ] [797/1897] Forecasting IBM... [2025-11-22T01:25:27.070370] [INFO ] [sig ] Generating forecast for: IBM [2025-11-22T01:25:27.070404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-11-22T01:25:27.082797] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IBM'. [2025-11-22T01:25:27.083953] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-11-22T01:25:27.084007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:27.255924] [INFO ] [sig ] IBM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:27.394734] [INFO ] [LOCAL ] Saved forecast: IBM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IBM.txt [2025-11-22T01:25:27.394868] [INFO ] [sig ] [797/1897] Completed IBM in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.3m [2025-11-22T01:25:27.394907] [INFO ] [sig ] [798/1897] Forecasting IBN... [2025-11-22T01:25:27.394939] [INFO ] [sig ] Generating forecast for: IBN [2025-11-22T01:25:27.394968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-11-22T01:25:27.406387] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IBN'. [2025-11-22T01:25:27.407626] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-11-22T01:25:27.407712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:27.584773] [INFO ] [sig ] IBN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:27.725743] [INFO ] [LOCAL ] Saved forecast: IBN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IBN.txt [2025-11-22T01:25:27.725923] [INFO ] [sig ] [798/1897] Completed IBN in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.3m [2025-11-22T01:25:27.725964] [INFO ] [sig ] [799/1897] Forecasting IBP... [2025-11-22T01:25:27.725996] [INFO ] [sig ] Generating forecast for: IBP [2025-11-22T01:25:27.726027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-11-22T01:25:27.737510] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IBP'. [2025-11-22T01:25:27.738608] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-11-22T01:25:27.738684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:27.919391] [INFO ] [sig ] IBP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:28.058565] [INFO ] [LOCAL ] Saved forecast: IBP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IBP.txt [2025-11-22T01:25:28.058714] [INFO ] [sig ] [799/1897] Completed IBP in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.3m [2025-11-22T01:25:28.058755] [INFO ] [sig ] [800/1897] Forecasting ICE... [2025-11-22T01:25:28.058787] [INFO ] [sig ] Generating forecast for: ICE [2025-11-22T01:25:28.058817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-11-22T01:25:28.070218] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ICE'. [2025-11-22T01:25:28.071284] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-11-22T01:25:28.071341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:28.245243] [INFO ] [sig ] ICE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:28.385739] [INFO ] [LOCAL ] Saved forecast: ICE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ICE.txt [2025-11-22T01:25:28.385867] [INFO ] [sig ] [800/1897] Completed ICE in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.3m [2025-11-22T01:25:28.385907] [INFO ] [sig ] [801/1897] Forecasting ICL... [2025-11-22T01:25:28.385937] [INFO ] [sig ] Generating forecast for: ICL [2025-11-22T01:25:28.385967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-11-22T01:25:28.397930] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ICL'. [2025-11-22T01:25:28.399195] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-11-22T01:25:28.399249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:28.573524] [INFO ] [sig ] ICL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:28.721337] [INFO ] [LOCAL ] Saved forecast: ICL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ICL.txt [2025-11-22T01:25:28.721497] [INFO ] [sig ] [801/1897] Completed ICL in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 6.3m [2025-11-22T01:25:28.721538] [INFO ] [sig ] [802/1897] Forecasting IDA... [2025-11-22T01:25:28.721569] [INFO ] [sig ] Generating forecast for: IDA [2025-11-22T01:25:28.721600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-11-22T01:25:28.733566] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IDA'. [2025-11-22T01:25:28.734705] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-11-22T01:25:28.734758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:28.909593] [INFO ] [sig ] IDA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:29.049257] [INFO ] [LOCAL ] Saved forecast: IDA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IDA.txt [2025-11-22T01:25:29.049396] [INFO ] [sig ] [802/1897] Completed IDA in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 6.3m [2025-11-22T01:25:29.049436] [INFO ] [sig ] [803/1897] Forecasting IDE... [2025-11-22T01:25:29.049467] [INFO ] [sig ] Generating forecast for: IDE [2025-11-22T01:25:29.049498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-11-22T01:25:29.060883] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IDE'. [2025-11-22T01:25:29.061997] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-11-22T01:25:29.062052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:29.237285] [INFO ] [sig ] IDE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:29.378044] [INFO ] [LOCAL ] Saved forecast: IDE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IDE.txt [2025-11-22T01:25:29.378179] [INFO ] [sig ] [803/1897] Completed IDE in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 6.3m [2025-11-22T01:25:29.378219] [INFO ] [sig ] [804/1897] Forecasting IDT... [2025-11-22T01:25:29.378250] [INFO ] [sig ] Generating forecast for: IDT [2025-11-22T01:25:29.378281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'. [2025-11-22T01:25:29.389414] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IDT'. [2025-11-22T01:25:29.390444] [DEBUG] [LOCAL ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt [2025-11-22T01:25:29.390496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:29.564616] [INFO ] [sig ] IDT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:29.703816] [INFO ] [LOCAL ] Saved forecast: IDT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IDT.txt [2025-11-22T01:25:29.703984] [INFO ] [sig ] [804/1897] Completed IDT in 0.3s | 2.92 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:29.704026] [INFO ] [sig ] [805/1897] Forecasting IEX... [2025-11-22T01:25:29.704056] [INFO ] [sig ] Generating forecast for: IEX [2025-11-22T01:25:29.704088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-11-22T01:25:29.720965] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IEX'. [2025-11-22T01:25:29.722108] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-11-22T01:25:29.722192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:29.912694] [INFO ] [sig ] IEX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:30.065955] [INFO ] [LOCAL ] Saved forecast: IEX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IEX.txt [2025-11-22T01:25:30.066119] [INFO ] [sig ] [805/1897] Completed IEX in 0.4s | 2.92 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:30.066159] [INFO ] [sig ] [806/1897] Forecasting IFF... [2025-11-22T01:25:30.066190] [INFO ] [sig ] Generating forecast for: IFF [2025-11-22T01:25:30.066220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-11-22T01:25:30.078521] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IFF'. [2025-11-22T01:25:30.079960] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-11-22T01:25:30.080035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:30.326340] [INFO ] [sig ] IFF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:30.545669] [INFO ] [LOCAL ] Saved forecast: IFF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IFF.txt [2025-11-22T01:25:30.545935] [INFO ] [sig ] [806/1897] Completed IFF in 0.5s | 2.91 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:30.546007] [INFO ] [sig ] [807/1897] Forecasting IFN... [2025-11-22T01:25:30.546065] [INFO ] [sig ] Generating forecast for: IFN [2025-11-22T01:25:30.546120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-11-22T01:25:30.562966] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IFN'. [2025-11-22T01:25:30.564700] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-11-22T01:25:30.564772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:30.772616] [INFO ] [sig ] IFN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:30.919064] [INFO ] [LOCAL ] Saved forecast: IFN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IFN.txt [2025-11-22T01:25:30.919251] [INFO ] [sig ] [807/1897] Completed IFN in 0.4s | 2.91 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:30.919296] [INFO ] [sig ] [808/1897] Forecasting IFS... [2025-11-22T01:25:30.919329] [INFO ] [sig ] Generating forecast for: IFS [2025-11-22T01:25:30.919360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-11-22T01:25:30.931528] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IFS'. [2025-11-22T01:25:30.932872] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-11-22T01:25:30.932929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:31.111789] [INFO ] [sig ] IFS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:31.251722] [INFO ] [LOCAL ] Saved forecast: IFS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IFS.txt [2025-11-22T01:25:31.251874] [INFO ] [sig ] [808/1897] Completed IFS in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:31.251915] [INFO ] [sig ] [809/1897] Forecasting IGA... [2025-11-22T01:25:31.251947] [INFO ] [sig ] Generating forecast for: IGA [2025-11-22T01:25:31.251981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-11-22T01:25:31.265197] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IGA'. [2025-11-22T01:25:31.266347] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-11-22T01:25:31.266401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:31.435946] [INFO ] [sig ] IGA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:31.578613] [INFO ] [LOCAL ] Saved forecast: IGA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IGA.txt [2025-11-22T01:25:31.578787] [INFO ] [sig ] [809/1897] Completed IGA in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:31.578827] [INFO ] [sig ] [810/1897] Forecasting IGD... [2025-11-22T01:25:31.578858] [INFO ] [sig ] Generating forecast for: IGD [2025-11-22T01:25:31.578888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-11-22T01:25:31.598805] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IGD'. [2025-11-22T01:25:31.600016] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-11-22T01:25:31.600080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:31.773972] [INFO ] [sig ] IGD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:31.919101] [INFO ] [LOCAL ] Saved forecast: IGD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IGD.txt [2025-11-22T01:25:31.919257] [INFO ] [sig ] [810/1897] Completed IGD in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:31.919297] [INFO ] [sig ] [811/1897] Forecasting IGI... [2025-11-22T01:25:31.919329] [INFO ] [sig ] Generating forecast for: IGI [2025-11-22T01:25:31.919360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-11-22T01:25:31.931034] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IGI'. [2025-11-22T01:25:31.932137] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-11-22T01:25:31.932190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:32.103959] [INFO ] [sig ] IGI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:32.244102] [INFO ] [LOCAL ] Saved forecast: IGI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IGI.txt [2025-11-22T01:25:32.244261] [INFO ] [sig ] [811/1897] Completed IGI in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:32.244302] [INFO ] [sig ] [812/1897] Forecasting IGR... [2025-11-22T01:25:32.244334] [INFO ] [sig ] Generating forecast for: IGR [2025-11-22T01:25:32.244399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'. [2025-11-22T01:25:32.255678] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IGR'. [2025-11-22T01:25:32.256879] [DEBUG] [LOCAL ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt [2025-11-22T01:25:32.256934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:32.427308] [INFO ] [sig ] IGR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:32.571010] [INFO ] [LOCAL ] Saved forecast: IGR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IGR.txt [2025-11-22T01:25:32.571166] [INFO ] [sig ] [812/1897] Completed IGR in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:32.571205] [INFO ] [sig ] [813/1897] Forecasting IHD... [2025-11-22T01:25:32.571236] [INFO ] [sig ] Generating forecast for: IHD [2025-11-22T01:25:32.571268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'. [2025-11-22T01:25:32.582814] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IHD'. [2025-11-22T01:25:32.583934] [DEBUG] [LOCAL ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt [2025-11-22T01:25:32.583988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:32.745237] [INFO ] [sig ] IHD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:32.883531] [INFO ] [LOCAL ] Saved forecast: IHD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IHD.txt [2025-11-22T01:25:32.883692] [INFO ] [sig ] [813/1897] Completed IHD in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 6.2m [2025-11-22T01:25:32.883736] [INFO ] [sig ] [814/1897] Forecasting IHG... [2025-11-22T01:25:32.883766] [INFO ] [sig ] Generating forecast for: IHG [2025-11-22T01:25:32.883797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-11-22T01:25:32.894898] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IHG'. [2025-11-22T01:25:32.896003] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-11-22T01:25:32.896056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:33.065581] [INFO ] [sig ] IHG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:33.203733] [INFO ] [LOCAL ] Saved forecast: IHG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IHG.txt [2025-11-22T01:25:33.203860] [INFO ] [sig ] [814/1897] Completed IHG in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 6.2m [2025-11-22T01:25:33.203900] [INFO ] [sig ] [815/1897] Forecasting IHS... [2025-11-22T01:25:33.203930] [INFO ] [sig ] Generating forecast for: IHS [2025-11-22T01:25:33.203961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-11-22T01:25:33.214583] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IHS'. [2025-11-22T01:25:33.215673] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-11-22T01:25:33.215727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:33.380028] [INFO ] [sig ] IHS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:33.518429] [INFO ] [LOCAL ] Saved forecast: IHS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IHS.txt [2025-11-22T01:25:33.518577] [INFO ] [sig ] [815/1897] Completed IHS in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.2m [2025-11-22T01:25:33.518627] [INFO ] [sig ] [816/1897] Forecasting IIF... [2025-11-22T01:25:33.518693] [INFO ] [sig ] Generating forecast for: IIF [2025-11-22T01:25:33.518728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-11-22T01:25:33.533345] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IIF'. [2025-11-22T01:25:33.534393] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-11-22T01:25:33.534446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:33.690209] [INFO ] [sig ] IIF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:33.830403] [INFO ] [LOCAL ] Saved forecast: IIF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IIF.txt [2025-11-22T01:25:33.830542] [INFO ] [sig ] [816/1897] Completed IIF in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.2m [2025-11-22T01:25:33.830584] [INFO ] [sig ] [817/1897] Forecasting IIIN... [2025-11-22T01:25:33.830618] [INFO ] [sig ] Generating forecast for: IIIN [2025-11-22T01:25:33.830671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-11-22T01:25:33.842115] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IIIN'. [2025-11-22T01:25:33.843247] [DEBUG] [LOCAL ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt [2025-11-22T01:25:33.843301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:34.038195] [INFO ] [sig ] IIIN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:34.180014] [INFO ] [LOCAL ] Saved forecast: IIIN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IIIN.txt [2025-11-22T01:25:34.180150] [INFO ] [sig ] [817/1897] Completed IIIN in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.2m [2025-11-22T01:25:34.180191] [INFO ] [sig ] [818/1897] Forecasting IIM... [2025-11-22T01:25:34.180222] [INFO ] [sig ] Generating forecast for: IIM [2025-11-22T01:25:34.180254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-11-22T01:25:34.193227] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IIM'. [2025-11-22T01:25:34.194341] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-11-22T01:25:34.194395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:34.375440] [INFO ] [sig ] IIM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:34.515155] [INFO ] [LOCAL ] Saved forecast: IIM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IIM.txt [2025-11-22T01:25:34.515290] [INFO ] [sig ] [818/1897] Completed IIM in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.2m [2025-11-22T01:25:34.515329] [INFO ] [sig ] [819/1897] Forecasting IIPR... [2025-11-22T01:25:34.515360] [INFO ] [sig ] Generating forecast for: IIPR [2025-11-22T01:25:34.515390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'. [2025-11-22T01:25:34.529636] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IIPR'. [2025-11-22T01:25:34.531207] [DEBUG] [LOCAL ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt [2025-11-22T01:25:34.531265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:34.728735] [INFO ] [sig ] IIPR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:34.903602] [INFO ] [LOCAL ] Saved forecast: IIPR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IIPR.txt [2025-11-22T01:25:34.903862] [INFO ] [sig ] [819/1897] Completed IIPR in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 6.2m [2025-11-22T01:25:34.903915] [INFO ] [sig ] [820/1897] Forecasting IMAX... [2025-11-22T01:25:34.903948] [INFO ] [sig ] Generating forecast for: IMAX [2025-11-22T01:25:34.903980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-11-22T01:25:34.917910] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IMAX'. [2025-11-22T01:25:34.919524] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-11-22T01:25:34.919583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:35.118233] [INFO ] [sig ] IMAX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:35.267347] [INFO ] [LOCAL ] Saved forecast: IMAX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IMAX.txt [2025-11-22T01:25:35.267567] [INFO ] [sig ] [820/1897] Completed IMAX in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 6.2m [2025-11-22T01:25:35.267611] [INFO ] [sig ] [821/1897] Forecasting INFY... [2025-11-22T01:25:35.267661] [INFO ] [sig ] Generating forecast for: INFY [2025-11-22T01:25:35.267728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-11-22T01:25:35.281389] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'INFY'. [2025-11-22T01:25:35.282782] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-11-22T01:25:35.282837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:35.476628] [INFO ] [sig ] INFY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:35.622857] [INFO ] [LOCAL ] Saved forecast: INFY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/INFY.txt [2025-11-22T01:25:35.623067] [INFO ] [sig ] [821/1897] Completed INFY in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 6.2m [2025-11-22T01:25:35.623112] [INFO ] [sig ] [822/1897] Forecasting ING... [2025-11-22T01:25:35.623143] [INFO ] [sig ] Generating forecast for: ING [2025-11-22T01:25:35.623188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-11-22T01:25:35.641905] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ING'. [2025-11-22T01:25:35.643223] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-11-22T01:25:35.643313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:35.815593] [INFO ] [sig ] ING: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:35.955502] [INFO ] [LOCAL ] Saved forecast: ING 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ING.txt [2025-11-22T01:25:35.955655] [INFO ] [sig ] [822/1897] Completed ING in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:35.955697] [INFO ] [sig ] [823/1897] Forecasting INGR... [2025-11-22T01:25:35.955727] [INFO ] [sig ] Generating forecast for: INGR [2025-11-22T01:25:35.955757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'. [2025-11-22T01:25:35.967210] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'INGR'. [2025-11-22T01:25:35.968306] [DEBUG] [LOCAL ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt [2025-11-22T01:25:35.968359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:36.136282] [INFO ] [sig ] INGR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:36.275844] [INFO ] [LOCAL ] Saved forecast: INGR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/INGR.txt [2025-11-22T01:25:36.275977] [INFO ] [sig ] [823/1897] Completed INGR in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:36.276017] [INFO ] [sig ] [824/1897] Forecasting INN... [2025-11-22T01:25:36.276047] [INFO ] [sig ] Generating forecast for: INN [2025-11-22T01:25:36.276078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-11-22T01:25:36.286933] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'INN'. [2025-11-22T01:25:36.288067] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-11-22T01:25:36.288122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:36.458228] [INFO ] [sig ] INN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:36.597705] [INFO ] [LOCAL ] Saved forecast: INN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/INN.txt [2025-11-22T01:25:36.597840] [INFO ] [sig ] [824/1897] Completed INN in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:36.597879] [INFO ] [sig ] [825/1897] Forecasting INSP... [2025-11-22T01:25:36.597911] [INFO ] [sig ] Generating forecast for: INSP [2025-11-22T01:25:36.597942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-11-22T01:25:36.609184] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'INSP'. [2025-11-22T01:25:36.610259] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-11-22T01:25:36.610312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:36.789418] [INFO ] [sig ] INSP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:36.930087] [INFO ] [LOCAL ] Saved forecast: INSP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/INSP.txt [2025-11-22T01:25:36.930252] [INFO ] [sig ] [825/1897] Completed INSP in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:36.930302] [INFO ] [sig ] [826/1897] Forecasting INSW... [2025-11-22T01:25:36.930333] [INFO ] [sig ] Generating forecast for: INSW [2025-11-22T01:25:36.930363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'. [2025-11-22T01:25:36.942581] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'INSW'. [2025-11-22T01:25:36.943928] [DEBUG] [LOCAL ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt [2025-11-22T01:25:36.943984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:37.124614] [INFO ] [sig ] INSW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:37.269513] [INFO ] [LOCAL ] Saved forecast: INSW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/INSW.txt [2025-11-22T01:25:37.269726] [INFO ] [sig ] [826/1897] Completed INSW in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:37.269775] [INFO ] [sig ] [827/1897] Forecasting INVH... [2025-11-22T01:25:37.269811] [INFO ] [sig ] Generating forecast for: INVH [2025-11-22T01:25:37.269848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-11-22T01:25:37.281463] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'INVH'. [2025-11-22T01:25:37.282725] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-11-22T01:25:37.282784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:37.451401] [INFO ] [sig ] INVH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:37.591387] [INFO ] [LOCAL ] Saved forecast: INVH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/INVH.txt [2025-11-22T01:25:37.591540] [INFO ] [sig ] [827/1897] Completed INVH in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:37.591580] [INFO ] [sig ] [828/1897] Forecasting IONQ... [2025-11-22T01:25:37.591613] [INFO ] [sig ] Generating forecast for: IONQ [2025-11-22T01:25:37.591664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'. [2025-11-22T01:25:37.603112] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IONQ'. [2025-11-22T01:25:37.604230] [DEBUG] [LOCAL ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt [2025-11-22T01:25:37.604285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:37.783685] [INFO ] [sig ] IONQ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:37.923900] [INFO ] [LOCAL ] Saved forecast: IONQ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IONQ.txt [2025-11-22T01:25:37.924029] [INFO ] [sig ] [828/1897] Completed IONQ in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:37.924069] [INFO ] [sig ] [829/1897] Forecasting IOT... [2025-11-22T01:25:37.924125] [INFO ] [sig ] Generating forecast for: IOT [2025-11-22T01:25:37.924157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'. [2025-11-22T01:25:37.936505] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IOT'. [2025-11-22T01:25:37.941026] [DEBUG] [LOCAL ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt [2025-11-22T01:25:37.941104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:38.129268] [INFO ] [sig ] IOT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:38.285707] [INFO ] [LOCAL ] Saved forecast: IOT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IOT.txt [2025-11-22T01:25:38.285875] [INFO ] [sig ] [829/1897] Completed IOT in 0.4s | 2.92 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:38.285931] [INFO ] [sig ] [830/1897] Forecasting IP... [2025-11-22T01:25:38.285969] [INFO ] [sig ] Generating forecast for: IP [2025-11-22T01:25:38.285999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'. [2025-11-22T01:25:38.300499] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IP'. [2025-11-22T01:25:38.301624] [DEBUG] [LOCAL ] No optimal features file found for IP: ./output/feature-sets/IP.txt [2025-11-22T01:25:38.301712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:38.476081] [INFO ] [sig ] IP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:38.615866] [INFO ] [LOCAL ] Saved forecast: IP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IP.txt [2025-11-22T01:25:38.615987] [INFO ] [sig ] [830/1897] Completed IP in 0.3s | 2.92 sym/s | Total: 4.7m | ETA: 6.1m [2025-11-22T01:25:38.616026] [INFO ] [sig ] [831/1897] Forecasting IPG... [2025-11-22T01:25:38.616058] [INFO ] [sig ] Generating forecast for: IPG [2025-11-22T01:25:38.616087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'. [2025-11-22T01:25:38.627699] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IPG'. [2025-11-22T01:25:38.628739] [DEBUG] [LOCAL ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt [2025-11-22T01:25:38.628796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:38.804944] [INFO ] [sig ] IPG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:38.945115] [INFO ] [LOCAL ] Saved forecast: IPG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IPG.txt [2025-11-22T01:25:38.945234] [INFO ] [sig ] [831/1897] Completed IPG in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.1m [2025-11-22T01:25:38.945273] [INFO ] [sig ] [832/1897] Forecasting IPI... [2025-11-22T01:25:38.945303] [INFO ] [sig ] Generating forecast for: IPI [2025-11-22T01:25:38.945332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-11-22T01:25:38.956026] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IPI'. [2025-11-22T01:25:38.957099] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-11-22T01:25:38.957152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:39.115834] [INFO ] [sig ] IPI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:39.254820] [INFO ] [LOCAL ] Saved forecast: IPI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IPI.txt [2025-11-22T01:25:39.254938] [INFO ] [sig ] [832/1897] Completed IPI in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.1m [2025-11-22T01:25:39.254977] [INFO ] [sig ] [833/1897] Forecasting IQI... [2025-11-22T01:25:39.255007] [INFO ] [sig ] Generating forecast for: IQI [2025-11-22T01:25:39.255036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-11-22T01:25:39.265823] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IQI'. [2025-11-22T01:25:39.266861] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-11-22T01:25:39.266914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:39.428678] [INFO ] [sig ] IQI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:39.573003] [INFO ] [LOCAL ] Saved forecast: IQI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IQI.txt [2025-11-22T01:25:39.573157] [INFO ] [sig ] [833/1897] Completed IQI in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.1m [2025-11-22T01:25:39.573197] [INFO ] [sig ] [834/1897] Forecasting IQV... [2025-11-22T01:25:39.573227] [INFO ] [sig ] Generating forecast for: IQV [2025-11-22T01:25:39.573260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'. [2025-11-22T01:25:39.584833] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IQV'. [2025-11-22T01:25:39.585945] [DEBUG] [LOCAL ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt [2025-11-22T01:25:39.585996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:39.764014] [INFO ] [sig ] IQV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:39.909231] [INFO ] [LOCAL ] Saved forecast: IQV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IQV.txt [2025-11-22T01:25:39.909388] [INFO ] [sig ] [834/1897] Completed IQV in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.1m [2025-11-22T01:25:39.909428] [INFO ] [sig ] [835/1897] Forecasting IR... [2025-11-22T01:25:39.909459] [INFO ] [sig ] Generating forecast for: IR [2025-11-22T01:25:39.909489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'. [2025-11-22T01:25:39.920864] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IR'. [2025-11-22T01:25:39.922050] [DEBUG] [LOCAL ] No optimal features file found for IR: ./output/feature-sets/IR.txt [2025-11-22T01:25:39.922103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:40.100640] [INFO ] [sig ] IR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:40.247347] [INFO ] [LOCAL ] Saved forecast: IR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IR.txt [2025-11-22T01:25:40.247789] [INFO ] [sig ] [835/1897] Completed IR in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.1m [2025-11-22T01:25:40.247833] [INFO ] [sig ] [836/1897] Forecasting IRM... [2025-11-22T01:25:40.247866] [INFO ] [sig ] Generating forecast for: IRM [2025-11-22T01:25:40.247896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-11-22T01:25:40.260089] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IRM'. [2025-11-22T01:25:40.261192] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-11-22T01:25:40.261245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:40.436779] [INFO ] [sig ] IRM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:40.580601] [INFO ] [LOCAL ] Saved forecast: IRM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IRM.txt [2025-11-22T01:25:40.580769] [INFO ] [sig ] [836/1897] Completed IRM in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.1m [2025-11-22T01:25:40.580812] [INFO ] [sig ] [837/1897] Forecasting IRS... [2025-11-22T01:25:40.580843] [INFO ] [sig ] Generating forecast for: IRS [2025-11-22T01:25:40.580872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'. [2025-11-22T01:25:40.592717] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IRS'. [2025-11-22T01:25:40.593750] [DEBUG] [LOCAL ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt [2025-11-22T01:25:40.593807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:40.764222] [INFO ] [sig ] IRS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:40.913101] [INFO ] [LOCAL ] Saved forecast: IRS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IRS.txt [2025-11-22T01:25:40.914096] [INFO ] [sig ] [837/1897] Completed IRS in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.1m [2025-11-22T01:25:40.914142] [INFO ] [sig ] [838/1897] Forecasting IRT... [2025-11-22T01:25:40.914172] [INFO ] [sig ] Generating forecast for: IRT [2025-11-22T01:25:40.914203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'. [2025-11-22T01:25:40.926277] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IRT'. [2025-11-22T01:25:40.927414] [DEBUG] [LOCAL ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt [2025-11-22T01:25:40.927466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:41.105303] [INFO ] [sig ] IRT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:41.243620] [INFO ] [LOCAL ] Saved forecast: IRT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IRT.txt [2025-11-22T01:25:41.243787] [INFO ] [sig ] [838/1897] Completed IRT in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.1m [2025-11-22T01:25:41.243828] [INFO ] [sig ] [839/1897] Forecasting ISD... [2025-11-22T01:25:41.243859] [INFO ] [sig ] Generating forecast for: ISD [2025-11-22T01:25:41.243890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-11-22T01:25:41.255105] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ISD'. [2025-11-22T01:25:41.256197] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-11-22T01:25:41.256277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:41.413855] [INFO ] [sig ] ISD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:41.550402] [INFO ] [LOCAL ] Saved forecast: ISD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ISD.txt [2025-11-22T01:25:41.550512] [INFO ] [sig ] [839/1897] Completed ISD in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:41.550549] [INFO ] [sig ] [840/1897] Forecasting IT... [2025-11-22T01:25:41.550579] [INFO ] [sig ] Generating forecast for: IT [2025-11-22T01:25:41.550608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'. [2025-11-22T01:25:41.561300] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IT'. [2025-11-22T01:25:41.562362] [DEBUG] [LOCAL ] No optimal features file found for IT: ./output/feature-sets/IT.txt [2025-11-22T01:25:41.562414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:41.747787] [INFO ] [sig ] IT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:41.886961] [INFO ] [LOCAL ] Saved forecast: IT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IT.txt [2025-11-22T01:25:41.890056] [INFO ] [sig ] [840/1897] Completed IT in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:41.890147] [INFO ] [sig ] [841/1897] Forecasting ITGR... [2025-11-22T01:25:41.890180] [INFO ] [sig ] Generating forecast for: ITGR [2025-11-22T01:25:41.890211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'. [2025-11-22T01:25:41.906901] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ITGR'. [2025-11-22T01:25:41.908303] [DEBUG] [LOCAL ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt [2025-11-22T01:25:41.908383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:42.081593] [INFO ] [sig ] ITGR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:42.226702] [INFO ] [LOCAL ] Saved forecast: ITGR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ITGR.txt [2025-11-22T01:25:42.226864] [INFO ] [sig ] [841/1897] Completed ITGR in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:42.226906] [INFO ] [sig ] [842/1897] Forecasting ITT... [2025-11-22T01:25:42.226941] [INFO ] [sig ] Generating forecast for: ITT [2025-11-22T01:25:42.226971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'. [2025-11-22T01:25:42.238581] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ITT'. [2025-11-22T01:25:42.239881] [DEBUG] [LOCAL ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt [2025-11-22T01:25:42.239936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:42.410056] [INFO ] [sig ] ITT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:42.549720] [INFO ] [LOCAL ] Saved forecast: ITT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ITT.txt [2025-11-22T01:25:42.549871] [INFO ] [sig ] [842/1897] Completed ITT in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:42.549911] [INFO ] [sig ] [843/1897] Forecasting ITUB... [2025-11-22T01:25:42.549942] [INFO ] [sig ] Generating forecast for: ITUB [2025-11-22T01:25:42.549972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-11-22T01:25:42.561419] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ITUB'. [2025-11-22T01:25:42.562581] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-11-22T01:25:42.562635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:42.734045] [INFO ] [sig ] ITUB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:42.877372] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ITUB.txt [2025-11-22T01:25:42.877558] [INFO ] [sig ] [843/1897] Completed ITUB in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:42.877602] [INFO ] [sig ] [844/1897] Forecasting ITW... [2025-11-22T01:25:42.877633] [INFO ] [sig ] Generating forecast for: ITW [2025-11-22T01:25:42.877686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'. [2025-11-22T01:25:42.889916] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ITW'. [2025-11-22T01:25:42.891148] [DEBUG] [LOCAL ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt [2025-11-22T01:25:42.891203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:43.073147] [INFO ] [sig ] ITW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:43.214005] [INFO ] [LOCAL ] Saved forecast: ITW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ITW.txt [2025-11-22T01:25:43.214180] [INFO ] [sig ] [844/1897] Completed ITW in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:43.214221] [INFO ] [sig ] [845/1897] Forecasting IVR... [2025-11-22T01:25:43.214251] [INFO ] [sig ] Generating forecast for: IVR [2025-11-22T01:25:43.214283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'. [2025-11-22T01:25:43.225577] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IVR'. [2025-11-22T01:25:43.226785] [DEBUG] [LOCAL ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt [2025-11-22T01:25:43.226843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:43.397406] [INFO ] [sig ] IVR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:43.540521] [INFO ] [LOCAL ] Saved forecast: IVR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IVR.txt [2025-11-22T01:25:43.540691] [INFO ] [sig ] [845/1897] Completed IVR in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:43.540741] [INFO ] [sig ] [846/1897] Forecasting IVT... [2025-11-22T01:25:43.540774] [INFO ] [sig ] Generating forecast for: IVT [2025-11-22T01:25:43.540804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'. [2025-11-22T01:25:43.553335] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IVT'. [2025-11-22T01:25:43.554547] [DEBUG] [LOCAL ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt [2025-11-22T01:25:43.554602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:43.742486] [INFO ] [sig ] IVT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:43.882423] [INFO ] [LOCAL ] Saved forecast: IVT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IVT.txt [2025-11-22T01:25:43.882584] [INFO ] [sig ] [846/1897] Completed IVT in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:43.882628] [INFO ] [sig ] [847/1897] Forecasting IVZ... [2025-11-22T01:25:43.882681] [INFO ] [sig ] Generating forecast for: IVZ [2025-11-22T01:25:43.882713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-11-22T01:25:43.894688] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IVZ'. [2025-11-22T01:25:43.895957] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-11-22T01:25:43.896011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:44.070582] [INFO ] [sig ] IVZ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:44.215425] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/IVZ.txt [2025-11-22T01:25:44.215589] [INFO ] [sig ] [847/1897] Completed IVZ in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:44.215631] [INFO ] [sig ] [848/1897] Forecasting IX... [2025-11-22T01:25:44.215690] [INFO ] [sig ] Generating forecast for: IX [2025-11-22T01:25:44.215722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-11-22T01:25:44.227860] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'IX'. [2025-11-22T01:25:44.229048] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-11-22T01:25:44.229102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:44.404178] [INFO ] [sig ] IX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:44.545956] [INFO ] [LOCAL ] Saved forecast: IX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/IX.txt [2025-11-22T01:25:44.546096] [INFO ] [sig ] [848/1897] Completed IX in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:44.546135] [INFO ] [sig ] [849/1897] Forecasting J... [2025-11-22T01:25:44.546165] [INFO ] [sig ] Generating forecast for: J [2025-11-22T01:25:44.546196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-11-22T01:25:44.558422] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'J'. [2025-11-22T01:25:44.559665] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-11-22T01:25:44.559720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:44.751694] [INFO ] [sig ] J: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:44.892866] [INFO ] [LOCAL ] Saved forecast: J 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/J.txt [2025-11-22T01:25:44.893027] [INFO ] [sig ] [849/1897] Completed J in 0.3s | 2.92 sym/s | Total: 4.8m | ETA: 6.0m [2025-11-22T01:25:44.893068] [INFO ] [sig ] [850/1897] Forecasting JBGS... [2025-11-22T01:25:44.893100] [INFO ] [sig ] Generating forecast for: JBGS [2025-11-22T01:25:44.893130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-11-22T01:25:44.907559] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JBGS'. [2025-11-22T01:25:44.908779] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-11-22T01:25:44.908832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:45.082404] [INFO ] [sig ] JBGS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:45.224705] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JBGS.txt [2025-11-22T01:25:45.224930] [INFO ] [sig ] [850/1897] Completed JBGS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 6.0m [2025-11-22T01:25:45.224980] [INFO ] [sig ] [851/1897] Forecasting JBI... [2025-11-22T01:25:45.225012] [INFO ] [sig ] Generating forecast for: JBI [2025-11-22T01:25:45.225042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-11-22T01:25:45.237334] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JBI'. [2025-11-22T01:25:45.238509] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-11-22T01:25:45.238561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:45.412451] [INFO ] [sig ] JBI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:45.555231] [INFO ] [LOCAL ] Saved forecast: JBI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JBI.txt [2025-11-22T01:25:45.555369] [INFO ] [sig ] [851/1897] Completed JBI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 6.0m [2025-11-22T01:25:45.555408] [INFO ] [sig ] [852/1897] Forecasting JBL... [2025-11-22T01:25:45.555438] [INFO ] [sig ] Generating forecast for: JBL [2025-11-22T01:25:45.555468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-11-22T01:25:45.566750] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JBL'. [2025-11-22T01:25:45.567891] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-11-22T01:25:45.567955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:45.744672] [INFO ] [sig ] JBL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:45.882894] [INFO ] [LOCAL ] Saved forecast: JBL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JBL.txt [2025-11-22T01:25:45.883046] [INFO ] [sig ] [852/1897] Completed JBL in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 6.0m [2025-11-22T01:25:45.883086] [INFO ] [sig ] [853/1897] Forecasting JBND... [2025-11-22T01:25:45.883117] [INFO ] [sig ] Generating forecast for: JBND [2025-11-22T01:25:45.883147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-11-22T01:25:45.903876] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JBND'. [2025-11-22T01:25:45.905164] [DEBUG] [LOCAL ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt [2025-11-22T01:25:45.905218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:46.070206] [INFO ] [sig ] JBND: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:46.210139] [INFO ] [LOCAL ] Saved forecast: JBND 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JBND.txt [2025-11-22T01:25:46.210265] [INFO ] [sig ] [853/1897] Completed JBND in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 6.0m [2025-11-22T01:25:46.210304] [INFO ] [sig ] [854/1897] Forecasting JCE... [2025-11-22T01:25:46.210333] [INFO ] [sig ] Generating forecast for: JCE [2025-11-22T01:25:46.210363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-11-22T01:25:46.221855] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JCE'. [2025-11-22T01:25:46.222954] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-11-22T01:25:46.223019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:46.406293] [INFO ] [sig ] JCE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:46.545242] [INFO ] [LOCAL ] Saved forecast: JCE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JCE.txt [2025-11-22T01:25:46.545371] [INFO ] [sig ] [854/1897] Completed JCE in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 6.0m [2025-11-22T01:25:46.545413] [INFO ] [sig ] [855/1897] Forecasting JCI... [2025-11-22T01:25:46.545443] [INFO ] [sig ] Generating forecast for: JCI [2025-11-22T01:25:46.545473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-11-22T01:25:46.556300] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JCI'. [2025-11-22T01:25:46.557432] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-11-22T01:25:46.557485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:46.726142] [INFO ] [sig ] JCI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:46.865044] [INFO ] [LOCAL ] Saved forecast: JCI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JCI.txt [2025-11-22T01:25:46.865171] [INFO ] [sig ] [855/1897] Completed JCI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:46.865210] [INFO ] [sig ] [856/1897] Forecasting JEF... [2025-11-22T01:25:46.865246] [INFO ] [sig ] Generating forecast for: JEF [2025-11-22T01:25:46.865276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-11-22T01:25:46.876899] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JEF'. [2025-11-22T01:25:46.878134] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-11-22T01:25:46.878187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:47.053968] [INFO ] [sig ] JEF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:47.192490] [INFO ] [LOCAL ] Saved forecast: JEF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JEF.txt [2025-11-22T01:25:47.192664] [INFO ] [sig ] [856/1897] Completed JEF in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:47.192707] [INFO ] [sig ] [857/1897] Forecasting JELD... [2025-11-22T01:25:47.192749] [INFO ] [sig ] Generating forecast for: JELD [2025-11-22T01:25:47.192780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-11-22T01:25:47.204567] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JELD'. [2025-11-22T01:25:47.205735] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-11-22T01:25:47.205788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:47.373896] [INFO ] [sig ] JELD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:47.515881] [INFO ] [LOCAL ] Saved forecast: JELD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JELD.txt [2025-11-22T01:25:47.516040] [INFO ] [sig ] [857/1897] Completed JELD in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:47.516080] [INFO ] [sig ] [858/1897] Forecasting JFR... [2025-11-22T01:25:47.516110] [INFO ] [sig ] Generating forecast for: JFR [2025-11-22T01:25:47.516142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'. [2025-11-22T01:25:47.527012] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JFR'. [2025-11-22T01:25:47.528144] [DEBUG] [LOCAL ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt [2025-11-22T01:25:47.528196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:47.701378] [INFO ] [sig ] JFR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:47.841827] [INFO ] [LOCAL ] Saved forecast: JFR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JFR.txt [2025-11-22T01:25:47.841952] [INFO ] [sig ] [858/1897] Completed JFR in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:47.841991] [INFO ] [sig ] [859/1897] Forecasting JGH... [2025-11-22T01:25:47.842020] [INFO ] [sig ] Generating forecast for: JGH [2025-11-22T01:25:47.842051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'. [2025-11-22T01:25:47.853827] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JGH'. [2025-11-22T01:25:47.854986] [DEBUG] [LOCAL ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt [2025-11-22T01:25:47.855039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:48.052219] [INFO ] [sig ] JGH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:48.191861] [INFO ] [LOCAL ] Saved forecast: JGH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JGH.txt [2025-11-22T01:25:48.192029] [INFO ] [sig ] [859/1897] Completed JGH in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:48.192070] [INFO ] [sig ] [860/1897] Forecasting JHG... [2025-11-22T01:25:48.192100] [INFO ] [sig ] Generating forecast for: JHG [2025-11-22T01:25:48.192131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-11-22T01:25:48.206838] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JHG'. [2025-11-22T01:25:48.212326] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-11-22T01:25:48.212386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:48.390425] [INFO ] [sig ] JHG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:48.529356] [INFO ] [LOCAL ] Saved forecast: JHG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JHG.txt [2025-11-22T01:25:48.529473] [INFO ] [sig ] [860/1897] Completed JHG in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:48.529521] [INFO ] [sig ] [861/1897] Forecasting JHI... [2025-11-22T01:25:48.529552] [INFO ] [sig ] Generating forecast for: JHI [2025-11-22T01:25:48.529582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-11-22T01:25:48.541083] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JHI'. [2025-11-22T01:25:48.542117] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-11-22T01:25:48.542169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:48.728152] [INFO ] [sig ] JHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:48.870173] [INFO ] [LOCAL ] Saved forecast: JHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JHI.txt [2025-11-22T01:25:48.870331] [INFO ] [sig ] [861/1897] Completed JHI in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:48.870373] [INFO ] [sig ] [862/1897] Forecasting JHS... [2025-11-22T01:25:48.870404] [INFO ] [sig ] Generating forecast for: JHS [2025-11-22T01:25:48.870435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'. [2025-11-22T01:25:48.881865] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JHS'. [2025-11-22T01:25:48.883103] [DEBUG] [LOCAL ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt [2025-11-22T01:25:48.883157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:49.050613] [INFO ] [sig ] JHS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:49.188986] [INFO ] [LOCAL ] Saved forecast: JHS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JHS.txt [2025-11-22T01:25:49.189132] [INFO ] [sig ] [862/1897] Completed JHS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:49.189174] [INFO ] [sig ] [863/1897] Forecasting JHX... [2025-11-22T01:25:49.189204] [INFO ] [sig ] Generating forecast for: JHX [2025-11-22T01:25:49.189233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-11-22T01:25:49.200676] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JHX'. [2025-11-22T01:25:49.201767] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-11-22T01:25:49.201821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:49.375082] [INFO ] [sig ] JHX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:49.517504] [INFO ] [LOCAL ] Saved forecast: JHX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JHX.txt [2025-11-22T01:25:49.517662] [INFO ] [sig ] [863/1897] Completed JHX in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:49.517704] [INFO ] [sig ] [864/1897] Forecasting JILL... [2025-11-22T01:25:49.517735] [INFO ] [sig ] Generating forecast for: JILL [2025-11-22T01:25:49.517765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-11-22T01:25:49.529340] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JILL'. [2025-11-22T01:25:49.530474] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-11-22T01:25:49.530526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:49.700883] [INFO ] [sig ] JILL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:49.847426] [INFO ] [LOCAL ] Saved forecast: JILL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JILL.txt [2025-11-22T01:25:49.847586] [INFO ] [sig ] [864/1897] Completed JILL in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:49.847628] [INFO ] [sig ] [865/1897] Forecasting JKS... [2025-11-22T01:25:49.847678] [INFO ] [sig ] Generating forecast for: JKS [2025-11-22T01:25:49.847711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-11-22T01:25:49.858802] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JKS'. [2025-11-22T01:25:49.859924] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-11-22T01:25:49.859989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:50.027245] [INFO ] [sig ] JKS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:50.165689] [INFO ] [LOCAL ] Saved forecast: JKS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JKS.txt [2025-11-22T01:25:50.165827] [INFO ] [sig ] [865/1897] Completed JKS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:50.165867] [INFO ] [sig ] [866/1897] Forecasting JLL... [2025-11-22T01:25:50.165896] [INFO ] [sig ] Generating forecast for: JLL [2025-11-22T01:25:50.165927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-11-22T01:25:50.177153] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JLL'. [2025-11-22T01:25:50.178212] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-11-22T01:25:50.178265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:50.349389] [INFO ] [sig ] JLL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:50.490039] [INFO ] [LOCAL ] Saved forecast: JLL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JLL.txt [2025-11-22T01:25:50.490167] [INFO ] [sig ] [866/1897] Completed JLL in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:50.490207] [INFO ] [sig ] [867/1897] Forecasting JLS... [2025-11-22T01:25:50.490235] [INFO ] [sig ] Generating forecast for: JLS [2025-11-22T01:25:50.490266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-11-22T01:25:50.501943] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JLS'. [2025-11-22T01:25:50.503090] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-11-22T01:25:50.503143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:50.672150] [INFO ] [sig ] JLS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:50.819194] [INFO ] [LOCAL ] Saved forecast: JLS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JLS.txt [2025-11-22T01:25:50.819358] [INFO ] [sig ] [867/1897] Completed JLS in 0.3s | 2.92 sym/s | Total: 4.9m | ETA: 5.9m [2025-11-22T01:25:50.819401] [INFO ] [sig ] [868/1897] Forecasting JMIA... [2025-11-22T01:25:50.819430] [INFO ] [sig ] Generating forecast for: JMIA [2025-11-22T01:25:50.819462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-11-22T01:25:50.831737] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JMIA'. [2025-11-22T01:25:50.832856] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-11-22T01:25:50.832911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:51.004474] [INFO ] [sig ] JMIA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:51.148852] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JMIA.txt [2025-11-22T01:25:51.149015] [INFO ] [sig ] [868/1897] Completed JMIA in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.9m [2025-11-22T01:25:51.149059] [INFO ] [sig ] [869/1897] Forecasting JNJ... [2025-11-22T01:25:51.149090] [INFO ] [sig ] Generating forecast for: JNJ [2025-11-22T01:25:51.149123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-11-22T01:25:51.161190] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JNJ'. [2025-11-22T01:25:51.162435] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-11-22T01:25:51.162490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:51.346094] [INFO ] [sig ] JNJ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:51.494529] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JNJ.txt [2025-11-22T01:25:51.494697] [INFO ] [sig ] [869/1897] Completed JNJ in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.9m [2025-11-22T01:25:51.494793] [INFO ] [sig ] [870/1897] Forecasting JOBY... [2025-11-22T01:25:51.494833] [INFO ] [sig ] Generating forecast for: JOBY [2025-11-22T01:25:51.494864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-11-22T01:25:51.506919] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JOBY'. [2025-11-22T01:25:51.508180] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-11-22T01:25:51.508233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:51.699201] [INFO ] [sig ] JOBY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:51.837705] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JOBY.txt [2025-11-22T01:25:51.837831] [INFO ] [sig ] [870/1897] Completed JOBY in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.9m [2025-11-22T01:25:51.837870] [INFO ] [sig ] [871/1897] Forecasting JOE... [2025-11-22T01:25:51.837899] [INFO ] [sig ] Generating forecast for: JOE [2025-11-22T01:25:51.837928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-11-22T01:25:51.848571] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JOE'. [2025-11-22T01:25:51.849677] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-11-22T01:25:51.849732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:52.014595] [INFO ] [sig ] JOE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:52.154375] [INFO ] [LOCAL ] Saved forecast: JOE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JOE.txt [2025-11-22T01:25:52.154507] [INFO ] [sig ] [871/1897] Completed JOE in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.9m [2025-11-22T01:25:52.154546] [INFO ] [sig ] [872/1897] Forecasting JOF... [2025-11-22T01:25:52.154575] [INFO ] [sig ] Generating forecast for: JOF [2025-11-22T01:25:52.154604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-11-22T01:25:52.167891] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JOF'. [2025-11-22T01:25:52.169008] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-11-22T01:25:52.169062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:52.311700] [INFO ] [sig ] JOF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:52.451605] [INFO ] [LOCAL ] Saved forecast: JOF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JOF.txt [2025-11-22T01:25:52.451759] [INFO ] [sig ] [872/1897] Completed JOF in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:52.451799] [INFO ] [sig ] [873/1897] Forecasting JPC... [2025-11-22T01:25:52.451830] [INFO ] [sig ] Generating forecast for: JPC [2025-11-22T01:25:52.451861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-11-22T01:25:52.462690] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JPC'. [2025-11-22T01:25:52.463838] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-11-22T01:25:52.463894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:52.626407] [INFO ] [sig ] JPC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:52.767885] [INFO ] [LOCAL ] Saved forecast: JPC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JPC.txt [2025-11-22T01:25:52.768013] [INFO ] [sig ] [873/1897] Completed JPC in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:52.768063] [INFO ] [sig ] [874/1897] Forecasting JPM... [2025-11-22T01:25:52.768102] [INFO ] [sig ] Generating forecast for: JPM [2025-11-22T01:25:52.768138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-11-22T01:25:52.785556] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JPM'. [2025-11-22T01:25:52.786741] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-11-22T01:25:52.786796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:52.960357] [INFO ] [sig ] JPM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:53.100566] [INFO ] [LOCAL ] Saved forecast: JPM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JPM.txt [2025-11-22T01:25:53.100714] [INFO ] [sig ] [874/1897] Completed JPM in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:53.100759] [INFO ] [sig ] [875/1897] Forecasting JQC... [2025-11-22T01:25:53.100789] [INFO ] [sig ] Generating forecast for: JQC [2025-11-22T01:25:53.100819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-11-22T01:25:53.111889] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JQC'. [2025-11-22T01:25:53.112988] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-11-22T01:25:53.113042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:53.273599] [INFO ] [sig ] JQC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:53.411391] [INFO ] [LOCAL ] Saved forecast: JQC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JQC.txt [2025-11-22T01:25:53.411525] [INFO ] [sig ] [875/1897] Completed JQC in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:53.411563] [INFO ] [sig ] [876/1897] Forecasting JRI... [2025-11-22T01:25:53.411593] [INFO ] [sig ] Generating forecast for: JRI [2025-11-22T01:25:53.411623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-11-22T01:25:53.422890] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JRI'. [2025-11-22T01:25:53.423971] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-11-22T01:25:53.424041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:53.595103] [INFO ] [sig ] JRI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:53.736189] [INFO ] [LOCAL ] Saved forecast: JRI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JRI.txt [2025-11-22T01:25:53.736333] [INFO ] [sig ] [876/1897] Completed JRI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:53.736374] [INFO ] [sig ] [877/1897] Forecasting JRS... [2025-11-22T01:25:53.736404] [INFO ] [sig ] Generating forecast for: JRS [2025-11-22T01:25:53.736434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-11-22T01:25:53.747103] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JRS'. [2025-11-22T01:25:53.748288] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-11-22T01:25:53.748347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:53.916689] [INFO ] [sig ] JRS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:54.056331] [INFO ] [LOCAL ] Saved forecast: JRS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/JRS.txt [2025-11-22T01:25:54.056467] [INFO ] [sig ] [877/1897] Completed JRS in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:54.056507] [INFO ] [sig ] [878/1897] Forecasting JXN... [2025-11-22T01:25:54.056536] [INFO ] [sig ] Generating forecast for: JXN [2025-11-22T01:25:54.056566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-11-22T01:25:54.068416] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'JXN'. [2025-11-22T01:25:54.069582] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-11-22T01:25:54.069635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:54.242581] [INFO ] [sig ] JXN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:54.380482] [INFO ] [LOCAL ] Saved forecast: JXN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/JXN.txt [2025-11-22T01:25:54.380604] [INFO ] [sig ] [878/1897] Completed JXN in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:54.380659] [INFO ] [sig ] [879/1897] Forecasting K... [2025-11-22T01:25:54.380693] [INFO ] [sig ] Generating forecast for: K [2025-11-22T01:25:54.380723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-11-22T01:25:54.391361] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'K'. [2025-11-22T01:25:54.392433] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-11-22T01:25:54.392492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:54.560758] [INFO ] [sig ] K: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:54.700316] [INFO ] [LOCAL ] Saved forecast: K 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/K.txt [2025-11-22T01:25:54.700434] [INFO ] [sig ] [879/1897] Completed K in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:54.700472] [INFO ] [sig ] [880/1897] Forecasting KAI... [2025-11-22T01:25:54.700502] [INFO ] [sig ] Generating forecast for: KAI [2025-11-22T01:25:54.700531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-11-22T01:25:54.711901] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KAI'. [2025-11-22T01:25:54.713122] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-11-22T01:25:54.713177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:54.875881] [INFO ] [sig ] KAI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:55.013904] [INFO ] [LOCAL ] Saved forecast: KAI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KAI.txt [2025-11-22T01:25:55.014032] [INFO ] [sig ] [880/1897] Completed KAI in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:55.014071] [INFO ] [sig ] [881/1897] Forecasting KAR... [2025-11-22T01:25:55.014101] [INFO ] [sig ] Generating forecast for: KAR [2025-11-22T01:25:55.014133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'. [2025-11-22T01:25:55.025711] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KAR'. [2025-11-22T01:25:55.026820] [DEBUG] [LOCAL ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt [2025-11-22T01:25:55.026873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:55.192680] [INFO ] [sig ] KAR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:55.331352] [INFO ] [LOCAL ] Saved forecast: KAR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KAR.txt [2025-11-22T01:25:55.331488] [INFO ] [sig ] [881/1897] Completed KAR in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:55.331528] [INFO ] [sig ] [882/1897] Forecasting KB... [2025-11-22T01:25:55.331557] [INFO ] [sig ] Generating forecast for: KB [2025-11-22T01:25:55.331588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-11-22T01:25:55.342247] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KB'. [2025-11-22T01:25:55.343315] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-11-22T01:25:55.343368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:55.506221] [INFO ] [sig ] KB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:55.645040] [INFO ] [LOCAL ] Saved forecast: KB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KB.txt [2025-11-22T01:25:55.645209] [INFO ] [sig ] [882/1897] Completed KB in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:55.645259] [INFO ] [sig ] [883/1897] Forecasting KBH... [2025-11-22T01:25:55.645288] [INFO ] [sig ] Generating forecast for: KBH [2025-11-22T01:25:55.645318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-11-22T01:25:55.656401] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KBH'. [2025-11-22T01:25:55.657548] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-11-22T01:25:55.657600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:55.829204] [INFO ] [sig ] KBH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:55.972599] [INFO ] [LOCAL ] Saved forecast: KBH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KBH.txt [2025-11-22T01:25:55.972751] [INFO ] [sig ] [883/1897] Completed KBH in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:55.972792] [INFO ] [sig ] [884/1897] Forecasting KBR... [2025-11-22T01:25:55.972822] [INFO ] [sig ] Generating forecast for: KBR [2025-11-22T01:25:55.972853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'. [2025-11-22T01:25:55.984444] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KBR'. [2025-11-22T01:25:55.985602] [DEBUG] [LOCAL ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt [2025-11-22T01:25:55.985674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:56.154577] [INFO ] [sig ] KBR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:56.296833] [INFO ] [LOCAL ] Saved forecast: KBR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KBR.txt [2025-11-22T01:25:56.296968] [INFO ] [sig ] [884/1897] Completed KBR in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:56.297008] [INFO ] [sig ] [885/1897] Forecasting KD... [2025-11-22T01:25:56.297047] [INFO ] [sig ] Generating forecast for: KD [2025-11-22T01:25:56.297081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-11-22T01:25:56.308463] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KD'. [2025-11-22T01:25:56.309607] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-11-22T01:25:56.309693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:56.499378] [INFO ] [sig ] KD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:56.637708] [INFO ] [LOCAL ] Saved forecast: KD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KD.txt [2025-11-22T01:25:56.637885] [INFO ] [sig ] [885/1897] Completed KD in 0.3s | 2.92 sym/s | Total: 5.0m | ETA: 5.8m [2025-11-22T01:25:56.637927] [INFO ] [sig ] [886/1897] Forecasting KEN... [2025-11-22T01:25:56.637959] [INFO ] [sig ] Generating forecast for: KEN [2025-11-22T01:25:56.637990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-11-22T01:25:56.649471] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KEN'. [2025-11-22T01:25:56.650776] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-11-22T01:25:56.650829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:56.846029] [INFO ] [sig ] KEN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:57.011946] [INFO ] [LOCAL ] Saved forecast: KEN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KEN.txt [2025-11-22T01:25:57.012116] [INFO ] [sig ] [886/1897] Completed KEN in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 5.8m [2025-11-22T01:25:57.012159] [INFO ] [sig ] [887/1897] Forecasting KEP... [2025-11-22T01:25:57.012189] [INFO ] [sig ] Generating forecast for: KEP [2025-11-22T01:25:57.012254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-11-22T01:25:57.023424] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KEP'. [2025-11-22T01:25:57.024611] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-11-22T01:25:57.024689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:57.206556] [INFO ] [sig ] KEP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:57.350214] [INFO ] [LOCAL ] Saved forecast: KEP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KEP.txt [2025-11-22T01:25:57.350376] [INFO ] [sig ] [887/1897] Completed KEP in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.8m [2025-11-22T01:25:57.350416] [INFO ] [sig ] [888/1897] Forecasting KEX... [2025-11-22T01:25:57.350446] [INFO ] [sig ] Generating forecast for: KEX [2025-11-22T01:25:57.350475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-11-22T01:25:57.363156] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KEX'. [2025-11-22T01:25:57.364346] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-11-22T01:25:57.364401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:57.565670] [INFO ] [sig ] KEX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:57.705603] [INFO ] [LOCAL ] Saved forecast: KEX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KEX.txt [2025-11-22T01:25:57.705762] [INFO ] [sig ] [888/1897] Completed KEX in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 5.8m [2025-11-22T01:25:57.705804] [INFO ] [sig ] [889/1897] Forecasting KEYS... [2025-11-22T01:25:57.705833] [INFO ] [sig ] Generating forecast for: KEYS [2025-11-22T01:25:57.705864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-11-22T01:25:57.718377] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KEYS'. [2025-11-22T01:25:57.719494] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-11-22T01:25:57.719547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:57.907992] [INFO ] [sig ] KEYS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:58.046345] [INFO ] [LOCAL ] Saved forecast: KEYS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KEYS.txt [2025-11-22T01:25:58.046472] [INFO ] [sig ] [889/1897] Completed KEYS in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:25:58.046512] [INFO ] [sig ] [890/1897] Forecasting KF... [2025-11-22T01:25:58.046541] [INFO ] [sig ] Generating forecast for: KF [2025-11-22T01:25:58.046572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'. [2025-11-22T01:25:58.058374] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KF'. [2025-11-22T01:25:58.059540] [DEBUG] [LOCAL ] No optimal features file found for KF: ./output/feature-sets/KF.txt [2025-11-22T01:25:58.059592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:58.224441] [INFO ] [sig ] KF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:58.363610] [INFO ] [LOCAL ] Saved forecast: KF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KF.txt [2025-11-22T01:25:58.363762] [INFO ] [sig ] [890/1897] Completed KF in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:25:58.363803] [INFO ] [sig ] [891/1897] Forecasting KFRC... [2025-11-22T01:25:58.363833] [INFO ] [sig ] Generating forecast for: KFRC [2025-11-22T01:25:58.363864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'. [2025-11-22T01:25:58.374927] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KFRC'. [2025-11-22T01:25:58.375967] [DEBUG] [LOCAL ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt [2025-11-22T01:25:58.376020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:58.557565] [INFO ] [sig ] KFRC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:58.703724] [INFO ] [LOCAL ] Saved forecast: KFRC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KFRC.txt [2025-11-22T01:25:58.703886] [INFO ] [sig ] [891/1897] Completed KFRC in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:25:58.703927] [INFO ] [sig ] [892/1897] Forecasting KFS... [2025-11-22T01:25:58.703956] [INFO ] [sig ] Generating forecast for: KFS [2025-11-22T01:25:58.703996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'. [2025-11-22T01:25:58.718983] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KFS'. [2025-11-22T01:25:58.720126] [DEBUG] [LOCAL ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt [2025-11-22T01:25:58.720179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:58.893662] [INFO ] [sig ] KFS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:25:59.031203] [INFO ] [LOCAL ] Saved forecast: KFS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KFS.txt [2025-11-22T01:25:59.031363] [INFO ] [sig ] [892/1897] Completed KFS in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:25:59.031404] [INFO ] [sig ] [893/1897] Forecasting KFY... [2025-11-22T01:25:59.031434] [INFO ] [sig ] Generating forecast for: KFY [2025-11-22T01:25:59.031465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-11-22T01:25:59.052702] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KFY'. [2025-11-22T01:25:59.053921] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-11-22T01:25:59.053975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:59.221979] [INFO ] [sig ] KFY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:59.363427] [INFO ] [LOCAL ] Saved forecast: KFY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KFY.txt [2025-11-22T01:25:59.363595] [INFO ] [sig ] [893/1897] Completed KFY in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:25:59.363663] [INFO ] [sig ] [894/1897] Forecasting KGS... [2025-11-22T01:25:59.363698] [INFO ] [sig ] Generating forecast for: KGS [2025-11-22T01:25:59.363731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-11-22T01:25:59.377145] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KGS'. [2025-11-22T01:25:59.378344] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-11-22T01:25:59.378398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:59.560426] [INFO ] [sig ] KGS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:25:59.699899] [INFO ] [LOCAL ] Saved forecast: KGS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KGS.txt [2025-11-22T01:25:59.700037] [INFO ] [sig ] [894/1897] Completed KGS in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:25:59.700077] [INFO ] [sig ] [895/1897] Forecasting KIM... [2025-11-22T01:25:59.700106] [INFO ] [sig ] Generating forecast for: KIM [2025-11-22T01:25:59.700136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-11-22T01:25:59.711613] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KIM'. [2025-11-22T01:25:59.712822] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-11-22T01:25:59.712875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:25:59.927522] [INFO ] [sig ] KIM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:00.078048] [INFO ] [LOCAL ] Saved forecast: KIM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KIM.txt [2025-11-22T01:26:00.078192] [INFO ] [sig ] [895/1897] Completed KIM in 0.4s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:26:00.078241] [INFO ] [sig ] [896/1897] Forecasting KIO... [2025-11-22T01:26:00.078272] [INFO ] [sig ] Generating forecast for: KIO [2025-11-22T01:26:00.078304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-11-22T01:26:00.091500] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KIO'. [2025-11-22T01:26:00.092823] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-11-22T01:26:00.092879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:00.918476] [INFO ] [sig ] KIO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:01.056773] [INFO ] [LOCAL ] Saved forecast: KIO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KIO.txt [2025-11-22T01:26:01.056893] [INFO ] [sig ] [896/1897] Completed KIO in 1.0s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:26:01.056932] [INFO ] [sig ] [897/1897] Forecasting KKR... [2025-11-22T01:26:01.056961] [INFO ] [sig ] Generating forecast for: KKR [2025-11-22T01:26:01.056990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'. [2025-11-22T01:26:01.068276] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KKR'. [2025-11-22T01:26:01.069303] [DEBUG] [LOCAL ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt [2025-11-22T01:26:01.069384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:01.243048] [INFO ] [sig ] KKR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:01.381361] [INFO ] [LOCAL ] Saved forecast: KKR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KKR.txt [2025-11-22T01:26:01.381485] [INFO ] [sig ] [897/1897] Completed KKR in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:26:01.381524] [INFO ] [sig ] [898/1897] Forecasting KKRS... [2025-11-22T01:26:01.381552] [INFO ] [sig ] Generating forecast for: KKRS [2025-11-22T01:26:01.381581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-11-22T01:26:01.392749] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KKRS'. [2025-11-22T01:26:01.393785] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-11-22T01:26:01.393838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:01.563613] [INFO ] [sig ] KKRS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:01.702325] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KKRS.txt [2025-11-22T01:26:01.702504] [INFO ] [sig ] [898/1897] Completed KKRS in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:26:01.702546] [INFO ] [sig ] [899/1897] Forecasting KMI... [2025-11-22T01:26:01.702577] [INFO ] [sig ] Generating forecast for: KMI [2025-11-22T01:26:01.702608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-11-22T01:26:01.714439] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KMI'. [2025-11-22T01:26:01.715528] [DEBUG] [LOCAL ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt [2025-11-22T01:26:01.715581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:01.887622] [INFO ] [sig ] KMI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:02.025717] [INFO ] [LOCAL ] Saved forecast: KMI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KMI.txt [2025-11-22T01:26:02.025862] [INFO ] [sig ] [899/1897] Completed KMI in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:26:02.025903] [INFO ] [sig ] [900/1897] Forecasting KMPB... [2025-11-22T01:26:02.025933] [INFO ] [sig ] Generating forecast for: KMPB [2025-11-22T01:26:02.025962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-11-22T01:26:02.036967] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KMPB'. [2025-11-22T01:26:02.038073] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-11-22T01:26:02.038126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:02.205543] [INFO ] [sig ] KMPB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:02.344413] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KMPB.txt [2025-11-22T01:26:02.344539] [INFO ] [sig ] [900/1897] Completed KMPB in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:26:02.344577] [INFO ] [sig ] [901/1897] Forecasting KMPR... [2025-11-22T01:26:02.344607] [INFO ] [sig ] Generating forecast for: KMPR [2025-11-22T01:26:02.344637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'. [2025-11-22T01:26:02.359248] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KMPR'. [2025-11-22T01:26:02.360538] [DEBUG] [LOCAL ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt [2025-11-22T01:26:02.360594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:02.529411] [INFO ] [sig ] KMPR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:02.671866] [INFO ] [LOCAL ] Saved forecast: KMPR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KMPR.txt [2025-11-22T01:26:02.672040] [INFO ] [sig ] [901/1897] Completed KMPR in 0.3s | 2.92 sym/s | Total: 5.1m | ETA: 5.7m [2025-11-22T01:26:02.672082] [INFO ] [sig ] [902/1897] Forecasting KMT... [2025-11-22T01:26:02.672112] [INFO ] [sig ] Generating forecast for: KMT [2025-11-22T01:26:02.672144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'. [2025-11-22T01:26:02.683661] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KMT'. [2025-11-22T01:26:02.684880] [DEBUG] [LOCAL ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt [2025-11-22T01:26:02.684936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:02.900252] [INFO ] [sig ] KMT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:03.041452] [INFO ] [LOCAL ] Saved forecast: KMT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KMT.txt [2025-11-22T01:26:03.041605] [INFO ] [sig ] [902/1897] Completed KMT in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 5.7m [2025-11-22T01:26:03.041676] [INFO ] [sig ] [903/1897] Forecasting KMX... [2025-11-22T01:26:03.041713] [INFO ] [sig ] Generating forecast for: KMX [2025-11-22T01:26:03.041743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-11-22T01:26:03.053999] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KMX'. [2025-11-22T01:26:03.055094] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-11-22T01:26:03.055147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:03.237274] [INFO ] [sig ] KMX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:03.376555] [INFO ] [LOCAL ] Saved forecast: KMX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KMX.txt [2025-11-22T01:26:03.376712] [INFO ] [sig ] [903/1897] Completed KMX in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.7m [2025-11-22T01:26:03.376759] [INFO ] [sig ] [904/1897] Forecasting KN... [2025-11-22T01:26:03.376789] [INFO ] [sig ] Generating forecast for: KN [2025-11-22T01:26:03.376850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-11-22T01:26:03.388691] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KN'. [2025-11-22T01:26:03.389826] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-11-22T01:26:03.389880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:03.560010] [INFO ] [sig ] KN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:03.702224] [INFO ] [LOCAL ] Saved forecast: KN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KN.txt [2025-11-22T01:26:03.702376] [INFO ] [sig ] [904/1897] Completed KN in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.7m [2025-11-22T01:26:03.702418] [INFO ] [sig ] [905/1897] Forecasting KNF... [2025-11-22T01:26:03.702447] [INFO ] [sig ] Generating forecast for: KNF [2025-11-22T01:26:03.702478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-11-22T01:26:03.714698] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNF'. [2025-11-22T01:26:03.715914] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-11-22T01:26:03.715965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:03.906392] [INFO ] [sig ] KNF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:04.047442] [INFO ] [LOCAL ] Saved forecast: KNF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KNF.txt [2025-11-22T01:26:04.047609] [INFO ] [sig ] [905/1897] Completed KNF in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.7m [2025-11-22T01:26:04.047674] [INFO ] [sig ] [906/1897] Forecasting KNOP... [2025-11-22T01:26:04.047708] [INFO ] [sig ] Generating forecast for: KNOP [2025-11-22T01:26:04.047741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-11-22T01:26:04.063425] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNOP'. [2025-11-22T01:26:04.065111] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-11-22T01:26:04.065184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:04.246745] [INFO ] [sig ] KNOP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:04.384727] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KNOP.txt [2025-11-22T01:26:04.384868] [INFO ] [sig ] [906/1897] Completed KNOP in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.7m [2025-11-22T01:26:04.384909] [INFO ] [sig ] [907/1897] Forecasting KNSL... [2025-11-22T01:26:04.384941] [INFO ] [sig ] Generating forecast for: KNSL [2025-11-22T01:26:04.384973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-11-22T01:26:04.396108] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNSL'. [2025-11-22T01:26:04.397244] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-11-22T01:26:04.397297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:04.567348] [INFO ] [sig ] KNSL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:04.707140] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KNSL.txt [2025-11-22T01:26:04.707279] [INFO ] [sig ] [907/1897] Completed KNSL in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.7m [2025-11-22T01:26:04.707320] [INFO ] [sig ] [908/1897] Forecasting KNTK... [2025-11-22T01:26:04.707352] [INFO ] [sig ] Generating forecast for: KNTK [2025-11-22T01:26:04.707383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-11-22T01:26:04.718609] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNTK'. [2025-11-22T01:26:04.719755] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-11-22T01:26:04.719808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:04.892022] [INFO ] [sig ] KNTK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:05.031274] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KNTK.txt [2025-11-22T01:26:05.031424] [INFO ] [sig ] [908/1897] Completed KNTK in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:05.031464] [INFO ] [sig ] [909/1897] Forecasting KNX... [2025-11-22T01:26:05.031494] [INFO ] [sig ] Generating forecast for: KNX [2025-11-22T01:26:05.031526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-11-22T01:26:05.042779] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KNX'. [2025-11-22T01:26:05.043839] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-11-22T01:26:05.043891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:05.228378] [INFO ] [sig ] KNX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:05.368196] [INFO ] [LOCAL ] Saved forecast: KNX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KNX.txt [2025-11-22T01:26:05.368336] [INFO ] [sig ] [909/1897] Completed KNX in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:05.368384] [INFO ] [sig ] [910/1897] Forecasting KODK... [2025-11-22T01:26:05.368424] [INFO ] [sig ] Generating forecast for: KODK [2025-11-22T01:26:05.368464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-11-22T01:26:05.379422] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KODK'. [2025-11-22T01:26:05.380489] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-11-22T01:26:05.380541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:05.559069] [INFO ] [sig ] KODK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:05.700536] [INFO ] [LOCAL ] Saved forecast: KODK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KODK.txt [2025-11-22T01:26:05.700683] [INFO ] [sig ] [910/1897] Completed KODK in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:05.700725] [INFO ] [sig ] [911/1897] Forecasting KOF... [2025-11-22T01:26:05.700756] [INFO ] [sig ] Generating forecast for: KOF [2025-11-22T01:26:05.700786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-11-22T01:26:05.712410] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KOF'. [2025-11-22T01:26:05.713623] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-11-22T01:26:05.713723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:05.912681] [INFO ] [sig ] KOF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:06.051094] [INFO ] [LOCAL ] Saved forecast: KOF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KOF.txt [2025-11-22T01:26:06.051221] [INFO ] [sig ] [911/1897] Completed KOF in 0.4s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:06.051261] [INFO ] [sig ] [912/1897] Forecasting KOP... [2025-11-22T01:26:06.051290] [INFO ] [sig ] Generating forecast for: KOP [2025-11-22T01:26:06.051320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-11-22T01:26:06.062387] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KOP'. [2025-11-22T01:26:06.063428] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-11-22T01:26:06.063480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:06.234473] [INFO ] [sig ] KOP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:06.375295] [INFO ] [LOCAL ] Saved forecast: KOP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KOP.txt [2025-11-22T01:26:06.375432] [INFO ] [sig ] [912/1897] Completed KOP in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:06.375471] [INFO ] [sig ] [913/1897] Forecasting KORE... [2025-11-22T01:26:06.375502] [INFO ] [sig ] Generating forecast for: KORE [2025-11-22T01:26:06.375535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'. [2025-11-22T01:26:06.386333] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KORE'. [2025-11-22T01:26:06.387459] [DEBUG] [LOCAL ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt [2025-11-22T01:26:06.387511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:06.548511] [INFO ] [sig ] KORE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:06.686190] [INFO ] [LOCAL ] Saved forecast: KORE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KORE.txt [2025-11-22T01:26:06.686316] [INFO ] [sig ] [913/1897] Completed KORE in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:06.686354] [INFO ] [sig ] [914/1897] Forecasting KOS... [2025-11-22T01:26:06.686384] [INFO ] [sig ] Generating forecast for: KOS [2025-11-22T01:26:06.686416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-11-22T01:26:06.697393] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KOS'. [2025-11-22T01:26:06.698485] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-11-22T01:26:06.698537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:06.897424] [INFO ] [sig ] KOS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:07.034947] [INFO ] [LOCAL ] Saved forecast: KOS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KOS.txt [2025-11-22T01:26:07.035087] [INFO ] [sig ] [914/1897] Completed KOS in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:07.035127] [INFO ] [sig ] [915/1897] Forecasting KR... [2025-11-22T01:26:07.035158] [INFO ] [sig ] Generating forecast for: KR [2025-11-22T01:26:07.035189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'. [2025-11-22T01:26:07.046002] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KR'. [2025-11-22T01:26:07.047125] [DEBUG] [LOCAL ] No optimal features file found for KR: ./output/feature-sets/KR.txt [2025-11-22T01:26:07.047178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:07.219723] [INFO ] [sig ] KR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:07.359819] [INFO ] [LOCAL ] Saved forecast: KR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KR.txt [2025-11-22T01:26:07.359980] [INFO ] [sig ] [915/1897] Completed KR in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:07.360021] [INFO ] [sig ] [916/1897] Forecasting KRC... [2025-11-22T01:26:07.360051] [INFO ] [sig ] Generating forecast for: KRC [2025-11-22T01:26:07.360082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-11-22T01:26:07.370776] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRC'. [2025-11-22T01:26:07.371969] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-11-22T01:26:07.372022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:07.545251] [INFO ] [sig ] KRC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:07.687678] [INFO ] [LOCAL ] Saved forecast: KRC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KRC.txt [2025-11-22T01:26:07.687822] [INFO ] [sig ] [916/1897] Completed KRC in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:07.687863] [INFO ] [sig ] [917/1897] Forecasting KREF... [2025-11-22T01:26:07.687893] [INFO ] [sig ] Generating forecast for: KREF [2025-11-22T01:26:07.687922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-11-22T01:26:07.698377] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KREF'. [2025-11-22T01:26:07.699562] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-11-22T01:26:07.699614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:07.876539] [INFO ] [sig ] KREF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:08.017424] [INFO ] [LOCAL ] Saved forecast: KREF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KREF.txt [2025-11-22T01:26:08.017589] [INFO ] [sig ] [917/1897] Completed KREF in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:08.017633] [INFO ] [sig ] [918/1897] Forecasting KRG... [2025-11-22T01:26:08.017689] [INFO ] [sig ] Generating forecast for: KRG [2025-11-22T01:26:08.017723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-11-22T01:26:08.028371] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRG'. [2025-11-22T01:26:08.029519] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-11-22T01:26:08.029573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:08.206300] [INFO ] [sig ] KRG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:08.346167] [INFO ] [LOCAL ] Saved forecast: KRG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KRG.txt [2025-11-22T01:26:08.346303] [INFO ] [sig ] [918/1897] Completed KRG in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:08.346343] [INFO ] [sig ] [919/1897] Forecasting KRO... [2025-11-22T01:26:08.346373] [INFO ] [sig ] Generating forecast for: KRO [2025-11-22T01:26:08.346403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-11-22T01:26:08.356791] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRO'. [2025-11-22T01:26:08.357919] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-11-22T01:26:08.357971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:08.531927] [INFO ] [sig ] KRO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:08.674590] [INFO ] [LOCAL ] Saved forecast: KRO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KRO.txt [2025-11-22T01:26:08.674761] [INFO ] [sig ] [919/1897] Completed KRO in 0.3s | 2.92 sym/s | Total: 5.2m | ETA: 5.6m [2025-11-22T01:26:08.674803] [INFO ] [sig ] [920/1897] Forecasting KRP... [2025-11-22T01:26:08.674834] [INFO ] [sig ] Generating forecast for: KRP [2025-11-22T01:26:08.674864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-11-22T01:26:08.685772] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KRP'. [2025-11-22T01:26:08.686934] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-11-22T01:26:08.686986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:08.862843] [INFO ] [sig ] KRP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:09.006215] [INFO ] [LOCAL ] Saved forecast: KRP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KRP.txt [2025-11-22T01:26:09.006379] [INFO ] [sig ] [920/1897] Completed KRP in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.6m [2025-11-22T01:26:09.006419] [INFO ] [sig ] [921/1897] Forecasting KSS... [2025-11-22T01:26:09.006486] [INFO ] [sig ] Generating forecast for: KSS [2025-11-22T01:26:09.006518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-11-22T01:26:09.016698] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KSS'. [2025-11-22T01:26:09.017832] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-11-22T01:26:09.017884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:09.194285] [INFO ] [sig ] KSS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:09.334619] [INFO ] [LOCAL ] Saved forecast: KSS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KSS.txt [2025-11-22T01:26:09.334772] [INFO ] [sig ] [921/1897] Completed KSS in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.6m [2025-11-22T01:26:09.334811] [INFO ] [sig ] [922/1897] Forecasting KT... [2025-11-22T01:26:09.334841] [INFO ] [sig ] Generating forecast for: KT [2025-11-22T01:26:09.334872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'. [2025-11-22T01:26:09.347140] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KT'. [2025-11-22T01:26:09.348339] [DEBUG] [LOCAL ] No optimal features file found for KT: ./output/feature-sets/KT.txt [2025-11-22T01:26:09.348393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:09.513296] [INFO ] [sig ] KT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:09.653811] [INFO ] [LOCAL ] Saved forecast: KT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KT.txt [2025-11-22T01:26:09.653940] [INFO ] [sig ] [922/1897] Completed KT in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.6m [2025-11-22T01:26:09.653979] [INFO ] [sig ] [923/1897] Forecasting KTB... [2025-11-22T01:26:09.654009] [INFO ] [sig ] Generating forecast for: KTB [2025-11-22T01:26:09.654062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-11-22T01:26:09.665609] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KTB'. [2025-11-22T01:26:09.666753] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-11-22T01:26:09.666808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:09.866426] [INFO ] [sig ] KTB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:10.007637] [INFO ] [LOCAL ] Saved forecast: KTB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KTB.txt [2025-11-22T01:26:10.007793] [INFO ] [sig ] [923/1897] Completed KTB in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 5.6m [2025-11-22T01:26:10.007833] [INFO ] [sig ] [924/1897] Forecasting KTF... [2025-11-22T01:26:10.007864] [INFO ] [sig ] Generating forecast for: KTF [2025-11-22T01:26:10.007895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-11-22T01:26:10.018079] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KTF'. [2025-11-22T01:26:10.019183] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-11-22T01:26:10.019237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:10.188838] [INFO ] [sig ] KTF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:10.329038] [INFO ] [LOCAL ] Saved forecast: KTF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KTF.txt [2025-11-22T01:26:10.329163] [INFO ] [sig ] [924/1897] Completed KTF in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.6m [2025-11-22T01:26:10.329203] [INFO ] [sig ] [925/1897] Forecasting KVUE... [2025-11-22T01:26:10.329233] [INFO ] [sig ] Generating forecast for: KVUE [2025-11-22T01:26:10.329263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-11-22T01:26:10.340705] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KVUE'. [2025-11-22T01:26:10.341763] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-11-22T01:26:10.341815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:10.514640] [INFO ] [sig ] KVUE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:10.702457] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KVUE.txt [2025-11-22T01:26:10.702598] [INFO ] [sig ] [925/1897] Completed KVUE in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:10.702737] [INFO ] [sig ] [926/1897] Forecasting KVYO... [2025-11-22T01:26:10.702780] [INFO ] [sig ] Generating forecast for: KVYO [2025-11-22T01:26:10.702812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-11-22T01:26:10.714160] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KVYO'. [2025-11-22T01:26:10.715266] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-11-22T01:26:10.715319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:10.895020] [INFO ] [sig ] KVYO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:11.038040] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KVYO.txt [2025-11-22T01:26:11.038187] [INFO ] [sig ] [926/1897] Completed KVYO in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:11.038237] [INFO ] [sig ] [927/1897] Forecasting KW... [2025-11-22T01:26:11.038268] [INFO ] [sig ] Generating forecast for: KW [2025-11-22T01:26:11.038299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'. [2025-11-22T01:26:11.049266] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KW'. [2025-11-22T01:26:11.050339] [DEBUG] [LOCAL ] No optimal features file found for KW: ./output/feature-sets/KW.txt [2025-11-22T01:26:11.050392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:11.234119] [INFO ] [sig ] KW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:11.375408] [INFO ] [LOCAL ] Saved forecast: KW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/KW.txt [2025-11-22T01:26:11.375550] [INFO ] [sig ] [927/1897] Completed KW in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:11.375590] [INFO ] [sig ] [928/1897] Forecasting KWR... [2025-11-22T01:26:11.375620] [INFO ] [sig ] Generating forecast for: KWR [2025-11-22T01:26:11.375670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'. [2025-11-22T01:26:11.386984] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KWR'. [2025-11-22T01:26:11.388112] [DEBUG] [LOCAL ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt [2025-11-22T01:26:11.388169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:11.566669] [INFO ] [sig ] KWR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:11.709088] [INFO ] [LOCAL ] Saved forecast: KWR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KWR.txt [2025-11-22T01:26:11.709222] [INFO ] [sig ] [928/1897] Completed KWR in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:11.709261] [INFO ] [sig ] [929/1897] Forecasting KYN... [2025-11-22T01:26:11.709291] [INFO ] [sig ] Generating forecast for: KYN [2025-11-22T01:26:11.709322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-11-22T01:26:11.721290] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'KYN'. [2025-11-22T01:26:11.722474] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-11-22T01:26:11.722528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:11.895612] [INFO ] [sig ] KYN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:12.039066] [INFO ] [LOCAL ] Saved forecast: KYN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/KYN.txt [2025-11-22T01:26:12.039202] [INFO ] [sig ] [929/1897] Completed KYN in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:12.039242] [INFO ] [sig ] [930/1897] Forecasting L... [2025-11-22T01:26:12.039272] [INFO ] [sig ] Generating forecast for: L [2025-11-22T01:26:12.039302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-11-22T01:26:12.054493] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'L'. [2025-11-22T01:26:12.055703] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-11-22T01:26:12.055756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:12.227714] [INFO ] [sig ] L: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:12.369419] [INFO ] [LOCAL ] Saved forecast: L 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/L.txt [2025-11-22T01:26:12.369561] [INFO ] [sig ] [930/1897] Completed L in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:12.369618] [INFO ] [sig ] [931/1897] Forecasting LAC... [2025-11-22T01:26:12.369670] [INFO ] [sig ] Generating forecast for: LAC [2025-11-22T01:26:12.369704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-11-22T01:26:12.382535] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LAC'. [2025-11-22T01:26:12.383631] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-11-22T01:26:12.383755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:12.557109] [INFO ] [sig ] LAC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:12.697050] [INFO ] [LOCAL ] Saved forecast: LAC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LAC.txt [2025-11-22T01:26:12.697198] [INFO ] [sig ] [931/1897] Completed LAC in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:12.697239] [INFO ] [sig ] [932/1897] Forecasting LAD... [2025-11-22T01:26:12.697272] [INFO ] [sig ] Generating forecast for: LAD [2025-11-22T01:26:12.697303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'. [2025-11-22T01:26:12.708702] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LAD'. [2025-11-22T01:26:12.709834] [DEBUG] [LOCAL ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt [2025-11-22T01:26:12.709889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:12.906164] [INFO ] [sig ] LAD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:13.049007] [INFO ] [LOCAL ] Saved forecast: LAD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LAD.txt [2025-11-22T01:26:13.049145] [INFO ] [sig ] [932/1897] Completed LAD in 0.4s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:13.049185] [INFO ] [sig ] [933/1897] Forecasting LADR... [2025-11-22T01:26:13.049218] [INFO ] [sig ] Generating forecast for: LADR [2025-11-22T01:26:13.049249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'. [2025-11-22T01:26:13.060543] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LADR'. [2025-11-22T01:26:13.061698] [DEBUG] [LOCAL ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt [2025-11-22T01:26:13.061764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:13.233359] [INFO ] [sig ] LADR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:13.374203] [INFO ] [LOCAL ] Saved forecast: LADR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LADR.txt [2025-11-22T01:26:13.374331] [INFO ] [sig ] [933/1897] Completed LADR in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:13.374370] [INFO ] [sig ] [934/1897] Forecasting LAW... [2025-11-22T01:26:13.374403] [INFO ] [sig ] Generating forecast for: LAW [2025-11-22T01:26:13.374433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'. [2025-11-22T01:26:13.386738] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LAW'. [2025-11-22T01:26:13.387987] [DEBUG] [LOCAL ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt [2025-11-22T01:26:13.388042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:13.563092] [INFO ] [sig ] LAW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:13.708140] [INFO ] [LOCAL ] Saved forecast: LAW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LAW.txt [2025-11-22T01:26:13.708287] [INFO ] [sig ] [934/1897] Completed LAW in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:13.708327] [INFO ] [sig ] [935/1897] Forecasting LAZ... [2025-11-22T01:26:13.708358] [INFO ] [sig ] Generating forecast for: LAZ [2025-11-22T01:26:13.708389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-11-22T01:26:13.723070] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LAZ'. [2025-11-22T01:26:13.724247] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-11-22T01:26:13.724303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:13.897340] [INFO ] [sig ] LAZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:14.038271] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LAZ.txt [2025-11-22T01:26:14.038406] [INFO ] [sig ] [935/1897] Completed LAZ in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:14.038445] [INFO ] [sig ] [936/1897] Forecasting LC... [2025-11-22T01:26:14.038476] [INFO ] [sig ] Generating forecast for: LC [2025-11-22T01:26:14.038506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-11-22T01:26:14.051572] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LC'. [2025-11-22T01:26:14.052772] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-11-22T01:26:14.052827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:14.223188] [INFO ] [sig ] LC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:14.362155] [INFO ] [LOCAL ] Saved forecast: LC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LC.txt [2025-11-22T01:26:14.362302] [INFO ] [sig ] [936/1897] Completed LC in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:14.362341] [INFO ] [sig ] [937/1897] Forecasting LCII... [2025-11-22T01:26:14.362374] [INFO ] [sig ] Generating forecast for: LCII [2025-11-22T01:26:14.362403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-11-22T01:26:14.379600] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LCII'. [2025-11-22T01:26:14.380688] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-11-22T01:26:14.380741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:14.558546] [INFO ] [sig ] LCII: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:14.698954] [INFO ] [LOCAL ] Saved forecast: LCII 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LCII.txt [2025-11-22T01:26:14.699130] [INFO ] [sig ] [937/1897] Completed LCII in 0.3s | 2.92 sym/s | Total: 5.3m | ETA: 5.5m [2025-11-22T01:26:14.699171] [INFO ] [sig ] [938/1897] Forecasting LDI... [2025-11-22T01:26:14.699202] [INFO ] [sig ] Generating forecast for: LDI [2025-11-22T01:26:14.699271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-11-22T01:26:14.722170] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LDI'. [2025-11-22T01:26:14.723384] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-11-22T01:26:14.723438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:14.891063] [INFO ] [sig ] LDI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:15.032795] [INFO ] [LOCAL ] Saved forecast: LDI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LDI.txt [2025-11-22T01:26:15.032952] [INFO ] [sig ] [938/1897] Completed LDI in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.5m [2025-11-22T01:26:15.032999] [INFO ] [sig ] [939/1897] Forecasting LDOS... [2025-11-22T01:26:15.033035] [INFO ] [sig ] Generating forecast for: LDOS [2025-11-22T01:26:15.033066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-11-22T01:26:15.044273] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LDOS'. [2025-11-22T01:26:15.045373] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-11-22T01:26:15.045426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:15.221002] [INFO ] [sig ] LDOS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:15.361933] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LDOS.txt [2025-11-22T01:26:15.362061] [INFO ] [sig ] [939/1897] Completed LDOS in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.5m [2025-11-22T01:26:15.362099] [INFO ] [sig ] [940/1897] Forecasting LDP... [2025-11-22T01:26:15.362128] [INFO ] [sig ] Generating forecast for: LDP [2025-11-22T01:26:15.362159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-11-22T01:26:15.373340] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LDP'. [2025-11-22T01:26:15.374420] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-11-22T01:26:15.374473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:15.551372] [INFO ] [sig ] LDP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:15.694563] [INFO ] [LOCAL ] Saved forecast: LDP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LDP.txt [2025-11-22T01:26:15.694712] [INFO ] [sig ] [940/1897] Completed LDP in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.5m [2025-11-22T01:26:15.694754] [INFO ] [sig ] [941/1897] Forecasting LEA... [2025-11-22T01:26:15.694784] [INFO ] [sig ] Generating forecast for: LEA [2025-11-22T01:26:15.694814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-11-22T01:26:15.706714] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LEA'. [2025-11-22T01:26:15.708064] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-11-22T01:26:15.708122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:15.883079] [INFO ] [sig ] LEA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:16.029132] [INFO ] [LOCAL ] Saved forecast: LEA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LEA.txt [2025-11-22T01:26:16.029276] [INFO ] [sig ] [941/1897] Completed LEA in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.5m [2025-11-22T01:26:16.029316] [INFO ] [sig ] [942/1897] Forecasting LEG... [2025-11-22T01:26:16.029346] [INFO ] [sig ] Generating forecast for: LEG [2025-11-22T01:26:16.029377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-11-22T01:26:16.040867] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LEG'. [2025-11-22T01:26:16.042070] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-11-22T01:26:16.042127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:16.217192] [INFO ] [sig ] LEG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:16.358185] [INFO ] [LOCAL ] Saved forecast: LEG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LEG.txt [2025-11-22T01:26:16.358323] [INFO ] [sig ] [942/1897] Completed LEG in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:16.358363] [INFO ] [sig ] [943/1897] Forecasting LEN... [2025-11-22T01:26:16.358397] [INFO ] [sig ] Generating forecast for: LEN [2025-11-22T01:26:16.358429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-11-22T01:26:16.369025] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LEN'. [2025-11-22T01:26:16.370147] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-11-22T01:26:16.370202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:16.545667] [INFO ] [sig ] LEN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:16.685270] [INFO ] [LOCAL ] Saved forecast: LEN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LEN.txt [2025-11-22T01:26:16.685400] [INFO ] [sig ] [943/1897] Completed LEN in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:16.685440] [INFO ] [sig ] [944/1897] Forecasting LEO... [2025-11-22T01:26:16.685470] [INFO ] [sig ] Generating forecast for: LEO [2025-11-22T01:26:16.685501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-11-22T01:26:16.695558] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LEO'. [2025-11-22T01:26:16.696691] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-11-22T01:26:16.696745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:16.880103] [INFO ] [sig ] LEO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:17.023882] [INFO ] [LOCAL ] Saved forecast: LEO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LEO.txt [2025-11-22T01:26:17.024027] [INFO ] [sig ] [944/1897] Completed LEO in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:17.024074] [INFO ] [sig ] [945/1897] Forecasting LEVI... [2025-11-22T01:26:17.024115] [INFO ] [sig ] Generating forecast for: LEVI [2025-11-22T01:26:17.024148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-11-22T01:26:17.035098] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LEVI'. [2025-11-22T01:26:17.036236] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-11-22T01:26:17.036289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:17.210284] [INFO ] [sig ] LEVI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:17.354723] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LEVI.txt [2025-11-22T01:26:17.354875] [INFO ] [sig ] [945/1897] Completed LEVI in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:17.354917] [INFO ] [sig ] [946/1897] Forecasting LFT... [2025-11-22T01:26:17.354949] [INFO ] [sig ] Generating forecast for: LFT [2025-11-22T01:26:17.354982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'. [2025-11-22T01:26:17.365452] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LFT'. [2025-11-22T01:26:17.366619] [DEBUG] [LOCAL ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt [2025-11-22T01:26:17.366718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:17.536352] [INFO ] [sig ] LFT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:17.680981] [INFO ] [LOCAL ] Saved forecast: LFT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LFT.txt [2025-11-22T01:26:17.681128] [INFO ] [sig ] [946/1897] Completed LFT in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:17.681169] [INFO ] [sig ] [947/1897] Forecasting LGI... [2025-11-22T01:26:17.681200] [INFO ] [sig ] Generating forecast for: LGI [2025-11-22T01:26:17.681230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-11-22T01:26:17.692356] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LGI'. [2025-11-22T01:26:17.693528] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-11-22T01:26:17.693588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:17.867158] [INFO ] [sig ] LGI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:18.011365] [INFO ] [LOCAL ] Saved forecast: LGI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LGI.txt [2025-11-22T01:26:18.011510] [INFO ] [sig ] [947/1897] Completed LGI in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:18.011551] [INFO ] [sig ] [948/1897] Forecasting LH... [2025-11-22T01:26:18.011582] [INFO ] [sig ] Generating forecast for: LH [2025-11-22T01:26:18.011614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-11-22T01:26:18.023831] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LH'. [2025-11-22T01:26:18.025184] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-11-22T01:26:18.025239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:18.193443] [INFO ] [sig ] LH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:18.334572] [INFO ] [LOCAL ] Saved forecast: LH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LH.txt [2025-11-22T01:26:18.334727] [INFO ] [sig ] [948/1897] Completed LH in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:18.334769] [INFO ] [sig ] [949/1897] Forecasting LHX... [2025-11-22T01:26:18.334799] [INFO ] [sig ] Generating forecast for: LHX [2025-11-22T01:26:18.334830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-11-22T01:26:18.347107] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LHX'. [2025-11-22T01:26:18.348386] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-11-22T01:26:18.348441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:18.547710] [INFO ] [sig ] LHX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:18.689948] [INFO ] [LOCAL ] Saved forecast: LHX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LHX.txt [2025-11-22T01:26:18.690111] [INFO ] [sig ] [949/1897] Completed LHX in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:18.690158] [INFO ] [sig ] [950/1897] Forecasting LII... [2025-11-22T01:26:18.690188] [INFO ] [sig ] Generating forecast for: LII [2025-11-22T01:26:18.690219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-11-22T01:26:18.701349] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LII'. [2025-11-22T01:26:18.702499] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-11-22T01:26:18.702551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:18.877183] [INFO ] [sig ] LII: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:19.017489] [INFO ] [LOCAL ] Saved forecast: LII 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LII.txt [2025-11-22T01:26:19.017629] [INFO ] [sig ] [950/1897] Completed LII in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:19.017691] [INFO ] [sig ] [951/1897] Forecasting LITB... [2025-11-22T01:26:19.017722] [INFO ] [sig ] Generating forecast for: LITB [2025-11-22T01:26:19.017752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'. [2025-11-22T01:26:19.028326] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LITB'. [2025-11-22T01:26:19.029434] [DEBUG] [LOCAL ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt [2025-11-22T01:26:19.029488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:19.196896] [INFO ] [sig ] LITB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:19.334860] [INFO ] [LOCAL ] Saved forecast: LITB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LITB.txt [2025-11-22T01:26:19.334971] [INFO ] [sig ] [951/1897] Completed LITB in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:19.335009] [INFO ] [sig ] [952/1897] Forecasting LLY... [2025-11-22T01:26:19.335039] [INFO ] [sig ] Generating forecast for: LLY [2025-11-22T01:26:19.335069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-11-22T01:26:19.346015] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LLY'. [2025-11-22T01:26:19.347028] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-11-22T01:26:19.347097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:19.515845] [INFO ] [sig ] LLY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:19.654142] [INFO ] [LOCAL ] Saved forecast: LLY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LLY.txt [2025-11-22T01:26:19.654255] [INFO ] [sig ] [952/1897] Completed LLY in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:19.654293] [INFO ] [sig ] [953/1897] Forecasting LMND... [2025-11-22T01:26:19.654323] [INFO ] [sig ] Generating forecast for: LMND [2025-11-22T01:26:19.654353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-11-22T01:26:19.665486] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LMND'. [2025-11-22T01:26:19.666511] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-11-22T01:26:19.666563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:19.856735] [INFO ] [sig ] LMND: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:20.000468] [INFO ] [LOCAL ] Saved forecast: LMND 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LMND.txt [2025-11-22T01:26:20.000682] [INFO ] [sig ] [953/1897] Completed LMND in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:20.000733] [INFO ] [sig ] [954/1897] Forecasting LMT... [2025-11-22T01:26:20.000765] [INFO ] [sig ] Generating forecast for: LMT [2025-11-22T01:26:20.000798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'. [2025-11-22T01:26:20.013134] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LMT'. [2025-11-22T01:26:20.014455] [DEBUG] [LOCAL ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt [2025-11-22T01:26:20.014509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:20.202283] [INFO ] [sig ] LMT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:20.342998] [INFO ] [LOCAL ] Saved forecast: LMT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LMT.txt [2025-11-22T01:26:20.343165] [INFO ] [sig ] [954/1897] Completed LMT in 0.3s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:20.343206] [INFO ] [sig ] [955/1897] Forecasting LNC... [2025-11-22T01:26:20.343277] [INFO ] [sig ] Generating forecast for: LNC [2025-11-22T01:26:20.343308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-11-22T01:26:20.356584] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LNC'. [2025-11-22T01:26:20.357875] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-11-22T01:26:20.357929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:20.556930] [INFO ] [sig ] LNC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:20.700253] [INFO ] [LOCAL ] Saved forecast: LNC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LNC.txt [2025-11-22T01:26:20.700401] [INFO ] [sig ] [955/1897] Completed LNC in 0.4s | 2.92 sym/s | Total: 5.4m | ETA: 5.4m [2025-11-22T01:26:20.700441] [INFO ] [sig ] [956/1897] Forecasting LND... [2025-11-22T01:26:20.700471] [INFO ] [sig ] Generating forecast for: LND [2025-11-22T01:26:20.700500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-11-22T01:26:20.711283] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LND'. [2025-11-22T01:26:20.712350] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-11-22T01:26:20.712402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:20.917374] [INFO ] [sig ] LND: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:21.064715] [INFO ] [LOCAL ] Saved forecast: LND 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LND.txt [2025-11-22T01:26:21.064861] [INFO ] [sig ] [956/1897] Completed LND in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 5.4m [2025-11-22T01:26:21.064901] [INFO ] [sig ] [957/1897] Forecasting LNG... [2025-11-22T01:26:21.064932] [INFO ] [sig ] Generating forecast for: LNG [2025-11-22T01:26:21.064961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-11-22T01:26:21.076080] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LNG'. [2025-11-22T01:26:21.077217] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-11-22T01:26:21.077270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:21.265597] [INFO ] [sig ] LNG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:21.407118] [INFO ] [LOCAL ] Saved forecast: LNG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LNG.txt [2025-11-22T01:26:21.407257] [INFO ] [sig ] [957/1897] Completed LNG in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.4m [2025-11-22T01:26:21.407297] [INFO ] [sig ] [958/1897] Forecasting LNN... [2025-11-22T01:26:21.407326] [INFO ] [sig ] Generating forecast for: LNN [2025-11-22T01:26:21.407365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-11-22T01:26:21.418496] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LNN'. [2025-11-22T01:26:21.419630] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-11-22T01:26:21.419707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:21.607569] [INFO ] [sig ] LNN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:21.753781] [INFO ] [LOCAL ] Saved forecast: LNN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LNN.txt [2025-11-22T01:26:21.753938] [INFO ] [sig ] [958/1897] Completed LNN in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.4m [2025-11-22T01:26:21.753978] [INFO ] [sig ] [959/1897] Forecasting LOB... [2025-11-22T01:26:21.754009] [INFO ] [sig ] Generating forecast for: LOB [2025-11-22T01:26:21.754040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-11-22T01:26:21.764827] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LOB'. [2025-11-22T01:26:21.765930] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-11-22T01:26:21.765983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:21.989743] [INFO ] [sig ] LOB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:22.168363] [INFO ] [LOCAL ] Saved forecast: LOB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LOB.txt [2025-11-22T01:26:22.168605] [INFO ] [sig ] [959/1897] Completed LOB in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 5.4m [2025-11-22T01:26:22.168698] [INFO ] [sig ] [960/1897] Forecasting LOCL... [2025-11-22T01:26:22.168757] [INFO ] [sig ] Generating forecast for: LOCL [2025-11-22T01:26:22.168811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'. [2025-11-22T01:26:22.183465] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LOCL'. [2025-11-22T01:26:22.185299] [DEBUG] [LOCAL ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt [2025-11-22T01:26:22.185384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:22.428594] [INFO ] [sig ] LOCL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:22.650744] [INFO ] [LOCAL ] Saved forecast: LOCL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LOCL.txt [2025-11-22T01:26:22.650976] [INFO ] [sig ] [960/1897] Completed LOCL in 0.5s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:22.651051] [INFO ] [sig ] [961/1897] Forecasting LOMA... [2025-11-22T01:26:22.651107] [INFO ] [sig ] Generating forecast for: LOMA [2025-11-22T01:26:22.651163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-11-22T01:26:22.666977] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LOMA'. [2025-11-22T01:26:22.668819] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-11-22T01:26:22.668899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:22.924873] [INFO ] [sig ] LOMA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:23.074342] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LOMA.txt [2025-11-22T01:26:23.074501] [INFO ] [sig ] [961/1897] Completed LOMA in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:23.074551] [INFO ] [sig ] [962/1897] Forecasting LOW... [2025-11-22T01:26:23.074583] [INFO ] [sig ] Generating forecast for: LOW [2025-11-22T01:26:23.074615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'. [2025-11-22T01:26:23.085500] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LOW'. [2025-11-22T01:26:23.086796] [DEBUG] [LOCAL ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt [2025-11-22T01:26:23.086852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:23.286893] [INFO ] [sig ] LOW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:23.428146] [INFO ] [LOCAL ] Saved forecast: LOW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LOW.txt [2025-11-22T01:26:23.428301] [INFO ] [sig ] [962/1897] Completed LOW in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:23.428341] [INFO ] [sig ] [963/1897] Forecasting LPG... [2025-11-22T01:26:23.428372] [INFO ] [sig ] Generating forecast for: LPG [2025-11-22T01:26:23.428404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-11-22T01:26:23.438841] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LPG'. [2025-11-22T01:26:23.439942] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-11-22T01:26:23.439996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:23.635162] [INFO ] [sig ] LPG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:23.774697] [INFO ] [LOCAL ] Saved forecast: LPG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LPG.txt [2025-11-22T01:26:23.774834] [INFO ] [sig ] [963/1897] Completed LPG in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:23.774873] [INFO ] [sig ] [964/1897] Forecasting LPL... [2025-11-22T01:26:23.774904] [INFO ] [sig ] Generating forecast for: LPL [2025-11-22T01:26:23.774933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-11-22T01:26:23.785804] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LPL'. [2025-11-22T01:26:23.787001] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-11-22T01:26:23.787071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:23.972635] [INFO ] [sig ] LPL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:24.115818] [INFO ] [LOCAL ] Saved forecast: LPL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LPL.txt [2025-11-22T01:26:24.115966] [INFO ] [sig ] [964/1897] Completed LPL in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:24.116005] [INFO ] [sig ] [965/1897] Forecasting LPX... [2025-11-22T01:26:24.116034] [INFO ] [sig ] Generating forecast for: LPX [2025-11-22T01:26:24.116066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-11-22T01:26:24.126366] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LPX'. [2025-11-22T01:26:24.127514] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-11-22T01:26:24.127567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:24.332428] [INFO ] [sig ] LPX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:24.473142] [INFO ] [LOCAL ] Saved forecast: LPX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LPX.txt [2025-11-22T01:26:24.473311] [INFO ] [sig ] [965/1897] Completed LPX in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:24.473353] [INFO ] [sig ] [966/1897] Forecasting LRN... [2025-11-22T01:26:24.473383] [INFO ] [sig ] Generating forecast for: LRN [2025-11-22T01:26:24.473415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'. [2025-11-22T01:26:24.484523] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LRN'. [2025-11-22T01:26:24.485980] [DEBUG] [LOCAL ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt [2025-11-22T01:26:24.486036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:24.679810] [INFO ] [sig ] LRN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:24.819926] [INFO ] [LOCAL ] Saved forecast: LRN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LRN.txt [2025-11-22T01:26:24.820055] [INFO ] [sig ] [966/1897] Completed LRN in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:24.820095] [INFO ] [sig ] [967/1897] Forecasting LSPD... [2025-11-22T01:26:24.820125] [INFO ] [sig ] Generating forecast for: LSPD [2025-11-22T01:26:24.820155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-11-22T01:26:24.830770] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LSPD'. [2025-11-22T01:26:24.831874] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-11-22T01:26:24.831926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:25.028751] [INFO ] [sig ] LSPD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:25.173958] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LSPD.txt [2025-11-22T01:26:25.174104] [INFO ] [sig ] [967/1897] Completed LSPD in 0.4s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:25.174146] [INFO ] [sig ] [968/1897] Forecasting LTC... [2025-11-22T01:26:25.174177] [INFO ] [sig ] Generating forecast for: LTC [2025-11-22T01:26:25.174207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-11-22T01:26:25.184382] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LTC'. [2025-11-22T01:26:25.185560] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-11-22T01:26:25.185618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:25.348784] [INFO ] [sig ] LTC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:25.488791] [INFO ] [LOCAL ] Saved forecast: LTC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LTC.txt [2025-11-22T01:26:25.488928] [INFO ] [sig ] [968/1897] Completed LTC in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:25.488969] [INFO ] [sig ] [969/1897] Forecasting LTH... [2025-11-22T01:26:25.488999] [INFO ] [sig ] Generating forecast for: LTH [2025-11-22T01:26:25.489030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-11-22T01:26:25.499497] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LTH'. [2025-11-22T01:26:25.500673] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-11-22T01:26:25.500727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:25.670701] [INFO ] [sig ] LTH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:25.820415] [INFO ] [LOCAL ] Saved forecast: LTH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LTH.txt [2025-11-22T01:26:25.820582] [INFO ] [sig ] [969/1897] Completed LTH in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:25.820625] [INFO ] [sig ] [970/1897] Forecasting LU... [2025-11-22T01:26:25.820680] [INFO ] [sig ] Generating forecast for: LU [2025-11-22T01:26:25.820715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'. [2025-11-22T01:26:25.831091] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LU'. [2025-11-22T01:26:25.832194] [DEBUG] [LOCAL ] No optimal features file found for LU: ./output/feature-sets/LU.txt [2025-11-22T01:26:25.832247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:26.001980] [INFO ] [sig ] LU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:26.143407] [INFO ] [LOCAL ] Saved forecast: LU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LU.txt [2025-11-22T01:26:26.143540] [INFO ] [sig ] [970/1897] Completed LU in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:26.143580] [INFO ] [sig ] [971/1897] Forecasting LUMN... [2025-11-22T01:26:26.143610] [INFO ] [sig ] Generating forecast for: LUMN [2025-11-22T01:26:26.143664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-11-22T01:26:26.153781] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LUMN'. [2025-11-22T01:26:26.154887] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-11-22T01:26:26.154942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:26.325254] [INFO ] [sig ] LUMN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:26.470526] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LUMN.txt [2025-11-22T01:26:26.470676] [INFO ] [sig ] [971/1897] Completed LUMN in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:26.470719] [INFO ] [sig ] [972/1897] Forecasting LUV... [2025-11-22T01:26:26.470780] [INFO ] [sig ] Generating forecast for: LUV [2025-11-22T01:26:26.470812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'. [2025-11-22T01:26:26.484000] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LUV'. [2025-11-22T01:26:26.485160] [DEBUG] [LOCAL ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt [2025-11-22T01:26:26.485213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:26.656519] [INFO ] [sig ] LUV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:26.802296] [INFO ] [LOCAL ] Saved forecast: LUV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LUV.txt [2025-11-22T01:26:26.802472] [INFO ] [sig ] [972/1897] Completed LUV in 0.3s | 2.92 sym/s | Total: 5.5m | ETA: 5.3m [2025-11-22T01:26:26.802517] [INFO ] [sig ] [973/1897] Forecasting LVS... [2025-11-22T01:26:26.802547] [INFO ] [sig ] Generating forecast for: LVS [2025-11-22T01:26:26.802581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-11-22T01:26:26.813459] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LVS'. [2025-11-22T01:26:26.814775] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-11-22T01:26:26.814830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:26.993433] [INFO ] [sig ] LVS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:27.138913] [INFO ] [LOCAL ] Saved forecast: LVS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/LVS.txt [2025-11-22T01:26:27.139072] [INFO ] [sig ] [973/1897] Completed LVS in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.3m [2025-11-22T01:26:27.139112] [INFO ] [sig ] [974/1897] Forecasting LVWR... [2025-11-22T01:26:27.139143] [INFO ] [sig ] Generating forecast for: LVWR [2025-11-22T01:26:27.139174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'. [2025-11-22T01:26:27.150016] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LVWR'. [2025-11-22T01:26:27.151354] [DEBUG] [LOCAL ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt [2025-11-22T01:26:27.151412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:27.333285] [INFO ] [sig ] LVWR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:27.476131] [INFO ] [LOCAL ] Saved forecast: LVWR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LVWR.txt [2025-11-22T01:26:27.476290] [INFO ] [sig ] [974/1897] Completed LVWR in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.3m [2025-11-22T01:26:27.476331] [INFO ] [sig ] [975/1897] Forecasting LZM... [2025-11-22T01:26:27.476361] [INFO ] [sig ] Generating forecast for: LZM [2025-11-22T01:26:27.476392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-11-22T01:26:27.488351] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'LZM'. [2025-11-22T01:26:27.489467] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-11-22T01:26:27.489520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:27.666490] [INFO ] [sig ] LZM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:27.806594] [INFO ] [LOCAL ] Saved forecast: LZM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/LZM.txt [2025-11-22T01:26:27.806731] [INFO ] [sig ] [975/1897] Completed LZM in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.3m [2025-11-22T01:26:27.806771] [INFO ] [sig ] [976/1897] Forecasting M... [2025-11-22T01:26:27.806802] [INFO ] [sig ] Generating forecast for: M [2025-11-22T01:26:27.806832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-11-22T01:26:27.819559] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'M'. [2025-11-22T01:26:27.820845] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-11-22T01:26:27.820900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:28.023204] [INFO ] [sig ] M: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:28.175576] [INFO ] [LOCAL ] Saved forecast: M 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/M.txt [2025-11-22T01:26:28.175762] [INFO ] [sig ] [976/1897] Completed M in 0.4s | 2.92 sym/s | Total: 5.6m | ETA: 5.3m [2025-11-22T01:26:28.175806] [INFO ] [sig ] [977/1897] Forecasting MAA... [2025-11-22T01:26:28.175838] [INFO ] [sig ] Generating forecast for: MAA [2025-11-22T01:26:28.175868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-11-22T01:26:28.187602] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MAA'. [2025-11-22T01:26:28.188785] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-11-22T01:26:28.188880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:28.372300] [INFO ] [sig ] MAA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:28.517976] [INFO ] [LOCAL ] Saved forecast: MAA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MAA.txt [2025-11-22T01:26:28.518117] [INFO ] [sig ] [977/1897] Completed MAA in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.3m [2025-11-22T01:26:28.518157] [INFO ] [sig ] [978/1897] Forecasting MAC... [2025-11-22T01:26:28.518186] [INFO ] [sig ] Generating forecast for: MAC [2025-11-22T01:26:28.518216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-11-22T01:26:28.530472] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MAC'. [2025-11-22T01:26:28.532007] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-11-22T01:26:28.532070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:28.723998] [INFO ] [sig ] MAC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:28.867478] [INFO ] [LOCAL ] Saved forecast: MAC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MAC.txt [2025-11-22T01:26:28.867623] [INFO ] [sig ] [978/1897] Completed MAC in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:28.867682] [INFO ] [sig ] [979/1897] Forecasting MAIN... [2025-11-22T01:26:28.867713] [INFO ] [sig ] Generating forecast for: MAIN [2025-11-22T01:26:28.867743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'. [2025-11-22T01:26:28.879043] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MAIN'. [2025-11-22T01:26:28.880192] [DEBUG] [LOCAL ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt [2025-11-22T01:26:28.880246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:29.059281] [INFO ] [sig ] MAIN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:29.196956] [INFO ] [LOCAL ] Saved forecast: MAIN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MAIN.txt [2025-11-22T01:26:29.197111] [INFO ] [sig ] [979/1897] Completed MAIN in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:29.197152] [INFO ] [sig ] [980/1897] Forecasting MAN... [2025-11-22T01:26:29.197181] [INFO ] [sig ] Generating forecast for: MAN [2025-11-22T01:26:29.197210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-11-22T01:26:29.208687] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MAN'. [2025-11-22T01:26:29.209842] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-11-22T01:26:29.209896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:29.384818] [INFO ] [sig ] MAN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:29.524094] [INFO ] [LOCAL ] Saved forecast: MAN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MAN.txt [2025-11-22T01:26:29.524255] [INFO ] [sig ] [980/1897] Completed MAN in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:29.524296] [INFO ] [sig ] [981/1897] Forecasting MANU... [2025-11-22T01:26:29.524326] [INFO ] [sig ] Generating forecast for: MANU [2025-11-22T01:26:29.524357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'. [2025-11-22T01:26:29.536268] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MANU'. [2025-11-22T01:26:29.537457] [DEBUG] [LOCAL ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt [2025-11-22T01:26:29.537513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:29.704690] [INFO ] [sig ] MANU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:29.841246] [INFO ] [LOCAL ] Saved forecast: MANU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MANU.txt [2025-11-22T01:26:29.841412] [INFO ] [sig ] [981/1897] Completed MANU in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:29.841453] [INFO ] [sig ] [982/1897] Forecasting MAS... [2025-11-22T01:26:29.841483] [INFO ] [sig ] Generating forecast for: MAS [2025-11-22T01:26:29.841515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-11-22T01:26:29.853126] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MAS'. [2025-11-22T01:26:29.854323] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-11-22T01:26:29.854376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:30.035003] [INFO ] [sig ] MAS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:30.172888] [INFO ] [LOCAL ] Saved forecast: MAS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MAS.txt [2025-11-22T01:26:30.173021] [INFO ] [sig ] [982/1897] Completed MAS in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:30.173059] [INFO ] [sig ] [983/1897] Forecasting MATV... [2025-11-22T01:26:30.173089] [INFO ] [sig ] Generating forecast for: MATV [2025-11-22T01:26:30.173119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'. [2025-11-22T01:26:30.184104] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MATV'. [2025-11-22T01:26:30.185183] [DEBUG] [LOCAL ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt [2025-11-22T01:26:30.185235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:30.359093] [INFO ] [sig ] MATV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:30.498202] [INFO ] [LOCAL ] Saved forecast: MATV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MATV.txt [2025-11-22T01:26:30.498335] [INFO ] [sig ] [983/1897] Completed MATV in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:30.498374] [INFO ] [sig ] [984/1897] Forecasting MATX... [2025-11-22T01:26:30.498404] [INFO ] [sig ] Generating forecast for: MATX [2025-11-22T01:26:30.498434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-11-22T01:26:30.509753] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MATX'. [2025-11-22T01:26:30.510808] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-11-22T01:26:30.510862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:30.700534] [INFO ] [sig ] MATX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:30.839301] [INFO ] [LOCAL ] Saved forecast: MATX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MATX.txt [2025-11-22T01:26:30.839415] [INFO ] [sig ] [984/1897] Completed MATX in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:30.839456] [INFO ] [sig ] [985/1897] Forecasting MAX... [2025-11-22T01:26:30.839486] [INFO ] [sig ] Generating forecast for: MAX [2025-11-22T01:26:30.839516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-11-22T01:26:30.851568] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MAX'. [2025-11-22T01:26:30.852818] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-11-22T01:26:30.852872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:31.018546] [INFO ] [sig ] MAX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:31.161745] [INFO ] [LOCAL ] Saved forecast: MAX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MAX.txt [2025-11-22T01:26:31.161883] [INFO ] [sig ] [985/1897] Completed MAX in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:31.161924] [INFO ] [sig ] [986/1897] Forecasting MBC... [2025-11-22T01:26:31.161957] [INFO ] [sig ] Generating forecast for: MBC [2025-11-22T01:26:31.161987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-11-22T01:26:31.172884] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MBC'. [2025-11-22T01:26:31.173980] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-11-22T01:26:31.174033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:31.342506] [INFO ] [sig ] MBC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:31.486371] [INFO ] [LOCAL ] Saved forecast: MBC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MBC.txt [2025-11-22T01:26:31.486507] [INFO ] [sig ] [986/1897] Completed MBC in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:31.486548] [INFO ] [sig ] [987/1897] Forecasting MBI... [2025-11-22T01:26:31.486578] [INFO ] [sig ] Generating forecast for: MBI [2025-11-22T01:26:31.486609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'. [2025-11-22T01:26:31.498267] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MBI'. [2025-11-22T01:26:31.499412] [DEBUG] [LOCAL ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt [2025-11-22T01:26:31.499465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:31.680193] [INFO ] [sig ] MBI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:31.829416] [INFO ] [LOCAL ] Saved forecast: MBI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MBI.txt [2025-11-22T01:26:31.829573] [INFO ] [sig ] [987/1897] Completed MBI in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:31.829616] [INFO ] [sig ] [988/1897] Forecasting MC... [2025-11-22T01:26:31.829669] [INFO ] [sig ] Generating forecast for: MC [2025-11-22T01:26:31.829705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-11-22T01:26:31.841336] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MC'. [2025-11-22T01:26:31.842592] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-11-22T01:26:31.842665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:32.011445] [INFO ] [sig ] MC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:32.149380] [INFO ] [LOCAL ] Saved forecast: MC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MC.txt [2025-11-22T01:26:32.149513] [INFO ] [sig ] [988/1897] Completed MC in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:32.149553] [INFO ] [sig ] [989/1897] Forecasting MCB... [2025-11-22T01:26:32.149612] [INFO ] [sig ] Generating forecast for: MCB [2025-11-22T01:26:32.149663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'. [2025-11-22T01:26:32.160103] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MCB'. [2025-11-22T01:26:32.161159] [DEBUG] [LOCAL ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt [2025-11-22T01:26:32.161212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:32.325869] [INFO ] [sig ] MCB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:32.467033] [INFO ] [LOCAL ] Saved forecast: MCB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MCB.txt [2025-11-22T01:26:32.467235] [INFO ] [sig ] [989/1897] Completed MCB in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:32.467276] [INFO ] [sig ] [990/1897] Forecasting MCI... [2025-11-22T01:26:32.467305] [INFO ] [sig ] Generating forecast for: MCI [2025-11-22T01:26:32.467336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-11-22T01:26:32.485055] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MCI'. [2025-11-22T01:26:32.486175] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-11-22T01:26:32.486228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:32.670235] [INFO ] [sig ] MCI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:32.811545] [INFO ] [LOCAL ] Saved forecast: MCI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MCI.txt [2025-11-22T01:26:32.811743] [INFO ] [sig ] [990/1897] Completed MCI in 0.3s | 2.92 sym/s | Total: 5.6m | ETA: 5.2m [2025-11-22T01:26:32.811788] [INFO ] [sig ] [991/1897] Forecasting MCK... [2025-11-22T01:26:32.811822] [INFO ] [sig ] Generating forecast for: MCK [2025-11-22T01:26:32.811851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-11-22T01:26:32.823515] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MCK'. [2025-11-22T01:26:32.824661] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-11-22T01:26:32.824715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:32.995750] [INFO ] [sig ] MCK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:33.134162] [INFO ] [LOCAL ] Saved forecast: MCK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MCK.txt [2025-11-22T01:26:33.134297] [INFO ] [sig ] [991/1897] Completed MCK in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.2m [2025-11-22T01:26:33.134337] [INFO ] [sig ] [992/1897] Forecasting MCN... [2025-11-22T01:26:33.134367] [INFO ] [sig ] Generating forecast for: MCN [2025-11-22T01:26:33.134395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-11-22T01:26:33.144532] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MCN'. [2025-11-22T01:26:33.145592] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-11-22T01:26:33.145665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:33.310266] [INFO ] [sig ] MCN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:33.451216] [INFO ] [LOCAL ] Saved forecast: MCN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MCN.txt [2025-11-22T01:26:33.451350] [INFO ] [sig ] [992/1897] Completed MCN in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.2m [2025-11-22T01:26:33.451389] [INFO ] [sig ] [993/1897] Forecasting MCO... [2025-11-22T01:26:33.451428] [INFO ] [sig ] Generating forecast for: MCO [2025-11-22T01:26:33.451460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'. [2025-11-22T01:26:33.462245] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MCO'. [2025-11-22T01:26:33.463290] [DEBUG] [LOCAL ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt [2025-11-22T01:26:33.463343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:33.629881] [INFO ] [sig ] MCO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:33.770074] [INFO ] [LOCAL ] Saved forecast: MCO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MCO.txt [2025-11-22T01:26:33.770211] [INFO ] [sig ] [993/1897] Completed MCO in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.2m [2025-11-22T01:26:33.770252] [INFO ] [sig ] [994/1897] Forecasting MCR... [2025-11-22T01:26:33.770282] [INFO ] [sig ] Generating forecast for: MCR [2025-11-22T01:26:33.770314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'. [2025-11-22T01:26:33.780665] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MCR'. [2025-11-22T01:26:33.781694] [DEBUG] [LOCAL ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt [2025-11-22T01:26:33.781748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:33.944718] [INFO ] [sig ] MCR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:34.084530] [INFO ] [LOCAL ] Saved forecast: MCR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MCR.txt [2025-11-22T01:26:34.084668] [INFO ] [sig ] [994/1897] Completed MCR in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.2m [2025-11-22T01:26:34.084709] [INFO ] [sig ] [995/1897] Forecasting MCS... [2025-11-22T01:26:34.084740] [INFO ] [sig ] Generating forecast for: MCS [2025-11-22T01:26:34.084770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-11-22T01:26:34.095411] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MCS'. [2025-11-22T01:26:34.096470] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-11-22T01:26:34.096522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:34.289845] [INFO ] [sig ] MCS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:34.434236] [INFO ] [LOCAL ] Saved forecast: MCS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MCS.txt [2025-11-22T01:26:34.434415] [INFO ] [sig ] [995/1897] Completed MCS in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:34.434458] [INFO ] [sig ] [996/1897] Forecasting MCY... [2025-11-22T01:26:34.434489] [INFO ] [sig ] Generating forecast for: MCY [2025-11-22T01:26:34.434521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-11-22T01:26:34.446437] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MCY'. [2025-11-22T01:26:34.448902] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-11-22T01:26:34.449021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:34.617911] [INFO ] [sig ] MCY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:34.757701] [INFO ] [LOCAL ] Saved forecast: MCY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MCY.txt [2025-11-22T01:26:34.757838] [INFO ] [sig ] [996/1897] Completed MCY in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:34.757886] [INFO ] [sig ] [997/1897] Forecasting MD... [2025-11-22T01:26:34.757917] [INFO ] [sig ] Generating forecast for: MD [2025-11-22T01:26:34.757948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-11-22T01:26:34.770332] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MD'. [2025-11-22T01:26:34.771677] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-11-22T01:26:34.771734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:34.966024] [INFO ] [sig ] MD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:35.107076] [INFO ] [LOCAL ] Saved forecast: MD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MD.txt [2025-11-22T01:26:35.107273] [INFO ] [sig ] [997/1897] Completed MD in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:35.107316] [INFO ] [sig ] [998/1897] Forecasting MDT... [2025-11-22T01:26:35.107345] [INFO ] [sig ] Generating forecast for: MDT [2025-11-22T01:26:35.107375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'. [2025-11-22T01:26:35.119237] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MDT'. [2025-11-22T01:26:35.120355] [DEBUG] [LOCAL ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt [2025-11-22T01:26:35.120409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:35.307497] [INFO ] [sig ] MDT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:35.446781] [INFO ] [LOCAL ] Saved forecast: MDT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MDT.txt [2025-11-22T01:26:35.446915] [INFO ] [sig ] [998/1897] Completed MDT in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:35.446954] [INFO ] [sig ] [999/1897] Forecasting MDU... [2025-11-22T01:26:35.446984] [INFO ] [sig ] Generating forecast for: MDU [2025-11-22T01:26:35.447016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'. [2025-11-22T01:26:35.458708] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MDU'. [2025-11-22T01:26:35.459843] [DEBUG] [LOCAL ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt [2025-11-22T01:26:35.459925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:35.650576] [INFO ] [sig ] MDU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:35.789456] [INFO ] [LOCAL ] Saved forecast: MDU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MDU.txt [2025-11-22T01:26:35.789594] [INFO ] [sig ] [999/1897] Completed MDU in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:35.789633] [INFO ] [sig ] [1000/1897] Forecasting MDV... [2025-11-22T01:26:35.789685] [INFO ] [sig ] Generating forecast for: MDV [2025-11-22T01:26:35.789717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'. [2025-11-22T01:26:35.806350] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MDV'. [2025-11-22T01:26:35.807462] [DEBUG] [LOCAL ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt [2025-11-22T01:26:35.807514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:36.001112] [INFO ] [sig ] MDV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:36.139815] [INFO ] [LOCAL ] Saved forecast: MDV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MDV.txt [2025-11-22T01:26:36.139947] [INFO ] [sig ] [1000/1897] Completed MDV in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:36.139987] [INFO ] [sig ] [1001/1897] Forecasting MEC... [2025-11-22T01:26:36.140017] [INFO ] [sig ] Generating forecast for: MEC [2025-11-22T01:26:36.140048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-11-22T01:26:36.155170] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MEC'. [2025-11-22T01:26:36.156298] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-11-22T01:26:36.156350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:36.333444] [INFO ] [sig ] MEC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:36.476457] [INFO ] [LOCAL ] Saved forecast: MEC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MEC.txt [2025-11-22T01:26:36.476588] [INFO ] [sig ] [1001/1897] Completed MEC in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:36.476627] [INFO ] [sig ] [1002/1897] Forecasting MED... [2025-11-22T01:26:36.476681] [INFO ] [sig ] Generating forecast for: MED [2025-11-22T01:26:36.476715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-11-22T01:26:36.493457] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MED'. [2025-11-22T01:26:36.494693] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-11-22T01:26:36.494746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:36.675667] [INFO ] [sig ] MED: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:36.818514] [INFO ] [LOCAL ] Saved forecast: MED 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MED.txt [2025-11-22T01:26:36.818672] [INFO ] [sig ] [1002/1897] Completed MED in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:36.818715] [INFO ] [sig ] [1003/1897] Forecasting MEG... [2025-11-22T01:26:36.818747] [INFO ] [sig ] Generating forecast for: MEG [2025-11-22T01:26:36.818777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-11-22T01:26:36.830043] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MEG'. [2025-11-22T01:26:36.831126] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-11-22T01:26:36.831179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:37.009237] [INFO ] [sig ] MEG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:37.154139] [INFO ] [LOCAL ] Saved forecast: MEG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MEG.txt [2025-11-22T01:26:37.154282] [INFO ] [sig ] [1003/1897] Completed MEG in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:37.154321] [INFO ] [sig ] [1004/1897] Forecasting MEGI... [2025-11-22T01:26:37.154351] [INFO ] [sig ] Generating forecast for: MEGI [2025-11-22T01:26:37.154380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-11-22T01:26:37.165772] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MEGI'. [2025-11-22T01:26:37.166840] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-11-22T01:26:37.166892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:37.338786] [INFO ] [sig ] MEGI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:37.480872] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MEGI.txt [2025-11-22T01:26:37.481049] [INFO ] [sig ] [1004/1897] Completed MEGI in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:37.481093] [INFO ] [sig ] [1005/1897] Forecasting MEI... [2025-11-22T01:26:37.481123] [INFO ] [sig ] Generating forecast for: MEI [2025-11-22T01:26:37.481157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-11-22T01:26:37.493339] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MEI'. [2025-11-22T01:26:37.494475] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-11-22T01:26:37.494527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:37.666565] [INFO ] [sig ] MEI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:37.803444] [INFO ] [LOCAL ] Saved forecast: MEI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MEI.txt [2025-11-22T01:26:37.803572] [INFO ] [sig ] [1005/1897] Completed MEI in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:37.803611] [INFO ] [sig ] [1006/1897] Forecasting MET... [2025-11-22T01:26:37.803660] [INFO ] [sig ] Generating forecast for: MET [2025-11-22T01:26:37.803694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'. [2025-11-22T01:26:37.815297] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MET'. [2025-11-22T01:26:37.816385] [DEBUG] [LOCAL ] No optimal features file found for MET: ./output/feature-sets/MET.txt [2025-11-22T01:26:37.816437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:38.003981] [INFO ] [sig ] MET: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:38.142556] [INFO ] [LOCAL ] Saved forecast: MET 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MET.txt [2025-11-22T01:26:38.142694] [INFO ] [sig ] [1006/1897] Completed MET in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:38.142736] [INFO ] [sig ] [1007/1897] Forecasting MFA... [2025-11-22T01:26:38.142765] [INFO ] [sig ] Generating forecast for: MFA [2025-11-22T01:26:38.142795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-11-22T01:26:38.155016] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MFA'. [2025-11-22T01:26:38.156335] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-11-22T01:26:38.156391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:38.351946] [INFO ] [sig ] MFA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:38.493962] [INFO ] [LOCAL ] Saved forecast: MFA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MFA.txt [2025-11-22T01:26:38.494126] [INFO ] [sig ] [1007/1897] Completed MFA in 0.4s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:38.494168] [INFO ] [sig ] [1008/1897] Forecasting MFC... [2025-11-22T01:26:38.494198] [INFO ] [sig ] Generating forecast for: MFC [2025-11-22T01:26:38.494228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-11-22T01:26:38.506928] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MFC'. [2025-11-22T01:26:38.508137] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-11-22T01:26:38.508195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:38.680038] [INFO ] [sig ] MFC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:38.820872] [INFO ] [LOCAL ] Saved forecast: MFC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MFC.txt [2025-11-22T01:26:38.821043] [INFO ] [sig ] [1008/1897] Completed MFC in 0.3s | 2.92 sym/s | Total: 5.7m | ETA: 5.1m [2025-11-22T01:26:38.821086] [INFO ] [sig ] [1009/1897] Forecasting MFG... [2025-11-22T01:26:38.821116] [INFO ] [sig ] Generating forecast for: MFG [2025-11-22T01:26:38.821147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-11-22T01:26:38.832527] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MFG'. [2025-11-22T01:26:38.833787] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-11-22T01:26:38.833841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:39.008301] [INFO ] [sig ] MFG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:39.148986] [INFO ] [LOCAL ] Saved forecast: MFG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MFG.txt [2025-11-22T01:26:39.149122] [INFO ] [sig ] [1009/1897] Completed MFG in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.1m [2025-11-22T01:26:39.149162] [INFO ] [sig ] [1010/1897] Forecasting MFM... [2025-11-22T01:26:39.149191] [INFO ] [sig ] Generating forecast for: MFM [2025-11-22T01:26:39.149222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-11-22T01:26:39.159628] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MFM'. [2025-11-22T01:26:39.160732] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-11-22T01:26:39.160786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:39.328259] [INFO ] [sig ] MFM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:39.469137] [INFO ] [LOCAL ] Saved forecast: MFM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MFM.txt [2025-11-22T01:26:39.469265] [INFO ] [sig ] [1010/1897] Completed MFM in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.1m [2025-11-22T01:26:39.469304] [INFO ] [sig ] [1011/1897] Forecasting MG... [2025-11-22T01:26:39.469332] [INFO ] [sig ] Generating forecast for: MG [2025-11-22T01:26:39.469362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-11-22T01:26:39.481530] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MG'. [2025-11-22T01:26:39.482700] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-11-22T01:26:39.482753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:39.647300] [INFO ] [sig ] MG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:39.783717] [INFO ] [LOCAL ] Saved forecast: MG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MG.txt [2025-11-22T01:26:39.783839] [INFO ] [sig ] [1011/1897] Completed MG in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.1m [2025-11-22T01:26:39.783879] [INFO ] [sig ] [1012/1897] Forecasting MGA... [2025-11-22T01:26:39.783908] [INFO ] [sig ] Generating forecast for: MGA [2025-11-22T01:26:39.783938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-11-22T01:26:39.794749] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MGA'. [2025-11-22T01:26:39.795818] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-11-22T01:26:39.795884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:39.966460] [INFO ] [sig ] MGA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:40.103148] [INFO ] [LOCAL ] Saved forecast: MGA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MGA.txt [2025-11-22T01:26:40.103270] [INFO ] [sig ] [1012/1897] Completed MGA in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:40.103336] [INFO ] [sig ] [1013/1897] Forecasting MGF... [2025-11-22T01:26:40.103366] [INFO ] [sig ] Generating forecast for: MGF [2025-11-22T01:26:40.103395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'. [2025-11-22T01:26:40.115147] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MGF'. [2025-11-22T01:26:40.116310] [DEBUG] [LOCAL ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt [2025-11-22T01:26:40.116364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:40.272633] [INFO ] [sig ] MGF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:40.410260] [INFO ] [LOCAL ] Saved forecast: MGF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MGF.txt [2025-11-22T01:26:40.410388] [INFO ] [sig ] [1013/1897] Completed MGF in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:40.410427] [INFO ] [sig ] [1014/1897] Forecasting MGM... [2025-11-22T01:26:40.410457] [INFO ] [sig ] Generating forecast for: MGM [2025-11-22T01:26:40.410487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-11-22T01:26:40.421611] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MGM'. [2025-11-22T01:26:40.422746] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-11-22T01:26:40.422799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:40.593381] [INFO ] [sig ] MGM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:40.732957] [INFO ] [LOCAL ] Saved forecast: MGM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MGM.txt [2025-11-22T01:26:40.733114] [INFO ] [sig ] [1014/1897] Completed MGM in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:40.733163] [INFO ] [sig ] [1015/1897] Forecasting MGR... [2025-11-22T01:26:40.733194] [INFO ] [sig ] Generating forecast for: MGR [2025-11-22T01:26:40.733225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'. [2025-11-22T01:26:40.744411] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MGR'. [2025-11-22T01:26:40.745492] [DEBUG] [LOCAL ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt [2025-11-22T01:26:40.745545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:40.910260] [INFO ] [sig ] MGR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:41.052010] [INFO ] [LOCAL ] Saved forecast: MGR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MGR.txt [2025-11-22T01:26:41.052143] [INFO ] [sig ] [1015/1897] Completed MGR in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:41.052182] [INFO ] [sig ] [1016/1897] Forecasting MGRB... [2025-11-22T01:26:41.052211] [INFO ] [sig ] Generating forecast for: MGRB [2025-11-22T01:26:41.052242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'. [2025-11-22T01:26:41.062446] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MGRB'. [2025-11-22T01:26:41.063506] [DEBUG] [LOCAL ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt [2025-11-22T01:26:41.063558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:41.225030] [INFO ] [sig ] MGRB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:41.365116] [INFO ] [LOCAL ] Saved forecast: MGRB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MGRB.txt [2025-11-22T01:26:41.365259] [INFO ] [sig ] [1016/1897] Completed MGRB in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:41.365300] [INFO ] [sig ] [1017/1897] Forecasting MGRD... [2025-11-22T01:26:41.365330] [INFO ] [sig ] Generating forecast for: MGRD [2025-11-22T01:26:41.365360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'. [2025-11-22T01:26:41.376327] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MGRD'. [2025-11-22T01:26:41.377485] [DEBUG] [LOCAL ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt [2025-11-22T01:26:41.377539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:41.538215] [INFO ] [sig ] MGRD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:41.677796] [INFO ] [LOCAL ] Saved forecast: MGRD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MGRD.txt [2025-11-22T01:26:41.677935] [INFO ] [sig ] [1017/1897] Completed MGRD in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:41.677977] [INFO ] [sig ] [1018/1897] Forecasting MGY... [2025-11-22T01:26:41.678007] [INFO ] [sig ] Generating forecast for: MGY [2025-11-22T01:26:41.678037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-11-22T01:26:41.689527] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MGY'. [2025-11-22T01:26:41.690664] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-11-22T01:26:41.690719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:41.860670] [INFO ] [sig ] MGY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:42.000079] [INFO ] [LOCAL ] Saved forecast: MGY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MGY.txt [2025-11-22T01:26:42.000222] [INFO ] [sig ] [1018/1897] Completed MGY in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:42.000261] [INFO ] [sig ] [1019/1897] Forecasting MHD... [2025-11-22T01:26:42.000291] [INFO ] [sig ] Generating forecast for: MHD [2025-11-22T01:26:42.000323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-11-22T01:26:42.011755] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MHD'. [2025-11-22T01:26:42.012849] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-11-22T01:26:42.012903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:42.203363] [INFO ] [sig ] MHD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:42.349886] [INFO ] [LOCAL ] Saved forecast: MHD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MHD.txt [2025-11-22T01:26:42.350023] [INFO ] [sig ] [1019/1897] Completed MHD in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:42.350062] [INFO ] [sig ] [1020/1897] Forecasting MHF... [2025-11-22T01:26:42.350092] [INFO ] [sig ] Generating forecast for: MHF [2025-11-22T01:26:42.350122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-11-22T01:26:42.360249] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MHF'. [2025-11-22T01:26:42.361270] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-11-22T01:26:42.361323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:42.536191] [INFO ] [sig ] MHF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:42.677267] [INFO ] [LOCAL ] Saved forecast: MHF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MHF.txt [2025-11-22T01:26:42.677416] [INFO ] [sig ] [1020/1897] Completed MHF in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:42.677458] [INFO ] [sig ] [1021/1897] Forecasting MHK... [2025-11-22T01:26:42.677491] [INFO ] [sig ] Generating forecast for: MHK [2025-11-22T01:26:42.677524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-11-22T01:26:42.689931] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MHK'. [2025-11-22T01:26:42.691091] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-11-22T01:26:42.691147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:42.862181] [INFO ] [sig ] MHK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:43.006869] [INFO ] [LOCAL ] Saved forecast: MHK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MHK.txt [2025-11-22T01:26:43.007002] [INFO ] [sig ] [1021/1897] Completed MHK in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:43.007065] [INFO ] [sig ] [1022/1897] Forecasting MHN... [2025-11-22T01:26:43.007101] [INFO ] [sig ] Generating forecast for: MHN [2025-11-22T01:26:43.007134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-11-22T01:26:43.018006] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MHN'. [2025-11-22T01:26:43.019066] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-11-22T01:26:43.019118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:43.199102] [INFO ] [sig ] MHN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:43.340543] [INFO ] [LOCAL ] Saved forecast: MHN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MHN.txt [2025-11-22T01:26:43.340732] [INFO ] [sig ] [1022/1897] Completed MHN in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:43.340778] [INFO ] [sig ] [1023/1897] Forecasting MHO... [2025-11-22T01:26:43.340808] [INFO ] [sig ] Generating forecast for: MHO [2025-11-22T01:26:43.340840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-11-22T01:26:43.352135] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MHO'. [2025-11-22T01:26:43.353344] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-11-22T01:26:43.353397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:43.546851] [INFO ] [sig ] MHO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:43.688620] [INFO ] [LOCAL ] Saved forecast: MHO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MHO.txt [2025-11-22T01:26:43.688813] [INFO ] [sig ] [1023/1897] Completed MHO in 0.3s | 2.92 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:43.688855] [INFO ] [sig ] [1024/1897] Forecasting MIN... [2025-11-22T01:26:43.688886] [INFO ] [sig ] Generating forecast for: MIN [2025-11-22T01:26:43.688927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'. [2025-11-22T01:26:43.699726] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MIN'. [2025-11-22T01:26:43.700747] [DEBUG] [LOCAL ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt [2025-11-22T01:26:43.700800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:43.870716] [INFO ] [sig ] MIN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:44.012339] [INFO ] [LOCAL ] Saved forecast: MIN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MIN.txt [2025-11-22T01:26:44.012498] [INFO ] [sig ] [1024/1897] Completed MIN in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:44.012539] [INFO ] [sig ] [1025/1897] Forecasting MIR... [2025-11-22T01:26:44.012569] [INFO ] [sig ] Generating forecast for: MIR [2025-11-22T01:26:44.012601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'. [2025-11-22T01:26:44.023951] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MIR'. [2025-11-22T01:26:44.025114] [DEBUG] [LOCAL ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt [2025-11-22T01:26:44.025167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:44.200348] [INFO ] [sig ] MIR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:44.339301] [INFO ] [LOCAL ] Saved forecast: MIR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MIR.txt [2025-11-22T01:26:44.339469] [INFO ] [sig ] [1025/1897] Completed MIR in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:44.339508] [INFO ] [sig ] [1026/1897] Forecasting MITT... [2025-11-22T01:26:44.339537] [INFO ] [sig ] Generating forecast for: MITT [2025-11-22T01:26:44.339567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'. [2025-11-22T01:26:44.350823] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MITT'. [2025-11-22T01:26:44.351967] [DEBUG] [LOCAL ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt [2025-11-22T01:26:44.352020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:44.528971] [INFO ] [sig ] MITT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:44.671808] [INFO ] [LOCAL ] Saved forecast: MITT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MITT.txt [2025-11-22T01:26:44.671965] [INFO ] [sig ] [1026/1897] Completed MITT in 0.3s | 2.93 sym/s | Total: 5.8m | ETA: 5.0m [2025-11-22T01:26:44.672005] [INFO ] [sig ] [1027/1897] Forecasting MIY... [2025-11-22T01:26:44.672035] [INFO ] [sig ] Generating forecast for: MIY [2025-11-22T01:26:44.672066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-11-22T01:26:44.683190] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MIY'. [2025-11-22T01:26:44.684241] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-11-22T01:26:44.684294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:44.857297] [INFO ] [sig ] MIY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:44.996612] [INFO ] [LOCAL ] Saved forecast: MIY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MIY.txt [2025-11-22T01:26:44.996759] [INFO ] [sig ] [1027/1897] Completed MIY in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 5.0m [2025-11-22T01:26:44.996809] [INFO ] [sig ] [1028/1897] Forecasting MKC... [2025-11-22T01:26:44.996841] [INFO ] [sig ] Generating forecast for: MKC [2025-11-22T01:26:44.996872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-11-22T01:26:45.008562] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MKC'. [2025-11-22T01:26:45.009764] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-11-22T01:26:45.009818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:45.208280] [INFO ] [sig ] MKC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:45.353036] [INFO ] [LOCAL ] Saved forecast: MKC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MKC.txt [2025-11-22T01:26:45.353180] [INFO ] [sig ] [1028/1897] Completed MKC in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 5.0m [2025-11-22T01:26:45.353223] [INFO ] [sig ] [1029/1897] Forecasting MKL... [2025-11-22T01:26:45.353253] [INFO ] [sig ] Generating forecast for: MKL [2025-11-22T01:26:45.353284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-11-22T01:26:45.365933] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MKL'. [2025-11-22T01:26:45.367137] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-11-22T01:26:45.367192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:45.544308] [INFO ] [sig ] MKL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:45.705374] [INFO ] [LOCAL ] Saved forecast: MKL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MKL.txt [2025-11-22T01:26:45.705550] [INFO ] [sig ] [1029/1897] Completed MKL in 0.4s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:45.705684] [INFO ] [sig ] [1030/1897] Forecasting MLI... [2025-11-22T01:26:45.705719] [INFO ] [sig ] Generating forecast for: MLI [2025-11-22T01:26:45.705750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-11-22T01:26:45.716842] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MLI'. [2025-11-22T01:26:45.718027] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-11-22T01:26:45.718079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:45.893180] [INFO ] [sig ] MLI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:46.036030] [INFO ] [LOCAL ] Saved forecast: MLI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MLI.txt [2025-11-22T01:26:46.036173] [INFO ] [sig ] [1030/1897] Completed MLI in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:46.036214] [INFO ] [sig ] [1031/1897] Forecasting MLM... [2025-11-22T01:26:46.036244] [INFO ] [sig ] Generating forecast for: MLM [2025-11-22T01:26:46.036275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-11-22T01:26:46.046430] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MLM'. [2025-11-22T01:26:46.047536] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-11-22T01:26:46.047588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:46.222188] [INFO ] [sig ] MLM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:46.369743] [INFO ] [LOCAL ] Saved forecast: MLM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MLM.txt [2025-11-22T01:26:46.369897] [INFO ] [sig ] [1031/1897] Completed MLM in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:46.369941] [INFO ] [sig ] [1032/1897] Forecasting MLP... [2025-11-22T01:26:46.369971] [INFO ] [sig ] Generating forecast for: MLP [2025-11-22T01:26:46.370002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-11-22T01:26:46.380282] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MLP'. [2025-11-22T01:26:46.381490] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-11-22T01:26:46.381545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:46.540197] [INFO ] [sig ] MLP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:46.677787] [INFO ] [LOCAL ] Saved forecast: MLP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MLP.txt [2025-11-22T01:26:46.677911] [INFO ] [sig ] [1032/1897] Completed MLP in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:46.677951] [INFO ] [sig ] [1033/1897] Forecasting MLR... [2025-11-22T01:26:46.677980] [INFO ] [sig ] Generating forecast for: MLR [2025-11-22T01:26:46.678010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'. [2025-11-22T01:26:46.687989] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MLR'. [2025-11-22T01:26:46.689109] [DEBUG] [LOCAL ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt [2025-11-22T01:26:46.689162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:46.843606] [INFO ] [sig ] MLR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:46.981789] [INFO ] [LOCAL ] Saved forecast: MLR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MLR.txt [2025-11-22T01:26:46.981916] [INFO ] [sig ] [1033/1897] Completed MLR in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:46.981955] [INFO ] [sig ] [1034/1897] Forecasting MMC... [2025-11-22T01:26:46.981985] [INFO ] [sig ] Generating forecast for: MMC [2025-11-22T01:26:46.982017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-11-22T01:26:46.992881] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MMC'. [2025-11-22T01:26:46.993954] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-11-22T01:26:46.994006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:47.153301] [INFO ] [sig ] MMC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:47.291971] [INFO ] [LOCAL ] Saved forecast: MMC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MMC.txt [2025-11-22T01:26:47.292095] [INFO ] [sig ] [1034/1897] Completed MMC in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:47.292133] [INFO ] [sig ] [1035/1897] Forecasting MMD... [2025-11-22T01:26:47.292165] [INFO ] [sig ] Generating forecast for: MMD [2025-11-22T01:26:47.292195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-11-22T01:26:47.303318] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MMD'. [2025-11-22T01:26:47.304390] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-11-22T01:26:47.304441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:47.467037] [INFO ] [sig ] MMD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:47.606396] [INFO ] [LOCAL ] Saved forecast: MMD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MMD.txt [2025-11-22T01:26:47.606530] [INFO ] [sig ] [1035/1897] Completed MMD in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:47.606570] [INFO ] [sig ] [1036/1897] Forecasting MMI... [2025-11-22T01:26:47.606600] [INFO ] [sig ] Generating forecast for: MMI [2025-11-22T01:26:47.606631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'. [2025-11-22T01:26:47.618357] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MMI'. [2025-11-22T01:26:47.619450] [DEBUG] [LOCAL ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt [2025-11-22T01:26:47.619514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:47.784383] [INFO ] [sig ] MMI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:47.924689] [INFO ] [LOCAL ] Saved forecast: MMI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MMI.txt [2025-11-22T01:26:47.924811] [INFO ] [sig ] [1036/1897] Completed MMI in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:47.924850] [INFO ] [sig ] [1037/1897] Forecasting MMS... [2025-11-22T01:26:47.924879] [INFO ] [sig ] Generating forecast for: MMS [2025-11-22T01:26:47.924910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-11-22T01:26:47.935855] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MMS'. [2025-11-22T01:26:47.936957] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-11-22T01:26:47.937012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:48.106164] [INFO ] [sig ] MMS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:48.246772] [INFO ] [LOCAL ] Saved forecast: MMS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MMS.txt [2025-11-22T01:26:48.246898] [INFO ] [sig ] [1037/1897] Completed MMS in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:48.246938] [INFO ] [sig ] [1038/1897] Forecasting MMT... [2025-11-22T01:26:48.246967] [INFO ] [sig ] Generating forecast for: MMT [2025-11-22T01:26:48.246998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'. [2025-11-22T01:26:48.257273] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MMT'. [2025-11-22T01:26:48.258317] [DEBUG] [LOCAL ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt [2025-11-22T01:26:48.258380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:48.429735] [INFO ] [sig ] MMT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:48.569478] [INFO ] [LOCAL ] Saved forecast: MMT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MMT.txt [2025-11-22T01:26:48.569612] [INFO ] [sig ] [1038/1897] Completed MMT in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:48.569672] [INFO ] [sig ] [1039/1897] Forecasting MMU... [2025-11-22T01:26:48.569704] [INFO ] [sig ] Generating forecast for: MMU [2025-11-22T01:26:48.569736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'. [2025-11-22T01:26:48.580455] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MMU'. [2025-11-22T01:26:48.581549] [DEBUG] [LOCAL ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt [2025-11-22T01:26:48.581601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:48.750367] [INFO ] [sig ] MMU: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:48.890941] [INFO ] [LOCAL ] Saved forecast: MMU 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MMU.txt [2025-11-22T01:26:48.891078] [INFO ] [sig ] [1039/1897] Completed MMU in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:48.891117] [INFO ] [sig ] [1040/1897] Forecasting MNR... [2025-11-22T01:26:48.891147] [INFO ] [sig ] Generating forecast for: MNR [2025-11-22T01:26:48.891177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'. [2025-11-22T01:26:48.902915] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MNR'. [2025-11-22T01:26:48.904109] [DEBUG] [LOCAL ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt [2025-11-22T01:26:48.904162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:49.078333] [INFO ] [sig ] MNR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:49.217849] [INFO ] [LOCAL ] Saved forecast: MNR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MNR.txt [2025-11-22T01:26:49.217989] [INFO ] [sig ] [1040/1897] Completed MNR in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:49.218028] [INFO ] [sig ] [1041/1897] Forecasting MNSO... [2025-11-22T01:26:49.218058] [INFO ] [sig ] Generating forecast for: MNSO [2025-11-22T01:26:49.218089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-11-22T01:26:49.229404] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MNSO'. [2025-11-22T01:26:49.230488] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-11-22T01:26:49.230541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:49.397425] [INFO ] [sig ] MNSO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:49.538595] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MNSO.txt [2025-11-22T01:26:49.538757] [INFO ] [sig ] [1041/1897] Completed MNSO in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:49.538799] [INFO ] [sig ] [1042/1897] Forecasting MOD... [2025-11-22T01:26:49.538828] [INFO ] [sig ] Generating forecast for: MOD [2025-11-22T01:26:49.538859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-11-22T01:26:49.550062] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MOD'. [2025-11-22T01:26:49.551197] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-11-22T01:26:49.551249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:49.719159] [INFO ] [sig ] MOD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:49.863526] [INFO ] [LOCAL ] Saved forecast: MOD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MOD.txt [2025-11-22T01:26:49.863719] [INFO ] [sig ] [1042/1897] Completed MOD in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:49.863764] [INFO ] [sig ] [1043/1897] Forecasting MODG... [2025-11-22T01:26:49.863793] [INFO ] [sig ] Generating forecast for: MODG [2025-11-22T01:26:49.863824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-11-22T01:26:49.874951] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MODG'. [2025-11-22T01:26:49.876157] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-11-22T01:26:49.876230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:50.052219] [INFO ] [sig ] MODG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:50.200463] [INFO ] [LOCAL ] Saved forecast: MODG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MODG.txt [2025-11-22T01:26:50.200607] [INFO ] [sig ] [1043/1897] Completed MODG in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:50.200669] [INFO ] [sig ] [1044/1897] Forecasting MOH... [2025-11-22T01:26:50.200703] [INFO ] [sig ] Generating forecast for: MOH [2025-11-22T01:26:50.200734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-11-22T01:26:50.211817] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MOH'. [2025-11-22T01:26:50.212897] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-11-22T01:26:50.212951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:50.398919] [INFO ] [sig ] MOH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:50.545404] [INFO ] [LOCAL ] Saved forecast: MOH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MOH.txt [2025-11-22T01:26:50.545556] [INFO ] [sig ] [1044/1897] Completed MOH in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:50.545597] [INFO ] [sig ] [1045/1897] Forecasting MOS... [2025-11-22T01:26:50.545627] [INFO ] [sig ] Generating forecast for: MOS [2025-11-22T01:26:50.545681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-11-22T01:26:50.558004] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MOS'. [2025-11-22T01:26:50.559166] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-11-22T01:26:50.559222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:50.737528] [INFO ] [sig ] MOS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:50.875942] [INFO ] [LOCAL ] Saved forecast: MOS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MOS.txt [2025-11-22T01:26:50.876121] [INFO ] [sig ] [1045/1897] Completed MOS in 0.3s | 2.93 sym/s | Total: 5.9m | ETA: 4.9m [2025-11-22T01:26:50.876162] [INFO ] [sig ] [1046/1897] Forecasting MOV... [2025-11-22T01:26:50.876192] [INFO ] [sig ] Generating forecast for: MOV [2025-11-22T01:26:50.876225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'. [2025-11-22T01:26:50.887985] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MOV'. [2025-11-22T01:26:50.889173] [DEBUG] [LOCAL ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt [2025-11-22T01:26:50.889231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:51.069562] [INFO ] [sig ] MOV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:51.209903] [INFO ] [LOCAL ] Saved forecast: MOV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MOV.txt [2025-11-22T01:26:51.210085] [INFO ] [sig ] [1046/1897] Completed MOV in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:51.210161] [INFO ] [sig ] [1047/1897] Forecasting MP... [2025-11-22T01:26:51.210193] [INFO ] [sig ] Generating forecast for: MP [2025-11-22T01:26:51.210224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'. [2025-11-22T01:26:51.221690] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MP'. [2025-11-22T01:26:51.222811] [DEBUG] [LOCAL ] No optimal features file found for MP: ./output/feature-sets/MP.txt [2025-11-22T01:26:51.222864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:51.398782] [INFO ] [sig ] MP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:51.536481] [INFO ] [LOCAL ] Saved forecast: MP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MP.txt [2025-11-22T01:26:51.536606] [INFO ] [sig ] [1047/1897] Completed MP in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:51.536662] [INFO ] [sig ] [1048/1897] Forecasting MPA... [2025-11-22T01:26:51.536695] [INFO ] [sig ] Generating forecast for: MPA [2025-11-22T01:26:51.536725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-11-22T01:26:51.548112] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MPA'. [2025-11-22T01:26:51.549180] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-11-22T01:26:51.549233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:51.713078] [INFO ] [sig ] MPA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:51.851440] [INFO ] [LOCAL ] Saved forecast: MPA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MPA.txt [2025-11-22T01:26:51.851577] [INFO ] [sig ] [1048/1897] Completed MPA in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:51.851618] [INFO ] [sig ] [1049/1897] Forecasting MPC... [2025-11-22T01:26:51.851665] [INFO ] [sig ] Generating forecast for: MPC [2025-11-22T01:26:51.851698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-11-22T01:26:51.863233] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MPC'. [2025-11-22T01:26:51.864304] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-11-22T01:26:51.864356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:52.039480] [INFO ] [sig ] MPC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:52.177445] [INFO ] [LOCAL ] Saved forecast: MPC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MPC.txt [2025-11-22T01:26:52.177583] [INFO ] [sig ] [1049/1897] Completed MPC in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:52.177623] [INFO ] [sig ] [1050/1897] Forecasting MPLX... [2025-11-22T01:26:52.177671] [INFO ] [sig ] Generating forecast for: MPLX [2025-11-22T01:26:52.177704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'. [2025-11-22T01:26:52.189287] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MPLX'. [2025-11-22T01:26:52.190346] [DEBUG] [LOCAL ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt [2025-11-22T01:26:52.190398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:52.386479] [INFO ] [sig ] MPLX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:52.525006] [INFO ] [LOCAL ] Saved forecast: MPLX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MPLX.txt [2025-11-22T01:26:52.525150] [INFO ] [sig ] [1050/1897] Completed MPLX in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:52.525191] [INFO ] [sig ] [1051/1897] Forecasting MPV... [2025-11-22T01:26:52.525221] [INFO ] [sig ] Generating forecast for: MPV [2025-11-22T01:26:52.525252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'. [2025-11-22T01:26:52.536060] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MPV'. [2025-11-22T01:26:52.537138] [DEBUG] [LOCAL ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt [2025-11-22T01:26:52.537191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:52.704846] [INFO ] [sig ] MPV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:52.843111] [INFO ] [LOCAL ] Saved forecast: MPV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MPV.txt [2025-11-22T01:26:52.843259] [INFO ] [sig ] [1051/1897] Completed MPV in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:52.843299] [INFO ] [sig ] [1052/1897] Forecasting MPW... [2025-11-22T01:26:52.843331] [INFO ] [sig ] Generating forecast for: MPW [2025-11-22T01:26:52.843361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'. [2025-11-22T01:26:52.854461] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MPW'. [2025-11-22T01:26:52.855500] [DEBUG] [LOCAL ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt [2025-11-22T01:26:52.855552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:53.029998] [INFO ] [sig ] MPW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:53.169861] [INFO ] [LOCAL ] Saved forecast: MPW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MPW.txt [2025-11-22T01:26:53.169996] [INFO ] [sig ] [1052/1897] Completed MPW in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:53.170035] [INFO ] [sig ] [1053/1897] Forecasting MPX... [2025-11-22T01:26:53.170065] [INFO ] [sig ] Generating forecast for: MPX [2025-11-22T01:26:53.170095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-11-22T01:26:53.180614] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MPX'. [2025-11-22T01:26:53.181679] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-11-22T01:26:53.181733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:53.349066] [INFO ] [sig ] MPX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:53.490023] [INFO ] [LOCAL ] Saved forecast: MPX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MPX.txt [2025-11-22T01:26:53.490152] [INFO ] [sig ] [1053/1897] Completed MPX in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:53.490191] [INFO ] [sig ] [1054/1897] Forecasting MQT... [2025-11-22T01:26:53.490222] [INFO ] [sig ] Generating forecast for: MQT [2025-11-22T01:26:53.490252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'. [2025-11-22T01:26:53.501051] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MQT'. [2025-11-22T01:26:53.502202] [DEBUG] [LOCAL ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt [2025-11-22T01:26:53.502254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:53.676920] [INFO ] [sig ] MQT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:53.823455] [INFO ] [LOCAL ] Saved forecast: MQT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MQT.txt [2025-11-22T01:26:53.823616] [INFO ] [sig ] [1054/1897] Completed MQT in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:53.823675] [INFO ] [sig ] [1055/1897] Forecasting MQY... [2025-11-22T01:26:53.823708] [INFO ] [sig ] Generating forecast for: MQY [2025-11-22T01:26:53.823738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-11-22T01:26:53.834879] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MQY'. [2025-11-22T01:26:53.836015] [DEBUG] [LOCAL ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt [2025-11-22T01:26:53.836068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:54.014266] [INFO ] [sig ] MQY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:54.155415] [INFO ] [LOCAL ] Saved forecast: MQY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MQY.txt [2025-11-22T01:26:54.155566] [INFO ] [sig ] [1055/1897] Completed MQY in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:54.155613] [INFO ] [sig ] [1056/1897] Forecasting MRK... [2025-11-22T01:26:54.155678] [INFO ] [sig ] Generating forecast for: MRK [2025-11-22T01:26:54.155711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'. [2025-11-22T01:26:54.167429] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MRK'. [2025-11-22T01:26:54.168542] [DEBUG] [LOCAL ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt [2025-11-22T01:26:54.168595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:54.352068] [INFO ] [sig ] MRK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:54.532767] [INFO ] [LOCAL ] Saved forecast: MRK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MRK.txt [2025-11-22T01:26:54.532913] [INFO ] [sig ] [1056/1897] Completed MRK in 0.4s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:54.532952] [INFO ] [sig ] [1057/1897] Forecasting MS... [2025-11-22T01:26:54.532986] [INFO ] [sig ] Generating forecast for: MS [2025-11-22T01:26:54.533016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'. [2025-11-22T01:26:54.544576] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MS'. [2025-11-22T01:26:54.545744] [DEBUG] [LOCAL ] No optimal features file found for MS: ./output/feature-sets/MS.txt [2025-11-22T01:26:54.545797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:54.722970] [INFO ] [sig ] MS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:54.862532] [INFO ] [LOCAL ] Saved forecast: MS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MS.txt [2025-11-22T01:26:54.862695] [INFO ] [sig ] [1057/1897] Completed MS in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:54.862739] [INFO ] [sig ] [1058/1897] Forecasting MSA... [2025-11-22T01:26:54.862770] [INFO ] [sig ] Generating forecast for: MSA [2025-11-22T01:26:54.862801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'. [2025-11-22T01:26:54.874575] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MSA'. [2025-11-22T01:26:54.875701] [DEBUG] [LOCAL ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt [2025-11-22T01:26:54.875754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:55.048499] [INFO ] [sig ] MSA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:55.188003] [INFO ] [LOCAL ] Saved forecast: MSA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MSA.txt [2025-11-22T01:26:55.188139] [INFO ] [sig ] [1058/1897] Completed MSA in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:55.188178] [INFO ] [sig ] [1059/1897] Forecasting MSB... [2025-11-22T01:26:55.188220] [INFO ] [sig ] Generating forecast for: MSB [2025-11-22T01:26:55.188252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-11-22T01:26:55.202041] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MSB'. [2025-11-22T01:26:55.203189] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-11-22T01:26:55.203242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:55.397418] [INFO ] [sig ] MSB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:55.537987] [INFO ] [LOCAL ] Saved forecast: MSB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MSB.txt [2025-11-22T01:26:55.538123] [INFO ] [sig ] [1059/1897] Completed MSB in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:55.538163] [INFO ] [sig ] [1060/1897] Forecasting MSCI... [2025-11-22T01:26:55.538193] [INFO ] [sig ] Generating forecast for: MSCI [2025-11-22T01:26:55.538222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'. [2025-11-22T01:26:55.549493] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MSCI'. [2025-11-22T01:26:55.550699] [DEBUG] [LOCAL ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt [2025-11-22T01:26:55.550753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:55.729602] [INFO ] [sig ] MSCI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:55.880163] [INFO ] [LOCAL ] Saved forecast: MSCI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MSCI.txt [2025-11-22T01:26:55.880306] [INFO ] [sig ] [1060/1897] Completed MSCI in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:55.880353] [INFO ] [sig ] [1061/1897] Forecasting MSD... [2025-11-22T01:26:55.880390] [INFO ] [sig ] Generating forecast for: MSD [2025-11-22T01:26:55.880422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-11-22T01:26:55.891794] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MSD'. [2025-11-22T01:26:55.892909] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-11-22T01:26:55.892962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:56.074202] [INFO ] [sig ] MSD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:56.215140] [INFO ] [LOCAL ] Saved forecast: MSD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MSD.txt [2025-11-22T01:26:56.215267] [INFO ] [sig ] [1061/1897] Completed MSD in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:56.215306] [INFO ] [sig ] [1062/1897] Forecasting MSGE... [2025-11-22T01:26:56.215335] [INFO ] [sig ] Generating forecast for: MSGE [2025-11-22T01:26:56.215364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'. [2025-11-22T01:26:56.226761] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MSGE'. [2025-11-22T01:26:56.227853] [DEBUG] [LOCAL ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt [2025-11-22T01:26:56.227906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:56.407781] [INFO ] [sig ] MSGE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:56.549246] [INFO ] [LOCAL ] Saved forecast: MSGE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MSGE.txt [2025-11-22T01:26:56.549395] [INFO ] [sig ] [1062/1897] Completed MSGE in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.8m [2025-11-22T01:26:56.549444] [INFO ] [sig ] [1063/1897] Forecasting MSGS... [2025-11-22T01:26:56.549475] [INFO ] [sig ] Generating forecast for: MSGS [2025-11-22T01:26:56.549505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'. [2025-11-22T01:26:56.559942] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MSGS'. [2025-11-22T01:26:56.561027] [DEBUG] [LOCAL ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt [2025-11-22T01:26:56.561081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:56.741058] [INFO ] [sig ] MSGS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:56.882244] [INFO ] [LOCAL ] Saved forecast: MSGS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MSGS.txt [2025-11-22T01:26:56.882379] [INFO ] [sig ] [1063/1897] Completed MSGS in 0.3s | 2.93 sym/s | Total: 6.0m | ETA: 4.7m [2025-11-22T01:26:56.882447] [INFO ] [sig ] [1064/1897] Forecasting MSI... [2025-11-22T01:26:56.882478] [INFO ] [sig ] Generating forecast for: MSI [2025-11-22T01:26:56.882509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'. [2025-11-22T01:26:56.893755] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MSI'. [2025-11-22T01:26:56.894873] [DEBUG] [LOCAL ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt [2025-11-22T01:26:56.894926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:57.070628] [INFO ] [sig ] MSI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:57.210295] [INFO ] [LOCAL ] Saved forecast: MSI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MSI.txt [2025-11-22T01:26:57.210427] [INFO ] [sig ] [1064/1897] Completed MSI in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:57.210466] [INFO ] [sig ] [1065/1897] Forecasting MSM... [2025-11-22T01:26:57.210498] [INFO ] [sig ] Generating forecast for: MSM [2025-11-22T01:26:57.210528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'. [2025-11-22T01:26:57.221268] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MSM'. [2025-11-22T01:26:57.222317] [DEBUG] [LOCAL ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt [2025-11-22T01:26:57.222369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:57.394093] [INFO ] [sig ] MSM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:57.531680] [INFO ] [LOCAL ] Saved forecast: MSM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MSM.txt [2025-11-22T01:26:57.531810] [INFO ] [sig ] [1065/1897] Completed MSM in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:57.531850] [INFO ] [sig ] [1066/1897] Forecasting MT... [2025-11-22T01:26:57.531881] [INFO ] [sig ] Generating forecast for: MT [2025-11-22T01:26:57.531911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'. [2025-11-22T01:26:57.543154] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MT'. [2025-11-22T01:26:57.544221] [DEBUG] [LOCAL ] No optimal features file found for MT: ./output/feature-sets/MT.txt [2025-11-22T01:26:57.544274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:57.719302] [INFO ] [sig ] MT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:57.859236] [INFO ] [LOCAL ] Saved forecast: MT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MT.txt [2025-11-22T01:26:57.859375] [INFO ] [sig ] [1066/1897] Completed MT in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:57.859416] [INFO ] [sig ] [1067/1897] Forecasting MTB... [2025-11-22T01:26:57.859447] [INFO ] [sig ] Generating forecast for: MTB [2025-11-22T01:26:57.859478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'. [2025-11-22T01:26:57.871137] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTB'. [2025-11-22T01:26:57.872212] [DEBUG] [LOCAL ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt [2025-11-22T01:26:57.872265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:58.048551] [INFO ] [sig ] MTB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:58.188681] [INFO ] [LOCAL ] Saved forecast: MTB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MTB.txt [2025-11-22T01:26:58.188816] [INFO ] [sig ] [1067/1897] Completed MTB in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:58.188857] [INFO ] [sig ] [1068/1897] Forecasting MTD... [2025-11-22T01:26:58.188887] [INFO ] [sig ] Generating forecast for: MTD [2025-11-22T01:26:58.188918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-11-22T01:26:58.201335] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTD'. [2025-11-22T01:26:58.202589] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-11-22T01:26:58.202679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:58.400562] [INFO ] [sig ] MTD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:26:58.543208] [INFO ] [LOCAL ] Saved forecast: MTD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MTD.txt [2025-11-22T01:26:58.543335] [INFO ] [sig ] [1068/1897] Completed MTD in 0.4s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:58.543377] [INFO ] [sig ] [1069/1897] Forecasting MTDR... [2025-11-22T01:26:58.543408] [INFO ] [sig ] Generating forecast for: MTDR [2025-11-22T01:26:58.543439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'. [2025-11-22T01:26:58.554742] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTDR'. [2025-11-22T01:26:58.555862] [DEBUG] [LOCAL ] No optimal features file found for MTDR: ./output/feature-sets/MTDR.txt [2025-11-22T01:26:58.555918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:58.725817] [INFO ] [sig ] MTDR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:58.864990] [INFO ] [LOCAL ] Saved forecast: MTDR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MTDR.txt [2025-11-22T01:26:58.865117] [INFO ] [sig ] [1069/1897] Completed MTDR in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:58.865156] [INFO ] [sig ] [1070/1897] Forecasting MTG... [2025-11-22T01:26:58.865185] [INFO ] [sig ] Generating forecast for: MTG [2025-11-22T01:26:58.865216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'. [2025-11-22T01:26:58.876328] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTG'. [2025-11-22T01:26:58.877425] [DEBUG] [LOCAL ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt [2025-11-22T01:26:58.877478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:59.059228] [INFO ] [sig ] MTG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:59.199437] [INFO ] [LOCAL ] Saved forecast: MTG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MTG.txt [2025-11-22T01:26:59.199605] [INFO ] [sig ] [1070/1897] Completed MTG in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:59.199669] [INFO ] [sig ] [1071/1897] Forecasting MTH... [2025-11-22T01:26:59.199703] [INFO ] [sig ] Generating forecast for: MTH [2025-11-22T01:26:59.199735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'. [2025-11-22T01:26:59.210545] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTH'. [2025-11-22T01:26:59.211748] [DEBUG] [LOCAL ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt [2025-11-22T01:26:59.211802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:59.380614] [INFO ] [sig ] MTH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:59.518861] [INFO ] [LOCAL ] Saved forecast: MTH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MTH.txt [2025-11-22T01:26:59.518972] [INFO ] [sig ] [1071/1897] Completed MTH in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:59.519011] [INFO ] [sig ] [1072/1897] Forecasting MTN... [2025-11-22T01:26:59.519041] [INFO ] [sig ] Generating forecast for: MTN [2025-11-22T01:26:59.519070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'. [2025-11-22T01:26:59.531383] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTN'. [2025-11-22T01:26:59.532475] [DEBUG] [LOCAL ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt [2025-11-22T01:26:59.532531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:26:59.711080] [INFO ] [sig ] MTN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:26:59.848521] [INFO ] [LOCAL ] Saved forecast: MTN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MTN.txt [2025-11-22T01:26:59.848654] [INFO ] [sig ] [1072/1897] Completed MTN in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:26:59.848696] [INFO ] [sig ] [1073/1897] Forecasting MTRN... [2025-11-22T01:26:59.848727] [INFO ] [sig ] Generating forecast for: MTRN [2025-11-22T01:26:59.848758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'. [2025-11-22T01:26:59.858796] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTRN'. [2025-11-22T01:26:59.859852] [DEBUG] [LOCAL ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt [2025-11-22T01:26:59.859905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:00.031218] [INFO ] [sig ] MTRN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:00.171948] [INFO ] [LOCAL ] Saved forecast: MTRN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MTRN.txt [2025-11-22T01:27:00.172075] [INFO ] [sig ] [1073/1897] Completed MTRN in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:27:00.172115] [INFO ] [sig ] [1074/1897] Forecasting MTW... [2025-11-22T01:27:00.172147] [INFO ] [sig ] Generating forecast for: MTW [2025-11-22T01:27:00.172176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'. [2025-11-22T01:27:00.183994] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTW'. [2025-11-22T01:27:00.185374] [DEBUG] [LOCAL ] No optimal features file found for MTW: ./output/feature-sets/MTW.txt [2025-11-22T01:27:00.185441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:00.877688] [INFO ] [sig ] MTW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:01.014484] [INFO ] [LOCAL ] Saved forecast: MTW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MTW.txt [2025-11-22T01:27:01.014598] [INFO ] [sig ] [1074/1897] Completed MTW in 0.8s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:27:01.014636] [INFO ] [sig ] [1075/1897] Forecasting MTX... [2025-11-22T01:27:01.014689] [INFO ] [sig ] Generating forecast for: MTX [2025-11-22T01:27:01.014720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'. [2025-11-22T01:27:01.024860] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTX'. [2025-11-22T01:27:01.025929] [DEBUG] [LOCAL ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt [2025-11-22T01:27:01.025982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:01.333927] [INFO ] [sig ] MTX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:01.471710] [INFO ] [LOCAL ] Saved forecast: MTX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MTX.txt [2025-11-22T01:27:01.471840] [INFO ] [sig ] [1075/1897] Completed MTX in 0.5s | 2.92 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:27:01.471879] [INFO ] [sig ] [1076/1897] Forecasting MTZ... [2025-11-22T01:27:01.471909] [INFO ] [sig ] Generating forecast for: MTZ [2025-11-22T01:27:01.471938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'. [2025-11-22T01:27:01.482859] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MTZ'. [2025-11-22T01:27:01.483958] [DEBUG] [LOCAL ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt [2025-11-22T01:27:01.484010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:01.650557] [INFO ] [sig ] MTZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:01.788142] [INFO ] [LOCAL ] Saved forecast: MTZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MTZ.txt [2025-11-22T01:27:01.788267] [INFO ] [sig ] [1076/1897] Completed MTZ in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:27:01.788305] [INFO ] [sig ] [1077/1897] Forecasting MUA... [2025-11-22T01:27:01.788336] [INFO ] [sig ] Generating forecast for: MUA [2025-11-22T01:27:01.788366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-11-22T01:27:01.798987] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MUA'. [2025-11-22T01:27:01.800034] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-11-22T01:27:01.800086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:01.965060] [INFO ] [sig ] MUA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:02.102789] [INFO ] [LOCAL ] Saved forecast: MUA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MUA.txt [2025-11-22T01:27:02.102907] [INFO ] [sig ] [1077/1897] Completed MUA in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:27:02.102946] [INFO ] [sig ] [1078/1897] Forecasting MUC... [2025-11-22T01:27:02.102976] [INFO ] [sig ] Generating forecast for: MUC [2025-11-22T01:27:02.103007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'. [2025-11-22T01:27:02.113956] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MUC'. [2025-11-22T01:27:02.115038] [DEBUG] [LOCAL ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt [2025-11-22T01:27:02.115107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:02.283674] [INFO ] [sig ] MUC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:02.422029] [INFO ] [LOCAL ] Saved forecast: MUC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MUC.txt [2025-11-22T01:27:02.422150] [INFO ] [sig ] [1078/1897] Completed MUC in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:27:02.422190] [INFO ] [sig ] [1079/1897] Forecasting MUE... [2025-11-22T01:27:02.422219] [INFO ] [sig ] Generating forecast for: MUE [2025-11-22T01:27:02.422249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-11-22T01:27:02.432832] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MUE'. [2025-11-22T01:27:02.433880] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-11-22T01:27:02.433934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:02.593622] [INFO ] [sig ] MUE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:02.731167] [INFO ] [LOCAL ] Saved forecast: MUE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MUE.txt [2025-11-22T01:27:02.731284] [INFO ] [sig ] [1079/1897] Completed MUE in 0.3s | 2.93 sym/s | Total: 6.1m | ETA: 4.7m [2025-11-22T01:27:02.731322] [INFO ] [sig ] [1080/1897] Forecasting MUFG... [2025-11-22T01:27:02.731349] [INFO ] [sig ] Generating forecast for: MUFG [2025-11-22T01:27:02.731380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'. [2025-11-22T01:27:02.742408] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MUFG'. [2025-11-22T01:27:02.743460] [DEBUG] [LOCAL ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt [2025-11-22T01:27:02.743512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:02.910319] [INFO ] [sig ] MUFG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:03.048491] [INFO ] [LOCAL ] Saved forecast: MUFG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MUFG.txt [2025-11-22T01:27:03.048618] [INFO ] [sig ] [1080/1897] Completed MUFG in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.7m [2025-11-22T01:27:03.048701] [INFO ] [sig ] [1081/1897] Forecasting MUJ... [2025-11-22T01:27:03.048733] [INFO ] [sig ] Generating forecast for: MUJ [2025-11-22T01:27:03.048763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'. [2025-11-22T01:27:03.059598] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MUJ'. [2025-11-22T01:27:03.060710] [DEBUG] [LOCAL ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt [2025-11-22T01:27:03.060763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:03.222899] [INFO ] [sig ] MUJ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:03.361475] [INFO ] [LOCAL ] Saved forecast: MUJ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MUJ.txt [2025-11-22T01:27:03.361627] [INFO ] [sig ] [1081/1897] Completed MUJ in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:03.361691] [INFO ] [sig ] [1082/1897] Forecasting MUR... [2025-11-22T01:27:03.361723] [INFO ] [sig ] Generating forecast for: MUR [2025-11-22T01:27:03.361754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'. [2025-11-22T01:27:03.372634] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MUR'. [2025-11-22T01:27:03.373713] [DEBUG] [LOCAL ] No optimal features file found for MUR: ./output/feature-sets/MUR.txt [2025-11-22T01:27:03.373766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:03.541088] [INFO ] [sig ] MUR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:03.686777] [INFO ] [LOCAL ] Saved forecast: MUR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MUR.txt [2025-11-22T01:27:03.686937] [INFO ] [sig ] [1082/1897] Completed MUR in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:03.686981] [INFO ] [sig ] [1083/1897] Forecasting MUSA... [2025-11-22T01:27:03.687012] [INFO ] [sig ] Generating forecast for: MUSA [2025-11-22T01:27:03.687060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'. [2025-11-22T01:27:03.699610] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MUSA'. [2025-11-22T01:27:03.700976] [DEBUG] [LOCAL ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt [2025-11-22T01:27:03.701033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:03.892820] [INFO ] [sig ] MUSA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:04.035590] [INFO ] [LOCAL ] Saved forecast: MUSA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MUSA.txt [2025-11-22T01:27:04.035785] [INFO ] [sig ] [1083/1897] Completed MUSA in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:04.035831] [INFO ] [sig ] [1084/1897] Forecasting MUX... [2025-11-22T01:27:04.035862] [INFO ] [sig ] Generating forecast for: MUX [2025-11-22T01:27:04.035894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'. [2025-11-22T01:27:04.048261] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MUX'. [2025-11-22T01:27:04.049628] [DEBUG] [LOCAL ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt [2025-11-22T01:27:04.049703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:04.225578] [INFO ] [sig ] MUX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:04.364034] [INFO ] [LOCAL ] Saved forecast: MUX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MUX.txt [2025-11-22T01:27:04.364168] [INFO ] [sig ] [1084/1897] Completed MUX in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:04.364207] [INFO ] [sig ] [1085/1897] Forecasting MVF... [2025-11-22T01:27:04.364238] [INFO ] [sig ] Generating forecast for: MVF [2025-11-22T01:27:04.364268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-11-22T01:27:04.375593] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MVF'. [2025-11-22T01:27:04.376800] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-11-22T01:27:04.376854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:04.549176] [INFO ] [sig ] MVF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:04.696036] [INFO ] [LOCAL ] Saved forecast: MVF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MVF.txt [2025-11-22T01:27:04.696166] [INFO ] [sig ] [1085/1897] Completed MVF in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:04.696206] [INFO ] [sig ] [1086/1897] Forecasting MVO... [2025-11-22T01:27:04.696237] [INFO ] [sig ] Generating forecast for: MVO [2025-11-22T01:27:04.696266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-11-22T01:27:04.708367] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MVO'. [2025-11-22T01:27:04.709529] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-11-22T01:27:04.709584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:04.891412] [INFO ] [sig ] MVO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:05.041565] [INFO ] [LOCAL ] Saved forecast: MVO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MVO.txt [2025-11-22T01:27:05.041764] [INFO ] [sig ] [1086/1897] Completed MVO in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:05.041808] [INFO ] [sig ] [1087/1897] Forecasting MVT... [2025-11-22T01:27:05.041839] [INFO ] [sig ] Generating forecast for: MVT [2025-11-22T01:27:05.041870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'. [2025-11-22T01:27:05.053047] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MVT'. [2025-11-22T01:27:05.054109] [DEBUG] [LOCAL ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt [2025-11-22T01:27:05.054162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:05.218314] [INFO ] [sig ] MVT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:05.357546] [INFO ] [LOCAL ] Saved forecast: MVT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MVT.txt [2025-11-22T01:27:05.357711] [INFO ] [sig ] [1087/1897] Completed MVT in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:05.357756] [INFO ] [sig ] [1088/1897] Forecasting MWA... [2025-11-22T01:27:05.357787] [INFO ] [sig ] Generating forecast for: MWA [2025-11-22T01:27:05.357818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'. [2025-11-22T01:27:05.369125] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MWA'. [2025-11-22T01:27:05.370241] [DEBUG] [LOCAL ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt [2025-11-22T01:27:05.370295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:05.543599] [INFO ] [sig ] MWA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:05.683703] [INFO ] [LOCAL ] Saved forecast: MWA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MWA.txt [2025-11-22T01:27:05.683857] [INFO ] [sig ] [1088/1897] Completed MWA in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:05.683899] [INFO ] [sig ] [1089/1897] Forecasting MX... [2025-11-22T01:27:05.683930] [INFO ] [sig ] Generating forecast for: MX [2025-11-22T01:27:05.683962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-11-22T01:27:05.694794] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MX'. [2025-11-22T01:27:05.695889] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-11-22T01:27:05.695947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:05.883407] [INFO ] [sig ] MX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:06.025216] [INFO ] [LOCAL ] Saved forecast: MX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MX.txt [2025-11-22T01:27:06.025364] [INFO ] [sig ] [1089/1897] Completed MX in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:06.025404] [INFO ] [sig ] [1090/1897] Forecasting MXF... [2025-11-22T01:27:06.025446] [INFO ] [sig ] Generating forecast for: MXF [2025-11-22T01:27:06.025479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-11-22T01:27:06.035704] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MXF'. [2025-11-22T01:27:06.036800] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-11-22T01:27:06.036853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:06.209393] [INFO ] [sig ] MXF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:06.349991] [INFO ] [LOCAL ] Saved forecast: MXF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MXF.txt [2025-11-22T01:27:06.350121] [INFO ] [sig ] [1090/1897] Completed MXF in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:06.350161] [INFO ] [sig ] [1091/1897] Forecasting MYD... [2025-11-22T01:27:06.350193] [INFO ] [sig ] Generating forecast for: MYD [2025-11-22T01:27:06.350222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'. [2025-11-22T01:27:06.361503] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MYD'. [2025-11-22T01:27:06.362593] [DEBUG] [LOCAL ] No optimal features file found for MYD: ./output/feature-sets/MYD.txt [2025-11-22T01:27:06.362667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:06.536597] [INFO ] [sig ] MYD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:06.676596] [INFO ] [LOCAL ] Saved forecast: MYD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/MYD.txt [2025-11-22T01:27:06.676749] [INFO ] [sig ] [1091/1897] Completed MYD in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:06.676791] [INFO ] [sig ] [1092/1897] Forecasting MYE... [2025-11-22T01:27:06.676821] [INFO ] [sig ] Generating forecast for: MYE [2025-11-22T01:27:06.676852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'. [2025-11-22T01:27:06.688369] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MYE'. [2025-11-22T01:27:06.689428] [DEBUG] [LOCAL ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt [2025-11-22T01:27:06.689480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:06.861134] [INFO ] [sig ] MYE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:07.004598] [INFO ] [LOCAL ] Saved forecast: MYE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MYE.txt [2025-11-22T01:27:07.004754] [INFO ] [sig ] [1092/1897] Completed MYE in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:07.004795] [INFO ] [sig ] [1093/1897] Forecasting MYI... [2025-11-22T01:27:07.004825] [INFO ] [sig ] Generating forecast for: MYI [2025-11-22T01:27:07.004856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'. [2025-11-22T01:27:07.016276] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MYI'. [2025-11-22T01:27:07.017454] [DEBUG] [LOCAL ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt [2025-11-22T01:27:07.017507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:07.191566] [INFO ] [sig ] MYI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:07.332260] [INFO ] [LOCAL ] Saved forecast: MYI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MYI.txt [2025-11-22T01:27:07.332392] [INFO ] [sig ] [1093/1897] Completed MYI in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:07.332441] [INFO ] [sig ] [1094/1897] Forecasting MYN... [2025-11-22T01:27:07.332473] [INFO ] [sig ] Generating forecast for: MYN [2025-11-22T01:27:07.332504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-11-22T01:27:07.344693] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'MYN'. [2025-11-22T01:27:07.345743] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-11-22T01:27:07.345808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:07.546028] [INFO ] [sig ] MYN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:07.685475] [INFO ] [LOCAL ] Saved forecast: MYN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/MYN.txt [2025-11-22T01:27:07.685607] [INFO ] [sig ] [1094/1897] Completed MYN in 0.4s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:07.685666] [INFO ] [sig ] [1095/1897] Forecasting NABL... [2025-11-22T01:27:07.685700] [INFO ] [sig ] Generating forecast for: NABL [2025-11-22T01:27:07.685730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'. [2025-11-22T01:27:07.696902] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NABL'. [2025-11-22T01:27:07.698048] [DEBUG] [LOCAL ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt [2025-11-22T01:27:07.698102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:07.891305] [INFO ] [sig ] NABL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:08.032061] [INFO ] [LOCAL ] Saved forecast: NABL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NABL.txt [2025-11-22T01:27:08.032202] [INFO ] [sig ] [1095/1897] Completed NABL in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:08.032242] [INFO ] [sig ] [1096/1897] Forecasting NAC... [2025-11-22T01:27:08.032272] [INFO ] [sig ] Generating forecast for: NAC [2025-11-22T01:27:08.032303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-11-22T01:27:08.043759] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NAC'. [2025-11-22T01:27:08.044972] [DEBUG] [LOCAL ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt [2025-11-22T01:27:08.045026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:08.238376] [INFO ] [sig ] NAC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:08.381348] [INFO ] [LOCAL ] Saved forecast: NAC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NAC.txt [2025-11-22T01:27:08.381480] [INFO ] [sig ] [1096/1897] Completed NAC in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:08.381521] [INFO ] [sig ] [1097/1897] Forecasting NAD... [2025-11-22T01:27:08.381550] [INFO ] [sig ] Generating forecast for: NAD [2025-11-22T01:27:08.381581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'. [2025-11-22T01:27:08.402566] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NAD'. [2025-11-22T01:27:08.403895] [DEBUG] [LOCAL ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt [2025-11-22T01:27:08.403949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:08.586548] [INFO ] [sig ] NAD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:08.725580] [INFO ] [LOCAL ] Saved forecast: NAD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NAD.txt [2025-11-22T01:27:08.725732] [INFO ] [sig ] [1097/1897] Completed NAD in 0.3s | 2.93 sym/s | Total: 6.2m | ETA: 4.6m [2025-11-22T01:27:08.725802] [INFO ] [sig ] [1098/1897] Forecasting NAN... [2025-11-22T01:27:08.725833] [INFO ] [sig ] Generating forecast for: NAN [2025-11-22T01:27:08.725863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'. [2025-11-22T01:27:08.737524] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NAN'. [2025-11-22T01:27:08.738819] [DEBUG] [LOCAL ] No optimal features file found for NAN: ./output/feature-sets/NAN.txt [2025-11-22T01:27:08.738873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:08.906050] [INFO ] [sig ] NAN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:09.046589] [INFO ] [LOCAL ] Saved forecast: NAN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NAN.txt [2025-11-22T01:27:09.046775] [INFO ] [sig ] [1098/1897] Completed NAN in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:09.046816] [INFO ] [sig ] [1099/1897] Forecasting NAT... [2025-11-22T01:27:09.046846] [INFO ] [sig ] Generating forecast for: NAT [2025-11-22T01:27:09.046880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'. [2025-11-22T01:27:09.057528] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NAT'. [2025-11-22T01:27:09.058727] [DEBUG] [LOCAL ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt [2025-11-22T01:27:09.058779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:09.248243] [INFO ] [sig ] NAT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:09.464181] [INFO ] [LOCAL ] Saved forecast: NAT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NAT.txt [2025-11-22T01:27:09.464405] [INFO ] [sig ] [1099/1897] Completed NAT in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:09.464460] [INFO ] [sig ] [1100/1897] Forecasting NATL... [2025-11-22T01:27:09.464499] [INFO ] [sig ] Generating forecast for: NATL [2025-11-22T01:27:09.464539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'. [2025-11-22T01:27:09.482303] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NATL'. [2025-11-22T01:27:09.484095] [DEBUG] [LOCAL ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt [2025-11-22T01:27:09.484167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:09.765239] [INFO ] [sig ] NATL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:09.932436] [INFO ] [LOCAL ] Saved forecast: NATL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NATL.txt [2025-11-22T01:27:09.932621] [INFO ] [sig ] [1100/1897] Completed NATL in 0.5s | 2.93 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:09.932690] [INFO ] [sig ] [1101/1897] Forecasting NAZ... [2025-11-22T01:27:09.932723] [INFO ] [sig ] Generating forecast for: NAZ [2025-11-22T01:27:09.932757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-11-22T01:27:09.945474] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NAZ'. [2025-11-22T01:27:09.946756] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-11-22T01:27:09.946813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:10.115348] [INFO ] [sig ] NAZ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:10.258835] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NAZ.txt [2025-11-22T01:27:10.259011] [INFO ] [sig ] [1101/1897] Completed NAZ in 0.3s | 2.93 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:10.259061] [INFO ] [sig ] [1102/1897] Forecasting NBB... [2025-11-22T01:27:10.259094] [INFO ] [sig ] Generating forecast for: NBB [2025-11-22T01:27:10.259128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-11-22T01:27:10.275823] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NBB'. [2025-11-22T01:27:10.277575] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-11-22T01:27:10.277640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:10.505347] [INFO ] [sig ] NBB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:10.646933] [INFO ] [LOCAL ] Saved forecast: NBB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NBB.txt [2025-11-22T01:27:10.647149] [INFO ] [sig ] [1102/1897] Completed NBB in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:10.647197] [INFO ] [sig ] [1103/1897] Forecasting NBHC... [2025-11-22T01:27:10.647227] [INFO ] [sig ] Generating forecast for: NBHC [2025-11-22T01:27:10.647259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'. [2025-11-22T01:27:10.660022] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NBHC'. [2025-11-22T01:27:10.661400] [DEBUG] [LOCAL ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt [2025-11-22T01:27:10.661454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:10.856517] [INFO ] [sig ] NBHC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:10.998821] [INFO ] [LOCAL ] Saved forecast: NBHC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NBHC.txt [2025-11-22T01:27:10.999023] [INFO ] [sig ] [1103/1897] Completed NBHC in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:10.999071] [INFO ] [sig ] [1104/1897] Forecasting NBR... [2025-11-22T01:27:10.999114] [INFO ] [sig ] Generating forecast for: NBR [2025-11-22T01:27:10.999268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'. [2025-11-22T01:27:11.015129] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NBR'. [2025-11-22T01:27:11.016522] [DEBUG] [LOCAL ] No optimal features file found for NBR: ./output/feature-sets/NBR.txt [2025-11-22T01:27:11.016577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:11.219840] [INFO ] [sig ] NBR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:11.364942] [INFO ] [LOCAL ] Saved forecast: NBR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NBR.txt [2025-11-22T01:27:11.365150] [INFO ] [sig ] [1104/1897] Completed NBR in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:11.365195] [INFO ] [sig ] [1105/1897] Forecasting NBXG... [2025-11-22T01:27:11.365226] [INFO ] [sig ] Generating forecast for: NBXG [2025-11-22T01:27:11.365260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'. [2025-11-22T01:27:11.377663] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NBXG'. [2025-11-22T01:27:11.379051] [DEBUG] [LOCAL ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt [2025-11-22T01:27:11.379107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:11.578765] [INFO ] [sig ] NBXG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:11.719956] [INFO ] [LOCAL ] Saved forecast: NBXG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NBXG.txt [2025-11-22T01:27:11.720162] [INFO ] [sig ] [1105/1897] Completed NBXG in 0.4s | 2.93 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:11.720206] [INFO ] [sig ] [1106/1897] Forecasting NC... [2025-11-22T01:27:11.720235] [INFO ] [sig ] Generating forecast for: NC [2025-11-22T01:27:11.720268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-11-22T01:27:11.738193] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NC'. [2025-11-22T01:27:11.739727] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-11-22T01:27:11.739784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:11.931047] [INFO ] [sig ] NC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:12.076655] [INFO ] [LOCAL ] Saved forecast: NC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NC.txt [2025-11-22T01:27:12.076869] [INFO ] [sig ] [1106/1897] Completed NC in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:12.076912] [INFO ] [sig ] [1107/1897] Forecasting NCA... [2025-11-22T01:27:12.076942] [INFO ] [sig ] Generating forecast for: NCA [2025-11-22T01:27:12.076976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-11-22T01:27:12.091502] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NCA'. [2025-11-22T01:27:12.092949] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-11-22T01:27:12.093010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:12.288074] [INFO ] [sig ] NCA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:12.429310] [INFO ] [LOCAL ] Saved forecast: NCA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NCA.txt [2025-11-22T01:27:12.429524] [INFO ] [sig ] [1107/1897] Completed NCA in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:12.429571] [INFO ] [sig ] [1108/1897] Forecasting NCLH... [2025-11-22T01:27:12.429602] [INFO ] [sig ] Generating forecast for: NCLH [2025-11-22T01:27:12.429634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'. [2025-11-22T01:27:12.444917] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NCLH'. [2025-11-22T01:27:12.446280] [DEBUG] [LOCAL ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt [2025-11-22T01:27:12.446334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:12.653792] [INFO ] [sig ] NCLH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:12.796937] [INFO ] [LOCAL ] Saved forecast: NCLH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NCLH.txt [2025-11-22T01:27:12.797138] [INFO ] [sig ] [1108/1897] Completed NCLH in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:12.797182] [INFO ] [sig ] [1109/1897] Forecasting NCV... [2025-11-22T01:27:12.797214] [INFO ] [sig ] Generating forecast for: NCV [2025-11-22T01:27:12.797244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'. [2025-11-22T01:27:12.812856] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NCV'. [2025-11-22T01:27:12.813970] [DEBUG] [LOCAL ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt [2025-11-22T01:27:12.814042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:13.011400] [INFO ] [sig ] NCV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:13.155243] [INFO ] [LOCAL ] Saved forecast: NCV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NCV.txt [2025-11-22T01:27:13.155452] [INFO ] [sig ] [1109/1897] Completed NCV in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:13.155495] [INFO ] [sig ] [1110/1897] Forecasting NCZ... [2025-11-22T01:27:13.155524] [INFO ] [sig ] Generating forecast for: NCZ [2025-11-22T01:27:13.155557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-11-22T01:27:13.168666] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NCZ'. [2025-11-22T01:27:13.170005] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-11-22T01:27:13.170058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:13.359790] [INFO ] [sig ] NCZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:13.499376] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NCZ.txt [2025-11-22T01:27:13.499567] [INFO ] [sig ] [1110/1897] Completed NCZ in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:13.499609] [INFO ] [sig ] [1111/1897] Forecasting NDMO... [2025-11-22T01:27:13.499661] [INFO ] [sig ] Generating forecast for: NDMO [2025-11-22T01:27:13.499698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'. [2025-11-22T01:27:13.512194] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NDMO'. [2025-11-22T01:27:13.513596] [DEBUG] [LOCAL ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt [2025-11-22T01:27:13.513681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:13.709720] [INFO ] [sig ] NDMO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:13.854763] [INFO ] [LOCAL ] Saved forecast: NDMO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NDMO.txt [2025-11-22T01:27:13.854963] [INFO ] [sig ] [1111/1897] Completed NDMO in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:13.855008] [INFO ] [sig ] [1112/1897] Forecasting NE... [2025-11-22T01:27:13.855039] [INFO ] [sig ] Generating forecast for: NE [2025-11-22T01:27:13.855071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'. [2025-11-22T01:27:13.867442] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NE'. [2025-11-22T01:27:13.868862] [DEBUG] [LOCAL ] No optimal features file found for NE: ./output/feature-sets/NE.txt [2025-11-22T01:27:13.868916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:14.067726] [INFO ] [sig ] NE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:14.210314] [INFO ] [LOCAL ] Saved forecast: NE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NE.txt [2025-11-22T01:27:14.210533] [INFO ] [sig ] [1112/1897] Completed NE in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:14.210575] [INFO ] [sig ] [1113/1897] Forecasting NEA... [2025-11-22T01:27:14.210607] [INFO ] [sig ] Generating forecast for: NEA [2025-11-22T01:27:14.210662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'. [2025-11-22T01:27:14.224374] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NEA'. [2025-11-22T01:27:14.225956] [DEBUG] [LOCAL ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt [2025-11-22T01:27:14.226013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:14.419978] [INFO ] [sig ] NEA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:14.564019] [INFO ] [LOCAL ] Saved forecast: NEA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NEA.txt [2025-11-22T01:27:14.564206] [INFO ] [sig ] [1113/1897] Completed NEA in 0.4s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:14.564247] [INFO ] [sig ] [1114/1897] Forecasting NEE... [2025-11-22T01:27:14.564278] [INFO ] [sig ] Generating forecast for: NEE [2025-11-22T01:27:14.564308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'. [2025-11-22T01:27:14.577732] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NEE'. [2025-11-22T01:27:14.579067] [DEBUG] [LOCAL ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt [2025-11-22T01:27:14.579123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:14.772866] [INFO ] [sig ] NEE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:14.912762] [INFO ] [LOCAL ] Saved forecast: NEE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NEE.txt [2025-11-22T01:27:14.912927] [INFO ] [sig ] [1114/1897] Completed NEE in 0.3s | 2.92 sym/s | Total: 6.3m | ETA: 4.5m [2025-11-22T01:27:14.913002] [INFO ] [sig ] [1115/1897] Forecasting NEM... [2025-11-22T01:27:14.913034] [INFO ] [sig ] Generating forecast for: NEM [2025-11-22T01:27:14.913065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'. [2025-11-22T01:27:14.924698] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NEM'. [2025-11-22T01:27:14.925871] [DEBUG] [LOCAL ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt [2025-11-22T01:27:14.925925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:15.118369] [INFO ] [sig ] NEM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:15.259730] [INFO ] [LOCAL ] Saved forecast: NEM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NEM.txt [2025-11-22T01:27:15.259865] [INFO ] [sig ] [1115/1897] Completed NEM in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.5m [2025-11-22T01:27:15.259904] [INFO ] [sig ] [1116/1897] Forecasting NET... [2025-11-22T01:27:15.259934] [INFO ] [sig ] Generating forecast for: NET [2025-11-22T01:27:15.259965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'. [2025-11-22T01:27:15.271049] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NET'. [2025-11-22T01:27:15.272147] [DEBUG] [LOCAL ] No optimal features file found for NET: ./output/feature-sets/NET.txt [2025-11-22T01:27:15.272199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:15.475707] [INFO ] [sig ] NET: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:15.619311] [INFO ] [LOCAL ] Saved forecast: NET 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NET.txt [2025-11-22T01:27:15.619428] [INFO ] [sig ] [1116/1897] Completed NET in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 4.5m [2025-11-22T01:27:15.619467] [INFO ] [sig ] [1117/1897] Forecasting NEU... [2025-11-22T01:27:15.619496] [INFO ] [sig ] Generating forecast for: NEU [2025-11-22T01:27:15.619526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'. [2025-11-22T01:27:15.632745] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NEU'. [2025-11-22T01:27:15.634451] [DEBUG] [LOCAL ] No optimal features file found for NEU: ./output/feature-sets/NEU.txt [2025-11-22T01:27:15.634511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:15.830933] [INFO ] [sig ] NEU: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:15.973462] [INFO ] [LOCAL ] Saved forecast: NEU 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NEU.txt [2025-11-22T01:27:15.973701] [INFO ] [sig ] [1117/1897] Completed NEU in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:15.973748] [INFO ] [sig ] [1118/1897] Forecasting NEXA... [2025-11-22T01:27:15.973781] [INFO ] [sig ] Generating forecast for: NEXA [2025-11-22T01:27:15.973813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-11-22T01:27:15.986431] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NEXA'. [2025-11-22T01:27:15.987899] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-11-22T01:27:15.987953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:16.142571] [INFO ] [sig ] NEXA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:16.286511] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NEXA.txt [2025-11-22T01:27:16.286677] [INFO ] [sig ] [1118/1897] Completed NEXA in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:16.286722] [INFO ] [sig ] [1119/1897] Forecasting NFG... [2025-11-22T01:27:16.286754] [INFO ] [sig ] Generating forecast for: NFG [2025-11-22T01:27:16.286784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'. [2025-11-22T01:27:16.298253] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NFG'. [2025-11-22T01:27:16.299351] [DEBUG] [LOCAL ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt [2025-11-22T01:27:16.299404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:16.459722] [INFO ] [sig ] NFG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:16.604787] [INFO ] [LOCAL ] Saved forecast: NFG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NFG.txt [2025-11-22T01:27:16.604942] [INFO ] [sig ] [1119/1897] Completed NFG in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:16.604985] [INFO ] [sig ] [1120/1897] Forecasting NFJ... [2025-11-22T01:27:16.605015] [INFO ] [sig ] Generating forecast for: NFJ [2025-11-22T01:27:16.605044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'. [2025-11-22T01:27:16.616780] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NFJ'. [2025-11-22T01:27:16.618040] [DEBUG] [LOCAL ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt [2025-11-22T01:27:16.618096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:16.781229] [INFO ] [sig ] NFJ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:16.925658] [INFO ] [LOCAL ] Saved forecast: NFJ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NFJ.txt [2025-11-22T01:27:16.925797] [INFO ] [sig ] [1120/1897] Completed NFJ in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:16.925837] [INFO ] [sig ] [1121/1897] Forecasting NGG... [2025-11-22T01:27:16.925876] [INFO ] [sig ] Generating forecast for: NGG [2025-11-22T01:27:16.925907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'. [2025-11-22T01:27:16.937534] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NGG'. [2025-11-22T01:27:16.939817] [DEBUG] [LOCAL ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt [2025-11-22T01:27:16.939875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:17.146945] [INFO ] [sig ] NGG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:17.301550] [INFO ] [LOCAL ] Saved forecast: NGG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NGG.txt [2025-11-22T01:27:17.301789] [INFO ] [sig ] [1121/1897] Completed NGG in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:17.301834] [INFO ] [sig ] [1122/1897] Forecasting NGL... [2025-11-22T01:27:17.301867] [INFO ] [sig ] Generating forecast for: NGL [2025-11-22T01:27:17.301901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-11-22T01:27:17.314913] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NGL'. [2025-11-22T01:27:17.316463] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-11-22T01:27:17.316519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:17.521752] [INFO ] [sig ] NGL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:17.666708] [INFO ] [LOCAL ] Saved forecast: NGL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NGL.txt [2025-11-22T01:27:17.666912] [INFO ] [sig ] [1122/1897] Completed NGL in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:17.666957] [INFO ] [sig ] [1123/1897] Forecasting NGS... [2025-11-22T01:27:17.666989] [INFO ] [sig ] Generating forecast for: NGS [2025-11-22T01:27:17.667024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-11-22T01:27:17.680871] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NGS'. [2025-11-22T01:27:17.682323] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-11-22T01:27:17.682379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:17.877684] [INFO ] [sig ] NGS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:18.022981] [INFO ] [LOCAL ] Saved forecast: NGS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NGS.txt [2025-11-22T01:27:18.023516] [INFO ] [sig ] [1123/1897] Completed NGS in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:18.023573] [INFO ] [sig ] [1124/1897] Forecasting NGVC... [2025-11-22T01:27:18.023608] [INFO ] [sig ] Generating forecast for: NGVC [2025-11-22T01:27:18.023703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'. [2025-11-22T01:27:18.036095] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NGVC'. [2025-11-22T01:27:18.037296] [DEBUG] [LOCAL ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt [2025-11-22T01:27:18.037350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:18.230728] [INFO ] [sig ] NGVC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:18.377085] [INFO ] [LOCAL ] Saved forecast: NGVC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NGVC.txt [2025-11-22T01:27:18.377277] [INFO ] [sig ] [1124/1897] Completed NGVC in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:18.377340] [INFO ] [sig ] [1125/1897] Forecasting NGVT... [2025-11-22T01:27:18.377378] [INFO ] [sig ] Generating forecast for: NGVT [2025-11-22T01:27:18.377410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'. [2025-11-22T01:27:18.390176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NGVT'. [2025-11-22T01:27:18.391404] [DEBUG] [LOCAL ] No optimal features file found for NGVT: ./output/feature-sets/NGVT.txt [2025-11-22T01:27:18.391459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:18.592861] [INFO ] [sig ] NGVT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:18.730537] [INFO ] [LOCAL ] Saved forecast: NGVT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NGVT.txt [2025-11-22T01:27:18.730668] [INFO ] [sig ] [1125/1897] Completed NGVT in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:18.730710] [INFO ] [sig ] [1126/1897] Forecasting NHI... [2025-11-22T01:27:18.730739] [INFO ] [sig ] Generating forecast for: NHI [2025-11-22T01:27:18.730768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'. [2025-11-22T01:27:18.742297] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NHI'. [2025-11-22T01:27:18.743417] [DEBUG] [LOCAL ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt [2025-11-22T01:27:18.743470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:18.934743] [INFO ] [sig ] NHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:19.073544] [INFO ] [LOCAL ] Saved forecast: NHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NHI.txt [2025-11-22T01:27:19.073685] [INFO ] [sig ] [1126/1897] Completed NHI in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:19.073728] [INFO ] [sig ] [1127/1897] Forecasting NI... [2025-11-22T01:27:19.073756] [INFO ] [sig ] Generating forecast for: NI [2025-11-22T01:27:19.073787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'. [2025-11-22T01:27:19.084770] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NI'. [2025-11-22T01:27:19.085850] [DEBUG] [LOCAL ] No optimal features file found for NI: ./output/feature-sets/NI.txt [2025-11-22T01:27:19.085902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:19.267902] [INFO ] [sig ] NI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:19.405825] [INFO ] [LOCAL ] Saved forecast: NI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NI.txt [2025-11-22T01:27:19.405938] [INFO ] [sig ] [1127/1897] Completed NI in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:19.405976] [INFO ] [sig ] [1128/1897] Forecasting NIC... [2025-11-22T01:27:19.406005] [INFO ] [sig ] Generating forecast for: NIC [2025-11-22T01:27:19.406034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'. [2025-11-22T01:27:19.434486] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NIC'. [2025-11-22T01:27:19.435567] [DEBUG] [LOCAL ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt [2025-11-22T01:27:19.435620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:19.650109] [INFO ] [sig ] NIC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:19.788004] [INFO ] [LOCAL ] Saved forecast: NIC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NIC.txt [2025-11-22T01:27:19.788153] [INFO ] [sig ] [1128/1897] Completed NIC in 0.4s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:19.788194] [INFO ] [sig ] [1129/1897] Forecasting NIE... [2025-11-22T01:27:19.788223] [INFO ] [sig ] Generating forecast for: NIE [2025-11-22T01:27:19.788254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-11-22T01:27:19.802121] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NIE'. [2025-11-22T01:27:19.803247] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-11-22T01:27:19.803300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:19.978842] [INFO ] [sig ] NIE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:20.117026] [INFO ] [LOCAL ] Saved forecast: NIE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NIE.txt [2025-11-22T01:27:20.117149] [INFO ] [sig ] [1129/1897] Completed NIE in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:20.117188] [INFO ] [sig ] [1130/1897] Forecasting NIM... [2025-11-22T01:27:20.117218] [INFO ] [sig ] Generating forecast for: NIM [2025-11-22T01:27:20.117248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-11-22T01:27:20.132931] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NIM'. [2025-11-22T01:27:20.134064] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-11-22T01:27:20.134122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:20.288613] [INFO ] [sig ] NIM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:20.427851] [INFO ] [LOCAL ] Saved forecast: NIM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NIM.txt [2025-11-22T01:27:20.427962] [INFO ] [sig ] [1130/1897] Completed NIM in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:20.428001] [INFO ] [sig ] [1131/1897] Forecasting NINE... [2025-11-22T01:27:20.428031] [INFO ] [sig ] Generating forecast for: NINE [2025-11-22T01:27:20.428066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'. [2025-11-22T01:27:20.439229] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NINE'. [2025-11-22T01:27:20.440335] [DEBUG] [LOCAL ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt [2025-11-22T01:27:20.440387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:20.618487] [INFO ] [sig ] NINE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:20.756109] [INFO ] [LOCAL ] Saved forecast: NINE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NINE.txt [2025-11-22T01:27:20.756222] [INFO ] [sig ] [1131/1897] Completed NINE in 0.3s | 2.92 sym/s | Total: 6.4m | ETA: 4.4m [2025-11-22T01:27:20.756288] [INFO ] [sig ] [1132/1897] Forecasting NIO... [2025-11-22T01:27:20.756319] [INFO ] [sig ] Generating forecast for: NIO [2025-11-22T01:27:20.756348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-11-22T01:27:20.767137] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NIO'. [2025-11-22T01:27:20.768256] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-11-22T01:27:20.768309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:20.957366] [INFO ] [sig ] NIO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:21.094720] [INFO ] [LOCAL ] Saved forecast: NIO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NIO.txt [2025-11-22T01:27:21.094832] [INFO ] [sig ] [1132/1897] Completed NIO in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.4m [2025-11-22T01:27:21.094871] [INFO ] [sig ] [1133/1897] Forecasting NJR... [2025-11-22T01:27:21.094900] [INFO ] [sig ] Generating forecast for: NJR [2025-11-22T01:27:21.094930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'. [2025-11-22T01:27:21.106596] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NJR'. [2025-11-22T01:27:21.107700] [DEBUG] [LOCAL ] No optimal features file found for NJR: ./output/feature-sets/NJR.txt [2025-11-22T01:27:21.107754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:21.295454] [INFO ] [sig ] NJR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:21.433712] [INFO ] [LOCAL ] Saved forecast: NJR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NJR.txt [2025-11-22T01:27:21.433844] [INFO ] [sig ] [1133/1897] Completed NJR in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.4m [2025-11-22T01:27:21.433885] [INFO ] [sig ] [1134/1897] Forecasting NKX... [2025-11-22T01:27:21.433914] [INFO ] [sig ] Generating forecast for: NKX [2025-11-22T01:27:21.433944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-11-22T01:27:21.444731] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NKX'. [2025-11-22T01:27:21.445811] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-11-22T01:27:21.445863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:21.633909] [INFO ] [sig ] NKX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:21.771049] [INFO ] [LOCAL ] Saved forecast: NKX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NKX.txt [2025-11-22T01:27:21.771161] [INFO ] [sig ] [1134/1897] Completed NKX in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:21.771201] [INFO ] [sig ] [1135/1897] Forecasting NLOP... [2025-11-22T01:27:21.771230] [INFO ] [sig ] Generating forecast for: NLOP [2025-11-22T01:27:21.771259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'. [2025-11-22T01:27:21.783402] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NLOP'. [2025-11-22T01:27:21.784468] [DEBUG] [LOCAL ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt [2025-11-22T01:27:21.784520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:21.952193] [INFO ] [sig ] NLOP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:22.089350] [INFO ] [LOCAL ] Saved forecast: NLOP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NLOP.txt [2025-11-22T01:27:22.089463] [INFO ] [sig ] [1135/1897] Completed NLOP in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:22.089501] [INFO ] [sig ] [1136/1897] Forecasting NLY... [2025-11-22T01:27:22.089530] [INFO ] [sig ] Generating forecast for: NLY [2025-11-22T01:27:22.089560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'. [2025-11-22T01:27:22.100104] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NLY'. [2025-11-22T01:27:22.101148] [DEBUG] [LOCAL ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt [2025-11-22T01:27:22.101201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:22.290506] [INFO ] [sig ] NLY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:22.430933] [INFO ] [LOCAL ] Saved forecast: NLY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NLY.txt [2025-11-22T01:27:22.431097] [INFO ] [sig ] [1136/1897] Completed NLY in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:22.431142] [INFO ] [sig ] [1137/1897] Forecasting NMAI... [2025-11-22T01:27:22.431175] [INFO ] [sig ] Generating forecast for: NMAI [2025-11-22T01:27:22.431205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-11-22T01:27:22.444059] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMAI'. [2025-11-22T01:27:22.445231] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-11-22T01:27:22.445284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:22.663552] [INFO ] [sig ] NMAI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:22.807357] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NMAI.txt [2025-11-22T01:27:22.807555] [INFO ] [sig ] [1137/1897] Completed NMAI in 0.4s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:22.807602] [INFO ] [sig ] [1138/1897] Forecasting NMCO... [2025-11-22T01:27:22.807633] [INFO ] [sig ] Generating forecast for: NMCO [2025-11-22T01:27:22.807690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'. [2025-11-22T01:27:22.820176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMCO'. [2025-11-22T01:27:22.821425] [DEBUG] [LOCAL ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt [2025-11-22T01:27:22.821478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:23.009274] [INFO ] [sig ] NMCO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:23.153073] [INFO ] [LOCAL ] Saved forecast: NMCO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NMCO.txt [2025-11-22T01:27:23.153231] [INFO ] [sig ] [1138/1897] Completed NMCO in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:23.153281] [INFO ] [sig ] [1139/1897] Forecasting NMG... [2025-11-22T01:27:23.153315] [INFO ] [sig ] Generating forecast for: NMG [2025-11-22T01:27:23.153348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-11-22T01:27:23.168594] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMG'. [2025-11-22T01:27:23.170000] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-11-22T01:27:23.170054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:23.364417] [INFO ] [sig ] NMG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:23.506542] [INFO ] [LOCAL ] Saved forecast: NMG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NMG.txt [2025-11-22T01:27:23.506759] [INFO ] [sig ] [1139/1897] Completed NMG in 0.4s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:23.506806] [INFO ] [sig ] [1140/1897] Forecasting NMI... [2025-11-22T01:27:23.506835] [INFO ] [sig ] Generating forecast for: NMI [2025-11-22T01:27:23.506866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-11-22T01:27:23.520042] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMI'. [2025-11-22T01:27:23.521584] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-11-22T01:27:23.521744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:23.709023] [INFO ] [sig ] NMI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:23.858020] [INFO ] [LOCAL ] Saved forecast: NMI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NMI.txt [2025-11-22T01:27:23.858213] [INFO ] [sig ] [1140/1897] Completed NMI in 0.4s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:23.858256] [INFO ] [sig ] [1141/1897] Forecasting NMM... [2025-11-22T01:27:23.858286] [INFO ] [sig ] Generating forecast for: NMM [2025-11-22T01:27:23.858318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'. [2025-11-22T01:27:23.872056] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMM'. [2025-11-22T01:27:23.873543] [DEBUG] [LOCAL ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt [2025-11-22T01:27:23.873601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:24.066231] [INFO ] [sig ] NMM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:24.210559] [INFO ] [LOCAL ] Saved forecast: NMM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NMM.txt [2025-11-22T01:27:24.210754] [INFO ] [sig ] [1141/1897] Completed NMM in 0.4s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:24.210802] [INFO ] [sig ] [1142/1897] Forecasting NMR... [2025-11-22T01:27:24.210832] [INFO ] [sig ] Generating forecast for: NMR [2025-11-22T01:27:24.210862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'. [2025-11-22T01:27:24.225409] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMR'. [2025-11-22T01:27:24.226699] [DEBUG] [LOCAL ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt [2025-11-22T01:27:24.226752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:24.402944] [INFO ] [sig ] NMR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:24.544289] [INFO ] [LOCAL ] Saved forecast: NMR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NMR.txt [2025-11-22T01:27:24.544458] [INFO ] [sig ] [1142/1897] Completed NMR in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:24.544500] [INFO ] [sig ] [1143/1897] Forecasting NMS... [2025-11-22T01:27:24.544530] [INFO ] [sig ] Generating forecast for: NMS [2025-11-22T01:27:24.544561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'. [2025-11-22T01:27:24.558551] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMS'. [2025-11-22T01:27:24.559724] [DEBUG] [LOCAL ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt [2025-11-22T01:27:24.559778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:24.729615] [INFO ] [sig ] NMS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:24.872044] [INFO ] [LOCAL ] Saved forecast: NMS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NMS.txt [2025-11-22T01:27:24.872207] [INFO ] [sig ] [1143/1897] Completed NMS in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:24.872249] [INFO ] [sig ] [1144/1897] Forecasting NMT... [2025-11-22T01:27:24.872279] [INFO ] [sig ] Generating forecast for: NMT [2025-11-22T01:27:24.872310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'. [2025-11-22T01:27:24.884704] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMT'. [2025-11-22T01:27:24.886037] [DEBUG] [LOCAL ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt [2025-11-22T01:27:24.886093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:25.062239] [INFO ] [sig ] NMT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:25.210990] [INFO ] [LOCAL ] Saved forecast: NMT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NMT.txt [2025-11-22T01:27:25.211158] [INFO ] [sig ] [1144/1897] Completed NMT in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:25.211205] [INFO ] [sig ] [1145/1897] Forecasting NMZ... [2025-11-22T01:27:25.211242] [INFO ] [sig ] Generating forecast for: NMZ [2025-11-22T01:27:25.211279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'. [2025-11-22T01:27:25.223513] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NMZ'. [2025-11-22T01:27:25.224986] [DEBUG] [LOCAL ] No optimal features file found for NMZ: ./output/feature-sets/NMZ.txt [2025-11-22T01:27:25.225044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:25.406227] [INFO ] [sig ] NMZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:25.554208] [INFO ] [LOCAL ] Saved forecast: NMZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NMZ.txt [2025-11-22T01:27:25.554350] [INFO ] [sig ] [1145/1897] Completed NMZ in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:25.554390] [INFO ] [sig ] [1146/1897] Forecasting NNI... [2025-11-22T01:27:25.554420] [INFO ] [sig ] Generating forecast for: NNI [2025-11-22T01:27:25.554451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-11-22T01:27:25.569264] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NNI'. [2025-11-22T01:27:25.570551] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-11-22T01:27:25.570607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:25.749733] [INFO ] [sig ] NNI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:25.894013] [INFO ] [LOCAL ] Saved forecast: NNI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NNI.txt [2025-11-22T01:27:25.894158] [INFO ] [sig ] [1146/1897] Completed NNI in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:25.894199] [INFO ] [sig ] [1147/1897] Forecasting NNN... [2025-11-22T01:27:25.894228] [INFO ] [sig ] Generating forecast for: NNN [2025-11-22T01:27:25.894258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'. [2025-11-22T01:27:25.905857] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NNN'. [2025-11-22T01:27:25.907022] [DEBUG] [LOCAL ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt [2025-11-22T01:27:25.907104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:26.086297] [INFO ] [sig ] NNN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:26.233921] [INFO ] [LOCAL ] Saved forecast: NNN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NNN.txt [2025-11-22T01:27:26.234079] [INFO ] [sig ] [1147/1897] Completed NNN in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:26.234122] [INFO ] [sig ] [1148/1897] Forecasting NNY... [2025-11-22T01:27:26.234154] [INFO ] [sig ] Generating forecast for: NNY [2025-11-22T01:27:26.234186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-11-22T01:27:26.245896] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NNY'. [2025-11-22T01:27:26.247102] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-11-22T01:27:26.247155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:26.408815] [INFO ] [sig ] NNY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:26.546075] [INFO ] [LOCAL ] Saved forecast: NNY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NNY.txt [2025-11-22T01:27:26.546205] [INFO ] [sig ] [1148/1897] Completed NNY in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:26.546272] [INFO ] [sig ] [1149/1897] Forecasting NOA... [2025-11-22T01:27:26.546303] [INFO ] [sig ] Generating forecast for: NOA [2025-11-22T01:27:26.546332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'. [2025-11-22T01:27:26.557460] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOA'. [2025-11-22T01:27:26.558511] [DEBUG] [LOCAL ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt [2025-11-22T01:27:26.558564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:26.723723] [INFO ] [sig ] NOA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:26.862077] [INFO ] [LOCAL ] Saved forecast: NOA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NOA.txt [2025-11-22T01:27:26.862210] [INFO ] [sig ] [1149/1897] Completed NOA in 0.3s | 2.92 sym/s | Total: 6.5m | ETA: 4.3m [2025-11-22T01:27:26.862250] [INFO ] [sig ] [1150/1897] Forecasting NOAH... [2025-11-22T01:27:26.862279] [INFO ] [sig ] Generating forecast for: NOAH [2025-11-22T01:27:26.862309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'. [2025-11-22T01:27:26.873770] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOAH'. [2025-11-22T01:27:26.874912] [DEBUG] [LOCAL ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt [2025-11-22T01:27:26.874965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:27.046201] [INFO ] [sig ] NOAH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:27.193211] [INFO ] [LOCAL ] Saved forecast: NOAH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NOAH.txt [2025-11-22T01:27:27.193341] [INFO ] [sig ] [1150/1897] Completed NOAH in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.3m [2025-11-22T01:27:27.193380] [INFO ] [sig ] [1151/1897] Forecasting NOC... [2025-11-22T01:27:27.193411] [INFO ] [sig ] Generating forecast for: NOC [2025-11-22T01:27:27.193441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'. [2025-11-22T01:27:27.204092] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOC'. [2025-11-22T01:27:27.205182] [DEBUG] [LOCAL ] No optimal features file found for NOC: ./output/feature-sets/NOC.txt [2025-11-22T01:27:27.205238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:27.376064] [INFO ] [sig ] NOC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:27.515205] [INFO ] [LOCAL ] Saved forecast: NOC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NOC.txt [2025-11-22T01:27:27.515336] [INFO ] [sig ] [1151/1897] Completed NOC in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.3m [2025-11-22T01:27:27.515376] [INFO ] [sig ] [1152/1897] Forecasting NOG... [2025-11-22T01:27:27.515416] [INFO ] [sig ] Generating forecast for: NOG [2025-11-22T01:27:27.515448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'. [2025-11-22T01:27:27.524946] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOG'. [2025-11-22T01:27:27.526048] [DEBUG] [LOCAL ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt [2025-11-22T01:27:27.526101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:27.697388] [INFO ] [sig ] NOG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:27.836374] [INFO ] [LOCAL ] Saved forecast: NOG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NOG.txt [2025-11-22T01:27:27.836488] [INFO ] [sig ] [1152/1897] Completed NOG in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:27.836527] [INFO ] [sig ] [1153/1897] Forecasting NOK... [2025-11-22T01:27:27.836557] [INFO ] [sig ] Generating forecast for: NOK [2025-11-22T01:27:27.836587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'. [2025-11-22T01:27:27.847834] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOK'. [2025-11-22T01:27:27.848920] [DEBUG] [LOCAL ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt [2025-11-22T01:27:27.848972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:28.017923] [INFO ] [sig ] NOK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:28.157969] [INFO ] [LOCAL ] Saved forecast: NOK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NOK.txt [2025-11-22T01:27:28.158116] [INFO ] [sig ] [1153/1897] Completed NOK in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:28.158157] [INFO ] [sig ] [1154/1897] Forecasting NOMD... [2025-11-22T01:27:28.158187] [INFO ] [sig ] Generating forecast for: NOMD [2025-11-22T01:27:28.158220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'. [2025-11-22T01:27:28.169701] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOMD'. [2025-11-22T01:27:28.170771] [DEBUG] [LOCAL ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt [2025-11-22T01:27:28.170823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:28.344711] [INFO ] [sig ] NOMD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:28.484981] [INFO ] [LOCAL ] Saved forecast: NOMD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NOMD.txt [2025-11-22T01:27:28.485116] [INFO ] [sig ] [1154/1897] Completed NOMD in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:28.485156] [INFO ] [sig ] [1155/1897] Forecasting NOTE... [2025-11-22T01:27:28.485186] [INFO ] [sig ] Generating forecast for: NOTE [2025-11-22T01:27:28.485217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-11-22T01:27:28.495735] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOTE'. [2025-11-22T01:27:28.496832] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-11-22T01:27:28.496887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:28.695882] [INFO ] [sig ] NOTE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:28.833685] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NOTE.txt [2025-11-22T01:27:28.833807] [INFO ] [sig ] [1155/1897] Completed NOTE in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:28.833856] [INFO ] [sig ] [1156/1897] Forecasting NOV... [2025-11-22T01:27:28.833887] [INFO ] [sig ] Generating forecast for: NOV [2025-11-22T01:27:28.833917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'. [2025-11-22T01:27:28.845953] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOV'. [2025-11-22T01:27:28.847193] [DEBUG] [LOCAL ] No optimal features file found for NOV: ./output/feature-sets/NOV.txt [2025-11-22T01:27:28.847247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:29.018175] [INFO ] [sig ] NOV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:29.156834] [INFO ] [LOCAL ] Saved forecast: NOV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NOV.txt [2025-11-22T01:27:29.156962] [INFO ] [sig ] [1156/1897] Completed NOV in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:29.157001] [INFO ] [sig ] [1157/1897] Forecasting NOW... [2025-11-22T01:27:29.157032] [INFO ] [sig ] Generating forecast for: NOW [2025-11-22T01:27:29.157078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOW' from 'https://tdm.silogroup.org/data/derivative_storage/NOW.csv'. [2025-11-22T01:27:29.168839] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NOW'. [2025-11-22T01:27:29.169950] [DEBUG] [LOCAL ] No optimal features file found for NOW: ./output/feature-sets/NOW.txt [2025-11-22T01:27:29.170003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:29.355809] [INFO ] [sig ] NOW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:29.500917] [INFO ] [LOCAL ] Saved forecast: NOW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NOW.txt [2025-11-22T01:27:29.501104] [INFO ] [sig ] [1157/1897] Completed NOW in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:29.501145] [INFO ] [sig ] [1158/1897] Forecasting NPCT... [2025-11-22T01:27:29.501177] [INFO ] [sig ] Generating forecast for: NPCT [2025-11-22T01:27:29.501207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'. [2025-11-22T01:27:29.513505] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NPCT'. [2025-11-22T01:27:29.514597] [DEBUG] [LOCAL ] No optimal features file found for NPCT: ./output/feature-sets/NPCT.txt [2025-11-22T01:27:29.514671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:29.704270] [INFO ] [sig ] NPCT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:29.844448] [INFO ] [LOCAL ] Saved forecast: NPCT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NPCT.txt [2025-11-22T01:27:29.844582] [INFO ] [sig ] [1158/1897] Completed NPCT in 0.3s | 2.92 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:29.844622] [INFO ] [sig ] [1159/1897] Forecasting NPFD... [2025-11-22T01:27:29.844673] [INFO ] [sig ] Generating forecast for: NPFD [2025-11-22T01:27:29.844705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-11-22T01:27:29.856869] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NPFD'. [2025-11-22T01:27:29.858064] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-11-22T01:27:29.858118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:30.036184] [INFO ] [sig ] NPFD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:30.176584] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NPFD.txt [2025-11-22T01:27:30.176763] [INFO ] [sig ] [1159/1897] Completed NPFD in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:30.176813] [INFO ] [sig ] [1160/1897] Forecasting NPK... [2025-11-22T01:27:30.176844] [INFO ] [sig ] Generating forecast for: NPK [2025-11-22T01:27:30.176875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-11-22T01:27:30.188463] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NPK'. [2025-11-22T01:27:30.189514] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-11-22T01:27:30.189566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:30.359120] [INFO ] [sig ] NPK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:30.501160] [INFO ] [LOCAL ] Saved forecast: NPK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NPK.txt [2025-11-22T01:27:30.501315] [INFO ] [sig ] [1160/1897] Completed NPK in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:30.501360] [INFO ] [sig ] [1161/1897] Forecasting NPO... [2025-11-22T01:27:30.501391] [INFO ] [sig ] Generating forecast for: NPO [2025-11-22T01:27:30.501422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'. [2025-11-22T01:27:30.512956] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NPO'. [2025-11-22T01:27:30.514201] [DEBUG] [LOCAL ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt [2025-11-22T01:27:30.514255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:30.702276] [INFO ] [sig ] NPO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:30.843148] [INFO ] [LOCAL ] Saved forecast: NPO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NPO.txt [2025-11-22T01:27:30.843278] [INFO ] [sig ] [1161/1897] Completed NPO in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:30.843316] [INFO ] [sig ] [1162/1897] Forecasting NPV... [2025-11-22T01:27:30.843347] [INFO ] [sig ] Generating forecast for: NPV [2025-11-22T01:27:30.843376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'. [2025-11-22T01:27:30.855877] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NPV'. [2025-11-22T01:27:30.857142] [DEBUG] [LOCAL ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt [2025-11-22T01:27:30.857205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:31.029662] [INFO ] [sig ] NPV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:31.171172] [INFO ] [LOCAL ] Saved forecast: NPV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NPV.txt [2025-11-22T01:27:31.171315] [INFO ] [sig ] [1162/1897] Completed NPV in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:31.171357] [INFO ] [sig ] [1163/1897] Forecasting NPWR... [2025-11-22T01:27:31.171401] [INFO ] [sig ] Generating forecast for: NPWR [2025-11-22T01:27:31.171446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'. [2025-11-22T01:27:31.184560] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NPWR'. [2025-11-22T01:27:31.185803] [DEBUG] [LOCAL ] No optimal features file found for NPWR: ./output/feature-sets/NPWR.txt [2025-11-22T01:27:31.185858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:31.367573] [INFO ] [sig ] NPWR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:31.513616] [INFO ] [LOCAL ] Saved forecast: NPWR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NPWR.txt [2025-11-22T01:27:31.513778] [INFO ] [sig ] [1163/1897] Completed NPWR in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:31.513820] [INFO ] [sig ] [1164/1897] Forecasting NQP... [2025-11-22T01:27:31.513851] [INFO ] [sig ] Generating forecast for: NQP [2025-11-22T01:27:31.513883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-11-22T01:27:31.533077] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NQP'. [2025-11-22T01:27:31.534480] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-11-22T01:27:31.534535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:31.735746] [INFO ] [sig ] NQP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:31.876385] [INFO ] [LOCAL ] Saved forecast: NQP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NQP.txt [2025-11-22T01:27:31.876539] [INFO ] [sig ] [1164/1897] Completed NQP in 0.4s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:31.876579] [INFO ] [sig ] [1165/1897] Forecasting NRDY... [2025-11-22T01:27:31.876608] [INFO ] [sig ] Generating forecast for: NRDY [2025-11-22T01:27:31.876657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'. [2025-11-22T01:27:31.888103] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NRDY'. [2025-11-22T01:27:31.889222] [DEBUG] [LOCAL ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt [2025-11-22T01:27:31.889274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:32.060853] [INFO ] [sig ] NRDY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:32.207540] [INFO ] [LOCAL ] Saved forecast: NRDY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NRDY.txt [2025-11-22T01:27:32.207728] [INFO ] [sig ] [1165/1897] Completed NRDY in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:32.207774] [INFO ] [sig ] [1166/1897] Forecasting NREF... [2025-11-22T01:27:32.207808] [INFO ] [sig ] Generating forecast for: NREF [2025-11-22T01:27:32.207851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-11-22T01:27:32.219017] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NREF'. [2025-11-22T01:27:32.220083] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-11-22T01:27:32.220135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:32.387308] [INFO ] [sig ] NREF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:32.524664] [INFO ] [LOCAL ] Saved forecast: NREF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NREF.txt [2025-11-22T01:27:32.524800] [INFO ] [sig ] [1166/1897] Completed NREF in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:32.524840] [INFO ] [sig ] [1167/1897] Forecasting NRG... [2025-11-22T01:27:32.524870] [INFO ] [sig ] Generating forecast for: NRG [2025-11-22T01:27:32.524902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'. [2025-11-22T01:27:32.535182] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NRG'. [2025-11-22T01:27:32.536301] [DEBUG] [LOCAL ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt [2025-11-22T01:27:32.536382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:32.707465] [INFO ] [sig ] NRG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:32.846865] [INFO ] [LOCAL ] Saved forecast: NRG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NRG.txt [2025-11-22T01:27:32.847002] [INFO ] [sig ] [1167/1897] Completed NRG in 0.3s | 2.93 sym/s | Total: 6.6m | ETA: 4.2m [2025-11-22T01:27:32.847055] [INFO ] [sig ] [1168/1897] Forecasting NRGV... [2025-11-22T01:27:32.847087] [INFO ] [sig ] Generating forecast for: NRGV [2025-11-22T01:27:32.847121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'. [2025-11-22T01:27:32.859054] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NRGV'. [2025-11-22T01:27:32.860179] [DEBUG] [LOCAL ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt [2025-11-22T01:27:32.860233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:33.048293] [INFO ] [sig ] NRGV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:33.185901] [INFO ] [LOCAL ] Saved forecast: NRGV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NRGV.txt [2025-11-22T01:27:33.186041] [INFO ] [sig ] [1168/1897] Completed NRGV in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.2m [2025-11-22T01:27:33.186081] [INFO ] [sig ] [1169/1897] Forecasting NRK... [2025-11-22T01:27:33.186110] [INFO ] [sig ] Generating forecast for: NRK [2025-11-22T01:27:33.186141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'. [2025-11-22T01:27:33.198433] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NRK'. [2025-11-22T01:27:33.199536] [DEBUG] [LOCAL ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt [2025-11-22T01:27:33.199588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:33.369119] [INFO ] [sig ] NRK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:33.509015] [INFO ] [LOCAL ] Saved forecast: NRK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NRK.txt [2025-11-22T01:27:33.509158] [INFO ] [sig ] [1169/1897] Completed NRK in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:33.509197] [INFO ] [sig ] [1170/1897] Forecasting NRP... [2025-11-22T01:27:33.509228] [INFO ] [sig ] Generating forecast for: NRP [2025-11-22T01:27:33.509259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-11-22T01:27:33.519908] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NRP'. [2025-11-22T01:27:33.520991] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-11-22T01:27:33.521043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:33.694934] [INFO ] [sig ] NRP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:33.835899] [INFO ] [LOCAL ] Saved forecast: NRP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NRP.txt [2025-11-22T01:27:33.836048] [INFO ] [sig ] [1170/1897] Completed NRP in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:33.836088] [INFO ] [sig ] [1171/1897] Forecasting NRT... [2025-11-22T01:27:33.836117] [INFO ] [sig ] Generating forecast for: NRT [2025-11-22T01:27:33.836147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'. [2025-11-22T01:27:33.847743] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NRT'. [2025-11-22T01:27:33.849010] [DEBUG] [LOCAL ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt [2025-11-22T01:27:33.849065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:34.021431] [INFO ] [sig ] NRT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:34.161155] [INFO ] [LOCAL ] Saved forecast: NRT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NRT.txt [2025-11-22T01:27:34.161283] [INFO ] [sig ] [1171/1897] Completed NRT in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:34.161323] [INFO ] [sig ] [1172/1897] Forecasting NRUC... [2025-11-22T01:27:34.161352] [INFO ] [sig ] Generating forecast for: NRUC [2025-11-22T01:27:34.161384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'. [2025-11-22T01:27:34.172308] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NRUC'. [2025-11-22T01:27:34.173412] [DEBUG] [LOCAL ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt [2025-11-22T01:27:34.173465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:34.341636] [INFO ] [sig ] NRUC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:34.480387] [INFO ] [LOCAL ] Saved forecast: NRUC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NRUC.txt [2025-11-22T01:27:34.480510] [INFO ] [sig ] [1172/1897] Completed NRUC in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:34.480548] [INFO ] [sig ] [1173/1897] Forecasting NSA... [2025-11-22T01:27:34.480578] [INFO ] [sig ] Generating forecast for: NSA [2025-11-22T01:27:34.480608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'. [2025-11-22T01:27:34.492189] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NSA'. [2025-11-22T01:27:34.493349] [DEBUG] [LOCAL ] No optimal features file found for NSA: ./output/feature-sets/NSA.txt [2025-11-22T01:27:34.493404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:34.704130] [INFO ] [sig ] NSA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:34.842209] [INFO ] [LOCAL ] Saved forecast: NSA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NSA.txt [2025-11-22T01:27:34.842332] [INFO ] [sig ] [1173/1897] Completed NSA in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:34.842371] [INFO ] [sig ] [1174/1897] Forecasting NSC... [2025-11-22T01:27:34.842400] [INFO ] [sig ] Generating forecast for: NSC [2025-11-22T01:27:34.842430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'. [2025-11-22T01:27:34.854663] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NSC'. [2025-11-22T01:27:34.855708] [DEBUG] [LOCAL ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt [2025-11-22T01:27:34.855761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:35.036063] [INFO ] [sig ] NSC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:35.175304] [INFO ] [LOCAL ] Saved forecast: NSC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NSC.txt [2025-11-22T01:27:35.175432] [INFO ] [sig ] [1174/1897] Completed NSC in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:35.175479] [INFO ] [sig ] [1175/1897] Forecasting NSP... [2025-11-22T01:27:35.175513] [INFO ] [sig ] Generating forecast for: NSP [2025-11-22T01:27:35.175550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'. [2025-11-22T01:27:35.187251] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NSP'. [2025-11-22T01:27:35.188291] [DEBUG] [LOCAL ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt [2025-11-22T01:27:35.188344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:35.373136] [INFO ] [sig ] NSP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:35.514736] [INFO ] [LOCAL ] Saved forecast: NSP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NSP.txt [2025-11-22T01:27:35.514859] [INFO ] [sig ] [1175/1897] Completed NSP in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:35.514900] [INFO ] [sig ] [1176/1897] Forecasting NTB... [2025-11-22T01:27:35.514930] [INFO ] [sig ] Generating forecast for: NTB [2025-11-22T01:27:35.514959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'. [2025-11-22T01:27:35.526912] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NTB'. [2025-11-22T01:27:35.528199] [DEBUG] [LOCAL ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt [2025-11-22T01:27:35.528252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:35.713612] [INFO ] [sig ] NTB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:35.854473] [INFO ] [LOCAL ] Saved forecast: NTB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NTB.txt [2025-11-22T01:27:35.854659] [INFO ] [sig ] [1176/1897] Completed NTB in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:35.854703] [INFO ] [sig ] [1177/1897] Forecasting NTR... [2025-11-22T01:27:35.854733] [INFO ] [sig ] Generating forecast for: NTR [2025-11-22T01:27:35.854765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'. [2025-11-22T01:27:35.867187] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NTR'. [2025-11-22T01:27:35.868319] [DEBUG] [LOCAL ] No optimal features file found for NTR: ./output/feature-sets/NTR.txt [2025-11-22T01:27:35.868371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:36.057368] [INFO ] [sig ] NTR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:36.201897] [INFO ] [LOCAL ] Saved forecast: NTR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NTR.txt [2025-11-22T01:27:36.202046] [INFO ] [sig ] [1177/1897] Completed NTR in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:36.202087] [INFO ] [sig ] [1178/1897] Forecasting NTST... [2025-11-22T01:27:36.202117] [INFO ] [sig ] Generating forecast for: NTST [2025-11-22T01:27:36.202148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'. [2025-11-22T01:27:36.214753] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NTST'. [2025-11-22T01:27:36.215890] [DEBUG] [LOCAL ] No optimal features file found for NTST: ./output/feature-sets/NTST.txt [2025-11-22T01:27:36.215944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:36.400342] [INFO ] [sig ] NTST: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:36.539520] [INFO ] [LOCAL ] Saved forecast: NTST 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NTST.txt [2025-11-22T01:27:36.539711] [INFO ] [sig ] [1178/1897] Completed NTST in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:36.539757] [INFO ] [sig ] [1179/1897] Forecasting NU... [2025-11-22T01:27:36.539788] [INFO ] [sig ] Generating forecast for: NU [2025-11-22T01:27:36.539832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'. [2025-11-22T01:27:36.551380] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NU'. [2025-11-22T01:27:36.552460] [DEBUG] [LOCAL ] No optimal features file found for NU: ./output/feature-sets/NU.txt [2025-11-22T01:27:36.552512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:36.739551] [INFO ] [sig ] NU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:36.878926] [INFO ] [LOCAL ] Saved forecast: NU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NU.txt [2025-11-22T01:27:36.879064] [INFO ] [sig ] [1179/1897] Completed NU in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:36.879103] [INFO ] [sig ] [1180/1897] Forecasting NUS... [2025-11-22T01:27:36.879132] [INFO ] [sig ] Generating forecast for: NUS [2025-11-22T01:27:36.879162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'. [2025-11-22T01:27:36.890152] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NUS'. [2025-11-22T01:27:36.891235] [DEBUG] [LOCAL ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt [2025-11-22T01:27:36.891287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:37.076638] [INFO ] [sig ] NUS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:37.239162] [INFO ] [LOCAL ] Saved forecast: NUS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NUS.txt [2025-11-22T01:27:37.239372] [INFO ] [sig ] [1180/1897] Completed NUS in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:37.239425] [INFO ] [sig ] [1181/1897] Forecasting NUV... [2025-11-22T01:27:37.239460] [INFO ] [sig ] Generating forecast for: NUV [2025-11-22T01:27:37.239500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'. [2025-11-22T01:27:37.251445] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NUV'. [2025-11-22T01:27:37.252562] [DEBUG] [LOCAL ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt [2025-11-22T01:27:37.252616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:37.436422] [INFO ] [sig ] NUV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:37.574248] [INFO ] [LOCAL ] Saved forecast: NUV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NUV.txt [2025-11-22T01:27:37.574425] [INFO ] [sig ] [1181/1897] Completed NUV in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:37.574467] [INFO ] [sig ] [1182/1897] Forecasting NUVB... [2025-11-22T01:27:37.574498] [INFO ] [sig ] Generating forecast for: NUVB [2025-11-22T01:27:37.574530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-11-22T01:27:37.585805] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NUVB'. [2025-11-22T01:27:37.586879] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-11-22T01:27:37.586932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:37.794755] [INFO ] [sig ] NUVB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:37.932164] [INFO ] [LOCAL ] Saved forecast: NUVB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NUVB.txt [2025-11-22T01:27:37.932314] [INFO ] [sig ] [1182/1897] Completed NUVB in 0.4s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:37.932354] [INFO ] [sig ] [1183/1897] Forecasting NUW... [2025-11-22T01:27:37.932393] [INFO ] [sig ] Generating forecast for: NUW [2025-11-22T01:27:37.932424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'. [2025-11-22T01:27:37.943368] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NUW'. [2025-11-22T01:27:37.944432] [DEBUG] [LOCAL ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt [2025-11-22T01:27:37.944485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:38.125022] [INFO ] [sig ] NUW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:38.263187] [INFO ] [LOCAL ] Saved forecast: NUW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NUW.txt [2025-11-22T01:27:38.263349] [INFO ] [sig ] [1183/1897] Completed NUW in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:38.263389] [INFO ] [sig ] [1184/1897] Forecasting NVG... [2025-11-22T01:27:38.263422] [INFO ] [sig ] Generating forecast for: NVG [2025-11-22T01:27:38.263454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'. [2025-11-22T01:27:38.274718] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NVG'. [2025-11-22T01:27:38.275800] [DEBUG] [LOCAL ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt [2025-11-22T01:27:38.275853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:38.461320] [INFO ] [sig ] NVG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:38.600124] [INFO ] [LOCAL ] Saved forecast: NVG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NVG.txt [2025-11-22T01:27:38.600257] [INFO ] [sig ] [1184/1897] Completed NVG in 0.3s | 2.93 sym/s | Total: 6.7m | ETA: 4.1m [2025-11-22T01:27:38.600297] [INFO ] [sig ] [1185/1897] Forecasting NVGS... [2025-11-22T01:27:38.600328] [INFO ] [sig ] Generating forecast for: NVGS [2025-11-22T01:27:38.600358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'. [2025-11-22T01:27:38.611566] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NVGS'. [2025-11-22T01:27:38.612669] [DEBUG] [LOCAL ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt [2025-11-22T01:27:38.612728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:38.806985] [INFO ] [sig ] NVGS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:38.946791] [INFO ] [LOCAL ] Saved forecast: NVGS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NVGS.txt [2025-11-22T01:27:38.946936] [INFO ] [sig ] [1185/1897] Completed NVGS in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.1m [2025-11-22T01:27:38.946976] [INFO ] [sig ] [1186/1897] Forecasting NVO... [2025-11-22T01:27:38.947007] [INFO ] [sig ] Generating forecast for: NVO [2025-11-22T01:27:38.947037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'. [2025-11-22T01:27:38.960264] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NVO'. [2025-11-22T01:27:38.961495] [DEBUG] [LOCAL ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt [2025-11-22T01:27:38.961550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:39.154005] [INFO ] [sig ] NVO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:39.299018] [INFO ] [LOCAL ] Saved forecast: NVO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NVO.txt [2025-11-22T01:27:39.299156] [INFO ] [sig ] [1186/1897] Completed NVO in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 4.1m [2025-11-22T01:27:39.299206] [INFO ] [sig ] [1187/1897] Forecasting NVR... [2025-11-22T01:27:39.299239] [INFO ] [sig ] Generating forecast for: NVR [2025-11-22T01:27:39.299269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'. [2025-11-22T01:27:39.310679] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NVR'. [2025-11-22T01:27:39.311740] [DEBUG] [LOCAL ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt [2025-11-22T01:27:39.311794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:39.504006] [INFO ] [sig ] NVR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:39.696344] [INFO ] [LOCAL ] Saved forecast: NVR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NVR.txt [2025-11-22T01:27:39.696493] [INFO ] [sig ] [1187/1897] Completed NVR in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:39.696534] [INFO ] [sig ] [1188/1897] Forecasting NVRI... [2025-11-22T01:27:39.696564] [INFO ] [sig ] Generating forecast for: NVRI [2025-11-22T01:27:39.696593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'. [2025-11-22T01:27:39.708617] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NVRI'. [2025-11-22T01:27:39.709735] [DEBUG] [LOCAL ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt [2025-11-22T01:27:39.709803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:39.897532] [INFO ] [sig ] NVRI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:40.035508] [INFO ] [LOCAL ] Saved forecast: NVRI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NVRI.txt [2025-11-22T01:27:40.035686] [INFO ] [sig ] [1188/1897] Completed NVRI in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:40.035730] [INFO ] [sig ] [1189/1897] Forecasting NVS... [2025-11-22T01:27:40.035761] [INFO ] [sig ] Generating forecast for: NVS [2025-11-22T01:27:40.035794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'. [2025-11-22T01:27:40.049741] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NVS'. [2025-11-22T01:27:40.051222] [DEBUG] [LOCAL ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt [2025-11-22T01:27:40.051276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:40.251662] [INFO ] [sig ] NVS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:40.393727] [INFO ] [LOCAL ] Saved forecast: NVS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NVS.txt [2025-11-22T01:27:40.393921] [INFO ] [sig ] [1189/1897] Completed NVS in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:40.393965] [INFO ] [sig ] [1190/1897] Forecasting NVST... [2025-11-22T01:27:40.393995] [INFO ] [sig ] Generating forecast for: NVST [2025-11-22T01:27:40.394028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'. [2025-11-22T01:27:40.407352] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NVST'. [2025-11-22T01:27:40.408631] [DEBUG] [LOCAL ] No optimal features file found for NVST: ./output/feature-sets/NVST.txt [2025-11-22T01:27:40.408707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:40.602416] [INFO ] [sig ] NVST: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:40.758019] [INFO ] [LOCAL ] Saved forecast: NVST 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NVST.txt [2025-11-22T01:27:40.758167] [INFO ] [sig ] [1190/1897] Completed NVST in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:40.758207] [INFO ] [sig ] [1191/1897] Forecasting NVT... [2025-11-22T01:27:40.758238] [INFO ] [sig ] Generating forecast for: NVT [2025-11-22T01:27:40.758269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'. [2025-11-22T01:27:40.769235] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NVT'. [2025-11-22T01:27:40.770319] [DEBUG] [LOCAL ] No optimal features file found for NVT: ./output/feature-sets/NVT.txt [2025-11-22T01:27:40.770373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:40.955990] [INFO ] [sig ] NVT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:41.093713] [INFO ] [LOCAL ] Saved forecast: NVT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NVT.txt [2025-11-22T01:27:41.093855] [INFO ] [sig ] [1191/1897] Completed NVT in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:41.093896] [INFO ] [sig ] [1192/1897] Forecasting NWG... [2025-11-22T01:27:41.093927] [INFO ] [sig ] Generating forecast for: NWG [2025-11-22T01:27:41.093958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'. [2025-11-22T01:27:41.106049] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NWG'. [2025-11-22T01:27:41.107165] [DEBUG] [LOCAL ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt [2025-11-22T01:27:41.107218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:41.290605] [INFO ] [sig ] NWG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:41.428120] [INFO ] [LOCAL ] Saved forecast: NWG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NWG.txt [2025-11-22T01:27:41.428267] [INFO ] [sig ] [1192/1897] Completed NWG in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:41.428307] [INFO ] [sig ] [1193/1897] Forecasting NWN... [2025-11-22T01:27:41.428336] [INFO ] [sig ] Generating forecast for: NWN [2025-11-22T01:27:41.428366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'. [2025-11-22T01:27:41.441782] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NWN'. [2025-11-22T01:27:41.443215] [DEBUG] [LOCAL ] No optimal features file found for NWN: ./output/feature-sets/NWN.txt [2025-11-22T01:27:41.443271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:41.629246] [INFO ] [sig ] NWN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:41.771004] [INFO ] [LOCAL ] Saved forecast: NWN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NWN.txt [2025-11-22T01:27:41.771218] [INFO ] [sig ] [1193/1897] Completed NWN in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:41.771261] [INFO ] [sig ] [1194/1897] Forecasting NX... [2025-11-22T01:27:41.771294] [INFO ] [sig ] Generating forecast for: NX [2025-11-22T01:27:41.771325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'. [2025-11-22T01:27:41.783053] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NX'. [2025-11-22T01:27:41.784409] [DEBUG] [LOCAL ] No optimal features file found for NX: ./output/feature-sets/NX.txt [2025-11-22T01:27:41.784462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:41.975156] [INFO ] [sig ] NX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:42.115880] [INFO ] [LOCAL ] Saved forecast: NX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NX.txt [2025-11-22T01:27:42.116069] [INFO ] [sig ] [1194/1897] Completed NX in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:42.116112] [INFO ] [sig ] [1195/1897] Forecasting NXC... [2025-11-22T01:27:42.116145] [INFO ] [sig ] Generating forecast for: NXC [2025-11-22T01:27:42.116175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-11-22T01:27:42.129277] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NXC'. [2025-11-22T01:27:42.130522] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-11-22T01:27:42.130575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:42.305336] [INFO ] [sig ] NXC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:42.443580] [INFO ] [LOCAL ] Saved forecast: NXC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NXC.txt [2025-11-22T01:27:42.443758] [INFO ] [sig ] [1195/1897] Completed NXC in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:42.443802] [INFO ] [sig ] [1196/1897] Forecasting NXDT... [2025-11-22T01:27:42.443833] [INFO ] [sig ] Generating forecast for: NXDT [2025-11-22T01:27:42.443862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'. [2025-11-22T01:27:42.456202] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NXDT'. [2025-11-22T01:27:42.457529] [DEBUG] [LOCAL ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt [2025-11-22T01:27:42.457589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:42.665244] [INFO ] [sig ] NXDT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:42.808701] [INFO ] [LOCAL ] Saved forecast: NXDT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NXDT.txt [2025-11-22T01:27:42.808836] [INFO ] [sig ] [1196/1897] Completed NXDT in 0.4s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:42.808875] [INFO ] [sig ] [1197/1897] Forecasting NXE... [2025-11-22T01:27:42.808905] [INFO ] [sig ] Generating forecast for: NXE [2025-11-22T01:27:42.808935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-11-22T01:27:42.820322] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NXE'. [2025-11-22T01:27:42.821384] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-11-22T01:27:42.821438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:43.008110] [INFO ] [sig ] NXE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:43.147224] [INFO ] [LOCAL ] Saved forecast: NXE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NXE.txt [2025-11-22T01:27:43.147366] [INFO ] [sig ] [1197/1897] Completed NXE in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:43.147408] [INFO ] [sig ] [1198/1897] Forecasting NXG... [2025-11-22T01:27:43.147439] [INFO ] [sig ] Generating forecast for: NXG [2025-11-22T01:27:43.147471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-11-22T01:27:43.159252] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NXG'. [2025-11-22T01:27:43.160415] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-11-22T01:27:43.160490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:43.336423] [INFO ] [sig ] NXG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:43.483118] [INFO ] [LOCAL ] Saved forecast: NXG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NXG.txt [2025-11-22T01:27:43.483241] [INFO ] [sig ] [1198/1897] Completed NXG in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:43.483280] [INFO ] [sig ] [1199/1897] Forecasting NXJ... [2025-11-22T01:27:43.483310] [INFO ] [sig ] Generating forecast for: NXJ [2025-11-22T01:27:43.483339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'. [2025-11-22T01:27:43.494547] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NXJ'. [2025-11-22T01:27:43.495624] [DEBUG] [LOCAL ] No optimal features file found for NXJ: ./output/feature-sets/NXJ.txt [2025-11-22T01:27:43.495700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:43.675752] [INFO ] [sig ] NXJ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:43.818861] [INFO ] [LOCAL ] Saved forecast: NXJ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NXJ.txt [2025-11-22T01:27:43.819077] [INFO ] [sig ] [1199/1897] Completed NXJ in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:43.819119] [INFO ] [sig ] [1200/1897] Forecasting NXP... [2025-11-22T01:27:43.819150] [INFO ] [sig ] Generating forecast for: NXP [2025-11-22T01:27:43.819181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-11-22T01:27:43.830634] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NXP'. [2025-11-22T01:27:43.831724] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-11-22T01:27:43.831777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:44.006162] [INFO ] [sig ] NXP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:44.146382] [INFO ] [LOCAL ] Saved forecast: NXP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NXP.txt [2025-11-22T01:27:44.146513] [INFO ] [sig ] [1200/1897] Completed NXP in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:44.146552] [INFO ] [sig ] [1201/1897] Forecasting NXRT... [2025-11-22T01:27:44.146582] [INFO ] [sig ] Generating forecast for: NXRT [2025-11-22T01:27:44.146612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'. [2025-11-22T01:27:44.161751] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NXRT'. [2025-11-22T01:27:44.162831] [DEBUG] [LOCAL ] No optimal features file found for NXRT: ./output/feature-sets/NXRT.txt [2025-11-22T01:27:44.162884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:44.339718] [INFO ] [sig ] NXRT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:44.477027] [INFO ] [LOCAL ] Saved forecast: NXRT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/NXRT.txt [2025-11-22T01:27:44.477163] [INFO ] [sig ] [1201/1897] Completed NXRT in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:44.477202] [INFO ] [sig ] [1202/1897] Forecasting NYT... [2025-11-22T01:27:44.477232] [INFO ] [sig ] Generating forecast for: NYT [2025-11-22T01:27:44.477262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'. [2025-11-22T01:27:44.490321] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NYT'. [2025-11-22T01:27:44.491417] [DEBUG] [LOCAL ] No optimal features file found for NYT: ./output/feature-sets/NYT.txt [2025-11-22T01:27:44.491469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:44.673094] [INFO ] [sig ] NYT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:44.811382] [INFO ] [LOCAL ] Saved forecast: NYT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NYT.txt [2025-11-22T01:27:44.811510] [INFO ] [sig ] [1202/1897] Completed NYT in 0.3s | 2.93 sym/s | Total: 6.8m | ETA: 4.0m [2025-11-22T01:27:44.811550] [INFO ] [sig ] [1203/1897] Forecasting NZF... [2025-11-22T01:27:44.811581] [INFO ] [sig ] Generating forecast for: NZF [2025-11-22T01:27:44.811612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'. [2025-11-22T01:27:44.822934] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'NZF'. [2025-11-22T01:27:44.824005] [DEBUG] [LOCAL ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt [2025-11-22T01:27:44.824057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:45.002930] [INFO ] [sig ] NZF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:45.141419] [INFO ] [LOCAL ] Saved forecast: NZF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/NZF.txt [2025-11-22T01:27:45.141542] [INFO ] [sig ] [1203/1897] Completed NZF in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 4.0m [2025-11-22T01:27:45.141581] [INFO ] [sig ] [1204/1897] Forecasting OBDC... [2025-11-22T01:27:45.141612] [INFO ] [sig ] Generating forecast for: OBDC [2025-11-22T01:27:45.141661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'. [2025-11-22T01:27:45.154562] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OBDC'. [2025-11-22T01:27:45.155633] [DEBUG] [LOCAL ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt [2025-11-22T01:27:45.155704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:45.316100] [INFO ] [sig ] OBDC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:45.454433] [INFO ] [LOCAL ] Saved forecast: OBDC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OBDC.txt [2025-11-22T01:27:45.454568] [INFO ] [sig ] [1204/1897] Completed OBDC in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:45.454606] [INFO ] [sig ] [1205/1897] Forecasting OBK... [2025-11-22T01:27:45.454635] [INFO ] [sig ] Generating forecast for: OBK [2025-11-22T01:27:45.454686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'. [2025-11-22T01:27:45.465368] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OBK'. [2025-11-22T01:27:45.466423] [DEBUG] [LOCAL ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt [2025-11-22T01:27:45.466475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:45.657227] [INFO ] [sig ] OBK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:45.803331] [INFO ] [LOCAL ] Saved forecast: OBK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OBK.txt [2025-11-22T01:27:45.803493] [INFO ] [sig ] [1205/1897] Completed OBK in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:45.803534] [INFO ] [sig ] [1206/1897] Forecasting OC... [2025-11-22T01:27:45.803564] [INFO ] [sig ] Generating forecast for: OC [2025-11-22T01:27:45.803596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'. [2025-11-22T01:27:45.818870] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OC'. [2025-11-22T01:27:45.820044] [DEBUG] [LOCAL ] No optimal features file found for OC: ./output/feature-sets/OC.txt [2025-11-22T01:27:45.820097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:46.001605] [INFO ] [sig ] OC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:46.145893] [INFO ] [LOCAL ] Saved forecast: OC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OC.txt [2025-11-22T01:27:46.146030] [INFO ] [sig ] [1206/1897] Completed OC in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:46.146070] [INFO ] [sig ] [1207/1897] Forecasting ODC... [2025-11-22T01:27:46.146101] [INFO ] [sig ] Generating forecast for: ODC [2025-11-22T01:27:46.146130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-11-22T01:27:46.159915] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ODC'. [2025-11-22T01:27:46.161019] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-11-22T01:27:46.161074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:46.333464] [INFO ] [sig ] ODC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:46.477268] [INFO ] [LOCAL ] Saved forecast: ODC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ODC.txt [2025-11-22T01:27:46.477411] [INFO ] [sig ] [1207/1897] Completed ODC in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:46.477451] [INFO ] [sig ] [1208/1897] Forecasting ODV... [2025-11-22T01:27:46.477481] [INFO ] [sig ] Generating forecast for: ODV [2025-11-22T01:27:46.477511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'. [2025-11-22T01:27:46.489965] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ODV'. [2025-11-22T01:27:46.491066] [DEBUG] [LOCAL ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt [2025-11-22T01:27:46.491120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:46.666603] [INFO ] [sig ] ODV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:46.810053] [INFO ] [LOCAL ] Saved forecast: ODV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ODV.txt [2025-11-22T01:27:46.810183] [INFO ] [sig ] [1208/1897] Completed ODV in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:46.810223] [INFO ] [sig ] [1209/1897] Forecasting OEC... [2025-11-22T01:27:46.810253] [INFO ] [sig ] Generating forecast for: OEC [2025-11-22T01:27:46.810283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'. [2025-11-22T01:27:46.821981] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OEC'. [2025-11-22T01:27:46.823049] [DEBUG] [LOCAL ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt [2025-11-22T01:27:46.823102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:47.013096] [INFO ] [sig ] OEC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:47.157106] [INFO ] [LOCAL ] Saved forecast: OEC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OEC.txt [2025-11-22T01:27:47.157280] [INFO ] [sig ] [1209/1897] Completed OEC in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:47.157324] [INFO ] [sig ] [1210/1897] Forecasting OFG... [2025-11-22T01:27:47.157355] [INFO ] [sig ] Generating forecast for: OFG [2025-11-22T01:27:47.157386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'. [2025-11-22T01:27:47.169505] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OFG'. [2025-11-22T01:27:47.170711] [DEBUG] [LOCAL ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt [2025-11-22T01:27:47.170766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:47.356759] [INFO ] [sig ] OFG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:47.495335] [INFO ] [LOCAL ] Saved forecast: OFG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OFG.txt [2025-11-22T01:27:47.495466] [INFO ] [sig ] [1210/1897] Completed OFG in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:47.495505] [INFO ] [sig ] [1211/1897] Forecasting OGE... [2025-11-22T01:27:47.495536] [INFO ] [sig ] Generating forecast for: OGE [2025-11-22T01:27:47.495565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'. [2025-11-22T01:27:47.506957] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OGE'. [2025-11-22T01:27:47.508096] [DEBUG] [LOCAL ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt [2025-11-22T01:27:47.508149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:47.674511] [INFO ] [sig ] OGE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:47.813561] [INFO ] [LOCAL ] Saved forecast: OGE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OGE.txt [2025-11-22T01:27:47.813705] [INFO ] [sig ] [1211/1897] Completed OGE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:47.813746] [INFO ] [sig ] [1212/1897] Forecasting OGN... [2025-11-22T01:27:47.813776] [INFO ] [sig ] Generating forecast for: OGN [2025-11-22T01:27:47.813806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-11-22T01:27:47.824263] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OGN'. [2025-11-22T01:27:47.825333] [DEBUG] [LOCAL ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt [2025-11-22T01:27:47.825385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:47.995207] [INFO ] [sig ] OGN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:48.133943] [INFO ] [LOCAL ] Saved forecast: OGN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OGN.txt [2025-11-22T01:27:48.134066] [INFO ] [sig ] [1212/1897] Completed OGN in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:48.134105] [INFO ] [sig ] [1213/1897] Forecasting OGS... [2025-11-22T01:27:48.134134] [INFO ] [sig ] Generating forecast for: OGS [2025-11-22T01:27:48.134163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'. [2025-11-22T01:27:48.145225] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OGS'. [2025-11-22T01:27:48.146316] [DEBUG] [LOCAL ] No optimal features file found for OGS: ./output/feature-sets/OGS.txt [2025-11-22T01:27:48.146369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:48.309774] [INFO ] [sig ] OGS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:48.446809] [INFO ] [LOCAL ] Saved forecast: OGS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OGS.txt [2025-11-22T01:27:48.446931] [INFO ] [sig ] [1213/1897] Completed OGS in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:48.446969] [INFO ] [sig ] [1214/1897] Forecasting OHI... [2025-11-22T01:27:48.447029] [INFO ] [sig ] Generating forecast for: OHI [2025-11-22T01:27:48.447078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'. [2025-11-22T01:27:48.457689] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OHI'. [2025-11-22T01:27:48.458755] [DEBUG] [LOCAL ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt [2025-11-22T01:27:48.458810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:48.642272] [INFO ] [sig ] OHI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:48.781105] [INFO ] [LOCAL ] Saved forecast: OHI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OHI.txt [2025-11-22T01:27:48.781228] [INFO ] [sig ] [1214/1897] Completed OHI in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:48.781267] [INFO ] [sig ] [1215/1897] Forecasting OI... [2025-11-22T01:27:48.781297] [INFO ] [sig ] Generating forecast for: OI [2025-11-22T01:27:48.781326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'. [2025-11-22T01:27:48.800400] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OI'. [2025-11-22T01:27:48.801498] [DEBUG] [LOCAL ] No optimal features file found for OI: ./output/feature-sets/OI.txt [2025-11-22T01:27:48.801552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:48.971452] [INFO ] [sig ] OI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:49.109430] [INFO ] [LOCAL ] Saved forecast: OI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OI.txt [2025-11-22T01:27:49.109558] [INFO ] [sig ] [1215/1897] Completed OI in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:49.109597] [INFO ] [sig ] [1216/1897] Forecasting OIA... [2025-11-22T01:27:49.109626] [INFO ] [sig ] Generating forecast for: OIA [2025-11-22T01:27:49.109677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-11-22T01:27:49.119923] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OIA'. [2025-11-22T01:27:49.121042] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-11-22T01:27:49.121095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:49.289444] [INFO ] [sig ] OIA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:49.428490] [INFO ] [LOCAL ] Saved forecast: OIA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OIA.txt [2025-11-22T01:27:49.428614] [INFO ] [sig ] [1216/1897] Completed OIA in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:49.428718] [INFO ] [sig ] [1217/1897] Forecasting OII... [2025-11-22T01:27:49.428757] [INFO ] [sig ] Generating forecast for: OII [2025-11-22T01:27:49.428793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'. [2025-11-22T01:27:49.441818] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OII'. [2025-11-22T01:27:49.442981] [DEBUG] [LOCAL ] No optimal features file found for OII: ./output/feature-sets/OII.txt [2025-11-22T01:27:49.443034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:49.617480] [INFO ] [sig ] OII: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:49.759468] [INFO ] [LOCAL ] Saved forecast: OII 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OII.txt [2025-11-22T01:27:49.759623] [INFO ] [sig ] [1217/1897] Completed OII in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:49.759701] [INFO ] [sig ] [1218/1897] Forecasting OIS... [2025-11-22T01:27:49.759734] [INFO ] [sig ] Generating forecast for: OIS [2025-11-22T01:27:49.759766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-11-22T01:27:49.771002] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OIS'. [2025-11-22T01:27:49.772062] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-11-22T01:27:49.772114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:49.939498] [INFO ] [sig ] OIS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:50.096074] [INFO ] [LOCAL ] Saved forecast: OIS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OIS.txt [2025-11-22T01:27:50.096279] [INFO ] [sig ] [1218/1897] Completed OIS in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:50.096340] [INFO ] [sig ] [1219/1897] Forecasting OKE... [2025-11-22T01:27:50.096375] [INFO ] [sig ] Generating forecast for: OKE [2025-11-22T01:27:50.096407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'. [2025-11-22T01:27:50.109496] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OKE'. [2025-11-22T01:27:50.110743] [DEBUG] [LOCAL ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt [2025-11-22T01:27:50.110800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:50.281826] [INFO ] [sig ] OKE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:50.420808] [INFO ] [LOCAL ] Saved forecast: OKE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OKE.txt [2025-11-22T01:27:50.420950] [INFO ] [sig ] [1219/1897] Completed OKE in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:50.420991] [INFO ] [sig ] [1220/1897] Forecasting OLN... [2025-11-22T01:27:50.421021] [INFO ] [sig ] Generating forecast for: OLN [2025-11-22T01:27:50.421051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'. [2025-11-22T01:27:50.432373] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OLN'. [2025-11-22T01:27:50.433441] [DEBUG] [LOCAL ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt [2025-11-22T01:27:50.433493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:50.605196] [INFO ] [sig ] OLN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:50.747621] [INFO ] [LOCAL ] Saved forecast: OLN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OLN.txt [2025-11-22T01:27:50.747784] [INFO ] [sig ] [1220/1897] Completed OLN in 0.3s | 2.93 sym/s | Total: 6.9m | ETA: 3.9m [2025-11-22T01:27:50.747828] [INFO ] [sig ] [1221/1897] Forecasting OLP... [2025-11-22T01:27:50.747858] [INFO ] [sig ] Generating forecast for: OLP [2025-11-22T01:27:50.747889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-11-22T01:27:50.758814] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OLP'. [2025-11-22T01:27:50.759923] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-11-22T01:27:50.759975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:50.933311] [INFO ] [sig ] OLP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:51.071896] [INFO ] [LOCAL ] Saved forecast: OLP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OLP.txt [2025-11-22T01:27:51.072036] [INFO ] [sig ] [1221/1897] Completed OLP in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:51.072077] [INFO ] [sig ] [1222/1897] Forecasting OMC... [2025-11-22T01:27:51.072108] [INFO ] [sig ] Generating forecast for: OMC [2025-11-22T01:27:51.072138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'. [2025-11-22T01:27:51.084386] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OMC'. [2025-11-22T01:27:51.085446] [DEBUG] [LOCAL ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt [2025-11-22T01:27:51.085500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:51.250275] [INFO ] [sig ] OMC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:51.388891] [INFO ] [LOCAL ] Saved forecast: OMC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OMC.txt [2025-11-22T01:27:51.389009] [INFO ] [sig ] [1222/1897] Completed OMC in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:51.389048] [INFO ] [sig ] [1223/1897] Forecasting OMF... [2025-11-22T01:27:51.389077] [INFO ] [sig ] Generating forecast for: OMF [2025-11-22T01:27:51.389108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'. [2025-11-22T01:27:51.400155] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OMF'. [2025-11-22T01:27:51.401208] [DEBUG] [LOCAL ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt [2025-11-22T01:27:51.401261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:51.570101] [INFO ] [sig ] OMF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:51.714544] [INFO ] [LOCAL ] Saved forecast: OMF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OMF.txt [2025-11-22T01:27:51.714700] [INFO ] [sig ] [1223/1897] Completed OMF in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:51.714743] [INFO ] [sig ] [1224/1897] Forecasting OMI... [2025-11-22T01:27:51.714774] [INFO ] [sig ] Generating forecast for: OMI [2025-11-22T01:27:51.714804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'. [2025-11-22T01:27:51.724865] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OMI'. [2025-11-22T01:27:51.725935] [DEBUG] [LOCAL ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt [2025-11-22T01:27:51.725988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:51.896672] [INFO ] [sig ] OMI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:52.033929] [INFO ] [LOCAL ] Saved forecast: OMI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OMI.txt [2025-11-22T01:27:52.034058] [INFO ] [sig ] [1224/1897] Completed OMI in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:52.034097] [INFO ] [sig ] [1225/1897] Forecasting ONL... [2025-11-22T01:27:52.034127] [INFO ] [sig ] Generating forecast for: ONL [2025-11-22T01:27:52.034157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-11-22T01:27:52.044800] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ONL'. [2025-11-22T01:27:52.045831] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-11-22T01:27:52.045883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:52.211512] [INFO ] [sig ] ONL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:52.349223] [INFO ] [LOCAL ] Saved forecast: ONL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ONL.txt [2025-11-22T01:27:52.349349] [INFO ] [sig ] [1225/1897] Completed ONL in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:52.349388] [INFO ] [sig ] [1226/1897] Forecasting ONON... [2025-11-22T01:27:52.349418] [INFO ] [sig ] Generating forecast for: ONON [2025-11-22T01:27:52.349447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'. [2025-11-22T01:27:52.361312] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ONON'. [2025-11-22T01:27:52.362371] [DEBUG] [LOCAL ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt [2025-11-22T01:27:52.362423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:52.536070] [INFO ] [sig ] ONON: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:52.673673] [INFO ] [LOCAL ] Saved forecast: ONON 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ONON.txt [2025-11-22T01:27:52.673798] [INFO ] [sig ] [1226/1897] Completed ONON in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:52.673839] [INFO ] [sig ] [1227/1897] Forecasting ONTF... [2025-11-22T01:27:52.673875] [INFO ] [sig ] Generating forecast for: ONTF [2025-11-22T01:27:52.673904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-11-22T01:27:52.685170] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ONTF'. [2025-11-22T01:27:52.686434] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-11-22T01:27:52.686503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:52.874294] [INFO ] [sig ] ONTF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:53.012259] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ONTF.txt [2025-11-22T01:27:53.012367] [INFO ] [sig ] [1227/1897] Completed ONTF in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:53.012406] [INFO ] [sig ] [1228/1897] Forecasting ONTO... [2025-11-22T01:27:53.012435] [INFO ] [sig ] Generating forecast for: ONTO [2025-11-22T01:27:53.012465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'. [2025-11-22T01:27:53.024911] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ONTO'. [2025-11-22T01:27:53.026081] [DEBUG] [LOCAL ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt [2025-11-22T01:27:53.026135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:53.190860] [INFO ] [sig ] ONTO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:53.328557] [INFO ] [LOCAL ] Saved forecast: ONTO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ONTO.txt [2025-11-22T01:27:53.328710] [INFO ] [sig ] [1228/1897] Completed ONTO in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:53.328753] [INFO ] [sig ] [1229/1897] Forecasting OOMA... [2025-11-22T01:27:53.328783] [INFO ] [sig ] Generating forecast for: OOMA [2025-11-22T01:27:53.328815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'. [2025-11-22T01:27:53.339877] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OOMA'. [2025-11-22T01:27:53.340971] [DEBUG] [LOCAL ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt [2025-11-22T01:27:53.341024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:53.505178] [INFO ] [sig ] OOMA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:53.643158] [INFO ] [LOCAL ] Saved forecast: OOMA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OOMA.txt [2025-11-22T01:27:53.643292] [INFO ] [sig ] [1229/1897] Completed OOMA in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:53.643332] [INFO ] [sig ] [1230/1897] Forecasting OPAD... [2025-11-22T01:27:53.643361] [INFO ] [sig ] Generating forecast for: OPAD [2025-11-22T01:27:53.643392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-11-22T01:27:53.654482] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OPAD'. [2025-11-22T01:27:53.655694] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-11-22T01:27:53.655750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:53.831411] [INFO ] [sig ] OPAD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:53.969704] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OPAD.txt [2025-11-22T01:27:53.969848] [INFO ] [sig ] [1230/1897] Completed OPAD in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:53.969888] [INFO ] [sig ] [1231/1897] Forecasting OPFI... [2025-11-22T01:27:53.969917] [INFO ] [sig ] Generating forecast for: OPFI [2025-11-22T01:27:53.969946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'. [2025-11-22T01:27:53.981371] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OPFI'. [2025-11-22T01:27:53.982494] [DEBUG] [LOCAL ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt [2025-11-22T01:27:53.982547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:54.156749] [INFO ] [sig ] OPFI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:54.295063] [INFO ] [LOCAL ] Saved forecast: OPFI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OPFI.txt [2025-11-22T01:27:54.295209] [INFO ] [sig ] [1231/1897] Completed OPFI in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:54.295251] [INFO ] [sig ] [1232/1897] Forecasting OPP... [2025-11-22T01:27:54.295283] [INFO ] [sig ] Generating forecast for: OPP [2025-11-22T01:27:54.295314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-11-22T01:27:54.316959] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OPP'. [2025-11-22T01:27:54.318109] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-11-22T01:27:54.318162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:54.481466] [INFO ] [sig ] OPP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:54.626097] [INFO ] [LOCAL ] Saved forecast: OPP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OPP.txt [2025-11-22T01:27:54.626235] [INFO ] [sig ] [1232/1897] Completed OPP in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:54.626275] [INFO ] [sig ] [1233/1897] Forecasting OR... [2025-11-22T01:27:54.626306] [INFO ] [sig ] Generating forecast for: OR [2025-11-22T01:27:54.626336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'. [2025-11-22T01:27:54.637163] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OR'. [2025-11-22T01:27:54.638314] [DEBUG] [LOCAL ] No optimal features file found for OR: ./output/feature-sets/OR.txt [2025-11-22T01:27:54.638366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:54.809252] [INFO ] [sig ] OR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:54.951055] [INFO ] [LOCAL ] Saved forecast: OR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OR.txt [2025-11-22T01:27:54.951198] [INFO ] [sig ] [1233/1897] Completed OR in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:54.951265] [INFO ] [sig ] [1234/1897] Forecasting ORA... [2025-11-22T01:27:54.951296] [INFO ] [sig ] Generating forecast for: ORA [2025-11-22T01:27:54.951327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'. [2025-11-22T01:27:54.964996] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ORA'. [2025-11-22T01:27:54.966145] [DEBUG] [LOCAL ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt [2025-11-22T01:27:54.966198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:55.135052] [INFO ] [sig ] ORA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:55.273092] [INFO ] [LOCAL ] Saved forecast: ORA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ORA.txt [2025-11-22T01:27:55.273246] [INFO ] [sig ] [1234/1897] Completed ORA in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:55.273298] [INFO ] [sig ] [1235/1897] Forecasting ORC... [2025-11-22T01:27:55.273331] [INFO ] [sig ] Generating forecast for: ORC [2025-11-22T01:27:55.273360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-11-22T01:27:55.284629] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ORC'. [2025-11-22T01:27:55.285756] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-11-22T01:27:55.285809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:55.452302] [INFO ] [sig ] ORC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:55.591326] [INFO ] [LOCAL ] Saved forecast: ORC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ORC.txt [2025-11-22T01:27:55.591460] [INFO ] [sig ] [1235/1897] Completed ORC in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:55.591501] [INFO ] [sig ] [1236/1897] Forecasting ORN... [2025-11-22T01:27:55.591530] [INFO ] [sig ] Generating forecast for: ORN [2025-11-22T01:27:55.591560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-11-22T01:27:55.606309] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ORN'. [2025-11-22T01:27:55.607407] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-11-22T01:27:55.607459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:55.771906] [INFO ] [sig ] ORN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:55.910258] [INFO ] [LOCAL ] Saved forecast: ORN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ORN.txt [2025-11-22T01:27:55.910396] [INFO ] [sig ] [1236/1897] Completed ORN in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:55.910436] [INFO ] [sig ] [1237/1897] Forecasting OSCR... [2025-11-22T01:27:55.910466] [INFO ] [sig ] Generating forecast for: OSCR [2025-11-22T01:27:55.910494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'. [2025-11-22T01:27:55.922473] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OSCR'. [2025-11-22T01:27:55.923578] [DEBUG] [LOCAL ] No optimal features file found for OSCR: ./output/feature-sets/OSCR.txt [2025-11-22T01:27:55.923630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:56.093124] [INFO ] [sig ] OSCR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:56.230758] [INFO ] [LOCAL ] Saved forecast: OSCR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OSCR.txt [2025-11-22T01:27:56.230897] [INFO ] [sig ] [1237/1897] Completed OSCR in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.8m [2025-11-22T01:27:56.230937] [INFO ] [sig ] [1238/1897] Forecasting OTIS... [2025-11-22T01:27:56.230967] [INFO ] [sig ] Generating forecast for: OTIS [2025-11-22T01:27:56.230998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'. [2025-11-22T01:27:56.242314] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OTIS'. [2025-11-22T01:27:56.243369] [DEBUG] [LOCAL ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt [2025-11-22T01:27:56.243421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:56.408939] [INFO ] [sig ] OTIS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:56.546468] [INFO ] [LOCAL ] Saved forecast: OTIS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OTIS.txt [2025-11-22T01:27:56.546596] [INFO ] [sig ] [1238/1897] Completed OTIS in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.7m [2025-11-22T01:27:56.546635] [INFO ] [sig ] [1239/1897] Forecasting OUT... [2025-11-22T01:27:56.546686] [INFO ] [sig ] Generating forecast for: OUT [2025-11-22T01:27:56.546716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'. [2025-11-22T01:27:56.557927] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OUT'. [2025-11-22T01:27:56.558988] [DEBUG] [LOCAL ] No optimal features file found for OUT: ./output/feature-sets/OUT.txt [2025-11-22T01:27:56.559039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:56.724313] [INFO ] [sig ] OUT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:56.862186] [INFO ] [LOCAL ] Saved forecast: OUT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OUT.txt [2025-11-22T01:27:56.862313] [INFO ] [sig ] [1239/1897] Completed OUT in 0.3s | 2.93 sym/s | Total: 7.0m | ETA: 3.7m [2025-11-22T01:27:56.862353] [INFO ] [sig ] [1240/1897] Forecasting OVV... [2025-11-22T01:27:56.862382] [INFO ] [sig ] Generating forecast for: OVV [2025-11-22T01:27:56.862412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'. [2025-11-22T01:27:56.876110] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OVV'. [2025-11-22T01:27:56.877193] [DEBUG] [LOCAL ] No optimal features file found for OVV: ./output/feature-sets/OVV.txt [2025-11-22T01:27:56.877246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:57.044512] [INFO ] [sig ] OVV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:57.182057] [INFO ] [LOCAL ] Saved forecast: OVV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OVV.txt [2025-11-22T01:27:57.182206] [INFO ] [sig ] [1240/1897] Completed OVV in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:57.182246] [INFO ] [sig ] [1241/1897] Forecasting OWL... [2025-11-22T01:27:57.182277] [INFO ] [sig ] Generating forecast for: OWL [2025-11-22T01:27:57.182308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'. [2025-11-22T01:27:57.194142] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OWL'. [2025-11-22T01:27:57.195250] [DEBUG] [LOCAL ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt [2025-11-22T01:27:57.195302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:57.363092] [INFO ] [sig ] OWL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:57.502056] [INFO ] [LOCAL ] Saved forecast: OWL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/OWL.txt [2025-11-22T01:27:57.502192] [INFO ] [sig ] [1241/1897] Completed OWL in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:57.502232] [INFO ] [sig ] [1242/1897] Forecasting OWLT... [2025-11-22T01:27:57.502262] [INFO ] [sig ] Generating forecast for: OWLT [2025-11-22T01:27:57.502291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'. [2025-11-22T01:27:57.512870] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OWLT'. [2025-11-22T01:27:57.513993] [DEBUG] [LOCAL ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt [2025-11-22T01:27:57.514045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:57.702577] [INFO ] [sig ] OWLT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:57.841873] [INFO ] [LOCAL ] Saved forecast: OWLT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OWLT.txt [2025-11-22T01:27:57.842031] [INFO ] [sig ] [1242/1897] Completed OWLT in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:57.842078] [INFO ] [sig ] [1243/1897] Forecasting OXM... [2025-11-22T01:27:57.842113] [INFO ] [sig ] Generating forecast for: OXM [2025-11-22T01:27:57.842143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'. [2025-11-22T01:27:57.853888] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'OXM'. [2025-11-22T01:27:57.855028] [DEBUG] [LOCAL ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt [2025-11-22T01:27:57.855082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:58.029069] [INFO ] [sig ] OXM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:58.167124] [INFO ] [LOCAL ] Saved forecast: OXM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/OXM.txt [2025-11-22T01:27:58.167257] [INFO ] [sig ] [1243/1897] Completed OXM in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:58.167299] [INFO ] [sig ] [1244/1897] Forecasting PAAS... [2025-11-22T01:27:58.167328] [INFO ] [sig ] Generating forecast for: PAAS [2025-11-22T01:27:58.167357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'. [2025-11-22T01:27:58.179570] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAAS'. [2025-11-22T01:27:58.180684] [DEBUG] [LOCAL ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt [2025-11-22T01:27:58.180738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:58.347302] [INFO ] [sig ] PAAS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:58.484749] [INFO ] [LOCAL ] Saved forecast: PAAS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PAAS.txt [2025-11-22T01:27:58.484860] [INFO ] [sig ] [1244/1897] Completed PAAS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:58.484900] [INFO ] [sig ] [1245/1897] Forecasting PAC... [2025-11-22T01:27:58.484941] [INFO ] [sig ] Generating forecast for: PAC [2025-11-22T01:27:58.484973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-11-22T01:27:58.496611] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAC'. [2025-11-22T01:27:58.497702] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-11-22T01:27:58.497755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:58.661203] [INFO ] [sig ] PAC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:58.801888] [INFO ] [LOCAL ] Saved forecast: PAC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PAC.txt [2025-11-22T01:27:58.802031] [INFO ] [sig ] [1245/1897] Completed PAC in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:58.802070] [INFO ] [sig ] [1246/1897] Forecasting PACK... [2025-11-22T01:27:58.802100] [INFO ] [sig ] Generating forecast for: PACK [2025-11-22T01:27:58.802129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-11-22T01:27:58.814052] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PACK'. [2025-11-22T01:27:58.815308] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-11-22T01:27:58.815362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:58.991156] [INFO ] [sig ] PACK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:27:59.129346] [INFO ] [LOCAL ] Saved forecast: PACK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PACK.txt [2025-11-22T01:27:59.129534] [INFO ] [sig ] [1246/1897] Completed PACK in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:59.129576] [INFO ] [sig ] [1247/1897] Forecasting PAG... [2025-11-22T01:27:59.129608] [INFO ] [sig ] Generating forecast for: PAG [2025-11-22T01:27:59.129659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'. [2025-11-22T01:27:59.142184] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAG'. [2025-11-22T01:27:59.143675] [DEBUG] [LOCAL ] No optimal features file found for PAG: ./output/feature-sets/PAG.txt [2025-11-22T01:27:59.143740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:59.313314] [INFO ] [sig ] PAG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:59.453943] [INFO ] [LOCAL ] Saved forecast: PAG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PAG.txt [2025-11-22T01:27:59.454065] [INFO ] [sig ] [1247/1897] Completed PAG in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:59.454104] [INFO ] [sig ] [1248/1897] Forecasting PAGS... [2025-11-22T01:27:59.454135] [INFO ] [sig ] Generating forecast for: PAGS [2025-11-22T01:27:59.454166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'. [2025-11-22T01:27:59.464441] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAGS'. [2025-11-22T01:27:59.465490] [DEBUG] [LOCAL ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt [2025-11-22T01:27:59.465543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:59.633546] [INFO ] [sig ] PAGS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:27:59.775712] [INFO ] [LOCAL ] Saved forecast: PAGS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PAGS.txt [2025-11-22T01:27:59.775848] [INFO ] [sig ] [1248/1897] Completed PAGS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:27:59.775888] [INFO ] [sig ] [1249/1897] Forecasting PAI... [2025-11-22T01:27:59.775918] [INFO ] [sig ] Generating forecast for: PAI [2025-11-22T01:27:59.775948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'. [2025-11-22T01:27:59.787023] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAI'. [2025-11-22T01:27:59.788143] [DEBUG] [LOCAL ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt [2025-11-22T01:27:59.788195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:27:59.955351] [INFO ] [sig ] PAI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:00.096484] [INFO ] [LOCAL ] Saved forecast: PAI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PAI.txt [2025-11-22T01:28:00.096683] [INFO ] [sig ] [1249/1897] Completed PAI in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:28:00.096728] [INFO ] [sig ] [1250/1897] Forecasting PAM... [2025-11-22T01:28:00.096759] [INFO ] [sig ] Generating forecast for: PAM [2025-11-22T01:28:00.096789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'. [2025-11-22T01:28:00.108521] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAM'. [2025-11-22T01:28:00.109729] [DEBUG] [LOCAL ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt [2025-11-22T01:28:00.109783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:00.289123] [INFO ] [sig ] PAM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:00.431195] [INFO ] [LOCAL ] Saved forecast: PAM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PAM.txt [2025-11-22T01:28:00.431386] [INFO ] [sig ] [1250/1897] Completed PAM in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:28:00.431428] [INFO ] [sig ] [1251/1897] Forecasting PAR... [2025-11-22T01:28:00.431460] [INFO ] [sig ] Generating forecast for: PAR [2025-11-22T01:28:00.431492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'. [2025-11-22T01:28:00.442741] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAR'. [2025-11-22T01:28:00.443846] [DEBUG] [LOCAL ] No optimal features file found for PAR: ./output/feature-sets/PAR.txt [2025-11-22T01:28:00.443899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:01.111921] [INFO ] [sig ] PAR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:01.255716] [INFO ] [LOCAL ] Saved forecast: PAR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PAR.txt [2025-11-22T01:28:01.255889] [INFO ] [sig ] [1251/1897] Completed PAR in 0.8s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:28:01.255931] [INFO ] [sig ] [1252/1897] Forecasting PARR... [2025-11-22T01:28:01.255962] [INFO ] [sig ] Generating forecast for: PARR [2025-11-22T01:28:01.255995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'. [2025-11-22T01:28:01.268664] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PARR'. [2025-11-22T01:28:01.269871] [DEBUG] [LOCAL ] No optimal features file found for PARR: ./output/feature-sets/PARR.txt [2025-11-22T01:28:01.269926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:01.504852] [INFO ] [sig ] PARR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:01.650027] [INFO ] [LOCAL ] Saved forecast: PARR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PARR.txt [2025-11-22T01:28:01.650178] [INFO ] [sig ] [1252/1897] Completed PARR in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:28:01.650221] [INFO ] [sig ] [1253/1897] Forecasting PATH... [2025-11-22T01:28:01.650252] [INFO ] [sig ] Generating forecast for: PATH [2025-11-22T01:28:01.650284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'. [2025-11-22T01:28:01.662189] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PATH'. [2025-11-22T01:28:01.663404] [DEBUG] [LOCAL ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt [2025-11-22T01:28:01.663458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:01.861753] [INFO ] [sig ] PATH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:02.004277] [INFO ] [LOCAL ] Saved forecast: PATH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PATH.txt [2025-11-22T01:28:02.004422] [INFO ] [sig ] [1253/1897] Completed PATH in 0.4s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:28:02.004463] [INFO ] [sig ] [1254/1897] Forecasting PAXS... [2025-11-22T01:28:02.004492] [INFO ] [sig ] Generating forecast for: PAXS [2025-11-22T01:28:02.004523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'. [2025-11-22T01:28:02.016704] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAXS'. [2025-11-22T01:28:02.017977] [DEBUG] [LOCAL ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt [2025-11-22T01:28:02.018032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:02.203139] [INFO ] [sig ] PAXS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:02.344441] [INFO ] [LOCAL ] Saved forecast: PAXS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PAXS.txt [2025-11-22T01:28:02.344597] [INFO ] [sig ] [1254/1897] Completed PAXS in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:28:02.344663] [INFO ] [sig ] [1255/1897] Forecasting PAY... [2025-11-22T01:28:02.344699] [INFO ] [sig ] Generating forecast for: PAY [2025-11-22T01:28:02.344729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'. [2025-11-22T01:28:02.356307] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAY'. [2025-11-22T01:28:02.357516] [DEBUG] [LOCAL ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt [2025-11-22T01:28:02.357571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:02.548547] [INFO ] [sig ] PAY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:02.687812] [INFO ] [LOCAL ] Saved forecast: PAY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PAY.txt [2025-11-22T01:28:02.687943] [INFO ] [sig ] [1255/1897] Completed PAY in 0.3s | 2.93 sym/s | Total: 7.1m | ETA: 3.7m [2025-11-22T01:28:02.687982] [INFO ] [sig ] [1256/1897] Forecasting PAYC... [2025-11-22T01:28:02.688011] [INFO ] [sig ] Generating forecast for: PAYC [2025-11-22T01:28:02.688047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'. [2025-11-22T01:28:02.700010] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PAYC'. [2025-11-22T01:28:02.701182] [DEBUG] [LOCAL ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt [2025-11-22T01:28:02.701236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:02.896529] [INFO ] [sig ] PAYC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:03.038386] [INFO ] [LOCAL ] Saved forecast: PAYC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PAYC.txt [2025-11-22T01:28:03.038546] [INFO ] [sig ] [1256/1897] Completed PAYC in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:03.038589] [INFO ] [sig ] [1257/1897] Forecasting PB... [2025-11-22T01:28:03.038620] [INFO ] [sig ] Generating forecast for: PB [2025-11-22T01:28:03.038683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'. [2025-11-22T01:28:03.055442] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PB'. [2025-11-22T01:28:03.056614] [DEBUG] [LOCAL ] No optimal features file found for PB: ./output/feature-sets/PB.txt [2025-11-22T01:28:03.056691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:03.261331] [INFO ] [sig ] PB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:03.401448] [INFO ] [LOCAL ] Saved forecast: PB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PB.txt [2025-11-22T01:28:03.401581] [INFO ] [sig ] [1257/1897] Completed PB in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:03.401621] [INFO ] [sig ] [1258/1897] Forecasting PBA... [2025-11-22T01:28:03.401671] [INFO ] [sig ] Generating forecast for: PBA [2025-11-22T01:28:03.401704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'. [2025-11-22T01:28:03.413355] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PBA'. [2025-11-22T01:28:03.414680] [DEBUG] [LOCAL ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt [2025-11-22T01:28:03.414735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:03.618113] [INFO ] [sig ] PBA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:03.763252] [INFO ] [LOCAL ] Saved forecast: PBA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PBA.txt [2025-11-22T01:28:03.763419] [INFO ] [sig ] [1258/1897] Completed PBA in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:03.763459] [INFO ] [sig ] [1259/1897] Forecasting PBF... [2025-11-22T01:28:03.763489] [INFO ] [sig ] Generating forecast for: PBF [2025-11-22T01:28:03.763519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'. [2025-11-22T01:28:03.776333] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PBF'. [2025-11-22T01:28:03.777599] [DEBUG] [LOCAL ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt [2025-11-22T01:28:03.777692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:03.976836] [INFO ] [sig ] PBF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:04.114924] [INFO ] [LOCAL ] Saved forecast: PBF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PBF.txt [2025-11-22T01:28:04.115067] [INFO ] [sig ] [1259/1897] Completed PBF in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:04.115106] [INFO ] [sig ] [1260/1897] Forecasting PBH... [2025-11-22T01:28:04.115136] [INFO ] [sig ] Generating forecast for: PBH [2025-11-22T01:28:04.115166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'. [2025-11-22T01:28:04.126845] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PBH'. [2025-11-22T01:28:04.128017] [DEBUG] [LOCAL ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt [2025-11-22T01:28:04.128122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:04.323180] [INFO ] [sig ] PBH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:04.460205] [INFO ] [LOCAL ] Saved forecast: PBH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PBH.txt [2025-11-22T01:28:04.460317] [INFO ] [sig ] [1260/1897] Completed PBH in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:04.460355] [INFO ] [sig ] [1261/1897] Forecasting PBI... [2025-11-22T01:28:04.460384] [INFO ] [sig ] Generating forecast for: PBI [2025-11-22T01:28:04.460415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'. [2025-11-22T01:28:04.473198] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PBI'. [2025-11-22T01:28:04.474258] [DEBUG] [LOCAL ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt [2025-11-22T01:28:04.474311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:04.660032] [INFO ] [sig ] PBI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:04.797833] [INFO ] [LOCAL ] Saved forecast: PBI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PBI.txt [2025-11-22T01:28:04.797945] [INFO ] [sig ] [1261/1897] Completed PBI in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:04.797983] [INFO ] [sig ] [1262/1897] Forecasting PBR... [2025-11-22T01:28:04.798012] [INFO ] [sig ] Generating forecast for: PBR [2025-11-22T01:28:04.798041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'. [2025-11-22T01:28:04.809533] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PBR'. [2025-11-22T01:28:04.810611] [DEBUG] [LOCAL ] No optimal features file found for PBR: ./output/feature-sets/PBR.txt [2025-11-22T01:28:04.810687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:05.028078] [INFO ] [sig ] PBR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:05.165481] [INFO ] [LOCAL ] Saved forecast: PBR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PBR.txt [2025-11-22T01:28:05.165590] [INFO ] [sig ] [1262/1897] Completed PBR in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:05.165628] [INFO ] [sig ] [1263/1897] Forecasting PBT... [2025-11-22T01:28:05.165677] [INFO ] [sig ] Generating forecast for: PBT [2025-11-22T01:28:05.165708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'. [2025-11-22T01:28:05.178381] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PBT'. [2025-11-22T01:28:05.179440] [DEBUG] [LOCAL ] No optimal features file found for PBT: ./output/feature-sets/PBT.txt [2025-11-22T01:28:05.179493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:05.360329] [INFO ] [sig ] PBT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:05.499159] [INFO ] [LOCAL ] Saved forecast: PBT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PBT.txt [2025-11-22T01:28:05.499269] [INFO ] [sig ] [1263/1897] Completed PBT in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:05.499307] [INFO ] [sig ] [1264/1897] Forecasting PCF... [2025-11-22T01:28:05.499336] [INFO ] [sig ] Generating forecast for: PCF [2025-11-22T01:28:05.499365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-11-22T01:28:05.509695] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PCF'. [2025-11-22T01:28:05.510815] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-11-22T01:28:05.510867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:05.664972] [INFO ] [sig ] PCF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:05.802990] [INFO ] [LOCAL ] Saved forecast: PCF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PCF.txt [2025-11-22T01:28:05.803100] [INFO ] [sig ] [1264/1897] Completed PCF in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:05.803138] [INFO ] [sig ] [1265/1897] Forecasting PCG... [2025-11-22T01:28:05.803167] [INFO ] [sig ] Generating forecast for: PCG [2025-11-22T01:28:05.803198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'. [2025-11-22T01:28:05.814760] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PCG'. [2025-11-22T01:28:05.815827] [DEBUG] [LOCAL ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt [2025-11-22T01:28:05.815881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:05.983946] [INFO ] [sig ] PCG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:06.120714] [INFO ] [LOCAL ] Saved forecast: PCG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PCG.txt [2025-11-22T01:28:06.120825] [INFO ] [sig ] [1265/1897] Completed PCG in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:06.120863] [INFO ] [sig ] [1266/1897] Forecasting PCM... [2025-11-22T01:28:06.120891] [INFO ] [sig ] Generating forecast for: PCM [2025-11-22T01:28:06.120920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-11-22T01:28:06.131350] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PCM'. [2025-11-22T01:28:06.132407] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-11-22T01:28:06.132459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:06.313097] [INFO ] [sig ] PCM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:06.450074] [INFO ] [LOCAL ] Saved forecast: PCM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PCM.txt [2025-11-22T01:28:06.450182] [INFO ] [sig ] [1266/1897] Completed PCM in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:06.450220] [INFO ] [sig ] [1267/1897] Forecasting PCN... [2025-11-22T01:28:06.450249] [INFO ] [sig ] Generating forecast for: PCN [2025-11-22T01:28:06.450278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'. [2025-11-22T01:28:06.461366] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PCN'. [2025-11-22T01:28:06.462449] [DEBUG] [LOCAL ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt [2025-11-22T01:28:06.462503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:06.644448] [INFO ] [sig ] PCN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:06.781773] [INFO ] [LOCAL ] Saved forecast: PCN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PCN.txt [2025-11-22T01:28:06.781924] [INFO ] [sig ] [1267/1897] Completed PCN in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:06.781964] [INFO ] [sig ] [1268/1897] Forecasting PCOR... [2025-11-22T01:28:06.781993] [INFO ] [sig ] Generating forecast for: PCOR [2025-11-22T01:28:06.782028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'. [2025-11-22T01:28:06.792331] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PCOR'. [2025-11-22T01:28:06.793409] [DEBUG] [LOCAL ] No optimal features file found for PCOR: ./output/feature-sets/PCOR.txt [2025-11-22T01:28:06.793463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:06.970686] [INFO ] [sig ] PCOR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:07.110037] [INFO ] [LOCAL ] Saved forecast: PCOR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PCOR.txt [2025-11-22T01:28:07.110182] [INFO ] [sig ] [1268/1897] Completed PCOR in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:07.110224] [INFO ] [sig ] [1269/1897] Forecasting PCQ... [2025-11-22T01:28:07.110254] [INFO ] [sig ] Generating forecast for: PCQ [2025-11-22T01:28:07.110287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-11-22T01:28:07.121867] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PCQ'. [2025-11-22T01:28:07.122962] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-11-22T01:28:07.123015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:07.291471] [INFO ] [sig ] PCQ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:07.431555] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PCQ.txt [2025-11-22T01:28:07.431705] [INFO ] [sig ] [1269/1897] Completed PCQ in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:07.431751] [INFO ] [sig ] [1270/1897] Forecasting PD... [2025-11-22T01:28:07.431782] [INFO ] [sig ] Generating forecast for: PD [2025-11-22T01:28:07.431815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-11-22T01:28:07.442559] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PD'. [2025-11-22T01:28:07.443685] [DEBUG] [LOCAL ] No optimal features file found for PD: ./output/feature-sets/PD.txt [2025-11-22T01:28:07.443739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:07.619923] [INFO ] [sig ] PD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:07.762007] [INFO ] [LOCAL ] Saved forecast: PD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PD.txt [2025-11-22T01:28:07.762154] [INFO ] [sig ] [1270/1897] Completed PD in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:07.762197] [INFO ] [sig ] [1271/1897] Forecasting PDI... [2025-11-22T01:28:07.762227] [INFO ] [sig ] Generating forecast for: PDI [2025-11-22T01:28:07.762259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-11-22T01:28:07.778772] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDI'. [2025-11-22T01:28:07.780216] [DEBUG] [LOCAL ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt [2025-11-22T01:28:07.780275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:07.979671] [INFO ] [sig ] PDI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:08.122660] [INFO ] [LOCAL ] Saved forecast: PDI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PDI.txt [2025-11-22T01:28:08.122812] [INFO ] [sig ] [1271/1897] Completed PDI in 0.4s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:08.122855] [INFO ] [sig ] [1272/1897] Forecasting PDM... [2025-11-22T01:28:08.122886] [INFO ] [sig ] Generating forecast for: PDM [2025-11-22T01:28:08.122928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-11-22T01:28:08.133096] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDM'. [2025-11-22T01:28:08.134229] [DEBUG] [LOCAL ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt [2025-11-22T01:28:08.134283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:08.314884] [INFO ] [sig ] PDM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:08.454222] [INFO ] [LOCAL ] Saved forecast: PDM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PDM.txt [2025-11-22T01:28:08.454354] [INFO ] [sig ] [1272/1897] Completed PDM in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:08.454394] [INFO ] [sig ] [1273/1897] Forecasting PDO... [2025-11-22T01:28:08.454423] [INFO ] [sig ] Generating forecast for: PDO [2025-11-22T01:28:08.454454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-11-22T01:28:08.464851] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDO'. [2025-11-22T01:28:08.465924] [DEBUG] [LOCAL ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt [2025-11-22T01:28:08.465976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:08.633857] [INFO ] [sig ] PDO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:08.773080] [INFO ] [LOCAL ] Saved forecast: PDO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PDO.txt [2025-11-22T01:28:08.773236] [INFO ] [sig ] [1273/1897] Completed PDO in 0.3s | 2.93 sym/s | Total: 7.2m | ETA: 3.6m [2025-11-22T01:28:08.773282] [INFO ] [sig ] [1274/1897] Forecasting PDS... [2025-11-22T01:28:08.773312] [INFO ] [sig ] Generating forecast for: PDS [2025-11-22T01:28:08.773346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-11-22T01:28:08.784079] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDS'. [2025-11-22T01:28:08.785233] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-11-22T01:28:08.785288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:08.965867] [INFO ] [sig ] PDS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:09.111683] [INFO ] [LOCAL ] Saved forecast: PDS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PDS.txt [2025-11-22T01:28:09.111866] [INFO ] [sig ] [1274/1897] Completed PDS in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:09.111908] [INFO ] [sig ] [1275/1897] Forecasting PDT... [2025-11-22T01:28:09.111941] [INFO ] [sig ] Generating forecast for: PDT [2025-11-22T01:28:09.111973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'. [2025-11-22T01:28:09.123692] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDT'. [2025-11-22T01:28:09.124892] [DEBUG] [LOCAL ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt [2025-11-22T01:28:09.124954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:09.299030] [INFO ] [sig ] PDT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:09.436061] [INFO ] [LOCAL ] Saved forecast: PDT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PDT.txt [2025-11-22T01:28:09.436199] [INFO ] [sig ] [1275/1897] Completed PDT in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:09.436239] [INFO ] [sig ] [1276/1897] Forecasting PDX... [2025-11-22T01:28:09.436279] [INFO ] [sig ] Generating forecast for: PDX [2025-11-22T01:28:09.436312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-11-22T01:28:09.446437] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PDX'. [2025-11-22T01:28:09.447564] [DEBUG] [LOCAL ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt [2025-11-22T01:28:09.447617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:09.612852] [INFO ] [sig ] PDX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:09.750600] [INFO ] [LOCAL ] Saved forecast: PDX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PDX.txt [2025-11-22T01:28:09.750774] [INFO ] [sig ] [1276/1897] Completed PDX in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:09.750823] [INFO ] [sig ] [1277/1897] Forecasting PEB... [2025-11-22T01:28:09.750854] [INFO ] [sig ] Generating forecast for: PEB [2025-11-22T01:28:09.750886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-11-22T01:28:09.761432] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PEB'. [2025-11-22T01:28:09.762680] [DEBUG] [LOCAL ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt [2025-11-22T01:28:09.762736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:09.934735] [INFO ] [sig ] PEB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:10.081483] [INFO ] [LOCAL ] Saved forecast: PEB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PEB.txt [2025-11-22T01:28:10.081674] [INFO ] [sig ] [1277/1897] Completed PEB in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:10.081722] [INFO ] [sig ] [1278/1897] Forecasting PEG... [2025-11-22T01:28:10.081753] [INFO ] [sig ] Generating forecast for: PEG [2025-11-22T01:28:10.081785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'. [2025-11-22T01:28:10.092337] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PEG'. [2025-11-22T01:28:10.093497] [DEBUG] [LOCAL ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt [2025-11-22T01:28:10.093552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:10.267837] [INFO ] [sig ] PEG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:10.410863] [INFO ] [LOCAL ] Saved forecast: PEG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PEG.txt [2025-11-22T01:28:10.411026] [INFO ] [sig ] [1278/1897] Completed PEG in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:10.411067] [INFO ] [sig ] [1279/1897] Forecasting PEN... [2025-11-22T01:28:10.411097] [INFO ] [sig ] Generating forecast for: PEN [2025-11-22T01:28:10.411130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'. [2025-11-22T01:28:10.421942] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PEN'. [2025-11-22T01:28:10.423071] [DEBUG] [LOCAL ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt [2025-11-22T01:28:10.423124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:10.599140] [INFO ] [sig ] PEN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:10.738461] [INFO ] [LOCAL ] Saved forecast: PEN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PEN.txt [2025-11-22T01:28:10.738592] [INFO ] [sig ] [1279/1897] Completed PEN in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:10.738659] [INFO ] [sig ] [1280/1897] Forecasting PEO... [2025-11-22T01:28:10.738693] [INFO ] [sig ] Generating forecast for: PEO [2025-11-22T01:28:10.738724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-11-22T01:28:10.748517] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PEO'. [2025-11-22T01:28:10.749601] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-11-22T01:28:10.749671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:10.934581] [INFO ] [sig ] PEO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:11.081380] [INFO ] [LOCAL ] Saved forecast: PEO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PEO.txt [2025-11-22T01:28:11.081544] [INFO ] [sig ] [1280/1897] Completed PEO in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:11.081584] [INFO ] [sig ] [1281/1897] Forecasting PERF... [2025-11-22T01:28:11.081613] [INFO ] [sig ] Generating forecast for: PERF [2025-11-22T01:28:11.081667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-11-22T01:28:11.090981] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PERF'. [2025-11-22T01:28:11.092059] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-11-22T01:28:11.092112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:11.256845] [INFO ] [sig ] PERF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:11.394132] [INFO ] [LOCAL ] Saved forecast: PERF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PERF.txt [2025-11-22T01:28:11.394262] [INFO ] [sig ] [1281/1897] Completed PERF in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:11.394301] [INFO ] [sig ] [1282/1897] Forecasting PFD... [2025-11-22T01:28:11.394331] [INFO ] [sig ] Generating forecast for: PFD [2025-11-22T01:28:11.394368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-11-22T01:28:11.404253] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFD'. [2025-11-22T01:28:11.405330] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-11-22T01:28:11.405382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:11.564232] [INFO ] [sig ] PFD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:11.702898] [INFO ] [LOCAL ] Saved forecast: PFD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PFD.txt [2025-11-22T01:28:11.703031] [INFO ] [sig ] [1282/1897] Completed PFD in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:11.703071] [INFO ] [sig ] [1283/1897] Forecasting PFE... [2025-11-22T01:28:11.703100] [INFO ] [sig ] Generating forecast for: PFE [2025-11-22T01:28:11.703130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'. [2025-11-22T01:28:11.714106] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFE'. [2025-11-22T01:28:11.715388] [DEBUG] [LOCAL ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt [2025-11-22T01:28:11.715443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:11.903028] [INFO ] [sig ] PFE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:12.045394] [INFO ] [LOCAL ] Saved forecast: PFE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PFE.txt [2025-11-22T01:28:12.045559] [INFO ] [sig ] [1283/1897] Completed PFE in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:12.045604] [INFO ] [sig ] [1284/1897] Forecasting PFGC... [2025-11-22T01:28:12.045635] [INFO ] [sig ] Generating forecast for: PFGC [2025-11-22T01:28:12.045690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-11-22T01:28:12.056550] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFGC'. [2025-11-22T01:28:12.057838] [DEBUG] [LOCAL ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt [2025-11-22T01:28:12.057891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:12.236299] [INFO ] [sig ] PFGC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:12.379088] [INFO ] [LOCAL ] Saved forecast: PFGC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PFGC.txt [2025-11-22T01:28:12.379242] [INFO ] [sig ] [1284/1897] Completed PFGC in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:12.379324] [INFO ] [sig ] [1285/1897] Forecasting PFH... [2025-11-22T01:28:12.379355] [INFO ] [sig ] Generating forecast for: PFH [2025-11-22T01:28:12.379385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-11-22T01:28:12.390110] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFH'. [2025-11-22T01:28:12.391345] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-11-22T01:28:12.391399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:12.571840] [INFO ] [sig ] PFH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:12.718418] [INFO ] [LOCAL ] Saved forecast: PFH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PFH.txt [2025-11-22T01:28:12.718579] [INFO ] [sig ] [1285/1897] Completed PFH in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:12.718622] [INFO ] [sig ] [1286/1897] Forecasting PFL... [2025-11-22T01:28:12.718673] [INFO ] [sig ] Generating forecast for: PFL [2025-11-22T01:28:12.718707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-11-22T01:28:12.729340] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFL'. [2025-11-22T01:28:12.730491] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-11-22T01:28:12.730544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:12.911394] [INFO ] [sig ] PFL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:13.056124] [INFO ] [LOCAL ] Saved forecast: PFL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PFL.txt [2025-11-22T01:28:13.056272] [INFO ] [sig ] [1286/1897] Completed PFL in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:13.056316] [INFO ] [sig ] [1287/1897] Forecasting PFLT... [2025-11-22T01:28:13.056348] [INFO ] [sig ] Generating forecast for: PFLT [2025-11-22T01:28:13.056381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'. [2025-11-22T01:28:13.067307] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFLT'. [2025-11-22T01:28:13.068490] [DEBUG] [LOCAL ] No optimal features file found for PFLT: ./output/feature-sets/PFLT.txt [2025-11-22T01:28:13.068545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:13.241812] [INFO ] [sig ] PFLT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:13.381595] [INFO ] [LOCAL ] Saved forecast: PFLT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PFLT.txt [2025-11-22T01:28:13.381748] [INFO ] [sig ] [1287/1897] Completed PFLT in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:13.381789] [INFO ] [sig ] [1288/1897] Forecasting PFN... [2025-11-22T01:28:13.381820] [INFO ] [sig ] Generating forecast for: PFN [2025-11-22T01:28:13.381851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-11-22T01:28:13.392249] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFN'. [2025-11-22T01:28:13.393358] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-11-22T01:28:13.393422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:13.565157] [INFO ] [sig ] PFN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:13.705682] [INFO ] [LOCAL ] Saved forecast: PFN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PFN.txt [2025-11-22T01:28:13.705811] [INFO ] [sig ] [1288/1897] Completed PFN in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:13.705851] [INFO ] [sig ] [1289/1897] Forecasting PFO... [2025-11-22T01:28:13.705880] [INFO ] [sig ] Generating forecast for: PFO [2025-11-22T01:28:13.705910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-11-22T01:28:13.715828] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFO'. [2025-11-22T01:28:13.716862] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-11-22T01:28:13.716914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:13.884607] [INFO ] [sig ] PFO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:14.025011] [INFO ] [LOCAL ] Saved forecast: PFO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PFO.txt [2025-11-22T01:28:14.025143] [INFO ] [sig ] [1289/1897] Completed PFO in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:14.025191] [INFO ] [sig ] [1290/1897] Forecasting PFS... [2025-11-22T01:28:14.025220] [INFO ] [sig ] Generating forecast for: PFS [2025-11-22T01:28:14.025251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-11-22T01:28:14.035101] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFS'. [2025-11-22T01:28:14.036219] [DEBUG] [LOCAL ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt [2025-11-22T01:28:14.036271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:14.212337] [INFO ] [sig ] PFS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:14.356137] [INFO ] [LOCAL ] Saved forecast: PFS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PFS.txt [2025-11-22T01:28:14.356268] [INFO ] [sig ] [1290/1897] Completed PFS in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.5m [2025-11-22T01:28:14.356309] [INFO ] [sig ] [1291/1897] Forecasting PFSI... [2025-11-22T01:28:14.356346] [INFO ] [sig ] Generating forecast for: PFSI [2025-11-22T01:28:14.356383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-11-22T01:28:14.367883] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PFSI'. [2025-11-22T01:28:14.369164] [DEBUG] [LOCAL ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt [2025-11-22T01:28:14.369241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:14.546782] [INFO ] [sig ] PFSI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:14.687667] [INFO ] [LOCAL ] Saved forecast: PFSI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PFSI.txt [2025-11-22T01:28:14.687826] [INFO ] [sig ] [1291/1897] Completed PFSI in 0.3s | 2.93 sym/s | Total: 7.3m | ETA: 3.4m [2025-11-22T01:28:14.687874] [INFO ] [sig ] [1292/1897] Forecasting PGP... [2025-11-22T01:28:14.687914] [INFO ] [sig ] Generating forecast for: PGP [2025-11-22T01:28:14.687956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-11-22T01:28:14.699372] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PGP'. [2025-11-22T01:28:14.700591] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-11-22T01:28:14.700674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:14.872902] [INFO ] [sig ] PGP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:15.015497] [INFO ] [LOCAL ] Saved forecast: PGP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PGP.txt [2025-11-22T01:28:15.015673] [INFO ] [sig ] [1292/1897] Completed PGP in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:15.015717] [INFO ] [sig ] [1293/1897] Forecasting PGR... [2025-11-22T01:28:15.015747] [INFO ] [sig ] Generating forecast for: PGR [2025-11-22T01:28:15.015779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGR' from 'https://tdm.silogroup.org/data/derivative_storage/PGR.csv'. [2025-11-22T01:28:15.027025] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PGR'. [2025-11-22T01:28:15.028194] [DEBUG] [LOCAL ] No optimal features file found for PGR: ./output/feature-sets/PGR.txt [2025-11-22T01:28:15.028248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:15.204594] [INFO ] [sig ] PGR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:15.346518] [INFO ] [LOCAL ] Saved forecast: PGR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PGR.txt [2025-11-22T01:28:15.346683] [INFO ] [sig ] [1293/1897] Completed PGR in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:15.346730] [INFO ] [sig ] [1294/1897] Forecasting PGRE... [2025-11-22T01:28:15.346761] [INFO ] [sig ] Generating forecast for: PGRE [2025-11-22T01:28:15.346792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-11-22T01:28:15.357976] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PGRE'. [2025-11-22T01:28:15.359090] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-11-22T01:28:15.359145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:15.534370] [INFO ] [sig ] PGRE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:15.676878] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PGRE.txt [2025-11-22T01:28:15.677014] [INFO ] [sig ] [1294/1897] Completed PGRE in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:15.677085] [INFO ] [sig ] [1295/1897] Forecasting PGZ... [2025-11-22T01:28:15.677121] [INFO ] [sig ] Generating forecast for: PGZ [2025-11-22T01:28:15.677152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-11-22T01:28:15.688022] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PGZ'. [2025-11-22T01:28:15.689178] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-11-22T01:28:15.689232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:15.891099] [INFO ] [sig ] PGZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:16.044636] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PGZ.txt [2025-11-22T01:28:16.044894] [INFO ] [sig ] [1295/1897] Completed PGZ in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:16.044965] [INFO ] [sig ] [1296/1897] Forecasting PH... [2025-11-22T01:28:16.045016] [INFO ] [sig ] Generating forecast for: PH [2025-11-22T01:28:16.045067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'. [2025-11-22T01:28:16.060735] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PH'. [2025-11-22T01:28:16.062407] [DEBUG] [LOCAL ] No optimal features file found for PH: ./output/feature-sets/PH.txt [2025-11-22T01:28:16.062475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:16.290783] [INFO ] [sig ] PH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:16.471009] [INFO ] [LOCAL ] Saved forecast: PH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PH.txt [2025-11-22T01:28:16.471216] [INFO ] [sig ] [1296/1897] Completed PH in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:16.471281] [INFO ] [sig ] [1297/1897] Forecasting PHG... [2025-11-22T01:28:16.471318] [INFO ] [sig ] Generating forecast for: PHG [2025-11-22T01:28:16.471351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'. [2025-11-22T01:28:16.486856] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PHG'. [2025-11-22T01:28:16.488426] [DEBUG] [LOCAL ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt [2025-11-22T01:28:16.488485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:16.726909] [INFO ] [sig ] PHG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:16.904361] [INFO ] [LOCAL ] Saved forecast: PHG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PHG.txt [2025-11-22T01:28:16.904520] [INFO ] [sig ] [1297/1897] Completed PHG in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:16.904562] [INFO ] [sig ] [1298/1897] Forecasting PHI... [2025-11-22T01:28:16.904591] [INFO ] [sig ] Generating forecast for: PHI [2025-11-22T01:28:16.904622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-11-22T01:28:16.917159] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PHI'. [2025-11-22T01:28:16.918774] [DEBUG] [LOCAL ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt [2025-11-22T01:28:16.918846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:17.133324] [INFO ] [sig ] PHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:17.273118] [INFO ] [LOCAL ] Saved forecast: PHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PHI.txt [2025-11-22T01:28:17.273246] [INFO ] [sig ] [1298/1897] Completed PHI in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:17.273286] [INFO ] [sig ] [1299/1897] Forecasting PHIN... [2025-11-22T01:28:17.273315] [INFO ] [sig ] Generating forecast for: PHIN [2025-11-22T01:28:17.273345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'. [2025-11-22T01:28:17.284379] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PHIN'. [2025-11-22T01:28:17.285432] [DEBUG] [LOCAL ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt [2025-11-22T01:28:17.285484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:17.484123] [INFO ] [sig ] PHIN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:17.623116] [INFO ] [LOCAL ] Saved forecast: PHIN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PHIN.txt [2025-11-22T01:28:17.623246] [INFO ] [sig ] [1299/1897] Completed PHIN in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:17.623286] [INFO ] [sig ] [1300/1897] Forecasting PHK... [2025-11-22T01:28:17.623315] [INFO ] [sig ] Generating forecast for: PHK [2025-11-22T01:28:17.623347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-11-22T01:28:17.633975] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PHK'. [2025-11-22T01:28:17.635015] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-11-22T01:28:17.635070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:17.822380] [INFO ] [sig ] PHK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:17.960284] [INFO ] [LOCAL ] Saved forecast: PHK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PHK.txt [2025-11-22T01:28:17.960420] [INFO ] [sig ] [1300/1897] Completed PHK in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:17.960467] [INFO ] [sig ] [1301/1897] Forecasting PHM... [2025-11-22T01:28:17.960502] [INFO ] [sig ] Generating forecast for: PHM [2025-11-22T01:28:17.960537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'. [2025-11-22T01:28:17.971916] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PHM'. [2025-11-22T01:28:17.972961] [DEBUG] [LOCAL ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt [2025-11-22T01:28:17.973015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:18.167223] [INFO ] [sig ] PHM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:18.306689] [INFO ] [LOCAL ] Saved forecast: PHM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PHM.txt [2025-11-22T01:28:18.306815] [INFO ] [sig ] [1301/1897] Completed PHM in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:18.306881] [INFO ] [sig ] [1302/1897] Forecasting PHR... [2025-11-22T01:28:18.306912] [INFO ] [sig ] Generating forecast for: PHR [2025-11-22T01:28:18.306943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'. [2025-11-22T01:28:18.318329] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PHR'. [2025-11-22T01:28:18.319380] [DEBUG] [LOCAL ] No optimal features file found for PHR: ./output/feature-sets/PHR.txt [2025-11-22T01:28:18.319433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:18.527323] [INFO ] [sig ] PHR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:18.666113] [INFO ] [LOCAL ] Saved forecast: PHR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PHR.txt [2025-11-22T01:28:18.666240] [INFO ] [sig ] [1302/1897] Completed PHR in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:18.666279] [INFO ] [sig ] [1303/1897] Forecasting PII... [2025-11-22T01:28:18.666308] [INFO ] [sig ] Generating forecast for: PII [2025-11-22T01:28:18.666337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'. [2025-11-22T01:28:18.677573] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PII'. [2025-11-22T01:28:18.678669] [DEBUG] [LOCAL ] No optimal features file found for PII: ./output/feature-sets/PII.txt [2025-11-22T01:28:18.678723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:18.884388] [INFO ] [sig ] PII: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:19.023613] [INFO ] [LOCAL ] Saved forecast: PII 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PII.txt [2025-11-22T01:28:19.023765] [INFO ] [sig ] [1303/1897] Completed PII in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:19.023806] [INFO ] [sig ] [1304/1897] Forecasting PIM... [2025-11-22T01:28:19.023835] [INFO ] [sig ] Generating forecast for: PIM [2025-11-22T01:28:19.023865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-11-22T01:28:19.034307] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PIM'. [2025-11-22T01:28:19.035340] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-11-22T01:28:19.035392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:19.224473] [INFO ] [sig ] PIM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:19.362854] [INFO ] [LOCAL ] Saved forecast: PIM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PIM.txt [2025-11-22T01:28:19.362975] [INFO ] [sig ] [1304/1897] Completed PIM in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:19.363014] [INFO ] [sig ] [1305/1897] Forecasting PINE... [2025-11-22T01:28:19.363044] [INFO ] [sig ] Generating forecast for: PINE [2025-11-22T01:28:19.363072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-11-22T01:28:19.376565] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PINE'. [2025-11-22T01:28:19.377621] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-11-22T01:28:19.377693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:19.549219] [INFO ] [sig ] PINE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:19.689374] [INFO ] [LOCAL ] Saved forecast: PINE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PINE.txt [2025-11-22T01:28:19.689504] [INFO ] [sig ] [1305/1897] Completed PINE in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:19.689542] [INFO ] [sig ] [1306/1897] Forecasting PINS... [2025-11-22T01:28:19.689571] [INFO ] [sig ] Generating forecast for: PINS [2025-11-22T01:28:19.689601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'. [2025-11-22T01:28:19.700231] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PINS'. [2025-11-22T01:28:19.701376] [DEBUG] [LOCAL ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt [2025-11-22T01:28:19.701431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:19.900362] [INFO ] [sig ] PINS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:20.045811] [INFO ] [LOCAL ] Saved forecast: PINS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PINS.txt [2025-11-22T01:28:20.045985] [INFO ] [sig ] [1306/1897] Completed PINS in 0.4s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:20.046032] [INFO ] [sig ] [1307/1897] Forecasting PIPR... [2025-11-22T01:28:20.046073] [INFO ] [sig ] Generating forecast for: PIPR [2025-11-22T01:28:20.046105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'. [2025-11-22T01:28:20.057589] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PIPR'. [2025-11-22T01:28:20.058728] [DEBUG] [LOCAL ] No optimal features file found for PIPR: ./output/feature-sets/PIPR.txt [2025-11-22T01:28:20.058782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:20.228011] [INFO ] [sig ] PIPR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:20.366158] [INFO ] [LOCAL ] Saved forecast: PIPR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PIPR.txt [2025-11-22T01:28:20.366292] [INFO ] [sig ] [1307/1897] Completed PIPR in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:20.366332] [INFO ] [sig ] [1308/1897] Forecasting PJT... [2025-11-22T01:28:20.366361] [INFO ] [sig ] Generating forecast for: PJT [2025-11-22T01:28:20.366391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'. [2025-11-22T01:28:20.378312] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PJT'. [2025-11-22T01:28:20.379446] [DEBUG] [LOCAL ] No optimal features file found for PJT: ./output/feature-sets/PJT.txt [2025-11-22T01:28:20.379498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:20.551658] [INFO ] [sig ] PJT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:20.692354] [INFO ] [LOCAL ] Saved forecast: PJT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PJT.txt [2025-11-22T01:28:20.692488] [INFO ] [sig ] [1308/1897] Completed PJT in 0.3s | 2.93 sym/s | Total: 7.4m | ETA: 3.4m [2025-11-22T01:28:20.692528] [INFO ] [sig ] [1309/1897] Forecasting PK... [2025-11-22T01:28:20.692557] [INFO ] [sig ] Generating forecast for: PK [2025-11-22T01:28:20.692588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'. [2025-11-22T01:28:20.704140] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PK'. [2025-11-22T01:28:20.705251] [DEBUG] [LOCAL ] No optimal features file found for PK: ./output/feature-sets/PK.txt [2025-11-22T01:28:20.705313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:20.873360] [INFO ] [sig ] PK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:21.011144] [INFO ] [LOCAL ] Saved forecast: PK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PK.txt [2025-11-22T01:28:21.011259] [INFO ] [sig ] [1309/1897] Completed PK in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:21.011297] [INFO ] [sig ] [1310/1897] Forecasting PKE... [2025-11-22T01:28:21.011327] [INFO ] [sig ] Generating forecast for: PKE [2025-11-22T01:28:21.011357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-11-22T01:28:21.022553] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PKE'. [2025-11-22T01:28:21.023598] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-11-22T01:28:21.023673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:21.184052] [INFO ] [sig ] PKE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:21.320816] [INFO ] [LOCAL ] Saved forecast: PKE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PKE.txt [2025-11-22T01:28:21.320927] [INFO ] [sig ] [1310/1897] Completed PKE in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:21.320987] [INFO ] [sig ] [1311/1897] Forecasting PKG... [2025-11-22T01:28:21.321019] [INFO ] [sig ] Generating forecast for: PKG [2025-11-22T01:28:21.321048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'. [2025-11-22T01:28:21.331942] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PKG'. [2025-11-22T01:28:21.333030] [DEBUG] [LOCAL ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt [2025-11-22T01:28:21.333082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:21.496940] [INFO ] [sig ] PKG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:21.634489] [INFO ] [LOCAL ] Saved forecast: PKG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PKG.txt [2025-11-22T01:28:21.634602] [INFO ] [sig ] [1311/1897] Completed PKG in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:21.634660] [INFO ] [sig ] [1312/1897] Forecasting PKST... [2025-11-22T01:28:21.634694] [INFO ] [sig ] Generating forecast for: PKST [2025-11-22T01:28:21.634724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'. [2025-11-22T01:28:21.645895] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PKST'. [2025-11-22T01:28:21.646991] [DEBUG] [LOCAL ] No optimal features file found for PKST: ./output/feature-sets/PKST.txt [2025-11-22T01:28:21.647070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:21.806761] [INFO ] [sig ] PKST: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:21.947474] [INFO ] [LOCAL ] Saved forecast: PKST 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PKST.txt [2025-11-22T01:28:21.947608] [INFO ] [sig ] [1312/1897] Completed PKST in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:21.947665] [INFO ] [sig ] [1313/1897] Forecasting PKX... [2025-11-22T01:28:21.947698] [INFO ] [sig ] Generating forecast for: PKX [2025-11-22T01:28:21.947728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'. [2025-11-22T01:28:21.965458] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PKX'. [2025-11-22T01:28:21.967232] [DEBUG] [LOCAL ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt [2025-11-22T01:28:21.967290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:22.177107] [INFO ] [sig ] PKX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:22.324567] [INFO ] [LOCAL ] Saved forecast: PKX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PKX.txt [2025-11-22T01:28:22.324807] [INFO ] [sig ] [1313/1897] Completed PKX in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:22.324906] [INFO ] [sig ] [1314/1897] Forecasting PL... [2025-11-22T01:28:22.324956] [INFO ] [sig ] Generating forecast for: PL [2025-11-22T01:28:22.324993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'. [2025-11-22T01:28:22.339040] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PL'. [2025-11-22T01:28:22.340589] [DEBUG] [LOCAL ] No optimal features file found for PL: ./output/feature-sets/PL.txt [2025-11-22T01:28:22.340663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:22.548776] [INFO ] [sig ] PL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:22.691313] [INFO ] [LOCAL ] Saved forecast: PL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PL.txt [2025-11-22T01:28:22.691509] [INFO ] [sig ] [1314/1897] Completed PL in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:22.691553] [INFO ] [sig ] [1315/1897] Forecasting PLD... [2025-11-22T01:28:22.691583] [INFO ] [sig ] Generating forecast for: PLD [2025-11-22T01:28:22.691616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'. [2025-11-22T01:28:22.705168] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PLD'. [2025-11-22T01:28:22.706553] [DEBUG] [LOCAL ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt [2025-11-22T01:28:22.706606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:22.917033] [INFO ] [sig ] PLD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:23.061675] [INFO ] [LOCAL ] Saved forecast: PLD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PLD.txt [2025-11-22T01:28:23.061848] [INFO ] [sig ] [1315/1897] Completed PLD in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:23.061891] [INFO ] [sig ] [1316/1897] Forecasting PLNT... [2025-11-22T01:28:23.061922] [INFO ] [sig ] Generating forecast for: PLNT [2025-11-22T01:28:23.061951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'. [2025-11-22T01:28:23.073287] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PLNT'. [2025-11-22T01:28:23.074465] [DEBUG] [LOCAL ] No optimal features file found for PLNT: ./output/feature-sets/PLNT.txt [2025-11-22T01:28:23.074517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:23.247939] [INFO ] [sig ] PLNT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:23.388194] [INFO ] [LOCAL ] Saved forecast: PLNT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PLNT.txt [2025-11-22T01:28:23.388347] [INFO ] [sig ] [1316/1897] Completed PLNT in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:23.388389] [INFO ] [sig ] [1317/1897] Forecasting PLOW... [2025-11-22T01:28:23.388420] [INFO ] [sig ] Generating forecast for: PLOW [2025-11-22T01:28:23.388450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'. [2025-11-22T01:28:23.399543] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PLOW'. [2025-11-22T01:28:23.400584] [DEBUG] [LOCAL ] No optimal features file found for PLOW: ./output/feature-sets/PLOW.txt [2025-11-22T01:28:23.400667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:23.585630] [INFO ] [sig ] PLOW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:23.735714] [INFO ] [LOCAL ] Saved forecast: PLOW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PLOW.txt [2025-11-22T01:28:23.735877] [INFO ] [sig ] [1317/1897] Completed PLOW in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:23.735920] [INFO ] [sig ] [1318/1897] Forecasting PLYM... [2025-11-22T01:28:23.735951] [INFO ] [sig ] Generating forecast for: PLYM [2025-11-22T01:28:23.735984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'. [2025-11-22T01:28:23.748376] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PLYM'. [2025-11-22T01:28:23.749523] [DEBUG] [LOCAL ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt [2025-11-22T01:28:23.749578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:23.937715] [INFO ] [sig ] PLYM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:24.122470] [INFO ] [LOCAL ] Saved forecast: PLYM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PLYM.txt [2025-11-22T01:28:24.122636] [INFO ] [sig ] [1318/1897] Completed PLYM in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:24.122760] [INFO ] [sig ] [1319/1897] Forecasting PM... [2025-11-22T01:28:24.122792] [INFO ] [sig ] Generating forecast for: PM [2025-11-22T01:28:24.122822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'. [2025-11-22T01:28:24.134254] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PM'. [2025-11-22T01:28:24.135337] [DEBUG] [LOCAL ] No optimal features file found for PM: ./output/feature-sets/PM.txt [2025-11-22T01:28:24.135391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:24.315234] [INFO ] [sig ] PM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:24.454549] [INFO ] [LOCAL ] Saved forecast: PM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PM.txt [2025-11-22T01:28:24.454718] [INFO ] [sig ] [1319/1897] Completed PM in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:24.454762] [INFO ] [sig ] [1320/1897] Forecasting PML... [2025-11-22T01:28:24.454791] [INFO ] [sig ] Generating forecast for: PML [2025-11-22T01:28:24.454822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-11-22T01:28:24.465312] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PML'. [2025-11-22T01:28:24.466396] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-11-22T01:28:24.466448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:24.632195] [INFO ] [sig ] PML: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:24.771608] [INFO ] [LOCAL ] Saved forecast: PML 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PML.txt [2025-11-22T01:28:24.771773] [INFO ] [sig ] [1320/1897] Completed PML in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:24.771815] [INFO ] [sig ] [1321/1897] Forecasting PMM... [2025-11-22T01:28:24.771845] [INFO ] [sig ] Generating forecast for: PMM [2025-11-22T01:28:24.771877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-11-22T01:28:24.783552] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PMM'. [2025-11-22T01:28:24.784708] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-11-22T01:28:24.784763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:24.979483] [INFO ] [sig ] PMM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:25.123835] [INFO ] [LOCAL ] Saved forecast: PMM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PMM.txt [2025-11-22T01:28:25.123987] [INFO ] [sig ] [1321/1897] Completed PMM in 0.4s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:25.124029] [INFO ] [sig ] [1322/1897] Forecasting PMO... [2025-11-22T01:28:25.124058] [INFO ] [sig ] Generating forecast for: PMO [2025-11-22T01:28:25.124090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-11-22T01:28:25.134176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PMO'. [2025-11-22T01:28:25.135297] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-11-22T01:28:25.135367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:25.298246] [INFO ] [sig ] PMO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:25.440367] [INFO ] [LOCAL ] Saved forecast: PMO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PMO.txt [2025-11-22T01:28:25.440503] [INFO ] [sig ] [1322/1897] Completed PMO in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:25.440544] [INFO ] [sig ] [1323/1897] Forecasting PMT... [2025-11-22T01:28:25.440575] [INFO ] [sig ] Generating forecast for: PMT [2025-11-22T01:28:25.440606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'. [2025-11-22T01:28:25.452015] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PMT'. [2025-11-22T01:28:25.453130] [DEBUG] [LOCAL ] No optimal features file found for PMT: ./output/feature-sets/PMT.txt [2025-11-22T01:28:25.453182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:25.622859] [INFO ] [sig ] PMT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:25.762900] [INFO ] [LOCAL ] Saved forecast: PMT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PMT.txt [2025-11-22T01:28:25.763046] [INFO ] [sig ] [1323/1897] Completed PMT in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:25.763085] [INFO ] [sig ] [1324/1897] Forecasting PNC... [2025-11-22T01:28:25.763128] [INFO ] [sig ] Generating forecast for: PNC [2025-11-22T01:28:25.763158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'. [2025-11-22T01:28:25.775034] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PNC'. [2025-11-22T01:28:25.776284] [DEBUG] [LOCAL ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt [2025-11-22T01:28:25.776337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:25.954453] [INFO ] [sig ] PNC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:26.106067] [INFO ] [LOCAL ] Saved forecast: PNC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PNC.txt [2025-11-22T01:28:26.106225] [INFO ] [sig ] [1324/1897] Completed PNC in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:26.106267] [INFO ] [sig ] [1325/1897] Forecasting PNI... [2025-11-22T01:28:26.106299] [INFO ] [sig ] Generating forecast for: PNI [2025-11-22T01:28:26.106329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-11-22T01:28:26.116438] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PNI'. [2025-11-22T01:28:26.117563] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-11-22T01:28:26.117616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:26.286540] [INFO ] [sig ] PNI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:26.441545] [INFO ] [LOCAL ] Saved forecast: PNI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PNI.txt [2025-11-22T01:28:26.441731] [INFO ] [sig ] [1325/1897] Completed PNI in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.3m [2025-11-22T01:28:26.441776] [INFO ] [sig ] [1326/1897] Forecasting PNNT... [2025-11-22T01:28:26.441807] [INFO ] [sig ] Generating forecast for: PNNT [2025-11-22T01:28:26.441837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'. [2025-11-22T01:28:26.453215] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PNNT'. [2025-11-22T01:28:26.454367] [DEBUG] [LOCAL ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt [2025-11-22T01:28:26.454421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:26.628439] [INFO ] [sig ] PNNT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:26.769376] [INFO ] [LOCAL ] Saved forecast: PNNT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PNNT.txt [2025-11-22T01:28:26.769511] [INFO ] [sig ] [1326/1897] Completed PNNT in 0.3s | 2.93 sym/s | Total: 7.5m | ETA: 3.2m [2025-11-22T01:28:26.769551] [INFO ] [sig ] [1327/1897] Forecasting PNR... [2025-11-22T01:28:26.769583] [INFO ] [sig ] Generating forecast for: PNR [2025-11-22T01:28:26.769613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNR' from 'https://tdm.silogroup.org/data/derivative_storage/PNR.csv'. [2025-11-22T01:28:26.783089] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PNR'. [2025-11-22T01:28:26.784188] [DEBUG] [LOCAL ] No optimal features file found for PNR: ./output/feature-sets/PNR.txt [2025-11-22T01:28:26.784241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:26.955512] [INFO ] [sig ] PNR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:27.101626] [INFO ] [LOCAL ] Saved forecast: PNR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PNR.txt [2025-11-22T01:28:27.101814] [INFO ] [sig ] [1327/1897] Completed PNR in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:27.101859] [INFO ] [sig ] [1328/1897] Forecasting PNW... [2025-11-22T01:28:27.101891] [INFO ] [sig ] Generating forecast for: PNW [2025-11-22T01:28:27.101923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'. [2025-11-22T01:28:27.113334] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PNW'. [2025-11-22T01:28:27.114441] [DEBUG] [LOCAL ] No optimal features file found for PNW: ./output/feature-sets/PNW.txt [2025-11-22T01:28:27.114497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:27.287101] [INFO ] [sig ] PNW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:27.430771] [INFO ] [LOCAL ] Saved forecast: PNW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PNW.txt [2025-11-22T01:28:27.430902] [INFO ] [sig ] [1328/1897] Completed PNW in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:27.430943] [INFO ] [sig ] [1329/1897] Forecasting POR... [2025-11-22T01:28:27.430975] [INFO ] [sig ] Generating forecast for: POR [2025-11-22T01:28:27.431005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'. [2025-11-22T01:28:27.442144] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'POR'. [2025-11-22T01:28:27.443231] [DEBUG] [LOCAL ] No optimal features file found for POR: ./output/feature-sets/POR.txt [2025-11-22T01:28:27.443284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:27.615626] [INFO ] [sig ] POR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:27.762139] [INFO ] [LOCAL ] Saved forecast: POR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/POR.txt [2025-11-22T01:28:27.762278] [INFO ] [sig ] [1329/1897] Completed POR in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:27.762319] [INFO ] [sig ] [1330/1897] Forecasting POST... [2025-11-22T01:28:27.762351] [INFO ] [sig ] Generating forecast for: POST [2025-11-22T01:28:27.762382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'. [2025-11-22T01:28:27.774975] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'POST'. [2025-11-22T01:28:27.776103] [DEBUG] [LOCAL ] No optimal features file found for POST: ./output/feature-sets/POST.txt [2025-11-22T01:28:27.776158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:27.965760] [INFO ] [sig ] POST: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:28.106431] [INFO ] [LOCAL ] Saved forecast: POST 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/POST.txt [2025-11-22T01:28:28.106584] [INFO ] [sig ] [1330/1897] Completed POST in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:28.106664] [INFO ] [sig ] [1331/1897] Forecasting PPG... [2025-11-22T01:28:28.106702] [INFO ] [sig ] Generating forecast for: PPG [2025-11-22T01:28:28.106734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'. [2025-11-22T01:28:28.120000] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PPG'. [2025-11-22T01:28:28.121112] [DEBUG] [LOCAL ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt [2025-11-22T01:28:28.121166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:28.299840] [INFO ] [sig ] PPG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:28.446167] [INFO ] [LOCAL ] Saved forecast: PPG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PPG.txt [2025-11-22T01:28:28.446298] [INFO ] [sig ] [1331/1897] Completed PPG in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:28.446337] [INFO ] [sig ] [1332/1897] Forecasting PPL... [2025-11-22T01:28:28.446367] [INFO ] [sig ] Generating forecast for: PPL [2025-11-22T01:28:28.446397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'. [2025-11-22T01:28:28.457554] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PPL'. [2025-11-22T01:28:28.458623] [DEBUG] [LOCAL ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt [2025-11-22T01:28:28.458709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:28.631824] [INFO ] [sig ] PPL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:28.778172] [INFO ] [LOCAL ] Saved forecast: PPL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PPL.txt [2025-11-22T01:28:28.778308] [INFO ] [sig ] [1332/1897] Completed PPL in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:28.778348] [INFO ] [sig ] [1333/1897] Forecasting PPT... [2025-11-22T01:28:28.778380] [INFO ] [sig ] Generating forecast for: PPT [2025-11-22T01:28:28.778410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'. [2025-11-22T01:28:28.789376] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PPT'. [2025-11-22T01:28:28.790499] [DEBUG] [LOCAL ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt [2025-11-22T01:28:28.790553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:28.966687] [INFO ] [sig ] PPT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:29.109521] [INFO ] [LOCAL ] Saved forecast: PPT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PPT.txt [2025-11-22T01:28:29.109674] [INFO ] [sig ] [1333/1897] Completed PPT in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:29.109717] [INFO ] [sig ] [1334/1897] Forecasting PR... [2025-11-22T01:28:29.109748] [INFO ] [sig ] Generating forecast for: PR [2025-11-22T01:28:29.109787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'. [2025-11-22T01:28:29.130863] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PR'. [2025-11-22T01:28:29.132010] [DEBUG] [LOCAL ] No optimal features file found for PR: ./output/feature-sets/PR.txt [2025-11-22T01:28:29.132065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:29.303764] [INFO ] [sig ] PR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:29.446540] [INFO ] [LOCAL ] Saved forecast: PR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PR.txt [2025-11-22T01:28:29.446736] [INFO ] [sig ] [1334/1897] Completed PR in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:29.446781] [INFO ] [sig ] [1335/1897] Forecasting PRA... [2025-11-22T01:28:29.446813] [INFO ] [sig ] Generating forecast for: PRA [2025-11-22T01:28:29.446843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'. [2025-11-22T01:28:29.464680] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRA'. [2025-11-22T01:28:29.465874] [DEBUG] [LOCAL ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt [2025-11-22T01:28:29.465932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:29.645136] [INFO ] [sig ] PRA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:29.789164] [INFO ] [LOCAL ] Saved forecast: PRA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PRA.txt [2025-11-22T01:28:29.789324] [INFO ] [sig ] [1335/1897] Completed PRA in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:29.789421] [INFO ] [sig ] [1336/1897] Forecasting PRG... [2025-11-22T01:28:29.789453] [INFO ] [sig ] Generating forecast for: PRG [2025-11-22T01:28:29.789483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'. [2025-11-22T01:28:29.801196] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRG'. [2025-11-22T01:28:29.802417] [DEBUG] [LOCAL ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt [2025-11-22T01:28:29.802470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:29.973831] [INFO ] [sig ] PRG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:30.116104] [INFO ] [LOCAL ] Saved forecast: PRG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PRG.txt [2025-11-22T01:28:30.116263] [INFO ] [sig ] [1336/1897] Completed PRG in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:30.116304] [INFO ] [sig ] [1337/1897] Forecasting PRGO... [2025-11-22T01:28:30.116336] [INFO ] [sig ] Generating forecast for: PRGO [2025-11-22T01:28:30.116366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'. [2025-11-22T01:28:30.129910] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRGO'. [2025-11-22T01:28:30.131051] [DEBUG] [LOCAL ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt [2025-11-22T01:28:30.131104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:30.302594] [INFO ] [sig ] PRGO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:30.442166] [INFO ] [LOCAL ] Saved forecast: PRGO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PRGO.txt [2025-11-22T01:28:30.442300] [INFO ] [sig ] [1337/1897] Completed PRGO in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:30.442339] [INFO ] [sig ] [1338/1897] Forecasting PRH... [2025-11-22T01:28:30.442379] [INFO ] [sig ] Generating forecast for: PRH [2025-11-22T01:28:30.442411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-11-22T01:28:30.456611] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRH'. [2025-11-22T01:28:30.457738] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-11-22T01:28:30.457791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:30.628542] [INFO ] [sig ] PRH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:30.771913] [INFO ] [LOCAL ] Saved forecast: PRH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PRH.txt [2025-11-22T01:28:30.772052] [INFO ] [sig ] [1338/1897] Completed PRH in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:30.772093] [INFO ] [sig ] [1339/1897] Forecasting PRI... [2025-11-22T01:28:30.772124] [INFO ] [sig ] Generating forecast for: PRI [2025-11-22T01:28:30.772156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'. [2025-11-22T01:28:30.783669] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRI'. [2025-11-22T01:28:30.784769] [DEBUG] [LOCAL ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt [2025-11-22T01:28:30.784822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:30.985123] [INFO ] [sig ] PRI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:31.125616] [INFO ] [LOCAL ] Saved forecast: PRI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PRI.txt [2025-11-22T01:28:31.125764] [INFO ] [sig ] [1339/1897] Completed PRI in 0.4s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:31.125804] [INFO ] [sig ] [1340/1897] Forecasting PRIM... [2025-11-22T01:28:31.125833] [INFO ] [sig ] Generating forecast for: PRIM [2025-11-22T01:28:31.125864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'. [2025-11-22T01:28:31.136970] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRIM'. [2025-11-22T01:28:31.138139] [DEBUG] [LOCAL ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt [2025-11-22T01:28:31.138192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:31.315546] [INFO ] [sig ] PRIM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:31.456828] [INFO ] [LOCAL ] Saved forecast: PRIM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PRIM.txt [2025-11-22T01:28:31.456959] [INFO ] [sig ] [1340/1897] Completed PRIM in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:31.457008] [INFO ] [sig ] [1341/1897] Forecasting PRLB... [2025-11-22T01:28:31.457038] [INFO ] [sig ] Generating forecast for: PRLB [2025-11-22T01:28:31.457093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'. [2025-11-22T01:28:31.469995] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRLB'. [2025-11-22T01:28:31.471087] [DEBUG] [LOCAL ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt [2025-11-22T01:28:31.471140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:31.641155] [INFO ] [sig ] PRLB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:31.783990] [INFO ] [LOCAL ] Saved forecast: PRLB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PRLB.txt [2025-11-22T01:28:31.784127] [INFO ] [sig ] [1341/1897] Completed PRLB in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:31.784176] [INFO ] [sig ] [1342/1897] Forecasting PRM... [2025-11-22T01:28:31.784208] [INFO ] [sig ] Generating forecast for: PRM [2025-11-22T01:28:31.784239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'. [2025-11-22T01:28:31.795818] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRM'. [2025-11-22T01:28:31.797171] [DEBUG] [LOCAL ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt [2025-11-22T01:28:31.797225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:31.968679] [INFO ] [sig ] PRM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:32.110481] [INFO ] [LOCAL ] Saved forecast: PRM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PRM.txt [2025-11-22T01:28:32.110619] [INFO ] [sig ] [1342/1897] Completed PRM in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:32.110678] [INFO ] [sig ] [1343/1897] Forecasting PRO... [2025-11-22T01:28:32.110710] [INFO ] [sig ] Generating forecast for: PRO [2025-11-22T01:28:32.110740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'. [2025-11-22T01:28:32.121765] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRO'. [2025-11-22T01:28:32.122840] [DEBUG] [LOCAL ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt [2025-11-22T01:28:32.122893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:32.295043] [INFO ] [sig ] PRO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:32.442382] [INFO ] [LOCAL ] Saved forecast: PRO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PRO.txt [2025-11-22T01:28:32.442537] [INFO ] [sig ] [1343/1897] Completed PRO in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.2m [2025-11-22T01:28:32.442580] [INFO ] [sig ] [1344/1897] Forecasting PRT... [2025-11-22T01:28:32.442612] [INFO ] [sig ] Generating forecast for: PRT [2025-11-22T01:28:32.442664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'. [2025-11-22T01:28:32.453843] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRT'. [2025-11-22T01:28:32.454928] [DEBUG] [LOCAL ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt [2025-11-22T01:28:32.454983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:32.625404] [INFO ] [sig ] PRT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:32.765431] [INFO ] [LOCAL ] Saved forecast: PRT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PRT.txt [2025-11-22T01:28:32.765564] [INFO ] [sig ] [1344/1897] Completed PRT in 0.3s | 2.93 sym/s | Total: 7.6m | ETA: 3.1m [2025-11-22T01:28:32.765603] [INFO ] [sig ] [1345/1897] Forecasting PRU... [2025-11-22T01:28:32.765632] [INFO ] [sig ] Generating forecast for: PRU [2025-11-22T01:28:32.765684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'. [2025-11-22T01:28:32.777853] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PRU'. [2025-11-22T01:28:32.778959] [DEBUG] [LOCAL ] No optimal features file found for PRU: ./output/feature-sets/PRU.txt [2025-11-22T01:28:32.779012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:32.950611] [INFO ] [sig ] PRU: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:33.091696] [INFO ] [LOCAL ] Saved forecast: PRU 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PRU.txt [2025-11-22T01:28:33.091844] [INFO ] [sig ] [1345/1897] Completed PRU in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:33.091885] [INFO ] [sig ] [1346/1897] Forecasting PSA... [2025-11-22T01:28:33.091915] [INFO ] [sig ] Generating forecast for: PSA [2025-11-22T01:28:33.091946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'. [2025-11-22T01:28:33.102845] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSA'. [2025-11-22T01:28:33.104000] [DEBUG] [LOCAL ] No optimal features file found for PSA: ./output/feature-sets/PSA.txt [2025-11-22T01:28:33.104054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:33.278935] [INFO ] [sig ] PSA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:33.419057] [INFO ] [LOCAL ] Saved forecast: PSA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PSA.txt [2025-11-22T01:28:33.419183] [INFO ] [sig ] [1346/1897] Completed PSA in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:33.419224] [INFO ] [sig ] [1347/1897] Forecasting PSF... [2025-11-22T01:28:33.419254] [INFO ] [sig ] Generating forecast for: PSF [2025-11-22T01:28:33.419284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-11-22T01:28:33.434325] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSF'. [2025-11-22T01:28:33.435629] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-11-22T01:28:33.435705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:33.604890] [INFO ] [sig ] PSF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:33.747458] [INFO ] [LOCAL ] Saved forecast: PSF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PSF.txt [2025-11-22T01:28:33.747606] [INFO ] [sig ] [1347/1897] Completed PSF in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:33.747668] [INFO ] [sig ] [1348/1897] Forecasting PSFE... [2025-11-22T01:28:33.747702] [INFO ] [sig ] Generating forecast for: PSFE [2025-11-22T01:28:33.747734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'. [2025-11-22T01:28:33.759399] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSFE'. [2025-11-22T01:28:33.760565] [DEBUG] [LOCAL ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt [2025-11-22T01:28:33.760619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:33.936595] [INFO ] [sig ] PSFE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:34.079765] [INFO ] [LOCAL ] Saved forecast: PSFE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PSFE.txt [2025-11-22T01:28:34.079924] [INFO ] [sig ] [1348/1897] Completed PSFE in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:34.079965] [INFO ] [sig ] [1349/1897] Forecasting PSN... [2025-11-22T01:28:34.079995] [INFO ] [sig ] Generating forecast for: PSN [2025-11-22T01:28:34.080027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'. [2025-11-22T01:28:34.091037] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSN'. [2025-11-22T01:28:34.092087] [DEBUG] [LOCAL ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt [2025-11-22T01:28:34.092140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:34.266812] [INFO ] [sig ] PSN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:34.411870] [INFO ] [LOCAL ] Saved forecast: PSN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PSN.txt [2025-11-22T01:28:34.412014] [INFO ] [sig ] [1349/1897] Completed PSN in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:34.412054] [INFO ] [sig ] [1350/1897] Forecasting PSO... [2025-11-22T01:28:34.412085] [INFO ] [sig ] Generating forecast for: PSO [2025-11-22T01:28:34.412117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'. [2025-11-22T01:28:34.429869] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSO'. [2025-11-22T01:28:34.430972] [DEBUG] [LOCAL ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt [2025-11-22T01:28:34.431025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:34.607929] [INFO ] [sig ] PSO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:34.754523] [INFO ] [LOCAL ] Saved forecast: PSO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PSO.txt [2025-11-22T01:28:34.754674] [INFO ] [sig ] [1350/1897] Completed PSO in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:34.754717] [INFO ] [sig ] [1351/1897] Forecasting PSQH... [2025-11-22T01:28:34.754748] [INFO ] [sig ] Generating forecast for: PSQH [2025-11-22T01:28:34.754778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-11-22T01:28:34.766262] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSQH'. [2025-11-22T01:28:34.767352] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-11-22T01:28:34.767406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:34.955455] [INFO ] [sig ] PSQH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:35.100065] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PSQH.txt [2025-11-22T01:28:35.100236] [INFO ] [sig ] [1351/1897] Completed PSQH in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:35.100279] [INFO ] [sig ] [1352/1897] Forecasting PSTG... [2025-11-22T01:28:35.100310] [INFO ] [sig ] Generating forecast for: PSTG [2025-11-22T01:28:35.100343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'. [2025-11-22T01:28:35.116714] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSTG'. [2025-11-22T01:28:35.118059] [DEBUG] [LOCAL ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt [2025-11-22T01:28:35.118115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:35.295310] [INFO ] [sig ] PSTG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:35.435424] [INFO ] [LOCAL ] Saved forecast: PSTG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PSTG.txt [2025-11-22T01:28:35.435560] [INFO ] [sig ] [1352/1897] Completed PSTG in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:35.435629] [INFO ] [sig ] [1353/1897] Forecasting PSTL... [2025-11-22T01:28:35.435682] [INFO ] [sig ] Generating forecast for: PSTL [2025-11-22T01:28:35.435714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'. [2025-11-22T01:28:35.447412] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSTL'. [2025-11-22T01:28:35.448505] [DEBUG] [LOCAL ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt [2025-11-22T01:28:35.448576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:35.624225] [INFO ] [sig ] PSTL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:35.765242] [INFO ] [LOCAL ] Saved forecast: PSTL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PSTL.txt [2025-11-22T01:28:35.765371] [INFO ] [sig ] [1353/1897] Completed PSTL in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:35.765410] [INFO ] [sig ] [1354/1897] Forecasting PSX... [2025-11-22T01:28:35.765440] [INFO ] [sig ] Generating forecast for: PSX [2025-11-22T01:28:35.765470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'. [2025-11-22T01:28:35.778738] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PSX'. [2025-11-22T01:28:35.779854] [DEBUG] [LOCAL ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt [2025-11-22T01:28:35.779907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:35.954900] [INFO ] [sig ] PSX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:36.094301] [INFO ] [LOCAL ] Saved forecast: PSX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PSX.txt [2025-11-22T01:28:36.094434] [INFO ] [sig ] [1354/1897] Completed PSX in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:36.094475] [INFO ] [sig ] [1355/1897] Forecasting PTA... [2025-11-22T01:28:36.094505] [INFO ] [sig ] Generating forecast for: PTA [2025-11-22T01:28:36.094536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'. [2025-11-22T01:28:36.106105] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PTA'. [2025-11-22T01:28:36.107198] [DEBUG] [LOCAL ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt [2025-11-22T01:28:36.107252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:36.292001] [INFO ] [sig ] PTA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:36.436124] [INFO ] [LOCAL ] Saved forecast: PTA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PTA.txt [2025-11-22T01:28:36.436261] [INFO ] [sig ] [1355/1897] Completed PTA in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:36.436303] [INFO ] [sig ] [1356/1897] Forecasting PTY... [2025-11-22T01:28:36.436335] [INFO ] [sig ] Generating forecast for: PTY [2025-11-22T01:28:36.436367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'. [2025-11-22T01:28:36.448853] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PTY'. [2025-11-22T01:28:36.449907] [DEBUG] [LOCAL ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt [2025-11-22T01:28:36.449959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:36.632614] [INFO ] [sig ] PTY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:36.772059] [INFO ] [LOCAL ] Saved forecast: PTY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PTY.txt [2025-11-22T01:28:36.772199] [INFO ] [sig ] [1356/1897] Completed PTY in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:36.772244] [INFO ] [sig ] [1357/1897] Forecasting PUK... [2025-11-22T01:28:36.772277] [INFO ] [sig ] Generating forecast for: PUK [2025-11-22T01:28:36.772309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'. [2025-11-22T01:28:36.783571] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PUK'. [2025-11-22T01:28:36.784744] [DEBUG] [LOCAL ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt [2025-11-22T01:28:36.784799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:36.965141] [INFO ] [sig ] PUK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:37.107687] [INFO ] [LOCAL ] Saved forecast: PUK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PUK.txt [2025-11-22T01:28:37.107829] [INFO ] [sig ] [1357/1897] Completed PUK in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:37.107880] [INFO ] [sig ] [1358/1897] Forecasting PUMP... [2025-11-22T01:28:37.107909] [INFO ] [sig ] Generating forecast for: PUMP [2025-11-22T01:28:37.107939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'. [2025-11-22T01:28:37.119364] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PUMP'. [2025-11-22T01:28:37.120440] [DEBUG] [LOCAL ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt [2025-11-22T01:28:37.120495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:37.299943] [INFO ] [sig ] PUMP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:37.439675] [INFO ] [LOCAL ] Saved forecast: PUMP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PUMP.txt [2025-11-22T01:28:37.439805] [INFO ] [sig ] [1358/1897] Completed PUMP in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:37.439846] [INFO ] [sig ] [1359/1897] Forecasting PVH... [2025-11-22T01:28:37.439882] [INFO ] [sig ] Generating forecast for: PVH [2025-11-22T01:28:37.439913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'. [2025-11-22T01:28:37.455584] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PVH'. [2025-11-22T01:28:37.456705] [DEBUG] [LOCAL ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt [2025-11-22T01:28:37.456758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:37.634627] [INFO ] [sig ] PVH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:37.775663] [INFO ] [LOCAL ] Saved forecast: PVH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PVH.txt [2025-11-22T01:28:37.775802] [INFO ] [sig ] [1359/1897] Completed PVH in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:37.775843] [INFO ] [sig ] [1360/1897] Forecasting PVL... [2025-11-22T01:28:37.775874] [INFO ] [sig ] Generating forecast for: PVL [2025-11-22T01:28:37.775906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-11-22T01:28:37.787916] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PVL'. [2025-11-22T01:28:37.789096] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-11-22T01:28:37.789150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:37.950908] [INFO ] [sig ] PVL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:38.091975] [INFO ] [LOCAL ] Saved forecast: PVL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/PVL.txt [2025-11-22T01:28:38.092106] [INFO ] [sig ] [1360/1897] Completed PVL in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.1m [2025-11-22T01:28:38.092145] [INFO ] [sig ] [1361/1897] Forecasting PWR... [2025-11-22T01:28:38.092175] [INFO ] [sig ] Generating forecast for: PWR [2025-11-22T01:28:38.092206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'. [2025-11-22T01:28:38.103580] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PWR'. [2025-11-22T01:28:38.104685] [DEBUG] [LOCAL ] No optimal features file found for PWR: ./output/feature-sets/PWR.txt [2025-11-22T01:28:38.104738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:38.294927] [INFO ] [sig ] PWR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:38.433380] [INFO ] [LOCAL ] Saved forecast: PWR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PWR.txt [2025-11-22T01:28:38.433504] [INFO ] [sig ] [1361/1897] Completed PWR in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.0m [2025-11-22T01:28:38.433544] [INFO ] [sig ] [1362/1897] Forecasting PX... [2025-11-22T01:28:38.433574] [INFO ] [sig ] Generating forecast for: PX [2025-11-22T01:28:38.433604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'. [2025-11-22T01:28:38.445842] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'PX'. [2025-11-22T01:28:38.447030] [DEBUG] [LOCAL ] No optimal features file found for PX: ./output/feature-sets/PX.txt [2025-11-22T01:28:38.447108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:38.633092] [INFO ] [sig ] PX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:38.772535] [INFO ] [LOCAL ] Saved forecast: PX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/PX.txt [2025-11-22T01:28:38.772696] [INFO ] [sig ] [1362/1897] Completed PX in 0.3s | 2.93 sym/s | Total: 7.7m | ETA: 3.0m [2025-11-22T01:28:38.772741] [INFO ] [sig ] [1363/1897] Forecasting QBTS... [2025-11-22T01:28:38.772770] [INFO ] [sig ] Generating forecast for: QBTS [2025-11-22T01:28:38.772801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'. [2025-11-22T01:28:38.786455] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QBTS'. [2025-11-22T01:28:38.787583] [DEBUG] [LOCAL ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt [2025-11-22T01:28:38.787665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:38.966869] [INFO ] [sig ] QBTS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:39.111377] [INFO ] [LOCAL ] Saved forecast: QBTS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/QBTS.txt [2025-11-22T01:28:39.111518] [INFO ] [sig ] [1363/1897] Completed QBTS in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:39.111558] [INFO ] [sig ] [1364/1897] Forecasting QD... [2025-11-22T01:28:39.111589] [INFO ] [sig ] Generating forecast for: QD [2025-11-22T01:28:39.111620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-11-22T01:28:39.137118] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QD'. [2025-11-22T01:28:39.138217] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-11-22T01:28:39.138270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:39.308082] [INFO ] [sig ] QD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:39.452480] [INFO ] [LOCAL ] Saved forecast: QD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/QD.txt [2025-11-22T01:28:39.452628] [INFO ] [sig ] [1364/1897] Completed QD in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:39.452690] [INFO ] [sig ] [1365/1897] Forecasting QGEN... [2025-11-22T01:28:39.452720] [INFO ] [sig ] Generating forecast for: QGEN [2025-11-22T01:28:39.452761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'. [2025-11-22T01:28:39.465371] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QGEN'. [2025-11-22T01:28:39.466437] [DEBUG] [LOCAL ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt [2025-11-22T01:28:39.466488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:39.651489] [INFO ] [sig ] QGEN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:39.794735] [INFO ] [LOCAL ] Saved forecast: QGEN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/QGEN.txt [2025-11-22T01:28:39.794882] [INFO ] [sig ] [1365/1897] Completed QGEN in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:39.794958] [INFO ] [sig ] [1366/1897] Forecasting QS... [2025-11-22T01:28:39.795007] [INFO ] [sig ] Generating forecast for: QS [2025-11-22T01:28:39.795045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'. [2025-11-22T01:28:39.808920] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QS'. [2025-11-22T01:28:39.810583] [DEBUG] [LOCAL ] No optimal features file found for QS: ./output/feature-sets/QS.txt [2025-11-22T01:28:39.810663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:40.036884] [INFO ] [sig ] QS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:40.181567] [INFO ] [LOCAL ] Saved forecast: QS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/QS.txt [2025-11-22T01:28:40.181743] [INFO ] [sig ] [1366/1897] Completed QS in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:40.181790] [INFO ] [sig ] [1367/1897] Forecasting QSR... [2025-11-22T01:28:40.181821] [INFO ] [sig ] Generating forecast for: QSR [2025-11-22T01:28:40.181852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'. [2025-11-22T01:28:40.193871] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QSR'. [2025-11-22T01:28:40.195028] [DEBUG] [LOCAL ] No optimal features file found for QSR: ./output/feature-sets/QSR.txt [2025-11-22T01:28:40.195081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:40.400057] [INFO ] [sig ] QSR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:40.546245] [INFO ] [LOCAL ] Saved forecast: QSR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/QSR.txt [2025-11-22T01:28:40.546407] [INFO ] [sig ] [1367/1897] Completed QSR in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:40.546450] [INFO ] [sig ] [1368/1897] Forecasting QTWO... [2025-11-22T01:28:40.546484] [INFO ] [sig ] Generating forecast for: QTWO [2025-11-22T01:28:40.546523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'. [2025-11-22T01:28:40.558758] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QTWO'. [2025-11-22T01:28:40.559952] [DEBUG] [LOCAL ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt [2025-11-22T01:28:40.560009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:40.745202] [INFO ] [sig ] QTWO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:40.886306] [INFO ] [LOCAL ] Saved forecast: QTWO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/QTWO.txt [2025-11-22T01:28:40.886447] [INFO ] [sig ] [1368/1897] Completed QTWO in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:40.886488] [INFO ] [sig ] [1369/1897] Forecasting QUAD... [2025-11-22T01:28:40.886527] [INFO ] [sig ] Generating forecast for: QUAD [2025-11-22T01:28:40.886559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-11-22T01:28:40.898618] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QUAD'. [2025-11-22T01:28:40.899794] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-11-22T01:28:40.899847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:41.091329] [INFO ] [sig ] QUAD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:41.236462] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/QUAD.txt [2025-11-22T01:28:41.236679] [INFO ] [sig ] [1369/1897] Completed QUAD in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:41.236755] [INFO ] [sig ] [1370/1897] Forecasting QVCC... [2025-11-22T01:28:41.236788] [INFO ] [sig ] Generating forecast for: QVCC [2025-11-22T01:28:41.236819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'. [2025-11-22T01:28:41.247293] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QVCC'. [2025-11-22T01:28:41.248346] [DEBUG] [LOCAL ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt [2025-11-22T01:28:41.248400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:41.431389] [INFO ] [sig ] QVCC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:41.572719] [INFO ] [LOCAL ] Saved forecast: QVCC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/QVCC.txt [2025-11-22T01:28:41.572887] [INFO ] [sig ] [1370/1897] Completed QVCC in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:41.572927] [INFO ] [sig ] [1371/1897] Forecasting QVCD... [2025-11-22T01:28:41.572961] [INFO ] [sig ] Generating forecast for: QVCD [2025-11-22T01:28:41.573011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'. [2025-11-22T01:28:41.584294] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'QVCD'. [2025-11-22T01:28:41.585474] [DEBUG] [LOCAL ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt [2025-11-22T01:28:41.585528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:41.765216] [INFO ] [sig ] QVCD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:41.906055] [INFO ] [LOCAL ] Saved forecast: QVCD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/QVCD.txt [2025-11-22T01:28:41.906203] [INFO ] [sig ] [1371/1897] Completed QVCD in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:41.906245] [INFO ] [sig ] [1372/1897] Forecasting R... [2025-11-22T01:28:41.906275] [INFO ] [sig ] Generating forecast for: R [2025-11-22T01:28:41.906306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'. [2025-11-22T01:28:41.918436] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'R'. [2025-11-22T01:28:41.919668] [DEBUG] [LOCAL ] No optimal features file found for R: ./output/feature-sets/R.txt [2025-11-22T01:28:41.919727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:42.103563] [INFO ] [sig ] R: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:42.243268] [INFO ] [LOCAL ] Saved forecast: R 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/R.txt [2025-11-22T01:28:42.243439] [INFO ] [sig ] [1372/1897] Completed R in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:42.243481] [INFO ] [sig ] [1373/1897] Forecasting RA... [2025-11-22T01:28:42.243511] [INFO ] [sig ] Generating forecast for: RA [2025-11-22T01:28:42.243543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'. [2025-11-22T01:28:42.255433] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RA'. [2025-11-22T01:28:42.256472] [DEBUG] [LOCAL ] No optimal features file found for RA: ./output/feature-sets/RA.txt [2025-11-22T01:28:42.256525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:42.436940] [INFO ] [sig ] RA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:42.577544] [INFO ] [LOCAL ] Saved forecast: RA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RA.txt [2025-11-22T01:28:42.577712] [INFO ] [sig ] [1373/1897] Completed RA in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:42.577754] [INFO ] [sig ] [1374/1897] Forecasting RACE... [2025-11-22T01:28:42.577784] [INFO ] [sig ] Generating forecast for: RACE [2025-11-22T01:28:42.577814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'. [2025-11-22T01:28:42.588977] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RACE'. [2025-11-22T01:28:42.590073] [DEBUG] [LOCAL ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt [2025-11-22T01:28:42.590137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:42.784362] [INFO ] [sig ] RACE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:42.926717] [INFO ] [LOCAL ] Saved forecast: RACE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RACE.txt [2025-11-22T01:28:42.926875] [INFO ] [sig ] [1374/1897] Completed RACE in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:42.926916] [INFO ] [sig ] [1375/1897] Forecasting RAMP... [2025-11-22T01:28:42.926957] [INFO ] [sig ] Generating forecast for: RAMP [2025-11-22T01:28:42.926989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'. [2025-11-22T01:28:42.941674] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RAMP'. [2025-11-22T01:28:42.942933] [DEBUG] [LOCAL ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt [2025-11-22T01:28:42.942991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:43.150941] [INFO ] [sig ] RAMP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:43.292895] [INFO ] [LOCAL ] Saved forecast: RAMP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RAMP.txt [2025-11-22T01:28:43.293061] [INFO ] [sig ] [1375/1897] Completed RAMP in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:43.293101] [INFO ] [sig ] [1376/1897] Forecasting RBA... [2025-11-22T01:28:43.293131] [INFO ] [sig ] Generating forecast for: RBA [2025-11-22T01:28:43.293163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'. [2025-11-22T01:28:43.304710] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RBA'. [2025-11-22T01:28:43.305872] [DEBUG] [LOCAL ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt [2025-11-22T01:28:43.305925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:43.488230] [INFO ] [sig ] RBA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:43.636278] [INFO ] [LOCAL ] Saved forecast: RBA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RBA.txt [2025-11-22T01:28:43.636446] [INFO ] [sig ] [1376/1897] Completed RBA in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:43.636488] [INFO ] [sig ] [1377/1897] Forecasting RBC... [2025-11-22T01:28:43.636518] [INFO ] [sig ] Generating forecast for: RBC [2025-11-22T01:28:43.636550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'. [2025-11-22T01:28:43.649006] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RBC'. [2025-11-22T01:28:43.650357] [DEBUG] [LOCAL ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt [2025-11-22T01:28:43.650414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:43.839476] [INFO ] [sig ] RBC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:43.991109] [INFO ] [LOCAL ] Saved forecast: RBC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RBC.txt [2025-11-22T01:28:43.991273] [INFO ] [sig ] [1377/1897] Completed RBC in 0.4s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:43.991316] [INFO ] [sig ] [1378/1897] Forecasting RBLX... [2025-11-22T01:28:43.991347] [INFO ] [sig ] Generating forecast for: RBLX [2025-11-22T01:28:43.991380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'. [2025-11-22T01:28:44.002681] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RBLX'. [2025-11-22T01:28:44.003903] [DEBUG] [LOCAL ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt [2025-11-22T01:28:44.003958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:44.190790] [INFO ] [sig ] RBLX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:44.330790] [INFO ] [LOCAL ] Saved forecast: RBLX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RBLX.txt [2025-11-22T01:28:44.330950] [INFO ] [sig ] [1378/1897] Completed RBLX in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 3.0m [2025-11-22T01:28:44.330993] [INFO ] [sig ] [1379/1897] Forecasting RBOT... [2025-11-22T01:28:44.331023] [INFO ] [sig ] Generating forecast for: RBOT [2025-11-22T01:28:44.331052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'. [2025-11-22T01:28:44.341879] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RBOT'. [2025-11-22T01:28:44.343059] [DEBUG] [LOCAL ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt [2025-11-22T01:28:44.343115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:44.511530] [INFO ] [sig ] RBOT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:44.648870] [INFO ] [LOCAL ] Saved forecast: RBOT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RBOT.txt [2025-11-22T01:28:44.648985] [INFO ] [sig ] [1379/1897] Completed RBOT in 0.3s | 2.93 sym/s | Total: 7.8m | ETA: 2.9m [2025-11-22T01:28:44.649024] [INFO ] [sig ] [1380/1897] Forecasting RC... [2025-11-22T01:28:44.649053] [INFO ] [sig ] Generating forecast for: RC [2025-11-22T01:28:44.649083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-11-22T01:28:44.659364] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RC'. [2025-11-22T01:28:44.660447] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-11-22T01:28:44.660499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:44.835091] [INFO ] [sig ] RC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:44.974720] [INFO ] [LOCAL ] Saved forecast: RC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RC.txt [2025-11-22T01:28:44.974840] [INFO ] [sig ] [1380/1897] Completed RC in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:44.974879] [INFO ] [sig ] [1381/1897] Forecasting RCI... [2025-11-22T01:28:44.974909] [INFO ] [sig ] Generating forecast for: RCI [2025-11-22T01:28:44.974939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'. [2025-11-22T01:28:44.985127] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RCI'. [2025-11-22T01:28:44.986192] [DEBUG] [LOCAL ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt [2025-11-22T01:28:44.986244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:45.165031] [INFO ] [sig ] RCI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:45.303806] [INFO ] [LOCAL ] Saved forecast: RCI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RCI.txt [2025-11-22T01:28:45.303927] [INFO ] [sig ] [1381/1897] Completed RCI in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:45.303966] [INFO ] [sig ] [1382/1897] Forecasting RCL... [2025-11-22T01:28:45.303995] [INFO ] [sig ] Generating forecast for: RCL [2025-11-22T01:28:45.304025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'. [2025-11-22T01:28:45.324413] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RCL'. [2025-11-22T01:28:45.325819] [DEBUG] [LOCAL ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt [2025-11-22T01:28:45.325875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:45.515723] [INFO ] [sig ] RCL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:45.655285] [INFO ] [LOCAL ] Saved forecast: RCL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RCL.txt [2025-11-22T01:28:45.655435] [INFO ] [sig ] [1382/1897] Completed RCL in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:45.655476] [INFO ] [sig ] [1383/1897] Forecasting RCS... [2025-11-22T01:28:45.655506] [INFO ] [sig ] Generating forecast for: RCS [2025-11-22T01:28:45.655535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-11-22T01:28:45.667928] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RCS'. [2025-11-22T01:28:45.669098] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-11-22T01:28:45.669162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:45.848020] [INFO ] [sig ] RCS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:45.986462] [INFO ] [LOCAL ] Saved forecast: RCS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RCS.txt [2025-11-22T01:28:45.986608] [INFO ] [sig ] [1383/1897] Completed RCS in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:45.986675] [INFO ] [sig ] [1384/1897] Forecasting RCUS... [2025-11-22T01:28:45.986709] [INFO ] [sig ] Generating forecast for: RCUS [2025-11-22T01:28:45.986740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'. [2025-11-22T01:28:45.998938] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RCUS'. [2025-11-22T01:28:46.000081] [DEBUG] [LOCAL ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt [2025-11-22T01:28:46.000153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:46.182125] [INFO ] [sig ] RCUS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:46.319438] [INFO ] [LOCAL ] Saved forecast: RCUS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RCUS.txt [2025-11-22T01:28:46.319563] [INFO ] [sig ] [1384/1897] Completed RCUS in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:46.319604] [INFO ] [sig ] [1385/1897] Forecasting RDN... [2025-11-22T01:28:46.319634] [INFO ] [sig ] Generating forecast for: RDN [2025-11-22T01:28:46.319684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'. [2025-11-22T01:28:46.331300] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RDN'. [2025-11-22T01:28:46.332506] [DEBUG] [LOCAL ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt [2025-11-22T01:28:46.332561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:46.523830] [INFO ] [sig ] RDN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:46.663333] [INFO ] [LOCAL ] Saved forecast: RDN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RDN.txt [2025-11-22T01:28:46.663510] [INFO ] [sig ] [1385/1897] Completed RDN in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:46.663551] [INFO ] [sig ] [1386/1897] Forecasting RDW... [2025-11-22T01:28:46.663585] [INFO ] [sig ] Generating forecast for: RDW [2025-11-22T01:28:46.663615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'. [2025-11-22T01:28:46.675226] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RDW'. [2025-11-22T01:28:46.676463] [DEBUG] [LOCAL ] No optimal features file found for RDW: ./output/feature-sets/RDW.txt [2025-11-22T01:28:46.676515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:46.847708] [INFO ] [sig ] RDW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:46.990205] [INFO ] [LOCAL ] Saved forecast: RDW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RDW.txt [2025-11-22T01:28:46.990431] [INFO ] [sig ] [1386/1897] Completed RDW in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:46.990500] [INFO ] [sig ] [1387/1897] Forecasting RDY... [2025-11-22T01:28:46.990532] [INFO ] [sig ] Generating forecast for: RDY [2025-11-22T01:28:46.990563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'. [2025-11-22T01:28:47.002100] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RDY'. [2025-11-22T01:28:47.003221] [DEBUG] [LOCAL ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt [2025-11-22T01:28:47.003274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:47.184336] [INFO ] [sig ] RDY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:47.322326] [INFO ] [LOCAL ] Saved forecast: RDY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RDY.txt [2025-11-22T01:28:47.322467] [INFO ] [sig ] [1387/1897] Completed RDY in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:47.322508] [INFO ] [sig ] [1388/1897] Forecasting RELX... [2025-11-22T01:28:47.322539] [INFO ] [sig ] Generating forecast for: RELX [2025-11-22T01:28:47.322569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'. [2025-11-22T01:28:47.334416] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RELX'. [2025-11-22T01:28:47.335565] [DEBUG] [LOCAL ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt [2025-11-22T01:28:47.335618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:47.520546] [INFO ] [sig ] RELX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:47.658757] [INFO ] [LOCAL ] Saved forecast: RELX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RELX.txt [2025-11-22T01:28:47.658907] [INFO ] [sig ] [1388/1897] Completed RELX in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:47.658948] [INFO ] [sig ] [1389/1897] Forecasting RERE... [2025-11-22T01:28:47.658979] [INFO ] [sig ] Generating forecast for: RERE [2025-11-22T01:28:47.659007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-11-22T01:28:47.673406] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RERE'. [2025-11-22T01:28:47.674585] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-11-22T01:28:47.674664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:47.857330] [INFO ] [sig ] RERE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:47.994498] [INFO ] [LOCAL ] Saved forecast: RERE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RERE.txt [2025-11-22T01:28:47.994630] [INFO ] [sig ] [1389/1897] Completed RERE in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:47.994690] [INFO ] [sig ] [1390/1897] Forecasting RES... [2025-11-22T01:28:47.994720] [INFO ] [sig ] Generating forecast for: RES [2025-11-22T01:28:47.994751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-11-22T01:28:48.008001] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RES'. [2025-11-22T01:28:48.009255] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-11-22T01:28:48.009308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:48.195403] [INFO ] [sig ] RES: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:48.336385] [INFO ] [LOCAL ] Saved forecast: RES 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RES.txt [2025-11-22T01:28:48.336568] [INFO ] [sig ] [1390/1897] Completed RES in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:48.336611] [INFO ] [sig ] [1391/1897] Forecasting REVG... [2025-11-22T01:28:48.336673] [INFO ] [sig ] Generating forecast for: REVG [2025-11-22T01:28:48.336709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'. [2025-11-22T01:28:48.351291] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'REVG'. [2025-11-22T01:28:48.352490] [DEBUG] [LOCAL ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt [2025-11-22T01:28:48.352542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:48.543815] [INFO ] [sig ] REVG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:48.685972] [INFO ] [LOCAL ] Saved forecast: REVG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/REVG.txt [2025-11-22T01:28:48.686136] [INFO ] [sig ] [1391/1897] Completed REVG in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:48.686185] [INFO ] [sig ] [1392/1897] Forecasting REX... [2025-11-22T01:28:48.686217] [INFO ] [sig ] Generating forecast for: REX [2025-11-22T01:28:48.686248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'. [2025-11-22T01:28:48.697415] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'REX'. [2025-11-22T01:28:48.698530] [DEBUG] [LOCAL ] No optimal features file found for REX: ./output/feature-sets/REX.txt [2025-11-22T01:28:48.698583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:48.879735] [INFO ] [sig ] REX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:49.018094] [INFO ] [LOCAL ] Saved forecast: REX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/REX.txt [2025-11-22T01:28:49.018231] [INFO ] [sig ] [1392/1897] Completed REX in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:49.018270] [INFO ] [sig ] [1393/1897] Forecasting REXR... [2025-11-22T01:28:49.018299] [INFO ] [sig ] Generating forecast for: REXR [2025-11-22T01:28:49.018329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'. [2025-11-22T01:28:49.029382] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'REXR'. [2025-11-22T01:28:49.030500] [DEBUG] [LOCAL ] No optimal features file found for REXR: ./output/feature-sets/REXR.txt [2025-11-22T01:28:49.030553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:49.215785] [INFO ] [sig ] REXR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:49.357850] [INFO ] [LOCAL ] Saved forecast: REXR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/REXR.txt [2025-11-22T01:28:49.358015] [INFO ] [sig ] [1393/1897] Completed REXR in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:49.358057] [INFO ] [sig ] [1394/1897] Forecasting REZI... [2025-11-22T01:28:49.358087] [INFO ] [sig ] Generating forecast for: REZI [2025-11-22T01:28:49.358118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'. [2025-11-22T01:28:49.369489] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'REZI'. [2025-11-22T01:28:49.370698] [DEBUG] [LOCAL ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt [2025-11-22T01:28:49.370754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:49.570321] [INFO ] [sig ] REZI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:49.714572] [INFO ] [LOCAL ] Saved forecast: REZI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/REZI.txt [2025-11-22T01:28:49.714733] [INFO ] [sig ] [1394/1897] Completed REZI in 0.4s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:49.714777] [INFO ] [sig ] [1395/1897] Forecasting RF... [2025-11-22T01:28:49.714809] [INFO ] [sig ] Generating forecast for: RF [2025-11-22T01:28:49.714839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'. [2025-11-22T01:28:49.728577] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RF'. [2025-11-22T01:28:49.730041] [DEBUG] [LOCAL ] No optimal features file found for RF: ./output/feature-sets/RF.txt [2025-11-22T01:28:49.730095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:49.911754] [INFO ] [sig ] RF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:50.056020] [INFO ] [LOCAL ] Saved forecast: RF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RF.txt [2025-11-22T01:28:50.056170] [INFO ] [sig ] [1395/1897] Completed RF in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.9m [2025-11-22T01:28:50.056214] [INFO ] [sig ] [1396/1897] Forecasting RFI... [2025-11-22T01:28:50.056245] [INFO ] [sig ] Generating forecast for: RFI [2025-11-22T01:28:50.056285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-11-22T01:28:50.068939] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RFI'. [2025-11-22T01:28:50.070071] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-11-22T01:28:50.070137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:50.239145] [INFO ] [sig ] RFI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:50.381767] [INFO ] [LOCAL ] Saved forecast: RFI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RFI.txt [2025-11-22T01:28:50.381906] [INFO ] [sig ] [1396/1897] Completed RFI in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.8m [2025-11-22T01:28:50.381948] [INFO ] [sig ] [1397/1897] Forecasting RFL... [2025-11-22T01:28:50.381982] [INFO ] [sig ] Generating forecast for: RFL [2025-11-22T01:28:50.382014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-11-22T01:28:50.393697] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RFL'. [2025-11-22T01:28:50.394888] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-11-22T01:28:50.394941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:50.573451] [INFO ] [sig ] RFL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:50.711834] [INFO ] [LOCAL ] Saved forecast: RFL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RFL.txt [2025-11-22T01:28:50.711973] [INFO ] [sig ] [1397/1897] Completed RFL in 0.3s | 2.93 sym/s | Total: 7.9m | ETA: 2.8m [2025-11-22T01:28:50.712014] [INFO ] [sig ] [1398/1897] Forecasting RFM... [2025-11-22T01:28:50.712056] [INFO ] [sig ] Generating forecast for: RFM [2025-11-22T01:28:50.712095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-11-22T01:28:50.723332] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RFM'. [2025-11-22T01:28:50.724406] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-11-22T01:28:50.724459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:50.896064] [INFO ] [sig ] RFM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:51.033730] [INFO ] [LOCAL ] Saved forecast: RFM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RFM.txt [2025-11-22T01:28:51.033872] [INFO ] [sig ] [1398/1897] Completed RFM in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:51.033911] [INFO ] [sig ] [1399/1897] Forecasting RFMZ... [2025-11-22T01:28:51.033941] [INFO ] [sig ] Generating forecast for: RFMZ [2025-11-22T01:28:51.033973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-11-22T01:28:51.044968] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RFMZ'. [2025-11-22T01:28:51.046077] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-11-22T01:28:51.046129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:51.214368] [INFO ] [sig ] RFMZ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:51.351569] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RFMZ.txt [2025-11-22T01:28:51.351724] [INFO ] [sig ] [1399/1897] Completed RFMZ in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:51.351776] [INFO ] [sig ] [1400/1897] Forecasting RGA... [2025-11-22T01:28:51.351809] [INFO ] [sig ] Generating forecast for: RGA [2025-11-22T01:28:51.351839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'. [2025-11-22T01:28:51.363879] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RGA'. [2025-11-22T01:28:51.364963] [DEBUG] [LOCAL ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt [2025-11-22T01:28:51.365015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:51.536517] [INFO ] [sig ] RGA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:51.677712] [INFO ] [LOCAL ] Saved forecast: RGA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RGA.txt [2025-11-22T01:28:51.677844] [INFO ] [sig ] [1400/1897] Completed RGA in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:51.677882] [INFO ] [sig ] [1401/1897] Forecasting RGR... [2025-11-22T01:28:51.677913] [INFO ] [sig ] Generating forecast for: RGR [2025-11-22T01:28:51.677943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'. [2025-11-22T01:28:51.688270] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RGR'. [2025-11-22T01:28:51.689445] [DEBUG] [LOCAL ] No optimal features file found for RGR: ./output/feature-sets/RGR.txt [2025-11-22T01:28:51.689500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:51.869715] [INFO ] [sig ] RGR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:52.014854] [INFO ] [LOCAL ] Saved forecast: RGR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RGR.txt [2025-11-22T01:28:52.014995] [INFO ] [sig ] [1401/1897] Completed RGR in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:52.015035] [INFO ] [sig ] [1402/1897] Forecasting RGT... [2025-11-22T01:28:52.015065] [INFO ] [sig ] Generating forecast for: RGT [2025-11-22T01:28:52.015095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'. [2025-11-22T01:28:52.024974] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RGT'. [2025-11-22T01:28:52.026124] [DEBUG] [LOCAL ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt [2025-11-22T01:28:52.026179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:52.207068] [INFO ] [sig ] RGT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:52.347011] [INFO ] [LOCAL ] Saved forecast: RGT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RGT.txt [2025-11-22T01:28:52.347163] [INFO ] [sig ] [1402/1897] Completed RGT in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:52.347203] [INFO ] [sig ] [1403/1897] Forecasting RH... [2025-11-22T01:28:52.347233] [INFO ] [sig ] Generating forecast for: RH [2025-11-22T01:28:52.347264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'. [2025-11-22T01:28:52.357102] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RH'. [2025-11-22T01:28:52.358196] [DEBUG] [LOCAL ] No optimal features file found for RH: ./output/feature-sets/RH.txt [2025-11-22T01:28:52.358248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:52.530678] [INFO ] [sig ] RH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:52.667790] [INFO ] [LOCAL ] Saved forecast: RH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RH.txt [2025-11-22T01:28:52.667939] [INFO ] [sig ] [1403/1897] Completed RH in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:52.668008] [INFO ] [sig ] [1404/1897] Forecasting RHI... [2025-11-22T01:28:52.668040] [INFO ] [sig ] Generating forecast for: RHI [2025-11-22T01:28:52.668070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'. [2025-11-22T01:28:52.678838] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RHI'. [2025-11-22T01:28:52.679977] [DEBUG] [LOCAL ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt [2025-11-22T01:28:52.680030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:52.853808] [INFO ] [sig ] RHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:52.990854] [INFO ] [LOCAL ] Saved forecast: RHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RHI.txt [2025-11-22T01:28:52.990975] [INFO ] [sig ] [1404/1897] Completed RHI in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:52.991014] [INFO ] [sig ] [1405/1897] Forecasting RHP... [2025-11-22T01:28:52.991044] [INFO ] [sig ] Generating forecast for: RHP [2025-11-22T01:28:52.991074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'. [2025-11-22T01:28:53.001213] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RHP'. [2025-11-22T01:28:53.002266] [DEBUG] [LOCAL ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt [2025-11-22T01:28:53.002318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:53.174227] [INFO ] [sig ] RHP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:53.312229] [INFO ] [LOCAL ] Saved forecast: RHP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RHP.txt [2025-11-22T01:28:53.312350] [INFO ] [sig ] [1405/1897] Completed RHP in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:53.312390] [INFO ] [sig ] [1406/1897] Forecasting RIG... [2025-11-22T01:28:53.312419] [INFO ] [sig ] Generating forecast for: RIG [2025-11-22T01:28:53.312449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-11-22T01:28:53.322185] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RIG'. [2025-11-22T01:28:53.323224] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-11-22T01:28:53.323276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:53.494151] [INFO ] [sig ] RIG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:53.632161] [INFO ] [LOCAL ] Saved forecast: RIG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RIG.txt [2025-11-22T01:28:53.632282] [INFO ] [sig ] [1406/1897] Completed RIG in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:53.632322] [INFO ] [sig ] [1407/1897] Forecasting RIO... [2025-11-22T01:28:53.632351] [INFO ] [sig ] Generating forecast for: RIO [2025-11-22T01:28:53.632381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'. [2025-11-22T01:28:53.643149] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RIO'. [2025-11-22T01:28:53.644307] [DEBUG] [LOCAL ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt [2025-11-22T01:28:53.644360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:53.817387] [INFO ] [sig ] RIO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:53.956987] [INFO ] [LOCAL ] Saved forecast: RIO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RIO.txt [2025-11-22T01:28:53.957153] [INFO ] [sig ] [1407/1897] Completed RIO in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:53.957195] [INFO ] [sig ] [1408/1897] Forecasting RITM... [2025-11-22T01:28:53.957225] [INFO ] [sig ] Generating forecast for: RITM [2025-11-22T01:28:53.957256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'. [2025-11-22T01:28:53.967750] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RITM'. [2025-11-22T01:28:53.968854] [DEBUG] [LOCAL ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt [2025-11-22T01:28:53.968906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:54.137491] [INFO ] [sig ] RITM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:54.280611] [INFO ] [LOCAL ] Saved forecast: RITM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RITM.txt [2025-11-22T01:28:54.280769] [INFO ] [sig ] [1408/1897] Completed RITM in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:54.280809] [INFO ] [sig ] [1409/1897] Forecasting RIV... [2025-11-22T01:28:54.280845] [INFO ] [sig ] Generating forecast for: RIV [2025-11-22T01:28:54.280876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'. [2025-11-22T01:28:54.290985] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RIV'. [2025-11-22T01:28:54.292067] [DEBUG] [LOCAL ] No optimal features file found for RIV: ./output/feature-sets/RIV.txt [2025-11-22T01:28:54.292119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:54.460768] [INFO ] [sig ] RIV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:54.600107] [INFO ] [LOCAL ] Saved forecast: RIV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RIV.txt [2025-11-22T01:28:54.600242] [INFO ] [sig ] [1409/1897] Completed RIV in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:54.600282] [INFO ] [sig ] [1410/1897] Forecasting RJF... [2025-11-22T01:28:54.600312] [INFO ] [sig ] Generating forecast for: RJF [2025-11-22T01:28:54.600346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'. [2025-11-22T01:28:54.611257] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RJF'. [2025-11-22T01:28:54.612376] [DEBUG] [LOCAL ] No optimal features file found for RJF: ./output/feature-sets/RJF.txt [2025-11-22T01:28:54.612429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:54.788331] [INFO ] [sig ] RJF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:54.926867] [INFO ] [LOCAL ] Saved forecast: RJF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RJF.txt [2025-11-22T01:28:54.926985] [INFO ] [sig ] [1410/1897] Completed RJF in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:54.927024] [INFO ] [sig ] [1411/1897] Forecasting RKT... [2025-11-22T01:28:54.927069] [INFO ] [sig ] Generating forecast for: RKT [2025-11-22T01:28:54.927105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'. [2025-11-22T01:28:54.937415] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RKT'. [2025-11-22T01:28:54.938566] [DEBUG] [LOCAL ] No optimal features file found for RKT: ./output/feature-sets/RKT.txt [2025-11-22T01:28:54.938621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:55.116393] [INFO ] [sig ] RKT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:55.257203] [INFO ] [LOCAL ] Saved forecast: RKT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RKT.txt [2025-11-22T01:28:55.257334] [INFO ] [sig ] [1411/1897] Completed RKT in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:55.257373] [INFO ] [sig ] [1412/1897] Forecasting RL... [2025-11-22T01:28:55.257403] [INFO ] [sig ] Generating forecast for: RL [2025-11-22T01:28:55.257433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'. [2025-11-22T01:28:55.268524] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RL'. [2025-11-22T01:28:55.269723] [DEBUG] [LOCAL ] No optimal features file found for RL: ./output/feature-sets/RL.txt [2025-11-22T01:28:55.269776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:55.466279] [INFO ] [sig ] RL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:55.605182] [INFO ] [LOCAL ] Saved forecast: RL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RL.txt [2025-11-22T01:28:55.605319] [INFO ] [sig ] [1412/1897] Completed RL in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:55.605360] [INFO ] [sig ] [1413/1897] Forecasting RLI... [2025-11-22T01:28:55.605389] [INFO ] [sig ] Generating forecast for: RLI [2025-11-22T01:28:55.605420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'. [2025-11-22T01:28:55.615862] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RLI'. [2025-11-22T01:28:55.616946] [DEBUG] [LOCAL ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt [2025-11-22T01:28:55.616998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:55.793900] [INFO ] [sig ] RLI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:55.933814] [INFO ] [LOCAL ] Saved forecast: RLI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RLI.txt [2025-11-22T01:28:55.933948] [INFO ] [sig ] [1413/1897] Completed RLI in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.8m [2025-11-22T01:28:55.933987] [INFO ] [sig ] [1414/1897] Forecasting RLJ... [2025-11-22T01:28:55.934017] [INFO ] [sig ] Generating forecast for: RLJ [2025-11-22T01:28:55.934047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-11-22T01:28:55.943761] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RLJ'. [2025-11-22T01:28:55.944812] [DEBUG] [LOCAL ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt [2025-11-22T01:28:55.944865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:56.118146] [INFO ] [sig ] RLJ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:56.258123] [INFO ] [LOCAL ] Saved forecast: RLJ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RLJ.txt [2025-11-22T01:28:56.258254] [INFO ] [sig ] [1414/1897] Completed RLJ in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.7m [2025-11-22T01:28:56.258293] [INFO ] [sig ] [1415/1897] Forecasting RLTY... [2025-11-22T01:28:56.258323] [INFO ] [sig ] Generating forecast for: RLTY [2025-11-22T01:28:56.258355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-11-22T01:28:56.268486] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RLTY'. [2025-11-22T01:28:56.269542] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-11-22T01:28:56.269612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:56.446078] [INFO ] [sig ] RLTY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:56.585946] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RLTY.txt [2025-11-22T01:28:56.586070] [INFO ] [sig ] [1415/1897] Completed RLTY in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.7m [2025-11-22T01:28:56.586109] [INFO ] [sig ] [1416/1897] Forecasting RLX... [2025-11-22T01:28:56.586138] [INFO ] [sig ] Generating forecast for: RLX [2025-11-22T01:28:56.586168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-11-22T01:28:56.597300] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RLX'. [2025-11-22T01:28:56.598489] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-11-22T01:28:56.598541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:56.767030] [INFO ] [sig ] RLX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:56.909125] [INFO ] [LOCAL ] Saved forecast: RLX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RLX.txt [2025-11-22T01:28:56.909262] [INFO ] [sig ] [1416/1897] Completed RLX in 0.3s | 2.93 sym/s | Total: 8.0m | ETA: 2.7m [2025-11-22T01:28:56.909303] [INFO ] [sig ] [1417/1897] Forecasting RM... [2025-11-22T01:28:56.909332] [INFO ] [sig ] Generating forecast for: RM [2025-11-22T01:28:56.909372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-11-22T01:28:56.919768] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RM'. [2025-11-22T01:28:56.920927] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-11-22T01:28:56.920982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:57.093769] [INFO ] [sig ] RM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:57.234992] [INFO ] [LOCAL ] Saved forecast: RM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RM.txt [2025-11-22T01:28:57.235121] [INFO ] [sig ] [1417/1897] Completed RM in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:57.235160] [INFO ] [sig ] [1418/1897] Forecasting RMAX... [2025-11-22T01:28:57.235190] [INFO ] [sig ] Generating forecast for: RMAX [2025-11-22T01:28:57.235222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'. [2025-11-22T01:28:57.247341] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RMAX'. [2025-11-22T01:28:57.248504] [DEBUG] [LOCAL ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt [2025-11-22T01:28:57.248558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:57.418326] [INFO ] [sig ] RMAX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:57.559673] [INFO ] [LOCAL ] Saved forecast: RMAX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RMAX.txt [2025-11-22T01:28:57.559806] [INFO ] [sig ] [1418/1897] Completed RMAX in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:57.559846] [INFO ] [sig ] [1419/1897] Forecasting RMD... [2025-11-22T01:28:57.559877] [INFO ] [sig ] Generating forecast for: RMD [2025-11-22T01:28:57.559908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'. [2025-11-22T01:28:57.569992] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RMD'. [2025-11-22T01:28:57.571049] [DEBUG] [LOCAL ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt [2025-11-22T01:28:57.571101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:57.746381] [INFO ] [sig ] RMD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:57.889627] [INFO ] [LOCAL ] Saved forecast: RMD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RMD.txt [2025-11-22T01:28:57.889764] [INFO ] [sig ] [1419/1897] Completed RMD in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:57.889803] [INFO ] [sig ] [1420/1897] Forecasting RMI... [2025-11-22T01:28:57.889831] [INFO ] [sig ] Generating forecast for: RMI [2025-11-22T01:28:57.889860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'. [2025-11-22T01:28:57.899874] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RMI'. [2025-11-22T01:28:57.900902] [DEBUG] [LOCAL ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt [2025-11-22T01:28:57.900954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:58.068079] [INFO ] [sig ] RMI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:58.209125] [INFO ] [LOCAL ] Saved forecast: RMI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RMI.txt [2025-11-22T01:28:58.209252] [INFO ] [sig ] [1420/1897] Completed RMI in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:58.209292] [INFO ] [sig ] [1421/1897] Forecasting RMM... [2025-11-22T01:28:58.209350] [INFO ] [sig ] Generating forecast for: RMM [2025-11-22T01:28:58.209382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'. [2025-11-22T01:28:58.219020] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RMM'. [2025-11-22T01:28:58.220073] [DEBUG] [LOCAL ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt [2025-11-22T01:28:58.220126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:58.389509] [INFO ] [sig ] RMM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:58.529145] [INFO ] [LOCAL ] Saved forecast: RMM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RMM.txt [2025-11-22T01:28:58.529270] [INFO ] [sig ] [1421/1897] Completed RMM in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:58.529310] [INFO ] [sig ] [1422/1897] Forecasting RMMZ... [2025-11-22T01:28:58.529343] [INFO ] [sig ] Generating forecast for: RMMZ [2025-11-22T01:28:58.529380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-11-22T01:28:58.540268] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RMMZ'. [2025-11-22T01:28:58.541515] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-11-22T01:28:58.541570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:58.709112] [INFO ] [sig ] RMMZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:58.854075] [INFO ] [LOCAL ] Saved forecast: RMMZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RMMZ.txt [2025-11-22T01:28:58.854209] [INFO ] [sig ] [1422/1897] Completed RMMZ in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:58.854249] [INFO ] [sig ] [1423/1897] Forecasting RMT... [2025-11-22T01:28:58.854280] [INFO ] [sig ] Generating forecast for: RMT [2025-11-22T01:28:58.854310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'. [2025-11-22T01:28:58.865626] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RMT'. [2025-11-22T01:28:58.866888] [DEBUG] [LOCAL ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt [2025-11-22T01:28:58.866943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:59.038418] [INFO ] [sig ] RMT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:28:59.181635] [INFO ] [LOCAL ] Saved forecast: RMT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RMT.txt [2025-11-22T01:28:59.181835] [INFO ] [sig ] [1423/1897] Completed RMT in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:59.181877] [INFO ] [sig ] [1424/1897] Forecasting RNG... [2025-11-22T01:28:59.181907] [INFO ] [sig ] Generating forecast for: RNG [2025-11-22T01:28:59.181940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'. [2025-11-22T01:28:59.192721] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RNG'. [2025-11-22T01:28:59.193830] [DEBUG] [LOCAL ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt [2025-11-22T01:28:59.193884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:59.416859] [INFO ] [sig ] RNG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:59.556057] [INFO ] [LOCAL ] Saved forecast: RNG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RNG.txt [2025-11-22T01:28:59.556230] [INFO ] [sig ] [1424/1897] Completed RNG in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:59.556281] [INFO ] [sig ] [1425/1897] Forecasting RNGR... [2025-11-22T01:28:59.556319] [INFO ] [sig ] Generating forecast for: RNGR [2025-11-22T01:28:59.556351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'. [2025-11-22T01:28:59.567220] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RNGR'. [2025-11-22T01:28:59.568337] [DEBUG] [LOCAL ] No optimal features file found for RNGR: ./output/feature-sets/RNGR.txt [2025-11-22T01:28:59.568392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:28:59.746453] [INFO ] [sig ] RNGR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:28:59.887225] [INFO ] [LOCAL ] Saved forecast: RNGR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RNGR.txt [2025-11-22T01:28:59.887390] [INFO ] [sig ] [1425/1897] Completed RNGR in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:28:59.887434] [INFO ] [sig ] [1426/1897] Forecasting RNP... [2025-11-22T01:28:59.887477] [INFO ] [sig ] Generating forecast for: RNP [2025-11-22T01:28:59.887509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-11-22T01:28:59.898614] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RNP'. [2025-11-22T01:28:59.899767] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-11-22T01:28:59.899821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:00.075480] [INFO ] [sig ] RNP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:00.215258] [INFO ] [LOCAL ] Saved forecast: RNP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RNP.txt [2025-11-22T01:29:00.215414] [INFO ] [sig ] [1426/1897] Completed RNP in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:29:00.215459] [INFO ] [sig ] [1427/1897] Forecasting RNR... [2025-11-22T01:29:00.215488] [INFO ] [sig ] Generating forecast for: RNR [2025-11-22T01:29:00.215537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'. [2025-11-22T01:29:00.226287] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RNR'. [2025-11-22T01:29:00.227408] [DEBUG] [LOCAL ] No optimal features file found for RNR: ./output/feature-sets/RNR.txt [2025-11-22T01:29:00.227461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:00.399674] [INFO ] [sig ] RNR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:00.537695] [INFO ] [LOCAL ] Saved forecast: RNR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RNR.txt [2025-11-22T01:29:00.537830] [INFO ] [sig ] [1427/1897] Completed RNR in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:29:00.537870] [INFO ] [sig ] [1428/1897] Forecasting RNST... [2025-11-22T01:29:00.537901] [INFO ] [sig ] Generating forecast for: RNST [2025-11-22T01:29:00.537932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'. [2025-11-22T01:29:00.548136] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RNST'. [2025-11-22T01:29:00.549249] [DEBUG] [LOCAL ] No optimal features file found for RNST: ./output/feature-sets/RNST.txt [2025-11-22T01:29:00.549303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:01.208088] [INFO ] [sig ] RNST: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:01.346306] [INFO ] [LOCAL ] Saved forecast: RNST 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RNST.txt [2025-11-22T01:29:01.346425] [INFO ] [sig ] [1428/1897] Completed RNST in 0.8s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:29:01.346464] [INFO ] [sig ] [1429/1897] Forecasting ROG... [2025-11-22T01:29:01.346493] [INFO ] [sig ] Generating forecast for: ROG [2025-11-22T01:29:01.346523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'. [2025-11-22T01:29:01.356574] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ROG'. [2025-11-22T01:29:01.357665] [DEBUG] [LOCAL ] No optimal features file found for ROG: ./output/feature-sets/ROG.txt [2025-11-22T01:29:01.357719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:01.645676] [INFO ] [sig ] ROG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:01.790541] [INFO ] [LOCAL ] Saved forecast: ROG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ROG.txt [2025-11-22T01:29:01.790739] [INFO ] [sig ] [1429/1897] Completed ROG in 0.4s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:29:01.790784] [INFO ] [sig ] [1430/1897] Forecasting RPM... [2025-11-22T01:29:01.790814] [INFO ] [sig ] Generating forecast for: RPM [2025-11-22T01:29:01.790845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'. [2025-11-22T01:29:01.801865] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RPM'. [2025-11-22T01:29:01.803281] [DEBUG] [LOCAL ] No optimal features file found for RPM: ./output/feature-sets/RPM.txt [2025-11-22T01:29:01.803334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:01.995952] [INFO ] [sig ] RPM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:02.134188] [INFO ] [LOCAL ] Saved forecast: RPM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RPM.txt [2025-11-22T01:29:02.134323] [INFO ] [sig ] [1430/1897] Completed RPM in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:29:02.134362] [INFO ] [sig ] [1431/1897] Forecasting RQI... [2025-11-22T01:29:02.134402] [INFO ] [sig ] Generating forecast for: RQI [2025-11-22T01:29:02.134434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'. [2025-11-22T01:29:02.144798] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RQI'. [2025-11-22T01:29:02.145916] [DEBUG] [LOCAL ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt [2025-11-22T01:29:02.145970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:02.331215] [INFO ] [sig ] RQI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:02.471826] [INFO ] [LOCAL ] Saved forecast: RQI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RQI.txt [2025-11-22T01:29:02.471998] [INFO ] [sig ] [1431/1897] Completed RQI in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.7m [2025-11-22T01:29:02.472039] [INFO ] [sig ] [1432/1897] Forecasting RRC... [2025-11-22T01:29:02.472070] [INFO ] [sig ] Generating forecast for: RRC [2025-11-22T01:29:02.472101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'. [2025-11-22T01:29:02.482504] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RRC'. [2025-11-22T01:29:02.483821] [DEBUG] [LOCAL ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt [2025-11-22T01:29:02.483875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:02.669917] [INFO ] [sig ] RRC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:02.813857] [INFO ] [LOCAL ] Saved forecast: RRC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RRC.txt [2025-11-22T01:29:02.814022] [INFO ] [sig ] [1432/1897] Completed RRC in 0.3s | 2.93 sym/s | Total: 8.1m | ETA: 2.6m [2025-11-22T01:29:02.814065] [INFO ] [sig ] [1433/1897] Forecasting RRX... [2025-11-22T01:29:02.814096] [INFO ] [sig ] Generating forecast for: RRX [2025-11-22T01:29:02.814128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'. [2025-11-22T01:29:02.825687] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RRX'. [2025-11-22T01:29:02.826934] [DEBUG] [LOCAL ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt [2025-11-22T01:29:02.826988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:03.025812] [INFO ] [sig ] RRX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:03.165693] [INFO ] [LOCAL ] Saved forecast: RRX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RRX.txt [2025-11-22T01:29:03.165831] [INFO ] [sig ] [1433/1897] Completed RRX in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:03.165871] [INFO ] [sig ] [1434/1897] Forecasting RS... [2025-11-22T01:29:03.165901] [INFO ] [sig ] Generating forecast for: RS [2025-11-22T01:29:03.165932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'. [2025-11-22T01:29:03.176460] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RS'. [2025-11-22T01:29:03.177662] [DEBUG] [LOCAL ] No optimal features file found for RS: ./output/feature-sets/RS.txt [2025-11-22T01:29:03.177719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:03.358853] [INFO ] [sig ] RS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:03.508998] [INFO ] [LOCAL ] Saved forecast: RS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RS.txt [2025-11-22T01:29:03.509170] [INFO ] [sig ] [1434/1897] Completed RS in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:03.509221] [INFO ] [sig ] [1435/1897] Forecasting RSF... [2025-11-22T01:29:03.509255] [INFO ] [sig ] Generating forecast for: RSF [2025-11-22T01:29:03.509298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'. [2025-11-22T01:29:03.521175] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RSF'. [2025-11-22T01:29:03.522599] [DEBUG] [LOCAL ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt [2025-11-22T01:29:03.522677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:03.733294] [INFO ] [sig ] RSF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:03.935298] [INFO ] [LOCAL ] Saved forecast: RSF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RSF.txt [2025-11-22T01:29:03.935531] [INFO ] [sig ] [1435/1897] Completed RSF in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:03.935599] [INFO ] [sig ] [1436/1897] Forecasting RSG... [2025-11-22T01:29:03.935674] [INFO ] [sig ] Generating forecast for: RSG [2025-11-22T01:29:03.935718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'. [2025-11-22T01:29:03.951088] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RSG'. [2025-11-22T01:29:03.952846] [DEBUG] [LOCAL ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt [2025-11-22T01:29:03.952919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:04.195694] [INFO ] [sig ] RSG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:04.356010] [INFO ] [LOCAL ] Saved forecast: RSG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RSG.txt [2025-11-22T01:29:04.356182] [INFO ] [sig ] [1436/1897] Completed RSG in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:04.356224] [INFO ] [sig ] [1437/1897] Forecasting RSI... [2025-11-22T01:29:04.356255] [INFO ] [sig ] Generating forecast for: RSI [2025-11-22T01:29:04.356285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'. [2025-11-22T01:29:04.371456] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RSI'. [2025-11-22T01:29:04.373067] [DEBUG] [LOCAL ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt [2025-11-22T01:29:04.373140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:04.549150] [INFO ] [sig ] RSI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:04.696942] [INFO ] [LOCAL ] Saved forecast: RSI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RSI.txt [2025-11-22T01:29:04.697132] [INFO ] [sig ] [1437/1897] Completed RSI in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:04.697207] [INFO ] [sig ] [1438/1897] Forecasting RSKD... [2025-11-22T01:29:04.697240] [INFO ] [sig ] Generating forecast for: RSKD [2025-11-22T01:29:04.697279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-11-22T01:29:04.708294] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RSKD'. [2025-11-22T01:29:04.709491] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-11-22T01:29:04.709547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:04.877585] [INFO ] [sig ] RSKD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:05.024558] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RSKD.txt [2025-11-22T01:29:05.024768] [INFO ] [sig ] [1438/1897] Completed RSKD in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:05.024813] [INFO ] [sig ] [1439/1897] Forecasting RTO... [2025-11-22T01:29:05.024843] [INFO ] [sig ] Generating forecast for: RTO [2025-11-22T01:29:05.024875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'. [2025-11-22T01:29:05.035820] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RTO'. [2025-11-22T01:29:05.037021] [DEBUG] [LOCAL ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt [2025-11-22T01:29:05.037103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:05.212326] [INFO ] [sig ] RTO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:05.357722] [INFO ] [LOCAL ] Saved forecast: RTO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RTO.txt [2025-11-22T01:29:05.357867] [INFO ] [sig ] [1439/1897] Completed RTO in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:05.357910] [INFO ] [sig ] [1440/1897] Forecasting RVLV... [2025-11-22T01:29:05.357939] [INFO ] [sig ] Generating forecast for: RVLV [2025-11-22T01:29:05.357980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'. [2025-11-22T01:29:05.368735] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RVLV'. [2025-11-22T01:29:05.369886] [DEBUG] [LOCAL ] No optimal features file found for RVLV: ./output/feature-sets/RVLV.txt [2025-11-22T01:29:05.369940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:05.542463] [INFO ] [sig ] RVLV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:05.689408] [INFO ] [LOCAL ] Saved forecast: RVLV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RVLV.txt [2025-11-22T01:29:05.689554] [INFO ] [sig ] [1440/1897] Completed RVLV in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:05.689597] [INFO ] [sig ] [1441/1897] Forecasting RVT... [2025-11-22T01:29:05.689627] [INFO ] [sig ] Generating forecast for: RVT [2025-11-22T01:29:05.689680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'. [2025-11-22T01:29:05.700836] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RVT'. [2025-11-22T01:29:05.701951] [DEBUG] [LOCAL ] No optimal features file found for RVT: ./output/feature-sets/RVT.txt [2025-11-22T01:29:05.702005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:05.862444] [INFO ] [sig ] RVT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:06.001738] [INFO ] [LOCAL ] Saved forecast: RVT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RVT.txt [2025-11-22T01:29:06.001851] [INFO ] [sig ] [1441/1897] Completed RVT in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:06.001889] [INFO ] [sig ] [1442/1897] Forecasting RVTY... [2025-11-22T01:29:06.001918] [INFO ] [sig ] Generating forecast for: RVTY [2025-11-22T01:29:06.001947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'. [2025-11-22T01:29:06.014333] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RVTY'. [2025-11-22T01:29:06.015629] [DEBUG] [LOCAL ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt [2025-11-22T01:29:06.015722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:06.208512] [INFO ] [sig ] RVTY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:06.354273] [INFO ] [LOCAL ] Saved forecast: RVTY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RVTY.txt [2025-11-22T01:29:06.354432] [INFO ] [sig ] [1442/1897] Completed RVTY in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:06.354487] [INFO ] [sig ] [1443/1897] Forecasting RWT... [2025-11-22T01:29:06.354519] [INFO ] [sig ] Generating forecast for: RWT [2025-11-22T01:29:06.354552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'. [2025-11-22T01:29:06.366050] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RWT'. [2025-11-22T01:29:06.367384] [DEBUG] [LOCAL ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt [2025-11-22T01:29:06.367441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:06.558869] [INFO ] [sig ] RWT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:06.702162] [INFO ] [LOCAL ] Saved forecast: RWT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RWT.txt [2025-11-22T01:29:06.702321] [INFO ] [sig ] [1443/1897] Completed RWT in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:06.702363] [INFO ] [sig ] [1444/1897] Forecasting RXO... [2025-11-22T01:29:06.702393] [INFO ] [sig ] Generating forecast for: RXO [2025-11-22T01:29:06.702424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-11-22T01:29:06.714164] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RXO'. [2025-11-22T01:29:06.715380] [DEBUG] [LOCAL ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt [2025-11-22T01:29:06.715434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:06.903129] [INFO ] [sig ] RXO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:07.050445] [INFO ] [LOCAL ] Saved forecast: RXO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RXO.txt [2025-11-22T01:29:07.050597] [INFO ] [sig ] [1444/1897] Completed RXO in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:07.050661] [INFO ] [sig ] [1445/1897] Forecasting RY... [2025-11-22T01:29:07.050713] [INFO ] [sig ] Generating forecast for: RY [2025-11-22T01:29:07.050763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'. [2025-11-22T01:29:07.062692] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RY'. [2025-11-22T01:29:07.063831] [DEBUG] [LOCAL ] No optimal features file found for RY: ./output/feature-sets/RY.txt [2025-11-22T01:29:07.063885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:07.265474] [INFO ] [sig ] RY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:07.411846] [INFO ] [LOCAL ] Saved forecast: RY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RY.txt [2025-11-22T01:29:07.412000] [INFO ] [sig ] [1445/1897] Completed RY in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:07.412040] [INFO ] [sig ] [1446/1897] Forecasting RYAM... [2025-11-22T01:29:07.412070] [INFO ] [sig ] Generating forecast for: RYAM [2025-11-22T01:29:07.412100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'. [2025-11-22T01:29:07.422536] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RYAM'. [2025-11-22T01:29:07.423731] [DEBUG] [LOCAL ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt [2025-11-22T01:29:07.423799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:07.606447] [INFO ] [sig ] RYAM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:07.754177] [INFO ] [LOCAL ] Saved forecast: RYAM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RYAM.txt [2025-11-22T01:29:07.754338] [INFO ] [sig ] [1446/1897] Completed RYAM in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:07.754380] [INFO ] [sig ] [1447/1897] Forecasting RYAN... [2025-11-22T01:29:07.754414] [INFO ] [sig ] Generating forecast for: RYAN [2025-11-22T01:29:07.754458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'. [2025-11-22T01:29:07.765491] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RYAN'. [2025-11-22T01:29:07.766670] [DEBUG] [LOCAL ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt [2025-11-22T01:29:07.766729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:07.944214] [INFO ] [sig ] RYAN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:08.090634] [INFO ] [LOCAL ] Saved forecast: RYAN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RYAN.txt [2025-11-22T01:29:08.090806] [INFO ] [sig ] [1447/1897] Completed RYAN in 0.3s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:08.090848] [INFO ] [sig ] [1448/1897] Forecasting RYI... [2025-11-22T01:29:08.090880] [INFO ] [sig ] Generating forecast for: RYI [2025-11-22T01:29:08.090911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'. [2025-11-22T01:29:08.102623] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RYI'. [2025-11-22T01:29:08.104079] [DEBUG] [LOCAL ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt [2025-11-22T01:29:08.104136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:08.304288] [INFO ] [sig ] RYI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:08.449446] [INFO ] [LOCAL ] Saved forecast: RYI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RYI.txt [2025-11-22T01:29:08.449598] [INFO ] [sig ] [1448/1897] Completed RYI in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:08.449668] [INFO ] [sig ] [1449/1897] Forecasting RYN... [2025-11-22T01:29:08.449705] [INFO ] [sig ] Generating forecast for: RYN [2025-11-22T01:29:08.449739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'. [2025-11-22T01:29:08.460388] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RYN'. [2025-11-22T01:29:08.461558] [DEBUG] [LOCAL ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt [2025-11-22T01:29:08.461614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:08.651808] [INFO ] [sig ] RYN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:08.846869] [INFO ] [LOCAL ] Saved forecast: RYN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RYN.txt [2025-11-22T01:29:08.847066] [INFO ] [sig ] [1449/1897] Completed RYN in 0.4s | 2.93 sym/s | Total: 8.2m | ETA: 2.6m [2025-11-22T01:29:08.847113] [INFO ] [sig ] [1450/1897] Forecasting RZB... [2025-11-22T01:29:08.847144] [INFO ] [sig ] Generating forecast for: RZB [2025-11-22T01:29:08.847179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'. [2025-11-22T01:29:08.859245] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RZB'. [2025-11-22T01:29:08.860490] [DEBUG] [LOCAL ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt [2025-11-22T01:29:08.860544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:09.052663] [INFO ] [sig ] RZB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:09.200022] [INFO ] [LOCAL ] Saved forecast: RZB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/RZB.txt [2025-11-22T01:29:09.200176] [INFO ] [sig ] [1450/1897] Completed RZB in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:09.200217] [INFO ] [sig ] [1451/1897] Forecasting RZC... [2025-11-22T01:29:09.200246] [INFO ] [sig ] Generating forecast for: RZC [2025-11-22T01:29:09.200277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-11-22T01:29:09.211251] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'RZC'. [2025-11-22T01:29:09.212633] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-11-22T01:29:09.212714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:09.404244] [INFO ] [sig ] RZC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:09.550887] [INFO ] [LOCAL ] Saved forecast: RZC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/RZC.txt [2025-11-22T01:29:09.551063] [INFO ] [sig ] [1451/1897] Completed RZC in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:09.551114] [INFO ] [sig ] [1452/1897] Forecasting S... [2025-11-22T01:29:09.551145] [INFO ] [sig ] Generating forecast for: S [2025-11-22T01:29:09.551178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-11-22T01:29:09.562812] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'S'. [2025-11-22T01:29:09.564242] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-11-22T01:29:09.564298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:09.762252] [INFO ] [sig ] S: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:09.906505] [INFO ] [LOCAL ] Saved forecast: S 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/S.txt [2025-11-22T01:29:09.906679] [INFO ] [sig ] [1452/1897] Completed S in 0.4s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:09.906724] [INFO ] [sig ] [1453/1897] Forecasting SA... [2025-11-22T01:29:09.906753] [INFO ] [sig ] Generating forecast for: SA [2025-11-22T01:29:09.906783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-11-22T01:29:09.918309] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SA'. [2025-11-22T01:29:09.919535] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-11-22T01:29:09.919590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:10.109447] [INFO ] [sig ] SA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:10.254989] [INFO ] [LOCAL ] Saved forecast: SA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SA.txt [2025-11-22T01:29:10.255152] [INFO ] [sig ] [1453/1897] Completed SA in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:10.255195] [INFO ] [sig ] [1454/1897] Forecasting SAFE... [2025-11-22T01:29:10.255228] [INFO ] [sig ] Generating forecast for: SAFE [2025-11-22T01:29:10.255259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-11-22T01:29:10.265491] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SAFE'. [2025-11-22T01:29:10.266767] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-11-22T01:29:10.266823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:10.459486] [INFO ] [sig ] SAFE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:10.604190] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SAFE.txt [2025-11-22T01:29:10.604339] [INFO ] [sig ] [1454/1897] Completed SAFE in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:10.604412] [INFO ] [sig ] [1455/1897] Forecasting SAH... [2025-11-22T01:29:10.604444] [INFO ] [sig ] Generating forecast for: SAH [2025-11-22T01:29:10.604475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-11-22T01:29:10.615675] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SAH'. [2025-11-22T01:29:10.616918] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-11-22T01:29:10.616982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:10.799014] [INFO ] [sig ] SAH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:10.945513] [INFO ] [LOCAL ] Saved forecast: SAH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SAH.txt [2025-11-22T01:29:10.945721] [INFO ] [sig ] [1455/1897] Completed SAH in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:10.945788] [INFO ] [sig ] [1456/1897] Forecasting SAM... [2025-11-22T01:29:10.945836] [INFO ] [sig ] Generating forecast for: SAM [2025-11-22T01:29:10.945885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-11-22T01:29:10.957109] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SAM'. [2025-11-22T01:29:10.958255] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-11-22T01:29:10.958311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:11.141760] [INFO ] [sig ] SAM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:11.279084] [INFO ] [LOCAL ] Saved forecast: SAM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SAM.txt [2025-11-22T01:29:11.279221] [INFO ] [sig ] [1456/1897] Completed SAM in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:11.279261] [INFO ] [sig ] [1457/1897] Forecasting SAN... [2025-11-22T01:29:11.279291] [INFO ] [sig ] Generating forecast for: SAN [2025-11-22T01:29:11.279322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-11-22T01:29:11.289033] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SAN'. [2025-11-22T01:29:11.290111] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-11-22T01:29:11.290164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:11.445545] [INFO ] [sig ] SAN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:11.585567] [INFO ] [LOCAL ] Saved forecast: SAN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SAN.txt [2025-11-22T01:29:11.585728] [INFO ] [sig ] [1457/1897] Completed SAN in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:11.585772] [INFO ] [sig ] [1458/1897] Forecasting SAP... [2025-11-22T01:29:11.585802] [INFO ] [sig ] Generating forecast for: SAP [2025-11-22T01:29:11.585834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-11-22T01:29:11.596459] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SAP'. [2025-11-22T01:29:11.597755] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-11-22T01:29:11.597810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:11.777524] [INFO ] [sig ] SAP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:11.921132] [INFO ] [LOCAL ] Saved forecast: SAP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SAP.txt [2025-11-22T01:29:11.921275] [INFO ] [sig ] [1458/1897] Completed SAP in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:11.921315] [INFO ] [sig ] [1459/1897] Forecasting SAR... [2025-11-22T01:29:11.921347] [INFO ] [sig ] Generating forecast for: SAR [2025-11-22T01:29:11.921376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'. [2025-11-22T01:29:11.931893] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SAR'. [2025-11-22T01:29:11.932969] [DEBUG] [LOCAL ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt [2025-11-22T01:29:11.933022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:12.112216] [INFO ] [sig ] SAR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:12.255984] [INFO ] [LOCAL ] Saved forecast: SAR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SAR.txt [2025-11-22T01:29:12.256149] [INFO ] [sig ] [1459/1897] Completed SAR in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:12.256191] [INFO ] [sig ] [1460/1897] Forecasting SB... [2025-11-22T01:29:12.256227] [INFO ] [sig ] Generating forecast for: SB [2025-11-22T01:29:12.256259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-11-22T01:29:12.267387] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SB'. [2025-11-22T01:29:12.268603] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-11-22T01:29:12.268682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:12.451857] [INFO ] [sig ] SB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:12.596730] [INFO ] [LOCAL ] Saved forecast: SB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SB.txt [2025-11-22T01:29:12.596906] [INFO ] [sig ] [1460/1897] Completed SB in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:12.596950] [INFO ] [sig ] [1461/1897] Forecasting SBH... [2025-11-22T01:29:12.596980] [INFO ] [sig ] Generating forecast for: SBH [2025-11-22T01:29:12.597013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-11-22T01:29:12.608305] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SBH'. [2025-11-22T01:29:12.609551] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-11-22T01:29:12.609606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:12.796044] [INFO ] [sig ] SBH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:12.939013] [INFO ] [LOCAL ] Saved forecast: SBH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SBH.txt [2025-11-22T01:29:12.939188] [INFO ] [sig ] [1461/1897] Completed SBH in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:12.939231] [INFO ] [sig ] [1462/1897] Forecasting SBI... [2025-11-22T01:29:12.939262] [INFO ] [sig ] Generating forecast for: SBI [2025-11-22T01:29:12.939323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-11-22T01:29:12.949423] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SBI'. [2025-11-22T01:29:12.950485] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-11-22T01:29:12.950536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:13.119999] [INFO ] [sig ] SBI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:13.268660] [INFO ] [LOCAL ] Saved forecast: SBI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SBI.txt [2025-11-22T01:29:13.268838] [INFO ] [sig ] [1462/1897] Completed SBI in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:13.268884] [INFO ] [sig ] [1463/1897] Forecasting SBR... [2025-11-22T01:29:13.268916] [INFO ] [sig ] Generating forecast for: SBR [2025-11-22T01:29:13.268950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'. [2025-11-22T01:29:13.280059] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SBR'. [2025-11-22T01:29:13.281184] [DEBUG] [LOCAL ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt [2025-11-22T01:29:13.281238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:13.447789] [INFO ] [sig ] SBR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:13.588826] [INFO ] [LOCAL ] Saved forecast: SBR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SBR.txt [2025-11-22T01:29:13.588979] [INFO ] [sig ] [1463/1897] Completed SBR in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:13.589021] [INFO ] [sig ] [1464/1897] Forecasting SBS... [2025-11-22T01:29:13.589050] [INFO ] [sig ] Generating forecast for: SBS [2025-11-22T01:29:13.589080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-11-22T01:29:13.601041] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SBS'. [2025-11-22T01:29:13.602480] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-11-22T01:29:13.602538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:13.788345] [INFO ] [sig ] SBS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:13.929091] [INFO ] [LOCAL ] Saved forecast: SBS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SBS.txt [2025-11-22T01:29:13.929235] [INFO ] [sig ] [1464/1897] Completed SBS in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:13.929275] [INFO ] [sig ] [1465/1897] Forecasting SBSI... [2025-11-22T01:29:13.929306] [INFO ] [sig ] Generating forecast for: SBSI [2025-11-22T01:29:13.929337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-11-22T01:29:13.939801] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SBSI'. [2025-11-22T01:29:13.940992] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-11-22T01:29:13.941045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:14.112141] [INFO ] [sig ] SBSI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:14.252096] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SBSI.txt [2025-11-22T01:29:14.252263] [INFO ] [sig ] [1465/1897] Completed SBSI in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:14.252312] [INFO ] [sig ] [1466/1897] Forecasting SBSW... [2025-11-22T01:29:14.252344] [INFO ] [sig ] Generating forecast for: SBSW [2025-11-22T01:29:14.252376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'. [2025-11-22T01:29:14.263022] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SBSW'. [2025-11-22T01:29:14.264272] [DEBUG] [LOCAL ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt [2025-11-22T01:29:14.264326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:14.436370] [INFO ] [sig ] SBSW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:14.575981] [INFO ] [LOCAL ] Saved forecast: SBSW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SBSW.txt [2025-11-22T01:29:14.576112] [INFO ] [sig ] [1466/1897] Completed SBSW in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.5m [2025-11-22T01:29:14.576153] [INFO ] [sig ] [1467/1897] Forecasting SCD... [2025-11-22T01:29:14.576183] [INFO ] [sig ] Generating forecast for: SCD [2025-11-22T01:29:14.576213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-11-22T01:29:14.586586] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SCD'. [2025-11-22T01:29:14.587732] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-11-22T01:29:14.587789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:14.764779] [INFO ] [sig ] SCD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:14.904179] [INFO ] [LOCAL ] Saved forecast: SCD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SCD.txt [2025-11-22T01:29:14.904313] [INFO ] [sig ] [1467/1897] Completed SCD in 0.3s | 2.93 sym/s | Total: 8.3m | ETA: 2.4m [2025-11-22T01:29:14.904354] [INFO ] [sig ] [1468/1897] Forecasting SCHW... [2025-11-22T01:29:14.904383] [INFO ] [sig ] Generating forecast for: SCHW [2025-11-22T01:29:14.904421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'. [2025-11-22T01:29:14.915712] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SCHW'. [2025-11-22T01:29:14.917040] [DEBUG] [LOCAL ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt [2025-11-22T01:29:14.917121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:15.093567] [INFO ] [sig ] SCHW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:15.235044] [INFO ] [LOCAL ] Saved forecast: SCHW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SCHW.txt [2025-11-22T01:29:15.235197] [INFO ] [sig ] [1468/1897] Completed SCHW in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:15.235240] [INFO ] [sig ] [1469/1897] Forecasting SCI... [2025-11-22T01:29:15.235272] [INFO ] [sig ] Generating forecast for: SCI [2025-11-22T01:29:15.235311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-11-22T01:29:15.245597] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SCI'. [2025-11-22T01:29:15.246714] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-11-22T01:29:15.246768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:15.411540] [INFO ] [sig ] SCI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:15.557450] [INFO ] [LOCAL ] Saved forecast: SCI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SCI.txt [2025-11-22T01:29:15.557598] [INFO ] [sig ] [1469/1897] Completed SCI in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:15.557657] [INFO ] [sig ] [1470/1897] Forecasting SCL... [2025-11-22T01:29:15.557691] [INFO ] [sig ] Generating forecast for: SCL [2025-11-22T01:29:15.557723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-11-22T01:29:15.571735] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SCL'. [2025-11-22T01:29:15.573436] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-11-22T01:29:15.573496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:15.768406] [INFO ] [sig ] SCL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:15.911034] [INFO ] [LOCAL ] Saved forecast: SCL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SCL.txt [2025-11-22T01:29:15.911197] [INFO ] [sig ] [1470/1897] Completed SCL in 0.4s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:15.911241] [INFO ] [sig ] [1471/1897] Forecasting SCM... [2025-11-22T01:29:15.911270] [INFO ] [sig ] Generating forecast for: SCM [2025-11-22T01:29:15.911301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-11-22T01:29:15.922156] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SCM'. [2025-11-22T01:29:15.923259] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-11-22T01:29:15.923312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:16.082430] [INFO ] [sig ] SCM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:16.221597] [INFO ] [LOCAL ] Saved forecast: SCM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SCM.txt [2025-11-22T01:29:16.221788] [INFO ] [sig ] [1471/1897] Completed SCM in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:16.221830] [INFO ] [sig ] [1472/1897] Forecasting SCS... [2025-11-22T01:29:16.221895] [INFO ] [sig ] Generating forecast for: SCS [2025-11-22T01:29:16.221927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-11-22T01:29:16.233143] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SCS'. [2025-11-22T01:29:16.234268] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-11-22T01:29:16.234321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:16.392508] [INFO ] [sig ] SCS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:16.531845] [INFO ] [LOCAL ] Saved forecast: SCS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SCS.txt [2025-11-22T01:29:16.531970] [INFO ] [sig ] [1472/1897] Completed SCS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:16.532008] [INFO ] [sig ] [1473/1897] Forecasting SD... [2025-11-22T01:29:16.532038] [INFO ] [sig ] Generating forecast for: SD [2025-11-22T01:29:16.532067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-11-22T01:29:16.542543] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SD'. [2025-11-22T01:29:16.543606] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-11-22T01:29:16.543679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:16.696021] [INFO ] [sig ] SD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:16.834331] [INFO ] [LOCAL ] Saved forecast: SD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SD.txt [2025-11-22T01:29:16.834455] [INFO ] [sig ] [1473/1897] Completed SD in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:16.834494] [INFO ] [sig ] [1474/1897] Forecasting SDHY... [2025-11-22T01:29:16.834524] [INFO ] [sig ] Generating forecast for: SDHY [2025-11-22T01:29:16.834553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-11-22T01:29:16.844901] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SDHY'. [2025-11-22T01:29:16.845991] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-11-22T01:29:16.846043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:16.998861] [INFO ] [sig ] SDHY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:17.140332] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SDHY.txt [2025-11-22T01:29:17.140463] [INFO ] [sig ] [1474/1897] Completed SDHY in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:17.140503] [INFO ] [sig ] [1475/1897] Forecasting SDRL... [2025-11-22T01:29:17.140534] [INFO ] [sig ] Generating forecast for: SDRL [2025-11-22T01:29:17.140563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-11-22T01:29:17.150344] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SDRL'. [2025-11-22T01:29:17.151443] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-11-22T01:29:17.151496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:17.309448] [INFO ] [sig ] SDRL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:17.447577] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SDRL.txt [2025-11-22T01:29:17.447728] [INFO ] [sig ] [1475/1897] Completed SDRL in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:17.447771] [INFO ] [sig ] [1476/1897] Forecasting SE... [2025-11-22T01:29:17.447800] [INFO ] [sig ] Generating forecast for: SE [2025-11-22T01:29:17.447832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-11-22T01:29:17.459174] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SE'. [2025-11-22T01:29:17.460359] [DEBUG] [LOCAL ] No optimal features file found for SE: ./output/feature-sets/SE.txt [2025-11-22T01:29:17.460414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:17.637204] [INFO ] [sig ] SE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:17.776763] [INFO ] [LOCAL ] Saved forecast: SE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SE.txt [2025-11-22T01:29:17.776917] [INFO ] [sig ] [1476/1897] Completed SE in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:17.776964] [INFO ] [sig ] [1477/1897] Forecasting SEE... [2025-11-22T01:29:17.777003] [INFO ] [sig ] Generating forecast for: SEE [2025-11-22T01:29:17.777034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-11-22T01:29:17.788092] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SEE'. [2025-11-22T01:29:17.789266] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-11-22T01:29:17.789319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:17.958610] [INFO ] [sig ] SEE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:18.104715] [INFO ] [LOCAL ] Saved forecast: SEE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SEE.txt [2025-11-22T01:29:18.104885] [INFO ] [sig ] [1477/1897] Completed SEE in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:18.104930] [INFO ] [sig ] [1478/1897] Forecasting SEM... [2025-11-22T01:29:18.104960] [INFO ] [sig ] Generating forecast for: SEM [2025-11-22T01:29:18.104991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-11-22T01:29:18.116322] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SEM'. [2025-11-22T01:29:18.117696] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-11-22T01:29:18.117749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:18.286942] [INFO ] [sig ] SEM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:18.426470] [INFO ] [LOCAL ] Saved forecast: SEM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SEM.txt [2025-11-22T01:29:18.426621] [INFO ] [sig ] [1478/1897] Completed SEM in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:18.426694] [INFO ] [sig ] [1479/1897] Forecasting SEMR... [2025-11-22T01:29:18.426739] [INFO ] [sig ] Generating forecast for: SEMR [2025-11-22T01:29:18.426776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'. [2025-11-22T01:29:18.440577] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SEMR'. [2025-11-22T01:29:18.442179] [DEBUG] [LOCAL ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt [2025-11-22T01:29:18.442246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:18.620200] [INFO ] [sig ] SEMR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:18.758926] [INFO ] [LOCAL ] Saved forecast: SEMR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SEMR.txt [2025-11-22T01:29:18.759057] [INFO ] [sig ] [1479/1897] Completed SEMR in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:18.759097] [INFO ] [sig ] [1480/1897] Forecasting SES... [2025-11-22T01:29:18.759126] [INFO ] [sig ] Generating forecast for: SES [2025-11-22T01:29:18.759156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-11-22T01:29:18.769630] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SES'. [2025-11-22T01:29:18.770710] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-11-22T01:29:18.770763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:18.946969] [INFO ] [sig ] SES: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:19.087332] [INFO ] [LOCAL ] Saved forecast: SES 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SES.txt [2025-11-22T01:29:19.087461] [INFO ] [sig ] [1480/1897] Completed SES in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:19.087500] [INFO ] [sig ] [1481/1897] Forecasting SF... [2025-11-22T01:29:19.087530] [INFO ] [sig ] Generating forecast for: SF [2025-11-22T01:29:19.087561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-11-22T01:29:19.098216] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SF'. [2025-11-22T01:29:19.099373] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-11-22T01:29:19.099444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:19.270945] [INFO ] [sig ] SF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:19.410278] [INFO ] [LOCAL ] Saved forecast: SF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SF.txt [2025-11-22T01:29:19.410403] [INFO ] [sig ] [1481/1897] Completed SF in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:19.410442] [INFO ] [sig ] [1482/1897] Forecasting SFB... [2025-11-22T01:29:19.410472] [INFO ] [sig ] Generating forecast for: SFB [2025-11-22T01:29:19.410503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-11-22T01:29:19.419883] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SFB'. [2025-11-22T01:29:19.420976] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-11-22T01:29:19.421028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:19.588144] [INFO ] [sig ] SFB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:19.744401] [INFO ] [LOCAL ] Saved forecast: SFB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SFB.txt [2025-11-22T01:29:19.744534] [INFO ] [sig ] [1482/1897] Completed SFB in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:19.744573] [INFO ] [sig ] [1483/1897] Forecasting SFBS... [2025-11-22T01:29:19.744603] [INFO ] [sig ] Generating forecast for: SFBS [2025-11-22T01:29:19.744633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-11-22T01:29:19.755448] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SFBS'. [2025-11-22T01:29:19.756604] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-11-22T01:29:19.756676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:19.927402] [INFO ] [sig ] SFBS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:20.067574] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SFBS.txt [2025-11-22T01:29:20.067732] [INFO ] [sig ] [1483/1897] Completed SFBS in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.4m [2025-11-22T01:29:20.067775] [INFO ] [sig ] [1484/1897] Forecasting SFL... [2025-11-22T01:29:20.067806] [INFO ] [sig ] Generating forecast for: SFL [2025-11-22T01:29:20.067839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-11-22T01:29:20.078263] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SFL'. [2025-11-22T01:29:20.079313] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-11-22T01:29:20.079365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:20.248492] [INFO ] [sig ] SFL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:20.388416] [INFO ] [LOCAL ] Saved forecast: SFL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SFL.txt [2025-11-22T01:29:20.388550] [INFO ] [sig ] [1484/1897] Completed SFL in 0.3s | 2.93 sym/s | Total: 8.4m | ETA: 2.3m [2025-11-22T01:29:20.388591] [INFO ] [sig ] [1485/1897] Forecasting SG... [2025-11-22T01:29:20.388622] [INFO ] [sig ] Generating forecast for: SG [2025-11-22T01:29:20.388672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-11-22T01:29:20.399124] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SG'. [2025-11-22T01:29:20.400233] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-11-22T01:29:20.400285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:20.606681] [INFO ] [sig ] SG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:20.750456] [INFO ] [LOCAL ] Saved forecast: SG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SG.txt [2025-11-22T01:29:20.750616] [INFO ] [sig ] [1485/1897] Completed SG in 0.4s | 2.93 sym/s | Total: 8.4m | ETA: 2.3m [2025-11-22T01:29:20.750680] [INFO ] [sig ] [1486/1897] Forecasting SGHC... [2025-11-22T01:29:20.750712] [INFO ] [sig ] Generating forecast for: SGHC [2025-11-22T01:29:20.750743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-11-22T01:29:20.761701] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SGHC'. [2025-11-22T01:29:20.762847] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-11-22T01:29:20.762911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:20.937987] [INFO ] [sig ] SGHC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:21.076870] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SGHC.txt [2025-11-22T01:29:21.077004] [INFO ] [sig ] [1486/1897] Completed SGHC in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:21.077064] [INFO ] [sig ] [1487/1897] Forecasting SGU... [2025-11-22T01:29:21.077098] [INFO ] [sig ] Generating forecast for: SGU [2025-11-22T01:29:21.077130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'. [2025-11-22T01:29:21.088510] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SGU'. [2025-11-22T01:29:21.089706] [DEBUG] [LOCAL ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt [2025-11-22T01:29:21.089759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:21.259370] [INFO ] [sig ] SGU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:21.399994] [INFO ] [LOCAL ] Saved forecast: SGU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SGU.txt [2025-11-22T01:29:21.400123] [INFO ] [sig ] [1487/1897] Completed SGU in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:21.400162] [INFO ] [sig ] [1488/1897] Forecasting SHAK... [2025-11-22T01:29:21.400192] [INFO ] [sig ] Generating forecast for: SHAK [2025-11-22T01:29:21.400222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-11-22T01:29:21.410632] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SHAK'. [2025-11-22T01:29:21.411713] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-11-22T01:29:21.411766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:21.606299] [INFO ] [sig ] SHAK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:21.751031] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SHAK.txt [2025-11-22T01:29:21.751202] [INFO ] [sig ] [1488/1897] Completed SHAK in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:21.751278] [INFO ] [sig ] [1489/1897] Forecasting SHCO... [2025-11-22T01:29:21.751310] [INFO ] [sig ] Generating forecast for: SHCO [2025-11-22T01:29:21.751340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-11-22T01:29:21.762707] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SHCO'. [2025-11-22T01:29:21.763904] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-11-22T01:29:21.763963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:21.955232] [INFO ] [sig ] SHCO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:22.101900] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SHCO.txt [2025-11-22T01:29:22.102099] [INFO ] [sig ] [1489/1897] Completed SHCO in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:22.102159] [INFO ] [sig ] [1490/1897] Forecasting SHEL... [2025-11-22T01:29:22.102202] [INFO ] [sig ] Generating forecast for: SHEL [2025-11-22T01:29:22.102242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-11-22T01:29:22.113564] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SHEL'. [2025-11-22T01:29:22.114717] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-11-22T01:29:22.114772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:22.286681] [INFO ] [sig ] SHEL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:22.428196] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SHEL.txt [2025-11-22T01:29:22.428327] [INFO ] [sig ] [1490/1897] Completed SHEL in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:22.428366] [INFO ] [sig ] [1491/1897] Forecasting SHG... [2025-11-22T01:29:22.428396] [INFO ] [sig ] Generating forecast for: SHG [2025-11-22T01:29:22.428426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-11-22T01:29:22.438912] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SHG'. [2025-11-22T01:29:22.440016] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-11-22T01:29:22.440070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:22.628864] [INFO ] [sig ] SHG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:22.777068] [INFO ] [LOCAL ] Saved forecast: SHG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SHG.txt [2025-11-22T01:29:22.777218] [INFO ] [sig ] [1491/1897] Completed SHG in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:22.777262] [INFO ] [sig ] [1492/1897] Forecasting SHO... [2025-11-22T01:29:22.777302] [INFO ] [sig ] Generating forecast for: SHO [2025-11-22T01:29:22.777336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-11-22T01:29:22.788521] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SHO'. [2025-11-22T01:29:22.789849] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-11-22T01:29:22.789904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:22.990742] [INFO ] [sig ] SHO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:23.138031] [INFO ] [LOCAL ] Saved forecast: SHO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SHO.txt [2025-11-22T01:29:23.138198] [INFO ] [sig ] [1492/1897] Completed SHO in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:23.138241] [INFO ] [sig ] [1493/1897] Forecasting SHOC... [2025-11-22T01:29:23.138284] [INFO ] [sig ] Generating forecast for: SHOC [2025-11-22T01:29:23.138319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-11-22T01:29:23.149200] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SHOC'. [2025-11-22T01:29:23.150466] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-11-22T01:29:23.150532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:23.319903] [INFO ] [sig ] SHOC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:23.456889] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SHOC.txt [2025-11-22T01:29:23.457004] [INFO ] [sig ] [1493/1897] Completed SHOC in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:23.457058] [INFO ] [sig ] [1494/1897] Forecasting SHW... [2025-11-22T01:29:23.457097] [INFO ] [sig ] Generating forecast for: SHW [2025-11-22T01:29:23.457134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'. [2025-11-22T01:29:23.467101] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SHW'. [2025-11-22T01:29:23.468171] [DEBUG] [LOCAL ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt [2025-11-22T01:29:23.468224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:23.671393] [INFO ] [sig ] SHW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:23.810117] [INFO ] [LOCAL ] Saved forecast: SHW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SHW.txt [2025-11-22T01:29:23.810271] [INFO ] [sig ] [1494/1897] Completed SHW in 0.4s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:23.810310] [INFO ] [sig ] [1495/1897] Forecasting SID... [2025-11-22T01:29:23.810341] [INFO ] [sig ] Generating forecast for: SID [2025-11-22T01:29:23.810371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-11-22T01:29:23.821397] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SID'. [2025-11-22T01:29:23.822616] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-11-22T01:29:23.822701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:23.995954] [INFO ] [sig ] SID: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:24.138021] [INFO ] [LOCAL ] Saved forecast: SID 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SID.txt [2025-11-22T01:29:24.138195] [INFO ] [sig ] [1495/1897] Completed SID in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:24.138234] [INFO ] [sig ] [1496/1897] Forecasting SIG... [2025-11-22T01:29:24.138266] [INFO ] [sig ] Generating forecast for: SIG [2025-11-22T01:29:24.138296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-11-22T01:29:24.148577] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SIG'. [2025-11-22T01:29:24.149801] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-11-22T01:29:24.149855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:24.325917] [INFO ] [sig ] SIG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:24.465735] [INFO ] [LOCAL ] Saved forecast: SIG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SIG.txt [2025-11-22T01:29:24.465866] [INFO ] [sig ] [1496/1897] Completed SIG in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:24.465923] [INFO ] [sig ] [1497/1897] Forecasting SII... [2025-11-22T01:29:24.465958] [INFO ] [sig ] Generating forecast for: SII [2025-11-22T01:29:24.465988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-11-22T01:29:24.476160] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SII'. [2025-11-22T01:29:24.477268] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-11-22T01:29:24.477322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:24.648537] [INFO ] [sig ] SII: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:24.788421] [INFO ] [LOCAL ] Saved forecast: SII 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SII.txt [2025-11-22T01:29:24.788545] [INFO ] [sig ] [1497/1897] Completed SII in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:24.788583] [INFO ] [sig ] [1498/1897] Forecasting SITC... [2025-11-22T01:29:24.788614] [INFO ] [sig ] Generating forecast for: SITC [2025-11-22T01:29:24.788662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-11-22T01:29:24.798724] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SITC'. [2025-11-22T01:29:24.799772] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-11-22T01:29:24.799825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:24.972963] [INFO ] [sig ] SITC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:25.118994] [INFO ] [LOCAL ] Saved forecast: SITC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SITC.txt [2025-11-22T01:29:25.119163] [INFO ] [sig ] [1498/1897] Completed SITC in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:25.119205] [INFO ] [sig ] [1499/1897] Forecasting SITE... [2025-11-22T01:29:25.119236] [INFO ] [sig ] Generating forecast for: SITE [2025-11-22T01:29:25.119267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-11-22T01:29:25.130190] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SITE'. [2025-11-22T01:29:25.131255] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-11-22T01:29:25.131308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:25.303716] [INFO ] [sig ] SITE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:25.444705] [INFO ] [LOCAL ] Saved forecast: SITE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SITE.txt [2025-11-22T01:29:25.444839] [INFO ] [sig ] [1499/1897] Completed SITE in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:25.444879] [INFO ] [sig ] [1500/1897] Forecasting SJM... [2025-11-22T01:29:25.444911] [INFO ] [sig ] Generating forecast for: SJM [2025-11-22T01:29:25.444941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-11-22T01:29:25.455407] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SJM'. [2025-11-22T01:29:25.456499] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-11-22T01:29:25.456552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:25.629595] [INFO ] [sig ] SJM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:25.769371] [INFO ] [LOCAL ] Saved forecast: SJM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SJM.txt [2025-11-22T01:29:25.769505] [INFO ] [sig ] [1500/1897] Completed SJM in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:25.769545] [INFO ] [sig ] [1501/1897] Forecasting SJT... [2025-11-22T01:29:25.769575] [INFO ] [sig ] Generating forecast for: SJT [2025-11-22T01:29:25.769606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'. [2025-11-22T01:29:25.780473] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SJT'. [2025-11-22T01:29:25.781692] [DEBUG] [LOCAL ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt [2025-11-22T01:29:25.781747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:25.958837] [INFO ] [sig ] SJT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:26.101925] [INFO ] [LOCAL ] Saved forecast: SJT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SJT.txt [2025-11-22T01:29:26.102075] [INFO ] [sig ] [1501/1897] Completed SJT in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.3m [2025-11-22T01:29:26.102123] [INFO ] [sig ] [1502/1897] Forecasting SKE... [2025-11-22T01:29:26.102160] [INFO ] [sig ] Generating forecast for: SKE [2025-11-22T01:29:26.102190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-11-22T01:29:26.113378] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SKE'. [2025-11-22T01:29:26.114605] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-11-22T01:29:26.114679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:26.294533] [INFO ] [sig ] SKE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:26.448065] [INFO ] [LOCAL ] Saved forecast: SKE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SKE.txt [2025-11-22T01:29:26.448231] [INFO ] [sig ] [1502/1897] Completed SKE in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.2m [2025-11-22T01:29:26.448272] [INFO ] [sig ] [1503/1897] Forecasting SKIL... [2025-11-22T01:29:26.448305] [INFO ] [sig ] Generating forecast for: SKIL [2025-11-22T01:29:26.448336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-11-22T01:29:26.459152] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SKIL'. [2025-11-22T01:29:26.460333] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-11-22T01:29:26.460387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:26.655900] [INFO ] [sig ] SKIL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:26.794223] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SKIL.txt [2025-11-22T01:29:26.794364] [INFO ] [sig ] [1503/1897] Completed SKIL in 0.3s | 2.93 sym/s | Total: 8.5m | ETA: 2.2m [2025-11-22T01:29:26.794404] [INFO ] [sig ] [1504/1897] Forecasting SKLZ... [2025-11-22T01:29:26.794434] [INFO ] [sig ] Generating forecast for: SKLZ [2025-11-22T01:29:26.794463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-11-22T01:29:26.804280] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SKLZ'. [2025-11-22T01:29:26.805324] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-11-22T01:29:26.805377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:26.977701] [INFO ] [sig ] SKLZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:27.118253] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SKLZ.txt [2025-11-22T01:29:27.118368] [INFO ] [sig ] [1504/1897] Completed SKLZ in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:27.118406] [INFO ] [sig ] [1505/1897] Forecasting SKM... [2025-11-22T01:29:27.118436] [INFO ] [sig ] Generating forecast for: SKM [2025-11-22T01:29:27.118466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-11-22T01:29:27.128753] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SKM'. [2025-11-22T01:29:27.129817] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-11-22T01:29:27.129869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:27.300030] [INFO ] [sig ] SKM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:27.438873] [INFO ] [LOCAL ] Saved forecast: SKM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SKM.txt [2025-11-22T01:29:27.439010] [INFO ] [sig ] [1505/1897] Completed SKM in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:27.439050] [INFO ] [sig ] [1506/1897] Forecasting SKT... [2025-11-22T01:29:27.439080] [INFO ] [sig ] Generating forecast for: SKT [2025-11-22T01:29:27.439111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'. [2025-11-22T01:29:27.449303] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SKT'. [2025-11-22T01:29:27.450329] [DEBUG] [LOCAL ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt [2025-11-22T01:29:27.450381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:27.620297] [INFO ] [sig ] SKT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:27.763321] [INFO ] [LOCAL ] Saved forecast: SKT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SKT.txt [2025-11-22T01:29:27.763432] [INFO ] [sig ] [1506/1897] Completed SKT in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:27.763471] [INFO ] [sig ] [1507/1897] Forecasting SKY... [2025-11-22T01:29:27.763500] [INFO ] [sig ] Generating forecast for: SKY [2025-11-22T01:29:27.763529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-11-22T01:29:27.773683] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SKY'. [2025-11-22T01:29:27.774706] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-11-22T01:29:27.774759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:27.948234] [INFO ] [sig ] SKY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:28.087439] [INFO ] [LOCAL ] Saved forecast: SKY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SKY.txt [2025-11-22T01:29:28.087552] [INFO ] [sig ] [1507/1897] Completed SKY in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:28.087590] [INFO ] [sig ] [1508/1897] Forecasting SKYH... [2025-11-22T01:29:28.087619] [INFO ] [sig ] Generating forecast for: SKYH [2025-11-22T01:29:28.087668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-11-22T01:29:28.098005] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SKYH'. [2025-11-22T01:29:28.099094] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-11-22T01:29:28.099158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:28.268725] [INFO ] [sig ] SKYH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:28.407297] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SKYH.txt [2025-11-22T01:29:28.407405] [INFO ] [sig ] [1508/1897] Completed SKYH in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:28.407443] [INFO ] [sig ] [1509/1897] Forecasting SLB... [2025-11-22T01:29:28.407472] [INFO ] [sig ] Generating forecast for: SLB [2025-11-22T01:29:28.407502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-11-22T01:29:28.417098] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SLB'. [2025-11-22T01:29:28.418119] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-11-22T01:29:28.418171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:28.591343] [INFO ] [sig ] SLB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:28.729278] [INFO ] [LOCAL ] Saved forecast: SLB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SLB.txt [2025-11-22T01:29:28.729390] [INFO ] [sig ] [1509/1897] Completed SLB in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:28.729428] [INFO ] [sig ] [1510/1897] Forecasting SLF... [2025-11-22T01:29:28.729456] [INFO ] [sig ] Generating forecast for: SLF [2025-11-22T01:29:28.729486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-11-22T01:29:28.739522] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SLF'. [2025-11-22T01:29:28.740585] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-11-22T01:29:28.740637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:28.910806] [INFO ] [sig ] SLF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:29.049262] [INFO ] [LOCAL ] Saved forecast: SLF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SLF.txt [2025-11-22T01:29:29.049374] [INFO ] [sig ] [1510/1897] Completed SLF in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:29.049412] [INFO ] [sig ] [1511/1897] Forecasting SLG... [2025-11-22T01:29:29.049440] [INFO ] [sig ] Generating forecast for: SLG [2025-11-22T01:29:29.049469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-11-22T01:29:29.059403] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SLG'. [2025-11-22T01:29:29.060427] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-11-22T01:29:29.060478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:29.234072] [INFO ] [sig ] SLG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:29.373048] [INFO ] [LOCAL ] Saved forecast: SLG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SLG.txt [2025-11-22T01:29:29.373164] [INFO ] [sig ] [1511/1897] Completed SLG in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:29.373203] [INFO ] [sig ] [1512/1897] Forecasting SLGN... [2025-11-22T01:29:29.373232] [INFO ] [sig ] Generating forecast for: SLGN [2025-11-22T01:29:29.373263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-11-22T01:29:29.383401] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SLGN'. [2025-11-22T01:29:29.384446] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-11-22T01:29:29.384515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:29.557173] [INFO ] [sig ] SLGN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:29.695219] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SLGN.txt [2025-11-22T01:29:29.695340] [INFO ] [sig ] [1512/1897] Completed SLGN in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:29.695379] [INFO ] [sig ] [1513/1897] Forecasting SLQT... [2025-11-22T01:29:29.695408] [INFO ] [sig ] Generating forecast for: SLQT [2025-11-22T01:29:29.695439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'. [2025-11-22T01:29:29.705456] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SLQT'. [2025-11-22T01:29:29.706474] [DEBUG] [LOCAL ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt [2025-11-22T01:29:29.706526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:29.881527] [INFO ] [sig ] SLQT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:30.022472] [INFO ] [LOCAL ] Saved forecast: SLQT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SLQT.txt [2025-11-22T01:29:30.022610] [INFO ] [sig ] [1513/1897] Completed SLQT in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:30.022669] [INFO ] [sig ] [1514/1897] Forecasting SLVM... [2025-11-22T01:29:30.022703] [INFO ] [sig ] Generating forecast for: SLVM [2025-11-22T01:29:30.022733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-11-22T01:29:30.032796] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SLVM'. [2025-11-22T01:29:30.033850] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-11-22T01:29:30.033902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:30.208986] [INFO ] [sig ] SLVM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:30.346405] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SLVM.txt [2025-11-22T01:29:30.346518] [INFO ] [sig ] [1514/1897] Completed SLVM in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:30.346556] [INFO ] [sig ] [1515/1897] Forecasting SM... [2025-11-22T01:29:30.346586] [INFO ] [sig ] Generating forecast for: SM [2025-11-22T01:29:30.346615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-11-22T01:29:30.356710] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SM'. [2025-11-22T01:29:30.357804] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-11-22T01:29:30.357857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:30.527135] [INFO ] [sig ] SM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:30.673115] [INFO ] [LOCAL ] Saved forecast: SM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SM.txt [2025-11-22T01:29:30.673310] [INFO ] [sig ] [1515/1897] Completed SM in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:30.673380] [INFO ] [sig ] [1516/1897] Forecasting SMBK... [2025-11-22T01:29:30.673429] [INFO ] [sig ] Generating forecast for: SMBK [2025-11-22T01:29:30.673464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-11-22T01:29:30.684103] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SMBK'. [2025-11-22T01:29:30.685219] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-11-22T01:29:30.685273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:30.856969] [INFO ] [sig ] SMBK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:30.995368] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SMBK.txt [2025-11-22T01:29:30.995512] [INFO ] [sig ] [1516/1897] Completed SMBK in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:30.995552] [INFO ] [sig ] [1517/1897] Forecasting SMFG... [2025-11-22T01:29:30.995585] [INFO ] [sig ] Generating forecast for: SMFG [2025-11-22T01:29:30.995616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-11-22T01:29:31.006322] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SMFG'. [2025-11-22T01:29:31.007450] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-11-22T01:29:31.007504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:31.180096] [INFO ] [sig ] SMFG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:31.318789] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SMFG.txt [2025-11-22T01:29:31.318918] [INFO ] [sig ] [1517/1897] Completed SMFG in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:31.318958] [INFO ] [sig ] [1518/1897] Forecasting SMG... [2025-11-22T01:29:31.318988] [INFO ] [sig ] Generating forecast for: SMG [2025-11-22T01:29:31.319017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'. [2025-11-22T01:29:31.329288] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SMG'. [2025-11-22T01:29:31.330344] [DEBUG] [LOCAL ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt [2025-11-22T01:29:31.330396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:31.499834] [INFO ] [sig ] SMG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:31.638042] [INFO ] [LOCAL ] Saved forecast: SMG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SMG.txt [2025-11-22T01:29:31.638166] [INFO ] [sig ] [1518/1897] Completed SMG in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.2m [2025-11-22T01:29:31.638211] [INFO ] [sig ] [1519/1897] Forecasting SMHI... [2025-11-22T01:29:31.638240] [INFO ] [sig ] Generating forecast for: SMHI [2025-11-22T01:29:31.638269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-11-22T01:29:31.648258] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SMHI'. [2025-11-22T01:29:31.649357] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-11-22T01:29:31.649410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:31.834264] [INFO ] [sig ] SMHI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:31.974144] [INFO ] [LOCAL ] Saved forecast: SMHI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SMHI.txt [2025-11-22T01:29:31.974269] [INFO ] [sig ] [1519/1897] Completed SMHI in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.1m [2025-11-22T01:29:31.974310] [INFO ] [sig ] [1520/1897] Forecasting SMR... [2025-11-22T01:29:31.974340] [INFO ] [sig ] Generating forecast for: SMR [2025-11-22T01:29:31.974387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'. [2025-11-22T01:29:31.984556] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SMR'. [2025-11-22T01:29:31.985673] [DEBUG] [LOCAL ] No optimal features file found for SMR: ./output/feature-sets/SMR.txt [2025-11-22T01:29:31.985727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:32.160885] [INFO ] [sig ] SMR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:32.301358] [INFO ] [LOCAL ] Saved forecast: SMR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SMR.txt [2025-11-22T01:29:32.301497] [INFO ] [sig ] [1520/1897] Completed SMR in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.1m [2025-11-22T01:29:32.301540] [INFO ] [sig ] [1521/1897] Forecasting SMRT... [2025-11-22T01:29:32.301571] [INFO ] [sig ] Generating forecast for: SMRT [2025-11-22T01:29:32.301602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'. [2025-11-22T01:29:32.311842] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SMRT'. [2025-11-22T01:29:32.312922] [DEBUG] [LOCAL ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt [2025-11-22T01:29:32.312975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:32.494285] [INFO ] [sig ] SMRT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:32.634491] [INFO ] [LOCAL ] Saved forecast: SMRT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SMRT.txt [2025-11-22T01:29:32.634625] [INFO ] [sig ] [1521/1897] Completed SMRT in 0.3s | 2.93 sym/s | Total: 8.6m | ETA: 2.1m [2025-11-22T01:29:32.634688] [INFO ] [sig ] [1522/1897] Forecasting SMWB... [2025-11-22T01:29:32.634719] [INFO ] [sig ] Generating forecast for: SMWB [2025-11-22T01:29:32.634749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-11-22T01:29:32.645176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SMWB'. [2025-11-22T01:29:32.646455] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-11-22T01:29:32.646518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:32.823713] [INFO ] [sig ] SMWB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:32.962781] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SMWB.txt [2025-11-22T01:29:32.962980] [INFO ] [sig ] [1522/1897] Completed SMWB in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:32.963023] [INFO ] [sig ] [1523/1897] Forecasting SN... [2025-11-22T01:29:32.963052] [INFO ] [sig ] Generating forecast for: SN [2025-11-22T01:29:32.963082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-11-22T01:29:32.973666] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SN'. [2025-11-22T01:29:32.974832] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-11-22T01:29:32.974887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:33.145820] [INFO ] [sig ] SN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:33.286995] [INFO ] [LOCAL ] Saved forecast: SN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SN.txt [2025-11-22T01:29:33.287151] [INFO ] [sig ] [1523/1897] Completed SN in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:33.287193] [INFO ] [sig ] [1524/1897] Forecasting SNA... [2025-11-22T01:29:33.287248] [INFO ] [sig ] Generating forecast for: SNA [2025-11-22T01:29:33.287282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-11-22T01:29:33.297336] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SNA'. [2025-11-22T01:29:33.298408] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-11-22T01:29:33.298460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:33.465984] [INFO ] [sig ] SNA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:33.603398] [INFO ] [LOCAL ] Saved forecast: SNA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SNA.txt [2025-11-22T01:29:33.603518] [INFO ] [sig ] [1524/1897] Completed SNA in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:33.603556] [INFO ] [sig ] [1525/1897] Forecasting SNAP... [2025-11-22T01:29:33.603587] [INFO ] [sig ] Generating forecast for: SNAP [2025-11-22T01:29:33.603617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-11-22T01:29:33.613448] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SNAP'. [2025-11-22T01:29:33.614535] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-11-22T01:29:33.614587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:33.785544] [INFO ] [sig ] SNAP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:33.925929] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SNAP.txt [2025-11-22T01:29:33.926063] [INFO ] [sig ] [1525/1897] Completed SNAP in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:33.926102] [INFO ] [sig ] [1526/1897] Forecasting SNDR... [2025-11-22T01:29:33.926132] [INFO ] [sig ] Generating forecast for: SNDR [2025-11-22T01:29:33.926163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'. [2025-11-22T01:29:33.936185] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SNDR'. [2025-11-22T01:29:33.937325] [DEBUG] [LOCAL ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt [2025-11-22T01:29:33.937377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:34.112207] [INFO ] [sig ] SNDR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:34.252716] [INFO ] [LOCAL ] Saved forecast: SNDR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SNDR.txt [2025-11-22T01:29:34.252854] [INFO ] [sig ] [1526/1897] Completed SNDR in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:34.252895] [INFO ] [sig ] [1527/1897] Forecasting SNN... [2025-11-22T01:29:34.252926] [INFO ] [sig ] Generating forecast for: SNN [2025-11-22T01:29:34.252955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-11-22T01:29:34.263153] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SNN'. [2025-11-22T01:29:34.264260] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-11-22T01:29:34.264313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:34.464011] [INFO ] [sig ] SNN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:34.604478] [INFO ] [LOCAL ] Saved forecast: SNN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SNN.txt [2025-11-22T01:29:34.604623] [INFO ] [sig ] [1527/1897] Completed SNN in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:34.604684] [INFO ] [sig ] [1528/1897] Forecasting SNOW... [2025-11-22T01:29:34.604715] [INFO ] [sig ] Generating forecast for: SNOW [2025-11-22T01:29:34.604744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'. [2025-11-22T01:29:34.615304] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SNOW'. [2025-11-22T01:29:34.616386] [DEBUG] [LOCAL ] No optimal features file found for SNOW: ./output/feature-sets/SNOW.txt [2025-11-22T01:29:34.616439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:34.801482] [INFO ] [sig ] SNOW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:34.942056] [INFO ] [LOCAL ] Saved forecast: SNOW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SNOW.txt [2025-11-22T01:29:34.942202] [INFO ] [sig ] [1528/1897] Completed SNOW in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:34.942244] [INFO ] [sig ] [1529/1897] Forecasting SNV... [2025-11-22T01:29:34.942280] [INFO ] [sig ] Generating forecast for: SNV [2025-11-22T01:29:34.942311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'. [2025-11-22T01:29:34.952861] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SNV'. [2025-11-22T01:29:34.954011] [DEBUG] [LOCAL ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt [2025-11-22T01:29:34.954081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:35.133862] [INFO ] [sig ] SNV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:35.275757] [INFO ] [LOCAL ] Saved forecast: SNV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SNV.txt [2025-11-22T01:29:35.275887] [INFO ] [sig ] [1529/1897] Completed SNV in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:35.275929] [INFO ] [sig ] [1530/1897] Forecasting SNX... [2025-11-22T01:29:35.275959] [INFO ] [sig ] Generating forecast for: SNX [2025-11-22T01:29:35.275989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-11-22T01:29:35.287809] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SNX'. [2025-11-22T01:29:35.289192] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-11-22T01:29:35.289250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:35.470735] [INFO ] [sig ] SNX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:35.614914] [INFO ] [LOCAL ] Saved forecast: SNX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SNX.txt [2025-11-22T01:29:35.615071] [INFO ] [sig ] [1530/1897] Completed SNX in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:35.615113] [INFO ] [sig ] [1531/1897] Forecasting SO... [2025-11-22T01:29:35.615145] [INFO ] [sig ] Generating forecast for: SO [2025-11-22T01:29:35.615176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'. [2025-11-22T01:29:35.625581] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SO'. [2025-11-22T01:29:35.626740] [DEBUG] [LOCAL ] No optimal features file found for SO: ./output/feature-sets/SO.txt [2025-11-22T01:29:35.626796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:35.819903] [INFO ] [sig ] SO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:35.958233] [INFO ] [LOCAL ] Saved forecast: SO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SO.txt [2025-11-22T01:29:35.958387] [INFO ] [sig ] [1531/1897] Completed SO in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:35.958427] [INFO ] [sig ] [1532/1897] Forecasting SOJC... [2025-11-22T01:29:35.958457] [INFO ] [sig ] Generating forecast for: SOJC [2025-11-22T01:29:35.958487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-11-22T01:29:35.968949] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SOJC'. [2025-11-22T01:29:35.970057] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-11-22T01:29:35.970110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:36.144276] [INFO ] [sig ] SOJC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:36.284073] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SOJC.txt [2025-11-22T01:29:36.284212] [INFO ] [sig ] [1532/1897] Completed SOJC in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:36.284253] [INFO ] [sig ] [1533/1897] Forecasting SOJD... [2025-11-22T01:29:36.284284] [INFO ] [sig ] Generating forecast for: SOJD [2025-11-22T01:29:36.284313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-11-22T01:29:36.294812] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SOJD'. [2025-11-22T01:29:36.295981] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-11-22T01:29:36.296033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:36.470556] [INFO ] [sig ] SOJD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:36.608336] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SOJD.txt [2025-11-22T01:29:36.608483] [INFO ] [sig ] [1533/1897] Completed SOJD in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:36.608524] [INFO ] [sig ] [1534/1897] Forecasting SOJE... [2025-11-22T01:29:36.608554] [INFO ] [sig ] Generating forecast for: SOJE [2025-11-22T01:29:36.608584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-11-22T01:29:36.619058] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SOJE'. [2025-11-22T01:29:36.620155] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-11-22T01:29:36.620210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:36.792602] [INFO ] [sig ] SOJE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:36.931093] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SOJE.txt [2025-11-22T01:29:36.931239] [INFO ] [sig ] [1534/1897] Completed SOJE in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:36.931280] [INFO ] [sig ] [1535/1897] Forecasting SOL... [2025-11-22T01:29:36.931312] [INFO ] [sig ] Generating forecast for: SOL [2025-11-22T01:29:36.931344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-11-22T01:29:36.942135] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SOL'. [2025-11-22T01:29:36.943297] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-11-22T01:29:36.943351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:37.115065] [INFO ] [sig ] SOL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:37.253223] [INFO ] [LOCAL ] Saved forecast: SOL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SOL.txt [2025-11-22T01:29:37.253387] [INFO ] [sig ] [1535/1897] Completed SOL in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:37.253433] [INFO ] [sig ] [1536/1897] Forecasting SON... [2025-11-22T01:29:37.253464] [INFO ] [sig ] Generating forecast for: SON [2025-11-22T01:29:37.253495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-11-22T01:29:37.264057] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SON'. [2025-11-22T01:29:37.265186] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-11-22T01:29:37.265240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:37.455288] [INFO ] [sig ] SON: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:37.592937] [INFO ] [LOCAL ] Saved forecast: SON 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SON.txt [2025-11-22T01:29:37.593078] [INFO ] [sig ] [1536/1897] Completed SON in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.1m [2025-11-22T01:29:37.593118] [INFO ] [sig ] [1537/1897] Forecasting SONY... [2025-11-22T01:29:37.593148] [INFO ] [sig ] Generating forecast for: SONY [2025-11-22T01:29:37.593179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'. [2025-11-22T01:29:37.603628] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SONY'. [2025-11-22T01:29:37.604801] [DEBUG] [LOCAL ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt [2025-11-22T01:29:37.604855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:37.779700] [INFO ] [sig ] SONY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:37.923632] [INFO ] [LOCAL ] Saved forecast: SONY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SONY.txt [2025-11-22T01:29:37.923810] [INFO ] [sig ] [1537/1897] Completed SONY in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.0m [2025-11-22T01:29:37.923858] [INFO ] [sig ] [1538/1897] Forecasting SOR... [2025-11-22T01:29:37.923903] [INFO ] [sig ] Generating forecast for: SOR [2025-11-22T01:29:37.923951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'. [2025-11-22T01:29:37.934732] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SOR'. [2025-11-22T01:29:37.935985] [DEBUG] [LOCAL ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt [2025-11-22T01:29:37.936053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:38.107420] [INFO ] [sig ] SOR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:38.248901] [INFO ] [LOCAL ] Saved forecast: SOR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SOR.txt [2025-11-22T01:29:38.249047] [INFO ] [sig ] [1538/1897] Completed SOR in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.0m [2025-11-22T01:29:38.249089] [INFO ] [sig ] [1539/1897] Forecasting SOS... [2025-11-22T01:29:38.249119] [INFO ] [sig ] Generating forecast for: SOS [2025-11-22T01:29:38.249150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'. [2025-11-22T01:29:38.260236] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SOS'. [2025-11-22T01:29:38.261544] [DEBUG] [LOCAL ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt [2025-11-22T01:29:38.261617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:38.437985] [INFO ] [sig ] SOS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:38.581252] [INFO ] [LOCAL ] Saved forecast: SOS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SOS.txt [2025-11-22T01:29:38.581429] [INFO ] [sig ] [1539/1897] Completed SOS in 0.3s | 2.93 sym/s | Total: 8.7m | ETA: 2.0m [2025-11-22T01:29:38.581471] [INFO ] [sig ] [1540/1897] Forecasting SPB... [2025-11-22T01:29:38.581501] [INFO ] [sig ] Generating forecast for: SPB [2025-11-22T01:29:38.581532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-11-22T01:29:38.592460] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPB'. [2025-11-22T01:29:38.593713] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-11-22T01:29:38.593768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:38.798861] [INFO ] [sig ] SPB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:38.937434] [INFO ] [LOCAL ] Saved forecast: SPB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SPB.txt [2025-11-22T01:29:38.937566] [INFO ] [sig ] [1540/1897] Completed SPB in 0.4s | 2.93 sym/s | Total: 8.7m | ETA: 2.0m [2025-11-22T01:29:38.937607] [INFO ] [sig ] [1541/1897] Forecasting SPCE... [2025-11-22T01:29:38.937636] [INFO ] [sig ] Generating forecast for: SPCE [2025-11-22T01:29:38.937690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-11-22T01:29:38.947897] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPCE'. [2025-11-22T01:29:38.948972] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-11-22T01:29:38.949024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:39.120928] [INFO ] [sig ] SPCE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:39.260045] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SPCE.txt [2025-11-22T01:29:39.260175] [INFO ] [sig ] [1541/1897] Completed SPCE in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:39.260216] [INFO ] [sig ] [1542/1897] Forecasting SPE... [2025-11-22T01:29:39.260246] [INFO ] [sig ] Generating forecast for: SPE [2025-11-22T01:29:39.260277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-11-22T01:29:39.270402] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPE'. [2025-11-22T01:29:39.271452] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-11-22T01:29:39.271504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:39.441918] [INFO ] [sig ] SPE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:39.580806] [INFO ] [LOCAL ] Saved forecast: SPE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SPE.txt [2025-11-22T01:29:39.580935] [INFO ] [sig ] [1542/1897] Completed SPE in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:39.580974] [INFO ] [sig ] [1543/1897] Forecasting SPG... [2025-11-22T01:29:39.581004] [INFO ] [sig ] Generating forecast for: SPG [2025-11-22T01:29:39.581034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-11-22T01:29:39.591235] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPG'. [2025-11-22T01:29:39.592306] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-11-22T01:29:39.592359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:39.761660] [INFO ] [sig ] SPG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:39.900403] [INFO ] [LOCAL ] Saved forecast: SPG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SPG.txt [2025-11-22T01:29:39.900521] [INFO ] [sig ] [1543/1897] Completed SPG in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:39.900560] [INFO ] [sig ] [1544/1897] Forecasting SPGI... [2025-11-22T01:29:39.900591] [INFO ] [sig ] Generating forecast for: SPGI [2025-11-22T01:29:39.900620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-11-22T01:29:39.910466] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPGI'. [2025-11-22T01:29:39.911503] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-11-22T01:29:39.911742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:40.080816] [INFO ] [sig ] SPGI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:40.220106] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SPGI.txt [2025-11-22T01:29:40.220244] [INFO ] [sig ] [1544/1897] Completed SPGI in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:40.220284] [INFO ] [sig ] [1545/1897] Forecasting SPH... [2025-11-22T01:29:40.220314] [INFO ] [sig ] Generating forecast for: SPH [2025-11-22T01:29:40.220344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-11-22T01:29:40.230852] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPH'. [2025-11-22T01:29:40.231902] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-11-22T01:29:40.231955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:40.401100] [INFO ] [sig ] SPH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:40.543784] [INFO ] [LOCAL ] Saved forecast: SPH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SPH.txt [2025-11-22T01:29:40.543952] [INFO ] [sig ] [1545/1897] Completed SPH in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:40.543993] [INFO ] [sig ] [1546/1897] Forecasting SPHR... [2025-11-22T01:29:40.544023] [INFO ] [sig ] Generating forecast for: SPHR [2025-11-22T01:29:40.544056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'. [2025-11-22T01:29:40.555713] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPHR'. [2025-11-22T01:29:40.556892] [DEBUG] [LOCAL ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt [2025-11-22T01:29:40.556946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:40.729683] [INFO ] [sig ] SPHR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:40.874020] [INFO ] [LOCAL ] Saved forecast: SPHR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SPHR.txt [2025-11-22T01:29:40.874192] [INFO ] [sig ] [1546/1897] Completed SPHR in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:40.874233] [INFO ] [sig ] [1547/1897] Forecasting SPIR... [2025-11-22T01:29:40.874263] [INFO ] [sig ] Generating forecast for: SPIR [2025-11-22T01:29:40.874295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'. [2025-11-22T01:29:40.885329] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPIR'. [2025-11-22T01:29:40.886566] [DEBUG] [LOCAL ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt [2025-11-22T01:29:40.886620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:41.059331] [INFO ] [sig ] SPIR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:41.200042] [INFO ] [LOCAL ] Saved forecast: SPIR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SPIR.txt [2025-11-22T01:29:41.200177] [INFO ] [sig ] [1547/1897] Completed SPIR in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:41.200217] [INFO ] [sig ] [1548/1897] Forecasting SPNT... [2025-11-22T01:29:41.200253] [INFO ] [sig ] Generating forecast for: SPNT [2025-11-22T01:29:41.200298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'. [2025-11-22T01:29:41.210388] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPNT'. [2025-11-22T01:29:41.211478] [DEBUG] [LOCAL ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt [2025-11-22T01:29:41.211531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:41.399998] [INFO ] [sig ] SPNT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:41.539800] [INFO ] [LOCAL ] Saved forecast: SPNT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SPNT.txt [2025-11-22T01:29:41.539923] [INFO ] [sig ] [1548/1897] Completed SPNT in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:41.539963] [INFO ] [sig ] [1549/1897] Forecasting SPOT... [2025-11-22T01:29:41.539993] [INFO ] [sig ] Generating forecast for: SPOT [2025-11-22T01:29:41.540023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'. [2025-11-22T01:29:41.551214] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPOT'. [2025-11-22T01:29:41.552513] [DEBUG] [LOCAL ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt [2025-11-22T01:29:41.552566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:41.772974] [INFO ] [sig ] SPOT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:41.914596] [INFO ] [LOCAL ] Saved forecast: SPOT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SPOT.txt [2025-11-22T01:29:41.914800] [INFO ] [sig ] [1549/1897] Completed SPOT in 0.4s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:41.914845] [INFO ] [sig ] [1550/1897] Forecasting SPR... [2025-11-22T01:29:41.914875] [INFO ] [sig ] Generating forecast for: SPR [2025-11-22T01:29:41.914906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'. [2025-11-22T01:29:41.925515] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPR'. [2025-11-22T01:29:41.926600] [DEBUG] [LOCAL ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt [2025-11-22T01:29:41.926673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:42.097603] [INFO ] [sig ] SPR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:42.236732] [INFO ] [LOCAL ] Saved forecast: SPR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SPR.txt [2025-11-22T01:29:42.236878] [INFO ] [sig ] [1550/1897] Completed SPR in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:42.236919] [INFO ] [sig ] [1551/1897] Forecasting SPRU... [2025-11-22T01:29:42.236959] [INFO ] [sig ] Generating forecast for: SPRU [2025-11-22T01:29:42.236991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'. [2025-11-22T01:29:42.247600] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPRU'. [2025-11-22T01:29:42.248951] [DEBUG] [LOCAL ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt [2025-11-22T01:29:42.249005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:42.418840] [INFO ] [sig ] SPRU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:42.559260] [INFO ] [LOCAL ] Saved forecast: SPRU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SPRU.txt [2025-11-22T01:29:42.559422] [INFO ] [sig ] [1551/1897] Completed SPRU in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:42.559465] [INFO ] [sig ] [1552/1897] Forecasting SPXC... [2025-11-22T01:29:42.559495] [INFO ] [sig ] Generating forecast for: SPXC [2025-11-22T01:29:42.559526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-11-22T01:29:42.570283] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPXC'. [2025-11-22T01:29:42.571420] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-11-22T01:29:42.571472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:42.739855] [INFO ] [sig ] SPXC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:42.879234] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SPXC.txt [2025-11-22T01:29:42.879377] [INFO ] [sig ] [1552/1897] Completed SPXC in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:42.879421] [INFO ] [sig ] [1553/1897] Forecasting SPXX... [2025-11-22T01:29:42.879455] [INFO ] [sig ] Generating forecast for: SPXX [2025-11-22T01:29:42.879487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-11-22T01:29:42.890105] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SPXX'. [2025-11-22T01:29:42.891308] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-11-22T01:29:42.891362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:43.065785] [INFO ] [sig ] SPXX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:43.206752] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SPXX.txt [2025-11-22T01:29:43.206892] [INFO ] [sig ] [1553/1897] Completed SPXX in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 2.0m [2025-11-22T01:29:43.206936] [INFO ] [sig ] [1554/1897] Forecasting SQM... [2025-11-22T01:29:43.206968] [INFO ] [sig ] Generating forecast for: SQM [2025-11-22T01:29:43.207000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-11-22T01:29:43.217201] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SQM'. [2025-11-22T01:29:43.218301] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-11-22T01:29:43.218355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:43.390859] [INFO ] [sig ] SQM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:43.530579] [INFO ] [LOCAL ] Saved forecast: SQM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SQM.txt [2025-11-22T01:29:43.530727] [INFO ] [sig ] [1554/1897] Completed SQM in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 1.9m [2025-11-22T01:29:43.530780] [INFO ] [sig ] [1555/1897] Forecasting SQNS... [2025-11-22T01:29:43.530813] [INFO ] [sig ] Generating forecast for: SQNS [2025-11-22T01:29:43.530858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-11-22T01:29:43.540687] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SQNS'. [2025-11-22T01:29:43.541813] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-11-22T01:29:43.541868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:43.712342] [INFO ] [sig ] SQNS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:43.852169] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SQNS.txt [2025-11-22T01:29:43.852306] [INFO ] [sig ] [1555/1897] Completed SQNS in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 1.9m [2025-11-22T01:29:43.852347] [INFO ] [sig ] [1556/1897] Forecasting SR... [2025-11-22T01:29:43.852378] [INFO ] [sig ] Generating forecast for: SR [2025-11-22T01:29:43.852409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'. [2025-11-22T01:29:43.862676] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SR'. [2025-11-22T01:29:43.863772] [DEBUG] [LOCAL ] No optimal features file found for SR: ./output/feature-sets/SR.txt [2025-11-22T01:29:43.863839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:44.033560] [INFO ] [sig ] SR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:44.173761] [INFO ] [LOCAL ] Saved forecast: SR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SR.txt [2025-11-22T01:29:44.173915] [INFO ] [sig ] [1556/1897] Completed SR in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 1.9m [2025-11-22T01:29:44.173956] [INFO ] [sig ] [1557/1897] Forecasting SRE... [2025-11-22T01:29:44.173986] [INFO ] [sig ] Generating forecast for: SRE [2025-11-22T01:29:44.174016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-11-22T01:29:44.184849] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SRE'. [2025-11-22T01:29:44.185988] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-11-22T01:29:44.186041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:44.355788] [INFO ] [sig ] SRE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:44.495106] [INFO ] [LOCAL ] Saved forecast: SRE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SRE.txt [2025-11-22T01:29:44.495231] [INFO ] [sig ] [1557/1897] Completed SRE in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 1.9m [2025-11-22T01:29:44.495271] [INFO ] [sig ] [1558/1897] Forecasting SREA... [2025-11-22T01:29:44.495300] [INFO ] [sig ] Generating forecast for: SREA [2025-11-22T01:29:44.495330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-11-22T01:29:44.505453] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SREA'. [2025-11-22T01:29:44.506519] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-11-22T01:29:44.506572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:44.673330] [INFO ] [sig ] SREA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:44.813265] [INFO ] [LOCAL ] Saved forecast: SREA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SREA.txt [2025-11-22T01:29:44.813447] [INFO ] [sig ] [1558/1897] Completed SREA in 0.3s | 2.93 sym/s | Total: 8.8m | ETA: 1.9m [2025-11-22T01:29:44.813490] [INFO ] [sig ] [1559/1897] Forecasting SRFM... [2025-11-22T01:29:44.813520] [INFO ] [sig ] Generating forecast for: SRFM [2025-11-22T01:29:44.813550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-11-22T01:29:44.823574] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SRFM'. [2025-11-22T01:29:44.824693] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-11-22T01:29:44.824746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:44.999762] [INFO ] [sig ] SRFM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:45.138098] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SRFM.txt [2025-11-22T01:29:45.138240] [INFO ] [sig ] [1559/1897] Completed SRFM in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:45.138281] [INFO ] [sig ] [1560/1897] Forecasting SRG... [2025-11-22T01:29:45.138311] [INFO ] [sig ] Generating forecast for: SRG [2025-11-22T01:29:45.138343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-11-22T01:29:45.148356] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SRG'. [2025-11-22T01:29:45.149425] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-11-22T01:29:45.149478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:45.323753] [INFO ] [sig ] SRG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:45.462253] [INFO ] [LOCAL ] Saved forecast: SRG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SRG.txt [2025-11-22T01:29:45.462388] [INFO ] [sig ] [1560/1897] Completed SRG in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:45.462427] [INFO ] [sig ] [1561/1897] Forecasting SRI... [2025-11-22T01:29:45.462458] [INFO ] [sig ] Generating forecast for: SRI [2025-11-22T01:29:45.462488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-11-22T01:29:45.473119] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SRI'. [2025-11-22T01:29:45.474194] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-11-22T01:29:45.474246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:45.658485] [INFO ] [sig ] SRI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:45.799054] [INFO ] [LOCAL ] Saved forecast: SRI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SRI.txt [2025-11-22T01:29:45.799223] [INFO ] [sig ] [1561/1897] Completed SRI in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:45.799265] [INFO ] [sig ] [1562/1897] Forecasting SRV... [2025-11-22T01:29:45.799295] [INFO ] [sig ] Generating forecast for: SRV [2025-11-22T01:29:45.799327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'. [2025-11-22T01:29:45.810176] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SRV'. [2025-11-22T01:29:45.811327] [DEBUG] [LOCAL ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt [2025-11-22T01:29:45.811379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:45.991383] [INFO ] [sig ] SRV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:46.135557] [INFO ] [LOCAL ] Saved forecast: SRV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SRV.txt [2025-11-22T01:29:46.135756] [INFO ] [sig ] [1562/1897] Completed SRV in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:46.135803] [INFO ] [sig ] [1563/1897] Forecasting SSB... [2025-11-22T01:29:46.135833] [INFO ] [sig ] Generating forecast for: SSB [2025-11-22T01:29:46.135867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-11-22T01:29:46.146453] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SSB'. [2025-11-22T01:29:46.147609] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-11-22T01:29:46.147683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:46.326775] [INFO ] [sig ] SSB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:46.478355] [INFO ] [LOCAL ] Saved forecast: SSB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SSB.txt [2025-11-22T01:29:46.478510] [INFO ] [sig ] [1563/1897] Completed SSB in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:46.478552] [INFO ] [sig ] [1564/1897] Forecasting SSD... [2025-11-22T01:29:46.478582] [INFO ] [sig ] Generating forecast for: SSD [2025-11-22T01:29:46.478614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-11-22T01:29:46.489775] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SSD'. [2025-11-22T01:29:46.490948] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-11-22T01:29:46.491002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:46.679591] [INFO ] [sig ] SSD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:46.817148] [INFO ] [LOCAL ] Saved forecast: SSD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SSD.txt [2025-11-22T01:29:46.817288] [INFO ] [sig ] [1564/1897] Completed SSD in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:46.817327] [INFO ] [sig ] [1565/1897] Forecasting SSL... [2025-11-22T01:29:46.817356] [INFO ] [sig ] Generating forecast for: SSL [2025-11-22T01:29:46.817385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-11-22T01:29:46.827756] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SSL'. [2025-11-22T01:29:46.828958] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-11-22T01:29:46.829011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:47.026592] [INFO ] [sig ] SSL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:47.165729] [INFO ] [LOCAL ] Saved forecast: SSL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SSL.txt [2025-11-22T01:29:47.165890] [INFO ] [sig ] [1565/1897] Completed SSL in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:47.165931] [INFO ] [sig ] [1566/1897] Forecasting SST... [2025-11-22T01:29:47.165961] [INFO ] [sig ] Generating forecast for: SST [2025-11-22T01:29:47.165992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'. [2025-11-22T01:29:47.176205] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SST'. [2025-11-22T01:29:47.177348] [DEBUG] [LOCAL ] No optimal features file found for SST: ./output/feature-sets/SST.txt [2025-11-22T01:29:47.177422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:47.366303] [INFO ] [sig ] SST: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:47.509219] [INFO ] [LOCAL ] Saved forecast: SST 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SST.txt [2025-11-22T01:29:47.509385] [INFO ] [sig ] [1566/1897] Completed SST in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:47.509434] [INFO ] [sig ] [1567/1897] Forecasting SSTK... [2025-11-22T01:29:47.509478] [INFO ] [sig ] Generating forecast for: SSTK [2025-11-22T01:29:47.509517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-11-22T01:29:47.521145] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SSTK'. [2025-11-22T01:29:47.522348] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-11-22T01:29:47.522404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:47.719676] [INFO ] [sig ] SSTK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:47.863533] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SSTK.txt [2025-11-22T01:29:47.863718] [INFO ] [sig ] [1567/1897] Completed SSTK in 0.4s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:47.863772] [INFO ] [sig ] [1568/1897] Forecasting ST... [2025-11-22T01:29:47.863804] [INFO ] [sig ] Generating forecast for: ST [2025-11-22T01:29:47.863836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'. [2025-11-22T01:29:47.874293] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ST'. [2025-11-22T01:29:47.875556] [DEBUG] [LOCAL ] No optimal features file found for ST: ./output/feature-sets/ST.txt [2025-11-22T01:29:47.875612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:48.074733] [INFO ] [sig ] ST: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:48.216396] [INFO ] [LOCAL ] Saved forecast: ST 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ST.txt [2025-11-22T01:29:48.216539] [INFO ] [sig ] [1568/1897] Completed ST in 0.4s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:48.216582] [INFO ] [sig ] [1569/1897] Forecasting STAG... [2025-11-22T01:29:48.216613] [INFO ] [sig ] Generating forecast for: STAG [2025-11-22T01:29:48.216666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-11-22T01:29:48.227236] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STAG'. [2025-11-22T01:29:48.228526] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-11-22T01:29:48.228580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:48.405131] [INFO ] [sig ] STAG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:48.544444] [INFO ] [LOCAL ] Saved forecast: STAG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STAG.txt [2025-11-22T01:29:48.544619] [INFO ] [sig ] [1569/1897] Completed STAG in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:48.544722] [INFO ] [sig ] [1570/1897] Forecasting STC... [2025-11-22T01:29:48.544755] [INFO ] [sig ] Generating forecast for: STC [2025-11-22T01:29:48.544786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-11-22T01:29:48.555380] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STC'. [2025-11-22T01:29:48.556491] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-11-22T01:29:48.556544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:48.747443] [INFO ] [sig ] STC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:48.886947] [INFO ] [LOCAL ] Saved forecast: STC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STC.txt [2025-11-22T01:29:48.887122] [INFO ] [sig ] [1570/1897] Completed STC in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:48.887191] [INFO ] [sig ] [1571/1897] Forecasting STE... [2025-11-22T01:29:48.887233] [INFO ] [sig ] Generating forecast for: STE [2025-11-22T01:29:48.887272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-11-22T01:29:48.898108] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STE'. [2025-11-22T01:29:48.899278] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-11-22T01:29:48.899332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:49.091268] [INFO ] [sig ] STE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:49.233270] [INFO ] [LOCAL ] Saved forecast: STE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STE.txt [2025-11-22T01:29:49.233434] [INFO ] [sig ] [1571/1897] Completed STE in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.9m [2025-11-22T01:29:49.233476] [INFO ] [sig ] [1572/1897] Forecasting STEL... [2025-11-22T01:29:49.233506] [INFO ] [sig ] Generating forecast for: STEL [2025-11-22T01:29:49.233537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-11-22T01:29:49.244483] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STEL'. [2025-11-22T01:29:49.245702] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-11-22T01:29:49.245755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:49.436228] [INFO ] [sig ] STEL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:49.576186] [INFO ] [LOCAL ] Saved forecast: STEL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STEL.txt [2025-11-22T01:29:49.576327] [INFO ] [sig ] [1572/1897] Completed STEL in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.8m [2025-11-22T01:29:49.576367] [INFO ] [sig ] [1573/1897] Forecasting STEM... [2025-11-22T01:29:49.576396] [INFO ] [sig ] Generating forecast for: STEM [2025-11-22T01:29:49.576427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-11-22T01:29:49.586981] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STEM'. [2025-11-22T01:29:49.588094] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-11-22T01:29:49.588147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:49.761936] [INFO ] [sig ] STEM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:49.901062] [INFO ] [LOCAL ] Saved forecast: STEM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STEM.txt [2025-11-22T01:29:49.901238] [INFO ] [sig ] [1573/1897] Completed STEM in 0.3s | 2.93 sym/s | Total: 8.9m | ETA: 1.8m [2025-11-22T01:29:49.901280] [INFO ] [sig ] [1574/1897] Forecasting STEW... [2025-11-22T01:29:49.901311] [INFO ] [sig ] Generating forecast for: STEW [2025-11-22T01:29:49.901342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'. [2025-11-22T01:29:49.911758] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STEW'. [2025-11-22T01:29:49.912833] [DEBUG] [LOCAL ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt [2025-11-22T01:29:49.912886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:50.085959] [INFO ] [sig ] STEW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:50.224547] [INFO ] [LOCAL ] Saved forecast: STEW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STEW.txt [2025-11-22T01:29:50.224705] [INFO ] [sig ] [1574/1897] Completed STEW in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 1.8m [2025-11-22T01:29:50.224748] [INFO ] [sig ] [1575/1897] Forecasting STK... [2025-11-22T01:29:50.224777] [INFO ] [sig ] Generating forecast for: STK [2025-11-22T01:29:50.224808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-11-22T01:29:50.235095] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STK'. [2025-11-22T01:29:50.236186] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-11-22T01:29:50.236238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:50.406859] [INFO ] [sig ] STK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:50.545790] [INFO ] [LOCAL ] Saved forecast: STK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STK.txt [2025-11-22T01:29:50.545930] [INFO ] [sig ] [1575/1897] Completed STK in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 1.8m [2025-11-22T01:29:50.545969] [INFO ] [sig ] [1576/1897] Forecasting STLA... [2025-11-22T01:29:50.545999] [INFO ] [sig ] Generating forecast for: STLA [2025-11-22T01:29:50.546029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-11-22T01:29:50.556880] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STLA'. [2025-11-22T01:29:50.557999] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-11-22T01:29:50.558051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:50.727802] [INFO ] [sig ] STLA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:50.869865] [INFO ] [LOCAL ] Saved forecast: STLA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STLA.txt [2025-11-22T01:29:50.869997] [INFO ] [sig ] [1576/1897] Completed STLA in 0.3s | 2.94 sym/s | Total: 8.9m | ETA: 1.8m [2025-11-22T01:29:50.870036] [INFO ] [sig ] [1577/1897] Forecasting STM... [2025-11-22T01:29:50.870065] [INFO ] [sig ] Generating forecast for: STM [2025-11-22T01:29:50.870097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-11-22T01:29:50.879879] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STM'. [2025-11-22T01:29:50.880921] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-11-22T01:29:50.880974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:51.051112] [INFO ] [sig ] STM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:51.189780] [INFO ] [LOCAL ] Saved forecast: STM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STM.txt [2025-11-22T01:29:51.189917] [INFO ] [sig ] [1577/1897] Completed STM in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:51.189957] [INFO ] [sig ] [1578/1897] Forecasting STN... [2025-11-22T01:29:51.189987] [INFO ] [sig ] Generating forecast for: STN [2025-11-22T01:29:51.190046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-11-22T01:29:51.200123] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STN'. [2025-11-22T01:29:51.201223] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-11-22T01:29:51.201276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:51.372800] [INFO ] [sig ] STN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:51.511220] [INFO ] [LOCAL ] Saved forecast: STN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STN.txt [2025-11-22T01:29:51.511362] [INFO ] [sig ] [1578/1897] Completed STN in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:51.511402] [INFO ] [sig ] [1579/1897] Forecasting STNG... [2025-11-22T01:29:51.511431] [INFO ] [sig ] Generating forecast for: STNG [2025-11-22T01:29:51.511461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'. [2025-11-22T01:29:51.521941] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STNG'. [2025-11-22T01:29:51.523055] [DEBUG] [LOCAL ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt [2025-11-22T01:29:51.523107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:51.723014] [INFO ] [sig ] STNG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:51.863772] [INFO ] [LOCAL ] Saved forecast: STNG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STNG.txt [2025-11-22T01:29:51.863916] [INFO ] [sig ] [1579/1897] Completed STNG in 0.4s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:51.863956] [INFO ] [sig ] [1580/1897] Forecasting STRV... [2025-11-22T01:29:51.863984] [INFO ] [sig ] Generating forecast for: STRV [2025-11-22T01:29:51.864015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'. [2025-11-22T01:29:51.876213] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STRV'. [2025-11-22T01:29:51.877477] [DEBUG] [LOCAL ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt [2025-11-22T01:29:51.877531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:52.066049] [INFO ] [sig ] STRV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:52.248117] [INFO ] [LOCAL ] Saved forecast: STRV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STRV.txt [2025-11-22T01:29:52.248262] [INFO ] [sig ] [1580/1897] Completed STRV in 0.4s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:52.248303] [INFO ] [sig ] [1581/1897] Forecasting STT... [2025-11-22T01:29:52.248332] [INFO ] [sig ] Generating forecast for: STT [2025-11-22T01:29:52.248363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'. [2025-11-22T01:29:52.258672] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STT'. [2025-11-22T01:29:52.259769] [DEBUG] [LOCAL ] No optimal features file found for STT: ./output/feature-sets/STT.txt [2025-11-22T01:29:52.259824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:52.450309] [INFO ] [sig ] STT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:52.590420] [INFO ] [LOCAL ] Saved forecast: STT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STT.txt [2025-11-22T01:29:52.590559] [INFO ] [sig ] [1581/1897] Completed STT in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:52.590609] [INFO ] [sig ] [1582/1897] Forecasting STVN... [2025-11-22T01:29:52.590662] [INFO ] [sig ] Generating forecast for: STVN [2025-11-22T01:29:52.590696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-11-22T01:29:52.600518] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STVN'. [2025-11-22T01:29:52.601667] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-11-22T01:29:52.601723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:52.795399] [INFO ] [sig ] STVN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:52.935984] [INFO ] [LOCAL ] Saved forecast: STVN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STVN.txt [2025-11-22T01:29:52.936139] [INFO ] [sig ] [1582/1897] Completed STVN in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:52.936181] [INFO ] [sig ] [1583/1897] Forecasting STWD... [2025-11-22T01:29:52.936212] [INFO ] [sig ] Generating forecast for: STWD [2025-11-22T01:29:52.936244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-11-22T01:29:52.946866] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STWD'. [2025-11-22T01:29:52.947986] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-11-22T01:29:52.948038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:53.137339] [INFO ] [sig ] STWD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:53.276021] [INFO ] [LOCAL ] Saved forecast: STWD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STWD.txt [2025-11-22T01:29:53.276142] [INFO ] [sig ] [1583/1897] Completed STWD in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:53.276181] [INFO ] [sig ] [1584/1897] Forecasting STXE... [2025-11-22T01:29:53.276211] [INFO ] [sig ] Generating forecast for: STXE [2025-11-22T01:29:53.276241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-11-22T01:29:53.286865] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STXE'. [2025-11-22T01:29:53.288100] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-11-22T01:29:53.288154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:53.476991] [INFO ] [sig ] STXE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:53.620719] [INFO ] [LOCAL ] Saved forecast: STXE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STXE.txt [2025-11-22T01:29:53.620891] [INFO ] [sig ] [1584/1897] Completed STXE in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:53.620936] [INFO ] [sig ] [1585/1897] Forecasting STXG... [2025-11-22T01:29:53.620967] [INFO ] [sig ] Generating forecast for: STXG [2025-11-22T01:29:53.621000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-11-22T01:29:53.631783] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STXG'. [2025-11-22T01:29:53.632983] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-11-22T01:29:53.633037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:53.817144] [INFO ] [sig ] STXG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:53.957815] [INFO ] [LOCAL ] Saved forecast: STXG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STXG.txt [2025-11-22T01:29:53.957997] [INFO ] [sig ] [1585/1897] Completed STXG in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:53.958040] [INFO ] [sig ] [1586/1897] Forecasting STXK... [2025-11-22T01:29:53.958069] [INFO ] [sig ] Generating forecast for: STXK [2025-11-22T01:29:53.958100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'. [2025-11-22T01:29:53.968774] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STXK'. [2025-11-22T01:29:53.970041] [DEBUG] [LOCAL ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt [2025-11-22T01:29:53.970096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:54.154016] [INFO ] [sig ] STXK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:54.294425] [INFO ] [LOCAL ] Saved forecast: STXK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STXK.txt [2025-11-22T01:29:54.294578] [INFO ] [sig ] [1586/1897] Completed STXK in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:54.294619] [INFO ] [sig ] [1587/1897] Forecasting STXT... [2025-11-22T01:29:54.294673] [INFO ] [sig ] Generating forecast for: STXT [2025-11-22T01:29:54.294711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'. [2025-11-22T01:29:54.305108] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STXT'. [2025-11-22T01:29:54.306342] [DEBUG] [LOCAL ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt [2025-11-22T01:29:54.306397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:54.473164] [INFO ] [sig ] STXT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:54.611372] [INFO ] [LOCAL ] Saved forecast: STXT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STXT.txt [2025-11-22T01:29:54.611496] [INFO ] [sig ] [1587/1897] Completed STXT in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:54.611536] [INFO ] [sig ] [1588/1897] Forecasting STXV... [2025-11-22T01:29:54.611566] [INFO ] [sig ] Generating forecast for: STXV [2025-11-22T01:29:54.611596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'. [2025-11-22T01:29:54.621247] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STXV'. [2025-11-22T01:29:54.622386] [DEBUG] [LOCAL ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt [2025-11-22T01:29:54.622440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:54.785152] [INFO ] [sig ] STXV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:54.924255] [INFO ] [LOCAL ] Saved forecast: STXV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/STXV.txt [2025-11-22T01:29:54.924384] [INFO ] [sig ] [1588/1897] Completed STXV in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.8m [2025-11-22T01:29:54.924424] [INFO ] [sig ] [1589/1897] Forecasting STZ... [2025-11-22T01:29:54.924453] [INFO ] [sig ] Generating forecast for: STZ [2025-11-22T01:29:54.924487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-11-22T01:29:54.935258] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'STZ'. [2025-11-22T01:29:54.936375] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-11-22T01:29:54.936434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:55.114148] [INFO ] [sig ] STZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:55.255223] [INFO ] [LOCAL ] Saved forecast: STZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/STZ.txt [2025-11-22T01:29:55.255361] [INFO ] [sig ] [1589/1897] Completed STZ in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.7m [2025-11-22T01:29:55.255401] [INFO ] [sig ] [1590/1897] Forecasting SU... [2025-11-22T01:29:55.255430] [INFO ] [sig ] Generating forecast for: SU [2025-11-22T01:29:55.255460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'. [2025-11-22T01:29:55.265924] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SU'. [2025-11-22T01:29:55.266965] [DEBUG] [LOCAL ] No optimal features file found for SU: ./output/feature-sets/SU.txt [2025-11-22T01:29:55.267017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:55.438755] [INFO ] [sig ] SU: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:55.579854] [INFO ] [LOCAL ] Saved forecast: SU 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SU.txt [2025-11-22T01:29:55.580049] [INFO ] [sig ] [1590/1897] Completed SU in 0.3s | 2.94 sym/s | Total: 9.0m | ETA: 1.7m [2025-11-22T01:29:55.580091] [INFO ] [sig ] [1591/1897] Forecasting SUI... [2025-11-22T01:29:55.580122] [INFO ] [sig ] Generating forecast for: SUI [2025-11-22T01:29:55.580152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-11-22T01:29:55.593385] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SUI'. [2025-11-22T01:29:55.595361] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-11-22T01:29:55.595424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:55.842445] [INFO ] [sig ] SUI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:56.062826] [INFO ] [LOCAL ] Saved forecast: SUI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SUI.txt [2025-11-22T01:29:56.063057] [INFO ] [sig ] [1591/1897] Completed SUI in 0.5s | 2.93 sym/s | Total: 9.0m | ETA: 1.7m [2025-11-22T01:29:56.063125] [INFO ] [sig ] [1592/1897] Forecasting SUN... [2025-11-22T01:29:56.063179] [INFO ] [sig ] Generating forecast for: SUN [2025-11-22T01:29:56.063233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-11-22T01:29:56.078360] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SUN'. [2025-11-22T01:29:56.079997] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-11-22T01:29:56.080063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:56.322495] [INFO ] [sig ] SUN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:56.484940] [INFO ] [LOCAL ] Saved forecast: SUN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SUN.txt [2025-11-22T01:29:56.485106] [INFO ] [sig ] [1592/1897] Completed SUN in 0.4s | 2.93 sym/s | Total: 9.0m | ETA: 1.7m [2025-11-22T01:29:56.485147] [INFO ] [sig ] [1593/1897] Forecasting SUPV... [2025-11-22T01:29:56.485177] [INFO ] [sig ] Generating forecast for: SUPV [2025-11-22T01:29:56.485208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'. [2025-11-22T01:29:56.496283] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SUPV'. [2025-11-22T01:29:56.497594] [DEBUG] [LOCAL ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt [2025-11-22T01:29:56.497671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:56.690107] [INFO ] [sig ] SUPV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:56.836107] [INFO ] [LOCAL ] Saved forecast: SUPV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SUPV.txt [2025-11-22T01:29:56.836249] [INFO ] [sig ] [1593/1897] Completed SUPV in 0.4s | 2.93 sym/s | Total: 9.0m | ETA: 1.7m [2025-11-22T01:29:56.836289] [INFO ] [sig ] [1594/1897] Forecasting SUZ... [2025-11-22T01:29:56.836319] [INFO ] [sig ] Generating forecast for: SUZ [2025-11-22T01:29:56.836350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-11-22T01:29:56.847865] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SUZ'. [2025-11-22T01:29:56.849108] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-11-22T01:29:56.849162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:57.025053] [INFO ] [sig ] SUZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:57.170584] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SUZ.txt [2025-11-22T01:29:57.170756] [INFO ] [sig ] [1594/1897] Completed SUZ in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:57.170798] [INFO ] [sig ] [1595/1897] Forecasting SVV... [2025-11-22T01:29:57.170828] [INFO ] [sig ] Generating forecast for: SVV [2025-11-22T01:29:57.170860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'. [2025-11-22T01:29:57.181376] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SVV'. [2025-11-22T01:29:57.182452] [DEBUG] [LOCAL ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt [2025-11-22T01:29:57.182504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:57.351532] [INFO ] [sig ] SVV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:57.493326] [INFO ] [LOCAL ] Saved forecast: SVV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SVV.txt [2025-11-22T01:29:57.493485] [INFO ] [sig ] [1595/1897] Completed SVV in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:57.493525] [INFO ] [sig ] [1596/1897] Forecasting SWK... [2025-11-22T01:29:57.493556] [INFO ] [sig ] Generating forecast for: SWK [2025-11-22T01:29:57.493586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-11-22T01:29:57.503954] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SWK'. [2025-11-22T01:29:57.505204] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-11-22T01:29:57.505260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:57.674424] [INFO ] [sig ] SWK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:57.817577] [INFO ] [LOCAL ] Saved forecast: SWK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SWK.txt [2025-11-22T01:29:57.817735] [INFO ] [sig ] [1596/1897] Completed SWK in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:57.817799] [INFO ] [sig ] [1597/1897] Forecasting SWX... [2025-11-22T01:29:57.817851] [INFO ] [sig ] Generating forecast for: SWX [2025-11-22T01:29:57.817892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-11-22T01:29:57.828109] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SWX'. [2025-11-22T01:29:57.829255] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-11-22T01:29:57.829324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:58.009871] [INFO ] [sig ] SWX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:58.150041] [INFO ] [LOCAL ] Saved forecast: SWX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SWX.txt [2025-11-22T01:29:58.150172] [INFO ] [sig ] [1597/1897] Completed SWX in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:58.150212] [INFO ] [sig ] [1598/1897] Forecasting SWZ... [2025-11-22T01:29:58.150242] [INFO ] [sig ] Generating forecast for: SWZ [2025-11-22T01:29:58.150273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-11-22T01:29:58.160596] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SWZ'. [2025-11-22T01:29:58.161694] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-11-22T01:29:58.161748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:58.344407] [INFO ] [sig ] SWZ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:58.483916] [INFO ] [LOCAL ] Saved forecast: SWZ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SWZ.txt [2025-11-22T01:29:58.484056] [INFO ] [sig ] [1598/1897] Completed SWZ in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:58.484096] [INFO ] [sig ] [1599/1897] Forecasting SXC... [2025-11-22T01:29:58.484130] [INFO ] [sig ] Generating forecast for: SXC [2025-11-22T01:29:58.484159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-11-22T01:29:58.494275] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SXC'. [2025-11-22T01:29:58.495488] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-11-22T01:29:58.495541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:58.683175] [INFO ] [sig ] SXC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:29:58.823455] [INFO ] [LOCAL ] Saved forecast: SXC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SXC.txt [2025-11-22T01:29:58.823586] [INFO ] [sig ] [1599/1897] Completed SXC in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:58.823625] [INFO ] [sig ] [1600/1897] Forecasting SXI... [2025-11-22T01:29:58.823678] [INFO ] [sig ] Generating forecast for: SXI [2025-11-22T01:29:58.823710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-11-22T01:29:58.834130] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SXI'. [2025-11-22T01:29:58.835183] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-11-22T01:29:58.835235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:59.004072] [INFO ] [sig ] SXI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:59.144103] [INFO ] [LOCAL ] Saved forecast: SXI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SXI.txt [2025-11-22T01:29:59.144231] [INFO ] [sig ] [1600/1897] Completed SXI in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:59.144272] [INFO ] [sig ] [1601/1897] Forecasting SXT... [2025-11-22T01:29:59.144302] [INFO ] [sig ] Generating forecast for: SXT [2025-11-22T01:29:59.144332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'. [2025-11-22T01:29:59.154795] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SXT'. [2025-11-22T01:29:59.155974] [DEBUG] [LOCAL ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt [2025-11-22T01:29:59.156028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:59.323483] [INFO ] [sig ] SXT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:59.464713] [INFO ] [LOCAL ] Saved forecast: SXT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SXT.txt [2025-11-22T01:29:59.464868] [INFO ] [sig ] [1601/1897] Completed SXT in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:59.464916] [INFO ] [sig ] [1602/1897] Forecasting SYF... [2025-11-22T01:29:59.464953] [INFO ] [sig ] Generating forecast for: SYF [2025-11-22T01:29:59.464987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-11-22T01:29:59.475107] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SYF'. [2025-11-22T01:29:59.476195] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-11-22T01:29:59.476247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:59.648524] [INFO ] [sig ] SYF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:29:59.788399] [INFO ] [LOCAL ] Saved forecast: SYF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/SYF.txt [2025-11-22T01:29:59.788524] [INFO ] [sig ] [1602/1897] Completed SYF in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:29:59.788564] [INFO ] [sig ] [1603/1897] Forecasting SYK... [2025-11-22T01:29:59.788594] [INFO ] [sig ] Generating forecast for: SYK [2025-11-22T01:29:59.788624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-11-22T01:29:59.798906] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SYK'. [2025-11-22T01:29:59.800023] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-11-22T01:29:59.800075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:29:59.994609] [INFO ] [sig ] SYK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:00.137161] [INFO ] [LOCAL ] Saved forecast: SYK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SYK.txt [2025-11-22T01:30:00.137298] [INFO ] [sig ] [1603/1897] Completed SYK in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:30:00.137338] [INFO ] [sig ] [1604/1897] Forecasting SYY... [2025-11-22T01:30:00.137369] [INFO ] [sig ] Generating forecast for: SYY [2025-11-22T01:30:00.137399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-11-22T01:30:00.148084] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'SYY'. [2025-11-22T01:30:00.149255] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-11-22T01:30:00.149309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:00.316217] [INFO ] [sig ] SYY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:00.456927] [INFO ] [LOCAL ] Saved forecast: SYY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/SYY.txt [2025-11-22T01:30:00.457092] [INFO ] [sig ] [1604/1897] Completed SYY in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:30:00.457139] [INFO ] [sig ] [1605/1897] Forecasting T... [2025-11-22T01:30:00.457169] [INFO ] [sig ] Generating forecast for: T [2025-11-22T01:30:00.457200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'. [2025-11-22T01:30:00.468293] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'T'. [2025-11-22T01:30:00.469489] [DEBUG] [LOCAL ] No optimal features file found for T: ./output/feature-sets/T.txt [2025-11-22T01:30:00.469545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:01.336867] [INFO ] [sig ] T: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:01.480058] [INFO ] [LOCAL ] Saved forecast: T 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/T.txt [2025-11-22T01:30:01.480268] [INFO ] [sig ] [1605/1897] Completed T in 1.0s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:30:01.480332] [INFO ] [sig ] [1606/1897] Forecasting TAC... [2025-11-22T01:30:01.480379] [INFO ] [sig ] Generating forecast for: TAC [2025-11-22T01:30:01.480427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-11-22T01:30:01.493333] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TAC'. [2025-11-22T01:30:01.494860] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-11-22T01:30:01.494926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:01.689312] [INFO ] [sig ] TAC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:01.838147] [INFO ] [LOCAL ] Saved forecast: TAC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TAC.txt [2025-11-22T01:30:01.838305] [INFO ] [sig ] [1606/1897] Completed TAC in 0.4s | 2.93 sym/s | Total: 9.1m | ETA: 1.7m [2025-11-22T01:30:01.838347] [INFO ] [sig ] [1607/1897] Forecasting TAK... [2025-11-22T01:30:01.838377] [INFO ] [sig ] Generating forecast for: TAK [2025-11-22T01:30:01.838409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-11-22T01:30:01.850313] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TAK'. [2025-11-22T01:30:01.851593] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-11-22T01:30:01.851682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:02.037142] [INFO ] [sig ] TAK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:02.187141] [INFO ] [LOCAL ] Saved forecast: TAK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TAK.txt [2025-11-22T01:30:02.187303] [INFO ] [sig ] [1607/1897] Completed TAK in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.6m [2025-11-22T01:30:02.187383] [INFO ] [sig ] [1608/1897] Forecasting TAL... [2025-11-22T01:30:02.187415] [INFO ] [sig ] Generating forecast for: TAL [2025-11-22T01:30:02.187447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-11-22T01:30:02.198027] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TAL'. [2025-11-22T01:30:02.199241] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-11-22T01:30:02.199298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:02.370171] [INFO ] [sig ] TAL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:02.511705] [INFO ] [LOCAL ] Saved forecast: TAL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TAL.txt [2025-11-22T01:30:02.511868] [INFO ] [sig ] [1608/1897] Completed TAL in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.6m [2025-11-22T01:30:02.511909] [INFO ] [sig ] [1609/1897] Forecasting TALO... [2025-11-22T01:30:02.511939] [INFO ] [sig ] Generating forecast for: TALO [2025-11-22T01:30:02.511979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-11-22T01:30:02.522351] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TALO'. [2025-11-22T01:30:02.523549] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-11-22T01:30:02.523602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:02.698487] [INFO ] [sig ] TALO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:02.842556] [INFO ] [LOCAL ] Saved forecast: TALO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TALO.txt [2025-11-22T01:30:02.842738] [INFO ] [sig ] [1609/1897] Completed TALO in 0.3s | 2.93 sym/s | Total: 9.1m | ETA: 1.6m [2025-11-22T01:30:02.842782] [INFO ] [sig ] [1610/1897] Forecasting TAP... [2025-11-22T01:30:02.842812] [INFO ] [sig ] Generating forecast for: TAP [2025-11-22T01:30:02.842845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-11-22T01:30:02.853415] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TAP'. [2025-11-22T01:30:02.854619] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-11-22T01:30:02.854702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:03.027201] [INFO ] [sig ] TAP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:03.174833] [INFO ] [LOCAL ] Saved forecast: TAP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TAP.txt [2025-11-22T01:30:03.174992] [INFO ] [sig ] [1610/1897] Completed TAP in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:03.175033] [INFO ] [sig ] [1611/1897] Forecasting TBB... [2025-11-22T01:30:03.175063] [INFO ] [sig ] Generating forecast for: TBB [2025-11-22T01:30:03.175096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-11-22T01:30:03.185922] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TBB'. [2025-11-22T01:30:03.187265] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-11-22T01:30:03.187322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:03.356320] [INFO ] [sig ] TBB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:03.500384] [INFO ] [LOCAL ] Saved forecast: TBB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TBB.txt [2025-11-22T01:30:03.500546] [INFO ] [sig ] [1611/1897] Completed TBB in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:03.500587] [INFO ] [sig ] [1612/1897] Forecasting TBI... [2025-11-22T01:30:03.500618] [INFO ] [sig ] Generating forecast for: TBI [2025-11-22T01:30:03.500671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-11-22T01:30:03.511934] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TBI'. [2025-11-22T01:30:03.513059] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-11-22T01:30:03.513112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:03.706998] [INFO ] [sig ] TBI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:03.861543] [INFO ] [LOCAL ] Saved forecast: TBI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TBI.txt [2025-11-22T01:30:03.861727] [INFO ] [sig ] [1612/1897] Completed TBI in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:03.861781] [INFO ] [sig ] [1613/1897] Forecasting TCBX... [2025-11-22T01:30:03.861813] [INFO ] [sig ] Generating forecast for: TCBX [2025-11-22T01:30:03.861844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'. [2025-11-22T01:30:03.872685] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TCBX'. [2025-11-22T01:30:03.873861] [DEBUG] [LOCAL ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt [2025-11-22T01:30:03.873916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:04.046137] [INFO ] [sig ] TCBX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:04.189267] [INFO ] [LOCAL ] Saved forecast: TCBX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TCBX.txt [2025-11-22T01:30:04.189429] [INFO ] [sig ] [1613/1897] Completed TCBX in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:04.189469] [INFO ] [sig ] [1614/1897] Forecasting TD... [2025-11-22T01:30:04.189499] [INFO ] [sig ] Generating forecast for: TD [2025-11-22T01:30:04.189530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-11-22T01:30:04.199904] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TD'. [2025-11-22T01:30:04.201009] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-11-22T01:30:04.201065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:04.368711] [INFO ] [sig ] TD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:04.511284] [INFO ] [LOCAL ] Saved forecast: TD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TD.txt [2025-11-22T01:30:04.511418] [INFO ] [sig ] [1614/1897] Completed TD in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:04.511459] [INFO ] [sig ] [1615/1897] Forecasting TDC... [2025-11-22T01:30:04.511490] [INFO ] [sig ] Generating forecast for: TDC [2025-11-22T01:30:04.511521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-11-22T01:30:04.521461] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TDC'. [2025-11-22T01:30:04.522561] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-11-22T01:30:04.522613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:04.723172] [INFO ] [sig ] TDC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:04.863406] [INFO ] [LOCAL ] Saved forecast: TDC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TDC.txt [2025-11-22T01:30:04.863553] [INFO ] [sig ] [1615/1897] Completed TDC in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:04.863597] [INFO ] [sig ] [1616/1897] Forecasting TDF... [2025-11-22T01:30:04.863630] [INFO ] [sig ] Generating forecast for: TDF [2025-11-22T01:30:04.863686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-11-22T01:30:04.874171] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TDF'. [2025-11-22T01:30:04.875386] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-11-22T01:30:04.875443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:05.056572] [INFO ] [sig ] TDF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:05.226985] [INFO ] [LOCAL ] Saved forecast: TDF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TDF.txt [2025-11-22T01:30:05.227216] [INFO ] [sig ] [1616/1897] Completed TDF in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:05.227281] [INFO ] [sig ] [1617/1897] Forecasting TDG... [2025-11-22T01:30:05.227330] [INFO ] [sig ] Generating forecast for: TDG [2025-11-22T01:30:05.227375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-11-22T01:30:05.239047] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TDG'. [2025-11-22T01:30:05.240543] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-11-22T01:30:05.240610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:05.435193] [INFO ] [sig ] TDG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:05.584289] [INFO ] [LOCAL ] Saved forecast: TDG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TDG.txt [2025-11-22T01:30:05.584447] [INFO ] [sig ] [1617/1897] Completed TDG in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:05.584491] [INFO ] [sig ] [1618/1897] Forecasting TDOC... [2025-11-22T01:30:05.584521] [INFO ] [sig ] Generating forecast for: TDOC [2025-11-22T01:30:05.584551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-11-22T01:30:05.594615] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TDOC'. [2025-11-22T01:30:05.595838] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-11-22T01:30:05.595892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:05.773101] [INFO ] [sig ] TDOC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:05.934370] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TDOC.txt [2025-11-22T01:30:05.934533] [INFO ] [sig ] [1618/1897] Completed TDOC in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:05.934574] [INFO ] [sig ] [1619/1897] Forecasting TDS... [2025-11-22T01:30:05.934604] [INFO ] [sig ] Generating forecast for: TDS [2025-11-22T01:30:05.934636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-11-22T01:30:05.944972] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TDS'. [2025-11-22T01:30:05.946148] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-11-22T01:30:05.946203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:06.109382] [INFO ] [sig ] TDS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:06.252114] [INFO ] [LOCAL ] Saved forecast: TDS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TDS.txt [2025-11-22T01:30:06.252255] [INFO ] [sig ] [1619/1897] Completed TDS in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:06.252296] [INFO ] [sig ] [1620/1897] Forecasting TDW... [2025-11-22T01:30:06.252327] [INFO ] [sig ] Generating forecast for: TDW [2025-11-22T01:30:06.252357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'. [2025-11-22T01:30:06.263785] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TDW'. [2025-11-22T01:30:06.265068] [DEBUG] [LOCAL ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt [2025-11-22T01:30:06.265123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:06.455171] [INFO ] [sig ] TDW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:06.599949] [INFO ] [LOCAL ] Saved forecast: TDW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TDW.txt [2025-11-22T01:30:06.600137] [INFO ] [sig ] [1620/1897] Completed TDW in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:06.600179] [INFO ] [sig ] [1621/1897] Forecasting TDY... [2025-11-22T01:30:06.600209] [INFO ] [sig ] Generating forecast for: TDY [2025-11-22T01:30:06.600240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-11-22T01:30:06.611605] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TDY'. [2025-11-22T01:30:06.612748] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-11-22T01:30:06.612802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:06.798991] [INFO ] [sig ] TDY: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:06.945186] [INFO ] [LOCAL ] Saved forecast: TDY 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TDY.txt [2025-11-22T01:30:06.945344] [INFO ] [sig ] [1621/1897] Completed TDY in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:06.945384] [INFO ] [sig ] [1622/1897] Forecasting TECK... [2025-11-22T01:30:06.945414] [INFO ] [sig ] Generating forecast for: TECK [2025-11-22T01:30:06.945445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-11-22T01:30:06.956071] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TECK'. [2025-11-22T01:30:06.957297] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-11-22T01:30:06.957352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:07.151365] [INFO ] [sig ] TECK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:07.319523] [INFO ] [LOCAL ] Saved forecast: TECK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TECK.txt [2025-11-22T01:30:07.319723] [INFO ] [sig ] [1622/1897] Completed TECK in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:07.319770] [INFO ] [sig ] [1623/1897] Forecasting TEF... [2025-11-22T01:30:07.319801] [INFO ] [sig ] Generating forecast for: TEF [2025-11-22T01:30:07.319833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-11-22T01:30:07.330335] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TEF'. [2025-11-22T01:30:07.331520] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-11-22T01:30:07.331573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:07.526419] [INFO ] [sig ] TEF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:07.666250] [INFO ] [LOCAL ] Saved forecast: TEF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TEF.txt [2025-11-22T01:30:07.666398] [INFO ] [sig ] [1623/1897] Completed TEF in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:07.666439] [INFO ] [sig ] [1624/1897] Forecasting TEI... [2025-11-22T01:30:07.666470] [INFO ] [sig ] Generating forecast for: TEI [2025-11-22T01:30:07.666503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-11-22T01:30:07.675866] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TEI'. [2025-11-22T01:30:07.676931] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-11-22T01:30:07.676983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:07.874590] [INFO ] [sig ] TEI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:08.017071] [INFO ] [LOCAL ] Saved forecast: TEI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TEI.txt [2025-11-22T01:30:08.017230] [INFO ] [sig ] [1624/1897] Completed TEI in 0.4s | 2.93 sym/s | Total: 9.2m | ETA: 1.6m [2025-11-22T01:30:08.017307] [INFO ] [sig ] [1625/1897] Forecasting TEL... [2025-11-22T01:30:08.017338] [INFO ] [sig ] Generating forecast for: TEL [2025-11-22T01:30:08.017368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-11-22T01:30:08.027684] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TEL'. [2025-11-22T01:30:08.028792] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-11-22T01:30:08.028845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:08.222066] [INFO ] [sig ] TEL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:08.361750] [INFO ] [LOCAL ] Saved forecast: TEL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TEL.txt [2025-11-22T01:30:08.361920] [INFO ] [sig ] [1625/1897] Completed TEL in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.5m [2025-11-22T01:30:08.361961] [INFO ] [sig ] [1626/1897] Forecasting TEO... [2025-11-22T01:30:08.361991] [INFO ] [sig ] Generating forecast for: TEO [2025-11-22T01:30:08.362021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-11-22T01:30:08.372139] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TEO'. [2025-11-22T01:30:08.373288] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-11-22T01:30:08.373341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:08.560343] [INFO ] [sig ] TEO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:08.701725] [INFO ] [LOCAL ] Saved forecast: TEO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TEO.txt [2025-11-22T01:30:08.701863] [INFO ] [sig ] [1626/1897] Completed TEO in 0.3s | 2.93 sym/s | Total: 9.2m | ETA: 1.5m [2025-11-22T01:30:08.701904] [INFO ] [sig ] [1627/1897] Forecasting TEVA... [2025-11-22T01:30:08.701935] [INFO ] [sig ] Generating forecast for: TEVA [2025-11-22T01:30:08.701965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-11-22T01:30:08.712350] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TEVA'. [2025-11-22T01:30:08.713499] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-11-22T01:30:08.713553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:08.912185] [INFO ] [sig ] TEVA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:09.055405] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TEVA.txt [2025-11-22T01:30:09.055563] [INFO ] [sig ] [1627/1897] Completed TEVA in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:09.055609] [INFO ] [sig ] [1628/1897] Forecasting TEX... [2025-11-22T01:30:09.055660] [INFO ] [sig ] Generating forecast for: TEX [2025-11-22T01:30:09.055696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-11-22T01:30:09.068513] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TEX'. [2025-11-22T01:30:09.070119] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-11-22T01:30:09.070202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:09.285204] [INFO ] [sig ] TEX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:09.428060] [INFO ] [LOCAL ] Saved forecast: TEX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TEX.txt [2025-11-22T01:30:09.428260] [INFO ] [sig ] [1628/1897] Completed TEX in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:09.428304] [INFO ] [sig ] [1629/1897] Forecasting TFC... [2025-11-22T01:30:09.428335] [INFO ] [sig ] Generating forecast for: TFC [2025-11-22T01:30:09.428367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-11-22T01:30:09.440613] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TFC'. [2025-11-22T01:30:09.441927] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-11-22T01:30:09.441981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:09.646531] [INFO ] [sig ] TFC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:09.786139] [INFO ] [LOCAL ] Saved forecast: TFC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TFC.txt [2025-11-22T01:30:09.786308] [INFO ] [sig ] [1629/1897] Completed TFC in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:09.786350] [INFO ] [sig ] [1630/1897] Forecasting TFII... [2025-11-22T01:30:09.786380] [INFO ] [sig ] Generating forecast for: TFII [2025-11-22T01:30:09.786411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-11-22T01:30:09.797892] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TFII'. [2025-11-22T01:30:09.798995] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-11-22T01:30:09.799059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:10.003819] [INFO ] [sig ] TFII: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:10.145135] [INFO ] [LOCAL ] Saved forecast: TFII 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TFII.txt [2025-11-22T01:30:10.145278] [INFO ] [sig ] [1630/1897] Completed TFII in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:10.145319] [INFO ] [sig ] [1631/1897] Forecasting TFIN... [2025-11-22T01:30:10.145350] [INFO ] [sig ] Generating forecast for: TFIN [2025-11-22T01:30:10.145382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-11-22T01:30:10.156386] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TFIN'. [2025-11-22T01:30:10.157484] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-11-22T01:30:10.157537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:10.359217] [INFO ] [sig ] TFIN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:10.499674] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TFIN.txt [2025-11-22T01:30:10.499845] [INFO ] [sig ] [1631/1897] Completed TFIN in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:10.499888] [INFO ] [sig ] [1632/1897] Forecasting TFPM... [2025-11-22T01:30:10.499918] [INFO ] [sig ] Generating forecast for: TFPM [2025-11-22T01:30:10.499955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-11-22T01:30:10.513021] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TFPM'. [2025-11-22T01:30:10.514607] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-11-22T01:30:10.514682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:10.747414] [INFO ] [sig ] TFPM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:10.893065] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TFPM.txt [2025-11-22T01:30:10.893334] [INFO ] [sig ] [1632/1897] Completed TFPM in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:10.893382] [INFO ] [sig ] [1633/1897] Forecasting TFX... [2025-11-22T01:30:10.893414] [INFO ] [sig ] Generating forecast for: TFX [2025-11-22T01:30:10.893449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'. [2025-11-22T01:30:10.906634] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TFX'. [2025-11-22T01:30:10.908217] [DEBUG] [LOCAL ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt [2025-11-22T01:30:10.908272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:11.113075] [INFO ] [sig ] TFX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:11.256773] [INFO ] [LOCAL ] Saved forecast: TFX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TFX.txt [2025-11-22T01:30:11.257002] [INFO ] [sig ] [1633/1897] Completed TFX in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:11.257101] [INFO ] [sig ] [1634/1897] Forecasting TG... [2025-11-22T01:30:11.257139] [INFO ] [sig ] Generating forecast for: TG [2025-11-22T01:30:11.257182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-11-22T01:30:11.268680] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TG'. [2025-11-22T01:30:11.270342] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-11-22T01:30:11.270396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:11.473350] [INFO ] [sig ] TG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:11.618315] [INFO ] [LOCAL ] Saved forecast: TG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TG.txt [2025-11-22T01:30:11.618507] [INFO ] [sig ] [1634/1897] Completed TG in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:11.618551] [INFO ] [sig ] [1635/1897] Forecasting TGLS... [2025-11-22T01:30:11.618580] [INFO ] [sig ] Generating forecast for: TGLS [2025-11-22T01:30:11.618613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-11-22T01:30:11.631363] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TGLS'. [2025-11-22T01:30:11.632970] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-11-22T01:30:11.633025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:11.842711] [INFO ] [sig ] TGLS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:11.986865] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TGLS.txt [2025-11-22T01:30:11.987071] [INFO ] [sig ] [1635/1897] Completed TGLS in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:11.987117] [INFO ] [sig ] [1636/1897] Forecasting TGNA... [2025-11-22T01:30:11.987159] [INFO ] [sig ] Generating forecast for: TGNA [2025-11-22T01:30:11.987192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-11-22T01:30:12.000296] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TGNA'. [2025-11-22T01:30:12.001855] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-11-22T01:30:12.001920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:12.204979] [INFO ] [sig ] TGNA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:12.349428] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TGNA.txt [2025-11-22T01:30:12.349605] [INFO ] [sig ] [1636/1897] Completed TGNA in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:12.349670] [INFO ] [sig ] [1637/1897] Forecasting TGS... [2025-11-22T01:30:12.349703] [INFO ] [sig ] Generating forecast for: TGS [2025-11-22T01:30:12.349737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-11-22T01:30:12.361568] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TGS'. [2025-11-22T01:30:12.362971] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-11-22T01:30:12.363026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:12.570956] [INFO ] [sig ] TGS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:12.718207] [INFO ] [LOCAL ] Saved forecast: TGS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TGS.txt [2025-11-22T01:30:12.718413] [INFO ] [sig ] [1637/1897] Completed TGS in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:12.718457] [INFO ] [sig ] [1638/1897] Forecasting TGT... [2025-11-22T01:30:12.718486] [INFO ] [sig ] Generating forecast for: TGT [2025-11-22T01:30:12.718519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'. [2025-11-22T01:30:12.731358] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TGT'. [2025-11-22T01:30:12.732752] [DEBUG] [LOCAL ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt [2025-11-22T01:30:12.732807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:12.936402] [INFO ] [sig ] TGT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:13.080734] [INFO ] [LOCAL ] Saved forecast: TGT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TGT.txt [2025-11-22T01:30:13.080926] [INFO ] [sig ] [1638/1897] Completed TGT in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:13.080968] [INFO ] [sig ] [1639/1897] Forecasting THC... [2025-11-22T01:30:13.080999] [INFO ] [sig ] Generating forecast for: THC [2025-11-22T01:30:13.081030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-11-22T01:30:13.093332] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'THC'. [2025-11-22T01:30:13.094801] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-11-22T01:30:13.094855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:13.304506] [INFO ] [sig ] THC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:13.446905] [INFO ] [LOCAL ] Saved forecast: THC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/THC.txt [2025-11-22T01:30:13.447137] [INFO ] [sig ] [1639/1897] Completed THC in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:13.447201] [INFO ] [sig ] [1640/1897] Forecasting THG... [2025-11-22T01:30:13.447245] [INFO ] [sig ] Generating forecast for: THG [2025-11-22T01:30:13.447294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-11-22T01:30:13.460014] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'THG'. [2025-11-22T01:30:13.461561] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-11-22T01:30:13.461618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:13.659290] [INFO ] [sig ] THG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:13.800706] [INFO ] [LOCAL ] Saved forecast: THG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/THG.txt [2025-11-22T01:30:13.800940] [INFO ] [sig ] [1640/1897] Completed THG in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:13.800988] [INFO ] [sig ] [1641/1897] Forecasting THLV... [2025-11-22T01:30:13.801019] [INFO ] [sig ] Generating forecast for: THLV [2025-11-22T01:30:13.801053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'. [2025-11-22T01:30:13.812754] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'THLV'. [2025-11-22T01:30:13.814227] [DEBUG] [LOCAL ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt [2025-11-22T01:30:13.814283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:13.979721] [INFO ] [sig ] THLV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:14.120464] [INFO ] [LOCAL ] Saved forecast: THLV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/THLV.txt [2025-11-22T01:30:14.120607] [INFO ] [sig ] [1641/1897] Completed THLV in 0.3s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:14.120699] [INFO ] [sig ] [1642/1897] Forecasting THO... [2025-11-22T01:30:14.120731] [INFO ] [sig ] Generating forecast for: THO [2025-11-22T01:30:14.120761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-11-22T01:30:14.134199] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'THO'. [2025-11-22T01:30:14.135863] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-11-22T01:30:14.135921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:14.344472] [INFO ] [sig ] THO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:14.498260] [INFO ] [LOCAL ] Saved forecast: THO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/THO.txt [2025-11-22T01:30:14.498492] [INFO ] [sig ] [1642/1897] Completed THO in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.5m [2025-11-22T01:30:14.498540] [INFO ] [sig ] [1643/1897] Forecasting THQ... [2025-11-22T01:30:14.498572] [INFO ] [sig ] Generating forecast for: THQ [2025-11-22T01:30:14.498609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-11-22T01:30:14.511552] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'THQ'. [2025-11-22T01:30:14.513148] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-11-22T01:30:14.513215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:14.716574] [INFO ] [sig ] THQ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:14.856634] [INFO ] [LOCAL ] Saved forecast: THQ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/THQ.txt [2025-11-22T01:30:14.856833] [INFO ] [sig ] [1643/1897] Completed THQ in 0.4s | 2.93 sym/s | Total: 9.3m | ETA: 1.4m [2025-11-22T01:30:14.856912] [INFO ] [sig ] [1644/1897] Forecasting THR... [2025-11-22T01:30:14.856952] [INFO ] [sig ] Generating forecast for: THR [2025-11-22T01:30:14.856990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'. [2025-11-22T01:30:14.868870] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'THR'. [2025-11-22T01:30:14.870131] [DEBUG] [LOCAL ] No optimal features file found for THR: ./output/feature-sets/THR.txt [2025-11-22T01:30:14.870185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:15.065149] [INFO ] [sig ] THR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:15.209509] [INFO ] [LOCAL ] Saved forecast: THR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/THR.txt [2025-11-22T01:30:15.209711] [INFO ] [sig ] [1644/1897] Completed THR in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:15.209755] [INFO ] [sig ] [1645/1897] Forecasting THS... [2025-11-22T01:30:15.209784] [INFO ] [sig ] Generating forecast for: THS [2025-11-22T01:30:15.209817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-11-22T01:30:15.221127] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'THS'. [2025-11-22T01:30:15.222475] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-11-22T01:30:15.222527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:15.413435] [INFO ] [sig ] THS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:15.554015] [INFO ] [LOCAL ] Saved forecast: THS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/THS.txt [2025-11-22T01:30:15.554203] [INFO ] [sig ] [1645/1897] Completed THS in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:15.554246] [INFO ] [sig ] [1646/1897] Forecasting THW... [2025-11-22T01:30:15.554276] [INFO ] [sig ] Generating forecast for: THW [2025-11-22T01:30:15.554309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'. [2025-11-22T01:30:15.566475] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'THW'. [2025-11-22T01:30:15.567860] [DEBUG] [LOCAL ] No optimal features file found for THW: ./output/feature-sets/THW.txt [2025-11-22T01:30:15.567915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:15.756805] [INFO ] [sig ] THW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:15.910789] [INFO ] [LOCAL ] Saved forecast: THW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/THW.txt [2025-11-22T01:30:15.911008] [INFO ] [sig ] [1646/1897] Completed THW in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:15.911060] [INFO ] [sig ] [1647/1897] Forecasting TIMB... [2025-11-22T01:30:15.911092] [INFO ] [sig ] Generating forecast for: TIMB [2025-11-22T01:30:15.911127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-11-22T01:30:15.924399] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TIMB'. [2025-11-22T01:30:15.925929] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-11-22T01:30:15.925985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:16.141419] [INFO ] [sig ] TIMB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:16.288110] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TIMB.txt [2025-11-22T01:30:16.288334] [INFO ] [sig ] [1647/1897] Completed TIMB in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:16.288378] [INFO ] [sig ] [1648/1897] Forecasting TJX... [2025-11-22T01:30:16.288407] [INFO ] [sig ] Generating forecast for: TJX [2025-11-22T01:30:16.288441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-11-22T01:30:16.302103] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TJX'. [2025-11-22T01:30:16.303604] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-11-22T01:30:16.303683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:16.503038] [INFO ] [sig ] TJX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:16.644151] [INFO ] [LOCAL ] Saved forecast: TJX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TJX.txt [2025-11-22T01:30:16.644362] [INFO ] [sig ] [1648/1897] Completed TJX in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:16.644406] [INFO ] [sig ] [1649/1897] Forecasting TK... [2025-11-22T01:30:16.644436] [INFO ] [sig ] Generating forecast for: TK [2025-11-22T01:30:16.644469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-11-22T01:30:16.657076] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TK'. [2025-11-22T01:30:16.658468] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-11-22T01:30:16.658524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:16.860420] [INFO ] [sig ] TK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:17.001182] [INFO ] [LOCAL ] Saved forecast: TK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TK.txt [2025-11-22T01:30:17.001340] [INFO ] [sig ] [1649/1897] Completed TK in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:17.001381] [INFO ] [sig ] [1650/1897] Forecasting TKC... [2025-11-22T01:30:17.001411] [INFO ] [sig ] Generating forecast for: TKC [2025-11-22T01:30:17.001442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-11-22T01:30:17.012221] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TKC'. [2025-11-22T01:30:17.013387] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-11-22T01:30:17.013441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:17.211268] [INFO ] [sig ] TKC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:17.379878] [INFO ] [LOCAL ] Saved forecast: TKC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TKC.txt [2025-11-22T01:30:17.380040] [INFO ] [sig ] [1650/1897] Completed TKC in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:17.380082] [INFO ] [sig ] [1651/1897] Forecasting TKO... [2025-11-22T01:30:17.380112] [INFO ] [sig ] Generating forecast for: TKO [2025-11-22T01:30:17.380144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-11-22T01:30:17.392726] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TKO'. [2025-11-22T01:30:17.394389] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-11-22T01:30:17.394459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:17.605090] [INFO ] [sig ] TKO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:17.745588] [INFO ] [LOCAL ] Saved forecast: TKO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TKO.txt [2025-11-22T01:30:17.745759] [INFO ] [sig ] [1651/1897] Completed TKO in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:17.745805] [INFO ] [sig ] [1652/1897] Forecasting TKR... [2025-11-22T01:30:17.745834] [INFO ] [sig ] Generating forecast for: TKR [2025-11-22T01:30:17.745863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'. [2025-11-22T01:30:17.756564] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TKR'. [2025-11-22T01:30:17.757827] [DEBUG] [LOCAL ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt [2025-11-22T01:30:17.757880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:17.950759] [INFO ] [sig ] TKR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:18.091057] [INFO ] [LOCAL ] Saved forecast: TKR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TKR.txt [2025-11-22T01:30:18.091207] [INFO ] [sig ] [1652/1897] Completed TKR in 0.3s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:18.091253] [INFO ] [sig ] [1653/1897] Forecasting TLK... [2025-11-22T01:30:18.091283] [INFO ] [sig ] Generating forecast for: TLK [2025-11-22T01:30:18.091316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-11-22T01:30:18.103856] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TLK'. [2025-11-22T01:30:18.105298] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-11-22T01:30:18.105354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:18.306826] [INFO ] [sig ] TLK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:18.448284] [INFO ] [LOCAL ] Saved forecast: TLK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TLK.txt [2025-11-22T01:30:18.448477] [INFO ] [sig ] [1653/1897] Completed TLK in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:18.448521] [INFO ] [sig ] [1654/1897] Forecasting TLYS... [2025-11-22T01:30:18.448551] [INFO ] [sig ] Generating forecast for: TLYS [2025-11-22T01:30:18.448583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-11-22T01:30:18.460811] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TLYS'. [2025-11-22T01:30:18.462369] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-11-22T01:30:18.462427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:18.669369] [INFO ] [sig ] TLYS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:18.811375] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TLYS.txt [2025-11-22T01:30:18.811560] [INFO ] [sig ] [1654/1897] Completed TLYS in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:18.811603] [INFO ] [sig ] [1655/1897] Forecasting TM... [2025-11-22T01:30:18.811633] [INFO ] [sig ] Generating forecast for: TM [2025-11-22T01:30:18.811689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-11-22T01:30:18.823894] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TM'. [2025-11-22T01:30:18.825289] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-11-22T01:30:18.825346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:19.030541] [INFO ] [sig ] TM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:19.176385] [INFO ] [LOCAL ] Saved forecast: TM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TM.txt [2025-11-22T01:30:19.176591] [INFO ] [sig ] [1655/1897] Completed TM in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:19.176634] [INFO ] [sig ] [1656/1897] Forecasting TME... [2025-11-22T01:30:19.176690] [INFO ] [sig ] Generating forecast for: TME [2025-11-22T01:30:19.176726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-11-22T01:30:19.189536] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TME'. [2025-11-22T01:30:19.190989] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-11-22T01:30:19.191046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:19.393861] [INFO ] [sig ] TME: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:19.538430] [INFO ] [LOCAL ] Saved forecast: TME 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TME.txt [2025-11-22T01:30:19.538668] [INFO ] [sig ] [1656/1897] Completed TME in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:19.538715] [INFO ] [sig ] [1657/1897] Forecasting TMHC... [2025-11-22T01:30:19.538746] [INFO ] [sig ] Generating forecast for: TMHC [2025-11-22T01:30:19.538779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-11-22T01:30:19.551174] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TMHC'. [2025-11-22T01:30:19.552672] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-11-22T01:30:19.552782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:19.793245] [INFO ] [sig ] TMHC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:19.933277] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TMHC.txt [2025-11-22T01:30:19.933455] [INFO ] [sig ] [1657/1897] Completed TMHC in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:19.933496] [INFO ] [sig ] [1658/1897] Forecasting TMO... [2025-11-22T01:30:19.933552] [INFO ] [sig ] Generating forecast for: TMO [2025-11-22T01:30:19.933588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'. [2025-11-22T01:30:19.945301] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TMO'. [2025-11-22T01:30:19.946700] [DEBUG] [LOCAL ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt [2025-11-22T01:30:19.946756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:20.151758] [INFO ] [sig ] TMO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:20.294409] [INFO ] [LOCAL ] Saved forecast: TMO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TMO.txt [2025-11-22T01:30:20.294597] [INFO ] [sig ] [1658/1897] Completed TMO in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:20.294706] [INFO ] [sig ] [1659/1897] Forecasting TNC... [2025-11-22T01:30:20.294740] [INFO ] [sig ] Generating forecast for: TNC [2025-11-22T01:30:20.294771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-11-22T01:30:20.306979] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TNC'. [2025-11-22T01:30:20.308358] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-11-22T01:30:20.308439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:20.504761] [INFO ] [sig ] TNC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:20.646263] [INFO ] [LOCAL ] Saved forecast: TNC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TNC.txt [2025-11-22T01:30:20.646458] [INFO ] [sig ] [1659/1897] Completed TNC in 0.4s | 2.93 sym/s | Total: 9.4m | ETA: 1.4m [2025-11-22T01:30:20.646499] [INFO ] [sig ] [1660/1897] Forecasting TNET... [2025-11-22T01:30:20.646530] [INFO ] [sig ] Generating forecast for: TNET [2025-11-22T01:30:20.646563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'. [2025-11-22T01:30:20.658888] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TNET'. [2025-11-22T01:30:20.660257] [DEBUG] [LOCAL ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt [2025-11-22T01:30:20.660312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:20.869612] [INFO ] [sig ] TNET: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:21.012401] [INFO ] [LOCAL ] Saved forecast: TNET 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TNET.txt [2025-11-22T01:30:21.012585] [INFO ] [sig ] [1660/1897] Completed TNET in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:21.012629] [INFO ] [sig ] [1661/1897] Forecasting TNK... [2025-11-22T01:30:21.012683] [INFO ] [sig ] Generating forecast for: TNK [2025-11-22T01:30:21.012716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-11-22T01:30:21.025346] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TNK'. [2025-11-22T01:30:21.026747] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-11-22T01:30:21.026806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:21.261411] [INFO ] [sig ] TNK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:21.403925] [INFO ] [LOCAL ] Saved forecast: TNK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TNK.txt [2025-11-22T01:30:21.404108] [INFO ] [sig ] [1661/1897] Completed TNK in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:21.404150] [INFO ] [sig ] [1662/1897] Forecasting TNL... [2025-11-22T01:30:21.404180] [INFO ] [sig ] Generating forecast for: TNL [2025-11-22T01:30:21.404212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-11-22T01:30:21.416674] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TNL'. [2025-11-22T01:30:21.418066] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-11-22T01:30:21.418122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:21.623410] [INFO ] [sig ] TNL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:21.769714] [INFO ] [LOCAL ] Saved forecast: TNL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TNL.txt [2025-11-22T01:30:21.769995] [INFO ] [sig ] [1662/1897] Completed TNL in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:21.770045] [INFO ] [sig ] [1663/1897] Forecasting TOL... [2025-11-22T01:30:21.770078] [INFO ] [sig ] Generating forecast for: TOL [2025-11-22T01:30:21.770114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-11-22T01:30:21.783475] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TOL'. [2025-11-22T01:30:21.785081] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-11-22T01:30:21.785147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:21.998172] [INFO ] [sig ] TOL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:22.142416] [INFO ] [LOCAL ] Saved forecast: TOL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TOL.txt [2025-11-22T01:30:22.142610] [INFO ] [sig ] [1663/1897] Completed TOL in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:22.142672] [INFO ] [sig ] [1664/1897] Forecasting TOST... [2025-11-22T01:30:22.142706] [INFO ] [sig ] Generating forecast for: TOST [2025-11-22T01:30:22.142738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'. [2025-11-22T01:30:22.155118] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TOST'. [2025-11-22T01:30:22.156385] [DEBUG] [LOCAL ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt [2025-11-22T01:30:22.156439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:22.357025] [INFO ] [sig ] TOST: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:22.501815] [INFO ] [LOCAL ] Saved forecast: TOST 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TOST.txt [2025-11-22T01:30:22.502055] [INFO ] [sig ] [1664/1897] Completed TOST in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:22.502099] [INFO ] [sig ] [1665/1897] Forecasting TPB... [2025-11-22T01:30:22.502130] [INFO ] [sig ] Generating forecast for: TPB [2025-11-22T01:30:22.502164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-11-22T01:30:22.514051] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TPB'. [2025-11-22T01:30:22.515488] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-11-22T01:30:22.515542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:22.716759] [INFO ] [sig ] TPB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:22.857773] [INFO ] [LOCAL ] Saved forecast: TPB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TPB.txt [2025-11-22T01:30:22.857968] [INFO ] [sig ] [1665/1897] Completed TPB in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:22.858011] [INFO ] [sig ] [1666/1897] Forecasting TPC... [2025-11-22T01:30:22.858043] [INFO ] [sig ] Generating forecast for: TPC [2025-11-22T01:30:22.858075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-11-22T01:30:22.871068] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TPC'. [2025-11-22T01:30:22.872763] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-11-22T01:30:22.872831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:23.073860] [INFO ] [sig ] TPC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:23.224227] [INFO ] [LOCAL ] Saved forecast: TPC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TPC.txt [2025-11-22T01:30:23.224437] [INFO ] [sig ] [1666/1897] Completed TPC in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:23.224483] [INFO ] [sig ] [1667/1897] Forecasting TPH... [2025-11-22T01:30:23.224513] [INFO ] [sig ] Generating forecast for: TPH [2025-11-22T01:30:23.224546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-11-22T01:30:23.237328] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TPH'. [2025-11-22T01:30:23.238695] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-11-22T01:30:23.238751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:23.438699] [INFO ] [sig ] TPH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:23.578733] [INFO ] [LOCAL ] Saved forecast: TPH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TPH.txt [2025-11-22T01:30:23.578933] [INFO ] [sig ] [1667/1897] Completed TPH in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:23.578977] [INFO ] [sig ] [1668/1897] Forecasting TPL... [2025-11-22T01:30:23.579007] [INFO ] [sig ] Generating forecast for: TPL [2025-11-22T01:30:23.579040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-11-22T01:30:23.591564] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TPL'. [2025-11-22T01:30:23.592989] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-11-22T01:30:23.593045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:23.799109] [INFO ] [sig ] TPL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:23.942699] [INFO ] [LOCAL ] Saved forecast: TPL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TPL.txt [2025-11-22T01:30:23.942944] [INFO ] [sig ] [1668/1897] Completed TPL in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:23.942998] [INFO ] [sig ] [1669/1897] Forecasting TPR... [2025-11-22T01:30:23.943030] [INFO ] [sig ] Generating forecast for: TPR [2025-11-22T01:30:23.943062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'. [2025-11-22T01:30:23.956465] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TPR'. [2025-11-22T01:30:23.958086] [DEBUG] [LOCAL ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt [2025-11-22T01:30:23.958142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:24.173525] [INFO ] [sig ] TPR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:24.315974] [INFO ] [LOCAL ] Saved forecast: TPR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TPR.txt [2025-11-22T01:30:24.316174] [INFO ] [sig ] [1669/1897] Completed TPR in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:24.316217] [INFO ] [sig ] [1670/1897] Forecasting TPVG... [2025-11-22T01:30:24.316248] [INFO ] [sig ] Generating forecast for: TPVG [2025-11-22T01:30:24.316281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-11-22T01:30:24.328504] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TPVG'. [2025-11-22T01:30:24.329912] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-11-22T01:30:24.329966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:24.544872] [INFO ] [sig ] TPVG: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:24.695170] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TPVG.txt [2025-11-22T01:30:24.695386] [INFO ] [sig ] [1670/1897] Completed TPVG in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:24.695432] [INFO ] [sig ] [1671/1897] Forecasting TPYP... [2025-11-22T01:30:24.695463] [INFO ] [sig ] Generating forecast for: TPYP [2025-11-22T01:30:24.695508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-11-22T01:30:24.708851] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TPYP'. [2025-11-22T01:30:24.710566] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-11-22T01:30:24.710624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:24.921794] [INFO ] [sig ] TPYP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:25.071834] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TPYP.txt [2025-11-22T01:30:25.072027] [INFO ] [sig ] [1671/1897] Completed TPYP in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:25.072070] [INFO ] [sig ] [1672/1897] Forecasting TPZ... [2025-11-22T01:30:25.072100] [INFO ] [sig ] Generating forecast for: TPZ [2025-11-22T01:30:25.072132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-11-22T01:30:25.084459] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TPZ'. [2025-11-22T01:30:25.085883] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-11-22T01:30:25.085937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:25.283595] [INFO ] [sig ] TPZ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:25.428246] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TPZ.txt [2025-11-22T01:30:25.428451] [INFO ] [sig ] [1672/1897] Completed TPZ in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:25.428495] [INFO ] [sig ] [1673/1897] Forecasting TR... [2025-11-22T01:30:25.428525] [INFO ] [sig ] Generating forecast for: TR [2025-11-22T01:30:25.428560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'. [2025-11-22T01:30:25.441136] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TR'. [2025-11-22T01:30:25.442485] [DEBUG] [LOCAL ] No optimal features file found for TR: ./output/feature-sets/TR.txt [2025-11-22T01:30:25.442549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:25.648512] [INFO ] [sig ] TR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:25.793094] [INFO ] [LOCAL ] Saved forecast: TR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TR.txt [2025-11-22T01:30:25.793298] [INFO ] [sig ] [1673/1897] Completed TR in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:25.793342] [INFO ] [sig ] [1674/1897] Forecasting TRAK... [2025-11-22T01:30:25.793372] [INFO ] [sig ] Generating forecast for: TRAK [2025-11-22T01:30:25.793405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'. [2025-11-22T01:30:25.805933] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRAK'. [2025-11-22T01:30:25.807382] [DEBUG] [LOCAL ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt [2025-11-22T01:30:25.807439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:26.003444] [INFO ] [sig ] TRAK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:26.147041] [INFO ] [LOCAL ] Saved forecast: TRAK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TRAK.txt [2025-11-22T01:30:26.147322] [INFO ] [sig ] [1674/1897] Completed TRAK in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:26.147381] [INFO ] [sig ] [1675/1897] Forecasting TRC... [2025-11-22T01:30:26.147413] [INFO ] [sig ] Generating forecast for: TRC [2025-11-22T01:30:26.147448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-11-22T01:30:26.160811] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRC'. [2025-11-22T01:30:26.162400] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-11-22T01:30:26.162456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:26.355918] [INFO ] [sig ] TRC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:26.497244] [INFO ] [LOCAL ] Saved forecast: TRC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TRC.txt [2025-11-22T01:30:26.497442] [INFO ] [sig ] [1675/1897] Completed TRC in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:26.497529] [INFO ] [sig ] [1676/1897] Forecasting TREX... [2025-11-22T01:30:26.497561] [INFO ] [sig ] Generating forecast for: TREX [2025-11-22T01:30:26.497592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-11-22T01:30:26.510178] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TREX'. [2025-11-22T01:30:26.511535] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-11-22T01:30:26.511589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:26.717706] [INFO ] [sig ] TREX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:26.863576] [INFO ] [LOCAL ] Saved forecast: TREX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TREX.txt [2025-11-22T01:30:26.863797] [INFO ] [sig ] [1676/1897] Completed TREX in 0.4s | 2.93 sym/s | Total: 9.5m | ETA: 1.3m [2025-11-22T01:30:26.863842] [INFO ] [sig ] [1677/1897] Forecasting TRGP... [2025-11-22T01:30:26.863873] [INFO ] [sig ] Generating forecast for: TRGP [2025-11-22T01:30:26.863906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-11-22T01:30:26.877550] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRGP'. [2025-11-22T01:30:26.879138] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-11-22T01:30:26.879193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:27.078024] [INFO ] [sig ] TRGP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:27.223965] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TRGP.txt [2025-11-22T01:30:27.224141] [INFO ] [sig ] [1677/1897] Completed TRGP in 0.4s | 2.93 sym/s | Total: 9.6m | ETA: 1.3m [2025-11-22T01:30:27.224185] [INFO ] [sig ] [1678/1897] Forecasting TRN... [2025-11-22T01:30:27.224216] [INFO ] [sig ] Generating forecast for: TRN [2025-11-22T01:30:27.224249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-11-22T01:30:27.236672] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRN'. [2025-11-22T01:30:27.238069] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-11-22T01:30:27.238123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:27.443836] [INFO ] [sig ] TRN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:27.591379] [INFO ] [LOCAL ] Saved forecast: TRN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TRN.txt [2025-11-22T01:30:27.591602] [INFO ] [sig ] [1678/1897] Completed TRN in 0.4s | 2.93 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:27.591672] [INFO ] [sig ] [1679/1897] Forecasting TRNO... [2025-11-22T01:30:27.591708] [INFO ] [sig ] Generating forecast for: TRNO [2025-11-22T01:30:27.591752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-11-22T01:30:27.604596] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRNO'. [2025-11-22T01:30:27.605984] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-11-22T01:30:27.606038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:27.813484] [INFO ] [sig ] TRNO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:27.963120] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TRNO.txt [2025-11-22T01:30:27.963333] [INFO ] [sig ] [1679/1897] Completed TRNO in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:27.963378] [INFO ] [sig ] [1680/1897] Forecasting TROX... [2025-11-22T01:30:27.963410] [INFO ] [sig ] Generating forecast for: TROX [2025-11-22T01:30:27.963446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-11-22T01:30:27.976393] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TROX'. [2025-11-22T01:30:27.977909] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-11-22T01:30:27.977965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:28.178624] [INFO ] [sig ] TROX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:28.323827] [INFO ] [LOCAL ] Saved forecast: TROX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TROX.txt [2025-11-22T01:30:28.324049] [INFO ] [sig ] [1680/1897] Completed TROX in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:28.324100] [INFO ] [sig ] [1681/1897] Forecasting TRP... [2025-11-22T01:30:28.324132] [INFO ] [sig ] Generating forecast for: TRP [2025-11-22T01:30:28.324163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-11-22T01:30:28.338183] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRP'. [2025-11-22T01:30:28.340245] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-11-22T01:30:28.340302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:28.537836] [INFO ] [sig ] TRP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:28.681331] [INFO ] [LOCAL ] Saved forecast: TRP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TRP.txt [2025-11-22T01:30:28.681543] [INFO ] [sig ] [1681/1897] Completed TRP in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:28.681585] [INFO ] [sig ] [1682/1897] Forecasting TRTX... [2025-11-22T01:30:28.681617] [INFO ] [sig ] Generating forecast for: TRTX [2025-11-22T01:30:28.681674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-11-22T01:30:28.694338] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRTX'. [2025-11-22T01:30:28.695807] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-11-22T01:30:28.695861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:28.921958] [INFO ] [sig ] TRTX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:29.070809] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TRTX.txt [2025-11-22T01:30:29.071014] [INFO ] [sig ] [1682/1897] Completed TRTX in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:29.071056] [INFO ] [sig ] [1683/1897] Forecasting TRU... [2025-11-22T01:30:29.071088] [INFO ] [sig ] Generating forecast for: TRU [2025-11-22T01:30:29.071121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'. [2025-11-22T01:30:29.083616] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRU'. [2025-11-22T01:30:29.085031] [DEBUG] [LOCAL ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt [2025-11-22T01:30:29.085087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:29.280108] [INFO ] [sig ] TRU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:29.426056] [INFO ] [LOCAL ] Saved forecast: TRU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TRU.txt [2025-11-22T01:30:29.426318] [INFO ] [sig ] [1683/1897] Completed TRU in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:29.426376] [INFO ] [sig ] [1684/1897] Forecasting TRV... [2025-11-22T01:30:29.426417] [INFO ] [sig ] Generating forecast for: TRV [2025-11-22T01:30:29.426460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'. [2025-11-22T01:30:29.441576] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TRV'. [2025-11-22T01:30:29.443203] [DEBUG] [LOCAL ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt [2025-11-22T01:30:29.443265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:29.639222] [INFO ] [sig ] TRV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:29.782221] [INFO ] [LOCAL ] Saved forecast: TRV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TRV.txt [2025-11-22T01:30:29.782407] [INFO ] [sig ] [1684/1897] Completed TRV in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:29.782450] [INFO ] [sig ] [1685/1897] Forecasting TS... [2025-11-22T01:30:29.782484] [INFO ] [sig ] Generating forecast for: TS [2025-11-22T01:30:29.782515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-11-22T01:30:29.795094] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TS'. [2025-11-22T01:30:29.796686] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-11-22T01:30:29.796750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:29.989354] [INFO ] [sig ] TS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:30.134465] [INFO ] [LOCAL ] Saved forecast: TS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TS.txt [2025-11-22T01:30:30.134694] [INFO ] [sig ] [1685/1897] Completed TS in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:30.134747] [INFO ] [sig ] [1686/1897] Forecasting TSE... [2025-11-22T01:30:30.134779] [INFO ] [sig ] Generating forecast for: TSE [2025-11-22T01:30:30.134811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'. [2025-11-22T01:30:30.147253] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TSE'. [2025-11-22T01:30:30.148742] [DEBUG] [LOCAL ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt [2025-11-22T01:30:30.148798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:30.368827] [INFO ] [sig ] TSE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:30.511857] [INFO ] [LOCAL ] Saved forecast: TSE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TSE.txt [2025-11-22T01:30:30.512051] [INFO ] [sig ] [1686/1897] Completed TSE in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:30.512094] [INFO ] [sig ] [1687/1897] Forecasting TSI... [2025-11-22T01:30:30.512127] [INFO ] [sig ] Generating forecast for: TSI [2025-11-22T01:30:30.512160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-11-22T01:30:30.524750] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TSI'. [2025-11-22T01:30:30.526378] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-11-22T01:30:30.526436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:30.735250] [INFO ] [sig ] TSI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:30.889425] [INFO ] [LOCAL ] Saved forecast: TSI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TSI.txt [2025-11-22T01:30:30.889637] [INFO ] [sig ] [1687/1897] Completed TSI in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:30.889707] [INFO ] [sig ] [1688/1897] Forecasting TSLX... [2025-11-22T01:30:30.889739] [INFO ] [sig ] Generating forecast for: TSLX [2025-11-22T01:30:30.889774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-11-22T01:30:30.903045] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TSLX'. [2025-11-22T01:30:30.904555] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-11-22T01:30:30.904611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:31.105274] [INFO ] [sig ] TSLX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:31.250675] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TSLX.txt [2025-11-22T01:30:31.250888] [INFO ] [sig ] [1688/1897] Completed TSLX in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:31.250936] [INFO ] [sig ] [1689/1897] Forecasting TSM... [2025-11-22T01:30:31.250967] [INFO ] [sig ] Generating forecast for: TSM [2025-11-22T01:30:31.251002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-11-22T01:30:31.263769] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TSM'. [2025-11-22T01:30:31.265282] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-11-22T01:30:31.265340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:31.462976] [INFO ] [sig ] TSM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:31.603244] [INFO ] [LOCAL ] Saved forecast: TSM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TSM.txt [2025-11-22T01:30:31.603419] [INFO ] [sig ] [1689/1897] Completed TSM in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:31.603462] [INFO ] [sig ] [1690/1897] Forecasting TSN... [2025-11-22T01:30:31.603492] [INFO ] [sig ] Generating forecast for: TSN [2025-11-22T01:30:31.603524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-11-22T01:30:31.615816] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TSN'. [2025-11-22T01:30:31.617235] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-11-22T01:30:31.617353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:31.814610] [INFO ] [sig ] TSN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:31.955852] [INFO ] [LOCAL ] Saved forecast: TSN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TSN.txt [2025-11-22T01:30:31.956076] [INFO ] [sig ] [1690/1897] Completed TSN in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:31.956124] [INFO ] [sig ] [1691/1897] Forecasting TSQ... [2025-11-22T01:30:31.956163] [INFO ] [sig ] Generating forecast for: TSQ [2025-11-22T01:30:31.956222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-11-22T01:30:31.967856] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TSQ'. [2025-11-22T01:30:31.969211] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-11-22T01:30:31.969266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:32.173572] [INFO ] [sig ] TSQ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:32.316608] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TSQ.txt [2025-11-22T01:30:32.316837] [INFO ] [sig ] [1691/1897] Completed TSQ in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:32.316887] [INFO ] [sig ] [1692/1897] Forecasting TT... [2025-11-22T01:30:32.316920] [INFO ] [sig ] Generating forecast for: TT [2025-11-22T01:30:32.316953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'. [2025-11-22T01:30:32.330811] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TT'. [2025-11-22T01:30:32.332189] [DEBUG] [LOCAL ] No optimal features file found for TT: ./output/feature-sets/TT.txt [2025-11-22T01:30:32.332244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:32.533708] [INFO ] [sig ] TT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:32.679676] [INFO ] [LOCAL ] Saved forecast: TT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TT.txt [2025-11-22T01:30:32.679921] [INFO ] [sig ] [1692/1897] Completed TT in 0.4s | 2.92 sym/s | Total: 9.6m | ETA: 1.2m [2025-11-22T01:30:32.680049] [INFO ] [sig ] [1693/1897] Forecasting TTC... [2025-11-22T01:30:32.680084] [INFO ] [sig ] Generating forecast for: TTC [2025-11-22T01:30:32.680117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-11-22T01:30:32.693105] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TTC'. [2025-11-22T01:30:32.694709] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-11-22T01:30:32.694764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:32.895464] [INFO ] [sig ] TTC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:33.039634] [INFO ] [LOCAL ] Saved forecast: TTC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TTC.txt [2025-11-22T01:30:33.039866] [INFO ] [sig ] [1693/1897] Completed TTC in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.2m [2025-11-22T01:30:33.039912] [INFO ] [sig ] [1694/1897] Forecasting TTE... [2025-11-22T01:30:33.039942] [INFO ] [sig ] Generating forecast for: TTE [2025-11-22T01:30:33.039976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-11-22T01:30:33.051898] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TTE'. [2025-11-22T01:30:33.053364] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-11-22T01:30:33.053419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:33.271084] [INFO ] [sig ] TTE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:33.418521] [INFO ] [LOCAL ] Saved forecast: TTE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TTE.txt [2025-11-22T01:30:33.418732] [INFO ] [sig ] [1694/1897] Completed TTE in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.2m [2025-11-22T01:30:33.418782] [INFO ] [sig ] [1695/1897] Forecasting TTI... [2025-11-22T01:30:33.418816] [INFO ] [sig ] Generating forecast for: TTI [2025-11-22T01:30:33.418851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-11-22T01:30:33.430761] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TTI'. [2025-11-22T01:30:33.432155] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-11-22T01:30:33.432210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:33.636882] [INFO ] [sig ] TTI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:33.777688] [INFO ] [LOCAL ] Saved forecast: TTI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TTI.txt [2025-11-22T01:30:33.777878] [INFO ] [sig ] [1695/1897] Completed TTI in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.2m [2025-11-22T01:30:33.777919] [INFO ] [sig ] [1696/1897] Forecasting TU... [2025-11-22T01:30:33.777950] [INFO ] [sig ] Generating forecast for: TU [2025-11-22T01:30:33.777981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'. [2025-11-22T01:30:33.789969] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TU'. [2025-11-22T01:30:33.791331] [DEBUG] [LOCAL ] No optimal features file found for TU: ./output/feature-sets/TU.txt [2025-11-22T01:30:33.791384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:33.997876] [INFO ] [sig ] TU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:34.136184] [INFO ] [LOCAL ] Saved forecast: TU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TU.txt [2025-11-22T01:30:34.136325] [INFO ] [sig ] [1696/1897] Completed TU in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:34.136366] [INFO ] [sig ] [1697/1897] Forecasting TUYA... [2025-11-22T01:30:34.136395] [INFO ] [sig ] Generating forecast for: TUYA [2025-11-22T01:30:34.136425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'. [2025-11-22T01:30:34.148356] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TUYA'. [2025-11-22T01:30:34.149443] [DEBUG] [LOCAL ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt [2025-11-22T01:30:34.149496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:34.349592] [INFO ] [sig ] TUYA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:34.488707] [INFO ] [LOCAL ] Saved forecast: TUYA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TUYA.txt [2025-11-22T01:30:34.488820] [INFO ] [sig ] [1697/1897] Completed TUYA in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:34.488859] [INFO ] [sig ] [1698/1897] Forecasting TV... [2025-11-22T01:30:34.488889] [INFO ] [sig ] Generating forecast for: TV [2025-11-22T01:30:34.488918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'. [2025-11-22T01:30:34.499811] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TV'. [2025-11-22T01:30:34.500868] [DEBUG] [LOCAL ] No optimal features file found for TV: ./output/feature-sets/TV.txt [2025-11-22T01:30:34.500922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:34.694938] [INFO ] [sig ] TV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:34.833687] [INFO ] [LOCAL ] Saved forecast: TV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TV.txt [2025-11-22T01:30:34.833822] [INFO ] [sig ] [1698/1897] Completed TV in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:34.833859] [INFO ] [sig ] [1699/1897] Forecasting TVC... [2025-11-22T01:30:34.833888] [INFO ] [sig ] Generating forecast for: TVC [2025-11-22T01:30:34.833917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-11-22T01:30:34.844221] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TVC'. [2025-11-22T01:30:34.845280] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-11-22T01:30:34.845332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:35.041168] [INFO ] [sig ] TVC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:35.178591] [INFO ] [LOCAL ] Saved forecast: TVC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TVC.txt [2025-11-22T01:30:35.178723] [INFO ] [sig ] [1699/1897] Completed TVC in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:35.178764] [INFO ] [sig ] [1700/1897] Forecasting TVE... [2025-11-22T01:30:35.178793] [INFO ] [sig ] Generating forecast for: TVE [2025-11-22T01:30:35.178822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-11-22T01:30:35.189544] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TVE'. [2025-11-22T01:30:35.190681] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-11-22T01:30:35.190734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:35.373094] [INFO ] [sig ] TVE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:35.511921] [INFO ] [LOCAL ] Saved forecast: TVE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TVE.txt [2025-11-22T01:30:35.512034] [INFO ] [sig ] [1700/1897] Completed TVE in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:35.512073] [INFO ] [sig ] [1701/1897] Forecasting TWI... [2025-11-22T01:30:35.512103] [INFO ] [sig ] Generating forecast for: TWI [2025-11-22T01:30:35.512133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-11-22T01:30:35.522939] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TWI'. [2025-11-22T01:30:35.523996] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-11-22T01:30:35.524048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:35.713802] [INFO ] [sig ] TWI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:35.855547] [INFO ] [LOCAL ] Saved forecast: TWI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TWI.txt [2025-11-22T01:30:35.855687] [INFO ] [sig ] [1701/1897] Completed TWI in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:35.855732] [INFO ] [sig ] [1702/1897] Forecasting TWLO... [2025-11-22T01:30:35.855762] [INFO ] [sig ] Generating forecast for: TWLO [2025-11-22T01:30:35.855802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-11-22T01:30:35.866963] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TWLO'. [2025-11-22T01:30:35.868082] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-11-22T01:30:35.868140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:36.069490] [INFO ] [sig ] TWLO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:36.212057] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TWLO.txt [2025-11-22T01:30:36.212182] [INFO ] [sig ] [1702/1897] Completed TWLO in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:36.212223] [INFO ] [sig ] [1703/1897] Forecasting TWN... [2025-11-22T01:30:36.212254] [INFO ] [sig ] Generating forecast for: TWN [2025-11-22T01:30:36.212284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'. [2025-11-22T01:30:36.224764] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TWN'. [2025-11-22T01:30:36.226365] [DEBUG] [LOCAL ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt [2025-11-22T01:30:36.226420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:36.450513] [INFO ] [sig ] TWN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:36.594696] [INFO ] [LOCAL ] Saved forecast: TWN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TWN.txt [2025-11-22T01:30:36.594909] [INFO ] [sig ] [1703/1897] Completed TWN in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:36.594954] [INFO ] [sig ] [1704/1897] Forecasting TWO... [2025-11-22T01:30:36.594985] [INFO ] [sig ] Generating forecast for: TWO [2025-11-22T01:30:36.595020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-11-22T01:30:36.608528] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TWO'. [2025-11-22T01:30:36.610125] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-11-22T01:30:36.610180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:36.820505] [INFO ] [sig ] TWO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:36.967143] [INFO ] [LOCAL ] Saved forecast: TWO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TWO.txt [2025-11-22T01:30:36.967360] [INFO ] [sig ] [1704/1897] Completed TWO in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:36.967406] [INFO ] [sig ] [1705/1897] Forecasting TX... [2025-11-22T01:30:36.967439] [INFO ] [sig ] Generating forecast for: TX [2025-11-22T01:30:36.967474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-11-22T01:30:36.979988] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TX'. [2025-11-22T01:30:36.981463] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-11-22T01:30:36.981520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:37.179940] [INFO ] [sig ] TX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:37.321396] [INFO ] [LOCAL ] Saved forecast: TX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TX.txt [2025-11-22T01:30:37.321588] [INFO ] [sig ] [1705/1897] Completed TX in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:37.321677] [INFO ] [sig ] [1706/1897] Forecasting TXO... [2025-11-22T01:30:37.321713] [INFO ] [sig ] Generating forecast for: TXO [2025-11-22T01:30:37.321748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-11-22T01:30:37.334146] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TXO'. [2025-11-22T01:30:37.335532] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-11-22T01:30:37.335587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:37.539491] [INFO ] [sig ] TXO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:37.689324] [INFO ] [LOCAL ] Saved forecast: TXO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/TXO.txt [2025-11-22T01:30:37.689536] [INFO ] [sig ] [1706/1897] Completed TXO in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:37.689581] [INFO ] [sig ] [1707/1897] Forecasting TXT... [2025-11-22T01:30:37.689611] [INFO ] [sig ] Generating forecast for: TXT [2025-11-22T01:30:37.689660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'. [2025-11-22T01:30:37.703002] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TXT'. [2025-11-22T01:30:37.704520] [DEBUG] [LOCAL ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt [2025-11-22T01:30:37.704575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:37.928143] [INFO ] [sig ] TXT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:38.070131] [INFO ] [LOCAL ] Saved forecast: TXT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TXT.txt [2025-11-22T01:30:38.070335] [INFO ] [sig ] [1707/1897] Completed TXT in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:38.070378] [INFO ] [sig ] [1708/1897] Forecasting TY... [2025-11-22T01:30:38.070408] [INFO ] [sig ] Generating forecast for: TY [2025-11-22T01:30:38.070441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-11-22T01:30:38.082496] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TY'. [2025-11-22T01:30:38.083803] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-11-22T01:30:38.083863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:38.285362] [INFO ] [sig ] TY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:38.428772] [INFO ] [LOCAL ] Saved forecast: TY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TY.txt [2025-11-22T01:30:38.428913] [INFO ] [sig ] [1708/1897] Completed TY in 0.4s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:38.428953] [INFO ] [sig ] [1709/1897] Forecasting TYG... [2025-11-22T01:30:38.428984] [INFO ] [sig ] Generating forecast for: TYG [2025-11-22T01:30:38.429014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-11-22T01:30:38.440141] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TYG'. [2025-11-22T01:30:38.441267] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-11-22T01:30:38.441320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:38.635242] [INFO ] [sig ] TYG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:38.775069] [INFO ] [LOCAL ] Saved forecast: TYG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TYG.txt [2025-11-22T01:30:38.775201] [INFO ] [sig ] [1709/1897] Completed TYG in 0.3s | 2.92 sym/s | Total: 9.7m | ETA: 1.1m [2025-11-22T01:30:38.775281] [INFO ] [sig ] [1710/1897] Forecasting TYL... [2025-11-22T01:30:38.775313] [INFO ] [sig ] Generating forecast for: TYL [2025-11-22T01:30:38.775342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-11-22T01:30:38.786040] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'TYL'. [2025-11-22T01:30:38.787146] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-11-22T01:30:38.787199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:38.998429] [INFO ] [sig ] TYL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:39.137295] [INFO ] [LOCAL ] Saved forecast: TYL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/TYL.txt [2025-11-22T01:30:39.137428] [INFO ] [sig ] [1710/1897] Completed TYL in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 1.1m [2025-11-22T01:30:39.137468] [INFO ] [sig ] [1711/1897] Forecasting U... [2025-11-22T01:30:39.137499] [INFO ] [sig ] Generating forecast for: U [2025-11-22T01:30:39.137530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'. [2025-11-22T01:30:39.147821] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'U'. [2025-11-22T01:30:39.148887] [DEBUG] [LOCAL ] No optimal features file found for U: ./output/feature-sets/U.txt [2025-11-22T01:30:39.148940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:39.328095] [INFO ] [sig ] U: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:39.510285] [INFO ] [LOCAL ] Saved forecast: U 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/U.txt [2025-11-22T01:30:39.510431] [INFO ] [sig ] [1711/1897] Completed U in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 1.1m [2025-11-22T01:30:39.510472] [INFO ] [sig ] [1712/1897] Forecasting UA... [2025-11-22T01:30:39.510501] [INFO ] [sig ] Generating forecast for: UA [2025-11-22T01:30:39.510532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'. [2025-11-22T01:30:39.520337] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UA'. [2025-11-22T01:30:39.521450] [DEBUG] [LOCAL ] No optimal features file found for UA: ./output/feature-sets/UA.txt [2025-11-22T01:30:39.521504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:39.698694] [INFO ] [sig ] UA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:39.841130] [INFO ] [LOCAL ] Saved forecast: UA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UA.txt [2025-11-22T01:30:39.841305] [INFO ] [sig ] [1712/1897] Completed UA in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 1.1m [2025-11-22T01:30:39.841347] [INFO ] [sig ] [1713/1897] Forecasting UAA... [2025-11-22T01:30:39.841377] [INFO ] [sig ] Generating forecast for: UAA [2025-11-22T01:30:39.841409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-11-22T01:30:39.852866] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UAA'. [2025-11-22T01:30:39.854046] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-11-22T01:30:39.854098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:40.033875] [INFO ] [sig ] UAA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:40.170772] [INFO ] [LOCAL ] Saved forecast: UAA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UAA.txt [2025-11-22T01:30:40.170916] [INFO ] [sig ] [1713/1897] Completed UAA in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:40.170957] [INFO ] [sig ] [1714/1897] Forecasting UAN... [2025-11-22T01:30:40.170986] [INFO ] [sig ] Generating forecast for: UAN [2025-11-22T01:30:40.171017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'. [2025-11-22T01:30:40.181455] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UAN'. [2025-11-22T01:30:40.182531] [DEBUG] [LOCAL ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt [2025-11-22T01:30:40.182584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:40.361287] [INFO ] [sig ] UAN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:40.498857] [INFO ] [LOCAL ] Saved forecast: UAN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UAN.txt [2025-11-22T01:30:40.498989] [INFO ] [sig ] [1714/1897] Completed UAN in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:40.499028] [INFO ] [sig ] [1715/1897] Forecasting UBER... [2025-11-22T01:30:40.499058] [INFO ] [sig ] Generating forecast for: UBER [2025-11-22T01:30:40.499088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'. [2025-11-22T01:30:40.510694] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UBER'. [2025-11-22T01:30:40.512178] [DEBUG] [LOCAL ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt [2025-11-22T01:30:40.512233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:40.700865] [INFO ] [sig ] UBER: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:40.850070] [INFO ] [LOCAL ] Saved forecast: UBER 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UBER.txt [2025-11-22T01:30:40.850221] [INFO ] [sig ] [1715/1897] Completed UBER in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:40.850265] [INFO ] [sig ] [1716/1897] Forecasting UBS... [2025-11-22T01:30:40.850298] [INFO ] [sig ] Generating forecast for: UBS [2025-11-22T01:30:40.850330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-11-22T01:30:40.860749] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UBS'. [2025-11-22T01:30:40.861913] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-11-22T01:30:40.861967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:41.049451] [INFO ] [sig ] UBS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:41.191991] [INFO ] [LOCAL ] Saved forecast: UBS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UBS.txt [2025-11-22T01:30:41.192137] [INFO ] [sig ] [1716/1897] Completed UBS in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:41.192180] [INFO ] [sig ] [1717/1897] Forecasting UDR... [2025-11-22T01:30:41.192212] [INFO ] [sig ] Generating forecast for: UDR [2025-11-22T01:30:41.192243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'. [2025-11-22T01:30:41.202889] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UDR'. [2025-11-22T01:30:41.204964] [DEBUG] [LOCAL ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt [2025-11-22T01:30:41.205021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:41.390736] [INFO ] [sig ] UDR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:41.534335] [INFO ] [LOCAL ] Saved forecast: UDR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UDR.txt [2025-11-22T01:30:41.534481] [INFO ] [sig ] [1717/1897] Completed UDR in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:41.534522] [INFO ] [sig ] [1718/1897] Forecasting UE... [2025-11-22T01:30:41.534554] [INFO ] [sig ] Generating forecast for: UE [2025-11-22T01:30:41.534585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-11-22T01:30:41.545617] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UE'. [2025-11-22T01:30:41.546916] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-11-22T01:30:41.546971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:41.724345] [INFO ] [sig ] UE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:41.864949] [INFO ] [LOCAL ] Saved forecast: UE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UE.txt [2025-11-22T01:30:41.865105] [INFO ] [sig ] [1718/1897] Completed UE in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:41.865146] [INFO ] [sig ] [1719/1897] Forecasting UFI... [2025-11-22T01:30:41.865176] [INFO ] [sig ] Generating forecast for: UFI [2025-11-22T01:30:41.865207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-11-22T01:30:41.875458] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UFI'. [2025-11-22T01:30:41.876588] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-11-22T01:30:41.876669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:42.043333] [INFO ] [sig ] UFI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:42.181429] [INFO ] [LOCAL ] Saved forecast: UFI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UFI.txt [2025-11-22T01:30:42.181562] [INFO ] [sig ] [1719/1897] Completed UFI in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:42.181602] [INFO ] [sig ] [1720/1897] Forecasting UGI... [2025-11-22T01:30:42.181634] [INFO ] [sig ] Generating forecast for: UGI [2025-11-22T01:30:42.181687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-11-22T01:30:42.192124] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UGI'. [2025-11-22T01:30:42.193217] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-11-22T01:30:42.193270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:42.371847] [INFO ] [sig ] UGI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:42.517342] [INFO ] [LOCAL ] Saved forecast: UGI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UGI.txt [2025-11-22T01:30:42.517498] [INFO ] [sig ] [1720/1897] Completed UGI in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:42.517539] [INFO ] [sig ] [1721/1897] Forecasting UGP... [2025-11-22T01:30:42.517570] [INFO ] [sig ] Generating forecast for: UGP [2025-11-22T01:30:42.517602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-11-22T01:30:42.531239] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UGP'. [2025-11-22T01:30:42.532464] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-11-22T01:30:42.532517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:42.717138] [INFO ] [sig ] UGP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:42.947902] [INFO ] [LOCAL ] Saved forecast: UGP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UGP.txt [2025-11-22T01:30:42.948140] [INFO ] [sig ] [1721/1897] Completed UGP in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 1.0m [2025-11-22T01:30:42.948209] [INFO ] [sig ] [1722/1897] Forecasting UHAL... [2025-11-22T01:30:42.948263] [INFO ] [sig ] Generating forecast for: UHAL [2025-11-22T01:30:42.948320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-11-22T01:30:42.965224] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UHAL'. [2025-11-22T01:30:42.967398] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-11-22T01:30:42.967482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:43.214161] [INFO ] [sig ] UHAL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:43.393425] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UHAL.txt [2025-11-22T01:30:43.393678] [INFO ] [sig ] [1722/1897] Completed UHAL in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 59.9s [2025-11-22T01:30:43.393755] [INFO ] [sig ] [1723/1897] Forecasting UHS... [2025-11-22T01:30:43.393810] [INFO ] [sig ] Generating forecast for: UHS [2025-11-22T01:30:43.393865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-11-22T01:30:43.406360] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UHS'. [2025-11-22T01:30:43.407794] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-11-22T01:30:43.407852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:43.611174] [INFO ] [sig ] UHS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:43.756254] [INFO ] [LOCAL ] Saved forecast: UHS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UHS.txt [2025-11-22T01:30:43.756415] [INFO ] [sig ] [1723/1897] Completed UHS in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 59.6s [2025-11-22T01:30:43.756460] [INFO ] [sig ] [1724/1897] Forecasting UHT... [2025-11-22T01:30:43.756490] [INFO ] [sig ] Generating forecast for: UHT [2025-11-22T01:30:43.756522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'. [2025-11-22T01:30:43.767884] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UHT'. [2025-11-22T01:30:43.769173] [DEBUG] [LOCAL ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt [2025-11-22T01:30:43.769228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:43.963427] [INFO ] [sig ] UHT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:44.137751] [INFO ] [LOCAL ] Saved forecast: UHT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UHT.txt [2025-11-22T01:30:44.137989] [INFO ] [sig ] [1724/1897] Completed UHT in 0.4s | 2.92 sym/s | Total: 9.8m | ETA: 59.2s [2025-11-22T01:30:44.138057] [INFO ] [sig ] [1725/1897] Forecasting UI... [2025-11-22T01:30:44.138106] [INFO ] [sig ] Generating forecast for: UI [2025-11-22T01:30:44.138158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-11-22T01:30:44.150607] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UI'. [2025-11-22T01:30:44.151849] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-11-22T01:30:44.151924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:44.321802] [INFO ] [sig ] UI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:44.461742] [INFO ] [LOCAL ] Saved forecast: UI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UI.txt [2025-11-22T01:30:44.461895] [INFO ] [sig ] [1725/1897] Completed UI in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 58.9s [2025-11-22T01:30:44.461936] [INFO ] [sig ] [1726/1897] Forecasting UIS... [2025-11-22T01:30:44.461966] [INFO ] [sig ] Generating forecast for: UIS [2025-11-22T01:30:44.461999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-11-22T01:30:44.471984] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UIS'. [2025-11-22T01:30:44.473162] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-11-22T01:30:44.473217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:44.621149] [INFO ] [sig ] UIS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:44.762100] [INFO ] [LOCAL ] Saved forecast: UIS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UIS.txt [2025-11-22T01:30:44.762258] [INFO ] [sig ] [1726/1897] Completed UIS in 0.3s | 2.92 sym/s | Total: 9.8m | ETA: 58.5s [2025-11-22T01:30:44.762299] [INFO ] [sig ] [1727/1897] Forecasting UL... [2025-11-22T01:30:44.762364] [INFO ] [sig ] Generating forecast for: UL [2025-11-22T01:30:44.762396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-11-22T01:30:44.772299] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UL'. [2025-11-22T01:30:44.773359] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-11-22T01:30:44.773412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:44.944104] [INFO ] [sig ] UL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:45.084534] [INFO ] [LOCAL ] Saved forecast: UL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UL.txt [2025-11-22T01:30:45.084680] [INFO ] [sig ] [1727/1897] Completed UL in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 58.2s [2025-11-22T01:30:45.084722] [INFO ] [sig ] [1728/1897] Forecasting UMC... [2025-11-22T01:30:45.084753] [INFO ] [sig ] Generating forecast for: UMC [2025-11-22T01:30:45.084784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-11-22T01:30:45.094925] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UMC'. [2025-11-22T01:30:45.096001] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-11-22T01:30:45.096054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:45.271792] [INFO ] [sig ] UMC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:45.413355] [INFO ] [LOCAL ] Saved forecast: UMC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UMC.txt [2025-11-22T01:30:45.413496] [INFO ] [sig ] [1728/1897] Completed UMC in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 57.8s [2025-11-22T01:30:45.413536] [INFO ] [sig ] [1729/1897] Forecasting UMH... [2025-11-22T01:30:45.413567] [INFO ] [sig ] Generating forecast for: UMH [2025-11-22T01:30:45.413597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-11-22T01:30:45.423777] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UMH'. [2025-11-22T01:30:45.424878] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-11-22T01:30:45.424935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:45.596637] [INFO ] [sig ] UMH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:45.738270] [INFO ] [LOCAL ] Saved forecast: UMH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UMH.txt [2025-11-22T01:30:45.738402] [INFO ] [sig ] [1729/1897] Completed UMH in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 57.5s [2025-11-22T01:30:45.738442] [INFO ] [sig ] [1730/1897] Forecasting UNF... [2025-11-22T01:30:45.738472] [INFO ] [sig ] Generating forecast for: UNF [2025-11-22T01:30:45.738503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-11-22T01:30:45.749289] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UNF'. [2025-11-22T01:30:45.750496] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-11-22T01:30:45.750551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:45.920040] [INFO ] [sig ] UNF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:46.060196] [INFO ] [LOCAL ] Saved forecast: UNF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UNF.txt [2025-11-22T01:30:46.060330] [INFO ] [sig ] [1730/1897] Completed UNF in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 57.2s [2025-11-22T01:30:46.060369] [INFO ] [sig ] [1731/1897] Forecasting UNFI... [2025-11-22T01:30:46.060399] [INFO ] [sig ] Generating forecast for: UNFI [2025-11-22T01:30:46.060429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-11-22T01:30:46.070733] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UNFI'. [2025-11-22T01:30:46.071791] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-11-22T01:30:46.071844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:46.241287] [INFO ] [sig ] UNFI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:46.384465] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UNFI.txt [2025-11-22T01:30:46.384611] [INFO ] [sig ] [1731/1897] Completed UNFI in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 56.8s [2025-11-22T01:30:46.384670] [INFO ] [sig ] [1732/1897] Forecasting UNH... [2025-11-22T01:30:46.384703] [INFO ] [sig ] Generating forecast for: UNH [2025-11-22T01:30:46.384734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-11-22T01:30:46.394689] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UNH'. [2025-11-22T01:30:46.395772] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-11-22T01:30:46.395825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:46.562509] [INFO ] [sig ] UNH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:46.701172] [INFO ] [LOCAL ] Saved forecast: UNH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UNH.txt [2025-11-22T01:30:46.701301] [INFO ] [sig ] [1732/1897] Completed UNH in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 56.5s [2025-11-22T01:30:46.701340] [INFO ] [sig ] [1733/1897] Forecasting UNM... [2025-11-22T01:30:46.701370] [INFO ] [sig ] Generating forecast for: UNM [2025-11-22T01:30:46.701400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-11-22T01:30:46.711492] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UNM'. [2025-11-22T01:30:46.712524] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-11-22T01:30:46.712576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:46.881883] [INFO ] [sig ] UNM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:47.023600] [INFO ] [LOCAL ] Saved forecast: UNM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UNM.txt [2025-11-22T01:30:47.023755] [INFO ] [sig ] [1733/1897] Completed UNM in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 56.1s [2025-11-22T01:30:47.023796] [INFO ] [sig ] [1734/1897] Forecasting UNMA... [2025-11-22T01:30:47.023825] [INFO ] [sig ] Generating forecast for: UNMA [2025-11-22T01:30:47.023856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-11-22T01:30:47.033500] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UNMA'. [2025-11-22T01:30:47.034562] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-11-22T01:30:47.034614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:47.198268] [INFO ] [sig ] UNMA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:47.340073] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UNMA.txt [2025-11-22T01:30:47.340250] [INFO ] [sig ] [1734/1897] Completed UNMA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 55.8s [2025-11-22T01:30:47.340292] [INFO ] [sig ] [1735/1897] Forecasting UNP... [2025-11-22T01:30:47.340324] [INFO ] [sig ] Generating forecast for: UNP [2025-11-22T01:30:47.340355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-11-22T01:30:47.351480] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UNP'. [2025-11-22T01:30:47.352885] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-11-22T01:30:47.352953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:47.521149] [INFO ] [sig ] UNP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:47.664316] [INFO ] [LOCAL ] Saved forecast: UNP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UNP.txt [2025-11-22T01:30:47.664472] [INFO ] [sig ] [1735/1897] Completed UNP in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 55.4s [2025-11-22T01:30:47.664514] [INFO ] [sig ] [1736/1897] Forecasting UP... [2025-11-22T01:30:47.664545] [INFO ] [sig ] Generating forecast for: UP [2025-11-22T01:30:47.664576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'. [2025-11-22T01:30:47.675106] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UP'. [2025-11-22T01:30:47.676227] [DEBUG] [LOCAL ] No optimal features file found for UP: ./output/feature-sets/UP.txt [2025-11-22T01:30:47.676279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:47.848164] [INFO ] [sig ] UP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:47.994055] [INFO ] [LOCAL ] Saved forecast: UP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UP.txt [2025-11-22T01:30:47.994213] [INFO ] [sig ] [1736/1897] Completed UP in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 55.1s [2025-11-22T01:30:47.994255] [INFO ] [sig ] [1737/1897] Forecasting UPS... [2025-11-22T01:30:47.994287] [INFO ] [sig ] Generating forecast for: UPS [2025-11-22T01:30:47.994352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-11-22T01:30:48.004830] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UPS'. [2025-11-22T01:30:48.006031] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-11-22T01:30:48.006085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:48.176905] [INFO ] [sig ] UPS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:48.317577] [INFO ] [LOCAL ] Saved forecast: UPS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UPS.txt [2025-11-22T01:30:48.317734] [INFO ] [sig ] [1737/1897] Completed UPS in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 54.7s [2025-11-22T01:30:48.317779] [INFO ] [sig ] [1738/1897] Forecasting URI... [2025-11-22T01:30:48.317809] [INFO ] [sig ] Generating forecast for: URI [2025-11-22T01:30:48.317840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-11-22T01:30:48.328104] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'URI'. [2025-11-22T01:30:48.329158] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-11-22T01:30:48.329211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:48.532562] [INFO ] [sig ] URI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:48.672698] [INFO ] [LOCAL ] Saved forecast: URI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/URI.txt [2025-11-22T01:30:48.672815] [INFO ] [sig ] [1738/1897] Completed URI in 0.4s | 2.92 sym/s | Total: 9.9m | ETA: 54.4s [2025-11-22T01:30:48.672854] [INFO ] [sig ] [1739/1897] Forecasting USA... [2025-11-22T01:30:48.672883] [INFO ] [sig ] Generating forecast for: USA [2025-11-22T01:30:48.672913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-11-22T01:30:48.682798] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'USA'. [2025-11-22T01:30:48.683858] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-11-22T01:30:48.683912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:48.855767] [INFO ] [sig ] USA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:48.995272] [INFO ] [LOCAL ] Saved forecast: USA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/USA.txt [2025-11-22T01:30:48.995405] [INFO ] [sig ] [1739/1897] Completed USA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 54.1s [2025-11-22T01:30:48.995447] [INFO ] [sig ] [1740/1897] Forecasting USAC... [2025-11-22T01:30:48.995477] [INFO ] [sig ] Generating forecast for: USAC [2025-11-22T01:30:48.995507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-11-22T01:30:49.005934] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'USAC'. [2025-11-22T01:30:49.007014] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-11-22T01:30:49.007093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:49.176512] [INFO ] [sig ] USAC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:49.317554] [INFO ] [LOCAL ] Saved forecast: USAC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/USAC.txt [2025-11-22T01:30:49.317702] [INFO ] [sig ] [1740/1897] Completed USAC in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 53.7s [2025-11-22T01:30:49.317756] [INFO ] [sig ] [1741/1897] Forecasting USB... [2025-11-22T01:30:49.317788] [INFO ] [sig ] Generating forecast for: USB [2025-11-22T01:30:49.317819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-11-22T01:30:49.328491] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'USB'. [2025-11-22T01:30:49.329550] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-11-22T01:30:49.329602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:49.500684] [INFO ] [sig ] USB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:49.641021] [INFO ] [LOCAL ] Saved forecast: USB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/USB.txt [2025-11-22T01:30:49.641143] [INFO ] [sig ] [1741/1897] Completed USB in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 53.4s [2025-11-22T01:30:49.641183] [INFO ] [sig ] [1742/1897] Forecasting USFD... [2025-11-22T01:30:49.641213] [INFO ] [sig ] Generating forecast for: USFD [2025-11-22T01:30:49.641242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-11-22T01:30:49.651924] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'USFD'. [2025-11-22T01:30:49.652960] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-11-22T01:30:49.653024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:49.826563] [INFO ] [sig ] USFD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:49.966566] [INFO ] [LOCAL ] Saved forecast: USFD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/USFD.txt [2025-11-22T01:30:49.966721] [INFO ] [sig ] [1742/1897] Completed USFD in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 53.0s [2025-11-22T01:30:49.966765] [INFO ] [sig ] [1743/1897] Forecasting USNA... [2025-11-22T01:30:49.966795] [INFO ] [sig ] Generating forecast for: USNA [2025-11-22T01:30:49.966824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'. [2025-11-22T01:30:49.976983] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'USNA'. [2025-11-22T01:30:49.978179] [DEBUG] [LOCAL ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt [2025-11-22T01:30:49.978232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:50.146692] [INFO ] [sig ] USNA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:50.288460] [INFO ] [LOCAL ] Saved forecast: USNA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/USNA.txt [2025-11-22T01:30:50.288596] [INFO ] [sig ] [1743/1897] Completed USNA in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 52.7s [2025-11-22T01:30:50.288687] [INFO ] [sig ] [1744/1897] Forecasting USPH... [2025-11-22T01:30:50.288721] [INFO ] [sig ] Generating forecast for: USPH [2025-11-22T01:30:50.288751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'. [2025-11-22T01:30:50.298879] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'USPH'. [2025-11-22T01:30:50.300014] [DEBUG] [LOCAL ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt [2025-11-22T01:30:50.300067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:50.470628] [INFO ] [sig ] USPH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:50.610898] [INFO ] [LOCAL ] Saved forecast: USPH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/USPH.txt [2025-11-22T01:30:50.611046] [INFO ] [sig ] [1744/1897] Completed USPH in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 52.3s [2025-11-22T01:30:50.611087] [INFO ] [sig ] [1745/1897] Forecasting UTF... [2025-11-22T01:30:50.611117] [INFO ] [sig ] Generating forecast for: UTF [2025-11-22T01:30:50.611148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-11-22T01:30:50.621181] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UTF'. [2025-11-22T01:30:50.622336] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-11-22T01:30:50.622389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:50.790184] [INFO ] [sig ] UTF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:50.939479] [INFO ] [LOCAL ] Saved forecast: UTF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UTF.txt [2025-11-22T01:30:50.939634] [INFO ] [sig ] [1745/1897] Completed UTF in 0.3s | 2.92 sym/s | Total: 9.9m | ETA: 52.0s [2025-11-22T01:30:50.939699] [INFO ] [sig ] [1746/1897] Forecasting UTI... [2025-11-22T01:30:50.939732] [INFO ] [sig ] Generating forecast for: UTI [2025-11-22T01:30:50.939765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-11-22T01:30:50.951357] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UTI'. [2025-11-22T01:30:50.952526] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-11-22T01:30:50.952580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:51.133785] [INFO ] [sig ] UTI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:51.276130] [INFO ] [LOCAL ] Saved forecast: UTI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UTI.txt [2025-11-22T01:30:51.276277] [INFO ] [sig ] [1746/1897] Completed UTI in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 51.7s [2025-11-22T01:30:51.276318] [INFO ] [sig ] [1747/1897] Forecasting UTL... [2025-11-22T01:30:51.276350] [INFO ] [sig ] Generating forecast for: UTL [2025-11-22T01:30:51.276383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-11-22T01:30:51.286949] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UTL'. [2025-11-22T01:30:51.288101] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-11-22T01:30:51.288155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:51.451933] [INFO ] [sig ] UTL: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:51.590070] [INFO ] [LOCAL ] Saved forecast: UTL 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UTL.txt [2025-11-22T01:30:51.590198] [INFO ] [sig ] [1747/1897] Completed UTL in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 51.3s [2025-11-22T01:30:51.590237] [INFO ] [sig ] [1748/1897] Forecasting UTZ... [2025-11-22T01:30:51.590266] [INFO ] [sig ] Generating forecast for: UTZ [2025-11-22T01:30:51.590296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-11-22T01:30:51.601698] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UTZ'. [2025-11-22T01:30:51.602950] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-11-22T01:30:51.603005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:51.779287] [INFO ] [sig ] UTZ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:51.920083] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UTZ.txt [2025-11-22T01:30:51.920201] [INFO ] [sig ] [1748/1897] Completed UTZ in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 51.0s [2025-11-22T01:30:51.920240] [INFO ] [sig ] [1749/1897] Forecasting UVE... [2025-11-22T01:30:51.920269] [INFO ] [sig ] Generating forecast for: UVE [2025-11-22T01:30:51.920300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-11-22T01:30:51.934582] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UVE'. [2025-11-22T01:30:51.935962] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-11-22T01:30:51.936016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:52.100332] [INFO ] [sig ] UVE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:52.238259] [INFO ] [LOCAL ] Saved forecast: UVE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UVE.txt [2025-11-22T01:30:52.238385] [INFO ] [sig ] [1749/1897] Completed UVE in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 50.6s [2025-11-22T01:30:52.238426] [INFO ] [sig ] [1750/1897] Forecasting UVV... [2025-11-22T01:30:52.238455] [INFO ] [sig ] Generating forecast for: UVV [2025-11-22T01:30:52.238486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'. [2025-11-22T01:30:52.248899] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UVV'. [2025-11-22T01:30:52.249969] [DEBUG] [LOCAL ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt [2025-11-22T01:30:52.250021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:52.411341] [INFO ] [sig ] UVV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:52.549553] [INFO ] [LOCAL ] Saved forecast: UVV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UVV.txt [2025-11-22T01:30:52.549740] [INFO ] [sig ] [1750/1897] Completed UVV in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 50.3s [2025-11-22T01:30:52.549785] [INFO ] [sig ] [1751/1897] Forecasting UWMC... [2025-11-22T01:30:52.549814] [INFO ] [sig ] Generating forecast for: UWMC [2025-11-22T01:30:52.549845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-11-22T01:30:52.560428] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UWMC'. [2025-11-22T01:30:52.561616] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-11-22T01:30:52.561692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:52.729758] [INFO ] [sig ] UWMC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:52.878941] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UWMC.txt [2025-11-22T01:30:52.879106] [INFO ] [sig ] [1751/1897] Completed UWMC in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 49.9s [2025-11-22T01:30:52.879156] [INFO ] [sig ] [1752/1897] Forecasting UZD... [2025-11-22T01:30:52.879191] [INFO ] [sig ] Generating forecast for: UZD [2025-11-22T01:30:52.879222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'. [2025-11-22T01:30:52.889624] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UZD'. [2025-11-22T01:30:52.890733] [DEBUG] [LOCAL ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt [2025-11-22T01:30:52.890786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:53.066783] [INFO ] [sig ] UZD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:53.204244] [INFO ] [LOCAL ] Saved forecast: UZD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/UZD.txt [2025-11-22T01:30:53.204364] [INFO ] [sig ] [1752/1897] Completed UZD in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 49.6s [2025-11-22T01:30:53.204403] [INFO ] [sig ] [1753/1897] Forecasting UZE... [2025-11-22T01:30:53.204433] [INFO ] [sig ] Generating forecast for: UZE [2025-11-22T01:30:53.204464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-11-22T01:30:53.213942] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'UZE'. [2025-11-22T01:30:53.214980] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-11-22T01:30:53.215034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:53.363546] [INFO ] [sig ] UZE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:53.501621] [INFO ] [LOCAL ] Saved forecast: UZE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/UZE.txt [2025-11-22T01:30:53.501760] [INFO ] [sig ] [1753/1897] Completed UZE in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 49.3s [2025-11-22T01:30:53.501801] [INFO ] [sig ] [1754/1897] Forecasting V... [2025-11-22T01:30:53.501832] [INFO ] [sig ] Generating forecast for: V [2025-11-22T01:30:53.501862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'. [2025-11-22T01:30:53.511584] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'V'. [2025-11-22T01:30:53.512687] [DEBUG] [LOCAL ] No optimal features file found for V: ./output/feature-sets/V.txt [2025-11-22T01:30:53.512740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:53.670367] [INFO ] [sig ] V: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:53.807272] [INFO ] [LOCAL ] Saved forecast: V 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/V.txt [2025-11-22T01:30:53.807405] [INFO ] [sig ] [1754/1897] Completed V in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 48.9s [2025-11-22T01:30:53.807445] [INFO ] [sig ] [1755/1897] Forecasting VAC... [2025-11-22T01:30:53.807474] [INFO ] [sig ] Generating forecast for: VAC [2025-11-22T01:30:53.807505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-11-22T01:30:53.817294] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VAC'. [2025-11-22T01:30:53.818381] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-11-22T01:30:53.818434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:53.986183] [INFO ] [sig ] VAC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:54.126099] [INFO ] [LOCAL ] Saved forecast: VAC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VAC.txt [2025-11-22T01:30:54.126217] [INFO ] [sig ] [1755/1897] Completed VAC in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 48.6s [2025-11-22T01:30:54.126256] [INFO ] [sig ] [1756/1897] Forecasting VAL... [2025-11-22T01:30:54.126285] [INFO ] [sig ] Generating forecast for: VAL [2025-11-22T01:30:54.126315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-11-22T01:30:54.136143] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VAL'. [2025-11-22T01:30:54.137228] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-11-22T01:30:54.137320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:54.308702] [INFO ] [sig ] VAL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:54.455235] [INFO ] [LOCAL ] Saved forecast: VAL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VAL.txt [2025-11-22T01:30:54.455381] [INFO ] [sig ] [1756/1897] Completed VAL in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 48.2s [2025-11-22T01:30:54.455421] [INFO ] [sig ] [1757/1897] Forecasting VALE... [2025-11-22T01:30:54.455450] [INFO ] [sig ] Generating forecast for: VALE [2025-11-22T01:30:54.455479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-11-22T01:30:54.465947] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VALE'. [2025-11-22T01:30:54.466988] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-11-22T01:30:54.467041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:54.647477] [INFO ] [sig ] VALE: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:54.791542] [INFO ] [LOCAL ] Saved forecast: VALE 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VALE.txt [2025-11-22T01:30:54.791687] [INFO ] [sig ] [1757/1897] Completed VALE in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 47.9s [2025-11-22T01:30:54.791732] [INFO ] [sig ] [1758/1897] Forecasting VATE... [2025-11-22T01:30:54.791764] [INFO ] [sig ] Generating forecast for: VATE [2025-11-22T01:30:54.791797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'. [2025-11-22T01:30:54.802172] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VATE'. [2025-11-22T01:30:54.803282] [DEBUG] [LOCAL ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt [2025-11-22T01:30:54.803335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:54.971899] [INFO ] [sig ] VATE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:55.111912] [INFO ] [LOCAL ] Saved forecast: VATE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VATE.txt [2025-11-22T01:30:55.112088] [INFO ] [sig ] [1758/1897] Completed VATE in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 47.5s [2025-11-22T01:30:55.112138] [INFO ] [sig ] [1759/1897] Forecasting VBF... [2025-11-22T01:30:55.112174] [INFO ] [sig ] Generating forecast for: VBF [2025-11-22T01:30:55.112211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-11-22T01:30:55.122751] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VBF'. [2025-11-22T01:30:55.123969] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-11-22T01:30:55.124023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:55.293250] [INFO ] [sig ] VBF: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:55.433883] [INFO ] [LOCAL ] Saved forecast: VBF 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VBF.txt [2025-11-22T01:30:55.434035] [INFO ] [sig ] [1759/1897] Completed VBF in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 47.2s [2025-11-22T01:30:55.434076] [INFO ] [sig ] [1760/1897] Forecasting VCV... [2025-11-22T01:30:55.434106] [INFO ] [sig ] Generating forecast for: VCV [2025-11-22T01:30:55.434137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'. [2025-11-22T01:30:55.445162] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VCV'. [2025-11-22T01:30:55.446322] [DEBUG] [LOCAL ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt [2025-11-22T01:30:55.446376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:55.619897] [INFO ] [sig ] VCV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:55.770356] [INFO ] [LOCAL ] Saved forecast: VCV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VCV.txt [2025-11-22T01:30:55.770488] [INFO ] [sig ] [1760/1897] Completed VCV in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 46.8s [2025-11-22T01:30:55.770554] [INFO ] [sig ] [1761/1897] Forecasting VEEV... [2025-11-22T01:30:55.770586] [INFO ] [sig ] Generating forecast for: VEEV [2025-11-22T01:30:55.770616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'. [2025-11-22T01:30:55.781536] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VEEV'. [2025-11-22T01:30:55.782625] [DEBUG] [LOCAL ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt [2025-11-22T01:30:55.782699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:55.958191] [INFO ] [sig ] VEEV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:56.103913] [INFO ] [LOCAL ] Saved forecast: VEEV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VEEV.txt [2025-11-22T01:30:56.104044] [INFO ] [sig ] [1761/1897] Completed VEEV in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 46.5s [2025-11-22T01:30:56.104083] [INFO ] [sig ] [1762/1897] Forecasting VEL... [2025-11-22T01:30:56.104113] [INFO ] [sig ] Generating forecast for: VEL [2025-11-22T01:30:56.104142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-11-22T01:30:56.114326] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VEL'. [2025-11-22T01:30:56.115405] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-11-22T01:30:56.115458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:56.287146] [INFO ] [sig ] VEL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:56.428428] [INFO ] [LOCAL ] Saved forecast: VEL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VEL.txt [2025-11-22T01:30:56.428554] [INFO ] [sig ] [1762/1897] Completed VEL in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 46.2s [2025-11-22T01:30:56.428595] [INFO ] [sig ] [1763/1897] Forecasting VET... [2025-11-22T01:30:56.428627] [INFO ] [sig ] Generating forecast for: VET [2025-11-22T01:30:56.428680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'. [2025-11-22T01:30:56.439260] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VET'. [2025-11-22T01:30:56.440541] [DEBUG] [LOCAL ] No optimal features file found for VET: ./output/feature-sets/VET.txt [2025-11-22T01:30:56.440596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:56.610679] [INFO ] [sig ] VET: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:56.750317] [INFO ] [LOCAL ] Saved forecast: VET 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VET.txt [2025-11-22T01:30:56.750442] [INFO ] [sig ] [1763/1897] Completed VET in 0.3s | 2.92 sym/s | Total: 10.0m | ETA: 45.8s [2025-11-22T01:30:56.750480] [INFO ] [sig ] [1764/1897] Forecasting VFC... [2025-11-22T01:30:56.750511] [INFO ] [sig ] Generating forecast for: VFC [2025-11-22T01:30:56.750541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-11-22T01:30:56.761039] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VFC'. [2025-11-22T01:30:56.762158] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-11-22T01:30:56.762214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:56.952595] [INFO ] [sig ] VFC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:57.091915] [INFO ] [LOCAL ] Saved forecast: VFC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VFC.txt [2025-11-22T01:30:57.092079] [INFO ] [sig ] [1764/1897] Completed VFC in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 45.5s [2025-11-22T01:30:57.092122] [INFO ] [sig ] [1765/1897] Forecasting VGI... [2025-11-22T01:30:57.092152] [INFO ] [sig ] Generating forecast for: VGI [2025-11-22T01:30:57.092183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-11-22T01:30:57.102866] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VGI'. [2025-11-22T01:30:57.103996] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-11-22T01:30:57.104048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:57.285538] [INFO ] [sig ] VGI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:57.423566] [INFO ] [LOCAL ] Saved forecast: VGI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VGI.txt [2025-11-22T01:30:57.423703] [INFO ] [sig ] [1765/1897] Completed VGI in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 45.1s [2025-11-22T01:30:57.423747] [INFO ] [sig ] [1766/1897] Forecasting VGM... [2025-11-22T01:30:57.423778] [INFO ] [sig ] Generating forecast for: VGM [2025-11-22T01:30:57.423807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-11-22T01:30:57.433797] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VGM'. [2025-11-22T01:30:57.434921] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-11-22T01:30:57.434975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:57.644853] [INFO ] [sig ] VGM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:57.786530] [INFO ] [LOCAL ] Saved forecast: VGM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VGM.txt [2025-11-22T01:30:57.786719] [INFO ] [sig ] [1766/1897] Completed VGM in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 44.8s [2025-11-22T01:30:57.786764] [INFO ] [sig ] [1767/1897] Forecasting VICI... [2025-11-22T01:30:57.786795] [INFO ] [sig ] Generating forecast for: VICI [2025-11-22T01:30:57.786827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-11-22T01:30:57.797231] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VICI'. [2025-11-22T01:30:57.798431] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-11-22T01:30:57.798484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:57.985936] [INFO ] [sig ] VICI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:58.128814] [INFO ] [LOCAL ] Saved forecast: VICI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VICI.txt [2025-11-22T01:30:58.128955] [INFO ] [sig ] [1767/1897] Completed VICI in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 44.5s [2025-11-22T01:30:58.128995] [INFO ] [sig ] [1768/1897] Forecasting VIPS... [2025-11-22T01:30:58.129035] [INFO ] [sig ] Generating forecast for: VIPS [2025-11-22T01:30:58.129067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-11-22T01:30:58.139990] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VIPS'. [2025-11-22T01:30:58.141120] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-11-22T01:30:58.141173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:58.330634] [INFO ] [sig ] VIPS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:58.469618] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VIPS.txt [2025-11-22T01:30:58.469785] [INFO ] [sig ] [1768/1897] Completed VIPS in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 44.1s [2025-11-22T01:30:58.469826] [INFO ] [sig ] [1769/1897] Forecasting VIRT... [2025-11-22T01:30:58.469856] [INFO ] [sig ] Generating forecast for: VIRT [2025-11-22T01:30:58.469886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'. [2025-11-22T01:30:58.481546] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VIRT'. [2025-11-22T01:30:58.482703] [DEBUG] [LOCAL ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt [2025-11-22T01:30:58.482757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:58.681190] [INFO ] [sig ] VIRT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:58.819109] [INFO ] [LOCAL ] Saved forecast: VIRT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VIRT.txt [2025-11-22T01:30:58.819237] [INFO ] [sig ] [1769/1897] Completed VIRT in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 43.8s [2025-11-22T01:30:58.819277] [INFO ] [sig ] [1770/1897] Forecasting VIST... [2025-11-22T01:30:58.819306] [INFO ] [sig ] Generating forecast for: VIST [2025-11-22T01:30:58.819336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'. [2025-11-22T01:30:58.830615] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VIST'. [2025-11-22T01:30:58.831831] [DEBUG] [LOCAL ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt [2025-11-22T01:30:58.831885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:59.025903] [INFO ] [sig ] VIST: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:59.164828] [INFO ] [LOCAL ] Saved forecast: VIST 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VIST.txt [2025-11-22T01:30:59.164976] [INFO ] [sig ] [1770/1897] Completed VIST in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 43.4s [2025-11-22T01:30:59.165016] [INFO ] [sig ] [1771/1897] Forecasting VIV... [2025-11-22T01:30:59.165047] [INFO ] [sig ] Generating forecast for: VIV [2025-11-22T01:30:59.165078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'. [2025-11-22T01:30:59.176174] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VIV'. [2025-11-22T01:30:59.177518] [DEBUG] [LOCAL ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt [2025-11-22T01:30:59.177571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:59.352099] [INFO ] [sig ] VIV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:30:59.497537] [INFO ] [LOCAL ] Saved forecast: VIV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VIV.txt [2025-11-22T01:30:59.497712] [INFO ] [sig ] [1771/1897] Completed VIV in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 43.1s [2025-11-22T01:30:59.497758] [INFO ] [sig ] [1772/1897] Forecasting VKQ... [2025-11-22T01:30:59.497791] [INFO ] [sig ] Generating forecast for: VKQ [2025-11-22T01:30:59.497821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-11-22T01:30:59.508386] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VKQ'. [2025-11-22T01:30:59.509582] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-11-22T01:30:59.509665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:30:59.676593] [INFO ] [sig ] VKQ: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:30:59.814735] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VKQ.txt [2025-11-22T01:30:59.814861] [INFO ] [sig ] [1772/1897] Completed VKQ in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 42.7s [2025-11-22T01:30:59.814899] [INFO ] [sig ] [1773/1897] Forecasting VLN... [2025-11-22T01:30:59.814929] [INFO ] [sig ] Generating forecast for: VLN [2025-11-22T01:30:59.814959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-11-22T01:30:59.825007] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VLN'. [2025-11-22T01:30:59.826139] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-11-22T01:30:59.826191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:00.001873] [INFO ] [sig ] VLN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:00.140833] [INFO ] [LOCAL ] Saved forecast: VLN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VLN.txt [2025-11-22T01:31:00.140951] [INFO ] [sig ] [1773/1897] Completed VLN in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 42.4s [2025-11-22T01:31:00.140993] [INFO ] [sig ] [1774/1897] Forecasting VLO... [2025-11-22T01:31:00.141037] [INFO ] [sig ] Generating forecast for: VLO [2025-11-22T01:31:00.141074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-11-22T01:31:00.152189] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VLO'. [2025-11-22T01:31:00.153430] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-11-22T01:31:00.153482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:00.344231] [INFO ] [sig ] VLO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:00.489221] [INFO ] [LOCAL ] Saved forecast: VLO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VLO.txt [2025-11-22T01:31:00.489374] [INFO ] [sig ] [1774/1897] Completed VLO in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 42.1s [2025-11-22T01:31:00.489414] [INFO ] [sig ] [1775/1897] Forecasting VLRS... [2025-11-22T01:31:00.489445] [INFO ] [sig ] Generating forecast for: VLRS [2025-11-22T01:31:00.489476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-11-22T01:31:00.499701] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VLRS'. [2025-11-22T01:31:00.500799] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-11-22T01:31:00.500853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:01.332437] [INFO ] [sig ] VLRS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:01.478323] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VLRS.txt [2025-11-22T01:31:01.478487] [INFO ] [sig ] [1775/1897] Completed VLRS in 1.0s | 2.92 sym/s | Total: 10.1m | ETA: 41.8s [2025-11-22T01:31:01.478532] [INFO ] [sig ] [1776/1897] Forecasting VLT... [2025-11-22T01:31:01.478573] [INFO ] [sig ] Generating forecast for: VLT [2025-11-22T01:31:01.478607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'. [2025-11-22T01:31:01.489477] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VLT'. [2025-11-22T01:31:01.490809] [DEBUG] [LOCAL ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt [2025-11-22T01:31:01.490863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:01.680739] [INFO ] [sig ] VLT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:01.824636] [INFO ] [LOCAL ] Saved forecast: VLT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VLT.txt [2025-11-22T01:31:01.824829] [INFO ] [sig ] [1776/1897] Completed VLT in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 41.4s [2025-11-22T01:31:01.824876] [INFO ] [sig ] [1777/1897] Forecasting VLTO... [2025-11-22T01:31:01.824941] [INFO ] [sig ] Generating forecast for: VLTO [2025-11-22T01:31:01.824989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-11-22T01:31:01.835996] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VLTO'. [2025-11-22T01:31:01.837209] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-11-22T01:31:01.837265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:02.031190] [INFO ] [sig ] VLTO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:02.176146] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VLTO.txt [2025-11-22T01:31:02.176315] [INFO ] [sig ] [1777/1897] Completed VLTO in 0.4s | 2.92 sym/s | Total: 10.1m | ETA: 41.1s [2025-11-22T01:31:02.176356] [INFO ] [sig ] [1778/1897] Forecasting VMC... [2025-11-22T01:31:02.176387] [INFO ] [sig ] Generating forecast for: VMC [2025-11-22T01:31:02.176416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'. [2025-11-22T01:31:02.186559] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VMC'. [2025-11-22T01:31:02.187746] [DEBUG] [LOCAL ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt [2025-11-22T01:31:02.187798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:02.364049] [INFO ] [sig ] VMC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:02.513197] [INFO ] [LOCAL ] Saved forecast: VMC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VMC.txt [2025-11-22T01:31:02.513344] [INFO ] [sig ] [1778/1897] Completed VMC in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 40.7s [2025-11-22T01:31:02.513386] [INFO ] [sig ] [1779/1897] Forecasting VMI... [2025-11-22T01:31:02.513418] [INFO ] [sig ] Generating forecast for: VMI [2025-11-22T01:31:02.513449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-11-22T01:31:02.523571] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VMI'. [2025-11-22T01:31:02.524700] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-11-22T01:31:02.524755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:02.699218] [INFO ] [sig ] VMI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:02.839009] [INFO ] [LOCAL ] Saved forecast: VMI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VMI.txt [2025-11-22T01:31:02.839128] [INFO ] [sig ] [1779/1897] Completed VMI in 0.3s | 2.92 sym/s | Total: 10.1m | ETA: 40.4s [2025-11-22T01:31:02.839167] [INFO ] [sig ] [1780/1897] Forecasting VMO... [2025-11-22T01:31:02.839197] [INFO ] [sig ] Generating forecast for: VMO [2025-11-22T01:31:02.839227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-11-22T01:31:02.849376] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VMO'. [2025-11-22T01:31:02.850449] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-11-22T01:31:02.850502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:03.027008] [INFO ] [sig ] VMO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:03.165986] [INFO ] [LOCAL ] Saved forecast: VMO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VMO.txt [2025-11-22T01:31:03.166101] [INFO ] [sig ] [1780/1897] Completed VMO in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 40.0s [2025-11-22T01:31:03.166141] [INFO ] [sig ] [1781/1897] Forecasting VNO... [2025-11-22T01:31:03.166171] [INFO ] [sig ] Generating forecast for: VNO [2025-11-22T01:31:03.166201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-11-22T01:31:03.176377] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VNO'. [2025-11-22T01:31:03.177561] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-11-22T01:31:03.177614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:03.349294] [INFO ] [sig ] VNO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:03.489841] [INFO ] [LOCAL ] Saved forecast: VNO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VNO.txt [2025-11-22T01:31:03.489999] [INFO ] [sig ] [1781/1897] Completed VNO in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 39.7s [2025-11-22T01:31:03.490040] [INFO ] [sig ] [1782/1897] Forecasting VNT... [2025-11-22T01:31:03.490071] [INFO ] [sig ] Generating forecast for: VNT [2025-11-22T01:31:03.490103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'. [2025-11-22T01:31:03.500302] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VNT'. [2025-11-22T01:31:03.501480] [DEBUG] [LOCAL ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt [2025-11-22T01:31:03.501533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:03.703462] [INFO ] [sig ] VNT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:03.851224] [INFO ] [LOCAL ] Saved forecast: VNT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VNT.txt [2025-11-22T01:31:03.851387] [INFO ] [sig ] [1782/1897] Completed VNT in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 39.4s [2025-11-22T01:31:03.851428] [INFO ] [sig ] [1783/1897] Forecasting VOC... [2025-11-22T01:31:03.851458] [INFO ] [sig ] Generating forecast for: VOC [2025-11-22T01:31:03.851488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-11-22T01:31:03.862286] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VOC'. [2025-11-22T01:31:03.863519] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-11-22T01:31:03.863594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:04.032625] [INFO ] [sig ] VOC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:04.175366] [INFO ] [LOCAL ] Saved forecast: VOC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VOC.txt [2025-11-22T01:31:04.175538] [INFO ] [sig ] [1783/1897] Completed VOC in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 39.0s [2025-11-22T01:31:04.175578] [INFO ] [sig ] [1784/1897] Forecasting VOYA... [2025-11-22T01:31:04.175609] [INFO ] [sig ] Generating forecast for: VOYA [2025-11-22T01:31:04.175664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'. [2025-11-22T01:31:04.186675] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VOYA'. [2025-11-22T01:31:04.187886] [DEBUG] [LOCAL ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt [2025-11-22T01:31:04.187939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:04.360768] [INFO ] [sig ] VOYA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:04.501033] [INFO ] [LOCAL ] Saved forecast: VOYA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VOYA.txt [2025-11-22T01:31:04.501182] [INFO ] [sig ] [1784/1897] Completed VOYA in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 38.7s [2025-11-22T01:31:04.501221] [INFO ] [sig ] [1785/1897] Forecasting VPG... [2025-11-22T01:31:04.501252] [INFO ] [sig ] Generating forecast for: VPG [2025-11-22T01:31:04.501282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-11-22T01:31:04.511569] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VPG'. [2025-11-22T01:31:04.512825] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-11-22T01:31:04.512879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:04.682514] [INFO ] [sig ] VPG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:04.831831] [INFO ] [LOCAL ] Saved forecast: VPG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VPG.txt [2025-11-22T01:31:04.831964] [INFO ] [sig ] [1785/1897] Completed VPG in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 38.3s [2025-11-22T01:31:04.832003] [INFO ] [sig ] [1786/1897] Forecasting VPV... [2025-11-22T01:31:04.832034] [INFO ] [sig ] Generating forecast for: VPV [2025-11-22T01:31:04.832064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'. [2025-11-22T01:31:04.841833] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VPV'. [2025-11-22T01:31:04.842871] [DEBUG] [LOCAL ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt [2025-11-22T01:31:04.842924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:05.009573] [INFO ] [sig ] VPV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:05.165596] [INFO ] [LOCAL ] Saved forecast: VPV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VPV.txt [2025-11-22T01:31:05.165770] [INFO ] [sig ] [1786/1897] Completed VPV in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 38.0s [2025-11-22T01:31:05.165813] [INFO ] [sig ] [1787/1897] Forecasting VRE... [2025-11-22T01:31:05.165844] [INFO ] [sig ] Generating forecast for: VRE [2025-11-22T01:31:05.165875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-11-22T01:31:05.177006] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VRE'. [2025-11-22T01:31:05.178337] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-11-22T01:31:05.178404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:05.354583] [INFO ] [sig ] VRE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:05.494542] [INFO ] [LOCAL ] Saved forecast: VRE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VRE.txt [2025-11-22T01:31:05.494691] [INFO ] [sig ] [1787/1897] Completed VRE in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 37.6s [2025-11-22T01:31:05.494734] [INFO ] [sig ] [1788/1897] Forecasting VRT... [2025-11-22T01:31:05.494763] [INFO ] [sig ] Generating forecast for: VRT [2025-11-22T01:31:05.494794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'. [2025-11-22T01:31:05.505813] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VRT'. [2025-11-22T01:31:05.506942] [DEBUG] [LOCAL ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt [2025-11-22T01:31:05.506996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:05.685675] [INFO ] [sig ] VRT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:05.828198] [INFO ] [LOCAL ] Saved forecast: VRT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VRT.txt [2025-11-22T01:31:05.828339] [INFO ] [sig ] [1788/1897] Completed VRT in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 37.3s [2025-11-22T01:31:05.828387] [INFO ] [sig ] [1789/1897] Forecasting VRTS... [2025-11-22T01:31:05.828423] [INFO ] [sig ] Generating forecast for: VRTS [2025-11-22T01:31:05.828461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-11-22T01:31:05.839427] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VRTS'. [2025-11-22T01:31:05.840741] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-11-22T01:31:05.840795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:06.016547] [INFO ] [sig ] VRTS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:06.159473] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VRTS.txt [2025-11-22T01:31:06.159622] [INFO ] [sig ] [1789/1897] Completed VRTS in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 37.0s [2025-11-22T01:31:06.159683] [INFO ] [sig ] [1790/1897] Forecasting VSCO... [2025-11-22T01:31:06.159714] [INFO ] [sig ] Generating forecast for: VSCO [2025-11-22T01:31:06.159745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-11-22T01:31:06.170622] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VSCO'. [2025-11-22T01:31:06.171783] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-11-22T01:31:06.171845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:06.352348] [INFO ] [sig ] VSCO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:06.500431] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VSCO.txt [2025-11-22T01:31:06.500595] [INFO ] [sig ] [1790/1897] Completed VSCO in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 36.6s [2025-11-22T01:31:06.500637] [INFO ] [sig ] [1791/1897] Forecasting VSH... [2025-11-22T01:31:06.500690] [INFO ] [sig ] Generating forecast for: VSH [2025-11-22T01:31:06.500722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-11-22T01:31:06.512063] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VSH'. [2025-11-22T01:31:06.513336] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-11-22T01:31:06.513390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:06.719044] [INFO ] [sig ] VSH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:06.860783] [INFO ] [LOCAL ] Saved forecast: VSH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VSH.txt [2025-11-22T01:31:06.860923] [INFO ] [sig ] [1791/1897] Completed VSH in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 36.3s [2025-11-22T01:31:06.860964] [INFO ] [sig ] [1792/1897] Forecasting VST... [2025-11-22T01:31:06.860996] [INFO ] [sig ] Generating forecast for: VST [2025-11-22T01:31:06.861029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'. [2025-11-22T01:31:06.871545] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VST'. [2025-11-22T01:31:06.872726] [DEBUG] [LOCAL ] No optimal features file found for VST: ./output/feature-sets/VST.txt [2025-11-22T01:31:06.872780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:07.037142] [INFO ] [sig ] VST: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:07.178111] [INFO ] [LOCAL ] Saved forecast: VST 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VST.txt [2025-11-22T01:31:07.178265] [INFO ] [sig ] [1792/1897] Completed VST in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 35.9s [2025-11-22T01:31:07.178305] [INFO ] [sig ] [1793/1897] Forecasting VSTS... [2025-11-22T01:31:07.178338] [INFO ] [sig ] Generating forecast for: VSTS [2025-11-22T01:31:07.178376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-11-22T01:31:07.188867] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VSTS'. [2025-11-22T01:31:07.190054] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-11-22T01:31:07.190106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:07.376758] [INFO ] [sig ] VSTS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:07.520970] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VSTS.txt [2025-11-22T01:31:07.521121] [INFO ] [sig ] [1793/1897] Completed VSTS in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 35.6s [2025-11-22T01:31:07.521162] [INFO ] [sig ] [1794/1897] Forecasting VTEX... [2025-11-22T01:31:07.521192] [INFO ] [sig ] Generating forecast for: VTEX [2025-11-22T01:31:07.521223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-11-22T01:31:07.531778] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VTEX'. [2025-11-22T01:31:07.532903] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-11-22T01:31:07.532956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:07.706179] [INFO ] [sig ] VTEX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:07.865161] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VTEX.txt [2025-11-22T01:31:07.865357] [INFO ] [sig ] [1794/1897] Completed VTEX in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 35.2s [2025-11-22T01:31:07.865401] [INFO ] [sig ] [1795/1897] Forecasting VTLE... [2025-11-22T01:31:07.865442] [INFO ] [sig ] Generating forecast for: VTLE [2025-11-22T01:31:07.865477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-11-22T01:31:07.876441] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VTLE'. [2025-11-22T01:31:07.877789] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-11-22T01:31:07.877845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:08.065758] [INFO ] [sig ] VTLE: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:08.207691] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VTLE.txt [2025-11-22T01:31:08.207830] [INFO ] [sig ] [1795/1897] Completed VTLE in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 34.9s [2025-11-22T01:31:08.207870] [INFO ] [sig ] [1796/1897] Forecasting VTMX... [2025-11-22T01:31:08.207899] [INFO ] [sig ] Generating forecast for: VTMX [2025-11-22T01:31:08.207934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-11-22T01:31:08.218170] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VTMX'. [2025-11-22T01:31:08.219287] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-11-22T01:31:08.219342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:08.403875] [INFO ] [sig ] VTMX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:08.547904] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VTMX.txt [2025-11-22T01:31:08.548070] [INFO ] [sig ] [1796/1897] Completed VTMX in 0.3s | 2.92 sym/s | Total: 10.2m | ETA: 34.6s [2025-11-22T01:31:08.548112] [INFO ] [sig ] [1797/1897] Forecasting VTN... [2025-11-22T01:31:08.548142] [INFO ] [sig ] Generating forecast for: VTN [2025-11-22T01:31:08.548175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-11-22T01:31:08.561623] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VTN'. [2025-11-22T01:31:08.563419] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-11-22T01:31:08.563487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:08.762753] [INFO ] [sig ] VTN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:08.910810] [INFO ] [LOCAL ] Saved forecast: VTN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VTN.txt [2025-11-22T01:31:08.911030] [INFO ] [sig ] [1797/1897] Completed VTN in 0.4s | 2.92 sym/s | Total: 10.2m | ETA: 34.2s [2025-11-22T01:31:08.911082] [INFO ] [sig ] [1798/1897] Forecasting VTOL... [2025-11-22T01:31:08.911121] [INFO ] [sig ] Generating forecast for: VTOL [2025-11-22T01:31:08.911157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-11-22T01:31:08.923953] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VTOL'. [2025-11-22T01:31:08.925556] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-11-22T01:31:08.925614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:09.130738] [INFO ] [sig ] VTOL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:09.276972] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VTOL.txt [2025-11-22T01:31:09.277174] [INFO ] [sig ] [1798/1897] Completed VTOL in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 33.9s [2025-11-22T01:31:09.277227] [INFO ] [sig ] [1799/1897] Forecasting VTS... [2025-11-22T01:31:09.277260] [INFO ] [sig ] Generating forecast for: VTS [2025-11-22T01:31:09.277290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-11-22T01:31:09.287788] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VTS'. [2025-11-22T01:31:09.288890] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-11-22T01:31:09.288945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:09.453974] [INFO ] [sig ] VTS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:09.596917] [INFO ] [LOCAL ] Saved forecast: VTS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VTS.txt [2025-11-22T01:31:09.597087] [INFO ] [sig ] [1799/1897] Completed VTS in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 33.5s [2025-11-22T01:31:09.597131] [INFO ] [sig ] [1800/1897] Forecasting VVR... [2025-11-22T01:31:09.597161] [INFO ] [sig ] Generating forecast for: VVR [2025-11-22T01:31:09.597192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'. [2025-11-22T01:31:09.608244] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VVR'. [2025-11-22T01:31:09.609410] [DEBUG] [LOCAL ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt [2025-11-22T01:31:09.609468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:09.802675] [INFO ] [sig ] VVR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:09.940381] [INFO ] [LOCAL ] Saved forecast: VVR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VVR.txt [2025-11-22T01:31:09.940526] [INFO ] [sig ] [1800/1897] Completed VVR in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 33.2s [2025-11-22T01:31:09.940567] [INFO ] [sig ] [1801/1897] Forecasting VVV... [2025-11-22T01:31:09.940600] [INFO ] [sig ] Generating forecast for: VVV [2025-11-22T01:31:09.940631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'. [2025-11-22T01:31:09.951634] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VVV'. [2025-11-22T01:31:09.952832] [DEBUG] [LOCAL ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt [2025-11-22T01:31:09.952885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:10.133679] [INFO ] [sig ] VVV: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:10.274212] [INFO ] [LOCAL ] Saved forecast: VVV 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VVV.txt [2025-11-22T01:31:10.274374] [INFO ] [sig ] [1801/1897] Completed VVV in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 32.9s [2025-11-22T01:31:10.274414] [INFO ] [sig ] [1802/1897] Forecasting VVX... [2025-11-22T01:31:10.274446] [INFO ] [sig ] Generating forecast for: VVX [2025-11-22T01:31:10.274479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-11-22T01:31:10.285199] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VVX'. [2025-11-22T01:31:10.286275] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-11-22T01:31:10.286327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:10.460744] [INFO ] [sig ] VVX: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:10.599420] [INFO ] [LOCAL ] Saved forecast: VVX 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/VVX.txt [2025-11-22T01:31:10.599541] [INFO ] [sig ] [1802/1897] Completed VVX in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 32.5s [2025-11-22T01:31:10.599580] [INFO ] [sig ] [1803/1897] Forecasting VYX... [2025-11-22T01:31:10.599610] [INFO ] [sig ] Generating forecast for: VYX [2025-11-22T01:31:10.599657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-11-22T01:31:10.610352] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VYX'. [2025-11-22T01:31:10.611431] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-11-22T01:31:10.611490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:10.806988] [INFO ] [sig ] VYX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:10.945222] [INFO ] [LOCAL ] Saved forecast: VYX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VYX.txt [2025-11-22T01:31:10.945342] [INFO ] [sig ] [1803/1897] Completed VYX in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 32.2s [2025-11-22T01:31:10.945380] [INFO ] [sig ] [1804/1897] Forecasting VZ... [2025-11-22T01:31:10.945409] [INFO ] [sig ] Generating forecast for: VZ [2025-11-22T01:31:10.945439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-11-22T01:31:10.955813] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'VZ'. [2025-11-22T01:31:10.956877] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-11-22T01:31:10.956931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:11.166259] [INFO ] [sig ] VZ: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:11.308462] [INFO ] [LOCAL ] Saved forecast: VZ 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/VZ.txt [2025-11-22T01:31:11.308594] [INFO ] [sig ] [1804/1897] Completed VZ in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 31.8s [2025-11-22T01:31:11.308634] [INFO ] [sig ] [1805/1897] Forecasting W... [2025-11-22T01:31:11.308689] [INFO ] [sig ] Generating forecast for: W [2025-11-22T01:31:11.308719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'. [2025-11-22T01:31:11.319015] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'W'. [2025-11-22T01:31:11.320113] [DEBUG] [LOCAL ] No optimal features file found for W: ./output/feature-sets/W.txt [2025-11-22T01:31:11.320165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:11.515046] [INFO ] [sig ] W: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:11.654912] [INFO ] [LOCAL ] Saved forecast: W 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/W.txt [2025-11-22T01:31:11.655036] [INFO ] [sig ] [1805/1897] Completed W in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 31.5s [2025-11-22T01:31:11.655076] [INFO ] [sig ] [1806/1897] Forecasting WAB... [2025-11-22T01:31:11.655106] [INFO ] [sig ] Generating forecast for: WAB [2025-11-22T01:31:11.655137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-11-22T01:31:11.668354] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WAB'. [2025-11-22T01:31:11.669898] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-11-22T01:31:11.669956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:11.873812] [INFO ] [sig ] WAB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:12.031361] [INFO ] [LOCAL ] Saved forecast: WAB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WAB.txt [2025-11-22T01:31:12.031584] [INFO ] [sig ] [1806/1897] Completed WAB in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 31.1s [2025-11-22T01:31:12.031627] [INFO ] [sig ] [1807/1897] Forecasting WAL... [2025-11-22T01:31:12.031686] [INFO ] [sig ] Generating forecast for: WAL [2025-11-22T01:31:12.031722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-11-22T01:31:12.043965] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WAL'. [2025-11-22T01:31:12.045510] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-11-22T01:31:12.045566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:12.245522] [INFO ] [sig ] WAL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:12.390013] [INFO ] [LOCAL ] Saved forecast: WAL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WAL.txt [2025-11-22T01:31:12.390246] [INFO ] [sig ] [1807/1897] Completed WAL in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 30.8s [2025-11-22T01:31:12.390296] [INFO ] [sig ] [1808/1897] Forecasting WAT... [2025-11-22T01:31:12.390327] [INFO ] [sig ] Generating forecast for: WAT [2025-11-22T01:31:12.390361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'. [2025-11-22T01:31:12.406701] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WAT'. [2025-11-22T01:31:12.408562] [DEBUG] [LOCAL ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt [2025-11-22T01:31:12.408630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:12.620855] [INFO ] [sig ] WAT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:12.770758] [INFO ] [LOCAL ] Saved forecast: WAT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WAT.txt [2025-11-22T01:31:12.771000] [INFO ] [sig ] [1808/1897] Completed WAT in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 30.5s [2025-11-22T01:31:12.771046] [INFO ] [sig ] [1809/1897] Forecasting WBS... [2025-11-22T01:31:12.771077] [INFO ] [sig ] Generating forecast for: WBS [2025-11-22T01:31:12.771112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-11-22T01:31:12.783200] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WBS'. [2025-11-22T01:31:12.784478] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-11-22T01:31:12.784533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:12.980527] [INFO ] [sig ] WBS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:13.123201] [INFO ] [LOCAL ] Saved forecast: WBS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WBS.txt [2025-11-22T01:31:13.123372] [INFO ] [sig ] [1809/1897] Completed WBS in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 30.1s [2025-11-22T01:31:13.123415] [INFO ] [sig ] [1810/1897] Forecasting WBX... [2025-11-22T01:31:13.123447] [INFO ] [sig ] Generating forecast for: WBX [2025-11-22T01:31:13.123480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-11-22T01:31:13.135933] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WBX'. [2025-11-22T01:31:13.137508] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-11-22T01:31:13.137567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:13.336153] [INFO ] [sig ] WBX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:13.491475] [INFO ] [LOCAL ] Saved forecast: WBX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WBX.txt [2025-11-22T01:31:13.491723] [INFO ] [sig ] [1810/1897] Completed WBX in 0.4s | 2.92 sym/s | Total: 10.3m | ETA: 29.8s [2025-11-22T01:31:13.491783] [INFO ] [sig ] [1811/1897] Forecasting WCC... [2025-11-22T01:31:13.491816] [INFO ] [sig ] Generating forecast for: WCC [2025-11-22T01:31:13.491850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-11-22T01:31:13.504800] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WCC'. [2025-11-22T01:31:13.506031] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-11-22T01:31:13.506084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:13.699297] [INFO ] [sig ] WCC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:13.837047] [INFO ] [LOCAL ] Saved forecast: WCC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WCC.txt [2025-11-22T01:31:13.837222] [INFO ] [sig ] [1811/1897] Completed WCC in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 29.4s [2025-11-22T01:31:13.837263] [INFO ] [sig ] [1812/1897] Forecasting WCN... [2025-11-22T01:31:13.837293] [INFO ] [sig ] Generating forecast for: WCN [2025-11-22T01:31:13.837323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'. [2025-11-22T01:31:13.848564] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WCN'. [2025-11-22T01:31:13.849682] [DEBUG] [LOCAL ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt [2025-11-22T01:31:13.849735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:14.045976] [INFO ] [sig ] WCN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:14.183943] [INFO ] [LOCAL ] Saved forecast: WCN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WCN.txt [2025-11-22T01:31:14.184065] [INFO ] [sig ] [1812/1897] Completed WCN in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 29.1s [2025-11-22T01:31:14.184105] [INFO ] [sig ] [1813/1897] Forecasting WD... [2025-11-22T01:31:14.184134] [INFO ] [sig ] Generating forecast for: WD [2025-11-22T01:31:14.184164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-11-22T01:31:14.195154] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WD'. [2025-11-22T01:31:14.196206] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-11-22T01:31:14.196259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:14.379280] [INFO ] [sig ] WD: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:14.523481] [INFO ] [LOCAL ] Saved forecast: WD 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WD.txt [2025-11-22T01:31:14.523627] [INFO ] [sig ] [1813/1897] Completed WD in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 28.8s [2025-11-22T01:31:14.523687] [INFO ] [sig ] [1814/1897] Forecasting WDH... [2025-11-22T01:31:14.523718] [INFO ] [sig ] Generating forecast for: WDH [2025-11-22T01:31:14.523748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-11-22T01:31:14.535376] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WDH'. [2025-11-22T01:31:14.536613] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-11-22T01:31:14.536707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:14.714814] [INFO ] [sig ] WDH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:14.854811] [INFO ] [LOCAL ] Saved forecast: WDH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WDH.txt [2025-11-22T01:31:14.855007] [INFO ] [sig ] [1814/1897] Completed WDH in 0.3s | 2.92 sym/s | Total: 10.3m | ETA: 28.4s [2025-11-22T01:31:14.855051] [INFO ] [sig ] [1815/1897] Forecasting WDI... [2025-11-22T01:31:14.855084] [INFO ] [sig ] Generating forecast for: WDI [2025-11-22T01:31:14.855115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'. [2025-11-22T01:31:14.867802] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WDI'. [2025-11-22T01:31:14.869001] [DEBUG] [LOCAL ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt [2025-11-22T01:31:14.869055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:15.049281] [INFO ] [sig ] WDI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:15.189636] [INFO ] [LOCAL ] Saved forecast: WDI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WDI.txt [2025-11-22T01:31:15.189818] [INFO ] [sig ] [1815/1897] Completed WDI in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 28.1s [2025-11-22T01:31:15.189861] [INFO ] [sig ] [1816/1897] Forecasting WDS... [2025-11-22T01:31:15.189893] [INFO ] [sig ] Generating forecast for: WDS [2025-11-22T01:31:15.189924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-11-22T01:31:15.201446] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WDS'. [2025-11-22T01:31:15.202676] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-11-22T01:31:15.202732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:15.386080] [INFO ] [sig ] WDS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:15.527831] [INFO ] [LOCAL ] Saved forecast: WDS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WDS.txt [2025-11-22T01:31:15.527977] [INFO ] [sig ] [1816/1897] Completed WDS in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 27.7s [2025-11-22T01:31:15.528019] [INFO ] [sig ] [1817/1897] Forecasting WEA... [2025-11-22T01:31:15.528050] [INFO ] [sig ] Generating forecast for: WEA [2025-11-22T01:31:15.528081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-11-22T01:31:15.538805] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WEA'. [2025-11-22T01:31:15.539936] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-11-22T01:31:15.539996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:15.745662] [INFO ] [sig ] WEA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:15.888096] [INFO ] [LOCAL ] Saved forecast: WEA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WEA.txt [2025-11-22T01:31:15.888243] [INFO ] [sig ] [1817/1897] Completed WEA in 0.4s | 2.92 sym/s | Total: 10.4m | ETA: 27.4s [2025-11-22T01:31:15.888286] [INFO ] [sig ] [1818/1897] Forecasting WEAV... [2025-11-22T01:31:15.888317] [INFO ] [sig ] Generating forecast for: WEAV [2025-11-22T01:31:15.888349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'. [2025-11-22T01:31:15.899391] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WEAV'. [2025-11-22T01:31:15.900578] [DEBUG] [LOCAL ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt [2025-11-22T01:31:15.900631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:16.100843] [INFO ] [sig ] WEAV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:16.240434] [INFO ] [LOCAL ] Saved forecast: WEAV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WEAV.txt [2025-11-22T01:31:16.240592] [INFO ] [sig ] [1818/1897] Completed WEAV in 0.4s | 2.92 sym/s | Total: 10.4m | ETA: 27.0s [2025-11-22T01:31:16.240632] [INFO ] [sig ] [1819/1897] Forecasting WEC... [2025-11-22T01:31:16.240689] [INFO ] [sig ] Generating forecast for: WEC [2025-11-22T01:31:16.240720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-11-22T01:31:16.251454] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WEC'. [2025-11-22T01:31:16.252523] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-11-22T01:31:16.252578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:16.434319] [INFO ] [sig ] WEC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:16.572486] [INFO ] [LOCAL ] Saved forecast: WEC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WEC.txt [2025-11-22T01:31:16.572626] [INFO ] [sig ] [1819/1897] Completed WEC in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 26.7s [2025-11-22T01:31:16.572687] [INFO ] [sig ] [1820/1897] Forecasting WELL... [2025-11-22T01:31:16.572718] [INFO ] [sig ] Generating forecast for: WELL [2025-11-22T01:31:16.572748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'. [2025-11-22T01:31:16.584334] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WELL'. [2025-11-22T01:31:16.585512] [DEBUG] [LOCAL ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt [2025-11-22T01:31:16.585567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:16.764875] [INFO ] [sig ] WELL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:16.905859] [INFO ] [LOCAL ] Saved forecast: WELL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WELL.txt [2025-11-22T01:31:16.906009] [INFO ] [sig ] [1820/1897] Completed WELL in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 26.4s [2025-11-22T01:31:16.906049] [INFO ] [sig ] [1821/1897] Forecasting WES... [2025-11-22T01:31:16.906079] [INFO ] [sig ] Generating forecast for: WES [2025-11-22T01:31:16.906109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-11-22T01:31:16.917507] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WES'. [2025-11-22T01:31:16.918598] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-11-22T01:31:16.918686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:17.101209] [INFO ] [sig ] WES: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:17.240209] [INFO ] [LOCAL ] Saved forecast: WES 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WES.txt [2025-11-22T01:31:17.240364] [INFO ] [sig ] [1821/1897] Completed WES in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 26.0s [2025-11-22T01:31:17.240404] [INFO ] [sig ] [1822/1897] Forecasting WEX... [2025-11-22T01:31:17.240434] [INFO ] [sig ] Generating forecast for: WEX [2025-11-22T01:31:17.240464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-11-22T01:31:17.251259] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WEX'. [2025-11-22T01:31:17.252390] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-11-22T01:31:17.252443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:17.435560] [INFO ] [sig ] WEX: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:17.574036] [INFO ] [LOCAL ] Saved forecast: WEX 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WEX.txt [2025-11-22T01:31:17.574155] [INFO ] [sig ] [1822/1897] Completed WEX in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 25.7s [2025-11-22T01:31:17.574193] [INFO ] [sig ] [1823/1897] Forecasting WF... [2025-11-22T01:31:17.574223] [INFO ] [sig ] Generating forecast for: WF [2025-11-22T01:31:17.574252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-11-22T01:31:17.584517] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WF'. [2025-11-22T01:31:17.585556] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-11-22T01:31:17.585614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:17.778554] [INFO ] [sig ] WF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:17.917424] [INFO ] [LOCAL ] Saved forecast: WF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WF.txt [2025-11-22T01:31:17.917553] [INFO ] [sig ] [1823/1897] Completed WF in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 25.3s [2025-11-22T01:31:17.917591] [INFO ] [sig ] [1824/1897] Forecasting WFC... [2025-11-22T01:31:17.917621] [INFO ] [sig ] Generating forecast for: WFC [2025-11-22T01:31:17.917675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-11-22T01:31:17.927804] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WFC'. [2025-11-22T01:31:17.929018] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-11-22T01:31:17.929070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:18.108162] [INFO ] [sig ] WFC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:18.247725] [INFO ] [LOCAL ] Saved forecast: WFC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WFC.txt [2025-11-22T01:31:18.247869] [INFO ] [sig ] [1824/1897] Completed WFC in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 25.0s [2025-11-22T01:31:18.247908] [INFO ] [sig ] [1825/1897] Forecasting WFG... [2025-11-22T01:31:18.247939] [INFO ] [sig ] Generating forecast for: WFG [2025-11-22T01:31:18.247968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-11-22T01:31:18.258239] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WFG'. [2025-11-22T01:31:18.259310] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-11-22T01:31:18.259362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:18.435790] [INFO ] [sig ] WFG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:18.576593] [INFO ] [LOCAL ] Saved forecast: WFG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WFG.txt [2025-11-22T01:31:18.576788] [INFO ] [sig ] [1825/1897] Completed WFG in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 24.6s [2025-11-22T01:31:18.576831] [INFO ] [sig ] [1826/1897] Forecasting WGO... [2025-11-22T01:31:18.576890] [INFO ] [sig ] Generating forecast for: WGO [2025-11-22T01:31:18.576924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-11-22T01:31:18.589023] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WGO'. [2025-11-22T01:31:18.590312] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-11-22T01:31:18.590367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:18.807228] [INFO ] [sig ] WGO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:18.960623] [INFO ] [LOCAL ] Saved forecast: WGO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WGO.txt [2025-11-22T01:31:18.960874] [INFO ] [sig ] [1826/1897] Completed WGO in 0.4s | 2.92 sym/s | Total: 10.4m | ETA: 24.3s [2025-11-22T01:31:18.960950] [INFO ] [sig ] [1827/1897] Forecasting WH... [2025-11-22T01:31:18.961001] [INFO ] [sig ] Generating forecast for: WH [2025-11-22T01:31:18.961043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-11-22T01:31:18.972957] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WH'. [2025-11-22T01:31:18.974153] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-11-22T01:31:18.974208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:19.160672] [INFO ] [sig ] WH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:19.306477] [INFO ] [LOCAL ] Saved forecast: WH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WH.txt [2025-11-22T01:31:19.306667] [INFO ] [sig ] [1827/1897] Completed WH in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 24.0s [2025-11-22T01:31:19.306719] [INFO ] [sig ] [1828/1897] Forecasting WHD... [2025-11-22T01:31:19.306752] [INFO ] [sig ] Generating forecast for: WHD [2025-11-22T01:31:19.306784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-11-22T01:31:19.318210] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WHD'. [2025-11-22T01:31:19.319481] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-11-22T01:31:19.319537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:19.503943] [INFO ] [sig ] WHD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:19.649826] [INFO ] [LOCAL ] Saved forecast: WHD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WHD.txt [2025-11-22T01:31:19.650018] [INFO ] [sig ] [1828/1897] Completed WHD in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 23.6s [2025-11-22T01:31:19.650059] [INFO ] [sig ] [1829/1897] Forecasting WHG... [2025-11-22T01:31:19.650091] [INFO ] [sig ] Generating forecast for: WHG [2025-11-22T01:31:19.650121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-11-22T01:31:19.660786] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WHG'. [2025-11-22T01:31:19.661902] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-11-22T01:31:19.661955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:19.833835] [INFO ] [sig ] WHG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:19.972576] [INFO ] [LOCAL ] Saved forecast: WHG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WHG.txt [2025-11-22T01:31:19.972749] [INFO ] [sig ] [1829/1897] Completed WHG in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 23.3s [2025-11-22T01:31:19.972812] [INFO ] [sig ] [1830/1897] Forecasting WHR... [2025-11-22T01:31:19.972852] [INFO ] [sig ] Generating forecast for: WHR [2025-11-22T01:31:19.972885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'. [2025-11-22T01:31:19.983280] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WHR'. [2025-11-22T01:31:19.984482] [DEBUG] [LOCAL ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt [2025-11-22T01:31:19.984534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:20.158778] [INFO ] [sig ] WHR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:20.302968] [INFO ] [LOCAL ] Saved forecast: WHR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WHR.txt [2025-11-22T01:31:20.303161] [INFO ] [sig ] [1830/1897] Completed WHR in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 22.9s [2025-11-22T01:31:20.303217] [INFO ] [sig ] [1831/1897] Forecasting WIA... [2025-11-22T01:31:20.303252] [INFO ] [sig ] Generating forecast for: WIA [2025-11-22T01:31:20.303294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-11-22T01:31:20.314005] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WIA'. [2025-11-22T01:31:20.315221] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-11-22T01:31:20.315276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:20.486197] [INFO ] [sig ] WIA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:20.629556] [INFO ] [LOCAL ] Saved forecast: WIA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WIA.txt [2025-11-22T01:31:20.629729] [INFO ] [sig ] [1831/1897] Completed WIA in 0.3s | 2.92 sym/s | Total: 10.4m | ETA: 22.6s [2025-11-22T01:31:20.629774] [INFO ] [sig ] [1832/1897] Forecasting WINN... [2025-11-22T01:31:20.629804] [INFO ] [sig ] Generating forecast for: WINN [2025-11-22T01:31:20.629833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-11-22T01:31:20.640600] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WINN'. [2025-11-22T01:31:20.641849] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-11-22T01:31:20.641903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:20.812882] [INFO ] [sig ] WINN: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:20.954586] [INFO ] [LOCAL ] Saved forecast: WINN 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WINN.txt [2025-11-22T01:31:20.954759] [INFO ] [sig ] [1832/1897] Completed WINN in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 22.2s [2025-11-22T01:31:20.954801] [INFO ] [sig ] [1833/1897] Forecasting WIT... [2025-11-22T01:31:20.954832] [INFO ] [sig ] Generating forecast for: WIT [2025-11-22T01:31:20.954862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'. [2025-11-22T01:31:20.965040] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WIT'. [2025-11-22T01:31:20.966162] [DEBUG] [LOCAL ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt [2025-11-22T01:31:20.966227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:21.135069] [INFO ] [sig ] WIT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:21.272573] [INFO ] [LOCAL ] Saved forecast: WIT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WIT.txt [2025-11-22T01:31:21.272763] [INFO ] [sig ] [1833/1897] Completed WIT in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 21.9s [2025-11-22T01:31:21.272806] [INFO ] [sig ] [1834/1897] Forecasting WIW... [2025-11-22T01:31:21.272837] [INFO ] [sig ] Generating forecast for: WIW [2025-11-22T01:31:21.272868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'. [2025-11-22T01:31:21.283082] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WIW'. [2025-11-22T01:31:21.284166] [DEBUG] [LOCAL ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt [2025-11-22T01:31:21.284218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:21.451075] [INFO ] [sig ] WIW: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:21.591575] [INFO ] [LOCAL ] Saved forecast: WIW 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WIW.txt [2025-11-22T01:31:21.591725] [INFO ] [sig ] [1834/1897] Completed WIW in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 21.6s [2025-11-22T01:31:21.591772] [INFO ] [sig ] [1835/1897] Forecasting WK... [2025-11-22T01:31:21.591804] [INFO ] [sig ] Generating forecast for: WK [2025-11-22T01:31:21.591837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-11-22T01:31:21.602232] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WK'. [2025-11-22T01:31:21.603380] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-11-22T01:31:21.603435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:21.816748] [INFO ] [sig ] WK: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:21.959620] [INFO ] [LOCAL ] Saved forecast: WK 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WK.txt [2025-11-22T01:31:21.959774] [INFO ] [sig ] [1835/1897] Completed WK in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 21.2s [2025-11-22T01:31:21.959814] [INFO ] [sig ] [1836/1897] Forecasting WKC... [2025-11-22T01:31:21.959844] [INFO ] [sig ] Generating forecast for: WKC [2025-11-22T01:31:21.959875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-11-22T01:31:21.970054] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WKC'. [2025-11-22T01:31:21.971200] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-11-22T01:31:21.971257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:22.141015] [INFO ] [sig ] WKC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:22.279027] [INFO ] [LOCAL ] Saved forecast: WKC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WKC.txt [2025-11-22T01:31:22.279160] [INFO ] [sig ] [1836/1897] Completed WKC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 20.9s [2025-11-22T01:31:22.279200] [INFO ] [sig ] [1837/1897] Forecasting WLK... [2025-11-22T01:31:22.279230] [INFO ] [sig ] Generating forecast for: WLK [2025-11-22T01:31:22.279260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-11-22T01:31:22.289767] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WLK'. [2025-11-22T01:31:22.290901] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-11-22T01:31:22.290957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:22.478351] [INFO ] [sig ] WLK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:22.629165] [INFO ] [LOCAL ] Saved forecast: WLK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WLK.txt [2025-11-22T01:31:22.629326] [INFO ] [sig ] [1837/1897] Completed WLK in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 20.5s [2025-11-22T01:31:22.629371] [INFO ] [sig ] [1838/1897] Forecasting WLKP... [2025-11-22T01:31:22.629415] [INFO ] [sig ] Generating forecast for: WLKP [2025-11-22T01:31:22.629448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-11-22T01:31:22.640885] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WLKP'. [2025-11-22T01:31:22.642288] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-11-22T01:31:22.642343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:22.827938] [INFO ] [sig ] WLKP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:22.976109] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WLKP.txt [2025-11-22T01:31:22.976270] [INFO ] [sig ] [1838/1897] Completed WLKP in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 20.2s [2025-11-22T01:31:22.976324] [INFO ] [sig ] [1839/1897] Forecasting WLY... [2025-11-22T01:31:22.976361] [INFO ] [sig ] Generating forecast for: WLY [2025-11-22T01:31:22.976394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'. [2025-11-22T01:31:22.987235] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WLY'. [2025-11-22T01:31:22.988391] [DEBUG] [LOCAL ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt [2025-11-22T01:31:22.988445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:23.179583] [INFO ] [sig ] WLY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:23.321733] [INFO ] [LOCAL ] Saved forecast: WLY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WLY.txt [2025-11-22T01:31:23.321875] [INFO ] [sig ] [1839/1897] Completed WLY in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 19.8s [2025-11-22T01:31:23.321915] [INFO ] [sig ] [1840/1897] Forecasting WM... [2025-11-22T01:31:23.321947] [INFO ] [sig ] Generating forecast for: WM [2025-11-22T01:31:23.321976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'. [2025-11-22T01:31:23.333003] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WM'. [2025-11-22T01:31:23.334165] [DEBUG] [LOCAL ] No optimal features file found for WM: ./output/feature-sets/WM.txt [2025-11-22T01:31:23.334218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:23.515313] [INFO ] [sig ] WM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:23.656499] [INFO ] [LOCAL ] Saved forecast: WM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WM.txt [2025-11-22T01:31:23.656675] [INFO ] [sig ] [1840/1897] Completed WM in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 19.5s [2025-11-22T01:31:23.656721] [INFO ] [sig ] [1841/1897] Forecasting WMB... [2025-11-22T01:31:23.656755] [INFO ] [sig ] Generating forecast for: WMB [2025-11-22T01:31:23.656801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'. [2025-11-22T01:31:23.667767] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WMB'. [2025-11-22T01:31:23.668963] [DEBUG] [LOCAL ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt [2025-11-22T01:31:23.669019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:23.837730] [INFO ] [sig ] WMB: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:23.978979] [INFO ] [LOCAL ] Saved forecast: WMB 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WMB.txt [2025-11-22T01:31:23.979113] [INFO ] [sig ] [1841/1897] Completed WMB in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 19.2s [2025-11-22T01:31:23.979152] [INFO ] [sig ] [1842/1897] Forecasting WMK... [2025-11-22T01:31:23.979182] [INFO ] [sig ] Generating forecast for: WMK [2025-11-22T01:31:23.979211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-11-22T01:31:23.989970] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WMK'. [2025-11-22T01:31:23.991070] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-11-22T01:31:23.991123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:24.168316] [INFO ] [sig ] WMK: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:24.350632] [INFO ] [LOCAL ] Saved forecast: WMK 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WMK.txt [2025-11-22T01:31:24.350791] [INFO ] [sig ] [1842/1897] Completed WMK in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 18.8s [2025-11-22T01:31:24.350830] [INFO ] [sig ] [1843/1897] Forecasting WMS... [2025-11-22T01:31:24.350861] [INFO ] [sig ] Generating forecast for: WMS [2025-11-22T01:31:24.350891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-11-22T01:31:24.361160] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WMS'. [2025-11-22T01:31:24.362203] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-11-22T01:31:24.362256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:24.532815] [INFO ] [sig ] WMS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:24.672406] [INFO ] [LOCAL ] Saved forecast: WMS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WMS.txt [2025-11-22T01:31:24.672541] [INFO ] [sig ] [1843/1897] Completed WMS in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 18.5s [2025-11-22T01:31:24.672581] [INFO ] [sig ] [1844/1897] Forecasting WMT... [2025-11-22T01:31:24.672611] [INFO ] [sig ] Generating forecast for: WMT [2025-11-22T01:31:24.672659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'. [2025-11-22T01:31:24.682903] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WMT'. [2025-11-22T01:31:24.683962] [DEBUG] [LOCAL ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt [2025-11-22T01:31:24.684016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:24.891500] [INFO ] [sig ] WMT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:25.031169] [INFO ] [LOCAL ] Saved forecast: WMT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WMT.txt [2025-11-22T01:31:25.031279] [INFO ] [sig ] [1844/1897] Completed WMT in 0.4s | 2.92 sym/s | Total: 10.5m | ETA: 18.1s [2025-11-22T01:31:25.031316] [INFO ] [sig ] [1845/1897] Forecasting WNC... [2025-11-22T01:31:25.031346] [INFO ] [sig ] Generating forecast for: WNC [2025-11-22T01:31:25.031375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-11-22T01:31:25.041394] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WNC'. [2025-11-22T01:31:25.042416] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-11-22T01:31:25.042498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:25.215328] [INFO ] [sig ] WNC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:25.355858] [INFO ] [LOCAL ] Saved forecast: WNC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WNC.txt [2025-11-22T01:31:25.356017] [INFO ] [sig ] [1845/1897] Completed WNC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 17.8s [2025-11-22T01:31:25.356057] [INFO ] [sig ] [1846/1897] Forecasting WOLF... [2025-11-22T01:31:25.356087] [INFO ] [sig ] Generating forecast for: WOLF [2025-11-22T01:31:25.356117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'. [2025-11-22T01:31:25.366110] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WOLF'. [2025-11-22T01:31:25.367170] [DEBUG] [LOCAL ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt [2025-11-22T01:31:25.367223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:25.547151] [INFO ] [sig ] WOLF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:25.685728] [INFO ] [LOCAL ] Saved forecast: WOLF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WOLF.txt [2025-11-22T01:31:25.685863] [INFO ] [sig ] [1846/1897] Completed WOLF in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 17.5s [2025-11-22T01:31:25.685903] [INFO ] [sig ] [1847/1897] Forecasting WOR... [2025-11-22T01:31:25.685933] [INFO ] [sig ] Generating forecast for: WOR [2025-11-22T01:31:25.685963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'. [2025-11-22T01:31:25.695745] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WOR'. [2025-11-22T01:31:25.696781] [DEBUG] [LOCAL ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt [2025-11-22T01:31:25.696834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:25.865268] [INFO ] [sig ] WOR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:26.006689] [INFO ] [LOCAL ] Saved forecast: WOR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WOR.txt [2025-11-22T01:31:26.006803] [INFO ] [sig ] [1847/1897] Completed WOR in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 17.1s [2025-11-22T01:31:26.006841] [INFO ] [sig ] [1848/1897] Forecasting WOW... [2025-11-22T01:31:26.006871] [INFO ] [sig ] Generating forecast for: WOW [2025-11-22T01:31:26.006900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'. [2025-11-22T01:31:26.017201] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WOW'. [2025-11-22T01:31:26.018270] [DEBUG] [LOCAL ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt [2025-11-22T01:31:26.018326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:26.189933] [INFO ] [sig ] WOW: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:26.330093] [INFO ] [LOCAL ] Saved forecast: WOW 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WOW.txt [2025-11-22T01:31:26.330206] [INFO ] [sig ] [1848/1897] Completed WOW in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 16.8s [2025-11-22T01:31:26.330245] [INFO ] [sig ] [1849/1897] Forecasting WPC... [2025-11-22T01:31:26.330273] [INFO ] [sig ] Generating forecast for: WPC [2025-11-22T01:31:26.330303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-11-22T01:31:26.340144] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WPC'. [2025-11-22T01:31:26.341208] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-11-22T01:31:26.341260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:26.513869] [INFO ] [sig ] WPC: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:26.651493] [INFO ] [LOCAL ] Saved forecast: WPC 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WPC.txt [2025-11-22T01:31:26.651668] [INFO ] [sig ] [1849/1897] Completed WPC in 0.3s | 2.92 sym/s | Total: 10.5m | ETA: 16.4s [2025-11-22T01:31:26.651711] [INFO ] [sig ] [1850/1897] Forecasting WPM... [2025-11-22T01:31:26.651742] [INFO ] [sig ] Generating forecast for: WPM [2025-11-22T01:31:26.651773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'. [2025-11-22T01:31:26.662462] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WPM'. [2025-11-22T01:31:26.663505] [DEBUG] [LOCAL ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt [2025-11-22T01:31:26.663557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:26.833707] [INFO ] [sig ] WPM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:26.972862] [INFO ] [LOCAL ] Saved forecast: WPM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WPM.txt [2025-11-22T01:31:26.972972] [INFO ] [sig ] [1850/1897] Completed WPM in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 16.1s [2025-11-22T01:31:26.973010] [INFO ] [sig ] [1851/1897] Forecasting WPP... [2025-11-22T01:31:26.973039] [INFO ] [sig ] Generating forecast for: WPP [2025-11-22T01:31:26.973069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-11-22T01:31:26.983118] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WPP'. [2025-11-22T01:31:26.984136] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-11-22T01:31:26.984189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:27.157944] [INFO ] [sig ] WPP: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:27.295993] [INFO ] [LOCAL ] Saved forecast: WPP 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WPP.txt [2025-11-22T01:31:27.296107] [INFO ] [sig ] [1851/1897] Completed WPP in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 15.7s [2025-11-22T01:31:27.296144] [INFO ] [sig ] [1852/1897] Forecasting WRB... [2025-11-22T01:31:27.296172] [INFO ] [sig ] Generating forecast for: WRB [2025-11-22T01:31:27.296203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-11-22T01:31:27.306754] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WRB'. [2025-11-22T01:31:27.307840] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-11-22T01:31:27.307893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:27.482094] [INFO ] [sig ] WRB: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:27.624958] [INFO ] [LOCAL ] Saved forecast: WRB 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WRB.txt [2025-11-22T01:31:27.625091] [INFO ] [sig ] [1852/1897] Completed WRB in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 15.4s [2025-11-22T01:31:27.625131] [INFO ] [sig ] [1853/1897] Forecasting WRBY... [2025-11-22T01:31:27.625162] [INFO ] [sig ] Generating forecast for: WRBY [2025-11-22T01:31:27.625191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-11-22T01:31:27.635384] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WRBY'. [2025-11-22T01:31:27.636393] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-11-22T01:31:27.636446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:27.841270] [INFO ] [sig ] WRBY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:27.982897] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WRBY.txt [2025-11-22T01:31:27.983036] [INFO ] [sig ] [1853/1897] Completed WRBY in 0.4s | 2.92 sym/s | Total: 10.6m | ETA: 15.1s [2025-11-22T01:31:27.983077] [INFO ] [sig ] [1854/1897] Forecasting WSM... [2025-11-22T01:31:27.983107] [INFO ] [sig ] Generating forecast for: WSM [2025-11-22T01:31:27.983138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-11-22T01:31:27.994404] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WSM'. [2025-11-22T01:31:27.995563] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-11-22T01:31:27.995617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:28.172904] [INFO ] [sig ] WSM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:28.312265] [INFO ] [LOCAL ] Saved forecast: WSM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WSM.txt [2025-11-22T01:31:28.312428] [INFO ] [sig ] [1854/1897] Completed WSM in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 14.7s [2025-11-22T01:31:28.312469] [INFO ] [sig ] [1855/1897] Forecasting WSO... [2025-11-22T01:31:28.312499] [INFO ] [sig ] Generating forecast for: WSO [2025-11-22T01:31:28.312529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-11-22T01:31:28.323233] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WSO'. [2025-11-22T01:31:28.324493] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-11-22T01:31:28.324549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:28.497510] [INFO ] [sig ] WSO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:28.638209] [INFO ] [LOCAL ] Saved forecast: WSO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WSO.txt [2025-11-22T01:31:28.638339] [INFO ] [sig ] [1855/1897] Completed WSO in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 14.4s [2025-11-22T01:31:28.638379] [INFO ] [sig ] [1856/1897] Forecasting WSR... [2025-11-22T01:31:28.638409] [INFO ] [sig ] Generating forecast for: WSR [2025-11-22T01:31:28.638439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'. [2025-11-22T01:31:28.649080] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WSR'. [2025-11-22T01:31:28.650167] [DEBUG] [LOCAL ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt [2025-11-22T01:31:28.650224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:28.815314] [INFO ] [sig ] WSR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:28.955531] [INFO ] [LOCAL ] Saved forecast: WSR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WSR.txt [2025-11-22T01:31:28.955683] [INFO ] [sig ] [1856/1897] Completed WSR in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 14.0s [2025-11-22T01:31:28.955727] [INFO ] [sig ] [1857/1897] Forecasting WST... [2025-11-22T01:31:28.955767] [INFO ] [sig ] Generating forecast for: WST [2025-11-22T01:31:28.955799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'. [2025-11-22T01:31:28.965880] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WST'. [2025-11-22T01:31:28.966953] [DEBUG] [LOCAL ] No optimal features file found for WST: ./output/feature-sets/WST.txt [2025-11-22T01:31:28.967006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:29.137771] [INFO ] [sig ] WST: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:29.279702] [INFO ] [LOCAL ] Saved forecast: WST 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WST.txt [2025-11-22T01:31:29.279861] [INFO ] [sig ] [1857/1897] Completed WST in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 13.7s [2025-11-22T01:31:29.279904] [INFO ] [sig ] [1858/1897] Forecasting WT... [2025-11-22T01:31:29.279936] [INFO ] [sig ] Generating forecast for: WT [2025-11-22T01:31:29.279969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'. [2025-11-22T01:31:29.289728] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WT'. [2025-11-22T01:31:29.290801] [DEBUG] [LOCAL ] No optimal features file found for WT: ./output/feature-sets/WT.txt [2025-11-22T01:31:29.290854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:29.446144] [INFO ] [sig ] WT: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:29.592537] [INFO ] [LOCAL ] Saved forecast: WT 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WT.txt [2025-11-22T01:31:29.592729] [INFO ] [sig ] [1858/1897] Completed WT in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 13.3s [2025-11-22T01:31:29.592772] [INFO ] [sig ] [1859/1897] Forecasting WTI... [2025-11-22T01:31:29.592805] [INFO ] [sig ] Generating forecast for: WTI [2025-11-22T01:31:29.592835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-11-22T01:31:29.604032] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WTI'. [2025-11-22T01:31:29.605228] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-11-22T01:31:29.605281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:29.779594] [INFO ] [sig ] WTI: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:29.923372] [INFO ] [LOCAL ] Saved forecast: WTI 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WTI.txt [2025-11-22T01:31:29.923504] [INFO ] [sig ] [1859/1897] Completed WTI in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 13.0s [2025-11-22T01:31:29.923544] [INFO ] [sig ] [1860/1897] Forecasting WTRG... [2025-11-22T01:31:29.923575] [INFO ] [sig ] Generating forecast for: WTRG [2025-11-22T01:31:29.923606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-11-22T01:31:29.934363] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WTRG'. [2025-11-22T01:31:29.935502] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-11-22T01:31:29.935556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:30.109914] [INFO ] [sig ] WTRG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:30.249115] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WTRG.txt [2025-11-22T01:31:30.249230] [INFO ] [sig ] [1860/1897] Completed WTRG in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 12.7s [2025-11-22T01:31:30.249279] [INFO ] [sig ] [1861/1897] Forecasting WTS... [2025-11-22T01:31:30.249311] [INFO ] [sig ] Generating forecast for: WTS [2025-11-22T01:31:30.249341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-11-22T01:31:30.259606] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WTS'. [2025-11-22T01:31:30.260636] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-11-22T01:31:30.260711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:30.431814] [INFO ] [sig ] WTS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:30.574774] [INFO ] [LOCAL ] Saved forecast: WTS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WTS.txt [2025-11-22T01:31:30.574897] [INFO ] [sig ] [1861/1897] Completed WTS in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 12.3s [2025-11-22T01:31:30.574940] [INFO ] [sig ] [1862/1897] Forecasting WTTR... [2025-11-22T01:31:30.574972] [INFO ] [sig ] Generating forecast for: WTTR [2025-11-22T01:31:30.575001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'. [2025-11-22T01:31:30.585398] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WTTR'. [2025-11-22T01:31:30.586483] [DEBUG] [LOCAL ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt [2025-11-22T01:31:30.586535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:30.761213] [INFO ] [sig ] WTTR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:30.914319] [INFO ] [LOCAL ] Saved forecast: WTTR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WTTR.txt [2025-11-22T01:31:30.914474] [INFO ] [sig ] [1862/1897] Completed WTTR in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 12.0s [2025-11-22T01:31:30.914514] [INFO ] [sig ] [1863/1897] Forecasting WU... [2025-11-22T01:31:30.914546] [INFO ] [sig ] Generating forecast for: WU [2025-11-22T01:31:30.914576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'. [2025-11-22T01:31:30.924175] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WU'. [2025-11-22T01:31:30.925265] [DEBUG] [LOCAL ] No optimal features file found for WU: ./output/feature-sets/WU.txt [2025-11-22T01:31:30.925318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:31.090166] [INFO ] [sig ] WU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:31.227819] [INFO ] [LOCAL ] Saved forecast: WU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/WU.txt [2025-11-22T01:31:31.227935] [INFO ] [sig ] [1863/1897] Completed WU in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 11.6s [2025-11-22T01:31:31.227973] [INFO ] [sig ] [1864/1897] Forecasting WY... [2025-11-22T01:31:31.228002] [INFO ] [sig ] Generating forecast for: WY [2025-11-22T01:31:31.228032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-11-22T01:31:31.239049] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'WY'. [2025-11-22T01:31:31.240303] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-11-22T01:31:31.240356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:31.410917] [INFO ] [sig ] WY: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:31.550580] [INFO ] [LOCAL ] Saved forecast: WY 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/WY.txt [2025-11-22T01:31:31.550748] [INFO ] [sig ] [1864/1897] Completed WY in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 11.3s [2025-11-22T01:31:31.550793] [INFO ] [sig ] [1865/1897] Forecasting XFLT... [2025-11-22T01:31:31.550824] [INFO ] [sig ] Generating forecast for: XFLT [2025-11-22T01:31:31.550856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'. [2025-11-22T01:31:31.561257] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XFLT'. [2025-11-22T01:31:31.562442] [DEBUG] [LOCAL ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt [2025-11-22T01:31:31.562497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:31.750704] [INFO ] [sig ] XFLT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:31.891880] [INFO ] [LOCAL ] Saved forecast: XFLT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/XFLT.txt [2025-11-22T01:31:31.892026] [INFO ] [sig ] [1865/1897] Completed XFLT in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.9s [2025-11-22T01:31:31.892067] [INFO ] [sig ] [1866/1897] Forecasting XHR... [2025-11-22T01:31:31.892099] [INFO ] [sig ] Generating forecast for: XHR [2025-11-22T01:31:31.892130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'. [2025-11-22T01:31:31.903013] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XHR'. [2025-11-22T01:31:31.904161] [DEBUG] [LOCAL ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt [2025-11-22T01:31:31.904216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:32.078551] [INFO ] [sig ] XHR: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:32.216871] [INFO ] [LOCAL ] Saved forecast: XHR 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/XHR.txt [2025-11-22T01:31:32.217024] [INFO ] [sig ] [1866/1897] Completed XHR in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.6s [2025-11-22T01:31:32.217080] [INFO ] [sig ] [1867/1897] Forecasting XOM... [2025-11-22T01:31:32.217118] [INFO ] [sig ] Generating forecast for: XOM [2025-11-22T01:31:32.217148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-11-22T01:31:32.227672] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XOM'. [2025-11-22T01:31:32.228728] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-11-22T01:31:32.228781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:32.399018] [INFO ] [sig ] XOM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:32.544527] [INFO ] [LOCAL ] Saved forecast: XOM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/XOM.txt [2025-11-22T01:31:32.544772] [INFO ] [sig ] [1867/1897] Completed XOM in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 10.3s [2025-11-22T01:31:32.544819] [INFO ] [sig ] [1868/1897] Forecasting XPER... [2025-11-22T01:31:32.544849] [INFO ] [sig ] Generating forecast for: XPER [2025-11-22T01:31:32.544881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'. [2025-11-22T01:31:32.555608] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XPER'. [2025-11-22T01:31:32.556787] [DEBUG] [LOCAL ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt [2025-11-22T01:31:32.556840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:32.728030] [INFO ] [sig ] XPER: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:32.878278] [INFO ] [LOCAL ] Saved forecast: XPER 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/XPER.txt [2025-11-22T01:31:32.878418] [INFO ] [sig ] [1868/1897] Completed XPER in 0.3s | 2.92 sym/s | Total: 10.6m | ETA: 9.9s [2025-11-22T01:31:32.878459] [INFO ] [sig ] [1869/1897] Forecasting XPEV... [2025-11-22T01:31:32.878488] [INFO ] [sig ] Generating forecast for: XPEV [2025-11-22T01:31:32.878517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'. [2025-11-22T01:31:32.890904] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XPEV'. [2025-11-22T01:31:32.892439] [DEBUG] [LOCAL ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt [2025-11-22T01:31:32.892506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:33.074757] [INFO ] [sig ] XPEV: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:33.212474] [INFO ] [LOCAL ] Saved forecast: XPEV 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/XPEV.txt [2025-11-22T01:31:33.212615] [INFO ] [sig ] [1869/1897] Completed XPEV in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.6s [2025-11-22T01:31:33.212675] [INFO ] [sig ] [1870/1897] Forecasting XPO... [2025-11-22T01:31:33.212708] [INFO ] [sig ] Generating forecast for: XPO [2025-11-22T01:31:33.212739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'. [2025-11-22T01:31:33.223172] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XPO'. [2025-11-22T01:31:33.224249] [DEBUG] [LOCAL ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt [2025-11-22T01:31:33.224302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:33.398327] [INFO ] [sig ] XPO: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:33.537724] [INFO ] [LOCAL ] Saved forecast: XPO 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/XPO.txt [2025-11-22T01:31:33.537858] [INFO ] [sig ] [1870/1897] Completed XPO in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 9.2s [2025-11-22T01:31:33.537898] [INFO ] [sig ] [1871/1897] Forecasting XPOF... [2025-11-22T01:31:33.537927] [INFO ] [sig ] Generating forecast for: XPOF [2025-11-22T01:31:33.537957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-11-22T01:31:33.549166] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XPOF'. [2025-11-22T01:31:33.550335] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-11-22T01:31:33.550388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:33.723403] [INFO ] [sig ] XPOF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:33.864216] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/XPOF.txt [2025-11-22T01:31:33.864358] [INFO ] [sig ] [1871/1897] Completed XPOF in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 8.9s [2025-11-22T01:31:33.864398] [INFO ] [sig ] [1872/1897] Forecasting XPRO... [2025-11-22T01:31:33.864428] [INFO ] [sig ] Generating forecast for: XPRO [2025-11-22T01:31:33.864460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-11-22T01:31:33.874221] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XPRO'. [2025-11-22T01:31:33.875265] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-11-22T01:31:33.875334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:34.051508] [INFO ] [sig ] XPRO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:34.194085] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/XPRO.txt [2025-11-22T01:31:34.194218] [INFO ] [sig ] [1872/1897] Completed XPRO in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 8.6s [2025-11-22T01:31:34.194259] [INFO ] [sig ] [1873/1897] Forecasting XYF... [2025-11-22T01:31:34.194289] [INFO ] [sig ] Generating forecast for: XYF [2025-11-22T01:31:34.194320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-11-22T01:31:34.204757] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XYF'. [2025-11-22T01:31:34.205887] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-11-22T01:31:34.205940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:34.386822] [INFO ] [sig ] XYF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:34.524966] [INFO ] [LOCAL ] Saved forecast: XYF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/XYF.txt [2025-11-22T01:31:34.525100] [INFO ] [sig ] [1873/1897] Completed XYF in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 8.2s [2025-11-22T01:31:34.525141] [INFO ] [sig ] [1874/1897] Forecasting XYL... [2025-11-22T01:31:34.525170] [INFO ] [sig ] Generating forecast for: XYL [2025-11-22T01:31:34.525201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-11-22T01:31:34.535772] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'XYL'. [2025-11-22T01:31:34.536910] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-11-22T01:31:34.536965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:34.727409] [INFO ] [sig ] XYL: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:34.870938] [INFO ] [LOCAL ] Saved forecast: XYL 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/XYL.txt [2025-11-22T01:31:34.871092] [INFO ] [sig ] [1874/1897] Completed XYL in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 7.9s [2025-11-22T01:31:34.871132] [INFO ] [sig ] [1875/1897] Forecasting YALA... [2025-11-22T01:31:34.871163] [INFO ] [sig ] Generating forecast for: YALA [2025-11-22T01:31:34.871195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-11-22T01:31:34.882290] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YALA'. [2025-11-22T01:31:34.883483] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-11-22T01:31:34.883538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:35.061512] [INFO ] [sig ] YALA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:35.200180] [INFO ] [LOCAL ] Saved forecast: YALA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/YALA.txt [2025-11-22T01:31:35.200358] [INFO ] [sig ] [1875/1897] Completed YALA in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 7.5s [2025-11-22T01:31:35.200400] [INFO ] [sig ] [1876/1897] Forecasting YELP... [2025-11-22T01:31:35.200431] [INFO ] [sig ] Generating forecast for: YELP [2025-11-22T01:31:35.200463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-11-22T01:31:35.210926] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YELP'. [2025-11-22T01:31:35.212100] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-11-22T01:31:35.212153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:35.400728] [INFO ] [sig ] YELP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:35.538372] [INFO ] [LOCAL ] Saved forecast: YELP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/YELP.txt [2025-11-22T01:31:35.538498] [INFO ] [sig ] [1876/1897] Completed YELP in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 7.2s [2025-11-22T01:31:35.538538] [INFO ] [sig ] [1877/1897] Forecasting YETI... [2025-11-22T01:31:35.538568] [INFO ] [sig ] Generating forecast for: YETI [2025-11-22T01:31:35.538598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-11-22T01:31:35.548610] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YETI'. [2025-11-22T01:31:35.549711] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-11-22T01:31:35.549765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:35.703525] [INFO ] [sig ] YETI: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:35.843057] [INFO ] [LOCAL ] Saved forecast: YETI 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/YETI.txt [2025-11-22T01:31:35.843187] [INFO ] [sig ] [1877/1897] Completed YETI in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 6.8s [2025-11-22T01:31:35.843226] [INFO ] [sig ] [1878/1897] Forecasting YEXT... [2025-11-22T01:31:35.843254] [INFO ] [sig ] Generating forecast for: YEXT [2025-11-22T01:31:35.843283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'. [2025-11-22T01:31:35.853186] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YEXT'. [2025-11-22T01:31:35.854231] [DEBUG] [LOCAL ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt [2025-11-22T01:31:35.854284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:36.013627] [INFO ] [sig ] YEXT: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:36.155459] [INFO ] [LOCAL ] Saved forecast: YEXT 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/YEXT.txt [2025-11-22T01:31:36.155592] [INFO ] [sig ] [1878/1897] Completed YEXT in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 6.5s [2025-11-22T01:31:36.155632] [INFO ] [sig ] [1879/1897] Forecasting YMM... [2025-11-22T01:31:36.155682] [INFO ] [sig ] Generating forecast for: YMM [2025-11-22T01:31:36.155715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-11-22T01:31:36.165568] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YMM'. [2025-11-22T01:31:36.166607] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-11-22T01:31:36.166686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:36.328585] [INFO ] [sig ] YMM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:36.465802] [INFO ] [LOCAL ] Saved forecast: YMM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/YMM.txt [2025-11-22T01:31:36.465952] [INFO ] [sig ] [1879/1897] Completed YMM in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 6.2s [2025-11-22T01:31:36.465993] [INFO ] [sig ] [1880/1897] Forecasting YOU... [2025-11-22T01:31:36.466022] [INFO ] [sig ] Generating forecast for: YOU [2025-11-22T01:31:36.466054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'. [2025-11-22T01:31:36.475721] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YOU'. [2025-11-22T01:31:36.476755] [DEBUG] [LOCAL ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt [2025-11-22T01:31:36.476808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:36.640416] [INFO ] [sig ] YOU: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:36.788664] [INFO ] [LOCAL ] Saved forecast: YOU 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/YOU.txt [2025-11-22T01:31:36.788810] [INFO ] [sig ] [1880/1897] Completed YOU in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 5.8s [2025-11-22T01:31:36.788855] [INFO ] [sig ] [1881/1897] Forecasting YPF... [2025-11-22T01:31:36.788888] [INFO ] [sig ] Generating forecast for: YPF [2025-11-22T01:31:36.788921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-11-22T01:31:36.799015] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YPF'. [2025-11-22T01:31:36.800110] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-11-22T01:31:36.800165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:37.004936] [INFO ] [sig ] YPF: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:37.145936] [INFO ] [LOCAL ] Saved forecast: YPF 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/YPF.txt [2025-11-22T01:31:37.146098] [INFO ] [sig ] [1881/1897] Completed YPF in 0.4s | 2.92 sym/s | Total: 10.7m | ETA: 5.5s [2025-11-22T01:31:37.146139] [INFO ] [sig ] [1882/1897] Forecasting YRD... [2025-11-22T01:31:37.146170] [INFO ] [sig ] Generating forecast for: YRD [2025-11-22T01:31:37.146200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-11-22T01:31:37.156548] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YRD'. [2025-11-22T01:31:37.157728] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-11-22T01:31:37.157793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:37.336450] [INFO ] [sig ] YRD: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:37.477856] [INFO ] [LOCAL ] Saved forecast: YRD 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/YRD.txt [2025-11-22T01:31:37.477994] [INFO ] [sig ] [1882/1897] Completed YRD in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 5.1s [2025-11-22T01:31:37.478035] [INFO ] [sig ] [1883/1897] Forecasting YSG... [2025-11-22T01:31:37.478064] [INFO ] [sig ] Generating forecast for: YSG [2025-11-22T01:31:37.478096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-11-22T01:31:37.488293] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YSG'. [2025-11-22T01:31:37.489395] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-11-22T01:31:37.489448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:37.664591] [INFO ] [sig ] YSG: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:37.811015] [INFO ] [LOCAL ] Saved forecast: YSG 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/YSG.txt [2025-11-22T01:31:37.811166] [INFO ] [sig ] [1883/1897] Completed YSG in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 4.8s [2025-11-22T01:31:37.811208] [INFO ] [sig ] [1884/1897] Forecasting YUM... [2025-11-22T01:31:37.811239] [INFO ] [sig ] Generating forecast for: YUM [2025-11-22T01:31:37.811292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-11-22T01:31:37.822238] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YUM'. [2025-11-22T01:31:37.823377] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-11-22T01:31:37.823431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:37.995694] [INFO ] [sig ] YUM: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:38.134120] [INFO ] [LOCAL ] Saved forecast: YUM 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/YUM.txt [2025-11-22T01:31:38.134286] [INFO ] [sig ] [1884/1897] Completed YUM in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 4.4s [2025-11-22T01:31:38.134327] [INFO ] [sig ] [1885/1897] Forecasting YUMC... [2025-11-22T01:31:38.134357] [INFO ] [sig ] Generating forecast for: YUMC [2025-11-22T01:31:38.134389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-11-22T01:31:38.145572] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'YUMC'. [2025-11-22T01:31:38.146766] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-11-22T01:31:38.146820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:38.344040] [INFO ] [sig ] YUMC: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:38.488528] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/YUMC.txt [2025-11-22T01:31:38.488714] [INFO ] [sig ] [1885/1897] Completed YUMC in 0.4s | 2.92 sym/s | Total: 10.7m | ETA: 4.1s [2025-11-22T01:31:38.488759] [INFO ] [sig ] [1886/1897] Forecasting ZBH... [2025-11-22T01:31:38.488789] [INFO ] [sig ] Generating forecast for: ZBH [2025-11-22T01:31:38.488821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-11-22T01:31:38.499179] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZBH'. [2025-11-22T01:31:38.500238] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-11-22T01:31:38.500292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:38.675865] [INFO ] [sig ] ZBH: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:38.819098] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ZBH.txt [2025-11-22T01:31:38.819258] [INFO ] [sig ] [1886/1897] Completed ZBH in 0.3s | 2.92 sym/s | Total: 10.7m | ETA: 3.8s [2025-11-22T01:31:38.819300] [INFO ] [sig ] [1887/1897] Forecasting ZEPP... [2025-11-22T01:31:38.819330] [INFO ] [sig ] Generating forecast for: ZEPP [2025-11-22T01:31:38.819362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-11-22T01:31:38.829787] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZEPP'. [2025-11-22T01:31:38.830994] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-11-22T01:31:38.831047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:38.999361] [INFO ] [sig ] ZEPP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:39.151717] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ZEPP.txt [2025-11-22T01:31:39.151861] [INFO ] [sig ] [1887/1897] Completed ZEPP in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 3.4s [2025-11-22T01:31:39.151910] [INFO ] [sig ] [1888/1897] Forecasting ZETA... [2025-11-22T01:31:39.151942] [INFO ] [sig ] Generating forecast for: ZETA [2025-11-22T01:31:39.151973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-11-22T01:31:39.163497] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZETA'. [2025-11-22T01:31:39.164698] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-11-22T01:31:39.164753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:39.337576] [INFO ] [sig ] ZETA: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:39.478528] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ZETA.txt [2025-11-22T01:31:39.478697] [INFO ] [sig ] [1888/1897] Completed ZETA in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 3.1s [2025-11-22T01:31:39.478740] [INFO ] [sig ] [1889/1897] Forecasting ZGN... [2025-11-22T01:31:39.478772] [INFO ] [sig ] Generating forecast for: ZGN [2025-11-22T01:31:39.478806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-11-22T01:31:39.489767] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZGN'. [2025-11-22T01:31:39.490937] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-11-22T01:31:39.490991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:39.664256] [INFO ] [sig ] ZGN: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:39.805312] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ZGN.txt [2025-11-22T01:31:39.805469] [INFO ] [sig ] [1889/1897] Completed ZGN in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 2.7s [2025-11-22T01:31:39.805510] [INFO ] [sig ] [1890/1897] Forecasting ZH... [2025-11-22T01:31:39.805539] [INFO ] [sig ] Generating forecast for: ZH [2025-11-22T01:31:39.805571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-11-22T01:31:39.816443] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZH'. [2025-11-22T01:31:39.817600] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-11-22T01:31:39.817682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:40.013860] [INFO ] [sig ] ZH: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:40.152517] [INFO ] [LOCAL ] Saved forecast: ZH 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ZH.txt [2025-11-22T01:31:40.152679] [INFO ] [sig ] [1890/1897] Completed ZH in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 2.4s [2025-11-22T01:31:40.152723] [INFO ] [sig ] [1891/1897] Forecasting ZIM... [2025-11-22T01:31:40.152754] [INFO ] [sig ] Generating forecast for: ZIM [2025-11-22T01:31:40.152785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-11-22T01:31:40.164480] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZIM'. [2025-11-22T01:31:40.165594] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-11-22T01:31:40.165673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:40.336053] [INFO ] [sig ] ZIM: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:40.476123] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ZIM.txt [2025-11-22T01:31:40.476289] [INFO ] [sig ] [1891/1897] Completed ZIM in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 2.1s [2025-11-22T01:31:40.476330] [INFO ] [sig ] [1892/1897] Forecasting ZIP... [2025-11-22T01:31:40.476360] [INFO ] [sig ] Generating forecast for: ZIP [2025-11-22T01:31:40.476392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-11-22T01:31:40.486774] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZIP'. [2025-11-22T01:31:40.487885] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-11-22T01:31:40.487939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:40.663035] [INFO ] [sig ] ZIP: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:40.801981] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ZIP.txt [2025-11-22T01:31:40.802099] [INFO ] [sig ] [1892/1897] Completed ZIP in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 1.7s [2025-11-22T01:31:40.802139] [INFO ] [sig ] [1893/1897] Forecasting ZTO... [2025-11-22T01:31:40.802168] [INFO ] [sig ] Generating forecast for: ZTO [2025-11-22T01:31:40.802198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-11-22T01:31:40.812716] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZTO'. [2025-11-22T01:31:40.813770] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-11-22T01:31:40.813822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:40.991561] [INFO ] [sig ] ZTO: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:41.131002] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ZTO.txt [2025-11-22T01:31:41.131160] [INFO ] [sig ] [1893/1897] Completed ZTO in 0.3s | 2.92 sym/s | Total: 10.8m | ETA: 1.4s [2025-11-22T01:31:41.131201] [INFO ] [sig ] [1894/1897] Forecasting ZTR... [2025-11-22T01:31:41.131231] [INFO ] [sig ] Generating forecast for: ZTR [2025-11-22T01:31:41.131267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'. [2025-11-22T01:31:41.142245] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZTR'. [2025-11-22T01:31:41.143369] [DEBUG] [LOCAL ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt [2025-11-22T01:31:41.143424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:41.318008] [INFO ] [sig ] ZTR: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:41.463273] [INFO ] [LOCAL ] Saved forecast: ZTR 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ZTR.txt [2025-11-22T01:31:41.463433] [INFO ] [sig ] [1894/1897] Completed ZTR in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 1.0s [2025-11-22T01:31:41.463475] [INFO ] [sig ] [1895/1897] Forecasting ZTS... [2025-11-22T01:31:41.463506] [INFO ] [sig ] Generating forecast for: ZTS [2025-11-22T01:31:41.463537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-11-22T01:31:41.474553] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZTS'. [2025-11-22T01:31:41.475766] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-11-22T01:31:41.475819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:41.653739] [INFO ] [sig ] ZTS: Forecast for 2025-11-21: DOWN (sign=0.00) [2025-11-22T01:31:41.793190] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-11-24 0 -> ./output/forecasts/individual/2025-11-24/ZTS.txt [2025-11-22T01:31:41.793336] [INFO ] [sig ] [1895/1897] Completed ZTS in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 0.7s [2025-11-22T01:31:41.793375] [INFO ] [sig ] [1896/1897] Forecasting ZVIA... [2025-11-22T01:31:41.793407] [INFO ] [sig ] Generating forecast for: ZVIA [2025-11-22T01:31:41.793437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-11-22T01:31:41.803930] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZVIA'. [2025-11-22T01:31:41.805129] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-11-22T01:31:41.805182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:41.979415] [INFO ] [sig ] ZVIA: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:42.118301] [INFO ] [LOCAL ] Saved forecast: ZVIA 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ZVIA.txt [2025-11-22T01:31:42.118450] [INFO ] [sig ] [1896/1897] Completed ZVIA in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 0.3s [2025-11-22T01:31:42.118490] [INFO ] [sig ] [1897/1897] Forecasting ZWS... [2025-11-22T01:31:42.118520] [INFO ] [sig ] Generating forecast for: ZWS [2025-11-22T01:31:42.118551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-11-22T01:31:42.129452] [DEBUG] [REMOTE ] Successfully parsed 347 rows of historical data for symbol 'ZWS'. [2025-11-22T01:31:42.130618] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-11-22T01:31:42.130692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-22T01:31:42.306141] [INFO ] [sig ] ZWS: Forecast for 2025-11-21: UP (sign=1.00) [2025-11-22T01:31:42.445296] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-11-24 1 -> ./output/forecasts/individual/2025-11-24/ZWS.txt [2025-11-22T01:31:42.445449] [INFO ] [sig ] [1897/1897] Completed ZWS in 0.3s | 2.93 sym/s | Total: 10.8m | ETA: 0.0s [2025-11-22T01:31:42.445490] [INFO ] [sig ] ================================================== [2025-11-22T01:31:42.445520] [INFO ] [sig ] Forecasts complete: 1897/1897 symbols succeeded [2025-11-22T01:31:42.445553] [INFO ] [sig ] Automatically generating consolidated reports... [2025-11-22T01:31:42.445581] [INFO ] [sig ] Generating consolidated forecast reports [2025-11-22T01:31:42.445911] [INFO ] [sig ] Found 30 forecast dates to process [2025-11-22T01:31:42.445954] [INFO ] [sig ] [1/30] Processing report for 2025-10-10... [2025-11-22T01:31:42.445992] [INFO ] [sig ] [1/30] Report for 2025-10-10 already exists, skipping... [2025-11-22T01:31:42.446022] [INFO ] [sig ] [2/30] Processing report for 2025-10-13... [2025-11-22T01:31:42.446057] [INFO ] [sig ] [2/30] Report for 2025-10-13 already exists, skipping... [2025-11-22T01:31:42.446085] [INFO ] [sig ] [3/30] Processing report for 2025-10-14... [2025-11-22T01:31:42.446127] [INFO ] [sig ] [3/30] Report for 2025-10-14 already exists, skipping... [2025-11-22T01:31:42.446156] [INFO ] [sig ] [4/30] Processing report for 2025-10-15... [2025-11-22T01:31:42.446195] [INFO ] [sig ] [4/30] Report for 2025-10-15 already exists, skipping... [2025-11-22T01:31:42.446227] [INFO ] [sig ] [5/30] Processing report for 2025-10-16... [2025-11-22T01:31:42.446269] [INFO ] [sig ] [5/30] Report for 2025-10-16 already exists, skipping... [2025-11-22T01:31:42.446298] [INFO ] [sig ] [6/30] Processing report for 2025-10-17... [2025-11-22T01:31:42.446331] [INFO ] [sig ] [6/30] Report for 2025-10-17 already exists, skipping... [2025-11-22T01:31:42.446358] [INFO ] [sig ] [7/30] Processing report for 2025-10-20... [2025-11-22T01:31:42.446409] [INFO ] [sig ] [7/30] Report for 2025-10-20 already exists, skipping... [2025-11-22T01:31:42.446439] [INFO ] [sig ] [8/30] Processing report for 2025-10-21... [2025-11-22T01:31:42.446484] [INFO ] [sig ] [8/30] Report for 2025-10-21 already exists, skipping... [2025-11-22T01:31:42.446514] [INFO ] [sig ] [9/30] Processing report for 2025-10-22... [2025-11-22T01:31:42.446553] [INFO ] [sig ] [9/30] Report for 2025-10-22 already exists, skipping... [2025-11-22T01:31:42.446581] [INFO ] [sig ] [10/30] Processing report for 2025-10-23... [2025-11-22T01:31:42.446614] [INFO ] [sig ] [10/30] Report for 2025-10-23 already exists, skipping... [2025-11-22T01:31:42.446657] [INFO ] [sig ] [11/30] Processing report for 2025-10-24... [2025-11-22T01:31:42.446700] [INFO ] [sig ] [11/30] Report for 2025-10-24 already exists, skipping... [2025-11-22T01:31:42.446729] [INFO ] [sig ] [12/30] Processing report for 2025-10-27... [2025-11-22T01:31:42.446761] [INFO ] [sig ] [12/30] Report for 2025-10-27 already exists, skipping... [2025-11-22T01:31:42.446787] [INFO ] [sig ] [13/30] Processing report for 2025-10-28... [2025-11-22T01:31:42.446828] [INFO ] [sig ] [13/30] Report for 2025-10-28 already exists, skipping... [2025-11-22T01:31:42.446857] [INFO ] [sig ] [14/30] Processing report for 2025-10-30... [2025-11-22T01:31:42.446894] [INFO ] [sig ] [14/30] Report for 2025-10-30 already exists, skipping... [2025-11-22T01:31:42.446922] [INFO ] [sig ] [15/30] Processing report for 2025-10-31... [2025-11-22T01:31:42.446961] [INFO ] [sig ] [15/30] Report for 2025-10-31 already exists, skipping... [2025-11-22T01:31:42.446989] [INFO ] [sig ] [16/30] Processing report for 2025-11-03... [2025-11-22T01:31:42.447021] [INFO ] [sig ] [16/30] Report for 2025-11-03 already exists, skipping... [2025-11-22T01:31:42.447047] [INFO ] [sig ] [17/30] Processing report for 2025-11-04... [2025-11-22T01:31:42.447101] [INFO ] [sig ] [17/30] Report for 2025-11-04 already exists, skipping... [2025-11-22T01:31:42.447128] [INFO ] [sig ] [18/30] Processing report for 2025-11-05... [2025-11-22T01:31:42.447161] [INFO ] [sig ] [18/30] Report for 2025-11-05 already exists, skipping... [2025-11-22T01:31:42.447188] [INFO ] [sig ] [19/30] Processing report for 2025-11-06... [2025-11-22T01:31:42.447220] [INFO ] [sig ] [19/30] Report for 2025-11-06 already exists, skipping... 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[2025-11-22T01:31:43.002336] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.002731] [DEBUG] [LOCAL ] Loaded configuration for TNET: 2 features, 60.0% accuracy [2025-11-22T01:31:43.003169] [DEBUG] [LOCAL ] Loaded configuration for RMD: 3 features, 60.0% accuracy [2025-11-22T01:31:43.003512] [DEBUG] [LOCAL ] Loaded configuration for PNW: 6 features, 90.0% accuracy [2025-11-22T01:31:43.003836] [DEBUG] [LOCAL ] Loaded configuration for FHI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.004117] [DEBUG] [LOCAL ] Loaded configuration for MP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.004433] [DEBUG] [LOCAL ] Loaded configuration for WK: 3 features, 60.0% accuracy [2025-11-22T01:31:43.004735] [DEBUG] [LOCAL ] Loaded configuration for FIX: 4 features, 80.0% accuracy [2025-11-22T01:31:43.005020] [DEBUG] [LOCAL ] Loaded configuration for BXC: 0 features, 60.0% accuracy [2025-11-22T01:31:43.005337] [DEBUG] [LOCAL ] Loaded configuration for MGRB: 2 features, 50.0% accuracy [2025-11-22T01:31:43.005704] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.005971] [DEBUG] [LOCAL ] Loaded configuration for RGT: 0 features, 80.0% accuracy [2025-11-22T01:31:43.006031] [DEBUG] [LOCAL ] No configuration file found for LBRT [2025-11-22T01:31:43.006096] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-11-22T01:31:43.006349] [DEBUG] [LOCAL ] Loaded configuration for MIR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.006677] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 70.0% accuracy [2025-11-22T01:31:43.006971] [DEBUG] [LOCAL ] Loaded configuration for GDIV: 5 features, 90.0% accuracy [2025-11-22T01:31:43.007291] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.007672] [DEBUG] [LOCAL ] Loaded configuration for QVCD: 3 features, 40.0% accuracy [2025-11-22T01:31:43.007984] [DEBUG] [LOCAL ] Loaded configuration for TV: 1 features, 50.0% accuracy [2025-11-22T01:31:43.008300] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.008663] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 90.0% accuracy [2025-11-22T01:31:43.008743] [DEBUG] [LOCAL ] Loaded configuration for RPM: 2 features, 50.0% accuracy [2025-11-22T01:31:43.009074] [DEBUG] [LOCAL ] Loaded configuration for WOW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.009589] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.009882] [DEBUG] [LOCAL ] Loaded configuration for NXG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.009960] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.010220] [DEBUG] [LOCAL ] Loaded configuration for RY: 2 features, 70.0% accuracy [2025-11-22T01:31:43.010537] [DEBUG] [LOCAL ] Loaded configuration for MVT: 5 features, 100.0% accuracy [2025-11-22T01:31:43.010834] [DEBUG] [LOCAL ] Loaded configuration for VIST: 3 features, 90.0% accuracy [2025-11-22T01:31:43.011209] [DEBUG] [LOCAL ] Loaded configuration for PSA: 2 features, 50.0% accuracy [2025-11-22T01:31:43.011545] [DEBUG] [LOCAL ] Loaded configuration for UVV: 3 features, 70.0% accuracy [2025-11-22T01:31:43.011944] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 90.0% accuracy [2025-11-22T01:31:43.012029] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.012445] [DEBUG] [LOCAL ] Loaded configuration for PVH: 5 features, 90.0% accuracy [2025-11-22T01:31:43.012791] [DEBUG] [LOCAL ] Loaded configuration for GL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.013095] [DEBUG] [LOCAL ] Loaded configuration for NQP: 2 features, 60.0% accuracy [2025-11-22T01:31:43.013425] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 1 features, 60.0% accuracy [2025-11-22T01:31:43.013745] [DEBUG] [LOCAL ] Loaded configuration for NRK: 1 features, 70.0% accuracy [2025-11-22T01:31:43.014077] [DEBUG] [LOCAL ] Loaded configuration for KMPR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.014406] [DEBUG] [LOCAL ] Loaded configuration for POST: 4 features, 80.0% accuracy [2025-11-22T01:31:43.014747] [DEBUG] [LOCAL ] Loaded configuration for PRG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.015025] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-11-22T01:31:43.015411] [DEBUG] [LOCAL ] Loaded configuration for IGA: 3 features, 60.0% accuracy [2025-11-22T01:31:43.015468] [DEBUG] [LOCAL ] No configuration file found for ARE [2025-11-22T01:31:43.015532] [DEBUG] [LOCAL ] Loaded configuration for SHW: 3 features, 70.0% accuracy [2025-11-22T01:31:43.015842] [DEBUG] [LOCAL ] Loaded configuration for AZO: 2 features, 90.0% accuracy [2025-11-22T01:31:43.016273] [DEBUG] [LOCAL ] Loaded configuration for NSA: 2 features, 50.0% accuracy [2025-11-22T01:31:43.016672] [DEBUG] [LOCAL ] Loaded configuration for AVTR: 8 features, 90.0% accuracy [2025-11-22T01:31:43.016952] [DEBUG] [LOCAL ] Loaded configuration for PAC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.017303] [DEBUG] [LOCAL ] Loaded configuration for NLY: 1 features, 70.0% accuracy [2025-11-22T01:31:43.017618] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 0 features, 80.0% accuracy [2025-11-22T01:31:43.017945] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.018284] [DEBUG] [LOCAL ] Loaded configuration for PCN: 3 features, 100.0% accuracy [2025-11-22T01:31:43.018617] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 5 features, 80.0% accuracy [2025-11-22T01:31:43.018974] [DEBUG] [LOCAL ] Loaded configuration for NXRT: 4 features, 70.0% accuracy [2025-11-22T01:31:43.019334] [DEBUG] [LOCAL ] Loaded configuration for SXC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.019670] [DEBUG] [LOCAL ] Loaded configuration for HGER: 3 features, 50.0% accuracy [2025-11-22T01:31:43.019724] [DEBUG] [LOCAL ] No configuration file found for MA [2025-11-22T01:31:43.019999] [DEBUG] [LOCAL ] Loaded configuration for YMM: 0 features, 60.0% accuracy [2025-11-22T01:31:43.020327] [DEBUG] [LOCAL ] Loaded configuration for OBK: 1 features, 90.0% accuracy [2025-11-22T01:31:43.020403] [DEBUG] [LOCAL ] Loaded configuration for PHK: 4 features, 90.0% accuracy [2025-11-22T01:31:43.020797] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 90.0% accuracy [2025-11-22T01:31:43.020888] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-11-22T01:31:43.021147] [DEBUG] [LOCAL ] Loaded configuration for WTTR: 3 features, 90.0% accuracy [2025-11-22T01:31:43.021424] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-11-22T01:31:43.021679] [DEBUG] [LOCAL ] Loaded configuration for TOL: 2 features, 60.0% accuracy [2025-11-22T01:31:43.022068] [DEBUG] [LOCAL ] Loaded configuration for RERE: 3 features, 70.0% accuracy [2025-11-22T01:31:43.022389] [DEBUG] [LOCAL ] Loaded configuration for KIM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.022463] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 60.0% accuracy [2025-11-22T01:31:43.022748] [DEBUG] [LOCAL ] Loaded configuration for HYT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.023012] [DEBUG] [LOCAL ] Loaded configuration for BIT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.023312] [DEBUG] [LOCAL ] Loaded configuration for YEXT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.023585] [DEBUG] [LOCAL ] Loaded configuration for FTV: 0 features, 70.0% accuracy [2025-11-22T01:31:43.023868] [DEBUG] [LOCAL ] Loaded configuration for ZTR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.024136] [DEBUG] [LOCAL ] Loaded configuration for VATE: 1 features, 40.0% accuracy [2025-11-22T01:31:43.024438] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.024780] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 0 features, 70.0% accuracy [2025-11-22T01:31:43.025154] [DEBUG] [LOCAL ] Loaded configuration for IP: 3 features, 50.0% accuracy [2025-11-22T01:31:43.025444] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-11-22T01:31:43.025706] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.026142] [DEBUG] [LOCAL ] Loaded configuration for BSX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.026700] [DEBUG] [LOCAL ] Loaded configuration for NXDT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.027306] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.027874] [DEBUG] [LOCAL ] Loaded configuration for JHS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.028185] [DEBUG] [LOCAL ] Loaded configuration for NXE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.028287] [DEBUG] [LOCAL ] Loaded configuration for XPEV: 4 features, 70.0% accuracy [2025-11-22T01:31:43.028553] [DEBUG] [LOCAL ] Loaded configuration for DX: 2 features, 80.0% accuracy [2025-11-22T01:31:43.028932] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.029500] [DEBUG] [LOCAL ] Loaded configuration for TNK: 2 features, 60.0% accuracy [2025-11-22T01:31:43.029602] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-11-22T01:31:43.029985] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.030084] [DEBUG] [LOCAL ] Loaded configuration for PBR: 1 features, 90.0% accuracy [2025-11-22T01:31:43.030492] [DEBUG] [LOCAL ] Loaded configuration for SOR: 4 features, 90.0% accuracy [2025-11-22T01:31:43.030826] [DEBUG] [LOCAL ] Loaded configuration for NATL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.031138] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.031509] [DEBUG] [LOCAL ] Loaded configuration for NMZ: 1 features, 50.0% accuracy [2025-11-22T01:31:43.031887] [DEBUG] [LOCAL ] Loaded configuration for ETX: 1 features, 50.0% accuracy [2025-11-22T01:31:43.032323] [DEBUG] [LOCAL ] Loaded configuration for PLNT: 0 features, 60.0% accuracy [2025-11-22T01:31:43.032422] [DEBUG] [LOCAL ] Loaded configuration for NUW: 1 features, 60.0% accuracy [2025-11-22T01:31:43.032704] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.032961] [DEBUG] [LOCAL ] Loaded configuration for CTO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.033036] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.033334] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 3 features, 100.0% accuracy [2025-11-22T01:31:43.033617] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.033925] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 0 features, 60.0% accuracy [2025-11-22T01:31:43.034195] [DEBUG] [LOCAL ] Loaded configuration for RYI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.034445] [DEBUG] [LOCAL ] Loaded configuration for HPE: 0 features, 90.0% accuracy [2025-11-22T01:31:43.034800] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.035332] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 60.0% accuracy [2025-11-22T01:31:43.035591] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.036054] [DEBUG] [LOCAL ] Loaded configuration for DAC: 0 features, 50.0% accuracy [2025-11-22T01:31:43.036511] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 80.0% accuracy [2025-11-22T01:31:43.036586] [DEBUG] [LOCAL ] Loaded configuration for RMT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.036903] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 5 features, 90.0% accuracy [2025-11-22T01:31:43.036980] [DEBUG] [LOCAL ] Loaded configuration for STEM: 3 features, 100.0% accuracy [2025-11-22T01:31:43.037324] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-11-22T01:31:43.037725] [DEBUG] [LOCAL ] Loaded configuration for VOC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.038004] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.039033] [DEBUG] [LOCAL ] Loaded configuration for SNV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.039323] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 70.0% accuracy [2025-11-22T01:31:43.039398] [DEBUG] [LOCAL ] Loaded configuration for FVRR: 2 features, 90.0% accuracy [2025-11-22T01:31:43.039702] [DEBUG] [LOCAL ] Loaded configuration for DCO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.040009] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.040262] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.040632] [DEBUG] [LOCAL ] Loaded configuration for RNST: 2 features, 70.0% accuracy [2025-11-22T01:31:43.040930] [DEBUG] [LOCAL ] Loaded configuration for PATH: 0 features, 60.0% accuracy [2025-11-22T01:31:43.041260] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-11-22T01:31:43.041624] [DEBUG] [LOCAL ] Loaded configuration for NOC: 1 features, 50.0% accuracy [2025-11-22T01:31:43.041723] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.041999] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.042262] [DEBUG] [LOCAL ] Loaded configuration for KN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.042567] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.042898] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.043190] [DEBUG] [LOCAL ] Loaded configuration for BBD: 1 features, 60.0% accuracy [2025-11-22T01:31:43.043476] [DEBUG] [LOCAL ] Loaded configuration for NVT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.043887] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 1 features, 80.0% accuracy [2025-11-22T01:31:43.044143] [DEBUG] [LOCAL ] Loaded configuration for TS: 2 features, 100.0% accuracy [2025-11-22T01:31:43.044402] [DEBUG] [LOCAL ] Loaded configuration for ENR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.044861] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-11-22T01:31:43.045166] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.045432] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 1 features, 80.0% accuracy [2025-11-22T01:31:43.045834] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 3 features, 80.0% accuracy [2025-11-22T01:31:43.046147] [DEBUG] [LOCAL ] Loaded configuration for PHR: 4 features, 90.0% accuracy [2025-11-22T01:31:43.046402] [DEBUG] [LOCAL ] Loaded configuration for ANF: 4 features, 100.0% accuracy [2025-11-22T01:31:43.046477] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-11-22T01:31:43.046762] [DEBUG] [LOCAL ] Loaded configuration for MT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.047130] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 90.0% accuracy [2025-11-22T01:31:43.047398] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 5 features, 90.0% accuracy [2025-11-22T01:31:43.047706] [DEBUG] [LOCAL ] Loaded configuration for EFT: 0 features, 70.0% accuracy [2025-11-22T01:31:43.048043] [DEBUG] [LOCAL ] Loaded configuration for TVC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.048304] [DEBUG] [LOCAL ] Loaded configuration for WIT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.048581] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-11-22T01:31:43.048950] [DEBUG] [LOCAL ] Loaded configuration for SYY: 3 features, 80.0% accuracy [2025-11-22T01:31:43.049336] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.049664] [DEBUG] [LOCAL ] Loaded configuration for PCF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.049928] [DEBUG] [LOCAL ] Loaded configuration for F: 0 features, 70.0% accuracy [2025-11-22T01:31:43.050349] [DEBUG] [LOCAL ] Loaded configuration for IVR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.050623] [DEBUG] [LOCAL ] Loaded configuration for THG: 2 features, 60.0% accuracy [2025-11-22T01:31:43.050719] [DEBUG] [LOCAL ] Loaded configuration for ORC: 0 features, 80.0% accuracy [2025-11-22T01:31:43.050964] [DEBUG] [LOCAL ] Loaded configuration for DTM: 1 features, 60.0% accuracy [2025-11-22T01:31:43.051047] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.051346] [DEBUG] [LOCAL ] Loaded configuration for GHG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.051669] [DEBUG] [LOCAL ] Loaded configuration for SCS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.051947] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.052262] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 3 features, 100.0% accuracy [2025-11-22T01:31:43.052525] [DEBUG] [LOCAL ] Loaded configuration for VSH: 4 features, 80.0% accuracy [2025-11-22T01:31:43.052823] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.053155] [DEBUG] [LOCAL ] Loaded configuration for STEW: 2 features, 80.0% accuracy [2025-11-22T01:31:43.053496] [DEBUG] [LOCAL ] Loaded configuration for NVO: 3 features, 100.0% accuracy [2025-11-22T01:31:43.053758] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 0 features, 80.0% accuracy [2025-11-22T01:31:43.054060] [DEBUG] [LOCAL ] Loaded configuration for NGG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.054315] [DEBUG] [LOCAL ] Loaded configuration for WPM: 3 features, 50.0% accuracy [2025-11-22T01:31:43.054619] [DEBUG] [LOCAL ] Loaded configuration for VPG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.055039] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.055315] [DEBUG] [LOCAL ] Loaded configuration for QS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.055589] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.056030] [DEBUG] [LOCAL ] Loaded configuration for MPC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.056333] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.056407] [DEBUG] [LOCAL ] Loaded configuration for PVL: 1 features, 100.0% accuracy [2025-11-22T01:31:43.056469] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.056768] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-11-22T01:31:43.057030] [DEBUG] [LOCAL ] Loaded configuration for FDS: 4 features, 80.0% accuracy [2025-11-22T01:31:43.057358] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.057431] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.057749] [DEBUG] [LOCAL ] Loaded configuration for NEU: 1 features, 60.0% accuracy [2025-11-22T01:31:43.057822] [DEBUG] [LOCAL ] Loaded configuration for WST: 2 features, 80.0% accuracy [2025-11-22T01:31:43.058284] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.058378] [DEBUG] [LOCAL ] Loaded configuration for XPER: 3 features, 60.0% accuracy [2025-11-22T01:31:43.058667] [DEBUG] [LOCAL ] Loaded configuration for TAL: 3 features, 80.0% accuracy [2025-11-22T01:31:43.058743] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.059004] [DEBUG] [LOCAL ] Loaded configuration for MNR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.059281] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.059554] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 1 features, 80.0% accuracy [2025-11-22T01:31:43.059865] [DEBUG] [LOCAL ] Loaded configuration for NTR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.060226] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-11-22T01:31:43.060501] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.060574] [DEBUG] [LOCAL ] Loaded configuration for TEF: 1 features, 70.0% accuracy [2025-11-22T01:31:43.060871] [DEBUG] [LOCAL ] Loaded configuration for PNC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.060946] [DEBUG] [LOCAL ] Loaded configuration for JPC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.061192] [DEBUG] [LOCAL ] Loaded configuration for SHO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.061529] [DEBUG] [LOCAL ] Loaded configuration for TFX: 2 features, 50.0% accuracy [2025-11-22T01:31:43.061836] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.062110] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.062200] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-11-22T01:31:43.062513] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.062589] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 5 features, 90.0% accuracy [2025-11-22T01:31:43.062870] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.063124] [DEBUG] [LOCAL ] Loaded configuration for PPT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.063634] [DEBUG] [LOCAL ] Loaded configuration for SJT: 3 features, 90.0% accuracy [2025-11-22T01:31:43.063911] [DEBUG] [LOCAL ] Loaded configuration for FT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.064318] [DEBUG] [LOCAL ] Loaded configuration for THR: 2 features, 100.0% accuracy [2025-11-22T01:31:43.064728] [DEBUG] [LOCAL ] Loaded configuration for TFII: 2 features, 100.0% accuracy [2025-11-22T01:31:43.065007] [DEBUG] [LOCAL ] Loaded configuration for OFG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.065258] [DEBUG] [LOCAL ] Loaded configuration for AXR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.065583] [DEBUG] [LOCAL ] Loaded configuration for WHR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.065953] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 70.0% accuracy [2025-11-22T01:31:43.066205] [DEBUG] [LOCAL ] Loaded configuration for WNC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.066465] [DEBUG] [LOCAL ] Loaded configuration for HNI: 1 features, 60.0% accuracy [2025-11-22T01:31:43.066843] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-11-22T01:31:43.067202] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.067494] [DEBUG] [LOCAL ] Loaded configuration for MQT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.067568] [DEBUG] [LOCAL ] Loaded configuration for ENS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.067824] [DEBUG] [LOCAL ] Loaded configuration for YALA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.067899] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 60.0% accuracy [2025-11-22T01:31:43.068146] [DEBUG] [LOCAL ] Loaded configuration for NOA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.068489] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-11-22T01:31:43.068546] [DEBUG] [LOCAL ] No configuration file found for ALB [2025-11-22T01:31:43.068848] [DEBUG] [LOCAL ] Loaded configuration for REVG: 4 features, 90.0% accuracy [2025-11-22T01:31:43.069137] [DEBUG] [LOCAL ] Loaded configuration for TEX: 3 features, 90.0% accuracy [2025-11-22T01:31:43.069432] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 3 features, 80.0% accuracy [2025-11-22T01:31:43.069731] [DEBUG] [LOCAL ] Loaded configuration for IGR: 3 features, 90.0% accuracy [2025-11-22T01:31:43.069803] [DEBUG] [LOCAL ] Loaded configuration for DT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.069845] [DEBUG] [LOCAL ] No configuration file found for CXT [2025-11-22T01:31:43.070104] [DEBUG] [LOCAL ] Loaded configuration for RRC: 4 features, 70.0% accuracy [2025-11-22T01:31:43.070403] [DEBUG] [LOCAL ] Loaded configuration for SPOT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.070694] [DEBUG] [LOCAL ] Loaded configuration for BCS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.070958] [DEBUG] [LOCAL ] Loaded configuration for EVT: 4 features, 80.0% accuracy [2025-11-22T01:31:43.071256] [DEBUG] [LOCAL ] Loaded configuration for MTX: 3 features, 60.0% accuracy [2025-11-22T01:31:43.071594] [DEBUG] [LOCAL ] Loaded configuration for DPG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.072002] [DEBUG] [LOCAL ] Loaded configuration for PNI: 7 features, 80.0% accuracy [2025-11-22T01:31:43.072330] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 4 features, 70.0% accuracy [2025-11-22T01:31:43.072608] [DEBUG] [LOCAL ] Loaded configuration for FBK: 5 features, 80.0% accuracy [2025-11-22T01:31:43.072705] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.072976] [DEBUG] [LOCAL ] Loaded configuration for RBA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.073232] [DEBUG] [LOCAL ] Loaded configuration for RH: 2 features, 80.0% accuracy [2025-11-22T01:31:43.073537] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.073911] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-11-22T01:31:43.074234] [DEBUG] [LOCAL ] Loaded configuration for WLK: 5 features, 80.0% accuracy [2025-11-22T01:31:43.074490] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-11-22T01:31:43.074745] [DEBUG] [LOCAL ] Loaded configuration for MPLX: 0 features, 50.0% accuracy [2025-11-22T01:31:43.075104] [DEBUG] [LOCAL ] Loaded configuration for PBA: 4 features, 70.0% accuracy [2025-11-22T01:31:43.075491] [DEBUG] [LOCAL ] Loaded configuration for DDS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.075567] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-11-22T01:31:43.075815] [DEBUG] [LOCAL ] Loaded configuration for RHI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.076122] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 100.0% accuracy [2025-11-22T01:31:43.076440] [DEBUG] [LOCAL ] Loaded configuration for WCN: 0 features, 50.0% accuracy [2025-11-22T01:31:43.076698] [DEBUG] [LOCAL ] Loaded configuration for TSE: 5 features, 90.0% accuracy [2025-11-22T01:31:43.076971] [DEBUG] [LOCAL ] Loaded configuration for LAD: 2 features, 70.0% accuracy [2025-11-22T01:31:43.077335] [DEBUG] [LOCAL ] Loaded configuration for PRM: 2 features, 70.0% accuracy [2025-11-22T01:31:43.077695] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 1 features, 70.0% accuracy [2025-11-22T01:31:43.078021] [DEBUG] [LOCAL ] Loaded configuration for PARR: 2 features, 90.0% accuracy [2025-11-22T01:31:43.078329] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.078726] [DEBUG] [LOCAL ] Loaded configuration for PSO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.078799] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.079055] [DEBUG] [LOCAL ] Loaded configuration for ENOV: 3 features, 100.0% accuracy [2025-11-22T01:31:43.079364] [DEBUG] [LOCAL ] Loaded configuration for ATI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.079632] [DEBUG] [LOCAL ] Loaded configuration for ONON: 4 features, 80.0% accuracy [2025-11-22T01:31:43.079945] [DEBUG] [LOCAL ] Loaded configuration for NEA: 3 features, 60.0% accuracy [2025-11-22T01:31:43.080263] [DEBUG] [LOCAL ] Loaded configuration for SONY: 1 features, 50.0% accuracy [2025-11-22T01:31:43.080572] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-11-22T01:31:43.080896] [DEBUG] [LOCAL ] Loaded configuration for TAC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.081204] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-11-22T01:31:43.081470] [DEBUG] [LOCAL ] Loaded configuration for STRV: 3 features, 90.0% accuracy [2025-11-22T01:31:43.081721] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 3 features, 90.0% accuracy [2025-11-22T01:31:43.082100] [DEBUG] [LOCAL ] Loaded configuration for SLG: 4 features, 80.0% accuracy [2025-11-22T01:31:43.082448] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.082725] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.082981] [DEBUG] [LOCAL ] Loaded configuration for USA: 5 features, 80.0% accuracy [2025-11-22T01:31:43.083337] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-11-22T01:31:43.083708] [DEBUG] [LOCAL ] Loaded configuration for GRC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.083966] [DEBUG] [LOCAL ] Loaded configuration for MIN: 1 features, 50.0% accuracy [2025-11-22T01:31:43.084241] [DEBUG] [LOCAL ] Loaded configuration for PBF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.084588] [DEBUG] [LOCAL ] Loaded configuration for GDOT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.084947] [DEBUG] [LOCAL ] Loaded configuration for OHI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.085023] [DEBUG] [LOCAL ] Loaded configuration for BNS: 7 features, 90.0% accuracy [2025-11-22T01:31:43.085271] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 80.0% accuracy [2025-11-22T01:31:43.085589] [DEBUG] [LOCAL ] Loaded configuration for TPB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.085870] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.086217] [DEBUG] [LOCAL ] Loaded configuration for OXM: 1 features, 90.0% accuracy [2025-11-22T01:31:43.086494] [DEBUG] [LOCAL ] Loaded configuration for MBC: 5 features, 90.0% accuracy [2025-11-22T01:31:43.086806] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.087206] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.087469] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.087746] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.088177] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.088532] [DEBUG] [LOCAL ] Loaded configuration for PAY: 5 features, 70.0% accuracy [2025-11-22T01:31:43.088791] [DEBUG] [LOCAL ] Loaded configuration for VMO: 1 features, 60.0% accuracy [2025-11-22T01:31:43.089200] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.089274] [DEBUG] [LOCAL ] Loaded configuration for TRP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.089521] [DEBUG] [LOCAL ] Loaded configuration for SF: 5 features, 90.0% accuracy [2025-11-22T01:31:43.089595] [DEBUG] [LOCAL ] Loaded configuration for PM: 4 features, 60.0% accuracy [2025-11-22T01:31:43.089860] [DEBUG] [LOCAL ] Loaded configuration for VGI: 4 features, 80.0% accuracy [2025-11-22T01:31:43.090145] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.090455] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.090528] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-11-22T01:31:43.090570] [DEBUG] [LOCAL ] No configuration file found for BBWI [2025-11-22T01:31:43.090888] [DEBUG] [LOCAL ] Loaded configuration for MCY: 1 features, 80.0% accuracy [2025-11-22T01:31:43.091197] [DEBUG] [LOCAL ] Loaded configuration for MYE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.091273] [DEBUG] [LOCAL ] Loaded configuration for MDU: 1 features, 100.0% accuracy [2025-11-22T01:31:43.091587] [DEBUG] [LOCAL ] Loaded configuration for NINE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.091862] [DEBUG] [LOCAL ] Loaded configuration for ETO: 4 features, 90.0% accuracy [2025-11-22T01:31:43.092169] [DEBUG] [LOCAL ] Loaded configuration for AXP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.092438] [DEBUG] [LOCAL ] Loaded configuration for RMI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.092702] [DEBUG] [LOCAL ] Loaded configuration for NAD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.093108] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-11-22T01:31:43.093367] [DEBUG] [LOCAL ] Loaded configuration for XYL: 3 features, 100.0% accuracy [2025-11-22T01:31:43.093671] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.094040] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 90.0% accuracy [2025-11-22T01:31:43.094317] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-11-22T01:31:43.094392] [DEBUG] [LOCAL ] Loaded configuration for TEI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.094692] [DEBUG] [LOCAL ] Loaded configuration for BR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.095662] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.095919] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 1 features, 60.0% accuracy [2025-11-22T01:31:43.096218] [DEBUG] [LOCAL ] Loaded configuration for WEC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.096585] [DEBUG] [LOCAL ] Loaded configuration for PBI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.096688] [DEBUG] [LOCAL ] Loaded configuration for STXV: 0 features, 80.0% accuracy [2025-11-22T01:31:43.096940] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-11-22T01:31:43.097020] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.097326] [DEBUG] [LOCAL ] Loaded configuration for TXT: 4 features, 100.0% accuracy [2025-11-22T01:31:43.097402] [DEBUG] [LOCAL ] Loaded configuration for WDI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.097464] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.097834] [DEBUG] [LOCAL ] Loaded configuration for RVT: 0 features, 60.0% accuracy [2025-11-22T01:31:43.098148] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.098222] [DEBUG] [LOCAL ] Loaded configuration for RDY: 4 features, 90.0% accuracy [2025-11-22T01:31:43.098519] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 0 features, 70.0% accuracy [2025-11-22T01:31:43.098824] [DEBUG] [LOCAL ] Loaded configuration for THC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.099792] [DEBUG] [LOCAL ] Loaded configuration for CXH: 3 features, 100.0% accuracy [2025-11-22T01:31:43.100072] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.100331] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.100695] [DEBUG] [LOCAL ] Loaded configuration for UHS: 0 features, 70.0% accuracy [2025-11-22T01:31:43.101118] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.101426] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 90.0% accuracy [2025-11-22T01:31:43.101737] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.102070] [DEBUG] [LOCAL ] Loaded configuration for GGB: 1 features, 90.0% accuracy [2025-11-22T01:31:43.102328] [DEBUG] [LOCAL ] Loaded configuration for MDV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.102675] [DEBUG] [LOCAL ] Loaded configuration for WD: 3 features, 80.0% accuracy [2025-11-22T01:31:43.103025] [DEBUG] [LOCAL ] Loaded configuration for PSX: 1 features, 90.0% accuracy [2025-11-22T01:31:43.103395] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 100.0% accuracy [2025-11-22T01:31:43.103674] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.104025] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 5 features, 90.0% accuracy [2025-11-22T01:31:43.104293] [DEBUG] [LOCAL ] Loaded configuration for VLO: 4 features, 100.0% accuracy [2025-11-22T01:31:43.104542] [DEBUG] [LOCAL ] Loaded configuration for MCB: 0 features, 30.0% accuracy [2025-11-22T01:31:43.104617] [DEBUG] [LOCAL ] Loaded configuration for MSA: 4 features, 100.0% accuracy [2025-11-22T01:31:43.105013] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.105384] [DEBUG] [LOCAL ] Loaded configuration for TXO: 5 features, 80.0% accuracy [2025-11-22T01:31:43.105466] [DEBUG] [LOCAL ] Loaded configuration for MUE: 3 features, 70.0% accuracy [2025-11-22T01:31:43.105872] [DEBUG] [LOCAL ] Loaded configuration for EMD: 5 features, 70.0% accuracy [2025-11-22T01:31:43.105950] [DEBUG] [LOCAL ] Loaded configuration for NX: 3 features, 60.0% accuracy [2025-11-22T01:31:43.106205] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.106480] [DEBUG] [LOCAL ] Loaded configuration for ASR: 2 features, 60.0% accuracy [2025-11-22T01:31:43.106758] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.107106] [DEBUG] [LOCAL ] Loaded configuration for PTA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.107378] [DEBUG] [LOCAL ] Loaded configuration for STXT: 1 features, 80.0% accuracy [2025-11-22T01:31:43.107454] [DEBUG] [LOCAL ] Loaded configuration for OWLT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.108129] [DEBUG] [LOCAL ] Loaded configuration for SQM: 1 features, 60.0% accuracy [2025-11-22T01:31:43.108212] [DEBUG] [LOCAL ] Loaded configuration for AME: 3 features, 70.0% accuracy [2025-11-22T01:31:43.108275] [DEBUG] [LOCAL ] Loaded configuration for LADR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.108578] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 0 features, 70.0% accuracy [2025-11-22T01:31:43.109029] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 5 features, 80.0% accuracy [2025-11-22T01:31:43.109358] [DEBUG] [LOCAL ] Loaded configuration for TMO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.109672] [DEBUG] [LOCAL ] Loaded configuration for TR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.110010] [DEBUG] [LOCAL ] Loaded configuration for RZC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.110308] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.110426] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.110491] [DEBUG] [LOCAL ] Loaded configuration for STM: 4 features, 70.0% accuracy [2025-11-22T01:31:43.110552] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.110957] [DEBUG] [LOCAL ] Loaded configuration for TLK: 1 features, 60.0% accuracy [2025-11-22T01:31:43.111283] [DEBUG] [LOCAL ] Loaded configuration for HAYW: 1 features, 70.0% accuracy [2025-11-22T01:31:43.111605] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 60.0% accuracy [2025-11-22T01:31:43.111709] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.111992] [DEBUG] [LOCAL ] Loaded configuration for ASAN: 2 features, 50.0% accuracy [2025-11-22T01:31:43.112305] [DEBUG] [LOCAL ] Loaded configuration for WHG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.112563] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-11-22T01:31:43.112892] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.113191] [DEBUG] [LOCAL ] Loaded configuration for MDT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.114083] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 90.0% accuracy [2025-11-22T01:31:43.114457] [DEBUG] [LOCAL ] Loaded configuration for EXP: 5 features, 90.0% accuracy [2025-11-22T01:31:43.114743] [DEBUG] [LOCAL ] Loaded configuration for ONL: 1 features, 80.0% accuracy [2025-11-22T01:31:43.115017] [DEBUG] [LOCAL ] Loaded configuration for THLV: 3 features, 100.0% accuracy [2025-11-22T01:31:43.115324] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.115717] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.115791] [DEBUG] [LOCAL ] Loaded configuration for MS: 1 features, 80.0% accuracy [2025-11-22T01:31:43.116059] [DEBUG] [LOCAL ] Loaded configuration for RJF: 0 features, 50.0% accuracy [2025-11-22T01:31:43.116134] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 70.0% accuracy [2025-11-22T01:31:43.116424] [DEBUG] [LOCAL ] Loaded configuration for EE: 0 features, 70.0% accuracy [2025-11-22T01:31:43.116682] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.116981] [DEBUG] [LOCAL ] Loaded configuration for FDX: 1 features, 60.0% accuracy [2025-11-22T01:31:43.117314] [DEBUG] [LOCAL ] Loaded configuration for NSP: 4 features, 80.0% accuracy [2025-11-22T01:31:43.117625] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 70.0% accuracy [2025-11-22T01:31:43.117943] [DEBUG] [LOCAL ] Loaded configuration for LH: 6 features, 70.0% accuracy [2025-11-22T01:31:43.118019] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-11-22T01:31:43.118262] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.118511] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.118810] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 2 features, 70.0% accuracy [2025-11-22T01:31:43.119144] [DEBUG] [LOCAL ] Loaded configuration for H: 1 features, 70.0% accuracy [2025-11-22T01:31:43.119198] [DEBUG] [LOCAL ] No configuration file found for ALUR [2025-11-22T01:31:43.119486] [DEBUG] [LOCAL ] Loaded configuration for TSM: 6 features, 70.0% accuracy [2025-11-22T01:31:43.119773] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 100.0% accuracy [2025-11-22T01:31:43.120082] [DEBUG] [LOCAL ] Loaded configuration for SOS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.120338] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-11-22T01:31:43.120680] [DEBUG] [LOCAL ] Loaded configuration for M: 3 features, 80.0% accuracy [2025-11-22T01:31:43.121069] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 5 features, 90.0% accuracy [2025-11-22T01:31:43.121121] [DEBUG] [LOCAL ] No configuration file found for DSM [2025-11-22T01:31:43.121435] [DEBUG] [LOCAL ] Loaded configuration for MTB: 4 features, 60.0% accuracy [2025-11-22T01:31:43.121778] [DEBUG] [LOCAL ] Loaded configuration for DNP: 3 features, 70.0% accuracy [2025-11-22T01:31:43.122037] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-11-22T01:31:43.122379] [DEBUG] [LOCAL ] Loaded configuration for FRT: 5 features, 90.0% accuracy [2025-11-22T01:31:43.122675] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-11-22T01:31:43.122997] [DEBUG] [LOCAL ] Loaded configuration for MTD: 1 features, 70.0% accuracy [2025-11-22T01:31:43.123070] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 3 features, 70.0% accuracy [2025-11-22T01:31:43.123132] [DEBUG] [LOCAL ] Loaded configuration for FET: 4 features, 80.0% accuracy [2025-11-22T01:31:43.123191] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.123490] [DEBUG] [LOCAL ] Loaded configuration for NIC: 5 features, 100.0% accuracy [2025-11-22T01:31:43.123867] [DEBUG] [LOCAL ] Loaded configuration for WPC: 0 features, 60.0% accuracy [2025-11-22T01:31:43.124290] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.124342] [DEBUG] [LOCAL ] No configuration file found for BBU [2025-11-22T01:31:43.124605] [DEBUG] [LOCAL ] Loaded configuration for PKG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.124903] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 80.0% accuracy [2025-11-22T01:31:43.125213] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 90.0% accuracy [2025-11-22T01:31:43.125553] [DEBUG] [LOCAL ] Loaded configuration for EARN: 3 features, 60.0% accuracy [2025-11-22T01:31:43.125875] [DEBUG] [LOCAL ] Loaded configuration for PRO: 4 features, 80.0% accuracy [2025-11-22T01:31:43.125958] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.126268] [DEBUG] [LOCAL ] Loaded configuration for RYN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.127386] [DEBUG] [LOCAL ] Loaded configuration for OR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.127756] [DEBUG] [LOCAL ] Loaded configuration for BX: 1 features, 40.0% accuracy [2025-11-22T01:31:43.127852] [DEBUG] [LOCAL ] Loaded configuration for NMS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.128161] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.128464] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-11-22T01:31:43.128820] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-11-22T01:31:43.129123] [DEBUG] [LOCAL ] Loaded configuration for PTY: 3 features, 70.0% accuracy [2025-11-22T01:31:43.129423] [DEBUG] [LOCAL ] Loaded configuration for SPR: 3 features, 100.0% accuracy [2025-11-22T01:31:43.129799] [DEBUG] [LOCAL ] Loaded configuration for SKM: 0 features, 80.0% accuracy [2025-11-22T01:31:43.130118] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-11-22T01:31:43.130417] [DEBUG] [LOCAL ] Loaded configuration for TWN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.130736] [DEBUG] [LOCAL ] Loaded configuration for RACE: 1 features, 70.0% accuracy [2025-11-22T01:31:43.131038] [DEBUG] [LOCAL ] Loaded configuration for AVD: 2 features, 70.0% accuracy [2025-11-22T01:31:43.131386] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 60.0% accuracy [2025-11-22T01:31:43.131702] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 4 features, 90.0% accuracy [2025-11-22T01:31:43.132003] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-11-22T01:31:43.132412] [DEBUG] [LOCAL ] Loaded configuration for WIA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.132767] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-11-22T01:31:43.133088] [DEBUG] [LOCAL ] Loaded configuration for INSW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.133423] [DEBUG] [LOCAL ] Loaded configuration for EPR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.133752] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.134106] [DEBUG] [LOCAL ] Loaded configuration for NMG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.134405] [DEBUG] [LOCAL ] Loaded configuration for YETI: 0 features, 60.0% accuracy [2025-11-22T01:31:43.134738] [DEBUG] [LOCAL ] Loaded configuration for SNA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.135048] [DEBUG] [LOCAL ] Loaded configuration for HEI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.135367] [DEBUG] [LOCAL ] Loaded configuration for RMM: 1 features, 90.0% accuracy [2025-11-22T01:31:43.135717] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.136080] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.136448] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 60.0% accuracy [2025-11-22T01:31:43.136939] [DEBUG] [LOCAL ] Loaded configuration for KWR: 5 features, 90.0% accuracy [2025-11-22T01:31:43.137472] [DEBUG] [LOCAL ] Loaded configuration for MGRD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.137552] [DEBUG] [LOCAL ] Loaded configuration for BC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.137826] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-11-22T01:31:43.138115] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.138405] [DEBUG] [LOCAL ] Loaded configuration for NIE: 1 features, 60.0% accuracy [2025-11-22T01:31:43.138779] [DEBUG] [LOCAL ] Loaded configuration for STN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.139068] [DEBUG] [LOCAL ] Loaded configuration for MCS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.139142] [DEBUG] [LOCAL ] Loaded configuration for TTI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.139474] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 4 features, 60.0% accuracy [2025-11-22T01:31:43.139750] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.140056] [DEBUG] [LOCAL ] Loaded configuration for VLT: 2 features, 60.0% accuracy [2025-11-22T01:31:43.140335] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-11-22T01:31:43.140706] [DEBUG] [LOCAL ] Loaded configuration for AJG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.140966] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 4 features, 70.0% accuracy [2025-11-22T01:31:43.141228] [DEBUG] [LOCAL ] Loaded configuration for NC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.141593] [DEBUG] [LOCAL ] Loaded configuration for PRT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.141933] [DEBUG] [LOCAL ] Loaded configuration for AVNT: 4 features, 50.0% accuracy [2025-11-22T01:31:43.142273] [DEBUG] [LOCAL ] Loaded configuration for TREX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.142533] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.142850] [DEBUG] [LOCAL ] Loaded configuration for TKR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.143233] [DEBUG] [LOCAL ] Loaded configuration for VOYA: 1 features, 50.0% accuracy [2025-11-22T01:31:43.143547] [DEBUG] [LOCAL ] Loaded configuration for MRK: 2 features, 90.0% accuracy [2025-11-22T01:31:43.143860] [DEBUG] [LOCAL ] Loaded configuration for MUA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.144165] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.144469] [DEBUG] [LOCAL ] Loaded configuration for TME: 3 features, 80.0% accuracy [2025-11-22T01:31:43.144790] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.145099] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.145434] [DEBUG] [LOCAL ] Loaded configuration for MTH: 3 features, 80.0% accuracy [2025-11-22T01:31:43.145508] [DEBUG] [LOCAL ] Loaded configuration for SWK: 0 features, 70.0% accuracy [2025-11-22T01:31:43.145759] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-11-22T01:31:43.146034] [DEBUG] [LOCAL ] Loaded configuration for RDN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.146416] [DEBUG] [LOCAL ] Loaded configuration for PLD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.146734] [DEBUG] [LOCAL ] Loaded configuration for QSR: 4 features, 80.0% accuracy [2025-11-22T01:31:43.147019] [DEBUG] [LOCAL ] Loaded configuration for EPD: 4 features, 100.0% accuracy [2025-11-22T01:31:43.147094] [DEBUG] [LOCAL ] No configuration file found for DQ [2025-11-22T01:31:43.147402] [DEBUG] [LOCAL ] Loaded configuration for RSI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.147704] [DEBUG] [LOCAL ] Loaded configuration for HBM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.148008] [DEBUG] [LOCAL ] Loaded configuration for SREA: 5 features, 90.0% accuracy [2025-11-22T01:31:43.148372] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.148714] [DEBUG] [LOCAL ] Loaded configuration for NHI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.149016] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 1 features, 60.0% accuracy [2025-11-22T01:31:43.149337] [DEBUG] [LOCAL ] Loaded configuration for SST: 6 features, 90.0% accuracy [2025-11-22T01:31:43.149414] [DEBUG] [LOCAL ] Loaded configuration for SPHR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.149719] [DEBUG] [LOCAL ] Loaded configuration for STC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.150007] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.150275] [DEBUG] [LOCAL ] Loaded configuration for NVST: 3 features, 70.0% accuracy [2025-11-22T01:31:43.150674] [DEBUG] [LOCAL ] Loaded configuration for UPS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.150755] [DEBUG] [LOCAL ] Loaded configuration for SD: 1 features, 80.0% accuracy [2025-11-22T01:31:43.151067] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 1 features, 60.0% accuracy [2025-11-22T01:31:43.151152] [DEBUG] [LOCAL ] Loaded configuration for MVO: 3 features, 80.0% accuracy [2025-11-22T01:31:43.151506] [DEBUG] [LOCAL ] Loaded configuration for WAB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.151915] [DEBUG] [LOCAL ] Loaded configuration for PPG: 4 features, 60.0% accuracy [2025-11-22T01:31:43.151992] [DEBUG] [LOCAL ] Loaded configuration for DXC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.152312] [DEBUG] [LOCAL ] Loaded configuration for TG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.152582] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-11-22T01:31:43.152884] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-11-22T01:31:43.153178] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.153450] [DEBUG] [LOCAL ] Loaded configuration for VET: 2 features, 90.0% accuracy [2025-11-22T01:31:43.153504] [DEBUG] [LOCAL ] No configuration file found for BFS [2025-11-22T01:31:43.153932] [DEBUG] [LOCAL ] Loaded configuration for FCT: 3 features, 60.0% accuracy [2025-11-22T01:31:43.154202] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.154530] [DEBUG] [LOCAL ] Loaded configuration for HIW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.154919] [DEBUG] [LOCAL ] Loaded configuration for NEM: 4 features, 90.0% accuracy [2025-11-22T01:31:43.155215] [DEBUG] [LOCAL ] Loaded configuration for TAP: 1 features, 90.0% accuracy [2025-11-22T01:31:43.155328] [DEBUG] [LOCAL ] Loaded configuration for OMI: 4 features, 60.0% accuracy [2025-11-22T01:31:43.155725] [DEBUG] [LOCAL ] Loaded configuration for PKE: 2 features, 60.0% accuracy [2025-11-22T01:31:43.156082] [DEBUG] [LOCAL ] Loaded configuration for PHM: 2 features, 60.0% accuracy [2025-11-22T01:31:43.156158] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.156449] [DEBUG] [LOCAL ] Loaded configuration for NU: 2 features, 70.0% accuracy [2025-11-22T01:31:43.156539] [DEBUG] [LOCAL ] Loaded configuration for FMS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.156828] [DEBUG] [LOCAL ] Loaded configuration for ESS: 1 features, 50.0% accuracy [2025-11-22T01:31:43.157160] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-11-22T01:31:43.157437] [DEBUG] [LOCAL ] Loaded configuration for WMB: 3 features, 50.0% accuracy [2025-11-22T01:31:43.157720] [DEBUG] [LOCAL ] Loaded configuration for IPI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.158072] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.158388] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.158677] [DEBUG] [LOCAL ] Loaded configuration for NAN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.159011] [DEBUG] [LOCAL ] Loaded configuration for RL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.159301] [DEBUG] [LOCAL ] Loaded configuration for BLK: 3 features, 90.0% accuracy [2025-11-22T01:31:43.159585] [DEBUG] [LOCAL ] Loaded configuration for TPR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.159702] [DEBUG] [LOCAL ] Loaded configuration for SG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.160048] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-11-22T01:31:43.160365] [DEBUG] [LOCAL ] Loaded configuration for NNN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.160669] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 2 features, 60.0% accuracy [2025-11-22T01:31:43.160960] [DEBUG] [LOCAL ] Loaded configuration for MITT: 1 features, 80.0% accuracy [2025-11-22T01:31:43.161267] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-11-22T01:31:43.161533] [DEBUG] [LOCAL ] Loaded configuration for VVV: 1 features, 60.0% accuracy [2025-11-22T01:31:43.161795] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.162168] [DEBUG] [LOCAL ] Loaded configuration for GPOR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.162748] [DEBUG] [LOCAL ] Loaded configuration for NRGV: 4 features, 100.0% accuracy [2025-11-22T01:31:43.163263] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 70.0% accuracy [2025-11-22T01:31:43.163346] [DEBUG] [LOCAL ] Loaded configuration for ORA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.163700] [DEBUG] [LOCAL ] Loaded configuration for CVE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.164047] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.164341] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.164657] [DEBUG] [LOCAL ] Loaded configuration for RBOT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.164917] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 1 features, 90.0% accuracy [2025-11-22T01:31:43.165303] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 2 features, 100.0% accuracy [2025-11-22T01:31:43.165363] [DEBUG] [LOCAL ] No configuration file found for DVA [2025-11-22T01:31:43.165676] [DEBUG] [LOCAL ] Loaded configuration for SMG: 2 features, 50.0% accuracy [2025-11-22T01:31:43.165754] [DEBUG] [LOCAL ] Loaded configuration for USNA: 1 features, 50.0% accuracy [2025-11-22T01:31:43.166048] [DEBUG] [LOCAL ] Loaded configuration for THS: 4 features, 80.0% accuracy [2025-11-22T01:31:43.166328] [DEBUG] [LOCAL ] Loaded configuration for RGR: 4 features, 80.0% accuracy [2025-11-22T01:31:43.166632] [DEBUG] [LOCAL ] Loaded configuration for GCV: 2 features, 70.0% accuracy [2025-11-22T01:31:43.166908] [DEBUG] [LOCAL ] Loaded configuration for OGE: 5 features, 70.0% accuracy [2025-11-22T01:31:43.166985] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 60.0% accuracy [2025-11-22T01:31:43.167318] [DEBUG] [LOCAL ] Loaded configuration for EQT: 2 features, 60.0% accuracy [2025-11-22T01:31:43.167615] [DEBUG] [LOCAL ] Loaded configuration for UTL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.167936] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-11-22T01:31:43.168220] [DEBUG] [LOCAL ] Loaded configuration for HTD: 0 features, 80.0% accuracy [2025-11-22T01:31:43.168532] [DEBUG] [LOCAL ] Loaded configuration for NFG: 4 features, 70.0% accuracy [2025-11-22T01:31:43.168805] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.169104] [DEBUG] [LOCAL ] Loaded configuration for EQNR: 3 features, 60.0% accuracy [2025-11-22T01:31:43.169509] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 4 features, 90.0% accuracy [2025-11-22T01:31:43.169795] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.170104] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, 80.0% accuracy [2025-11-22T01:31:43.170410] [DEBUG] [LOCAL ] Loaded configuration for RIO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.170782] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.171120] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-11-22T01:31:43.171399] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.171742] [DEBUG] [LOCAL ] Loaded configuration for HLI: 3 features, 100.0% accuracy [2025-11-22T01:31:43.172045] [DEBUG] [LOCAL ] Loaded configuration for OSCR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.172336] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-11-22T01:31:43.172604] [DEBUG] [LOCAL ] Loaded configuration for NVR: 4 features, 70.0% accuracy [2025-11-22T01:31:43.173036] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 2 features, 100.0% accuracy [2025-11-22T01:31:43.173305] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-11-22T01:31:43.173581] [DEBUG] [LOCAL ] Loaded configuration for REZI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.173987] [DEBUG] [LOCAL ] Loaded configuration for PRU: 0 features, 60.0% accuracy [2025-11-22T01:31:43.174293] [DEBUG] [LOCAL ] Loaded configuration for WEA: 2 features, 60.0% accuracy [2025-11-22T01:31:43.174390] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 4 features, 90.0% accuracy [2025-11-22T01:31:43.174439] [DEBUG] [LOCAL ] No configuration file found for BHE [2025-11-22T01:31:43.174504] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 1 features, 90.0% accuracy [2025-11-22T01:31:43.174825] [DEBUG] [LOCAL ] Loaded configuration for SLQT: 2 features, 60.0% accuracy [2025-11-22T01:31:43.175330] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.175699] [DEBUG] [LOCAL ] Loaded configuration for LITB: 2 features, 70.0% accuracy [2025-11-22T01:31:43.175993] [DEBUG] [LOCAL ] Loaded configuration for SSD: 0 features, 70.0% accuracy [2025-11-22T01:31:43.176283] [DEBUG] [LOCAL ] Loaded configuration for SID: 5 features, 70.0% accuracy [2025-11-22T01:31:43.176550] [DEBUG] [LOCAL ] Loaded configuration for TDY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.176808] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-11-22T01:31:43.177160] [DEBUG] [LOCAL ] Loaded configuration for HMY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.177546] [DEBUG] [LOCAL ] Loaded configuration for EOD: 3 features, 90.0% accuracy [2025-11-22T01:31:43.177896] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.177956] [DEBUG] [LOCAL ] No configuration file found for CLB [2025-11-22T01:31:43.178381] [DEBUG] [LOCAL ] Loaded configuration for MYD: 1 features, 50.0% accuracy [2025-11-22T01:31:43.178738] [DEBUG] [LOCAL ] Loaded configuration for HPP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.179023] [DEBUG] [LOCAL ] Loaded configuration for RRX: 1 features, 80.0% accuracy [2025-11-22T01:31:43.179118] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 0 features, 60.0% accuracy [2025-11-22T01:31:43.179421] [DEBUG] [LOCAL ] Loaded configuration for NXP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.179500] [DEBUG] [LOCAL ] Loaded configuration for GVA: 5 features, 70.0% accuracy [2025-11-22T01:31:43.179767] [DEBUG] [LOCAL ] Loaded configuration for QBTS: 4 features, 100.0% accuracy [2025-11-22T01:31:43.180035] [DEBUG] [LOCAL ] Loaded configuration for DTW: 5 features, 70.0% accuracy [2025-11-22T01:31:43.180114] [DEBUG] [LOCAL ] Loaded configuration for DSMC: 3 features, 100.0% accuracy [2025-11-22T01:31:43.180364] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.180676] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.181009] [DEBUG] [LOCAL ] Loaded configuration for FFA: 2 features, 60.0% accuracy [2025-11-22T01:31:43.181311] [DEBUG] [LOCAL ] Loaded configuration for STE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.181583] [DEBUG] [LOCAL ] Loaded configuration for ALG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.181961] [DEBUG] [LOCAL ] Loaded configuration for PKX: 1 features, 90.0% accuracy [2025-11-22T01:31:43.182245] [DEBUG] [LOCAL ] Loaded configuration for UZE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.182559] [DEBUG] [LOCAL ] Loaded configuration for SBI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.182944] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.183025] [DEBUG] [LOCAL ] Loaded configuration for DSU: 5 features, 100.0% accuracy [2025-11-22T01:31:43.183327] [DEBUG] [LOCAL ] Loaded configuration for TPC: 5 features, 60.0% accuracy [2025-11-22T01:31:43.183606] [DEBUG] [LOCAL ] Loaded configuration for EHI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.183936] [DEBUG] [LOCAL ] Loaded configuration for TYG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.184246] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.184528] [DEBUG] [LOCAL ] Loaded configuration for UTF: 4 features, 80.0% accuracy [2025-11-22T01:31:43.184958] [DEBUG] [LOCAL ] Loaded configuration for WBS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.185037] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.185286] [DEBUG] [LOCAL ] Loaded configuration for ODV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.185628] [DEBUG] [LOCAL ] Loaded configuration for TDG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.186019] [DEBUG] [LOCAL ] Loaded configuration for SBR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.186306] [DEBUG] [LOCAL ] Loaded configuration for WU: 3 features, 80.0% accuracy [2025-11-22T01:31:43.186569] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.186931] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 60.0% accuracy [2025-11-22T01:31:43.187253] [DEBUG] [LOCAL ] Loaded configuration for LNC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.187522] [DEBUG] [LOCAL ] Loaded configuration for SBSW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.187600] [DEBUG] [LOCAL ] Loaded configuration for SPRU: 1 features, 80.0% accuracy [2025-11-22T01:31:43.187690] [DEBUG] [LOCAL ] Loaded configuration for TKO: 6 features, 100.0% accuracy [2025-11-22T01:31:43.188163] [DEBUG] [LOCAL ] Loaded configuration for WEX: 1 features, 100.0% accuracy [2025-11-22T01:31:43.188240] [DEBUG] [LOCAL ] Loaded configuration for SCI: 0 features, 60.0% accuracy [2025-11-22T01:31:43.188548] [DEBUG] [LOCAL ] Loaded configuration for BWSN: 1 features, 60.0% accuracy [2025-11-22T01:31:43.188873] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-11-22T01:31:43.189193] [DEBUG] [LOCAL ] Loaded configuration for GEO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.189471] [DEBUG] [LOCAL ] Loaded configuration for MOV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.189742] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.190134] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-11-22T01:31:43.190426] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 90.0% accuracy [2025-11-22T01:31:43.190504] [DEBUG] [LOCAL ] Loaded configuration for PJT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.190814] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.191107] [DEBUG] [LOCAL ] Loaded configuration for OIA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.191417] [DEBUG] [LOCAL ] Loaded configuration for MHD: 3 features, 70.0% accuracy [2025-11-22T01:31:43.191493] [DEBUG] [LOCAL ] Loaded configuration for EHC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.191807] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.192053] [DEBUG] [LOCAL ] Loaded configuration for HWM: 2 features, 90.0% accuracy [2025-11-22T01:31:43.192294] [DEBUG] [LOCAL ] Loaded configuration for NXC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.192609] [DEBUG] [LOCAL ] Loaded configuration for VVX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.193006] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-11-22T01:31:43.193352] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 90.0% accuracy [2025-11-22T01:31:43.193677] [DEBUG] [LOCAL ] Loaded configuration for HBB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.193963] [DEBUG] [LOCAL ] Loaded configuration for MET: 0 features, 50.0% accuracy [2025-11-22T01:31:43.194845] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.195246] [DEBUG] [LOCAL ] Loaded configuration for BCC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.195591] [DEBUG] [LOCAL ] Loaded configuration for MANU: 3 features, 70.0% accuracy [2025-11-22T01:31:43.195964] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.196308] [DEBUG] [LOCAL ] Loaded configuration for MFM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.196393] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-11-22T01:31:43.196459] [DEBUG] [LOCAL ] Loaded configuration for WBX: 0 features, 90.0% accuracy [2025-11-22T01:31:43.196812] [DEBUG] [LOCAL ] Loaded configuration for ROG: 2 features, 50.0% accuracy [2025-11-22T01:31:43.197117] [DEBUG] [LOCAL ] Loaded configuration for YRD: 0 features, 70.0% accuracy [2025-11-22T01:31:43.197438] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.197814] [DEBUG] [LOCAL ] Loaded configuration for NABL: 0 features, 90.0% accuracy [2025-11-22T01:31:43.198165] [DEBUG] [LOCAL ] Loaded configuration for GNE: 1 features, 80.0% accuracy [2025-11-22T01:31:43.198266] [DEBUG] [LOCAL ] Loaded configuration for MWA: 1 features, 60.0% accuracy [2025-11-22T01:31:43.198684] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 4 features, 90.0% accuracy [2025-11-22T01:31:43.199068] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.199413] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-11-22T01:31:43.199709] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.200030] [DEBUG] [LOCAL ] Loaded configuration for TM: 4 features, 90.0% accuracy [2025-11-22T01:31:43.200384] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.200696] [DEBUG] [LOCAL ] Loaded configuration for TOST: 2 features, 90.0% accuracy [2025-11-22T01:31:43.201007] [DEBUG] [LOCAL ] Loaded configuration for MTN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.201304] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-11-22T01:31:43.201683] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-11-22T01:31:43.201993] [DEBUG] [LOCAL ] Loaded configuration for TFC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.202264] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.202343] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 6 features, 80.0% accuracy [2025-11-22T01:31:43.202597] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.203013] [DEBUG] [LOCAL ] Loaded configuration for STK: 3 features, 90.0% accuracy [2025-11-22T01:31:43.203301] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.203610] [DEBUG] [LOCAL ] Loaded configuration for JILL: 3 features, 60.0% accuracy [2025-11-22T01:31:43.203971] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-11-22T01:31:43.204278] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 100.0% accuracy [2025-11-22T01:31:43.204581] [DEBUG] [LOCAL ] Loaded configuration for UMC: 1 features, 90.0% accuracy [2025-11-22T01:31:43.204683] [DEBUG] [LOCAL ] Loaded configuration for MMT: 4 features, 50.0% accuracy [2025-11-22T01:31:43.204989] [DEBUG] [LOCAL ] Loaded configuration for TWI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.205072] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 4 features, 60.0% accuracy [2025-11-22T01:31:43.205347] [DEBUG] [LOCAL ] Loaded configuration for WSR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.205425] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.205831] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.206231] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.206550] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.206842] [DEBUG] [LOCAL ] Loaded configuration for TWO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.206902] [DEBUG] [LOCAL ] No configuration file found for AMTD [2025-11-22T01:31:43.207210] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 60.0% accuracy [2025-11-22T01:31:43.207267] [DEBUG] [LOCAL ] No configuration file found for ATEN [2025-11-22T01:31:43.207518] [DEBUG] [LOCAL ] Loaded configuration for MTW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.207795] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.207874] [DEBUG] [LOCAL ] Loaded configuration for INGR: 5 features, 90.0% accuracy [2025-11-22T01:31:43.208170] [DEBUG] [LOCAL ] Loaded configuration for FINV: 3 features, 90.0% accuracy [2025-11-22T01:31:43.208561] [DEBUG] [LOCAL ] Loaded configuration for ENO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.209676] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.210102] [DEBUG] [LOCAL ] Loaded configuration for WOR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.210404] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.210677] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 60.0% accuracy [2025-11-22T01:31:43.210981] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.211408] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-11-22T01:31:43.211717] [DEBUG] [LOCAL ] Loaded configuration for SB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.212008] [DEBUG] [LOCAL ] Loaded configuration for VAC: 6 features, 90.0% accuracy [2025-11-22T01:31:43.212360] [DEBUG] [LOCAL ] Loaded configuration for VPV: 2 features, 100.0% accuracy [2025-11-22T01:31:43.212629] [DEBUG] [LOCAL ] Loaded configuration for PMT: 0 features, 60.0% accuracy [2025-11-22T01:31:43.212939] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 70.0% accuracy [2025-11-22T01:31:43.213275] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-11-22T01:31:43.213611] [DEBUG] [LOCAL ] Loaded configuration for MAIN: 1 features, 50.0% accuracy [2025-11-22T01:31:43.213891] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 0 features, 70.0% accuracy [2025-11-22T01:31:43.214142] [DEBUG] [LOCAL ] Loaded configuration for PKST: 2 features, 90.0% accuracy [2025-11-22T01:31:43.214525] [DEBUG] [LOCAL ] Loaded configuration for NMM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.214636] [DEBUG] [LOCAL ] Loaded configuration for THQ: 5 features, 90.0% accuracy [2025-11-22T01:31:43.214942] [DEBUG] [LOCAL ] Loaded configuration for SJM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.215022] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-11-22T01:31:43.215085] [DEBUG] [LOCAL ] Loaded configuration for IRS: 1 features, 50.0% accuracy [2025-11-22T01:31:43.215128] [DEBUG] [LOCAL ] No configuration file found for BKH [2025-11-22T01:31:43.215372] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.215451] [DEBUG] [LOCAL ] Loaded configuration for OMC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.215773] [DEBUG] [LOCAL ] Loaded configuration for SON: 0 features, 60.0% accuracy [2025-11-22T01:31:43.216129] [DEBUG] [LOCAL ] Loaded configuration for TRU: 1 features, 70.0% accuracy [2025-11-22T01:31:43.216488] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.216742] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.216819] [DEBUG] [LOCAL ] Loaded configuration for ESNT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.217139] [DEBUG] [LOCAL ] Loaded configuration for NMR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.217422] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-11-22T01:31:43.217743] [DEBUG] [LOCAL ] Loaded configuration for IVT: 4 features, 80.0% accuracy [2025-11-22T01:31:43.217833] [DEBUG] [LOCAL ] Loaded configuration for MODG: 3 features, 90.0% accuracy [2025-11-22T01:31:43.218093] [DEBUG] [LOCAL ] Loaded configuration for RHP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.218417] [DEBUG] [LOCAL ] Loaded configuration for ELV: 1 features, 80.0% accuracy [2025-11-22T01:31:43.218734] [DEBUG] [LOCAL ] Loaded configuration for GGT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.219147] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.219449] [DEBUG] [LOCAL ] Loaded configuration for QD: 3 features, 90.0% accuracy [2025-11-22T01:31:43.219718] [DEBUG] [LOCAL ] Loaded configuration for BCE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.219817] [DEBUG] [LOCAL ] Loaded configuration for TNC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.220180] [DEBUG] [LOCAL ] Loaded configuration for BKE: 5 features, 80.0% accuracy [2025-11-22T01:31:43.220473] [DEBUG] [LOCAL ] Loaded configuration for PK: 1 features, 70.0% accuracy [2025-11-22T01:31:43.220526] [DEBUG] [LOCAL ] No configuration file found for BRO [2025-11-22T01:31:43.220799] [DEBUG] [LOCAL ] Loaded configuration for GFI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.220876] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-11-22T01:31:43.221249] [DEBUG] [LOCAL ] Loaded configuration for NBB: 2 features, 70.0% accuracy [2025-11-22T01:31:43.221357] [DEBUG] [LOCAL ] Loaded configuration for BRT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.221428] [DEBUG] [LOCAL ] Loaded configuration for PII: 3 features, 70.0% accuracy [2025-11-22T01:31:43.221492] [DEBUG] [LOCAL ] Loaded configuration for FPI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.221590] [DEBUG] [LOCAL ] Loaded configuration for EGP: 4 features, 80.0% accuracy [2025-11-22T01:31:43.221920] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 0 features, 80.0% accuracy [2025-11-22T01:31:43.222205] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 70.0% accuracy [2025-11-22T01:31:43.222477] [DEBUG] [LOCAL ] Loaded configuration for NCA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.222849] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.223181] [DEBUG] [LOCAL ] Loaded configuration for RFI: 4 features, 80.0% accuracy [2025-11-22T01:31:43.223260] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-11-22T01:31:43.223524] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.223851] [DEBUG] [LOCAL ] Loaded configuration for PCG: 2 features, 60.0% accuracy [2025-11-22T01:31:43.224108] [DEBUG] [LOCAL ] Loaded configuration for WAL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.224436] [DEBUG] [LOCAL ] Loaded configuration for THO: 4 features, 80.0% accuracy [2025-11-22T01:31:43.224827] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.225094] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 2 features, 90.0% accuracy [2025-11-22T01:31:43.225353] [DEBUG] [LOCAL ] Loaded configuration for FMC: 4 features, 80.0% accuracy [2025-11-22T01:31:43.225710] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 4 features, 90.0% accuracy [2025-11-22T01:31:43.226050] [DEBUG] [LOCAL ] Loaded configuration for GIS: 5 features, 90.0% accuracy [2025-11-22T01:31:43.226338] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.226601] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 1 features, 90.0% accuracy [2025-11-22T01:31:43.226903] [DEBUG] [LOCAL ] Loaded configuration for VTS: 4 features, 90.0% accuracy [2025-11-22T01:31:43.227227] [DEBUG] [LOCAL ] Loaded configuration for HGV: 3 features, 60.0% accuracy [2025-11-22T01:31:43.227562] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 3 features, 90.0% accuracy [2025-11-22T01:31:43.227942] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.228225] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-11-22T01:31:43.228483] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 1 features, 80.0% accuracy [2025-11-22T01:31:43.228889] [DEBUG] [LOCAL ] Loaded configuration for NE: 0 features, 60.0% accuracy [2025-11-22T01:31:43.229177] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-11-22T01:31:43.229267] [DEBUG] [LOCAL ] Loaded configuration for RELX: 0 features, 60.0% accuracy [2025-11-22T01:31:43.230202] [DEBUG] [LOCAL ] Loaded configuration for NXJ: 1 features, 40.0% accuracy [2025-11-22T01:31:43.230496] [DEBUG] [LOCAL ] Loaded configuration for WPP: 0 features, 60.0% accuracy [2025-11-22T01:31:43.230847] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-11-22T01:31:43.231122] [DEBUG] [LOCAL ] Loaded configuration for IPG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.231209] [DEBUG] [LOCAL ] Loaded configuration for R: 1 features, 70.0% accuracy [2025-11-22T01:31:43.231287] [DEBUG] [LOCAL ] Loaded configuration for ICL: 0 features, 70.0% accuracy [2025-11-22T01:31:43.231361] [DEBUG] [LOCAL ] Loaded configuration for SRV: 2 features, 70.0% accuracy [2025-11-22T01:31:43.231623] [DEBUG] [LOCAL ] Loaded configuration for DEI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.231721] [DEBUG] [LOCAL ] Loaded configuration for MSM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.232101] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.232409] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.232676] [DEBUG] [LOCAL ] Loaded configuration for AORT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.233069] [DEBUG] [LOCAL ] Loaded configuration for TSI: 0 features, 70.0% accuracy [2025-11-22T01:31:43.233390] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.233759] [DEBUG] [LOCAL ] Loaded configuration for EMN: 1 features, 90.0% accuracy [2025-11-22T01:31:43.234026] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-11-22T01:31:43.234363] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 80.0% accuracy [2025-11-22T01:31:43.234636] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 4 features, 90.0% accuracy [2025-11-22T01:31:43.234963] [DEBUG] [LOCAL ] Loaded configuration for EMO: 5 features, 70.0% accuracy [2025-11-22T01:31:43.235296] [DEBUG] [LOCAL ] Loaded configuration for RWT: 4 features, 70.0% accuracy [2025-11-22T01:31:43.235568] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.235917] [DEBUG] [LOCAL ] Loaded configuration for DOW: 2 features, 80.0% accuracy [2025-11-22T01:31:43.236176] [DEBUG] [LOCAL ] Loaded configuration for KMT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.236447] [DEBUG] [LOCAL ] Loaded configuration for RKT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.236523] [DEBUG] [LOCAL ] Loaded configuration for NRUC: 3 features, 100.0% accuracy [2025-11-22T01:31:43.236874] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 2 features, 80.0% accuracy [2025-11-22T01:31:43.237154] [DEBUG] [LOCAL ] Loaded configuration for NGVT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.237415] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-11-22T01:31:43.237492] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.237863] [DEBUG] [LOCAL ] Loaded configuration for VYX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.238202] [DEBUG] [LOCAL ] Loaded configuration for EIX: 3 features, 70.0% accuracy [2025-11-22T01:31:43.238278] [DEBUG] [LOCAL ] Loaded configuration for PUMP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.238597] [DEBUG] [LOCAL ] Loaded configuration for A: 2 features, 80.0% accuracy [2025-11-22T01:31:43.238698] [DEBUG] [LOCAL ] Loaded configuration for NPK: 4 features, 70.0% accuracy [2025-11-22T01:31:43.238965] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.239247] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 0 features, 70.0% accuracy [2025-11-22T01:31:43.239556] [DEBUG] [LOCAL ] Loaded configuration for EQH: 3 features, 70.0% accuracy [2025-11-22T01:31:43.239910] [DEBUG] [LOCAL ] Loaded configuration for BSL: 3 features, 70.0% accuracy [2025-11-22T01:31:43.240189] [DEBUG] [LOCAL ] Loaded configuration for RITM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.240513] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.240883] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.241157] [DEBUG] [LOCAL ] Loaded configuration for SCHW: 1 features, 80.0% accuracy [2025-11-22T01:31:43.241433] [DEBUG] [LOCAL ] Loaded configuration for RCI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.241765] [DEBUG] [LOCAL ] Loaded configuration for MCN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.242157] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-11-22T01:31:43.242510] [DEBUG] [LOCAL ] Loaded configuration for SKE: 1 features, 70.0% accuracy [2025-11-22T01:31:43.242771] [DEBUG] [LOCAL ] Loaded configuration for MAC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.243053] [DEBUG] [LOCAL ] Loaded configuration for OKE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.243413] [DEBUG] [LOCAL ] Loaded configuration for SPG: 0 features, 70.0% accuracy [2025-11-22T01:31:43.243822] [DEBUG] [LOCAL ] Loaded configuration for ITW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.244141] [DEBUG] [LOCAL ] Loaded configuration for PCOR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.244511] [DEBUG] [LOCAL ] Loaded configuration for SBS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.244817] [DEBUG] [LOCAL ] Loaded configuration for SUPV: 3 features, 70.0% accuracy [2025-11-22T01:31:43.245150] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.245467] [DEBUG] [LOCAL ] Loaded configuration for U: 1 features, 80.0% accuracy [2025-11-22T01:31:43.245774] [DEBUG] [LOCAL ] Loaded configuration for RTO: 3 features, 80.0% accuracy [2025-11-22T01:31:43.246081] [DEBUG] [LOCAL ] Loaded configuration for PSF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.246335] [DEBUG] [LOCAL ] Loaded configuration for PNNT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.246677] [DEBUG] [LOCAL ] Loaded configuration for PSN: 0 features, 90.0% accuracy [2025-11-22T01:31:43.247037] [DEBUG] [LOCAL ] Loaded configuration for SNN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.247395] [DEBUG] [LOCAL ] Loaded configuration for TUYA: 1 features, 40.0% accuracy [2025-11-22T01:31:43.247743] [DEBUG] [LOCAL ] Loaded configuration for GETY: 3 features, 50.0% accuracy [2025-11-22T01:31:43.248011] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.248339] [DEBUG] [LOCAL ] Loaded configuration for WSO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.248678] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.248978] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.249275] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 100.0% accuracy [2025-11-22T01:31:43.249568] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-11-22T01:31:43.249963] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.250247] [DEBUG] [LOCAL ] Loaded configuration for DINO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.250566] [DEBUG] [LOCAL ] Loaded configuration for OC: 4 features, 70.0% accuracy [2025-11-22T01:31:43.250668] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.250922] [DEBUG] [LOCAL ] Loaded configuration for MSI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.251222] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.251479] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy [2025-11-22T01:31:43.251745] [DEBUG] [LOCAL ] Loaded configuration for NPWR: 3 features, 100.0% accuracy [2025-11-22T01:31:43.252117] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.252519] [DEBUG] [LOCAL ] Loaded configuration for IHD: 2 features, 80.0% accuracy [2025-11-22T01:31:43.252878] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.253130] [DEBUG] [LOCAL ] Loaded configuration for NOW: 1 features, 70.0% accuracy [2025-11-22T01:31:43.253404] [DEBUG] [LOCAL ] Loaded configuration for NCV: 0 features, 80.0% accuracy [2025-11-22T01:31:43.253770] [DEBUG] [LOCAL ] Loaded configuration for SGU: 1 features, 80.0% accuracy [2025-11-22T01:31:43.254170] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.254530] [DEBUG] [LOCAL ] Loaded configuration for URI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.255891] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 80.0% accuracy [2025-11-22T01:31:43.256181] [DEBUG] [LOCAL ] Loaded configuration for SBH: 3 features, 70.0% accuracy [2025-11-22T01:31:43.256437] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-11-22T01:31:43.256936] [DEBUG] [LOCAL ] Loaded configuration for BOND: 3 features, 60.0% accuracy [2025-11-22T01:31:43.257260] [DEBUG] [LOCAL ] Loaded configuration for MHO: 1 features, 60.0% accuracy [2025-11-22T01:31:43.257604] [DEBUG] [LOCAL ] Loaded configuration for TDF: 6 features, 90.0% accuracy [2025-11-22T01:31:43.257706] [DEBUG] [LOCAL ] Loaded configuration for WY: 0 features, 90.0% accuracy [2025-11-22T01:31:43.257772] [DEBUG] [LOCAL ] Loaded configuration for PPL: 3 features, 90.0% accuracy [2025-11-22T01:31:43.257836] [DEBUG] [LOCAL ] Loaded configuration for KW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.258130] [DEBUG] [LOCAL ] Loaded configuration for MMU: 2 features, 80.0% accuracy [2025-11-22T01:31:43.258477] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 5 features, 90.0% accuracy [2025-11-22T01:31:43.258765] [DEBUG] [LOCAL ] Loaded configuration for JRS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.259086] [DEBUG] [LOCAL ] Loaded configuration for SVV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.259463] [DEBUG] [LOCAL ] Loaded configuration for STT: 5 features, 90.0% accuracy [2025-11-22T01:31:43.259762] [DEBUG] [LOCAL ] Loaded configuration for PGR: 3 features, 60.0% accuracy [2025-11-22T01:31:43.260179] [DEBUG] [LOCAL ] Loaded configuration for FRO: 4 features, 80.0% accuracy [2025-11-22T01:31:43.260271] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 80.0% accuracy [2025-11-22T01:31:43.260571] [DEBUG] [LOCAL ] Loaded configuration for KKR: 0 features, 70.0% accuracy [2025-11-22T01:31:43.260903] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-11-22T01:31:43.261225] [DEBUG] [LOCAL ] Loaded configuration for LAW: 0 features, 70.0% accuracy [2025-11-22T01:31:43.261546] [DEBUG] [LOCAL ] Loaded configuration for WKC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.261604] [DEBUG] [LOCAL ] No configuration file found for VTR [2025-11-22T01:31:43.261900] [DEBUG] [LOCAL ] Loaded configuration for NEE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.262163] [DEBUG] [LOCAL ] Loaded configuration for DDD: 1 features, 70.0% accuracy [2025-11-22T01:31:43.262473] [DEBUG] [LOCAL ] Loaded configuration for JCI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.262751] [DEBUG] [LOCAL ] Loaded configuration for NET: 5 features, 90.0% accuracy [2025-11-22T01:31:43.263085] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.263496] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.263753] [DEBUG] [LOCAL ] Loaded configuration for CLVT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.264058] [DEBUG] [LOCAL ] Loaded configuration for SR: 3 features, 90.0% accuracy [2025-11-22T01:31:43.264446] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-11-22T01:31:43.264525] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-11-22T01:31:43.265103] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.265439] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-11-22T01:31:43.265700] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-11-22T01:31:43.265782] [DEBUG] [LOCAL ] Loaded configuration for KFS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.266110] [DEBUG] [LOCAL ] Loaded configuration for RIG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.266481] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.266561] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-11-22T01:31:43.266628] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 3 features, 70.0% accuracy [2025-11-22T01:31:43.266961] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.267430] [DEBUG] [LOCAL ] Loaded configuration for MUX: 5 features, 70.0% accuracy [2025-11-22T01:31:43.267761] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-11-22T01:31:43.268068] [DEBUG] [LOCAL ] Loaded configuration for HR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.268442] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 3 features, 60.0% accuracy [2025-11-22T01:31:43.268712] [DEBUG] [LOCAL ] Loaded configuration for BTE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.269085] [DEBUG] [LOCAL ] Loaded configuration for OUT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.269424] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 70.0% accuracy [2025-11-22T01:31:43.269703] [DEBUG] [LOCAL ] Loaded configuration for RLI: 0 features, 90.0% accuracy [2025-11-22T01:31:43.270056] [DEBUG] [LOCAL ] Loaded configuration for UNP: 4 features, 90.0% accuracy [2025-11-22T01:31:43.270365] [DEBUG] [LOCAL ] Loaded configuration for TRC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.270735] [DEBUG] [LOCAL ] Loaded configuration for HZO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.271014] [DEBUG] [LOCAL ] Loaded configuration for IONQ: 1 features, 50.0% accuracy [2025-11-22T01:31:43.271288] [DEBUG] [LOCAL ] Loaded configuration for NIM: 0 features, 70.0% accuracy [2025-11-22T01:31:43.271679] [DEBUG] [LOCAL ] Loaded configuration for NPV: 4 features, 70.0% accuracy [2025-11-22T01:31:43.271982] [DEBUG] [LOCAL ] Loaded configuration for VICI: 4 features, 80.0% accuracy [2025-11-22T01:31:43.272318] [DEBUG] [LOCAL ] Loaded configuration for PBH: 1 features, 80.0% accuracy [2025-11-22T01:31:43.272627] [DEBUG] [LOCAL ] Loaded configuration for PRI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.272708] [DEBUG] [LOCAL ] No configuration file found for BBUC [2025-11-22T01:31:43.273012] [DEBUG] [LOCAL ] Loaded configuration for AWP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.273331] [DEBUG] [LOCAL ] Loaded configuration for ESE: 3 features, 60.0% accuracy [2025-11-22T01:31:43.273590] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 70.0% accuracy [2025-11-22T01:31:43.273975] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.274244] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-11-22T01:31:43.274550] [DEBUG] [LOCAL ] Loaded configuration for RSG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.274833] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 1 features, 60.0% accuracy [2025-11-22T01:31:43.275158] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.275262] [DEBUG] [LOCAL ] Loaded configuration for MYN: 1 features, 100.0% accuracy [2025-11-22T01:31:43.275527] [DEBUG] [LOCAL ] Loaded configuration for BLDR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.275795] [DEBUG] [LOCAL ] Loaded configuration for GNK: 3 features, 70.0% accuracy [2025-11-22T01:31:43.276105] [DEBUG] [LOCAL ] Loaded configuration for AWR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.276184] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.276559] [DEBUG] [LOCAL ] Loaded configuration for VBF: 4 features, 90.0% accuracy [2025-11-22T01:31:43.276896] [DEBUG] [LOCAL ] Loaded configuration for DNA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.277239] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-11-22T01:31:43.277317] [DEBUG] [LOCAL ] Loaded configuration for OEC: 0 features, 80.0% accuracy [2025-11-22T01:31:43.277592] [DEBUG] [LOCAL ] Loaded configuration for WAT: 3 features, 60.0% accuracy [2025-11-22T01:31:43.277921] [DEBUG] [LOCAL ] Loaded configuration for TDW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.278237] [DEBUG] [LOCAL ] Loaded configuration for NTB: 2 features, 90.0% accuracy [2025-11-22T01:31:43.278531] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.278605] [DEBUG] [LOCAL ] Loaded configuration for SCD: 1 features, 70.0% accuracy [2025-11-22T01:31:43.278721] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-11-22T01:31:43.279029] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.279287] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 3 features, 80.0% accuracy [2025-11-22T01:31:43.279561] [DEBUG] [LOCAL ] Loaded configuration for DIAX: 2 features, 50.0% accuracy [2025-11-22T01:31:43.279879] [DEBUG] [LOCAL ] Loaded configuration for PAG: 2 features, 40.0% accuracy [2025-11-22T01:31:43.280225] [DEBUG] [LOCAL ] Loaded configuration for GF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.280503] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.280877] [DEBUG] [LOCAL ] Loaded configuration for DOV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.281179] [DEBUG] [LOCAL ] Loaded configuration for TBI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.281252] [DEBUG] [LOCAL ] Loaded configuration for TRAK: 4 features, 80.0% accuracy [2025-11-22T01:31:43.281511] [DEBUG] [LOCAL ] Loaded configuration for JLL: 5 features, 90.0% accuracy [2025-11-22T01:31:43.281841] [DEBUG] [LOCAL ] Loaded configuration for MGF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.282152] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 2 features, 90.0% accuracy [2025-11-22T01:31:43.282465] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 5 features, 90.0% accuracy [2025-11-22T01:31:43.282806] [DEBUG] [LOCAL ] Loaded configuration for UL: 3 features, 80.0% accuracy [2025-11-22T01:31:43.283229] [DEBUG] [LOCAL ] Loaded configuration for SOL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.283519] [DEBUG] [LOCAL ] Loaded configuration for WELL: 1 features, 50.0% accuracy [2025-11-22T01:31:43.283821] [DEBUG] [LOCAL ] Loaded configuration for VVR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.284164] [DEBUG] [LOCAL ] Loaded configuration for SPNT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.284509] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 4 features, 60.0% accuracy [2025-11-22T01:31:43.284936] [DEBUG] [LOCAL ] Loaded configuration for VZ: 3 features, 60.0% accuracy [2025-11-22T01:31:43.285235] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.285554] [DEBUG] [LOCAL ] Loaded configuration for DTE: 0 features, 70.0% accuracy [2025-11-22T01:31:43.285666] [DEBUG] [LOCAL ] Loaded configuration for NGS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.285975] [DEBUG] [LOCAL ] Loaded configuration for OVV: 3 features, 90.0% accuracy [2025-11-22T01:31:43.286050] [DEBUG] [LOCAL ] Loaded configuration for TPH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.286289] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-11-22T01:31:43.286364] [DEBUG] [LOCAL ] Loaded configuration for SSB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.286427] [DEBUG] [LOCAL ] Loaded configuration for MGR: 2 features, 100.0% accuracy [2025-11-22T01:31:43.286783] [DEBUG] [LOCAL ] Loaded configuration for TK: 3 features, 70.0% accuracy [2025-11-22T01:31:43.287225] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.287634] [DEBUG] [LOCAL ] Loaded configuration for PMM: 4 features, 70.0% accuracy [2025-11-22T01:31:43.287948] [DEBUG] [LOCAL ] Loaded configuration for WEAV: 1 features, 70.0% accuracy [2025-11-22T01:31:43.288209] [DEBUG] [LOCAL ] Loaded configuration for WFG: 3 features, 80.0% accuracy [2025-11-22T01:31:43.288601] [DEBUG] [LOCAL ] Loaded configuration for HG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.288697] [DEBUG] [LOCAL ] Loaded configuration for SU: 4 features, 90.0% accuracy [2025-11-22T01:31:43.289002] [DEBUG] [LOCAL ] Loaded configuration for MYI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.289317] [DEBUG] [LOCAL ] Loaded configuration for LDP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.289584] [DEBUG] [LOCAL ] Loaded configuration for DY: 4 features, 70.0% accuracy [2025-11-22T01:31:43.289994] [DEBUG] [LOCAL ] Loaded configuration for STAG: 0 features, 60.0% accuracy [2025-11-22T01:31:43.290303] [DEBUG] [LOCAL ] Loaded configuration for RNR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.290563] [DEBUG] [LOCAL ] Loaded configuration for WM: 4 features, 50.0% accuracy [2025-11-22T01:31:43.290894] [DEBUG] [LOCAL ] Loaded configuration for PBT: 0 features, 50.0% accuracy [2025-11-22T01:31:43.291247] [DEBUG] [LOCAL ] Loaded configuration for NMT: 0 features, 80.0% accuracy [2025-11-22T01:31:43.291324] [DEBUG] [LOCAL ] Loaded configuration for SAH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.291636] [DEBUG] [LOCAL ] Loaded configuration for PIPR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.292167] [DEBUG] [LOCAL ] Loaded configuration for SKT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.292599] [DEBUG] [LOCAL ] Loaded configuration for BOOT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.292711] [DEBUG] [LOCAL ] Loaded configuration for PCM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.293037] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 0 features, 70.0% accuracy [2025-11-22T01:31:43.293330] [DEBUG] [LOCAL ] Loaded configuration for SLB: 3 features, 70.0% accuracy [2025-11-22T01:31:43.293615] [DEBUG] [LOCAL ] Loaded configuration for VGM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.293952] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.294032] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.294354] [DEBUG] [LOCAL ] Loaded configuration for NOG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.294630] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.294964] [DEBUG] [LOCAL ] Loaded configuration for SHG: 4 features, 80.0% accuracy [2025-11-22T01:31:43.295044] [DEBUG] [LOCAL ] Loaded configuration for FOR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.295109] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 70.0% accuracy [2025-11-22T01:31:43.295378] [DEBUG] [LOCAL ] Loaded configuration for UA: 3 features, 50.0% accuracy [2025-11-22T01:31:43.295661] [DEBUG] [LOCAL ] Loaded configuration for EGO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.295964] [DEBUG] [LOCAL ] Loaded configuration for EQR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.296257] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-11-22T01:31:43.296575] [DEBUG] [LOCAL ] Loaded configuration for SITC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.296956] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 0 features, 80.0% accuracy [2025-11-22T01:31:43.297400] [DEBUG] [LOCAL ] Loaded configuration for SSL: 2 features, 60.0% accuracy [2025-11-22T01:31:43.297729] [DEBUG] [LOCAL ] Loaded configuration for SXT: 0 features, 70.0% accuracy [2025-11-22T01:31:43.298018] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.298347] [DEBUG] [LOCAL ] Loaded configuration for UGP: 4 features, 70.0% accuracy [2025-11-22T01:31:43.298625] [DEBUG] [LOCAL ] Loaded configuration for YSG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.298946] [DEBUG] [LOCAL ] Loaded configuration for VFC: 4 features, 90.0% accuracy [2025-11-22T01:31:43.299333] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.299665] [DEBUG] [LOCAL ] Loaded configuration for TKC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.299931] [DEBUG] [LOCAL ] Loaded configuration for SPIR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.300310] [DEBUG] [LOCAL ] Loaded configuration for MPV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.300673] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.300986] [DEBUG] [LOCAL ] Loaded configuration for SRG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.301077] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-11-22T01:31:43.301332] [DEBUG] [LOCAL ] Loaded configuration for NI: 3 features, 70.0% accuracy [2025-11-22T01:31:43.301663] [DEBUG] [LOCAL ] Loaded configuration for NJR: 5 features, 90.0% accuracy [2025-11-22T01:31:43.301933] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.302298] [DEBUG] [LOCAL ] Loaded configuration for GIC: 1 features, 50.0% accuracy [2025-11-22T01:31:43.302377] [DEBUG] [LOCAL ] Loaded configuration for GLW: 1 features, 70.0% accuracy [2025-11-22T01:31:43.302632] [DEBUG] [LOCAL ] Loaded configuration for RFM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.302940] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.303389] [DEBUG] [LOCAL ] Loaded configuration for WINN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.303704] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.303782] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.304075] [DEBUG] [LOCAL ] Loaded configuration for ECAT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.304348] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.304858] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.305496] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 90.0% accuracy [2025-11-22T01:31:43.305818] [DEBUG] [LOCAL ] Loaded configuration for PIM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.306192] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.306577] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-11-22T01:31:43.306967] [DEBUG] [LOCAL ] Loaded configuration for UNM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.307314] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.307622] [DEBUG] [LOCAL ] Loaded configuration for PL: 3 features, 70.0% accuracy [2025-11-22T01:31:43.307965] [DEBUG] [LOCAL ] Loaded configuration for STZ: 0 features, 70.0% accuracy [2025-11-22T01:31:43.308243] [DEBUG] [LOCAL ] Loaded configuration for WOLF: 3 features, 90.0% accuracy [2025-11-22T01:31:43.308604] [DEBUG] [LOCAL ] Loaded configuration for PAI: 2 features, 50.0% accuracy [2025-11-22T01:31:43.309068] [DEBUG] [LOCAL ] Loaded configuration for HKD: 3 features, 50.0% accuracy [2025-11-22T01:31:43.309423] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.309719] [DEBUG] [LOCAL ] Loaded configuration for RC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.309794] [DEBUG] [LOCAL ] Loaded configuration for STWD: 3 features, 60.0% accuracy [2025-11-22T01:31:43.309855] [DEBUG] [LOCAL ] Loaded configuration for UP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.310104] [DEBUG] [LOCAL ] Loaded configuration for RCL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.310379] [DEBUG] [LOCAL ] Loaded configuration for NPCT: 4 features, 70.0% accuracy [2025-11-22T01:31:43.310661] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 0 features, 70.0% accuracy [2025-11-22T01:31:43.311024] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-11-22T01:31:43.311302] [DEBUG] [LOCAL ] Loaded configuration for HRI: 2 features, 30.0% accuracy [2025-11-22T01:31:43.311578] [DEBUG] [LOCAL ] Loaded configuration for YUM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.312018] [DEBUG] [LOCAL ] Loaded configuration for OI: 3 features, 60.0% accuracy [2025-11-22T01:31:43.312287] [DEBUG] [LOCAL ] Loaded configuration for VNO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.312630] [DEBUG] [LOCAL ] Loaded configuration for JFR: 0 features, 50.0% accuracy [2025-11-22T01:31:43.312739] [DEBUG] [LOCAL ] Loaded configuration for PAGS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.313034] [DEBUG] [LOCAL ] Loaded configuration for SUN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.313116] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-11-22T01:31:43.313418] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.313737] [DEBUG] [LOCAL ] Loaded configuration for EXR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.313810] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.314053] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.314321] [DEBUG] [LOCAL ] Loaded configuration for ST: 4 features, 90.0% accuracy [2025-11-22T01:31:43.314570] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.314966] [DEBUG] [LOCAL ] Loaded configuration for MMI: 0 features, 50.0% accuracy [2025-11-22T01:31:43.315406] [DEBUG] [LOCAL ] Loaded configuration for TDC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.315665] [DEBUG] [LOCAL ] Loaded configuration for RIV: 1 features, 40.0% accuracy [2025-11-22T01:31:43.315761] [DEBUG] [LOCAL ] Loaded configuration for ETV: 5 features, 90.0% accuracy [2025-11-22T01:31:43.316143] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-11-22T01:31:43.316467] [DEBUG] [LOCAL ] Loaded configuration for GUT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.316737] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.316996] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 1 features, 90.0% accuracy [2025-11-22T01:31:43.317070] [DEBUG] [LOCAL ] No configuration file found for ATO [2025-11-22T01:31:43.317422] [DEBUG] [LOCAL ] Loaded configuration for UAN: 2 features, 50.0% accuracy [2025-11-22T01:31:43.317682] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-11-22T01:31:43.317958] [DEBUG] [LOCAL ] Loaded configuration for TAK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.318332] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.318407] [DEBUG] [LOCAL ] Loaded configuration for EOT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.318809] [DEBUG] [LOCAL ] Loaded configuration for EVR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.318883] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 5 features, 60.0% accuracy [2025-11-22T01:31:43.319197] [DEBUG] [LOCAL ] Loaded configuration for V: 5 features, 90.0% accuracy [2025-11-22T01:31:43.319482] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-11-22T01:31:43.319781] [DEBUG] [LOCAL ] Loaded configuration for ING: 1 features, 90.0% accuracy [2025-11-22T01:31:43.319833] [DEBUG] [LOCAL ] No configuration file found for BEN [2025-11-22T01:31:43.320154] [DEBUG] [LOCAL ] Loaded configuration for VCV: 5 features, 90.0% accuracy [2025-11-22T01:31:43.320458] [DEBUG] [LOCAL ] Loaded configuration for HOV: 2 features, 60.0% accuracy [2025-11-22T01:31:43.320852] [DEBUG] [LOCAL ] Loaded configuration for AU: 2 features, 90.0% accuracy [2025-11-22T01:31:43.320928] [DEBUG] [LOCAL ] Loaded configuration for USPH: 2 features, 40.0% accuracy [2025-11-22T01:31:43.320991] [DEBUG] [LOCAL ] Loaded configuration for ESRT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.321333] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 4 features, 90.0% accuracy [2025-11-22T01:31:43.321770] [DEBUG] [LOCAL ] Loaded configuration for ERO: 3 features, 100.0% accuracy [2025-11-22T01:31:43.322081] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 4 features, 70.0% accuracy [2025-11-22T01:31:43.322389] [DEBUG] [LOCAL ] Loaded configuration for EMP: 3 features, 50.0% accuracy [2025-11-22T01:31:43.322717] [DEBUG] [LOCAL ] Loaded configuration for GDO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.323073] [DEBUG] [LOCAL ] Loaded configuration for REXR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.323411] [DEBUG] [LOCAL ] Loaded configuration for UNF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.323486] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-11-22T01:31:43.323789] [DEBUG] [LOCAL ] Loaded configuration for NWN: 0 features, 50.0% accuracy [2025-11-22T01:31:43.324121] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.324456] [DEBUG] [LOCAL ] Loaded configuration for SRI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.324824] [DEBUG] [LOCAL ] Loaded configuration for FNV: 0 features, 60.0% accuracy [2025-11-22T01:31:43.325134] [DEBUG] [LOCAL ] Loaded configuration for BCAT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.325419] [DEBUG] [LOCAL ] Loaded configuration for GXO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.325766] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-11-22T01:31:43.326129] [DEBUG] [LOCAL ] Loaded configuration for RBC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.326526] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-11-22T01:31:43.326833] [DEBUG] [LOCAL ] Loaded configuration for PML: 1 features, 80.0% accuracy [2025-11-22T01:31:43.326906] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.327208] [DEBUG] [LOCAL ] Loaded configuration for NOK: 1 features, 50.0% accuracy [2025-11-22T01:31:43.327565] [DEBUG] [LOCAL ] Loaded configuration for VST: 4 features, 80.0% accuracy [2025-11-22T01:31:43.327926] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.328269] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-11-22T01:31:43.328607] [DEBUG] [LOCAL ] Loaded configuration for NRDY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.329045] [DEBUG] [LOCAL ] Loaded configuration for IIPR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.329433] [DEBUG] [LOCAL ] Loaded configuration for TY: 3 features, 60.0% accuracy [2025-11-22T01:31:43.329718] [DEBUG] [LOCAL ] Loaded configuration for RNG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.330061] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-11-22T01:31:43.330387] [DEBUG] [LOCAL ] Loaded configuration for E: 2 features, 80.0% accuracy [2025-11-22T01:31:43.330712] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.331045] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 2 features, 100.0% accuracy [2025-11-22T01:31:43.331376] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy [2025-11-22T01:31:43.331666] [DEBUG] [LOCAL ] Loaded configuration for RES: 4 features, 90.0% accuracy [2025-11-22T01:31:43.331952] [DEBUG] [LOCAL ] Loaded configuration for EOS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.332302] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 80.0% accuracy [2025-11-22T01:31:43.332664] [DEBUG] [LOCAL ] Loaded configuration for EFR: 2 features, 90.0% accuracy [2025-11-22T01:31:43.332935] [DEBUG] [LOCAL ] Loaded configuration for FINS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.333246] [DEBUG] [LOCAL ] Loaded configuration for RQI: 4 features, 60.0% accuracy [2025-11-22T01:31:43.333337] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-11-22T01:31:43.333679] [DEBUG] [LOCAL ] Loaded configuration for UNH: 1 features, 80.0% accuracy [2025-11-22T01:31:43.334050] [DEBUG] [LOCAL ] Loaded configuration for VLN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.334538] [DEBUG] [LOCAL ] Loaded configuration for TGT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.335355] [DEBUG] [LOCAL ] Loaded configuration for EMR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.335765] [DEBUG] [LOCAL ] Loaded configuration for TYL: 3 features, 80.0% accuracy [2025-11-22T01:31:43.336095] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 90.0% accuracy [2025-11-22T01:31:43.336358] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.336654] [DEBUG] [LOCAL ] Loaded configuration for APO: 2 features, 90.0% accuracy [2025-11-22T01:31:43.337500] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.338038] [DEBUG] [LOCAL ] Loaded configuration for SAN: 2 features, 60.0% accuracy [2025-11-22T01:31:43.338126] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 1 features, 90.0% accuracy [2025-11-22T01:31:43.338485] [DEBUG] [LOCAL ] Loaded configuration for NUS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.338835] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.339147] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.339415] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 1 features, 70.0% accuracy [2025-11-22T01:31:43.339778] [DEBUG] [LOCAL ] Loaded configuration for PLOW: 3 features, 90.0% accuracy [2025-11-22T01:31:43.340141] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.340407] [DEBUG] [LOCAL ] Loaded configuration for STXK: 1 features, 70.0% accuracy [2025-11-22T01:31:43.340721] [DEBUG] [LOCAL ] Loaded configuration for TGS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.340777] [DEBUG] [LOCAL ] No configuration file found for DV [2025-11-22T01:31:43.341031] [DEBUG] [LOCAL ] Loaded configuration for VIV: 3 features, 100.0% accuracy [2025-11-22T01:31:43.341332] [DEBUG] [LOCAL ] Loaded configuration for SNDR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.341674] [DEBUG] [LOCAL ] Loaded configuration for NSC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.342006] [DEBUG] [LOCAL ] Loaded configuration for THW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.342323] [DEBUG] [LOCAL ] Loaded configuration for USB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.342613] [DEBUG] [LOCAL ] Loaded configuration for AYI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.342926] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 2 features, 90.0% accuracy [2025-11-22T01:31:43.343200] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-11-22T01:31:43.343493] [DEBUG] [LOCAL ] Loaded configuration for VNT: 3 features, 60.0% accuracy [2025-11-22T01:31:43.343813] [DEBUG] [LOCAL ] Loaded configuration for AMCR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.343886] [DEBUG] [LOCAL ] Loaded configuration for EG: 2 features, 90.0% accuracy [2025-11-22T01:31:43.344149] [DEBUG] [LOCAL ] Loaded configuration for NOV: 3 features, 90.0% accuracy [2025-11-22T01:31:43.344425] [DEBUG] [LOCAL ] Loaded configuration for EFXT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.344705] [DEBUG] [LOCAL ] Loaded configuration for ES: 3 features, 70.0% accuracy [2025-11-22T01:31:43.345107] [DEBUG] [LOCAL ] Loaded configuration for MTG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.345425] [DEBUG] [LOCAL ] Loaded configuration for GFR: 4 features, 70.0% accuracy [2025-11-22T01:31:43.345715] [DEBUG] [LOCAL ] Loaded configuration for EDD: 2 features, 70.0% accuracy [2025-11-22T01:31:43.345984] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-11-22T01:31:43.347745] [DEBUG] [LOCAL ] Loaded configuration for POR: 0 features, 70.0% accuracy [2025-11-22T01:31:43.347821] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy [2025-11-22T01:31:43.347885] [DEBUG] [LOCAL ] Loaded configuration for WMS: 8 features, 100.0% accuracy [2025-11-22T01:31:43.348227] [DEBUG] [LOCAL ] Loaded configuration for WF: 2 features, 80.0% accuracy [2025-11-22T01:31:43.348324] [DEBUG] [LOCAL ] Loaded configuration for NVG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.348674] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.348967] [DEBUG] [LOCAL ] Loaded configuration for RZB: 3 features, 60.0% accuracy [2025-11-22T01:31:43.349324] [DEBUG] [LOCAL ] Loaded configuration for NBR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.349592] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.349943] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.350255] [DEBUG] [LOCAL ] Loaded configuration for PRA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.350533] [DEBUG] [LOCAL ] Loaded configuration for PWR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.350969] [DEBUG] [LOCAL ] Loaded configuration for ELP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.351232] [DEBUG] [LOCAL ] Loaded configuration for REX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.351498] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-11-22T01:31:43.352630] [DEBUG] [LOCAL ] Loaded configuration for HOG: 3 features, 90.0% accuracy [2025-11-22T01:31:43.353011] [DEBUG] [LOCAL ] Loaded configuration for AKR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.353085] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-11-22T01:31:43.353408] [DEBUG] [LOCAL ] Loaded configuration for PR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.353462] [DEBUG] [LOCAL ] No configuration file found for ASA [2025-11-22T01:31:43.353721] [DEBUG] [LOCAL ] Loaded configuration for NZF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.354028] [DEBUG] [LOCAL ] Loaded configuration for NUV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.354416] [DEBUG] [LOCAL ] Loaded configuration for ED: 3 features, 90.0% accuracy [2025-11-22T01:31:43.354698] [DEBUG] [LOCAL ] Loaded configuration for RVLV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.354956] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.355348] [DEBUG] [LOCAL ] Loaded configuration for SES: 1 features, 60.0% accuracy [2025-11-22T01:31:43.355604] [DEBUG] [LOCAL ] Loaded configuration for WMK: 4 features, 70.0% accuracy [2025-11-22T01:31:43.355938] [DEBUG] [LOCAL ] Loaded configuration for RA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.356030] [DEBUG] [LOCAL ] Loaded configuration for MX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.356462] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.356537] [DEBUG] [LOCAL ] Loaded configuration for RS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.356807] [DEBUG] [LOCAL ] Loaded configuration for YPF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.357136] [DEBUG] [LOCAL ] Loaded configuration for KAR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.357508] [DEBUG] [LOCAL ] Loaded configuration for EBS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.357800] [DEBUG] [LOCAL ] Loaded configuration for TVE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.358233] [DEBUG] [LOCAL ] Loaded configuration for UMH: 2 features, 60.0% accuracy [2025-11-22T01:31:43.358675] [DEBUG] [LOCAL ] Loaded configuration for MGY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.359018] [DEBUG] [LOCAL ] Loaded configuration for MPW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.359308] [DEBUG] [LOCAL ] Loaded configuration for WGO: 3 features, 90.0% accuracy [2025-11-22T01:31:43.359609] [DEBUG] [LOCAL ] Loaded configuration for PB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.359952] [DEBUG] [LOCAL ] Loaded configuration for STNG: 1 features, 50.0% accuracy [2025-11-22T01:31:43.360297] [DEBUG] [LOCAL ] Loaded configuration for TRV: 0 features, 90.0% accuracy [2025-11-22T01:31:43.360616] [DEBUG] [LOCAL ] Loaded configuration for VMI: 3 features, 70.0% accuracy [2025-11-22T01:31:43.360938] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.361229] [DEBUG] [LOCAL ] Loaded configuration for PX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.361601] [DEBUG] [LOCAL ] Loaded configuration for VRE: 1 features, 70.0% accuracy [2025-11-22T01:31:43.361949] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-11-22T01:31:43.362295] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.362666] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.362999] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.363363] [DEBUG] [LOCAL ] Loaded configuration for SAR: 0 features, 70.0% accuracy [2025-11-22T01:31:43.363704] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-11-22T01:31:43.363979] [DEBUG] [LOCAL ] Loaded configuration for HII: 1 features, 60.0% accuracy [2025-11-22T01:31:43.364053] [DEBUG] [LOCAL ] Loaded configuration for EXK: 1 features, 60.0% accuracy [2025-11-22T01:31:43.364480] [DEBUG] [LOCAL ] Loaded configuration for RDW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.364835] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 1 features, 80.0% accuracy [2025-11-22T01:31:43.364911] [DEBUG] [LOCAL ] Loaded configuration for STXG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.365288] [DEBUG] [LOCAL ] Loaded configuration for TRN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.365584] [DEBUG] [LOCAL ] Loaded configuration for NKX: 5 features, 80.0% accuracy [2025-11-22T01:31:43.365869] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-11-22T01:31:43.366229] [DEBUG] [LOCAL ] Loaded configuration for STVN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.366508] [DEBUG] [LOCAL ] Loaded configuration for PNR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.366763] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.367233] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-11-22T01:31:43.367526] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-11-22T01:31:43.367793] [DEBUG] [LOCAL ] Loaded configuration for VRT: 3 features, 60.0% accuracy [2025-11-22T01:31:43.368128] [DEBUG] [LOCAL ] Loaded configuration for RNP: 4 features, 70.0% accuracy [2025-11-22T01:31:43.368613] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 100.0% accuracy [2025-11-22T01:31:43.368692] [DEBUG] [LOCAL ] No configuration file found for AVK [2025-11-22T01:31:43.368756] [DEBUG] [LOCAL ] Loaded configuration for ATKR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.369024] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.369486] [DEBUG] [LOCAL ] Loaded configuration for TDS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.369850] [DEBUG] [LOCAL ] Loaded configuration for RSF: 4 features, 80.0% accuracy [2025-11-22T01:31:43.370107] [DEBUG] [LOCAL ] Loaded configuration for WT: 0 features, 60.0% accuracy [2025-11-22T01:31:43.370362] [DEBUG] [LOCAL ] Loaded configuration for AMPY: 2 features, 50.0% accuracy [2025-11-22T01:31:43.370779] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.371114] [DEBUG] [LOCAL ] Loaded configuration for EDF: 3 features, 100.0% accuracy [2025-11-22T01:31:43.371459] [DEBUG] [LOCAL ] Loaded configuration for KBR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.371766] [DEBUG] [LOCAL ] Loaded configuration for BUR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.372105] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 3 features, 60.0% accuracy [2025-11-22T01:31:43.372180] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 6 features, 90.0% accuracy [2025-11-22T01:31:43.372253] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-11-22T01:31:43.372513] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 90.0% accuracy [2025-11-22T01:31:43.372804] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.373090] [DEBUG] [LOCAL ] Loaded configuration for NRT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.373400] [DEBUG] [LOCAL ] Loaded configuration for MTDR: 0 features, 90.0% accuracy [2025-11-22T01:31:43.373831] [DEBUG] [LOCAL ] Loaded configuration for JLS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.373904] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.374468] [DEBUG] [LOCAL ] Loaded configuration for PUK: 5 features, 90.0% accuracy [2025-11-22T01:31:43.374837] [DEBUG] [LOCAL ] Loaded configuration for XPO: 3 features, 60.0% accuracy [2025-11-22T01:31:43.375188] [DEBUG] [LOCAL ] Loaded configuration for MVF: 2 features, 70.0% accuracy [2025-11-22T01:31:43.375573] [DEBUG] [LOCAL ] Loaded configuration for UZD: 3 features, 80.0% accuracy [2025-11-22T01:31:43.376106] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.376390] [DEBUG] [LOCAL ] Loaded configuration for BKU: 0 features, 80.0% accuracy [2025-11-22T01:31:43.376665] [DEBUG] [LOCAL ] Loaded configuration for YOU: 3 features, 90.0% accuracy [2025-11-22T01:31:43.377005] [DEBUG] [LOCAL ] Loaded configuration for RCS: 3 features, 90.0% accuracy [2025-11-22T01:31:43.377402] [DEBUG] [LOCAL ] Loaded configuration for SXI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.377477] [DEBUG] [LOCAL ] Loaded configuration for T: 0 features, 60.0% accuracy [2025-11-22T01:31:43.377538] [DEBUG] [LOCAL ] Loaded configuration for AR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.377851] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.377924] [DEBUG] [LOCAL ] Loaded configuration for RNGR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.378177] [DEBUG] [LOCAL ] Loaded configuration for NTST: 1 features, 80.0% accuracy [2025-11-22T01:31:43.378628] [DEBUG] [LOCAL ] Loaded configuration for GGZ: 2 features, 80.0% accuracy [2025-11-22T01:31:43.378977] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.379381] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.379455] [DEBUG] [LOCAL ] Loaded configuration for FCX: 4 features, 90.0% accuracy [2025-11-22T01:31:43.379703] [DEBUG] [LOCAL ] Loaded configuration for MCR: 2 features, 60.0% accuracy [2025-11-22T01:31:43.379775] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.380094] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-11-22T01:31:43.380399] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy [2025-11-22T01:31:43.380472] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-11-22T01:31:43.380777] [DEBUG] [LOCAL ] Loaded configuration for PAR: 5 features, 70.0% accuracy [2025-11-22T01:31:43.380849] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.381148] [DEBUG] [LOCAL ] Loaded configuration for VEEV: 1 features, 70.0% accuracy [2025-11-22T01:31:43.381582] [DEBUG] [LOCAL ] Loaded configuration for WH: 5 features, 90.0% accuracy [2025-11-22T01:31:43.382048] [DEBUG] [LOCAL ] Loaded configuration for SFL: 4 features, 70.0% accuracy [2025-11-22T01:31:43.382366] [DEBUG] [LOCAL ] Loaded configuration for BWNB: 3 features, 60.0% accuracy [2025-11-22T01:31:43.382715] [DEBUG] [LOCAL ] Loaded configuration for LMT: 1 features, 80.0% accuracy [2025-11-22T01:31:43.383023] [DEBUG] [LOCAL ] Loaded configuration for SYF: 1 features, 80.0% accuracy [2025-11-22T01:31:43.383105] [DEBUG] [LOCAL ] Loaded configuration for OWL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.383403] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 80.0% accuracy [2025-11-22T01:31:43.383671] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.383951] [DEBUG] [LOCAL ] Loaded configuration for PGP: 3 features, 70.0% accuracy [2025-11-22T01:31:43.384250] [DEBUG] [LOCAL ] Loaded configuration for OIS: 3 features, 60.0% accuracy [2025-11-22T01:31:43.384512] [DEBUG] [LOCAL ] Loaded configuration for NYT: 3 features, 50.0% accuracy [2025-11-22T01:31:43.384818] [DEBUG] [LOCAL ] Loaded configuration for MATV: 2 features, 90.0% accuracy [2025-11-22T01:31:43.385154] [DEBUG] [LOCAL ] Loaded configuration for EVH: 1 features, 90.0% accuracy [2025-11-22T01:31:43.385484] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.385814] [DEBUG] [LOCAL ] Loaded configuration for NWG: 0 features, 70.0% accuracy [2025-11-22T01:31:43.386222] [DEBUG] [LOCAL ] Loaded configuration for TT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.386548] [DEBUG] [LOCAL ] Loaded configuration for SMRT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.386621] [DEBUG] [LOCAL ] Loaded configuration for ODC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.386910] [DEBUG] [LOCAL ] Loaded configuration for XHR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.387188] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.387554] [DEBUG] [LOCAL ] Loaded configuration for RFL: 4 features, 70.0% accuracy [2025-11-22T01:31:43.387628] [DEBUG] [LOCAL ] Loaded configuration for W: 2 features, 90.0% accuracy [2025-11-22T01:31:43.387941] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.388241] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 2 features, 90.0% accuracy [2025-11-22T01:31:43.388554] [DEBUG] [LOCAL ] Loaded configuration for VAL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.388879] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-11-22T01:31:43.389207] [DEBUG] [LOCAL ] Loaded configuration for NREF: 0 features, 60.0% accuracy [2025-11-22T01:31:43.389563] [DEBUG] [LOCAL ] Loaded configuration for VIRT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.389902] [DEBUG] [LOCAL ] Loaded configuration for XYF: 5 features, 70.0% accuracy [2025-11-22T01:31:43.390246] [DEBUG] [LOCAL ] Loaded configuration for WMT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.390512] [DEBUG] [LOCAL ] Loaded configuration for NMI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.390859] [DEBUG] [LOCAL ] Loaded configuration for MUR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.391224] [DEBUG] [LOCAL ] Loaded configuration for UHT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.391548] [DEBUG] [LOCAL ] Loaded configuration for RF: 5 features, 90.0% accuracy [2025-11-22T01:31:43.391840] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-11-22T01:31:43.392133] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 3 features, 60.0% accuracy [2025-11-22T01:31:43.392408] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-11-22T01:31:43.392820] [DEBUG] [LOCAL ] Loaded configuration for OGS: 3 features, 50.0% accuracy [2025-11-22T01:31:43.393167] [DEBUG] [LOCAL ] Loaded configuration for TU: 1 features, 70.0% accuracy [2025-11-22T01:31:43.393504] [DEBUG] [LOCAL ] Loaded configuration for WIW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.393576] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-11-22T01:31:43.393878] [DEBUG] [LOCAL ] Loaded configuration for MCO: 3 features, 90.0% accuracy [2025-11-22T01:31:43.394149] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 1 features, 80.0% accuracy [2025-11-22T01:31:43.394455] [DEBUG] [LOCAL ] Loaded configuration for EFC: 1 features, 90.0% accuracy [2025-11-22T01:31:43.394799] [DEBUG] [LOCAL ] Loaded configuration for EAI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.395126] [DEBUG] [LOCAL ] Loaded configuration for OPP: 5 features, 90.0% accuracy [2025-11-22T01:31:43.396560] [INFO ] [LOCAL ] Saved consolidated report: 1341 forecasts -> ./output/forecasts/full/2025-11-21.txt [2025-11-22T01:31:43.396607] [INFO ] [sig ] [29/30] Successfully generated report for 2025-11-21: 1341 entries [2025-11-22T01:31:43.396640] [INFO ] [sig ] [30/30] Processing report for 2025-11-24... [2025-11-22T01:31:43.432576] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.432685] [DEBUG] [LOCAL ] Loaded configuration for TNET: 2 features, 60.0% accuracy [2025-11-22T01:31:43.432752] [DEBUG] [LOCAL ] Loaded configuration for RMD: 3 features, 60.0% accuracy [2025-11-22T01:31:43.432814] [DEBUG] [LOCAL ] Loaded configuration for PFL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.432877] [DEBUG] [LOCAL ] Loaded configuration for PNW: 6 features, 90.0% accuracy [2025-11-22T01:31:43.433253] [DEBUG] [LOCAL ] Loaded configuration for ABEV: 4 features, 90.0% accuracy [2025-11-22T01:31:43.433330] [DEBUG] [LOCAL ] Loaded configuration for FHI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.433392] [DEBUG] [LOCAL ] Loaded configuration for MP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.433454] [DEBUG] [LOCAL ] Loaded configuration for WK: 3 features, 60.0% accuracy [2025-11-22T01:31:43.433517] [DEBUG] [LOCAL ] Loaded configuration for FIX: 4 features, 80.0% accuracy [2025-11-22T01:31:43.433774] [DEBUG] [LOCAL ] Loaded configuration for FNF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.433847] [DEBUG] [LOCAL ] Loaded configuration for BXC: 0 features, 60.0% accuracy [2025-11-22T01:31:43.433908] [DEBUG] [LOCAL ] Loaded configuration for MGRB: 2 features, 50.0% accuracy [2025-11-22T01:31:43.434201] [DEBUG] [LOCAL ] Loaded configuration for CEE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.434278] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.434339] [DEBUG] [LOCAL ] Loaded configuration for RGT: 0 features, 80.0% accuracy [2025-11-22T01:31:43.434399] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.434766] [DEBUG] [LOCAL ] Loaded configuration for IOT: 2 features, 100.0% accuracy [2025-11-22T01:31:43.434839] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-11-22T01:31:43.434902] [DEBUG] [LOCAL ] Loaded configuration for MIR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.434963] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 70.0% accuracy [2025-11-22T01:31:43.435024] [DEBUG] [LOCAL ] Loaded configuration for GDIV: 5 features, 90.0% accuracy [2025-11-22T01:31:43.435084] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.435144] [DEBUG] [LOCAL ] Loaded configuration for QVCD: 3 features, 40.0% accuracy [2025-11-22T01:31:43.435205] [DEBUG] [LOCAL ] Loaded configuration for TV: 1 features, 50.0% accuracy [2025-11-22T01:31:43.435274] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.435349] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 90.0% accuracy [2025-11-22T01:31:43.435713] [DEBUG] [LOCAL ] Loaded configuration for J: 2 features, 60.0% accuracy [2025-11-22T01:31:43.435787] [DEBUG] [LOCAL ] Loaded configuration for RPM: 2 features, 50.0% accuracy [2025-11-22T01:31:43.435849] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 80.0% accuracy [2025-11-22T01:31:43.435909] [DEBUG] [LOCAL ] Loaded configuration for WOW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.435970] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.436041] [DEBUG] [LOCAL ] Loaded configuration for NXG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.436435] [DEBUG] [LOCAL ] Loaded configuration for FLS: 1 features, 80.0% accuracy [2025-11-22T01:31:43.436509] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.436572] [DEBUG] [LOCAL ] Loaded configuration for RY: 2 features, 70.0% accuracy [2025-11-22T01:31:43.436633] [DEBUG] [LOCAL ] Loaded configuration for MVT: 5 features, 100.0% accuracy [2025-11-22T01:31:43.437019] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 0 features, 80.0% accuracy [2025-11-22T01:31:43.437110] [DEBUG] [LOCAL ] Loaded configuration for LPL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.437371] [DEBUG] [LOCAL ] Loaded configuration for BABA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.437445] [DEBUG] [LOCAL ] Loaded configuration for VIST: 3 features, 90.0% accuracy [2025-11-22T01:31:43.437506] [DEBUG] [LOCAL ] Loaded configuration for PSA: 2 features, 50.0% accuracy [2025-11-22T01:31:43.437567] [DEBUG] [LOCAL ] Loaded configuration for UVV: 3 features, 70.0% accuracy [2025-11-22T01:31:43.437628] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 90.0% accuracy [2025-11-22T01:31:43.437718] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.437780] [DEBUG] [LOCAL ] Loaded configuration for PFLT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.437840] [DEBUG] [LOCAL ] Loaded configuration for PVH: 5 features, 90.0% accuracy [2025-11-22T01:31:43.437901] [DEBUG] [LOCAL ] Loaded configuration for GL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.437961] [DEBUG] [LOCAL ] Loaded configuration for NQP: 2 features, 60.0% accuracy [2025-11-22T01:31:43.438021] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 1 features, 60.0% accuracy [2025-11-22T01:31:43.438081] [DEBUG] [LOCAL ] Loaded configuration for NRK: 1 features, 70.0% accuracy [2025-11-22T01:31:43.438141] [DEBUG] [LOCAL ] Loaded configuration for KMPR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.438205] [DEBUG] [LOCAL ] Loaded configuration for POST: 4 features, 80.0% accuracy [2025-11-22T01:31:43.438279] [DEBUG] [LOCAL ] Loaded configuration for PRG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.438677] [DEBUG] [LOCAL ] Loaded configuration for CMS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.439008] [DEBUG] [LOCAL ] Loaded configuration for BGY: 1 features, 80.0% accuracy [2025-11-22T01:31:43.439081] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-11-22T01:31:43.439143] [DEBUG] [LOCAL ] Loaded configuration for IGA: 3 features, 60.0% accuracy [2025-11-22T01:31:43.439214] [DEBUG] [LOCAL ] Loaded configuration for RXO: 0 features, 70.0% accuracy [2025-11-22T01:31:43.439288] [DEBUG] [LOCAL ] Loaded configuration for SHW: 3 features, 70.0% accuracy [2025-11-22T01:31:43.439362] [DEBUG] [LOCAL ] Loaded configuration for AZO: 2 features, 90.0% accuracy [2025-11-22T01:31:43.439425] [DEBUG] [LOCAL ] Loaded configuration for NSA: 2 features, 50.0% accuracy [2025-11-22T01:31:43.439487] [DEBUG] [LOCAL ] Loaded configuration for AVTR: 8 features, 90.0% accuracy [2025-11-22T01:31:43.439547] [DEBUG] [LOCAL ] Loaded configuration for PAC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.439607] [DEBUG] [LOCAL ] Loaded configuration for NLY: 1 features, 70.0% accuracy [2025-11-22T01:31:43.439986] [DEBUG] [LOCAL ] Loaded configuration for ACV: 1 features, 70.0% accuracy [2025-11-22T01:31:43.440357] [DEBUG] [LOCAL ] Loaded configuration for CMA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.440673] [DEBUG] [LOCAL ] Loaded configuration for CARS: 3 features, 90.0% accuracy [2025-11-22T01:31:43.440765] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 0 features, 80.0% accuracy [2025-11-22T01:31:43.440827] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.441182] [DEBUG] [LOCAL ] Loaded configuration for CATO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.441583] [DEBUG] [LOCAL ] Loaded configuration for CWH: 3 features, 90.0% accuracy [2025-11-22T01:31:43.441675] [DEBUG] [LOCAL ] Loaded configuration for PCN: 3 features, 100.0% accuracy [2025-11-22T01:31:43.441740] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 5 features, 80.0% accuracy [2025-11-22T01:31:43.441800] [DEBUG] [LOCAL ] Loaded configuration for NXRT: 4 features, 70.0% accuracy [2025-11-22T01:31:43.441859] [DEBUG] [LOCAL ] Loaded configuration for SXC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.441917] [DEBUG] [LOCAL ] Loaded configuration for HGER: 3 features, 50.0% accuracy [2025-11-22T01:31:43.442279] [DEBUG] [LOCAL ] Loaded configuration for KNF: 2 features, 90.0% accuracy [2025-11-22T01:31:43.442355] [DEBUG] [LOCAL ] Loaded configuration for YMM: 0 features, 60.0% accuracy [2025-11-22T01:31:43.442417] [DEBUG] [LOCAL ] Loaded configuration for RLX: 3 features, 100.0% accuracy [2025-11-22T01:31:43.442477] [DEBUG] [LOCAL ] Loaded configuration for OBK: 1 features, 90.0% accuracy [2025-11-22T01:31:43.442773] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 0 features, 90.0% accuracy [2025-11-22T01:31:43.442845] [DEBUG] [LOCAL ] Loaded configuration for PHK: 4 features, 90.0% accuracy [2025-11-22T01:31:43.442905] [DEBUG] [LOCAL ] Loaded configuration for BHC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.442965] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 90.0% accuracy [2025-11-22T01:31:43.443024] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-11-22T01:31:43.443330] [DEBUG] [LOCAL ] Loaded configuration for ELF: 2 features, 60.0% accuracy [2025-11-22T01:31:43.443413] [DEBUG] [LOCAL ] Loaded configuration for WTTR: 3 features, 90.0% accuracy [2025-11-22T01:31:43.443473] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-11-22T01:31:43.443532] [DEBUG] [LOCAL ] Loaded configuration for TOL: 2 features, 60.0% accuracy [2025-11-22T01:31:43.443591] [DEBUG] [LOCAL ] Loaded configuration for RERE: 3 features, 70.0% accuracy [2025-11-22T01:31:43.443674] [DEBUG] [LOCAL ] Loaded configuration for KIM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.443738] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 60.0% accuracy [2025-11-22T01:31:43.443798] [DEBUG] [LOCAL ] Loaded configuration for HYT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.443856] [DEBUG] [LOCAL ] Loaded configuration for BIT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.443914] [DEBUG] [LOCAL ] Loaded configuration for YEXT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.443972] [DEBUG] [LOCAL ] Loaded configuration for FTV: 0 features, 70.0% accuracy [2025-11-22T01:31:43.444030] [DEBUG] [LOCAL ] Loaded configuration for ZTR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.444088] [DEBUG] [LOCAL ] Loaded configuration for VATE: 1 features, 40.0% accuracy [2025-11-22T01:31:43.444145] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.444203] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 0 features, 70.0% accuracy [2025-11-22T01:31:43.444262] [DEBUG] [LOCAL ] Loaded configuration for IP: 3 features, 50.0% accuracy [2025-11-22T01:31:43.444627] [DEBUG] [LOCAL ] Loaded configuration for EIC: 1 features, 60.0% accuracy [2025-11-22T01:31:43.444724] [DEBUG] [LOCAL ] Loaded configuration for PDT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.444784] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-11-22T01:31:43.444844] [DEBUG] [LOCAL ] Loaded configuration for UBS: 6 features, 100.0% accuracy [2025-11-22T01:31:43.444904] [DEBUG] [LOCAL ] Loaded configuration for RLJ: 2 features, 60.0% accuracy [2025-11-22T01:31:43.444963] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.445023] [DEBUG] [LOCAL ] Loaded configuration for BSX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.445091] [DEBUG] [LOCAL ] Loaded configuration for NXDT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.445151] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.445232] [DEBUG] [LOCAL ] Loaded configuration for JHS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.445302] [DEBUG] [LOCAL ] Loaded configuration for NXE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.445362] [DEBUG] [LOCAL ] Loaded configuration for XPEV: 4 features, 70.0% accuracy [2025-11-22T01:31:43.445680] [DEBUG] [LOCAL ] Loaded configuration for BLW: 2 features, 80.0% accuracy [2025-11-22T01:31:43.445754] [DEBUG] [LOCAL ] Loaded configuration for DX: 2 features, 80.0% accuracy [2025-11-22T01:31:43.446134] [DEBUG] [LOCAL ] Loaded configuration for CION: 3 features, 70.0% accuracy [2025-11-22T01:31:43.446207] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.446266] [DEBUG] [LOCAL ] Loaded configuration for TNK: 2 features, 60.0% accuracy [2025-11-22T01:31:43.446324] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-11-22T01:31:43.446383] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.446441] [DEBUG] [LOCAL ] Loaded configuration for UDR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.446500] [DEBUG] [LOCAL ] Loaded configuration for PBR: 1 features, 90.0% accuracy [2025-11-22T01:31:43.446797] [DEBUG] [LOCAL ] Loaded configuration for DG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.446870] [DEBUG] [LOCAL ] Loaded configuration for SOR: 4 features, 90.0% accuracy [2025-11-22T01:31:43.447141] [DEBUG] [LOCAL ] Loaded configuration for KOS: 3 features, 90.0% accuracy [2025-11-22T01:31:43.447438] [DEBUG] [LOCAL ] Loaded configuration for ARR: 3 features, 60.0% accuracy [2025-11-22T01:31:43.447511] [DEBUG] [LOCAL ] Loaded configuration for NATL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.447571] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.447632] [DEBUG] [LOCAL ] Loaded configuration for NMZ: 1 features, 50.0% accuracy [2025-11-22T01:31:43.447723] [DEBUG] [LOCAL ] Loaded configuration for ETX: 1 features, 50.0% accuracy [2025-11-22T01:31:43.448091] [DEBUG] [LOCAL ] Loaded configuration for IDE: 1 features, 60.0% accuracy [2025-11-22T01:31:43.448165] [DEBUG] [LOCAL ] Loaded configuration for PLNT: 0 features, 60.0% accuracy [2025-11-22T01:31:43.448226] [DEBUG] [LOCAL ] Loaded configuration for NUW: 1 features, 60.0% accuracy [2025-11-22T01:31:43.448683] [DEBUG] [LOCAL ] Loaded configuration for JBL: 5 features, 70.0% accuracy [2025-11-22T01:31:43.448761] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.448822] [DEBUG] [LOCAL ] Loaded configuration for CTO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.449161] [DEBUG] [LOCAL ] Loaded configuration for BG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.449248] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.449344] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 3 features, 100.0% accuracy [2025-11-22T01:31:43.449597] [DEBUG] [LOCAL ] Loaded configuration for CNC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.449688] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.449750] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 0 features, 60.0% accuracy [2025-11-22T01:31:43.450176] [DEBUG] [LOCAL ] Loaded configuration for AQN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.450249] [DEBUG] [LOCAL ] Loaded configuration for RYI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.450308] [DEBUG] [LOCAL ] Loaded configuration for HPE: 0 features, 90.0% accuracy [2025-11-22T01:31:43.450367] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.450435] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 60.0% accuracy [2025-11-22T01:31:43.450753] [DEBUG] [LOCAL ] Loaded configuration for CRH: 0 features, 70.0% accuracy [2025-11-22T01:31:43.450826] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.450886] [DEBUG] [LOCAL ] Loaded configuration for DAC: 0 features, 50.0% accuracy [2025-11-22T01:31:43.451156] [DEBUG] [LOCAL ] Loaded configuration for AFL: 5 features, 70.0% accuracy [2025-11-22T01:31:43.451229] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 80.0% accuracy [2025-11-22T01:31:43.451289] [DEBUG] [LOCAL ] Loaded configuration for RMT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.451587] [DEBUG] [LOCAL ] Loaded configuration for BARK: 4 features, 70.0% accuracy [2025-11-22T01:31:43.451684] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 5 features, 90.0% accuracy [2025-11-22T01:31:43.451749] [DEBUG] [LOCAL ] Loaded configuration for STEM: 3 features, 100.0% accuracy [2025-11-22T01:31:43.452069] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 3 features, 60.0% accuracy [2025-11-22T01:31:43.452142] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-11-22T01:31:43.452441] [DEBUG] [LOCAL ] Loaded configuration for BDN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.452518] [DEBUG] [LOCAL ] Loaded configuration for VOC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.452578] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.452638] [DEBUG] [LOCAL ] Loaded configuration for SNV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.452726] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 70.0% accuracy [2025-11-22T01:31:43.452786] [DEBUG] [LOCAL ] Loaded configuration for FVRR: 2 features, 90.0% accuracy [2025-11-22T01:31:43.452844] [DEBUG] [LOCAL ] Loaded configuration for UAA: 4 features, 80.0% accuracy [2025-11-22T01:31:43.452902] [DEBUG] [LOCAL ] Loaded configuration for DCO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.453298] [DEBUG] [LOCAL ] Loaded configuration for BGS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.453388] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.453455] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.453514] [DEBUG] [LOCAL ] Loaded configuration for RNST: 2 features, 70.0% accuracy [2025-11-22T01:31:43.453813] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 4 features, 70.0% accuracy [2025-11-22T01:31:43.454139] [DEBUG] [LOCAL ] Loaded configuration for BE: 0 features, 80.0% accuracy [2025-11-22T01:31:43.454212] [DEBUG] [LOCAL ] Loaded configuration for PATH: 0 features, 60.0% accuracy [2025-11-22T01:31:43.454272] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-11-22T01:31:43.454331] [DEBUG] [LOCAL ] Loaded configuration for NOC: 1 features, 50.0% accuracy [2025-11-22T01:31:43.454390] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.454450] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.454508] [DEBUG] [LOCAL ] Loaded configuration for KN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.454566] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.454624] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.454712] [DEBUG] [LOCAL ] Loaded configuration for NAT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.455027] [DEBUG] [LOCAL ] Loaded configuration for BMY: 2 features, 90.0% accuracy [2025-11-22T01:31:43.455100] [DEBUG] [LOCAL ] Loaded configuration for BBD: 1 features, 60.0% accuracy [2025-11-22T01:31:43.455375] [DEBUG] [LOCAL ] Loaded configuration for EDN: 4 features, 90.0% accuracy [2025-11-22T01:31:43.455456] [DEBUG] [LOCAL ] Loaded configuration for NVT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.455516] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 1 features, 80.0% accuracy [2025-11-22T01:31:43.455576] [DEBUG] [LOCAL ] Loaded configuration for TS: 2 features, 100.0% accuracy [2025-11-22T01:31:43.455634] [DEBUG] [LOCAL ] Loaded configuration for ENR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.456053] [DEBUG] [LOCAL ] Loaded configuration for GTES: 1 features, 70.0% accuracy [2025-11-22T01:31:43.456126] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-11-22T01:31:43.456186] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.456245] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 1 features, 80.0% accuracy [2025-11-22T01:31:43.456317] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 3 features, 80.0% accuracy [2025-11-22T01:31:43.456383] [DEBUG] [LOCAL ] Loaded configuration for PHR: 4 features, 90.0% accuracy [2025-11-22T01:31:43.456671] [DEBUG] [LOCAL ] Loaded configuration for ALE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.456746] [DEBUG] [LOCAL ] Loaded configuration for ANF: 4 features, 100.0% accuracy [2025-11-22T01:31:43.457044] [DEBUG] [LOCAL ] Loaded configuration for ICE: 4 features, 90.0% accuracy [2025-11-22T01:31:43.457138] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-11-22T01:31:43.457198] [DEBUG] [LOCAL ] Loaded configuration for MT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.457261] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 90.0% accuracy [2025-11-22T01:31:43.457321] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 5 features, 90.0% accuracy [2025-11-22T01:31:43.457635] [DEBUG] [LOCAL ] Loaded configuration for FNB: 2 features, 70.0% accuracy [2025-11-22T01:31:43.457729] [DEBUG] [LOCAL ] Loaded configuration for EFT: 0 features, 70.0% accuracy [2025-11-22T01:31:43.457789] [DEBUG] [LOCAL ] Loaded configuration for TVC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.457849] [DEBUG] [LOCAL ] Loaded configuration for WIT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.458100] [DEBUG] [LOCAL ] Loaded configuration for ETG: 3 features, 90.0% accuracy [2025-11-22T01:31:43.458173] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-11-22T01:31:43.458233] [DEBUG] [LOCAL ] Loaded configuration for SYY: 3 features, 80.0% accuracy [2025-11-22T01:31:43.458497] [DEBUG] [LOCAL ] Loaded configuration for HLT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.458585] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.458663] [DEBUG] [LOCAL ] Loaded configuration for PCF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.458728] [DEBUG] [LOCAL ] Loaded configuration for F: 0 features, 70.0% accuracy [2025-11-22T01:31:43.458788] [DEBUG] [LOCAL ] Loaded configuration for IVR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.459088] [DEBUG] [LOCAL ] Loaded configuration for ASBA: 4 features, 80.0% accuracy [2025-11-22T01:31:43.459395] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 6 features, 90.0% accuracy [2025-11-22T01:31:43.459466] [DEBUG] [LOCAL ] Loaded configuration for THG: 2 features, 60.0% accuracy [2025-11-22T01:31:43.459527] [DEBUG] [LOCAL ] Loaded configuration for ORC: 0 features, 80.0% accuracy [2025-11-22T01:31:43.459587] [DEBUG] [LOCAL ] Loaded configuration for PH: 5 features, 60.0% accuracy [2025-11-22T01:31:43.459897] [DEBUG] [LOCAL ] Loaded configuration for BTI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.459969] [DEBUG] [LOCAL ] Loaded configuration for DTM: 1 features, 60.0% accuracy [2025-11-22T01:31:43.460030] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.460089] [DEBUG] [LOCAL ] Loaded configuration for GHG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.460155] [DEBUG] [LOCAL ] Loaded configuration for SCS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.460214] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.460598] [DEBUG] [LOCAL ] Loaded configuration for AEFC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.460985] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.461058] [DEBUG] [LOCAL ] Loaded configuration for SEM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.461118] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 3 features, 100.0% accuracy [2025-11-22T01:31:43.461383] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.461456] [DEBUG] [LOCAL ] Loaded configuration for VSH: 4 features, 80.0% accuracy [2025-11-22T01:31:43.461516] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.461576] [DEBUG] [LOCAL ] Loaded configuration for STEW: 2 features, 80.0% accuracy [2025-11-22T01:31:43.461636] [DEBUG] [LOCAL ] Loaded configuration for NVO: 3 features, 100.0% accuracy [2025-11-22T01:31:43.461969] [DEBUG] [LOCAL ] Loaded configuration for AES: 3 features, 80.0% accuracy [2025-11-22T01:31:43.462042] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 0 features, 80.0% accuracy [2025-11-22T01:31:43.462299] [DEBUG] [LOCAL ] Loaded configuration for HVT: 5 features, 90.0% accuracy [2025-11-22T01:31:43.462672] [DEBUG] [LOCAL ] Loaded configuration for IAE: 2 features, 60.0% accuracy [2025-11-22T01:31:43.462747] [DEBUG] [LOCAL ] Loaded configuration for NGG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.462992] [DEBUG] [LOCAL ] Loaded configuration for AIZ: 1 features, 50.0% accuracy [2025-11-22T01:31:43.463398] [DEBUG] [LOCAL ] Loaded configuration for DFH: 2 features, 60.0% accuracy [2025-11-22T01:31:43.463470] [DEBUG] [LOCAL ] Loaded configuration for WPM: 3 features, 50.0% accuracy [2025-11-22T01:31:43.463531] [DEBUG] [LOCAL ] Loaded configuration for VPG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.463904] [DEBUG] [LOCAL ] Loaded configuration for CHMI: 4 features, 80.0% accuracy [2025-11-22T01:31:43.463976] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.464036] [DEBUG] [LOCAL ] Loaded configuration for QS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.464401] [DEBUG] [LOCAL ] Loaded configuration for KR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.464473] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.464533] [DEBUG] [LOCAL ] Loaded configuration for MPC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.464592] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.464913] [DEBUG] [LOCAL ] Loaded configuration for CHD: 4 features, 60.0% accuracy [2025-11-22T01:31:43.464987] [DEBUG] [LOCAL ] Loaded configuration for PVL: 1 features, 100.0% accuracy [2025-11-22T01:31:43.465048] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.465106] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-11-22T01:31:43.465165] [DEBUG] [LOCAL ] Loaded configuration for FDS: 4 features, 80.0% accuracy [2025-11-22T01:31:43.465232] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.465304] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.465374] [DEBUG] [LOCAL ] Loaded configuration for NEU: 1 features, 60.0% accuracy [2025-11-22T01:31:43.465433] [DEBUG] [LOCAL ] Loaded configuration for WST: 2 features, 80.0% accuracy [2025-11-22T01:31:43.465490] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.465548] [DEBUG] [LOCAL ] Loaded configuration for XPER: 3 features, 60.0% accuracy [2025-11-22T01:31:43.465605] [DEBUG] [LOCAL ] Loaded configuration for TAL: 3 features, 80.0% accuracy [2025-11-22T01:31:43.465700] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.465762] [DEBUG] [LOCAL ] Loaded configuration for MNR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.466216] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 2 features, 80.0% accuracy [2025-11-22T01:31:43.466289] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.466350] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 1 features, 80.0% accuracy [2025-11-22T01:31:43.466409] [DEBUG] [LOCAL ] Loaded configuration for NTR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.466809] [DEBUG] [LOCAL ] Loaded configuration for FND: 3 features, 70.0% accuracy [2025-11-22T01:31:43.466882] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-11-22T01:31:43.467191] [DEBUG] [LOCAL ] Loaded configuration for GRX: 6 features, 90.0% accuracy [2025-11-22T01:31:43.467478] [DEBUG] [LOCAL ] Loaded configuration for EIG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.467551] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.467800] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 6 features, 100.0% accuracy [2025-11-22T01:31:43.467873] [DEBUG] [LOCAL ] Loaded configuration for TEF: 1 features, 70.0% accuracy [2025-11-22T01:31:43.468133] [DEBUG] [LOCAL ] Loaded configuration for CI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.468456] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.468834] [DEBUG] [LOCAL ] Loaded configuration for KIO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.468906] [DEBUG] [LOCAL ] Loaded configuration for PNC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.469170] [DEBUG] [LOCAL ] Loaded configuration for AEG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.469244] [DEBUG] [LOCAL ] Loaded configuration for JPC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.469535] [DEBUG] [LOCAL ] Loaded configuration for FSS: 5 features, 70.0% accuracy [2025-11-22T01:31:43.469608] [DEBUG] [LOCAL ] Loaded configuration for SHO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.469688] [DEBUG] [LOCAL ] Loaded configuration for TFX: 2 features, 50.0% accuracy [2025-11-22T01:31:43.469750] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.469809] [DEBUG] [LOCAL ] Loaded configuration for MXF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.469876] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.469936] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-11-22T01:31:43.470269] [DEBUG] [LOCAL ] Loaded configuration for BFH: 3 features, 80.0% accuracy [2025-11-22T01:31:43.470711] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.470775] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 5 features, 90.0% accuracy [2025-11-22T01:31:43.470835] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.470893] [DEBUG] [LOCAL ] Loaded configuration for PPT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.470952] [DEBUG] [LOCAL ] Loaded configuration for SJT: 3 features, 90.0% accuracy [2025-11-22T01:31:43.471219] [DEBUG] [LOCAL ] Loaded configuration for AN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.471301] [DEBUG] [LOCAL ] Loaded configuration for FT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.471362] [DEBUG] [LOCAL ] Loaded configuration for THR: 2 features, 100.0% accuracy [2025-11-22T01:31:43.471421] [DEBUG] [LOCAL ] Loaded configuration for TFII: 2 features, 100.0% accuracy [2025-11-22T01:31:43.471488] [DEBUG] [LOCAL ] Loaded configuration for OFG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.471547] [DEBUG] [LOCAL ] Loaded configuration for AXR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.471615] [DEBUG] [LOCAL ] Loaded configuration for WHR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.472061] [DEBUG] [LOCAL ] Loaded configuration for BRBR: 4 features, 70.0% accuracy [2025-11-22T01:31:43.472136] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 70.0% accuracy [2025-11-22T01:31:43.472477] [DEBUG] [LOCAL ] Loaded configuration for AAP: 0 features, 70.0% accuracy [2025-11-22T01:31:43.472550] [DEBUG] [LOCAL ] Loaded configuration for LRN: 3 features, 50.0% accuracy [2025-11-22T01:31:43.472611] [DEBUG] [LOCAL ] Loaded configuration for WNC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.472691] [DEBUG] [LOCAL ] Loaded configuration for HNI: 1 features, 60.0% accuracy [2025-11-22T01:31:43.472754] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-11-22T01:31:43.473054] [DEBUG] [LOCAL ] Loaded configuration for AM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.473450] [DEBUG] [LOCAL ] Loaded configuration for JGH: 3 features, 50.0% accuracy [2025-11-22T01:31:43.473524] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.473585] [DEBUG] [LOCAL ] Loaded configuration for MQT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.473662] [DEBUG] [LOCAL ] Loaded configuration for ENS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.473728] [DEBUG] [LOCAL ] Loaded configuration for YALA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.473788] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 60.0% accuracy [2025-11-22T01:31:43.474120] [DEBUG] [LOCAL ] Loaded configuration for COR: 4 features, 90.0% accuracy [2025-11-22T01:31:43.474193] [DEBUG] [LOCAL ] Loaded configuration for NOA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.474276] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.474337] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-11-22T01:31:43.474399] [DEBUG] [LOCAL ] Loaded configuration for REVG: 4 features, 90.0% accuracy [2025-11-22T01:31:43.474459] [DEBUG] [LOCAL ] Loaded configuration for TEX: 3 features, 90.0% accuracy [2025-11-22T01:31:43.474519] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 3 features, 80.0% accuracy [2025-11-22T01:31:43.474579] [DEBUG] [LOCAL ] Loaded configuration for IGR: 3 features, 90.0% accuracy [2025-11-22T01:31:43.474638] [DEBUG] [LOCAL ] Loaded configuration for DT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.475030] [DEBUG] [LOCAL ] Loaded configuration for ASG: 3 features, 80.0% accuracy [2025-11-22T01:31:43.475342] [DEBUG] [LOCAL ] Loaded configuration for APOS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.475625] [DEBUG] [LOCAL ] Loaded configuration for BB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.475719] [DEBUG] [LOCAL ] Loaded configuration for RRC: 4 features, 70.0% accuracy [2025-11-22T01:31:43.475781] [DEBUG] [LOCAL ] Loaded configuration for SPOT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.476056] [DEBUG] [LOCAL ] Loaded configuration for DSX: 4 features, 80.0% accuracy [2025-11-22T01:31:43.476130] [DEBUG] [LOCAL ] Loaded configuration for BCS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.476310] [DEBUG] [LOCAL ] Loaded configuration for EVT: 4 features, 80.0% accuracy [2025-11-22T01:31:43.476628] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.476718] [DEBUG] [LOCAL ] Loaded configuration for MTX: 3 features, 60.0% accuracy [2025-11-22T01:31:43.476779] [DEBUG] [LOCAL ] Loaded configuration for DPG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.477045] [DEBUG] [LOCAL ] Loaded configuration for CWK: 2 features, 70.0% accuracy [2025-11-22T01:31:43.477323] [DEBUG] [LOCAL ] Loaded configuration for FSK: 1 features, 70.0% accuracy [2025-11-22T01:31:43.477406] [DEBUG] [LOCAL ] Loaded configuration for PNI: 7 features, 80.0% accuracy [2025-11-22T01:31:43.477475] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 4 features, 70.0% accuracy [2025-11-22T01:31:43.477536] [DEBUG] [LOCAL ] Loaded configuration for FBK: 5 features, 80.0% accuracy [2025-11-22T01:31:43.477893] [DEBUG] [LOCAL ] Loaded configuration for FOUR: 2 features, 60.0% accuracy [2025-11-22T01:31:43.477966] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.478027] [DEBUG] [LOCAL ] Loaded configuration for RBA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.478086] [DEBUG] [LOCAL ] Loaded configuration for RH: 2 features, 80.0% accuracy [2025-11-22T01:31:43.478146] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.478207] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-11-22T01:31:43.478280] [DEBUG] [LOCAL ] Loaded configuration for WLK: 5 features, 80.0% accuracy [2025-11-22T01:31:43.478352] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-11-22T01:31:43.478416] [DEBUG] [LOCAL ] Loaded configuration for MPLX: 0 features, 50.0% accuracy [2025-11-22T01:31:43.478475] [DEBUG] [LOCAL ] Loaded configuration for PBA: 4 features, 70.0% accuracy [2025-11-22T01:31:43.478834] [DEBUG] [LOCAL ] Loaded configuration for EVN: 1 features, 90.0% accuracy [2025-11-22T01:31:43.478907] [DEBUG] [LOCAL ] Loaded configuration for DDS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.478986] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-11-22T01:31:43.479048] [DEBUG] [LOCAL ] Loaded configuration for RHI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.479108] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 100.0% accuracy [2025-11-22T01:31:43.479166] [DEBUG] [LOCAL ] Loaded configuration for WCN: 0 features, 50.0% accuracy [2025-11-22T01:31:43.479232] [DEBUG] [LOCAL ] Loaded configuration for TSE: 5 features, 90.0% accuracy [2025-11-22T01:31:43.479574] [DEBUG] [LOCAL ] Loaded configuration for KBH: 1 features, 80.0% accuracy [2025-11-22T01:31:43.479853] [DEBUG] [LOCAL ] Loaded configuration for AIV: 0 features, 80.0% accuracy [2025-11-22T01:31:43.479927] [DEBUG] [LOCAL ] Loaded configuration for LAD: 2 features, 70.0% accuracy [2025-11-22T01:31:43.480173] [DEBUG] [LOCAL ] Loaded configuration for KMI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.480246] [DEBUG] [LOCAL ] Loaded configuration for PRM: 2 features, 70.0% accuracy [2025-11-22T01:31:43.480305] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 1 features, 70.0% accuracy [2025-11-22T01:31:43.480364] [DEBUG] [LOCAL ] Loaded configuration for PARR: 2 features, 90.0% accuracy [2025-11-22T01:31:43.480423] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.480483] [DEBUG] [LOCAL ] Loaded configuration for PSO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.480797] [DEBUG] [LOCAL ] Loaded configuration for CDE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.480870] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.480930] [DEBUG] [LOCAL ] Loaded configuration for ENOV: 3 features, 100.0% accuracy [2025-11-22T01:31:43.480989] [DEBUG] [LOCAL ] Loaded configuration for ATI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.481290] [DEBUG] [LOCAL ] Loaded configuration for CMP: 1 features, 80.0% accuracy [2025-11-22T01:31:43.481363] [DEBUG] [LOCAL ] Loaded configuration for ONON: 4 features, 80.0% accuracy [2025-11-22T01:31:43.481424] [DEBUG] [LOCAL ] Loaded configuration for NEA: 3 features, 60.0% accuracy [2025-11-22T01:31:43.481483] [DEBUG] [LOCAL ] Loaded configuration for SONY: 1 features, 50.0% accuracy [2025-11-22T01:31:43.481541] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-11-22T01:31:43.481599] [DEBUG] [LOCAL ] Loaded configuration for TAC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.481685] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-11-22T01:31:43.481748] [DEBUG] [LOCAL ] Loaded configuration for STRV: 3 features, 90.0% accuracy [2025-11-22T01:31:43.481807] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 3 features, 90.0% accuracy [2025-11-22T01:31:43.482160] [DEBUG] [LOCAL ] Loaded configuration for BV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.482246] [DEBUG] [LOCAL ] Loaded configuration for SLG: 4 features, 80.0% accuracy [2025-11-22T01:31:43.482566] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 2 features, 80.0% accuracy [2025-11-22T01:31:43.482654] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.482721] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.482987] [DEBUG] [LOCAL ] Loaded configuration for DAN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.483061] [DEBUG] [LOCAL ] Loaded configuration for USA: 5 features, 80.0% accuracy [2025-11-22T01:31:43.483121] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-11-22T01:31:43.483488] [DEBUG] [LOCAL ] Loaded configuration for BFK: 2 features, 90.0% accuracy [2025-11-22T01:31:43.483801] [DEBUG] [LOCAL ] Loaded configuration for BBDC: 1 features, 50.0% accuracy [2025-11-22T01:31:43.483874] [DEBUG] [LOCAL ] Loaded configuration for GRC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.484152] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 1 features, 90.0% accuracy [2025-11-22T01:31:43.484224] [DEBUG] [LOCAL ] Loaded configuration for MIN: 1 features, 50.0% accuracy [2025-11-22T01:31:43.484523] [DEBUG] [LOCAL ] Loaded configuration for BTA: 0 features, 60.0% accuracy [2025-11-22T01:31:43.484834] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, 90.0% accuracy [2025-11-22T01:31:43.485142] [DEBUG] [LOCAL ] Loaded configuration for AOS: 5 features, 70.0% accuracy [2025-11-22T01:31:43.485480] [DEBUG] [LOCAL ] Loaded configuration for KODK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.485838] [DEBUG] [LOCAL ] Loaded configuration for GOTU: 2 features, 70.0% accuracy [2025-11-22T01:31:43.485912] [DEBUG] [LOCAL ] Loaded configuration for PBF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.486170] [DEBUG] [LOCAL ] Loaded configuration for IIF: 2 features, 80.0% accuracy [2025-11-22T01:31:43.486260] [DEBUG] [LOCAL ] Loaded configuration for GDOT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.486594] [DEBUG] [LOCAL ] Loaded configuration for BME: 4 features, 80.0% accuracy [2025-11-22T01:31:43.486687] [DEBUG] [LOCAL ] Loaded configuration for OHI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.486751] [DEBUG] [LOCAL ] Loaded configuration for BNS: 7 features, 90.0% accuracy [2025-11-22T01:31:43.486812] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 80.0% accuracy [2025-11-22T01:31:43.486872] [DEBUG] [LOCAL ] Loaded configuration for BTU: 2 features, 80.0% accuracy [2025-11-22T01:31:43.486933] [DEBUG] [LOCAL ] Loaded configuration for TPB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.486993] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.487070] [DEBUG] [LOCAL ] Loaded configuration for OXM: 1 features, 90.0% accuracy [2025-11-22T01:31:43.487132] [DEBUG] [LOCAL ] Loaded configuration for MBC: 5 features, 90.0% accuracy [2025-11-22T01:31:43.487521] [DEBUG] [LOCAL ] Loaded configuration for BEPC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.487846] [DEBUG] [LOCAL ] Loaded configuration for ALTG: 4 features, 60.0% accuracy [2025-11-22T01:31:43.487920] [DEBUG] [LOCAL ] Loaded configuration for SE: 2 features, 90.0% accuracy [2025-11-22T01:31:43.488224] [DEBUG] [LOCAL ] Loaded configuration for GWW: 1 features, 60.0% accuracy [2025-11-22T01:31:43.488312] [DEBUG] [LOCAL ] Loaded configuration for PD: 1 features, 60.0% accuracy [2025-11-22T01:31:43.488397] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.488458] [DEBUG] [LOCAL ] Loaded configuration for LPG: 0 features, 70.0% accuracy [2025-11-22T01:31:43.488520] [DEBUG] [LOCAL ] Loaded configuration for PDI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.488581] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.488924] [DEBUG] [LOCAL ] Loaded configuration for ADT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.488999] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.489260] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.489586] [DEBUG] [LOCAL ] Loaded configuration for COP: 5 features, 100.0% accuracy [2025-11-22T01:31:43.489710] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.489793] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.489862] [DEBUG] [LOCAL ] Loaded configuration for PAY: 5 features, 70.0% accuracy [2025-11-22T01:31:43.489922] [DEBUG] [LOCAL ] Loaded configuration for VMO: 1 features, 60.0% accuracy [2025-11-22T01:31:43.489983] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.490044] [DEBUG] [LOCAL ] Loaded configuration for TRP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.490394] [DEBUG] [LOCAL ] Loaded configuration for JBND: 2 features, 70.0% accuracy [2025-11-22T01:31:43.490469] [DEBUG] [LOCAL ] Loaded configuration for SF: 5 features, 90.0% accuracy [2025-11-22T01:31:43.490739] [DEBUG] [LOCAL ] Loaded configuration for GPK: 3 features, 80.0% accuracy [2025-11-22T01:31:43.491048] [DEBUG] [LOCAL ] Loaded configuration for DGX: 0 features, 60.0% accuracy [2025-11-22T01:31:43.491122] [DEBUG] [LOCAL ] Loaded configuration for PM: 4 features, 60.0% accuracy [2025-11-22T01:31:43.491183] [DEBUG] [LOCAL ] Loaded configuration for VGI: 4 features, 80.0% accuracy [2025-11-22T01:31:43.491244] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.491305] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.491682] [DEBUG] [LOCAL ] Loaded configuration for CPS: 5 features, 60.0% accuracy [2025-11-22T01:31:43.491988] [DEBUG] [LOCAL ] Loaded configuration for CVS: 1 features, 80.0% accuracy [2025-11-22T01:31:43.492343] [DEBUG] [LOCAL ] Loaded configuration for CUBI: 4 features, 80.0% accuracy [2025-11-22T01:31:43.492620] [DEBUG] [LOCAL ] Loaded configuration for ASB: 4 features, 90.0% accuracy [2025-11-22T01:31:43.492900] [DEBUG] [LOCAL ] Loaded configuration for BCO: 1 features, 90.0% accuracy [2025-11-22T01:31:43.492974] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-11-22T01:31:43.493036] [DEBUG] [LOCAL ] Loaded configuration for MCY: 1 features, 80.0% accuracy [2025-11-22T01:31:43.493317] [DEBUG] [LOCAL ] Loaded configuration for JCE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.493394] [DEBUG] [LOCAL ] Loaded configuration for MYE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.493455] [DEBUG] [LOCAL ] Loaded configuration for MDU: 1 features, 100.0% accuracy [2025-11-22T01:31:43.493516] [DEBUG] [LOCAL ] Loaded configuration for NINE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.493782] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 1 features, 60.0% accuracy [2025-11-22T01:31:43.493856] [DEBUG] [LOCAL ] Loaded configuration for ETO: 4 features, 90.0% accuracy [2025-11-22T01:31:43.493918] [DEBUG] [LOCAL ] Loaded configuration for AXP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.493980] [DEBUG] [LOCAL ] Loaded configuration for RMI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.494237] [DEBUG] [LOCAL ] Loaded configuration for JBI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.494311] [DEBUG] [LOCAL ] Loaded configuration for NAD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.494381] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-11-22T01:31:43.494670] [DEBUG] [LOCAL ] Loaded configuration for BCX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.494744] [DEBUG] [LOCAL ] Loaded configuration for XYL: 3 features, 100.0% accuracy [2025-11-22T01:31:43.494806] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.494867] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 90.0% accuracy [2025-11-22T01:31:43.494926] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-11-22T01:31:43.495231] [DEBUG] [LOCAL ] Loaded configuration for KORE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.495301] [DEBUG] [LOCAL ] Loaded configuration for TEI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.495364] [DEBUG] [LOCAL ] Loaded configuration for BR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.495424] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.495484] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 1 features, 60.0% accuracy [2025-11-22T01:31:43.495854] [DEBUG] [LOCAL ] Loaded configuration for AGI: 3 features, 60.0% accuracy [2025-11-22T01:31:43.495927] [DEBUG] [LOCAL ] Loaded configuration for WEC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.495989] [DEBUG] [LOCAL ] Loaded configuration for PBI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.496048] [DEBUG] [LOCAL ] Loaded configuration for STXV: 0 features, 80.0% accuracy [2025-11-22T01:31:43.496109] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-11-22T01:31:43.496517] [DEBUG] [LOCAL ] Loaded configuration for CIB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.496591] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.496676] [DEBUG] [LOCAL ] Loaded configuration for TXT: 4 features, 100.0% accuracy [2025-11-22T01:31:43.496741] [DEBUG] [LOCAL ] Loaded configuration for WDI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.497132] [DEBUG] [LOCAL ] Loaded configuration for AGD: 1 features, 70.0% accuracy [2025-11-22T01:31:43.497207] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.497268] [DEBUG] [LOCAL ] Loaded configuration for RVT: 0 features, 60.0% accuracy [2025-11-22T01:31:43.497535] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.497609] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.497690] [DEBUG] [LOCAL ] Loaded configuration for RDY: 4 features, 90.0% accuracy [2025-11-22T01:31:43.497753] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 0 features, 70.0% accuracy [2025-11-22T01:31:43.497812] [DEBUG] [LOCAL ] Loaded configuration for THC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.497872] [DEBUG] [LOCAL ] Loaded configuration for CXH: 3 features, 100.0% accuracy [2025-11-22T01:31:43.497933] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.497992] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.498051] [DEBUG] [LOCAL ] Loaded configuration for UHS: 0 features, 70.0% accuracy [2025-11-22T01:31:43.498112] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.498370] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 0 features, 70.0% accuracy [2025-11-22T01:31:43.498445] [DEBUG] [LOCAL ] Loaded configuration for BHK: 1 features, 60.0% accuracy [2025-11-22T01:31:43.498506] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 90.0% accuracy [2025-11-22T01:31:43.498567] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.498958] [DEBUG] [LOCAL ] Loaded configuration for GPI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.499041] [DEBUG] [LOCAL ] Loaded configuration for GGB: 1 features, 90.0% accuracy [2025-11-22T01:31:43.499103] [DEBUG] [LOCAL ] Loaded configuration for MDV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.499163] [DEBUG] [LOCAL ] Loaded configuration for WD: 3 features, 80.0% accuracy [2025-11-22T01:31:43.499242] [DEBUG] [LOCAL ] Loaded configuration for PSX: 1 features, 90.0% accuracy [2025-11-22T01:31:43.499303] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 100.0% accuracy [2025-11-22T01:31:43.499364] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.499424] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 5 features, 90.0% accuracy [2025-11-22T01:31:43.499485] [DEBUG] [LOCAL ] Loaded configuration for VLO: 4 features, 100.0% accuracy [2025-11-22T01:31:43.499546] [DEBUG] [LOCAL ] Loaded configuration for MCB: 0 features, 30.0% accuracy [2025-11-22T01:31:43.499607] [DEBUG] [LOCAL ] Loaded configuration for MSA: 4 features, 100.0% accuracy [2025-11-22T01:31:43.499692] [DEBUG] [LOCAL ] Loaded configuration for PFE: 2 features, 60.0% accuracy [2025-11-22T01:31:43.499755] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.499816] [DEBUG] [LOCAL ] Loaded configuration for TXO: 5 features, 80.0% accuracy [2025-11-22T01:31:43.499877] [DEBUG] [LOCAL ] Loaded configuration for MUE: 3 features, 70.0% accuracy [2025-11-22T01:31:43.500136] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 3 features, 100.0% accuracy [2025-11-22T01:31:43.500211] [DEBUG] [LOCAL ] Loaded configuration for EMD: 5 features, 70.0% accuracy [2025-11-22T01:31:43.500274] [DEBUG] [LOCAL ] Loaded configuration for NX: 3 features, 60.0% accuracy [2025-11-22T01:31:43.500335] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.500396] [DEBUG] [LOCAL ] Loaded configuration for ASR: 2 features, 60.0% accuracy [2025-11-22T01:31:43.500457] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.500713] [DEBUG] [LOCAL ] Loaded configuration for CXW: 1 features, 70.0% accuracy [2025-11-22T01:31:43.501116] [DEBUG] [LOCAL ] Loaded configuration for ACVA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.501190] [DEBUG] [LOCAL ] Loaded configuration for PTA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.501252] [DEBUG] [LOCAL ] Loaded configuration for STXT: 1 features, 80.0% accuracy [2025-11-22T01:31:43.501313] [DEBUG] [LOCAL ] Loaded configuration for OWLT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.501373] [DEBUG] [LOCAL ] Loaded configuration for SQM: 1 features, 60.0% accuracy [2025-11-22T01:31:43.501433] [DEBUG] [LOCAL ] Loaded configuration for AME: 3 features, 70.0% accuracy [2025-11-22T01:31:43.501493] [DEBUG] [LOCAL ] Loaded configuration for LADR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.501553] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 0 features, 70.0% accuracy [2025-11-22T01:31:43.501614] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 5 features, 80.0% accuracy [2025-11-22T01:31:43.501693] [DEBUG] [LOCAL ] Loaded configuration for TMO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.501754] [DEBUG] [LOCAL ] Loaded configuration for TR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.501815] [DEBUG] [LOCAL ] Loaded configuration for RZC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.501876] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.501936] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.501997] [DEBUG] [LOCAL ] Loaded configuration for STM: 4 features, 70.0% accuracy [2025-11-22T01:31:43.502308] [DEBUG] [LOCAL ] Loaded configuration for HASI: 3 features, 60.0% accuracy [2025-11-22T01:31:43.502382] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.502451] [DEBUG] [LOCAL ] Loaded configuration for TLK: 1 features, 60.0% accuracy [2025-11-22T01:31:43.502512] [DEBUG] [LOCAL ] Loaded configuration for HAYW: 1 features, 70.0% accuracy [2025-11-22T01:31:43.502572] [DEBUG] [LOCAL ] Loaded configuration for KRP: 1 features, 80.0% accuracy [2025-11-22T01:31:43.502633] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 60.0% accuracy [2025-11-22T01:31:43.502712] [DEBUG] [LOCAL ] Loaded configuration for KRO: 1 features, 60.0% accuracy [2025-11-22T01:31:43.502979] [DEBUG] [LOCAL ] Loaded configuration for ET: 2 features, 90.0% accuracy [2025-11-22T01:31:43.503053] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.503115] [DEBUG] [LOCAL ] Loaded configuration for ASAN: 2 features, 50.0% accuracy [2025-11-22T01:31:43.503479] [DEBUG] [LOCAL ] Loaded configuration for DNOW: 2 features, 90.0% accuracy [2025-11-22T01:31:43.503553] [DEBUG] [LOCAL ] Loaded configuration for WHG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.504153] [DEBUG] [LOCAL ] Loaded configuration for CLPR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.504227] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-11-22T01:31:43.504527] [DEBUG] [LOCAL ] Loaded configuration for BFAM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.504601] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.504686] [DEBUG] [LOCAL ] Loaded configuration for MDT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.504787] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 90.0% accuracy [2025-11-22T01:31:43.504849] [DEBUG] [LOCAL ] Loaded configuration for EXP: 5 features, 90.0% accuracy [2025-11-22T01:31:43.504910] [DEBUG] [LOCAL ] Loaded configuration for ONL: 1 features, 80.0% accuracy [2025-11-22T01:31:43.505172] [DEBUG] [LOCAL ] Loaded configuration for BKT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.505247] [DEBUG] [LOCAL ] Loaded configuration for THLV: 3 features, 100.0% accuracy [2025-11-22T01:31:43.505309] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.505370] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.505629] [DEBUG] [LOCAL ] Loaded configuration for CM: 4 features, 80.0% accuracy [2025-11-22T01:31:43.505718] [DEBUG] [LOCAL ] Loaded configuration for MS: 1 features, 80.0% accuracy [2025-11-22T01:31:43.505779] [DEBUG] [LOCAL ] Loaded configuration for RJF: 0 features, 50.0% accuracy [2025-11-22T01:31:43.505839] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 70.0% accuracy [2025-11-22T01:31:43.505898] [DEBUG] [LOCAL ] Loaded configuration for EE: 0 features, 70.0% accuracy [2025-11-22T01:31:43.505958] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.506220] [DEBUG] [LOCAL ] Loaded configuration for FF: 4 features, 70.0% accuracy [2025-11-22T01:31:43.506311] [DEBUG] [LOCAL ] Loaded configuration for FDX: 1 features, 60.0% accuracy [2025-11-22T01:31:43.506384] [DEBUG] [LOCAL ] Loaded configuration for NSP: 4 features, 80.0% accuracy [2025-11-22T01:31:43.506444] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 70.0% accuracy [2025-11-22T01:31:43.506694] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 1 features, 60.0% accuracy [2025-11-22T01:31:43.511070] [DEBUG] [LOCAL ] Loaded configuration for FHN: 4 features, 80.0% accuracy [2025-11-22T01:31:43.511145] [DEBUG] [LOCAL ] Loaded configuration for LH: 6 features, 70.0% accuracy [2025-11-22T01:31:43.511205] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-11-22T01:31:43.511285] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.511546] [DEBUG] [LOCAL ] Loaded configuration for KEP: 5 features, 80.0% accuracy [2025-11-22T01:31:43.511888] [DEBUG] [LOCAL ] Loaded configuration for BBW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.512207] [DEBUG] [LOCAL ] Loaded configuration for CIF: 2 features, 90.0% accuracy [2025-11-22T01:31:43.512298] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.512373] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 2 features, 70.0% accuracy [2025-11-22T01:31:43.512435] [DEBUG] [LOCAL ] Loaded configuration for H: 1 features, 70.0% accuracy [2025-11-22T01:31:43.512813] [DEBUG] [LOCAL ] Loaded configuration for BLD: 3 features, 60.0% accuracy [2025-11-22T01:31:43.513119] [DEBUG] [LOCAL ] Loaded configuration for CLDT: 3 features, 90.0% accuracy [2025-11-22T01:31:43.513402] [DEBUG] [LOCAL ] Loaded configuration for BTT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.513477] [DEBUG] [LOCAL ] Loaded configuration for TSM: 6 features, 70.0% accuracy [2025-11-22T01:31:43.513758] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.513832] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 100.0% accuracy [2025-11-22T01:31:43.513892] [DEBUG] [LOCAL ] Loaded configuration for SOS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.513953] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-11-22T01:31:43.514013] [DEBUG] [LOCAL ] Loaded configuration for M: 3 features, 80.0% accuracy [2025-11-22T01:31:43.514074] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 5 features, 90.0% accuracy [2025-11-22T01:31:43.514347] [DEBUG] [LOCAL ] Loaded configuration for CL: 3 features, 50.0% accuracy [2025-11-22T01:31:43.514726] [DEBUG] [LOCAL ] Loaded configuration for FMN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.514800] [DEBUG] [LOCAL ] Loaded configuration for MTB: 4 features, 60.0% accuracy [2025-11-22T01:31:43.514861] [DEBUG] [LOCAL ] Loaded configuration for DNP: 3 features, 70.0% accuracy [2025-11-22T01:31:43.515112] [DEBUG] [LOCAL ] Loaded configuration for EAF: 3 features, 90.0% accuracy [2025-11-22T01:31:43.515186] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-11-22T01:31:43.515248] [DEBUG] [LOCAL ] Loaded configuration for FRT: 5 features, 90.0% accuracy [2025-11-22T01:31:43.515314] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-11-22T01:31:43.515694] [DEBUG] [LOCAL ] Loaded configuration for BAH: 4 features, 70.0% accuracy [2025-11-22T01:31:43.515768] [DEBUG] [LOCAL ] Loaded configuration for MTD: 1 features, 70.0% accuracy [2025-11-22T01:31:43.515830] [DEBUG] [LOCAL ] Loaded configuration for WLY: 2 features, 50.0% accuracy [2025-11-22T01:31:43.516135] [DEBUG] [LOCAL ] Loaded configuration for BWMX: 2 features, 40.0% accuracy [2025-11-22T01:31:43.516216] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 3 features, 70.0% accuracy [2025-11-22T01:31:43.516533] [DEBUG] [LOCAL ] Loaded configuration for ADNT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.516900] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 3 features, 60.0% accuracy [2025-11-22T01:31:43.516974] [DEBUG] [LOCAL ] Loaded configuration for FET: 4 features, 80.0% accuracy [2025-11-22T01:31:43.517036] [DEBUG] [LOCAL ] Loaded configuration for PFS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.517116] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.517187] [DEBUG] [LOCAL ] Loaded configuration for NIC: 5 features, 100.0% accuracy [2025-11-22T01:31:43.517260] [DEBUG] [LOCAL ] Loaded configuration for WPC: 0 features, 60.0% accuracy [2025-11-22T01:31:43.517333] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.517613] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.517921] [DEBUG] [LOCAL ] Loaded configuration for BOC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.518004] [DEBUG] [LOCAL ] Loaded configuration for PKG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.518286] [DEBUG] [LOCAL ] Loaded configuration for CE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.518565] [DEBUG] [LOCAL ] Loaded configuration for BBN: 4 features, 80.0% accuracy [2025-11-22T01:31:43.518652] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 80.0% accuracy [2025-11-22T01:31:43.518718] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 90.0% accuracy [2025-11-22T01:31:43.519022] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 4 features, 90.0% accuracy [2025-11-22T01:31:43.519098] [DEBUG] [LOCAL ] Loaded configuration for EARN: 3 features, 60.0% accuracy [2025-11-22T01:31:43.519160] [DEBUG] [LOCAL ] Loaded configuration for PRO: 4 features, 80.0% accuracy [2025-11-22T01:31:43.519221] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.519280] [DEBUG] [LOCAL ] Loaded configuration for RYN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.519345] [DEBUG] [LOCAL ] Loaded configuration for OR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.519404] [DEBUG] [LOCAL ] Loaded configuration for BX: 1 features, 40.0% accuracy [2025-11-22T01:31:43.519465] [DEBUG] [LOCAL ] Loaded configuration for NMS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.519524] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.519585] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-11-22T01:31:43.519663] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-11-22T01:31:43.519727] [DEBUG] [LOCAL ] Loaded configuration for PTY: 3 features, 70.0% accuracy [2025-11-22T01:31:43.519788] [DEBUG] [LOCAL ] Loaded configuration for SPR: 3 features, 100.0% accuracy [2025-11-22T01:31:43.519848] [DEBUG] [LOCAL ] Loaded configuration for SKM: 0 features, 80.0% accuracy [2025-11-22T01:31:43.520239] [DEBUG] [LOCAL ] Loaded configuration for AEO: 3 features, 90.0% accuracy [2025-11-22T01:31:43.520329] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-11-22T01:31:43.520402] [DEBUG] [LOCAL ] Loaded configuration for TWN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.520468] [DEBUG] [LOCAL ] Loaded configuration for RACE: 1 features, 70.0% accuracy [2025-11-22T01:31:43.520812] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.521126] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.521200] [DEBUG] [LOCAL ] Loaded configuration for AVD: 2 features, 70.0% accuracy [2025-11-22T01:31:43.521261] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 60.0% accuracy [2025-11-22T01:31:43.521323] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 4 features, 90.0% accuracy [2025-11-22T01:31:43.521383] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-11-22T01:31:43.521443] [DEBUG] [LOCAL ] Loaded configuration for PEO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.521503] [DEBUG] [LOCAL ] Loaded configuration for WIA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.521582] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-11-22T01:31:43.521662] [DEBUG] [LOCAL ] Loaded configuration for INSW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.522041] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 5 features, 90.0% accuracy [2025-11-22T01:31:43.522116] [DEBUG] [LOCAL ] Loaded configuration for EPR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.522178] [DEBUG] [LOCAL ] Loaded configuration for ALC: 1 features, 90.0% accuracy [2025-11-22T01:31:43.522489] [DEBUG] [LOCAL ] Loaded configuration for BZH: 2 features, 80.0% accuracy [2025-11-22T01:31:43.522563] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.522881] [DEBUG] [LOCAL ] Loaded configuration for BAM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.523431] [DEBUG] [LOCAL ] Loaded configuration for CCI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.523505] [DEBUG] [LOCAL ] Loaded configuration for NMG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.523566] [DEBUG] [LOCAL ] Loaded configuration for YETI: 0 features, 60.0% accuracy [2025-11-22T01:31:43.523627] [DEBUG] [LOCAL ] Loaded configuration for PHI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.523705] [DEBUG] [LOCAL ] Loaded configuration for SNA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.523971] [DEBUG] [LOCAL ] Loaded configuration for GTN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.524045] [DEBUG] [LOCAL ] Loaded configuration for HEI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.524105] [DEBUG] [LOCAL ] Loaded configuration for RMM: 1 features, 90.0% accuracy [2025-11-22T01:31:43.524166] [DEBUG] [LOCAL ] Loaded configuration for SMR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.524226] [DEBUG] [LOCAL ] Loaded configuration for DBI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.524285] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.524534] [DEBUG] [LOCAL ] Loaded configuration for FBP: 2 features, 60.0% accuracy [2025-11-22T01:31:43.524608] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.524687] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 60.0% accuracy [2025-11-22T01:31:43.524749] [DEBUG] [LOCAL ] Loaded configuration for KWR: 5 features, 90.0% accuracy [2025-11-22T01:31:43.524811] [DEBUG] [LOCAL ] Loaded configuration for MGRD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.525059] [DEBUG] [LOCAL ] Loaded configuration for DHF: 3 features, 90.0% accuracy [2025-11-22T01:31:43.525133] [DEBUG] [LOCAL ] Loaded configuration for BC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.525505] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 3 features, 100.0% accuracy [2025-11-22T01:31:43.525580] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-11-22T01:31:43.525656] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.525930] [DEBUG] [LOCAL ] Loaded configuration for CPF: 4 features, 70.0% accuracy [2025-11-22T01:31:43.526003] [DEBUG] [LOCAL ] Loaded configuration for NIE: 1 features, 60.0% accuracy [2025-11-22T01:31:43.526065] [DEBUG] [LOCAL ] Loaded configuration for STN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.526387] [DEBUG] [LOCAL ] Loaded configuration for BLE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.526460] [DEBUG] [LOCAL ] Loaded configuration for MCS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.526521] [DEBUG] [LOCAL ] Loaded configuration for TTI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.526582] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 4 features, 60.0% accuracy [2025-11-22T01:31:43.526961] [DEBUG] [LOCAL ] Loaded configuration for AESI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.527035] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.527107] [DEBUG] [LOCAL ] Loaded configuration for UBER: 0 features, 60.0% accuracy [2025-11-22T01:31:43.527171] [DEBUG] [LOCAL ] Loaded configuration for VLT: 2 features, 60.0% accuracy [2025-11-22T01:31:43.527231] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-11-22T01:31:43.527291] [DEBUG] [LOCAL ] Loaded configuration for AJG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.527350] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 4 features, 70.0% accuracy [2025-11-22T01:31:43.527411] [DEBUG] [LOCAL ] Loaded configuration for NC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.527471] [DEBUG] [LOCAL ] Loaded configuration for PRT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.527531] [DEBUG] [LOCAL ] Loaded configuration for AVNT: 4 features, 50.0% accuracy [2025-11-22T01:31:43.527599] [DEBUG] [LOCAL ] Loaded configuration for TREX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.527680] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.528010] [DEBUG] [LOCAL ] Loaded configuration for ACR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.528085] [DEBUG] [LOCAL ] Loaded configuration for TKR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.528147] [DEBUG] [LOCAL ] Loaded configuration for VOYA: 1 features, 50.0% accuracy [2025-11-22T01:31:43.528218] [DEBUG] [LOCAL ] Loaded configuration for CYD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.528281] [DEBUG] [LOCAL ] Loaded configuration for MRK: 2 features, 90.0% accuracy [2025-11-22T01:31:43.528342] [DEBUG] [LOCAL ] Loaded configuration for MUA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.528607] [DEBUG] [LOCAL ] Loaded configuration for GNL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.528697] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.528952] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.529025] [DEBUG] [LOCAL ] Loaded configuration for TME: 3 features, 80.0% accuracy [2025-11-22T01:31:43.529087] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.529147] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.529215] [DEBUG] [LOCAL ] Loaded configuration for WFC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.529289] [DEBUG] [LOCAL ] Loaded configuration for MTH: 3 features, 80.0% accuracy [2025-11-22T01:31:43.529363] [DEBUG] [LOCAL ] Loaded configuration for SWK: 0 features, 70.0% accuracy [2025-11-22T01:31:43.529425] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-11-22T01:31:43.534193] [DEBUG] [LOCAL ] Loaded configuration for CURV: 3 features, 70.0% accuracy [2025-11-22T01:31:43.534266] [DEBUG] [LOCAL ] Loaded configuration for PDM: 2 features, 60.0% accuracy [2025-11-22T01:31:43.534328] [DEBUG] [LOCAL ] Loaded configuration for RDN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.534388] [DEBUG] [LOCAL ] Loaded configuration for PLD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.534449] [DEBUG] [LOCAL ] Loaded configuration for QSR: 4 features, 80.0% accuracy [2025-11-22T01:31:43.534509] [DEBUG] [LOCAL ] Loaded configuration for EPD: 4 features, 100.0% accuracy [2025-11-22T01:31:43.534568] [DEBUG] [LOCAL ] Loaded configuration for RSI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.534665] [DEBUG] [LOCAL ] Loaded configuration for HBM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.534731] [DEBUG] [LOCAL ] Loaded configuration for SREA: 5 features, 90.0% accuracy [2025-11-22T01:31:43.534792] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.534852] [DEBUG] [LOCAL ] Loaded configuration for NHI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.535277] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.535654] [DEBUG] [LOCAL ] Loaded configuration for BNED: 2 features, 80.0% accuracy [2025-11-22T01:31:43.536068] [DEBUG] [LOCAL ] Loaded configuration for BSM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.536142] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 1 features, 60.0% accuracy [2025-11-22T01:31:43.536204] [DEBUG] [LOCAL ] Loaded configuration for SST: 6 features, 90.0% accuracy [2025-11-22T01:31:43.536271] [DEBUG] [LOCAL ] Loaded configuration for SPHR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.536332] [DEBUG] [LOCAL ] Loaded configuration for STC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.536391] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.536451] [DEBUG] [LOCAL ] Loaded configuration for NVST: 3 features, 70.0% accuracy [2025-11-22T01:31:43.536521] [DEBUG] [LOCAL ] Loaded configuration for UPS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.536582] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 2 features, 90.0% accuracy [2025-11-22T01:31:43.537048] [DEBUG] [LOCAL ] Loaded configuration for CNX: 4 features, 70.0% accuracy [2025-11-22T01:31:43.537136] [DEBUG] [LOCAL ] Loaded configuration for SD: 1 features, 80.0% accuracy [2025-11-22T01:31:43.537198] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 1 features, 60.0% accuracy [2025-11-22T01:31:43.537262] [DEBUG] [LOCAL ] Loaded configuration for MVO: 3 features, 80.0% accuracy [2025-11-22T01:31:43.537322] [DEBUG] [LOCAL ] Loaded configuration for WAB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.537383] [DEBUG] [LOCAL ] Loaded configuration for PPG: 4 features, 60.0% accuracy [2025-11-22T01:31:43.537443] [DEBUG] [LOCAL ] Loaded configuration for PHG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.537504] [DEBUG] [LOCAL ] Loaded configuration for DXC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.537564] [DEBUG] [LOCAL ] Loaded configuration for TG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.537623] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-11-22T01:31:43.537704] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-11-22T01:31:43.537767] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.537826] [DEBUG] [LOCAL ] Loaded configuration for VET: 2 features, 90.0% accuracy [2025-11-22T01:31:43.537885] [DEBUG] [LOCAL ] Loaded configuration for PEN: 2 features, 90.0% accuracy [2025-11-22T01:31:43.537945] [DEBUG] [LOCAL ] Loaded configuration for FCT: 3 features, 60.0% accuracy [2025-11-22T01:31:43.538005] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.538065] [DEBUG] [LOCAL ] Loaded configuration for HIW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.538386] [DEBUG] [LOCAL ] Loaded configuration for BEP: 1 features, 80.0% accuracy [2025-11-22T01:31:43.538461] [DEBUG] [LOCAL ] Loaded configuration for NEM: 4 features, 90.0% accuracy [2025-11-22T01:31:43.538522] [DEBUG] [LOCAL ] Loaded configuration for TAP: 1 features, 90.0% accuracy [2025-11-22T01:31:43.538583] [DEBUG] [LOCAL ] Loaded configuration for OMI: 4 features, 60.0% accuracy [2025-11-22T01:31:43.538659] [DEBUG] [LOCAL ] Loaded configuration for PKE: 2 features, 60.0% accuracy [2025-11-22T01:31:43.538725] [DEBUG] [LOCAL ] Loaded configuration for PHM: 2 features, 60.0% accuracy [2025-11-22T01:31:43.538801] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.538863] [DEBUG] [LOCAL ] Loaded configuration for PEB: 2 features, 90.0% accuracy [2025-11-22T01:31:43.538923] [DEBUG] [LOCAL ] Loaded configuration for NU: 2 features, 70.0% accuracy [2025-11-22T01:31:43.539256] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 1 features, 60.0% accuracy [2025-11-22T01:31:43.539347] [DEBUG] [LOCAL ] Loaded configuration for FMS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.539618] [DEBUG] [LOCAL ] Loaded configuration for AIN: 2 features, 50.0% accuracy [2025-11-22T01:31:43.539708] [DEBUG] [LOCAL ] Loaded configuration for ESS: 1 features, 50.0% accuracy [2025-11-22T01:31:43.539771] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-11-22T01:31:43.539832] [DEBUG] [LOCAL ] Loaded configuration for WMB: 3 features, 50.0% accuracy [2025-11-22T01:31:43.539893] [DEBUG] [LOCAL ] Loaded configuration for IPI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.539952] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.540012] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.540271] [DEBUG] [LOCAL ] Loaded configuration for ALX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.540356] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.540418] [DEBUG] [LOCAL ] Loaded configuration for NAN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.540746] [DEBUG] [LOCAL ] Loaded configuration for ECVT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.540821] [DEBUG] [LOCAL ] Loaded configuration for RL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.540882] [DEBUG] [LOCAL ] Loaded configuration for BLK: 3 features, 90.0% accuracy [2025-11-22T01:31:43.540942] [DEBUG] [LOCAL ] Loaded configuration for TPR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.541194] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.541268] [DEBUG] [LOCAL ] Loaded configuration for SG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.541331] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-11-22T01:31:43.541391] [DEBUG] [LOCAL ] Loaded configuration for NNN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.541452] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 2 features, 60.0% accuracy [2025-11-22T01:31:43.541513] [DEBUG] [LOCAL ] Loaded configuration for MITT: 1 features, 80.0% accuracy [2025-11-22T01:31:43.541572] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-11-22T01:31:43.541632] [DEBUG] [LOCAL ] Loaded configuration for VVV: 1 features, 60.0% accuracy [2025-11-22T01:31:43.541719] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.541781] [DEBUG] [LOCAL ] Loaded configuration for GPOR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.541841] [DEBUG] [LOCAL ] Loaded configuration for NRGV: 4 features, 100.0% accuracy [2025-11-22T01:31:43.542137] [DEBUG] [LOCAL ] Loaded configuration for BKKT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.542211] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 70.0% accuracy [2025-11-22T01:31:43.542277] [DEBUG] [LOCAL ] Loaded configuration for CSL: 2 features, 50.0% accuracy [2025-11-22T01:31:43.542357] [DEBUG] [LOCAL ] Loaded configuration for ORA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.542419] [DEBUG] [LOCAL ] Loaded configuration for CVE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.542480] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.542754] [DEBUG] [LOCAL ] Loaded configuration for CAH: 1 features, 100.0% accuracy [2025-11-22T01:31:43.542828] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.543119] [DEBUG] [LOCAL ] Loaded configuration for EGY: 2 features, 90.0% accuracy [2025-11-22T01:31:43.543200] [DEBUG] [LOCAL ] Loaded configuration for RBOT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.543274] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 1 features, 90.0% accuracy [2025-11-22T01:31:43.543348] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 2 features, 100.0% accuracy [2025-11-22T01:31:43.543619] [DEBUG] [LOCAL ] Loaded configuration for CPA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.543709] [DEBUG] [LOCAL ] Loaded configuration for SMG: 2 features, 50.0% accuracy [2025-11-22T01:31:43.543772] [DEBUG] [LOCAL ] Loaded configuration for USNA: 1 features, 50.0% accuracy [2025-11-22T01:31:43.544012] [DEBUG] [LOCAL ] Loaded configuration for GM: 1 features, 50.0% accuracy [2025-11-22T01:31:43.544288] [DEBUG] [LOCAL ] Loaded configuration for K: 3 features, 80.0% accuracy [2025-11-22T01:31:43.544553] [DEBUG] [LOCAL ] Loaded configuration for BVN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.544624] [DEBUG] [LOCAL ] Loaded configuration for THS: 4 features, 80.0% accuracy [2025-11-22T01:31:43.545000] [DEBUG] [LOCAL ] Loaded configuration for BGB: 4 features, 90.0% accuracy [2025-11-22T01:31:43.545074] [DEBUG] [LOCAL ] Loaded configuration for RGR: 4 features, 80.0% accuracy [2025-11-22T01:31:43.545351] [DEBUG] [LOCAL ] Loaded configuration for ITT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.545437] [DEBUG] [LOCAL ] Loaded configuration for GCV: 2 features, 70.0% accuracy [2025-11-22T01:31:43.545499] [DEBUG] [LOCAL ] Loaded configuration for OGE: 5 features, 70.0% accuracy [2025-11-22T01:31:43.545559] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 60.0% accuracy [2025-11-22T01:31:43.545620] [DEBUG] [LOCAL ] Loaded configuration for EQT: 2 features, 60.0% accuracy [2025-11-22T01:31:43.545886] [DEBUG] [LOCAL ] Loaded configuration for CF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.545961] [DEBUG] [LOCAL ] Loaded configuration for UTL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.546022] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-11-22T01:31:43.546083] [DEBUG] [LOCAL ] Loaded configuration for HTD: 0 features, 80.0% accuracy [2025-11-22T01:31:43.546331] [DEBUG] [LOCAL ] Loaded configuration for AX: 3 features, 50.0% accuracy [2025-11-22T01:31:43.546404] [DEBUG] [LOCAL ] Loaded configuration for NFG: 4 features, 70.0% accuracy [2025-11-22T01:31:43.546466] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.546526] [DEBUG] [LOCAL ] Loaded configuration for EQNR: 3 features, 60.0% accuracy [2025-11-22T01:31:43.546587] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 4 features, 90.0% accuracy [2025-11-22T01:31:43.546898] [DEBUG] [LOCAL ] Loaded configuration for ALV: 1 features, 80.0% accuracy [2025-11-22T01:31:43.546972] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.547034] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, 80.0% accuracy [2025-11-22T01:31:43.547900] [DEBUG] [LOCAL ] Loaded configuration for CNP: 4 features, 70.0% accuracy [2025-11-22T01:31:43.548244] [DEBUG] [LOCAL ] Loaded configuration for DKS: 4 features, 90.0% accuracy [2025-11-22T01:31:43.548333] [DEBUG] [LOCAL ] Loaded configuration for RIO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.548733] [DEBUG] [LOCAL ] Loaded configuration for DIS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.548991] [DEBUG] [LOCAL ] Loaded configuration for GS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.549258] [DEBUG] [LOCAL ] Loaded configuration for KEN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.549349] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.549414] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-11-22T01:31:43.549474] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.549826] [DEBUG] [LOCAL ] Loaded configuration for AP: 4 features, 80.0% accuracy [2025-11-22T01:31:43.550254] [DEBUG] [LOCAL ] Loaded configuration for CHE: 4 features, 70.0% accuracy [2025-11-22T01:31:43.550409] [DEBUG] [LOCAL ] Loaded configuration for KSS: 3 features, 70.0% accuracy [2025-11-22T01:31:43.550472] [DEBUG] [LOCAL ] Loaded configuration for HLI: 3 features, 100.0% accuracy [2025-11-22T01:31:43.550539] [DEBUG] [LOCAL ] Loaded configuration for OSCR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.550600] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-11-22T01:31:43.550684] [DEBUG] [LOCAL ] Loaded configuration for EPRT: 4 features, 100.0% accuracy [2025-11-22T01:31:43.555520] [DEBUG] [LOCAL ] Loaded configuration for CNO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.555594] [DEBUG] [LOCAL ] Loaded configuration for NVR: 4 features, 70.0% accuracy [2025-11-22T01:31:43.555695] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 2 features, 100.0% accuracy [2025-11-22T01:31:43.555762] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-11-22T01:31:43.556021] [DEBUG] [LOCAL ] Loaded configuration for HTH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.556095] [DEBUG] [LOCAL ] Loaded configuration for REZI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.556431] [DEBUG] [LOCAL ] Loaded configuration for CANG: 2 features, 90.0% accuracy [2025-11-22T01:31:43.556504] [DEBUG] [LOCAL ] Loaded configuration for PRU: 0 features, 60.0% accuracy [2025-11-22T01:31:43.556566] [DEBUG] [LOCAL ] Loaded configuration for WEA: 2 features, 60.0% accuracy [2025-11-22T01:31:43.556626] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 4 features, 90.0% accuracy [2025-11-22T01:31:43.556911] [DEBUG] [LOCAL ] Loaded configuration for FOA: 1 features, 90.0% accuracy [2025-11-22T01:31:43.556985] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 1 features, 90.0% accuracy [2025-11-22T01:31:43.557046] [DEBUG] [LOCAL ] Loaded configuration for SLQT: 2 features, 60.0% accuracy [2025-11-22T01:31:43.557386] [DEBUG] [LOCAL ] Loaded configuration for IQV: 2 features, 70.0% accuracy [2025-11-22T01:31:43.557460] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.557521] [DEBUG] [LOCAL ] Loaded configuration for LITB: 2 features, 70.0% accuracy [2025-11-22T01:31:43.557582] [DEBUG] [LOCAL ] Loaded configuration for SSD: 0 features, 70.0% accuracy [2025-11-22T01:31:43.557661] [DEBUG] [LOCAL ] Loaded configuration for SID: 5 features, 70.0% accuracy [2025-11-22T01:31:43.557726] [DEBUG] [LOCAL ] Loaded configuration for TDY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.557786] [DEBUG] [LOCAL ] Loaded configuration for NAC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.558129] [DEBUG] [LOCAL ] Loaded configuration for BW: 2 features, 90.0% accuracy [2025-11-22T01:31:43.558212] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-11-22T01:31:43.558287] [DEBUG] [LOCAL ] Loaded configuration for HMY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.558359] [DEBUG] [LOCAL ] Loaded configuration for EOD: 3 features, 90.0% accuracy [2025-11-22T01:31:43.558422] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 1 features, 60.0% accuracy [2025-11-22T01:31:43.558740] [DEBUG] [LOCAL ] Loaded configuration for AFB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.558813] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.558872] [DEBUG] [LOCAL ] Loaded configuration for MYD: 1 features, 50.0% accuracy [2025-11-22T01:31:43.558932] [DEBUG] [LOCAL ] Loaded configuration for HPP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.558991] [DEBUG] [LOCAL ] Loaded configuration for RRX: 1 features, 80.0% accuracy [2025-11-22T01:31:43.559049] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 0 features, 60.0% accuracy [2025-11-22T01:31:43.559109] [DEBUG] [LOCAL ] Loaded configuration for NXP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.559172] [DEBUG] [LOCAL ] Loaded configuration for GVA: 5 features, 70.0% accuracy [2025-11-22T01:31:43.559463] [DEBUG] [LOCAL ] Loaded configuration for ARI: 2 features, 100.0% accuracy [2025-11-22T01:31:43.559536] [DEBUG] [LOCAL ] Loaded configuration for QBTS: 4 features, 100.0% accuracy [2025-11-22T01:31:43.559596] [DEBUG] [LOCAL ] Loaded configuration for DTW: 5 features, 70.0% accuracy [2025-11-22T01:31:43.559865] [DEBUG] [LOCAL ] Loaded configuration for AA: 0 features, 60.0% accuracy [2025-11-22T01:31:43.559939] [DEBUG] [LOCAL ] Loaded configuration for DSMC: 3 features, 100.0% accuracy [2025-11-22T01:31:43.560000] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.560265] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.560524] [DEBUG] [LOCAL ] Loaded configuration for CCS: 0 features, 80.0% accuracy [2025-11-22T01:31:43.560598] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.560677] [DEBUG] [LOCAL ] Loaded configuration for FFA: 2 features, 60.0% accuracy [2025-11-22T01:31:43.560740] [DEBUG] [LOCAL ] Loaded configuration for STE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.561059] [DEBUG] [LOCAL ] Loaded configuration for CCU: 0 features, 60.0% accuracy [2025-11-22T01:31:43.561133] [DEBUG] [LOCAL ] Loaded configuration for ALG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.561432] [DEBUG] [LOCAL ] Loaded configuration for GPMT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.561505] [DEBUG] [LOCAL ] Loaded configuration for PKX: 1 features, 90.0% accuracy [2025-11-22T01:31:43.561565] [DEBUG] [LOCAL ] Loaded configuration for UZE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.561625] [DEBUG] [LOCAL ] Loaded configuration for SBI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.561706] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.561965] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 1 features, 90.0% accuracy [2025-11-22T01:31:43.562038] [DEBUG] [LOCAL ] Loaded configuration for DSU: 5 features, 100.0% accuracy [2025-11-22T01:31:43.562099] [DEBUG] [LOCAL ] Loaded configuration for TPC: 5 features, 60.0% accuracy [2025-11-22T01:31:43.562159] [DEBUG] [LOCAL ] Loaded configuration for EHI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.562220] [DEBUG] [LOCAL ] Loaded configuration for TYG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.562281] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.562341] [DEBUG] [LOCAL ] Loaded configuration for UTF: 4 features, 80.0% accuracy [2025-11-22T01:31:43.562402] [DEBUG] [LOCAL ] Loaded configuration for WBS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.562462] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.562521] [DEBUG] [LOCAL ] Loaded configuration for ODV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.562784] [DEBUG] [LOCAL ] Loaded configuration for AHH: 5 features, 80.0% accuracy [2025-11-22T01:31:43.562856] [DEBUG] [LOCAL ] Loaded configuration for TDG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.562917] [DEBUG] [LOCAL ] Loaded configuration for PDO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.562977] [DEBUG] [LOCAL ] Loaded configuration for SBR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.563037] [DEBUG] [LOCAL ] Loaded configuration for WU: 3 features, 80.0% accuracy [2025-11-22T01:31:43.563098] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.563159] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 60.0% accuracy [2025-11-22T01:31:43.563431] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.563794] [DEBUG] [LOCAL ] Loaded configuration for DLNG: 5 features, 70.0% accuracy [2025-11-22T01:31:43.564157] [DEBUG] [LOCAL ] Loaded configuration for CBU: 5 features, 80.0% accuracy [2025-11-22T01:31:43.564232] [DEBUG] [LOCAL ] Loaded configuration for LNC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.564293] [DEBUG] [LOCAL ] Loaded configuration for SBSW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.564354] [DEBUG] [LOCAL ] Loaded configuration for SPRU: 1 features, 80.0% accuracy [2025-11-22T01:31:43.564416] [DEBUG] [LOCAL ] Loaded configuration for TKO: 6 features, 100.0% accuracy [2025-11-22T01:31:43.564772] [DEBUG] [LOCAL ] Loaded configuration for GTY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.564845] [DEBUG] [LOCAL ] Loaded configuration for WEX: 1 features, 100.0% accuracy [2025-11-22T01:31:43.564906] [DEBUG] [LOCAL ] Loaded configuration for SCI: 0 features, 60.0% accuracy [2025-11-22T01:31:43.565218] [DEBUG] [LOCAL ] Loaded configuration for ETW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.565293] [DEBUG] [LOCAL ] Loaded configuration for PEG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.565617] [DEBUG] [LOCAL ] Loaded configuration for KFRC: 0 features, 50.0% accuracy [2025-11-22T01:31:43.566038] [DEBUG] [LOCAL ] Loaded configuration for BCH: 1 features, 60.0% accuracy [2025-11-22T01:31:43.566119] [DEBUG] [LOCAL ] Loaded configuration for BWSN: 1 features, 60.0% accuracy [2025-11-22T01:31:43.566180] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-11-22T01:31:43.566241] [DEBUG] [LOCAL ] Loaded configuration for GEO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.566302] [DEBUG] [LOCAL ] Loaded configuration for MOV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.566361] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 70.0% accuracy [2025-11-22T01:31:43.566421] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-11-22T01:31:43.566480] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 90.0% accuracy [2025-11-22T01:31:43.566540] [DEBUG] [LOCAL ] Loaded configuration for PJT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.566798] [DEBUG] [LOCAL ] Loaded configuration for DCI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.566886] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.566948] [DEBUG] [LOCAL ] Loaded configuration for OIA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.567009] [DEBUG] [LOCAL ] Loaded configuration for MHD: 3 features, 70.0% accuracy [2025-11-22T01:31:43.567098] [DEBUG] [LOCAL ] Loaded configuration for EHC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.567161] [DEBUG] [LOCAL ] Loaded configuration for LTH: 5 features, 80.0% accuracy [2025-11-22T01:31:43.567222] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.567286] [DEBUG] [LOCAL ] Loaded configuration for HWM: 2 features, 90.0% accuracy [2025-11-22T01:31:43.567345] [DEBUG] [LOCAL ] Loaded configuration for NXC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.567404] [DEBUG] [LOCAL ] Loaded configuration for VVX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.567844] [DEBUG] [LOCAL ] Loaded configuration for CLS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.567917] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-11-22T01:31:43.567977] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 90.0% accuracy [2025-11-22T01:31:43.568244] [DEBUG] [LOCAL ] Loaded configuration for BDX: 2 features, 80.0% accuracy [2025-11-22T01:31:43.568321] [DEBUG] [LOCAL ] Loaded configuration for HBB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.568381] [DEBUG] [LOCAL ] Loaded configuration for MET: 0 features, 50.0% accuracy [2025-11-22T01:31:43.568781] [DEBUG] [LOCAL ] Loaded configuration for GDV: 2 features, 70.0% accuracy [2025-11-22T01:31:43.568854] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.569150] [DEBUG] [LOCAL ] Loaded configuration for ATR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.569233] [DEBUG] [LOCAL ] Loaded configuration for BCC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.569653] [DEBUG] [LOCAL ] Loaded configuration for EL: 4 features, 80.0% accuracy [2025-11-22T01:31:43.569729] [DEBUG] [LOCAL ] Loaded configuration for MANU: 3 features, 70.0% accuracy [2025-11-22T01:31:43.569789] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.569850] [DEBUG] [LOCAL ] Loaded configuration for MFM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.570164] [DEBUG] [LOCAL ] Loaded configuration for DHT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.570428] [DEBUG] [LOCAL ] Loaded configuration for FR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.570501] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-11-22T01:31:43.570563] [DEBUG] [LOCAL ] Loaded configuration for WBX: 0 features, 90.0% accuracy [2025-11-22T01:31:43.570623] [DEBUG] [LOCAL ] Loaded configuration for ROG: 2 features, 50.0% accuracy [2025-11-22T01:31:43.570701] [DEBUG] [LOCAL ] Loaded configuration for YRD: 0 features, 70.0% accuracy [2025-11-22T01:31:43.570771] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.570832] [DEBUG] [LOCAL ] Loaded configuration for MQY: 3 features, 70.0% accuracy [2025-11-22T01:31:43.571108] [DEBUG] [LOCAL ] Loaded configuration for GPC: 4 features, 90.0% accuracy [2025-11-22T01:31:43.571181] [DEBUG] [LOCAL ] Loaded configuration for NABL: 0 features, 90.0% accuracy [2025-11-22T01:31:43.571452] [DEBUG] [LOCAL ] Loaded configuration for AWI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.571525] [DEBUG] [LOCAL ] Loaded configuration for GNE: 1 features, 80.0% accuracy [2025-11-22T01:31:43.571588] [DEBUG] [LOCAL ] Loaded configuration for MWA: 1 features, 60.0% accuracy [2025-11-22T01:31:43.571986] [DEBUG] [LOCAL ] Loaded configuration for DKL: 1 features, 100.0% accuracy [2025-11-22T01:31:43.572429] [DEBUG] [LOCAL ] Loaded configuration for GPN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.572504] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 4 features, 90.0% accuracy [2025-11-22T01:31:43.572566] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.572626] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-11-22T01:31:43.573073] [DEBUG] [LOCAL ] Loaded configuration for DFP: 1 features, 60.0% accuracy [2025-11-22T01:31:43.573148] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.573433] [DEBUG] [LOCAL ] Loaded configuration for CGV: 2 features, 90.0% accuracy [2025-11-22T01:31:43.573507] [DEBUG] [LOCAL ] Loaded configuration for TM: 4 features, 90.0% accuracy [2025-11-22T01:31:43.573568] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.573629] [DEBUG] [LOCAL ] Loaded configuration for TOST: 2 features, 90.0% accuracy [2025-11-22T01:31:43.573973] [DEBUG] [LOCAL ] Loaded configuration for AROC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.574047] [DEBUG] [LOCAL ] Loaded configuration for MTN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.574358] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.574789] [DEBUG] [LOCAL ] Loaded configuration for BWXT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.574863] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-11-22T01:31:43.574923] [DEBUG] [LOCAL ] Loaded configuration for SFB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.574986] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-11-22T01:31:43.575047] [DEBUG] [LOCAL ] Loaded configuration for TFC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.575107] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.575168] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 6 features, 80.0% accuracy [2025-11-22T01:31:43.575500] [DEBUG] [LOCAL ] Loaded configuration for BOH: 1 features, 100.0% accuracy [2025-11-22T01:31:43.575572] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.575634] [DEBUG] [LOCAL ] Loaded configuration for STK: 3 features, 90.0% accuracy [2025-11-22T01:31:43.576079] [DEBUG] [LOCAL ] Loaded configuration for DEO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.576153] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 70.0% accuracy [2025-11-22T01:31:43.576215] [DEBUG] [LOCAL ] Loaded configuration for JILL: 3 features, 60.0% accuracy [2025-11-22T01:31:43.576287] [DEBUG] [LOCAL ] Loaded configuration for CIA: 0 features, 70.0% accuracy [2025-11-22T01:31:43.576351] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-11-22T01:31:43.576411] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 100.0% accuracy [2025-11-22T01:31:43.576471] [DEBUG] [LOCAL ] Loaded configuration for UMC: 1 features, 90.0% accuracy [2025-11-22T01:31:43.576540] [DEBUG] [LOCAL ] Loaded configuration for MMT: 4 features, 50.0% accuracy [2025-11-22T01:31:43.576602] [DEBUG] [LOCAL ] Loaded configuration for TWI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.576705] [DEBUG] [LOCAL ] Loaded configuration for MLM: 0 features, 60.0% accuracy [2025-11-22T01:31:43.576778] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 4 features, 60.0% accuracy [2025-11-22T01:31:43.576858] [DEBUG] [LOCAL ] Loaded configuration for WSR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.576921] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.576982] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.577042] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.577125] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.577408] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 4 features, 80.0% accuracy [2025-11-22T01:31:43.577685] [DEBUG] [LOCAL ] Loaded configuration for EDU: 2 features, 70.0% accuracy [2025-11-22T01:31:43.577758] [DEBUG] [LOCAL ] Loaded configuration for TWO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.577819] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 60.0% accuracy [2025-11-22T01:31:43.577880] [DEBUG] [LOCAL ] Loaded configuration for MTW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.577940] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.578001] [DEBUG] [LOCAL ] Loaded configuration for INGR: 5 features, 90.0% accuracy [2025-11-22T01:31:43.578061] [DEBUG] [LOCAL ] Loaded configuration for FINV: 3 features, 90.0% accuracy [2025-11-22T01:31:43.578121] [DEBUG] [LOCAL ] Loaded configuration for ENO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.578183] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.578243] [DEBUG] [LOCAL ] Loaded configuration for WOR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.578304] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.578690] [DEBUG] [LOCAL ] Loaded configuration for HQH: 1 features, 50.0% accuracy [2025-11-22T01:31:43.578764] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 60.0% accuracy [2025-11-22T01:31:43.578825] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.579079] [DEBUG] [LOCAL ] Loaded configuration for BOE: 4 features, 70.0% accuracy [2025-11-22T01:31:43.579154] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-11-22T01:31:43.579224] [DEBUG] [LOCAL ] Loaded configuration for SB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.579299] [DEBUG] [LOCAL ] Loaded configuration for VAC: 6 features, 90.0% accuracy [2025-11-22T01:31:43.579372] [DEBUG] [LOCAL ] Loaded configuration for VPV: 2 features, 100.0% accuracy [2025-11-22T01:31:43.579433] [DEBUG] [LOCAL ] Loaded configuration for PMT: 0 features, 60.0% accuracy [2025-11-22T01:31:43.579493] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 70.0% accuracy [2025-11-22T01:31:43.579554] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-11-22T01:31:43.579614] [DEBUG] [LOCAL ] Loaded configuration for MAIN: 1 features, 50.0% accuracy [2025-11-22T01:31:43.580037] [DEBUG] [LOCAL ] Loaded configuration for AL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.580111] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 0 features, 70.0% accuracy [2025-11-22T01:31:43.580173] [DEBUG] [LOCAL ] Loaded configuration for PKST: 2 features, 90.0% accuracy [2025-11-22T01:31:43.580234] [DEBUG] [LOCAL ] Loaded configuration for LVS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.580293] [DEBUG] [LOCAL ] Loaded configuration for NMM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.580354] [DEBUG] [LOCAL ] Loaded configuration for THQ: 5 features, 90.0% accuracy [2025-11-22T01:31:43.580421] [DEBUG] [LOCAL ] Loaded configuration for SJM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.580730] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 6 features, 100.0% accuracy [2025-11-22T01:31:43.580805] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-11-22T01:31:43.581069] [DEBUG] [LOCAL ] Loaded configuration for ANET: 2 features, 70.0% accuracy [2025-11-22T01:31:43.581143] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 4 features, 100.0% accuracy [2025-11-22T01:31:43.581394] [DEBUG] [LOCAL ] Loaded configuration for IDA: 3 features, 70.0% accuracy [2025-11-22T01:31:43.581468] [DEBUG] [LOCAL ] Loaded configuration for IRS: 1 features, 50.0% accuracy [2025-11-22T01:31:43.581737] [DEBUG] [LOCAL ] Loaded configuration for BGH: 3 features, 80.0% accuracy [2025-11-22T01:31:43.581811] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-11-22T01:31:43.581873] [DEBUG] [LOCAL ] Loaded configuration for OMC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.582171] [DEBUG] [LOCAL ] Loaded configuration for FN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.582244] [DEBUG] [LOCAL ] Loaded configuration for SON: 0 features, 60.0% accuracy [2025-11-22T01:31:43.582305] [DEBUG] [LOCAL ] Loaded configuration for TRU: 1 features, 70.0% accuracy [2025-11-22T01:31:43.582366] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.582426] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.582485] [DEBUG] [LOCAL ] Loaded configuration for ESNT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.582545] [DEBUG] [LOCAL ] Loaded configuration for NMR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.582604] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-11-22T01:31:43.582690] [DEBUG] [LOCAL ] Loaded configuration for RVTY: 3 features, 80.0% accuracy [2025-11-22T01:31:43.582754] [DEBUG] [LOCAL ] Loaded configuration for IVT: 4 features, 80.0% accuracy [2025-11-22T01:31:43.582815] [DEBUG] [LOCAL ] Loaded configuration for MODG: 3 features, 90.0% accuracy [2025-11-22T01:31:43.583086] [DEBUG] [LOCAL ] Loaded configuration for DB: 4 features, 70.0% accuracy [2025-11-22T01:31:43.583158] [DEBUG] [LOCAL ] Loaded configuration for RHP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.583456] [DEBUG] [LOCAL ] Loaded configuration for CLF: 4 features, 80.0% accuracy [2025-11-22T01:31:43.583529] [DEBUG] [LOCAL ] Loaded configuration for ELV: 1 features, 80.0% accuracy [2025-11-22T01:31:43.583590] [DEBUG] [LOCAL ] Loaded configuration for GGT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.583668] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.583732] [DEBUG] [LOCAL ] Loaded configuration for QD: 3 features, 90.0% accuracy [2025-11-22T01:31:43.584074] [DEBUG] [LOCAL ] Loaded configuration for CLW: 7 features, 90.0% accuracy [2025-11-22T01:31:43.584149] [DEBUG] [LOCAL ] Loaded configuration for BCE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.584210] [DEBUG] [LOCAL ] Loaded configuration for TNC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.584272] [DEBUG] [LOCAL ] Loaded configuration for BKE: 5 features, 80.0% accuracy [2025-11-22T01:31:43.584331] [DEBUG] [LOCAL ] Loaded configuration for LND: 1 features, 90.0% accuracy [2025-11-22T01:31:43.584391] [DEBUG] [LOCAL ] Loaded configuration for PK: 1 features, 70.0% accuracy [2025-11-22T01:31:43.584451] [DEBUG] [LOCAL ] Loaded configuration for SEE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.584817] [DEBUG] [LOCAL ] Loaded configuration for ABT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.584906] [DEBUG] [LOCAL ] Loaded configuration for OGN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.584969] [DEBUG] [LOCAL ] Loaded configuration for LGI: 3 features, 70.0% accuracy [2025-11-22T01:31:43.585038] [DEBUG] [LOCAL ] Loaded configuration for GFI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.585099] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-11-22T01:31:43.585160] [DEBUG] [LOCAL ] Loaded configuration for NBB: 2 features, 70.0% accuracy [2025-11-22T01:31:43.585219] [DEBUG] [LOCAL ] Loaded configuration for BRT: 2 features, 90.0% accuracy [2025-11-22T01:31:43.585520] [DEBUG] [LOCAL ] Loaded configuration for DMB: 4 features, 80.0% accuracy [2025-11-22T01:31:43.585593] [DEBUG] [LOCAL ] Loaded configuration for PII: 3 features, 70.0% accuracy [2025-11-22T01:31:43.585898] [DEBUG] [LOCAL ] Loaded configuration for DVN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.586219] [DEBUG] [LOCAL ] Loaded configuration for ETB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.586309] [DEBUG] [LOCAL ] Loaded configuration for FPI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.586380] [DEBUG] [LOCAL ] Loaded configuration for PMO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.586440] [DEBUG] [LOCAL ] Loaded configuration for EGP: 4 features, 80.0% accuracy [2025-11-22T01:31:43.586500] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 0 features, 80.0% accuracy [2025-11-22T01:31:43.586560] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 70.0% accuracy [2025-11-22T01:31:43.586867] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 1 features, 80.0% accuracy [2025-11-22T01:31:43.587155] [DEBUG] [LOCAL ] Loaded configuration for FDP: 3 features, 70.0% accuracy [2025-11-22T01:31:43.587524] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 4 features, 90.0% accuracy [2025-11-22T01:31:43.587598] [DEBUG] [LOCAL ] Loaded configuration for NCA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.587683] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.587748] [DEBUG] [LOCAL ] Loaded configuration for RFI: 4 features, 80.0% accuracy [2025-11-22T01:31:43.587809] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-11-22T01:31:43.588131] [DEBUG] [LOCAL ] Loaded configuration for BXMT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.588208] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.588283] [DEBUG] [LOCAL ] Loaded configuration for PCG: 2 features, 60.0% accuracy [2025-11-22T01:31:43.588357] [DEBUG] [LOCAL ] Loaded configuration for NRG: 4 features, 70.0% accuracy [2025-11-22T01:31:43.588419] [DEBUG] [LOCAL ] Loaded configuration for WAL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.588479] [DEBUG] [LOCAL ] Loaded configuration for THO: 4 features, 80.0% accuracy [2025-11-22T01:31:43.588539] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 4 features, 80.0% accuracy [2025-11-22T01:31:43.588598] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 2 features, 90.0% accuracy [2025-11-22T01:31:43.589009] [DEBUG] [LOCAL ] Loaded configuration for ABCB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.589084] [DEBUG] [LOCAL ] Loaded configuration for FMC: 4 features, 80.0% accuracy [2025-11-22T01:31:43.589155] [DEBUG] [LOCAL ] Loaded configuration for KT: 4 features, 80.0% accuracy [2025-11-22T01:31:43.589224] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 4 features, 90.0% accuracy [2025-11-22T01:31:43.589298] [DEBUG] [LOCAL ] Loaded configuration for GIS: 5 features, 90.0% accuracy [2025-11-22T01:31:43.589373] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.589433] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 1 features, 90.0% accuracy [2025-11-22T01:31:43.589758] [DEBUG] [LOCAL ] Loaded configuration for EBF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.590131] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 4 features, 90.0% accuracy [2025-11-22T01:31:43.590429] [DEBUG] [LOCAL ] Loaded configuration for DAO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.590510] [DEBUG] [LOCAL ] Loaded configuration for VTS: 4 features, 90.0% accuracy [2025-11-22T01:31:43.590809] [DEBUG] [LOCAL ] Loaded configuration for AIO: 3 features, 90.0% accuracy [2025-11-22T01:31:43.590883] [DEBUG] [LOCAL ] Loaded configuration for HGV: 3 features, 60.0% accuracy [2025-11-22T01:31:43.591153] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.591531] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 3 features, 70.0% accuracy [2025-11-22T01:31:43.591605] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 3 features, 90.0% accuracy [2025-11-22T01:31:43.591880] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.591955] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.592017] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-11-22T01:31:43.592276] [DEBUG] [LOCAL ] Loaded configuration for D: 4 features, 50.0% accuracy [2025-11-22T01:31:43.592350] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 1 features, 80.0% accuracy [2025-11-22T01:31:43.592758] [DEBUG] [LOCAL ] Loaded configuration for CHPT: 2 features, 60.0% accuracy [2025-11-22T01:31:43.592832] [DEBUG] [LOCAL ] Loaded configuration for NE: 0 features, 60.0% accuracy [2025-11-22T01:31:43.592893] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-11-22T01:31:43.593190] [DEBUG] [LOCAL ] Loaded configuration for CCO: 4 features, 70.0% accuracy [2025-11-22T01:31:43.593262] [DEBUG] [LOCAL ] Loaded configuration for RELX: 0 features, 60.0% accuracy [2025-11-22T01:31:43.593540] [DEBUG] [LOCAL ] Loaded configuration for AMP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.593799] [DEBUG] [LOCAL ] Loaded configuration for CBL: 3 features, 80.0% accuracy [2025-11-22T01:31:43.593873] [DEBUG] [LOCAL ] Loaded configuration for NXJ: 1 features, 40.0% accuracy [2025-11-22T01:31:43.593935] [DEBUG] [LOCAL ] Loaded configuration for WPP: 0 features, 60.0% accuracy [2025-11-22T01:31:43.594295] [DEBUG] [LOCAL ] Loaded configuration for CVX: 3 features, 70.0% accuracy [2025-11-22T01:31:43.594368] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-11-22T01:31:43.594429] [DEBUG] [LOCAL ] Loaded configuration for IPG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.594489] [DEBUG] [LOCAL ] Loaded configuration for R: 1 features, 70.0% accuracy [2025-11-22T01:31:43.594550] [DEBUG] [LOCAL ] Loaded configuration for ICL: 0 features, 70.0% accuracy [2025-11-22T01:31:43.594855] [DEBUG] [LOCAL ] Loaded configuration for CRM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.594928] [DEBUG] [LOCAL ] Loaded configuration for SRV: 2 features, 70.0% accuracy [2025-11-22T01:31:43.595206] [DEBUG] [LOCAL ] Loaded configuration for DTG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.595296] [DEBUG] [LOCAL ] Loaded configuration for DEI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.595567] [DEBUG] [LOCAL ] Loaded configuration for DTB: 5 features, 100.0% accuracy [2025-11-22T01:31:43.595661] [DEBUG] [LOCAL ] Loaded configuration for MSM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.595744] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.596062] [DEBUG] [LOCAL ] Loaded configuration for COF: 3 features, 60.0% accuracy [2025-11-22T01:31:43.596439] [DEBUG] [LOCAL ] Loaded configuration for CWT: 5 features, 90.0% accuracy [2025-11-22T01:31:43.596839] [DEBUG] [LOCAL ] Loaded configuration for GNT: 1 features, 80.0% accuracy [2025-11-22T01:31:43.596912] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.596973] [DEBUG] [LOCAL ] Loaded configuration for AORT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.597032] [DEBUG] [LOCAL ] Loaded configuration for TSI: 0 features, 70.0% accuracy [2025-11-22T01:31:43.597116] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.597177] [DEBUG] [LOCAL ] Loaded configuration for EMN: 1 features, 90.0% accuracy [2025-11-22T01:31:43.597237] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-11-22T01:31:43.597298] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 80.0% accuracy [2025-11-22T01:31:43.597357] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 4 features, 90.0% accuracy [2025-11-22T01:31:43.597417] [DEBUG] [LOCAL ] Loaded configuration for EMO: 5 features, 70.0% accuracy [2025-11-22T01:31:43.597476] [DEBUG] [LOCAL ] Loaded configuration for RWT: 4 features, 70.0% accuracy [2025-11-22T01:31:43.597536] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.597595] [DEBUG] [LOCAL ] Loaded configuration for DOW: 2 features, 80.0% accuracy [2025-11-22T01:31:43.597674] [DEBUG] [LOCAL ] Loaded configuration for KMT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.597737] [DEBUG] [LOCAL ] Loaded configuration for RKT: 4 features, 90.0% accuracy [2025-11-22T01:31:43.597797] [DEBUG] [LOCAL ] Loaded configuration for NRUC: 3 features, 100.0% accuracy [2025-11-22T01:31:43.597856] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 2 features, 80.0% accuracy [2025-11-22T01:31:43.597916] [DEBUG] [LOCAL ] Loaded configuration for NGVT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.597976] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-11-22T01:31:43.598035] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.598094] [DEBUG] [LOCAL ] Loaded configuration for VYX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.598153] [DEBUG] [LOCAL ] Loaded configuration for EIX: 3 features, 70.0% accuracy [2025-11-22T01:31:43.598225] [DEBUG] [LOCAL ] Loaded configuration for PUMP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.598299] [DEBUG] [LOCAL ] Loaded configuration for LVWR: 3 features, 90.0% accuracy [2025-11-22T01:31:43.598577] [DEBUG] [LOCAL ] Loaded configuration for ETY: 5 features, 90.0% accuracy [2025-11-22T01:31:43.598668] [DEBUG] [LOCAL ] Loaded configuration for A: 2 features, 80.0% accuracy [2025-11-22T01:31:43.598733] [DEBUG] [LOCAL ] Loaded configuration for LOB: 3 features, 60.0% accuracy [2025-11-22T01:31:43.598794] [DEBUG] [LOCAL ] Loaded configuration for NPK: 4 features, 70.0% accuracy [2025-11-22T01:31:43.598854] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.598913] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 0 features, 70.0% accuracy [2025-11-22T01:31:43.599229] [DEBUG] [LOCAL ] Loaded configuration for BRC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.599513] [DEBUG] [LOCAL ] Loaded configuration for BA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.599587] [DEBUG] [LOCAL ] Loaded configuration for PFN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.599930] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.600495] [DEBUG] [LOCAL ] Loaded configuration for KOF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.600570] [DEBUG] [LOCAL ] Loaded configuration for EQH: 3 features, 70.0% accuracy [2025-11-22T01:31:43.600632] [DEBUG] [LOCAL ] Loaded configuration for BSL: 3 features, 70.0% accuracy [2025-11-22T01:31:43.600713] [DEBUG] [LOCAL ] Loaded configuration for RITM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.600773] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.600834] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.600894] [DEBUG] [LOCAL ] Loaded configuration for SCHW: 1 features, 80.0% accuracy [2025-11-22T01:31:43.600953] [DEBUG] [LOCAL ] Loaded configuration for RCI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.601022] [DEBUG] [LOCAL ] Loaded configuration for MCN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.601394] [DEBUG] [LOCAL ] Loaded configuration for IDT: 2 features, 50.0% accuracy [2025-11-22T01:31:43.601467] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-11-22T01:31:43.601529] [DEBUG] [LOCAL ] Loaded configuration for SKE: 1 features, 70.0% accuracy [2025-11-22T01:31:43.601589] [DEBUG] [LOCAL ] Loaded configuration for MAC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.601666] [DEBUG] [LOCAL ] Loaded configuration for OKE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.601731] [DEBUG] [LOCAL ] Loaded configuration for SPG: 0 features, 70.0% accuracy [2025-11-22T01:31:43.601792] [DEBUG] [LOCAL ] Loaded configuration for ITW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.602098] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.602173] [DEBUG] [LOCAL ] Loaded configuration for PCOR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.602234] [DEBUG] [LOCAL ] Loaded configuration for SBS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.602314] [DEBUG] [LOCAL ] Loaded configuration for PFH: 3 features, 100.0% accuracy [2025-11-22T01:31:43.602377] [DEBUG] [LOCAL ] Loaded configuration for SUPV: 3 features, 70.0% accuracy [2025-11-22T01:31:43.602436] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.602496] [DEBUG] [LOCAL ] Loaded configuration for U: 1 features, 80.0% accuracy [2025-11-22T01:31:43.602556] [DEBUG] [LOCAL ] Loaded configuration for RTO: 3 features, 80.0% accuracy [2025-11-22T01:31:43.602617] [DEBUG] [LOCAL ] Loaded configuration for PSF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.602698] [DEBUG] [LOCAL ] Loaded configuration for PNNT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.602760] [DEBUG] [LOCAL ] Loaded configuration for PSN: 0 features, 90.0% accuracy [2025-11-22T01:31:43.602820] [DEBUG] [LOCAL ] Loaded configuration for SNN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.602880] [DEBUG] [LOCAL ] Loaded configuration for TUYA: 1 features, 40.0% accuracy [2025-11-22T01:31:43.603304] [DEBUG] [LOCAL ] Loaded configuration for ATMU: 1 features, 90.0% accuracy [2025-11-22T01:31:43.603389] [DEBUG] [LOCAL ] Loaded configuration for GETY: 3 features, 50.0% accuracy [2025-11-22T01:31:43.603450] [DEBUG] [LOCAL ] Loaded configuration for PDS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.603510] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.603570] [DEBUG] [LOCAL ] Loaded configuration for LNG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.603665] [DEBUG] [LOCAL ] Loaded configuration for WSO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.603941] [DEBUG] [LOCAL ] Loaded configuration for CNS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.604015] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.604077] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.604378] [DEBUG] [LOCAL ] Loaded configuration for ABM: 2 features, 90.0% accuracy [2025-11-22T01:31:43.604634] [DEBUG] [LOCAL ] Loaded configuration for AZZ: 4 features, 80.0% accuracy [2025-11-22T01:31:43.604906] [DEBUG] [LOCAL ] Loaded configuration for AIG: 5 features, 80.0% accuracy [2025-11-22T01:31:43.604979] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 100.0% accuracy [2025-11-22T01:31:43.605040] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-11-22T01:31:43.605101] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.605367] [DEBUG] [LOCAL ] Loaded configuration for BMN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.605459] [DEBUG] [LOCAL ] Loaded configuration for DINO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.605719] [DEBUG] [LOCAL ] Loaded configuration for AMPX: 3 features, 70.0% accuracy [2025-11-22T01:31:43.605799] [DEBUG] [LOCAL ] Loaded configuration for OC: 4 features, 70.0% accuracy [2025-11-22T01:31:43.605861] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.605921] [DEBUG] [LOCAL ] Loaded configuration for MSI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.605981] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.606252] [DEBUG] [LOCAL ] Loaded configuration for GNW: 2 features, 50.0% accuracy [2025-11-22T01:31:43.606340] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy [2025-11-22T01:31:43.606404] [DEBUG] [LOCAL ] Loaded configuration for NPWR: 3 features, 100.0% accuracy [2025-11-22T01:31:43.606465] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.606524] [DEBUG] [LOCAL ] Loaded configuration for IHD: 2 features, 80.0% accuracy [2025-11-22T01:31:43.606583] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.606665] [DEBUG] [LOCAL ] Loaded configuration for NOW: 1 features, 70.0% accuracy [2025-11-22T01:31:43.606730] [DEBUG] [LOCAL ] Loaded configuration for NCV: 0 features, 80.0% accuracy [2025-11-22T01:31:43.606790] [DEBUG] [LOCAL ] Loaded configuration for SGU: 1 features, 80.0% accuracy [2025-11-22T01:31:43.606850] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.606908] [DEBUG] [LOCAL ] Loaded configuration for URI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.606967] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 80.0% accuracy [2025-11-22T01:31:43.607025] [DEBUG] [LOCAL ] Loaded configuration for SBH: 3 features, 70.0% accuracy [2025-11-22T01:31:43.607100] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-11-22T01:31:43.607356] [DEBUG] [LOCAL ] Loaded configuration for BBAR: 6 features, 90.0% accuracy [2025-11-22T01:31:43.607428] [DEBUG] [LOCAL ] Loaded configuration for BOND: 3 features, 60.0% accuracy [2025-11-22T01:31:43.607489] [DEBUG] [LOCAL ] Loaded configuration for MHO: 1 features, 60.0% accuracy [2025-11-22T01:31:43.607795] [DEBUG] [LOCAL ] Loaded configuration for EME: 2 features, 70.0% accuracy [2025-11-22T01:31:43.609854] [DEBUG] [LOCAL ] Loaded configuration for AMC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.609928] [DEBUG] [LOCAL ] Loaded configuration for TDF: 6 features, 90.0% accuracy [2025-11-22T01:31:43.610332] [DEBUG] [LOCAL ] Loaded configuration for ALK: 2 features, 80.0% accuracy [2025-11-22T01:31:43.610406] [DEBUG] [LOCAL ] Loaded configuration for WY: 0 features, 90.0% accuracy [2025-11-22T01:31:43.610468] [DEBUG] [LOCAL ] Loaded configuration for PPL: 3 features, 90.0% accuracy [2025-11-22T01:31:43.610529] [DEBUG] [LOCAL ] Loaded configuration for KW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.610591] [DEBUG] [LOCAL ] Loaded configuration for MMU: 2 features, 80.0% accuracy [2025-11-22T01:31:43.610670] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 5 features, 90.0% accuracy [2025-11-22T01:31:43.610733] [DEBUG] [LOCAL ] Loaded configuration for JRS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.611003] [DEBUG] [LOCAL ] Loaded configuration for AMG: 3 features, 90.0% accuracy [2025-11-22T01:31:43.611076] [DEBUG] [LOCAL ] Loaded configuration for SVV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.611138] [DEBUG] [LOCAL ] Loaded configuration for STT: 5 features, 90.0% accuracy [2025-11-22T01:31:43.611526] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 2 features, 90.0% accuracy [2025-11-22T01:31:43.611601] [DEBUG] [LOCAL ] Loaded configuration for PGR: 3 features, 60.0% accuracy [2025-11-22T01:31:43.611683] [DEBUG] [LOCAL ] Loaded configuration for FRO: 4 features, 80.0% accuracy [2025-11-22T01:31:43.611746] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 80.0% accuracy [2025-11-22T01:31:43.611814] [DEBUG] [LOCAL ] Loaded configuration for KKR: 0 features, 70.0% accuracy [2025-11-22T01:31:43.611875] [DEBUG] [LOCAL ] Loaded configuration for IRM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.611935] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-11-22T01:31:43.611996] [DEBUG] [LOCAL ] Loaded configuration for LAW: 0 features, 70.0% accuracy [2025-11-22T01:31:43.612356] [DEBUG] [LOCAL ] Loaded configuration for GENI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.612430] [DEBUG] [LOCAL ] Loaded configuration for WKC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.612491] [DEBUG] [LOCAL ] Loaded configuration for NEE: 3 features, 80.0% accuracy [2025-11-22T01:31:43.612551] [DEBUG] [LOCAL ] Loaded configuration for DDD: 1 features, 70.0% accuracy [2025-11-22T01:31:43.612611] [DEBUG] [LOCAL ] Loaded configuration for JCI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.612691] [DEBUG] [LOCAL ] Loaded configuration for NET: 5 features, 90.0% accuracy [2025-11-22T01:31:43.612754] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.612813] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.612873] [DEBUG] [LOCAL ] Loaded configuration for CLVT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.612933] [DEBUG] [LOCAL ] Loaded configuration for SR: 3 features, 90.0% accuracy [2025-11-22T01:31:43.613249] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 2 features, 100.0% accuracy [2025-11-22T01:31:43.613323] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-11-22T01:31:43.613384] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-11-22T01:31:43.613444] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.613751] [DEBUG] [LOCAL ] Loaded configuration for CAL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.614123] [DEBUG] [LOCAL ] Loaded configuration for DELL: 6 features, 80.0% accuracy [2025-11-22T01:31:43.614214] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-11-22T01:31:43.614282] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-11-22T01:31:43.614532] [DEBUG] [LOCAL ] Loaded configuration for GRNT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.614606] [DEBUG] [LOCAL ] Loaded configuration for KFS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.614687] [DEBUG] [LOCAL ] Loaded configuration for RIG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.614751] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-11-22T01:31:43.614812] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-11-22T01:31:43.615067] [DEBUG] [LOCAL ] Loaded configuration for BUI: 6 features, 70.0% accuracy [2025-11-22T01:31:43.615141] [DEBUG] [LOCAL ] Loaded configuration for SWX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.615513] [DEBUG] [LOCAL ] Loaded configuration for BXP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.615586] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 3 features, 70.0% accuracy [2025-11-22T01:31:43.615663] [DEBUG] [LOCAL ] Loaded configuration for SNOW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.615728] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.615789] [DEBUG] [LOCAL ] Loaded configuration for MUX: 5 features, 70.0% accuracy [2025-11-22T01:31:43.616065] [DEBUG] [LOCAL ] Loaded configuration for GIL: 4 features, 70.0% accuracy [2025-11-22T01:31:43.616461] [DEBUG] [LOCAL ] Loaded configuration for COMP: 7 features, 90.0% accuracy [2025-11-22T01:31:43.616794] [DEBUG] [LOCAL ] Loaded configuration for ADC: 0 features, 60.0% accuracy [2025-11-22T01:31:43.616868] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-11-22T01:31:43.617182] [DEBUG] [LOCAL ] Loaded configuration for AI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.617511] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 3 features, 60.0% accuracy [2025-11-22T01:31:43.617783] [DEBUG] [LOCAL ] Loaded configuration for BHP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.617858] [DEBUG] [LOCAL ] Loaded configuration for HR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.617920] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 3 features, 60.0% accuracy [2025-11-22T01:31:43.617981] [DEBUG] [LOCAL ] Loaded configuration for BTE: 3 features, 90.0% accuracy [2025-11-22T01:31:43.618042] [DEBUG] [LOCAL ] Loaded configuration for SEMR: 0 features, 90.0% accuracy [2025-11-22T01:31:43.618103] [DEBUG] [LOCAL ] Loaded configuration for OUT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.618163] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 70.0% accuracy [2025-11-22T01:31:43.618426] [DEBUG] [LOCAL ] Loaded configuration for FOF: 2 features, 100.0% accuracy [2025-11-22T01:31:43.618500] [DEBUG] [LOCAL ] Loaded configuration for RLI: 0 features, 90.0% accuracy [2025-11-22T01:31:43.618562] [DEBUG] [LOCAL ] Loaded configuration for UNP: 4 features, 90.0% accuracy [2025-11-22T01:31:43.618622] [DEBUG] [LOCAL ] Loaded configuration for TRC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.618710] [DEBUG] [LOCAL ] Loaded configuration for HZO: 2 features, 70.0% accuracy [2025-11-22T01:31:43.618772] [DEBUG] [LOCAL ] Loaded configuration for IONQ: 1 features, 50.0% accuracy [2025-11-22T01:31:43.619081] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.619155] [DEBUG] [LOCAL ] Loaded configuration for NIM: 0 features, 70.0% accuracy [2025-11-22T01:31:43.619225] [DEBUG] [LOCAL ] Loaded configuration for NPV: 4 features, 70.0% accuracy [2025-11-22T01:31:43.619298] [DEBUG] [LOCAL ] Loaded configuration for VICI: 4 features, 80.0% accuracy [2025-11-22T01:31:43.619836] [DEBUG] [LOCAL ] Loaded configuration for DDL: 1 features, 80.0% accuracy [2025-11-22T01:31:43.619911] [DEBUG] [LOCAL ] Loaded configuration for PBH: 1 features, 80.0% accuracy [2025-11-22T01:31:43.619973] [DEBUG] [LOCAL ] Loaded configuration for PRI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.620034] [DEBUG] [LOCAL ] Loaded configuration for AWP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.620094] [DEBUG] [LOCAL ] Loaded configuration for ESE: 3 features, 60.0% accuracy [2025-11-22T01:31:43.620154] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 70.0% accuracy [2025-11-22T01:31:43.620968] [DEBUG] [LOCAL ] Loaded configuration for FCN: 5 features, 90.0% accuracy [2025-11-22T01:31:43.621042] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.621103] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-11-22T01:31:43.621164] [DEBUG] [LOCAL ] Loaded configuration for RSG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.621231] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 1 features, 60.0% accuracy [2025-11-22T01:31:43.621304] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.621378] [DEBUG] [LOCAL ] Loaded configuration for MYN: 1 features, 100.0% accuracy [2025-11-22T01:31:43.621741] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.621814] [DEBUG] [LOCAL ] Loaded configuration for BLDR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.622084] [DEBUG] [LOCAL ] Loaded configuration for DECK: 2 features, 80.0% accuracy [2025-11-22T01:31:43.622159] [DEBUG] [LOCAL ] Loaded configuration for GNK: 3 features, 70.0% accuracy [2025-11-22T01:31:43.622221] [DEBUG] [LOCAL ] Loaded configuration for AWR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.622281] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.622352] [DEBUG] [LOCAL ] Loaded configuration for VBF: 4 features, 90.0% accuracy [2025-11-22T01:31:43.623319] [DEBUG] [LOCAL ] Loaded configuration for BGX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.623399] [DEBUG] [LOCAL ] Loaded configuration for DNA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.623461] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-11-22T01:31:43.623523] [DEBUG] [LOCAL ] Loaded configuration for OEC: 0 features, 80.0% accuracy [2025-11-22T01:31:43.623584] [DEBUG] [LOCAL ] Loaded configuration for WAT: 3 features, 60.0% accuracy [2025-11-22T01:31:43.623669] [DEBUG] [LOCAL ] Loaded configuration for TDW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.623951] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.624027] [DEBUG] [LOCAL ] Loaded configuration for NTB: 2 features, 90.0% accuracy [2025-11-22T01:31:43.624090] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.624151] [DEBUG] [LOCAL ] Loaded configuration for SCD: 1 features, 70.0% accuracy [2025-11-22T01:31:43.624214] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-11-22T01:31:43.624276] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.624337] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 3 features, 80.0% accuracy [2025-11-22T01:31:43.624398] [DEBUG] [LOCAL ] Loaded configuration for LOW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.624477] [DEBUG] [LOCAL ] Loaded configuration for LNN: 1 features, 60.0% accuracy [2025-11-22T01:31:43.624540] [DEBUG] [LOCAL ] Loaded configuration for DIAX: 2 features, 50.0% accuracy [2025-11-22T01:31:43.624601] [DEBUG] [LOCAL ] Loaded configuration for PAG: 2 features, 40.0% accuracy [2025-11-22T01:31:43.624685] [DEBUG] [LOCAL ] Loaded configuration for GF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.624749] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.624810] [DEBUG] [LOCAL ] Loaded configuration for DOV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.624872] [DEBUG] [LOCAL ] Loaded configuration for TBI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.624933] [DEBUG] [LOCAL ] Loaded configuration for TRAK: 4 features, 80.0% accuracy [2025-11-22T01:31:43.624995] [DEBUG] [LOCAL ] Loaded configuration for JLL: 5 features, 90.0% accuracy [2025-11-22T01:31:43.625057] [DEBUG] [LOCAL ] Loaded configuration for MGF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.625117] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 2 features, 90.0% accuracy [2025-11-22T01:31:43.625407] [DEBUG] [LOCAL ] Loaded configuration for AON: 0 features, 70.0% accuracy [2025-11-22T01:31:43.625482] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 5 features, 90.0% accuracy [2025-11-22T01:31:43.625545] [DEBUG] [LOCAL ] Loaded configuration for UL: 3 features, 80.0% accuracy [2025-11-22T01:31:43.625844] [DEBUG] [LOCAL ] Loaded configuration for FCF: 3 features, 90.0% accuracy [2025-11-22T01:31:43.626114] [DEBUG] [LOCAL ] Loaded configuration for CQP: 0 features, 80.0% accuracy [2025-11-22T01:31:43.626190] [DEBUG] [LOCAL ] Loaded configuration for SOL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.626252] [DEBUG] [LOCAL ] Loaded configuration for WELL: 1 features, 50.0% accuracy [2025-11-22T01:31:43.626314] [DEBUG] [LOCAL ] Loaded configuration for VVR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.626570] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 1 features, 90.0% accuracy [2025-11-22T01:31:43.626970] [DEBUG] [LOCAL ] Loaded configuration for CVI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.627045] [DEBUG] [LOCAL ] Loaded configuration for SPNT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.627138] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 4 features, 60.0% accuracy [2025-11-22T01:31:43.627405] [DEBUG] [LOCAL ] Loaded configuration for CHCT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.632245] [DEBUG] [LOCAL ] Loaded configuration for BSBR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.632320] [DEBUG] [LOCAL ] Loaded configuration for VZ: 3 features, 60.0% accuracy [2025-11-22T01:31:43.632382] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.632444] [DEBUG] [LOCAL ] Loaded configuration for DTE: 0 features, 70.0% accuracy [2025-11-22T01:31:43.632505] [DEBUG] [LOCAL ] Loaded configuration for NGS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.632567] [DEBUG] [LOCAL ] Loaded configuration for OVV: 3 features, 90.0% accuracy [2025-11-22T01:31:43.632628] [DEBUG] [LOCAL ] Loaded configuration for TPH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.632721] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-11-22T01:31:43.632785] [DEBUG] [LOCAL ] Loaded configuration for SSB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.632847] [DEBUG] [LOCAL ] Loaded configuration for MGR: 2 features, 100.0% accuracy [2025-11-22T01:31:43.632908] [DEBUG] [LOCAL ] Loaded configuration for TK: 3 features, 70.0% accuracy [2025-11-22T01:31:43.632969] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.633357] [DEBUG] [LOCAL ] Loaded configuration for ISD: 3 features, 70.0% accuracy [2025-11-22T01:31:43.633433] [DEBUG] [LOCAL ] Loaded configuration for PMM: 4 features, 70.0% accuracy [2025-11-22T01:31:43.633497] [DEBUG] [LOCAL ] Loaded configuration for WEAV: 1 features, 70.0% accuracy [2025-11-22T01:31:43.633559] [DEBUG] [LOCAL ] Loaded configuration for WFG: 3 features, 80.0% accuracy [2025-11-22T01:31:43.633876] [DEBUG] [LOCAL ] Loaded configuration for FLR: 4 features, 90.0% accuracy [2025-11-22T01:31:43.633951] [DEBUG] [LOCAL ] Loaded configuration for HG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.634211] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 5 features, 80.0% accuracy [2025-11-22T01:31:43.634287] [DEBUG] [LOCAL ] Loaded configuration for SU: 4 features, 90.0% accuracy [2025-11-22T01:31:43.634350] [DEBUG] [LOCAL ] Loaded configuration for MYI: 4 features, 70.0% accuracy [2025-11-22T01:31:43.634411] [DEBUG] [LOCAL ] Loaded configuration for LDP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.634761] [DEBUG] [LOCAL ] Loaded configuration for CXE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.634836] [DEBUG] [LOCAL ] Loaded configuration for DY: 4 features, 70.0% accuracy [2025-11-22T01:31:43.635114] [DEBUG] [LOCAL ] Loaded configuration for DBL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.635191] [DEBUG] [LOCAL ] Loaded configuration for STAG: 0 features, 60.0% accuracy [2025-11-22T01:31:43.635523] [DEBUG] [LOCAL ] Loaded configuration for BLX: 5 features, 70.0% accuracy [2025-11-22T01:31:43.635597] [DEBUG] [LOCAL ] Loaded configuration for RNR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.635963] [DEBUG] [LOCAL ] Loaded configuration for CX: 1 features, 50.0% accuracy [2025-11-22T01:31:43.636038] [DEBUG] [LOCAL ] Loaded configuration for WM: 4 features, 50.0% accuracy [2025-11-22T01:31:43.636315] [DEBUG] [LOCAL ] Loaded configuration for BYM: 4 features, 70.0% accuracy [2025-11-22T01:31:43.636415] [DEBUG] [LOCAL ] Loaded configuration for DAL: 3 features, 70.0% accuracy [2025-11-22T01:31:43.636495] [DEBUG] [LOCAL ] Loaded configuration for PBT: 0 features, 50.0% accuracy [2025-11-22T01:31:43.636560] [DEBUG] [LOCAL ] Loaded configuration for NMT: 0 features, 80.0% accuracy [2025-11-22T01:31:43.636625] [DEBUG] [LOCAL ] Loaded configuration for SAH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.636981] [DEBUG] [LOCAL ] Loaded configuration for BROS: 1 features, 100.0% accuracy [2025-11-22T01:31:43.637318] [DEBUG] [LOCAL ] Loaded configuration for DEA: 2 features, 90.0% accuracy [2025-11-22T01:31:43.637395] [DEBUG] [LOCAL ] Loaded configuration for PIPR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.637467] [DEBUG] [LOCAL ] Loaded configuration for SKT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.637530] [DEBUG] [LOCAL ] Loaded configuration for BOOT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.637592] [DEBUG] [LOCAL ] Loaded configuration for PCM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.638665] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.638740] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 0 features, 70.0% accuracy [2025-11-22T01:31:43.639128] [DEBUG] [LOCAL ] Loaded configuration for BH: 1 features, 70.0% accuracy [2025-11-22T01:31:43.639455] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 1 features, 80.0% accuracy [2025-11-22T01:31:43.639549] [DEBUG] [LOCAL ] Loaded configuration for SLB: 3 features, 70.0% accuracy [2025-11-22T01:31:43.639614] [DEBUG] [LOCAL ] Loaded configuration for VGM: 1 features, 80.0% accuracy [2025-11-22T01:31:43.639722] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.639787] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.639848] [DEBUG] [LOCAL ] Loaded configuration for NOG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.639910] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 3 features, 80.0% accuracy [2025-11-22T01:31:43.639971] [DEBUG] [LOCAL ] Loaded configuration for SHG: 4 features, 80.0% accuracy [2025-11-22T01:31:43.640033] [DEBUG] [LOCAL ] Loaded configuration for FOR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.640094] [DEBUG] [LOCAL ] Loaded configuration for SLF: 2 features, 70.0% accuracy [2025-11-22T01:31:43.640154] [DEBUG] [LOCAL ] Loaded configuration for KRC: 1 features, 70.0% accuracy [2025-11-22T01:31:43.640226] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 70.0% accuracy [2025-11-22T01:31:43.640571] [DEBUG] [LOCAL ] Loaded configuration for BDJ: 2 features, 70.0% accuracy [2025-11-22T01:31:43.640665] [DEBUG] [LOCAL ] Loaded configuration for UA: 3 features, 50.0% accuracy [2025-11-22T01:31:43.640732] [DEBUG] [LOCAL ] Loaded configuration for EGO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.640795] [DEBUG] [LOCAL ] Loaded configuration for EQR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.640856] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-11-22T01:31:43.640917] [DEBUG] [LOCAL ] Loaded configuration for SITC: 3 features, 80.0% accuracy [2025-11-22T01:31:43.641506] [DEBUG] [LOCAL ] Loaded configuration for CUBE: 1 features, 70.0% accuracy [2025-11-22T01:31:43.642071] [DEBUG] [LOCAL ] Loaded configuration for EW: 3 features, 70.0% accuracy [2025-11-22T01:31:43.642146] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 0 features, 80.0% accuracy [2025-11-22T01:31:43.642209] [DEBUG] [LOCAL ] Loaded configuration for PERF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.642270] [DEBUG] [LOCAL ] Loaded configuration for SSL: 2 features, 60.0% accuracy [2025-11-22T01:31:43.642331] [DEBUG] [LOCAL ] Loaded configuration for SXT: 0 features, 70.0% accuracy [2025-11-22T01:31:43.642392] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.642453] [DEBUG] [LOCAL ] Loaded configuration for UGP: 4 features, 70.0% accuracy [2025-11-22T01:31:43.642880] [DEBUG] [LOCAL ] Loaded configuration for FUL: 4 features, 70.0% accuracy [2025-11-22T01:31:43.642956] [DEBUG] [LOCAL ] Loaded configuration for YSG: 1 features, 90.0% accuracy [2025-11-22T01:31:43.643340] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 0 features, 70.0% accuracy [2025-11-22T01:31:43.643416] [DEBUG] [LOCAL ] Loaded configuration for VFC: 4 features, 90.0% accuracy [2025-11-22T01:31:43.643479] [DEBUG] [LOCAL ] Loaded configuration for CDP: 1 features, 80.0% accuracy [2025-11-22T01:31:43.643540] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.643609] [DEBUG] [LOCAL ] Loaded configuration for TKC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.643692] [DEBUG] [LOCAL ] Loaded configuration for SPIR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.643757] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.643819] [DEBUG] [LOCAL ] Loaded configuration for MPV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.644291] [DEBUG] [LOCAL ] Loaded configuration for BKD: 1 features, 70.0% accuracy [2025-11-22T01:31:43.644366] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.644429] [DEBUG] [LOCAL ] Loaded configuration for SRG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.644489] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-11-22T01:31:43.644828] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.644905] [DEBUG] [LOCAL ] Loaded configuration for NI: 3 features, 70.0% accuracy [2025-11-22T01:31:43.644968] [DEBUG] [LOCAL ] Loaded configuration for NJR: 5 features, 90.0% accuracy [2025-11-22T01:31:43.645029] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.645090] [DEBUG] [LOCAL ] Loaded configuration for GIC: 1 features, 50.0% accuracy [2025-11-22T01:31:43.645150] [DEBUG] [LOCAL ] Loaded configuration for GLW: 1 features, 70.0% accuracy [2025-11-22T01:31:43.645211] [DEBUG] [LOCAL ] Loaded configuration for PFSI: 5 features, 80.0% accuracy [2025-11-22T01:31:43.645272] [DEBUG] [LOCAL ] Loaded configuration for PDX: 4 features, 80.0% accuracy [2025-11-22T01:31:43.645332] [DEBUG] [LOCAL ] Loaded configuration for RFM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.645394] [DEBUG] [LOCAL ] Loaded configuration for VMC: 2 features, 50.0% accuracy [2025-11-22T01:31:43.645455] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.645843] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 3 features, 60.0% accuracy [2025-11-22T01:31:43.645918] [DEBUG] [LOCAL ] Loaded configuration for WINN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.646471] [DEBUG] [LOCAL ] Loaded configuration for CMG: 3 features, 90.0% accuracy [2025-11-22T01:31:43.646545] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.646608] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.646696] [DEBUG] [LOCAL ] Loaded configuration for ECAT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.647034] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 3 features, 70.0% accuracy [2025-11-22T01:31:43.647128] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.647192] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-11-22T01:31:43.647674] [DEBUG] [LOCAL ] Loaded configuration for ALIT: 1 features, 90.0% accuracy [2025-11-22T01:31:43.649610] [DEBUG] [LOCAL ] Loaded configuration for KOP: 4 features, 90.0% accuracy [2025-11-22T01:31:43.650018] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.650092] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 90.0% accuracy [2025-11-22T01:31:43.650152] [DEBUG] [LOCAL ] Loaded configuration for PIM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.650211] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.652063] [DEBUG] [LOCAL ] Loaded configuration for EB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.652548] [DEBUG] [LOCAL ] Loaded configuration for FSM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.652635] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-11-22T01:31:43.652724] [DEBUG] [LOCAL ] Loaded configuration for UNM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.652796] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 1 features, 60.0% accuracy [2025-11-22T01:31:43.652856] [DEBUG] [LOCAL ] Loaded configuration for PL: 3 features, 70.0% accuracy [2025-11-22T01:31:43.653465] [DEBUG] [LOCAL ] Loaded configuration for BK: 2 features, 80.0% accuracy [2025-11-22T01:31:43.653538] [DEBUG] [LOCAL ] Loaded configuration for STZ: 0 features, 70.0% accuracy [2025-11-22T01:31:43.653616] [DEBUG] [LOCAL ] Loaded configuration for LTC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.653699] [DEBUG] [LOCAL ] Loaded configuration for WOLF: 3 features, 90.0% accuracy [2025-11-22T01:31:43.653760] [DEBUG] [LOCAL ] Loaded configuration for PAI: 2 features, 50.0% accuracy [2025-11-22T01:31:43.653819] [DEBUG] [LOCAL ] Loaded configuration for TJX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.654196] [DEBUG] [LOCAL ] Loaded configuration for ETR: 1 features, 90.0% accuracy [2025-11-22T01:31:43.654269] [DEBUG] [LOCAL ] Loaded configuration for HKD: 3 features, 50.0% accuracy [2025-11-22T01:31:43.654330] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.654389] [DEBUG] [LOCAL ] Loaded configuration for RC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.654448] [DEBUG] [LOCAL ] Loaded configuration for STWD: 3 features, 60.0% accuracy [2025-11-22T01:31:43.654507] [DEBUG] [LOCAL ] Loaded configuration for UP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.654566] [DEBUG] [LOCAL ] Loaded configuration for RCL: 1 features, 70.0% accuracy [2025-11-22T01:31:43.654625] [DEBUG] [LOCAL ] Loaded configuration for NPCT: 4 features, 70.0% accuracy [2025-11-22T01:31:43.655013] [DEBUG] [LOCAL ] Loaded configuration for APH: 3 features, 90.0% accuracy [2025-11-22T01:31:43.655313] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 1 features, 70.0% accuracy [2025-11-22T01:31:43.655385] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 0 features, 70.0% accuracy [2025-11-22T01:31:43.655446] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-11-22T01:31:43.655505] [DEBUG] [LOCAL ] Loaded configuration for HRI: 2 features, 30.0% accuracy [2025-11-22T01:31:43.655564] [DEBUG] [LOCAL ] Loaded configuration for YUM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.655971] [DEBUG] [LOCAL ] Loaded configuration for ARW: 1 features, 80.0% accuracy [2025-11-22T01:31:43.656044] [DEBUG] [LOCAL ] Loaded configuration for OI: 3 features, 60.0% accuracy [2025-11-22T01:31:43.656545] [DEBUG] [LOCAL ] Loaded configuration for ABBV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.656618] [DEBUG] [LOCAL ] Loaded configuration for VNO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.656701] [DEBUG] [LOCAL ] Loaded configuration for JFR: 0 features, 50.0% accuracy [2025-11-22T01:31:43.656761] [DEBUG] [LOCAL ] Loaded configuration for PAGS: 2 features, 90.0% accuracy [2025-11-22T01:31:43.656821] [DEBUG] [LOCAL ] Loaded configuration for SUN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.656881] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-11-22T01:31:43.657273] [DEBUG] [LOCAL ] Loaded configuration for CHGG: 4 features, 100.0% accuracy [2025-11-22T01:31:43.657614] [DEBUG] [LOCAL ] Loaded configuration for DUK: 4 features, 80.0% accuracy [2025-11-22T01:31:43.658087] [DEBUG] [LOCAL ] Loaded configuration for CWEN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.658557] [DEBUG] [LOCAL ] Loaded configuration for HLX: 2 features, 80.0% accuracy [2025-11-22T01:31:43.658878] [DEBUG] [LOCAL ] Loaded configuration for ITGR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.659140] [DEBUG] [LOCAL ] Loaded configuration for ASX: 3 features, 60.0% accuracy [2025-11-22T01:31:43.659883] [DEBUG] [LOCAL ] Loaded configuration for AEE: 1 features, 60.0% accuracy [2025-11-22T01:31:43.659955] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.660023] [DEBUG] [LOCAL ] Loaded configuration for EXR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.660317] [DEBUG] [LOCAL ] Loaded configuration for CNI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.660390] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.660450] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.660509] [DEBUG] [LOCAL ] Loaded configuration for ST: 4 features, 90.0% accuracy [2025-11-22T01:31:43.660568] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.660627] [DEBUG] [LOCAL ] Loaded configuration for MMI: 0 features, 50.0% accuracy [2025-11-22T01:31:43.660707] [DEBUG] [LOCAL ] Loaded configuration for TDC: 2 features, 60.0% accuracy [2025-11-22T01:31:43.660768] [DEBUG] [LOCAL ] Loaded configuration for RIV: 1 features, 40.0% accuracy [2025-11-22T01:31:43.660838] [DEBUG] [LOCAL ] Loaded configuration for GOF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.660900] [DEBUG] [LOCAL ] Loaded configuration for ETV: 5 features, 90.0% accuracy [2025-11-22T01:31:43.660959] [DEBUG] [LOCAL ] Loaded configuration for UE: 1 features, 60.0% accuracy [2025-11-22T01:31:43.661290] [DEBUG] [LOCAL ] Loaded configuration for APAM: 3 features, 80.0% accuracy [2025-11-22T01:31:43.661726] [DEBUG] [LOCAL ] Loaded configuration for AVA: 1 features, 70.0% accuracy [2025-11-22T01:31:43.661800] [DEBUG] [LOCAL ] Loaded configuration for DFIN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.661859] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-11-22T01:31:43.662497] [DEBUG] [LOCAL ] Loaded configuration for ADX: 0 features, 80.0% accuracy [2025-11-22T01:31:43.662570] [DEBUG] [LOCAL ] Loaded configuration for GUT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.662630] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 1 features, 70.0% accuracy [2025-11-22T01:31:43.663190] [DEBUG] [LOCAL ] Loaded configuration for JPM: 3 features, 90.0% accuracy [2025-11-22T01:31:43.663497] [DEBUG] [LOCAL ] Loaded configuration for BTO: 4 features, 50.0% accuracy [2025-11-22T01:31:43.664006] [DEBUG] [LOCAL ] Loaded configuration for GROV: 2 features, 90.0% accuracy [2025-11-22T01:31:43.664078] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 1 features, 90.0% accuracy [2025-11-22T01:31:43.664139] [DEBUG] [LOCAL ] Loaded configuration for UAN: 2 features, 50.0% accuracy [2025-11-22T01:31:43.664200] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-11-22T01:31:43.664545] [DEBUG] [LOCAL ] Loaded configuration for FC: 2 features, 90.0% accuracy [2025-11-22T01:31:43.664625] [DEBUG] [LOCAL ] Loaded configuration for TAK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.664715] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 90.0% accuracy [2025-11-22T01:31:43.664777] [DEBUG] [LOCAL ] Loaded configuration for KRG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.664836] [DEBUG] [LOCAL ] Loaded configuration for EOT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.665507] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.665898] [DEBUG] [LOCAL ] Loaded configuration for IR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.665970] [DEBUG] [LOCAL ] Loaded configuration for EVR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.666030] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 5 features, 60.0% accuracy [2025-11-22T01:31:43.666314] [DEBUG] [LOCAL ] Loaded configuration for EAT: 1 features, 90.0% accuracy [2025-11-22T01:31:43.666399] [DEBUG] [LOCAL ] Loaded configuration for V: 5 features, 90.0% accuracy [2025-11-22T01:31:43.666459] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-11-22T01:31:43.666982] [DEBUG] [LOCAL ] Loaded configuration for BST: 4 features, 90.0% accuracy [2025-11-22T01:31:43.667332] [DEBUG] [LOCAL ] Loaded configuration for BYD: 5 features, 60.0% accuracy [2025-11-22T01:31:43.667731] [DEBUG] [LOCAL ] Loaded configuration for BWA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.667805] [DEBUG] [LOCAL ] Loaded configuration for ING: 1 features, 90.0% accuracy [2025-11-22T01:31:43.667866] [DEBUG] [LOCAL ] Loaded configuration for VCV: 5 features, 90.0% accuracy [2025-11-22T01:31:43.667926] [DEBUG] [LOCAL ] Loaded configuration for HOV: 2 features, 60.0% accuracy [2025-11-22T01:31:43.668313] [DEBUG] [LOCAL ] Loaded configuration for CAG: 4 features, 70.0% accuracy [2025-11-22T01:31:43.669132] [DEBUG] [LOCAL ] Loaded configuration for DLX: 1 features, 90.0% accuracy [2025-11-22T01:31:43.669415] [DEBUG] [LOCAL ] Loaded configuration for CNF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.669488] [DEBUG] [LOCAL ] Loaded configuration for AU: 2 features, 90.0% accuracy [2025-11-22T01:31:43.669549] [DEBUG] [LOCAL ] Loaded configuration for USPH: 2 features, 40.0% accuracy [2025-11-22T01:31:43.669608] [DEBUG] [LOCAL ] Loaded configuration for ESRT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.669975] [DEBUG] [LOCAL ] Loaded configuration for FBRT: 4 features, 70.0% accuracy [2025-11-22T01:31:43.670049] [DEBUG] [LOCAL ] Loaded configuration for PFO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.670109] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 4 features, 90.0% accuracy [2025-11-22T01:31:43.670362] [DEBUG] [LOCAL ] Loaded configuration for CALX: 3 features, 60.0% accuracy [2025-11-22T01:31:43.670435] [DEBUG] [LOCAL ] Loaded configuration for ERO: 3 features, 100.0% accuracy [2025-11-22T01:31:43.670495] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 4 features, 70.0% accuracy [2025-11-22T01:31:43.670555] [DEBUG] [LOCAL ] Loaded configuration for EMP: 3 features, 50.0% accuracy [2025-11-22T01:31:43.670853] [DEBUG] [LOCAL ] Loaded configuration for AIR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.670926] [DEBUG] [LOCAL ] Loaded configuration for GDO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.670986] [DEBUG] [LOCAL ] Loaded configuration for REXR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.671044] [DEBUG] [LOCAL ] Loaded configuration for UNF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.671104] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-11-22T01:31:43.671163] [DEBUG] [LOCAL ] Loaded configuration for NWN: 0 features, 50.0% accuracy [2025-11-22T01:31:43.672038] [DEBUG] [LOCAL ] Loaded configuration for BNY: 3 features, 80.0% accuracy [2025-11-22T01:31:43.672118] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-11-22T01:31:43.675605] [DEBUG] [LOCAL ] Loaded configuration for FLC: 1 features, 50.0% accuracy [2025-11-22T01:31:43.675701] [DEBUG] [LOCAL ] Loaded configuration for SRI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.675762] [DEBUG] [LOCAL ] Loaded configuration for FNV: 0 features, 60.0% accuracy [2025-11-22T01:31:43.675823] [DEBUG] [LOCAL ] Loaded configuration for BCAT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.678300] [DEBUG] [LOCAL ] Loaded configuration for FG: 3 features, 100.0% accuracy [2025-11-22T01:31:43.678381] [DEBUG] [LOCAL ] Loaded configuration for GXO: 1 features, 50.0% accuracy [2025-11-22T01:31:43.679095] [DEBUG] [LOCAL ] Loaded configuration for COUR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.679459] [DEBUG] [LOCAL ] Loaded configuration for GRND: 1 features, 70.0% accuracy [2025-11-22T01:31:43.679827] [DEBUG] [LOCAL ] Loaded configuration for BBY: 3 features, 90.0% accuracy [2025-11-22T01:31:43.679901] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-11-22T01:31:43.680169] [DEBUG] [LOCAL ] Loaded configuration for AVB: 1 features, 70.0% accuracy [2025-11-22T01:31:43.680246] [DEBUG] [LOCAL ] Loaded configuration for RBC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.680310] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-11-22T01:31:43.680378] [DEBUG] [LOCAL ] Loaded configuration for PML: 1 features, 80.0% accuracy [2025-11-22T01:31:43.680439] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.680743] [DEBUG] [LOCAL ] Loaded configuration for CIM: 1 features, 60.0% accuracy [2025-11-22T01:31:43.680817] [DEBUG] [LOCAL ] Loaded configuration for NOK: 1 features, 50.0% accuracy [2025-11-22T01:31:43.680878] [DEBUG] [LOCAL ] Loaded configuration for VST: 4 features, 80.0% accuracy [2025-11-22T01:31:43.680939] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 2 features, 80.0% accuracy [2025-11-22T01:31:43.681000] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-11-22T01:31:43.681060] [DEBUG] [LOCAL ] Loaded configuration for NRDY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.681120] [DEBUG] [LOCAL ] Loaded configuration for IIPR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.681390] [DEBUG] [LOCAL ] Loaded configuration for IRT: 3 features, 90.0% accuracy [2025-11-22T01:31:43.681464] [DEBUG] [LOCAL ] Loaded configuration for TY: 3 features, 60.0% accuracy [2025-11-22T01:31:43.681525] [DEBUG] [LOCAL ] Loaded configuration for RNG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.681586] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-11-22T01:31:43.681672] [DEBUG] [LOCAL ] Loaded configuration for E: 2 features, 80.0% accuracy [2025-11-22T01:31:43.681931] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 3 features, 100.0% accuracy [2025-11-22T01:31:43.682005] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.682068] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 2 features, 100.0% accuracy [2025-11-22T01:31:43.682128] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy [2025-11-22T01:31:43.682189] [DEBUG] [LOCAL ] Loaded configuration for RES: 4 features, 90.0% accuracy [2025-11-22T01:31:43.682248] [DEBUG] [LOCAL ] Loaded configuration for EOS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.682566] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 4 features, 90.0% accuracy [2025-11-22T01:31:43.682662] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 80.0% accuracy [2025-11-22T01:31:43.682730] [DEBUG] [LOCAL ] Loaded configuration for EFR: 2 features, 90.0% accuracy [2025-11-22T01:31:43.682790] [DEBUG] [LOCAL ] Loaded configuration for FINS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.682851] [DEBUG] [LOCAL ] Loaded configuration for RQI: 4 features, 60.0% accuracy [2025-11-22T01:31:43.682911] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-11-22T01:31:43.683162] [DEBUG] [LOCAL ] Loaded configuration for FCPT: 1 features, 60.0% accuracy [2025-11-22T01:31:43.683247] [DEBUG] [LOCAL ] Loaded configuration for BIPC: 5 features, 90.0% accuracy [2025-11-22T01:31:43.683323] [DEBUG] [LOCAL ] Loaded configuration for UNH: 1 features, 80.0% accuracy [2025-11-22T01:31:43.683390] [DEBUG] [LOCAL ] Loaded configuration for VLN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.683688] [DEBUG] [LOCAL ] Loaded configuration for AFG: 2 features, 70.0% accuracy [2025-11-22T01:31:43.683778] [DEBUG] [LOCAL ] Loaded configuration for TGT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.683841] [DEBUG] [LOCAL ] Loaded configuration for EMR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.683900] [DEBUG] [LOCAL ] Loaded configuration for TYL: 3 features, 80.0% accuracy [2025-11-22T01:31:43.684169] [DEBUG] [LOCAL ] Loaded configuration for ACHR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.684243] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 90.0% accuracy [2025-11-22T01:31:43.684304] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 80.0% accuracy [2025-11-22T01:31:43.684602] [DEBUG] [LOCAL ] Loaded configuration for ADCT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.684989] [DEBUG] [LOCAL ] Loaded configuration for BANC: 0 features, 90.0% accuracy [2025-11-22T01:31:43.685346] [DEBUG] [LOCAL ] Loaded configuration for CADE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.685424] [DEBUG] [LOCAL ] Loaded configuration for APO: 2 features, 90.0% accuracy [2025-11-22T01:31:43.685486] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-11-22T01:31:43.685547] [DEBUG] [LOCAL ] Loaded configuration for SAN: 2 features, 60.0% accuracy [2025-11-22T01:31:43.685608] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 1 features, 90.0% accuracy [2025-11-22T01:31:43.685695] [DEBUG] [LOCAL ] Loaded configuration for NUS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.685757] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-11-22T01:31:43.685816] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 3 features, 90.0% accuracy [2025-11-22T01:31:43.685877] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 1 features, 70.0% accuracy [2025-11-22T01:31:43.685935] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.685994] [DEBUG] [LOCAL ] Loaded configuration for PLOW: 3 features, 90.0% accuracy [2025-11-22T01:31:43.686053] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 3 features, 70.0% accuracy [2025-11-22T01:31:43.686112] [DEBUG] [LOCAL ] Loaded configuration for STXK: 1 features, 70.0% accuracy [2025-11-22T01:31:43.686171] [DEBUG] [LOCAL ] Loaded configuration for TGS: 1 features, 70.0% accuracy [2025-11-22T01:31:43.686229] [DEBUG] [LOCAL ] Loaded configuration for VIV: 3 features, 100.0% accuracy [2025-11-22T01:31:43.686287] [DEBUG] [LOCAL ] Loaded configuration for SNDR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.686345] [DEBUG] [LOCAL ] Loaded configuration for NSC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.686673] [DEBUG] [LOCAL ] Loaded configuration for AAT: 7 features, 90.0% accuracy [2025-11-22T01:31:43.686748] [DEBUG] [LOCAL ] Loaded configuration for THW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.686810] [DEBUG] [LOCAL ] Loaded configuration for USB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.686870] [DEBUG] [LOCAL ] Loaded configuration for AYI: 4 features, 90.0% accuracy [2025-11-22T01:31:43.687202] [DEBUG] [LOCAL ] Loaded configuration for CLH: 4 features, 80.0% accuracy [2025-11-22T01:31:43.687296] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 2 features, 90.0% accuracy [2025-11-22T01:31:43.687369] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-11-22T01:31:43.687428] [DEBUG] [LOCAL ] Loaded configuration for VNT: 3 features, 60.0% accuracy [2025-11-22T01:31:43.687487] [DEBUG] [LOCAL ] Loaded configuration for AMCR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.687546] [DEBUG] [LOCAL ] Loaded configuration for EG: 2 features, 90.0% accuracy [2025-11-22T01:31:43.687605] [DEBUG] [LOCAL ] Loaded configuration for NOV: 3 features, 90.0% accuracy [2025-11-22T01:31:43.687941] [DEBUG] [LOCAL ] Loaded configuration for CP: 3 features, 70.0% accuracy [2025-11-22T01:31:43.688015] [DEBUG] [LOCAL ] Loaded configuration for LUV: 1 features, 70.0% accuracy [2025-11-22T01:31:43.688076] [DEBUG] [LOCAL ] Loaded configuration for EFXT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.688136] [DEBUG] [LOCAL ] Loaded configuration for ES: 3 features, 70.0% accuracy [2025-11-22T01:31:43.688195] [DEBUG] [LOCAL ] Loaded configuration for PFD: 3 features, 90.0% accuracy [2025-11-22T01:31:43.688259] [DEBUG] [LOCAL ] Loaded configuration for MTG: 1 features, 80.0% accuracy [2025-11-22T01:31:43.688317] [DEBUG] [LOCAL ] Loaded configuration for GFR: 4 features, 70.0% accuracy [2025-11-22T01:31:43.688377] [DEBUG] [LOCAL ] Loaded configuration for EDD: 2 features, 70.0% accuracy [2025-11-22T01:31:43.688767] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 4 features, 80.0% accuracy [2025-11-22T01:31:43.689173] [DEBUG] [LOCAL ] Loaded configuration for DHI: 2 features, 100.0% accuracy [2025-11-22T01:31:43.689263] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-11-22T01:31:43.689337] [DEBUG] [LOCAL ] Loaded configuration for POR: 0 features, 70.0% accuracy [2025-11-22T01:31:43.689401] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy [2025-11-22T01:31:43.689461] [DEBUG] [LOCAL ] Loaded configuration for WMS: 8 features, 100.0% accuracy [2025-11-22T01:31:43.689763] [DEBUG] [LOCAL ] Loaded configuration for BLND: 3 features, 80.0% accuracy [2025-11-22T01:31:43.689836] [DEBUG] [LOCAL ] Loaded configuration for WF: 2 features, 80.0% accuracy [2025-11-22T01:31:43.689897] [DEBUG] [LOCAL ] Loaded configuration for NVG: 1 features, 60.0% accuracy [2025-11-22T01:31:43.690274] [DEBUG] [LOCAL ] Loaded configuration for CAT: 2 features, 60.0% accuracy [2025-11-22T01:31:43.690349] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.690668] [DEBUG] [LOCAL ] Loaded configuration for CRK: 4 features, 100.0% accuracy [2025-11-22T01:31:43.690743] [DEBUG] [LOCAL ] Loaded configuration for RZB: 3 features, 60.0% accuracy [2025-11-22T01:31:43.690803] [DEBUG] [LOCAL ] Loaded configuration for NBR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.690863] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 3 features, 80.0% accuracy [2025-11-22T01:31:43.690922] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 1 features, 80.0% accuracy [2025-11-22T01:31:43.690981] [DEBUG] [LOCAL ] Loaded configuration for PRA: 3 features, 80.0% accuracy [2025-11-22T01:31:43.691040] [DEBUG] [LOCAL ] Loaded configuration for PWR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.691099] [DEBUG] [LOCAL ] Loaded configuration for ELP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.691157] [DEBUG] [LOCAL ] Loaded configuration for REX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.691228] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-11-22T01:31:43.691671] [DEBUG] [LOCAL ] Loaded configuration for CSR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.691994] [DEBUG] [LOCAL ] Loaded configuration for KEX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.692304] [DEBUG] [LOCAL ] Loaded configuration for IGD: 2 features, 60.0% accuracy [2025-11-22T01:31:43.692377] [DEBUG] [LOCAL ] Loaded configuration for HOG: 3 features, 90.0% accuracy [2025-11-22T01:31:43.692438] [DEBUG] [LOCAL ] Loaded configuration for AKR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.692497] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-11-22T01:31:43.692884] [DEBUG] [LOCAL ] Loaded configuration for FFC: 3 features, 70.0% accuracy [2025-11-22T01:31:43.692958] [DEBUG] [LOCAL ] Loaded configuration for PR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.693019] [DEBUG] [LOCAL ] Loaded configuration for MLR: 3 features, 80.0% accuracy [2025-11-22T01:31:43.693317] [DEBUG] [LOCAL ] Loaded configuration for IT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.693391] [DEBUG] [LOCAL ] Loaded configuration for NZF: 1 features, 60.0% accuracy [2025-11-22T01:31:43.693690] [DEBUG] [LOCAL ] Loaded configuration for CVEO: 5 features, 70.0% accuracy [2025-11-22T01:31:43.693763] [DEBUG] [LOCAL ] Loaded configuration for NUV: 2 features, 80.0% accuracy [2025-11-22T01:31:43.693824] [DEBUG] [LOCAL ] Loaded configuration for ED: 3 features, 90.0% accuracy [2025-11-22T01:31:43.693883] [DEBUG] [LOCAL ] Loaded configuration for RVLV: 3 features, 80.0% accuracy [2025-11-22T01:31:43.694306] [DEBUG] [LOCAL ] Loaded configuration for BNL: 4 features, 80.0% accuracy [2025-11-22T01:31:43.694380] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.694440] [DEBUG] [LOCAL ] Loaded configuration for SES: 1 features, 60.0% accuracy [2025-11-22T01:31:43.694508] [DEBUG] [LOCAL ] Loaded configuration for WMK: 4 features, 70.0% accuracy [2025-11-22T01:31:43.694759] [DEBUG] [LOCAL ] Loaded configuration for EXG: 2 features, 90.0% accuracy [2025-11-22T01:31:43.694833] [DEBUG] [LOCAL ] Loaded configuration for RA: 2 features, 80.0% accuracy [2025-11-22T01:31:43.694894] [DEBUG] [LOCAL ] Loaded configuration for MX: 1 features, 70.0% accuracy [2025-11-22T01:31:43.694953] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 3 features, 60.0% accuracy [2025-11-22T01:31:43.695013] [DEBUG] [LOCAL ] Loaded configuration for RS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.695073] [DEBUG] [LOCAL ] Loaded configuration for YPF: 3 features, 70.0% accuracy [2025-11-22T01:31:43.695383] [DEBUG] [LOCAL ] Loaded configuration for IFF: 2 features, 70.0% accuracy [2025-11-22T01:31:43.695457] [DEBUG] [LOCAL ] Loaded configuration for KAR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.695750] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 3 features, 70.0% accuracy [2025-11-22T01:31:43.695823] [DEBUG] [LOCAL ] Loaded configuration for EBS: 4 features, 70.0% accuracy [2025-11-22T01:31:43.695883] [DEBUG] [LOCAL ] Loaded configuration for TVE: 2 features, 70.0% accuracy [2025-11-22T01:31:43.696181] [DEBUG] [LOCAL ] Loaded configuration for HHH: 3 features, 60.0% accuracy [2025-11-22T01:31:43.696455] [DEBUG] [LOCAL ] Loaded configuration for AG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.696528] [DEBUG] [LOCAL ] Loaded configuration for UMH: 2 features, 60.0% accuracy [2025-11-22T01:31:43.696796] [DEBUG] [LOCAL ] Loaded configuration for CAF: 5 features, 80.0% accuracy [2025-11-22T01:31:43.696867] [DEBUG] [LOCAL ] Loaded configuration for MGY: 2 features, 80.0% accuracy [2025-11-22T01:31:43.696928] [DEBUG] [LOCAL ] Loaded configuration for MPW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.697074] [DEBUG] [LOCAL ] Loaded configuration for WGO: 3 features, 90.0% accuracy [2025-11-22T01:31:43.697140] [DEBUG] [LOCAL ] Loaded configuration for PB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.697206] [DEBUG] [LOCAL ] Loaded configuration for STNG: 1 features, 50.0% accuracy [2025-11-22T01:31:43.697278] [DEBUG] [LOCAL ] Loaded configuration for TRV: 0 features, 90.0% accuracy [2025-11-22T01:31:43.697350] [DEBUG] [LOCAL ] Loaded configuration for VMI: 3 features, 70.0% accuracy [2025-11-22T01:31:43.697412] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.697684] [DEBUG] [LOCAL ] Loaded configuration for ELME: 4 features, 90.0% accuracy [2025-11-22T01:31:43.697756] [DEBUG] [LOCAL ] Loaded configuration for PX: 2 features, 90.0% accuracy [2025-11-22T01:31:43.698140] [DEBUG] [LOCAL ] Loaded configuration for BAP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.698213] [DEBUG] [LOCAL ] Loaded configuration for VRE: 1 features, 70.0% accuracy [2025-11-22T01:31:43.698274] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-11-22T01:31:43.699125] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 2 features, 60.0% accuracy [2025-11-22T01:31:43.699429] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 0 features, 70.0% accuracy [2025-11-22T01:31:43.699501] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 80.0% accuracy [2025-11-22T01:31:43.699561] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-11-22T01:31:43.699622] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-11-22T01:31:43.699906] [DEBUG] [LOCAL ] Loaded configuration for EPAM: 4 features, 60.0% accuracy [2025-11-22T01:31:43.699979] [DEBUG] [LOCAL ] Loaded configuration for SAR: 0 features, 70.0% accuracy [2025-11-22T01:31:43.700040] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-11-22T01:31:43.700099] [DEBUG] [LOCAL ] Loaded configuration for HII: 1 features, 60.0% accuracy [2025-11-22T01:31:43.700380] [DEBUG] [LOCAL ] Loaded configuration for ACI: 2 features, 80.0% accuracy [2025-11-22T01:31:43.700453] [DEBUG] [LOCAL ] Loaded configuration for EXK: 1 features, 60.0% accuracy [2025-11-22T01:31:43.700752] [DEBUG] [LOCAL ] Loaded configuration for ELS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.701029] [DEBUG] [LOCAL ] Loaded configuration for BUXX: 5 features, 80.0% accuracy [2025-11-22T01:31:43.701102] [DEBUG] [LOCAL ] Loaded configuration for RDW: 2 features, 70.0% accuracy [2025-11-22T01:31:43.701162] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 1 features, 80.0% accuracy [2025-11-22T01:31:43.701729] [DEBUG] [LOCAL ] Loaded configuration for GSL: 1 features, 80.0% accuracy [2025-11-22T01:31:43.701801] [DEBUG] [LOCAL ] Loaded configuration for STXG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.702075] [DEBUG] [LOCAL ] Loaded configuration for KF: 2 features, 70.0% accuracy [2025-11-22T01:31:43.702147] [DEBUG] [LOCAL ] Loaded configuration for TRN: 1 features, 70.0% accuracy [2025-11-22T01:31:43.702208] [DEBUG] [LOCAL ] Loaded configuration for NKX: 5 features, 80.0% accuracy [2025-11-22T01:31:43.702268] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-11-22T01:31:43.702328] [DEBUG] [LOCAL ] Loaded configuration for STVN: 3 features, 70.0% accuracy [2025-11-22T01:31:43.702723] [DEBUG] [LOCAL ] Loaded configuration for BMI: 3 features, 90.0% accuracy [2025-11-22T01:31:43.702797] [DEBUG] [LOCAL ] Loaded configuration for PNR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.702858] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-11-22T01:31:43.702918] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-11-22T01:31:43.702977] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-11-22T01:31:43.703037] [DEBUG] [LOCAL ] Loaded configuration for VRT: 3 features, 60.0% accuracy [2025-11-22T01:31:43.703096] [DEBUG] [LOCAL ] Loaded configuration for RNP: 4 features, 70.0% accuracy [2025-11-22T01:31:43.703155] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 100.0% accuracy [2025-11-22T01:31:43.703240] [DEBUG] [LOCAL ] Loaded configuration for ATKR: 1 features, 70.0% accuracy [2025-11-22T01:31:43.703561] [DEBUG] [LOCAL ] Loaded configuration for CFG: 2 features, 80.0% accuracy [2025-11-22T01:31:43.703634] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 2 features, 80.0% accuracy [2025-11-22T01:31:43.703721] [DEBUG] [LOCAL ] Loaded configuration for TDS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.704020] [DEBUG] [LOCAL ] Loaded configuration for DHR: 4 features, 90.0% accuracy [2025-11-22T01:31:43.704094] [DEBUG] [LOCAL ] Loaded configuration for RSF: 4 features, 80.0% accuracy [2025-11-22T01:31:43.704155] [DEBUG] [LOCAL ] Loaded configuration for WT: 0 features, 60.0% accuracy [2025-11-22T01:31:43.704214] [DEBUG] [LOCAL ] Loaded configuration for AMPY: 2 features, 50.0% accuracy [2025-11-22T01:31:43.704273] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.704566] [DEBUG] [LOCAL ] Loaded configuration for CIVI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.704859] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 5 features, 80.0% accuracy [2025-11-22T01:31:43.704935] [DEBUG] [LOCAL ] Loaded configuration for EDF: 3 features, 100.0% accuracy [2025-11-22T01:31:43.705181] [DEBUG] [LOCAL ] Loaded configuration for ACN: 5 features, 80.0% accuracy [2025-11-22T01:31:43.705255] [DEBUG] [LOCAL ] Loaded configuration for KBR: 3 features, 70.0% accuracy [2025-11-22T01:31:43.705320] [DEBUG] [LOCAL ] Loaded configuration for BUR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.705380] [DEBUG] [LOCAL ] Loaded configuration for LFT: 4 features, 70.0% accuracy [2025-11-22T01:31:43.705440] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 3 features, 60.0% accuracy [2025-11-22T01:31:43.705502] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 6 features, 90.0% accuracy [2025-11-22T01:31:43.705813] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 2 features, 80.0% accuracy [2025-11-22T01:31:43.708701] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 2 features, 80.0% accuracy [2025-11-22T01:31:43.708776] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-11-22T01:31:43.708837] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 90.0% accuracy [2025-11-22T01:31:43.708896] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-11-22T01:31:43.708955] [DEBUG] [LOCAL ] Loaded configuration for LU: 2 features, 80.0% accuracy [2025-11-22T01:31:43.709014] [DEBUG] [LOCAL ] Loaded configuration for NRT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.709071] [DEBUG] [LOCAL ] Loaded configuration for MTDR: 0 features, 90.0% accuracy [2025-11-22T01:31:43.709130] [DEBUG] [LOCAL ] Loaded configuration for JLS: 2 features, 60.0% accuracy [2025-11-22T01:31:43.709404] [DEBUG] [LOCAL ] Loaded configuration for JEF: 1 features, 70.0% accuracy [2025-11-22T01:31:43.709477] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-11-22T01:31:43.709538] [DEBUG] [LOCAL ] Loaded configuration for PUK: 5 features, 90.0% accuracy [2025-11-22T01:31:43.709599] [DEBUG] [LOCAL ] Loaded configuration for XPO: 3 features, 60.0% accuracy [2025-11-22T01:31:43.709686] [DEBUG] [LOCAL ] Loaded configuration for MVF: 2 features, 70.0% accuracy [2025-11-22T01:31:43.710003] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 1 features, 80.0% accuracy [2025-11-22T01:31:43.710076] [DEBUG] [LOCAL ] Loaded configuration for UZD: 3 features, 80.0% accuracy [2025-11-22T01:31:43.710138] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 2 features, 70.0% accuracy [2025-11-22T01:31:43.710199] [DEBUG] [LOCAL ] Loaded configuration for BKU: 0 features, 80.0% accuracy [2025-11-22T01:31:43.710259] [DEBUG] [LOCAL ] Loaded configuration for YOU: 3 features, 90.0% accuracy [2025-11-22T01:31:43.710602] [DEBUG] [LOCAL ] Loaded configuration for ABR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.710700] [DEBUG] [LOCAL ] Loaded configuration for RCS: 3 features, 90.0% accuracy [2025-11-22T01:31:43.710764] [DEBUG] [LOCAL ] Loaded configuration for SXI: 1 features, 70.0% accuracy [2025-11-22T01:31:43.710825] [DEBUG] [LOCAL ] Loaded configuration for T: 0 features, 60.0% accuracy [2025-11-22T01:31:43.710887] [DEBUG] [LOCAL ] Loaded configuration for AR: 1 features, 60.0% accuracy [2025-11-22T01:31:43.711159] [DEBUG] [LOCAL ] Loaded configuration for DRI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.711233] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-11-22T01:31:43.711295] [DEBUG] [LOCAL ] Loaded configuration for RNGR: 2 features, 80.0% accuracy [2025-11-22T01:31:43.711356] [DEBUG] [LOCAL ] Loaded configuration for NTST: 1 features, 80.0% accuracy [2025-11-22T01:31:43.711673] [DEBUG] [LOCAL ] Loaded configuration for KNX: 3 features, 90.0% accuracy [2025-11-22T01:31:43.712007] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 1 features, 80.0% accuracy [2025-11-22T01:31:43.712079] [DEBUG] [LOCAL ] Loaded configuration for GGZ: 2 features, 80.0% accuracy [2025-11-22T01:31:43.712140] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 2 features, 70.0% accuracy [2025-11-22T01:31:43.712201] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-11-22T01:31:43.712262] [DEBUG] [LOCAL ] Loaded configuration for XFLT: 6 features, 90.0% accuracy [2025-11-22T01:31:43.712328] [DEBUG] [LOCAL ] Loaded configuration for FCX: 4 features, 90.0% accuracy [2025-11-22T01:31:43.712389] [DEBUG] [LOCAL ] Loaded configuration for MCR: 2 features, 60.0% accuracy [2025-11-22T01:31:43.712450] [DEBUG] [LOCAL ] Loaded configuration for MLI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.712510] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 70.0% accuracy [2025-11-22T01:31:43.712579] [DEBUG] [LOCAL ] Loaded configuration for LOCL: 1 features, 50.0% accuracy [2025-11-22T01:31:43.712667] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-11-22T01:31:43.712774] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy [2025-11-22T01:31:43.712837] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-11-22T01:31:43.712899] [DEBUG] [LOCAL ] Loaded configuration for PAR: 5 features, 70.0% accuracy [2025-11-22T01:31:43.713214] [DEBUG] [LOCAL ] Loaded configuration for CCL: 2 features, 100.0% accuracy [2025-11-22T01:31:43.713288] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-11-22T01:31:43.713349] [DEBUG] [LOCAL ] Loaded configuration for VEEV: 1 features, 70.0% accuracy [2025-11-22T01:31:43.713410] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 90.0% accuracy [2025-11-22T01:31:43.713471] [DEBUG] [LOCAL ] Loaded configuration for WH: 5 features, 90.0% accuracy [2025-11-22T01:31:43.713532] [DEBUG] [LOCAL ] Loaded configuration for SFL: 4 features, 70.0% accuracy [2025-11-22T01:31:43.713789] [DEBUG] [LOCAL ] Loaded configuration for FPH: 2 features, 90.0% accuracy [2025-11-22T01:31:43.713863] [DEBUG] [LOCAL ] Loaded configuration for BWNB: 3 features, 60.0% accuracy [2025-11-22T01:31:43.713924] [DEBUG] [LOCAL ] Loaded configuration for LMT: 1 features, 80.0% accuracy [2025-11-22T01:31:43.713984] [DEBUG] [LOCAL ] Loaded configuration for SYF: 1 features, 80.0% accuracy [2025-11-22T01:31:43.714063] [DEBUG] [LOCAL ] Loaded configuration for OWL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.714126] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 80.0% accuracy [2025-11-22T01:31:43.714441] [DEBUG] [LOCAL ] Loaded configuration for CULP: 4 features, 80.0% accuracy [2025-11-22T01:31:43.714514] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 70.0% accuracy [2025-11-22T01:31:43.714575] [DEBUG] [LOCAL ] Loaded configuration for PGP: 3 features, 70.0% accuracy [2025-11-22T01:31:43.714657] [DEBUG] [LOCAL ] Loaded configuration for OIS: 3 features, 60.0% accuracy [2025-11-22T01:31:43.714726] [DEBUG] [LOCAL ] Loaded configuration for NYT: 3 features, 50.0% accuracy [2025-11-22T01:31:43.714787] [DEBUG] [LOCAL ] Loaded configuration for MATV: 2 features, 90.0% accuracy [2025-11-22T01:31:43.714847] [DEBUG] [LOCAL ] Loaded configuration for EVH: 1 features, 90.0% accuracy [2025-11-22T01:31:43.714907] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 1 features, 70.0% accuracy [2025-11-22T01:31:43.714966] [DEBUG] [LOCAL ] Loaded configuration for NWG: 0 features, 70.0% accuracy [2025-11-22T01:31:43.715026] [DEBUG] [LOCAL ] Loaded configuration for TT: 3 features, 80.0% accuracy [2025-11-22T01:31:43.715086] [DEBUG] [LOCAL ] Loaded configuration for SMRT: 1 features, 70.0% accuracy [2025-11-22T01:31:43.715421] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 1 features, 90.0% accuracy [2025-11-22T01:31:43.715496] [DEBUG] [LOCAL ] Loaded configuration for ODC: 2 features, 80.0% accuracy [2025-11-22T01:31:43.715771] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 3 features, 70.0% accuracy [2025-11-22T01:31:43.716048] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 0 features, 80.0% accuracy [2025-11-22T01:31:43.716122] [DEBUG] [LOCAL ] Loaded configuration for XHR: 1 features, 80.0% accuracy [2025-11-22T01:31:43.716188] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 2 features, 70.0% accuracy [2025-11-22T01:31:43.716527] [DEBUG] [LOCAL ] Loaded configuration for CUK: 3 features, 70.0% accuracy [2025-11-22T01:31:43.716601] [DEBUG] [LOCAL ] Loaded configuration for RFL: 4 features, 70.0% accuracy [2025-11-22T01:31:43.716688] [DEBUG] [LOCAL ] Loaded configuration for W: 2 features, 90.0% accuracy [2025-11-22T01:31:43.716752] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 70.0% accuracy [2025-11-22T01:31:43.716821] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 2 features, 90.0% accuracy [2025-11-22T01:31:43.716882] [DEBUG] [LOCAL ] Loaded configuration for VAL: 2 features, 80.0% accuracy [2025-11-22T01:31:43.716942] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-11-22T01:31:43.717002] [DEBUG] [LOCAL ] Loaded configuration for NREF: 0 features, 60.0% accuracy [2025-11-22T01:31:43.717091] [DEBUG] [LOCAL ] Loaded configuration for VIRT: 3 features, 70.0% accuracy [2025-11-22T01:31:43.717167] [DEBUG] [LOCAL ] Loaded configuration for XYF: 5 features, 70.0% accuracy [2025-11-22T01:31:43.717229] [DEBUG] [LOCAL ] Loaded configuration for WMT: 2 features, 70.0% accuracy [2025-11-22T01:31:43.717293] [DEBUG] [LOCAL ] Loaded configuration for NMI: 3 features, 80.0% accuracy [2025-11-22T01:31:43.717353] [DEBUG] [LOCAL ] Loaded configuration for MUR: 2 features, 70.0% accuracy [2025-11-22T01:31:43.717413] [DEBUG] [LOCAL ] Loaded configuration for UFI: 2 features, 90.0% accuracy [2025-11-22T01:31:43.717473] [DEBUG] [LOCAL ] Loaded configuration for UHT: 2 features, 80.0% accuracy [2025-11-22T01:31:43.717533] [DEBUG] [LOCAL ] Loaded configuration for RF: 5 features, 90.0% accuracy [2025-11-22T01:31:43.717595] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-11-22T01:31:43.718058] [DEBUG] [LOCAL ] Loaded configuration for BY: 1 features, 50.0% accuracy [2025-11-22T01:31:43.718357] [DEBUG] [LOCAL ] Loaded configuration for APTV: 1 features, 80.0% accuracy [2025-11-22T01:31:43.718432] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 3 features, 60.0% accuracy [2025-11-22T01:31:43.718494] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-11-22T01:31:43.718555] [DEBUG] [LOCAL ] Loaded configuration for OGS: 3 features, 50.0% accuracy [2025-11-22T01:31:43.718615] [DEBUG] [LOCAL ] Loaded configuration for LPX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.718908] [DEBUG] [LOCAL ] Loaded configuration for EFX: 2 features, 70.0% accuracy [2025-11-22T01:31:43.718982] [DEBUG] [LOCAL ] Loaded configuration for TU: 1 features, 70.0% accuracy [2025-11-22T01:31:43.719043] [DEBUG] [LOCAL ] Loaded configuration for WIW: 3 features, 80.0% accuracy [2025-11-22T01:31:43.719103] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-11-22T01:31:43.719164] [DEBUG] [LOCAL ] Loaded configuration for MCO: 3 features, 90.0% accuracy [2025-11-22T01:31:43.719515] [DEBUG] [LOCAL ] Loaded configuration for CODI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.719589] [DEBUG] [LOCAL ] Loaded configuration for LEN: 4 features, 70.0% accuracy [2025-11-22T01:31:43.719894] [DEBUG] [LOCAL ] Loaded configuration for CIO: 0 features, 70.0% accuracy [2025-11-22T01:31:43.719969] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 1 features, 80.0% accuracy [2025-11-22T01:31:43.720030] [DEBUG] [LOCAL ] Loaded configuration for EFC: 1 features, 90.0% accuracy [2025-11-22T01:31:43.720090] [DEBUG] [LOCAL ] Loaded configuration for EAI: 2 features, 70.0% accuracy [2025-11-22T01:31:43.720151] [DEBUG] [LOCAL ] Loaded configuration for OPP: 5 features, 90.0% accuracy [2025-11-22T01:31:43.720753] [INFO ] [LOCAL ] Saved consolidated report: 1897 forecasts -> ./output/forecasts/full/2025-11-24.txt [2025-11-22T01:31:43.720803] [INFO ] [sig ] [30/30] Successfully generated report for 2025-11-24: 1897 entries [2025-11-22T01:31:43.720834] [INFO ] [sig ] ================================================== [2025-11-22T01:31:43.720862] [INFO ] [sig ] Report generation complete: 30/30 reports succeeded [2025-11-22T01:31:44.417187] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-11-22T01:31:44.417379] [INFO ] [sig ] Email notification sent [2025-11-22T01:31:44.417733] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-11-22T01:31:44.417920] [INFO ] [STATE ] Last completion updated: 2025-11-22T01:31:44.417802